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October 11, 2019 05:23
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 이미지 분류(Image Classification)\n", | |
"- 입력 이미지를 미리 정해진 카테고리 중 하나인 라벨로 분류하는 문제.\n", | |
"\n", | |
"# 여러가지 CNN 모델\n", | |
"\n", | |
"## 1. LeNet5\n", | |
"- Yann LeCun에 의해 개발.\n", | |
"\n", | |
"\n", | |
"- 일반 fully connected neural network로는 topology 변화에 대응을 할 수가 없다.\n", | |
" - 이러한 단점을 개선하기 위해 CNN 연구에 돌입.\n", | |
" \n", | |
" \n", | |
" \n", | |
"- 제일 기본적인 CNN 구조" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/lenet01.PNG')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 2. ResNet\n", | |
"- Kaiming He에 의해 개발.\n", | |
"\n", | |
"\n", | |
"- 깊은 망의 문제점\n", | |
" 1. Vanishing/Exploding Gradient 문제 : CNN에서 파라메터 update를 할 때, gradient 값이 너무 큰 값이나 작은 값으로 포화되어 더 이상 학습이 진행되지 않거나 매우 느려지는 문제이다. 망이 깊어질수록 문제가 심해지고, 이런 문제를 해결하기 위해 **batch normalization**이나 **파라메터 초기값 설정 방법 개선**등의 기법이 적용되지만 일정 layer를 넘어가게 되면 적용하기가 어려워진다.\n", | |
" \n", | |
" \n", | |
" \n", | |
" 2. 망이 깊어지게 되면 파라메터 수가 비례적으로 늘어나 오버피팅이 아니더라도 오히려 에러가 더 커져버리는 경우가 생길 수 있다.\n", | |
" \n", | |
" \n", | |
" \n", | |
"## Residual Learning\n", | |
"- CNN망의 일반적인 경우, 입력 x가 들어오고 활성함수로는 relu를 사용하며 2개의 weighted layer를 거치면서 출력 H(x)를 내보낸다. 여기서 최적의 H(x)를 얻는 것이 목표가 되고, 그것에 맞춰 weight layer의 파라메터 값이 결정된다.\n", | |
" - 아래의 그림이 일반적인 CNN 망" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/residual.PNG')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"- Residual Learning이란, 위와 같이 H(x)를 얻는 것이 목표가 아닌, 출력과 입력의 차인 H(x) - x를 얻는 것을 목표로 한다. 결과적으로 출력 H(x) = F(x) + x가 된다.\n", | |
"\n", | |
"\n", | |
"- 입력에서 바로 출력으로 연결되는 shortcut연결이 생겼으며, 파라메터가 없이 바로 연결되는 구조라 연산량 관점에서 덧셈이 추가되는 것 밖에 없다.\n", | |
"\n", | |
"\n", | |
"\n", | |
"- 몇 개의 layer를 건너 뛰면서 입력과 출력이 연결되기 때문에 forward나 backward path가 단순해지는 효과를 얻을 수 있다.\n", | |
"\n", | |
"\n", | |
"\n", | |
"- 최적의 경우 F(x) = 0이 되어야 하므로 학습할 방향이 정해져 pre-conditioning 효과를 볼 수 있고, F(x)가 거의 0이 되는 방향으로 학습을 하게 되면 입력의 움직임을 쉽게 검출할 수 있게 된다.\n", | |
"\n", | |
"\n", | |
"- 일반적인 망의 경우, 층이 깊어질수록 back propagation에서 편미분들의 곱셈이 거듭되면서 gradient값이 계속 작아지게 되고 결국에는 train이 불가능할 정도가 되는데\n", | |
"\n", | |
"\n", | |
"- resnet에서는 위와같이 residual learning을 사용함으로써 skip connection을 통해 몇 계층 이전의 gradient를 한 번에 위로 올릴 수가 있기 때문에 학습이 더 잘된다." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", 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"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/residual01.PNG')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"- 망이 매우 깊어지는 경우, 연산량도 같이 늘어나게 되는데 이러한 것을 줄어주기 위해 쓴 방법이 있다.\n", | |
"\n", | |
"\n", | |
"- 아래와 같이 1x1 convolution으로 dimension만 줄인뒤에 3x3 convolution을 하고, 다시 1x1로 256 dimension으로 늘림으로써 왼쪽의 3x3 convolution 2개를 연결시킨 구조보다 연산량을 절감할 수 있다." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/residual02.PNG')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 개선된 Resnet\n", | |
"- 기존 Resnet은 최종 출력값에 다시 relu를 씌워서 내보낸다.\n", | |
" - 진정한 identity라 보기 힘들다.\n", | |
" \n", | |
" \n", | |
"- 만약 relu함수가 아닌 identity함수를 적용한다 하면 다음과 같은 식이 된다." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('../image/revised_resnet_1.png')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"- $x_{l+1}$을 $x_l$과 residual함수의 합으로 표시할 수 있다는 것에 의미가 있다.\n", | |
" - forward path와 backward path를 아주 간단하게 표현할 수 있게 된다.\n", | |
" - **특정 위치의 출력은 특정 위치에서의 입력과 residual 함수의 합으로 표현이 가능.**\n", | |
" - 기존의 backward와 forward에서 곱의 형태로 표현되는 것에 비해 매우 연산이 단순해진다." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", 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"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": { | |
"image/png": { | |
"width": 400 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('../image/revised_resnet_2.png',width=400)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('../image/revised_resnet_3.png')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Activation 함수 위치에 따른 성능 체크\n", | |
"- Activation 함수의 위치에 따른 성능이 어떻게 다른지를 실험." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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bpry8HE0TSM1NfqMMpG0Rt6SawFEOSEqJrutUVVURiUQQQuAOZNMsU8c0TRx1uKRyEMnBpV27dgHgCJ2svMYIaRE3HZV7lAPap24JgRQucgsag20Rt1TsNBRHTROfvHWxYSS+JceKE3M0NQKvHBIhBC6XK3F3cymJx+OJTdQqfJSDSA4eGIaBtmd03rEtYtJRuUc5ZC6XCwCBxDTjJDdSK8rBCCFSPQ9ITFW3Gpyjpon/TsEUQhVR5ZBJKRPHwO35t4od5YeQ37q1uYof5YdIxo+UKnaUH0/FTsNTb9fEK4qiKIqiKEpDpZp4RVEURVEURalnVBOvKIqiKIqiKPWMauIVRVEURVEUpZ5RTbyiKIqiKIqi1DNHRROfPFnk2x9TFEU5nFSeUX6s/dUtRTkUB4odFU8NT71v4jVNQ9M0bNvGtm2klFiWlfq4ohyMruvYto1lWUgpMU0TKaWKHeV7aVriPhTJmEnGUeKuiuqoN+XAhBDfyT2WZQGo3KN8L13XUzGTrFuO46Dr+i/90pSfWb3OFpqmEYlEsCyL3NxcsrKycLvd5OXl4ThO6g6KinIg1dXVBINB8vPzcblcNGrUCI/HQygU+qVfmnIEE0IQDodxHIf8/Hy8Xi9ZWVnk5eVRU1ODZVkq9yj7lbzwi8ViZGVlkZOTg9vtpqCgAJfLRW1trWrklQMSQlBbW0sgEKCgoADDMCgoKCAQCBAKhdRofANTb2/2lLo5jxA89NBD6LpOq1at+Oabb7jllluwbZsJEyYghMBx1N0TlX1JKfF6vcyePZvJkydjGAZbt25l0qRJLFmyhPPOO4++ffsSiURUQVX2kbxDa1VVFU899RRNmzZl1apVlJSUsHDhQnw+H+PHj1fFVNkvKSUul4uXXnqJr7/+mg4dOrB161buuOMOysrKuPrqq8nIyMC2bVW3lH1IKXG73Xz11Vf88Y9/JBgMUlpayuTJk1m6dCnDhw9n1KhRhMNhVbcaiHrbxAshsG2bzMxMunXrxm9+85vU/61evZpbb72V3NxcNaqhHJBlWfTu3Zs777yT8vJyXC4XS5YsoUWLFkyaNIl4PK6KqPIdQghisRhFRUVYlsWDDz6Ipmk4jgPAM888g9/vV7lH2S/HcfD7/XTq1Il7770XSMwqf/7554wZM4bCwkJCoZCKHeU7krM4nTp1Ys2aNZSUlGAYBitWrCAtLY0bb7wxtSxLaRjqdZbQNI1QKMTo0aMZMWIEkAjyzp07c+655xKLxVQTpuyXEIJ4PE7Tpk2588478Xq9qSbs9ttvJxgMqpEw5YCSS/muv/562rRpg5QSXdcZOXIkw4cPJxQKqdhR9kvTNMLhMAMHDuTiiy8GEvmocePGTJgwIZWHFGV/LMsiIyODW265hczMzNTHr7vuOgoLC4nFYuoCsAGp9+90cknNpZdeSiAQQErJOeecQ25urhpJVQ5K0zRqamoYMWIEbdu2xbZtjj32WAYOHKimI5WDqnsReOGFF6Y2Q59//vmpTWcq9ygHE4/HOffcc8nOzsa2bUaMGEG7du1U7lEOStd1ampqGDp0KN27d8eyLFq1asVpp52mYqcBqvfvdnJUY8CAAQwfPpzCwkLOOOMMNR2pfK/kfolAIMB1112H2+3msssuIz09XU1JKt9LCEEkEuH000+nsLCQgQMH0r9/f5V7lO+VnMnp2rUrY8eOxe/3M27cOLUHRzlklmVx0003EQwGueCCC2jSpIkauGyA6u2a+Lo0TcM0TXr06EEwGFRHvCmHLLmWOS8vj759+9K4cWO1EVo5ZLqu43a76du3L4WFhamjA1UMKd9H1/XU+uZBgwbh9/vVZmjlkGiahpSSjIwMBgwYQFFREUIIlXMaoKOiiZdScuWVVzJr1iyklHz55Zc89thjZGVlqXXNygElR+GnTp3KPffcQzwe55JLLuGBBx5g+PDham2hckDJE0Y2b97MhAkTWL9+PR6Ph23btnHrrbeq5TTKQSVPOHrggQd4+umn0TSNSy65hMcee4ymTZuqI0qVA0pujJ4zZw4333wzFRUVfPTRR9xyyy1cdNFFhEIhdV58A1KvO5TkcUurV6/m/fffxzRNLMti0aJFlJSUpJZFqNEN5dvqHhP4j3/8g+rqakzTpLKykn/961/k5+fjOI7aZKbsl2VZBINBXnnlFb744guklNTW1vL666+zbds20tPTUzeBUpS6krmnrKyMF198EcuyME2TVatWsWTJEjIyMrAsS+UeZb80TSMWi/Hvf/+bHTt2YFkWoVCId955B8MwUjcRUxqGet3E15VMeMmR0zlz5rBp0yaysrLwer2Aus21sn+GkZiQSo58ffnll3zwwQd4PB7S09MRQqjYUfaRjBWXy7XPvyORCLNnz6ayspLs7GxcLhdSShzHUfGj7EMIkYqf5MjpvHnzWL16NdnZ2QQCAUDVLWVfyZOwPB4PsDd2tmzZwpw5c3Ach2AwmFpyo2Ln6KZPnDhx4i/9IgDC4TDhcPgHTSEmz4rPy8tj/fr1bNiwAcdx6NevH8XFxXz22WfMnTsXr9dLfn4+Pp8vdarE/taPJTc6pqWl4ff7f+pvUTlMbNumqqrqByWrZOwEAgGysrL49NNPCYVCNG3alIsvvphNmzYxf/58Kisrady4MYFAALfbnbq99YGW2bjdboLB4E/1rSk/g6qqKkzT/MG5Jx6PU1hYyNKlSyktLUXXdS677DIKCgr48MMPWbNmDZmZmeTk5OD3+7FtO7VMYn9fSwhBRkZGqrFTjnyRSOQHHyearDMZGRlUVVWxfPlybNumbdu2jB49mjVr1jBt2jTcbjeNGjXC7/ej6zrxeDz1+P09XyAQSDX+ypHPcZwfXLdg7wqE/Px83n//fcLhMF6vlwsvvJBIJMKsWbMoKysjLy+PjIwMPB4PlmVh2/YB65amaWRnZ6slXPVQvW7iYe9V6Yknnki/fv3YvHkzzz33HMXFxbRu3Zq0tDTmzp3LggULqK6uxu/306xZM6SU+5xAkiysqomvf35MEw97G/n27dvTtWtXtm7dyksvvcSwYcM49thjycrKYtu2bUyZMoXKykqklKmGPh6Pp75e3ZhVTXz982Ob+GSuOPfccyktLWXUqFHceuutdO3alebNmyOl5N1332Xt2rWUl5eTn59Pbm7uPksl6n5N1cTXPz+mia+ruLiYwYMHs27dOp599lmGDBlC27ZtCQaDrFy5ktmzZ6duGtasWbPUZtikunVLNfH1y49t4oUQWJZFixYt6NOnD+vXr+eFF15g5MiR9OjRg8aNG1NTU8Nzzz1HWVkZjuPQuHFjgsEgsVhsv3VLNfH1V73f2JpsxAzDoFu3bmRmZpKRkUFZWRk+n4/evXvTo0cPtm/fzsyZM1mzZg22bXPKKadQVFSUGl2NRqNqE2MDlFzq0KRJE/Lz82ndujWbN2/G7XbTrl072rdvzwknnMDHH3/MRx99xCeffELr1q0ZPHgwPp8PKSWRSCT1fCoJNhxCCKLRKC1btqRJkya0bNkSXdfZsWMHBQUFNG3alH79+rFu3TreeustvvjiC7Kzsxk6dCiNGjVKjeabpqlyTwOTrFtCCLp160ZOTg75+fmUlZXhcrk47rjjOPbYYykrK2POnDnMmDGDmTNn0rt3b7p06YLH48G2bXUkZQOVbOSbNWtGXl4enTt3Zvv27ei6TuvWrWnTpg0DBgxg2bJlzJ8/n/fee4/CwkJOOeUUAoFAKncdbHReqR/qfRMPpNYsJ4PSsiwMw8C2bcLhMAD5+fmMGzeO7du3s3z5cmbPns1///tfevfuTbt27WjRogXRaJRQKKTWkDVA8Xgc27aJxWKpI0qj0SiQWDM/evRootEoq1evZsWKFUyePJmOHTvSqVMnOnTogKZpVFdXp9Y+q2a+YdA0DcuysCwrNTuTXPqQXP7Qvn17evbsydq1a1m7di1PPvkkwWCQYcOG0aZNG3JycqitrVUbGRuYZI5I1i3TNDEMAyllqm4Fg0HOP/98ysvLWb16NUuWLGHWrFl0796ddu3aUVRUhGma1NTUpNY/q9zTcCTrVnIQUtO0VN3SNI1BgwYxcOBAVq5cSUlJCZMnT+aYY46hS5cutG/fnvT0dGpqalTdqseOiiYe9k4r1l1vWjcgTdOkoqKC9PR0TjzxRAYOHEhpaSnTpk1j0aJF5OfnM2jQIFq0aIHP5wNIjZSoK9WjXzJW6r7XdeOnsrISTdPo1q0bXbp0obKykjlz5jB9+nTeeecdunbtSnFxcWqU49sbrZWjV918s7/cE4vFiEQiNGvWjFatWtG/f39KSkr46KOPWLBgATk5OQwdOpSCgoLUJnzLstT9LhqAb8dM8v4CyY/Ztk1FRQUej4fi4mJ69+7Nrl27mD59OsuWLaNJkyb07NmTjh074vf79xnhV7nn6Fa33zlQ3aqtrQWgW7dudOvWjerqahYuXMg777zD3LlzadOmDX379iUrKyu1EdZxHHVEZT1y1DTx3yd5ExbLsqiurk6tMbz55pvZunUrixcv5t1336W6upqzzjqLPn36kJaWBqiCquw9ASA5Qub3+zn77LOJxWLMmzePdevWMW/ePPr168eIESNo1qwZ8N1Tk5SGJ5l7YrEYsVgMIQS9evWib9++fPnll6xcuZJnn32W3NxcTj/9dLp37546MSk53a1yT8OUjB3btlNr73Nycrj22mvZuXMnS5YsYd68eUyZMoVLL72Ufv36kZWVBajYUfbWnWTdcrvdjBgxguHDh7NixQpKSkp45JFH6Nq1KyNHjqRt27boup6a1VF168jXYJr4pLqjHKZpUl5eTmZmJqeeeiq1tbVs3LiROXPmsHz5cvLy8jj++ONp2rRp6vEqMTZsyfddSklVVRWapjF06FAGDBjA9u3bWbRoEX/605/o0KEDvXv3pk+fPqnHqsTYsNXNGeFwGCklhYWFFBUVUVFRwZdffsmbb77JnDlzyMnJYezYsalj5EDlnoas7ntu2za7du3C6/UyYsQIBgwYwNdff82CBQtYsWIFTZo0obi4mGOOOWafx6jR+Yarbt1Kjs736tWLHj16sGvXLpYuXcpDDz1Ez549KSoqYvjw4fs8RtWtI1eDa+LrEkJgGAamaRKPx9F1PRXA1dXVzJ49m6effpp4PM6vfvUrioqKUkVVFVQlOTqfnNnJzs7moosuIjMzkw8++IDly5czffp0+vTpw+DBgwkGg2q6WwH2jpAl1696vV769u3LmDFjKCkpYc6cOdx///3k5+dz4oknUlhYmIo327bVdHcDl9zzVV1dja7rtGzZkkGDBhGPx/nwww954403ME2T4cOH061bt9Rpa2pWWUnmntra2tSJWKeccgpXXHEF8+fP5/PPP+c///kPgwcP5qSTTiInJ0ctET2CNegmPqnu6Hw8HqeiooL8/HzGjBnDqFGjUqdLADRt2pQTTjiBgoKC1OO/vY4xSW0UaRiSSS151GUwGOSEE07ghBNOYMuWLbz33ntMnjyZZs2a0bNnT3r37p167IFGOVTsNAzJ99hxHMLhMLW1tXTs2JGOHTtSWVlJSUkJDz74IIWFhXTv3p1BgwbtMzq/v9yjYqdh+Pas8u7du2nUqBGnnnoqI0eOZOPGjUyfPp05c+aQm5vL8OHDKSwsTD1e1a2GrW7dqq2txbZt+vXrR79+/Rg1ahQff/xxKvd07tyZ/v37px6r6taRQzXx+5FcE+Y4Dj6fj65du9K1a1dKS0t54403eOaZZ/D5fJx++ukUFhamAjk5ypE8Icfr9aqgbkDqjq4nR0ubNWvGr3/9axzHYcaMGcydO5cXXniB0aNHU1xcvN/NaLFYDI/Hc9CbSilHH03T0HU9dVJEZmYmxcXFFBcXs2zZMhYtWsTixYvJz8/n9NNPJzc3d5/cYxgG8Xgct9v9C38nyi+hbt0yDIO2bdty4403UlVVxSuvvMLUqVMBOOmkk+jYsWPqfgTJuuU4DpZl4fF4VN0gg2dlAAAgAElEQVRqYJIn2yQv7Bo3bszYsWMZO3YsM2fOZMmSJXzwwQd0796doUOHpmaVk7lK13Wi0Sher1fVrZ+ZauIPILmhCPY9S/yqq66iurqakpISpk6dSjwep7i4mF69epGdnQ1ATU0NL7zwAuPHj8fn86mgbmC+HTvJEYvRo0cDUFJSwqeffsrs2bPp2LEjXbp0oVu3bqnHv/jii7Rs2ZIRI0ao2Gkgvn3jlaRk7unZsyc9e/Zk586dLF26lIcffpjGjRvTo0cP+vfvn9oIW1paygcffMDll1+ulvw1QPurW8FgkHHjxhGNRlm7di0zZszgueee48QTT6R79+40adIESJyiNHnyZC666CJatmypck8DVPf9Tjb0xx9/PMcffzybNm3ik08+4f7776dt27Z07Nhxnz1fL730EpZlMWHCBLXk72ekmvhDkEyMUkps2yYjI4O+ffvSt29fNmzYwHvvvcfKlSsxDIMxY8aQk5PD008/zapVq3j66adT59irYtrwJKer6x7dlVwuEYvFePXVV3nttdeYPn06Q4YMSZ3pO3HiRGbNmkX79u1VQmzAkrknuR41Pz+fkSNHMnLkSBYuXMjSpUt59913adasGZdeeik1NTVcffXVRKNRrrnmGhU7Ddi365bX603NKu/YsYPp06ezZs0apJScdtppHHPMMbz77rvMnDmTmTNn4nK5VN1qwOrOKmuaRqtWrWjVqhUA06ZN4+2332bOnDl06NCBUaNGsWPHDv7whz9QXFxMt27dVO75magm/hAlm7DklFNyhLV169ZMmDCB8vJyVq5cyZ8f/jNxM87GjRtZs2YNmZmZTJ48Gdu2gaPzjp5qtOb7JYth3dhxu91ccMEFSClZtmwZS5Ys4d1332XRokWUlpZy8cUXM2PGDPLz81PLbY4myRmKo+37+qnVvQlU3fjp06cPffr0Yd26dSxbtowHHniAtWvXIqXk+uuvJz8/n7Fjxx6VsZOkcs/3Sx7gkLyJoZSSgoICLr/8cmpra1mxciWvv/461dXVfPHFF+zevZsrrriCp556CrfbrRr5Bi7RiMs6s8qC0aNHM3r0aNasWcO8efMYP348X3/9NaZpctZZZ/HGG6/TpUtXNZvzM1BN/CGqO025Pzk5OQwbNoxhw4YxZsyY1KkTDz/8MDk5Odx+++0/10tVjkAHS2TJc8N79erFO++8w6RJkwBYtGgRo0aN4tVXX6VFixY/10tVjjDfVwTbtm1L27ZtMU2Tbt26YZomAOeeey4AY8eOPeyvUTny7XsjMoljO6SlpTGgf38G9O/PxIkT2b17NwBTpkzB4/Hw18cfV6OpCiAQYm8M2XaiOe/QoQMdOnSgR48eqaU169evZ8yYscyYMYO2bYuQEtQ14OGjmvjvkRyF+Prrr7nooovIycnBsmy+HZMSieNIKip2s2jRItLS0nAZLjRd5/HH/8q8efPRf8YrUrnn78P1u2O4XITDYQYNHshtt96W2lin7Cv5c5k8eTIzP5hJIBBINVlJck+Wq66uYu3atXi9XtxuN26Xmy/WfMG5555HXm4uEok4bO/oviSHL3YkYBg65eW7ee65Z2nTpo0asdmPZOzccsstfP75ajweD7Zl7fM5EkBKTMtiy5bNbP5mM2mBNDweD0IT3Hbb7fzzn/9EOj/PaOrhzjsAmq5jmSZNmzXlySefVNP2B2FLSWlN5ID/7zgObo+H5YsX8czfnyWQlobL5cLlcjNtxgzadevBBb++nGgkfNSMxgshsB1JfsCDz1Bxc3ARIATsm5t1Pbk6AaLRCJMm3Y2u66Sl+fF4PGzbtoXbbruRZ599lIyMTKQ8mmYDHSCTI6V9PjJexREs2cRv3bqFxgVNmPLi8+zYWr7PCRCJz9GwbYt58z/FNOO0almI3+8nIyODjIwgjuP8BNPaEukkWjlNO8DzSAlCQ9c1HNvGOQxXwY7jkJGRwccff8x/Xns59THlu5I/l5KSEq4YdyUjjj+Byj03iQJAJi4AXS4XK1euYMOmDRS2KiQjPYOsrCzS0tJxu93fafx/jOR06P6Oldv7OcmTCsC27MMyhBKPxylomsO4y67gm83f0KZNm5/8axwNkssf1q5dy+9uvYsO7TsQiUS+c5ykrutUVVXx4ZzZNGnchKysLDLSMwgGMwn4A5iWtScv/G+vJZnnDhQSUiYabA0H23YOS+xImfhdKSsr44abr/3Jn/9oIyVELPugnxOPxqgOR7j13vtoXVSE1+8nIxjE5/djuNxU1obZ9/JM4th2Kj5BIHSdA5WkvQTSSdSk5BKN1HNKB9tx0HQ9FaYCcBwbB23PAJjc77P+UEIILMfBdhI1/HAOWNRfyZ+KDcT5dhOf/BxNc1NevoNzzjmFG264nMzMIDk5WXi9XtLT/XtqTfQQv2Ri78bed1mg6Rpa8qZTjo3tyESOSeUWiW07CE2r87HDzeGnisWfgmriD5Gm66SnZ+D1egkEAqnjufYhBKePPhMhwIybONLBcZzULu+f4FXg9nrRpUkkdqCmToA0CYViuHx+/IZAfjvepINlS3RD/1HJS0qJ3+8jkBbA5/MlvupRc5X900r+XLxeL2mBAH6/l7hloonvnq87YMBAhg4ZStw0Uxd9yeZpv/H2Q0gQhgufx4UVixCz5X7feyEEZixM1NQIpKUhvh08/2PsALhcrj1JPh1dUyNh38fv9++JHf8BL8D8fj/jLhuHadqJxqdO/Ljc/3vsaC43XrdOPBbFPGDsQDwSJuYYpKX5+W7iAce2kEJH//6O74AMwyAQCBAIBH70czQUAg6puRkwZCiGoROPm8g9NSuZexLNukg9n8QgLTsdr55o7SRQWx0iajloQuy3vREkcpwRCJLmltTU1GJLkfq4cPvJTjMI19QSsxPP60jwZ2TixaKqNvKTXRQmfyaqZB1M3Uspwd53us5nCAFYNG/eiubNOwAmiQbX3vO58juPOfiXdKMb6UDyAi8K1KYuJ4QWxNBcQNWeWWkAHV1PIzFbcPCL1Z/GkRc0qok/VFJiO4kgSTbm+1NTU/2d0c7EhkY7MYJe91bG1EmwUuJI9o6wS4mzpwgKIUDoePVqpv/lbtbknsC15wxCi4Wx6/6OSAfhCaJvncnYs+9j9J9f4br+WVSGzD136Ut8jtS9ZGV7CFdWEXXEDy6oiWk0edCfg7IvKSW242A74NjOfgc2QqFQndiBZAIVQmLb+46CSseBuv+Wzp7PFd+KHQ1w0Nw+Ihvn8KfnZ9Pv0hs4odBPKPatpRlSkpaZxsdPjOfmmU2Z9sZ9FMQriAkdQ9OQjpMotkEXNRWVmPy40Y9kzCR+n46cEY0jleMkYudgAwKOY1NREfvWuuc9Y2lSIjRtT/lJzOZ9N3b2/XcifAQCieHzU75yGo+9VsJpV/6G43IFYUsi9uQwSDRcwaDBK7+/lL+VDuOtF67HU1OBrRmp/OI4El8wiMeKUlEb3WfU9Yf9PByVe35i4X1yz74xtJfEQceQ1Sye8Rbrt5YRMW2MQGOOPeF42uZ5icbM1Jr7xKxx4nkkAsNlULb6I97aIhg0sA9puontgGa4iG//nFeWbaFL/8E0TxfEbPC6YO0nb7GBFgw77hikZXIkNlENw4HztJQmjpPMPXsvjg59YE8CBkRK+fDdeXyzu4aoDekFRYw4uZhcV6KN3/3Vp8xctp0ew4fTNtuFg4Ymaln6wSxEh2Pp2SwDKZ3DfHF25NUrtQj1J5a8YUvy1I1kIBtuL+466+803YXHVecaSjPweNxoIlFEHTR8gXTS0/zoYk+DL2x2bv6KjdurQAgcR+L2BkhPC+D1uHG73RiGhnQszHiIWNzG8PhJSz6H46B509FK5/Lbq29nachLts+oMy2q/JL2jR1tbzMvDDxeD3rqt1Xgcnsw9L3ZSnd5cLuMxCia0PEH0kkL+NBwkA4IXceO7uar9evZHbbRkEhh4E9LJ+D37VmD70ITAtuKEotHsKTAl5aG3+PCsW1caRnEPp/GtddPYiMZZLj1/yl2VDn+KYlU7NTNPUJ34fV66iR6DZdnbyxJwHB5cRmJkTbHcdBcPtLT0/F59hxtqWmYtTtZt34jNVGJpiUact3jIz0tDZ/HjcftwaXr2GaYaCyKIwSBtDR8bn3PyK5GMKjxwUO38PupSwhmZaLmYI4cB6pb+5AOUvfgDX3FH64+j7ueepPViz/hPw/dxPmjx/PR+hq8bn3PBZbA7U8jLT2AoQlsx8Hr87Jm2n1cc8MDbLc8uPfUJN3jpXbVK1w57io+LbUJuCBuQZpPMuvxm7jhsf+ieb3fnRVUjgjJQz8SuUccdLnm/kjHAXzEv/qI084ezwNT57Nqwcfcd80ERpzzMOsjiZH5WS89yNixl3DOba9SI7xIKYBdPPp/N/DYJ9sAF5bT8GJENfE/AyEcdm/7mh0V4VSAR2vKKN1ZiRQCgYaMV7F1aykRS6C7vATcFutXLWDe0jWE8OB3QdRK44wbHmTiBQMRponX52LXxs+Yv2Qlm7fvYPu27VSG4onRV+EmmBmgZksJi1esJYILj0vHNiPsWr+UN16bwaqvt1NRUUHM+bm2Syo/mNBw4lVs+WYLYTMxsi4wKduxlaqwlbjLq4Da8q2U7qrG8KXh18KsWT6PhSu/wjS8eN0adjSCv3AYkx56gBGt/URx45HVrF66gOVr1rNz53Z27NhFzAENgcubRrorzpfLF/PF5krcPi9OPMTWkk959c13Wbt1JxWVlVhSU7FzhBJCwwqX883m0sTvuNAQMsaO0lJqY4kRfV1IKnduZmdVGNDxp/mJ71rP/E/nsW5bLf40PzIaJbvbmUx+YCLHFeiETYHf7yW0fR3zFy1h/dbtbN+2jd3VISQ6nkAGPkJ8vnQx63eG8fjc4NjEanew8N03eGveKsp2lVEZiatlePXKnvfKdnAy8xhy1X08/fJU/vvxNHrJD5n45LtIjxehuQj4Bdu+WMLC+SuoNDX8HiNxJ1l/OkZ2OlpyphASV5IuP0ZeFm5tz2pskZjd8QVzycv0729llnJUEUjLRmtVxIQH/8zjz73B0vcmsuOTp3l01jeATrXpp2nbY6h8+3n+/tEmdM0NUpCZn0umL9HoN8R0opr4w8yR4Pe5WPLvP3DenX+nUvhJCzjMfvRqzrn5UUpND2kZBium3s+E216k2hfAqFzJHZdfwJV3PsRf7ruWsy+9g0U7HNL9UV6+9ypufXY+aZk6bz/yG86/+jb+9tg9nHvmSEafPY5Xl27H5XHj0ip47aEbuXD8tVx7xZmcee1DbJZpRNdMY8Idj7AjsoUHLjuRs69/hl14ceHQAC9ij2zSwdHcBKIbmXjtZTw8awPpGT6cXcu5/aIzuPftNfj8ftzWJh66+kr+PncnWuVCrrlgLDdNeoQH7xrP2CsfYm21xOv1E/t6FlePu4YPt2q4dy/ipkvO5daHH2PSLZcx6oxRXHjr02yJ67jdLmq/mcNNl13MtTf/hrPPPI373/6CnUv/yYT7Xqa6uoSbxwxl3D2vE3L50FPLL5QjhnSQhg9XxXKuGz+OF5eVkZ7hI7xhFleddzZ/W1BKWsCPqF7JXVdcw9TlVQSzDeb/817OPP8qHn/mYa648DwmvjQfIzNA5cqpjBt/O8vKNdLTNJa+ch/nXnIVf31yMpeffzKjzxrDozM+x5OVzq6Vb3DlRZdww81XM/rMs3l81iYyg3Fe+sN1PLtqG5vf/hPDh5/FK0t24PYYieU9Sv0hQNo2jhDogD8jm+yMAE4sjqNpeMzNPHXDpVzzmz/ywsO3ctk51zDryyq8RuKwBWufzYvsWTDvYFv7flyQ2ENh2WrZVEMgBDiWjRQaoOFOzyAnM5dMjwEIrNowjY8/n7vHFPDInU+xzfEgkVimRUMOEdXEH27SwdT8dO5YyJa332JhqYkR38act99j5Yx3WLChFsNVwXvTZxJt2o6iYIwX7rmTD6L9efG113n9tZcZLj7h9gfeRPp97N6yie1hSc3qadz7zGJOv/1Jnnv2UU5rm45edCJnDG6CHbMxY9tYF8rnhkf+xZtP3ULV28/w5PTPyOt1Kg/87hra5LXl+sdf4bl7LyVfi+1Z3/xL/7CUfQiBNOO4mxTRwVXB26/NIeLW2Pn5It5bvIrX35lPlUuj5stPeXtlJV06+3n65tsoKTiXqW+8yoypT9F28ytMfPIjRLqGjFayYf1WHI/F+3+dxPvRvjz23N95YuKv8da6GDxmLEVpIFwOZaUbyeh9Af+Y9l9+f3IuT9zxALs7jeXxm39F40bd+cPz03j0ptNJsyNYBzmxRPmFCIETj5HeqgOFoU3MmLEY4dbYtHgu73+2nDfeX4bp09i+dDazv4rQsUdrqpf8k5smzWT0xOd4ZerrvHjHCbx5/z28s97GK2vYsGErUd2HUbaQSX/6D+0vuo/nn3uG/xvampD/WM45rQ8+u4rtm0spPPFqpr41nQmdI/xl0tOsDWdz7s33cVnvIo455QZef+NFzurZiHjMQqjEU69IBC7hsP69l/jb009x97XXsdzuze8mjCJNj/HRE3/g5ZWN+NMr03hx2hv8qt0W/nTns5QLgSHld5cVf+81nIqPo5/E0Qw8kXLemDyJ+/9wJUMG34C/76XcfEIbII6hOdRE0hl7x3W0KnmDP/57BUL4GvwggGriDzMhIBqxKOx7Ej0LdvPhsq+p3biS1b5jad/azYLFXxEv/YJ5X3s55dRhaBUlvP/e52TkCRa+9RIvvPoJtl9n3fIFlNYK/F43brdBvKYS05NH+/aF+IMtadM0Fxd+gmkG0oohjbZcd+tNDG6fT6tuJ1DcO4uS9ZvQfem0adUUr8dP87adKCzMx5DOEbhdQwGBhkWUPEaeMYyKNfP5aleUlSvWUdC+N9lfL2H19jhfLlyAfcwJ9M/cxtvvfkF2bowPpr7IP95ejua3WbV4MeVxcOk6bo8Hl2ZTVREiq1U72mQHaN6miFzDTVogA5cO4RqTZr3O5XfXjKJRMJ/jTzkZN5spjQTpUNgItzudwvbHUNg8G0024CGQI1rilCrT04pTR/dhw9J5bKutZfHn22nXsSd8Pp8NVSYrPl1KWreTGFaosfS/7/F1yEDsWshzz7zM0tI41Kxj4WeliT09bhe6JnCiNYRsP0UdjiEQCFJU2BSX7SMr20ukyqFoxK/57WWDyctszsjTjica2cjWCofMZoUUpPvw57agQ4dWZKep/Tj1kQR0JNVb1rL4vf/w1HOz6X7pbzmlewFmzWY+mb4AV46Xrz78J1NefJtal5ttqxeyoQLcBt9t2kWdZ64TD3vvi6FipOEQaBrUWj66De5C9Yq3+NvbqwAPSLAiITw5I/j9dd156e6/sDUEfhf7HvDRwKjTaQ4zsWdEzF3QgUGd03l9wacsrF2B97gzub3Rch5dNIflzeKU+YsY1KMAWVlCJC6JhXeycX2c2qgDLYZy8/BBZBDDlmDFTLLb9KKN/25+N+FyFnc0eX1mBefdMwR/TBIWiVND7FiUaMTEFY9hOhqGoYOURKIxkA7xcAgz4uAg1NXcEUoIiEcl7YoHUHDfJOYsWsK21VsYc8utlD51H7MWLSNr0Ze07n8BTUQ1u2OC7JptbFxfTtiSZHYbzQ3dhuI2wRECpE3U9NNrYHc23vog469fD1/MZnvRIE7qmYcTtxJn7kpJJGwTdUMsbiE1V+JjscQxYrFQnCgmqO2JRywhJLG4Qc/BxXinvMbHixay6uswV/zuJuY8+Bc+XLyMb1ZuoctJA0lHUlkRw9ZNdnyzgepIBCkkZ11xFSO6ZhP5KnGkrW1aaI070LNthEd/+3/UDG/Me9MWMmTcwxRgEUfDcGzCYQevcIjFbYRmYAiQZhTTkWDFiIQtTEui62qUtb7RkESlTrfL7uXl8T2Yev9FXHXPRE4e9ianNI5TG7KxzN1sXr+BcNhEpnXjqhu60MQLa6QAIVPHWDpO4tAGw3DhFgZC1/b8n0A6EgtbtfINgkCzTaL+HMb87l7Gt8kCypgy7iRunPh3rjj5Uby6RAiJKXWG/eY3DHh+PHc98wl5GWnE7J/jeMkjk2riDzuBhkmYLIacOISXn5jKX1ZqtD/3PIb3SOPxt2dw/zMOhf3PpFMW2FUZZAa9ZPY+n9tuOjZx9KoLZAxkbBu25iIjoPP57P+yNVDMzeNPx9lVwTPjHqJfUSbVYYmma+iGsc9OcV3X0fcc9aUJCIdtbJcXV4ZALw+hpiyPUEJgmzGCrXpzQud0Xv3zX3FXNuKOIUPYsOAlnn3mb7h2Bjnjyh54fatITw/QeegV3H5eK7AAA5xQlBobImjoLh/++GbefGMZgy+8hrN6Z1LW93j+eOIQ8kQ4cUazpmPoe0/HEZqW+Peei71QyEZ63XjTJeGqmLqn9hFKIDDjMXI7DmBg83/x7AN