You cannot select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
1130 lines
713 KiB
Plaintext
1130 lines
713 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# 의미론적 분할(Semantic Segmentation)이란?\n",
|
|
"\n",
|
|
"![sementic-segmentation](./images/unet1.png)\n",
|
|
"\n",
|
|
"U-Net은 컴퓨터 비전 영역에서 풀려고 하는 문제(task) 중 의미론적 분할(Semantic Segmentation)을 수행할 수 있는 모델이다. \n",
|
|
"\n",
|
|
"의미론적 분할이란 이미지 내에서 픽셀 단위로 분류하는 것이다.\n",
|
|
"\n",
|
|
"즉, 각 픽셀별로 어떤 클래스에 속하는지를 예측하는 문제를 말한다.\n",
|
|
"\n",
|
|
"이미지 내에 객체 존재 여부를 예측하는 문제(이미지 분류; Image Classification)에 비해서 객체 경계 정보를 보존해야하고,\n",
|
|
"\n",
|
|
"전체적인 이미지의 문맥을 파악해야 하는 등 조금 더 높은 수준의 이미지 이해를 요구한다는 점에서 까다로운 문제에 속한다."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# UNet이란?\n",
|
|
"\n",
|
|
"![unet](./images/unet2.png)\n",
|
|
"\n",
|
|
"U-Net은 이미지를 압축하는 수축 경로(contracting path)와 원본 이미지의 크기로 복원하는 확장경로(expansive path)로 구성된다.\n",
|
|
"\n",
|
|
"각 모듈을 인코더(Encoder), 디코더(Decoder)라고 부르고 모델의 구조가 U자 형태를 띄고 있다고 하여 U-Net으로 부른다. \n",
|
|
"\n",
|
|
"의미론적 분할을 수행하는 여러 모델들은 자율주행, 의생명공학 등 다양한 분야에 사용될 수 있다. \n",
|
|
"\n",
|
|
"U-Net은 MRI, CT 상에서 병변을 진단하거나 장기, 세포 조직 등을 분할하는 등 의료 영상(Biomedical) 분야에서 좋은 성능을 발휘하고 있고, \n",
|
|
"\n",
|
|
"U-Net 구조를 기반으로 한 모델들이 매년 다양한 문제를 더 잘 해결하는 모습을 보여주고 있다. \n",
|
|
"\n",
|
|
"paperwithcode에 따르면 U-Net이 해결하고 있는 문제의 10% 이상이 의료 분야와 관련되어 있고, \n",
|
|
"\n",
|
|
"의미론적 분할을 수행하는 모델 중 가장 많은 논문 수를 보유하고 있다.\n",
|
|
"\n",
|
|
"의미론적 분할은 기계가 수행하기 어려운 고난도의 문제임에도 불구하고 해당 영역의 최신 모델(SOTA; state of the art)들은 꽤 높은 수준에 이른 것으로 확인된다.\n",
|
|
"\n",
|
|
"paperwithcode에 따르면 의미론적 분할 영역에서 학습 및 테스트할 수 있는 대표적인 데이터셋인\n",
|
|
"\n",
|
|
"Cityscapes test/val와 PASCAL VOC 2012 test/val에 대해서 벤치마크에서 1위를 달성한 모델들이 각각 84.5/86.95%, 90.5/90.0%의 mIoU(mean Intersection of Union)를 달성하였다. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# overlap-tile 이란?\n",
|
|
"\n",
|
|
"U-Net의 논문 제목 \"U-Net: Convolutional Networks for Biomedical Image Segmentation\"에서도 알 수 있듯이\n",
|
|
"\n",
|
|
"U-Net은 의료 영상 이미지 분할을 위해 고안된 모델이다.\n",
|
|
" \n",
|
|
"CT에서 혹의 위치를 찾거나(nodule detection) 배경으로부터 망막 혈관을 분할하는(retinal vessel segmentation) 등 병변을 진단하는데 도움이 줄 수 있다. \n",
|
|
"\n",
|
|
"일반적인 이미지와 다르게 의료공학 분야에서는 고해상도 이미지가 대부분이기 때문에 많은 연산량을 필요로 한다. \n",
|
|
"\n",
|
|
"고용량의 의료 이미지를 효율적으로 처리하기 위한 방안으로 overlap-tile 전략을 고안해냈다. \n",
|
|
"\n",
|
|
"\n",
|
|
"![overlat-tile](./images/unet3.png)\n",
|
|
"\n",
|
|
"\n",
|
|
"노란색 영역, 즉 타일을 예측하게 되면 다음 타일로 넘어가는데 필요한 영역이 이전에 예측을 위해 사용했던 영역과 겹치게(overlap) 된다.\n",
|
|
"\n",
|
|
"따라서 이 방법을 overlap-tile이라고 부른다. \n",
|
|
"\n",
|
|
"논문에서는 overlap-tile 전략은 \"GPU 메모리가 한정되어 있을 때 큰 이미지들을 인공 신경망에 적용하는데 장점이 있다\"고 말하고 있다. \n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"# 데이터 증폭이란?\n",
|
|
"\n",
|
|
"\n",
|
|
" U-Net는 overlap-tile 이외에도 데이터 증폭이라는 방식을 사용하여 모델 학습을 수행합니다. \n",
|
|
"\n",
|
|
"의료 공학 분야에서는 훈련할 수 있는 이미지의 갯수가 적은 반면 조직의 변이나 변형이 매우 흔하기 때문에 확보한 데이터를 증폭하는 과정이 매우 중요하다고 합니다. \n",
|
|
"\n",
|
|
"데이터 증폭이란 확보한 이미지를 반전시키거나 회전, 뒤틀림, 이동시켜서 더 많은 양의 이미지를 확보하는 것을 의미합니다. \n",
|
|
"\n",
|
|
"U-Net 외에도 레이블링 비용 감소 등을 위해서 다른 모델에서도 데이터 증폭은 많이 사용되고 있습니다.\n",
|
|
"\n",
|
|
"\n",
|
|
"# 참고자료\n",
|
|
"\n",
|
|
" U-Net 논문, \"U-Net: Convolutional Networks for Biomedical Image Segmentation(2015)\" [Google Scholar]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# 손실함수 재정의\n",
|
|
"\n",
|
|
"![weight-mat-loss](./images/unet4.png)\n",
|
|
"\n",
|
|
"의료 이미지 분야에서 많은 세포들이 모여있는 경우, 즉 동일한 클래스가 인접해 있는 경우 분할하는데 많은 어려움을 겪는다. \n",
|
|
"\n",
|
|
"일반적인 세포와 배경을 구분하는 것은 쉽지만 위의 예시처럼 세포가 인접해있는 경우 각각의 인스턴스(instance)를 구분하는 것은 쉽지 않다. \n",
|
|
"\n",
|
|
"그래서 이 논문에서는 각 인스턴스의 경계와 경계 사이에 반드시 배경이 존재하도록 처리한다.\n",
|
|
"\n",
|
|
"즉 2개의 세포가 붙어있는 경우라도 둘 사이에 반드시 배경이 인식되어야하는 틈을 만들겠다는 의미이다.\n",
|
|
"\n",
|
|
"이를 고려하여 손실함수를 재정의 한다. \n",
|
|
"\n",
|
|
"weight map loss를 의미하는 항을 추가했는데 가장 가까운 세포의 경계까지의 거리와 두번째로 가까운 세포의 경계까지의 거리의 합이 최대가 되도록 하는 손실함수다. \n",
|
|
"\n",
|
|
"이렇게 하면 모델은 낮은 손실함수를 갖는 방향으로 학습하기 때문에 두 세포 사이의 간격을 넓히는 식, 즉 두 인스턴스 사이의 배경을 넓히는 방향으로 학습하게 된다. \n",
|
|
"\n",
|
|
"이렇게 하면 세포나 조직이 뭉쳐있는 경우에도 정확하게 인스턴스별로 분할이 가능하다. \n",
|
|
"\n",
|
|
"이런 의미에서 세포 객체들 사이에 존재하는 배경/틈에 높은 가중치가 부여된 것을 확인할 수 있다. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# 데이터셋\n",
|
|
"\n",
|
|
"![dataset](./images/unet5.png)\n",
|
|
"\n",
|
|
"ISBI 2012 EM Segmentation Challenge에 사용된 membrane 데이터셋\n",
|
|
"\n",
|
|
"왼쪽의 세포 이미지는 512x512(grayscale)이며, 오른쪽은 세포와 세포 사이의 벽(배경)을 분할한 모습이다.\n",
|
|
"\n",
|
|
"실제 레이블된 값은 세포는 255, 배경은 1로 지정되어 있다.\n",
|
|
"\n",
|
|
"```\n",
|
|
"dataset/\n",
|
|
" train-volumne.tif # 훈련 이미지\n",
|
|
" train-labels.tif # 훈련 이미지의 분할 레이블\n",
|
|
" test-volumne.tif # 테스트 이미지\n",
|
|
"```"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Dataset"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dataset/\n",
|
|
" train/\n",
|
|
" input_000.npy ~ input_023.npy\n",
|
|
" label_000.npy ~ label_023.npy\n",
|
|
" val/\n",
|
|
" input_000.npy ~ input_002.npy\n",
|
|
" label_000.npy ~ label_002.npy\n",
|
|
" test/\n",
|
|
" input_000.npy ~ input_002.npy\n",
|
|
" label_000.npy ~ label_002.npy"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## 라이브러리 불러오기\n",
|
|
"import os\n",
|
|
"import numpy as np\n",
|
|
"from PIL import Image\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"## 데이터 불러오기\n",
|
|
"dir_data = './dataset' \n",
|
|
"\n",
|
|
"name_label = 'train-labels.tif'\n",
|
|
"name_input = 'train-volume.tif'\n",
|
|
"\n",
|
|
"img_label = Image.open(os.path.join(dir_data, name_label))\n",
|
|
"img_input = Image.open(os.path.join(dir_data, name_input))\n",
|
|
"\n",
|
|
"ny, nx = img_label.size\n",
|
|
"nframe = img_label.n_frames\n",
|
|
"\n",
|
|
"## train/test/val 폴더 생성\n",
|
|
"nframe_train = 24\n",
|
|
"nframe_val = 3\n",
|
|
"nframe_test = 3\n",
|
|
"\n",
|
|
"dir_save_train = os.path.join(dir_data, 'train')\n",
|
|
"dir_save_val = os.path.join(dir_data, 'val')\n",
|
|
"dir_save_test = os.path.join(dir_data, 'test')\n",
|
|
"\n",
|
|
"if not os.path.exists(dir_save_train):\n",
|
|
" os.makedirs(dir_save_train)\n",
|
|
"\n",
|
|
"if not os.path.exists(dir_save_val):\n",
|
|
" os.makedirs(dir_save_val)\n",
|
|
"\n",
|
|
"if not os.path.exists(dir_save_test):\n",
|
|
" os.makedirs(dir_save_test)\n",
|
|
"\n",
|
|
"## 전체 이미지 30개를 섞어줌\n",
|
|
"id_frame = np.arange(nframe)\n",
|
|
"np.random.shuffle(id_frame)\n",
|
|
"\n",
|
|
"## 선택된 train 이미지를 npy 파일로 저장\n",
|
|
"offset_nframe = 0\n",
|
|
"\n",
|
|
"for i in range(nframe_train):\n",
|
|
" img_label.seek(id_frame[i + offset_nframe])\n",
|
|
" img_input.seek(id_frame[i + offset_nframe])\n",
|
|
"\n",
|
|
" label_ = np.asarray(img_label)\n",
|
|
" input_ = np.asarray(img_input)\n",
|
|
"\n",
|
|
" np.save(os.path.join(dir_save_train, 'label_%03d.npy' % i), label_)\n",
|
|
" np.save(os.path.join(dir_save_train, 'input_%03d.npy' % i), input_)\n",
|
|
"\n",
|
|
"## 선택된 val 이미지를 npy 파일로 저장\n",
|
|
"offset_nframe = nframe_train\n",
|
|
"\n",
|
|
"for i in range(nframe_val):\n",
|
|
" img_label.seek(id_frame[i + offset_nframe])\n",
|
|
" img_input.seek(id_frame[i + offset_nframe])\n",
|
|
"\n",
|
|
" label_ = np.asarray(img_label)\n",
|
|
" input_ = np.asarray(img_input)\n",
|
|
"\n",
|
|
" np.save(os.path.join(dir_save_val, 'label_%03d.npy' % i), label_)\n",
|
|
" np.save(os.path.join(dir_save_val, 'input_%03d.npy' % i), input_)\n",
|
|
"\n",
|
|
"## 선택된 test 이미지를 npy 파일로 저장\n",
|
|
"offset_nframe = nframe_train + nframe_val\n",
|
|
"\n",
|
|
"for i in range(nframe_test):\n",
|
|
" img_label.seek(id_frame[i + offset_nframe])\n",
|
|
" img_input.seek(id_frame[i + offset_nframe])\n",
|
|
"\n",
|
|
" label_ = np.asarray(img_label)\n",
|
|
" input_ = np.asarray(img_input)\n",
|
|
"\n",
|
|
" np.save(os.path.join(dir_save_test, 'label_%03d.npy' % i), label_)\n",
|
|
" np.save(os.path.join(dir_save_test, 'input_%03d.npy' % i), input_)\n",
|
|
"\n",
|
|
"## 이미지 시각화\n",
|
|
"plt.subplot(122)\n",
|
|
"plt.imshow(label_, cmap='gray')\n",
|
|
"plt.title('label')\n",
|
|
"\n",
|
|
"plt.subplot(121)\n",
|
|
"plt.imshow(input_, cmap='gray')\n",
|
|
"plt.title('input')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAnUAAAHWCAYAAAARl3+JAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAABMRElEQVR4nO39e1xVdd7//z8BY+NpgyfYcBOV7KDmqbCIDo4ml1tlmpisSXOKjDT9QpNQHuhy8FCfDw6Ox9Hk6mqMZtJJ/dwmm9TBCA9UIibKeCi5zNHBLt1oKewkBZH1+6Mfa9yCCokii8f9dlu3ca33a6/9Xmvab5+uo5dhGIYAAADQpHk3dgcAAABw7Qh1AAAAFkCoAwAAsABCHQAAgAUQ6gAAACyAUAcAAGABhDoAAAALINQBAABYAKEOAADAAgh1uKlkZGTIy8tLR44caeyuAMAN8VPHvUGDBql3794N2pdu3brpueeea9B14sYh1AGX8eWXX2rmzJkETABAk0Cow03lmWee0dmzZ9W1a9fG7oq+/PJLzZo1i1AHAGgSWjR2B4CL+fj4yMfHp7G7AQBAk8OROtxULr22pFu3bvr5z3+uzz77TPfdd5/8/Px066236k9/+lOtn8vJydGLL76oDh06yG6369lnn9Xp06c9ar28vDRz5swa333xtSQZGRl68sknJUmDBw+Wl5eXvLy8tGXLlobeZADw8OGHHyo6OlohISGy2Wzq3r27Xn/9dV24cKHW+vz8fD3wwANq2bKlwsLClJ6eXqOmvLxcM2bM0G233SabzabQ0FBNmTJF5eXl13tzcANxpA43va+//lpPPPGE4uLiFBsbq+XLl+u5555TeHi47rrrLo/ahIQEBQQEaObMmSosLNSyZcv0r3/9S1u2bJGXl1edv3PgwIH6zW9+o8WLF+u1115Tz549Jcn8XwC4XjIyMtSmTRslJSWpTZs22rRpk1JSUuR2uzV37lyP2tOnT2vEiBH61a9+pdGjR2v16tWaOHGifH199fzzz0uSqqqq9Itf/EKfffaZxo8fr549e2rv3r1asGCB/ud//kdr165thK3EdWEAN5F33nnHkGQcPnzYMAzD6Nq1qyHJyMnJMWtOnDhh2Gw245VXXqnxufDwcKOiosJcnpaWZkgyPvzwQ3OZJGPGjBk1vrtr165GbGysOb9mzRpDkrF58+YG2z4AuNSl494PP/xQo+bFF180WrVqZZw7d85c9rOf/cyQZMybN89cVl5ebvTv398IDAw0x8I///nPhre3t/Hpp596rDM9Pd2QZHz++efmskvHQTQtnH7FTa9Xr156+OGHzflOnTrpzjvv1D//+c8atePHj9ctt9xizk+cOFEtWrTQhg0bbkhfAeBatWzZ0vzz999/r2+//VYPP/ywfvjhBx04cMCjtkWLFnrxxRfNeV9fX7344os6ceKE8vPzJUlr1qxRz5491aNHD3377bfm9Mgjj0iSNm/efAO2CjcCp19x0+vSpUuNZe3atatxrZwk3X777R7zbdq0UXBwMHewAmgy9u/fr+nTp2vTpk1yu90ebaWlpR7zISEhat26tceyO+64Q5J05MgR3X///Tp48KC++uorderUqdbvO3HiRAP2Ho2JUIeb3uXuhjUMo0G/53IXIQPAjVJSUqKf/exnstvtmj17trp37y4/Pz/t2rVLU6dOVVVVVb3XWVVVpT59+mj+/Pm1toeGhl5rt3GTINTBUg4ePKjBgweb82fOnNHx48c1YsQIc1m7du1UUlLi8bmKigodP37cY1l9bqwAgIawZcsWfffdd/rrX/+qgQMHmssPHz5ca/2xY8dUVlbmcbTuf/7nfyT9eEe/JHXv3l3/+Mc/NGTIEMY1i+OaOljKW2+9pfPnz5vzy5YtU2VlpYYPH24u6969u3Jycmp87tIjddWD5KUBEACul+ozExefiaioqNCbb75Za31lZaX+67/+y6P2v/7rv9SpUyeFh4dLkn71q1/pf//3f/Xf//3fNT5/9uxZlZWVNeQmoBFxpA6WUlFRoSFDhuhXv/qVCgsL9eabb+qhhx7SL37xC7PmhRde0IQJEzRy5Ej9x3/8h/7xj39o48aN6tixo8e6+vfvLx8fH/3ud79TaWmpbDabHnnkEQUGBt7ozQLQTDzwwANq166dYmNj9Zvf/EZeXl7685//fNnLTUJCQvS73/1OR44c0R133KFVq1apoKBAb731lnnT2DPPPKPVq1drwoQJ2rx5sx588EFduHBBBw4c0OrVq7Vx40YNGDDgRm4mrhOO1MFSlixZop49eyolJUUZGRkaPXq0PvzwQ49TDuPGjdPUqVOVk5OjV155RYcPH1ZWVlaNi40dDofS09N14sQJxcXFafTo0fryyy9v9CYBaEY6dOigdevWKTg4WNOnT9fvf/97/cd//IfS0tJqrW/Xrp02bNignTt3avLkyTp69KiWLFmicePGmTXe3t5au3at5syZo7179+rVV1/VrFmz9MUXX+jll182b6xA0+dlNPTV5kAjyMjI0NixY/XFF1/wL04AQLPEkToAAAALINQBAABYAKEOAADAArimDgAAwAI4UgcAAGABhDoAAAALaNYPH66qqtKxY8fUtm1bXp0CNCGGYej7779XSEiIvL35t2ldMN4BTVddx7xmHeqOHTvGi4yBJuzo0aPq3LlzY3ejSWC8A5q+q415zTrUtW3bVtKPO8lutzdybwDUldvtVmhoqPkbxtUx3gFNV13HvGYd6qpPQdjtdgY5oAniNGLdMd4BTd/VxjwuRgEAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALCAFo3dAcDKuk1bX+faI3Oir2NPAAA3QmOO+xypAwAAsABCHQAAgAUQ6gAAACyAa+qAeqrP9RIAANwoHKkDAACwAEIdAACABRDqAAAALIBQBwAAYAGEOgAAAAsg1AEAAFgAoQ4AAMACCHUAAAAWQKgDAACwAEIdgGYpNTVV9957r9q2bavAwEDFxMSosLDQo+bcuXOKj49Xhw4d1KZNG40cOVLFxcUeNUVFRYqOjlarVq0UGBioyZMnq7Ky0qNmy5Ytuueee2Sz2XTbbbcpIyOjRn+WLl2qbt26yc/PTxEREdqxY0e9+wKgeSPUAWiWtm7dqvj4eG3fvl1ZWVk6f/68hg4dqrKyMrMmMTFRH330kdasWaOtW7fq2LFjevzxx832CxcuKDo6WhUVFdq2bZveffddZWRkKCUlxaw5fPiwoqOjNXjwYBUUFGjSpEl64YUXtHHjRrNm1apVSkpK0owZM7Rr1y7169dPTqdTJ06cqHNfAMDLMAyjsTvRWNxut/z9/VVaWiq73d7Y3UETcb3e/XpkTvR1Wa8VXY/f7smTJxUYGKitW7dq4MCBKi0tVadOnbRy5Uo98cQTkqQDBw6oZ8+eys3N1f3336+///3v+vnPf65jx44pKChIkpSenq6pU6fq5MmT8vX11dSpU7V+/Xrt27fP/K5Ro0appKREmZmZkqSIiAjde++9WrJkiSSpqqpKoaGheumllzRt2rQ69aUx9hmAmurzd0Rdx/26/n7rdaSuLqcrBg0aJC8vL49pwoQJHjU36nQFANRVaWmpJKl9+/aSpPz8fJ0/f15RUVFmTY8ePdSlSxfl5uZKknJzc9WnTx8z0EmS0+mU2+3W/v37zZqL11FdU72OiooK5efne9R4e3srKirKrKlLXy5VXl4ut9vtMQGwtnqFurqcrpCkcePG6fjx4+aUlpZmtt3I0xUAUBdVVVWaNGmSHnzwQfXu3VuS5HK55Ovrq4CAAI/aoKAguVwus+biQFfdXt12pRq3262zZ8/q22+/1YULF2qtuXgdV+vLpVJTU+Xv729OoaGhddwbAJqqeoW6zMxMPffcc7rrrrvUr18/ZWRkqKioSPn5+R51rVq1ksPhMKeLDxV+/PHH+vLLL/Xee++pf//+Gj58uF5//XUtXbpUFRUVkn48fREWFqZ58+apZ8+eSkhI0BNPPKEFCxaY65k/f77GjRunsWPHqlevXkpPT1erVq20fPnya9kfAJqh+Ph47du3T++//35jd6XBJCcnq7S01JyOHj3a2F0CcJ1d040Sl56uqLZixQp17NhRvXv3VnJysn744Qez7UadrgCAukhISNC6deu0efNmde7c2VzucDhUUVGhkpISj/ri4mI5HA6z5tI7UKvnr1Zjt9vVsmVLdezYUT4+PrXWXLyOq/XlUjabTXa73WMCYG0/OdTVdrpCkp5++mm999572rx5s5KTk/XnP/9Zv/71r832G3W6ojZcYwKgmmEYSkhI0AcffKBNmzYpLCzMoz08PFy33HKLsrOzzWWFhYUqKipSZGSkJCkyMlJ79+71uOwjKytLdrtdvXr1MmsuXkd1TfU6fH19FR4e7lFTVVWl7Oxss6YufQGAFj/1g9WnKz777DOP5ePHjzf/3KdPHwUHB2vIkCE6dOiQunfv/tN72gBSU1M1a9asRu0DgJtDfHy8Vq5cqQ8//FBt27Y1/0Ho7++vli1byt/fX3FxcUpKSlL79u1lt9v10ksvKTIy0rzbdOjQoerVq5eeeeYZpaWlyeVyafr06YqPj5fNZpMkTZgwQUuWLNGUKVP0/PPPa9OmTVq9erXWr//3HXJJSUmKjY3VgAEDdN9992nhwoUqKyvT2LFjzT5drS8A8JNCXfXpipycHI/TFbWJiIiQJH399dfq3r27HA5HjbtU63u6wsfH56qnK2qTnJyspKQkc97tdnPxMNBMLVu2TNKPd+xf7J133tFzzz0nSVqwYIG8vb01cuRIlZeXy+l06s033zRrfXx8tG7dOk2cOFGRkZFq3bq1YmNjNXv2bLMmLCxM69evV2JiohYtWqTOnTvr7bffltPpNGueeuopnTx5UikpKXK5XOrfv78yMzM9zkZcrS8AUK9QZxiGXnrpJX3wwQfasmVLjdMVtSkoKJAkBQcHS/rxVMT/+T//RydOnFBgYKCk2k9XbNiwwWM9lztdERMTI+nfpysSEhIu2xebzWb+6xlA81aXR3T6+flp6dKlWrp06WVrunbtWmO8utSgQYO0e/fuK9YkJCRccfyqS18ANG/1CnVXO11x6NAhrVy5UiNGjFCHDh20Z88eJSYmauDAgerbt6+kG3e6AgAAoDmpV6i72ukKX19fffLJJ2bACg0N1ciRIzV9+nSz9kaergAAAGgu6n369UpCQ0O1devWq67nRp2uAAAAaC6u6Tl1AAAAuDkQ6gAAACyAUAcAAGABhDoAAAALINQBAABYAKEOAADAAgh1AAAAFkCoAwAAsABCHQAAgAUQ6gAAACyAUAcAAGABhDoAAAALINQBAABYAKEOAADAAgh1AAAAFkCoAwAAsIAWjd0B4HrpNm19nWuPzIm+jj0BAOD640gdAACABRDqAAAALIBQBwAAYAGEOgAAAAsg1AEAAFgAoQ4AAMACeKQJoPo9/gQAgJsRR+oAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAA3SgA3Cd5VCwC4FhypAwAAsABCHQAAgAUQ6tCkdJu2vs4TcDU5OTl69NFHFRISIi8vL61du9aj3cvLq9Zp7ty5Zk23bt1qtM+ZM8djPXv27NHDDz8sPz8/hYaGKi0trUZf1qxZox49esjPz099+vTRhg0bPNoNw1BKSoqCg4PVsmVLRUVF6eDBgw23MwA0eYQ6AM1WWVmZ+vXrp6VLl9bafvz4cY9p+fLl8vLy0siRIz3qZs+e7VH30ksvmW1ut1tDhw5V165dlZ+fr7lz52rmzJl66623zJpt27Zp9OjRiouL0+7duxUTE6OYmBjt27fPrElLS9PixYuVnp6uvLw8tW7dWk6nU+fOnWvgvQKgqeJGCQDN1vDhwzV8+PDLtjscDo/5Dz/8UIMHD9att97qsbxt27Y1aqutWLFCFRUVWr58uXx9fXXXXXepoKBA8+fP1/jx4yVJixYt0rBhwzR58mRJ0uuvv66srCwtWbJE6enpMgxDCxcu1PTp0/XYY49Jkv70pz8pKChIa9eu1ahRo37yPgBgHRypA4A6KC4u1vr16xUXF1ejbc6cOerQoYPuvvtuzZ07V5WVlWZbbm6uBg4cKF9fX3OZ0+lUYWGhTp8+bdZERUV5rNPpdCo3N1eSdPjwYblcLo8af39/RUREmDUAwJE6AKiDd999V23bttXjjz/usfw3v/mN7rnnHrVv317btm1TcnKyjh8/rvnz50uSXC6XwsLCPD4TFBRktrVr104ul8tcdnGNy+Uy6y7+XG01lyovL1d5ebk573a767vJAJoYQh0A1MHy5cs1ZswY+fn5eSxPSkoy/9y3b1/5+vrqxRdfVGpqqmw2243upik1NVWzZs1qtO8HcONx+hUAruLTTz9VYWGhXnjhhavWRkREqLKyUkeOHJH043V5xcXFHjXV89XX4V2u5uL2iz9XW82lkpOTVVpaak5Hjx69at8BNG2EOgC4ij/+8Y8KDw9Xv379rlpbUFAgb29vBQYGSpIiIyOVk5Oj8+fPmzVZWVm688471a5dO7MmOzvbYz1ZWVmKjIyUJIWFhcnhcHjUuN1u5eXlmTWXstlsstvtHhMAa+P0K4Bm68yZM/r666/N+cOHD6ugoEDt27dXly5dJP0YntasWaN58+bV+Hxubq7y8vI0ePBgtW3bVrm5uUpMTNSvf/1rM7A9/fTTmjVrluLi4jR16lTt27dPixYt0oIFC8z1vPzyy/rZz36mefPmKTo6Wu+//7527txpPvbEy8tLkyZN0htvvKHbb79dYWFh+u1vf6uQkBDFxMRcxz0EoCkh1AFotnbu3KnBgweb89XXx8XGxiojI0OS9P7778swDI0ePbrG5202m95//33NnDlT5eXlCgsLU2Jiosd1dv7+/vr4448VHx+v8PBwdezYUSkpKebjTCTpgQce0MqVKzV9+nS99tpruv3227V27Vr17t3brJkyZYrKyso0fvx4lZSU6KGHHlJmZmaNa/wANF9ehmEYjd2JxuJ2u+Xv76/S0lJOTTQRvCniR0fmRDd2FxoVv936Y58BN0Z9/p6q61he198v19QBAABYAKEOAADAAgh1AAAAFsCNErgpcK0cAADXhiN1AAAAFkCoAwAAsABCHQAAgAUQ6gAAACyAUAcAAGABhDoAAAALINQBAABYAKEOAADAAgh1AAAAFkCoAwAAsABCHQAAgAUQ6gAAACyAUAcAAGABhDoAAAALINQBAABYAKEOAADAAuoV6lJTU3Xvvfeqbdu2CgwMVExMjAoLCz1qzp07p/j4eHXo0EFt2rTRyJEjVVxc7FFTVFSk6OhotWrVSoGBgZo8ebIqKys9arZs2aJ77rlHNptNt912mzIyMmr0Z+nSperWrZv8/PwUERGhHTt21GdzAAAALKNeoW7r1q2Kj4/X9u3blZWVpfPnz2vo0KEqKyszaxITE/XRRx9pzZo12rp1q44dO6bHH3/cbL9w4YKio6NVUVGhbdu26d1331VGRoZSUlLMmsOHDys6OlqDBw9WQUGBJk2apBdeeEEbN240a1atWqWkpCTNmDFDu3btUr9+/eR0OnXixIlr2R8AAABNkpdhGMZP/fDJkycVGBiorVu3auDAgSotLVWnTp20cuVKPfHEE5KkAwcOqGfPnsrNzdX999+vv//97/r5z3+uY8eOKSgoSJKUnp6uqVOn6uTJk/L19dXUqVO1fv167du3z/yuUaNGqaSkRJmZmZKkiIgI3XvvvVqyZIkkqaqqSqGhoXrppZc0bdq0OvXf7XbL399fpaWlstvtP3U3oAF0m7a+sbvQpByZE93YXWhU/Hbrj30G3Bj1+fusrmN5XX+/13RNXWlpqSSpffv2kqT8/HydP39eUVFRZk2PHj3UpUsX5ebmSpJyc3PVp08fM9BJktPplNvt1v79+82ai9dRXVO9joqKCuXn53vUeHt7KyoqyqypTXl5udxut8cEAABgBT851FVVVWnSpEl68MEH1bt3b0mSy+WSr6+vAgICPGqDgoLkcrnMmosDXXV7dduVatxut86ePatvv/1WFy5cqLWmeh21SU1Nlb+/vzmFhobWf8MBAABuQj851MXHx2vfvn16//33G7I/11VycrJKS0vN6ejRo43dJQAAgAbR4qd8KCEhQevWrVNOTo46d+5sLnc4HKqoqFBJSYnH0bri4mI5HA6z5tK7VKvvjr245tI7ZouLi2W329WyZUv5+PjIx8en1prqddTGZrPJZrPVf4MBAABucvU6UmcYhhISEvTBBx9o06ZNCgsL82gPDw/XLbfcouzsbHNZYWGhioqKFBkZKUmKjIzU3r17Pe5SzcrKkt1uV69evcyai9dRXVO9Dl9fX4WHh3vUVFVVKTs726wBAABoTup1pC4+Pl4rV67Uhx9+qLZt25rXr/n7+6tly5by9/dXXFyckpKS1L59e9ntdr300kuKjIzU/fffL0kaOnSoevXqpWeeeUZpaWlyuVyaPn264uPjzaNoEyZM0JIlSzRlyhQ9//zz2rRpk1avXq316/99R0lSUpJiY2M1YMAA3XfffVq4cKHKyso0duzYhto3AAAATUa9Qt2yZcskSYMGDfJY/s477+i5556TJC1YsEDe3t4aOXKkysvL5XQ69eabb5q1Pj4+WrdunSZOnKjIyEi1bt1asbGxmj17tlkTFham9evXKzExUYsWLVLnzp319ttvy+l0mjVPPfWUTp48qZSUFLlcLvXv31+ZmZk1bp4AAABoDq7pOXVNHc9tunnwnLr64Tl1/Hbri30G3BhN9jl1AAAAuDkQ6gAAACyAUAcAAGABhDoAAAALINQBaLZycnL06KOPKiQkRF5eXlq7dq1H+3PPPScvLy+PadiwYR41p06d0pgxY2S32xUQEKC4uDidOXPGo2bPnj16+OGH5efnp9DQUKWlpdXoy5o1a9SjRw/5+fmpT58+2rBhg0e7YRhKSUlRcHCwWrZsqaioKB08eLBhdgQASyDUAWi2ysrK1K9fPy1duvSyNcOGDdPx48fN6S9/+YtH+5gxY7R//35lZWWZb9oZP3682e52uzV06FB17dpV+fn5mjt3rmbOnKm33nrLrNm2bZtGjx6tuLg47d69WzExMYqJidG+ffvMmrS0NC1evFjp6enKy8tT69at5XQ6de7cuQbcIwCasp/0mjAAsILhw4dr+PDhV6yx2WyXff3gV199pczMTH3xxRcaMGCAJOkPf/iDRowYod///vcKCQnRihUrVFFRoeXLl8vX11d33XWXCgoKNH/+fDP8LVq0SMOGDdPkyZMlSa+//rqysrK0ZMkSpaenyzAMLVy4UNOnT9djjz0mSfrTn/6koKAgrV27VqNGjWqoXQKgCeNIHQBcwZYtWxQYGKg777xTEydO1HfffWe25ebmKiAgwAx0khQVFSVvb2/l5eWZNQMHDpSvr69Z43Q6VVhYqNOnT5s1UVFRHt/rdDqVm5srSTp8+LBcLpdHjb+/vyIiIswaAOBIHQBcxrBhw/T4448rLCxMhw4d0muvvabhw4crNzdXPj4+crlcCgwM9PhMixYt1L59e/M1ii6Xq8Z7sqvffONyudSuXTu5XK4ab8MJCgryWMfFn6ut5lLl5eUqLy83591ud303H0ATQ6gDgMu4+LRmnz591LdvX3Xv3l1btmzRkCFDGrFnV5eamqpZs2Y1djcA3ECcfgWAOrr11lvVsWNHff3115Ikh8OhEydOeNRUVlbq1KlT5nV4DodDxcXFHjXV81erubj94s/VVnOp5ORklZaWmtPRo0frvb0AmhZCHQDU0TfffKPvvvtOwcHBkqTIyEiVlJQoPz/frNm0aZOqqqoUERFh1uTk5Oj8+fNmTVZWlu688061a9fOrMnOzvb4rqysLEVGRkqSwsLC5HA4PGrcbrfy8vLMmkvZbDbZ7XaPCYC1EeoANFtnzpxRQUGBCgoKJP14Q0JBQYGKiop05swZTZ48Wdu3b9eRI0eUnZ2txx57TLfddpucTqckqWfPnho2bJjGjRunHTt26PPPP1dCQoJGjRqlkJAQSdLTTz8tX19fxcXFaf/+/Vq1apUWLVqkpKQksx8vv/yyMjMzNW/ePB04cEAzZ87Uzp07lZCQIEny8vLSpEmT9MYbb+hvf/ub9u7dq2effVYhISGKiYm5ofsMwM2La+oANFs7d+7U4MGDzfnqoBUbG6tly5Zpz549evfdd1VSUqKQkBANHTpUr7/+umw2m/mZFStWKCEhQUOGDJG3t7dGjhypxYsXm+3+/v76+OOPFR8fr/DwcHXs2FEpKSkez7J74IEHtHLlSk2fPl2vvfaabr/9dq1du1a9e/c2a6ZMmaKysjKNHz9eJSUleuihh5SZmSk/P7/ruYsANCFehmEYjd2JxuJ2u