/xwm15trjhxF+YwqvPfoEsepWXDm0PdKRZDXLxOtP4+Lf3kZnL6ljnk0TNn4BLkPH4zMoXz6TBdua8NtbLyE/VEbx8zcwvGcr9FgIYRjoep3TcfbEDuwZ0LBsaqPg8xs4EY3Y4bmfmHJYCXTDgGgNu2wY8Kv/o/uT5/Dy9GWccUNbsrI95LY9hd/efgbJeTrbSdzIZxUahsdPepZBpi8TtyWxLMhs1Z42Vbv5cl0Z/p5FZHnAHS1h+Ypy2o/piFtzCB+GGxcqRw4pBIauYUVCgBtIp3mzXFgYQZK4qZ3uMpAiDBnHcu/dozjn9gfwu1ycnOaioV7mqSb+ZyA0QSxs03HoSHKuf5Dp4a48+1BHmnQIULjrKv6zNIvfv/ooATtK1N+eS389hIsfHM/Nxk0UN9H4cnkJduPh3HxNVyIVu9heHqZJxy7opU/x+ONhmvolu197m1MuGM+lZw/GY8fYvauccDxxAoXAobqinIpQHBxw5eSTXr6G5x/5M8bQLvQYMJimXgtTqlNqjjwCaZvY7qacdHx7HrzxGQpOeoiuLXLIGdidCU/djdnjOh7rEMTK6MG4Czpxw60Xk1t9NZ0zY3y28EuyuozkkouLwYxQvquMWjLo0q0pk6c8hflVG2RNNdPencNVvxnP8V0KiIWq2FWRgbPnzF9phinbVUEk7uBrVICxaSFP/fkvVBzXmd79i8khjoWKnSOOAGnG0TKP4aR+OZz70L/pcslLtM8vYFffVtx509Nkn3Qfg45Jp6bSpOfpF9L3uUu55MJbufHsfjg1m1iyOMZ5d95IHlHKdlUQjtoEW7SjQGzimccepX2el93/fpPZJ1/K7deMxKqtYFdlGPY08Xa0lp3lVVhSguYmv8DP6lee48+dLTp1KaZPh8bYpqlOqakXEud1C2lRtasMX1wiLAvyu3PWqe24/sE/s/CK/3De1Wcy7ZpbuKpRBSM6ZLD1i9WU2V24+s4zwbKwls/miYn30FiPEJI+jj39Mk7pOYQrzu/EnRPOIr72croXwII3p7BEL+aJ84pxIuE9J7kpRy9J6Juv+OdD9xPrnEvN9tW88I+NXHTvb8nEoqKiit2V4cRpfo5Fjwuu4Mxn/80DH5czVEvc0K4hrs5TTfzPQQiwYmh5nbjypitpaXahfys3MXdzLr3mBjwb0jm5Z2PsWJyopf8/e+cdZkWR9eG3qvvmiTDkjAkQQV0zqIg5ryCKihkBCaKg4BoQxTUjuqxhMX6uYc2uCde4pjWDIlEElCQwTJ4bu7vq++PeOwwKCojcGaj3ee4zM3fudNd0//rUqVOnTnHwRTfxj/A9PDL9//jSERQU7sIph7TES0j2O+lcWrXdifKVn+Pr0IszhlxIJ3+MVd+9w81jRqGavMEV++zGgHMGsWfrII7roohw+CmDqN61PYloCrvNwUyaMpo7n3+LVwNN2P9wG7QDWpiAfANECkikNN36DGDs2SlKTjmCcCJFm32P55pzfyB6yCl0CHnUxP38efzfoORvPP38NN7zbAqb9+DsU1oiEg5Wye4MumAQu+UnmFHu8aejBjHq1B7UVpXzyVN3MmRILW+/cxs773cC54QLiWgH14Vgqz0Zcq6grR3H1+VEbr1lHg+8+QrvBlrT63ALnTIhsoaJQApN3PGx/wnnMmx1CT3POgCdcOhy2AAuH5Sk6OSjKZGKeCKJr+VB3PV/9zH17w/y8D++QAYL2G2f/jQNeQRb78N554bpkC+oXLmWZEEX+g8aSq+WmrUrv+GuSWNIhFtx1knncOb37bBcB1coinbuxbAzd6VF0CFW4+PoSydycex2Xn52Os137o0tt80+i4atgURoByfYkgHnXkJBj5akXIcEfnqfPZpz9ZeUr6ymd//xTPWa8H/PPMsD73pECtpx6BnHI5MOHQ86nbNOLyS6dD7fK4USEXZNpki5zTlx0jSCHe7m+Xf/zXeOpGjXk7n3tqH8qbVFIuGu2wjRsF2R3pAwib/dXtww/Gy+q1zNrFmrUYFCrn3sQc45ag8gwd7H9OPiyl2QOAjtoq12jJ1yB9EHPubQDvmAqreXyo6DceK3CQIhPJKpMCddcw8DBFRXVFNba3HIyFs52ge15dUkXIElPBIqj2MvnsRJF6WoSWgKigJ4sThV1S4nj5pIKJTi7kEjWGIfxZ+PP4pmlqa2Q4x7b3uLmtoaVHEPJty6J06sllgyiRZFDB43CZlKUBmLgwjQ+5wJ9D4ziZIWXiKOoze9wkjdYrQdcNSbC4QUeMkkwU59uOOxI1G1CSpqEsimPbj20UcRsRTltQmEAMdqzsBxd3Lm6ARRx6Kg0EeyNka0Jobd6gBuntIH9d1rDHvuM/rcMoGj+uyOslOIGf/iXwtqqIlruh59MZNP1FRV1ZJKQWTXo/j7bccRraymxsnnxEvu4LhhKZASN5GpTrMF/5eRz2awhRdLSIETS1C85ync99ipuNUxqqpihDsdyu3/PAJdm6A8lkJaEjeRpLjr0bUl7O0AACAASURBVEx+9DiiNTGEP0w4CNVlVaidj2HybSegtOI/jz7P/1bl8dcTj6dnAXiVJTx3+yOsXhPlgItHsn80RWU0ThJoue9p3HuopKaymngSIh16cfOjvYk7Gls79Xb43EYXxLDlCIFQKRLBjoy5ZTIqnqA67iJwiXQ9gVumnkS0upbKKOx35uUccuYYamIO4YIAwnGoqk7QuteZTD3izPXWYMVicWrjCZAlnDTuDk651CGaEuTn2yRqY8RNBaPtGyGAJKJpD/5y96OsiyQqoDqdSywE+596KfvjADGwLIRO0nzvU/n7fWcD5YC3RTuIN3aME7/JCGw7fbl8Ph8+n28LjqFJVNUQQ2LbfgICnJoaElpg2f70yv3s56priQuJJaGqvBYhLQIBH8naGlJJPycPvYyPrryLM/p9S+umPlYt+JEuQycw8vhdcWMxEq7Gsi38mXIA0epatJD4/QFAk4rHQEjAQVh+/JuhfaUUPp/A57ORcgcc+m4BUkp8to3tS+tnS66b1g4VpQmEld7dF+1RVVoD0sLv92c/RKyqFqSFFA6VZUlkpiqN1h4Va6KEmu/HtaOO5/a7hnLy6x3xx0tZVhrhur//he55img0TjwhsHx+LEDrFBUVCSzLT8DSJGKxdPTE8xA+P/4tvCbp52nHM7qbi2XJOpvjuu4WOb3aS1BRqpCWTSAQWKclaRHw+9f7XGWlRloWJGupjAssfwBLJ6mojGP5Q+zX72LO+fg6Rg48gfZtCqhcshjr4Iu56eLeJCpqiXmiTo/ajVNRqbEtPwEbtHKIxtKzSw4Cn3/z1WPbNrbtw5JmUfW2RyC1Q3lGO5ZMr7PSqVrWlCos28aSEK+sIorAsgRVa+No0oUVvHg1q2vWn3uRtp1Zr+VSU1YJwkIKKFurkNJCCrF1h2zptbWGzeKPXlosQSdx3Z/QdecRSCutMQCtKvE02FZ6YyeEQKsaXK8qo6E/sHl1NLwl1saJ30SUUqwtLaWsrIw1q8q30InffNJZiGmESOd8hUJh7A6Hc+v9XZm/YCHlcUHJ0J3o0qkVyZU/slxvqmtU/+ib0SaticcLWL1mDdFotO49wy/JXpdoNMrqNWtYs7qMqqrqbZIDvKG7K6UkHsrjoEFXc//BC1m0bDWuv4idu3Shdb6PH35Y/oenxjiOg5Ip1paW4imTTPFb1NTUsHr1aoqKikgkEtvorOurJ2t7goEA5HVn/JR/sHDBfFZVpchv3oGuu3YgULWSZZ7+w4dlts9mbelaqqqr/uAzNX40oP4A2yys9ADK0+s7XFrrdHqUTM/OeYpMQEHgeh4CgeXz/aK/qDuOtECnSwYKKdHorV4+UGiBp/QOmT+96WSff006Iv5HP9Vpp8X2bWhgnl5hr9EZB35dWWMhBT6Zceq3Cdnr0XAwTvxvkHW22rdvTzwZZ9iwYXieykkKsFIaKQRz582lfbv2RAoKCQWD2BLcVCJd/i+78c6W+eebhk53pMlEkj6H9QEwEfmNkL0u++67L08/9wT/fvV5XMfd9gHojI2LxeMsWbKYrl27YfkChIPpiH7ymTgpT2+TvFOt09HlaCxKp46d/vDzNVaytmfvvffm7/fdhc/vw3O9nExeZG3P4sWLycvPo6RZS4LBIH5b4jlJ4okkSmQ2jPuDbY+0JJ7rsccee/xBJ9l+EAIivtx2867r0LQoj8tGjab/6QPZ98ADicfiOVvMLAR4SmJnbJ2ZC9wQ2atiAUFyu6WQzerVP3HllRN55JFHcN2adLnsnPFHGrjNxzjxv0HW0LRt25bp01/PcWvSnH/++Vx//UTat++Q66bUkU01MqxP9roMHz6c4cOH57g1sGrVKsaNG8djjz2W66ashxkE/pKsdq677roct2QdEydO5IADDuCYY47JdVPqsCyTVrMxLCFokx/KaRs8N50uI5JxmgZsmtoCCkI0JEfIsDFCmVduUSpGVVUSCAA+zD6l6zCe1yaidbrObS5LoTmOg8/nw/M8qqtr8DwPrXXO2qS1RkppHLBNQGU2N8nlvRJCUFVVhed5eJ5Xp6dcoXW69q8pL/jrpJ/z3BYASqVS+P1+UqkUsVisTkO5dqBzff7GQK6zRjylsQBpWXWJCErpnC9WNVanMZApayp0vei7wjjx6zBO/CYihMh5tFkpVef0WJaFlclBNE5QwyfXg52sTurrJ6snQ8OmIdwj27axLKtOx9k2NYS2GX6dXPcO2f5J6/XXS+S6XYbGgFHJb2GGMwaDwWAwGAwGQyPDOPEGg8FgMBgMBkMjwzjxBoPBYDAYDAZDI8M48QaDwWAwGAwGQyPDOPGNiPobZGS/N5ssGTaFDelEa230Y/hN6utkQzbIYPg1lPrl5jhGO4ZNYUN9lOm31sdUp2lE1G1lXk/EpryjYVPI6iSrHa11nZ4Mhl9DCIHf7/+FI5/ral2GxkEgEKj7PqsdU9XIsCnUr2yUfeWyLHJDxHiADZys0auqqmLGjBlAuvMMhdIbMHzzzTc4jpOz9hkaB7NnzyaZTBIMBpFSIoRg3rx5LFu2DDCRMcMvyWpi1apVzJ07t640aTAYxHVdZs2aZXRj+FXi8Thff/01kO63sg79119/TW1tbS6bZmjAZO3KwoULKS8vX6/fWrJkCUuWLFnvczsyJpTSwBFC4HkekUiEyZMns3LlSkpLS7nhhhv4/PPPOeOMM+jRowdKKROVN/yCrC5Wr17NaaedRvfu3Zk9ezb9+/dnxYoVvPLKK8YQGjaK1ppAIMD5559P+/btWb16NZ9++ilXXHEFf/3rX+nRo0eD2PTJ0PDwPI9AIMDLL7/M6aefTjAYpLa2lgULFtClSxceeughs8+J4VdxHIdevXrRpUsX5s+fz4ABA1i0aFFdv2X0Y5z4RkF2BHrVVVfRvXt3AObMmUOLFi244IILdngRGzaOEAKtNX379qVz5848++yzAMybN4977rmHZs2amQGgYYNkAwjFxcWce+65jBgxou53hx56KCeeeKLRjmGjZPut4cOHc++99/Ldd98xa9YsfD4f999/f92Gc6b/MvwcIQRKKbp168aRRx7J1KlTEUIwf/58br75Ztq0aWNsTwZzBRoBaUdMsfvuu3PRRRcB4PP5GD58OG3atMHzPGMIDRskawyFEIwfP55QKIRlSXr06ME555xjIhmGX0VKidaa888/j27dutXt2DphwoS63xn9NGyUUjl5aa3xPI+SkhLGjh1b155BgwbRs2dPXNfNefsMDZdspH3UqFG0atUKKSW77bYbQ4YMMXanHsaJbyRkF/iPGDGC/Px8mjRpwrBhF6M1CGFuo2HjpCNemt69e3PsscfieYrRo0eTl5dnjKHhV0kHECAUCjNu3HiUUhx11FH07dsXrc0CxcZAduCVi1dWH6NGjaJr167k5eUxYcIEhBDYtp3Tthm717CxLAu0ZpdddmHgwIF4nsfwiy+mSZMmYPqtOkw6zWbh5ezMlgWel6Jnz54ccUQ6NaJ582Yo5eR4SklgxoKbggJyGflRCGExdOhgvv9+If37n4LWbqZNuWyXcQJ/m9xqRwgNCE499RTuvPN2Ro4cDiiU8rAsY3saMlprFixYQHV1NVKKba8iDUp5+Hw+unbrit/vp6ysjDVrViNy0G8JyAxKQ+y0086EQkETyPgVlNZ4WiMQ6G2uHoFWGoHivAsu5J333qPfaafheOlZFMEvS5duK2wpaSiKMU78JuMBpWTMQE5aIKVGaz+33XYlxcVFaF2KELkaWAjS1yQPKCB9TRqKrBsS2esSBWpIO63bXj/p/tLi4IO78sADt1FYqNG6FClzdc8Eaee0GcYM/RbVQJy0w7rttZP1byIRi2ee+QctWpQA5UjpbvO2ZFpEWjsBoEmO2tCwyTqmP/zwA8cecxxHH3MU8WgiZwEfrTVNi5rRbL8WTL37HnLlMyulySsI8+knn3PZmNEMGjQIz/NMudSfke21KhMOa2JJ7FwMADNIIfA1b80t907DiRTxQ1WUXAlIAJ7WdCgIE7QbRgDKKHeLyJGAhAAcdt55V9IOtJeztqTPm32BceA3hvjZ97m8TopQKMx++x2I1rEGkIZlNLNp/FxDuUFrj91260La7rg5jl7m+llqHNTW1nJ43yO4//77wSW3Pf6mxHkUf+zkigdYMPWue4lGTYnL30Sk/eVcPmnZ2vC79+hJMpnMqd1piFbHOPENFpl5ZaJO2k3bNyFQOoUUFiAyOfH1/2ZbpUfon301bBrb6npZrOsNXbTyQEoECqXjSGGD9n4W0ZCQwylKw8bY9tPYaf1kZx0dlAIpBUqlkDKtLa3rVxbJdm9GPw0JKSXRaC2O47BmZXlONsrRgM8fxMIlmXLYsBuk0cJHYWEeTrSaWGpDxRo0nqeQlrXFjpTrujRrVUxlZSUtIyVbeJQdiKw7sRU9VyGt9LoEkU61ch0XhPzN4HoikcSyLYTWqJ8tShZSItAoVf99kU4h04qttYa5IXo7xolvoCgnSSIRJ57ysPwhivILkaQAjRTgxOOIUBBbQFZayk3iKEHAb27rjo3GidcSSyRwtCRSUEjIDoJOpo2lckg4DsFgsJ4jr3GSCfD58OUsxcbQENCeQzJRQzThIO0AxYVFSJme+ZNS4CbieHaAgL0uvUd7DilX4w/4GlykasdGI6XE5/PVvbbt2cG2FMvnfskaqyU9dmuHdB10fY9NK7QVwl87m+tHP0bXM8dy2p9KiCWceo68BumnOBIkFa0hqbbMrxRC4PP5sCy51Rw7w+agceNREok4jhL4w/kUFUXwEglc/ev3VEpwEnG05cP3s7U4bjKBh4XfVy/FRXsk4g7S58eXw3SgP5pcz6cb6qM1nraBSm4678+02f04+vUbxEF7HMph509mYYULREgu/A97NduNbsfdzvKUD+0pIMjHN4/hsCEPkiQftImI7XBoBYSJzX6ZvTrtxb6HncUpx55M164nMOGfn+GIAKB45daRNG26D1c8NQeEH0/7wFnMiEP/zE3/XQ3YuGp7NXmGjeGpdCT92RuG0XSnwzjxlHPou38f9jpuPB8trgbCUPUt/Xv0oE3PEXy+VqdXCRJh2fNT6H38tSwhD9h6kS9D7qlfijFb9m/9n+t+SpduJDMnoxRKS4K+OC/fdRmX3/c6KTuIRNV9jszntLARidW88+pLfLM8im2l97eoKwUpbahdwXtvvM0PtQqfwGisMZEZqNlln3NRnx4ce8yJXNT/WI7dtxdX3PICtdqHlVWEzkTUM8El5Xl4IkCB+yPjTu3FiAc/Iz8vhFIKT0sKQi5PjD+Ro8c8hApFEMpF2xECqz/kjCP68uhXlRSFrO22TzNOfAMjHaFIsXDlCgqPH8a/X3qeF5+7Dvn+fVw4+T9AmNrSNaz1SRa/8Ti3Pj0DYQUBjZuME42l0CYWtkOS7lwtUhWrmSMLGXr3A7z68jP87aJduP2y8Twxtwbw+GFNJalkGQ/f9Dc+XetiIUB5xGujJFwFiIY5b2j4A9HozKzeiuU/kOh5Is+++Bz/fvEe9qmYzqArH6GKCFSVsVxD9dzp3DD1DTwRRpOeOYxGE3XJNEY+2wdC2gT9vrqqLpbPv/7Ptg+/3wINWkvCefmEfBZYfvLywviEIp4Mc9qEh3ngiv4EnBguNqFIHkGfhWX7CYfDRMISadkUFBVRVFiAHQ7i84fIC4ewUIhAmLzqrxk3ZDT/q46QXxQ0dd4bE1ojLAuiFXxXm6L3ZX/nyZf/zd0TT+GdO0cz+bX5hMMBPE+ltZMfwRJgB8JEwn7SZY48qmvWUhFPIsW6yLrQmli0nLXRKGTq6KTfd4nWRkl5OmcLqbcFxolvkAhsyyK/eQuKijuw2z6nc2rflsyYsxCQCCdJ3q4Hcc1lvZk+aQoflSm0FigkltVwSh8ZtjXpOy+kwBcI0aJdGwpb7MFJQwfQ3L+Sb36sAmySUcGfBg1hQP48Jtz2KkpEQKdzTWXW2hkR7aAILCkJNWlKm6btad/1BC44rQc/fjefaiTgQGFXRl11JssenMrjc8oR2vqF7THyadxoDcGAZMZLd3Ll/S8TkwHCIZt50+9h3OTHKfP8hEIB1sx8ietvfJBlrp+CkMMnz09l+LALGTL0Aq665xWq8BPwe8z96HX+89kitM9PyO/w6bOTuXj4EIaNGMaoK0Yz4vLJzFidIuCDFd9M5+bR59Hv1NOY+M93SIQLSS76L3+ZdDc/ORU8Mv4MLr7iXpY7fnxCs50GWLc/NCAElu2nsHlr2rXrzAkXjODQ3SQffzof5bORlh8r8QOP33g5lw8ZzOjBl/Cv9xbhC/pBa6RlY2fSPddbzWXZ2Jb8WfRAYFkW23t2qHHiGyhSSioXzWPOvE/4zxM3868vSrh5VH/QKTRQG7U56pLLODoyi0mT30SICFKZaewdm0x+spDIZJT5X3zJvK9f544rHqD1fucy4pB2gIvwEuhme3PVTacz98G/89IPVeC3f7YoyLBjosGySK5cwmezP+XjV+/i1ifKGHPJBbTFASWI16boMWAoQ3unuOXax0mIED6tjDO1HaG1Al+YQrWaR++8n69KNcFgLe8/NJl7br+XT1YkCOW7vP/E/Tz3ZRktmweY+ewdjLz5dbqeMJQxFx7N/CduYPx9H+AvCDBj+pM8+eZsfHk+lv/3AUZNfJq2h5/JoMPa8c6/nuGb2nxaFOeDu5gH7n2UstZ9OKNvCQ9cMZpH3ltKfkkJbdu0JCgtStrvws7t2xK20prbnqOs2x8CoT3Kly/hx+U/8so/7uLLNS0486R90QmPkLWWR8dfyj+/kAy45DL+vL+ff1x6GS9/U0k4ZK+XhrU+eiPTf9u+uv22xqyAbIhkSiqt/e8zXLr6QyqXL2ZhRQv6eam0xZICnBhOcU8mTDyJnQZN4f0rj6EgbP1i1bZhR0OhLT/+mlKevm0Sn+Q7LJmzkPzeXUikUhARSAHR6jjt+1zE4J6PcdXVT3LKE4di640ZSMOOg8IKhPBmv8eVo5eSqljO7O8UnXFw0fikQOoUNbRi+MSLuGWvyTww6xzOLvCjPLMOZ3tBCIgnFV36nMh+gbf478yfOKFwFf9bFSZEDZ99sZRB3UK893Ulh5x3As3lCiZOfYaSwyZw9lHdwe3O+Se8yJAnn2Hp5X3Iz4sQsvwEJMz/4D2Suw/gmguPI0RvTn/6XUr/dDA7t6ykNl7EudfexR3D/wSpY5jx1hFM/+/njD1xAJeOuIB/v76SM8ffxMBOULG6Chcz89xY0GiUsAh6tXwwdSznPljLrIUOQ//xIoMPbkNCWyTnvMG/XlrGgKfupudORVgdzmWv/+vHs899ygWTdkH+qn+jf/ZTenXG9q4P48Q3RIQgkUjS6ZxJvHXTmaBW8cYdYzj9jDF0n/8Wvf0WWghi1UlanHwxQ3u+wTU3PssNzfKw9fY/8jT8GhLpJIg3ac9VT77A+buFif30BUOPOYdzL+/Alw+dly4e6KXQug2jbx3Co0c/xGMf7kxBYcA4Yjs8Fm6sllDfc3j72YlYlDH7hds5YtBoOvV8n1Ed/CAEqdoocs/Tue6sJ/jr1dM44JwgYZt0NH577zV3AIQQeMkk4VY9OLBnkDc//5JFxUup2Ok4xvReybuffcSy/YqZW17I6IO6o8vmULo2xvJZz3PNuLdJupJURZz99+0IqVTGoVIkNXQ56CCcZ57mxmm7s6/zIc98W8Pg0YXo2E8Iu5D2zYuIVyewnRRWXhiFQrmKtaVlpLwU5T+tIZXvw8Fi2xfMNGwpAoHUHgkrj75X3M+kXkkmDruET977lIqTu1Mc1JSuKCUWK+PDx2/h+ydcsKA0rzPdOkVIJj3IlIxUSqE8Dy2tOlddWhKtPFR2QTQCRLbs5PZrlIwT30ARAqSVqdst23PMhaez022j+Hj+Wg6P2CAEUiXRugNjbzyPI4bez0M7hQm33AUTT91RWZfPLoTAypThCrc6gmGn9+D4Z74kxvkELBBCIkSc4v0GcsUprzH52vtoF7PYx8rdjsSGhoEgXXc5XaytCd37ncWhbR/l/c9/YNTOPkAghQc6j7OvHsmjJ9zCLU+2xs5rm06m3n77yx0IgdAOCX8zDu+zDy+9MJ1HKuM063IyZx+2guk3fMRDj0ewuxxEr11DiIQAy0/PY0YwZeQ+lK6qxh/OIz8vTL4/TkpLhLDwC833c3+k1e5dsJd9xXvVNtc8+Ain9G1NbPm36TKCrou0bCxPgErvPCukxGdZKC2xAkH84QB2bTLXF8mw2Wi0tIgUFtOu226Mv+48jjnxbl469xRGHNoKyw8q0pFTx97Csa1dKmOacH4egVAeOjoHISW2P0jIb5OIRNBKI/wWbYpLYHY1KmKR5/lQ+RbJuaupiodoXhTBU2q7NUsmJ75BovE8j7IfF7Pgu3l8P/8D7p14P8sj+3Jc9xbEEklcN7N5j4jRus/ZXHF4kCemf8xPkTA+s+HKDkomJ16n68Qv+vZbFn2/kFkfP8gND85m/8MPJ4JHLOnhehrwULqQwRNH0fTb13j968UEMpUATFbWjorG04rYqmXMnDebRd9/xUuT7+S9NR3pd9iukEzguG4myhXF3/kY/jqkBy+89BZfCx+BTGK8kU/jR0pNIgZ7HHECxT8+xx2PzWaPP+3HLvscQoea/3HLvf9h975H09p2SYQ7c/QRnfni+af5phSaNcknVrqEL75YjGvbaMfBUWChWFteSXW1JpCXT/OSIlLV5VTFwbYFruOgdHrjMAF4novrKbQCGfKRXLmMr2fMZXXpKmpSbPeLFrcrMtWvXCeF67nUJF1K9jmJo/dWPPvga1QqaL7nwexVsooX//Uu8UARRfmSpd98w8IfK7F8aX2U/fgds76dw+wZXzFvwRIqUkEOOuEEij97ghvvep2laypYNfcT7rjxHsJdTubw7k2oTbjI7VQsJhLfwBBagfDTpUMnXn7rEQbOfgHtxqD5ftzz/Dj2KZJUyTBtSwozm/J4eLqIs668jCffnEd5KIxtutAdkvTGKB7+Jq3Z25/g/8aP5JWwj7gLe/Qfw23XnwDEyW/SlOYE0n+jEgTaH8a11w7k25s+Iy/gyxwrd/+HIRcIRKZ6RPsOu1L46tucfcYMfKRIBDtxzeOTGdilGFbatG7WhJAvvdGTq20OGTqCi556n1fDEQJW9miGRo+QqFSC/M77cMzuzfgmvzMH9miBKC7imD1b8E6Zx2F9euB341QlQ/S/8ibmjh3DeScfTotCP7UVkkPOmUifozoTLmhKkc8mhcXue+1GzQuv882CIgLRUhY+/RCPvjqUx68/kGYlTQn5MjXiEUQKiiiMBPBSGqvVPpwzoBu3TjqP+a8P4I6/XUMJSRJaGGe+oZOtSWoHadG0NUVhP8JzcMIdOfW0o/jwkfeYs+Js9m+xD5dPuYJrr7qOge/eRdh2iaZ2YeTUKezXKcIurdvx7WuTGfLpNJxEgkDPP3PXlBvZ47ALuOn2FUy8bQjnPdwMmajB2vlYbpl6CS1kgqQrtts+TegGUmx17dq1lJaWIuWWTQ5YlkVNTQ3jxo3jwQcfJBaLbfaxhBC4rkuLFi1o2rTpz37rAaVss+5JK1zHJeV6aASRcAHpTVRchNB4nkbWlXRL1wdHOXhIrG1m0RQQAQq20fk2TDKZZOnSpSi1+TMQWmuCwSCLFi1iypQpPPzww5SWlmLbmz++1VoTiURo167dBn5bA9SyrSa/tOuSctNRLOkLEvKHgSSg0UqhEOt0ogUIgee5iMx22NsGDZSQy1iC1pqlS5dukb2A9DburVu35pprrmG33XZj4MCBrF27FsuyfvuPf4aUkrZt2xIKhX72m0ogzjabONUaz3VIuR5KQTBSkE6t0SnSWwpoqNNJxvbg4nnUpXBtg0YCAaB4G51vw5SXl7NmzZp6O4tuHkIIPM9j5MiR3H///Xiet9nHyvZbzZo1o1mzZkBa10II5syZzU033sITTz3OmpXlv2PHVo2HwBagtUCgcBX1bIhG2H6Ctsfy7+ezrNyhZftOtG6Wj3ZdPOXhiRAl8gfOO+F0vDMe5YnRewFQ9vbNdDv2RaZ88Q79OmhqU+uOq5QHyHQUVdj4ZZzF3y8iGWzNLm2KNtvmu65Ls1bF3DTpFkpaNGHIkCG4rrtF9v734jgOP/74I57nbdHf+3w+Vq9ezfXXX8/DDz9MZWXlFtkdrTWWZbHzzjvXaS+bRV4eT1EaS2JvtR1PNcrTCCnrnGoh0/dFYCMl2IEgxMtYvOB7aimgw84dyQ9a6fVaSuG6Dq6nsjnHBPzpFL9gKEiqciWLvl+GzmvJzrt2wO8lSTib/0z9Gkpr2heECdqbf63/CEwkvqEiLGy/je3Pii+JUiClwPPUzx5WgdYeQtrrdj0z7NAI20/ADmTi7RqtY6SdwHRd5bSzldGK0HWG3CRCGBASyxck5MvaHgelFEJKlKeQsn5US4D2QFikTZLRT8NCoJTCcRwc1/kdh0mnt6TqYn5pDThevfvtOCSFpEn7LjTvKNIDwXiiThGaJHE7RLddCrl76mhGrTyCpnYlH73wMruccQn7t7KIJRKo9L4+mdMKsgNESJFC0rZzN4R2SSY3PyfedV0cx0nnSG+nkdmtyla/RgLLllCvAIdWYFv+9K6ugBOPIawCdt5z//Rg0XHxXA9PKWzbxmf7CGTbpTWeUoAiHo1hhZrRZe9WoD2cZIy4Zt3eJ9spxolvsGjW7xAF6UChwrKKgBjgUrfBjzALEg31WT9CJUTWabexrDBQRf3IrqiLqhoMP7c9ZGYpFJaVDzhAgjr9GNvTYFHKIxwO4/P5aN2qBWJblHNZ5+f/8n1RyJWPvEnfN17l0wVLSdKMIXc+x4lH70lIAjr8247j7yk24gI2FBYUZpw/w7ZmQ8kfWq+7F0JK0B7JhFv3nmVZ5BfmU11Zg5CapJFTGQAAIABJREFUX85dpP0jrRySifRgVYgdI83KOPGNCM/zsKxCHn54Gsce25dWrdqhdXKrThUZtlc04GfNmp94+eX/MHjwEDyveoumXw07HmnbU8xLLz1Nhw7t2Guv/VGqZovTH38/vxxoGH5Jfn4B7/33XS688ELisWSOopLpQZ6QEq0UCItgOIw/Mxu4aP5MXn08jqezy1n/uPuqtCYvP8xXX85g7OVj/rDzbDfo3D1pQqRTeGzLorKigiceeoDzhw8nFo3/it3543PfG5rVMU78JmMBzXPaAqVSWFaQV1/9gH337UurVkWkI665dOLNAGLTyCO9fiA3pHNkJRUVa3j55fcZPHgMSvmwrFxXWjYFsn6bAnK97sTz0rbn/fe/4YADguy1Vx5aBwAzCGyIZAM7HTp04J1336GmpgYhRU48EMd18Nk+xo8fx8AzzmCvPfesy/3XmbYKsY02bcqMEUKhIO3bdwDIST58Qyd7L4qCPgoCuewj0v2WXV3Ox29O55oxo0nK3N+zbbfu8Lcx6t0scu1wpG9XUVERtu0n/aiZTrRxIGgIAx7b9lFcXJT5ySL3mjb8Nrm/R0Kk7Ux+fj7BYDjzrtFPQ0cIQadOnXLdDAB22WVX9t5rb7p3757rphg2EZnzlJT0yf0+m+LiYgTgs0SDcqJzjXHiGxXpMEp6Nbuq954RtOG3SOtEa12vGkJDmxg0NHSUUvXyV41+GgO5LkCXSqXw+/0kEgmi0Wi6fKRSOUzFSmPSUBs+We+mfr/VMOopNhyME99oMQbIYDAYDL9Orp1VKWVdG9KpM+teBsOvYRTy25i5UIPBYDAYDAaDoZFhnHiDwWAwGAwGg6GRYZx4g8FgMBgMBoOhkWGc+EaEUqpum+ns4qBcL1oyNB48z0NrXaedzd2y3LDjktVLVj9ZLRkMv4Xptwy/h/r9VlY/hnWYha2NBK01gUCg7mcpZd3q/nQNcLMExLBxhBBYllW3uZOUcj09GQy/RlYrQgiklGaTMMMmUb/fymrH9FuGzSHbb2UXQ/v9/lw3qUFhIvENnGzEIh6P88wzz7By5UoAkskk33//PS+99BKpVCqXTTQ0YLL6+fDDD/niiy9IJtM7/JaXl/Pcc8/V6clExgw/J6uJVatW8eqrr1JRUYHneaRSKWbOnMl7771noqqGDZKNmiaTSZ566ikWL14MpMtN/vTTT7z22mskk8kct9LQUMnalC+//JL333+feDyO1ppoNMpbb73FvHnzAExUHhOJb/AIIVBKEQ6HefPNN/nLX/5CMplkwYIFLFq0iLFjx/LnP/+5QdTdNTQ8stEuIQRHHHEEXbt25aeffqJv376Ew2GOP/54lFImImbYIEopCgoKmDp1KhMmTCAajfLKK69QVlbGY489hpQSz/NMZN6wHkIIPM8jGAyyYMECLrvsMvx+PzNnzqSsrIwzzjijzvaYfsuwMYqLiznllFNo06YNy5cv5+ijj6asrIwPP/zQzORkME58IyAr1EmTJrHTTjsRj8dZsWIFu+yyCyNHjlzvMwZDfaSUaK3p3bs3AwcOZNq0aQAsXbqUDz74gFAoZJx4wwapH0C46qqr6NOnT93vBg4cyJFHHmmcMMNGyeriqquuYtq0aSxbtoxly5bRunVrLr300hy3ztCQydqenXbaiYsvvpirr74agBUrVjBt2jRKSkqM7clgrkAjICvoVq1aMXbsWIQQ2LbNZZddRl5eHp7nGSfMsFGyKQ/Dhw+npKQEIQT9+vWjV69eaK2NITRsFMuy0Fpz6KGHctJJJyGlJBgM8pe//KVuytvYHsOGyPZbfr+fSZMmAWk9jR49mqZNm+J5nrE9hl9Fa80FF1xA586dEULQs2dPzjzzTBOFr4d5gjYDncuXTgv6wgsvpKioiDZt2nDmWWeh6ok5F+0ybDq50o60LJTS9OzZk5NOOgmAUaNGIaVMO/g5bJth08jl/VFao4Fx48ahlGLgGWfQo0ePdEcqpdGO4VfRWtG/f3923XVXCgryueCCC4wT1khQSuF5Xt3XbfnSWuO6Li1btqzTzLBhw4hEIjiOk5M2Zc/ZkNYBmXSazSCXJseyJGhFx44dOXvQIDp06EBhQQFoBZlohjGJDZvc6id99iEXXURtdTWHHnwwoE0ucyMhp9rJ2JdevXpx7jlnc+7ZZwMgjRNm+A2klLiuoqioiPPOuwDHcTKpECCl0U9DJ9czJdn+6aKLLmLmzJkMHjwYwFSoqYdx4jcRV2l+qo3nNHqQjV5cMOYKIpE8ltfEc9YWAXhaU+D3URT0oTGDiA2RvS6VSYfqpIMlRE6jiC127cbYSTezMu7kPBdea03LvCA+M6W+QbLaKYuniDpubrWTibpfPukWgsEgK2rjaKUhR/pRWhOyLZqFTZnUX0cBlTltgW2D1jB69CBs20LrcnL7yAvS1yUfMM7ghnBdF9u2efDBB3nhhRfqot+56eXTlY7Kyso57bTTUcrbSDt0xmj+QW3UGttnU1VZxZS7ptC9e/cGkZdvnPhNRKOJud5Wl7DyPOpmZgQIabHxAIUANHnFTfFcl5pEKjNSrXcA7eEpjbSs9dqqlIdGZqJqv98VEAhcrQiaSO4m4XiKqONiC4n+3dc/3Ql5nlrv1ktpbYL9kpS0bkN1PLFBrf1SJ+vOtWnH33SUhgY0K9lgSXreVtROGq0Vyqt3LCmxfjMy6hEsKEIpl+p4CmnJ9W2M56HFz7SjFZ5Sv7BHvweBwNO67ngmgPBbbLsSxEp5KLVOV0JaWFIgBITDFsrz8FQC21rn+GjlobRIzzZvu5YCkW14vsZFtnTjN7O+YUC/gZzavx9lZZU5clg1WoPP58d1nY1+SgiJlKA89YcEOxzHoXnrJlx6yRgWLV5E9+7dG0RajXHiNwMpBFvHBc6448IirzCfgEXdcWurakl6GrmRqJtAoFwPfzifiE9TUxNFIdLH0xoZyKM4ZBGrrcVRGRdMC/IK8vHpFDXR5FYZqQoBUolcBeIaHUJk9CNB661w0aSf/KIgfpnWjtJQU1WDowRS/JpGNa6nKWpShE7GiSa8OkdekdWJQ000kdGJBitIUZGfZG2UhKe3yjMgMI7XpiKFwBLZ+/r7rlraToAdyicvLMkOwZOJFLWxBAiZCRVsGO252IEIxSGLaE0trs4O8yQFxflIJ0ltPIUQAo1G+EIUR3zEampJKbaadjQmnWfT2VbXSSBlPlIGMuf0gGq0chFSoLGQVjGSOOi01kAjZAEWGohto7ZmFWT0szGyM7ShYIiioiLyC/PwvNyk1wjLRyjgw0nESKkN3zUhBJ6TJOlCMD/AL7wnAdrz8LRYbwC5OTiOQ35+PkVFRdgNKHhpnPjNQcPW8L9Ao7Cw3Sq+fG06P64uJ+4o/AVt2bfvIbQvsEmk3MyDpNFKZ2aJBBqBz2+xevYHzFobpNcBPQni4GmwbB/xlbN4Z24ZPQ44kBZBTUoJArbH/I+m81OgM716dEA5zu935HM/AG1c6J99/T0HEjYisYaP3vyUlRVVJD0INe3MgYcdRIugIuFk0mSyW1WTjlIIodHCxu9W8tHr72B32Ju9OxWTcjwQEr90mfvRdFb5OtGrZ0e064DlQ1QvZfo7C2i/d286F9ukXL1V5LO1oso7AlvrSikNti0o+/5L3pg5n9p4Ai38tN3jIPbv2QlSCbx6QQGt0ykzMqMny+cnunQGby+s5U8H7k8Tv4ejLQLE+Ortd4k23Z0DurTEcVyk7cMtXcDLb6+k2wEH0SoMjmdMz/aI1gIhPJbOeo+v5i+nOpFCWvn0OPRgerYtBhQitZYP33gNp113+u7VEa1TCOGj8vvPmLE2wMEHdMPHtkjZMAraVOoWcnpswYJOnUm5k3XPvNYKqP9z+njZ/kqtV/FKI30h3BWfcffD0+l22kiO3bWAWNJddwoBWmkihQV89c+xDH/ax9MvTqGjriKRmVEWpKPz/vxCCi2X8spa2IJZZc/z6r42JAWZZNRcoBXaDuKr/JbxF/bnunuf5Yv3XuOBa4dw5qmX8cXKJAE7XTlEKYE/FCEvL4wlwFOaUMjPl09cxZDL76JcB7GFRiuFHQxS9ukjDDn/EmauhbBP43iCgqDDSzcP5/J/vI0/HGwQU0CGLUQp8IVQyz/k4kGnM/mxV/jsrRf425hzGHTuRBZUC/xWurSbQhII5xGJhJBCpyvRSD+h+GImDh/Ara8tIC8cSBtqLcnzxfnXpPMZdverWKEgKBfsIHLlh1xy/hDeXBwn359OZTA0TpSGUNDm88ev5uLB43jrvfd566m7GXnySdz48AfoQBChFMpTCNtPJC+PkN9GK4XSGl8oyMr372Xo4CuYW2URshSutojotfztijMY/89PCYVDaM/DCgRJzP03F104mq9KBRGbuk7asB2hNR4SiHLvVcPpN+rvfPjhpzz195s58tALeOSjZUABqSUf0//k8zi812jeWBpHaAkEmf/k3zh3/OPUEsEM7bcjhIU/EKB+4Nv2+bGtdd6zZfvw+2zI9FfBcB55kVB6dllphGWh4mXM/nYWP1U5WAKUsAiF84iEgvh9fnw+GykFXipGLFaDoyShcIRQwAdK4SnIK44w75k7GPu3fyMKivBvR57vdvSvNCJ0Oi0Gz8Nt0oqjL5/CI8/+m+nvPUXb1c8z6ZH3scNBhPQTCQtWLfyaGTPmE8NHyG/hKYUvUoBVHFkXs0gPZBH+MFbTQmyxLt9YaQgXldA0P4Q2uxQ3eoQAXBfVuhOnX/cPHnthOq+/NhX3qweY/PzXhMIBsAOE/S5L537JN98uwrECBO30xk9aWOQ3KSYStDIDOlGXdhUsLKIgP5BOGc2GKuwgTZuVELIFyvSwjZqsvfCUwu49gFsfeYJ/vfsZd4/oyiO338ZXqz1CPok/EoGalcz6/HMW/1RDIBzCyuSmykAEu2k+Vr30Hq0lkeJi8sO+TPR+nT0qadYUv2Xin9s1mchpyvbR8cwRPPjAk7z+yRuM6L6MyyY/Q4oAXixOSded2K3JD9x807PEZRiNh51XQLMmeb9MgTA0XoREO1FWrVxJzEkX5JAoKteuoSrm1O0iHq9aw6q1VYhAhIjf4Ye5X/LV7MU4doCQ38ZLxvG37cVNd0/llN0LiSubsEzw/ZwZzFr4I2VlaylfW07SS/didjCfwpDih3nfsHBFFf5QEKkVbqqaee+/zNNvfMKaikqqY4nfnZrYUDDpNLlEAJ6HFhY2UFjSmuZFERZE4yhp4Ut+xz3jJ/DOwhTNw7Ws0t254o7rOGK3gvQCIU/98nha/WK6Jz2d5OKqjSSUGRol2vNAWlhAkxZtKMnzk4gmwOdDlH/OzX+ZxMxyH4WUUV3Uhwm3j2HXpgKtNcrzUNnBZD3qFqYJqHO7MvV6c1iMxLA1EekFp67SSB/4pZ/WbVuDO5dEShEM28z591T+esfL5LUppnRZBXuffTVjz+uF0KCVwnXTtqd+EEF56y9qBNLncRvW9LPhjyATDFCKdb1SAc2bNacwmq4gJLwUyVBnrrnqEP4+dhr3n3Mclx3YHs9x6/Rk2A7QCiUD5HkrGDd2DKFTb+XOQfsQW/kFkwZfjNNvMvcOPgSZWMKUyy+lvM+13HZ6KVcNG89XtUEKdTk1xX257ZZL6dYsn8SS/zL2kvs5ftJjnLfTPK4cdQVfJYspSKxi0ZoqQq0PZ9o/78Tv95Fc/QUTLj6P1Uvm82OF5sRL7+SmC/fjnbsuYcJrs6gRizj58Hc57uLJXHfhwaholByXSvrdNO7WN2p0Or9duyx445889OjD3HDpWL4L9GLchUcSEjHenHIdz33XkVufeYnHXnqKYwtn8tfrnyRq2UilTGhrR0WDFhKfU8tXLz7MQ48+wDWXXku08ymMPu0ALHctz9xwLR+mDmbqCy/wzxcepkfFa9w8eToqYiGU2mhVmA0vaszmKf6B/5Nh26EUwheE5V/z9D8e5YG7r+fG+z7h1BGXcOBOYSrmvc71Vz1Fz1F38+hzz3PfX//M+3fcwCuzqgj7+Y10PGOUdkzSy5stv5+177/EbXdO5NIz+3HDaz6mXHcOfpK4QpKsidHmyEGMOyHCnVdOIyaCBKTGuPDbEUKgnRS+Zh3pEqhm+tPvUB2QVCz4iukfzOTZ1z6iTFikfvyCl/63lF17NuWpCeN4Tx/GY8++yL+ffoA9Sl/mmrv/g86TkKji+/lLSPo0Hz10C08v24nb/vEA915/EaEql31OHEC3JoCtWbPyO9xOxzLtuZe5/uTWPHLjZD5ZBoeceyWXH7cPLffszwNPPsmwY7qik4lG78CDceJzikYg8Vi7cCbvPvMAUx/5HwePvIZjdm9KonIx77/8OeFW+Sz58FmefuFjKAjyw4yP+bEWAnb6CPUOlvmyLnpa/x1TDWT7QguJ5SVZMfdz3nhsKve/tJh+46/ioI5han+ay/tvzKa4jZ9v33iaF6Z/jb/QYv5n/2N1DHxyY65WRj1aZ+STVYxYV0/e+GjbARosG6pW8c3H/+GR227l24LDuWz4KRRaHt+9/w7frYFCbyHP//MZZv3k4ksu4fMvF298IKd1Pduz/q+M3dlxEAgs7VBRWou/WXt2bVHBw/e/SBkWfksgcKlNFnH6pJHkf/0MU/43l3B+EK2MG7/9IJDCJaaKOarfUcQXfcr8n5LM+3oOkZ33pvXKr5m1MsmSL/5HdZs+HNmuklde/JqStgG+fONfPP3mLIKFktmffcKqGPhtiT8QxG97VJRWUNhpd3ZvU0ibbrvTLhwiP6+YgAWJ2hQtu/dj4rgz6NysJUeddDIFwVV8t6KG/Oad2Kl5EcHCNuy5dxfaN4usX2K3EWPSaXJGOkcsQYADR97J02ftxANXDuDq62/k+EOf4qBQgtqoR6J2Bd996xGNe+i8vRg2Yh+a2poFmTI56QWMCqUytVQtH5awEJaoq7+rlcZFUZclYWjcCJDKIRFowhlXT2Py4T5uOu8k7rn6do58+290TsaIJhWpih+Z/2058ZTCa38YQ48+mLBiXfURpfCUl9k8wwZhEZA2lmUhUCjPS0+Paw8XZaqybS9IC52oha5HctMT91E8/0X6HzWGux4+ifvH9iJeFsUhycqFc4g6CZTQHHzWEPbbtyVJta5yhMpoRymFtiyC0kZaFqDS7ymN0goXENtHf2n4VSROMkHx4Wdx880XAi6Vn95Oj7538H9nn8aYPB8agROLQpcTuXHI44y++h52O9Ymz8JE47cjhBA4CY+d9utNO/cVPvhiBt7Xizhu7JWknrqVtz+fQbfPvqXVfqPo6IuxNqbxKn5kzuy1xFIK3bEvlx57CKFMfwUeyWSQngfvy+oRf2PopaXkL/0vs5vszSUHtEI56Z3rbSAZc4kJQTLpooSNLQVaO8QdF6FS1FR7hFIeogGVifw9GCc+F9TlG4v0DnaJGsqUzdEXDePB/xvMU/+Zx5HntSC/MECbvU7nmuv6Ek9rFE9ptOfgYmEHQxQWSYqsIhKuxlXQtHMX2pU+zcKlNeR3bYkbBrv6O76dU0PXXrthaS/H/7xhqyAkti3xopVU6J3pP+JCHjnmel78+Gpu6N2cSCRI+0MGc8OQ3alSYEvwXIeKqIsSEmnbBPMKKPL7cYv9aNeFgKRr+/Yk359HmS3pUFSE9Eu+nTOTqNeeXdsUknRccrnLq2EroEFYNrbU1JYp2nY7nsH972PcE0+x5NKDad42H1+oA6decS198iEK+ICamiiOm+6gLX+Q/MIwhYVhVBJCgRbs3qI5//tyPrU+i+KCIoJBwYyZMxGhnenYLEjSiSKEmfzdftFIy8ZWDuACkqKOHWkWVFRWJ6DAwrYtfFKB9nHSuEt54vgxTHpU4N9vANK48dsPQqKcBIG2e3LM3s147e/3EC4rZOTEw4h99wx3PTaN2Wt9HHPtfgRDPxEpCNP20IuYcFFXdAqEH3Q8SVVSo5BIO0hEr+aVFz/lT6cOZcD+rVn1p4MYd+yRtPUnSDggLQvLknWLZoWUdTXhhRAIpamNawIFFnnKR21qK9S7bQAYJz4XZLYGFsqhsqyMmAM4Dna7A+l3ZGtuvOVuvj37fs4adjTnTryUy0uu4tBOIX6cPYdK314Mv/xYtJPC/fJt7r3xdppQS1wUsP+fz+HwPY7mwhOncft5pxC7YjDdih0+fHoac/MPY1r/P+Ek4tuFcHd4vCTla8tJKIlKpv6fvfOOk6q6Hvj3vjJlZ2YrHaQovUjvvYmCSkBFwA4qWKNiiUISjeUXW+yxxiQaE7BhNwpYEbGigEpUVFD6srvTyyv398ebWUBR2HVhFn1fPvNZZt6b9+68d96555577jmEuo7lyB5X88h19zDr9d9z0il9uOCqM/m9OoeejeDz9z9BaTGMKTOGQ5VFJlzOuwvu4v8iHYmEo/ha9eG4aRMZecoMOjx6Hif+RmHmMQMQWz7ib3ctZOipt9G/hU4ilslW5HQ5EJE4NXYysSrMqjiognhCYciJ0wjdfhkPPHExV08+lSG3HMPFJ13ChaeNQktuYMXbYYaffgKDugawbAtrzXs8fON1fFBkEElCt0mnM/mcM5g/cS7TToxx4tiuJL5eyr33vceky/9BpxKbVPQXEYLqsjskICRmKs5XLz7GTQdV4SXC648/QaLnccwc3ApjdYTt26tISQVEAq3REH5/3kh6nnIfnq62a4z80pAmptKIww7vyVWzbyE46A882KYBiWH9+OyWS4m0O42rezTEKihm5km9OftPZ9CaOfRqYPHpB5+htRzGqTOHg5micns5EcNPp24HcfVdD3P/lg6IRJT/vrqcWeeezpgeAYxEhPJKPTvTLJBmkvLtlaQtCSgUNy1h830LuevuQ+jTvhv9erZHMzPIA9weUq+88sor890IgEQiQSKRqLWXT1EUMpkMixYt4uijj8YwjBofSwgnv3YwGKSgoGCXbbaUVKWMOrR/VYRME4mpdB88ki7NCkhJH80bh4jEU7Q6dAB9Bg+hXUmE1595mjeXvsN3W206jxpN10MagmESSyap3LKBrZu3Ur49Ros+Q2jfpBEdhg+nifUVby55hQ9XfIZoO54/XP87ejTzkk7biD2WV98zzjIm8GsqAV2r/iwfWJZFOByudf57TdOorKxk+fLlTJw4kUQiUevKdB6Ph6Kiol0+E0DCsEiaVt1UmRQqwkwQTQXoP3wkh5RopJUQzRt6qUxK2vcaQJ9hg2mhfcfiZ55l2dIP2Bz20XPcKNo3L3YKbsQzKMkKNmzczLatW4h4m9C/V1fKWnRg0ND2bP5gCW8tXc6adXGGnP4HLpk9Fk8mhZ2t6FkXSKDY50GtA3n8OYTD4VrpC3DC2UKhEK+88goNGjSga9eutZYfIQSFhYXour7jMyBmmKQtu84qlKqKIBWJYDfpxuiBXdEsA39ZM4KiCqOoDX369qPfoM5UfPgSi15awoqVa9GbdWPoqF4Uak4oTSKSIl6xkc2btrC9fDuBtv0YOfYw+vdqxNq3FrNs2Tt8tVVlwoXXcM70/pBMI5W6lR2PqlDoda5VviQomUwSj8dr3W8J4WSLeuGFFzjyyCORUta63woEAgQCge9tzVVC3YeIHe3QMyZ2KsbGjRv49tstNB4ylTtuPoM2ARXbiBExAgwdMYDmQQVLCpp16UDjRJhWfYYxvs/BqNXBfvsaCfjJpx/Ttu2f1W+pqko8Huf1119n4sSJpFKpWvdbiqJQWlpaLXu2baOqKi+//DItmrekc6dOJJPpGsumjUpxURC7MsXg6SdyWIfG+EIh9O1VdJw0jWP7HYyRkrQfMIw2ynqee/YZXn/7QzZG/PQfO4pOzYuQqSQVSR8DhvZi8/uL+SbUn7NPGE/H9m1Jffwfrn9oLYdPO5yiVBWpQGuGD+pGgWJjpeNUGgUMGTqQZj6V0jZtKQh/zMtvvE9xu5H079IEqwZ637ZtAiE//33xJQ5u24b27dsjpcxLFdudEbKeVP4pLy9n27Zttb4gqqoSjUa59NJLeeCBB2rVkQohME2Txo0bU1ZWtss2w7b5pipRh0a8RCoeiou8mIkksZSFQKJ4gxQHBLFwlJSlECgKoFsGkYRFsNiHyGSIRNPogRBFvl07r0Q8QSxtoSg6wWIfJFPEDZXCQp1UNEHKsOosFEIAppSU+jw0LPDmNVw6nU6zfv167FosjpJS4vP5WLt2LbfccgsPPvgg27ZtQ9NqrtyllAQCAQ466KAdn+Fcl/JEmu2pDJqog2zIUoLmo6RQJxVLkMjYCCSqP0SRHyJVUTJSI1TsR0mniaagsNiLlUoTT2SQikaoyI9P7HrIqnAUwwK9IETID7FwHMUXoECXhKti2KJuu1dbSloXBfDUsgx2XSClZP369bU2vE3TpFmzZsybN48OHTowdepUysvLUWsRb6koCi1atMDv9zttw5GdzfEU4bRRN7KD85u9wRAhHSqrojjSoxAsKUDLZKiKplB9QUIBhUQ4jtQDhAogWhXDsCWqp4DioLpLVoR0KkU4lsEbKiTggWg4jh4I4BUW4Uiizmf/bCkJ6BrNQ/686p6Kigq2bt36s4x4y7I499xzueeee7CsmuvoXL/VsGFDGjZs+L2tNrCtVm2rOQIoBDw7vU8C0WwuNh/gA8LZ7RKJhqAEJ2grwf67kzZQCnj30/l+iGEYrFu3rroSaE3RdZ0tW7Zw1VVX8eCDD1JVVVUrvSOlRFVV2rZtWy17hmGg6zoXX3wxA/oO5pjJk6ioCNdcR+b6qlIPMp6mMpZGqB6KynwoKYPKaNKpKYFKqCiASCeJpgVFJT6sRJJowqkaXtTAj/rt6wwceBKdr1jI387ojdTglT+fyAl32zzx9j/pW6zi8QgiVVFMCYrupzikk4jESJo2quYl4FdJpCx0VZJJ1cwLbxgGjZqVcsH5FzFm3CiOnHAklmXV6prXJe7pe7qYAAAgAElEQVQMVk0QP5aCr3YHU+wMFduSCFVFFQKJwE5H2ZqwUTUNVUjilWEnE4kCkfIUCCfuy4iH2RKxdzRICBRVc44jDWdfRUURBhXlCRRFRakjIyDbfDdTSU0QO/39uddNCDBTlG+LI1QNpwCewEyE2RoDTVNRMYlurwKhoihQuS2JUFRUVSCkRaS8iqpsUR4kzqIgVUVVwEpE2B53FLuMhUlK4cQa/sxm7/IT+GGOepcfpy6vlCIE6WiYhAQt2wEp2ES3VSEVFU1VsNMxKpISRVURqTDlcVA0FUVRsDNxtm7d1fBQVA1VU8jEwqSy8mJGwsSz/69LXKmpr0hsqwJrp1oBQijVccrIFKaVQFFVlKzOEphYxmZsRUHfb4N5V4L2FkVRUFUNoTmO0hoZrNIpLCKlQeVWxx7RPTpSWoS3RRxdo+vZJYKSeDgKioqm2IQrooid9q/aEsMf6sKl5xzFtX89myNfOQS/sZ2v1ttcdNtt9CmBRDxGLKGgqTq6ACkzVFSkUDUVj64ipUk8bqIoYBig5M691z/HcRKqqlavJMg14muAbUtkHd+93ArpHaXsBYrqVNK0ALJT0JYNQlGdqVMpkUJB0VV2Tfgtqc6apDglEi0JQlGQO2+ri3bLbDtcQ36vkNKRH8frWUfDQFVll3suFBR1p9L2Sla27Oy+QmDZznS90DSU79286u9lFwZZtgShIMRO2+oQt/rr3mFLiSWlE+dZVyNnoaB8/76qalbXZAv3KCJb+EtBqDvaAgqqrvwgDGBneXHkbN/Kzr447i+T/XedFFXJqZ3vnV+AEGia8oP2qLpTsG7/tVPu9HLZHblnO5lMUllZQaQiQmVlLTzxNT9x1ie5q6Hl9EcBBp/8Bx4c+j8+X7eRjFrIIZ260LqsgM0bt+zlbJ/Mji1qbsgZhoHmE1RWVmDWcvZkX+Aa8XuJQFDgUVHyWBzaNA1KioNcMPtsTpt9Fh27dCWTSuVloaoALKnkNRTiQMKjKgQ82ZmSfDRASjxeL2u/+Jy7b72F2++/l6qqWK3ChuoCgWOE1VWc9y8Zr6oS0GX+ZAcwDYMGxUGuuepqunQ7lKMmTyQSjmdTSu5fcrLj09Tq9y4/hWfPu+xDDMNE1xtw8cXnM336sfTq1R8pa7/+7eeTW9Hl9l0/Rs5Y79GjB088+Sj/ffl5DMPIW3syhsFXX62lffsOaLoXv8+LkBbpx5KkzbpbL/RTSJxZ7kgkQttD2gK1GwzUNa4Rv5doiuCgUMGed9yHWKaOKgRmPEojn0YjjwKe/LYpR/5FuX6Suy5FXp0ir/6T++4PYj4dIxahWAhCIT9qnox4lz2Tk50yv4cyf34NMct0BqBKOklIkRQLQVFhAcJNN1PPUXBiv/OHlE66yaqqNIZRAPiR0u8mSavH5Jw7M2fOZObMmXluDUQiEU4//XQeffTRfDdlF/K9qBVcI75G5HvyzZISFSf+1M4Ve6pFNoO6xNXDe09e5ScrJzZUG+62lHn3Rbnys3fkXffYZHWPWj3zl2/5cWXnwEAIJ5ZY09SdDHfXE34gYNt2rbPn1CXRaNQJMbYsTNPM2wxyDkVR6oUXHlwjvkbk+5btOL+sVoaC/LfLZe/I5336MTXsys6BQb7v04/1V/lul8uBgCMl9cEYdKkZ9cHTDM6iWiGEk2whm03HxaF+3CEXFxcXFxcXFxcXl73GNeJdXFxcXFxcXFxcDjBcI97FxcXFxcXFxcXlAMM14l1cXFxcfhI3ntmltriy41JbXNnZM64RfwBh2za27az0z63UdnHZG3Ll3aWUSCnrTdYBlwODnNzkXpZl1ZvsDC71m537qpzuyfVjLi4/hRAC0zSr+yvX7vkhrhF/gGCaJl6vF0VRUBQFTdOqV2ybppnv5rnUczKZDKqq4vF4qmXI4/GQTqfz3TSXeo5hGHi9XoQQKIqCruuoqlo9KHRx+TFysqOqavUr13+5/ZbLnrAsC03T8Pl8TqVxIfB6ve4gcCfcFJP1HJnN721ZFn/961/p378/0WiUjRs38sUXX7B27VrOOuus6v1cXHYmJxdPP/00hmHQpEkT4vE4n376Kc8++yyTJ0+mXbt22LZdb9KJudQPcrKzfv16HnnkEaZNm0Y0GmX9+vUsWLCAYDDI+PHjXd3jsltyHvcrr7yS/v37U1lZSUVFBYsXL+b999/noosuyncTXeopOZ2ybNkyVq5cSffu3clkMnz55Zc8/vjjHH744fTo0cPtt3CN+HqPEALbtqu9GYMHD0ZVVRYvXkwymWT+/Pnouo5t225H6vIDcsqwc+fODBw4EHBmdRYvXsygQYOYM2eOqwhdfhTbtmnVqhWrV6+mV69eKIqCaZo0atSIJUuWVOsnV/e47A6v10v37t0ZP348Ho+Hl156iUgkwg033IDH43F1j8tP0r59e2bOnMmmTZuwbZs+ffrQunVrzj33XNd5kMV9eg4AcoI6c+ZMOnbsSCaTIRwOM2rUKCZNmuQKs8uPoigKtm3TpUsXzjjjDKLRKJlMhmg0yvXXX5/3yncu9RchBFJKNE1j7ty5ZDIZIpEIiUSC0047jYMPPhjLslwjzGW3KIqClJJJkyYxevRoMpkMlZWVdOnShbPOOgvA7bdcdksu+qBx48ZccsklxGIxUqkU4XCYa665hmAw6No9WVztWwO+v7hrf73A8Z76fD4uvvhiAHRd58ILL0RKWR1bmM/2ufw0+bo3uYVklmUxa9YsmjRpgmVZnHDCCRx66KG7LDhzZad+kk/ZURQFy7Lo3r0706ZNA6Bp06bMnj272gOfz/a51G9ysctXXHEFHo8HgPPPPx+/3+8ujnb5SXK65bjjjqsOnRk9ejTjxh2GlK4Bn8M14mtAbmFFPl45j+mpp55Kjx49GDFiBIcddhhCCHRdz2vbXPZMvmVHVVXat2/PSSedRMOGDbn88sury1griuLKTj0mn7KTkxGAK6+8kmAwyOWXX06jRo2qF0i7usflx1BVFWnbjBg+nEGDBtGiRQumTZ2KlBLVncFx+QmcWWRJcXExs2fPRlU1zj77bHTdg227RnwOdy59L7Ftm6+//ppoNIqiCPLhA7ItG03TGD58OM2bN+fjlR8jbRuRJ2WoaRrNm7WguLjIHRn/CLnrEg6H2bBhA4Zp5K0dAN27d6dZ82ZYlsWKFSucUIj9fNsEYNuSUChI69Ztqo1El13Jyc727dvZtGkTlp2n1GpZZScUwVFHH0Xjxo35+OOPnPblQfcInIFN48ZNaNSo0X4//4GGaed3xsKybDRN5bzfXkAkEsYXCGBa2XUUeZxNUYXA7bL2hARs9nsnkUVRJFJaTJx4FB988B4TJhwBWDhqJ18ZaiSO/7t+CI9rxO+B3MKbTz/9lEm/mcSIkSNIxJJ5iAMVgDOFrHs8hKvWsPKjVdWf77qfjWXZCEVFEd/f/vORgN/n47sNGzioZXPuu+8+TNNE1/U6Pc8vAcMw8Hg8zJ07ly8+/5KWLVuRTCbz8Phn5UAIehzaixuvv2nXz6t3E0jbwrbJGtd138natk1B0M/rr73B/AX/oVevXu4Ct92Qe6ZmzZqFadiUlZaSyWTy0BJHRmwpKfAHef7ZF3j26efYrexYFjYi62XdNwaaqmkkEgkqKstZvHgxpmm6azt+BMuWfB2OA/kxOWTuvELQbegohCJYWxmr3p4vM8i0JS0K/QR1bUcbXXZDHIiSr6CN3CCrcWOFW2+dh9cbA/IdhmUDDYD6Ye+4mm8viUQijDvscO786x1IA0S+718+NU/23B+9v5q77r0tT404MMgpG8uy+NOV19J/UO/83rt6QO75ueD8i4hEwvluTr3H4/HwlxtupuXBTfPdlHoju9HKFKeefgLgLo7cE3V/dSSWma0R4FjoKIqKovzwTNWfSIlQHAeBZYOqqbu2S9qYlo2qart4x23LxEZBU+vOiHRmcuqFGB8AiJ3+7uNZEykxTWvHWYRAVRWUbOhcgd+LYaRRVI0d4uDIIoqKuhv52zfUL8lxjfi9RFEVYvE4hmGwdWNFXrzOQggsI4MtVHRN3c3CLgmKjkhu4s1la2jRYwBtG3gwLPk9sctOI0pZq8dSSkkoFGLrtq31TZ7rLUIIyrdtIxk1CEfCKGL/z+QIbDIZA83rRexuGltKVI/G1v+9z8dbfAwZ3A2vbbCL9AjhqPOfMQ1uGAaNmpUSi8dQFDeUZk9IKdmyZTPFxUUkU0nEfn/oBAKLTMZC83p2KzsS0DXBupXLWZtsxJD+7VANA/k9A1uI3Ixi7VujaRrl5eVuwZe8IJFCo6hBCG/21gogmUoTS2R+ckAlpUQPFFHmhXBVFDMnyVIiPAEaBVVikRhpExQBtoSC4mJ8WFRFErixL/lkX4c9SRBeNL1wp88sIIyUWc+7KETXvUAVUppZWVNRtRKc2QKTX6NB4s5f7y3ZTA26rtfqpakqqqrteK851euq98m+16q3a9ULx1RNQ9V9hHxx/vm7acy+8yXUYBEeVaneR1Gd0BnVF8ITWcm88y/ixS9TFPp1QKBq2XNrWvWIVSjfa0NNf5Om7ftn+xfEjntQ02vtLEzVtJ3fK6g7HUdT1erja5q6S2VfTVXxhopIf/kcp009gSc/T1Ia9GW9Z1kZUxWEohIsDPLZ87dw3lX/IuYpxCMAJSuXmoaa7UiV78lzbV77MuTil4VA02spO9lFzZq+s+zsLEtO9dVq2dR1x/uV1SmqouIvKmL7u//g+OmzeHOLoKTAg6JpO+2noAiVUKGHtx7+Exff+jwyEEITEqHs0C9azvsqlB+0oTYvl/2MlNjCg8/YwH1zTueE30zihKMnctxvZvKvRWvQPN4dMe5SYlsWlmVh204YqNfv4/Nnbua0i29li+XDI5zMWYrXT3z1Qk4/81Le3WRToEPGgqBfsvj2y7jo9udQ/P68xs+77EOkDXixt33I3BnHMeW4SUw57miOn3kpi9dUIIQGKHz237s4fuqJzH9/M0KoWLYKbONvl1/E39/ZCOhYeV7/kQ9cI34/IAFvQZCg3+N4vyVo3gKCBT5yce5C8xEMFqAJiW1LVN1HcUkxZaXFFHhUkDaW9NF9zCTG922HMDNIRSdU5OxTFAoRCoXw6wIpdErLivHrOlphkIZlJfh1FduyUIOF+DcuYuqRJ/F2uoiyEr+bqq1e48yuBIMhPKrI3iuVgkAIn65kU+058hXwati2jeYpoKTUkQtnH5CmgadBe446ZjKdy7ykDQvdF6CktJjSkmKCwRChYAEKEt0foqykAE2HorIySgsDKJaFp6QQ66OHmXjM+XzlKaIs5HFlpz4jJULzEAoG0UV29kRoBIJBPJpAIpEI/IEgBR4NKW2kFBQEiykrK6YkVICqgGUYBFv0YPLkCbQOKWQsiUClIOTIWHGokFAohO7R8QVClBb60TyCkrIGFIf8CGljWgqljXwsvGQqp9+3jLLGRXhUdwh3YGGDoqElNrLg0X/ymaczR0+aQMeijVx98jTuffVrCvwebMsC1UOopIjSsiICfqcYoa5rbF71Ms88tYiwqaGJbBpTTSO1cQULFyxgbdjGq4Jlg1eHL956lmeWfobQNPKTTsJlX+P0IV6M71Zy/b+fw+g0ghMmj6V082tMOWoOizcYgOT9N1/i0QULOO/ie/jK1FAQQJw3n3iapV9HAJVfoQ3vhtPsayQCXbX4bNlzbNDaMqznwejCZsMnb/BpZSFD+3fFq0J040pe+V+UnoMH0CSgUrn+Y55Y9AZbjRB9Rh7BwPaNsDIGTdt2pcDbAFXVsWPf8sIzi/m8QtLioKbohkXzXmPopgosW6BaFSxd8DyvrpUMm3AkfQ4uI7bpc958aQlffreWV558BKVtS7r06U2pZu6Y3nSpH0gJqgcZXccLiz6jVa9htGvox05XsPSldwm0HUC3g4pBpvhk6YtUBDsyom8bNq9eyr9fe5eI0ojBhx1Bz4OCpAwLLdiQzl260CSoo3p0Nq1+lX+9tQqzoCEtGgawZDHDxo9A2BaoGpFvVvLAc88Rb9qHSUcNx7/uE55d/CbffPsNLyx4lO2tW3For0MJYmC5slO/yBrwmfI1LPrwO7oMGMZBRR7M+EaWvLKSpocOpV2jArBivL/kFezmPejVrgmaFebdFxeyfM0mSg7uy/gxAyjBRi9qRtcufsp8CqZQ8VDFsmcW8MG6GA2bNycAtOzWHUuoCE2w9dN3mP/MEjwdhnH06D4ESPDpGy/x+idf8mVsCQsWmDTv0JtDWxZjmvleqOayd+TukYK3uAFtxkzmxNN6o542hczYntz3r0Wcefg56F4wKtbyzPzFfFul0nHIOAb1OAhsG60ghFqioQq5Y3mFBEUvQCstwaNkl11kw2l8oRJKpN91wv8aEAqB5q0YO2UKE7u2YOLR7XilwzQeenMdY6a2J5UpoOPIsTT9bhF/vn8C9501HCSESktRvU4Shl+jGnE98fsYadt4C/xsfOshTr/8Nr41fAT9KV6+4RxOvvQm/hdTCRVJ3vzb1cy981X04gLKP5jPidPO4plV24mtW8I5J87k729vobDI5D/X/ZbfP/Q+fn0bfzn3ZK5a8C7x7au55renctYVd7BqawJN86CxjpvnnMX1jy7lw5du45jjz2XpZolS+QmPLFzE9uhmnv/n7dz36HISio7yM+NUXfYFEluqFOpR/nntHK5Z+BGBIj+p795m3unTmfvUCvSADzW6imvPv5xF6002v30/x02/mKXromxb/TgzTjibZz6tIhAsILXuNc6fNYel21TCH/6LE0+5iGUbK/nfons5bcYZXP/o28SlgrfAw5YPH+GMWfN47ZOV3Dv3ZGZd/yzlG1fw7+ffpqrqGx67/y/864VVmJq++/h6lzwjsYVOSG7mlisu4K7XviZU7KNq9QucP+NEbnz1SwIhH8bGN5h3/pUs3axS6K3g3stP56zrnyZhhXnqtjmcdvnfCfv9xD55glln/YGPKnWKvDH+c/XZnHvz04RjG/jbVWdy+oV/4JU1FQRLvXz18p3MPP/PvLfmff583lQuuut1vIUK7/33Md5ct40tK57jllvu5+Nv42iauybiwMMJlTFMJ+Xp5i9W8Pn6DF06tMKrCVLrXuXiqafxyCvrMCtWcO1pp3DXU5/i8ajYphNis4vKECClU5DuB3nWLAvLXfvwq8E2DOKxBFDFl298hL9BP8Z1aQzYyFScgi6Hc81lw3jq+tt4L2wjEZim+av0wOdwPfH7GIEkZXnoM3IMDe+4n6Vfxji07TcsXbmB+NeC5Z9uZ0jTFIuXfUXHoy+khaecS6+8BTl8HgvvOBYBtD97LH+6+d+cOuY8NMATDFD+/kL+vcLHLW/8naNaQ4fURu7cfATTRjbD/Ohd0hmbTsedx8N/nkLx9nc4fNBU/vHUOxx2ySQeviPO6JP/xu8Wvsqk5hkqKpMYKOy3xd0ue4cQYKagUSeO7N2S6194g+0Xj+Lbj1bwaVUKz6vL2XzpeMTHy1hFK87tZXHTKXfS8pS/8q+5w4AEpZNHcPOdzzH+kTNRpY1EJ1CQ5MXb/0Zi4IU8/JcZKBuX8s24Kxh26ikcEoLPzQxWQUvO/r97mDm8Ge/dex7jrrqPzZe8zFN/2cyAy97mgUVPMNCXpCKWwBKK64WvbwiBzKTwtOrF+PaFLHxxOZlTu7Pm/Y/4Kh5HeeU9IrP7883ypXwTaMu4oc355vk/ctvzGe564ykmHCxIH9OdvmOu5fH3T2FKgccp/OT1Yn+3lL8tXMuMR97gkuHFLG8SZ8YjIWZM6cerb1dCg25ccds/OLpHEc//cQqnzv8XH804jFOue5DImjE80+lSFl07kej2KKm04XrhDzBsBD7FYsW9l3LK6w34bs0a/EPO59pZY/HYVTx9/f/xZdPpPLfgtzQHBjQ4idk33Mf04+7Go8gfxlDJPS1HdOXjl4+NreoUxLZw73kzeKuRydsvvUvzqddwVLdGQBRVhch2k0GnnM/RNx7GZTe8wCvXdkPYtUvQ8UvBNeL3MUJAJpmhcZeh9GhzK6+8v4ZjzA/47qDxHNlyM8veWUmkTYIPNhUye2Rf2LqSTz/dxPaC57n0gjdJS51t/6tAWOVsj1nomsA2bXwlTSjVoqxa+TnDQwoff/YtdokTS6hKE0VvzdHjhxNIZTC1hjQ/pJhvI2FsKYnFE1i2RTwawYxJLIQrCPUSgRA2qUyIIRNGMO+yt1n93Xa+WLmW3hOmk9zwAe9/E8b/9nK8HUbTVdvCn1ZvxGj9H+ac/wSWovH1xgRW062EU+BXBEJIbFunUYsmJN5dw+otVQQ++Zj12xJowgYpSackTdsPY0yvZsSrTBq2aosnuIrKSkkylcKyDGKRDCk7jUR1u9h6iUBgkpENGTmhP7fd/xZfbD2ad9ds57Cjj6f8m7dYvelkPl22goaHnkCPInjp7U+oim/gqTsv48VkBq+oIKUabN9WgQw4HnNpS0RBGY2L4X8rVxHu0YmPV31OyuqNtCGRUGnZawxDOhaRCJs0a9sWW/uMWNJEGjGShoWZTpBMmKQNG7UOUwe67B8EYElBw+4jGNsX7n5rOSUHdaZ5Qx9W7CvWfLieWPFb3HzxN6QMjfT69aiyGdujoKliFyM+Z37tSFeZnRHO2vqKEEjXE/8rQKDYJml/Mcef9VumdiokMeN9rv7d/cy85hAemzceISXSSCG1blx+7WT6zLqTN8+4maIClciv2BXv2m77GiHATCNL2zC2T0vueGsJL277nLI+R3Bhmw+46L+v8t8SA7NlTwZ3DmJXpsngpeWhQxg3rAkV4TTqkJGc1bIjjdU0hlRA2ijeEhqXxXj2nmv4an6Mdf7BzLvkKHxJSVpREVjE40ksUYZHWliGU7xHCLEjI4miIBSJEL/eB6C+I4TASJu06j2EbspCFr24iIrPqjjm4j+w/oYLWLxoEcUfbaHX+OE0UjYQVUL06DOCwzv5qYybDBsyhqat2xEwwch6zC1TUNykEeam17nxskpim76j3+w5TOnbECNtOuWujRSJlIXiU7BME2krqKpA7CQ7TprMepI43OWHCEhnJJ0HD6X1X+7kxecXs2aD5JQrZ/PSJZfx0n8XsemLJIPPHISOJGNYaGVtGTb6MEKxCIZQGHnETDoPaEZiueEUjpM2lhKkaXOVt564g8veV/licyN+d/UMmsg0pqIg00kSGUmBKrBME4GTw1kIR2Zy+sf1wB+YCCSGVGg5eCKzZvWkV2uVCcf/jsfHDeWcXhppU9CwQz9GHt6NcEUcZdhwJjdpRduQ5B1LgJJNNSqcvxLwB0IELQWpqqiK4+1XhEUslUYP+FEF5KfWtcv+QSCkxNL8dBgwlEGdi4BR+D5fyoR/Pc62eUfi1wRCERhkOGTymcy4Yzp/+PMCOmkF6Hmr3pp/XCN+n+Moo4QRZNCEI7j1wr9x0zuNmHj1ZfTpVUjonuu5+m6FrlMup5VPYhW1oGNrPx9FCxkzfoJziIxFeXkCnThS0Qj6Ff637BW+NrtyxewT0aJxWhw6kN4Hl5GxyBZJUNFUpbpanqqpKNkq14oK4a1VVCYlaoGGTGVAdTvUeokQ2GYavVE3xg1pyl033UxJyQBm9+7NVwM7cdndt6Bozfjj4PaoRZK2TVSiZjPGHjXU+X7SoHx7BBXIAIrux5/ZwPMvrKTbuFM4YXhTIqIB/Qf0o4lfYknHUHdSnO5IRappjiwpQlKxqYqIqeDxq9gRCzfVe/1ECIGZSVPcegAju93DPdfdQcOW4xnSpy9VPZpxy003owe6cGv/lpgZSeue7fD+50NKu45hQivnGPGtVZg+ha3SKbzi8apUfrKU5V+XMOvqGTQ3oxx7SG/6d2mDkKlsWlO1OjTPSWOrVI/1rEyKzZui4FPQItJdEH1A4vQvdjrKloxNiyFTOOzQf/LYf5Ywa+B42ncs4YPtKn3GjKMRkAK2b6nCJ6RTzVfV0DSBpmmogJ0xKerYl77m9fz3yTc57qoJlGlQseZJXn4zzIir++PBICPdVPG/ZKQEoQoyyTjgB2sj7320ieIGowgBNkq2SFgGKVrxuxtO57DD57LAKmJ2oZPp79eIO5e5HxCKwEhmaNVvFB0in/LJxhR9erak8OCe9ORjVn/+LYNG98NrJEgoLZk99ywiT13EwKNP5bzZZzB+9FFc+cAyCPpJVVWwsTxJ5xGjKS5/hcvnXcndf/0zJ04ay5RL7mR9RuAVBhUVlSQyNkI4RX4iVdsJJwykCd7mHelRsoXrz57GufMeZJPlwyPsX/XikHqNbWKoZYwe0Z1v1r5PZaeetGvgpcegXpSvWcbXjbszuI2PlLczc66YxsrbT2LMlDM4d9YMxow6htuf+gQtCBgZKsu3EtaaMv7wTrx4/3Vcdevt3DRvFmPHHc1Nz61E86kYySjlVTFsnEp50khQvr2KeNIk2O5QOspVXHHasVxy4xOEVT8atrsoul4iwDKwAwcxbmAr1n75HkrvPrQIBBgwsANffvY20Y4D6dPSR6QqRccjTmfm4Binjx3MjDPPZeYJv2HClCtZFbbRRZryijDxhEXDHkPoWvwVf5o7l7vuvZVzT5zA+NPmsmK7icjEKK+KO0XBhMBKx9hWEcGSNtIuoGv/zmx89FqmHD+bx9/biO7R3TSlBwzOSExgEausImWAJi2MUFuOmdSfVQ/ezssbdU6cdzENVt/ChLFTOe+c2Zw87gguv+YZUrqCrupYHzzJ+b8Zw3GHj2PqhON4ZNnX+Jv154LrZvDFHadwxNjJXHDyZCYcPQfPYWcza1JX0vEU7PcCeS77A2dcJhEeHXXdV1x/2nSOmnAsI4ccxe1rmnHdzWfgI000GqWqKgEoCCtJw37Hcv7xnaiIbCZhO9lpfo12vOuJ3y8oKNIg423NvPnPM8VuyIDGkmimAef89TmGVer06eZ1M3MAACAASURBVBAklbYwbZuWI2bx5MLuPL/oDb4NS8ZNO5yho3uRrILpV97PcQ3a8sbjN5Lp/VsWPTCPxjJJYv1zHDniEu7vO56bjx3KrQ/cS+MuhaTSadKylAuvu59MaXsS0QSU9OLP8x/miZfeQm3ehcY+iWEL18tRT1EUQTqZpuWImbw4vz8FnfojqxKUdJ/MwkdbkmnVnWKZJpG0OfSYy3mm7WBefHU5WxI6k04/hhEju2BWJtFbj+beRw6lS3At1/z3W87+y1PcNL0LsUyG128+mZlzbuOIwx6m/5S5/H2El1I7SToNoS6/4bEHB9OpKIlZOIq7n/w7T726grKOnSjRLCzDlZ36iqpAImHQ9ZjLePrgY2jcvT+JcIKWI0/npfn98XToi57OYGCS1lty8V8fY8BLz7H80/WIlqM48pThtCvIoHQ6ln8+OILuTQWrF73IZ77DeOzl2+lbmCEdXc3po47jj7cN585L7qT5eg1POklaSJoPnsmTf03QLpghGlEYMvv/eKjFY7zzrU7HgxqAbeX7ErnsLUJB2GmSgfb83wML8bZqTyydwZAqXab9gQc7r6OpkcDf9Rjuee4QXnlhCWu3Juh71DD6jhyBiCbpOOly/t7mGGKplFPjR3g4uHUhsZjJocfPY36Xkbz66nI2RxUGHncRY0f2JahmMExXx/xiURQggeeQUbz00r/ZFImTNmyEv5jegwdycFkBYDBxzjV0TZWgksxmNCrgpGvvpcVvvqFVnwaAVV3I8teEa8TvNQJpS6xsFTpFqblXwDShTf/D6YxBJJ4glRQ06T6SQzSbaCxG2nSmlpNxk9L2Qznr0JFO+IsiScaiJJM2bXsPoyho8MC9n/D56hDvvfMObQoF3y59ncpgKzq0LCAtixgyegRWOkEqnQah033gSBQzSSyVBgQl7YZyftfRSDtDPJbAqMG0tpTOdbAttwOuCbZtV8tPjb2P6TQUNGPk0e2wklHiyTRCK6H/kZMQ6TjRpFPyPJ6A5j3GcX6/I5BSoCg28UiUdCqF8Ddl5Jj2iO8WseazVfhWLOftDhaaVc5r735L8x7HEMKksFVPxrSFeDxJxgS1uA2Hj2pPMh4jkbBo3v0I5vQ9CmmliMWTmDUMiLB2quToxtPvDTuqX1pWLXKqp9JopYdw+NFdMeIREok0oqApw45ui0xGiaUd2SGdxFRLGHX8WYxFIoTANlNEo0koPpgxo9qCYvLFxq/44pOVrHjnbTwt/IS/WMJXyRLGtG9E00N60qBRnEQqRRrwN+nI+FYK8XiCdEYilBLGTL+AcQpkEjGSqUyNf48QAsvVPXlAIKSJqRUzYOzhztqHtIUQBmpxG8aM70A6HiORSBNq2YfpF/VzMs8okEmkiCfSBJt3Znz77rtEb6ZiSRIZE0xB0+5jmdl3rOPztyWxWMw14H/xCMACX0P6jZkE5OIzLSCCbRsoiqBph/40xQZSoCgIDLTStowd1wWI8mvNE+8a8XuJRBIKBVFVlUaNGqLWtuq3DRIvpQFvtexKqVLSsOQH++04uSBYXEhQAUyw0Dj92n+gNrqD//77XjSvjm2FuPrf/+aEkQc5x7RBBIoI7Xw8EcRf9P3je/EWeGv2G5yioZSVNUBV3YDovUFRFcpKS/EGVBr5Smttu9omKAUhGhZnP7AAPYCvMLDTTjv+K6VCYWmREzgnQZog2o5l/vz7uOWBhfztHx+hWBahvrN4/OJZtC0FTOe7voBvx3Es8PiLv3d8P96Av8a/wVlkDaFQiF93crCfJjes1jSNBg0aEiz2ESz07eFbuz2Qo3ds8JQUEsitR7aAohD+nWVRktUV2Q81H2UFPkd2bJACRp11M/9Rb+exZ//Ox34Pdlpjxm0Pc+7xPVFM0EIBCooC1ceTEkoKPDvOkZUfT3Ehwdo8BwoIoaDrnj3v61LHw2SBkBaxcBghVMeJKgXSTBOuTKKoziJmKxWjKuWcW+LIQCAYxEinqCyP7zJwE4rqrL+RkImHScdF9fcUZR+kPhbg5nKoKbk7sq9wjBvLqtgpNDOXhENkt9tYdhJVyYbOoCBlCstKoKiqs/B+n/cn++McNcM14vcSVVF46623WLBgAZXlETQtf5eusLCQZNrE27Y3wxtVkchAoKgY5ds3eeCe9D5f/SOlJBgM8tHHHxEOh6s/c/khuesSjUR49LFH+fqbr4hGYzX2PuaO4/V6KSoqoqqqCsOoXb4GKQXeAj89ho4gEolhq36Ki4O8u/AfvGHY+zxriGmalDQoZOnSN5l0zMR9eq4DmdwAZ9u2bTz8r4do1aoVqVQqr1ldgsEApiVQSjswYlhTYikTb7CQkLGGf9y7Yr8sVNU0jaqqKjZs+A5wdc9PIQHDlvvgnihIKXeNhhIKVvXCqlyks3N/fF6dT1etpEGjxhSVlGAYO+bvdj2OUv09YKfj1SECTNstbvjT5GZJbdiPmV/UHyTYsAGFTCbJF198SpcuXZByx+ydEKBpuXbuL+pXJhzXiN8DOWHp1LEzJ5w0nc8//zz72f7XAJZloaoqN/7lYcaMGUOjxk1QVQ1VgWhsK6btxE/vjy5+a4VCcWmI8UfOBsjroKY+k7suZ5xxJkuXvsnadV/UKO+xlGDbFgUFAWzbZtXqVTzyr0c448wzaHnQQUgpa2XU2bYNioqmqghZRWWFiRT7q+CXoLxyC8dPm0K3bt2cT36N86B7IDfL9dvf/pYVK1awfsPXSJmfDiSne5598DlatjyIrt0ORSgKuqoQiZezybRR1P1T9EtkFzhedNFFALUKbfy1oApB02AtZm/qkEwmQ3HIz+9uuYmZs2bRqeUwUql0Xu+blODVnPO7mmd35K6KD2dglZu+ywcq5eXfcfHF1/Hiiy9iWbF6YG/UnwiEfF+Jek/OuAgVhqo7jXyzadNmrrrqKho0aJDvplTjdqS7J3ddhgwZwpAhQ2p9nHQ6zeOPP05JSQnXXnMdrVq1rKsm1gtcI/6H5GTniCOO4Igjjshzaxw8Hi8DBw5k6NCh+W5KNa7u+XGEgCJvbWM/6wZbFShAWXERpQE/fgF+vwfXfD4Q0LOv/KIoIYqKSnEGE0HcxIo7cI34vURKiWmaeW2DYRjouk4kEmHjxo0UFRXV2hNbVyiK4sbF7wXOQs6986JaloXX60UIwfbt23nyySf53//+x7hx4xgzZkz1wr69PV59RtM014DfA/XhXud0T2VlJVu2bMEwjGrvfL4QQtQDj1z9J99RI6Zt4wFMy8LMhsfYtkTkOZOIq3UOBHJhPRa2nbO/nBAbFwdXA+4lQgh0Pf8jUl3XURQFXdfRdT3vRrzL3qGq6h4Nnlxsr67rhMNhXnjhBZYvX87IkSOZPn06gUAAKSVSyr06nssvg/pyr3Vdd4rIaVq1HqoP7XL5afLdO+yyiHXnz/d/U1wOOMROf12J2R2uEe/ikmdsO1uUK9vZvfDCC7zxxhs0aNCAG2+8EY/HycKRb8+ni4uLi4uLS/3BNeJdXPKElBLbtqsN8w8++IAXXniBwsJCzjnnHA466KDq/QDXgHdxcXFxcXGpxjXiXVz2M7mQmFw4wmeffcaTTz6JYRiccMIJtGvXDnBSMbox4y4uLi4uLi67wzXiXVz2I7mQGCEEmzZt4oknnmDbtm2MHj2aYcOGATs87+6iPRcXlwMdN4+/S21x1/ztGddKOIAQQmDbNlLK6owVbnq1n4eqqtWe8dx1BSfrTm0zguxO8eTulaqqhMNhnnvuOZYsWcLkyZOZNWsWuq5jWRaKorhKy6VektM5OR3khne57A05XZoLH3T7LZe9RQhRLTc7988uO3CN+AOETCaDZVn4/X50XScUCqEoCqlUqjprhEvNCYfDtGjRgoKCAnRdp7CwkHA4TCKRwOerXZGUnY3w3EAg15E9+eSTfPjhh3To0IH77ruv2tvuLlp1qa8kk8nqDDler5eCggKEEFRWVlJUVOQaZC4/imEYpNNpgsEgXq+XQCBQ3W9pmubONrr8JPF4nEAgQCgUQtO0aqdbMpnE7/fnu3n1AvcJqufkpiJN0+T3v/89nTp1Yt26dTz11FNYlkUkEuGPf/yjO+1UQ6SU+Hw+Fi1axHvvvUfLli357rvveOihh3jttdc44ogjGDVqFPF4vMZGytatWykrK0NRlOrvvvrqq7zxxhs0bNiQOXPmUFZWBuzqoXdxqU/kZPObb77h6quv5rjjjmPlypUkk0lee+01evbsyfHHH+96Vl12i5QSTdO44YYbCAQCrF27lueff56lS5fy8ccfc9ttt7lGvMtuydkzH3/8MY8++iidOnVi/fr1PPnkk7z88svMnj2bHj16uLoH14iv9+QK+xQUFNCvXz+mTp0KwJIlSwBYtmxZdZiNa8TXDNM0GTRoEDfddBPr1q0DnAwxPXv25E9/+hPJZHKvr6lt2wSDQd59912efvppHnroIQBWrVrFAw88QOvWrZk6dSodOnQAqA6d+bUrIJf6S272qFOnTpSWljJ58uTqbS1btuSyyy7LY+tc6ju5xftjxoxhwIABALz44osAPPLII3i9XtcIc/lRpJT07duXefPmcdtttwGOvXPMMcfQo0ePavn6teNegQOA3BTSlClTGDlyZHXc9KmnnsrAgQNdL3wtEEKQyWRo3Lgxc+fO3aWQzbnnnovf79/rgVHO4xSJRLjiiiuYP38+ixYt4o477mDhwoWcdNJJXHjhhXTo0KE6vCa3uNXFpb4jpWTOnDk0adKkesZo7ty5lJSUVA9GXVy+j6IoSCnp378/p512GuDovWHDhjF58mS333L5UXKOSV3X+f3vf4/X60VVVYLBIFdddRXgLpjO4XriDwh25BO/8MILefXVVwkECjjrrLN22XYgUhcl5Q3DwDCMGs9GSCmprKxk0KBB9OzZk3fffZfBgwfTv39/otFo9YKaPR0DwO/3c/PNN/P5558DcMEFF/Dggw/Sr18/hBCk02nA6dj2ZnGOm1rSpT6Q88a3adOGk046iRtvvJEuXTozbdo0pHS9qAcChmHk7dw5T/uZZ57J/PnzSSaTzJgxA03TquPi84Wqqq787gX5MpUVRcGybYYMHcrhhx/O008/zbTp0+nSpUt1X5+vttWnntk14g8IBIqiIiWMH38kvXv3oVmz5vTr1w/bPrCLANVFSXld12nevPmOB7sGI3TbtgkEAlx99dWcfPLJXHLJJbRr145oNLpXCj4XW79gwQL++c9/4vF4kFKyadMm4vF4tSHu9Xpr/ftcXPKLgpRw7rnncdddd3POOecRCoWwbXBtoPqPruv5bgIDBgzglFNO4YMPPuSUU04B3BS6Bwp5M1iFQAVUTePcc85m2VtLOWf2bAAU4Wx3cY34GiCBZN7OLgRYlo2qalx11e9o0qQxkEQIm/w9ZhLQAU+Nv5nz0CxbtozXX399l9R1NcU0TSorK2s9vSaEwDAMQqEQzz77LEuWLMGyrBp5wh966CFSqVT1+8rKSkaPHs15551HgwYN9mrqWAiBEAK/38+MGTMoKSlxp5xdgDSQv9RqOUO9ZcuG3H//bQwdOhgp8617AFTAHRzvjpzeSCaT3H333cRisaxTYv/7Lm1bIhTB9u3badiwjGuuuRop82WDOTrW4/Fw7LHH0qZNGzcu/ydImRZJ00LJcx/UuXc/5l3zf7TpcijhlJFVO/nRiVJCyKOhKvWjX3aN+L3GBqrIZ6flOKwFEyYMAQSSqjwPRm0giGPES2pybUzTxOPx8MADD9C0aVO6d+/+s+Jrf+jNl5imhaJq7O5Zk7aFJQWa6nRsUsLEiRNJJBI/HAxI6fy6n7jYEydOrPbC57Btm4qKir3ObZur0HrXXXfRs2dPRo0a5RrxLkAi+8qvoSElTJ9+FFKaCFGV17Y4useHa8T/NN988w1/f/AfzPv9XCrLI3nzfktp0+qIg1FVlUQi8SM6TWKZFkJV95nRaFkWJQ0KefifjxAKhZg9e7ZrxO+GXG8eM0y2xNPoiqCuQtC/f5g93mkBSJWjpp/Epmgi2xf/8EC7s0BqZpXsBQIsW3JwcQBVqR8REK4RXyNUshK1j88jsi8l+9cGaWIjUEROMAUiO80tqiU6p4hyHrJ92c6d25h7X4NvZ5V0MBhkejbOzcVh9erVP3udgMsvCQVH9+xrT+rOekTZ6b2JLZ0pbCkthNBwBr6ynugelx/DsiwGDBjI8ccfj5UGNV+RNblbZfLjt23nzy1236VYOI9CLbFNUDywZWM5qurKz55QhEBXBFp2kfLPRyCyWdmEcJxppmmCUH7aghBgGga6pjpONSl3kQ+RnWWS9k5tzM5sI+06G4AgQMlaX/UF14ivEftrKlIiTYN0KkkiY6F5/BQGC1HIABKBxEilUHw+VGFXt8s205hSwaOr+6GtcqdX7bFtm/Ly8jqrQCul7SiEipX87qp/M+yceYxvH8SWEkUIbFuiKIJPn/8rd7wf4vo/nkQosZkPV35H0649aBby4jjnLUzLMVIqvl7F2liA7l0PxoNEin3zCGcyGTweD9Fo1PW+u+xE3Txre3cekLZBJpUikTYQqpfiwiIUYQFOiJmVTmFpHjzqDmNdWhkMC3SPxr5fbuZmpdhbhBDEYjEsy2Lr1or9Hh8vAU212bBmJVuVJnRr3wJhGrvE0khpg+rHE1vNddc9TKepF3Fc7zLiKXMnj7wExUMw4CUTj5G2a+dhNU2Thk1LCEfCeANldfETf9lIZwZOZmej6+KAVipBKp3CsMHjD1FUVICVSmHKn76nQkAmnQJFR1N33dPKpLFQHCM/h22RMUwUTUdT6kgrSZDZf/UFdyhan5ASS2pAFded+huadRnPpN+cwICuwxk98xa+rDKBAtJfvEyvhh3oMuFGNmQ8SMuZWn7rz3MYeeYDpAmBPHA8ubnFrXt8ZVNrKtn3QjgLfnPbFSFQhIKqKojEBh5f+DSfbDWy++74rqIINq5+g4dffAdTVbG/eplzTp3F05+nUcztLH/tLdbHJEI4x136wBXMmPcgVYqKqinZ2HVlt21SVQVFEbucS2SLOe3platI5xrwLvnAsp1Zv8evmk2DQ0YyYeJJjOw3nF5H/o63vo4ABRBe/f/snXd4FFXXwH/3zszW7KaQ0KVLR1CKIGLB/qLYFRErdkEs2BWx+9q78ilY8VWwYu+9I6JSpUmHJKRun3K/P3Y3oKJCKAlxfs+zT7JlZu7M3Dn33HNP4ehddqFFr9F8v05l5EyQ5S/fy6Ah17KEHGArWr5ctpC08WKTZexGXnID+ZWtbbGhTF4vg9fLQj0jx4Q0CPpSvHHfJVw24R1sbxCPJn4nM6UQSN2Lbpby8ZvT+GV1Aq/HWC9bpUQzvMj4Gj7/8FNWxAU+Xf5O9m/2OQnhzgW3J8pBaX70dd9x5j67cMiBQzjjyIM5uO9ALrv9FSIYaNkbohSOk3GEUQrHtrGFl5C1jMuPGcj5E78hlJNOAW0rSdhvMfnywzj44ok4/iDCsVB6EO/azzlh/8E88UMFeX4Ny2mYN9xV4usZSgggxa8rVxA65CxeffVFXp5yLerjhxh513tAkEjJWko0WPD2M/x3ygyE5gMUViJGdTSJqkdLPVuVjEDPnl12SQ7S1gIhJVLT0o5G4VwKCvLxGZkurmUGH5lWwHPz8mmUH0IBns5DmTzteYb3CiMSsxk77AzeKdbRNIFyFPtd9BCvPDiGxhlvhvTAJX7fphqtJb3/bDuFkMg6TIXl4rJpKJRI/12xYgmxXYbwwstTefWlB9i19C1GXPEklQShspTltkPFrDe54YF3sUUAACeVoKo6jlOzN5eGgNB0fB4j7SClQDM8v3svdQOvV0MoUEoSyAkR8GgIzUMoJ4AhHOLJAMddO5H/G3sUXjOGhY4/mIPf0NEMD4FAgGBAIjWdcF4eebkh9IAPj9dPTsCPxEF4A4SrZnLpGWP4sipIKN/v5gnfkVAKoWkQLWNedZKBFz7A5Nde5Z5rh/LBnRdw95vzCAS82LYDmoecUBBdExi+AMFAOuZOOBaVVSWUxZK/G1OFUkQj6yiOREk7GqvM5xaR6mpStmrQiWxcd5p6iUDXNMJNmpJf0Ib8fsM4dvDdjP3lV0AizCQ5nQZy9sBcJt9wD8cf8hR7FGg4SHTtH3zLdkSUQiGwq37jhUmP8+GPS4nGkrQYcCxXjDqWxp6028tvXzzHbQ/8jzWejhyxd0tSQqAyQaV6qoSXHrqdpz74lZ36HEK7WCWScPpxr1jEtNe+Y48Dq/nu8VtZnKrk6YtPZFbnAVx66yjiP77Py8tac+FZTfELiVk2l0fveZAvFqxDyTAHnHoBpx/YHQ2Y9fYk3vktny4FK5j6/HtEmvThomvGMrBl0A1SddkBEGhS4i8oZKfC1lDYmjOOn8Ckp+ZShSQXE/K6MvrKbnzw2ANMPnYvTu7aJC179PWyx+3lOzZKgd8n+XrqPUwr7cDlZxxBnsfmpzceZvLcMBeefxLNA7Di+1d47O0SRlx0Fl1DcT5/5UGeefMborakVd+jGX3qf2hsxJjz1TvM9vTnzNZN8WtRvnnxEZ56/2dMDIJhH47egdOGdcJjwMqf3+W2Dz/nwzkV9Dv6bMaMOAi16BNuueV+VlvlPHnFifzYaSBnX3wW7X0pko7YaPICl3pGJiJVNzzkNmlBq1btaH/GaF74vyf5/Ot5OCf0QGoetMRSnrt7At/MX42lFbD3iHM5fN9ukFBITUfP3OwNI2+kpqM78g/WA4H2F4ktGhKuJb6eIqSgYvE85sz/lvf/dxsvfF/IraOPBpVCAZGozkFjLubA4E/cePf7CJGDdBrmMnZa+YXy+V/z0ewK9hg6nNOHD+KLe8dy2WNfgRBUz53KscOvpLjtIRwzuC2vP/wQ8xZX4vN5AIfXbh/N2fd/zwHDjqMrP/Po/a8gDU9a2Siby2MPPMHsSA5FbVvgl4L8lm1p3rwlORLmffoSE/73OQmA2EKuGHECD35rcdiwkxjaS3Ltycdxw5sLASiZ9wFXjz6LO6atZp+jjic06ylOO+M+1ql0PqEGeHtcGhQKNI3kqt/4bvZ3fPXW/dzx3DouGn06LTHBEcQjJj2PO5uzBya4bdxkksKPoRwa6Gr1vxKlHDAC5DqrmXTXo/xQqvD7Inw28S4evP0hvl6RwB+y+WzyI0z9vpSmjb3MfPFORt30Bh0POYMxp+3P7Geu54pHP8OT62XGW5OZ/O4sjJCHlZ88zujr/kfzfY/nhL1b8N5zzzOzKkiTvByEtZjHHpxESdNBHLdXAY9eMoZJnywjVNiIZk0b40VS0KItbVs0J6ApnDpLVelSOwTCsSlf+RvLVi7j9f+7j+nFjRl+WF9UwsavlfLUFRfy5Ddw9PljGNpH4+ELLmLazxX4/Xo6DfVG96v+Yvmv4Y+5riW+PqIUHsND6UcvcMGaz6hYvogFFU05ikxAkBRgxjDzezLuuqF0OOkePrviIMIBDacBavEiE+xa0PsEJj5+QuZTm7lvTOXxH+YAe/DlxCcobjqcD287jzAwrG8enQ+5lRQesOfxxCPfctTN7zL6pI7AiTSOLmH0jGRaide95PgM/M27cOKlo3nuiTmMuO4mjm+cOZQ3h5Dfhx9Y/cGTPP9NIZN/m8A+YYAhMH8gl976LFcNGY/hOBT2GspjT9/CzhocsdMaOo98j5nFV7FfE4njqHqTX9bF5c84aF4/9qyPuOyC30iVrWDWAsWZmoWFwpACqZJU05zzrj+T/+56D4/9chIjwh4ce8eJw3H5e4SAeNKh8z6H0df7AR/PWM2Q8Bq+Wu3HRzXffb+MEV39fDSzgkEnD6GxXMX4+1+g0eDrOPWQnmD1ZORhr3Hm5Cksu2QfQjlB/JoHr4S5n31EottxXHvGofjZiy+mfkxJn73o0KyCSDyPk6+9l7vO7wOp/zDzw/15++PvuOTQY7lo9EimvbOaE6+8jWFtoXxtJRYNcOW5gaJQOELDZ0f49L6LOfmxKD8vTHHWoy9z5l4tSCiN5Jx3eP7V5Rzzv/vYtWMeWrvTefeZI5n64jecfsPOyL/Vb9Qf3mXz+DVsXCW+PiIEiUSStqfcwAe3DAd7DW/feTHDjr+I7vPfZ6BHQwlBrCpJ0yPO5axdjuCam17khqIc9K0WRV6PyFQG0UQpU2++nie/XEu79rl8+cF8QkcGAVg4v5RQj07kWCYpBUZBc0JhPw4SypbyWzzMgC4FmKaJQtK4zU6IGRsE0gDKdLBKSkhaKcpWVZLKC2B4DIRysJ10WasVvywm3rYLbUIWZsICTadd+53wv7WIEkBZEC5oSSMtnafe1HxIv4ZTd5XPXVw2Aw0rFsE3+CQ+mHo9OqX88tId7H/SGNr2+IRRrT0gBKlIFNnreMYNn8wtVz9G/5N9+DXIxqO57NiksxAlCTTryYCeXt7/fjqL8pdT1v4/XDxwJZ98+wUr+uUzZ10uYwb2QJXNpqQ0xoqfp3L1pe+TtCTJ8hj9+rRBpVIZhcohqaDzgAGYU6Zw8+Pd6Zv6nCk/VzNydC4qthqh59K6aT7xqgS6mULLCeDg4FgOpSXrSNkpylYXkwoZmGjUfS1al01FIJDKJqHlsO9lD3PjgBTjz72Abz/5nvLDe5DvU5SsKCEaLeXzp29l4bMWaFAcbEuX1kGSSRukQKl0YUjHtlFSq1HVpSZRjo2jVMZiL0BsECTbQHGV+HqKECC1TKpIrTWHnDGM9neM4ou5pQwO6umASieFUm0Ye9Mp7HfOo0zs4CfQZGf+asFpx0Sly7tr8P0j1zLmqWXcOfEW9mifT1HZXF6OpwDICWnYa6tQupGuH+uROLadngAEgwStGPFKpybFmm6lfncUASAkuqahlER6fXg8RqYF65dsPT4dKqIooWN4JEhJNFKN2bQreaSzZCvbxFICXdfTAa8bptF2cannCEBKLTM4BETEgQAAIABJREFUNKLH0SPY58qn+OS73xjVwQBEOuWkCnHy1aN48rD/cttzzTFCLTMT7jptvstWQSCUScJTxP579+XVV97myYo4RZ0O5+TBK3nnhi+ZODmA3nkAAzv6EQlA89Dz4FHcfV5vStZW4QkECYVyCHvipJRECA2PUCyat4ymXTsilnzPh9WSq/5vEkfv15zYil+QEkzTQmo6mi3AUZksNxIjI5s1rw9PwIMeSf3jWbjUNxRKaOTkNqJV905cft2pHDz0Xl495QjO36spmgecYGuOGXsrBzezqIgpAqEcvIEQKjobISW6x4ffo5MIBlGOQngkLfILYXYVTlAjxzKwQxqpyrVUxv00zgtiO06DFUuualEvUdi2TdmyJfy6YD6Lf/2cR6+fwPJAX/7TvQmxRBLLSs9KhYjRfN+TuXSwh2ff+pLVwQAGDWtZW6XTZrBq7kJSed05cFBPmmulzJ29BJVJC7vHIf0p/fQZnp25lkTZQu675jpmLyjDK20IdGPfXoL/PTiJVZEES394keseeAlHGunpjnKwTAvHAQIekqtX8sO3sygvKyEBCMfGsi1iQMdDDqFN2Yfc+dR3xJSiZN7b3PHiPPY4/QhygKRlpyPsaySGg2laDTJWwaUhorCVQ2ztCmbOn8OSRT8y7e57+Hhta47cpyMkE5iWnbFyxfC0P4Sbz+zBS6+8z0xp4M04xrvdfcdHSkUiBj32P5T8pS9x59Oz6dG7Hzv3GUTr6i+57aH36LbvQTTXLRKBdhy4X1u+f3kqv5RrNCnMJbluOT9MX4Kl6yjTxHRAw6G4tIJIRBDMy6VpkwKcaCVVcdB1gWVaGXmfdoOwbQvLTsd6SZ9BYtUKZv44l+LSYqpTNPigxQZFJvuVZZlYtkV10qKoz1AO2tXmxcffpMKBxj33pFfhWl6d8ikpfwH5uTorfpnFomWVaIbAMk3Kli1g1qw5zP5xBvN+/Y3ylJ89hgwh75vJ3HL/O6woraBk3jfcdfPD+DsNZXD3AiIJa31GuQaGa4mvZwjlgPDQqVUbXnt/Esf/8hLKiqGK+vDgi1fQJ09SIf00bxTGkAKwsVUeJ15xEZPfPYtyXwC9QQ2hAikdQLLfBZdw8EljGdz/axq3bE2zou70CuukgI7DLuXKz+Zw9TEH83iz5nTv1Y29dvOjmTGgiDEP3sz3w67g4APeoHmzjuw86BDi1b70dMcIkF/YCMNJga8XZ5zamyuvG8GC147myVduIhTOJz8vBwfwdz2GB+6bw5hbT+KAiU1Jriuj9RHX8MBZAwHwhgvIzw2ur2Or+ynIz8Vwp8su9RqByCw5tWq1M+HX32PE8T9gkCLhbc1Vz9zFCV3yYaVOs0Z5+A0JOFjKYO+zz2fkc5/ypi+IV8vuzWWHR0icVIJQ+z4c3KURP+W0oX/PJoj8PA7u2ZgPSiz22acnHitOZSrA0VfcypxLLuKUw/alSa6HSLlk0Mnj2fvAtvjDBeTqOik0evTuRNUrbzJjdhhPrISFzz3OE2+cw7Pjd6ewUT4+Q6CUwkEQDOUSDnhxkgqteW9OOqYz/73hFOa9eSx33n8NhSRJKDc7Tb1HpBNUoPtoXNCUPL8H4ZiYwbYcc9wBfP7ER8xeeRK7N+3L2LvHcu1V13LcB/cQMCwiifaMfuAe+rYJ0qFZS35+/U5GfjUBKxHH2/NI7r33JnoMHsnNt69g/O0j+W5iY2S8GtnuIG574AKaygRJSzTYAGih6kmy1dLSUkpKSmpdsVPTNKqrq7nssst4/PHHicVim70vIQSWZdGkSRMaNfpjNTcbKGG7DU+Og2mmSFk2CkkwmIvAQSkLgcK2nXRO9JrmSLBTWGh/qma2DRsJBIHwZm9pmiaGYTBq1CiGDRvGnnvuuWkVW811zPppGTltO9OmkR/HshGZKm0CxaqFs1gnm9GjXSEoB1uJdAVWBMRL+GXBGora9aBpDtiWhdTTFSYty0FqMlMh0GL5wnlEjBZ0bp0Pjo2tBLoms+752NVrmT1/Gd5mnejUYv35qw1+m/kAy1ZouvaPPSd7TS666CIOPfRQ9ttvv61Sxdblr1FKsWzZslrJC0hXgGzevDnXXHMNnTp1YtiwYZSWlqJpm18bXkpJy5Yt8fv9f/imAoiz3RZOlYNlmqRMG0eBLyeMjgBlglDYloPQtIzipAANMLHsDfr9tm8k4AXyt9PxNk5ZWRnFxcW1Th0rhMC2bUaNGsWjjz6Kbdubva/suFVUVERRURFATTrb2bNncctNtzH5f89SvGoLKrYqBwuBIQVKCQQOpq02kHMKoXvwahYrFs5lWZlJ01btaNE4DJaFbdtYwk+R9hunHjYM+/gnmHzhrgCs++BWuh78CvdM/5AjWzlETFGTRtCxbZRI1/dA6HhEjEULF5L0tWDnlvkoZ/NWnbMVW2+58TYKmxRw1llnYVkWur797ZmmabJ06VLsTBrkzcUwDNauXcv111/PpEmTqKioqJXcUUqhaRodOnSo6XtZL/KyeIqSWHLrVTzlj/IDhExfCykMpATd60PFSlk8fwERlUvrndsQ9uvpwHnHxjRTmHamGo6m4/N6AIHP7yNZvpJFC5ehgs3o0KkNXidJwtz8Z+rvcJSiVTiAT9/8a70tcC3xdYTjqMzD8xeDntQwvEEMb/aDZNo3XApAoumZykMZlLIRmidjha8X87JNxrIsTNP8R4VVKYWQ+XTv0wiUTco00w+naWaCUwXNO/SgOQozlQShIVCYNijHQXgK6bFLETgWyZSDJiWWmY44FUJgWxY2CqUkO3XoTtoVJp0RSOBgmjZZH30t2IRd+jRJ/yaVxEFkJgACIVTmt9TsO3ucvyOVSvt4Ops5MLm4bFWEhu7R0T3Zgc/CcRyElDiZCekGPwZlg9BJf7xjyZ6Gj8Bx0nLM3AQZ9Ne7EUggZanfvd9QzinTJCkkha270rStwLJNzHhifUyRkyQufHRpH+L+By9kzNr9aaRV8PnL0+hwwvn0a6YRT5ooBdndCiFAWZn3KVJIdmrfHaksksnkZp9GdqyxHafBWma3Klv9Ggl0Q8/UfkmjHPAYXpRKu02Z8RjCyGXn3QYgUen7ZdnYjoOu63h1D76adikc20HhEI/G0IKN6dKnOcKxSaVixBWZcbnh4irx25n0wodCygBpy1q6ythGfkna+p9FsF6//fNAmZ5p7njKn1KKxo0bb76FSGh4jL+aCQsMj/cvvgOkjtezKQeRGP/oByP//libQfYahEIhV5F32YDtPQj92RCQnlw7aFoIMIEENSsDQvzp9y71A8dxCASCGIZBi+ZN2G7pXDaWEEQBIpcrn3yPwW+9wTe/LiNJI864cwpDD94VvwQIbNt2WYAOueFcbFfG1gkbc/7YcLwTUoJjk4xbNZ9pmkYoN0RVRTVCbkzWpPUjZZskrfWGua3tZlUfpwOuEr/dUJlluyDgZfr0z1m7toQhQw5BKTNjFaiPXWTbkH2QDcPgsssuo0WLFliWVWcVTYUQCCHqVHl2HAdN0/jqq68YOnRonbXDpb5R9wqybdtoWj6vvTaF1q1b0qtXPxwnUoeuXjveimNdEAqF+OiTDznjjDOIR5N16ponNZmRrxr+gB9DS68mL/n1J956Lo6tsuGs2y4loKMcckIBpn//A5eMvWibHKNBoeruSRMi7cKjaxoV5eU898RETj3nHKLRONpf9uNt6/teH6WOq8RvMhpQxOYKl6zlXYh0WfJly35j2rTXKS5ey3HHDQMKSFvcd0S/59rnTsxanW+44QaWL1+OZVkbnaFvCqlUipUrV9ZaAfd4PCxdupTHHnuMu+66i7Kyslr7FgYCAZo3b16rdmS5/PLLadu2LYDrD+9COuYkRF1O8m07hab5+OSTH+nf30uvXiGU8lJ3Q0jDzv28pWSNIa1bt+bDD9+nqqoaudX8mjePbKzPFZdfwbBhw+jVq+cGvv8i7ZojxHa5nYJ0FlS/30/r1q0B6sQfvr6TvRV5PoOwty6z8Wd0p6oyvnjnTa6+cDRJWff3rD4VbHR772axeYqdbTs1yqBpmtx//72UlpYwYMAARo0aXfM7If59tyE7yITDYbp167bF+1u1alWtlHilFD6fj6KiIj7++GMGDBhASUlJrYSEUoqcnBzy8+s22M6loVH3Ezkh0nIsFArj82VdHnTqQ9tc/hohBO3ata/rZgDQsWNHevfuTffu3eu6KS6biNwGLimbR/rgHkMnPz8fARiaqFdKdF3z79MetwNKrQ9ajcfjvPPOO3zzzdf06dOXM888g3A4nA4Uy7hw/JvZkuRI2QwMyWSSSCRSayXesiwikQjJZJLq6moikUitlXilFHl5eZu97R/5t/cLl/qJ4zgolX3O6tvCssvGqOsEdKlUCo/HQyKRIBqNptNH1oOsW66Mrf9k19uUUjVZfOpHPsX6g6vEb0U2VMyFEHz44Yd8/PHHtG/fniuuuLLGQpv2L60f6Ynqmi0RpNltN7zmtd1Pdlsp5Vbbl4uLi0tdU9fyKCtTs23ZUnnt8u/B7SH/jKvEbyU2VMxnzpzJiy++SF5eHqeddhrt26eXM7NKvqvAu7i4uLi4uLi4bAmuEr8FZN0npJRomsaCBQuYNm0akUiE4cOH07VrVyCt4Esp63z50MXFxcXFxcXFpWHgKvG1JOvTJ4SgoqKCp59+muLiYg488ED22msvYEPfeNfy7uLi4uLi4uLisvVoEEp8Vln+42fbgqzyLqUkGo3yxhtvMGPGDPbee2/OPfdcDMP4k2+8S/3lj30n+z4bNOvi4vLnKsIbk7kuLhtjYwkH3L7jsilsrJ+44/Pv2eGVeCEEhmFg2zaWlS4P7jgOHo+nJgp+c/m7jiOlxDRNPv74Y95//3123XVXrr32WnJycgDqRdS9y6bj9XqRUmLbNo7jYNs2Ho8HKWWdFp9ycalPeL3edPlz267J8V3XuZpddgy8Xm/NuJwdo93VaZdNITv+ZvtNtuaAy3p2WG0zq1BHo1EWL16MYRg0btwYn89HMBhk+fLlVFZW1kqh3nBw2nDWJ6Xkq6++4tJLL2XmzJlcfvnlDB8+nJycnJrJgqvA7zhIKVm8eDGpVIrCwkICgQCNGjVi1apVlJSUYBiGazFy+ddTWlrKsmXLMAyDcDhMOBwGYP78+e7z4fK3pFIpfv31V6SUBINBGjdujJSSefPmkUwm67p5LvWUrFxZunQpyWSyZnw2DINVq1axYsWK3/3u38wOa0oRQmDbNjk5OUyYMIEFCxZQWFjIL7/8wsiRI/F4PFx33XWbtfTiOA66rrN27VpKS0tp3bp1zazvl19+4a233sK2bUaPHv2njDOu8r5joZTC4/Ewb948rr76apo2bcrs2bM57bTTWLFiBTfffHNdN9HFpU7Jyk3bthk7diyNGzdm+vTpfPjhh9xzzz2cfvrpdOrUyV19dNkoWcPW5MmTmT9/PrNmzWLVqlVIKWnSpAl33nmn6xbhslGy/WLZsmWMGDGCVq1aMX36dEaNGsXs2bO57777aNmypdt/2IGVeFiviP3nP//h8MMPr/l8+fLlPPDAAxQUFFBdXb1JA0x2RufxeLjkkkvo2bMn48aNY9GiRbz++uusW7eOI444gt69ewPrU0q6g9eOSzKZZP/992fChAlMmzYNgEWLFnHppZfSvn17Kioq3GVfl38tWQW+SZMm7LnnnowZM6bmux49enDooYe6g6jL3+LxeBg+fDidO3cGYPbs2QB8++23v4sfc3HZECklSikGDRpEXl4ezz33HAC//vor5557LrvssotrPMiwQ18BKSWxWIzddtuNs88+u0apHjRoEAceeCDRaHSTBYTjOIRCIV555RVefvllXnnlFe69914eeeQRdt55Z2688UZ69+5d42fvKnc7NkIILMsiFApx7rnnEggE0DSN9u3bc/zxxxONRl0B4fKvJzuYjhw5kl133RVd1zEMg/Hjx+Pz+VwlzOUvkVLiOA6dOnXi0ksvrYlfO+WUU+jXr19NbIWLy8bIruRcc801FBYWYhgGzZo148orr3SNBxuwxVpKthzulr6ygS+1eSWTSY477jjy8vJwHIcTTjgBn8+HaZo1SvffvSzLIhAIMHPmTMaNG4eu68ydO5e5c+dy++23M2TIEEzTrAmu2NRzdv21tjV/vr5CbPpL0zQikQgHHLA/3bp1w3FsTjzxRJo2bYplWUgpNmN/6ysSurhsbVQdvYQQKKUIBoOMHj0ay7Lo168fQ4cOzcQlaXXWNpcdgbQ761lnnUVubhilHEaNGkX2Drrysn6TTfZQFy9Ix1T07duXQYMGYZomI0aMoGXLljW6WF21rT7pdlvsTrO1KpDm5OQQi8VqLD+bg+M49OrVixNOOIHvvvuOww47DNu2CYVC/7itUgpd16msrOSqq64iEokA6Wjo9957j08//ZR9993XjYiul4iav7atcByFELA53cdxHMLhEMcffwIrV65iyJBDiUZjOM7mBc0IkZ0s1p+H26XhUJeqTnZFathxx3H3XXdx/nnnpYP/lXLrorv8LVJqOI6iQ4cOHHPM8axYsZw+ffqgFO5q9g5AXa9GZ/vI9ddfz/Tp07no4otqVnRc0tRaic8uZ6xcuZJTTz2VcDi8RbMTy7IwTbPW20spicfjOI7DOeecs8npATdU4levXk2TJk1qzq2iooKzzz6b7t27b1ZbNE2jurqa8ePH079//xr/eZeNEQPipBeFatd/DEPRunVOrbcXQmPEiEPYeecievVqi2nGay28pNSAslptm2kN6fPIBdw+829Gke4N6+IpoqaFJkTdWaCVwvB4uen+h9hpp1asjqXqLAWrAByl8OkaRQHvdj/+joUDVNRxGxRK6Vx66Ui8Xg9KlVO3aymC9HUJAZ46bEf9xbIsdF1n4sSJvPzyywQDwS3Sz7YEBdi2RSAQ5Pzzzkf9jaEsKzO3VTt0XaOqqop77rkns3pf9375W6zEL1++nMLCQiZMmEAqlcLjqd1DsfHCSAKpSXBs/nzfBFITKMdBqWx+dg3D0EmlUn/aVzpLDUi58VusaRp+v/9Pn1uWRSwW2+TzyOYxvfXWW5kzZw79+/evV0sv9Yfs42YDSbbEs0tK8Ps3pSsrlGOvHz6EQIq0ouzzNWLo0EOw7SQej/d326AcEJJNEw8KSG1O8/9iH26fcUmTtG2ipoUuJGor9QulHBx7g31JmXYf+7uNrDi79N0dy0xREY0jNfm73zu2jRISTa5fIUM52I6D1LStOrhuOB5sy4G7YbCl8mjTcRz7d6uRQko0KQGTjh3boJSN48TRtPXyXjk2jhK/+2w7tBQIbsfj7Vhk/dFnzpzJ0UccxzFHHcm6stql7N5iVFrqBQIB4rFY2n91YwiJFGqbrYabpknj5gVceMHFLFy0kG7dutUL3W6L3WmklBQUFBAOh7fJrMQyTaTh36iKZ5kmmmH8SYB7vd7MUu+Wi3Zd12vyIm8K2clNQUGBu+Tzt2ww0CPYEkt8mn/aVgEGQuYhaizccSCKUmnLjBBeNC0AVGW6jwI0ECEgSnrCsSl9akv6XdZK5OKSRgqBJgRSgNpCdTW7zqP7cggGtJonIZVIEYklQMia32wMK5VC8wbJ82tEqyNYKttjJeG8ENJKEomnjSgKhTD85AUM4pEIKWfLn/LsOYBCuv7Um8j2uk4CKUNI6SF9p22gCsdJxxcpJEKE0bQ4qGTGMKIQMkw6siK2ndqa7eFu//krskZQv99Pfn4B4YIwjpLb3aNAKYXUDHxeAzMRw+fzbdRAK4TAsVIkLfD5PAilUIga91ohwLGt9GRR1xC1uP+mmSIcDpOfX4BejzwrtkqKScuyav5uiiX+dyW7hfiDMFY4to0tJHp8NsceeA7dLn+Wm4a2xXYchLJRQkMWf85+h17LMQ9MY/SAAO9MuIu5jQYz5pjdEQ6IjDXIsR2EJvntk2d46gc4+4KTaGaotCVHrQ+uWd8xFMoh85yrmuCuTV02tiwLwzCwLKtezNLqP+oPf7fVMXRUbA1ffjydlZURErYgr/nODN5vN0LCAiTrFn3HV3PK6LnPnrTK0XDQkKqamZ99gafLbnRtHEApZ2vMDf+hrS4uv2dr9QpHga4LyhbN4L2Z84nE4yjhpWX3AfTt2QaSCWxERvxl5HSNjFZohofo8h/5aEGEXfv3o8BjYyoNL3FmfPQxsUZd6dupKZZpIXUDq/RX3vx5FV36DaBpAEx7y20r7hNS/1BKIITN8l8+Zcb8FVQlUkgtxC577UmPFnmAg0it48v33sZs2Y19erVGKRMhdCoWfsfMMi8D+3XBwGTbK9duD9pU0sGjFsqiFgGdKu36ImTNM6+UA2z4foMAZ6VwNnyPQhp+Uqu+474n3qHrsedx8M5hYskN3HoEKEcRyA3zw+NjOf8FnRdevofWqpIk6VUgQVoP9IRyydUsyioiILXNlkOWlQ62tW2rXvWgrWo23yRFVzko0sWRpJRIIX63/OE4IDUdQ0qEnaI8Ukk0ZQMq852RXp6zEpRVVxEzHcBm6Zzp/Pjr6rTSrVYy4apreHV+pGbJt3LFXL79cT5RO90GW61vgxBg17RBpCcASiE2+H5zb5obdV9/UI4D+InNeZv9Dz2Vm578gM/ffpWxJ53Cf055lJWmB7B5a8L1DB16PCdd/xYJ4UMpCfYqbj55FA9/UwxoWG7gqssOjKPA79P59tmrOfv0S3jng49555m7OW/oUG6Z9DnK60M4Tsb44SGYk4PPo6MyQduG38eqTx7mzJFjmVOp4dccLKURVCXcP3YYlz39DYGAH2XbaF4fidmvMvL0MUwvFQR1agZplwaEUthIIMpDV57DEeffx8effMGz993MfnufzpNfLgdCpJZ8wVGHncy+A8fw7vIEQgnAx7zn7uOkS58hQhC2msOYS50jNDxeLxt6SemGB11brxtpuoHH0MFxcJD4AjnkBHxIMokqNA0nVsLPM39kZYWJLsARGv5AkKDfh0c3MHQdTQqsZJRItJqUI/EFgvg9Rnq/DuTkB5g39S4ufWAaIpyL0YCyR2//U8n4LRUvXcDsuYuoSKqMn7qCjM96ZM0S5ixeA/4cgj5PeulDCQxdUr5iAfOXrUMEw/i9BpK0gnbC+Ee5b/RBSOWQWLeIl594io/mrCAarSZmKXocfTnP3H8ZbX2ghIYhYd3yhcyev5iILdBkJmjMTlC2rgohJYnSpcxbtAqLf/AVddkBEDimiWjXmYsfeJjHn3uTH169mNmvP8AjX6wGBBVWDs3btWPJlAlM/n4NGgY4kryiRoS96eUzd27msiOT7b62baPveRz/ffI5XvjkW+49rxMT77idH9ba+AyBJxiE6Gp+mT6dpWsieIN+JJm4Im8ArVEIbQP3HqUkgfx8cgJGxnqfWcb2BCgsLMAjXftngyZjOU3pBm2Gn8+kx5/n7W/e5rxuy7jwrimk8GHH4jTq0p6O+Uu49ZapxGUAhY2eE6aoIIc6DNt22doIiTKjrFm9mrgJAoHAoWJdCVUxq8a7IV5Vwtp1VQhvkByPxdK5M5gx5zcs3Y/fo2Mn43ha7smtDzzIUd1yiTk6AS3JojkzmbVwGWXlZZSVlZO0QSIwfCFyA4pl835m4eoqPH4fQjnYZoS5n0zjf29/RUllNdXxxBa7JtYXtlvFVqUcBBJz7Q9cNfZqvl2jkUs5S1JtuPHB+zlyl0Yg4nzw8NVc+eiHyLzmdGzVmEXlJt01HUSUF24azW1TZuAr2ImOLUMUx0ET6aCZydedw/etRjNpTBuuGXk+31ZVMGvskXzTbA8efnsiue/eyblTNJ5+YTzNq+Zx/SUX88q8JC18KVY7Lbns9jsZ1qcF9uqvuHTU4wR3bsnKn2ewdNVqCvY+jyfvOp/mnvV+Vi47Hmm/OAehaYBBuHETCnNz8WsSkJjVcdocdhonRd7ltnGTOOrtm8iT6ToCtmuBd2koiHTAqeUoNB080kvLVi3AnE0i5eAPGMx4/UFuvmMawea5lC6vZLeTr+biU/dAqPTKlm2l4zZqRKFIB7b+KahMOViW7apnDZ60j7FwHJyaXpFHk6LGhKNpF1thp0j623H1lYN4cOz/MeHkQ7iwfyts08Ky3DigBoNycKSXHGsll11yCYGj/8tdI3oTW/U9N51xHuZRd/HQyEHIxBLuGXsRZftcw+3Hl3DVOZczvdpLrioj0mg/br9lDF2KQiSWfMLYMRMYcsNTnNp+HldecCnfJ3IJJdaypKQKf7PBTHjmbjweg2TxdMafeyqrF89laQUMvfBubjm9Lx/cO4Zxb/5EtVjI0MEfMeScuxg3chBONJrOjLEDs/1arwQIMJOKXoedx5NTpvLy69M4Jn8O1/z3BRwE1dOf5dxxb3DQ+GeY9vwj7NssytJlqwg1zqPyiwmMufsHTrvvJV559g56edeyekUZHp8B2BQvW8yiZcWgN+OCW29kzxbNOfyaR5n02HV0C0J58QrmLViLRzhMvfZ8JvzUjAefeY7Jz/+Pszqu5swzrmZWEjTdZOY3L/HKT5Kxjz7FtEkXsfyZu3j0vaWQKXzisiOicKSBJ1LCS3ffzr23jWHwAVfRdL+zuXivVoCJLiwiViGnXD+K8FeTufOt+Qjdl/Hrq+v2u7hsJRwHYfhgxU9MefxpHn/gBm58+GuOPu8CBrQLUD73bcZf8Rw9zrubJ158mYduGsond97AGz9VEfBsXv0El38L6fBmzeOh9NPXuOPeG7hoxFHc+KbBvdedgocklpAkq2O0PGAElw3xc/cVjxETPrxSuaH8DQkhUGYKo3EbOnkqeWvKh1R7JRXzf+CtT2cw5Y3PWSc0Uku/59UvltKxRyOeH3cZH9p789SUV3j1+Ql0W/sa19z/HipHQqKSBXMXkzAUX0y6jf8tbcNtjz7Gw+NH4itPsduhx9KlANAVxSstMD8SAAAgAElEQVTnkWx1EBOmvsb4w5oy6ca7+Go5DDr5Mi4+pDdNex7F/z07mbMO7oJKJnd4BR62oxKfDTQNtO7DiccPxVOygJ9m/0agsIBYpAIB/PjaWyRaHc5FR+1Ck+ZtOP2W6+jfoTm2Vc43U98jp89JnLdve5q27MxF/72GLq3DxOLpoETD68OnCxBeWnXrQoE/QPPOu9K9Syv8EtAMAqEQxBbx/NTFHDX2WvZs24S8wpacM+5iOsz+lLd+TIJPw5PTlStvHseAti1o3vdI9tk9l5nzfsuciTuA7bgIhFIkYlWsXGfSfre2lEx/i6c/X0g2X7AZjeJvMZRrRrbjkWsfpDSu49fYSIpTF5cdFQWaDpWr+PGzN5l46638Et6Pi0cdRa5u8+unH/BrsSBfLOaVyVOZvdbBSCzm2+mL+IsMvZkkAJnUqH94Vtz5778HIQSaSlK6ugItvwUdGpfzxIRXKUPDowkEFpFUPsNuHEVwxhTu/XougZAvE7fk0jAQSGERd/I58MgDiC/8mrmrk8ydOYdA+11ptuonfl6VYsn0r6lquQ/7t6pg2sszKdrJz4/vTWHqh3Pw50l++eYr1sTAo0s8Xh9e3aasuIy8drvQo2UeLbvtwk45QcKhfHwaJCIpmnY/muuvGE77Js046PAjCPtW8+vKasJN2tGhST6+vJbs2rsLrRsHceyG0ee2qzsNQuJUzGLcaefx9tpG7LN3B2Z9uxBP1yEIoKI0impagMexsJVAJB2kx4s0E5SVJdCa5aPZNjYgTYFm6DVWIeU4NYqWisawlYMVr8a2g0hNywTUSuzyElZbXjo38WHZ6WVe3fBTiEl1eQIkCCVRZgJH+REkMJVE13f8Gdu/G4G0UyTCTTjt5rsZ3iIHWMG9xx3A+HFPcOrHN+CVIISNUj6OuPJC7n3hEm56pje+3CA0kAfexQWpoRIR6HIgt05+hLx5L3PMgZdw36ShPHrxQOLropgkWDHvF6pTCRyp2HP4mfTr25SEsz5zhOPY2I6N4zgoqeGVerquB076M0fhKAdrI4q9S0NEYiYS5O83gv/+dyRgUf717fTc7w6eGnEsF+UYKARmLAqdh3LTWc9y4dUP0fEQnRzNTazbkBBCkErYdNh9EDtZb/DZ9zNwZi5kyCVXkHr+dj787ge6fvMLzfqNoo0RozTmYJcv4eefiomZDk6rfbjgoL3xO2Bn6skkkj56DurLmvPv45yLSggt/YRZeb0YvXszHNMBKdGBZMwiBiSTFkro6FKglEnctBBOiuoqG3/SzrjV7vhsNyXesdPGn5+evJuH57Xhm7lP0wmY5l/C6BnpYhRNWufjvL2QMqkTAoiXE6moRvpDNG+ZQ/zdRVRrGmHAqi4hFk1iGOkbITW9pliE0ASphENCGevzmkoNTSi0/Ka01KKsWVKBvk9TAKyVS1iQU8SpXXPBtJG6jqxJqybQNM3NSdwAUEKgS4kZj2Y+KaRT+6ZYi6uxAU2TaHo6/kIU7cVNV+3DaTfdQchjcKRfx9VEXBoECoSmo0lFpMyhZbdDGXn0I1z+7PMsHjOIxi1CGP42HHvZOPYJQYT0OlV1dRTTylhbPT5CuQHycgM4SQh4m9CtcRFf/zCfiKGRH87D6xP8OHMmwr8zbYt8JM0oQrjGkIaM1DR0xwRMQCO/XVsa+x3KKxMQ1tB0DV06oAwOv+xCJh96CTc9KTD6HptJUuHSIBACx0zibdmLg3Yt4q2HHsZfmsuo6wYT/XUq9z/zGLNKNQ6+ui9+/xqC4QA77X0W153ZJV1CwAvEk1QkFQ4SqfsIqrW88eq39D76bI7u14y1u/bn0kMOoKU3ScJM9z1Nk+mgWSnShcayOqEQCEcRiSu8YY0cxyCS2gr5busB202Jz16rQGEh/rWf8+6bn7IsNZ8HH34Hp3cPqoFeRw2j1d1nc+Yl/8cVg3N48ZFb+W7Jb+wX87L78OPxPjiWs27uxhldkzx59w3MWxLPWOIdopVllIcT6YN4cykU63j1/gfoFxlI34MPRqSirF2Twg6046xz+3HsdWfTI3g1vUNreOj6e2hy9AUMbQ0sjVFeVpZJXQngUFm2joro9qt657KtUMSXLuB/995DtHM+lStn8n8TV3LK7eMIYFJeXkW5k0AgUA4MGnku+0+cwoQfYwzR0oW7XHdglx0ZRbrGTipSgV0RBU0QjUn2HHECOQ9cwcSXx3LDUacw8J6jGXvK5Vxy2mD0+EpmfF3B3qcPZ0D3ILZjY8+fzrN33saMXJOqBPQ4YiRHnX8mzx9xLSeeFOPEA7sTW/IFEx79liOueJLO+Q6J6gbhguqyMRQgHMxEjMXvvMjdravwUsWnU6cS2eUYTt+zNeasasrWVZBUEkQMvcmejBu1D7ue+hje7s72U0ZctgMClIklG3Pgwb244dx7ydljHJPaFRLbqy9z7r2cqp1P4/pdG2MH8jl9xG6cf8NZtJFj6V1oM+eHuWgtB3HKyL3ASlBeVkqV6adzt5bc8MizTCzphIxV895n33H2+WcwuGcQM1bFunIjU+dCoKw4pevKSdoKkOQ1zWPN/73Kw492oE/HHvTttTO6lULt4Iq8Nn78+PG12TBbJWvlypX8+OOPHHbYYTiO85cVvYRIW0KLuu1Ka/krzz39Cj9WhDn22KPo074TPXfvRLBRFwbuks83rz3P+9NLOfD0MRzYoxNtOvdi194D2b2D5KOXp/DZnCTHnn8hA3ZuS5e+u9OxyEekspxGnXZn0C4tQOTTuWsBP3/2Jl/OFxx4xL4UOtXEAq3Ze99edN9rMB1YwotTXuKjb+fQYv9zeODGMygyAMeiLKLRe++9ad8onT+8orSaNrvuSf+dCzPn8tc3PXsNvvjiC0KhED179twmlWwbDqnMa9s9SIJ0ULWmK6x1UeIVa1m2bDmrYjmcNm4cY4/piSRJMlJFuHV39uvdBpwEwtOYnt2aUuY0Zr//7E/nRh62X6XIAHWRAfbfSGVlJaZp1qq2g+M4hEIhPvroIwoLC+nevTuxWKxWz7sQgnA4/LtKzwKImBZJ29lq/U6TgnhlBU7jHgzeoweGbRJo1Jwg5STDbejbb3f67dGZddPf4d13PmDGTwvQm3Rn0ODdCBvp3JGRiijVpStYvXo1pcUlBDr0Y/ABB9GvVxELP3+XL7/8hkVrBP+58GZGndgfEU+iMoVXtgYK8GiSsDd9repqGI7H40Sj0VrXBRGZZAlvvfUWhx56aM24urn7cByHYDBIMBj8w7fZSqjbELG+HUbSxIpVsXLlCn5btoaiPYbx4D1n0i6o45gRKlMBBu3bnxY5ElsJmnfrTFG0nFa992JIn3ZoNaXGtjUK8LMd7Zh/wnEcKisrax0ormka0WiUTz/9lMMPP5xEIlFrPUNKSUFBQU3fy+ox7733Hi1btKJrly7E48nN7puO0MjLDWKvi7PH8BEc2KkpvpwQ2royOh1+Asft3h4zoejYfxCtxVJen/Yan3z1AysrvPQ7YDBdWuSiEjHWxbz036sPxdM/YHGwL+eceAgdO7Qj9uPz3P7MYg4+4SBy4+XE/G3Ye+AuBKWDnYywLhlgz732oIVPo6BNe/wVP/Lup9PJ3Xkf+ndrir0Zct9xHIIhP++8/S7tOrSlY8eO6YqydazbCVXLHpRVTL/77jsmTpzIhAkTSKVSm1Sx9a/Ilsfd+HebL9z+8jhsTOhn0kdu4b5N08QwDG699VZatGjBySefjGVZ6LprZ9g41aQX7Lf1g6AALxBm/d130sdXyUzHywWSQJz1ia5Dme3K2X5emwoopC4HmH8LSimWLVtWa8XbsiyaN2/ONddcQ6dOnRg2bBilpaW1Kk8upaRly5b4/f5020j31DXRBJVJE11snUzaSim8OSFydKiorMZBoJDk5AfQUykqqhNovhxCQUmsMoJj5BAOQHVFBNNRaJ4AeTna757YZDxBZTSFNxQm6IGqiihGMIhP2lRWxVBi66pmjlIEDZ0WIX8tCqhvPcrKyiguLt4iJd62bUaNGsWjjz6Kbdu1UuIty6KoqIiioqI/fOsAJbVq2+YjSMvXDXWABBBBKRsh/IAPqMx8p1DoCPKBKOnJxva6kw5QQFq21w2mabJ06VJs267V9oZhsHbtWq6//nomTZpERUVFreSOUgpN0+jQoUNN38vqMWPHjqV/34EcfdSRlJVVbr6MVAp0H/n5HlQsSXkkidA85DbyIRMm5dXx9FCLTig3gEjGqUoK8vLTdQWqYyZoBrmFfrTlnzJgwEl0u/pVHj9zN9Dho/+exPAHLV76+mn65msYHkF1RTWWAmn4yQsZxKoiJCwHqXsJ+jViCRtDKlKp1GblijdNk8bNC7jwgovZ/6DBHDrkUGzbrtU135psFS0hexJbqqhuTHZllfeNCbbfK/YK2xG/qw72RxwFUmTExAYzhvS/6weZP00Y/m528Qc2vBZu1dZNQWzwd1v6qgiUSmBZ0Q1uZ6Zqr5YtzVyGg0DXMpVphMCxK9P5tDWtpiCYe1ddtjdbzYKdsdmkqispVqBn5JXEobqkAiU1dE3iJCOUxRVS0xCJKkqjCk1PxwY5qSjFxfb6hqlMTJIuSUUqSSiBpkkS1ZXEMv9vzWfGff7qjr9fVVY4dtnvamoIITN+yhqoBJYdQ2paJstROluNba7BkRLj7wbvrYrbgzYVKSWapiG0tG5TK6uzMikrjqOERNc1hLCpLKlECW0DnVERraxKyx8JleuqEZpE9+jg2FSsjRAMd2fsuUO45cFzOfTDDgTMUhYttbno3vvoUwCxaAQnJtA1Pa3YOknKyuJomo6hS5SyiERNNCkwrbTM2hycTAYlTdPqVQ/aYiXecRwqKiqorq6umb1tEn/Qhv5KUd8UssuJfr+feDxVc7G3ZF+1XeIyTROPx0N5eTmNGjWqdTsaPtkOkElLt8VW7n8WLkJoNYHQG92Dpq/fi1j/mWeDTf65h2bPZ0twHe9d1uMoha3S64RbUpTetm38fj+6rhOJRJBSw9lQzmUGp7QSlg4Oc5z0jFdoYoPfCuRGDDa2o0BIhEj/LzL/O1s5kEQgcNTW32/DZcuvk+M4CCGQMpf06qnDxqSh1CTyTyI2IxMFmSxvv2+PZmhoW6mdm4Zi68jphktW/4kn4mn9rjJCRUVFrV1HbNsmJycHS0mi0ejf/vavbKaRmMZep11Px73nMX/pKlJamPZdutOuKEDxmuJNtqrX1hBnmiaegKSiogKrlqsn24JaK/FZhXunnXaiuLiYU089teZBrw2maWJZVq22VUphGAaLFy+mqKiIYDBYa0VeKYXH46n1qoJSCl3Xqaqq4rDDDgP+3of+30v2mmiklzT/LNw3FcdRpFLJWk+8pPSybNkS7rjjAR566BESiXXoeu2WyDRN2yKXsjSuvd9lPV5NI2gotNq40yhVs7KYWxBiydKVvPX6a3Tt0oXdBw4ilUrukBljHKXwZZ5R90n5J7bExTXd46QMAPDSS5NxHI3DDz8Ej8eb6VtbpZHbkXRhKjfm6K/JKus9d+nJ1Jef5613X8c0TTbnaVNKgVLohk5OTojvv/+eZCJBj112yf5is/aXTmsLhteH3+tBKJvElBhJazvFHGbOpbKikvbt2gP1Q7fbYiW+RYsWfPDBB1vckGg0SnFxca1uhmmaNGvWjBEjRnD22WfTu3fvWgcb2bZN06ZNCQQCm73tX1HXPlP1m0DmVXtMM8Vvv63LTCI3N4OMwufzsWRJJUuXFrNuXYSSkv9n77zjpCqvxv997r1Td7YXYOlNqooiICjSRCmCKE0QNQImtsSemETzamKMxOSNJhp9/SVGjFFDtVNEkSZVUBFEBKQsbfvu7OzUe5/fHzN32EWQndllWfR+P5+NYXfuM3fuPXPOuec5pRI1wa02IaIPE6mpHtq0aZ7QsRYWJ8LUXtkuO9muJByx2GwOk/++/jqbP/mEi/r0YcSlA7A7NHBadRffbxSiud+JIaVZ3BiVn40bN7F48WLC4TA333wzdnvzRLJMLc4yzCDmzJkzmTlzZr3WCoVCvP7663Tr1pX+/fszaNCghjjFJsGZLmqFBkinkVLGI/DJFJ+ax/h8vnoVl5lOeygUiq+VbIGQz+fD6XTGoxCJrGN+HrNquSk8qX1/OZaSo6oilpKV4ApSoCgCTVOw220oikBVBZqW+H0TApSTjrS0sEiexJ5LZa2uCUuWLmXN6jW0a9eO+x54gLy8vPiap7sS5XRifdMaHllDdlRVYc+ePcyfPw9dNxgz5ip69eplvtKybT8AzNRi06c5FeZrNE2jtLSUpUuXsmnTJgYOHMjEiRNxuVw1CnnPPu3TFH27ejvxQogGiTQrihL/SfbYmueTzEWO5vwlfx4Wjc2Jip0TWyE+8TdmvMw1kk23TTalx8Liu6iLJqvpgAkhWLt2LfPnz6dNmzbccstMWrduDRDvllWzpNzCwuy0IYSgvLyc2bNnU1JSwpAhQxgyZEj8NU3JgbE4vdTVDzIDuaZcvP3226xdu5aOHTvy+OOPx1NMm0I3l+8b1l6qhYWFxVmO2TVECMHevXt5+eWXMQyDyZMn06dPn/hrhBBWu1uLWpgPf6qqUlFRwdtvv83777/Pddddx7Bhw7Db7fHghOWAWdTEzMQw5WLNmjV8+OGHZGZmcscdd9CyZUvgmO6x5KfhsbS5hYWFxVlITQOqKArFxcXMnTuXQ4cOMXr0aC6++GLgWPTU2l20qEnNBz8hBG+88QYbN26kS5cuPPfcc/G6MCt6anE8tdOuVLZs2cK8efPweDxcd911dO7cGTi262fpntOH5cRbWFhYnGWYDpiqqpSVlbF48WI2bdrE8OHDueWWW9A0rVaE1cKiJjUHEG7atIk5c+bQunVrbrvtNlq1agVY0VOLE1Pz4e/QoUO88sorVFVVMXz4cAYPHgzUzo23OL1YV9jCwsLiLME0oIqiIKVk8eLFvPPOO/Tq1YvHHnssPu21pqG1sABqNWrQNI1t27bxxhtv4HA4uPXWW+nQoQNwLPJuRU8talJT91RWVjJv3jz27NnD4MGDGTZsWHz6sKV3GpfvhRN/fE/44/O0LCxORs2CVvPfNSvyLSxOhikrJ/pdQ+ueE+Wevv/++2RnZ/Pb3/42Plju2FAeywFr6pxo+mkyHdHqQs2UmJKSEp566imklIwePZr+/fvXem/LbjZ9DMM4oe45HXarpk4JhUK88847rF69mksuuYSHH34Yh8MBWGlXZ4qz3olXFAWXyxVXhmaeVkpKCsFg8gOALL7/SBntEV9zOJMQArfbHW9XajnyFifCHDB3/IRqVVXxeDyEQqGkdM/xx9R06lRV5dNPP+WNN95A0zRmzpwZT32woqdnF6aeCYfD8ZZ7QghcLheRSIRIJJJUu+bjnbiaaVeFhYW89957bNu2jVGjRnHppZdis9ms6OlZhmm3TN1j3ndzSGUoFEpq3eODD8cGfUV1yrJly/joo49o164dDz/8MJmZmfHjTBmzaHzOWifenIxaUVHB9u3bGTJkCKqq4nA48Pl8rF69mosvvhibzWY58hbfwpSfTZs20aJFi3jxjZSSNWvWkJubS7du3QgEApZxs6iF6cDv37+fffv2MW7cOFRVRVVVysvLWbZsGZdeeikOhyOhydFSynhUC2pHtg4ePMjrr7+Oz+fjyiuvtKKnZzGKouD3+9m4cSOdO3cmJycHRVHQdZ0tW7bQrFkzWrZsSTgcrrPuMfWZ+frjo6eLFi1izZo19O/fnyeeeCIuL9aO9dmF6axv3rwZj8dDZmYmiqLgcDjYunUroVCIbt26JTWxvqYc1NQ9mzdvZsGCBeTk5HDLLbfQtm3b+Gusgvkzz1nrxJuDmbKysli9ejX33HMPwWCQvXv3snPnTm6//XaGDRtmOWEWJ8VUUuPHjycjI4Oqqir69u1Leno6L774YmzMtIXFt9F1nZycHH7/+9/z61//mtTUVN59911+85vfMGPGDEaOHJnQ8LpIJEJOTg5z5syhd+/edO7cGVVVOXLkCO+++y6rVq1i+vTpDBw40Mo9PcuJRCKkp6eze/dubrvtNs4991x27drFwIEDOe+883jqqafQdb3O99YwDBwOB/v372fLli0MHTo0Lndvv/02K1eupGPHjjz44INkZWXFj7EcsLOXtLQ0pk+fTjAYRNM0hg4dyv79+3nhhRew2Wz4/f4631tFUQgGgyxYsIARI0bgdrtRVZXdu3czb948vF4vU6ZMoUePHoAVeW9qnLVOvImUkilTpvDqq69SVVUVj6yOHTs2qadRix8GQgiCwSD9+vXjkksuYeHChfFpbLNmzSI/P5/y8nJLUVl8i5oBhBtvvJGbbrop/reWLVsyceLEGlMJT41hGLjdbrZt28add97J7NmzOeecc3j11VfZunUrvXr14qWXXoq/3so9PbsxU/XGjx/P3Llz+fjjj+N/mzJlCunp6VRVVdXJCavZBeShhx4CYNiwYaxbt45ly5YRDAa59957adGiBWBFT892hBAEAgF69uzJ1VdfzbPPPouqqhw+fJgrr7ySvn37EggE6nx/dV0nPT2d9957j8cff5zPP/8cKSX//Oc/KSkpYdiwYVx22WXAsdpDS3aaFuojjzzyyJk+CYDq6mqq/f6EIkumMW3WrBk+n4+NGzeiaRq33HILo0ePxuv1JiRwQggMQ+LxpOB2u+NjyS2aJub90XWdioqKhNOmzLSI5s2bs3jxYkKhEOeeey6//OUvE4qE1cTucJCelpbwcRaJ0xBpclJKKioqEkpdgGMPge3bt2fHjh3s3r0bgDvvvJNhw4Yl5ISZqRR33303O3fupKKigoMHD6IoCjNmzKBv3761Ctnqsq4VoT819ZEf81i/34/P50v4eF3XSUtLw+Px8P777yOlZNCgQdxxxx0J5TSbTthLL73ECy+8gM/nQ9d19uzZw6hRo5g6dSqpqanxh0pLdhqGhpCdSCRCRUVFQg/85vGGYdC5c2dWrVpFSUkJNpuNxx9/nPz8/DrXchmGgcvlYteuXfzqV7/i0KFDVFVV8eGHH9K3b19uuOEGOnXqVKtmoy7rWvLTuDSZSLyA6Kx7IRKceS/RIxEmjB/Pv//9bzRNY+qUKVEHPuG1outZ48jPDmrdJylj8kPUu68DihBU+3xccMEFDBs6lPkLFnDTjTeSnpZGpdeLmkjEISZrwqq/aDQawlgIIfB4PElFJw3DwOl08uCDD7J+/Xry8vK48cYbgeh296nOzyxIc7vdzJo1i3Xr1uFyuVi0aBHXX389U6dOjb/Win41PPWRH/NYj8eDz+dL+P6YBahXX301c+fOZc2aNdx+++3k5ubi9XrrtNNiOmFbtmzhb3/7Gw6Hg6Kionjf95pYOzcNS0PIjsPhICUlJamAUSQSoUuXLtx2223cd999TJgwgYEDBxIIBEhNTa2T7jGDoLNmzWL//v3Y7Xbmz5/Ppk2b4nnvYMlOU6dBnPiIUX/HxUAgVBUhlLr6YAAoQCAU5pxu3bh2/HjS0zNo3rIlFRUVKJrtlMfXQkR9QAMR+0zJx+IVEXUSLb4bQ0qSF5/o/YlIQFWjjnSC90soBigKk6dOZfc33zB8xAj8oXBUdhKJzAJSCKSiNMj3QVWE9RB5EkwDVFZWxqFDhxKOZB2/1sGDBxPKIa15LIDT6SQ/P58OHTpw4MABKisr67SW6YStW7eOP/3pT0A0sgswY8YMDMOgZ8+eQN2deCEEzZs3Jzc3N6HP8kNDSsnevXvxer1JHy+EoLy8nKKioqQessxofK9evdi3bx92u52PPvoIOLWTaO7gBINB7r//foqLi+N/mzt3Lg899BATJ06Mv64uCCFwOBy0bdu2VoG1xTHM++7z+Thw4ADhcDipHWAhBOFwmIKCgqSceHOIW3Z2NhkZGbRv357NmzdTVVVV5wdAt9vN66+/ztKlSwEIhUIUFxczevRo/vnPf+JwOOocfTfJysqKd8yyaByErOeedNgw2FtenYi/0+BE0yLsFOzfS3pGJm6PB3kG8+F1Q5LpspPndlgpOSfBvC7F/iDF1SE05cxdJaEoBAMBDu7fxzndexAMBs/oA5ghJe3SU7CrVvT1RITDYWw2G9dddx26rpORkZF0+tPJkIaOLgXaCe+BRNcNhFBQlOgGkKbZAHnC1oAytsN4srPTdb1WZxHzM0I0ClaX3s81nbqDBw/y4YcfWrnzJ8C8lvv372fIkCEMHjz4hP3a6/kuNeTj+PsW+5uiooioM2Wz2VAU5SSF9DK2QX3i+18zJ978/1JKwuFwQtMyzfP4/PPPuf3227nxxhtrTXW1iGLqnt/85jesW7eOdu3aJdUO9OTUlo9v/dUw0CWoqoKIyYbZge+kugdxUv/MvO81W9kGg0FUVU3oM5nfq/Xr17Nly5Zvtd61OH00zDe0wf0diR7Rjz3hCoGiqCdQiOafBeFwiFZt2hIJhwiFwti044yXNIjoBqqq1RJoQ49goJzEWCeOiP+PRV0RIqEsmFMipYEeqRGdFUpMKZ3k9YaB3eHgnG7d8ft8CFX71j08oZzEZEpRtRMqXIvTi6ZpPP/882RkZJzpU2lSTJgw4UyfQpPH6/UyfPhwnn/++TN9Kk2Kl19+mYqKijN9Gk0ev9/Po48+Gm/1ahFl8uTJ+P1+y4lvRJrgY7ZEChvpuamYG3oC8PsDVPlPXnxmVvw7UtLIckB5uRcdEc+XVhwe8lIUqiqqCBrRNBxdQkpGBg4ZocybWFGtRdNESonm8JCdpcT9cAlUVlQR1r8jQ0YaBEM6WXmZSH+AyhqyJqUgJTMDpxGVk+giEjQnOVl2Al4f/rA8o7tRP1SOHDlCSkpKg00qNNcp3rWZzUcdDL6kB3YkUopo5EsIhPSxaeUG1Ha9ubBjOkFfCJvThpAQjXpFI2SSqKhEgiGEzY7aCOkwYhkAACAASURBVPJRWVlZr/SiHwqKouDz+QiHw/Hoar2RpnxUsXHFRuwdenN+m7SoTBFNtxPhMlav/JScnhfTtZkLIxJGR8WmKSBBKNHamnhAQ+qEwhK7Q2u4KMcJMKPuZWVllgNWBxRFobi4OD6sq947XqbshEtZvfIzcs/tT5c8Z1wfxdO39n3O+r2SgYPOxy0MwsEIqt2OAvHX1cQIhzFU7bTvdJvXIBgMWn5UI9O09uulRAo7jsA+/n7XDKZdM55pV49j8oRbmbNyDza7/VihqpQYuo6u6xgyajRdbgdfzJ/FzF8+R5l0YRMSaRioThflm//LzNse4tMScKmSsCFIdeq8+78P8IsXlmFzuZIogrVoSkgpsTkcHNnwOj++dgLTxo9n6tix3PHAM+wpkzhs4pj4GAa6HkHXDaQ0MIQdd6SAP917G08v/poUlwPDkBhSIcUe5M0/3ce9f1+C4nSBoYPmQj2yngduvYulu/14HAqGJT+NjqZp8cmpp/7RUFUFJTYER9Nq/11TVUCgqBqfzf8jkx98kWqbDZtNRbNpKIpACgVNHOXRn97CXz8uJrz1P4weNY1lB0V0908QTaMQInpuVVu559qRPPbubmw2G6qqYdM01FiPd0VVjzs/FU3T0FQFIZTo6+v8+aI/lhGtG4qiJHRdzYFw375v0XunKNGaGE0e4ZGf/YS/fLA/ds9jqRGKgubfyd0//gmzP6nEZhP85xeTmfSb19BtNqKbxwKhKAgEms3G1wsfY8TEe/iiOvYesam835aNY7KjmrKT0HfDFj9XazjiqTFz0hOSH1VFEdH7W+veaNox+fB9xc9uuZVXtlRE74cWPU4Aiqqye8mzjP/ZU5TZbGgFHzBt5Bj+38YyVFXBkFGZVhUF1WbDppXw55lX8ZO/r4i+T2wg3Yn0n6apqKoWk/Fo5oOWoOxYuufM0MSceAOp2lGr9vHKa7PZldKTq8ZeQTvb1zw0dSqz1x7E7bRFc8Y0O6mZ6WRlp5Pi0GK5XRoHtrzDwjc/oMrQUEW0+4OiaVTv38DC1+ewzwsOFSIGOG0625cv5O2Pd6LaNMuJP8uRUmKz2zi0+S3mL9lMp4FjuPyy8yl46wluvu1x9occ2BUD3QC7O5XM7AwyM1LRhMQQKvZwKYvnv8iSLw7jsKtR5x6BQ4mwedl/ePWjrQhNQ2CAoiG8e3lzzjx2FIdwaKIeBboWjUPUOKmaFk+vMm+ZlBKhKNjtNlRFYHenkZnpie3mRKNkqmbDoakIm53U7CzcqsSR14MJk8bS1i1AKHz1f/cydMZfUTUtWlfhyGPY+Mlc0inbfKdoeqDpcMWS6mX8/KJOolBUNC2aQmg5VU0DIcQxR9kshgBAIonJh6oi7HZSszPxODVAgqKi2uzY1ajspGdn4bYLQKXH0HGMG9g9GklVS/n1lUN4bFUZmk1DANldLmHyNcNpZj9W9xA9h1h66QlkRzFlRwjLpDUhTOfddOalJN6RLy4fdjtp2Vm47VHXzNRLNrsdVVGwuzxk5aQhJIiMdoyZNJ5ebXJQlK/58WXDefHrqLMf3QZMod/oiYy8sF10rZiM1NJ/8Vz4aP1GVMa1eM69RdOnaaXTCGKCo+DIyuPcKydx4w09+NHNE/BddiH/9+pybh4yHbshCBV/zZuvfshBr50eg0bQt0cLpGFgc6ejZqaiIGtYaBB2N2pWBnblWFGlIQWu9CwyU52WsvveIFBUG+o5vbhq2o8YkANj++XQ9aq/sXTrXdzZPxMZDrF33Tus3rgDJbsLg0YOIT9DoEuV1KxsbC4tJg8iLifutCwyU5w17TaoDrKys3BpiuVonQXIYCkbP1rO5p0HUbI7csXoK2mXrsULBw9vXc7CZVtp2fcKbKqG1HWiPao01EgZq95eyIYjLkZd0QVVUwmHwigZLbnwAkHLTJWKbzbx7urN7NlTxKtvvEuHLhdycbdsuvW6EHfzVCDWZcZ3kCXvLuWro35an3cZYwb1REOCXsGm1dvIPbcnVZ+/z7JPy7hw5NUM7JJ3rP2uRaNjXvry/VtZ/tF6DlSEaXvBYEZd2g1bzIEXkVJWvrWQTUdTGHVFZ1RVIRLRo8599SGWvvkW26ubM3ZgJqoqYj3/BS06n4fN1hqb9PP5h2+y4etv8Cydz+LAOXQfOJhmLTvROxwm3R51tMIlu3lv0YfsKzc4p+/ljOjbMfqgGTjK2nXf0P7CrhSseofV3+gMHDuO3m3SLdlpCkgf29esZO3nuwg4m3HZiFGcm++Jyo7/MEsWvMGOQD5jLklDUwW6bgASTVUo/mo1CxZtIvP8y2mGhjRC0YCRK4dz+/SjmVbI5jff5rNv9sDbr9G2oD09BgygpdtJ2x4X0iwzO56qtfeT93l//Q4irpZcPvYqOmfbASje9QlfVWbTs5Wf9+a/T3WzC7h23EAya/hLFk2TphWJjyMx9AiRWHHioR1b2HNI0r1za+yawLdrCXdPms5/V+4ncGQt/3PDTfxj8S6cdg0jEokVNYrakicNdF3/lrMudR1dtxyw7xPSMNDDYXQDdMJ8sf4zbOltaJfrxqaGWfV/v+KWO57iQKWPT+fP4ifTf8dOLzhUSSQcQT++sZGQGIaObhjHRCpabEEkomNYEYsmTXSHJMj8P97NbU/8m5379vLOs/dzxaSH2OWP1jJ8+e6TXD56Ju9t2Mh//nAf9z/xNk6XHV2C0I/y51vHc/1DL/HJmkXcff3tLPn8MJlZGYR2vMEN1/+Czyrh4KZ3+Pear6jY9zF/mfUE76w7AvpeHpo+neeXFwAQOrSaaaOu4J7/t4RvvtrM728Zy+ifv4xXCggf5Ln/uYMrLp/IL555i40rX+LaKybx2uYyiA2is2hcpGFE6xoOrOTun9zKC0s3U/DVx9w75WrueWFttDVy5AhP/ng80x5+mU/WvMfPpt7Osm1HSfWkIMIF/HzqGG773zfYuHweM6few+b9Vbjs0fjZwj/exR1/WgbCy9v//jfbSsv4dMHz/O4Pr3EoKChY/neum/4HCiT4d77FmOEjeHTuar7ZtoZ7Jl/J1CffJQxQsYM/3DODYVdM4bGXl7L+nacYceXNLNsbtGTnDCJj13397N9y0y/+l0++3sfG+U9yxciZrDxiIMJ7uH/yVdzx1Fts+HAOM6bey6cHqnDZFUCw96PnuGLEDcxbu5EFT/+KO3/zGprNFvXcCtdy50138saGHSycM4+9lSWsePlpZj39FoUhAZTx9wdu4aHZn4LQee/PM7ls8n0s37qbDQv/yKChE5i3rQyA3SteYtq4axhzw695Z9V6nn3gOibe8x8CgJCWhWvKNK1IPNGnPgMFF2HWPXMvNy3JZP+XO0i74n4enT4INVLMvN/P4lCnmbz96o9pDlyYOoH7Zr3I9eP+jE2cTNxEfP2a7yaP/cnie4A0dHCkwP4P+P0t15Epi/hqr869s55kaJc0irf9l6f+8jGTZy/iV8Py0H3jua7PBF6cfwMDbnCBPFFr0piAyOPkJx6isASoKaPE7tElNz3OhodboQIcuZyufR9k8bZHuPOiEp769fO0nPYM7zw+Evx7+eWYK5ntj+AUULFqNk/P9zFr4xqmdNIoWP0CQ8c/SAQFIaOpMf4q6D7xEf69bz/T13Vm/bxfRiMkVZsRqo2o1TWY8+jDrDHGsmHpH8gVULHheboP/z0vXHsN913sJuA7jK3LdF567WfkUMo9Ay/h+VeXM+XCa1EwAKtlZGMiRCytIa0rv3/lfVpmuwG4PO9abnr9LZ74cX/CK/7FXxf6+fMna5jUQeXAyucZMv4htHQXhYue41/rcpm3YzGDMuGrhb9jyMz/hxFraSkUDdUIYZDHr196jcPbriLl8cXMGt4MgG0RUFQ7KWqAF3/+Gw50+Cmb5v0MF3DfW7+h502PsmDiCCbnOfB6D5M5+De8+pfJuPmaST1G8MLCT7j8ngGxHW5LTzU2Qok2Qeg47A6W/6gNHgB2MaLrCBZuPkyX0AvM3tCMBTveY2AGfDnvUYb++EUM1QFU8PzDT+MY8ThLn5sC+mGemDCCPx2JRHWLoiLCQUT+QH73n3+xvfsNDH7tY37a0xadnYJAQWBL8RA+soRf/24FP5m7kl8PbwF4eWzMAO7/9UuMfeMenMJPUVDhoUefY8bFzdj/xkNcdMdLrP7VFC5vFk0VbYzCfIvEaXJOPERTaiJS0KzXIIb08PPMirXkd+hJy2wH4fIv2bHlAN5WK/jjAzsIhDWqdx9B0T0UV4GmipizFc2HP5bzasR6NcsaKRECpUZemMX3ACFAj0BKHn2Hj0DZ8BKrqt106tkZjyr5ctuXHC4s4tOFT3L3G2E0e4QjIZ1mJUcJ6S1iu84y/iMhmndqdj+Rx353TJ4sA9mkiRXMt2iTyaq5z7FydzVO73bKDRVVU6HkCzZ942LymH7RNAdXO0aNu5QXF+g4gU9XbCLUbgCDO0Vrb1pdOpILOz1LdXUIRVWiLVJF9H18gTB6JEClrpOmKLF5AxIUO1DM8pUFnP/jq8kVBqEIpPe9nCtTfsuGVbvg4iyMSB4jr72KHAwMI5UOPVvyQWVp9HNYItb4xPSBLT2PnILNvPDkErw2B9vX7MHm7IEN+GzFJ0Q6XsqgDiqGYdD6spGc1/EFZLCcLcs/J+WCofTNlBiGpMuVY+jceiF+f/jY8mYXrLCPoG5g83nRjdxojjugaA4o38+Hm7xc9r+jcEmDsIRWw0YyIPgP1m0sYvI1AkVtx4TxV+KWBobIpV3XXDaVl52Z62YRI5puldO6NV8seYU3Nx0iRS1it1fQ11bJpkWfk3rhUPpmSHRD0m3EVXRq/QbBiALBHazbLhn8q4FI3UCqLRg9fhj/+2xV3K8RioIwIsiAj7ChE6iqxDAyiUgFTY3mwTudgiOrV1OQ0ZuxQ1tgRMKgpjLmyj48/z9rOMA9yJAkv8tQxl7cDMMwyGnfBVf6KsoqDGimxWddWDQ9mpwTH525KQkLG10GTeCOG7txXr7k6pm/4K3hA7i5s0pAV8jr1pdBl59DRXk1yqUDmZDfgbYug92GgFiBRvQn6nS5U9JwRQRSVVGVaK6iEDpVgRC2HCcKVu7X9wEhFIgEIacdI6b9iGF3XkXk8kv53S+eZ+B7D6KGg0TceZx/6VC6OwJUh6HvwKtpfV4fwv5dCKHEKuxF3EkXmp0MRwpKRKLYBYbXAEWgh/0EDBVnjUErFk0NiQEosox//HQas9YrTL/xWlq4MrGZyYTSQCo17jeAUXsN1KiGiP01+ufjlUWs60P8J270TM0SpDokUezRdoFRkZEYioJmN1Wxgb/Kh0RBUcKEQwaq+TdLQTU60ohOdK76+l2uu+Z+9N4TmHhlO7LTnMj4sFeJVGrKh0TWDAYo5i5wrBj2+MHS5jiUuOwIRKweR8YKoWUoQLUuUO1q7BABhoFUVWyx3yEjVFf5kCIDBZ1I2EBTrJ2bM4ckKj4hlv35Dm597ksm3XI9HZpLnJoSUyISGZ89otTe7VWI6yWEJC5SNd9BxmoyaugdhFIrT1pgEAwECas2NAViYfpoobTdFt3bEwIjHMAXkeRqCkYkgjQUzFOz1E7TpYnmxItoy6RAJUfDBh2GTWVwpzLmzFmJ9LSlc6c0qipcDLhyJFMnj2fchDGc26kVDhHtJqKpKpoWnaKo2ewYYZ3s7n24oPoAi95eR8CVSlamm+Jt77N8fYAhAy5ClaG4gbY4m5EIRUUVkuryAEWRHCb8ZBJlm97io68jtO7VjSyqEc36MfGaa5g86RquGH4J+RlukDqoKoqqYdNUbJqGTUhCWip9LupFcOm7rNxdTWp6JumuIMsXLCTsvoi+52TiD+pndMqrxUkwd1CqdzD75c8YO+s1fvnTm5k6+mIcNhntqZ7dia4ppXy87HOEokKkgCXvr8XmsBEC2vQ6B+WLj9l4WKAqgqMb3mf7zkN4UhwYBmiaekxzyAhHD5QTNGVBgqrZUAkDLejXPZXtS1biFwoOm4Lvk49YEcrkksHngAwiYu3eokcLVE1FtSaJnTEMI+rA7F00j4+q+zF79u+YMXUKAzrnEcYgArTt1RmxdQ0bj0Tl4/C699mxswCbO4OOvdriW7eSrdUCVYGvP1rMN/tLSXFFCwqFqqKaeQoKBCqqOFIciA82FEJDRUfJaU+/NpKNi9eBULArgoMrl/GJpx2X9skBfwjFdqwdYVR2NBp0EK1FgkS7WkEJc/5vMR1u/xuP/+I2pkwdQU6qpJoUulzYDu/aFXzhj8rHVx8tYl9BOS47YGtD95xq1i/ZhFBUhCxi8eKVoNlijlu0ja0SbXREVYmXwvJwNLsgFoRQVRVdV2l5YS9yDm5m5efVKDY7ivCx6IMtpAwbRBsgbIh4m1Qg2u5SO/mARIumQ9OKxMtohEHICFWl5QQiAs2IEMzsyoSxvbj5b0+z4r4rufk3d/PhtP9h1KhV9O3o4dCOfaSdfxOz/jQZm6IRWftfbr+6gFQjQEDNYvzDTzFz8EDu/e0U7vrlZEYvH0zXbJ3Na7eQN/ZeZo7uQqA6YPU4/T4gBHrAh17mA1Uj4g/Qdsi1XGp/hv97+g2ufmYCP52+gEenDeKLkYPIVMrYsVUwZdafuOF8BzZvGSuevJ1rlrSkuqoK9/lX87tHH6DPDXdz/Yc3cftlfRg05CKUoh2s36Xwkz8/Rrd0nYAPy2A2RcxBKSkduXZke/521yTkqC4UbdtE1QEvkYAPRGfu+t0kRt91E9cdupqU8v1s2F6B0cqPF2h5xQyuH/ImM4aOZNqw1uz7ehslVUGC1UGkHqSoqIxQzGi27dsbz6N/YMqkEq6adD93j7VTUVyMNxAENG587EEWTvw5g8dtY2hHhQ/fW8UFP/4dN5zvgFAIb3kZzupI/PR9FaUUadVn5NJZRL/TEmg16Er6/PFXXH/jT+mRGeKzhRtJ63AO5UCrETOZetnb3Dx0FNOGtmLf119Q5g9RfqSaTuPvYMQzoxg/dCITeqWx66tPqfKGCPhDAPgryylRAtE3E3lc3DuHBx+6hR+tG8bts35HpuHnaGERVaTykyfvZsG0Bxk6dRV9c7y8t2gLVz/4NKPyBRSGqCgtoypoDvoyqCwtprQqeCYumwUAAiEliExGTejPXU/fxh1HBhAs2MnuPUX0LA3SacKdXPHMKK4dNolrz03l66+2UFUZJuCrAlpzx2M3c8XNd3CN70Nyqg/yyaZCwi4/QQAZoqS4FJ8/CGob+ndVefZn11Mxaji3/Orn9M6ReCvKOHqkHFf38Tww49/8z/ghfDpuMMGvVrLiSFf++soUFCAY8FFUYmBKjwz7KSwqIRBTRdY+c9NFyHrmAYQNg70V1Q0Uw5YgNNRQCZs2biWlY2965KcQliqR0t1s2HqQjhf0p22OneJdm3h/0YfsLQ6R16Yb/YYOoUubDCr2fcknn3+NLxCIbT876XzJULo19yBUg4JPV7D8ow0U+mx06DuE4YN7k6KECUcaJuVLABEpyXTayXM7rB3wk2Bel2J/kBJ/CE00QFdaCYpNpXLfVjYfiNC7Ty9SVQOhSg5sXcf+cHP69j4Hp+Fl60eLWL1hO9VKJp0vGMCASy8g2+5nx8aN7DtSgj9igJRouZ24tP8FpDlVZPVRNix9j0+27Uekt6H/yDH07pxDKBBq0HxBQ0rapadgV62nghNhTticNm0ajzzyCJ06dfruia2xaYiy6gBvvjqHzw8rXDZhLC2rK7F36Ea7bAcQYvv7C1i4fg/t+1/DiO4uvtwfoHe/bjgAvWwfb/53Dl9UZjJ+yjU4S/biz+lCz4xyVm46TI+L+5DjBAiwddl83tlYQO+R07mil4dPVm0ipVNvuraIFkV693/KggWL2VUJPS8Zxbhh5+GQAD4+XbsFW5vz6dEqFTD45vMNFCitGNizFXXJp6msrORHP/oRCxYsaJhJkt8zTDn58ssveeKJJ5g9e/YpJ7aaV/3QtmW8Nn8NRpuLGHdpF/xlOp36dMEFREr38uZ/57DNm82EqeNwFO+jOqM957bLJHDkS+bNeYO9kbZMvX4EwQN7UFp1p2tzN/u2rucgLel/bisAwmXfsOC/89kVaM8tt44nveIr1u4McNEl55GqCIp3rmX+mx9wMOTioqFjuap/ZxQJRMrYsHY72d160zHXCYTZvmkD3vRz6Nc595RtJs2Jrc888wxCCO6444747yyOYcrKz3/+cwYPHsyoUaNO8T2LSU+klOULXmPlF+WcN/pazreHCGW1oUvbTPyHtzNv7pvs19sxdeqVBA7sQWvdnXOauQCdXSvfYu6q7TS/4CrGXZTF9t0V9Op/LinBIj5e9zX5515E2yw7viNfMGfuuxQ7ejHjR1eSbQ+xY+MmfBmdubBTLsKoZMPiN1m2YSdqsx5cPeFquua5AKg4sI0tBwT9+nfHJUCvKGDFpwV0v6gfzVPEKbuUmtfgmmuu4eWXXyY1NbWhL73FSWhiTjxEt6BseDxOjEA11SEjmqdqc+Jx2wj4qgiGJTaXB48rKlyKAsHqAFXVQWzOFDwerVYPh0BVNdWhaNtJR4oHly2ajiYMgyqvD12KBvPBLCe+bpwWJ56okdYcKaQ4BL6qKnQZlRFHigeHiOCt8iOFijvVHZ0ZEE03pKrSS0gXpKR5cNiO5ZlJXVLp9aEbEqHaSUl1oEZHGRAJBPBVh2MdCBoOy4n/bmo68Q8//PCpnXggltdygt4uMja1V6Bp377eMjYRWmjaCXMPdWL9YqSObkTznrUabRx0XcbSJWLvY0g0W23HSEbC6EJBoMRTK3Q9GhMznQPz36eisrKS6dOns3DhQsuJPwE1nfg//OEP/Otf/zqlEx89Lpo29a3fn0o+ImEUzXYCGxCVh9r3VyLUGutIHSli6TG6TuQEsqNHwiAUEGosf1nGeoxHU1KPrf3dmA77s88+i6qqlhN/Emo68ZdddhkjR46s0/dMCpUTqJdTysd36qX4PTfQdQNF1Y6tY+josqYMRJBo1BZhSTisoygifv5S16O+kapG5TCm106FeQ0mTJhgOfGNTL2/oWYBTn3dmFodP4wwleUBhFBjKQoCGfJTHqhGURUUBSLVlZRWEyv+ib4mxeMhGPBTWhiuZdBFbEIaUhLwluOPFw0Rm3Ina5+IEMl/nphTaDnudcOUH0Rs6zFJZKwiSAhBJOClzA+KoiJEtA949L4r0Ul0MoKvvJwqUw4kaDYNT4qTqvJyfLVOUMTWARkJUllaS3piOYQ1z7seshM9vL4r/GBQVZXc3Nx6OqriO48XqvqdTR3VYy/kRMvE853N9znBa4Rm+5YiPv6c6voZMzMzsdvtdXrtDxkpJR6PBzU2ij5ZTikf2skeDmrL3QnPQdSotVBVTvAMcYL1vy3Pdfl85msyMjKoqqo65et/6CiKQlZWVr3lp67y8a2/1pI7Je6sH/tVbblU1RO5etE8+JOvy0n12vGY5+pyuawmD41MvZ14iSRiSMTxvkyCKIqCUNX4It8SYEWpJVyihpBKKbHbNL78YivN81vhSUs9afRBOYVECgS6YUS7EiSDgIgh0S1BrhOGlISN6HSApC+ZMBVeVAjFcbICUYe+xr+o+U9FUfBX+9m18yu69OhBOBw5YVRXKKfq0h3Nv65r1PQkS2DUaI1qcXKKi4uZPXs2rVu3jk3ATIDYQ70Qx8bVJ4thGHg8HnRdJxCoX21NdCBd9LwSNYZCCHw+HwcOHEj6/X8oqKrK2rVrmTNnTlI7Fub9iXcESRLDMEhLSyMYDBIKheoth4ZhJCU7uq5js9lYtGgRAwYMAKzWyyfCvCbV1dXMnz+fQ4cOoet6Yvethu6p706ZoiikpKRQWVlZ75o+U/ckg6mzvvjiC2v3ppGpdzqNISWVoUjSsUMzraKqykeVryrWizuxNSKRMC2a5zF10iRuvfNnXNSnD1VVVfFBHXVFiKgiTE1NJSUlJelp1YaUODUV14lCJxa1CER0/JHkOruY9ycSiVBaWhafBZCY/EicTidf7/yKxx99hP8uXEhhYTHaSSMkJyEW0rfbHWRmZtQrjUpKSHVoqFah9QkxDANFUVi8eDEbN26M/y4ZpJSUlZURDoeTMoK6rpOens67775LXl4eF154IT6fL2HHznQIMzIyTpnacTLM8+/atSuTJk2KXyeLbxMIBHjmmWfw+XynfvF3UF1djdfrrZfszJ07l3PPPZcOHToQDAaTWst8kPR4PAkfa6IoCjabjYkTJ9KxY0dLfk6AeU02bdrE0qVLMQwj6aCNruuUlpbGH7wSQUqJqqp4vV4WL17M1KlT8fv9Sd0vU/fk5OQk/SBgPjg2a9aMW2+9Nak1LJKj3o9MihBkOJIzOjXRvWEqvRVJCaERCaNXpZDidKKEAujeCmR1dcIeuBSgR3RcHjfpDfCZLE6NU1Nx1vNhJywMSqu9GIaecCqKRGJEgoiAnxSXC93rRfq8yCSiCYY00DyppDtyEz7Wou6YOmLEiBGMGDGi3usFAgF8Ph+qqiYciYpEIuTmRgfzdOvWjRtvvJGSkpKE9FjNqG56enqip39SLAfs5DidTu6///4GWau0tBRFURKWnXA4TF5eHqWlpUycOJFhw4ZRUVGRsCMlhCASiZCTk5PQcafCkp9vY16Tiy66iIsuuqje61VWVsYj+YnKj81m48iRI1RWVvLkk09SVlaW9I6SqqqkpaUldKxF06BB9j3qFcqPhVMNRDSdxuzplQBCMUBVMMycelUFRU3YiRexfqsGtXP0k8GKodadpOUndn/0aHHDsemHCUbiUTSkokQjIqoKpvwkggBhCKSiNEgqjCU/p0bX9aQj8CZSSgoKCpKOYoXDYaSUlJeXU1JSwsGDBykpKUnYmJqGVAgRzyutT1TM2tI+NeFwuN5rlJaWUlhYWC/Z8Xq9FBUVUVBQQGVlZVJr6bpOTDR0GgAAIABJREFUOBxuEEdeVVXLgT8F9YnAm4TDYQ4ePJh4Og5RfWGz2SgsLKSqqoqCggIqKiqSSs8xdY/T6WyQNtvJ7iRaJEeDaPr6FfIdO1pKmXxxo4yPQDR/kczJxNeIO4QWp53ki4jNsSY1SFR+ZGyqYs3jzN8ltM6xYy2paRzqW1QGx4xhOBxO2nGx2WwoioKqqthsNjRNS+q8zHQGywg2Dg1xnc37lYzzY8qeKTuapkWH9yQoh+Z0ck3TLNlpJOpbC2Fi3v9kjzXlpT56x3Tik5VjizPL9+Jxu2ZEziwsrG+EzuKHQ82CHrM4zMKiLpxI91gFgRZ1oaaukVJauseiztTUNZbs/LA56514KSXp6em43e54tbfb7Y4VplrG1OLkmJGwtLQ0NE1DCIHD4cDj8VgRCYvvxEx3SU1NxeFwxCNz6enpOJ1OS/dYfCdSStLS0khJSQGiu0oul8vqr21xSqSUaJpWy27Z7fZ4y1RL9/ywOGudeLMQLBAI8Prrr7N9+3YMw8Dr9bJ9+3aWLVt2pk/RogljOvAbNmxg5cqVVFRUoOs6Bw4cYNGiRRw6dAibzWYpRItvUTMfdcmSJRQUFBAIBAiFQixZsoQVK1ZYOekWp2ThwoV8+umnGIaBz+dj165dvPXWW/VuNWnx/cXUPTt27GD58uWUlZURiUQoLCxk+fLl7Nq1C4fDYdmtHxANZmkaW2jMivzMzEzWrFnDn//8ZwzD4LPPPqOyspJbbrmF4cOHJ9XuDer/eSwlXHfqe62TPV7TNEKhEDNmzKBFixaUl5czbtw47HY7c+fOJRKJNOr51MSSn7pxpmTH7O/9yiuv8OSTT+Lz+ViyZAklJSXMmjULp9OJ1+u1dE8T50w4O2Yb4507d/Lb3/4WVVXZsGEDfr+fK664glGjRiXtyFuy03icKd0jhMBms/HAAw/gcDgoLS1l/PjxBINBZs+eXa92u/XFkp/Gp8Ei8WZxTbI/yRg7IQSGYXDffffh9XopKSnhm2++ITMzk6lTpyatCM3hL/X5sag79b3WyUQ9hRD4/X6GDBnCsGHD2LNnD2VlZXzzzTfcddddZGZmJtU1oL6fxZKfxGgIvZPMPTY7gUyfPp09e/Zw9OhRDhw4wIABAxg7dmxsTkXd1zUNqNmhxpKdxuFM2S2/389tt92G0+mM261gMMjMmTMRIvF2g2DZrcamoexWIvdaCEEwGKRnz56MGzeO3bt3U1ZWxs6dO7n++uvp3Llz0rMGLPk5O2mQSHxlZWU86pTsjUxm0qEQgkAgQPv27Zk2bRr/+Mc/UFWVm2++maysrIRbLpkpOpWVlQSDwUQ/QnwNM9+xPoM3figEg0HKysrqNVgk2WJCc8jGtGnTWL16NRUVFfTp04fBgwdTXV2d1PkEg0GOHDmS8HEmuq7jdDrJysqylOIpMAyDsrIyAoFA0l1qpJRJPeyrqkplZSWDBg1i0KBBrFq1Ck3TmD59enzdZHrFFxYWJp2KY8pzZmYmTqczqTV+SHi93vigpmS/a8nYCSGO7SLfeuutPPLIIyiKwtSpU2nfvj2VlZVJ2S2v15t020zTbqWkpDTorILvK+FwmNLSUnRdT9pu1ZywmyjBYJCJEyeycOFCDh06RKdOnRg3blxSdsvUPYcPH076e2AYBpqmkZWVZaUSNjINcrXdbjfBYJDi4uKkhTrZqAZEBei6667j1VdfJS8vjzFjxiTthAkhqK6uTmqSn2EY2Gw2srOzcblcCR//Q8Rms+F2uykqKkq6VzeQlBNnTry75JJL6NevHx988AE33ngj6enplJeXJzU4w1TuiWIq8/T0dKuwto4IIfB4PPj9fkpKSuK/S5Rkgw9mfuqMGTNYsWIFQ4YM4eKLL05a95g9w5N5INV1HbfbTV5eHna7PeHjf4i4XC7C4TDFxcWEQqFGtVtmRPWqq67iX//6F8XFxVx33XX1Oo9AIEB1dXXCxxqGgaqqZGdnxwttLb4bTdPweDwUFhbi8/mSfhBMthVtIBCgY8eOjB8/nr/+9a9MmjSJ/Pz8evWKLysrS+o4AI/HQ0ZGRr1b/lokToM48ZqmkZubS1paWtJCnWw+lqIoVFdX07VrV8aNG0eHDh3Izs6moiK56a/mmomeu9klJzc31zKiCaAoCmlpaaSmplJSUkJZWVlSD4L1kR/DMLjhhhs4evQow4cPTzqXGZIbtGMYBi6Xi7y8PMuIJoAQ0W5CrVq1IiMjg6KioqSi8vXJTQ0EAvTr14/LL7+cCRMmYLPZktpVNEn03M0drNzcXLKzs60hPQlgRg5TU1MpLi6OT0ttDLslhCAUCpGfn8/48ePxer20a9euUXWPabdSU1PJzc21dm8SQAhBSkoK7du3p6ysjJKSEiKRSKParWAwyJgxY1i/fj1XXXUVgUCgXt//ZOyWzWaL+34WZwYhG7iyR0pJRUUFxcXF9Rqgkuh72mw2Dh061Ogt3gzDwG63W4LcQAQCAY4ePZp0NDMZTIN68OBBOnfu3CjdIYQQ8QKkzMxMcnNzLQesnhiGQXFxcTw9qzHarZnt3oqKinA6naSmptZ7kmNdMQyDlJQUcnJycLvdjfKe32dMu5VsNDxRTNkpKytDVVU8Hk+j2i1N08jJySEjI8Pa+asnwWCQoqKieHqWoiin/V4KIdB1ncOHD9OmTRsikUij2a2aQUtrwNiZpcGdeJNQKERRURGVlZWNItTm1DEzunA6qemApaenk5OTYwlyA2Ju7dUnPSsZbDZbo7V3M6PvOTk58doJs/e4ReLUvHY+n4/CwsJ6R6YSwdRvjeGEmQ8oOTk5ZGZmWjLTgEQiEYqLiykvLwdoNGcMTn+nnJoOWGpqKjk5OVb0vQGoqXvKy8sbNYAJ0d27xnDgIap7HA4HOTk58aClZbfOLKfNiTdpzOhGYwmTYRg4nU5ycnKs4RynkWAwSGFhYbzTR2M8CJ5O+TEjJ4qikJWVZaU/nEYMw6C0tDRefHa6o/KNITumA+bxeKz0h9NMVVUVhYWFBIPBRrFbcPrb85npDzk5OaSnp1uO12kiHA7HA5hw+h8EG0v3AGRkZJCTk2MVrzYhTrsTD8SLhyoqKoC6C7WiKCAlRkxIjwmrQAgafcywec6mA2YVcZw+aiom0xmre3RDoCgCpIEho7ISX08IBBLDODP9oV0uF7m5ufHcdyuK0fDUvKZ+v5/CwsKE0rOEUI7pFyEQUiJjOkdEhQmjkfuLm+kP2dnZ8ei7JTunF13X43U6ZgeYhrBb0jBoTOk5vmbL2jU+fdT8TiYVwBRR2yV1AxmzVVJyRm2XGX3Pzc2NBy0t3dN0aBQn3qSyspLi4uI6RjcMgv4gitONQ5EEg2E0uw0jEkERBoGwjI47byQ5MqPvVvHhmSEcDlNYWFi39CypEwiE0Fwp2GWEQMTAbtPQIxEUDAIRcDrtNIbomNF3s/tDZmamFX1vZMxWlCUlJadOzxJghEMEI4KUFCd6wE9EtaFhYBgSw4hgCDtOu8Lp1pzHpz9YnWfODD6fL4HuWZJQIAB2F06V4+yWJBg2sDey3bLb7fHou0XjEg6HKSkpqXN6ltTDBEIGLo8bEQwSRMGugq4bIHXCUsXpsHG6lY+pe4QQ8ei7FbRsmqiPPPLII431Zg6Hg9TUVAzDIBgMnuJpLkLxN58x54W/8e/31uNo24MuLbPw7lnDX/7f20QyW9G+WQaqOBZpMCMdDUVNQc7OzqZ58+Y4HI6GewOLOmHWO6SlpcW7f3xnVF6GOLRjA/9+9ileX/kVOZ160qGZhyNbl/KXlz/E1aIdrbNT41GOqOiI0+LUm8WH+fn5pKWlWdGLM4AQArfbjcfjIRKJnHwYigShQKiqmI1L5vDM319ms9dFr+6dyVAqWfTfl3j7cy/nnNOWVIcai8ZLJKcnFcJMf8jLy6NZs2bxlCBLhhoXu90ez/8NBoPfOdNCoFO6fxsL/vEM/3pzFSK/O93b5BA4sJGnX1iA192CDvlZaKfZbplykpGRQX5+vlX4fAYw7ZbH48HpdMbt1sl1j0APVbJ9zSKee/o5lu710717N5qlGGxc/Cr/WraHtp07kpNix5BGzI9vWNkxMYOWLVq0iAeeLN3TNGn0kKCmabRo0YKWLVtit9tPkhIjkdJOu16XMuS8TD5YOI9NBWEyMt34S8rI7tqHwRd1wa5E0yU0uwO3y4lNE9Rln9LQdfQ6pOKYvZdbt25Nbm6u9SR6hqipODIyMmjTpg2ZmZlxI1hbsUik4qbLxUMY0F7hvdcXsKNcISPdga+4klYXXMql57VDwUCiYHM4cLscaEpdZEfGZOfUQmYa+ry8PFq3bm3lLzcBHA4HLVu2pFmzZvHWorUQYOgSZ2Ybho4cgn3vx/znzS3I1Awc0o9f9zDg8iF0zHYS0SWKquFwunA5bHV6AJTSiA0mO/lrTAfMHBhnynrNv1s0PjW/y263O96B6HjdY0iNVj0HcHmfFqx5ax5rv6kmPdNDsLSMtI4XMOTiHrgUA0OCZnfgcjmxaUrd7JahRyOyp0DXdex2Oy1btqR58+ZW/vIZoqZseDwe2rRpQ1ZWFnCCdJRYmpXqyqX/8OG0Ce9iwavLqbSl4rEbVHklvQYP47zW6UR0iWZ34nY56ujz1M1u1Qxa5uTk0KZNm1pZB5buaZo0aiS+JmZ0Q0qJ3+8/bsKhQAhJMAgd+gwkt+hj/vLKBjp1zWV/EVwxcgiZ+AkZAk0xKDtcwIHCcgzFgdutgQEntapCweVJw21XCIcinOgx1nTAsrOzadGiBXa73XoKbSKYbdlSU1Ox2+0Eg8HjohsCIXWCEY0el1yG8uXbPPvOHrp3dLPXm8bYK/vjCFWjo6ISpujgAQqKvQibE6dD/W6FKDRS0lJxahAOf1t2TAcMIDU1lZYtW5KammrJTRNCCIHL5YpH5UOhUPz35n+NcAglox2X9WnGu8/9jR1KKzLDR1E7XcYV3TPx+kKoNo2wr4yCgkOUVOm4PS5O9Yiv2V2kpqVAJEREnlhFmekPzZo1iwcOLN3TdLDZbGRkZKAoCn6/H13Xa+seIQkFDVpfcAlt/J/xl39+RJuuLThYGGLwiMtppgUI6gJNlVQcPciBo2WEsZOSYgfjJEIBMbuVituhEg6FT6p7zIm9+fn5VuCgiaEoCh6PB5fLRSgU+nZasRBIPUzElsMlg3ry6dznWFTgokNqJWVp5zGuf3uqfUFU1aD0UAEHiiqRigOXSzul3XKnpuK0cVKfB6K6x+12k5+fT3p6upX2eZZwxpx402k3hTocDsfb+8XMKQKdYMTOeRd1Y8+cv/L8CoOZd8+ggytIdQRUIRCaSvDQRv72xD/h3KFckO/AH462YBO1Ql4ShIoIl/HxW/NYs8tPp67tUfVQNJUiJtg10x9qVvBbRrRpUPM+1EzPCgQCQKyoDIEwwgRJpfeF7Vj/3BPM2d2Cn/50MrlUE5RRGVPtGhU7lvGXp+eT2/9yumQqBMMScaJhX0JBBgr54L9z+KzIRudO+RCprRDN4sNmzZqRl5dn7dw0YTRNIy0tDU3TCAQCtZwxoSjogSApLbvR1bmPP/7+/3BdOpMZw9rh9QZRVQUM0BxhPn7xT7z2hcLwweehhKPOlVCUWrpHAqqQFO3eyLzXlqG27Ua+RyUSrZut9fCXkZFB8+bNrQhYE8ftdscj8sFgECDu9CgYBEIaPXr35Mg7z/PUuxXceNdP6J4WwRcGVREIRSVcvJXnHn8WX+fL6NfWjT/0HXYrUsmG9xbw0dYyOnTvhF0PYdRIATTTH/Lz8626myaO3W6PB3cCgUA8+g3RonojHERJb0PvdpJ/PvYE+1uM4WeT+xHx+UAoKDYN3zdrePrJV0jpPYxzczUCpt2qtaMclR1CJaycP4eNBww6d2mNEgl/y26Z0fcWLVpYhc9nGWfsm17TMKWkpNCmTRtycnIA4qkuQgiMSBg16xyumTQUfdeHLNqwG8XhiCk6A1QXblUhWJ1P145ZhAMRFBHh4Jc7KTNAkdGcVSkFQtGpLi9kxZuv858PvkaxHysQMY24lf5wdmGmZ7Vq1QqHw3Fsm1tR0MNhXC3PY8K1/Sj75D0++OIwNoc95jAZKDYXdkMgjTZ0apNGyB9G2DSCxUfZd+AwEU0DI5Z7KHR8xQUsmvMqC9cfxB4vLqqd/tC2bVsyMjLO5CWxSICMjAzatm1LWlpavIg0OrXTIBjROHfoaAa3MXj/7UXsq1ZwqmBIiW6I/8/eecdZUZ0N+Dkzt+zd3ukdpEhRQVQsib2b2BJrotFobBFNYosdNYkGCwF7N0bFBlgRsKICUqR3WNou2+vtM+f9/pi5uwu7YPlMBJyH3/6WvXfmzJxz3jnnnXPeQnZ2Go0VAbr36E2WX7C1YJhQsXI1FbEERnNUJEhaccqXfsGjz0xmfT34W236tDZ/SO38eezaiAihUIiuXbvSsWNHTNNsSfLlrqiS3ZNTfn0MgdJPefvLlUgg4MxbohEjjcyAQaSxIwP7FZGMJjEMTdmKVVRbGgNcfx2FMjTRhmq+fGciz01dDoEAiKBoidBWUFBAjx49PNv33QTTNLcxz2o27VMKw4BEAroNP4JTRhQx+/3JLKqMk+Y30aIxfCHSgGSiK3v1yiMRtVA+k0RtFRvWbybZPG8plLKJ1JQx/Y2XmPhZCb5AgNaOtVprsrKy6NmzJ4WFhd6CwW7ILvG6npo4i4qKthFq24ZQmrBwxvvYh17JuKuG8cR1f2VGSZyMoIFlCwGfzbKFc6gbti975fnRZhqhoJ+msgqSgSChtCA+0wkZZyUVHXsPYu+9+xAIBlynWEeQMzMz6datGwUFBZ4g74akbA4LCgoQESwb0v0xvpz6IR3Pvp3bT83hH1ePYX6tQboPbK0IqCgLlnyNvf/+9EizSZoB0jPSUdEIdbWN+DMySAv4MQ2wLZPu/YfQv38P/H4fhquC2drG7/fTuXPnZj8Pj92HVLbnLl26NPefbSXBH8LeupAPFlvc9MQDdJn/DLc8NA0yM5wdmECQ+OZlfJlQ9N+3H4ZlOTbO6UGi5RVElEkoLYTf7wPbxgwVMnT4PhQW5uEzoPXLX15eHt27d/dyTuxGtJ4jWvefM28JoZDB8k/ep2HYBTxyw8956aYbeXtFmMyQiWVp/AFYvXA25YOGMqAoDdsMkh4K0FRWQdwfIBQM4vc585adhKIe/RkypB/BYADTdaa2XfOHbt26UVxc/D9JTOXxw5Kenk737t0pKipyFi1tC20E8EdLeP+jNfx67COcpL7g+puepz6Qjqk1pkqyePE8osNH0DtTSBh+QhnpmPEYdTUN+FrNW5Zl0LnvYAYO7IXf78dU4tg4uCbDHTt2bF4A89g92SWU+NYDoiPUzqCUlZdH3eo5LIp0ZOSQvTnu99fzq4Fl3Pa356lPyyUjEMCUGpZ8tpnhw/sTaKpiw6YNbNy4iYraaso2bWB9yUYq6yJgOFuP2raxLQvRgm1rTLNFkEOh0I/XCB7/b1KrG127dqW4QyGli79gvdmHEYMG86tr/8rPsuZy6wOTsLPzCfn96GgZK+ZUc+D+ffHH49RXb2X9+hK2bC2nqrKCTSXrKdm0lUhSowywbQvLshA3BrSIkJvjONqmold47F60HntSjqQ5+Z3INev4bM4aOg0Zyd77Hsutt5/FgpfG8uJXNRQUZJEWhM2LlqHsAob2ySPeUM/WzRsoKdlIeU015Zs3UVJSQlllA9qNG25ZFlrbaHHGobS0NLp16+Y5H+4BpJymO3XqSFZ+IeH1c5lbm8/+QwdzxG/+xIUHhhlz9xOUm9lkBoP4VT2LPy1h2D79yYzVsmnTBjZs2EhFTTVbN21kfckGymvDOLEoBdE2VtIZe2ytMZSiqLBl0SuFtwC1+9HsSNqtG+kZueSGbOZ9OR+z13CGDDyQP425msScJ7n/zeXkFBUSsMpZ+vlW9h/el7RkgsbackrWl7C5bCuVVRVs2rCeko1lNCU0ynBeDJrnLS3O6ntmVhuneY/dk11CiW9NKuRWQUEBwZrZ/PXaR6kP5JGWbCKS1okTjhnJxvf+xpW3PkdJRJEsXcbnlTkMHdiDeH0lmzasY936DZSWb2VzSQlr166nvDaCcm0EW1Jca7Jzsuneo6eXunwPIpXRMrnuA27+60RUQTEqXEcyrw+nHDGAhc9fz1/++SYVlklTyWLmhrsyrG8RiWSSxqrNrF27jg2bt1BatoWS9WtZV1JGOOmaWLj/UskvOnfuTOfOjg2htwK2+5Nymu5cCO89PJZn39tCp47p1NWE6XHA0RwQWsGtl17NK1+WYEiUrxevQXfdl+45ilikkdJN61m7roQtW7eyZeMG1q5bx5aKesRdQGhxPoS8dqI/eOz+5ObmkR1ZyG3XjqdcssiQME1mIccccwjln4zjsusfZ3WjoCtW8dmWEHsP6oPVVMWmDetZt34DW8q3snlDCWvXraesugmMVOQa1Rw9JDMzk67du1NUVOitvu8hiAhpoRA9uuez4I2HufexORR3ySNSU0f2gIM5vn+c5667jPHvLqO6ZAlz6osZulcnbCtJU/UW1q5bx4bNmykrK2XDunWsLSmlKWFjuD43CoVojc/vp1OnTnTr5qy+e7Kz+7PLLf84E53z/4ziIdz6xDjSC4vRJLAiEXoecQmvDf0VCSuNzEwfm7+cS7x7N4Z0z8K0e/DzI/vjI84iSSP38J/R0xSiiTiJhO3YKmob0ZCenU+nnGwMN96qp8PvGTgvY0Ko037c9eTedOzRFSMZJtIQYcjpN/DqkQ1YkkV6umLtnK/wDx7AwOI0ok1Jeg4excCsNOqXL2VVbZIhBw8nGG4kGk+Q0IIWja01ocxsOhQUYSrlxAjHWwHbE2jpwwCHnDeavVU+HbIyiDfVkvR14U+Pv8HFDXHS8zIgupUlqzYz+Px9yIw1Ec3uwgGH9SYtpFghPmT4CAbmZhBLxIjHEmhDwLZRho+ijl3Iys3hR0ga7PFfJOVmGsjpx/UPjyOtsBghiRVtotNB5/P6qycRS/rJyvSzddY8Gos7MKxPHoYR5NAj+hDwWSzWfjIOO5Q+AZNYMk48bjmrqdp2Mj5n5dK5IJc0pJX/hjf27O6o1FwiBsOOu5Bxo/zkZAdJ6hiWlcGvb3+Wo2obyeqVw4bP56L79WZw1yyikXq6DjyAvTJDNK1dybLSRgb/7ABC4UaiiSQJW5zQtloTzMykS2ERftPw5q09iF1OiYcWhTqjqBcHFvUCIJFIUFFRiT8tm659HO/pkL+Rp2eVkh8aRjIewSZJLGFhqjjhcBh/UxONhmApozldcU5+MR3zMpH6dGcbQmswd7kNCY//F4q8rgMY1dX5S+s8amszCWUX0EMBmKSb5bw4q4au/bJpCsfIUZCIhbGwCDeFCYeTNDU1koxEEcPAtjXZ2ZnkhIL4MwocBd62UV4Emj0PXyb9ho1o/rOpKZPqUCY5xV3x+w0EPw1LJ7GiJJszsi2qw2CqJJGmBEnbIBwOI01NNPoESwtojWn66dghF7+ZRijbyZwpzVOpxx6B25Whgh6MPKgHAJaVpLKqGn9aFl16+wBFWiDKK7M3kunvDVaEpLJIxhuJ+2zC4TA0NdEYMLHckJWWpcnJLaJTfhZSmU4QwLbB3CWnb4/viQJQAbr0H0YX97Pa2lpqaoP0yi2mny+N3PQ6HnqoguLcvYhFI6QrRTIWoVFS81aYpqZG7HAU8ZnYtpCekUFuKA1fRj5+x8HLk509iF1bexVB2xotQiAQoGvXLhTm5xKJNFHXECYebqA00kA8FEKJ7YRfMhXKCNJ7/30p9inEMEA0Pp+f7j06I41VbKmpoWrLAmavLMc2tg/p5bEnIK7spEKZFhTk06lDEVrb1IejROtqKE3GsIIBlJtYQBkmyrZJ79Kd/gN6EbRsRClA0bFjLlZdDQ2JJjatns3ikhp3q9uTnT0R0dqJVgNkZmbQtXMn0kNBGusbiSYS1FaUUhkKYoiNGI6MGKaJ2Iqu++1Dt8yQE11EazIyM+lalMbmDeVYlPPFx59TF01iqG+XnM5jN6PVvOXz+enUsSPFhfnEYjFq65tIRJooa6wllhHC0O68ZRiAj17770fHgM8Zd0TjM3x0794Zf7yezZU11FUs5NMlpVhtQlF67CmIdlbOBcdpulvXLgT9JvWNDdRXlrM5GiaZFkRJq3lLa0IduzBg776kWc6YJFooKsqGxhrqY41sXT+P+Wuq0J7Os0ehZDc0ikomk1RWVtLQUO9EkjDTSPMrrFbZ7EyfDzuZRHDCyKUSp2grQdJ2TWhMP0G/t5L6U6B1wpyamhqqq6uIx6Iof8hJ3mRL85qoMgwUYCWThNLTKSoqJiMjHdtKYrkZNw1fgIBv134H9vjhiUajVFRUEG5qxBZFMBhEiY3dKk+P4fOhk0kM06SgoMD1uYFEPI4AWhTBYMBR4j1+MliWRVV1NfV1tVjJBGIGCfmNNvOWtpLYWsjJyaGoqAi/34+2kiRt29m7UX6CAW/e+inQet6qr6+nqqqSaCSM8oXa6DzKMDCUIplIEExLo7Cw0Amdm5IdAcP0E/B0nj2K3VKJT9HQ0EBVVTWJRAyUsc3GtO1Gf+jQoUOz85hn++6RIp5IUF1VRWNDAwItDmJKoW0b0zTJLyggP5U4xbN88HDRWjvb3DU12JbV7DTvhI3UiBYyszIpLi72Qrd5tCEcDlNZVUUsGiHlsJrCtm0CwSBFhYXk5LhmV9685eGSTCaprq6hob4OW+ttMjpr2/H7y8vLo6CgwIt49RNht1biwRHqqqoqGhoamj2tVStB9rJmemxP69WNuro6qqqqSCaTGIbRnLG3uLjYS/jlsVNisRiVlZU0NTU1y47f7yc/P5/8/HxgW1nz8GhWuLSmqqqK2trabSKE5ObmUlBQ4GXN9NgpjY2NVFZWEo/HMQzuADhXAAAgAElEQVQD27YJhUIUFxd7Ea9+Yuz2SnyKpqYmKioqUErRoUOH5ti53iTq8U0kEgmqqqpoamqioKCA/Px8T2Y8vhUiQm1tLVVVVWRkZFBUVOQl/PL41kQiESorK7Esy8mN4iX88viWWJZFVVUV9fX13qLlT5g9RomHlhTUhuHZKnt8dyzL8rYgPb4Xnux4fF9SmXu9ecvj++CNPT9t9hglvvWKu7f67uHh4eGxq+PNVR4eHv8f9hgl3sPDw8PDw8PDw+Ongrd/5+Hh4eHh4eHh4bGb4SnxHh4eHh4eHh4eHrsZnhLv4eHh4eHh4eHhsZvhKfEeHh4eHh4eHh4euxmeEu/h4eHh4eHh4eGxm+Ep8R4eHh4eHh4eHh67GZ4S7+Hh4eHh4eHh4bGb4SnxHh4eHh4eHh4eHrsZnhLv8ZNCRPipZDdLpXP38NieH/Q5cOXMk7UWvLb4YfDa0cNj53gZWz32aEQLylDu/zUYBt+U5Lz1OTs+SNDaxtYtj49SykmhrhRG6+uIxrZttIAyTHxm23dnEUG7x5imifFN1995BdDKaH5D11qjvkW990hEEKW+dd2/V98rhaEUoFBG6v/f+gYRrbFtjeDIh2kYtF+EoG2NrTWgMExjWzkDtywblIFpGo48tqnjt3sOvg1aawwjJWmCrQXT2MPXhnYmUyJooc3zq7V84zPdMga0lStjhzLxLctTCtPYwbjSWp7bPU7QrozuXD5/SARHTH+So5aHx7fGU+I99lhEBKUUOhbFCoQIGIC2iCeFYNDf9gSdJGr7CPlV87nf/+IajUG7c5AW2v/ih0AABSQo21iGmdOJ4pyA+5UzSf9kaK6vTSRqkx4K7PjYH7Dvv43C9qOzs+fgW5JqXh2tZmNFjA7duhDaw/X3FgVeiEQShNKD7Srzkohj+YL4JU5MBUkzQIt8xxe8bUp0h41dXK5+YHQiTlL5CPrNH/tWPDx2SXw/9g14ePw3SClSpSvmsGSzj/1/tjeb5kzi1r+/wbBzbuO6Xw1CLI3yGYA4CokdZfXc2VSFBnLEPl1BNKj2tBIhXFPKwlkzmbt6K8l4mMaIpqBnX3oW5lLca29G7t0Np2SIlK/g3SlTWVWdoM+IkzjrqIGIW7YCEIvasvXMmvERqyoD7H/cEQzr24WMwHecuFwFQzeU8P6Mr4lFSvlgyjRk6K8Y8+ez6RBULTr+no7bvtK0hQ8/WkH3EcPpF/K79d92ldHp+xhr5s2mItCfI/frtvO+ry1l0azP+WpVGclEmERaB/bqVkhmXhf22X84HdIV37ahrVg9JUvn89nsr2lImHQaMJKDDxhKl7z01pcEJcSbalg59ws+n7+ORCCTgfsfzMghfchNdxRxO9HE5lUL+WjqLBIdBnL4EQfRq1MePtVK4U5GWDdnErfeO4X9L7iDa07tj9ga1c7u0E6b1y1v0/IvmbWklMYNXzF55maOveIWLj+6/575wigaUQYqWckn0xZSMGgf9u4ZdE0+FEpBvKGczyY9yvhXmrjpuXsZmdnI7Jkfk9nnQIb3ytnxTo9Y1G5dz5zPZrKirJ54JIyvsAd9OuSQ07EvI0YMJNP4Ds0qFnXlJcyZOZPlW+ohoxOjDjuYwb07E/KpVtKpCdeUseCzT5hXUomZUczwgw9mWN+upPsdmUiEa1izcDafzFxK9qCDOHzUPnTMz/jv2OK6N5ZoqmLWW48x9qm1XHj//fxyaO7u8XLs4fE/Zk9fN/H4CSLiDPZrP3mN56ZvZdgBQ8nzm2QGo3w2eSorqzXgrIw521DO1rj4sxk0eCAVs17juQ/XgDLQup2NKtH4AiEK1HquHT2acW9uou/gQfTr1pFQspSnbjqLYSdexcxNcRSggll0692BVe88wNknnMG/PtmMUgZaa7c4IRDKIrZuGvdNXUpOdjq+7zxXOSt1ijqevvEOPq/vzunnXs515wzl/ef/zZwtcbAixL53q+4+iAhaGUjNch55dBKq1xD6dcpF2ijwkFK+xJ/FoMGDqJ77Os9MX/3NfW9s4C+jRzP25bV079ebrh2yWTdtPIcfeDj3v7cKUN9szyuCNvxk5gV5+8HrGX3NeOozCwgFTLa5tHKOVb4AuZlRnrh1NKNvmIxRkIXfpNm2XQwfGTkhPnv3eV5fEycrFEDcgpRbBoZJZiDMx1M+YHWd853W39E+XjQoiK6dzp03PEv+wb/gd3++iZ/nbWDcEx8Qdeu2R23xiqAxUNGNPPvwy9Tn78WgnoVOvyhHhrStMXxpqM3LmPLuVzShIK2Q4UM78uXrz/He0lqU0b5ciEAgLQtz68eMHn0Nby216de7J51y4MNHruXAw85m8rI6R1a/xea5CPjTMvFXfsHo0aN5cVYV+VkhDHHGnNRTIFpjBkLkWKv48+jR3PzUEnKz0zFT/ScCvgDZGU288NKLzA+nEwr4muXqB8etn+EL4m9Yx5QZn1Nr+9067VES5eHxwyAeHnsQ2rZFi0h4zRS57ILbZFm9iIgWS0QkMV9OTO8llzy6UGxbi7adc2z3HNHu78aVcv1lV8qrC2tERIvWevuLOL+tr+XYQAc5+7ZZ23wdL/lADshFio64WbbEW32x4S0ZCUL3X8iMjRERscWytWjbKa9h0X/ksldSZW13TWm51zb11dJchi59Xw7qfoA8MS+8zXH1K+fJK099KAmnENEiovW2ZTW3Q+s6t6r79s2wa6LFtrWIXSWPX3+VPDBprYiI2JbbPvYO6pzq+6bVcuPlV8jL86tkp32vF8sJwQ5y5l9ntvqyUm46oZuQd4RM3+R0vN3cjPY2Per0mxbL/fCZcw+V4s5XSGnqvrZva22Lc+V6ueqE3pI+4m8Sc+ubOjRVszcnjpWHFzr9n2xdUOreI7Pl6EAvufKZpe0/B63usb220m6Zs/51kfQ78C9S0XKGxOKJNuWIbYvd3I6t21Q3y5TTB3pbGdN223b4kXDuPyKv3XON3P7kPBER0UnL+b1d31ZOvVt6ZxwlH1SKpHolXjJVLvr9jTKvOiGidZt6pdpEr3pJ+vi7yd/fr2n5snq2HNXdlODw0VISk23O19sVZG//bK97Tfr7O8otr21IHbDtdW2nDhKZJ/t1y5dRl7/r/G3ZzX3inFEmf3/yX/JxZaqYnXSM1tt9r7cZt7RukdnWz1eqLim5iy94Snqaw+SJBY0t5+0i8uDhsavgrcR77DmIoJVCUcOEvz6GNfI4BmaDtm3HtCUaI2ZZaHwYhkISCTQ4TmMijvmFZUPmXlx0SBb33zaBMnFX6be/FIIkbPwJi6bGGizLxo7HSSQ0/h5Hc92JQ6mc/SqfbLJwHP40dTXCIUcexYj4h5x39o2sDBuYShzTGhGi0TixcNiN9NFe/Zx7xY5SvrWU8rqo47DqrrJa8Rhb16ygscZHmmkRDkeIJi3iTesZd/sN/PvrBpLhCPGEdlcQDZAYlRVbqY3YLe2A66Br29usXO8O1hHibrmvnfwozy9I4/RTeiPaBsOxRVCGATpKxdZWdaZV32f05eKf5fHg7ePZotvve40gCYuAZRNprMW2bRLRBLYUcuzRx+Crnc3s1TXO/YgATlsrklRXllPVmHD7TRAbRGyUpVEJi6i48tAOGhCJEEtYJOJhwiKw3YqoSIxYNEYkHG5fhgCJRonbFqL8zc+B0Oo5cApy28qVj6h2v9doWxOLRFi1ZANBI5NkOEwkHCYpimDA77apRXV5OZW1ETAMDKVadr2UckxTUrsguJsNSqGUUF9dwdaaMKgd+JT8jxGtMZSi8ot/M+6dBn5x3n6Oz4tp0tK3murSUirrYwRzs0j329gawMCyNIEex/CL4hL+etckLKVQoreVKxEQIZ7U+JMJ6utqsG1NNG6j84dx4oH7El/wMUuqAOWu5guOaY4VpqJ8K/XxVn0oTpnJpI0vKcTjcWeHajuZULjyHImSSFrEom3HHwEkFiUWjREO287fO+kXUQrDUMTqqygrqyLpOua27Ao5z5Wd1I7PUjxCzHLNjFpdN5FI4DYiYidI2I682Ik4dvP2k40lNkkr2fKZh8dPCM8m3mOPQcSJjBFZNInHPq/jrjuHO3Ojay7jKKE+gqqB+e+N45brHmSR3ovr/j6Wy07eG1MEZQII/Y48nPj11/LMxxdz0+Ed0bZgmq1nLncLHQj60/D5TDBNnEPiLFlfBoEhdMs1wb0vKxKjaJ8zeeqeizn10LM4/7IBfPj8H8gQR1lW7k0q1XbLXdxt+7IF7/PKe1+yet0aypuELnsdwR//fCF9sm3Wfz2H6W/PpKqpjAWfvEP66iC9Rx5AeNrDjJ/4EZ1POZC3PjHp1ucgRvUvoGbzQmZMm8W8hfNZW5lkv+MuYPT5h+Gr28K7E8fzxJQM7pnwC1696jxesY5i8sT7GJip0KJ2CeWqLY4zsakreWT8K6SNGks3JWgblOkYE1cu/px3P53FwoWrqYwphh5/DpefdSjpOH0vCL0PPxzrz3/kqRm/59ajO7fpe9Wq75Xpc6IJBU2U0qxYtgArMIBhvXKajxcU0epVfPDeTBYv+orFWyL0G3UGf/7DyWQ7wYwcxYiUgrODlzhwFUbnLhwnR9nue9Xqp83X7jEg+AlKHXPfup9bbvgXS81B3PiPsVxy/AAMV9Zqtixk+lRHPtZVWQw/4QJGn3sovkQZC2Z+zKfz11FfV8jUadPI9eUy6sifUxyC2KavmTz1U5YuXklZQ5LCAQdy0WW/pV+2QbypjgUznuFv4zZw1QNXsOnZq7ltRpDH336d4zpU8P5bH7F86VfMWV1JYd/DufZPv6NXBs0K//8ex4zGJMaL/3qKhv5Xsk8QxAbDEASFVbmKt96eyrwFK2jM6cew0BKSvgCqOciMo1SPOmYkl577CB9c80tO6OZzI/m0qpT7EiMoTJ8P0zQImmBQxqJVqzF6nsZeebiG8YCC8vVz+Wj6bGYvXMjmOjjk9Eu5/NThmKKdl3TlyHTq5al9IyfV7MitVCqi0bZHpuQppYDvqK1EFEo38MVbbzJr+XqWrNxCWk4HjjrvEk7bvzuik1Sumsnf73ma4JALuezUDF4ddx9PvL+J8+98khvOGoLS0mLuAyjTRNdv4N8THuaLTcKBvziHUw8fQX5QoZL1fPrvl1lq9OGcc46mIKi+UzQqD4/dHW8l3mOPITX0fzFlEiWF3RnazY9SrSKNiEmav4l5n01lZUNX/vD3sZzRbzN/PO2XPPbJZld5Bo2CDv05yKxkxhtfIICJbjv9Cfh8mtqta9lYXUP55o2sWTGXf999OU+X92LMow9xUAHNttWGCeGGJvqM/DWTH7uSBS/8kQvv+xjl8yM7sUsWN6QgtV9xyZmXs6rzGUx48kVee+wKvn7sJu6auBgI0Hf4YZxy+FAyyeGA407ntNN/wYBOnTj4oss5pUsPinseyK9OOImRffKxqlfw/MMf0uuXl/L3Bx/j1bFn8Ma1f+CON1ajMKlbOJd33n+HGfNKGXLEyeyXL9RFAdQO7/PHxlmFh8S6T5myooohB/RDUNgAKKLrpnHjmCfIPOQC7n/8Uf55TjHXnXM2T3xS4fS9BhEFRf052F/NR2/MRLODvsdRuJLxCJFIFCtWxQdPXM8/3klywzOPcmzPECLOCq6Kb+HFcZNJH3U+t9z7CBOfu4ZFY//E1RNmYbovjf9TxEfI38icT6ayJtKLy+8dyy+6r+PyX57KU59vQSlFsnIpz034iD6nXco/HnqMV+87lVdH/4G7p6zDl9GRg449jZFdssnKG8Qpv/wlvzjmIAqDoKq/5vq/3MWW7icx5qEJPDn+Ohrfu5Mjz7+Xcst5ObVLV/PBh1N494ulFO97DD/vk4cdK2fG469QVvgzrrn1AV56YTxpHz3EuX96iXjzyv3/HtEawwCq5vLanHX0O2ggiLsrAqjEJv551z0syjqMu8dNYNytZ1O9dC6rwz7S3dnVCTsLBYOGMrB0Ee99tAZQLbse26BQaOLRMJFInGTtOp78y2imNY3gyZfuol+6azOuFNHN83juydnsc94VPDD+cV756yE8ctHFjP90a6uwnz8QKSW/uWEEO5kk2erHskGpJO+Pu4Gxn8X5zY238/SzT3Be3y38+qQz+ffCahSCYcaY++Yk3vj4I5ZWGJx45V38+YgQt133V+bVOZtmLa0BdtLCzO/HEcNCPPfEU6y1O1GYrpzrpaUTUxnsNWQ/CtKM5vcbD4+fCp4S77GHkNqUj7F01go65HUhPw2c6dZFCcmkj55Dj+HsX5/GySeeygOvTeHCoeXcPuFVYriRHzVAIX0Gp7N05WyqHC2+7eqoKHwBm81rvuKjTz7li88/5bXnH+GfT7xP0d6HcdjIbpioVnYoCtMQGrRm8AX38dKNR/HadWdy86SVKEOhLbvdmrmhosGfwYiTf8OZh+8NQGVNgrxiHxUVlanquTHoFabpA2Xi8xkIYGkbZZjOMT7FkmnP89yKMsq+mMzLL01k8txaimLLeeqfL6NyO3LAwD7kip+BBx/Lr0bfxcv/vp+DipzhwtxFZ0nX35KtSxfRVOOnT6cCZ0JXJkpZvP7ABNbnHcPpwwqwkhYdjryS9/5zP6N6BAFabecX0HtIJstWzaHC0eLb9r02CIZiLJs/iXFjb2ZQr16c+0wDL86Zy9/OGYHPNXVRCkq/nMjDs9dSu+x9Xn15Im+8V0KRbwsv//Nx1luQckread2+5Wct7KST3Oeg937HcdavT+XkE0/jX69P4twBG7l1/JtoYOkHz/H8yjJKP3flY34dRZFlPPXgyzSIAjHcHQkDH4Jh+DAN+PjZ+5lc1ZcLj+mNTsTQGX25686riU+5i7+/u5a0rHwGD96bDspH1yE/48Tzr+H5N57hBPMr7pj8JU0V83l94iu8+uZnZGUn+PLxB5ld45ha/Ld8KXdGSimsX7uUylKbfl07uM6XTrjHZW88xdSVvbnyjGFIPIb2d+CcM0+iMBEj2Wp2FYCcrnTvG+PLBV875kuqbYVE+/BTz8wPXmDszb+la/dBPFR+CLMWT+PCkZ3RrXYWZ731DK+XVLJ6xiRefnkib6+Nk1/7NY9PeItkqv+/h1ztsCFaowxMvx9/qx+fqUiWTOPmR2ZzxLm/oRCbWFIYddU9XJy/lJvGPEmtEaCw3xAGFxTSqfswjh+1PwP2GsBvLz2bNHsNc0vCuNuhrS8FCL1O+Qu3HNORFx99gXpR+AMKa+s6GjOy2Xd4kTMA7JpbhB4e/zU8cxqPPYwotZvqyO9RRIZrTtCyDa+xCZCbl4Nom2jUJpTRm1OP/zkvPrWYTUA/dzUefKRlaMorNlOTgKJgO5ODIcQjfoYeeja/Pe3nzmdnncefr13JrRedws/2m8aTk97hosM6A+6EqQxMw0DbQc6441nuWfYzbvrd2Ywc+iXHZAfR7Rl2uiYUkjmI2x64neTmubz4wnL8Uk1FQ4JinzvpqdRcK+5muLu93Tyfp5apNGtmz6emKps5s9KcjwyDQ28fy5m9DsQSoSkWRaV3pWsR2LaNMs3d4I3fqWhTZSUSy6BjfobzqQGwldnTFpN32h8RLZhKIb4ijjv7Vy1nN/e9SShdU7FpMzVx6BhqJ2SkoYmF0xg26gJuuOUwutcu4twH3mHq19dzYJdeTuIcUZhAydyvqS4vZ9Gsr/AZgmDQ5/d3Mr7rUNItwPfNiZdax63/ZsVrR2YTKdznIDfbfQ40oYz+nHr0oUz8z2JqgJI5C6iuKmDOrGCzfPz8zrGc0+8glGabNzlnB8wA6vnk9U/p2PN6MsSxobdFkzf0UPr3Eaa88gUPnNybeFMDcSmkR5dsbNvGME22LFtM+Ya1rFo8hyq3H3wH/Y6HTupNV9Op048pf5HaKpKxAJ0Ls91PDCDOBy+/jy7+I4UiCCaGCOn5eRRlCYnt38mVn2AoyurqUizA3459kDKSxMnl1DOv5ZaTbBoXzea+d15j9oaLOG2vdOd5FgNIsHrWAmqq+zFntut3YRj8Yuz9dN97hLt3pL5xWbptPoQd2nEhrSIuGclSXrzjLj6tsjEVWHY2Z910Gz1nz6CsLEDfjmnODqYhaOnEkWcM59EHP2Rp1fUcXBCnKQGZOXmOb4GAGcwiENNUN0aAjO0vjiPTeVx6/SWMP2Y8j878PdcfWsTqVUuxC/en2ABtKwwvnLzHTwxPif+BSNksf8ez3Li/P+zqwfe7lz0FhelTxJMxLPeTFvXL2aq2LAtlmPhNx5msMJRNjm97tcdVgA3/N648W8mYkxXRshEFvsL+3DNuLO/1PJk7n3qdsw77Y5tpySCJ7S/mxmdfYsWoQznrpD8zcex+pAfbj03uyInF7IkTePyDJs750wWM2kvx0dPjWNdaW9jmXre3I5ZUadRvraPnflcwZszJ7dZJKxMlUSwbTL/RnPVxd0CZJkKSWMICUgmeLOzGehpijSjDMb0RrdFKYaSewVbVE1Eo009L+PR26q5AJ8No7eOcex7lqy9HcvuFv2fU3Pc5urtJMi6YPmiqrCav54ncfddVbcuwnIJ23LSOjTRJG/zOcG0Yyo013l6oQpt4rBFfuzHuW9+6YFu2m0EY5zlIzybb57x41G+to/fwaxgz5oS2JycBczunU6WAOLHqWuo61BNTiqChEGUggTRMf4hkU5yWbMY2lqUxTSd8YLy+CkkfwW13jqGwnTZovsT/HHfkMEzAIhpPtrqjCHUlW1EDLWzAcFcMtG1j077fiIhBwPDvVLdWQDJch1b9uOepJ1iwz9FcdMnt7DdtLD19NpaAgUVtaRODjryMMTcc0LYQW4O5c9twEec4bRiYrkyplIPGNvcjYMWxE5FmG36lG1k4bQqTNiTxmWBZHRh52Y10bmwk1lRNXdQCfM6OA0IgPQeiTSQsx+7eUIJtW83OyxpB1M4ztFqW0PGIC7n0548y7s4nufyDa1i9LMq+v+3pHLCrbhF6ePwX2fUX19qwY6evdo/+H9lSfj+lWf3AyraTHvunq8ADpFPYp5CacBVhTYvXoIvp82EqZ3XZ1s7LTnltI0WjhtIdnKgcANjE4wE653Yjzw9tZjYRtHusiGBblvOjtRMlIbcDhSYkrXhzvGWttSOPWhDDQNk2krsP4994jsG1z/K7q+6jNulzi2+5nrjp0KOrp3D1FS+x/6VXc+TAroRMTTKpW7I4utcAJxKLtIrV7ThEKtc8wKRL92zmv/YYn1drQJPUAFFWLl9CRAS/0m6ACzeu9O4gU655Qk6nThgZUcqqw4Czyw55dBvk58sZb7MmoVA+H4ZhYOpqlpdsIblN99rEEgE65nQlLwDb9700973CMExQgk7rw90vvsAB6kMu+cN9VNoGpuGkvC/u0YGS6c8ycW0EcPRx0Gxau4j1dc7LRMpsQ1tJLMsiaSVJJhJYWmHVLmXa/M3uYJ1Jz1AWRnk5YZQjx7ZG2xZag1IxZHOcgV2cFeP2+01h+HwY2z0HW2ub6HTIEPKADl2ymPfao3xZ01o+IqxetZStUUcu3MAhzS9EkEPPfTuwds0yyuIKW8TZxVGg/OkMPnwQICSl5WUy1bI5XbsTXzKJCdPLALAsp/DazYtZsdVVnH8Ec5qUB0hmUUeCGUlKKxtafRsir6OPdeWraVAKZTirysG0AEYyRjy+bZQhIUkykUXfwk7O6lmbIcV9WUdhmCaIxtfjKJ58+R+Yn97PRXe8RdIwwbYQCdC1i5+ZLzzCsiYA7ciwNLB85Upqk8odD1zjG7FJWhZWMkkymSCetFEqwtyvv6KkDsgqoKcoYpXV2Aos7Y5ltuWEogk3kF1n0KPIADQ6rT/3ztlMeXk5W0rLKa9YxMX75ZPTtQdx/1bmripHaRvbcl5o7LgmtP9A9ioC0VbzmNi8c+hG59E6NV9L8zMh7meG2AiFXH3D77Hm/Zu7x71A48ARDAg5ZX1vZeY75jQQ3X70qB0fb7vPqYVlf1t9xJlTHF+D1IMm2Jbjf2D/GLZlPzryHdvwB7iitrEs+0cx5fu27GZKvDRHKYhFYjvvSLGJJSxHefmvj/5Ccgf2zDs/TWP9oPem3BCESeIJ65sP36NIrUwG2O/QYdSWl1DW5HzeMkTbNERqiBtpmKZJWrofIkuYsj7IJZf/mjTciH0GQA0lK5sYOHA4+QrYNtoiSikMv0GTzyAzu9CxCw2lEQgEMFWCqY/dz3S7iIvPPIVM5wQyMzPJTM8g3XBsiZVpItoma8BpTHz2Voy1y9lak2xTM3FfFsKbVlNWtRUjmAZA3dpVlFZHMNMM7EQcrRTZWVn4fI0kxefcY6rm8SiifCgFNdVRDjjvAvJL3+GC393GrHUNWNFaPp88mdnLwgSVIhhIw28GSQ84Nva7Q56V1PtaxyEjKMpPsHxjOUCzgnnsb86kadGTXDXm32ypj1BXtZZXn32P8rCJz0i9LAHUUrKikYEDhlPUTt8bSmEE/CR9NmI4ToaGlSS99wk8PeFGKt+7mavHz8TwBzCUYugpZzPAnM+l54zmgyXlWPEGvp7xFtO+rCQvX6EMH/gVlink+Pz4fAGCfj/+QACfIUx/7l0aQuluX6Zz2nmnklHzAa9+WY/p8+MzDQzTh8+A1dMn8bU9nAO7+BzFpt13L4uGeA0J03kOQuk+aFjAO1uyuezy0wAYed5vyN38FhdcfAez1zvyMfPNKXy1IkxuJijlIyfDh0XY2RnwAwQ54dKLyFkyheembsE0AwRNE71+EeHgAVxx8nBAkZmVScAXID0URKGwRCgceRJHDI1z+znn88Knq0kko5Qs+IhX31pDVoEfmk3B/scYCg1k9t2HHt38LFu/2bkVsYE0jrr4l2z++GH+MXEZ+NMwlM3adZtoiISJNLnhEVPBZBpK2bQxwMh9hgLbRQd1Iwql+X0kfEk3LKeBTtr0OPZPPPnX4/nwnkt48MMt+II+lPJx+EXno5c9x3juK7QAACAASURBVG+v+icLt4RJNlUx45UpLNkYJzPN8cUJBHwkfDZmKAu/z0cgLYjfHyDoNwkv/5LPPl9PZjZg9ubSCw5jzexXmVkFvkAAn2Fg+vwYyuKDSTOIdDyMvmk4kXlwnivt/ti2hS3Q6cjTObWXySv3v0jcMAkFfZiqka8XRzntrLPpaoIyQoQCQdJC6e5zpTDTQ/gDaaRnZDTvmoZCQfAFSc9Id9rPMBARio68lKsODHP/ox8zdHh/FMJ3U6tb4Wa5VgjRSPwbjrWIJrQbevVbquJaowwT0zQxTR8+06AdV4h2cCIUOb4GzR7SmD7H/8D8Cdj+S5uXK9XShv+t67Vx/TDx+cxd29XifxiT/v9HKkGErpUvpk6XBau2Ogl82sn+oLUW0VEpWfSJvDNzRfNxP3SeiFRCi6/fuFVGHniufFTipF+xd5qRIpXgJSGv3PMbOfDwm2R9zPn8e9+fe2IyWicL3pkgvz7xHHli+kbnXix7JyfuWaSSrsRXvypDux0kjy1ochLqWE5CJElskgfPP0FGjDpHHn19usyZOU0m3He3jH9joXu+dsrQWnTpVDmg674y9otqERGxrFa9YyclUl8uc1+6SRRIx71PlVvGjJE7b79Dxtx1r9x7x5/kiEOOlKsfni5RERE7IeH6Cpkx7goZvPcv5b3lm6UhHG1OpmJZtojY8vbdv5GT//GOc4nWyVHcBC7J8jlyzj55kr73sXLzvU/K25NfkbMPLBCj1xkydckGaWoolTduO1UAOfOf78mmrTXSGLNEpEmeOvcACRWMkCvuHi/vzt4kIlo+feLP0tWHQK707L+3HHHeWFlZJxKt2igP/+4gga7yz2krJZL84Z+d/w6pZ6te7j5lpBx89RsiosVOJp1nMl4mj4w+XoIgvuxO0m/YKLl8wkcSF3GSPWnLGTu2TpdRXfeRez91Mtts0/fakkh9hSyYdJcEQPIPvFxmrymVpkhMLK1FJCz/vupnAhlyzpgXZMHaMolrkaVT7pP+OQiEpGe//nLAyTfJ3NK42NEG2bhsmpzULyiQJ+ddd7+MH/+Q3H7HHTLmrrvkmnN/Ll2O+Iusi4uIpJImNcqke6+Ugw87Tf7+9ET5Yu48mfXJVHnpyQfk1jsekbmbo9I6kVLr9tFaRGIlct9Zx8qIQ8+XJ96cIXM++0DG/eNueWTKYhFJjWsJ+fTxP0kXs0U+jvrNA7KmUUR0QipXz5YL+geFwH7ywpzVUlPXIHEtIhKVt+65UPoPP14eenOGfPnpe3LnH6+Tx990yo43Vsm0sb8R8Mklj34qNRFLbDex0NZ5E+XwnlkCSNdefWTvQ34nUxZVS7tJt/5naLf/4/LsJUfKwF89IgkR0Zbl9IVVKY/98WgJGMVy8gVXyJhxT8nDt54rHekgN7+6SMLxpNjaGX+qPrpfenY/TqZXWE65rRIiaSsuDVUbZfK95wggB10yQVaWVks0lnASO8U2yF8O7SgE+sstz30gq0trRCQs7479vRSAYBZKzwFD5eTLHncSzFlxaazaJG+P/Y0A0u2gs+WfD06QsffdJXfeeafcdevVsv/AfeSP/1kpIiJJW0TiJfLPy86Un510sTzxyrsyd95c+eT9KfLUv/4ud46dKBsdsdphwqVUEqequS/LsfsOlV/d+pR8PvszeXnCPfKX65+VLQkR24pL6eLXZShI7xP+IeurmiQZq5P5L1wj4Jfz//WJVEeTYkVqZPoD5wpkyV9emCt1kYTYthbbchJdLZs4XkZf8x/n2bWt7zc+pZJ0xSvk43emy9INlc1j8vYyoLUWsZpkxdwZMnXO+ubzd1q8+7t61Rfy3PNPyL/GjpdXZyxzEu7t6I5TSb+i5fLhK8/IhAkT5JUZCyUpIonq1TL5qYdlwoQJ8t68Ddscv6exbdK31PwTlo9eflwenviFRJwvfrh5abt2TP25Yc5bcv+DL8v6Bqu9w3YJlMhusMYmgkZh6HJeeexVGHgspx/ez4nr3e52sWvPnKhl+qSXWWqM4Moz98fQAsYPF0NWu4llVr43lmseWsUNT/6Lw7oGvsEmXbBFYSqL98Zdy78+LuLhV26hp1+aow58L0RjWzHWvnM3/U99ktvfms9tJ3XBtjSmbzfbcPneCLZWmEacF668gI+6XMzTNx6J1rpVyLUEyz6ZxoKyBB2Kc8nrNpDh/To295l2He0WP38dl33cmbefHE2uku1iDwuJSD0b16xiU3UT8WgD9Q3uzpCRRqde/Rg8aCAFGYZrAyDEo41sXL2UVZU2/QYMoltRDqGg65Iibt9LLYvXJxjSp0Pbmrkm6fUb5vL6O7NI63UIvzp+HyoXfMhHyzVHnX4UxbqGxYuXUxGOEcjuzMA+3cjOSidgGiTrS5j05gdYnQ/gtGOGERAncsrGBZ/wyYJVUDCQE088lHwfxBurWLVyBZWNCfI692dQ384EdxN7U9FOJJPyTx/ngjuW8tC7D7GX38bGcFaMJcL8ae+xYEMDPYYfwVH79Wg+N9X3y168kd9/UMhbT/+JfKO9vm9gc8kaSsobwJ9Bjz596VKYS5pfueNONV98MZ9anc7AvQfRrSgXv6moXDmbGbMWEU3rzrEnH0vndLASUerKN7Jy3RYSdpLa2iiBNIOmxohjP+4P0W3I/hzUrxMp746ULJQt/ZTPlpQTysoiYCqMUBEjD9mPHKNFXnZMnCUfTWNheZIOxbnkdx/Efn07OGYNChAnhOaG+R/z6YLVUDSIk048hDzTsbtv3FrColUlxJMmRT33onenfNIz0lDuddfPeY/P1kbpWJxDXvch7N+v2DE7izeyftUKNlY3kFHQi8H9e5EZNJqfv3DpMqZ/PIvKRA4Hn3giA4vSfnwfH9GgDCLL3+Ts30/musnPcnC+xhYnqZEiyvypU5i5rII+h5zMz3rZzJ2/iS57D6Z7cR4B00AZilduOpv/pJ/PGzefgNLOim5LyEabaGMN61avpqIhjpmRT5++vSnOycRvOs7DiZoSvpi3DCu9E4MH9qNDXiaGslgz60M+X1KCv8s+nHL8SDJxzABi4VrWr15FeX2ceFM9Ue1H6QixuI3CJKOwM/sfMooOacoxD1MKhcWKL6ayYEuCnKwQBor0gl6M2n8vfHzzHJXqq2TFciZPX0Agr4D0nM4cMGoIWQhaW9RtXs/iNRshVMzAvfeiIKTZvGYFa0trySrqxYCBPcjQUdavXsbGyjC5HfuwV5/OhHwGtm1j+nws+2wyG9IP5sQRRc3z8HfqUnfMNaIlPPP42xSN+gUnjuzmmFO2J2vuij2RSqZMfJmtxYdzyQmDm8ebNu7Brq5RNusJTj79bkZcdQvWpCt4enYX/rN0AWcPysYWx8G+zXU0oOt58ZqTOX/CTLqd/g+WvHYdGY0l3HnaKO6cXsYRt0xmxp2ngLbZ07x5tQiGirNi5SoyigfTLQ8EA6t0Bgd1OYp5gZ/zedlHjMoXx/Xj/7lMLm7fNmxdwrpId/brnY2lwWfUcc/xvfjr+3Xc9v5Gbj+2W9vcDrsCP9LLw3fCWX1KyPvjbpDrH/zE+dByVs22T//csoKpnRV4qZJ/3XiljH17xXbft6XdNOMt+aFbUmNvk4q+/VezNumwLUssy2q533ZXyVqlI9/m81ZHbZ+K3G2D5jTbZe/JvmZfue2tTSIiYiV/OivxIu5qvBbR5V/JtZf9Rd4vibqfaxFpm+5cpKXfm/u3dqnc+YfrZerKOhGxv/cqoPUdd0G+8Srb38c3rAR905XatsWekNZcu+NFWCY9cINc/8yXbm2d/m9bZbcNU31ft1zGXHadvLu8Rr7fCnD7x7eXpn5nmeu/6RrWDk9uX8a/zTFtxr/25ONb3Ft7Q+z2Zbd7Zntt9P0b6QfFkSlLPn32Trny/nedHTZ3TtjpHbry07Tqfbn20ntkea12z/uON9DuCe314/9ndXInspNatf42pbTb1z/gqml8jTw57gXZlJTvvcOu3THilbuukTHPfu18lrRS327XDq6eobXYIiKJjTJm9BXy1MzNIqLbkdvU+dXyt6M6CHSRp2dWy+Ipf5czzr5Zvq5ydZdt5vUWmbDdOXvxC1eL3++X4Rc/LPXucVNuOV78fr+cee9U9+D2nyudks3ma+j2dZ/mY9rqUqLtbT7TrfWhHdL2Oo7Ost1Kt72tHpMqOzXeRpe8Lhdder0sCYuIWM4Oq1Uhz972B7lszItSZW1bz53e0Xb1EHF1O7eOIiJibZK7/3CePDm3TkREEpYzX8x/7R9y3sU3yazSWMv12rn3NtYXze2vt/tsp7f6vdj1l2jdlNeNS97gvhc3cuJvD3NWnQ3Tsfk1FPHGGsrLK504380rrgrDthEK+N1p+zDpn2P5qsbxfm/PnM15ozbAjlBVUUljXJwoCi1p99xU9Ns6jrYkEpLmpD5OynIFkiDc1ERTzFnhM02zZcUgVYTW7v20pCPHXe2IReNsH7lCud78DdWVlFfVu9EeWq0Txp1U1bv+9sp/B6UMQFDFI7jl6iNZ8MaLfL0lihZnldRA0LbjcCgpxy/DOQeERP1m3p/8GftcfDnH7JWDlh05HzvOfI7D0rY/Wmu0CKZptHu83sHml3IdJndSOacMbWNrZ3XQKbPFGUynnKhcZ8nmq4tu+dwVPkO5x6fKSIWjlJZy9K7s0dMujh+A1un84g9Xs0/0M176bBUJy7V3FLf/3XqLKy+CkKjfwtTJnzDkwss4fkAeeoeRo1r3vd4uu67zDG//nWEo13a4RQaM5qGjfTlq/mnTBwrTAK3tZkdAaXac/jbZdHf2HLTQrnykWsB1Wm0rzwrDkOZnQERvV3ar52C7eilDbfNMfZ8V1v8WjkwZHHrulRyXu4wX3v+auKWd9nBlKnXP0ixjjiN706alTJmxgTNuuowBue5+SrtitePnt/nZ3+Y75fSR3X4fbVPeDn62HW5ayYXbN07/Oc/Jt+0JZbjjktbbyGWL7LR+PtzP2pEJ0Ror5cTZsJwbfnsSRx59HIefOgY1/Ci6+lK5aL8b4gZ/2PrJs0yYGuHUc4aBaLSTec1ZoVcQa6ylorreaRfDyQSLbYO/G78/rgdPjnmQNTHlRLva5gICSrAT1WzZEMMwDCoqGxh88vW8+p8xDCtwdRcFiO0myWo1zztCRTQSdR1bU/52CSLuZztybNW25WSSbpW1ORaJ0ewv19zhmmSyVaZwt47N3uqAKGf3MlZfTXVDwtk5+gaDfhH3OlaU2uoq6sIJV2dpnSTQGQ8MBfVVlTTEdHPZSinsqsVcf9FVTFkYJsNvYWvHs82iiN/e/ggP33wOBaZgJa3meoKNpZ053Eom0Wgsy3aulapHYz2VVTXEtaMnKnEyfGPX88atV3H30/NJS/Nh2dqJmGRp9j39Ol544m4O6BRs7prW915ZF3X/Vs1zsJW0mvXF1PyRtFq39Q/LLh5i0jU9weKNCY+yqesZHJgLaHcCTNTy4Wsv8fGStSwvKcXnK+Tocy7jt8cNclKHG06EhPR9fk7nurE88NJX/OeK/UFrWsWOc7YADcXWBdN55/Ov+XreKmK+IP3/r73zjq+iShvwMzO3pBdCAiSEkgAJvYpiQ1RUFEXF7rp2XV3buu7ae11lbaiggg0FsVIEpPfeCT0EUkgjBdJzy8z7/TFzbwIERcVPWOf5/XYNc8/MnDnnzJn3vOctZ13KndedQyQGtWV5/DD+Hb5cnMTLr5/J6JtuYH6La/l25H2UL3iXZ0fu5R8fjeCclFBEUSjLWMz383fQrFU4pbk5VMZ2ol+HBCKjk+nRsy1SnsuUcW/w0aw43pn0BG29pSz+4QPe+riGh9+5E33TVN5+/V3yWl/NJ6MeIy3WgYGCv3QH306cxLrdu8guqiIiKp0b7r+Ps9NjgcOCsfwpUawPXkza+fyz2TbmrdtE6/iTae4CApEfgmUh6DBNFRvXZ9LqrGvo1TbaygB6pLfODMl29BuZR1G+kSPqEYuo6kHXOPjfVrSUJi+toh320xHKKwqqcgJv0SqWcBPSkmv+9jdWz1/Nlpx4eqXGms6eBzVEoO+r2bRhJy3OvIre7WJ/W9832daNFQyHVrfp8j/NIX2nHGmxeaTTm3oPfuYeB52uoB2x0o0VC4d+uH667Q4d38cNgTGlxnLRzfeSsWQJG3aW0L9rS/N7dEhbKFbSNeoKWLOthFOuuYX2MQ4sK4ufuMeRn77ptlEOu/fRXu+I5xw0LtRfJXg0ruuh47Kp8d7UsymqikPBFJ4NP2UFu9ix08U1Tz/JLae2tEy/frEIj4GKRi2fjvyYuq7/oqtTEB00TUynZaWKNQsWsXbtahZv2YMzqjN3PHgfA9qEmZGoEFqcdjah99zAO1Pv4M0rO2LogqYplgCvolfkMevLz9lY5ccwqlg4bQKn9vobnT2b+PCDiWTXujj71ke5upvC9M/HMm11NpFJ5/DwU1cRbwXmPPx9PvI7HmiLutKdjH9/LKv31tJr8KWkenby8aj32aD25olXnuP609ojYqBKHdsXTOKz7xdyILQz/3j0VipmvsZDz8+g950jGPnAWSj1+Uz84CMWZBZTXeEl7czLuefWC4i2bOYOMyESQVEMMlcuZHXmXvZsWMWitdtIPGkoD/37Hro2dwQX9PVFGxg75lt2FBawMyOfrkNu4KF/XE+isYtXH/wbb68soFm3HXz0xhj69DmdYeems3POeMZMXEBV8y7c/9h9NNs1nZGf/0iVTyE2+UxuuWM47Zsp5K37kfHfbOfU229iUKd4qCli5qwllOzPZ+mceewsd3Lujf/kwWsH4Daq+XH0U9z98iRqQ9oyb/x7+NJ6MvSv56HtWcGH741jR6WLwXc8wjUnJSKKQk3OSj788Bu2FO/H4YwisVMfrrv1WjpEmmFos1dM5qPxsygLb8tlVw6FNV/w6NtfEX/m/Yz+772kRGkH5W/5zRx75f6xwzB0c/uqaoNc2CVeBo9YIGKI+K1trzWj75Dk9Ktkg+nlIItevlIi210maytETCc3Q/x+EUM88t6F3aTTGc+a21K6X4JGN9a2StmGCXLZZbfKrD2VIiJSsfUb6dM6QS55eY7oIlK1L1fevv4UUcLOlVE//CifPP8PGX7jv2VDYZnMfGGowCkyPcdyfiheLtedPlhem7XXvEnRLOkTFSan3DpCFizbIdV+Q2pL8uTpy9OFuFslS0S8lftk8rNXCnSUJz75QVau3iDbVk6QPnERMvTV+VZtq+Tt606WXle9YW7nSp28cH5H6TD8dakJNFrOZOlFijz1JzWnacxBZk9HdULjv/+87fY/wyEmAD9t9nDweTY2TXKI+cZRWBc0OvX4MA06YfHUSrXH+vtXtqVhOcEaRfPkpHYJ8pdPN4lhiPj1gMmFIRu+HiuvfrQ4eM7EB4ZI8oCHJccnIoYufl3EkP3yTN+20veK0aZzrb+xc60hfl+d7MteLLd0iBZoJY+OXS7ldbqI5MvDp0YIaPLQ11tFRGTTxEcEEEfnf0mOdS0RkdUf3imA9Lx5pGVO45WJDw0SQC5/5UfzVo3Mh80/6+WDG7oJIPGn3CBfzForWzdOlfNSHUKz0+W7bQdMMxkRMXKmS8cQhPAe8vg7o+XRv5whTpC0G8eLSL18evupora/WNb6RKRwsqREJch1byw3b+v1isfjFa/XK16vR+rr68VviOQtfUtaRraQO8eYwSK2jr/XfIa7x0iFYZnH1WbLQ6e1krjzXxCviPzw95MEkGv/M08Mz35Z9OGDEquqEn/6XbI0M0+K9pWLiEjdlonSHYSoM+THfBHRi+TJi1IFkC5D3wyaHNXsnCJ3P/qlVIqI6OXy7l2ni6P5ZbKqRkSkRP59XpygJMobS/JF/NWSveYbOb+NIkpoT3lv7nbJz98n1YaISJ48dEq4gEP+/a1ljl2+RW7r3UwShr4o1SIivt1y64AEaXvxC1JYb1WgaKEMaY5AiFz00FjZuHq5PHhRqoAqN4xZI2YXH7tvzPFtTiPmNmZd7jYKsuvplNzS2s8wlzDuVt25/Prr6BEKeA5gRMXgUsoprgBzW9vchlFw0a57KwoLVrGtAlBV0/EEwVBUFCoZ/eKblHa6mMHtIvHWe4nqPJwRt53ClJf+zeTdfiLik+nZoT0xhpseZ57PjU+8ztdjX6Zny2Z06d6bKNWBFf2W3MXf800pnNI/ydyybHEmNw3tjiOsNQMHdCLcMAht3ppTu3QhShP8As7IePp0TSeB5vQZdAH9+/Ukvf9VXHNBCsvWrMcMPKiQ0HMw1101hBDAs7+c8FYx1FUWUdWozWxMTPMkCYZo/PkTGoWZ+plkOTYnAIFMt3IU2+7Bvhe7722OjKWBPKoxBQfNKSdEroXjFgFXKOEuM6DEr1VjBvy2y3dmUFYkdGwdb5kQYm6R1O1k5MRJFNYUM23yd3z3/VR80eHkLX+br9fst0wYQSGalO7N2L1nJTleQGsUhlcExRFCfNsUmrkVwEmLxHbEhqhgKETEN0fTInFbmbbDI5sTqmlEhrt/e8xv0azrq/S54CquG9yHzj2G8tBdV0H5El4dMwfdmhcVNYSoRDeaJ4cibxrPfTqPDSuXMfXNK6jcMIEHP1xG7zOG0F68+CLa0zF0H+NHjGBLLahOJy6XGe7S6XThdrvRFCjYuoWiqmJWbdkAQFzLJKI0lU3rV5JfZ5oVZvzwNiOWFnLF5efh1HU6Xzyc9slJ+CorUFwxdExuBoaBFhZLaofWtIiPBkANCSc2XkOLDMehG4jagjvuu4ckl0Lmlpks2+1FELasLeH8GwYSCeDdz9YtW/GXrmbZ9logloTE1mhSwLy1u0ALp227JMI0QRQXie07kpgYj2k84yQqIR5Ni8BlWW4snvAqY9aXM+zy8wjX/eiO9gwZcjI5U1/i3Xm7ATBUN1HxDjRXW4ZcOZwe/U7hvEGno2oGW5fuxA9oHDtR7bg2pwm8cPUVZdTXaiTFxwCByVDodsk9vHkJbJr9DevKVfZvy8MnGloTb0JImEZVbR4FFUC0GTtcAt7hFZtZOnsX6a8kYxiCQ1MQQ+h34WAcLzzO9LmZXNY+nZrqGrRmySRFYmWbM9Nsq4qDMEMIWK6FxsSg7S0mrxROj9YAnVqPH93rx28IigiaCC7FgcuwYtyKUFtXh6FE0SxKs5L2GESGRVO9p4p6wGmEcvW/nwdKmfXtOErFyc68clTncd2NfyxNbPv9dHH7Q/u/xtH2qd33NkfLLxkr9rg6FigH+Zf8aizJqaa8FH+9m8S4qOAPKiD7ssjZvIXIxHUsLzL9WFRnD1597VxOa2EK3QEb8tBwhf1VeeyrgY4u5TDzHtE9mDnLBJ/XG1z06X6/5cdkVsbQ/Y38lX4jimD4fei6QfPYiGCirMSEdoQoCvkrd1AGJFjPbHg96JLGqWf2waE66NJ/AADL586hTFFIKsliwaJVRNfk0e/S64lWUxAf5Cz/lhETFqJqGqphYDijGPr3hznn6qeYm3wlrdLTWDFjErOmLjdlmRoPlR4gzMOqqbNAcRKmqoiqkXLe/SxecBXuhNaAUOe3kigafjw+QTQ/iuoy/SZ8OrpDUDRTQdv6jIsZ1vcV3ls+n8+nb+SC2xPZ4o3j/LYJpqFkSHue+GAGFxc66ZaQwzdjf2TFrnJ0RWF/pZl8T/d4zQSNCF5PPSKhlt+YYPjNvjHQgDpWTZ2LokbRMiwc0RxoIjSLaomq1jJzznqeGZKCZuj4vH50NZy4CBeGoeP16hi6gvqrExocmRNC+jOdFfVGKa/FDDlUvZPXH3+P+k4DufHKwbhitvCfGXMa+2Y0IIDqpMloi3U11B8o40B9remgoJhOVq6wSDBUvDVWunBFAd1vrqQ0Fb/e4LAVcCYBSBh4M88OXcJnb75HvweH4ixZTVZ9Hx5/YBgOVcGLiqZYC4mGhzQnJ8vRRbWcLUUaOdKqKvt3zOSZl36kxxXXMnRQXyI3fcr3y3x/SB4Umwbt7UHh4o6ijIjp1HUkO+kA5mJOOW4c/GyOJWJmO/3J/m2qjAS1kepPCYiBzLI/MTZt/tyI5ej+/zG//NZ7HcvFkKKoCH7qDkmKKPUHqKhO5B8vvMiFkU2d2RCCUkQB1YHjCNU6KABGozCUDef/TCV/ZfTvwPX9fj347rsdLkIFjHpTfrEKoviAqCgiY0NABI9Hx+V24KmsNZ1JY1ty0kk9CDe6c8bQa3Fan6tlmxby/ujRqE4nqs+HP6wVrS67j8HtkxjQNZ/nnrgfb/+bGHpaN14fPbmRM7eHmpI6FPzsLClGUQwM3UVSSnvTafgwfxqlIaipQqOtLzNzMKGp3HLLFXyw/F2mTfyMKe2HENcqlRZhqhngQ1Vpmdafgq0juP/BHVx5+830aBvFN0skOHcqjZy2gw7GBhy826MAPnzV9WAY6IHdfQV8fi+GqNQVVKBDg2+H6KaTrKoFfe9+j4n4uN43DrRhWLMEwqIM8ksOACA6KOhMfepfjMtI4IG/X0a7hAgMv890GGjiqTxehaiw1rSKAqx1lpmnDYhOIqGDg2WbtmMogiGm5zx+g9AWLejRvz2IoKOY26OGWGcDwW3VhhTSOFpwwxMPMKxHKJu2Z7KjNIoHx7zBRenh6Lphxhm1XlDF2hGQYHQbsa7fIPyJoaOLgJHH8zc+yt72l3Drxf1pEaHh8/pRG2mbDWtwHfV2r81vwoyQ9NNCUlNlTI/5n3/9VFW1Bfj/WRQzssFP9m9TZczx9JMCPFiKAVuAtzkyPz/+Tsx7HbkS5n8iE1riCvNSWFoJNJg2KHGtialax+hRCwEw/Kbi0DiQycbs/WDlaUAEj1ejWUQyzcPNKxy6yJCgEB6I0GPdyTKtUhVzF97lcjZ5TmPznMC5gd+DZp9NYv6gORxWpCwDn67jUQWtVQyBtUlARkCxZA5LkagoEJEQT6go7Fq7mr16J5yJiwAAIABJREFUFLEx0ThV8Htqqa72ctKNL7OvpISSoiKKy0opzs7g/v7xlG6ewMk9TuZbz0BevvsSereJsTLUKlbbhxDbrhUCLP9xMQWiompWjQPRgYRgPQSCcfDFaNw25t860PuS67gwOZQDSz7m1Ynb6HpyN1TDwK8oKEoNXz99CX0vf5Wed77E1YNPJTpEO2gsNPRd4IZm5CCRwM6IAoaOEEZCemtEAYeKFWnMT2nVAVQxaN27LS6aSObbqK9+ut9+Hce9EG8ArjY9SE0NZ9vuPLORRQX87Fm7CR8KLgB/DTt35uJRNDT8eH0+q0/M4ER524toldSXDlGAFWIKxQxUQ2g61//lAvI/+oA5JQqaMwRNU9m1YTPtel7B8H7RoChERoTi1EIIbzwRKQohIW5URyhhoRqgULLya55+YwPDbr+Z4UPO4fwLB5PeMhxQ0DTVGicKbrcL1R1KmGquOMPCQnA4QwkPD6wQHYSFhOAMCyNCUUDfx+4N21FDTYstX1UhWdklKC4nht+LzwA1LATV4SYsLIyAqZ/N74Ph91C4cwlj3vqcTYV1QONJ2Crjqyd/+yI+fOsLtuyrDxxlw4wxPPvqN5RZNlhCo74KTK7+Yj59/SU+nLLF/P2EC/doc2QEb00Jy2ZMYOy4xdQBGIemGRe81ftY/MN4PvpiGYHRQ30Oo156kfGWDeah4yIwBsu2/cizz45kU7HvoOM2f04ah/gzh4yfpd++y/NvTaM6ICT+bveqZ9a4N3jlg/l4oGGO+38mIFPEpPUmKVFha3aBpSBV0AWU5n249IouTH3sr7z49QpqfDoHCjIYN245uF3BJxOlipzt5aSk9iXZCehymJm+ooXicjlxONyEh4ebv6thhESGIuKnnhBU/Gxcn4E4HLjdbtxKQMGnEBoWgsPhwBkSglsBcJkygsOBOySkQbt7+FMCcKC8AjNSlsq+kl3UGgpDrjqLSCxFc0gILqcDhyuE0DArhKJqXq/reReSHiF4d0zhsSdHkV1RRenu1UyeNp8SQ8MZEk5MdDSRkZFERkYRGxNFqLOeyc8/T8Z+B/37doOaSjZvy6Ze0XC4nKiGAbgYeOVwEkUoX/QJL4xZYlpVVGSzcOl6agCnolNnmFGEQhxQXVRALRASForb4cDhdBMaYgrdfj+oCf25/vqBqNTQ8fRBpESZArZTVfDuWcDIF6fiiOlK7/bRVJdtY09RFZrDgUNVgjsEHp+gqjpaaAhSVUxJHShKKKEhLhwOJyGhThQcDL7uBuKlmoyiKjRNRdOcVOZnYdCT2y/uB4AaHk6Y24HD4SYkxG3KeqFuq99CcZpa1mMynuE4F+JRFEQXCEnlmrNPonjVZmoV0FQdcDPorxdRuORFLr/5EcZMnEe5FkFV1hJGvf81JbVeVARUQfHnsHiXjwHXDsWMUKlaYb4UNMUAURn6z7d47mo3/7r1PqYuXMHC2eP5eHEYI179B+1cOjUl2SzfmEFh/hymrdyDx4rt6q0qYd7C+RT6t7JxzQ6qvTq4DVZPfZH01qn0P/1Mzhp4FucMvpC/3PkYMzLKcDgUavdlM335cvblZ7BpZyFV5YUsW7WGIt9GVq7cTZ3XS0XhVpat20DN+nWszikDZypD/9qDb56/idv+PYLv5qzH0TyK/AUT+HjKOqp9dWyZP4e1/u1krN1AWY3XjFdvc2wRUyDy1e5n9cQ3ufOBkWTVm9qURoqUYJkVX/yXOx94j2xPQOPiZ92cL3n7ze8pqDcLiyGNFl3WB66+gAmj3+Wz7zeiA8of9OGzOdaYu31VBdt44977eP7TDeYW7EETu1mmIn8LI/5+Ly+P32zaPgpQuYeP3x7JVzN3mONBArkmGvxrAIq2zeOdN8ewLqeawy5v8ycj4NwvjRQGHpb98BlvvzOdEv0nTv3Ft2qYy0Sse0kVc74ey8gP51Fh1eOPQAkEtYjtybWndmXPii3oimkPr4iBSAS3Pfsed56u8MRVA2jfqTP9L3yY4qS+9GwVjug6iiooNZksLQhh0DXn4QJ0Gu94KWB42btqLlN2luD3Z7F0+UpKKuuBaM4ddgXNlBref+bvvDXue3aX1OLz+ynJWENGTgWoKnhLWTZ/NX6/nzWrl5Gxrx6jeheL52/A7/ezeNly8qt8pqPtIU0Z+Hd51nrmLl/Nwjlf8tqoefS6+kUeH97DNNFFZ/eaZWTu9eMvyiRj424MzJ1fQ4TQjkP474j7ae2uZ/67d9M+uRdXPzIGLaUP7S2fvaClgBjofgNBo0VKB8DPF/++g4dHT6dUi6UZOv5Nq1mVkYcAbc6+lXdeuol4pYhRdwyi/+BreeS1b6nRoggTiOt2FmelR7Nv9lju/McIFm6vRENn2/JlZJT48eeuZ8GaPQgKmvgRHJx/+WV0734lN17exxxalrJUjYinXUoo/gMLuPnqO5i2ZCeRCYnofj8Zy1eQXQtK886ce8HJGNXrePq+e/lo2jZQoDJ3PUuX78bvL2P+0jVUeg3aDrqLMS/8lW0TRzBxwQoWTf4vn60M46GPPuDyztGAULBxFeu2+vHXbGTe8gxqKvaycNEi/H4/u9avJqvSZ/bxMXoFFDne1TNWymtv9kyuve4T7vx2POe1EnRDQVPqWPHD16zI0jnj8qvo28Zg+qeTULqcxZCT2mD4/eBwULnyAy56PoP3JrxNz0hzOjtItLXS7ipGBUunz2BPfRjxMVG0634yaS1CEQw8B/axZes2yqp14tt3pVtKK5wa+GsPkLl9M3vL6olvk05aamtCtX3M/Hwqxe5IpKKM8soaBCjdnUFWRUdeeP8Jkn2FZGzZxoFqjTZdu5EcBdmZ29hbXk9Cu650bt8cf0URm7dsp7IujPY9u5HaMhqp2cvkLyeTqydzxV8uIal+B59PWUvXcy+hd2sn2Vs3sTO/nKj4VLqktyUqxHmEhrVpEhEMK8EJqE2as4gY+L1+VJeLmqVv0fOsiYzYtZjh7bRggprGZSrmv0bv86fyTvZCLk4yt2O9+wvIq1Jp27Ylmm6gaCp7F62gqkMa6S1jLNs8nbKcHGojWpAcF07QPkoakukEzHIatEANyVU0TbUSAgmqqv3xW9l/AgLJccxcXCqaemicbTOZjtcHISEqH1x6Km/XXcfamffh1g1EU1ECZfwKIW5h5JABjHXexpopd5pRGTSdkj25+JslkRjtxtAF1V/JuvnbaHfeycRaHzHq9rMnr4L4lHZEOg6po5Ug7LBxIYJuGMGEJrpfNz+WmnaYpvHPTCCJlRlH3zRZQDm4v812tmLIi26miHdoDX4xVkIkFMU67+cbONB3BqAe9u5z+NygqeYOj6JQk7mNnVUOevZORRMFRVOoK9lLgcdNu9bxaNZiMGAsGhwXgSR0jXwwgsmcCJj8WZGgDNMOuSJjE9lKND26JKNauQGqi3IoMSJpl9is0ffXqm/QnONgMzGxkiGaz2EmPlNUzTRJ/bVYMkXlhglce+9cnps2hr6RBjoKmmX2YVTlM3fGHDLL/XQ5cyhndWlh1lU3UDWN/OmvcMVHNXw5/nnauuQwmULER2n2TjbtzscwILRZG7p1TiEmzAXUs27mFFbtKiPl9GGclaqydHkGPsLp1LMn7RLCwVdBxur1FNX40F1RdO3Zm9buA6xevpEKHQhPoHevrjQPC7zYgmEoqKqP8Q8M4vq3lvKXN3/kP0PbsHH9WsqMZC68fCDNHGLFKNcpztrC1t3F+A0HLVK60q1jgqXVFUzHQIPdqxeyLGMXdY44Tj3vQrq2NG3nD58MzFGj1xQwc9IsSmhGv4Fn07V1KGunTSBjfzRnDBlMalyIdbqX7YvnsHJ7DnVKHAPOO5+ebaKD37gDWauYPH8dtOjBsItOJUY1KNi+ga25ZYiq0bx9N3qlJpiKLUVB8exj+a5qenVOIVRtXCMo2raYH5dlEd2mO2cP7kt0+U7GT15KSIf+nD+gK2EOMKr2MnXyLAq9UZx76SV0bOaitng3azdmUq8ouOLa0697B8IcZttlrZjN2kIvLvETlTaAs7u2sp5LKN2zmY07ijA0ITKpC73auti6YRNltYLDFUfXfj1ICD+G7qjHLFjl70ggvu7qL1+WO1/6zozPGUiB3IiDMusG4vn6y2TMv/8pH8zKMg8fKf13E9cT+RVpv40Kmf7uKFlW1uSP8uPoUbKx8tfGCz78vF8Us9jmZ/i5Fjw8bbJ304fSM+JkmbjLjO0bTOfciNo170i3yNPk+1zz3/ohMckNEZHqNXLHkPtlTu5PV+VIsaaPJga1Hab69+Vn27eJAl/ecob0uMDK++BvIn23iHx2/QDpc8m74rXKHHxJs3zGly/LX26Z0HC86Qo0XcdfmbrepmmOJjV90+f9XPr4n7tvk51rfdcq5a077pZXJuw2D//S79pBVzxiBazfiuS56+6SUbP2BY8fqXzTh3//0Wi+Z16Z/f6Tcv87c813K3DfJvJEGLrR8Hx1ufL6vf+UL1cViIhh/vYL+H2eLhAn3itfPHCGqKoq17w+/7Ayv6Rpm3qsXyoPNS1uGU1eO9iOh1XyKL5tR/1D0+/IUV/viHX/43KLaM8888wzx25J8PugKObiOalrT9w585iX66RrSkucamClHtASENRSKKqC7q1k9bTJHEg9m+su6Ipq/ESkBkVBETFX+pa209QyNNJGGIaZ7vig7IjWcV3HQEX17+HlOx9h/j6NDq2boQE+Tx3lhZksmD4HOpzFqR2bmVt3ja8HGGKg65YexLKN04NaFfNYMA225RyjIEFtjqoEUnObUQCUXxhe8c+NtW6vK2Le9+P479vv8O2ibbhik0hJijXTkYvpjJS7YTbvvz6Sb1YUExddxazvtnLKHbfQrZlqaUMMstfNZNR/RzJpbSnNIw7w4/c7OePOm+gco2B4q9mxajqffb6JdgO64i5cx7M3X8/bswro2D2Bqso6WiS1xFmbz8yvJrJws9CrRyKKbkYb8JXtYtpXn/LmyPFsKqglMbUjzcI0BEGvKWPFnCnMXlJN1x6xLJswkhdGfoU/sRddkiKsrHr2qDjWBJRTZZnLGTdmFG+MGc/mfC9JKanEhTka2r2umPmTxvHaq19QEBqFvmU+a6rTuOUvA3Aa5o4MtYXM+e4zXnttAvsiYvBumMMGb3duvvYkHCLUHdjDD59PZHVuKD07J7Bp0hvccNczZLpa07aFzn5vFMlxoRRnLuXT92cjSR1pHesOjs3cDXP56N33+GzSEmpccXRMaYnDcharKNzEVx/PpCaiDc3VLEY/9ySfLy+le9/eRLuOoIT7kyGGj+KsVXw1bglhKR3wZv3Isw+9xOJChc490ol0guheirKWM/6jJUR1bEfu7FG8MjGD9JN6E+NSUahh45zJvDNqNFNW7aVlajqtolxHfD8Dtrt5G+YwZvRI3h03mewDGm07pBDlUq0oZip1BVv57vMxvDH6W/K8oXTq2o5QTyFfPXcn/3hrCpGdOuKSKhxRrYhx17FhwWQmfLOLtNPSMfK3MmfOIjZtz6S4GprHx+HWFKpKslg6bzE5dW5at4xFo54tCyfz3rtv8eF38zmgR5GSmkyICnpVNp88cguPjVlIQpcUxFtJWFwSkWoFK2d+y7czCul6cgfcljacumIW/TCRt94Yy6LNBcS06UBijKmtFV8V21bP4utvdtOhf1uy503g+ZfeZreWSv9OCb9pMJrfW43Unt2py5jOqv3RdG0bj6pYkWuC31krQIRqauj9daUsnvwD6kmXcsVp7UGOHPLSvIa5E2r2n2IF1Gi0+xAIZajrwd2TgK27oRuNvv8qitJwzExncaj23/zmb5o6mm9X5dPhnBu45rQURPebz6GoHLzp1lC/oMzRuI2s+xlilj2qKGkSqF9gZ4VGOy2BZ1N++tqWHGNYOz2B6DFiGMF2OlgGs9pUOPzdUWi4lpi7o0jja5vRbxr3N4F2EkE39GBZ1XJ+VRQJ9qlp9nh45DlDD/R7g1x6pH77zfxhy4dfgbnW8cmWZXNl8fo8c7XUxLLITLzmlW0rF8qi9TlWud9/pWRqEAwp2DBF/nbleTLg5P5y8sn95ZTTBsqwmx6XKSuzxG8W/N3rYvMLMHTRDRGjZpc8cskguX3EFNmTtUtWfv28pMV3k/8uKLAKemXhZ8/Lvc+NlYzcXNm1abE8dV1/CQ8dKJOzvFYZj8z96Bm578VPZUtujuzcuEgeu6qPhIefK9NzdBHR5UDeVnns0k5C9A2y3S+i15fL7FdvlmacJuNWZ0l+0T6p9tTJ3lVfSHpkqPS76WuzmoZITeYMuffWe2XyykzJ3r1TJj5zvbTpd6lMyawVEa8Ub50rw7u0lBZ97pOvZ0yVieM+kn9c2EPCWl4iC/f55UiaBJtfT0CDlDPrTTn7jCvkqzVZkpmVIf+59lRJHfiQZHtExBDRq7fKs/ffI+/PXCPZu7Nl0dR35LSWkdLt8g+kXkTEL6JXZchT990jY2avk+zde2TBpDelf3yE9L7mY/GJiK++WrLmvyctlDAZ8vBcERGpzFspt3dJlW4XviaZ+wqlqKxSaiuK5fsXLxfoJp9tqLJqWi/zRj8uf392rGzdmytZa6bLzQO7ysAHP5VqXaS+qkxWjPuXhNNSbnt5vEz6/iv54v3npVtUpJzz4FfiExHR/X9erb0hIoYh9RXF8sN/rhcnPeSZ9z6REU8/JLfecJHEhjml8yUvSbFHpKYkT759/krR6CUvf/GtvHTLuZIQ301GrasU8R2QL0e8Kh/P2igFe3Nl+nv3Sccul8nkXbUiYojP5xe/P/A/XfxWJtE1Hz8sA8+/U+Zt3yOZWSvk/oFdpO/1b0uF9WkrXfel3HXTozJ3c67szlolt56SIqlD/iOluleyF7wrnUmWe0Yvkvx9RVJWXScHctbJnWe1FtrcJ3kiontqZc6IG8WtJMh/FuSLXxfxGSKGN0fevv95WZhXLYbUyddPXCfn/fUF2ZidJbvWT5FhHdvJ5c//KLqIeOuqZNvkl6QdqfLkV2skv7hI9tfWS1nmYhnes7lE9HpWDoiI6CJ6RYY887c7ZNSPayRnT7bM/egxSe9yirw2b6+IGLI/N0OevKyHqHHD5OOpP8jXn4+T1+6+QELc3WXMGjOLZ1M7V7+kQ82mq5V1C+bIyq3FZhcfNkFa5Yxa2bBkvizfViTWzX/DvY8xhqll91Tlyls3niud0tLk/H99IPkHqsVvZ6D+n+aEEuJFfkHK68Yv9x+0XVyzv0QK8vOluKyy0dHj6MW3EZFGqbgLZsvgXoPl000+65ddcnXPJBn22kIREanc8q1ccs7NMq+RqdSur/4pEQyQSXtMIX7/holy0eDbZElFQ5lt4+6VcM6UGfkNk+nkRy8Wd/zNst20wpG93z8p8Zwjc/eb/zZrsEeuSm0jp9/xnXnQv08eH36qDBuxsFHl98otXWOl7SUvyj6/iEidvHVBH2nR7R7ZfsB6jtyp0i6xpfxzWp55bb89Bo8lgY/+wjdvl36XvGKaxohI7pRHJa7NGTLNzKUuk5+6TS579JtGM8B++eeADpJ63jvWOR757rGb5YqnJje6eon8vU97Sb/4Q/GLNa15NsiguEQZ9tR8q0ylPHdKN+lzxafmP6207UWzXpAwtY98sblGRETK134sPXpfIFPzG66+b/5/JI4YeXyaaW4oeyZLHyVBbnpniQTegtnPXyhK35tktynFH1eyy/83uqUMqlj8jrRTUuSRL9dIINv6+s8ekDAi5aEpZluWzH5dWivJ8sSkHSIikp+ZKfu9Intmvy3D7/1IKgxdfD5DxL9TroxySu+bPw+2eRN3lnEPXibn3DU+eGT5m9dKbLdrJKNORHzZ8sCQc+WRb3cGf9/63etyzdUvSraISNlsOUlJkSemmJ3vtXQOY28fKJEdHpSAmkLKl8lpSVFy5mMzJCC8Vm/+Xl4YO9s0OZFieWzYILnl7TXB+4y9vb+0ufgFCX7lMidKZ9LlzWXmJOj1iYjUyyvD+kjLk14Qc4rzyIRHhknvW0eLP3gln7x9dXdxd7xWNh4wj8x5/CqJijhPZuQGJtRdMrR7cxn06gIREfH/VuWc8WtliuNMMLaqVru/WHLzCmRfSYkU5ubI3pIDjdrX5n+R4zs6zWH8gpTXljmKSIO5yv8XAaensJjmtEpMJKFZJATMfmwDl+MORTWdzZSWZzFp2Qz+ml7F5tVL+e79T9iQV0WIy4wrO+/Tzyl09OLUZiBeLyJCYsd0UiMMan1mcq5ZH39BWUgfTo5qKNO6UzopETp1eoNpVkxIOBG6Hszy6/H4EAz8XjMFmOgg4qKlwwV+Mz2HZ+dcps3fx+n9umCI4PPpGEoSd95+NjnzJjJnpxdEqKs3aN66K52iHeZWYFQCzd1OcgpLzee1Y9wcUwIRoE7720iWTXoYf1EmSxbM4OOvF1CHA4cb8G5g7Oeb6HvKKSgi+OoNRGI4OT2JCPGYPbJ/DR9N2Eb/ASeDCD6PgdCcU9ITCcNrRp4xQJwhtNKcSCCrnXjw6QZi6BhI8Lg7JII4Q/BaxRaPn8gBRyd6J5omIX4xiD91OBf28vDuB1PwAeKvxyMxdOnWGYe1xZyQ1A4pLaeoFsyAZn/e8ROYvb3eOrwSR78BfXGLTr1f6HXNXZzbxc0Pk1cBgq++Bp8k0rdPRwxDSOzQgRinsH7uLOYvGMuNlw1n+PDLuOyqf7G/Wx/S4nzU+qrZvXENa9etZ/26daxbt42yWh1QuerF8cx67xrKcjazcPb3fDF9LeJ04nSDvnM2sxfW0iOtrZVzxKDzZf9gwpeP0haQOnMu0v0+M2qMboAIce4wwvy6ObZ0gdj+3H1xT5aPe5fl+xVU6pk9t4Ae3bviBMRozpPjZzD23h7kbl/LnMmfMHX5btyhTgI5Fj0eLwaC7vda9xIQjXh3KC6/3xw9NVv5euJaevTugyaC7vUi4uCaW67Et+dHxs3fCyJ46usJie5I9+Qoy2E3gsS4WPLzigFQf+tQVH6tTHGciU5WxUNjEkhu3Yr45s1pmdyGpObRDcmHbP4nOc5G4tFx1LbeyuF2Xv8fmBFDCE6mIoIcTXIWmz8Mc33lwNi3hjeeHcnivFp6XXgZfTvEUGsF6N6zbieiqpbfhOWjgIGZckAFPOxZlwmawyxj2RkaGNDYDk5p8HkIojT6Lfin0lA3oCIvl+ryMkSx7q+CKkJ0u/Yo1VUU5VeD4kRVBL/Pg8eyAVQUBUUU5HdI+WxjIoDmVlk36WNe/2AKB9wpXD7sLCIcupnCrzSbwuxSnKEODKvvFEXQFUEUs4i/eDdFOWU4Qx1mxAXL58VQjINsfw+3+wzYkgbUHI3LCQFdTcGWLMTrxW8IiqpgoCKuKKISW3Jgcz6VBOZWnfr6etM2VFXNj4Qd3hRoWL4E+sZTV48oGioK4kigd0xLlLxyzPDFAAq6rptRAz0Ggk5xVgl9hj3O95O+Z/LkSXz/7SRmL13BhNduIqpkObf2Ool+ffvQp29f+vYdxFcbzaCMrhAvcz9+j1FfLsIX34fhF56EqvtQFKgvLcVbW4niJJiHRMSMRGLWooGD5qHG2UQUHUHj0r/fRFzeQsb/uBup3k2W4aBLt1bBqC4hzhIm/PcNJszbTmTX87nozE54Pb6gMNHYUrnxvQItqAEcKKR8TyGKakWLU01b48ikZFS/UJRZbNpUCxi6l3qRYOQaRRTLjvvgPvktHO8yxVETiE5kNLLxtvmf5oQU4k8MlIZMnbaD6XGNGAYooBcv5dYrHqO0y3DuunwwKYmRZsg0K8uaQ/VSWV2KV1VMjacIKBqKWA7KKDhUDxVVgTKG5aimogQdmax7BjLvWf8Ofk6DTssH1RCA0Ohm4KhkU94+FMOMLS+A4jWgeRxJbaMBH8F8xI3CTjaODm1zbDFj/AurPnqSu19by9C/P8DQAWlEORWMoObOgUoZpTV1qEEnKgVNUcCwNKGKA0XKKK2pR2lURlUUED2o6WwQqBv6M+CM33i3r6HHzf+PTYymsDKH/EoFEcUqq4KhENsrmRgCC0bloMWAHPaHTYDgYtxyHHS4HMT3SARAN13mgm2qqgoKKmEOP3sWLaEMEJ8Hj8+HiI/y8hKqok/ji1072L59Bzt27GDHjhVc2ysa0Jn8zP08+e1+brz3bs7t1Ra3FWpaRHCGx2Kou1i4MQ9VUdD9fnMe8JVSXImZYjIQsEEkKGkftDRTVAyBsG6X8bdBMXz3+ccsWL6FyFYnkRoKfkNBoZT/3nIX47Jbc8/d13Nyh1aoYpgzTEBgDDoLNuyEm/cyMQBCoglrprMxby+KYgTbSfELWmw4SektzbLWuQcJzrZgemQCYToDYT+P5wWHzTHBFuJt/vQEEi0Vr53F8jVVDLqwq/lDfS2eeoiIMrPj9b2oHzvXf83UjDpUp8ucIA0fnvpa6qrrADf9hvZh2+qJzNjuQXW5TW294cdTX01ttS94T7fLjcvlwmntdRq6jqhOwqPMide0iHAR4nLhdrsAiOx6Bv3Tw5j1yQx8qoLT6UBRFPYVlJHc93wGtjczBrvdbjNTINa32uHC7XLhdNk5A449AW2nh4UffwMtetMnzuzUmpo6FM2N26FAfDc69VT4fNSXVCsqrhCHqUH1+vCUV1EDOJJ7ktrNz6ejJlKnqLhCtIYypZV4sXbxFRehThdOpzNYB79fcLjD0BQFRUwjLZfLjdvpwuUyp/lTr7wQ554VzFpWhKJohKgKChWUVsVy1bBBaIDidFnnNIwVl8uF0+nCaQ+fgxB0FNWJoii4nAqqfw+r6ptx0ZCTAXC4XbicIYS4zZjQimLmnjjlsrPYvegdHv9gOYbTjdvppD5/K0tW7MAICSMxtRNpaZ3o1KkTnTq1IyZUA4qYOXY6CT1OJznMvH9NVR1OVwgORcGV3p8u7XXGPPU8W6rB6XSiKtUzBieJAAAKQUlEQVQsnraMcgdg6PhFISQ8wpyTdHOMhLjcuJwuM5GYgpXCPJbr7ruR2umjeHTcZk4Z0gvEQNUUqNrK9M9X0GPQWYQD4KG2yktIaBghAYHR0NFRCY2INHcidR3QCLXmPAWgWTcGnZfG+s8nkYOK4jDn08rSIpq3PZ1hpyUB4A5x43K5aRh6Tlzug8enjc2fGVuIt/nTE/j2RCR1JNq9miefGMniZcv4cdJC8iuLWDxzChuyi+nxlye4rUc5dwwewlsTZ7B40VzGT11MkT+PrN15+HSD0297ghvSCrjp3KG88/VMFi2ay4QfllLszyNz1178hoHuqSEjcyuFxQWU7a9FF4ho1QK3sZKJn3zHtB/ns3e/QX1FNiuyMskt3Ee1x49EpPHSK08Tvfpd/vX5Ukr376do5yK+W+jguafvoYXDwFtTwu68PWTn5lFS60UMP9VFuezOzqFg7z5qfccyNaNNAy469ktm/az/8tpXs1kyfx4L12VRkreJH76fR7EvmUeefRjvrKc48/rn+HHBImbN/oZFGTsp3pdNdpkXIyydR59+kKofHmXgTS8xa+EiZs76iqWbd1FYvIecA14MDGoLs1iRn0V+4T5qPH4gjOTWGtsXfMOXc+YyY8lO0L1k79xMlm8vpSX78ekGyec9wGvXpzP6iX8xb1cxFftLWPzJRFxp1/P4ld0xdB9lBblk+rLJyy/G69fRfXXk5WTh25tHUUm1teNkgxqCg0xmTJ9FUUk5+0sLmfKfccSd/lduP7MVht/DvsJ8cn1b2LJ9L17dMmES6DTsAZ4ZnsL7d55Ot9Ov5PbbbuCK+ycSm96baE3Q/fpBJhHmgj6K9L7RTPv0eT6ZtohFs2eyOjOffVmrmDp1FWWurjz73CPEbf+UfqknccPNN3Hx8LtYZrQnLQwIiyPRnc/Mrz5j2px5rMvaj7+uinU7t5JXUEB5VT1WpGIMETqeezWDUkBp0Z8eUab5igLgbkXHLvW89+rTTFmwjHnTprGtuISda+cyY9VWyjzgjGtBc3bxw/hPmDZ7LlvyqvDVlrB65zayCoqoqPEgRHH3U68ySJ/F3U9/TWHZfkqKNvPR51nc+dDDnNxM8NdXk5uXTUFuDkWVdRiGTn1VIbv37GFvXiFV9aavkK1rtvkzc0LEibex+T0x7YMVQlp2omtbJ2sXLqDA346rbr6Kju46iotDGDTsPJKbt2TIxefhLt7I7AVLKQvtzKUXnESYEkF6v560b9mMsKgkLrr4XLT8tcxZsIwDkd259Pw+hKqRpPftQfvEWIzyHDbllhDfNpn2KZ1o0yKWmLYdSKCIpYs3k3LWJQxMj6Vw8wZy/E46dmxHSucONI9wE5t2KsMGtmTJ9Nns3b+fnZnFnHTdXQzv3wpD/OzfvY0dlV6S2ieT0jmNlpGwZ/M2KokgLakNnTqnEBfmsr98xwzTlhdFpUO/vjjKNrNoSSZJp1zE9cNPpWJHDqEpp3D+yam0SjuNi05NYvvCWSxevYeOgy7mtHaRhHdMo0daCs2jI0jsOpAL+yewZf4slqzOJf3cSzilTQQRndLplpZCsyiNgowMCggnrUM7OqS1Jy4igtReqRRvX86msiguvfoCmskB1m/JwtmsJSltU0ltk0CIO4L+l15KqncLkxdup+5ADlm+9tz/8E20DgWfp5JtGTuoDYsltU170jomotYWk5GZT2R8Im3adqB9Uhxuh/rzToD/o4gVx71u9xI++CyXM68+icqsrWxev4a9EX159F9XEusQPJUlZGzbgyuuOQnxrUnvkEyEWwMRFEc0A4deQFtHHbkF+dRFduKexx/inLQYDAFNU4M+NwHbe0Vx0+XkntTsWsniVcX0GHI5Vw7uSl5mHi17nsOgzokk9hjI4H6JlO3dTUltKOffeB/3D++DwwBCW5HWwcWaFYvRkwZw6eCu+Au3kVFUSWL7NrRPSyO5eSQOzcp1ERJLC1crzrlkEO3jw00be0BxxNGzfyq5qxaxOkvn3KuvYXCPBHJ2l9L5zIvolxyJEtmaDkkGK5ctIbTTOVx8egdqczLYWl5Hm9S2pKan0SomlJAWnblsWD/2LJ7Ohr37KcjaTfyZ1/H3S7ujiEH1vt1s2VtO83aJtElNp128m5Jd28ivFDq2akNKt460iAz90+ctsPlzo4jt+WBjc3QcRXKRwEf+96tCw/W99V5cIa7/l/va/HaOJjfN75tMqXF6eD8evwPL0sNO4nSUGIaBqqqUzR9Bj7O/YmTuKi5P9lPndRDqgoPb+AgcobF/6ztsCByei+f4XW41fl7d40Fzuw87bmNj89M4/ugK2NgcTxiWk6sYoGpmdjczKIPlJGQ5saqqucWsahqi62Y2PFVpoox5nUAZTTUd4XTdjyEKmqZZmeoEQw84nJlOcGIY+HUdFBVHI+2cGUpQxRXiQgwdQQ1muxMx0P06goLm0Kwsvjp+3czoqGmaLaz9XoiZgVABDCs6iWHpSEwnM8v3wdKuCiqaYmWJDkTeOIoygf40x4XZn2JlFSQYkcjMAmmOQw1VUy13VUHXDRTNFOB1XUcNjomGjJCKqpkaYREzG7UIquYwx++fmMDTq6oZkcbr8SK4CHEKui5WO2NFCdGtfrPaMngRJZiNW1FVxPrvz0UvEzEsn07TIVkNji9zvlCDY0dFwXKc1hosZg3DdI0WQLMyV/p13SxnzRUH3y+QyfOQehhmRnBrkrScUk17/8A8dOi9mpqXGjKQYwrwYqCL0jDGmpgnxcqOLoqKptkR32xsbCHexqYRqqoiIqYTF5ipohsH2lVUNM38wAU+kIp2SCTeg8ooh5dRFDSH85D4vQqqphykpFNUFad6uNuKompoVjSIQIz7hkurOJzqYeWdqh0t+HdHUVEVsaLOmIdUOEjrqpoDw1x4WQu2Q4dPsIxihXc8pExT/amopsDdoIpVUDUHh3e7KRCZdbD+bvSbqmnm/YOHFDSHw441bSEAhk5VVSVVlFNaUoGkND9oPgDMKCFNtn/D75qmWXPN0bWumX5eLCHdRDXjigZpGDvaYQ5vwbmtYYLB4TiyW9yRtOENYy1Qb8WM0nXYvRqGY1PzUuB4YK5UFDX43lg/HjZPKqqKo4k50cbmz4ptTmNjY2NjY/NzWJYp1WX5ZG7PpKCilvC4ZLqkdSAhJvR4tlyxsbH5H8UW4m1sbGxsbGxsbGxOMOx9KRsbGxsbm19A42zcNjY2Nn8UtibexsbGxsbGxsbG5gTD1sTb2NjY2NjY2NjYnGDYQryNjY2NjY2NjY3NCYYtxNvY2NjY2NjY2NicYNhCvI2NjY2NjY2Njc0Jhi3E29jY2NjY2NjY2Jxg2EK8jY2NjY2NjY2NzQmGLcTb2NjY2NjY2NjYnGDYQryNjY2NjY2NjY3NCYYtxNvY2NjY2NjY2NicYNhCvI2NjY2NjY2Njc0Jhi3E29jY2NjY2NjY2Jxg2EK8jY2NjY2NjY2NzQmGLcTb2NjY2NjY2NjYnGD8H9r4+sgMLNHEAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('../image/revised_resnet_4.png')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"- (b)의 경우 BN의 위치를 addition 뒤로 옮긴 경우.\n", | |
" - BN이 propagation path를 방해할 수 있다.\n", | |
" - train, test에서 original보다 결과가 좋지 못하다.\n", | |
"\n", | |
"\n", | |
"- (c)의 경우, relu를 residual net쪽으로 옮긴 경우.\n", | |
" - original의 경우 residual 함수가 ($-\\infty, \\ +\\infty$) 범위로 나오는데 (c)의 경우 residual net의 결과가 항상 non-negative결과가 나오게 되고, 이로 인해 망의 representatiion능력이 떨어져 성능이 나빠진다.\n", | |
" \n", | |
" \n", | |
"- (d), (e)는 pre-activation의 성능을 확인하기 위한 구조.\n", | |
" - relu가 진정한 identity mapping을 방해해 이것을 움직일 수 있는지를 확인.\n", | |
" - (e)를 사용하면 BN 다음 relu가 와 BN으로 인한 Regularization 효과를 얻게 되고 결과적으로 original보다 좋은 결과를 얻게 된다.\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 3. InceptioV1(GoogleNet)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('../image/inception1.png')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"- 위에서 보이듯이 매우 복잡한 구조.\n", | |
"\n", | |
"\n", | |
"- 입력 이미지로 224x224x3 크기를 지원.\n", | |
"\n", | |
"\n", | |
"- 같은 layer에 서로 다른 크기를 갖는 convolution filter를 적용해 다른 scale의 feature를 얻을 수 있도록 하였다.\n", | |
" - 1x1 conv로 차원을 줄이고 그것을 병렬처리.\n", | |
"\n", | |
"\n", | |
"- 또한, 1x1 convolution을 적절히 사용해 차원을 줄이고 망이 깊어졌을 때 연산량이 늘어나는 문제를 해결하였다." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('../image/inception1_1.png')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"- 망의 깊이가 매우 깊은 것에 비해 free parameter의 수는 12배 낮은 수준이고, 전체 연산량의 숫자도 AlexNet에 비해 적다.\n", | |
"\n", | |
"\n", | |
"- NIN구조를 많이 참고.\n", | |
"\n", | |
"\n", | |
"- 위 그림의 파란색 부분으로 다양한 scale의 feature를 효과적으로 추출하고, 노란색 부분(1x1 conv)로 연산량을 감소시켰다." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## NIN(Network In Network)구조와 설계 철학\n", | |
"- 네트워크 속의 네트워크.\n", | |
"\n", | |
"\n", | |
"\n", | |
"### 기본 CNN 구조\n", | |
"- Convolution과 pooling layer을 이용한 feaure extraction부분과 fully connected layer를 이용한 classifier로 구성된다.\n", | |
"\n", | |
"\n", | |
"\n", | |
"- local receptive filed에서 feature를 추출해내는 능력은 우수하지만, filter의 특징이 linear해 non-linear한 성질을 갖는 feature를 추출해내는데 어려움이 있다. \n", | |
"\n", | |
"\n", | |
"- 이 것을 극복하기 위해, feature-map의 개수를 늘려야 하는 문제가 생긴다.\n", | |
" - 필터의 개수를 늘리게 되면 연산량이 증가.\n", | |
" \n", | |
"### receptive filed란.\n", | |
"- 외부 자극이 전체 영향을 끼치는 것이 아니라 특정 영역에만 영향을 준다는 것에서 비롯되었다.\n", | |
"\n", | |
"\n", | |
"- 영상에서 특정 위치에 있는 픽셀들은 그 주변에 있는 일부 픽셀들하고만 연관성이 높고 거리가 멀어질수록 연관성이 낮아진다.\n", | |
"\n", | |
"\n", | |
"### NIN\n", | |
"- local receptive field안에서 좀 더 feature를 잘 추출해 낼 수 있는 방법을 연구.\n", | |
"\n", | |
"\n", | |
"- micro neural network를 설계.\n", | |
"\n", | |
"\n", | |
"### Micro neural network\n", | |
"- convolution layer에서 filter대신에 MLP(Multi-layer Perceptron)을 사용." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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