+Xv76/S0lJOTTSybtPWN3YXmpQjc6IbuwuNit9u/bHPgBujPn+f1XUsr+vvl9OvAAAAFkCoAwAAsABCHQAAgAUQ6gAAACyAUAcAAGABhDoAAAALINQBAABYAA8fxnXDs+cAALhxOFIHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgIcPo154oDAAADcnjtQBAABYAKEOAADAAgh1AAAAFkCoAwAAsABCHQAAgAUQ6gAAACyAUAcAAGABhDoAAAALINQBAABYAKEOAADAAgh1AAAAFkCoAwAAsABCHQAAgAUQ6gAAACyAUAcAAGABhDoAAAALINQBAABYAKEOAADAAgh1AJqtnJwcPfroowoJCZGXl5fWrl1rtp0/f15Tp05Vnz591Lp1a4WEhOjZZ5/VsWPHPNbRrVs3eXl5eUxz5szxqNmzZ48efvhh+fn5KTQ0VGlpaTX6smbNGvXo0UN+fn7q06ePNmzY4NFuGIZSUlIUHBysli1bKioqSgcPHmy4nQGgySPUAWi2ysrK1K9fPy1durRG2w8//KBdu3bpt7/9rXbt2qW//vWvKiws1C9+8YsatbNnz9bx48fN6aWXXjLb3G63hg4dqq5duyo/P19z587VzJkz9dZbb5k127Zt0+jRoxUXF6fdu3crJiZGMTEx2rdvn1mTlpamxYsXKz09XXl5eWrdurWcTqfOnTvXwHsFQFPVorE7AACNZfjw4Ro+fHitbf7+/srKyvJYtmTJEt13330qKipSly5dzOVt27aVw+GodT0rVqxQRUWFli9fLl9fX911110qKCjQ/PnzNX78eEnSokWLNGzYME2ePFmS9PrrrysrK0tLlixRenq6DMPQwoULNX36dD322GOSpD/96U8KCgrS2rVrNWrUqGveFwCaPo7UAUAdlZaWysvLSwEBAR7L58yZow4dOujuu+/W3LlzVVlZabbl5uZq4MCB8vX1NZc5nU4VFhbq9OnTZk1UVJTHOp1Op3JzcyVJhw8flsvl8qjx9/dXRESEWXOp8vJyud1ujwmAtXGkDgDq4Ny5c5o6dapGjx4tu91uLv/Nb36je+65R+3bt9e2bduUnJys48ePa/78+ZIkl8ulsLAwj3UFBQWZbe3atZPL5TKXXVzjcrnMuos/V1vNpVJTUzVr1qxr2GIATQ2hDgCu4vz58/rVr34lwzC0bNkyj7akpCTzz3379pWvr69efPFFpaamymaz3eiumpKTkz365na7FRoa2mj9AXD9cfoVAK6gOtD961//UlZWlsdRutpERESosrJSR44ckSQ5HA4VFxd71FTPV1+Hd7mai9sv/lxtNZey2Wyy2+0eEwBrI9QBwGVUB7qDBw/qk08+UYcOHa76mYKCAnl7eyswMFCSFBkZqZycHJ0/f96sycrK0p133ql27dqZNdnZ2R7rycrKUmRkpCQpLCxMDofDo8btdisvL8+sAQBOvwJots6cOaOvv/7anD98+LAKCgrUvn17BQcH64knntCuXbu0bt06Xbhwwbx+rX379vL19VVubq7y8vI0ePBgtW3bVrm5uUpMTNSvf/1rM7A9/fTTmjVrluLi4jR16lTt27dPixYt0oIFC8zvffnll/Wzn/1M8+bNU3R0tN5//33t3LnTfOyJl5eXJk2apDfeeEO33367wsLC9Nvf/lYhISGKiYm5cTsMwE2NUAeg2dq5c6cGDx5szldfgxYbG6uZM2fqb3/7mySpf//+Hp/bvHmzBg0aJJvNpvfff18zZ85UeXm5wsLClJiY6HEtm7+/vz7++GPFx8crPDxcHTt2VEpKivk4E0l64IEHtHLlSk2fPl2vvfaabr/9dq1du1a9e/c2a6ZMmaKysjKNHz9eJSUleuihh5SZmSk/P7/rsWsANEFehmEYjd2JxuJ2u+Xv76/S0lKuN6mjbtPWN3YXIOnInOjG7kKj4rdbf+wz4Maoz9+TdR3L6/r7rfc1dVd6rY4kPffcczVemTNs2DCPmlOnTmnMmDGy2+0KCAhQXFyczpw541HTEK/VAQAAaC7qHequ9FqdasOGDfN4Zc5f/vIXj/YxY8Zo//79ysrK0rp165STk+NxKqKhXqsDAADQXNT7mrorvVanms1mu+xt9l999ZUyMzP1xRdfaMCAAZKkP/zhDxoxYoR+//vfKyQkpEFeqwMAANCcXJcbJbZs2aLAwEC1a9dOjzzyiN544w3zUQC5ubkKCAgwA50kRUVFydvbW3l5efrlL3952dfq/O53v9Pp06fVrl075ebmelyMXF1z6elgwIquxzUbAICmrcFD3bBhw/T4448rLCxMhw4d0muvvabhw4crNzdXPj4+crlc5vObzE60aKH27dt7vBLnWl+rU5vy8nKVl5eb87wLEQAAWEWDh7pRo0aZf+7Tp4/69u2r7t27a8uWLRoyZEhDf1298C5EAABgVdf9jRK33nqrOnbsaD7g0+Fw6MSJEx41lZWVOnXq1FVfmVPddqWay13LJ/34LsTS0lJzOnr06LVtHAAAwE3iuoe6b775Rt99952Cg4Ml/fg6nJKSEuXn55s1mzZtUlVVlSIiIsyaa32tTm14FyIAALCqeoe6M2fOqKCgQAUFBZL+/VqdoqIinTlzRpMnT9b27dt15MgRZWdn67HHHtNtt90mp9MpSerZs6eGDRumcePGaceOHfr888+VkJCgUaNGKSQkRNKPr9Xx9fVVXFyc9u/fr1WrVmnRokUeN0a8/PLLyszM1Lx583TgwAHNnDlTO3fuVEJCQgPsFgAAgKal3qFu586duvvuu3X33XdL+vG1OnfffbdSUlLk4+OjPXv26Be/+IXuuOMOxcXFKTw8XJ9++qlsNpu5jhUrVqhHjx4aMmSIRowYoYceesjjGXTVr9U5fPiwwsPD9corr1z2tTpvvfWW+vXrp//3//5fjdfqAAAANBf1vlFi0KBButKbxTZu3HjVdbRv314rV668Yk3fvn316aefXrHmySef1JNPPnnV7wMAALC6635NHQAAAK4/Qh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAJaNHYH0Pi6TVvf2F0AAADXiCN1AAAAFkCoAwAAsABCHQAAgAUQ6gAAACyAUAcAAGABhDoAAAALINQBAABYAKEOAADAAgh1AJqtnJwcPfroowoJCZGXl5fWrl3r0W4YhlJSUhQcHKyWLVsqKipKBw8e9Kg5deqUxowZI7vdroCAAMXFxenMmTMeNXv27NHDDz8sPz8/hYaGKi0trUZf1qxZox49esjPz099+vTRhg0b6t0XAM0boQ5As1VWVqZ+/fpp6dKltbanpaVp8eLFSk9PV15enlq3bi2n06lz586ZNWPGjNH+/fuVlZWldevWKScnR+PHjzfb3W63hg4dqq5duyo/P19z587VzJkz9dZbb5k127Zt0+jRoxUXF6fdu3crJiZGMTEx2rdvX736AqB58zIMw2jsTjQWt9stf39/lZaWym63N3Z3Gg2vCbO2I3OiG7sLDe56/Ha9vLz0wQcfKCYmRtKPR8ZCQkL0yiuv6NVXX5UklZaWKigoSBkZGRo1apS++uor9erVS1988YUGDBggScrMzNSIESP0zTffKCQkRMuWLdN//ud/yuVyydfXV5I0bdo0rV27VgcOHJAkPfXUUyorK9O6devM/tx///3q37+/0tPT69SXxthnAGqqz9+pdR2f6/r75UgdANTi8OHDcrlcioqKMpf5+/srIiJCubm5kqTc3FwFBASYgU6SoqKi5O3trby8PLNm4MCBZqCTJKfTqcLCQp0+fdqsufh7qmuqv6cufblUeXm53G63xwTA2gh1AFALl8slSQoKCvJYHhQUZLa5XC4FBgZ6tLdo0ULt27f3qKltHRd/x+VqLm6/Wl8ulZqaKn9/f3MKDQ2tw1YDaMoIdQBgQcnJySotLTWno0ePNnaXAFxnhDoAqIXD4ZAkFRcXeywvLi422xwOh06cOOHRXllZqVOnTnnU1LaOi7/jcjUXt1+tL5ey2Wyy2+0eEwBrI9QBQC3CwsLkcDiUnZ1tLnO73crLy1NkZKQkKTIyUiUlJcrPzzdrNm3apKqqKkVERJg1OTk5On/+vFmTlZWlO++8U+3atTNrLv6e6prq76lLXwCAUAeg2Tpz5owKCgpUUFAg6ccbEgoKClRUVCQvLy9NmjRJb7zxhv72t79p7969evbZZxUSEmLeIduzZ08NGzZM48aN044dO/T5558rISFBo0aNUkhIiCTp6aeflq+vr+Li4rR//36tWrVKixYtUlJSktmPl19+WZmZmZo3b54OHDigmTNnaufOnUpISJCkOvUFAFo0dgcAoLHs3LlTgwcPNuerg1ZsbKwyMjI0ZcoUlZWVafz48SopKdFDDz2kzMxM+fn5mZ9ZsWKFEhISNGTIEHl7e2vkyJFavHix2e7v76+PP/5Y8fHxCg8PV8eOHZWSkuLxLLsHHnhAK1eu1PTp0/Xaa6/p9ttv19q1a9W7d2+zpi59AdC88Zw6ntvEc+osjufUQWKfATcKz6kDAADANSHUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwALqHepycnL06KOPKiQkRF5eXlq7dq1Hu2EYSklJUXBwsFq2bKmoqCgdPHjQo+bUqVMaM2aM7Ha7AgICFBcXpzNnznjU7NmzRw8//LD8/PwUGhqqtLS0Gn1Zs2aNevToIT8/P/Xp00cbNmyo7+YAAABYQr1DXVlZmfr166elS5fW2p6WlqbFixcrPT1deXl5at26tZxOp86dO2fWjBkzRvv371dWVpbWrVunnJwcjR8/3mx3u90aOnSounbtqvz8fM2dO1czZ87UW2+9ZdZs27ZNo0ePVlxcnHbv3q2YmBjFxMRo37599d0kAACAJs/LMAzjJ3/Yy0sffPCBYmJiJP14lC4kJESvvPKKXn31VUlSaWmpgoKClJGRoVGjRumrr75Sr1699MUXX2jAgAGSpMzMTI0YMULffPONQkJCtGzZMv3nf/6nXC6XfH19JUnTpk3T2rVrdeDAAUnSU089pbKyMq1bt87sz/3336/+/fsrPT29Tv13u93y9/dXaWmp7Hb7T90NTV63aesbuwu4jo7MiW7sLjQ4frv1xz4Dboz6/J1a1/G5rr/fBr2m7vDhw3K5XIqKijKX+fv7KyIiQrm5uZKk3NxcBQQEmIFOkqKiouTt7a28vDyzZuDAgWagkySn06nCwkKdPn3arLn4e6prqr+nNuXl5XK73R4TAACAFTRoqHO5XJKkoKAgj+VBQUFmm8vlUmBgoEd7ixYt1L59e4+a2tZx8Xdcrqa6vTapqany9/c3p9DQ0PpuIgAAwE2pWd39mpycrNLSUnM6evRoY3cJAACgQTRoqHM4HJKk4uJij+XFxcVmm8Ph0IkTJzzaKysrderUKY+a2tZx8Xdcrqa6vTY2m012u91jAgAAsIIGDXVhYWFyOBzKzs42l7ndbuXl5SkyMlKSFBkZqZKSEuXn55s1mzZtUlVVlSIiIsyanJwcnT9/3qzJysrSnXfeqXbt2pk1F39PdU319wDAterWrZu8vLxqTPHx8ZKkQYMG1WibMGGCxzqKiooUHR2tVq1aKTAwUJMnT1ZlZaVHzZYtW3TPPffIZrPptttuU0ZGRo2+LF26VN26dZOfn58iIiK0Y8eO67bdAJqmeoe6M2fOqKCgQAUFBZJ+vDmioKBARUVF8vLy0qRJk/TGG2/ob3/7m/bu3atnn31WISEh5h2yPXv21LBhwzRu3Djt2LFDn3/+uRISEjRq1CiFhIRIkp5++mn5+voqLi5O+/fv16pVq7Ro0SIlJSWZ/Xj55ZeVmZmpefPm6cCBA5o5c6Z27typhISEa98rACDpiy++0PHjx80pKytLkvTkk0+aNePGjfOoufiZmhcuXFB0dLQqKiq0bds2vfvuu8rIyFBKSopZc/jwYUVHR2vw4MEqKCjQpEmT9MILL2jjxo1mzapVq5SUlKQZM2Zo165d6tevn5xOZ42zHgCat3o/0mTLli0aPHhwjeWxsbHKyMiQYRiaMWOG3nrrLZWUlOihhx7Sm2++qTvuuMOsPXXqlBISEvTRRx/J29tbI0eO1OLFi9WmTRuzZs+ePYqPj9cXX3yhjh076qWXXtLUqVM9vnPNmjWaPn26jhw5ottvv11paWkaMWJEnbeFW/x/xCNNrI1HmjScSZMmad26dTp48KC8vLw0aNAg9e/fXwsXLqy1/u9//7t+/vOf69ixY+aNXenp6Zo6dapOnjwpX19fTZ06VevXr/d4xuaoUaNUUlKizMxMSVJERITuvfdeLVmyRJJUVVWl0NBQvfTSS5o2bVqd+s54B9wYjflIkxZ1/ub/v0GDBulKOdDLy0uzZ8/W7NmzL1vTvn17rVy58orf07dvX3366adXrHnyySc9/sUMANdLRUWF3nvvPSUlJcnLy8tcvmLFCr333ntyOBx69NFH9dvf/latWrWS9OOjl/r06eNxp77T6dTEiRO1f/9+3X333Zd9PNOkSZPM783Pz1dycrLZ7u3traioqCs+wglA81PvUAcAzdHatWtVUlKi5557zlz29NNPq2vXrgoJCdGePXs0depUFRYW6q9//auka3s8k9vt1tmzZ3X69GlduHCh1prqh7HXpry8XOXl5eY8z+UErI9QBwB18Mc//lHDhw83r/2V5PF6wz59+ig4OFhDhgzRoUOH1L1798bopik1NVWzZs1q1D4AuLGa1XPqAOCn+Ne//qVPPvlEL7zwwhXrqu/g//rrryVd2+OZ7Ha7WrZsqY4dO8rHx6fej3DiuZxA80OoA4CreOeddxQYGKjo6Ctf1Fz9VIDg4GBJPz56ae/evR53qWZlZclut6tXr15mzZUez+Tr66vw8HCPmqqqKmVnZ1/xEU48lxNofjj9alHc0Qo0jKqqKr3zzjuKjY1Vixb/HjIPHTqklStXasSIEerQoYP27NmjxMREDRw4UH379pUkDR06VL169dIzzzyjtLQ0uVwuTZ8+XfHx8bLZbJKkCRMmaMmSJZoyZYqef/55bdq0SatXr9b69f/+DSclJSk2NlYDBgzQfffdp4ULF6qsrExjx469sTsDwE2NUAcAV/DJJ5+oqKhIzz//vMdyX19fffLJJ2bACg0N1ciRIzV9+nSzxsfHR+vWrdPEiRMVGRmp1q1bKzY21uPpAGFhYVq/fr0SExO1aNEide7cWW+//bacTqdZ89RTT+nkyZNKSUmRy+VS//79lZmZWePmCQDNW72fU2clVn5uE0fq8FM0lWfaWfm3e72wz4AbozGfU8c1dQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoA4DJmzpwpLy8vj6lHjx5m+7lz5xQfH68OHTqoTZs2GjlypIqLiz3WUVRUpOjoaLVq1UqBgYGaPHmyKisrPWq2bNmie+65RzabTbfddpsyMjJq9GXp0qXq1q2b/Pz8FBERoR07dlyXbQbQdLVo7A4AwM3srrvu0ieffGLOt2jx72EzMTFR69ev15o1a+Tv76+EhAQ9/vjj+vzzzyVJFy5cUHR0tBwOh7Zt26bjx4/r2Wef1S233KL/+3//ryTp8OHDio6O1oQJE7RixQplZ2frhRdeUHBwsJxOpyRp1apVSkpKUnp6uiIiIrRw4UI5nU4VFhYqMDDwumx3t2nr61x7ZE70dekDgPrhSB0AXEGLFi3kcDjMqWPHjpKk0tJS/fGPf9T8+fP1yCOPKDw8XO+88462bdum7du3S5I+/vhjffnll3rvvffUv39/DR8+XK+//rqWLl2qiooKSVJ6errCwsI0b9489ezZUwkJCXriiSe0YMECsw/z58/XuHHjNHbsWPXq1Uvp6elq1aqVli9ffuN3CICbFqEOAK7g4MGDCgkJ0a233qoxY8aoqKhIkpSfn6/z588rKirKrO3Ro4e6dOmi3NxcSVJubq769OmjoKAgs8bpdMrtdmv//v1mzcXrqK6pXkdFRYXy8/M9ary9vRUVFWXWAIDE6VcAuKyIiAhlZGTozjvv1PHjxzVr1iw9/PDD2rdvn1wul3x9fRUQEODxmaCgILlcLkmSy+XyCHTV7dVtV6pxu906e/asTp8+rQsXLtRac+DAgcv2vby8XOXl5ea82+2u38YDaHIIdQBwGcOHDzf/3LdvX0VERKhr165avXq1WrZs2Yg9u7rU1FTNmjWrsbsB4Abi9CsA1FFAQIDuuOMOff3113I4HKqoqFBJSYlHTXFxsRwOhyTJ4XDUuBu2ev5qNXa7XS1btlTHjh3l4+NTa031OmqTnJys0tJSczp69OhP2mYATQehDgDq6MyZMzp06JCCg4MVHh6uW265RdnZ2WZ7YWGhioqKFBkZKUmKjIzU3r17deLECbMmKytLdrtdvXr1MmsuXkd1TfU6fH19FR4e7lFTVVWl7Oxss6Y2NptNdrvdYwJgbYQ6ALiMV199VVu3btWRI0e0bds2/fKXv5SPj49Gjx4tf39/xcXFKSkpSZs3b1Z+fr7Gjh2ryMhI3X///ZKkoUOHqlevXnrmmWf0j3/8Qxs3btT06dMVHx8vm80mSZowYYL++c9/asqUKTpw4IDefPNNrV69WomJiWY/kpKS9N///d9699139dVXX2nixIkqKyvT2LFjG2W/ALg5cU0dAFzGN998o9GjR+u7775Tp06d9NBDD2n79u3q1KmTJGnBggXy9vbWyJEjVV5eLqfTqTfffNP8vI+Pj9atW6eJEycqMjJSrVu3VmxsrGbPnm3WhIWFaf369UpMTNSiRYvUuXNnvf322+Yz6iTpqaee0smTJ5WSkiKXy6X+/fsrMzOzxs0TAJo3L8MwjMbuRGNxu93y9/dXaWmp5U5N1OfBoUC1pvIQWSv/dq+X+u4zHj4M/DTX47dT198vp18BAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFNHiomzlzpry8vDymHj16mO3nzp1TfHy8OnTooDZt2mjkyJE1XlRdVFSk6OhotWrVSoGBgZo8ebIqKys9arZs2aJ77rlHNptNt912mzIyMhp6UwAAAJqM63Kk7q677tLx48fN6bPPPjPbEhMT9dFHH2nNmjXaunWrjh07pscff9xsv3DhgqKjo1VRUaFt27bp3XffVUZGhlJSUsyaw4cPKzo6WoMHD1ZBQYEmTZqkF154QRs3brwemwMAAHDTuy7vfm3RooUcDkeN5aWlpfrjH/+olStX6pFHHpEkvfPOO+rZs6e2b9+u+++/Xx9//LG+/PJLffLJJwoKClL//v31+uuva+rUqZo5c6Z8fX2Vnp6usLAwzZs3T5LUs2dPffbZZ1qwYIHH+xIBAACai+typO7gwYMKCQnRrbfeqjFjxqioqEiSlJ+fr/PnzysqKsqs7dGjh7p06aLc3FxJUm5urvr06ePxomqn0ym32639+/ebNRevo7qmeh0AAADNTYMfqYuIiFBGRobuvPNOHT9+XLNmzdLDDz+sffv2yeVyydfXVwEBAR6fCQoKksvlkiS5XC6PQFfdXt12pRq3262zZ8+qZcuWtfatvLxc5eXl5rzb7b6mbQUAALhZNHioGz58uPnnvn37KiIiQl27dtXq1asvG7ZulNTUVM2aNatR+wAAAHA9XPdHmgQEBOiOO+7Q119/LYfDoYqKCpWUlHjUFBcXm9fgORyOGnfDVs9frcZut18xOCYnJ6u0tNScjh49eq2bBwAAcFO47qHuzJkzOnTokIKDgxUeHq5bbrlF2dnZZnthYaGKiooUGRkpSYqMjNTevXt14sQJsyYrK0t2u129evUyay5eR3VN9Toux2azyW63e0wAAABW0OCh7tVXX9XWrVt15MgRbdu2Tb/85S/l4+Oj0aNHy9/fX3FxcUpKStLmzZuVn5+vsWPHKjIyUvfff78kaejQoerVq5eeeeYZ/eMf/9DGjRs1ffp0xcfHy2azSZImTJigf/7zn5oyZYoOHDigN998U6tXr1ZiYmJDbw4AAECT0ODX1H3zzTcaPXq0vvvuO3Xq1EkPPfSQtm/frk6dOkmSFixYIG9vb40cOVLl5eVyOp168803zc/7+Pho3bp1mjhxoiIjI9W6dWvFxsZq9uzZZk1YWJjWr1+vxMRELVq0SJ07d9bbb79t+ceZdJu2vrG7AAAAblINHuref//9K7b7+flp6dKlWrp06WVrunbtqg0bNlxxPYMGDdLu3bt/Uh8BAACshne/AgAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALCAFo3dAQA3j27T1tep7sic6OvcEwBAfXGkDgAAwAIIdQAAABZAqAMAALAAQh0AXEZqaqruvfdetW3bVoGBgYqJiVFhYaFHzaBBg+Tl5eUxTZgwwaOmqKhI0dHRatWqlQIDAzV58mRVVlZ61GzZskX33HOPbDabbrvtNmVkZNToz9KlS9WtWzf5+fkpIiJCO3bsaPBtBtB0EeoA4DK2bt2q+Ph4bd++XVlZWTp//ryGDh2qsrIyj7px48bp+PHj5pSWlma2XbhwQdHR0aqoqNC2bdv07rvvKiMjQykpKWbN4cOHFR0drcGDB6ugoECTJk3SCy+8oI0bN5o1q1atUlJSkmbMmKFdu3apX79+cjqdOnHixPXfEQCaBO5+BYDLyMzM9JjPyMhQYGCg8vPzNXDgQHN5q1at5HA4al3Hxx9/rC+//FKffPKJgoKC1L9/f73++uuaOnWqZs6cKV9fX6WnpyssLEzz5s2TJPXs2VOfffaZFixYIKfTKUmaP3++xo0bp7Fjx0qS0tPTtX79ei1fvlzTpk27HpsPoInhSB0A1FFpaakkqX379h7LV6xYoY4dO6p3795KTk7WDz/8YLbl5uaqT58+CgoKMpc5nU653W7t37/frImKivJYp9PpVG5uriSpoqJC+fn5HjXe3t6KiooyawCAI3UAUAdVVVWaNGmSHnzwQfXu3dtc/vTTT6tr164KCQnRnj17NHXqVBUWFuqvf/2rJMnlcnkEOknmvMvlumKN2+3W2bNndfr0aV24cKHWmgMHDtTa3/LycpWXl5vzbrf7J245gKaCUAcAdRAfH699+/bps88+81g+fvx48899+vRRcHCwhgwZokOHDql79+43upum1NRUzZo1q9G+H8CNx+lXALiKhIQErVu3Tps3b1bnzp2vWBsRESFJ+vrrryVJDodDxcXFHjXV89XX4V2uxm63q2XLlurYsaN8fHxqrbnctXzJyckqLS01p6NHj9ZxawE0VYQ6ALgMwzCUkJCgDz74QJs2bVJYWNhVP1NQUCBJCg4OliRFRkZq7969HnepZmVlyW63q1evXmZNdna2x3qysrIUGRkpSfL19VV4eLhHTVVVlbKzs82aS9lsNtntdo8JgLVx+hUALiM+Pl4rV67Uhx9+qLZt25rXwPn7+6tly5Y6dOiQVq5cqREjRqhDhw7as2ePEhMTNXDgQPXt21eSNHToUPXq1UvPPPOM0tLS5HK5NH36dMXHx8tms0mSJkyYoCVLlmjKlCl6/vnntWnTJq1evVrr1//7XbxJSUmKjY3VgAEDdN9992nhwoUqKysz74YFAEIdAFzGsmXLJP34gOGLvfPOO3ruuefk6+urTz75xAxYoaGhGjlypKZPn27W+vj4aN26dZo4caIiIyPVunVrxcbGavbs2WZNWFiY1q9fr8TERC1atEidO3fW22+/bT7ORJKeeuopnTx5UikpKXK5XOrfv78yMzNr3DwBoPki1AHAZRiGccX20NBQbd269arr6dq1qzZs2HDFmkGDBmn37t1XrElISFBCQsJVvw9A88Q1dQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAAC+CRJo2s27T1Vy8CAAC4Co7UAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsoEVjdwBA09Nt2vo61x6ZE30dewIAqMaROgAAAAsg1AEAAFgAoQ4AAMACuKbuOqjP9UYAAAANgSN1AAAAFkCoAwAAsABCHQAAgAUQ6gAAACyAUAcAAGABhDoAAAAL4JEmAK4rXikGADcGR+oAAAAsgCN1dcQDhQEAwM2syR+pW7p0qbp16yY/Pz9FRERox44djd0lALhuGPMAXE6TDnWrVq1SUlKSZsyYoV27dqlfv35yOp06ceJEY3cNABocYx6AK2nSoW7+/PkaN26cxo4dq169eik9PV2tWrXS8uXLG7trANDgGPMAXEmTvaauoqJC+fn5Sk5ONpd5e3srKipKubm5tX6mvLxc5eXl5nxpaakkye12X/X7qsp/uMYeA7iauvwWL64zDON6duemUt8x71rGO6l+Y15d1wk0B9fjt1PXMa/Jhrpvv/1WFy5cUFBQkMfyoKAgHThwoNbPpKamatasWTWWh4aGXpc+Aqgf/4X1q//+++/l7+9/Xfpys6nvmHcjx7v6/v8G4EcNPeY12VD3UyQnJyspKcmcr6qq0qlTp9ShQwd5eXld9nNut1uhoaE6evSo7Hb7jehqs8B+bXjNZZ8ahqHvv/9eISEhjd2Vm9ZPHe+k5vPf0Y3Gfm14zWWf1nXMa7KhrmPHjvLx8VFxcbHH8uLiYjkcjlo/Y7PZZLPZPJYFBATU+Tvtdrul/6NpLOzXhtcc9mlzOUJXrb5j3rWOd1Lz+O+oMbBfG15z2Kd1GfOa7I0Svr6+Cg8PV3Z2trmsqqpK2dnZioyMbMSeAUDDY8wDcDVN9kidJCUlJSk2NlYDBgzQfffdp4ULF6qsrExjx45t7K4BQINjzANwJU061D311FM6efKkUlJS5HK51L9/f2VmZta4kPha2Ww2zZgxo8apDFwb9mvDY59aG2Ne08Z+bXjsU09eRnN6JgAAAIBFNdlr6gAAAPBvhDoAAAALINQBAABYAKEOAADAAgh1dbB06VJ169ZNfn5+ioiI0I4dOxq7SzetnJwcPfroowoJCZGXl5fWrl3r0W4YhlJSUhQcHKyWLVsqKipKBw8e9Kg5deqUxowZI7vdroCAAMXFxenMmTM3cCtuLqmpqbr33nvVtm1bBQYGKiYmRoWFhR41586dU3x8vDp06KA2bdpo5MiRNR5SW1RUpOjoaLVq1UqBgYGaPHmyKisrb+SmoIlgzKs7xryGx5j30xHqrmLVqlVKSkrSjBkztGvXLvXr109Op1MnTpxo7K7dlMrKytSvXz8tXbq01va0tDQtXrxY6enpysvLU+vWreV0OnXu3DmzZsyYMdq/f7+ysrK0bt065eTkaPz48TdqE246W7duVXx8vLZv366srCydP39eQ4cOVVlZmVmTmJiojz76SGvWrNHWrVt17NgxPf7442b7hQsXFB0drYqKCm3btk3vvvuuMjIylJKS0hibhJsYY179MOY1PMa8a2Dgiu677z4jPj7enL9w4YIREhJipKamNmKvmgZJxgcffGDOV1VVGQ6Hw5g7d665rKSkxLDZbMZf/vIXwzAM48svvzQkGV988YVZ8/e//93w8vIy/vd///eG9f1mduLECUOSsXXrVsMwftyHt9xyi7FmzRqz5quvvjIkGbm5uYZhGMaGDRsMb29vw+VymTXLli0z7Ha7UV5efmM3ADc1xryfjjHv+mDMqzuO1F1BRUWF8vPzFRUVZS7z9vZWVFSUcnNzG7FnTdPhw4flcrk89qe/v78iIiLM/Zmbm6uAgAANGDDArImKipK3t7fy8vJueJ9vRqWlpZKk9u3bS5Ly8/N1/vx5j/3ao0cPdenSxWO/9unTx+MhtU6nU263W/v377+BvcfNjDGvYTHmNQzGvLoj1F3Bt99+qwsXLtR4WntQUJBcLlcj9arpqt5nV9qfLpdLgYGBHu0tWrRQ+/bt2ef68V2fkyZN0oMPPqjevXtL+nGf+fr61nhZ+6X7tbb9Xt0GSIx5DY0x79ox5tVPk35NGNDcxMfHa9++ffrss88auysAcN0x5tUPR+quoGPHjvLx8alxR01xcbEcDkcj9arpqt5nV9qfDoejxgXZlZWVOnXqVLPf5wkJCVq3bp02b96szp07m8sdDocqKipUUlLiUX/pfq1tv1e3ARJjXkNjzLs2jHn1R6i7Al9fX4WHhys7O9tcVlVVpezsbEVGRjZiz5qmsLAwORwOj/3pdruVl5dn7s/IyEiVlJQoPz/frNm0aZOqqqoUERFxw/t8MzAMQwkJCfrggw+0adMmhYWFebSHh4frlltu8divhYWFKioq8tive/fu9fjLIysrS3a7Xb169boxG4KbHmNew2LM+2kY865BY9+pcbN7//33DZvNZmRkZBhffvmlMX78eCMgIMDjjhr82/fff2/s3r3b2L17tyHJmD9/vrF7927jX//6l2EYhjFnzhwjICDA+PDDD409e/YYjz32mBEWFmacPXvWXMewYcOMu+++28jLyzM+++wz4/bbbzdGjx7dWJvU6CZOnGj4+/sbW7ZsMY4fP25OP/zwg1kzYcIEo0uXLsamTZuMnTt3GpGRkUZkZKTZXllZafTu3dsYOnSoUVBQYGRmZhqdOnUykpOTG2OTcBNjzKsfxryGx5j30xHq6uAPf/iD0aVLF8PX19e47777jO3btzd2l25amzdvNiTVmGJjYw3D+PEW/9/+9rdGUFCQYbPZjCFDhhiFhYUe6/juu++M0aNHG23atDHsdrsxduxY4/vvv2+Erbk51LY/JRnvvPOOWXP27Fnj//v//j+jXbt2RqtWrYxf/vKXxvHjxz3Wc+TIEWP48OFGy5YtjY4dOxqvvPKKcf78+Ru8NWgKGPPqjjGv4THm/XRehmEYN+64IAAAAK4HrqkDAACwAEIdAACABRDqAAAALIBQBwAAYAGEOgAAAAsg1AEAAFgAoQ4AAMACCHUAAAAWQKgDAACwAEIdAACABRDqAAAALIBQBwAAYAH/Px5l3xb3m569AAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## 한 이미지의 분포\n",
|
|
"plt.subplot(122)\n",
|
|
"plt.hist(label_.flatten(), bins=20)\n",
|
|
"plt.title('label')\n",
|
|
"\n",
|
|
"plt.subplot(121)\n",
|
|
"plt.hist(input_.flatten(), bins=20)\n",
|
|
"plt.title('input')\n",
|
|
"\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# UNet Network"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"C:\\Users\\pinb\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python310\\site-packages\\tqdm\\auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
|
|
" from .autonotebook import tqdm as notebook_tqdm\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## 라이브러리 불러오기\n",
|
|
"import os\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"import torch\n",
|
|
"import torch.nn as nn\n",
|
|
"from torch.utils.data import DataLoader\n",
|
|
"from torch.utils.tensorboard import SummaryWriter\n",
|
|
"\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"from torchvision import transforms, datasets\n",
|
|
"\n",
|
|
"## 네트워크 구축하기\n",
|
|
"class UNet(nn.Module):\n",
|
|
" def __init__(self):\n",
|
|
" super(UNet, self).__init__()\n",
|
|
"\n",
|
|
" # Convolution + BatchNormalization + Relu 정의하기\n",
|
|
" def CBR2d(in_channels, out_channels, kernel_size=3, stride=1, padding=1, bias=True): \n",
|
|
" layers = []\n",
|
|
" layers += [nn.Conv2d(in_channels=in_channels, out_channels=out_channels,\n",
|
|
" kernel_size=kernel_size, stride=stride, padding=padding,\n",
|
|
" bias=bias)]\n",
|
|
" layers += [nn.BatchNorm2d(num_features=out_channels)]\n",
|
|
" layers += [nn.ReLU()]\n",
|
|
"\n",
|
|
" cbr = nn.Sequential(*layers)\n",
|
|
"\n",
|
|
" return cbr\n",
|
|
"\n",
|
|
" # 수축 경로(Contracting path)\n",
|
|
" self.enc1_1 = CBR2d(in_channels=1, out_channels=64)\n",
|
|
" self.enc1_2 = CBR2d(in_channels=64, out_channels=64)\n",
|
|
"\n",
|
|
" self.pool1 = nn.MaxPool2d(kernel_size=2)\n",
|
|
"\n",
|
|
" self.enc2_1 = CBR2d(in_channels=64, out_channels=128)\n",
|
|
" self.enc2_2 = CBR2d(in_channels=128, out_channels=128)\n",
|
|
"\n",
|
|
" self.pool2 = nn.MaxPool2d(kernel_size=2)\n",
|
|
"\n",
|
|
" self.enc3_1 = CBR2d(in_channels=128, out_channels=256)\n",
|
|
" self.enc3_2 = CBR2d(in_channels=256, out_channels=256)\n",
|
|
"\n",
|
|
" self.pool3 = nn.MaxPool2d(kernel_size=2)\n",
|
|
"\n",
|
|
" self.enc4_1 = CBR2d(in_channels=256, out_channels=512)\n",
|
|
" self.enc4_2 = CBR2d(in_channels=512, out_channels=512)\n",
|
|
"\n",
|
|
" self.pool4 = nn.MaxPool2d(kernel_size=2)\n",
|
|
"\n",
|
|
" self.enc5_1 = CBR2d(in_channels=512, out_channels=1024)\n",
|
|
"\n",
|
|
" # 확장 경로(Expansive path)\n",
|
|
" self.dec5_1 = CBR2d(in_channels=1024, out_channels=512)\n",
|
|
"\n",
|
|
" self.unpool4 = nn.ConvTranspose2d(in_channels=512, out_channels=512,\n",
|
|
" kernel_size=2, stride=2, padding=0, bias=True)\n",
|
|
"\n",
|
|
" self.dec4_2 = CBR2d(in_channels=2 * 512, out_channels=512)\n",
|
|
" self.dec4_1 = CBR2d(in_channels=512, out_channels=256)\n",
|
|
"\n",
|
|
" self.unpool3 = nn.ConvTranspose2d(in_channels=256, out_channels=256,\n",
|
|
" kernel_size=2, stride=2, padding=0, bias=True)\n",
|
|
"\n",
|
|
" self.dec3_2 = CBR2d(in_channels=2 * 256, out_channels=256)\n",
|
|
" self.dec3_1 = CBR2d(in_channels=256, out_channels=128)\n",
|
|
"\n",
|
|
" self.unpool2 = nn.ConvTranspose2d(in_channels=128, out_channels=128,\n",
|
|
" kernel_size=2, stride=2, padding=0, bias=True)\n",
|
|
"\n",
|
|
" self.dec2_2 = CBR2d(in_channels=2 * 128, out_channels=128)\n",
|
|
" self.dec2_1 = CBR2d(in_channels=128, out_channels=64)\n",
|
|
"\n",
|
|
" self.unpool1 = nn.ConvTranspose2d(in_channels=64, out_channels=64,\n",
|
|
" kernel_size=2, stride=2, padding=0, bias=True)\n",
|
|
"\n",
|
|
" self.dec1_2 = CBR2d(in_channels=2 * 64, out_channels=64)\n",
|
|
" self.dec1_1 = CBR2d(in_channels=64, out_channels=64)\n",
|
|
"\n",
|
|
" self.fc = nn.Conv2d(in_channels=64, out_channels=1, kernel_size=1, stride=1, padding=0, bias=True)\n",
|
|
" \n",
|
|
" # forward 함수 정의하기\n",
|
|
" def forward(self, x):\n",
|
|
" enc1_1 = self.enc1_1(x)\n",
|
|
" enc1_2 = self.enc1_2(enc1_1)\n",
|
|
" pool1 = self.pool1(enc1_2)\n",
|
|
"\n",
|
|
" enc2_1 = self.enc2_1(pool1)\n",
|
|
" enc2_2 = self.enc2_2(enc2_1)\n",
|
|
" pool2 = self.pool2(enc2_2)\n",
|
|
"\n",
|
|
" enc3_1 = self.enc3_1(pool2)\n",
|
|
" enc3_2 = self.enc3_2(enc3_1)\n",
|
|
" pool3 = self.pool3(enc3_2)\n",
|
|
"\n",
|
|
" enc4_1 = self.enc4_1(pool3)\n",
|
|
" enc4_2 = self.enc4_2(enc4_1)\n",
|
|
" pool4 = self.pool4(enc4_2)\n",
|
|
"\n",
|
|
" enc5_1 = self.enc5_1(pool4)\n",
|
|
"\n",
|
|
" dec5_1 = self.dec5_1(enc5_1)\n",
|
|
"\n",
|
|
" unpool4 = self.unpool4(dec5_1)\n",
|
|
" cat4 = torch.cat((unpool4, enc4_2), dim=1)\n",
|
|
" dec4_2 = self.dec4_2(cat4)\n",
|
|
" dec4_1 = self.dec4_1(dec4_2)\n",
|
|
"\n",
|
|
" unpool3 = self.unpool3(dec4_1)\n",
|
|
" cat3 = torch.cat((unpool3, enc3_2), dim=1)\n",
|
|
" dec3_2 = self.dec3_2(cat3)\n",
|
|
" dec3_1 = self.dec3_1(dec3_2)\n",
|
|
"\n",
|
|
" unpool2 = self.unpool2(dec3_1)\n",
|
|
" cat2 = torch.cat((unpool2, enc2_2), dim=1)\n",
|
|
" dec2_2 = self.dec2_2(cat2)\n",
|
|
" dec2_1 = self.dec2_1(dec2_2)\n",
|
|
"\n",
|
|
" unpool1 = self.unpool1(dec2_1)\n",
|
|
" cat1 = torch.cat((unpool1, enc1_2), dim=1)\n",
|
|
" dec1_2 = self.dec1_2(cat1)\n",
|
|
" dec1_1 = self.dec1_1(dec1_2)\n",
|
|
"\n",
|
|
" x = self.fc(dec1_1)\n",
|
|
"\n",
|
|
" return x"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Data Loader"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# 데이터 로더를 구현하기\n",
|
|
"class Dataset(torch.utils.data.Dataset):\n",
|
|
" def __init__(self, data_dir, transform=None):\n",
|
|
" self.data_dir = data_dir\n",
|
|
" self.transform = transform\n",
|
|
"\n",
|
|
" lst_data = os.listdir(self.data_dir)\n",
|
|
"\n",
|
|
" lst_label = [f for f in lst_data if f.startswith('label')]\n",
|
|
" lst_input = [f for f in lst_data if f.startswith('input')]\n",
|
|
"\n",
|
|
" lst_label.sort()\n",
|
|
" lst_input.sort()\n",
|
|
"\n",
|
|
" self.lst_label = lst_label\n",
|
|
" self.lst_input = lst_input\n",
|
|
"\n",
|
|
" def __len__(self):\n",
|
|
" return len(self.lst_label)\n",
|
|
"\n",
|
|
" def __getitem__(self, index):\n",
|
|
" label = np.load(os.path.join(self.data_dir, self.lst_label[index]))\n",
|
|
" input = np.load(os.path.join(self.data_dir, self.lst_input[index]))\n",
|
|
"\n",
|
|
" # 정규화\n",
|
|
" label = label/255.0\n",
|
|
" input = input/255.0\n",
|
|
"\n",
|
|
" # 이미지와 레이블의 차원 = 2일 경우(채널이 없을 경우, 흑백 이미지), 새로운 채널(축) 생성\n",
|
|
" if label.ndim == 2:\n",
|
|
" label = label[:, :, np.newaxis]\n",
|
|
" if input.ndim == 2:\n",
|
|
" input = input[:, :, np.newaxis]\n",
|
|
"\n",
|
|
" data = {'input': input, 'label': label}\n",
|
|
"\n",
|
|
" # transform이 정의되어 있다면 transform을 거친 데이터를 불러옴\n",
|
|
" if self.transform:\n",
|
|
" data = self.transform(data)\n",
|
|
"\n",
|
|
" return data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAEjCAYAAAAYIvrbAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOx9d5SU5fn2Nb33nbq9L0tZioIIIqLGHkussYtGTQwao4nGKNYoJhos2GKiEX/G3nsBpUiRzu6yfWd3Zqf33uf7Y89zf6ygAiJKMtc5HtnZ2Xfeae9zP/d9FU6xWCyihBJKKKGEEkoo4ScE7o99AiWUUEIJJZRQQglfR6lAKaGEEkoooYQSfnIoFSgllFBCCSWUUMJPDqUCpYQSSiihhBJK+MmhVKCUUEIJJZRQQgk/OZQKlBJKKKGEEkoo4SeHUoFSQgkllFBCCSX85FAqUEoooYQSSiihhJ8cSgVKCSWUUEIJJZTwk0OpQClhj/Hss8+Cw+HAarX+2KdSQgklHGTY1+vH3LlzMWHChP16LjU1Nbjkkkv26zFL2P8oFSglHJTo7OzE7bffXiqWSiihhBL+S1EqUErYY1x44YVIJpOorq7+sU8FnZ2duOOOO0oFSgkllFDCfyn4P/YJlHDwgMfjgcfj/dinUUIJJZRQwv8ASh2UEvYYX58h19TU4OSTT8aqVaswffp0iMVi1NXV4bnnntvt361YsQJXXnkldDodlEolLrroIgSDwTH35XA4uP3223d57J1nxs8++yzOOussAMBRRx0FDocDDoeDzz//fH8/5RJKKOEHwltvvYWTTjoJFosFIpEI9fX1uOuuu5DP53d7/40bN+Lwww+HRCJBbW0tnnjiiV3uk06nsXDhQjQ0NEAkEqGyshJ/+MMfkE6nf+inU8IPgFIHpYTvhb6+Ppx55pmYP38+Lr74YvzrX//CJZdcgmnTpmH8+PFj7nvNNddArVbj9ttvR3d3Nx5//HEMDQ3h888/B4fD2ePHnDNnDhYsWICHH34Yf/rTnzBu3DgAoP+XUEIJP308++yzkMvluP766yGXy7Fs2TLcdtttiEQi+Otf/zrmvsFgECeeeCLOPvtsnHfeeXj55Zdx9dVXQygU4rLLLgMAFAoF/PznP8eqVavwq1/9CuPGjcP27dvx97//HT09PXjzzTd/hGdZwvdCsYQS9hDPPPNMEUBxcHCwWCwWi9XV1UUAxRUrVtB9PB5PUSQSFX//+9/v8nfTpk0rZjIZuv3+++8vAii+9dZbdBuA4sKFC3d57Orq6uLFF19MP7/yyitFAMXly5fvt+dXQgkl/HD4+vUjkUjscp8rr7yyKJVKi6lUim478sgjiwCKDzzwAN2WTqeLkydPLhoMBrqmLF26tMjlcosrV64cc8wnnniiCKC4evVquu3r15MSfpoojXhK+F5obW3FEUccQT/r9Xo0NzdjYGBgl/v+6le/gkAgoJ+vvvpq8Pl8vP/++wfkXEsooYSfDiQSCf07Go3C5/PhiCOOQCKRQFdX15j78vl8XHnllfSzUCjElVdeCY/Hg40bNwIAXnnlFYwbNw4tLS3w+Xz037x58wAAy5cvPwDPqoT9idKIp4Tvhaqqql1u02g0u3BLAKCxsXHMz3K5HGazuaTEKaGE/0F0dHTgz3/+M5YtW4ZIJDLmd+FweMzPFosFMplszG1NTU0AAKvVisMOOwy9vb3YsWMH9Hr9bh/P4/Hsx7Mv4UCgVKCU8L3wTaqeYrG4Xx/nm4hzJZRQwsGHUCiEI488EkqlEnfeeSfq6+shFouxadMm/PGPf0ShUNjrYxYKBUycOBEPPvjgbn9fWVn5fU+7hAOMUoFSwgFDb28vjjrqKPo5FovB6XTixBNPpNs0Gg1CodCYv8tkMnA6nWNu2xtSbQkllPDTwueffw6/34/XX38dc+bModsHBwd3e3+Hw4F4PD6mi9LT0wNgVOEHAPX19di6dSuOPvro0vXhvwQlDkoJBwxPPfUUstks/fz4448jl8vhhBNOoNvq6+uxYsWKXf7u6x0UdqH6ejFTQgkl/PTBOq87d1ozmQwee+yx3d4/l8vhySefHHPfJ598Enq9HtOmTQMAnH322RgZGcE//vGPXf4+mUwiHo/vz6dQwgFAqYNSwgFDJpPB0UcfjbPPPhvd3d147LHHMHv2bPz85z+n+1x++eW46qqr8Itf/ALHHnsstm7dio8++ghlZWVjjjV58mTweDwsWrQI4XAYIpEI8+bNg8FgONBPq4QSSthLHH744dBoNLj44ouxYMECcDgcLF269BtHwxaLBYsWLYLVakVTUxNeeuklbNmyBU899RQR7y+88EK8/PLLuOqqq7B8+XLMmjUL+XweXV1dePnll/HRRx/hkEMOOZBPs4TviVIHpYQDhkcffRTjxo3DbbfdhmeffRbnnXce3nrrrTHt2CuuuAJ//OMfsWLFCvz+97/H4OAgPvnkk10IciaTCU888QQ8Hg/mz5+P8847D52dnQf6KZVQQgn7AJ1Oh3fffRdmsxl//vOf8be//Q3HHnss7r///t3eX6PR4P3338eGDRtw4403wmaz4dFHH8UVV1xB9+FyuXjzzTdx3333Yfv27bjhhhtwxx134KuvvsK1115LpNoSDh5wivubzVhCCV/Ds88+i0svvRRfffVVaQdTQgkllFDCHqHUQSmhhBJKKKGEEn5yKBUoJZRQQgkllFDCTw6lAqWEEkoooYQSSvjJ4UctUJYsWYKamhqIxWLMmDED69ev/zFPp4QfCJdccgmKxWKJf1LCfkHpulFCCf8b+NEKlJdeegnXX389Fi5ciE2bNqGtrQ3HHXdcyY64hBJK+EaUrhsllPC/gx9NxTNjxgwceuihePTRRwGM2hRXVlbit7/9LW666aYf45RKKKGEnzhK140SSvjfwY9i1JbJZLBx40bcfPPNdBuXy8UxxxyDNWvW7HL/dDqNdDpNPxcKBQQCAeh0upKlcQkl/EgoFouIRqOwWCzgcn/4ZuzeXjeA0rWjhBJ+atib68aPUqD4fD7k83kYjcYxtxuNxl1itgHg3nvvxR133HGgTq+EEkrYC9hsNlRUVPzgj7O31w2gdO0ooYSfKvbkunFQWN3ffPPNuP766+nncDiMqqoqvPTSS0in0ygUClAqlUgkEpDL5RCJRAgEAuBwOIhGo+ByuRCJROByueDxeODz+QiHw+Dz+eDxeFCr1Uin08jn80ilUvB6vRAKhcjlcrDb7ejs7IRUKoXL5UI+n0cikYDZbEYymUR5eTlaW1tRLBZRW1uLYDCIQCAAh8OB4eFhJBIJqFQqzJo1CzqdDlqtFul0GoFAANFolP6vVquRTCbpXMPhMAYGBuD1eiGRSJBOp9HY2Ij29nZIpVJEo1HMmDEDU6ZMgUgkglqtxvDwMGKxGHK5HGpra5FIJBAIBKBSqWAwGCAWiyGVShEIBOByuVAoFKBQKOD1epFIJDBjxgyIxWIIhUI4HA4Eg0HE43FEIhGIxWIEAgGsWbMGyWQSc+fOhcFgwPbt28HlcqFSqTB+/Hh4vV6EQiEolUpUV1cjGAxiYGAAEokEMpkM+XwePB4Pg4ODMBgMqKqqwsaNG9HX14d0Og2TyYSpU6eCw+GgUCigUCjgiy++AI/Hg9lshkwmg0qlgsfjQTAYRCqVgkQigdFoRCQSQSAQgFgsRjabRaFQQHl5Obq7uxEOhzF16lT4fD74/X7k83nkcjlMmTIFCoUCTqcTkUgEPB4P0WgUSqUSxWIRCoUCRqMRAoEAJpMJGo0GfD4f8XgcYrEYarUauVwOcrkcQ0ND0Gq1iEajyOfzFPseDAbR29sLqVQKn88HsVgMhUKByspKyGQyWCwWhEIhJJNJJBIJZLNZiMVieL1ecLlclJWVIR6Pw+PxgMPhoLy8HOl0GhwOB++++y69/vX19WhqaqL78ng8iEQibNiwAYFAAHq9HhMmTEA0GkUikYBer4dIJEJ/fz9yuRx0Oh3Kysogk8mQTCbh9/tRKBRgMBig1+vR1dWFzs5OcDgcaLVaKJVK/P3vf4dCofixLg3fiW+6dthsNiiVyh/kMXO5HB5++GE8+eSTcLlcY37HujbFYhEikQj33nsvLr30UnC5XPj9flx//fX46KOPkEwmAYwG4T333HNoa2v7zseNRCJ4/fXXccsttyAWi33j/eRyOd56660DSlp/8skn8Yc//AEA8Mknn2D69On75bj33nsv7rvvPgDAL3/5SzzwwAOQSqX75dj/zVizZg2OP/54KJVKvPfee5g0adIu90kmkzjttNOwdu1avPnmm2OCXvcUxWIRAwMDuPTSS7F161ZwOBy88cYbOO200/bouvGjFChlZWXg8Xhwu91jbne73TCZTLvcXyQSQSQS7XI7j8eDxWKBQCCgIkUul0OhUKBQKECtViMSiVARIxAIwOVyweVykUqlUFZWhmAwCGC09et0OhEIBCCVSuHxeJBMJtHZ2QmJRIJ8Po958+ZBJBJh1apViMfjkEqlcDgcMJlM4HA42Lx5M3w+HxU4+Xwe1dXVmD59OjQaDQqFAuRyOTKZDLq7u5HP51FTUwOZTAaZTEY7QT6fj+nTp2P8+PF4++23EQwGkU6nsWHDBojFYuh0OiQSCRQKBWzYsAHl5eWorq6G0+mkxUooFEIoFILL5UKpVEKlUqFQKIDL5UIsFsNsNtO/WYFWKBTA4/HA4XCgVCqh1Wrh9XpRXl6OZDKJbDYLLpcLrVYLn8+HmpoatLW1QaPRIB6P08VXJpNBo9HA5/MhlUrBbDaDx+Mhl8tBqVRCo9FALBZjZGQE8Xgc+XweWq0WwGjGTrFYBJfLRTabxeDgIEwmE5RKJdRqNVwuF7RaLdRqNYrFIlQqFTgcDp2zxWJBLBaDSCSCwWAAn8+HwWCAUChEJpNBQ0MDZDIZvF4vhoeHIRQK0d/fD4FAAI1GA6fTCYlEQp/HaDQKlUoFkUiEeDxOxY1er0dZWRk9bjKZhMViIU4Eex0SiQRyuRzUajUGBgZgNptRLBaRz+chk8mQSqUQjUaRTqcxPDyMUCgEHo+H+vp61NXVYfPmzfB4PDCbzUgkEjCZTDAYDIhGowgGg0gmk1RUqdVqZLNZyGQyVFdXAwAV7h9//DHEYjHEYjG9N1wuF7FYDLFYDGKxGMPDw6ivr0dlZSWGh4cxMjJC79WOHTuwY8cOuFwuVFRUoKamBqlUCsCBS5be2+sG8M3XDqVS+YMVKO+//z7+8pe/UDBmWVkZzjrrLNooWK1WLFmyBOl0GrfccgvcbjeuvPJKPPLII3jzzTcBjBYR1dXVWLp0KaZMmbJHj6tUKvHb3/4WlZWVWLRoEdatW7fb+zU0NGD27NkQCoX75fnuCdh3Chj9XuyP175YLGLZsmUARp/TE0888ZMuln9KYNEhkUgE//jHP/DAAw/sknemVCpx0kknYd26dXjhhRdw8sknU8jjd6FYLMJqteKpp57Cs88+C5fLBR6Ph1//+teYOXMmgD27bvwoBYpQKMS0adPw2Wef4bTTTgMwWiB89tlnuOaaa/bqWHw+HwKBALW1tbQDDofDMJlMyOfzSCaTkEqlCAaDkEgkcLvdyOVyFDCl0WhokeDxeFCpVEin04hGo7BarfD5fKioqEBVVRXUajWMRiPUajXsdjt6enqgVqvR2dkJjUaDXC6HQqEAnU6HVCqF2bNnQyKRQCwWU+HkdDrR29uLrq4uHH300WhtbYXf74dCoYDNZoNarYbP58P27dthNBrp4iqTyZDJZKg7NHHiRJSXlyOVSsHhcEAqlUKr1VJhBYxeFEwmEwQCAYrFIvx+P3WK+Hw+IpEIlEolxGIx0uk0EokEfD4fFAoFUqkURCIRMpkMNm/ejOHhYUyaNAlGo5EWaJVKBa1WC51Oh76+PgwPD4PH48Hn8wEApFIpisUieDwe4vE4+Hw+AoEAkskkgsEgOBwORCIROBwOwuEw9Ho9zGYzdW8CgQDcbjf0ej28Xi8ymQwUCgWGh4dRV1cHjUYDl8sFvV6PRCIBq9WKWCwGlUqFYDCIbdu20Wun0+nA5XJRX19PxUhlZSUEAgGamprQ3d0Nn8+HYDAIi8UCs9kMk8lEXYR4PI5CoYBwOExfZHabQCCAUChEOBxGIBCARqOBUChEWVkZ0uk0fD4fduzYgVQqBbFYjLq6OpSXlwMA+vv74fP5YDQaMTAwALFYjPLycuoe1dfXIxwOQyKRgMfjIRAIYHBwEBKJBO3t7QiFQpBKpUgmk3A4HNixYweqq6uRz+dRKBSQSqUgk8moAzhr1izw+XyYzWbU1NSgp6cHfr8ffr8fQqEQHo8HIpGIzvPdd99FMpmkz3dzczMaGhqgVCoPCO9kZ+zP68YPBbvdjmuvvRbZbBZarRYLFy7E8ccfj4aGBnq9UqkUxo8fj9tvvx1OpxOLFi3Cs88+S4ur0WjEc889h5kzZ+71gsvhcHD66adDJBLhlFNOQaFQ2OU+55133gEtTg4ETCZTqXOyj3j++eexbt06/Oc//9mlGL7ggguwZMkSvPPOO/jqq69w2GGH7dEx33jjDfz617+mzcT48eOxYMECXHTRRchkMnt8bj/aiOf666/HxRdfjEMOOQTTp0/H4sWLEY/Hcemll+7xMeRyOcLhMIrFIoRCIbLZLAwGA3g8HkKhEBKJBJLJJPL5PC2myWQSmUwGEokEmUwGhUIBIpEIcrkcfX19SKVSSCaTsNlsCIfDmDhxIg4//HDYbDY4nU7kcjlIpVLw+Xxa4DgcDpxOJ2pra0nuqNPp0NzcjEwmAz6fj1gsBp/PB5/Ph2w2i5/97Gfg8Xjo6emBwWBAIpGA3+8Hh8OBTCZDb28vHA4HstksIpEI9Ho9Jk+eDK/XCx6Ph+nTpyMSiaBYLCIcDiMajUKhUEAsFoPH4yESidAC1dPTA51Oh+rqaqTTaaqeRSIRenp6wOPxaAGXSqXI5/OIRCLUddDr9cjn89iyZQvi8Tj0ej1qa2uh0WgQCoWwdetWZDIZ2O12NDY2QiAQQKFQQKlUIpVKoaOjAzqdDmq1GqlUCjweDwaDAV6vF5s2baKOh0qlwtDQEFQqFZxOJ4DRCw+Px4NYLEYqlaLRzcDAADKZDDgcDoaHh2EymSASiZBOpyGRSMDhcDAwMIDW1lZks1kMDw9DqVQiHo9TwaTT6SASieDxeDBhwgTE43FYLBZEo1FaqLlcLtLpNDKZDDQaDRV7iUQC6XSaCjIulwur1QoA1DlTqVRwu91Yv349FS3xeBwCgQBSqRQcDgcGgwGbN28Gj8dDbW0tDAYDysvLqSOlVqupsOPxeMhkMli9ejW9hwKBAKlUCnw+H9FoFN3d3UgkEkilUnTOKpUK+XwegUAAfX190Ol0SCaTUKvV0Ov1iMVi0Gg0MBgMyGazSKfTiMfjWL9+PbxeL9LpNHQ6HWpqapDJZLBlyxbU1tb+KAvC/rhu/JDw+/0YHBwEn8/Hddddh9/85je77DrFYjF+9atfoaWlBTfeeCPWr18Pt9tNF/MTTzwRP/vZz77Xebz66qu7LU4A7Laj9EPC6XTipZde2u/HDYVCiEQiAEaLrj3d3ZcwFoVCAd3d3Tj77LPx5Zdf0mgaGB0xXnLJJbjvvvvw97//Hc8//zxt7r8JGzZswGWXXYZoNIqjjjoKN954Iw4//HCoVCoAODgKlHPOOQderxe33XYbXC4XJk+ejA8//HAXAty3QSQSUZt5x44dkMvlEIvFxDVho4NsNotcLge/3w+lUoloNIpCoYBYLIZEIgGtVgs+nw+TyUQLqkQiQUVFBbXUWSchEAigsrISfr8f8XgcRqMRWq0W8XgcxWIRzc3N2LBhA/EWwuEwVCoVlEol7XYdDgcVBPl8HsDoQmMwGOB2u8Hn8yGXy4knYjabwefzaaTB+BMWiwUul4u4EWzXHI/HoVKpiM8gFAqhVCpJ0ZBKpWCz2SCVSqHX61EsFiGTyeh1SSQSiEajZIalUCjQ29uLYDBIu3i/34+GhgZEo1Fs374dVVVVkEqlkEqlVLzYbDYqHr1eLywWC0QiEXK5HBQKBd3OjhuNRlFeXg69Xj+mO8W6WqFQCBUVFdT1USgUcLvd0Ol0CIVCEAqF4PF4cLlckEql1EkJBAKwWCzQ6XRwuVzg8/mora2FzWaDw+GASqXCli1bIBaLUVlZiZ6eHoRCIQgEAlRWVoLP50MqlSISiUChUFDHRKFQwGAwYGRkhDp5mUwGmUwG0WgUoVAI6XQaZrMZAoEAPB6PPhdcLhfDw8Mwm82QSqXw+/0QiUTQaDTgcrnI5XIARr/Mfr8f2WwWLS0tyOfziMVicLlcOOqoo8DlcrFp0yZoNBokk0kUCgUIhUJMnDgRQ0NDSCaTUKlUaGtrw7vvvov3338f8+bNQzabhVKphEgkglQqpc+N1+vFmjVrEI1GAQAqlQqVlZVoaWnByMgIMpkM7b6/njB9ILA/rhsHAjKZDJdffvm3Lppz5szBp59+invuuQdDQ0N4++23kUgk8Nlnn8HhcMBisezTY7vdbnzyySf7eur7Hddeey1WrVq1X49ZKBTw1VdfETn6QHfz/hvhdDqp+74zfvGLX+D+++/Hp59+imAwCIPBsNu/LxaLWLFiBe644w5UVlbi8ccfx/jx46HRaPb5nH5Ukuw111zzvVqzqVQKuVwOIpEIDQ0N8Hg8cLvdUKlUkEqlSKVScLlckMvliEajEAqFxMPQ6XQAQIRR1uYuKysbw1Hh8/kYHByEXC6HxWKB1+uFyWTC5MmTMTIyAoVCAR6Ph0KhQOOIjo4OhMNhOJ1O6HQ6eL1eWijUajV9mZLJJI1WGK9DKpVCLpfDZDJh9erVtAuSSCTIZrPweDwoLy9HsVhEMBiESqVCOByGXC5HOp1GVVUVstksOBwOBAIBIpEIEWOBUdnlyMgI+vv7UVNTQ8fl8Xjg8Xi0exaLxSgUCnC5XIjFYtR50Gg0qKmpgUqlQnt7O41P2C6ejdfEYjFUKhUkEgnUajXWrFkDu90OlUoFuVwOPp9Pu3O1Wg2lUomamhoYjUYkEglwOByMjIxQMaLT6SAWi+k81Go1rFYrXC4XxGIxZs2ahbq6OjidTiJ5ZrNZJBIJ9Pf302eA8W5Yh4F1wBhXJBaLQS6Xo7KyEoVCAcVikT4zPp8PoVAIra2tyOfzyGQyyOfzRHA2GAzEs8nn87DZbOjt7UU6nYbFYoHBYKCul8/nA4fDgVQqJVIxn88nsmQ4HIbX66VxlFQqhVKpBI/HQ11dHVpaWpBKpRAOhyEQCCASiRCJRDB+/HhotVqMjIwQz0WpVEKhUCAYDGLdunXUsWIjUPa89Xo9uFwuvF4v9Ho9stksmpubYbfbEY1GkUqlkM/nEQqFkMvlDohyZ3f4vteNHxLr1q37xs7F7qBQKHDfffehUCjg0UcfxXXXXQebzYaXXnoJv/vd7/bpHDKZDEKh0G5/x7qkBwoOhwNfffUV/dza2vq9PzeFQgH//ve/8ac//QnAaCd9woQJ3+uYJQDjxo2jLsfOsFgsqKqqoqnE7pBIJPDOO+/g6quvRiqVwmOPPYbZs2d/73M6KFQ83wS2ALFOilarhUqlQiqVgsfjQbFYpAstm5lbrVbiPeh0OhiNRgwNDSEYDEIqlWJkZIR24gKBgLoyGo0GEokEGo0GWq0WxWIR5eXl1N6XSqXkrWA0GuF2u9HV1YW6ujpUVVVRl2B4eBj9/f2ora0l5QlbpOLxODKZDLhcLrZv3w6r1Qq5XI7BwUE6z+rqahgMBnA4HHC5XGQyGSKKVlRUIBQKQSKRgM/nIxQKwel0Qi6Xo6mpiYqxQCCA1tZWUpUYDAYUi0VoNBrIZDIqbBQKBcLhMHp6epBIJCAWiyGTydDQ0ACFQgGHw4EVK1agra0NAoEAX331FRFjrVYrWltbUVZWhlQqhaOOOgrJZBJmsxk2mw2fffYZlEol7HY7EVlDoRDKysrQ3t4Ot9tN3JhMJoPa2lpUV1eDy+Wiv78fdrsd6XQadXV1SCaT8Hg88Pv9AIBYLIa+vj5kMhlotVqUlZXRqIipJxwOBzgcDhoaGpDNZjE0NERdkFwuhy+++AJtbW2IRCKwWCw08jKbzUQqzuVy1GJmRGo2gnK73aS4kkqlkMlkyOVyEAqFaGhoQCAQQFlZGZG72VgynU4jEokQ54cRiTOZDBWeQqEQOp0OwWAQuVyO/hYYvVDw+XwIhUJSXvX19cHv95OCKJvNErclGAxi8+bNEAqFSCaTROQtFAo47rjjkMvlkM1maSSkUCggl8tRXl4OuVz+Y331f7JYu3Yt9sX7ksvl4oQTTsDChQsRCoXw/vvv49e//vV+H8doNBqccsop+/WY3wamZgQAg8GAl156iUjk+4r33nsPCxYsQCwWA4fDwfnnn7/fVEH/q+BwOFiwYME3FiiHHnooXnnlFfzzn//EnXfeOYbgGo1G8atf/Qqvv/46uFwuHnzwQVx00UX75bwO6gKFLUiZTGYMmTIWi9HOl6lnYrEYtf1jsRjy+Tzi8ThsNhvi8TgMBgMcDgdkMhmGh4eRyWRQXV2NQCBAMl+FQgGVSkUjmFgsBoPBAJ/PR/wCuVwOvV4Pq9WKgYEBGg8Ui0Vs3rwZ8XgcjY2NiMfj1O2Jx+MYGRmBWCwm6Ww2m4VKpSKJLytAdDod7fKZRJWNcrLZLIxGI1wuFyQSCYrFIhwOB8RiMQwGA7hcLtRqNY2Ekskk5HI5pFIpRCIRFXTFYhGpVAq9vb3weDy02EWjURSLRUgkEuK2lJeXw2AwoLOzEyaTiQikwWCQOibFYhFisRiZTAYjIyN0/qlUir4QbFzDRiOZTAZmsxlCoZCKR41GQ0VGJBLBwMAAEXm7urqgUqlgMpmQTqdRUVEBg8FAJFUmpWUdIlZEMuWSXq+HVqtFX18fpFIpqqqqoNVq4ff7EQwGUSwWodVqYbfbEQwG6SLLikuTyYREIgGBQICtW7cilUrR+zJlyhQolUo4HA7o9XpkMhnkcjlS7KjVavB4PMRiMRqlsfejrq4O2WwWGo0GgUAAmzZtIsUNU2kVCgWSHdtsNuTzecyaNQtcLhcejwfxeBwul4v4V0NDQ5BIJJDL5bDZbBAKhQgEAtSNYQRm9vPO3wPGkcpms/T9K2FXmM3mvS4uGhsbce655+KJJ57AqlWr8Nlnn+HEE0/81r/J5/O7FER8Ph9Go3G3UuNjjz2WuscHGgqFAg0NDd/rGMPDw7j77ruJN3X55Zfjjjvu+K8j/R5oFItFPPzww9ixYweuvPJKUgECo9dy9ll68MEHsXr16jEjtVAohI0bN6KhoQF/+MMfcPnll+83Zd9BXaAYDAbidjA+h0QiQTKZRCQSgdPpRF1dHY0mmKdHe3s7BAIB1Go1eTqwhTKXy+HLL79EVVUVzGYz7Xrz+Tx6e3tRW1tLu+R0Og2BQACZTEZvoN/vpwKD+XLkcjkqaioqKqi17vP5sHXr1jHEVY/Hg0wmA7VaTWOZiRMnIhqNIhqNUheiUCjAZDLRefB4POoUsYVFo9HQBWHbtm2oq6uDSqUimWlvby/a2trA5/OJG5JMJiGRSIiImsvlkMlk4HK5oFKpiHBqt9shFouRz+cxMDCAfD6PiooKxGIxGI1GukBu3ryZVCvhcJiIsiqVCt3d3TAajdDr9TAYDLTw5XI5GI1GKkRaWlrg8/mQSCRIch2JROh1ZvwdpmhiyiLWFVAqlcTnGRkZQTabhcViIZJtdXU1PB4PCoUCKioqEIlEwOVykUgkqKMkFotpIWBeK9XV1SgWi2hpaaH3O5vNwul0Qq1WU9eHFVYcDgcSiQSxWIy6Now7xLoxTOpuMpmwcuVK6HQ6VFRUkG9JeXk5+fuw14DP55NEmnFY2tvbaWSXz+chl8uh0+ngcDjg8/nw+eefg8vljuEF7fw5zuVy9D2ZOnUqGhsbibgci8UQjUZJGl7CKHbmfsyZM2efXp9FixZh1apVaG9vxy233IJJkybtdiTidrvx5ptv4qWXXtptDtE3FY9M1XcgUCgUsGnTpn3qKO0Ow8PDOOuss7B+/XpwuVxcfPHFuP/++/fLsf/XsDui6oYNG7Bhwwa88847uPPOO3HUUUdh27ZtuO+++/DBBx9AJBJBKBRi8+bN5PXEoFarceedd+K8887br+d5UBcoNpsNMpkMZWVlpOCIRCIIhUKIxWIYGBhAf38/9Ho9xo8fT4tNoVCgokEikUCr1aKzs5PM3dhudv369YjH4xg3bhwkEgnN34xGI7xeLzgcDvr6+ojcqlQqIZPJ0NjYSFUnM21raWkhIiJbkHK5HAKBAAwGA5LJJBEomXFaY2MjLcqM3MnhcJDJZMZ4aLC2fywWQ09PD+x2O7LZLPFpGLHXZDLRAikUCqHX6zE8PIzy8nJS78TjcYTDYfh8PiJ9SiQSau3X1NSQaRnjvVitVkydOpU6H16vFw0NDdBoNDS+AEb9IAYHB2G328eMS5jih3UBLBYL3G43ETiZ0oh5fITDYaTTafqdxWJBOp0Gn89Hc3MzNm/eDJ1Oh3g8TsXq+PHjiZeUTCapWHC73aSKCofDxDdiYxRGuvZ6vSgUCqitrSWjPR6Ph8rKSohEIthsNrjdbgSDQajVami1WjQ1NRHXhcl9GU+Hw+GgtrYW0WgUfD4fXV1dxDthnah8Pg+hUIiNGzeSpBoY3Z0DgMvlQjgcJs8YZoCXSqVgsVhQWVmJaDRKpNyRkREAIN+TdDoNu92OVCoFuVxOxRrjVrHOYl9fHyorK8m8Ta1WQ61WIxwO/wjf+p8ustksvSb76vOhVCpx+eWX47rrrsOWLVvQ19e3S4Hidrtx4YUX/qSIsLtDd3c3brrpJipQDjvssO9VHN1+++2UXD1p0iTceeed++U8/xfx73//+xt/197ejnPPPZdMJ9lk4NFHH8Vxxx0HYNTrhxXGHA4Hp5xyCpqbm/f7eR7UBQrzaxAIBESAZB4bO0tTGeObef83NTVBJpPB7/fTjjUQCIDL5ZLnhEAgoJGDVColPoVYLAYwyjlgI4bh4WHI5XIqdvx+P3UemNQ5lUpBKpVSgWCz2cgkzmAwUDEjFosxZ84cUkt0dXXR4uH1eokTwKSyfr8fgUAATU1NZIY2ffp02O12dHR0wOPxgM/nY/z48eRzUl5ejlAoBKPRSCMrr9eLcDgMkUhEhNVAIEA8H5lMRotWWVkZjEYjmdIxQi7jkmSzWXR1dZGMNxaLQavVIhQKwev1QiQSwe12I5VKQafTUffAYrFAKpWis7OTuEOMW8FUOvl8HgqFAuPGjQOXyyWDLuZ7wxbsdDqNYDBInZDh4WEkk0nqRgwPD5OzL3OpZd00t9tNIzw2AmIuwZlMhromqVQKqVQK27dvRyQSoXFWsVhEOp0mXxFWWEmlUipKZTIZPdbg4CDEYjEikQiqqqrIXHBn3kcikUBzczPi8Tgp15jShxnPMYVTKBSCzWajDg0j53K5XAiFQuJrcTgcIkSzTo7H44FGo4FarYZAIIBWq4XL5cLGjRuhVCpRWVmJ8ePHI5fLlZQT3wA+n4/zzz9/n/42FArho48+op+/3n146623cPfdd2PDhg0ARv0lDAYDLrroIrjdbrz++ut0Xy6Xi/PPPx+ffPIJ3n77bZK1Hwjk83k88sgjdI2rrq7G9ddf/72kwGyDWFNTg3/84x8lU7bvgXg8/q2/Z11zAKirq8Mdd9yB888/n0Y3l1122Q9+jsBBXqB4PB4aXdTU1CCZTCKZTMJutyOfz5MzplarxfDwMLq6uiCVSjFnzhxIJBL09vaSPDiXy6GmpgbA6MzNaDSivr4emzdvht1uB5fLRSgUAofDQTqdRiwWg9frRUtLC8k72X0Y4dVut8NsNqO3t5eUFiKRCCMjIwiHw+RGq9frUVNTQ14pbGQRCARQVVVFpFe2QOdyOXR2diKVShGvxG63o6ysDM3NzRgaGoLdbt/FJE4ul8PhcJA3i0QigdPppILO7/ejqakJYrEY4XAYBoMBdrsdmUwGcrkcDQ0NpABgMtS6ujoiKisUCphMJng8HkgkEkQiEeJhDA0NIRaLwW63w2AwjLHcl8vlZM0vl8uhVqtJjh2Px1FeXg6ZTIZgMAixWIxDDjkEUqmUuk0ymQxWqxWbNm2CRCLB4YcfDrfbTTJziUQCq9VKBYVSqURZWRnxYNLpNDo6Oqiw4fP5xMNgDpjhcJiI1szDpKGhAZlMBk6nk5xc2evK/DDY2CiZTFK3zGQy0ZjQbDbD6/Wip6cHQqEQKpUKDoeDHodxXFihO3HiRDLTi8ViSKVSiMVi5DnDDOOUSiX0ej1kMhm5r3I4HOj1ehr9pNNp6PV6OJ1OeDwepNNpZLNZKuxaW1tJdsg8U5iR3uDgYKmD8i3g8/ft0rp+/Xp88MEH9POCBQugVqvp523bthExe/Lkyfjiiy+gUCho4WB28gxMDff2228DAF577TW8//779HuZTIa//e1v+10F09nZSd4nVVVVeOWVVzB16tR9Pl4sFqMR42mnnXZAbfr/28D4mXuKa665BjKZDG+++SZaW1t/kE7JN+GgLlC2bdtG7plTpkzBjBkz4PV6IRaLiQPBcluYUywz9hoeHqZFKhqNwuFwoK6ujroxLpcLNTU18Pl8aGlpQU1NDTZs2ICenh7EYjGo1WpMnjwZfD4f1dXV5PLK1D+McMq8UDZs2EA270y2y+VyyVeDtc1ZpwUAtFotEWfZ8Zl5GnMTZXlBIpEILS0tMJlMqKiooDwdtVqNxsZGSKVSpNNpyOVyKJVKxGIxMqvj8/m0MAsEAng8HnJVZQtueXk5qqqqYLfbUV1dTZ0WNq7w+/3g8/mkKopGo7SrZx0gJlWNx+MIBAKora2FQqGAVCql3X1vby8ZoTFFEiONMukuK4iCwSARSJnzbTKZRE9PD7nZMtWORqMhHxmr1YpoNIrJkyeDw+EglUqRciYWi6G2thYymQxyuZw6RoyQqtVqUV5eDoVCgXQ6DY/HQ4UZiyxgjsCM08G6e3K5HKFQCCKRCKFQiJ4Xe2+YcooZ/7Fcnerqavh8PuKcsNeedai8Xi95moyMjEAmkxF/iSncGLmVZfSwYjsYDNJ4kmUPsTwlu90OrVZLEQ1M9cXk2VOnTsWLL774o33/f8rYnZ/EdyGfz+9iT9/e3v6N9zcajbuMknZHTmRd32KxiI0bN+7y+6GhIbz33nuoq6vb63PeHVKpFK6++moEAgHw+XwsWbIEhx566Pc6psfjGSNXLmHf0dPTgy+++AIAiBrxbbjrrruoEzZt2jSsXr36gJn9HdQFCgtVSyaT9OEtKytDfX09JBIJ5syZQ1wGprTJZrPIZDKQSqVob29Ha2srgNEvu8FgoAWaObEeccQRtOBaLBZya62qqiIbd0YWZQtvX1/fmJwYn88HPp+PVCoFp9MJoVBIBcm4ceOo3cbj8VBeXk4jF+bIajKZSOXCSI9ms5nGQk6nEy6XC6lUCgaDAZWVlTAYDOQ3IhaLEYvFiD/AOkbM1Iu549bW1gIAqW6Y74pQKMShhx4KqVSK8ePHj5GvshEO89tg+TA+n48M45ibL7Nwt9lspLAyGo1EYGb+LmxOHQqF4HK5IBQKyYlVIBAgkUjQe8i8PphpXTqdxtDQEOXRsPFUVVUVhoeHKViQ8Yz0ej1CoRCy2SzGjRsHu91OXBupVEp5KqzwMplMxAmSSCT0+jHOD2thJ5NJFItF6pBYLBbKR2LKIAatVovp06cjEAjA5/MhmUzS68yM37hcLvh8Pvr7+8lgUKFQIJvNorGxkc7HYDAQYZkZvDGzOOaYPDIyApPJREogrVZLYyNWTEUiEfT19aG6uhqHHHIIqqqqoNFo8MUXX8But9MYqoRdkcvl8Pjjj2Pq1Kl7PNKw2Wy455578OyzzwIYdaJm3wu3242qqirajACjY2EWkvdduOqqq5BOp/HKK6+Mub1YLGJoaAhdXV148sknsWjRoj1/kt+C999/H2vXrgUAzJ49+3u74gKjr8f48eOJyMmUgCXsHQqFApYsWYJAIIBp06bh9ttvx2OPPTama/d1JBIJNDQ0YGhoCF6vFytXrqQunEajwdlnn42ampofpGg5qAuUQqEAPp9Pdt02mw1erxdGo5G4CcPDw2S8xtxHh4eH0dLSQvN4iUSChoYGWvh1Oh0GBgZgs9lw6KGHQi6Xk+xXp9PRosXsyFmXJhaLYd26deju7obZbEZLSwsqKyvx+eefo7y8nKS6XV1dlK3CJMzhcBhSqRQKhYIW3UwmQ5JARlhl3iTMkp0F6fX19SEQCBBZVi6XE1eCjVKYiVuhUEAymcTQ0BA4HA7NGisqKhAMBmmRDIVCcLvdmDt3LoRCIRKJBJmnpdNpSiROJBIoLy8nN1Sr1Uojhy1btkAul6OlpQUikYg6I5FIhNQ6jDPBFjxG6qyurqYF0+FwoKGhgYz51Go1dQusVivxgxQKBbRaLVpbWxEOh+FwOFBdXY3y8nJUVlZCLBYjkUigo6ODRhtMhs66HMDoQr1zMcPOKRaLIZlMUhHFwgPZ66dUKiGVSsm8jXVfkskkdTpisRgRgpuamuhzbDQaaTzpdrspB0gikaCtrQ1yuRxutxtDQ0Mkv06lUqisrIREIiGjQpbYrdFo6DPCMpzUajUx+JnBICviTCYTXC4XmdnJZDIi0orFYmzbtg0ul4uCJL9rjv2/Bp1Oh5kzZ+Ljjz/GW2+9hb/85S/fGGL4dTz//PN48sknAYyOh+666y5cdtllcLvd2LJlC+bOnYv33nsPv/zlLwGMLgxsc/VdMBqNuOeee7Bw4cIxt+fzeVx33XX4xz/+gWeffRZisRjz589HZWXl95KJPv3008jn8xCJRLj++uv3iwRYpVLhiCOOwIYNG7B9+3bYbDaMGzfuex/3fwnFYhFPPvkknn76aSiVStx66604+eSTMXv2bDz33HNYsmQJenp66P48Hg9z587F73//e8yaNQvTp09HT08PTjzxRFoDORwO/vKXv2D27Nk46aSTcM011+zzeHN3OKgLFDZy4HK5qKurg1wux+bNm9HX14cpU6ZQyF93dzfKysoQDoeRSqVIwsvyWZxOJ6xWKxQKBU455RRUVVVhYGCACodCoQCpVIpMJoN169aRogEYLVJMJhMl1NrtdshkMkyZMgV6vR58Ph/jxo2jxbW7uxsajQZ+v58sxpnPSDabhVQqJZmwUqkkEipTKwEgQzjWkSkrK0NLSwsGBwfHjIPy+Ty6u7tpsZFIJIhGo+R0ysiazFKbWagHAgHE43HE43FMnDgRtbW1xMvw+XyQy+UoFArk0cHGBHw+n1KkWRrr4OAgBAIBQqEQ+Hw+eDwe8Wai0Sj8fj9kMhmZnMnlcuzYsQNerxfAaEqp3W6H1WqFUCjE1KlToVAoIJFI0NzcTO+lVqtFb28vOBwOCoUC1q1bR6Q6gUCAQCBALrrxeJwUVyz/xOPxQC6Xw2g0gsPhkNLHYDCgUCggEonQ2Eir1RKxlymhRCIRFRrMm4WpnFjiMY/Hg0KhIBI1MztjQY5KpRKTJk2CVCrF1q1bqbhhz4mZrbECulAoYOLEiaiqqsL27duhVCqp6A4Gg4hEItDpdPQ5NJvNJO12OBwoLy+H2+0msiHrsLCil8fj4dBDD4XD4SD/GL1eT52g2tpavPDCCwfuC/8DIZVKoVgs0ohzX8FGocDu/Um+CbFYDK+99hqAUVOsp59+GkcffTSEQiGqqqpQVVWFWCyGxx57jP5mbxcBFsz5ddx4441Yt24dtm3bhjvvvBP/+te/MGXKFJx//vk49thjwefz8fHHH2PWrFmkHvs2FItFWrxMJhOOOuqovTrPb8PZZ5+NxYsXIxwO4/333y8VKHuJbDaLhx56CMlkEvfffz9OPfVUAKP8sgULFuC0007DjBkzKHn4xhtvJI+ZYrGIM888E/fccw8OPfRQcLlcbNy4kRSKn376Kb744gt89NFHuOGGGzBv3rz94oVyUBcoTU1NqK+vp1b2wMAAWc+zxblYLMJoNBK/wGKxoLGxEel0Gj09PZgyZQq2bduG+vp6pFIpMqRiipBQKETFBFN9sMVbp9PBbrfTAtDX14d0Oo2mpqYxypampiZks1nY7XZ0d3cjmUwSaZXN9BlXgC18QqGQJKKhUIgWfYvFQh2HVCqFcePG0aLk8/kwNDSEaDQKo9EIv99PShCz2Ux8kGw2i2KxiIqKChQKBdjtdggEAvh8PlgsFiiVSnLCPfzww2kkpNVqyVRsYGAAKpWKpN5sNJPJZFBVVUW26H6/n8YbSqUSAwMDpICqqanB4OAgpk6dSl4vIpEIZrMZXC4XTqeTwu2qqqoAjF7MM5kMRQew2ILt27cjEAhQpAEwyvYPhULo7e0lYzWRSETyW6/XS4uTxWJBfX095HI5hoaGqGDMZrPo7e2FVCqFUCikhcHhcCCfz1PQYn19PTnUMvmdSqVCeXk5SbWz2SxlKhWLRcjlcpKMy2QycLlcBINB4i2xTCNmxc/GdcFgkDxlxGIxBgYGUFZWhtraWnz11VfEl8nn86irq6PQQ5fLBZ1Oh3Q6jZqaGop2YLJ2FgnALiysUGHjxokTJxK5NpPJwOFwHOiv/H5DNpvF2rVr8dFHH+HFF19EJpPBhAkTsHjxYpjNZuJtHAh8/PHH2Lp1KwBgxowZOOGEE3a5j9VqJeWOVqvF3XffvV86E42NjXj11Vdx5plnYtu2bbDb7bDb7XjnnXfws5/9DBKJBG+//TZmzZqFt9566zu9XXp6emi809bWtl8N1CwWC8rLy2G32/H888/jyiuvLI159gIDAwOUtr47G3qtVkvXuBtuuGGMAR6Hw6Fu4OzZs3HrrbfC4/Fg9erV+PTTT/Hmm28iEongww8/xIoVK/DII4/gkksuGaP0i8Vi+OCDD/bKF+egLlD6+vpgt9vR3t5OJEu2mHG5XEgkEkybNg3d3d3UOWG70R07dsBisZC1udfrRXl5OYXvscUnk8kgHo8TITMajRKxNpVKYXBwkEY1jONgMBjICZTH49Fog7mo1tfXQ6VS0ViCKV+YOywL62NZLcxorL+/H9lsFv39/bBYLNBqtUSqZDwKVrAxTw0mmfb5fFi5ciVaWlpQUVGBsrIy8ggpLy+n8Dtm5vXxxx8DAHWHOjs7UVlZSSobhUKBXC4Hl8sFg8FAmnnWkaisrCRJ89SpU4nPwbpTjIty2GGHQSwWU5CiUqmkEYpQKER3dzccDgeNbHp6ekhtIxQKYTAY4PF4KHSvUChAoVAgmUwiHo9jYGAAEyZMoORqlqljs9moyBk/fjxxYpjKpru7GwqFgpRS7NwCgQCsVit5vlRVVaG6uhpSqRQejwe5XI4KPaaG4XA45EIMjBZJVVVVMBqNFELI3IY5HA6FToZCIeh0OuTzeXI69vv9EAgEMJvNtOvP5XLk8msymei1rKysJN5UJpNBJBKBw+GgAl4oFBJ3yOfzQa1WI5fLkSPu8PAwGhsb6XWQSqVYtWoVeDwekY0PVtxzzz146qmnxoypBgYG8MUXX+DnP/85Hnvssb1e/EKhEDZv3gwAmDp16m5tw3eHeDxOkvFLLrlkl98XCgU8+eSTZMr3+OOP0+53f6CxsRGvv/463nnnHfznP/+Bz+fDwMAAXQMAULL1dxUoZWVlqK6uRkdHBw499ND9WqBUVVXh0ksvxV133YVt27bhtddew8UXX7zfjv/fjq6uLvKo+rbuU1NTExYuXLjLe3fIIYdALpfjueeew5VXXom6ujrU1dXhvPPOw3XXXYdHHnkEb7zxBkKhEBYsWIBVq1bhlFNOgUgkwrvvvoutW7dSkb2nOKgLlOXLl5MyhbWpfT4fySyPPvpopFIpck9kCbUsUI4VEi0tLRSOl06nMTAwQK6szMOCtewTiQSamprgcDjICI3D4aC9vR2bN2+meT8A6oYw0uuOHTug1+thMpko8t7n81FFaTAYEA6HYTabEYlEKEyPcRlYknBdXd0Yy3mJREK8F61Wi1gshqGhISp8YrEY+Hw+/H4/dDodisUi2dyzRZKlCw8PD2PLli3UmWD8j4GBAQiFQvh8PkSjUSJfTpkyBYVCAaFQiIzwXC4XWbnncjm43W40NDSQL01FRQWcTiccDgelFnO5XESjUdjtdsoHOuSQQyASidDb24uRkREiypaXlyMSiRD52ePxoK6uDtXV1di6dSvC4TDtgJlqKRKJkBw8m80S+XjWrFlQKBTkYsvIsGVlZWTap1arUVVVBavVSkZ2jA/U0NCAZDJJfjnpdJpIq8xlmMlC0+k0CoUCvV7MOp7lIDFOk16vJ7M6ZtyWyWSIRN3b2wuxWAypVAoej4eKigrqvojFYgr7mzBhAhXTLE25paUFAwMD8Pv9RIYuKyujeABWJG/ZsgU2mw2ff/45ycUBkPpqYGBgn83Ifgp46KGHKH/k2GOPRaFQwHPPPYf33nsPzz//PI4++ui9Xvx6e3vR09MDDoeDo446ao9C+QqFAkmAZTLZbscoPT09NEo77LDDcPLJJ+83K3GG+vp6XHfddbjmmmsQiURw/fXX47XXXiNnYTY2dTgc5L2y83PYtGkTPv30U6xevZqI9T9EgN+vfvUrfPDBB9iwYQNuvPFGVFZWYt68efv9cf4X8eWXX8Lr9UKj0ex21Dlt2jScfPLJePHFF8eQqvl8PqZMmYKnn34av/zlL/HHP/4RmzZtwjPPPIPnnnsOwOjIk8PhoLW1FVqtFitXrtyjczqoC5Tq6mrauZvNZtrl8fl82O12MiNju0pmMW42m6kDwPwuqqqqyHcjFotBIBBg/Pjx5BnByLAqlQoikYjcYjUaDex2O2w2G8xmM+bNm0d25IlEAlwuF4ODg9i2bRvkcjnq6upgNBqRy+VQV1eHaDQKj8cDlUoFr9cLHo9HwXJsbBIOh8Hj8dDY2Ag+n08KGUbEHBwcBDDaAmUpx0xVsnO20M5OpIyj4vf7odVqqXU/MjKCUChEPhv5fB4ajQZz585FIpFAb28vmacxkqtYLKYCr6qqiv7W6/XS68SSnYPBIEKhEHw+HxwOB7LZLGX6VFZWwul0kt8B62YMDAxQ0F1FRQV5ejCDvdraWlitVhqvVFVVoVAoIBgMorm5mUzFpFIphoaGYDQaMXfuXCrM4vE4GfcB/3++z1xh9Xo9jdRYFEBTUxNqamrA4/GI+MtC+SoqKiAWi2G1WtHV1YWKigoa1TB/kkAggJ6eHhiNRmi1WgSDQfIsYS657DVghZdAIEBNTQ0peQQCAZG/2Zjqyy+/hEgkgslkok4gn8/HyMgIueBqNBrkcjlYrVbw+XxUVFSgqamJuoJ1dXU4+uijsXXrVoyMjCCRSKCsrAyRSARTpkxBdXU1kskkNBoN3nrrrQP5ld9vEAgEWLBgwZhRycknn4xHHnkEN9xwAxYvXoxTTz11jAfJd+GDDz6gUdzpp5++R3+zbt06UkS0tLTs1ivk008/Jdn4vHnzftA0Yj6fD61Wi2eeeQbHHHMMrr32WorrYAXb7NmzsWjRIiLm/9///R86Ozt3Sbptb2/Haaedtl/Pr6KiArfddhvOO+88eL1eLFy4ENOnTy+NevYAjBy/u65WLpfDAw88gGQyibPPPnu36jOBQIDf/e53ePvtt/Hvf/8bV111FSk/gVFjwGOOOQafffYZDj30UPT19WHatGloaWkBMPq5OfPMM6kDuyc4qAuUyspKalmzBZYF442MjGDLli2QSCTYsGEDFAoFzGYzrFYrkUMZz4CBdT9WrlyJZDKJdDpN3AfGqaiqqkJ/fz/JXYeHhxEKhYg4arFYYLPZUFZWRr4gzFuCz+eTNTrzMFEqleSpkUgkSA7MeB1Wq5WqWT6fT4oc5vLJ1CYVFRXo6emhwDuWvMxa2EzRk0gk0NXVBQ6HQwsbk1+rVCqIxWJSd7DRkF6vx9DQECUjszahSqVCPp9HJpMhbxcA0Ov15JXS0tKCUChEr5lCoUCxWMSMGTMgEAiokGEcG6VSSRb/ZWVlyGQyaG1tBY/Hg1KppPMOBAI0NnK5XFCr1ZQ543a7iXuTTqeRSqVQXl6O+vp61NTUQC6X03mzz0I2myUuD/MbYTLeVCoFr9dLiz1L82Xjn0AggEgkAoFAgMbGRnIV5vF4lDjM3oNMJgOPx0OEVKakYu6zIpGIiNnFYpFUY2VlZejt7cW2bdvQ2dkJs9mM1tZWSCQSUhc5nU74/X4KP0wkEmT4p9FoyIGYfXZZGGFDQwN1b4RCIRF3NRoNBgcHoVarYbFYMGnSJKjVagrGZIXkwYg33niDiKgMXC4XZ5xxBv785z+jvb0ddrt9rwoUBpFI9K1k22QyCYfDgddeew2vvPIKLeznn3/+t8qSKyoqMH/+/L0+n30BSwk+5JBDcMUVV2DVqlX0u1WrVuH4448ns0YGLpcLo9FIhHT2Gdvf3Z6TTjoJV1xxBRYvXox169bho48+wi9+8Yv9+hj/bejp6cFdd90FLpeLSy+9dBfC9PLly/H5559DoVBg7ty533icqVOn4uc//zleeuklPPfcc7sow4BR7t0JJ5yAJUuWgM/n48knnxzD6WId5T3BQV2gjIyM4JBDDoFCoaAn7XK5UFtbSwTL4eFhVFdXU0uatbxZrDxL9WWKDbarB0AmWIFAgAiHfX19xBEJBAJkuMUWIeYC6nQ6iZDJ2uuMO8EKGrVaPWauy2zzE4kEhEIhxo0bRx0UlsGj0WgwMjICr9eLjz76CDU1NeQAGgqFSFEyadIkWuD1ej02b95M55HNZmnunUwmySZfJpNhwoQJGBgYQGdnJ7nyMl7FV199RTt+nU4Hg8GA7u5u4s8wdRMb9ahUKnIbnTx5MlwuF5FrE4kETCYTEZzZIh8MBmEwGOj1jUQiiMViKC8vh9PpRC6Xg1wup/Eck87q9Xq6YLLOGSNEM2Lvzu8/62aEw2EYjUYqyJiBHnNkZeMRpk5go5ZoNDom3JDL5ZL9PfPFYRLxdDqN/v5+Kujq6+tJIdbY2AiTyUQhhk6nk8jSjNi7Y8cOBAIBbN++nSTdVVVVJAdlXcCBgQEkEglMnDgRGo0GAOg1ZWO0dDpNxaDX64XL5UJXVxfUajUMBgMZBzKeTDQaJc8WluEUj8epgDpYMWvWrG/lR+TzeSxfvnyfxhTMCfnrx+vu7sY777yD5cuXY/Xq1WPShtVq9XcqXioqKugzcSDA4XDQ0tKCe++9F3PmzBnzfrPvGusmi0QiXH755TjrrLNwzjnn4LPPPsMLL7yA3/72t3uk/tkbcLlczJ8/H4899hgymQw+/vhjnHbaad/LRv+/FYFAAJ2dnbj66qvR3t4OrVZLUnVgtHPyxBNP4KGHHkImk8Fpp532raZ6fD4fV111FV588UV8/PHH+P3vf79L94rD4eD222/Hq6++irVr12L9+vWYM2fOPp3/QV2gzJkzhyShzPuhtrYWarUaU6dOpZyecePGQaFQYGRkhLw1pk2bRmFrBoOBiKahUIh2uh0dHWhuboZEIoHD4cD27dvp4swWVgA0OmJJxWwMMTg4CKvVinPPPRcGgwE9PT3o7+/HIYccAi6XS6RctshGo1FkMhnatadSKbS0tGDZsmWUxWOxWGie19nZSTteVsBEIhHIZDKShLIMHY/HA4/Hg8HBQeqYTJo0iTom7NylUinKyspgNpvx1VdfUVdJoVCgqakJ4XAYDQ0NdJxoNEpJuvl8nozumC07c0J1OByw2Wyoqqqi8QzjzzDnXmb3zhxhGSmwsbGR5tqMH8IcWdn4rlAojFHMSCQS1NXVUUwAIzizDgb7UrHuA+POMAM4FoJYU1MDo9GIRCKBfD4PtVqNUChEydLDw8MwmUxQqVSQy+VjwgX9fj+N4liHhhUhLO+G+cmwcVsul6NMJLlcDqvVSkRwuVyOadOmjeE5SSQSjIyMoKenBzabDW1tbZg2bRqN05i/CnMg9nq9UCgUMBqN6O/vp8I+FApRLpHNZoPFYqFO0ObNm1EoFKhVy+FwoFarx3gm/LeA+dAwYvieIpfLwWazAQCFRrJiwm6347rrrsP7779PqjFg9LPHFF1SqfQ7nVzZ9YkVnwcKBoOBAlndbjey2SwOO+wwmM1m/OY3v8GcOXPA5XKpQLj66quxbt06DA0N4eKLL8YLL7xAFgn7C3V1dZg+fTpWrVqFd955B4sWLdqnbtd/K8LhMP7zn//g0UcfRVdXF3l8XXHFFdDr9QBGN9NPPPEEFi1ahGw2i7q6Otx0003fKbVnhX1fX99uU5GB0UKGy+WiUCiMST3eWxzUBQoz4dq2bRtSqRQaGxuJd8EknC6XC93d3RAKheDxeNBqtbQzZtbxKpUK7e3tlPbKFhur1UqW9fF4HF6vl3bQbFcQj8fR1NSEnp4eDA0NobGxEVu2bIHf78ekSZNgNBphs9kwfvx4ylQJBoMkUWb8D2Y+xjooLOxOpVKhrq6O5sDMt2RkZARGo5FIwsy51uFwkLsuk8nm83nk83mkUinU1taio6ODyLFNTU3I5/NQqVTUnWAutzKZDA6HA0qlEgKBAJMmTSLzumAwCI/HA61WS2MODocDuVwOHo8Hq9VKiiomf2b+IKzIYTPsRCKBRCKBSCRCxE7WJRo3bhx50CQSCdhsNvj9fkSjUUyYMAFarZZkzMDoTrWlpQWffPIJOjs7odFoMHHiRMhkMhrhaDQa6HQ68jYpKytDIpGghTeRSIDH42HcuHGUocM6VSysT6VSQSAQEPfGYDBQ8B7jN7HkbJ/PR34WjEvDxkOZTIY4PCy1WavVoqGhAT09PVi5ciW5PjJyIhsnJhIJtLe3Y8WKFdBqtTj55JNRXV1NZGb2XrDgSp/PR6nKEomERmZKpZIcjBmBmEmJma0+6wDW1NSQ4eDO8+f/BmSzWTz88MPkcbSnzpjFYhH33XcfJcTmcjncc889uPfee/Hyyy/jySefJMUT+1zNnDkTc+bMwfr16/HII4+M8Q/5JnR1dWHHjh04/PDD9/1J7gOampqwdu1axONxHH300fD5fFi0aNE37opPP/10/Oc//8Frr72GTz75BL/85S/x/PPP79egQqlUinnz5mHVqlWIx+PYsWMHZs6cud+OfzCjWCzi9ttvx+LFiyEUCjFz5kzMnTsXl19+OaqrqwGMGpj+4he/wIYNG2AwGHD11Vfj8ssv3yU5e3fQ6XT7veD8JhzUBcq2bdsok6aqqopyUCQSCfr7+8loTCqVoqGhASMjIxTqBoA4KGyxKRQKGBoaQnV1NZRKJbm+skVKLpeT4VtFRQVlnuh0OrhcLni9Xtq1tra2ora2loxs2JsaDofR3t6OU089FblcDul0mpQ1zLmUWcSzbg4zOIvH4+R8KpFIiFTJxgoOhwOFQgHjx48nEizbDQoEAphMJrLeT6fT8Pv9NE5hWTyDg4NIJBLQ6XQYN24cZdQwYuWMGTMoLJFJio1GIyZPnkweMsxC3u/3o7W1lQzZJk6cCJVKRSGJdXV1qKysRLFYhNPphN1uB4fDQUVFBcrLy+FwOODz+VBdXQ0Oh4NwOExkW7PZDJVKBbfbTR4iXC4XMpkMHA4HNTU1xO8A/r/1fDqdpmIsmUwS8be+vp5UWYyQGIlEIJfLSSXDJOPxeJyUOyyXhsnVWaGUy+VgMpmwY8cOJJNJ9PX10cLO5/PB5/OJe8DUWcwITyKRYHBwEKFQCFwuFxUVFZg1axZ9Rt1uNwqFArxeL7766iua7zK5uMvlQl9fH0Uk1NXVIRgMolgsUj4T40cplUqYTCbw+XyoVCqkUikaAzLjP2D0osdIwkwRJZPJDth3/UBg+fLleO+99wAACoVij1U8W7ZswZIlS8YUGK+88gqWLVtGainGb/nZz36GM888k7ogFRUVeOSRR+B2u7Fw4UI88sgju3A22traqCv66aefYvr06fvVrXNPUFdXRyTyYrGIJ554Aocffvhuz6NYLNJmDwA++eQTXHjhhXjuuedgNBr32zmdfPLJWLRoESKRCM477zzccMMNuPLKK7+X2d7BDNa59ng8eP755wEA55xzzi6S+VwuhxtuuAEbNmyA0WjE0qVLceyxx+7x40SjUUQikW/tWK1Zs4b8vL6Pp9BBnZfO0l6bm5up65FKpbBu3TpaELRaLfL5PLxeL4RCIQqFAtmRm0wmNDQ0wOfz0XxeIpGQvJaZ1jBirVKphEQiITVEIpFAIBBAMplEW1sbeDwefD4fxo8fj4kTJ5JpHFN+MPVOoVCASCQid1Y2Ito5eZhlpDAjMOaxwRZAvV5P3YOysjKS5TKPFY1GQwUVU2fodDq6YBYKBeK+5HI5DA0Ngc/nk2kYe+3Kysqg0+kwODgIl8sFv9+Pzs5O8hvJ5/PgcrlEsmQyZKZiWr9+PeXFMCt7rVYLj8eDDz/8EDt27EB1dTX4fD6SySR5uDBSMgBKQWYjIca9SCQS5GHDPD0Yv6asrIxCCJntNjuWy+WidGCBQID6+npywQ2Hw9RyZ9EGLpcLO3bsoMKwoaEBqVQKPT09ZGDH/oZxZhivhPGXmMU8l8tFIpGg8VUsFkN/fz8CgQAcDgdGRkbg9/vR399P7znrmHm9XkqFFgqFGBgYQCgUwoQJE3DqqacS76eiogKTJ09GWVkZcrkcnE4ndWrMZjOUSiV5njDZNDAqF2UJzoVCgR6TddOY9Foul5MS7mBGoVBAV1cXBgYG8Oc//xkXXnghycUXL16MyZMnf+cxNm/ejDPPPJMUcgzFYpEsBLRaLZYsWYJnnnkGV1xxxZgRDQsiLRQKWLly5W5TZmfMmIHjjz8eAHDffffttZfE/oJcLsdpp50GDoeDt956C5s2bfrW++6Mjz/+eL8HS06dOpVUWENDQ7juuuuwcOHC7+xE/bchm83iwQcfxMyZMzF+/HgceeSR5HrNRAE7Y8OGDXj33Xeh1+v3ujgBQPlg34R8Po9bbrkF0WgUc+fO/V5BkQd1B6WqqgoikQiRSARGo5EIgUNDQ2hoaCDJq8vlgsvlImlTKBSC2WxGe3s7hEIh2tvbsWrVKkilUpJuMlVKOp1GsVjEvHnzoFAosH37drS0tECv18Nut2PVqlUYN24cjj32WEilUthsNjidThp9sDeSLVJsUbVarTAajchms2Rln0wmUV5eTo/LEmZ5PB6mTp1K5m/MoI2F1LFFQ6/XE3l0YGAAfD4f5eXl0Ov15GdSX18Pk8mEdevWwe/308WOLWDMFI7NDrPZLLhcLjQaDXUA2OukVqtRKBSwfft2smtvaWmhXT9LJWaqI6fTSefBnGUZMZgt6Iz7YbFYyIo+nU6juroa9fX1CIVCqKiogMfjAZ/Pp0UylUpRARqJREgWbjQaiQQbi8UoIK2lpQUqlQoymQx2ux2NjY3ED2DvU3l5OZGfg8EgOjs7KaeGjZmYEy/L7GEFHnv/mLqqUCigpqaGogGYNJ6NgHp7exGNRqFSqcgckOUKTZ48GUqlkmTrqVQK/f39CIfDVBh7PB5UVlZSmCUA4vqwDk08HofZbKbdOJNYsy6JQCCgPCa32w2pVIpoNIpEIkHGc8xR0ul0Ys2aNQf0+74/ceKJJ4LD4WD79u0Qi8XUDVQoFFi8eDEuvfTS71SfxGIx3H777RgYGPjW+11zzTW48sord3s8xu+wWq3kkfN1sqdQKMR1112H9957D8lkEi+//DIOO+ywvXzG3x8ikQg33ngjnn/+eSQSCZx11lm49tpr8Zvf/IYiGYDRjuC1116LVatWUQglgP1eOPB4PPzud7+DSCTC4sWLMTAwgPvvvx9VVVW46qqr9utj/VTBxon33HMP8R9ZTMjuVF+ZTAZ///vfkUwmcd111+11cbIz0uk0VqxYgRNOOIG6/ACIfwcAF1xwATgcDpYtW0bXX9bd2RMc1AVKV1cXisUiWbvvTJasqqqikYjH40FDQwMEAgH6+vrGLGa9vb0oFouQyWQQiUTg8Xjo6+sjOWkulwOHwyF/Da1WS6TU8vJyTJkyBTU1NeBwOGhubiYpKNvls9RXj8cDLpeLWbNmYePGjVi5ciWmT5+OTCZD7fNsNguNRkNyaUYUZSMGFgTIpLNms5m6AIyjwci2LO1YIBAQeXNgYAAmk4mKg0AggFgsBq1Wi8bGRnR3d6O6uppa0kqlkjxCGMlUoVCgsbGRig3W0WAjFpVKRaORfD5P7qUmkwkOh4N8XMLhMBVxyWQSOp0OMpkMfD6fCpjGxkY0NjYCAHWcWPIuM65js1DG+RAKheTMarFYSCbOHs/j8aCsrAwajYaixguFAnngMOOyiooK6mrszMng8Xiora0lOW9tbS16e3upEE2n00RODofD4PP5MBgMGD9+PHUnWAJ2KpWCUqlEoVBAe3s7ysvLMWPGDGQyGbS3t5N5Guu0yGQyCnLs6emhIm38+PFEvGROx6wgaWpqQjweh8vloqJPKBQiEAhQplFnZyeRaru6ushHyOFwQC6XU5elUCggEAggHA6jv7//e5HffmysXr2a/h2LxaDT6fDzn/8c1157LSZOnDimmMjlcnjttdeIYHzGGWfgzTffxOLFi7Fly5bvfKyHHnoIUqkUV1555S5tcS6XiwsuuAAbNmxAb28vvvjiCxxzzDG7HGPGjBk46qij8MEHH+Dll1/Gueeei+nTp+/z899X1NTU4Prrr8eiRYswPDyMm2++Gf/4xz9w3nnn4bLLLiMPqDlz5kCr1VIcglKp3ONww70Bj8fDb3/7Wxx99NE46aSTYLVasWTJElx00UU/qF/MTwVvvPEG/vKXv0AoFOLyyy/Hb37zGxxzzDGw2Wx44IEHiHPCEI1GsXz5cnA4HPz85z/f68crFApYv349gNFr6jnnnIPa2lq0tLTQ57azs5M24NOmTcMDDzyAW2+99Vu7Lt+Eg7pAYZbmlZWVqKioQDqdRllZGYLBIOx2O5m2ASA3TKa+6enpodZ9bW0tjXi4XC5JR6VSKXE9mpqaMDQ0BLPZjGw2SxkzTU1NRLJknBCxWIzh4WFotVoqBGQyGWpra5FMJvHRRx9haGiILOO5XC4mT56MbDaLWCxGMtVisQiXy4WysjLiyTCrfsaByGaz5DTKPE0CgQAEAgGy2Sz6+vpIlSISiZDL5UgCy1rN/f395KfCrOtZFpHD4aBRk1wup44V4yCUl5eDx+Oht7cXs2bNglqtpoJLJBIRgZXJUwUCAZqbm9HR0UHZNFKpFKlUCplMBj09PVCpVDQ6Y6OZcDhMCh9WQLHARNZ1EovFsNlsyOVyMBgM8Pv9Y0Yrfr8flZWVZISnVCrB5/OhVqsRDoeh0+mo08JIqAMDA5g8eTL0ej127NhBmU35fB6NjY2oq6uDWCzG4OAgpFIpgsHgGI+VqqoqNDc3w+1203vEVErpdBpOpxNbtmxBLBajsRQjZLMOhsvlQmVlJY3TysvLYbPZIBKJyENFIpEAGO2asMDKcDiMgYEB1NbW4pBDDiEXXafTiWQySfEA7e3t8Pv9SKVSVFQzpRjb9bCuFI/Hw/r168Hj8farjfmBxl133UWdJrVajVNOOQU6nW63nIrHHnsMN9xwA/nI/Otf/8KaNWv2uCMQDodx8803Y/v27Xj22Wd3eYy5c+eiuroaQ0ND+N3vfoePP/54F2muQCDAGWecgeXLl2NkZAQff/zxj1KgCAQCLFy4ELW1tbj77rvJjPD222/H008/jcWLF+OEE06AWCzGoYceSkZ+V1xxxW4zhvYXWltbMW7cOFitViqm/9uRTCbx4IMPolAo4G9/+xvmz58/pgj4tliC6urqXYqXPcFLL72EP/3pT/RzsViEzWZDd3f3LqaNXq8Xc+fOpRiWfcFBzUE59thjMXv2bJx44omYPXs2hdgxDwyxWAyNRkNKEJ/Ph5qaGmi1WtrFWywWqFQqIk8ajUbU19fj6KOPhl6vRyQSQTabRTKZxNq1aykILhqNoqOjg3woGEE1kUiQ5LZYLKK9vZ1UP8xl8tRTT6UU3LKyMpSXlxOplyUPu91u2O12BINBbN26lUYubMTD5/Mpj4fP58PlclHXg3VY2LiLhRZqNBp0dnZiw4YNpNZgklOv10tZN729vZRTw47HxhnBYJCCE1mBxEzopFIpDAYDLBYLdDodhSsKBAI4HA5IpVLKkzGZTGhsbMSECRNo7GSxWGAymSisMZVKUW6PVqulrB0Wzsgk2YlEgtKEWceLddNWrFgBr9dLYYysK8VIpm63G4lEghKO9Xo9lEolrFYr8vk8ysrKxkiAmQnXIYccgsbGRkoMPvTQQ2EwGCAUCiEQCCCRSDBu3Dh6j1jRycZy2WwWNpsN69evR29vLwQCARoaGmCz2dDZ2UlqH51OB7FYDKFQiGQySTwlNnpirrVmsxllZWUoFAq08LIwRSZ39vv9GBkZIb4Ey/Bhry0jGyuVSqhUKjQ1NdHnPxQKUTcslUqhubn5gDH5fwgsWLAAN9xwA2644QZcfvnlMBqNuy1O0uk03n//fbrA5vN5rFixYpcLrsFgwGGHHYbbbrsNxx133C7HKRaLeOutt/DGG2/s8ru2tjb88Y9/BI/HQ0dHB5YuXbrbc77sssuIF8MCDn8MCAQCzJ8/H++99x4ef/xxTJgwgRaqc889FyeddBI+/fRTNDU1ARiVnB5//PH73bBtZySTSeJS/a/gvffew/r161FWVoazzz57jzYMK1eupPy1ffGn2bRp0xjH4Lq6Orz99tv4v//7Pxx33HE45ZRT8OKLL2Lp0qU4+uijAXy/0d5B3UHJZDJk551IJDB+/HisX78ebrebZvYspI0VFCwRltmmp1Ip2Gw2tLS0oLa2Fj09PeQBccopp+CFF17A0NAQjYY6OzvJcZVVqPl8HkajkXb8LBGUx+NhaGgIzc3NEAgENPrgcrnQ6/WU88NIsdFoFNFoFFVVVWhpaSH5dDAYxMjICMrLyxEOh4nMGwqFUFNTg2g0irq6Ogo3ZMdi7qZMWsrGQuxxKisr0drailgshkAgAK/Xi/Xr18NutyMajUKpVCIYDCKdTlMBwfxm2OvHlDBKpZLIyIyIzOPxKJdn564AG1+Fw2EitbLgP3Ye9fX1qK2tJTKrTqeDz+eDVCrF4OAgjVEkEgl1IkwmE9RqNe32g8EgBTWygozL5UIkEtE4KR6PI5vNIhKJkIV/MBjEjh07UFVVRffh8/k4/PDDweVyKdHabrfDbDZTh4Zl2SgUCirmbDYbkXWZQmZnxQ+7aFssFuKHMKm42+2mgiQej5Oia8OGDcTbmTlzJhFvWfeN+QKxjpnD4cCECROo4+Lz+TA4OEjfC6VSSQm++XyeuDLs9dZqteju7qbxkVqths1mO6CmYfsbe7LDzufzGBwcxIoVK771fn/9619x2mmnoaGhAcCoOdYFF1yADz74AABonByLxXD55ZejsbFxFwLuOeecgyVLlqCjowPLli3DggULdlE/MDPAtWvXIhgMwuVy0Qjzx0BraytaW1tx7rnn4tJLL8W7776LbDaL5cuXY+XKlWNI+G+//fZuR1f7Cx988AHWrVsHPp+PBQsW/NePdxiXo1AooLW1lTrNzAuMdZKB0dc/l8th5cqVuOOOO5DJZMjT6PuCw+HgiCOOgFAoHGMAB4zyT/r6+vDYY4/Bbrejo6Njr7yFgIO8QFm2bBna2trQ2NhIduDMnTQWi8Hn88Fut5N6hAUGMvmtTqeDWq1GX18fGQ8xSWs+n4dMJkN9fT25n86aNQvd3d3w+XyYOHEiWltbSRGi1+sRi8Uwffp05PN59PT0oKKiAjU1NYjFYrSQMlIiSz/+6quvcNhhh0GpVEIoFILL5VIQ3oQJE7Bt2zYUCgVs2bIFiUQCFRUVsNvtyGQyaGxsRD6fpzEM6xDk83lYLBaMGzcO3d3d2LFjB3FnmE8G4654vV7I5XJSorAxlNvtRj6fJ8ktM55i6blWq5Xmysx3g7mLrlu3jkYSYrEYTU1NcLvdtFNno5lcLkcLLVPhWK1W8iGprq6G0+kkLgd7bqzQ4/P59N6yDCK73U6cAhYUyYipbCwkEAjI/l0oFBIRWiwWo7e3l6zzdyZ9GY1Gug/r2Oj1ejJbY50GViSxuAFmEsjn85FKpSjV2uPxUCuambMNDAzA6XRCKpWipaWFxpFarRaFQgGZTAYDAwPo6uqCUChEdXU1Od+yzyGTcabTafB4PFRVVVHgJAsXZM+BxauzoretrY0KOlaYMpVJTU0NhoeH6bx9Ph927NjxI3zr9w8efPBB3HnnnWNuY0TvlStXoq+vD52dnVi2bBkRPXU6HUmwGbFYp9Ph+OOPp+IEGG2tP/fcc5g/fz76+vrwxBNPwOl04uqrr0YgEMD111+P119/fQwfRavVYubMmejo6MCaNWsQCARgsVh2Oe8zzjgDS5cuhcPhwGOPPYa77777gEuOvw61Wo2lS5figw8+wMcff4zXXnuNfJIYfkjXYa/Xi2uvvRb5fB4KhQLnnnsuuNyDejjwnbBarVQ4r1ixAr/5zW/I9ZgVK7fffju2b9+O9evXY/PmzRgZGSHzz7/+9a/79LjMdXxP+WcNDQ148MEHAQCDg4M4++yz90qFdlAXKPF4nCRPGo2GSIPZbJZeBNYeb2hoIIIpWwCA0SKnuroaEokEQqGQFBxSqRRutxtTp05FKpVCQ0MDeUwwK3tGDDWbzcjlclCpVLBYLKitrUVnZydGRkaovc+8SoaGhogwW15ejlgshoGBAYwfP56yU3ZO4p0wYQJ27NhBuTN8Ph9VVVVEmnQ6nVCpVORIq1QqyU2VGU6pVCpUV1fD5XJh5cqVpGwRiURwuVxoaGhAPp+HVqtFbW0tJBIJent7sWLFClLJCAQCUq4wpYvVaiUn2EQiQWRhFrjY3NxMeTMKhYIIocwkb8uWLdDpdEQCHhkZoTwYgUBAAX0CgYCM3pRKJSwWCxGDGW8ik8nQyIIZksXjcYhEImg0GirimHQ8Ho+jv7+fFn9m4pbP58mdtrW1FYFAAFwulxRLLBW6sbGRdijZbJZs8gFQGBYzdGNS72QyCT6fD51Oh3g8DqvVSonS4XAYmzdvJlM1Zt9vNBpJYs0CCNnnuaWlhTpAzClWpVIhmUwil8tBoVDQ+5TNZjE8PAypVEozYdZ1YhEALpcLSqWSVGKsU+Z0OhGLxchjSCgUUu7RwYpPPvlklwLlnXfewa9//WsyZNwZWq0Wn332GaqqqrBmzRqcdNJJAIBx48btdjdaVlaGF198kVLRi8UiVq1ahUceeQQrVqzAW2+9tddpyQBw1FFHoa2tDZs2bcLf//53nHPOOZgyZcpeH2d/Qy6X46yzzsIZZ5yB3/3ud3j44Yfxz3/+k74jPyTy+TzFBsybN+9/wlF22bJlNNLK5/OUGrwz1q1bh3Xr1o25TSaT4dFHH91nN+KhoaF9JsfX1tbi1VdfxaJFi/D444/v0d8c1AUK28XyeDyEQiG0t7cjlUqho6OD1CtTpkwhHgRLDtZqtWTVLRKJiGQJjBY0jN9QW1uLUCiESZMmEYdEp9NROjCfz4fZbCb+ikwmo10DI4syK3oAtPOuqqqC3+8Hn89HX18ftFotIpEIzXGlUik0Gg1CoRDS6TQsFgvt4tkOl52nXC4n3xCbzYaJEyfSgsPhcIjYV1VVBaFQCK/XC6VSibKyMgiFQgrzYvk4O3ukTJ8+HR0dHaiurgaPx6MgQ61WS/EAH3zwAdra2ihvhhE5y8rKIJfLkU6nkc/n4fP5UFdXh2w2SwsyS0P2eDwUgtjb24vKyko0NjaOMWDj8/lQKpXo7u6GQCBAdXU1yZ+ZuoJ5zjD+EZM2M3O7cDgMpVI5JiTR4XDQKKhYLFLnx+FwoLu7e4wFPJPtqtVqssuPxWJUiDJSKWupsrHXyMgIkskkjRX4fD4RUWOxGKmNGDeE5TUpFAqS6zHyMiP95nI58knRaDSkuGLjNQ6HQ8dhpGA2gotGo1RYSyQS8nsJhULUnYtEIvQ+sk2AyWRCOp1GLpfDIYccQiOx/wbk83nccccdZDA2efJkWuhOPPFEHHnkkWhrawMAfP755wBGv+MsEG13YJELwGgr/Nxzz8Wrr74Kp9OJv/3tb5g1a9aYzsvJJ5+Mf/3rX0gkEvjkk092W8DI5XI8+eSTmDdvHmKxGKxW60+iQGHg8XhobW3F3/72N3z11VfklfL5558jHA7vcYrtvj72bbfddlAXznuCSCSCRx999FvHlGyDwTp9DDwe73uZ5bGONUMikcAXX3wBAPj3v/8NoVCICy+8kDLyvo7q6mrcfffd/xsFCnMzZa6cdrudYu2lUikqKyuh0+nQ0NCAdDoNrVaL6upq+P1+SCQSlJWVwe1205vG4XBI0sl240wKyro19fX1xK1gjq9SqRRer5cWeWD0A8I4BH19ffT4RqMRTqcTCoUCQ0NDCAQCYxJkmUsoG1GwBGSdTodwOEzjDqaoYG6edrsd9fX1KBQKSKVScDgcpAqJxWKIRqMQCoWkcrJaraiqqiKuTiAQQDabJTkvUzZt3bqV4gB6e3uhVCrpvAwGA8Lh8BiWNusy9PX1Ufovs/H3+/3ESWGLp9VqpTGMz+cDh8OhgoDtPplBmsvlQiwWQzgcptRqJs1mDqyM0KtSqagQZQUDIy/ncjl6HVggIUuPZgqcXC6HkZERtLa2UlIy84VhnTqlUolsNks28ew/ALDZbAiFQkilUqisrEQmk4HD4YBMJiO7euZDIhAIUFNTQyGUUqmUDNXy+TwVWKz4Y+OkYDBI/jmsaOzp6YHBYIDBYEBvby9lLen1euK+JJNJKoBZujXrurHCqKamhkZSzGVWIpHAarUil8shEAjsV1fQHxsbNmygkdWpp56K5557Dkqlcpf7RaNRaq2zzcae4vDDD8dVV12FO+64A+3t7Zg/fz4+++wz+sxMnToVFosFdrsdjzzyCM4++2wqcHZGc3Mzxo8fj7Vr19LY6Je//OVu7/tjQS6XY8GCBbj88suJB/X1xW1/YedMmP/20Q4Acsz+JkybNg033XQTFAoFLrjgAjJtA/5/cfPYY4/t1WvFRvLNzc1jRjzDw8P42c9+Nua+zzzzDCZPnozrrrsO55xzzi5cqr0ZSR7UBYpYLIbdbkc4HIZcLkdVVRWGhoYQiURgNpsxadIk4mlks1mawReLRWzfvh09PT3kj8Fa36zLodPpyAGWhbexFFi2eKXTacqgEQgESCaTqK2tRTwex8DAAPlPJJNJMl9jyplQKESkRqvVCplMhpaWFtTX14/hoTAvEz6fTwWHUChEKBSi4ob5a7APAiNIMlkwI9qy8QUL9wNG3Xg9Hg852rKRFkvVbWtrQ0dHByorK8kMDhitnFnhFIvFiJvA8oGY9T87h56eHnA4HJK4WiwWNDQ0EMmZOZUykm8+n4fdbqcRDQAiszJPmh07diCfz6O8vJw4MKzjwoqNZDIJn89HKheRSITu7m5ks1no9XokEgkIBAKKShAIBGTSJpfLSYpcLBYphTqdTtPrUSwWiWMUi8VQWVkJqVSK3t5e8g3h8/nkq6JUKilTSaVSwWazwWg0orOzE36/n0IEWcHEiK65XA52ux0mkwlisRhqtZrSk5lRm9vtJhIs634w9Q4zDWQdkOHhYRqPsTRvZlQXDoexfPlyVFdX4/PPP0dlZSWam5upcGbnfTDvVEdGRvDCCy/g5JNPplgLNhI97bTTdlucAKOS/M2bNwMYVd/srY33H//4R3Jh9Xg8Y7gZlZWVuOyyy3DnnXeir68P69evx5FHHrnLMRQKBe677z4cc8wxcLvduPLKK7Fx40b86U9/otiCnwJOPfVUPPzww9i0aROSySSefvppXHjhhZDL5fs18JAdHxjlY0yaNOkbF99CoUAFPwD6jh9MSKVS6O7uHnMbn8/H+eefj7q6Olx++eXEX1q6dCkuvvjiMXygV199FZdccsm3mv1t27YNb7/9Nv387rvvwul00joCjBZKBoNhzGvN1tAtW7Zg/vz52LJlC+677749zrX6On4an+R9hMvlooWc8Sj8fj/Ky8tRVlZG5EUAZI2uUCgwODiItWvXQqFQYMaMGQiHw8RZkUgkqK6uhlqthk6no6o/FoshFouRlJbxR3p6enDooYcinU5j69atmDx5MtmNMyZ1fX097TxZum0mk4FerydTtW3btsHj8UAsFqO5uZnGFH6/H/l8nsYXAMiThI01mJSW7cQZaZJxOdgixBQZbAfOLOoVCgWpaRwOBwwGAzKZDPFhtm7duotU1+PxUBvcaDRSS7Gjo4O6TZ2dnfTaMMt0kUhEIwYAJNutrKwkB1Mej4dIJILW1laoVCqIRCLiTLDCadWqVTRiYBykxsZGIvgy2TAb1SUSCXi9XirqisUiFAoFjcEYUZdJgNlIj41mxGIxcrkcfD4fdVlYvs/Ozq2hUAherxdVVVXwer3EywFAvJquri4amcXjcSIjT58+HRKJhEzmbDYbma0lk0l0dXVRl4+Nm5qbm+H1euHxeGiUw3xwRCIRfD4f+vr6sGzZMlIQsdfTYDBQQcnkxRaLBclkEk6nEz09PfD7/SRBHzduHLhcLuVFfd3e/WCCzWbDJZdcgqlTp2LBggXUfdBoNJg2bdpu/8Zut+Oaa66h/KVrr712rwsUkUiEk08+GZs2bYLL5UJ7e/uYEc38+fPxz3/+EyMjI7jpppuwevXqMQtAsVjE1q1bcdNNNxG/I5/P48knn8QLL7yAY489FscddxymT5+Ourq6H7WIVKvVaG1tpQLi1ltvxaJFi1BZWYnf/OY3OProo9HY2Pi95cdnnXUWHnzwQQwNDeHmm2+GUCjEr371K0rT7e7uxrvvvouenh6k02l8+OGHdF1vaWnB3LlzccUVV4wZtx1MqKmpwZ133olzzz13lxyi448/Hv/+97/xu9/9Dl1dXQAAv9+Pc845B8uXL0ddXR0ZMsrlcvT09ODDDz/EI488sluHZLPZjNraWtTX1+P000/HCSecMEbevGHDBtx11134/PPPkc/n8fDDDwPAmCLlu5yXd8ZBXaC0tbWBz+fTroYZtjEPDGaoxvJvWMIxawny+XzU19cTH8DlcsFkMpEDrU6no11pIpGAw+EgyWuhUMDg4CCOOeYY+Hw+shhn4xyWedPS0kJeI2xRSiQS2L59O9xuN+Ry+ZjQulgsRjLTpqYmxGIxDA4OQiAQwGw2o76+Hn19fcSxYQFyAoEAsVgMTqeTFiGW45PP52G1WslmPpVKQSqV0vggHo9TMeLz+agbxCS1LFCQjaJ4PB7NHisrK+l9KBaLmDJlCnp6eqBUKuF2u2mxZJLWfD4PqVRKtu3RaJTcTQ0GA6RSKf2N0+mk3f/IyAiNWdhiIhAIMDg4SO/r0NAQVCoVqqqqYDabwefz8fHHH6O9vZ3ybzQaDSZPnkwFR11dHSm99Ho9RkZGIJPJkEgk4PF4kEgkiEjKCgk+n0+dKxYiyTJ+xGIxVCoVDAYDPcdisYi+vj4aQTICbyQSQSaTQSwWg0gkQiAQoNeSdVmMRiNGRkbQ19cHhUJBi2MsFqPRjlKpxPbt21FXV4ft27eDy+Wir6+PXnO/309hkcx1mYUq1tfX02dIJpORV01jYyMqKyvR29uLgYEBbN26FZlMBm1tbRgYGKDP68GKxx57DE8++SQ2bNiACy+8kEY1yWQSQ0NDmDhx4pj7O51OnHPOOfjyyy8BjHY7pk6duk+PzY4dCoWwatWqMQUK404B2C3BdMWKFTjllFNQLBZx7LHHksHkmjVrEA6H8eqrr+K1114Dl8vFlClToNPpAAAmkwnnn38+DjvssB8tQ4nFUHR0dOA3v/kNFAoFDjvsMDqvfS1WzGYznnvuOZxzzjlwuVy4/vrrySn1uuuuw7vvvkubia9j/fr1WL9+PZ555hnMmDEDF198MWbMmAGRSESdMqVSicMOO+wH9XHZV1RVVeHll1/+1ryb448/HhqNBocffjh1joaHh/HYY4/hmGOOwXXXXQeZTAatVos1a9YQF5HD4VBxbDKZ8Ne//hUzZswgpevuulTz5s3DxIkT8a9//Qv3338/hEIhFSl//vOfcffdd1Pq956AU/wh9V8/ECKRCFQqFX7961/TbPyLL75ALpeDRCIheWllZSWUSiUtsH6/H5FIBJ2dneDxeJg4cSIl9jKHVI1GA4VCAZ/PR+RA5hPCDL1Y5Py6deugVqsxadIktLa2gsvlUqCb1WpFKBQip1HGpWCpw0wPfswxx6CyspKk0SwALhQKEXcAGL2YCQQC4gewLzNLnGVdAaYSYWTHo446ChwOB9FoFPF4HHK5HIlEAmVlZUilUpSYHI1GIRaLsXHjRkgkEmi1WjQ3N8Pn8+H9999HKBSCyWQiHgNTm+j1elRUVECj0ZBhHPOI6enpIYdUs9kMv99PXB/22IzEywL4+vr64HK5EI1GiRvE3FXFYjEymQzy+TyCwSD8fj/JdDUaDRFKdTod8Wa2bNkCtVpNXiGTJ0/GxIkTiRzt8/ng9XrR0NBAVvLMpj8cDiOfz8NsNkMgEJDNPFP1MIVLMplEY2PjmN8nk0mo1Wq43W4aE9rtdvriW61WRCIR8pOpqalBOp0meTMrqLlcLjweD302MpkMRaIzIm4gEEAqlUI0GqVkZdZdY90psViMQCCA6upqMi2sr6+n7gkj5IZCIfT392P27NlkJtfe3g63203dFRaomE6nsXz5ciIfHwxg1w4m8e7q6sK1115L9t3AqFLm7bffHtN9uPPOO7Fw4UJwuVxcfPHFuP322/fZg8Tv9+O8887DJ598gpaWFnz22WfUkv/oo48oGPCee+7BddddN8bTY+HChbjrrrtw55134pZbbgGHw0Eul8OXX36JBx98EMuXLyfPla+Dw+Ggra0NS5YsweGHH75P5763uPDCC/H8889DJBLhzDPPRCKRwGeffUajUbb8GAwGXH311bjlllv2OY14xYoVOPfcc+F0OlFZWYmqqqoxkQa7A9vc7Kzamjx5MuRyOVatWgVgtKu+ZMkSXHrppft0XvsLyWQSg4OD+Oijj3DbbbchlUrh3Xff3a0x4NeRSCQwZ84cbNy4kW5jfMKvK9ZMJhNOOukkTJgwAfPmzQPw/5Wgewq2gQ8GgzjrrLNgs9lQU1ODgYEBes/35Lqx1x2UFStW4K9//Ss2btwIp9OJN954A6eddhr9vlgsYuHChfjHP/6BUCiEWbNm4fHHH6dMFWDUyOi3v/0t3nnnHXC5XPziF7/AQw89tNftyMmTJ9NsnXEpWD5MOp3G0NAQBaPpdDp4vV4MDg4iGo1iwoQJaG1tRSqVgtfrhUwmg0ajoW4D21VGIhHU1dXR+GBkZIQ6L4lEAsuWLYPJZILZbCaVzNDQEKkBbDYbcQYsFgsSiQTZnk+ePJmOw7o0jY2NlIDLOA/sd6lUikzoXC4XisUient7kc1mUV9fD7VaDQ6HQ4snc2NlXQuBQIDOzk7U1taSxLi/vx8KhQJlZWWQyWTQ6/WwWCxEgAwEAgiFQjRWqKiogEqlolFZIBDAjh07aBRSUVGBmTNnwmazEZ8kl8uR+ysjAbOdotFopG5GoVAgw7ud29dsZr1p0ya6IDO+hFAoxFFHHYWKigr4fD6sX78eTqeTiNP19fUIh8OIxWJkac+6Hh0dHRSC6Pf7qYPQ39+PYDCIVCoFhUIBi8VCBFi2+LPkbJVKhcHBQfB4vDG5Oel0Gjt27CDCcEVFBZF9WcaOz+dDNpvFhAkTEI/HUVtbC61WS7Lebdu2IRgMoqmpCVqtdgyxlZkTsqKEcaMqKiqQyWSg0+mwZcsWzJw5ExUVFcjn88RlYnwmrVaLYDCIcDg8xuVXp9NBIBCQazFzYi4Wi8Sb0Ov1aGpqwvLlyw+66wYDG0HcfPPNOPPMM2m2vmrVKhx77LF44oknoNFoUCwW8c477wAAJkyYgMWLF3+vgkyn0+EPf/gDVq1aha6uLtx55534/e9/jxdffHGMt8xf//pXvPfee1i6dCnq6upgs9nwzDPPYN68efj1r39NO3o+n485c+ZgxowZ5Br8+uuvI5vNIpPJ4JVXXqHrzpYtW3DllVdi1apVP6ii5uuQyWR48MEHoVarqZC/4YYbsGnTJupY33PPPZTvs/P7vqeYM2cOrrnmGtxyyy2w2Wyw2Wzfef+nnnoK7e3tWLx4MYaGhuBwOHbJV0omk7jvvvswMjKCs846i3hmBxI2mw0XXXQRtm3bRt5UxxxzDI466qg9+nvmFL0zGP2BwWQyYcaMGbjhhhswe/bs73W+XC4X9fX1AEY5LyeccAL6+/tRVlaG5ubm7ywcGfa6QInH42hra8Nll12GM844Y5ff33///Xj44Yfx73//G7W1tbj11ltx3HHHobOzk+a1559/PpxOJz755BNks1lceuml+NWvfoUXXnhhr86FjS2Y4yVz0UwkEqiqqqKd7NDQENxuN6xWK0ZGRmAwGDBx4kSYTCZ4PB5UV1cjGo2SZ4RSqURlZSUVPEyxwYzNWI5NPp+HUCiE1WqFx+Oh0QfrIjBDMxZNb7PZ6CIvEAioq5LJZLBx40a43W7MnDmTzMxYxyCVSpFTbEdHB2KxGOx2O9niM7VRKBSCWCwek3ILgHgRBoOBukrMWTUcDhMvRqvV4qSTThrjIhoKhchnpaKiAi0tLTCZTJBKpRCJRPB6vbDb7bDZbODz+ejt7UUkEsFhhx1GRQnjwqTTaVKFsHRptrgwEqrT6aRRElswPB4PotEoKUzYxUEul2PcuHGora0lzxChUIjt27eTF0qhUCBDNpFIREZc5eXllHXDCh02PrHb7VAqlVQsWq1WkpwyGTZb2BkvqKOjg5xyR0ZGyIKfLXBcLhexWAyhUAgajQbJZBKBQAAmk4lM47LZLPr7+yEWi1FTU0MkWaZGYuRXp9NJqbdlZWXES2HZTjwej9x5WTCiy+WiCAHmMszn8yk/ioUfMqLz8PAwORxbLBZ4PB5s27aN+Ffl5eV7RXz7KV03GNrb2/H73/8eK1eupM8aC01cu3YtufQCoPf5uOOO2y8jktmzZ2Pu3Ln44IMP8MEHH+C1114jtQWTz/v9fnz55Zc49dRTMXXqVHi9XthsNpx99tm7zVlh2VfAKBmX4aabbkKhUMDTTz+Nm266CR0dHTjzzDNx1113HbBUZGb1wD5PwGiuCzMfPPvss9Hd3Y1nnnkGiUQCS5cu3etOSjgc3uPPQlNTE/7zn//AYrGgubkZJ510EtLpNO6++24888wz1I1l6Onpwa233op7770XM2fOxJ133rlfu1DZbBadnZ30OVy7di3WrVuHuro6nH/++bjkkkvGLOomkwmPPvroHudhDQwMoKenZ7e/q6ysxPz58zF//nyK69if2NlX6Nhjj8XixYv3WAG41wXKCSec8I2hT8ViEYsXL8af//xnnHrqqQCA5557DkajEW+++SbOPfdc7NixAx9++CG++uorHHLIIQCARx55BCeeeCL+9re/7dY98ZvAFC5MRcKUGeyiy7opTEoaDAZJRcEkpmz8Mjw8TIUJS7llCxsw2k5nBFPmSCuXy9HW1obu7m6SzhoMBmi1WjQ1NUEmk+Hzzz+H1+uF1+slaWyhUCAFDDvOtGnTEAwGoVKp4HA40N/fjyOPPBJCoRADAwMknW5paUEsFiOmPquKWXEUi8XQ0tJCtzObdnYf5n8SjUaRy+XQ1taGeDyOsrIycjTNZDJUcLW1tUEmk+HDDz+kLKBQKEQEToPBgLq6OmzYsGFMSCFzfh0ZGcHUqVMxNDREhmmMXMkCEFnCMeNrMOkuI0ErFAqMjIygUChArVYTJ6empoaItCycTy6X48QTT0SxWMTatWsxMDCAZDIJg8FAEltGgA2FQtixYwdUKhXlITELfGB0tq3T6dDT0wMejweNRoNAIEDeNSMjI5R+zRKRM5kMgsEgzGYzVCoVfD4fvV7RaBTNzc3I5XJwuVxQKBRkQc++sB6PhyzWfT4fpSBv374dYrEYIyMj8Pv9pKgSCoU0CgsGg8RTqaiowIQJE6DT6RCJREguz+PxyDmXqaUAEOmaBTWm02l0dHSgtbWVuD5WqxU+nw9TpkyBxWKhpNo9wU/pugGMmrJdc801RLQ2GAy47LLLcNFFF2Hp0qX45z//OUb5wLBkyRKccMIJe7xz/Sb09vbSgjE8PAxg9Pt56KGH4thjj8VJJ52EW265BcuXL0d7ezva29sBjBYvexvyxgr6BQsWABgtXj799FPk83m8++67P1g3IJlM0nf9uOOO20W5w0JEJ02ahFdffRWnn346+vr68M4772Djxo17VTyFw2Fceuml6Ojo+M77SqVSLFy4cMxnhsWf3H///bjssstwxx13UBdqZ7ARVXt7O1pbW6HVanHhhReCx+Ohvr4e48aN+8bHLRQK8Pv9WLduHTZu3Ej+IcAo0f+rr76iznGxWKRx8NNPPw273T7mWBdeeCFlHe0JnnrqKTIZZdeyCy+8ECeddBIaGxtpbLy/0dvbiwsuuADhcBjjx4/HySefvFfE8v1Kkh0cHITL5RqTuaBSqTBjxgysWbMG5557LtasWQO1Wk0XGWC0VcXlcrFu3Tqcfvrpuxw3nU6P0dCz1lQ6nYbb7UYkEkFZWRm5YLJ2vsPhgEgkgkQiIYKiTqeDzWYjpQWTlSoUCvIDkclk0Ol0UCgUJFf1eDzw+/0wm83w+Xyw2Ww0643FYlAqlZg7dy4tdsFgED6fD5MmTSInT+bVwRJ4zWYzHUOj0UClUpGBG8timTx5MnFIWEuW8TCYr4ZIJCILeJPJBJFIRDJixoXw+/3EU2HSXL1ej1QqRe6AarUa/f39cLvd1BGRSCRwOp2YMGEC9Ho9+aTsHDBYVlaGQw89lGziu7u7sXz5ctTU1FAx1NDQAA6Hg7q6Ohx++OFkBMZCBJnXBiuMmKrI4/HQ+TG3U7PZjEAgQC62KpWKwhBZsmZVVRV5yQwODpLclo0uVCoVIpEIJUMvX74cCoUCTU1NmDx5MsLhMNrb22GxWMgHZXBwkDghw8PDiMVilO3DxllSqZRcZ1mHgT0f9v4qlUrEYjHKBqqpqaHnHo1GEQgESHGVSCTIOI3Z5DMVjkKhICt7DodDPBqRSISBgQHiWWi1WvoOsLENGzWxrCadTkekXpYTxWbzrMhSKBQ0TovH42QB/1O9bnzbteOqq64inoZWq8XLL79Mkt6//OUvOP744/Hiiy8CGB0zvvHGG/B6vUgkEnjiiScwa9YsMncERrsXe7PQf/jhh+jv76fH//nPf46TTjoJxx9/PHUV3333Xdxwww144YUXyGhQKBTucyowl8vF5ZdfjrfffhvLly/HqlWrsGzZMpx88sn7dLzvwueff06eMd9FMJ0wYQKuvfZaLFiwAIlEAm+//Taam5tJHfhdWLRo0W6DGHfGzmaO7JrCuswMHA4H48aNo27TCy+8gFgshmXLlpF1AAC43W643W4AwGuvvQZg1ITs9ttvxy9/+UuKLNgZX375JVavXg2r1brb82MO1AxMDfn14gQAysvL95i0G41GqRi69NJL8fvf/x4SiQQ1NTV79Pf7ikKhgOXLlyMQCKCsrAxvvPEGBazuKfZrgcKq5a+3b4xGI/2OOWKOOQk+H1qt9htli/feey/uuOOOXW5nmSYtLS0Ih8OUi8Lj8choqqysDNlsFhUVFWPMuoLBIKLRKHbs2EFdDGamxRQYjPnd2toKi8WCTCZDzG6tVguHw0E7sJqaGuoGsAWEkRiPOOIIWgTT6fQYxQozXANAdvPMjC2bzSKdTkMul5Opmc1mo8IinU4jHA6TwRNbtNnjM9k1M/RyOBwwm800PmJ8Do1Gg4GBAWqpMpl0MBjE+vXr0d/fj9raWmg0Guj1enC5XAQCAcRiMdTW1kKlUpFtukAgwPDwMHWCdg7KY2MBv99PiypTP7HdBdux+P1+Mkxjcm+FQoHx48eTSVk0GsX27dvpNRUIBOjq6qKiVKfTgcPhQKlUktdLPp8Hh8Mhe3u5XE78HABEbmYOt2zBZoVCoVCg8ZdSqURbWxvq6+vh8/kwPDyMYrFIqi6pVErnze7PukRSqRTV1dVUnDB3W9aJk8vl9JljY0e/3w+RSASTyUQdr0wmQxdxNiIQi8X0mjOVR21tLcrKyohnwsaLLIOJsfJZwcxGQYVCAcPDw8jlcmPCDJnyaH/gh7puAN987WDFiVqtxqWXXoojjjhizO/nzJmDOXPmIBAI4MknnxyTlBsMBnHBBReMCRGsr6/f7dz+hBNOwNy5c8fcViwW6SLN5XLx0ksvYd68ebuoIsRiMR544AHceuutsFqtmDt3LvHi9hVyuRwPPvggZsyYgUwmg9WrV/8gBUo6ncbixYuRyWTA4/H2aBxy5JFHgsfjIZfL4eGHH8a//vUv/OxnP8MxxxyD2bNnk8Hh7vB1x9Sdwefzcckll2DBggVQqVSYP38+Fi5cCJlMRl2lr0Mul2Py5MkU6uj3+/F///d/uPfee7/x8zY0NIQrrrgCH3/8Mb788ksMDQ194zlxuVyiIQDAlClTKA2YFR633XYbnnrqqd3+/Zo1a3DNNdfsUmDtDu+//z42bNiA2bNn4/bbb//BuiU7g4UZ3nDDDcQ/YpyUvcFBITO++eabcf3119PPkUgElZWVcLlcNIaZM2cOeWiwuTyTirLZOnN+ZUSyzs5OeL1e4ioAIPkmO0YgEMCXX36JtrY2zJ49m8hmzKEzk8lg2rRp1LlglvPMwI0pSNgFXiwWU4CfUqkkngbzzGALhF6vR6FQIJUKy2IpLy+nxYe52DIujFAopMfYOQU4mUyS+ysjS8ZiMUpoNhgM9FxMJhN8Ph+Nz2QyGQUZ5nI58lth9vKhUIgUQMwCno2MmAIqm82io6MD5eXlqKysRGVlJZnHGY1G8u4IBoOU5cM6EqyQYmZqlZWVSCaTqKqqwuDgIKRSKaqqqpBMJlFXVweDwQCHw0HdHdbGZcdQKpVIp9NIpVI0rmMEVybbZt2xQqFAnxe32w2RSET8EEaUHT9+PCKRCLn6MgmvUCiEVqvFwMAAKWaGh4fJQE+n09G4jX2ekskk+REEAgH4/X56f9vb28Hj8YjQzHJ4wuEwJWVnMhl4vV5IJBKy3c/n82Rgt3PcQTAYJGItuyAyiTQb4/X09EAul8PpdKK2thZNTU3o7OxERUUFjRx/6vimawcwOsd/4YUXMGfOnDHFQSwWw/bt27F06VKsXr0aHR0d0Gq1OPnkk7F06VJ88sknuzyO2+0mCfLOePbZZ7F8+XK0trbSbel0Gi+//DKA0SyfadOmfaOxGBv/Mcdkp9OJRx99FE899dQ+G7LV19dj6tSpWLt2Lbxe7247Cd8XDoeDbO6nTZu2R0UQGyPzeDzKQlu6dCleeOEFCIVCTJs2DfPmzcPNN9+8y5jg27oJF198MZYsWULj+j/96U/YunUrHnroIcybN49C9vL5PLZt2wY+n48JEyaMOaZOp8OCBQswa9YsPPTQQ3jzzTcRjUZ3eaxcLof//Oc/uz0PsViMSZMmQSAQYP78+TjjjDPonNjmdmdcccUVePrpp3drac9yu77rfRseHsbf/vY35HI53HHHHQekOAkGg7j55pvxf//3fygWi3j88cdxwQUX7JNMe78WKCaTCcDol9VsNtPtbFTB7vP12S5boNjffx0ikWi3uzW1Wo2amhrkcjn09vZCpVKR3XtHRwcGBwcp3IxdmJhqJBaLIRKJ0ChHrVbTrp8RIvv7+yEUCjE4OIiBgQE0NzeTB0ooFEJHRwckEgnq6urIIVYqlUIikUCtVsPpdI7xHWGLI7MU37x5M4488khSEPl8PvIdSaVSGBkZQXd3N6k7RCIRdT2Y0ggAdROYB4zX66XHYeoL1iFiWTIsYI7xKHK5HMn+isUieDwe7HY7zSwZWTidTtOIg9m4M48NJi8WiUSIx+OYOnUqAoEAvF4vFV7bt2/Hxo0byadEJpNR4cW+iDU1Nchms+jr60MkEoHX66W8JLawtrW1QaVSoaurizoy2WwWVquVXjvmcisWi5FOp4mbxIo1lkPDxhfsPWete3bBqKiooJRqls/EukcASAmUzWZRLBZhNpthNBqRSqWI3Nrf30/OraFQiOITmDEcMEqUY90yVqD19vbSORkMBmg0Gmi1WjLwY6GAWq0WgUAAer2eukUsbJJxY+LxOHX1EokEZDIZEZe1Wi1CoRCSySR9TtjnVCgUor6+nryDWNTD/hrx/FDXDeCbrx2nn3467r33XjQ3N9NtmUwGr7/+Oh544AFs3LiRZPt6vR5Lly7FkUceiXHjxmHdunXg8/m46KKLvlXN8+mnn+Luu+/GQw89hCeeeIIu0KtXrybeyeGHH75HrqoVFRU44ogj8PLLL+O9995DJBLZLVF2T6BQKFBZWYm1a9fivffew+DgILZt20byT6VSSfy3vUEmk6HrxxNPPEEdvWuvvfY7icWpVArLly9HsVhEc3MzHn/8cTz++OOw2+1YvXo1kskkVq1ahS+//BIymQx/+MMfxvz9JZdcQtYQLPeHw+Hg2GOPxY033jjmuRx11FG47LLLsGjRItx666244IIL8Oabb6Kvrw+bN2+GQCDApEmTwOFwMGvWLEyfPh2zZs2CyWTCtGnT8O9//xubNm3CLbfcgo8++mi3z6eqqgrz5s3DxRdfTNcRiURCytM9Way/rfiIRqNwuVzfykdyOBxj0oMPhMNwIBDAxRdfjHfffRdCoRC/+MUv9rk4AfZzgVJbWwuTyYTPPvuMLiyRSATr1q3D1VdfDQCYOXMmQqEQNm7cSI6Ny5YtQ6FQwIwZM/bq8crLy6FSqcDlcikePpFIYHBwEMuXL4dQKERNTQ2kUilqampo8TeZTLDZbMRRYMdg6h+JRIJsNkvyY+Zeun37dmg0GgSDQfrwcDgcWCwW8vZg9upsBMN2wAqFAiKRCL29vcSPYHbuVVVViEajkMvltMgxEmNFRQUtstXV1bDZbEgmk6ioqIDT6aTgwKGhITIDY7vmeDwOo9GIadOmQalUwuFwIBqN0lyeybNZgB9zus1kMiRrZq3tUCgEqVQKp9NJJnLBYJBkt7FYDD6fDy6XCzwejz4LCoUCkyZNopEQI63abDa0trYikUjQ7JWNrtj5MHUKS4tmRGWpVErkWT6fTyRWt9tN7VeFQkGR78zNNxKJgMPh0LENBgOGhobgcrnGJEnL5XLKNGLdNbPZTC64crmcJNmM/5PJZMDhcMDhcIgXAoxe7HU6HcmYk8kk8U3YbpF1RPL5PH0ufD4fyc1ZJ4c54rLXjPFUenp6MH36dPKPyWazsFgs6O7uhkwmQyaTgcViQTAYJM4MC5tkWUWBQAA8Hg9erxd+vx/bt2+n4zOnXolEgkwmQ6q03e0g9wUH+roBAI8++ih11/L5PDo7O/Hwww/j2WefBQDo9XrihMycOZO6LjfeeOMeP0ZFRQX++te/4j//+Q+OO+44Ui8x3xoej4df/OIXe3w8ZlAY/3/snXd01HX2/p+pyfSeZFInPYTQQarYe1nXxYKKruuuDaxrWV3bunbXupa1K7oooMJaFhsCUkRpCYSQXifJtEzv9fdHzr0/IiBFtrBf7zl7zkqSycxkZt73c+/zvJ5QCFu3bh2h2TnYmjdvHpYuXQqn04njjjtuhM4hKysLs2bNwo033ogTTjhhvxk/8XgcCxcuxPPPP8+rM2rAcnNzcdRRR+33/qxdu5Yt69OnT+cVWyAQwDPPPAO3241//vOfaGlpwddff43rr79+xBTlqKOOwpIlS5DJZNDY2Ii//vWvWLhwITo7O9Hd3T2iEQWACy+8EK+99hqWL1+O5cuX8+OmhrOtrQ2RSISdM7Nnz2bXTzKZxEcffYSvv/4aSqUSp512GgoLCxGJRPDRRx+xVum8887bY713uGpwcBAvvvgiHnjggb02HkQX/mGa8b+yhoaGcPnll+OLL77AMcccg6effhrl5eU/CXB30A0KrQaourq6UF9fD71ej+LiYtx444144IEHUFlZyXbB/Px8Zh6MGjUKp556Kn73u9/hb3/7GxKJBBYsWIALL7zwoJX4kUiELa1NTU0IBAJoamqCzWaDyWRCTk4OCgsLOfeExI50SFCKLTAcj0579Uwmg+7ubvbiC4VCxgTvDoOjycfAwADTQ+nqkyBZlMFSUlKCXbt2cSPj8XhgNBo5i4Xsq8RIIW2ETqfj3Xx2dja8Xi83RU1NTewo8ng8jF0nrgU1MJQPpFKpUFJSgp6eHia4hkIhdHd3IxQKoaWlhV0dRDOldZfBYGC7K/FVNBoN1Go1dDod7HY7duzYAavVipKSEowdOxZKpZKfd9I6VFRUoL29nfUw5KSipoy0DzQVaG1tZS5Kfn4+u1HILUSuG2LJmM1m5OfnQ6VSIS8vDx6PBw0NDaxcpybNbDajtbUVDocDubm50Ov1PJHJy8tjKm9/fz+MRiPa29s56ZimFgQ5GxoaQnd3N3p6elBRUYHs7Gyewvj9fqbGAsPOIJPJhFgshu7ubk40JiAf5T719/dDKpWiqakJQqEQpaWlyMnJ4dwfo9HIKzuhUMjf5/P5eFcvlUrh8/lYjFtRUQGlUolAIMCwtezsbE7SbmtrY8AfQeIo/TmRSEAmk8FsNmNwcJC1RUfi5wYA1jK43W689tprePDBBxEIBGCxWHDBBRfg5ptvhk6n+0mrD4PBgFNOOQWfffYZ7r//fqxZswbjxo3D+++/DwAsxj/Quvrqq7FkyRKEQiFceumlePXVV3H88ccfNG4fAE9L6CIJGL7YKioqgtVqxcqVK7Fu3TqcfvrpePzxx/epH4jH47j33nvx+OOP82fH7lVUVISysrIfvS/xeBzPPPMMa6Zmz57NX1OpVLjrrrsAgBPGt2zZwhdtPyyBQIAxY8bgxRdfREVFBe6++25ceumlmD9/PubMmYPFixfD6/Xim2++Yf2gVCrFtddeixNOOAHTp0/n22pra8P333+PTz75BF9++SUuueQSvP/++3jmmWfw0EMPITc3F2+//TZmzZrF3KwHH3wQb775Jh577DH8+te/xptvvonTTz/9Rx//vio7O5vDXvdWTz75JHJzc3HTTTeN+PdkMoknnngCjzzyyCH93kMpt9uNyy+/HJ988gnuu+8+3HzzzYclZuGgSbKrV6/eq8Xusssuw5tvvsnApZdffhlerxezZs3CCy+8MMIS5Xa7sWDBghHApWefffaAHxDRIC+++GKmhjqdTvT29kIqlUKr1aKsrAzFxcWIx+P8QqYP1VAoxDhfSvCVy+VobW3lXW9bWxtDZbRaLT744IMRV7zEwMhkMpBIJDxVGDt2LItx1Wo1/H4/r07MZjN8Ph+2bNnCfJFIJILRo0cz3TMSiaCmpoavkKmRkMlkUCgU6OvrYydNc3Mzmpub2c2SSqVgsVh4bRUIBPDdd99BrVajsLAQUqkUYrGYD0zCrpOuhAIIqWGggyoYDOLoo49mXUl1dTXTdQn45vP5+IA77rjjMHbsWBYtk2CXVmtWqxWbN2/GqFGjkEwmMWbMGMTjcWg0GoRCIdbyJBIJ9Pf3o62tDYODgyguLuY1UmNjIzdlBoMBWq2WRY16vZ6BZBTu197eznZwIsiS5mXGjBkoKChAW1sbdu7cCaVSicrKSrS0tLCl+dRTT2XXlUAg4ORqh8PBmU/pdBqTJ09mzVEwGERvby/a2tp4ekGjboVCAa/Xy7bR8vJyeDwe1ngMDg6iq6sLwWAQJSUlnIQdiUQ44Vomk0GtVrO7gFJOKd9IKpUiHA5Dq9UydI4cRSReJBouOaZIAEvTL51Ox0GZpCeieIZUKoU77rjjgIiQ/w2fG7t/dni9XqxYsQIPPvggmpqaoNFocMkll+CBBx7g5uxwVDKZxKWXXor33nuPeTi7awqIR1JTU7Pf28pkMnjkkUdw5513AhjWLcyaNQsFBQW47LLLkJuby3oKYN+6jHA4jDPPPJOnzJMnT8acOXNQUVGBo446Cg8++CDeeecdFp6aTCbMnDkTwLCQddKkSRg3bhxUKhWefPJJ3H777dycVFVVQSqVYufOnchkMtBqtfjmm2/2iA7YvchJFIlEMH78eKxZs2avr6ebb74ZTz31FDQaDTZs2DBC17O3SqVSeOaZZ/D000/DarXyRc0Pj7za2lps27ZtnyutoaEhHHvssWhpacHVV1+NV155Bel0Gh9//PEeSb7A8N/pww8/xEUXXYSysjJs2LDhkMIRM5kMTjjhhB+FIZ5wwgm45557+L8TiQReeukl/OMf/9iDELto0SLMnTv3oO/HgdTjjz+O2267DTNmzMAHH3zwo2vX3WnO+/vcOOJR9wTAstlsLPqTSCSYOHEi6urqOPm3tbWVg85INEuZM4QHb2trg16v5xweEjrSdKW5uRmDg4NsKyU1vsfj4f1ieXk5DAYDmpubIZFI2KYrl8tZHPrdd98xup0OeUpcJr4HfUgS2ZW0AXTVSzCpr776Cnl5eSguLkZubi4qKyvZtqtWq7Fy5Ups374dOp0O6XQamUyGc2Vyc3MxNDSEQCCA9vZ25OfnQ6FQ8FSAsnii0Sh/+NF6g5oJWgVt27YNHR0dqKysxJgxYxAMBnkNIhAIeP1Gws1PP/0UpaWlqKiogNFoRHNzMzKZDHQ6HeRyOVQqFUKhEP9t6QCVSqWIxWIIBoM8JRAKhQzeo/DC7u5ubgays7PR19eHTz75BMXFxZzGazKZmIhKQLze3l4MDAxw6GJbWxtaWlowYcIEmM1mjlGgZOxQKITt27ejqqoKBoMBJpOJtUydnZ0Qi8XYunUrBgcH+YNRoVCgoKAAVquVJz0ymQy7du3i2ALSeygUCpSXl0OhUPBqMhAIoKSkhHU/Xq8XCoUCfr8fUqmUBeREIQbATenuLi9Kmm5ra0NPTw83LtnZ2cwTKi0tRU9PDyOxx4wZw81fR0fHATco/y1Fnx2/+tWv8NlnnyEUCmHatGm47777DggZfijl9XrR1taGtWvXsh6gra2N/7/BYMDll1+Oe+65Z79ajXfffRcXXXQRgOGVBAnm6X1NDV1ubi6vaHZvVGKxGK677jq8+uqryGQyuPrqq/Hcc8/tMSn6/PPPcd999+G7777ba4ZNTU0NlEolent7WRt05ZVX4oEHHoBUKsXixYtx4403IhKJ4Mwzz8Tf//73vb5GUqkUA9CAYVHxZZddttfHvnHjRsyYMYO5OTfccMOPPldUjY2NzFgBhhu3Y445Bscddxy/X+fOnbvXhi6TyWDdunW48soreYouFApx3XXX4dFHH92nk83v92PUqFEYGBjAqlWreNVDq+NYLIbvvvsOs2bNYoPD7kUXv2eccQZWr159QI9zf3XUUUfhq6++OuxZTFarFUcffTSCwSC+//571ubtqw6mQTkiXDz7qvb2dmQyGeTn58NsNkMulyM3NxfhcBjV1dUsFKUDjkqr1aK0tBStra2orKxknQIAXhvEYjEUFBSwa4ccLRUVFQiFQnC5XBCJROju7kZubi78fj/6+/u5OdidYUEBfhTW5nK5OJOHRE52u52ptGRPo4nHxIkTMXPmTIZs0Yvc5XKhqqoKs2bNgs1m46Reo9HIuUEzZ85knQjRWNPpNGw2G68RJBIJKioqEA6HkZWVBYvFgqKiIhaPkquFMnoUCgUnADc2NrKGIZPJcC6PWq3mKQytCmjys2HDBiSTSV6tEBOE9B0kRI7FYjAYDEzlLSgowMDAANrb22EwGDBu3Dg+ZF0uF3JycpBIJLBx40YmVwaDQXR0dGDjxo3sNCKNDXFD6DlVqVSYOXMm57KUlpYygZWmLUQqpqLGSSwW831ubm5GZ2cn+/+JnZOfnw+/3w+TycR6mGAwiG3btiGRSECr1SKTybAgNRKJQCaTIRQKwe12o6uri3H7FEhJr5HdBbgajYbDAAk6qNVqGZ5HIZLkWHK5XLBarcjKyuKpo9PpZPgfAM5vkslkGBoagsPh2CPy/UiqDz74AJMnT8bZZ5+Na6+99qBWLQdbWq0WU6ZMGRHoZrPZ8Oijj+Kll17C0NAQnnrqKXz11Vd46623MHbs2L3eTmtrKx566CEAwwLKl156CTNmzMDChQuxcOFCxONx1NfX82fZ6tWrceONN+LKK6/k3CCHw4EPPvgAmUwGY8eOxR133LHXNdYpp5yCyZMn48UXX0Q4HEZ3dzdWrVqFVCoFp9PJhzVVTU0N7rjjDl5VXnbZZVi2bBk+++wzfP7552hvb99ruOILL7yAJ554AsCwOP5fQbatq6vDlClT0N7ejrq6Olx00UVYsGDBfg9q4rFcc801vA4ChiNWdk/n3Vvt7nKrr69nJorD4cDy5cuZrZWXl4eqqiocd9xxmDFjBiorK/Hhhx/ipZde4ouzw1X19fVob28fEU75U8vv9+Pmm2/mC8I333wTcrkcZ599Nqqrq/eYRLa1teHvf//7Ad/+Ed2g0ISDhI0kBCV9AYkYg8Eg6zuoiaFmgzJ6vF4vKisrGS/v8/k4FI6uVPR6PVNoZTIZhEIhNxqknejv74fP50MikYBer0cikYBcLodSqURHRwfC4TC7bCZNmoSSkhLWFlitVowePRrpdBp9fX1IJpPo7e1lbUheXh6LtLZs2YJwOAyTycQrDaPRCGD4TaBQKDjgkPgklZWVvI5Qq9Uskm1oaOCQO7I9k9CVBJJerxcbNmzAzJkzmdBLKPampiZ2UxApV6PRsKCY0qLJDeT1ehnhTiGCarWaLY86nY7DAv1+PwKBAHJycnh6RdoisnIDwx/eVqsVpaWlKC4uZsFxc3Mz1q5dy1f9DQ0NEAgESKVS3MCSi4Y0J2TT3b0x7e/vh8vlQiqVYpCeQCBgoF00GkVbWxu7koLBIKRSKcMCs7KyWKvjdDrZWUWhe7RSoakUTUxoRUgCVZpw0PObTCZ5VUnkTrVazfeRrn6dTidCoRBn7tBttre3w+12c3TC7lZ9q9WK7u5uTJ06FXK5HHK5HDabDTabDT09PSMatSOtJk+ejA8//JDFr//uysvLwxNPPIHjjz8e99xzD+rr61FfX48bb7wRK1as2Ovh98ADDzBR9vLLL8eFF16IrKws3H///bjllluQTqfxxRdfsJPvtddew0MPPYTXX38dzz77LCorK3Hvvffy6ub666//0cBDg8HA+g8CJwaDQaxYsQLpdBrhcBiPP/44BgcH0dPTg48++gjz5s3jteAtt9yCzZs3w+Vy4brrrsN7773Hz/fQ0BCampqYlaLRaLBo0aI9xKyHq84880x89NFH6OnpQVFR0X7Xgt988w3+/Oc/Y+3atcxsOuWUU7B+/XoWrv9YyeVyHHfccWhvb8cf/vCHEbBAShGvrKxET08PvvzyS3z55ZfsOCX+0L6qsLCQYWvA8EXS448/vt9mJpFI4PPPPz8sDUpnZyfWr1+PZ599FvX19VCr1YhEIrj//vsBDIPzLrroItx7770wmUxIpVLYsmULfve732H79u0H/HuO6BXPxRdfDIvFwjwJgnBRoB69URoaGtjaOX36dIaj0Y6OXnASiYS/RgcrHdhEAiWLKq12iB4aj8exfft2trmq1WpUVFTAbrczjIyCDXft2gWlUompU6eyvoSssdXV1UilUujv7+fGY926dZzRQiF9hCY/6aST2G5I+StWqxVjxoxhnH04HIZMJkNeXh6cTicaGxthNpu5Odi5cyd27NiBaDSKUaNGQalUMpafYGANDQ3o7OxEfn4+pk2bhng8jlgshq6uLnbYhMNhnHHGGczqEAgEHFwnEomQSqWwcuVK7NixA1KpFDNnzkRWVhZ27NjBLhafz8ej41gsBq/Xi2QyiZkzZ6K/v5//raKigsXOJSUl6OjogNVqRV1dHQt5W1paON9i5syZrM/o7u7G+vXrMX78eFRXV8NisSASiSASicButyOTyaCkpATpdBoffPABu3OUSiVTYuPxOK9LjEYj5HI5mpub4XK5UFxcjM7OTpSXl0Mmk7H1FwAHLKrVaowaNYonIDSZkcvlDEaTSqWc+URQQKPRCK1WC7VajdzcXIa6GY1GOJ1ObN26FSaTCWVlZRAKhTAYDLDb7ZwvpFAo0Nvby+wVgvj19fVxMGJ2djZcLhdTaw0GA8xmM4qKitDW1ga3283vnWXLlh2RK56mpqYfxZL/O6uvrw933XUXFi5cCLFYjH/84x97CCsjkQjOOOMMrFq1CjU1NVi2bNl+dStWqxVz587F+vXr2dpK05XRo0dj3bp1jFQ41FqzZg0uvPBCxqgfd9xxWLRoEUP17rjjDhZr1tbW8sS4p6dnhCj/0ksvxWuvvbZPK2wkEsF1112H1157DRKJBG+//TYuuOCCA76fmUwGTz75JG655RZUV1ejoaFhnxOQ1atX48ILL4TdbkdFRQWuueYa1NbW4qijjsKCBQvw3nvv4de//jWee+65fbKA2traMHPmTM5AGzt2LGbPns0aNcpcq6+vxzfffINly5Zh48aNSCaTmDVrFq677rp9TnhKSkr20N/s2LEDGzZswLPPPoumpqa9/pxUKsWWLVtG6JQOpjKZDDZt2oQHHngA3377LYcW6vV6vPHGG2hsbMTKlSvR0NAAl8uFTCaD8ePHs07qz3/+MzsQ6bP+f3rFQ51wJBJBMBiEXC6HyWRi22pOTg5bgukNMzAwgLy8POh0OjgcDoa96fV69Pb28tSEvodCwnZnZ5ADQqFQIJPJoLe3F6WlpbxCIKCWWCzmtUplZSVycnLQ1NTEGoRRo0bB7/ezPsFqtY442D0eDwoLCzFjxgyoVCp0dnaiv78fWq0WRUVF6Orqgtls5hhuq9XKV9SVlZX8oUEEWK/XC5FIhKqqKm5C1Go1ysrKUFpaynkrWVlZEIlEvEIaGhpCTU0N27Lr6+sZdkZ8F2KwdHZ2ora2Fl6vFy6Xi7kzTqcTJpMJ8Xicpyd6vZ75HiQYzWQyaG9v5zWMRCKBwWCAzWZDJBJhNkskEkF5eTlKSkoQDAZRXFzMItDm5mYWxEYiEZx22mkYP348BgYGmB7b3NyM1tZWTgkmDdCoUaN4fScSiRAIBCCTyXDKKadgYGAABoMBZWVlrOEgoB0wzEP5+OOP0d7ejrKyMowdOxbFxcVwOp1IJBKIRqMoLy/H6NGjWfdkNBoRCoWQSqXQ29vLgDh6nvr6+qBUKtlBRc9VOp1GIpHg6RMAhgEWFhbydCMQCCAYDCI3N5dt0slkksXWwWAQFosFxxxzDFuQpVIpT2ykUilbRl0uF1wuFwwGA/Lz8w8bSfY/UQUFBf/pu8BVVFSEW2+9FR999BG8Xi+WLVu2R4MyMDDAa4LTTjvtgES1hYWFWL58OV5//XU89NBDiEaj3KCQXuun1jHHHIPFixdj3rx5sNlsWLlyJS688EK8++67yM3NxVVXXYV3330XPT09aGpq2ufhuW7dOmzbtm2vjysej+Odd97BwoULAQw7Lg/WYk0xGwA4mf2HFYlEsGjRItx1112w2+2YNGkSlixZMsKFdPfdd2PTpk148803UV1dPSKUcff68ssv4XQ6UVNTg08++WSfLqjJkydj8uTJmDt3LkaNGoVgMIjnnnsO48aNO6jHN2bMGKjVanz33Xf7fI4TiQTmzZuHF154YYRb6UCqo6MDf/3rX7Fo0SIORZ0xYwYef/xxGI1GVFRU4Mwzz8Qf/vAHdHZ2YsOGDXjmmWewefNmTofW6/WYM2cOzj77bMyZM+eAfu8R3aDk5+dDLpcjEolAKpWyzoEEnLS6oaRY4lwQrZT27pSTk5WVhXA4zLAsakJCoRAkEglblOlQCQQC2LRpE3p7e+HxeCCXy5Gfn4/u7m7+gCduB9k1geE3AqXVJpNJiMViyOVyhgHROoconxKJBDNnzsRxxx2HpqYm1NfXIxqNQqlUsviRDl86cAgyRXAywtuTrTSdTvMapa6ujjUUZN3u7+9HYWEhBwQSlI1Ev+QCotXN0NAQNzDNzc0oLS2FSCRCS0sLhoaGuNmw2Ww8YrZarVAqlSgsLITVakUikYBQKIRGo+EJBDV8xGOhdZvNZkM6nYZCoWDyqkKhQDgcZlGnyWTChAkTGHVPEwNqQHfu3ImBgQGYTCYEg0EUFhay08blcmHXrl2QyWSYNm0a8vPzWYdDydc+nw8Gg4FXaWazGWq1Gi6Xi4mNRBUeGBhge/DEiRPR2dnJOhCXy4VYLAaj0cgpydnZ2ZzOTBoUmlrQ0LOrqwsCgYCfi6ysLNTU1DCBd2BgAH6/Hz6fjxtOr9eL/v5+hhMWFBRg9OjREAqFSKVSvGrLzc1lUbbX60UikYBAIIDH40FBQQEUCsVebaU/16FVbW0tzjjjjH3u58kJKBaLD4grQmUwGHDzzTdj7ty5WLFiBa688koAwxOLw1WzZ8/Gpk2bsHLlSlx++eVYtWoVLr74YrzzzjuwWCxYsmQJrrjiihFxAcAw76ShoQEtLS3o7OzEKaecwiGnuxdp5mjtcdZZZx2SK4YavPLy8j20EdFoFLfddhtefPFFCIVCXHnllbj99tv3sEiPGjUKEyZMQHt7+x6Jx1QLFy7Ek08+CWDYZbM/m/XhKEqE3rJlC9RqNc444wzI5XJ8+OGH/HmbyWRQX1+PCy+8EJ9++ukBTVJ8Ph8+/vhjPProo2hqamJY3UsvvYSKiooR2UFUdMFbVFSE0047DZFIBAKBALfffjtuvfXWg+InHdENikaj4eRcuVzOV6pGo5EnIrt27YJEImEuSjKZZE0ECQ0LCwsxMDCAmpoaqFQqPohIKyGTyRAMBhEKhSCTyTiLhUb7NB4vKSmB2+3m/x177LHMUrHb7WhubobNZmP8fCKRgN/vh9frhUwm43UK/b5YLMZNjdfrZT0EWRV/8YtfwOFwMFvFZDLh+OOPR2dnJz777DOIxWKceOKJyMrKQiQS4VUU2e0AMLArEokgPz8ffX19zPfw+Xxwu93QaDQIBoPcKOj1enY5hcNhiMViDA4Oore3l6cONpsNcrkc2dnZ+P7775FMJlk3QfkpoVAIWq0WVqsVO3bs4Pwfcv3sTqUVCARs77bZbHz/t27dyquMgoICtLa2IplMoqKiApMmTWIdkN/vh8vl4kaTIghsNhvv4Xft2sXTAbvdjv7+flRVVUGtVkOtVrMIl4S+jY2NOOqoo5CTk4NYLIZkMsl6JGoIKRaAnGCdnZ2sOUkkElCr1Ww/p7Uewd2I8UKaEJlMhkgkAqfTCZvNxrdD60NaCxEzxu/3o6enh8nDlAhtMBgwfvx41NTUMOOEAH20unQ6nRCLxfz3D4VCUKvV7BajyeXPdXiKdF3AsP7h8ssvH/F1mlpSevauXbtQU1NzwERSutgAhpv8wz1BysnJwS9+8QtcdNFFeP/997Fy5Uo8+uijuOeee3DUUUfhu+++20NX4Xa7OaARGCZi/1imDtWWLVsYcHmgFQ6HOaJg9erV+M1vfsNsnaKiIqxatQovvPAC0uk0Zs+ejeeee44nowdT27Ztwx//+Ee2NZ9yyik/CVS2v8pkMnj77bfx+OOPo7GxEXV1dXj66adxzDHHQCAQ4Prrr8dzzz2HNWvWjEjPvv7663ndNnbsWOzcuXOvFxyNjY2or69HKpXCvHnz8MQTT7AsYV/V0dGBtWvX4tZbb0UkEoFOp8Of/vQn/PrXvz7o5+KIblB27tyJ8vJymM1myGQyuN1uFvEVFRUxvI2w5CKRCIODg8zmKCwsZIEWTQ8kEglnHOTn5yOVSqGvr48FqPQE06FeW1sLq9WKqVOnIpFIoKOjAx6PB8lkklc227dv5yBC0lh8/vnnWLlyJYqKiqBSqSCVSuFwOHiK09nZiWAwyAJFOmD7+vo4eI+cGUSDFYvFKCgoYF4FAdXo/lI4H7EAhoaGkEwmeWUgk8lQVVUFt9vNCPnNmzfDYrEgFoshPz9/RHBgOp2G0+nE5s2bOaxQr9cjPz8fLpcL7e3tMBqNKCoqQklJCVpaWuByuVh4TG8KrVaLkpISzsLx+/1IJpOw2+2ckbN7qi79Hbq7u9Hc3Mz2X4/Hw+GBM2fOZMEzTbwo/dfpdEIoFDLllwRsFIRIGUxk95XJZCzW1el0LIT2er1oaGjAscceC6FQiO7ubjidThQVFfHkTC6XY2hoiFdBoVAImzdvRnV1NTebBQUFiEQinJZNKzCJRAKPxwOTyQSpVIq8vDyEQiHWRNGHBAlWKaKABLMmkwl2u51FfkqlEuXl5aiqqkJRURGnHVP6t1KpZIgecVKkUik8Hg/MZjO0Wi2MRiM3zYcCCPu59l00GWttbeXDZG/fc8899+DRRx/FlClTcMkll2D69OmorKzkSeneyuVy4fnnnwcwvJbZHYZ2uEoul+O1117D4OAgPvvsMzzzzDPYsWMH3n33XXb3UEWjUTzxxBPo6emBSCTC7Nmz9/l6SiaTWLNmDU8Qt2zZggsuuABLliw5IJHzrl278PDDD6OhoQHAsA7p7bffBgDcddddvMZOp9OYNGkS61z2VcSz2VuD9MILLzD4burUqQe8iqL1vMFgOCg9V2dnJ26//XbYbDbMmTMHr7766oipxtixYznsctOmTVi4cCE2btyItWvXYvXq1RwU+kMpKulESCLw5JNP4txzz/1RcXEkEsE999yDt956a4QG5f7778dZZ511wI9p9zqiGxQSq9JuXavVQiaTMWArnU6jpqaGdSa9vb3MrEgmkzxRoKvf3Q8o+uAm8STxN4h4SknDiUQCJ598MlQqFbZu3cpjcoPBgE2bNmHHjh1Ip9MwmUz8JtidxGmz2UZYUknB3djYyJHapFcQCATYsWMHPB4P6xgCgQDEYjE3EUQMJdsvrXV2x9jH43EOtiM2iVgs5hdrcXExFAoFPB4P2tvb0dfXxz79aDSKQCAAk8mEzs5OtLe38yrJYrEgLy+P0e70Aic+Da2Kurq6YLFY0N/fz7bYYDCIcDjM0y36e+l0Oj6QRSIR01wpU4jEtIFAgEF7v/rVr2A2m2G1WtHc3AyLxYJwOIxEIsHUXYKb1dXVsW06KysLXq8XX331FRKJBMxmM8rKytgplp2djUAgwLh3ouSaTCamD+fn53PzQVkklANFDpxp06ahpaUFg4ODKCsrQywWQ19fH0KhEHQ6HeOhfT4fNBoN9Ho9ZDIZu6DGjx/PlF0S/paVlUGpVKK/v5+DJSORCGupUqkURo8eDY1GwwyC/Px8/iAiFs7Q0BAymQwLe2UyGXJycniKRJZUyo76uQ5PORwOfPHFF/zflHy9e82cORNnnXUW6uvrsXXrVqxbtw6rVq2C0WhEbm4uzj77bCxYsIDJuvF4HB988AH6+vrw2muvobW1FTqdDi+88MIhTQcOpAQCAe68806kUil89dVXWLlyJX7/+9/jzTff5MeTSqVw55134vnnn0cmk4FKpcJbb721z2bD6/Vi7Nix6Ovr43/buHEjzjvvPCxdunSvP2e1WvHpp58iGo3iySefZB3VDyudTrNluq6uDkuWLPlRjkd7eztWr14NqVSK0047bcTXvvrqK3z88ccAhllHN910035jAgBwenMoFMJxxx23X44IVXd3Ny644ALYbDbU1tbilVde2evKhUJrTzrpJJx00kmw2WxwuVz44IMP0NXVhffee2+Ey6iqqgpPPPEEPv30U0ybNg1HH330ftdUO3bswF/+8he88847EIlEuOCCC1hb9cPm9GDqiG5QSABL6wuTyQSVSoUxY8bwvtHv96OqqooFnDS2JlIr5Y90dHSwtZj28WKxmAPaCABHzhE61AUCAdtSdxfeSiQSlJeXw263Y/LkyRAIBMjLy0M0GkVtbS1yc3PR29sLm82G7u5u7Nq1C0KhEDt37oRGo4HRaERWVhYaGxt5DF9fX49MJoOCggLk5ORw2CGJGndfQ40ePZqFvbQyIW8+NV8UEEcoe7/fj2g0yknLer0epaWl2L59O3w+H7RaLTdWRHtVKBQwm82YPHkygsEghEIhrwnKysoQj8f5cVIz4nK5GOnf2trKGTJisRiFhYWMZqfUZ7JlU3pzOp3maQv9d2trK+f5EC9maGiIrc7xeByVlZXMCqEEYtKKkHtgaGiIOSsXXXQRnE4nM2ooJoC0JPT3DIVCiEQiaGlpgcFgwKRJk9gtRMnQNNkgzZBEIkFZWRksFgvWrVuHnp4eTJ8+nVdSJESjnXw6nebXu8lkQnd3NywWCzebxL0BwGyX3Nxc+Hw+bl7I2Ub0WwoPJBrw4OAg+vr6oNFoYLFYeIVKK4Hd10jhcBj9/f3/gXf9/1719PTgb3/7G+x2O4BhEezeHCJarZanDIFAAB9//DG+/vprrFy5Er29vXj44YexatUqnHHGGTj//PPx/fff4/LLL2dhLAAcf/zxhxQNcDB19NFHY+nSpbj66quxePFivP/++zjppJMwb948AMO6hg8//BCpVAoymQwPPfTQj94njUaDhx56aI/H8t133+Hcc8/F7bffjnPPPXdEA3T33XdzrtKB1qRJk/Z7EC9cuBAulwvjx48fwc5xOp245pprGGXxzDPPcEzD/mr16tXc2Pz6178+4Pt79913Y8uWLVAqlXjmmWcOWPScl5eHvLw8jB49GkuWLMHixYv5ayKRCGeddRbOOOOMA0qgBobXWueddx46OjogkUhw33334bbbbjss4YRHdINCwsGqqirOH6Gr4PLycg4ElEgk2LFjB18pajSaEVZhQnn39PSguLgYXV1dMBqNGDduHCKRCFtEKysrWWBKI3O6ArDb7Vi7di0GBgYwbtw4HHPMMQzJUqlUkMlk6OnpYZsoAbdqamo4n2bnzp0cukdX+rQrpunG+PHjOd2YDiRagRC1lSBfNPWg4DyaLhUWFjIoTKPRIJlMorW1FTKZDEqlEhMmTMDAwABPk6gJdLlcPNFoa2vjpNvZs2cjmUzy1Tw5qGilkZubC7VaDa1Wi507dyKRSMDhcHAIYEdHB6vsfT4fCgsLmRYrFArR2dnJgmJKKSbdDQUnKhQKDAwMMJV20qRJqK2thVgsxtDQEFQqFXw+H3w+H4vb6A1EzYPNZsO2bdtgMBhQXFyMZDIJl8uFcDjMuSwkTCYreywWY+BZNBqF3W7nGAAKN6TXEIHqyE0lEonw7bffoqurC0VFRSgtLUVBQQGcTic/nxqNhhOn6fW0efNmnkg5HA7I5XJeK+p0OmbSEHuFkPYSiQThcBibN29mF9WWLVsYvhaPx1FTU4NEIoGioiIkk0k4nU6UlpbCZDKhra0NMpkMra2tUKvVDBT8uQ69Vq5cyQ4YmUyGc845B88//zyvlPdVKpUKF110ES644ALE43H8+c9/xiOPPIKNGzfiu+++w0MPPcS5UQDYunrSSScd0FX9Ty2NRoMHHngAH330EcLhML7//ntuUFavXs0TjXvuuQdXXXXVj0YLCAQCHHvsscjJycHAwMCIr23evBnz58/HhAkT2CmzaNEivPvuuwd9n+k82RfyvqenhxuJG264YURD8Pbbb6OjowNyuRx//etfcfnllx+Q3sLv9+Omm27i/LTd07x/rOrr67F27VoAwBlnnDFCy3MgFQgEcNddd+Gtt95iGYBEIsH8+fNx3333HdB9TyQSWL16Na6++mp0d3fjyiuvxC9+8QuccsopPynDavc6ohuU0tJSztERCASMqifbLmWYDA4OIp1OQ6fTQaPRYNy4cbxeUalUkEgknPiqVCpRU1ODcDgMq9WKgoICSKVSpn8S3MtkMsFms0Gr1UKr1eLbb79FIpHA8ccfj6OOOoqpsKlUChUVFTz5AP5/UFlFRQXfZl1dHWpraxnUZbfb0dXVxXbRVCqF6dOnQ61Wcz4LYa5J3zA4OMgrIbryJhdITk4Ok2IDgQBDt8RiMbMvALDgUi6XM0wsHo9j27ZtDDWjJNZkMomysjLYbDbY7Xa2nlLz4ff74Xa72Qobj8fh9XoZCkd2bGJ/DA4Owmw2IxAIcCovUVqlUik3iGQfpjUI4fizsrLg9/vZeUXrpcrKSp4micVi9Pb2Ijs7m2nDUqkUzc3NjLvPyclBSUkJg6mcTic/HsLH9/b28hVgd3c3tm7dCq1WiwkTJjCBNR6PIxgM8rRGLpczA4WaBtKUTJkyZcRqjFaBpCUhbRIRb1tbW9Hf388rSL1ej3Q6DZ/Px9Mo0tfQiigSiUCtVmPcuHGsq4nFYrBarUwnzsvLw5gxY2A0GpnHIpFI0NPTg7y8PGQyGVgsFnR3d2PixIn49NNP/wPv/P+NImT74OAgRo8ejdtuuw3z5s07KCGhSCSCTCbDnXfeidNPPx3vvPMO1q9fj6amJqTTaYjFYtx777246qqrftKo/VBKIpHwQUXie4r1oM/nyy+//IByjwoLC3H00UePuNqncjgcOPXUUzFlyhScffbZeOSRR0asLA60vvzyS6xfv54t97tXMpnE008/jfr6eowbN46TqYHh6eaiRYsglUrx9NNPH3BzAgBLly5FY2MjDAYDli1bdkD2X7fbjblz56KnpwdZWVm44YYbDnhlF4/HsX79etxyyy3YunUr5HI5zjrrLDQ0NGBgYAAvvvgiNm7cCLFYjEsuuQQzZ85EbW3tXp+PBx98EA899BA0Gg3uuusu3HnnnYcdPXBENyhkrfX7/SgpKcHg4CDT9Hbf21PAHOHQKQmTBKYkkiW7LJE8k8kkK88JgkYhcPSCoGj6NWvWYPTo0Tz6y2QynLEgEonQ1dUFjUaDwcFBeDwe6HQ6FBUVQS6X81WwQCBAIpFAdnY2613oioGAWgqFAul0GslkklN96eCnxoNw9F6vlxHohMKnwDki6spkMl4h7S4QFgqF3NhJpVLOaSGnTTAYRCAQgFqtRl5eHsrKyuD1eiGXy6HVahEOhxGLxVBYWIiCggLU19ezg4fyY+iQJEFoOBxmFgg5Yeh3abVaOJ1OAMOKfLoyJO1MJpNhcJDH48H333+PwsJCDk7MyclBb28vA5qqqqpQVVXFuHnKRVIqlZgyZQpPa7Zt24auri7Op6msrIRYLEZubi7ve8maLpfLMXbsWE5LJoibVCplEi1Z0aVSKdavX49YLMawOLvdjkQiwSyIpqYmngLm5+dzo0C2S6VSiYKCAuj1elRXV6O5uRnt7e1MoG1sbGQHF0GRSKdE9GV6zVssFlxyySXMwclkMsjJyWGdFjVvlGcFYL80zZ/rx2vZsmVYs2YNtFot3nvvvUMGaAHDFz2zZs3CrFmzMDQ0hJdffhn33Xcfv44PxZb7Uys/Px8nnHACli9fjrVr13LSNrm/ZDLZQd2vH5v8tLe3o729/ZAmJ1TRaBRz5szBnDlzMGrUKFRUVDB6/29/+xteeOEFaDQa/OUvf9mrkDU7O5vX+QdaNJFRqVQYN27cAf3sokWLWEQ9bty4A6LvJpNJvPvuu3juuefQ2toKr9eLcePG4ZZbbsFFF10Em82GrVu3MrvE6/Vi3bp1MBgMOP/883HttddyRlxnZyf+8pe/4NVXX0U6ncYVV1yBP/3pTwf8mA+mjugGhaK8XS4XAoEA9Ho9f5CaTCbe+dNhOH36dOh0Oj7QdrcpU3aJRCJhGBqF1lGqcF5eHoOqSHCaTqcxMDAAhULBeoZYLMZpx4Sm1+l0MBgMzOFQq9UjnD6kUBcKhWyHzsnJQSgUwuDgIHJycvi+qNVqXjNJpVL4fD6EQiGIRCIoFAqeIBUVFfGB1N7ejh07dqC0tJTXYaSxISR7bm4ukskkhoaG0NfXB7lczvksNHI2GAxIJBJoaWlh2iy5O4LBIMcK0PQiFovB4/EgFArxlIMOc5VKBa/Xi+7ubmQyGRiNRk6bpqs/nU4HhULBCGi6MqKQQDqsaUIRj8fR1dWFqqoq1uQolUr09PSgp6eHXUDhcBgejwcGgwGDg4NQKBRQqVSIxWK8XhKJRPyhIZFIoNVquWltbW3Fli1beJJGrpd4PA6BQACHw8E6GeLoULprQUEBPvroI/j9flgsFs5BEolESKfT7KoqKytjEfPOnTuhUqnQ3d0NpVKJ3NxcHgdTgCP9XdVqNXbu3MlC17a2NqZiAsNq+y+//JKnYRKJBEVFRcjJyUEgEOBGmWzu9D5SqVS8slKpVDwa/rkOvlKpFP7xj38gEAjgqquu2m8y78GUwWDAddddhw8//BCbN29mQunh0AQcTFGa+A/rYLUhVPfccw9Wr16N7u7un3bHfqTcbjdefvllAOAmHgC/J+fNm7dHKjcFpmZlZR3ylOqXv/zlAYX4bdu2DQ8++CAnpy9evJhJ4j9Wzz33HG677Ta+EF2wYAFuvvlmFuTm5+dzQ9nf349PPvkEixcvRmtrK1588UUsWrQIdXV1mDx5MlatWoXt27dDJBJhwYIFuO+++w7pMR9IHdENysSJExGPx5GTk4NMJoO+vj6YzWZIpVLYbDa0t7czObSsrIyvyBUKxQgtSkdHBztMyKYqFotZQ0CWYqJw0hRFKBRi3bp1aG5uxumnn87obIK05efnw2KxIJFIIBwOY2hoCJFIBAqFAnK5HF6vl/Nl+vv70d3djVGjRiGRSCCRSKC4uJh5IYR4pwTlQCDAxFhyHzkcDtaFOJ1OPtwpGXfmzJlwOByQSCSQSqXIZDIYHByE2+3m55DG/TKZjCFpdruduSj0dZrS0BRhcHCQmyTSspAgtbm5GXK5HNOmTYPf78f69evR2dnJf494PA63283gPUo8JjIsMHx1Q+JmmoplZ2dzI0MaCwAMG6O/FYk6LRYLysvL0dzcjKKiIvj9foTDYT6EU6kUJBIJ60fsdjumTJnCacNisRgejwcdHR08rSEHTiAQQF1dHbKysqBQKKDT6dDQ0ICcnBwIBAImwdJazmq1QiwWY8aMGezQImAgsUf8fj+v31pbW7F9+3akUinU1NSgqKgIDocDlZWVHGVAtnl67dDahuB29MFOOU9kLZw2bRpKS0vR29sLv9/PbiIKwSTisFwuRygUgsfjQX5+/ogAtZ/r4GrXrl346KOPoNPpcP311x/QmuNgqr29HfX19RCLxViwYMF/zBJOE4FkMgmHwzFigmI2mw/qcZeWluKqq67CHXfc8S+5r1Tz589HeXk5PvzwQ/63HTt2IBwOo729Heeddx6qqqpw1VVXwWKxYMuWLWhqaoJOpxsRSnswRQDR/dWzzz4Lm82GSZMmYenSpbBYLPv9mYaGBjzzzDNIJBIoKCjA/Pnzceutt+61YZXJZKioqMCNN96I+fPno7m5Gc899xyWLFmC9evXY/369QCGhbaPP/445syZ8y99bR3RDYrT6eSJwdDQEPr7+7kjJEGfXC7nVQoJZkkDQSIy4keQW4EC1wjc5na7IZFI2BM+ODjIgszBwUGYTCbk5uYiFAqxTZPEsB6Ph3UiRDAlXYdKpcLYsWMhEonw6aefwmQyYfv27aiurubMHbfbjcrKSl4NEC8jk8kgGAyivr6eRaVyuZwbDZVKBb/fj0QiMQIip9frUVRUhFAohLy8PAiFQhYR+/1+2O12jB49mmFcEokEDQ0NcDqdzGuhNRpl+9DUgdYNWq0WiUSCbdoymYzvDwlv6aAj+BmReQk8V1JSAr/fD6lUitraWmzfvp31FxKJhOmxtFKSyWTo7++HRqNhm6xSqWTtSTqdRklJCRKJBKRSKbq6ujj2XKVSseMoLy8PRqOR9SpE3i0pKeGrKIPBgLy8PADg183333/P0yKDwYCmpiaYzWaecpHIt62tDYODgwgEAhg7dix/MDU2NkIsFqO8vBw+nw8DAwPQarUsBCZrM/0bAdzIXk9NFU2WsrOzeSpks9k4iXl3mqdUKsW4ceNGRMCTpoeSmUmMTARgSn6mx/NzHVp99tln8Hq9OPbYYw/r9AQYvqJ/7LHHkEwmcd555x1WauzB1vnnn4933nkHfr8fn3/++Yg11i9/+cuDnups3rz5cN/FETVr1izceeedyM/Px0033cT//v777+Pyyy/HZ599xv+2cOFCFBUVoby8HJlMBrW1tQcFjzvYGhoaYnfqJZdcst/mpLe3F19//TUefPBB9Pb2oqKiAkuXLsX48eMP6PdJJBKMGTMGL730Eq677jpcf/31bGtfsmQJjj766J/4iPZfR3SDQusbGtHn5uZCKBSiubmZD01CflOCa2FhIfNB6KqV4GVCoRBlZWUjViPkWCAnCE0fiFpKdlwSr5KmQa/X84c4WUpJoEqNETlkyPZKtl2DwcBwNqfTibq6Oj5Ao9EoT0kIy045Q+l0mi2vra2tGD9+PJLJJItw6bnq7e3FwMAAysvLUVpaikQiwaP9mpoauFwuniARrCsYDCI/Px9arZZzcqLRKFKpFPx+PzdGHo+HeSOJRAIWiwVmsxktLS0IBoPo7+9HR0cHioqKMGXKFOh0Onz99dfccBEIzOfzQSKRMACOVkbxeJyvUvR6PTck4XCYRcg6nY5XEAaDAUqlkpOKidAbjUah0Wj4NbB7ZhMlC+v1ejgcDnR3d6Onp4ezlWQyGfR6PVQqFVKp1AgCYzweh91u54Oe8o0sFgvkcjlKSkqYPKzVamG32+FyuZBMJrmhlUgkSKfTkMvl6O7uRm9vL4aGhiCXy3lnn0wmkZeXh6KiIp4cicVijm4gDZNGo+FpCj1OEjGPHTsWSqUSmzZtYkgUPTa9Xo9AIMCW790/eG02G/R6/c8240OsVCqFrVu3AgCmTJly2G/farXio48+QnZ2Nk4//fR/GfPkQCovL49BYD+EgR0sVbStrQ2bN2+GTCbDuHHj0NraypPMQy2j0YhjjjkGH374IUQiEa699to9LM82mw1PP/00k3wpL41y2BoaGiCRSHDDDTf8yxxSqVQKb775JlpaWqDX6zF27Nh9fm86ncby5cvx0EMPYcuWLRCJRLjqqqtw7733sn7sYMtisfDFzUUXXfRvaU6AI7xBCQQCiEajLGqVyWTcWFAyK9lKab3icDgwduxYFtiWlpbywUDOEbVazUrzgYEBiEQiPlRTqRQ0Gg27U4LBIPLy8mC1WjF27Fh2YJBVk1wcdIiJxWKetOTl5SGdTqOgoAAXXHAB2tvbWVzZ0NCA7u5ufjOQkHH3lQdNP+iQJi0OMUvIxZFMJiGTyeDxeNj9QY6X9vZ2TtFNJpMjVmAA+IOlsrKS1yA6nY4ZH+R8ikajLEqmVVQkEuH8kN0dJtFoFJWVlaxnoakXPde0hiLKLVluI5EIRCIR593QoSmRSEYIhhOJBJLJJLNs3G4325Pj8Th0Oh2MRiMj3OlvT3k6wWCQH5NEIkFOTg7q6+uRlZWFKVOmQKlUoqmpCVKpFAaDgZ8/4uVQ7lMymcTg4CCys7ORn5+PUCiEHTt2oK2tjZtKr9eL3t5elJWV8UREo9FAIpHA4XDA6XSOcCRRtEJzczO0Wi3/Xfr6+iAQCFBYWIju7m523IhEIn7+c3JymAVUXl6O4uJihMNhzJo1izU31ERTI0YrNbPZjFAoxM1UU1PTz6C2Q6xEIoHvv/8eAA77B73D4cB1112HUCiEuXPn/kenJ3srurA52HK5XDj//PPR29uLiy++GM8++yycTicuuugibNmy5ZDuyymnnII777wTH374IV9Mfvvtt7jgggtGrJ6sViu+/fZb5OXl4b777sO55547wkY7d+5crF279qAykg62rFYr7r//fggEAlx77bV76GCo0uk0XnvtNdx4440Ih8P4xS9+gV/96leYM2fOITdP0WgUt956K+rr61FVVYX58+f/lIdyUHV4F5//5mpsbERLSwsaGhrw3XffsZaCbKYEryKb6rZt29DR0YG+vj7YbDb4fD4Eg0G0tbUx58Pj8TClVKvV8gFNdtJEIsEajezsbMaoE6CM1hDA8AeRVqtFXV0dcnNz+bCmQ1apVCKVSiEnJwcikQh5eXkQi8WwWq1oampiu3BJSQlKS0shFothNptRW1uLyspKjBs3jhNvo9EoO4bEYjFKSkrYHk3ThMbGRnaSkAB2YGCA4WgymQxjx47F6NGjoVKpoFKpYLFYIJPJGGDX2dmJvr4+hr01NDSwRS0SiSCVSiE7OxsajQYVFRWsAxk1ahSLYs1mM1ueyb2j0+kwduxYXgHJZDJu9CjTR6/XI5VKweVysU3ZYDDwKs5ms8FqtfJBW1lZCb1ez5oVuuoxmUyoqKhgYSlNXFKpFNra2hCNRlm3Ew6H0d3djaqqKk76Jd0M4ZwpuToUCqG4uJht00NDQ5DJZOjt7UUgEMDGjRuxevVqaLVaVFVVoaysjDVEarWaJzS7du1CS0sLO2oKCwsxdepUZGVlMfWysrISubm5sFqtWL58ORYtWsQWbILp0YQomUxyiOLQ0BAqKiqgVqsRCoVGrDfNZjOKi4s5f4rcO6Q1oSbJZDIhFArtEf72c/1na+vWrbj44ovxxRdf4JhjjsFTTz112LUtB1smk4knm6+99hpOPvlkRs7/7W9/w+mnn47bb799v03Lrl270NTUhPz8fDz00EPQ6XSoqqrC8uXLcccddxz0lKiurg6LFi3C7Nmz2aAAAIsXL0ZHR8def+aXv/wlfve738FgMPD5QLEd0WgUK1asOKj7cKBltVqxdu1axGIxPP7447jtttv2OX16/fXXceONN0IkEuHFF1/EwoULMW/evJ802VmxYgVefvlliEQijgb4d9URPUEh8arJZILb7R6hhyCyKuHJFQoFqqurEY/H0dzcDKfTycnDQqEQRqMRIpEIxcXF2LlzJ9xuNyKRCK9ICDm+u803lUqhoKAAEokEFRUVLE6l3T2F/2VlZUEkEvEaJ5PJoLi4GKFQCKFQCOvXr0drayuMRiMcDgc6OzsxODiIE044AaWlpejv7+crdDpsicVCFFFysBQUFHAOTlVVFYRCIY/qJ0yYgK6uLjidTuj1ehiNRqRSKc4Hoje5TCbjVQEh0Ht6ehgaRgnJ1Pw5HA7Gq9fV1SEQCCArK4tXUsTp6Orqgt1uR0FBAerq6iCRSJCVlcWMFvobtLS0IB6Po6KiAp2dneyOoWaLRHYqlYqfdxINk1g4lUph4sSJSKfTbGvu6urClClTMGrUKBZCUyAkaUW2bNmCQCCACRMmIDc3l+mqJSUlqKurg9vtRjqdhlarHQHCA4bXO42NjTAajcjPz+fXyo4dO7B8+XKe0BBUqaamBu3t7cjKymJRMz1fFKRIEwytVsuTsnQ6DbVazWszamJtNhtKS0uRSqV48pJKpZBIJFg3pVKp+LUpk8l4AqlSqXgdSa4smu74/X5s3boVKpWKG1qCDf5cB199fX2sxzocQKtMJoPly5fj8ssvh8/ng9FoxH333XfI4/zDVWvWrMH8+fMZUU/NNTAyS2vlypU48cQTcdJJJ+31duLxOJ566inE43FcccUVI9D2hYWFuP/++5Gbm4unn376gBw+BoMBDz/88F7dLw6HAxdeeCH+8Y9/sCuTUr331RTcfPPN+P777/H444/jqKOOwoQJE/Z7Hw60ent7cfbZZ6OhoQH5+fk4++yz9+n2SafTeP755xEOh/Hoo4/i6quv/km/u7GxkTUs6XQal156KebOnfuTbvNg64ieoFADQmnFxLKgNQtNSgCwsJRYEMDw6CoajfIqQSaTwel0wmq1IpVKMRXVYDCgsLCQbcnRaJQR6AKBgPNZTCYTTzdIIJlKpRAMBiGVSpGdnY1UKsVpsfT729raIBAI0NzczGTR/Px8mM1mdsUQQC2RSPDkhRoeIqFqNBrEYjFYLBao1WqEw2E0NjbC6/WyPkan0/HhazKZMHr0aFRUVMBsNnO2T09PDzKZDHJzc+FwOFhrkEqlUFJSArVajfz8fL5f06dP5wRjatBoGiCVSpGVlQWPx8Mo70mTJmHChAlsR9br9bDb7di5cyeSySSLdCUSCUpKSvjvRes1o9EIi8WCgoICKBQKaLVa5tZQYxWJRNDQ0MDZSCqVitc4xL+hqztKZy4pKYFOp4PNZuOMH7lcjtLSUhb7xuNxfPfdd7DZbAxOo4Rst9sNsVgMl8uFgYEBDlycMmUKi7QrKiqgUqmgVCqxbds22O12JJNJFBcXo7CwECaTCTKZjEF7KpWKbe0GgwG5ublsS979+ayrq0M6nUZTUxM3Rj6fD83NzWhpaUFTUxPi8TjGjRuH2tpaTokmuzIBtHYPS+zu7kZTUxM3MH6/n7OrYrHYvx389b9Qbreb1xNlZWWYNWvWT77N7u5uXHPNNYhGozjllFOwYcOGgyaL/ivK6/Vyc6JQKFBQUMCv73POOQf19fW48847EY/H8c9//nMPjQowPBW699578cUXX6CwsBBXXHHFHt8jFotxww03YPny5bjgggt+tOk77rjj8O67747AuP/QCr1161bs2rWL/3vZsmW8st4b+2f27Nl48MEH0d3djfPOOw/t7e37f3IOsF555RU0NDSgoKAA7733HiorK/f6fclkEps3b2aDx6GGQVIO3P33349zzjkHN9xwAzweD2bNmoV77733329V/7f+tsNcBN8ChnMqKLk4kUjwVWI6nYbdbucrR6/XC4lEwgFq4XAY4XAYY8aMAQDevff29qKmpoYnKNRBZ2dn44svvkAmk4HBYIDb7UZJSQlH2ZtMJraeTp48mXNRbDYbrzsIUy8UCvkqXq1Ww2azQSgUorS0FHl5eYjFYnw1HgwG4fV6UVpayj+XyWQYzEawMBK70krJaDQimUyiu7sbZrOZ/0d0U/oZ0nmEw2F0dHTAbDbDbrfzKLW5uRnpdJpFrPS41Wo134/Ozk6kUikcffTRCIfDcLvdaGtr4xDAwcFBGI1GJtKS1gcYtoyHw2E4nU5IpVJUVFRgaGiID0I6vMvKylgoVlhYyOGK9Bro7e3l59fhcCA3NxdlZWXIycmByWRCT08Pi0M9Hg8ikQiMRiOcTiev5Cgvh9w7ubm5cLvdcDgc8Pl8qKioQG9vLyQSyYi/rUgkQmtrK2tHSKNCDjCNRsOiZKfTySnbTqcT/f39LJzu6OiAVquFRCJhyzm9hmktBYAt5PQaJdGw2+1GU1MTC4+B4WZ81KhRnNtEmO50Os20YtIIlZWVweFwcP4Q2eTdbje/vtRqNeuUfq79VyqVwquvvopnn30WLS0tMJlMuOiii340HfZAyuPx4K9//SvsdjvOP/98vPXWW/81KdMzZszgBO7XXnsNp59+OoaGhtDW1obZs2cjKysL11xzDVasWIE33ngD48aNQ29vL4vyFQoFXnrpJY5UoIiPfdW4cePwxhtvQK/X46WXXmLHXWFhIU455RSMGjUKZ5555h4xAhdddBGeeuopdqWNHz+ekRHA8GrniSeewCeffMKhrj+suXPnYuXKlfj73/+OjRs3MnPox8pms2HHjh0QCAT7jDYg1w5NTmg9Bgxr9pYuXQpg+NxasWIFX3Sk02k0NDRAJBKhpqbmRxuLWCyG5uZmvPfee+jp6cGKFSvg9XohFApRW1uLSy65BDfccMMe2VD/jjqiG5SmpiYmr7pcLpSWlqK4uJh1I4FAANnZ2Tw9AcCBdbsDqAoKChgxThk83d3dHDaXSqV4HdPb2wuxWMwvKL1eD7fbjYaGBpx44omQy+VsA6W8G4JvSaVSaDQazsqhqUhpaSm2bt3K66q8vDzGkadSKbaZZjIZfoOHQiGUl5ejtraW+RmU50CjY8L7ExyNtDSxWAwKhQJut5vTieVyOTdLqVQK8XicnUg07RkzZgyTYSORCPx+P7uNRo0ahe3bt6O3txdbt26FTCZDIBBAKBTCrl27kJubi6KiIgQCATQ1NSE7O3sEmVev1/NUp7OzE9FoFEVFRdi+fTskEgnMZjOzS1QqFbKzs2G32zmfhiZUBLgrLi7mPBlqME0mE7xeL9utAfAay2q1skOLJjYKhQKpVAoKhYKdRT6fj3kHMpmMGxfi7VBz6vF42JKt0Wh4TbVt2zbk5uaio6MDOp0OwWCQIxPsdjv6+/vhdruRlZWFoaEh5pJotVoMDAwgHA7z35ngan6/Hy6XC6FQiF/XlGlEdmvSlpBrjdJy0+k0NBoNbDYbpFIpN/H0XGo0GjgcDtYM0RqUmtKf68CqqakJd9xxBzweD4qLi7F06VJMmTLloJ0su5fb7caFF16Ir776CsBw0Nx/S3MCDGPc6WJnxowZI3RtVGazGQ8++CB+8Ytf4IorrmAAJV0QCgQCTJs2DVu3bsXOnTuxfft2zJgxY5+/UyaT4YknnsCECRNw9dVX49xzz8WLL77Ik8G9FYEtLRYLnnjiCRx11FG83gHA7wvSH+6tsrOzmQD997//HZdccsl+nx+FQoG8vDx0d3fjww8/HGFhptq2bRuAYb0OAeSoaN1LRfpDu93OExSxWIypU6eipKQEc+fO5Ysm2iyEQiE8//zzWLt27Qg699SpU/H73/8eZ5xxBofh/ifqiG5QSFhF2oS8vDzWG9CVp0QigV6vh9/vh1qt5rj5VCqFaDTKEwa/3886haqqKoRCIQgEAojFYl4ZNDc3w+VyYeLEiTjuuOPg8XiYD1FaWsoTACK6Dg0NIScnB319ffD5fMjLy2PCrFKpREdHB9rb2/n+5uXlMXiLUMqpVIpFrZlMBv39/RgaGoJer0dvby+KiopYp7A7Xt/n80EsFjPsLBAIMCqe8mhIV0ONj1wuZ/2OUqmE1+vFwMAABgcHodFo2GlCAXkWi4VH/3T1v2nTJoRCIWRlZfHfoqCggDUz9NgCgQAqKip46hUIBNDQ0ACxWIwxY8bA6/XCarXCZrPBZDKhr68PLpcLKpUKtbW18Hq9zD+hNZ1IJEJFRQUKCwvR1dWF/v5+VFZWIhaLMZGVdBm09spkMvD5fBg/fjyMRiNWrFiBaDQKtVqN7Oxsfm7ocYrFYshkMtTW1sLtdsNqtfJUrqura0TejtPpZCcVCQVdLhdcLhe7t2w2G6/ACF4nFosZZa/X65GTk8PPh0ql4lwcspOTONnj8WD8+PHo7+9HRUUFpk+fzoBAq9WK3Nxcfq5oHeZ2uyGVSrmppiaGxLOZTIZpvLRuosiFwcHB/8wb/wirXbt24cILLxzRnPxUx0c6ncbChQvx5ZdfQqvV4re//S1mzpx5mO7xT6/t27fj8ccfBzBMMd1dN/LDOvbYY3Hsscfis88+Q2FhIU4//XT+WllZGa688kqcffbZWLdu3QE5gEjsDwBffPEFPB7PPicUkUgETz/9NFKpFI455pgRGTsHU8lkkjU2+wobpGpubsY333yDb775Bjt27IBIJGIOFQB2MAoEAqhUKmg0GowZM2a/vJyzzjoL+fn5WLRoEWvyPv/8c2zbtg3ffPMN3n77bc4/+yFkUS6XY/To0Tj++ONxySWXoKqq6idP9w5HHdENisFggMvlQjQahU6nQzqdhtVqZSpsWVkZpFIpUzspYn5gYID1JYQft1qtaG1tRVlZGQwGA/x+P8xmM+RyOTsgbDYbFAoFh9M5HA4kk0l28+zatQsdHR2YPHky8vLykEwmOZCPHCm01ti5cydcLhe2bNmC7OxslJaWIj8/nxsSr9fLTci4ceMgEolYLEvE1pqaGkgkEj5IaUrk9/s5m2b3dE66KtHr9ZzRQowRAqZpNBrk5+fDZDJh1apV2LJlC8xmM8455xyeEJB4mIL04vE4PB4PNBoNpFLpiOmKwWBgmmogEGAibSwWg1ar5TcKHbBSqRRms5kFydu2bYNarWankdvtxrZt26DT6RAOh9mp0tnZyaGE9HzQBEQikUAsFrNgORgM8tpGpVLBZDJBq9UiEokgFovxm5tSqkm0Ss0FiZLXr1/Pllz6AKScpmAwyOF/NGWi6ZrRaOS1D028KOGYtFS7U3nJUk7OmWQyybt9+vvm5eVh4sSJ7PiicMBIJAKDwcDCXp/Px1burKwsDticNm0aN0UikQg9PT0QiURwuVzIzs7myYlIJGKOz8+gtv2X1WrFnDlz0NTUhJKSEixevPiwNCevvvoq/vjHPwIYnpw89thj/7Gr3B9WOBzG448/ztqYU0899Ue/XyqV4oYbbsCqVatgsVjw3HPP7eHKmTFjBtatW4e33noLxx9//I/eXiqV4hWPzWbD999/P6Lp2b38fj9bvn9KRaNRrF27FhKJBFddddVevyeZTGLhwoV47LHH0NLSAmB4LXXHHXdg8uTJWLZsGeLxOCwWC5xOJ7Kzs3HWWWdxo3KgDcPEiRP5/zudTni9XixbtgzLli3jyQmteMeOHYupU6fixBNPRFVV1YiE5v+GOqIbFCKO6vV6DssLBoMs+KQMHbKBJpNJFBQUwOv1MuyLRndarZb/sJR4HAqFOHKe1PEUMtfb2wu3243a2lq0tLTAbrdDIpGgvLx8RLZPPB5n1wsdGMRY6ezshEKhQDQaZagZAbhCoRA0Gg1qamp4VSWXyyGTyXDMMccglUoxCZbYIzSdoelRUVERwuEwJBIJ6xnWrVvHj4OmATQWlsvlfKU8NDSErq4uTmMmFxI5aLKzs7FhwwbGqiuVSmRnZ/P6ilgnxKQhxH9ZWRkGBgZgMBjg8/lgNpshk8mwbt065OTkoKKiAv/85z8RiURgt9sZ8a/RaKBUKrkhNJlMPP3QaDRMrZ0yZQrEYjFqamqYjUJiZrLHulwunmhQM0iEYVq95ebm8oRl9xVbW1sbsrOzodPpMDQ0xLdrMpkgkUjg8Xj4+QkGg5DL5UilUszEITs6QfgMBgNrimQyGXNZKFTR4XBAoVCwpoV289R0TZgwASaTCWazmROjqXGPx+OcSkyPz2QyQSwWY2hoCPF4nHOaiouLedomk8lgNBphs9n4vUFuNZo+9fb2/sxBOYB688030dTUhOLiYixevBhTp079ybfpdrtx9913s3boPzmC31vddddd+Pvf/w6j0Yjrr7/+gBJujznmGBxzzDFYtWoVvvnmG5xwwgl7/b4DQcnv2LED77//PoBhfcX27dv32aBQqdVq/PKXv9zr1+hz8cfK6/UiHo+juroaJ5544oivZTIZbNmyBU8++SQ++OADJBIJ1NXV4dRTT8W1117LHKhbbrllv4/tYIs+m2677TZcf/31e6yo6Gz4b60jukFpbm5GXV0dUqkU7+gJJW80GrFjxw4IhUKEw2EUFxfD7/ezHoWAQaRVSaVSrP+IxWLQ6XQsXIzH4/D7/Rg7diwmT57MwW7krqCdP5FPJRIJ6y4ozZbw+pSXQ04XEvROmDCB2R/hcBiJRIKvnhOJBIfhEZacVjZEc1UqlRzWR9k2FCxIGg2aDITDYdhsNhQWFqKwsJAFpTk5OZy43NzcDJFIhMrKSv6AiUajTGVNp9Mwm80sNI3H48jNzYXFYkFfXx/cbjevYUKhEAoLC+H1ejE0NIRoNMq6iby8PJ5mRaNRtgXTeqiiooJXNAB4jUcBfHa7HXl5ebyyo/UZBfsRR2RwcJCfd0pGppA90qW0tbXB5XJhwoQJGD9+PJqampBKpTivyOl0wuVyQa1Ww+v1stMmJycH2dnZiEajHOhIo2hKZqYJF+k2srKyOJhRqVRyLolIJMLAwACnOVNDKxAI4HQ6IRAIeJJRUVGB6upqFrSRvZvggUNDQ9xgEKSQniexWIyuri6G/zU3N2Pq1KkIhUI8FRMIBKy/yWQyvG7bPXX759p3hcNhfP311wCAc84557A0J8AwJn93gurhsCofziKB9gUXXHDAzAyZTIabb74ZX3/9NZ544glMnz59hMbprLPOwtNPP73fBO2WlhbMmzdvhIB7fz8jEokgEAj2uUKpra3FhAkTsGPHjj1uK5VKweFw4JJLLoHNZkMgEMAJJ5wwgj+TTqexbds2hEIhGI1GPPfcczjrrLP+7RquI/H9ekQ3KFqtFuFwGLt27WJ0t0ajQWtrKzZt2sQHtsVi4TH94OAgioqKUFFRgXQ6je7ubigUChiNRrjdbuh0OsTjcc4vIUcHCTODwSBUKhWysrLQ09MDp9OJ8vJyuN1uxGIxFl0SKjwUCsFkMjGplaY6brcbPT09zC4BwIfLhg0bkEqlUFtby/cTGNYvEK9Er9ezbbijowMej4ebs/7+fs4HUiqVvB6gZoo4GhKJBD6fjx0mkUiED3I6tCngTq1Ww+FwQKvVIj8/n2msbW1t+PLLL9miq1areaVAab0AGH9Pa568vDx2m+h0OpSUlKC3txdCoXDEpIkmQn6/n8mvlNFDCcFDQ0MwmUxwOp3o6upCLBbjkD16/mmKptVqOUtmYGAA27dvh9lsZiFtdXU12trasG7duhFCVgLE5eXlMWGW2CFOpxN+vx9KpZKbSlon0kFvs9mQm5sLlUoFn8834qqSIG20osvKyuJGlNxSAoGAs5jKy8thsVg4LJGaHZ1Ox9Z2skh3dnZCKpVyREAymURRURHq6+sRCAQQiUTY1h0KhRAMBrmxIwt1VlYWJ0bTyPjnoMD919dff43169ejoqIC11577WG5zUgkgi+++ILXa6NHj8bll19+WG77cBQloUul0j0O6v3Vsccei+OOOw6ff/45nn/+edx66638tVGjRqGiogJr1qxBS0sLqqur9/j5lpYWzJkzB42NjSP+fenSpbj55pv3ekAbjUaceuqpWLRoEdatW7eHjZcMDoSiuP322zF58mT++jfffIPvvvuOV66hUAjr1q3b4/doNBqceOKJ+MMf/rDP6dDPtWcd0Q3KxIkT4Xa7UV1dDZ1Oh0QigYaGBuzatYs5HfThTCyS/Pz8ESm5lCsDDB+iRx99NOsQaLohk8kwatQo3s/RKF8oFPIUgaYYAoEAZWVljA4vKipiDQiN69PpNLZs2cIckN1JpKRZSSQSsNlsbHWmg4hGjbRLpBRboVDI6yJyl2RlZbGGJplM8mMnkig5iwDwgSoUCtHQ0ACDwcAaHsoZisfjzJih+0MQsbq6OrZykxumv7+fr07IRZNOpxGPx9Hf34/y8nJ2n9Ah+/XXX2NoaAgajYaD8ChqQKvVQqlU8tTE6XRCKBTC6XTy1QiF29FKjJqdHTt2wO12M8CP/u5er5fzb8xmM8rKyuDxePDpp58yTZZsvRQsqdfr0d3dDYlEgry8PDQ3N/N6heiqtI6ixxGLxdDV1cXPgdls5qlRTk4OM1QaGxuRl5fHzSNlAhEkj+7nxIkT0dnZCbVaDZlMBofDwU4FmpSRTohWM6WlpRgaGmL9iM/nQ35+PruMaNSrVCp5WkOuM3J16XQ6+P1+6PV67Ny581/9Fj+ia8OGDYjH47jmmmv2eqAeSt19991YtGgR//exxx6LsrKyw3Lbh6MWL16MXbt24eijj94neG1flZWVhVtuuQVr1qzBq6++ivnz5/P72mAwYMyYMWhqasJbb72Fhx56CAA4D2flypV44okn0NTUtMftUvTG3oqo3plMBmvWrBnR7KXTabzxxhu4++67Wdi+cOFCLFy48IAej1gsxuWXX47a2lqceeaZbBb4v16UiHwgdUQ3KH19fZg5cyYqKyuxefNmfPvtt5DL5SgvL4dWq0VnZyeveyjddefOnbwvVKvVfCUul8shEonQ19c3YicXDAbh8XhQWVmJ0tJSCAQCOBwOBqERACsvL4/H3waDAalUitHsBLZyOp3IZDLo6OjgA1kqlaK6uhomk4mFqxR3X1tby3CyQCDA+SyUjEw8ESK10hUyWUvJVkxNQXl5OeRyOTuMCHIXCARYp1FUVMQ22v7+fowePRrJZBINDQ2cwUNYeELpWywWtgfq9XrE43G+vyT66uvrQ2VlJaqrq2Gz2dijr1KpmE5LCbqkg9gdsS+TyRiGRiF4EokEvb29TKU0mUzs0KKGcWBgAOvXr8eWLVtQWlrKWiGv18sRCGq1GnK5HDabDfF4nIWtSqWSGzihUMiaF6LO0gQOAAPzaKpBWqJoNMrTCZqSeL1eKJVKntLtfmVXXl7OpEjSJNHrNycnB1lZWRAKhawrSaVSzI7YuHEjT7kMBgMAsKA3Pz8fAoEAWVlZ6O/vh1QqRWVlJaqqqljDQIJpsjUTrI8otLQrTyaT2LRpE7sOfq6Rlclk0NDQgP7+fqhUqn3mphxsrV69Gm+++Sazg0aPHo177733sNz24Si3240XXngBwLCm5FBcIMcddxyqqqrQ2dmJb7/9dsS04YwzzsDixYuxdOlStLW1ARhesaxZswY+n29EaOfu5XQ68f333+8TXkdQTeIu0fTwzTffxA033ACBQICHH34Yq1ev5tVaVVUVzjjjDGzevBmPP/44T7lJCzRu3DicddZZuOuuu/br6vm/VK2trfj1r399wN9/RDcoNPJevnw5+vr6GCBGVkkSEwqFQoaEBYNBlJeXw+FwIJPJoKamBt3d3XyQ0ItzdxsqOYTWr1/PjU4mk0FZWRnrQtRqNQs4ifaq0Wiwa9cutho7nU5s3boVTqcTo0ePRkdHBywWCx+uROaUSCQwGAysB6FDnrQy6XQaPT09UCgUUKvVyMnJYesuNVjkRHI6ndBoNMjLy2M/P2WzEOSM8oCampr4SlwkEqGkpAS1tbVwOBxobm6GXq/HxIkTUVhYyCGIQqEQRUVFUCqVsFgs8Pv9iMVirIFxu93Iz89nvQ4lP9PEy263o7e3F+Xl5ZxPRMLm3amv2dnZPOmgZpLWNbt27WIdSyAQwODgIORyOVpbW2G1WjkAkUS7tKIJBAIYGBjgNQw5iSwWC/r7+xEIBJCTk4OSkhJYrVaYzWbE43FUVVWxTsNqtbLYlBxFxLfx+/3Izs5GVlYWXC4XDAYDN6EikYj/vu3t7SgvL0dOTg4HPcpkMhQXF7NGhTRNSqUSYrF4hEaFnieypotEIkSjUX5+CEQnlUqhUqmg0+kQCARQXFyMQCDAK0y9Xg+r1crgKBJeU7Pa3d2NsrIy3rXTavLnGllvvfUW5s+fD71ej5UrV/5k9DnZUu+55x4MDQ0BGE7sfvDBB/+raL7vvfcea5n+8Ic/HNJt0AVJOBzeIy27srISAoEA7e3tB0VrDYVCuOuuu7BkyRKYzeY9vn755Zfj9ddfx4oVK3DTTTchkUhgx44d2LFjB8LhMCZPnoybbroJv//970f8XDgcxsKFC5FOp1FRUYHnn3+e34Njx479mRP0g1q7di2uv/56OByOA/6ZI7pBoSu7SZMmcS4PxdiTEJNWJ/39/UilUiguLoZWq4Ver+d9O8XLFxYWMt+B1ioikQh6vR5isRjd3d3Izs7miYfNZoNOp+PJBuHDh4aGGIJGB67VakVLSwtPOMiRU1BQwFe2Uql0xEHT09PDWTlSqRRyuRwFBQXo7e1lnYzZbGacPomwKFFXLpfD6XQiEokwAyOTycDj8fAkyOFw8FV0QUEBNm7ciHA4jEgkgurqaohEIl6NORwOXu80NzfD4XCMEAH7/X4UFhZyzksikcDQ0BA3TDabDQMDA6xpAcDQMJry0OSBSLd2u51zX4h2W1JSArvdzhofEu46HA5O3qUQSKvVitLSUigUCp4OdXd38zSEbM/pdBqlpaWQSCTIzc1lmx8RX+VyOefdkLWXgH3kAqL1TklJCYuaqUGuq6tDOBxGLBaDwWBgjUheXh5kMhm/bunvVVFRwdblQCDARFoKViRXUTQaZbdYQUEBioqKMDQ0hFAoxE2KWq1GT08P4/2zsrKY6xKLxVBYWIhUKoWhoSGe0DidTg6EDAaDqKysRGdnJzo6OrhZ+m9W//+nyul04pFHHoFYLMZjjz02Qq9wsJVMJvH3v/8dDzzwwB4H8rhx40YAz/7TFYlE8OKLLyKVSjGe4V9VMpkMv/nNb1jX99FHHyEQCPBkfG/fv27dOpx33nm48847cdppp41wPWUyGUyfPh3d3d148cUX9/h5uVw+4vt9Ph+WL1+Ozz77DJ9++inbpE8++eR/zQP+H6hMJoOlS5eivr7+oH7uiG5Q6FD+6quvoFQqMXr0aM6oMZlMiMfjfKAWFBTA5/PB6XQyz0StVrNTJxAIQK1Ws3g0Ho8jkUjwWiQWi7HDx+Px8MSA2BHUvIwePZrD84aGhlBfXw+LxYLe3l4O7yI6p9PpRG9vL6ZMmYJEIoFkMgmxWIyioiIkEgmkUinY7Xbk5OSwrmRwcBD9/f3MQGlra0NRURFGjRoFm82GxsZGCIVCTtIlvgYlHYfDYbaflpeXs/uEDjVC/8tkMrZrkw6jpKQE5eXl8Pl8SCQSbJslSy41SLS+IrCay+WC2+3G0NAQSkpKRtymVCrlyRWtZkjLQiJUm83GjyMcDiM7OxtqtZoPSbvdzg0ROa6A4Z321KlTMW7cOJ4y0MRgYGAA0WgUoVCIV1Ver5cnNwQkI90HaVZoQkZNqUAgYBcRBQhSmjZlP8XjcWRnZyM/Px9er5cFpyQYptcPrYCi0SgaGhowevRomM1mJBIJGI3GEVZuiniorKzklUw6ncamTZuY0pufn49QKAS73c405J6eHuh0OhYR00TJ7XbDbrdDqVQyC4WcUvT+oIY3GAxyLtXPNbIGBgbQ3t6O0aNH73EQHkw5nU688MILePDBB/f6PK9evRoLFizAl19++V/hztiyZQt6enqQlZX1kwTBQqEQxx57LLZv347Vq1dj3rx5ezyHCoUC9913Hzfw9957L9LpNFavXo3u7m4sWrSIIx6ys7Nx991349VXX8WKFSvwm9/8Bhs2bEBZWRn8fj/a2tpwww037KGLUKlUuOWWW6DX6zF79mwIBAJ4PB58+OGH+Otf/8q5Ybm5ufj973+Pa6655pAf8/+Fev/99/H2228f9M8d0Q2KWCzG5MmTOZm3vb0dHo8H6XSaR9oAeKRPokQSKtEVI2khYrEY48RJTBkKhVBUVITW1lbmQSQSCcRiMZ4YDA4O8n1QKpUoLy9HV1cXlEolwuEw2traOGSNmg7C4G/duhVKpRJjx46Fy+ViRDytjWiFRG84wtAPDg7yYxWJRAgGg3C73QgGg3xF3N7eDqVSidLSUl4/DQwMcLYP5TOQK6irq4t1MZWVlZBKpRgYGIBSqYROp2N9TGtrK8LhMHJyctDf34/s7GxuZoiiSwFzJOL1+/2c0rxjxw4olUqUlZWxEJm0O4WFhRz4KJfLEQwG+Xklx0xfXx8KCgqg0Wjg8XgY0CaRSNimTJTdSZMmcXOWm5uLzZs3o7e3l8m9hLynLCeBQICBgQG0trbyTpvgb+FwGC6XCyaTCcXFxazXSKfTkEql6O7uhlar5UlMLBZDMplkITVB2uj5HBwc5CgEk8nEH3j0eqV1j1gsRjgcxuDgIEPs0uk0Ojs7YbfbUVxczI0PFTUXJLYmdxQ12CUlJezsIfs9TXVoDRgMBqHT6ZCbm4u+vj7Y7XaEw2FG5O/Pvvl/uXp6ehCJRA4afJXJZLB+/XrcdNNN2Lp1K9Lp9IgJ5O61fv163HzzzXjiiSf+o+JLt9uNBx98EIFAAGPHjv1JQYUCgYApsA0NDXtNET722GN5AgsMX/ABYI7JggULRny/RCLBMcccg4svvhiff/45rr32WixcuBC//e1v8dlnn+3RACqVSrz88su44IIL+He///77eOCBB9hqbDQaMW/ePFxzzTWoqKj4r+LQ/LdVIpHA/ffff0jOv4NKM3744YcxZcoUqFQq5OTk4JxzzmEiHlU0GsX8+fNhMBigVCrxq1/9ilNXqXp7e3HGGWdALpcjJycHt9566yFRKS0WCxNQGxsb2alDV8gKhQJKpRKTJk3C6NGjUVxczLqRQCDAQX7Z2dkoKCjgCQppWcjpQhTQsrIyZoqoVCq0tLSwMNdoNLIYsqOjA1u2bME///lPOBwOeDwe1NTU4NRTT8WoUaNQWlrKYXDjx49HS0sLli5divXr1zN7gjgtpBsJh8PM3VAoFNixYwfrYaj5KC0txZQpU5i/MnHiRE7x7enpYTX7li1bYLPZ0NPTw/k3RGMFwGsCWum4XC709PQgGo2iubkZbrebmS9EIoxEIujt7UVPTw9j7QHw+kGj0WDmzJk8+lUqlcjNzeU0YbLoms1mntTI5XKoVCoUFBQgJycHZrMZeXl5sNlsrC8h7DoAnl4MDg7CYrHAbDajs7MTbrcb6XQa3377LQtKSQRKeiObzcZUYtIvicViiMVieDwezjrS6XQcFRCNRplWG4vFYDab+Weys7OhVCphMpkwMDAArVbL0L7CwsIRTQfxYrRaLaca0xqop6eH3UMCgQAulwu7du2Cw+FAdXU1SktL4fV6+bYILGc2m5HJZOByuRAMBjmGgaZkVquVgXpdXV3MtqFsqfb2dn7t9vf38+QuKyuLm6Qj+bPjX1V02FksloNqGjKZDAYHB/Hggw/i5JNPxubNm5FOpyGXy3H33Xfjs88+w+WXX4558+bhoYcewuTJk5HJZPDSSy9h/vz5e3Wv/Dsqk8nglltuwWeffQa9Xo/bb7/9J6/+SkpKfvS5Kyws/FHhKcHHdoeQGQwGJryuXr0aM2fOxMcff7xHcyKXy/Hyyy/jwgsvZPfhkiVL8Jvf/AYNDQ3clKdSKXzzzTdYtGjRf9Xr77+t0uk0XnnllREryoNp5g5qgrJmzRrMnz8fU6ZMQTKZxJ133omTTz6ZI94B4KabbsKnn36KpUuXQqPRYMGCBTj33HN5hJZKpXDGGWcgLy8PGzZswODgIC699FJIJBK2jh1oiUQiNDY2Iisra4S9VKfTobq6GuPGjUMkEuGEYhLGEvY8Ho8zWpyAZhSURqN0Qq4TdyQQCKC1tZUPIY1Gw2uYUCiEtWvXwufzweVysdukuroaU6dO5VG/TCZDTU0NnE4nNm7cyFqV+vp6lJaWsv3YYDCwGDU/P58nATTy1+v16Ozs5P8uLCxkQBhNYxQKBRKJBHJyclihnpeXB61Wi2AwyFdon3/+OZxOJ2prazFlyhR4vV5UVVVxE0YhU4WFhWx/pWTfvr4+jgygFE3KDurq6kJZWRnKy8sZAU9sE8Lji0QiWCwWRKNRtlkLhUI0NjayPTY/P5+D83JychCJRNDW1sZXTwC4sdRqtUzZpalZQ0MDent7UVJSwqj4rKwsSCQSbkoTiQQHGFL4IDU8tNYpLCzk5OCWlhZukHNzczmYUKlUYmhoCNXV1YzVz8rK4qwk0gIRGM3tdrPVmFg35DAim7TRaIROp8PAwABHBRCfhQB3tbW1vM6hlGXS82RnZ3N6NwBetxGlWCQSIT8/nxsUYPjDmlxNfX197EQrKipiS/qR+tnxryi73Y4777wTqVQKU6dOPeDpSSaTwfLly3HTTTdxci8AVFRU4O2338bkyZMhFovx+uuv89cuvPBCnH/++di8eTPeeOMNrF27Fn/4wx9w2WWX/Why7eEscrosWbIEcrkcK1aswJQpU37y7U6bNo1zqpqamlBXV3cY7i14Ch2LxfYpstXpdDjzzDMBDNuTn3nmGTz11FN7JHd7PB5s2bIFDQ0NSKVSuPvuu3/WZP2gKHLg97///YgMJWr8DqQO6pX8w7TFN998Ezk5OdiyZQtmz54Nn8+H1157DYsWLeK8hDfeeAOjRo3Cxo0bMW3aNHzxxRdoamrCV199hdzcXIwfPx5//vOfcfvtt+O+++47KEsWuTUoht5ms6Gvrw/V1dXQ6/VobW2Fz+dDR0cH1Go1BAIB/H4/rw98Ph9nrhAIjGysZKPNz89HVlYWFAoF2traOPVVKpWivb0do0aNgsFgQCAQQH19PYOx0uk0CgsLcd5556G7uxs7d+7kw7iqqgoqlQpmsxlarRZfffUVgsEg1Go1WltbIZVKMWXKFLbulpaWMgSOroyj0SjWrVsHkUiE8vJyBnsREI14JNFolJ1JAoEAWq2W10RKpRLxeBxtbW1ob2+H2WxGZWUl59PQ5CM3Nxd5eXkwm80YGhpCQUEB+vr6YLFYeLKi0+l4ItXV1QW73c4MmqGhIf7QpHUXHcx0cLa1tSGRSLD+QyAQoKamBrFYDNXV1UilUmhububD2GAwsDaCtCMejwdisZgTeaVSKYaGhli7Qi4el8s1IjSLsPlExNVoNEin0xxACQyPsYuLi9miTVEDRqMRIpGIr6IKCwt51URiYLI0775Wicfj0Ol0HGtATUEoFILBYIDBYGAhL+l5BgYGIJVKIZPJYDAYkJ2dDavVygGIQqGQNULd3d3cPKdSKf7e4447jvUnu3btYkE1/d2tViuLy0k4u23bNhZd06RRIpHAarUesZ8dh7vS6TSeeOIJfPnllwDANu/9VTAYxMcff4z58+dzTEJeXh5uv/12nHjiifs8nEtLS7F06VL85je/wbp169De3o5rrrkG/f39uOOOO/7lh2Umk8Gbb76J66+/HqFQCLNmzUJtbe1hWXXQ9OzRRx/Ffffdx9j6n1pvvfUWgOFJKxFuW1tbRwhr6fNTpVLhlVdewZ/+9Kc9DtOpU6fiiiuuQCAQwN13341HHnkE5557LsaPH39Y7uf/Si1ZsgS33HLLHgGPB7MaPqgVzw+LXAs07t2yZQsSicSILIKamhoUFxfj22+/BQB8++23GDNmDAtGAeCUU06B3+/fJ/iJ9B67/w8YZkaQZdLlckEsFrN2or6+Hg0NDUgkEiwEJFgZXWHT9ISEmfn5+dwMRKNR6PV6dmv09PTwIUINzsSJE5lSarPZ0NbWBp1Oh9mzZ+Oss87Ccccdx66QoqIi5ObmIp1Osz6AmqLJkyfzB1FfXx/6+vrQ1taGrVu3cpossSpEIhF0Oh3kcjmmTJmCGTNmYNSoUQgEAgzgUqvV7E5paWmB1Wpl0S19COr1evh8PgwODuLTTz+FTqdDcXExOwMCgQA2bNiAcDgMi8WCcDgMn8/HuogxY8aguLgYvb29zIrJy8sbgXO3WCzcpDgcDoRCIeaEkGWWrva7urrQ3NzMqcOkdZBKpXzlvzuoLhaLwWKxQCwWw+fz8WSA1l2U5Nze3o4dO3bAZDIhPz+fhcYTJ07E8ccfj0svvZShfnSokLOFQvzI0kvOroqKCnZv+Xw+FBUVIZlMMqmXOC40zcvPz+fwxtbWVhau+v1++Hw+TJw4kZOlqekhBoxCoYBUKuXmFgBPHMiR5ff7edVFCdBdXV3o6uri6WEmk8HYsWM57ZlEvMCwxiYUCqGhoQGtra1QKpXw+Xzo7Oxk0bXFYmHXxO6OskOt//Rnx+GucDiMJUuWABjWxl144YUH9HN33nknLrnkEn5fHnXUUXj33Xdx44037ndyYLFY8Pnnn2P58uWoqKhAMpnEAw88gHvuuQcbNmw44KvUQ6loNIqHH36Ys3GOPfbYw5p+Sxc069atw9KlSxGLxX7ybdJkRCQS4fe//z22bNmCL7/8Erfddhu/phwOB1577TUsXrwYDzzwAGQyGW699VYYjUYIBAJMmzYNS5cuxe9+9zscf/zxfBFC78mf6//Xrl27OKyU2E4HW4fcoKTTadx4442YOXMmv5FouvDD0WZubi4LvAj5/cOv09f2Vg8//DA0Gg3/j6K7SYhWVFTEo8XBwUFEo1GYTCZeK5A9VavVMlOjt7eXHQm0OiA77+DgIE80JBIJ3G43X1WTNVOhULB91el0oqOjA3K5HJMnT8akSZNQU1PDX1coFAweq6mpYS1BJBLBwMAAamtrMWbMGJx55pkoLi6GWCzG4OAg6uvrsXXrVgwNDfGkoKWlBVlZWbx+Ki4u5hA4WiOQm0UsFqO6uhrl5eVQKpXYvn07rFYrJBIJQqEQcnNzodVqYTaboVQqUVRUxJMa0qPo9Xrk5+cz3ZaSjEn7kp+fD6PRiIKCAs7XGRoa4nUUWYCp8RIKhQgGgwyFS6VS6O/v57VbJBKBVCrlw3z9+vXYtGkTsrKyoNPpOO+GAGXhcBjl5eUoLi6GWq3m6YDX60VfXx/UajVGjRoFtVqN+vp6RKNRnHHGGZg6dSpbtIeGhhAMBjlzRq1WQ6VSMeGXSMLZ2dl8UGs0GkyaNAm5ubno6OjgDyiHw8FgNKlUinA4DLVajerqamg0GtbUkD25p6cHmzZtQnd3N7Zv3w632w2Px4Ouri6ejJAlvaysjLNzpFIp7HY7ByrK5XLOj3K5XCgpKeFGgmzUkydPZvcVNeECgYBhhiUlJSwGpumRTCZDd3c3RCIR7/4pGfxQr5b/Gz47/hVFhyrpkH6sMpkMli1bhrfffpupzOeffz6+/PJLHHvssQf8OyUSCU4//XSsWrUKxx57LBKJBB555BGccMIJeOmll/a4ej1ctXuatUQiwa9+9avDdtterxfLly8HMLw2mzt3Lv7whz/85Mdy2WWX4bTTTkMkEsFrr70GqVSK2bNn49FHH8WGDRswbtw4AMCjjz6KK664An6/H9dffz0effRRvPvuu3j22Wfx8ccf82voyy+/RDAYxDnnnIPc3Nx/aUN4JNe0adPw+uuvY+7cuewcPNA65AZl/vz5aGxsxHvvvXeoN3HAdccdd/DVu8/n49wDcn7k5OSgtbWV9QjRaBQ+nw/Nzc3cwFDWy5dffgmr1QqxWMzZKGSZDIfDPBInuJlMJmNb58DAAAoLCxkvTlf3GzZsQH9/P09n3G43QqEQY9RjsRgkEgmcTifsdjtPESoqKlBTUwODwQCTyQSdTodx48Zh3LhxrFvo7+/H999/jy+++AK7du2Cx+Nh5opMJmMaqcFggNfrRSQSgcfj4TTjqqoqXnFQ6JXZbIZKpUI8HmdHTTgcxtDQEFwuF/r7+6HValktv/tzVFZWxvoPynHx+/3Yvn07vvnmGwwMDHB2Tjweh1arZeux3+9nJ1QkEmFiK/1u4o0UFBSgoqKCx9RkjQbAhzxpWEhcK5fLOeyro6MDPp+PG0sAjM+vqqqCQCBgeznpRwoLC5lFQoGOOTk5zDwxGAyc5EwrGJFIhJycHJ6iEfE1FApx2jXRfQUCATdhTU1NGBwcxPr167Fz505m5rhcLqRSKQYHisVimEwm/huQtkmv1/OajyzOFBBJzavP54PH4+EgQYLI0TRq94RiAuuVl5dj1KhRnKosEol4rUV6LalUikQigVAodMhXtf8Nnx2Hu+RyOU499VQAwPTp0/cbkjc0NITrrruO17G33nor3njjjRHulIOpwsJCPPvss5g3bx7rrm688Ub88pe/xPfff4/77rsPr776Kk9qfko1NjbiqquuYijkHXfcgdGjR//k2wWG3+u33347du3axf+WSqXw17/+Fffeey9TemliejCl0+kwY8aMPf6dpuz0NyP8wKmnnoqbbroJAoEAJ554IhYsWMDWZmCYJpuVlYVly5ZhzJgx+Oijjw7hEf9vViaTYc2PWq3GnDlz8Pbbb+NPf/rTQa14DklNtWDBAnzyySf45ptvUFhYyP+el5eHeDzOrgQqyk6h7/n+++9H3B4p9el7flhZWVl7jewePXo0BAIBmpubMTAwwJkxtL8vKiqCWCzGwMAAhoaGkJOTg6qqKs68IUcCsTi2bdvGKwxyt9BEgDQMOTk5nMCbTCbR1NQEuVyO2bNnc0heMpnE9u3b+fCiMbvdbofZbIbP54NYLEZnZyfMZjPsdjuvYLKzs1FTUwONbRmMuwABAABJREFURgO5XI7u7m44HA4+9GnSQyLNiooKiMVi1jnQlTk5L+gqXCAQwGQycY5Qe3s7+vr60N7ezleW6XQag4ODnKzs8/n4YCfyajgcZmsv/V20Wi0KCwuhVCoRi8XQ19cHh8PBqxW5XM5X84FAADqdDlarFXl5ecjNzUVubi5PmQjIlpWVhdLSUqRSKVRUVECpVGLUqFEIBoMYGBhgWJzX62WRMOXEpNNp2Gw2aLVaDtAjaBmtvkhnZLVaoVarMTQ0hEgkguzsbM6gkcvlGDNmDGw2G8PK6G9CB3VxcTFyc3Ph9/uRyWT4OaDbTyaT/Hfr6emBSCRCdXU11Go1VqxYwQJdil6oqqpCf3//CAswibHz8/MRCAS48aCaPn06lEoltm7dyk0biV9zcnKQyWT4uSRbM2UVCYVCpv4ST0ar1fLjocYwJycHQqEQ1dXVvJ45lMPuv+Wz43BXOBzGihUrAAy7UPY3QaHUcgCYPXs2brnllp8MN6urq8Prr7+O+vp6PProo3j//ffx2WefYfXq1RzF8Nxzz2H27Nm4+uqr95ne+2O1Y8cOzJkzB62trQCAa665Bnfddddh07wsX74cr776KhOk6XVOrhlgOOPoq6++wtlnn31Qtx2Px7kpPuWUUzhbZ/ny5Vi5ciX/PWQyGc444wy8+OKLIxqS3cvpdOL555/nGJPCwsKDdrb9L1ckEuG/F6HtRSIRZs+efVC3c1ANSiaTwXXXXYdly5Zh9erVnM1BNWnSJEgkEqxcuZJHfi0tLejt7cX06dMBDH+YPvjgg3A4HBzC9uWXX0KtVh/0G6a7uxtCoRAej4e5HCaTCTKZDLFYDEKhEFarFRqNBrFYDPF4HE6nE1qtFiaTiQFVqVSKHRY0LpfJZLzzt9vtmD59OlKpFJNpN23aBJPJhN7eXphMphEpuX6/HwUFBVAqlZxNY7PZIJFI0NPTA4/Hg+bmZgapkX6BXCa1tbWIRCIoLCxkxHsoFOLgQpo4EOTLYrEgFouxGDUej/NKpaKiAjk5ORgaGuLAvsbGRnR2diIajfLKpbCwEBqNhg8om82Gzs5OqFQqxmtbLBYoFAr4fD4+uIjb4XA4eMLk8XjYsUTiZblcDrVajWg0Co/HM2IikJ+fP0I7QyF+AwMDqKur4/ufTqd5KkF6EnJg6XQ6bNu2DTKZjB1B1PhQECIB5SQSCZRKJaxWK/r6+iASiWA0Ghk6l5OTwywcehxjxoxBPB5He3s72traeEVkt9u5YaypqUEwGITX62VmiEKhYHAaRQQQdI/eP/R7cnJyGBhINmeRSAShUMh252AwyA2tTqdDaWkp9Ho95zHRa6C0tJSnQiQMJ1ePWCxmEa9IJOI1FiVdC4VCmEwmNDU1cSCh0WiEyWSC3W7nw3d3B9WR9tnxryhi+lx88cX7/d7PP/+cnSHHHnvsQT2XP1bEhnr99dchFouxdOlSXo2kUik0NDSgoaEB77zzDh577DGcd955UKlUBzR2j0aj+POf/4zW1lYUFRVh1qxZuOmmmw5bc9Le3o4bb7wRQqEQf/rTn3DmmWfi/vvvx9KlS0d834+5cPZWiUQC9fX1eOqpp9DZ2cnT1sceewz3338/4vE4H54nn3wyTjrpJEycOHGfz4nL5cJFF12Er776ChqNBk888QTOO++8Q55+/S+WVCrF6NGj4fP5fhJN+aAalPnz52PRokX4xz/+wcJQAHywaTQaXHHFFbj55ps5c+W6667D9OnTMW3aNADAySefjNraWsybNw+PPfYYbDYb7rrrLsyfP/+gr3RycnLQ2NgIgUDAotG1a9eivb0dhYWFqK+vZ70FWSojkQg3JJSZQ3knNKrftm0b8vPzeSy8++FN1lzKJKFxIOHKaTJDeStOp5OdK2q1Gh6PB263m68M6CpUIpGwvqC7u5uvLkl029DQwOAvIuVSBk00GkVRURHC4TDa29sRjUaZ7zIwMAC/349IJMK5NT09PXA6nRg/fjxfIVBaaCAQQFdXFwPkPB4Ppk2bxs1FLBZDaWkpA9nkcjlCoRA0Gg27Ufr6+hCJRCCTyXgSQvtqyggKh8MjoGTkGvL5fLBYLHC5XBgzZgxSqRRHDwwODrJGhrJkpFIprzEI10/k192twhS0RzEIPp+PdUiUBjtx4kSo1WrWWNDzTWh5aiRJs0N2OWogI5EIdDodg+sIokbxBvn5+cxaiUQiyGQyMBqNUKvVKC8vZ5Gty+WCx+NBVlYWxowZA71eD5fLxXlJtF60Wq0YNWoUC8D1ej2mT5+O+vp6Fi9S0zw4OMgWZgpLzM/PR0FBAeLxOOx2O4uOqSGtqqqC1+uF2+2GSqXiYMV0Os1wvCP1s+NfVeXl5Zg4ceJ+v4/4NoWFhbjiiisO+/0gF8pZZ52F2267jaMo6H3o8Xhw5ZVX4pFHHuH1xahRo/ii7IfV1NSEv/zlL/jwww9hsVjwwQcfHNDjPNByu9247bbb4HQ6MXHiRFxzzTXQaDR49dVXIRKJsGLFCp7cAcMOkeuuu+5Hm6NYLIa3334bL774Itrb21kgLZVKceONN6Kvrw8CgQD3338/5syZg9LS0v2+jtLpNG677TZ89dVX0Gq1ePnll3Heeecdnifhf6jC4TBWrlzJOsdDrYNqUCin4IcirjfeeIPHOE899RSEQiF+9atfIRaL4ZRTTuGES2B4zPPJJ5/gmmuuwfTp06FQKHDZZZfh/vvvP+g7n8lkRkC6SONABx7liFAQmlAoRHZ2NofuyWQyeDweBmSRzZKgZfF4HGazGcXFxTzBUCgU/PMUmqbVanm/LxKJkE6nYbfb0djYiNLSUkQiEajVana8kHW3p6cHDoeDR/FKpZIPKNojFxcX86ECDKO0PR4Po/UJ3d7X18fUUrpqj0Qi6OnpYWGS2+1GZ2cnf59YLMaUKVMQCATQ39+PdDrNotZYLMaHFk1sqAkzGo3o7OxkK6rf7+fVAgHAMpkM8vLykEwmUVpayjhukUjEYDQCrQFg94jBYOADvKenh/UOpK0hZw1Zrl0uF4Bh0Z5cLucmhEIPs7KyEA6HeYpGk6aOjg4kk0lMmjSJGTEmkwmhUAhqtRoajQYDAwMIBAKYOHEiE4ApyXhoaIjFweTyogkcTTAKCgogl8sRiUR4UkdIf4vFAp/PB7/fj9bWVtTW1kKv18PhcLAGiuzPHR0dUCqVaGlpQSwWY2BceXk5ent7+TErFAoIhULU1tayC0omk6GlpQUOh4NfxyKRiC3oRFYWCoW8RqQ1VTwe578FOaqAYQcOrQAPtP7bPjsOd5Gbo6WlBY8//jhuvvnmEUF+Pp8PH3/8MRoaGpBMJnnVMHny5H+ZcFepVGLu3Lk4+eSTkU6n8c9//hPPPfccXxxZrVZ0dHSgo6MDixcvxi9/+UvMnDkTHR0dDDCbOXMmTjnlFFx77bVYs2YNysvLsWTJksPanHg8Hvz2t7/F8uXLoVAocMstt/BESa1W4/XXX8fg4CA++ugjRKNRPPHEE2htbcWGDRv2Sa1tamrCAw88gCVLloxIOSa9HU1Ob7zxRlx33XUHPMHasWMH3n//fWg0Grz88suYM2fOT38C/gfrm2++gc/n20OLtXbt2oO6HUHmCJQekz135syZUCgUbG8l1wShuGm9QDoIu93OGSPEBpFKpcjJycG4ceNYdNrY2Ihdu3YxYyQ/Px8ajQZCoRBdXV1oamqCWq1mLsXMmTNx9NFHc8aK3+/nVQ6lc5K2IhKJMERt96kCMDyKtFqtHKBHK4rJkyez/ZbYFk6nk909hDCnlOX+/n5oNJoRYXcEgyNuDGXx0HpIJpOhra0NRqMRzc3NPPpXKBTo7OzE5MmTGRym1+vZeUOiTJvNhh07dgAY/rA2m83QaDTw+/2wWq1sb02n0+jv74fH42G9j8FgQEtLC6ZPn47CwkJ+fNSMEVo6nU5Dp9Px60AikaCvr49dRgDYXhwIBHhFQsJaigRYtmwZpFIpjEYjMzjI0ut0OjF58mQ4HA5s3LgRqVQKY8aMYV0GZRUBwyCtVatWIRqNsri0rKyME40peZWEvLTGIbfSwMAAUqkUysrKEAqFsH37dmRnZ0MikSAvL485LQRSo6iEaDTKosRQKIRQKASVSgWlUgmbzcaPhxxnfr8fEomEGSb0tWQyCaPRCJfLBZfLhVgsxnokh8OBjo4OeDweFBQUcJM5ODiIwcFB2O12ZDIZfPbZZ/D5fEfMeJs+O/4V9/nbb7/F+eefz6vJJUuWoLq6GslkEnPmzMEnn3wy4rCcNGkS3n///X9r6B/powBg1apVuO2229DY2MhfF4lEI+6jWq3GpEmTsGbNGhQXFx/2yYnP58Ovf/1r/OMf/4BMJsPzzz+Pyy67bJ8OsVgshrq6OuY2ffPNN6ioqBjxPS6XC8cdd9yIxwUMT9zfeOMN9Pb24rrrrkM6ncZTTz2F66+//oDuazAYxEknnYSNGzdiwYIFePbZZ39G3O+l3G43ZsyYga6uLixZsgS/+MUvAADbt2/HL37xC/T09DDjaX/vwSM6i4fC02gfTQmuAJhfkUwm2SYJgBsToqt2dHRwnkxBQQF0Oh1n2RCXg4iaO3bsQHd3N/Lz8wEABQUFKC4uRl1dHa9aSB8AgMfu8XgcXV1dPAURiUQQiUS8HgLA9llgeK1Dq42ioiJ89913MJvNMJvNnFZss9lQVFQEuVyOTZs2sYMnnU6zDiWZTHKaL2kTNBoNZsyYgd7eXggEAjidTtTU1CCdTiMnJwcejwfl5eXIZDKsUZBKpVAqlcjKyoJcLmdMfSKRgEqlQn9/P+x2O7KysqDRaDB69GjY7XbmhjidTqbh0lQDGG7M5HI55xJlMhns2rWLp0ICgQD5+floamqCUqlEYWEhdDodMpkMcnJy0NbWBr1ej6ysLAQCAeTk5PCBLhaLuaGj59Xv98PpdPJuuby8HJFIhIWjTqcT0WgU/f39aG9vZ1z57lA7IvECw04M4ubI5XKe2tTW1iKVSmHr1q2IxWLQ6XQoKiriAMLdCbWkB6HnNBqNsmW4ra0NMpkMOp2Ok5CzsrKY0RKJRFBWVoaBgQE4nU7Gv+fl5XHqcSqVYsgaWYS7u7s5suDEE09kjH0wGGTXl8fjQW9vLzMMhEIhA+Pa29uRn59/wDCy/ys1ffp0LF26FHfccQfWrFmDSy+9FCtXrsR7772HL774ghvXWbNm4aSTTsKll166T3Hvv6p2X2GcdtppKC8vx5///Gf09/fj22+/ZXE3ld/vx6pVqyAUCnH99dcfluYknU6jqakJ69evxwsvvIDt27dDoVDgueee+9HmBBi++KmsrER7ezsGBwdx991345VXXoFSqeTbXbBgAZqamiAUClFaWopwOIxzzjkH119/PWpqatDW1sZTRGKjHEhFIhF0dHQAAObOnftzc7KP+u6779DS0sIw01gshqeffhp//etfMTg4iN/85jd47bXXDui2jugGhdDrMpkMfr+fRZ89PT3Iy8vjrBECCNEIHBhWYTscDpSUlMBsNkOtVjMMTCgUQqvVorq6Gk6nE5s2bYLT6YRIJEJFRQVmzJjBe/lwOAyHwwG73c4Mi1gsBq1Wy1e3RUVFjBBXqVTIzc1FOBxGIBCA0WiEQqFgZ0x2djYzUij2ng52sViM/v5+zmmJx+MoKChAbW0tr5L6+/sB/H+IV1lZGbRaLVQqFRNMs7OzeRWWm5vLScFkawbAqP3y8nIGvBmNRmg0Gk7utdls2LlzJ7777jskk0kolUocddRRSKfTKCkpgd1uh1AoxLnnnssZNLRSSKVSaGlpYS4NgeO2bdsGjUbDll2xWIxp06Yx6VQgELAOorOzE06nE9XV1RCLxZBIJFAoFJBIJBx6ZzAYkJWVxcnRdrsdOp2OWSRGoxGZTIbt2iqVCtu3b4dIJMLAwADi8TivqqhRIRtuQUEBmpqaEI/HGZg2e/Zs1hGRM8lms3GqMaHvtVotr8+o8amtrUVraytisRg3X9nZ2bz20el0SCaTyMvLg0Qi4TUYYee3b9+OrKwsVFZWcvMolUqRyWRYF5XJZDhVWaFQoL6+nlefZrOZ7eBkI6bHEolEEA6HEQqFEAwGR2Qg/Vz/v6ZNm4aPPvoIRx99NLZu3YqPPvoI77zzDiKRCP7whz/gt7/9LQoKCv4rEoiBYZ3R22+/zRO9YDCIF198EYsXL4bP5+MLL3L47S2872AqkUjggQcewPPPP89ap0mTJuG2227DnDlz9nvbEokEZ599Nj777DNkMhl88MEHLBTv7+/HokWL4HA4oFKpsGDBAtxwww1IJBIoKCj4yQ3F+++/zzlk/0lq8X9zpVIpvPLKKwCGXVN//OMfsW7dOnz66adIJBK44oor8NBDD/3faFAohZWi67Ozs+H3+1FUVIT+/n4IBAKectBEJZPJoL29Hbm5uZBIJCgrK+MPcSJjptNppFIpJqSmUinO5KmqquKrXIFAgEQiAZ/Px5oRv98Pt9uN5uZmFBcXw+fzIRAIIBAIcGMRi8XQ0dGBgoICRKNRFtCSdTU3Nxcul4tH9F1dXUgkEgyhGzNmDKRSKfR6PSfOZmdno6KiAtnZ2eju7kZNTQ0GBwfZwZFKpaBUKuH3+/nxUs4LMMxxIGGtTqeD2Wxm6Jder4fVasXg4CACgQDKy8sxODiINWvWMOCMghlp0qBWq3m6AQx/sNCkAgALaenQrK6uhsPhgFgsZlIuNUQajYYR/4FAAPF4nNc4pA2hvxtpbyhs0Wq1MtSMcplItKrVanmdpNfr2YVhMBggkUjQ39+PQCAAi8WC7OxsDvmLx+PMzaFJBoHu8vLyEAgEIBKJ4Ha7eVWTyWSg1+t52iISiSCXy1ngGo/HEQgE0NnZiQkTJvBaTq1WQ6lUsjg2KysLHo+HGy/S4JAeJBgMorW1FYWFhUy/VSqVrP0h+3A0GkVdXR2WLVuG8ePHc1AjWesdDgcUCgUL0EmITJOq/Pz8Q2JR/F8olUqF3/zmN7jhhhtwxx13IJlMQigUcibVf2PJZDK+b88//zwWLFiA9evXQ6PRYP78+XC73fj73/+O22+//ZAnZ4lEAn/+85/x8MMPI5PJ4KijjsLFF1+Mc845B8XFxQd8O3PnzsWaNWuwePFiJBIJPPzwwyO+brFYsGjRIkyZMuWw5RIlEgm8/PLLEAqFuPvuu3/G2u+jXnnlFXz66af837FYjKF7ADjD7kDriG5Q1Go17HY7vF4vioqKkJ2dzYj6eDyO1tZWds1YLBbGzFPysFQq5YkJrVuoidndvWCz2fiKmeiddABQsF0gEOCJSVZWFqRSKV+BUzIniUllMhny8vJ41ZNOpxGPx5FOp/nQVigUrGeh9RQ1Yg0NDTxJAMCiV7LeEuW1pKQEkUgEwWAQvb29GBoagtfrRUNDA7KysviQp2mLz+eDQCBAT08PBzASeZSusru6ulBfXw+fz4dEIgGLxYLa2loMDQ0xUVen06G1tRVVVVWsW6EXJmUEUbghjUx7e3shk8lQV1cHrVYLtVrNeguJRMKAO7vdzlTfdDrNzw01d1lZWaz3AcDiYGA4TJAOC6FQyB+KGo2GBctisZgnVkTpJXaM0WjkxoRWhbuvrFQqFVatWsV2YqFQyByP4uJiZGVlcXZPf38/50BFo1H09vZCrVZzgyAUCjl5uLi4GLNmzeIpnEAggM1mQzKZZKw+2bMdDgeSySS8Xi+vo0i429fXxxMsEs3SaspkMqGgoABDQ0NoaWmBQCBAbW0ta4CkUilbpGna91O5Hf+rVV9fz9Cu3t5eAMPY/nPPPfc/ebcOuEQiEerq6pjyu2XLFvzlL3+By+XC119/fUiuFcLwP/zww0gmk8jJycFHH320Bxn4QEqj0eCee+7Bhx9+iHg8jl/96leYN28ef72ysvKAbOdTp049oBVbIBDAkiVL0N7ejuLiYvz+97//twUyHkm1a9cuPPXUUyOyjX5YDQ0NB0XcPaKfZdojJpNJeDweDAwMQCgUsnhVq9VyNgqN5DQaDVM0A4EA2traWAjr9Xr5w95ut8NoNMLv98NisSAej0Mul6O8vJz1DeTqIPEsiVVpKkBWVBqHNzc3s3C2oqKC1zc0vejp6YFAIGACK4HbPB4Pp+VmZ2cjPz+f+Rg0DSGeCiHmyU4tEAjQ19fHnJZoNIqenh5MmzYNKpUKbrebkfHjx49HOByGy+Xi3BuRSIR4PA6Xy4Xy8nIYDAb09fXBZrOhpKQERqMRUqkUvb29yM/PRywWg8PhYNy6y+XC+vXrIRKJmPcQiURgsVj4PkokEpjNZhQVFbHWhvQ8RKt0u908MRk9ejTcbjf6+/tZGExNAjl8Ojo6IBQKYTQa+eCm9YVer4dOp2OWjEwmg1qt5ikEcUAo2oCmTW1tbejt7YVEIkFOTg7MZjOEQiFPFGgtYjKZ2Amzu4aH4gdoTULNCqVOk427r6+Pb5+mLjk5OdDpdExvHRwcBAB2CpE2xG63c4OXSCTQ09PDjZRAIIBOp2OrM60NQ6EQRo0aBZfLhVAohK6uLl73+Hy+ES4yg8HAU0OyZ/9c/7/a2tpw/PHHj4DYzZw5E++8884Rq9m58MIL8fTTTyMej+PJJ5/EmWeeyRddB1putxsvvvgif0bddNNN+4SgHUi1tLQgnU6jpqYG999//0FxcFpaWjjs80Ca7HvvvRdPPfUUAHC+2s81slKpFB577DEG+FEJhULU1dWhubmZzxGa+h5IHdENCglYx44dC51Oh507d6K0tJQzWCg9lhTDNBUgaNjuKHFy1TQ3NyOZTMJisUCj0aCxsRGBQIBhX7FYjPf3ZB/2er3IZDLQarUQiUSc6UOrAHKjjB49Gnl5ebDZbGx9dbvd8Pl87JQYGBhANBrlAERKRSbsOFFGyX1Dabd0mFKWSjKZRE1NDWti6D6LxWLOrKF8HWJROJ1OdHd3Qy6Xo6+vj7HzNGXq6upCf38/I9Ypm6WpqQnFxcUYM2YMs2PogCdujEgkgl6vh0QigUQigU6nY2ssMLwCSiQSvOqinXJVVRW2b9+Obdu2oba2FnK5nC2ylGa8u9VboVBgYGCANTYEogsEAhgaGoJOp2PxqMvlQm5uLvR6PTdKarUamUyGwW//j733jq+7Lt//r7P3zpk5OdmjaZumLRQKlGXZyBBkKVYQQaCKFFCZgoIgiAgFUfg6KpQtS6a0UFb3Tpo2+yQnyUnO3nv8/sjvvm0+ZbQMocL9ePj4fEiTk7Ny3vfrvq/reVVWVqKyspJXLmKxGPF4HN3d3exoGhgY4EmK3W4HALYTk+aHxLhbt26F1WqF3W7n+9vX1wetVguZTMYpy+FwGHa7ndc/hI0mATY1ScQwoRRiYj34/X7U1tZy0y2VStlCPTo6ytbq+vp6bsZHR0fR09ODQqHADSKFVNKU0eVyIRwOczP1dU2tfD6/R2bMtm3bsH79+v+qW+ezrBkzZmDBggV46623sHHjRrz11ls48cQT9+k2Xn75ZdacnH766bj66qs/lLnycRUOh/HTn/6UEfj7Culbu3YtT1g/rrxeLxNRDz30UDz88MNfNygfUKtXr+ZVDiWuR6NRtLa2YuXKlXjnnXfwve99b4qsYG/qU6UZf9FVLBbh8XiYq1Eul+H3+zk7hkSaJOzcPdOEEmLtdjvS6TRyuRxfTAgZXygU2LJJYXwkgKUmg0LOaJVBeHKfzwe/389ptpWVlXxytlqtKBaLSKfTGBwcZJfExMQEpyrLZDLMnj2bs2/C4TB27tyJiooKRvVT90/ZKqQdIBsxnY4p0M9gMECtVqOzsxPbt28HAOawyGQypoYWi0WYTCYGutEagMTCTqcT1dXVrKWgtQitI2w2G0wmEwwGAxQKBebPn4+TTjoJiUQCbreb+Sejo6MYHx+Hw+FAdXU1qqurEQwGmapL4jyNRoPp06ejoqICEokE3d3deOedd3htRPbXUCjE7hUKmaMmkVKPJRIJA6ko5gAAk3apwdqxYwdn8xADRiAQIBaLQalU4qCDDuLxNJFYS6USa5FoHef3+xEIBJDP59lCLBKJWM8Ti8VgsVj4Per3+9llRtZhmgKNjIywloSyd4iqSVM7vV7P93n9+vXI5XIsbiTIHTWKMpkM3d3dbKMnAq5er2dLOsELSU9UKBRYPL2/WIv/m9XS0oIbbrhhytcSicQ+8x++TCWTyXD11VdDKpWiUCjgX//61z79fCQSwbPPPotSqYR58+bhzjvv/FQrkmAwiGg0ivr6erS1te3Tz9JU+qPIuZlMBh0dHbjuuutw+umnY9OmTdDr9fjFL37xiVZS/+uVSCTwk5/8hPk6N998M+677z6IxWKeAh911FGs09sX7s9+PUGhRFyiZRLXgfbjpN+g1QyJA7PZLGewmEwmjI2NIRAIMFhpYGAA4XAYSqUSLpcLIyMjqKysZKy+2WxGRUUFPB4PU1RpFE8XMOoS1Wo19Ho9RkZGuHnauXMnZs6cCbVazUJcEm2Ojo4ilUrBbrfzhZyQ+alUCrW1tWzBpUBAuVzOSvV4PM4Xylgsxs4Xs9nMayC1Wo3+/n4W2VZXVyOfz3OoHYl9aeISiURgt9vhdruRzWZZz0MaHXIlaDQaDltUq9Xw+/2MeadJAL1WgUAA27dv59BEm82GYDCIUCjEqcX0htbpdDyxoM6cJkIajQYWi4X5MkqlEoODg+zq2n1aYjKZcNBBB/FrQqnPpPkhtxeFHxK2n7ghIpEIer0eUqmUkfSJRAIOh4OFzUNDQ5BIJJg+fTqD0MixRdMbWhlRPhElRE9MTGB0dBT5fB6NjY0MwiuVSqwjIUquSCTisSmxXmiESk4milfYXdC9evVqOBwOflw6nQ6BQADvvfcexsfHmcFD6dSUSN3U1ISqqirs2rWL85m+LPTWL1MJhULMnj37A7++P9c3vvEN1NTUoKenh3lHe1OxWAwXXHABXnrpJSgUCtx+++37JIj9oHr55ZcRiUQ4BmNf6tlnn8Wtt96KcrmM6urqPf5927ZtuPLKK/Hee+/xtFKj0eCvf/3rPlmSv0r13HPPYdu2bQAmn6uFCxeivb0dVVVVaGxshFAoxKpVqxAOh/eIuPi42q8bFKLDDg4OsrCRNALj4+P8QU1NgNFoRDKZZKCVWq3G2NgY80OMRiOPyEkDAoD5HtQQ+Xw+zrWxWq0YHBxkYSadPOniAoBH4oRrp6YiEonAYDCw64TAYrsLflOpFK+RSC+iUChYcErI+Ww2C5fLhd7eXmi1WoyMjECtVkOj0UAsFsPn8yEYDEKv1yMSiSCTyUAgEHD6Ml3gent7+aKoUCgwe/ZseL1ebNmyhadH5MghNHQsFkM0GoXb7YbZbGb3B6UWA2DxMFFvZTIZIpEI628ofNBmsyEWi8HlckEgECAej0MoFMLhcPCkgDKJyPni8Xh4TWM0GtHV1cXrGLVajWg0ymwRpVIJm82GRCLBj5OEyuSoIithKpWC1+vlCUIul+P3FuHuS6US63xII+N0OjE8PMyuImq+SN80ODjIgm1qUkKhEHbu3MlNK1mQSR8zOjqKYrGIaDTK4ZcCgYCt9ADgcrnYwk3uKvogJr2PRqPhHCqyKqtUKmzYsAH5fB5OpxPTpk2DwWDA2NgYxGIx/x6v14uBgQGekBHD5+v66Dr55JPxwx/+8Iu+G5+qRCIR2+D3tsrlMp5++mm88MILACabnAULFnzq+0Iiy8bGxn36uVwuhzfeeAPZbBbt7e246aabpvz71q1b8e1vfxsDAwOoq6tDZWUl3nnnHRQKBXR0dKCiogKHHXbY1/yT/1M7d+5k+/mNN96IAw88EMCkXofK6/V+pHj2w2q/buuLxSKGhoYgFAp5VaFSqThRWCgU8mmc7LW0dgAmccjBYBB9fX0olUo8MSH7b39/P/x+P9RqNRNKx8fHEQ6HuREg+JVWq0WhUGDxJgHbBgcH4Xa74ff7Odwun88zFIxgWP39/ejr64PZbMb4+Dh8Ph+8Xi+7ORKJBNLpNDo7OyESidiODIAhZqRBiUajfFGl0T7pWOg5isViCAQCaGlpQblcRqlUYhdJKpWC2WzmwKxgMIh8Ps8TC4KNRSIRSCQSXhFYrVZMTEwgHA5zaKLX62V0u0QigVwuh9ls5mkNvR6UmyOXyzn5d3BwEMPDw4hGo+x0IidPJpOB0+nk310sFmG1WhngRJoJt9uNsbExzlHq6upiKBlNpgjkNjw8zK8nhUVSo0P/v0gkQiqVQnd3N/r6+rBr1y6+PUo3tlgsfBupVArpdJrXU9S4kRiYXkvSnBBCn/Q15LAi9onb7UZPTw8zfYh/s3PnTnbjGAwGVFRU8KqGRtapVIq1UcQ0yWQymDt3LkP/9Ho9LBYLBgYGuIk0GAyorq7G6Ogo+vv7WQjt9/u/sL/9/aUcDgeWLl3Kjpj9tcRiMV9whoeHMTIy8rE/09PTg5/97GcMfTzxxBM/E/0GpXBTntPHVTQaxT/+8Q/88Ic/xN/+9jeIxWKccsopUwSy6XQal156KQYHB3HppZdi9erVeO6553DjjTfCaDTil7/8JU477TR2Z31dk1UoFPg1ra2txaJFiz7T29+vJyiUtUNOkmg0yiPpWCzGIW82mw1NTU1M3rRarRgbG0MkEsHo6CifIlUqFSKRCHMrSBBptVrhdDq5c6e1RjKZZAJrLpeDUCiEUqlkizDh0yUSCQf2AWBkutlshslkgl6vRyqVQjgchkAgQEVFBdLpNDtvpFIpi3IpnXnGjBm8jpHJZOzkITYFCWVlMhk8Hg+mTZuGhoYGdHZ28mPZunUrNyfEFpk+fTocDgc0Gg2USiWGhoY4AHH27NmYNWsWEokEyuUyamtrGXevVCpZ0zEyMoJisQi73Q6DwYB4PI6xsTGUSiVeh0xMTPAFm/KSxGIxMpkMisUiVCoVAoEAu1HWrFnDDRhNfGhiQk2fTqfDtm3bWGxbW1uLQCDA4uPe3l4O+6urq0MqleKGzufzwePxIJ/Pc3gkrUUkEgmy2SyqqqpYXDcyMsJ04IqKCtTW1vJ7JpPJcKOXSqV4XSYSiVikTWs6tVoNj8fDzZfT6YTVamUeDemPZDIZzGYzW68pskCr1eLggw/GwMAAT3toTUjOos7OTlitVshkMm5+SYgskUgQjUbZdbI7QE8mk0EulyObzSKTycDhcKC+vh6RSAR1dXW8Evu6PrwWLVq034pjP6w8Hg8uvvhinHDCCVi4cCFaWlr2mCqUSiU88MADbIv/7ne/O8UK/Gnqm9/8Jq677jpOg/6wognOnXfeyRlIZrMZF198Ma6//vop3/vSSy9h/fr1aG1txW233cbZPDfffDMuuugiPPzww7jzzjtx4YUX4uWXX+YAy696Pfzww7j99tthsVjw0EMPfeDKjbShwGTg575MoPbrBoU+tGkMDoDR7rTesFgsU2ildPInQSBdYH0+H2bNmsUXFKlUyh/aRF4lMBeJM0nU6HA42LFBfA5g8sOeun2DwcCnXfo+Arx5PB4W8XZ3d/NKh9DoyWSStQo0ERobG2MBI1lkQ6EQpwDT6Zjyf3p6enh9k81mmQWyYsUKOJ1ODuqjyYtCocDo6Cg6OztRWVkJi8XCzhzKxKFmSKFQMABNJpNBoVAgFApxcCFh8js7O/l1onWDz+fj9Y9MJoPBYIDP50NPTw86OzvhcrlQKpXQ19fH6yBKBqYmj9g2+Xwe+Xwezc3NqKmpQXNzM6+qTCYTi+s2bNgAAGhvb0ehUEBnZyeTWj0eD69KKFgvkUjwHxU1wLRu0Wg03NDYbDZIpVJ+jmkCp9FooNFoeDpkMpl4KkNrQRJL06SK3m8CgYBR/pWVlWhpaUEoFEIikUChUOCQS5qMDA0NIRQKQa/X8+qLBLGUm2QymTA8PIwdO3Ygn89j+/btiEQiaG9vR2NjI68PaQUVj8cRCoVQKBSYNUMutK9rzzKZTLyq21eHyZe1CoXCFODW66+/jtdeew1qtZpzuhYtWgSHw4FDDz0UDzzwAB566CEIBAK4XC7ceuutn1lDS+68zs5OdHV1feBzvGLFCvzmN7/Bhg0bkEqlMHv2bFRWVuK6667DvHnzplwkE4kEfv/730MgEOCKK66Y8r6mtf7NN9+MfD6PO+64A7/85S/x2GOP7be28c+qIpEI7rvvPuTzeVx88cX4xje+8YHfVygU8PTTTwPAPv897Ncrnv7+fojFYvj9fuzatYtBUgRhc7lcmD17NgstFQoFPB4PgEnIG2XEkGuFwtsouZjgZIFAgDUrkUgEa9eu5eA2uVzOYts5c+agpqaG46XpQkANAa2BSFBKwYQejwe7du3iaQjxXSinhYiyZA2l25BIJPB6vZzDQ1bbt99+G8FgEAMDA9i5cyfy+TxPQSKRCEZGRlAulxkNT8LhoaEhDA8PY3h4mFknXq8XSqUSRx11FAQCAQcLEn+loaGBXUoOh4OJlAT0ooZvfHwcgUCAAWbt7e0MSQoEAuyIGhsbY5dSQ0MDxsbGWLBKYmQAvJ4hPUYoFEJ/fz/MZjMaGhpQKBTQ39+PoaEhZDIZhEIh1NfXo7q6GvF4HF1dXdiwYcOU5zOZTMJms7EYmlgjJBoFwFqk9vZ2nH766Wx9pteRKMT0etJaTCAQsFjW4/Fw5glpYfR6PVviCW9fKBSQzWZ5uuT3+xnKB0xGN/T29vKUUKfTQaVSoba2lunBra2tmDdvHoaGhtDT0wO9Xs/utUQigbq6OtZYUewDOdlI2zIxMYFAIMDaJcoN2j248euarGKxiNWrV7ML63+FFbNr1y50dXUBmCS1Ll26FA6HA4lEAm+99RZef/11nHfeeTjuuOPwve99Dz//+c+RzWbR2tqKt99++zNNbDYYDPjWt77FF0g6EFIlEgn8+te/xltvvQUA+NOf/oQ333wTL7zwAg466KA9TvAvv/wyNmzYAK1Wi+OPP/4DfydlER155JH497//vYdT66tYxAKTSqU444wzPvT7PB4PgsEgtFrtPk8T9+sJCp3aCcYWCoXYskmhf8Ti0Ol0TMWk/xuJRJDNZmGz2WCxWJDP56FWqxGPx9HZ2YloNIpp06axxZUaBFJ363Q6pFIpvihls1kWRlLQHOlNDAYDIpEIEokEJ3IGg0GYTCYWaNJahpJ2iTxL+hCNRsNTFbFYzIRUr9fLNlG6wAWDQdbi0IWO3BypVIpHcdOmTYPX60U2m0UqlYLf7+dVWT6fh0KhYC4LuX1IQGowGFh0nMlkEIlEoNVqEY/HoVKp0NXVxW/IeDwOiUSCjo4OVFZWolgssiZm586dLDimkzrhkElnQXkzer0eZrMZYrGYGx+aFsRiMU5S9nq9LDBWKpVwOBwsCLbZbNi+fTtbnAk+VllZyah6tVqNuro65HI5VFVVsaCWhF5arRbZbJZ5LVarlVc3wGTGydDQELq7u1Eul6FSqbhZo/WNRCKBXq9nnU6pVILVakVNTQ0ikQinPZN7id7rRqMR7e3tePfdd5ktQYwTEguXSiWmDjc2NrK7jRofn8/H/JhwODxFG0ScGgLkNTY2IhgMor+/n/H8Pp+PQzO/rv/U+vXrcd111yGbzaKxsfEDHT37Y11zzTU8cb7rrrtw5pln4qijjsL8+fMZcAhMos0ff/xxAJONxGmnnfaBbplPUyKRCIsXL8aTTz6J5cuX46CDDsKiRYsgFAo5n2fNmjVoaWnBb3/7W5x88skf6qJKJBLc5PzqV7/6yPe03W7Hgw8+iEMOOQTvvfceQqEQH5i+ivXmm28iHo+zA/XDqqurC+Pj46irq0NbWxtfP/em9usGZe7cuUin0+xMUKlUkEqlEAgEaG5uhkAgwOjoKPx+P3p6elBdXY1CoYAVK1agtbUVFosFoVCIHSOZTIYjoIvFImQyGYPESCxKo3xaJahUKhYdqtVqWCwWFu2GQiHU1dUhGAzyWJJEkkTrtFqtrF0BJj3+dFsUrheJRBCPx+F0OmEymaDVallb0NzczOj+UCjEDiKfz4fh4WGIxWJOYzabzaipqcGsWbPYtkrNxfj4OK9txGIx0uk05HI5jj76aBbVUrPS19eHRCKBtrY2fn7IRk3Pu9FoRHNzM7xeLyQSCTQaDdxuN0wmEwQCAdtUiZ67bt061NTUoKKiAkKhkGmD1AjRqszv97OQlVw0BP/J5XKwWq0QiURsKydw3djYGJxOJ3K5HBwOBzZv3syckqqqKn6eqJnL5/Mol8uMuyeAWkdHBxKJBLRaLccNEA24XC6joqICXq8X27dvh1QqhcPhgFwuh8lk4ilSbW0thEIhrFYrtm7dimKxyATc6upqFjAPDQ3B5XKhqqoKoVCIYwsEAgFD/Gw2G0KhELuJ6L1C+p5QKASPxwOr1cqNeiQS4bUaTflI4ySRSNgGTmyXTCbDf2fBYBD19fVoaWn5RKr8/+Ui0qpcLsedd96Jww8/fJ+Jq1/G6u/vx+bNmwEA8+bNY7stuSg/qJxOJx5//HHMnz//c7lPdJgcGRnBT37yE6xduxZHH300nnnmGbz++uuQSCS4/vrrccopp3zk7SSTSXR1dWH69On4zne+87F2cJpA0tT3q9ygEPjUYDB8JBOJsnkWLlzIkSR7W/t1g+L3+xEOh3kaUFFRAYfDgUKhgFQqhXw+zwJNiUSCd999lwmmfX19yOVyUKlUvNaYPXs2UqkUdu7cCa/Xi/b2dmZ72Gw2yOVyjI+Psz6hr6+PtRSlUolzeUqlEioqKvj7pk+fjkgkwnHr5XIZdrsdsVgMfr+fxbckyDWZTAiHw4jH4wwIo4sruV1IU1BZWcnrDLptsgPr9Xp2l2zdupVPxclkElarFQqFgoFhpVIJdrsd3d3diEajCAaDOPDAA6FQKKBUKpFMJjnnp729nSdRO3fuZHS6SCRCOBzmaVYgEGAL7/j4OKxWK1QqFU+4NmzYwJMZj8eDsbExXicUCgVotVom85K2hfDt1Ny1trby62W322Gz2ZgHI5PJmFWiVCr5cdjtdsyaNQudnZ3wer0wm83s+qHnlYBt6XSaBclEky0UCigWi8jn8zAYDJBKpSiVSpDJZFMCJum1IqdYsVhk4F86nYbf74fZbMbg4CBqamoYqx8IBDA4OAi5XM7hiEqlckrgIQmuyR1FPBSz2cwaFdJf0eMzm82oqqrCmjVrmKni9/s5HZq4OJQRtLtQm7gv1LzTqvTr+k/97W9/w3PPPYdjjjkGixcv/qLvzmdS8XgcN954I3w+HwDgrLPO2quwt+OPPx6HHXbYZ35/CoUCVq5cifvvv5+dRIlEAg899BAeeughAJMTljPPPBPnnXfex94eoSDI/fZxRetnnU6H/v5+OJ3OT/Fo9t/K5XK4//77USgUOCfsgyoSieC9997jdOl9pQfv1w1KfX09n+Bra2uRy+WgVqtZ4Dk2NsaiPr/fD5fLhbq6OsTjcUZPkwOEoGi5XA47d+5kYatSqUQ+n2cwWCAQQLFYxOjoKOtPZs+ejXQ6DYvFgvHxcfT392PGjBkwGAwsqC2VSqirq0M4HIbP52N9AgBuXKxWK4LBIIPmiOAqEAhYx0AJv+l0mkMJSbiaTqcRjUZZ5CuVSmGz2RAIBDBr1iy+iAqFQhbEptNpeDweJBIJnlZEIhHU1taioqKCL/I9PT2c8UNNTi6XQzAYRG9vL3Q6HVwuF68BUqkUa2m6uro4JJAu0mvXrsXAwADUajWqq6t5OjMyMoKRkRHYbDaoVCo0NDRAoVAwpl4qlSIUCqFcLjNDhFZrQqEQEokEGzdu5A8bo9HIaP5QKMQuoWg0imw2i1AohFAoBIVCgcHBQV7zkEYkn88zKI2ar90zmlwuFze79BhpkkdTHoLFaTQabibIou71eqFSqXgqI5VK4fF4WEBN7wGKGKC1oslkglKpRDgchkQi4dwkjUaDuXPnMkE3HA7D7XajUChg+vTp/Jhmz56NNWvW8Amora0N0WiU39PEDyIuzOjoKOuurFYryuXyXgWtfZXKbDbzapRWmPtz+Xw+LFmyBE888QQAwGq1TplIZLPZDwx+EwgEnMMF/KeJ3tcaGhrCc889N+VrfX19eOihhz70FC6RSHD//ffjnHPO2Ss43gsvvMBr2X2piYkJXHjhhVizZs0+w+L+F6pUKsHr9aK2tha//e1vP/T7EokEYrEYxGLxJ3qe9usGpaqqCgKBgMFdRqMRIpGIGSSUYaLT6djSSwKpqqoqFkPSOJxOvjNnzkRvby/8fj+mT5/OuT0TExOora1lEBidJulDf2BgAEajEW1tbbwiIZIqvTilUonD8Ygxsbs7olwuI5VKQaPRcANCtlu1Wo18Ps8ZMqSJoBUBCXzpYqhUKuF2u6dA46gZSqVSiEQiHJ4ol8uRy+UYtT5v3jz09PRgYmKCmz7SeKjVakilUm7i5HI5BgYGoNfrYbPZeCVQKpWwadMmPoEHg0Fks1ls3rwZyWSSJzo+n48ZIBSMWFVVxdA7yvMZHR1l9DtxEGhKo9FomOqaSqV40kGaIL/fz2yScrnMeg0K5qupqUFdXR1HIdDzTenVtPai9RUAvmAbDAYOV0ylUhgcHOQcI7KZA2D2CyXctra2olQqcYqy3W6HWCxmm3F9fT0KhQJisRhGRka4eSCNUj6fh81m4/UkTWWcTic0Gg22bNmC/v5+SKVS1iQBk5NGWmUSo4JAgDabDa+88grmz5/P0xT6WXJN7W5B/7r+U4ceeigqKiqwevVq9PT0YNq0aV/0XfrE9d5772HRokUYHBxEuVzGjBkzcPfdd08ROT7//PNT9CdU5XIZd999N+69914AwDHHHAOLxYJDDjkE7e3t/H16vR7RaPQDm5z169fjnnvu4dXS7kU0ZkKr714HHXQQzjvvvL12DMViMZRKpSlQsb2twcFBvPjii7jooov2+Wf/VyocDmN4ePhDNShOpxP19fXYunXrJ7r9/bpBIbswZY/Y7Xb4/X7s2LEDVVVVkEqlHASo1WqhVqsxNDQElUoFk8nEYWfkLiFbcCAQQGVlJU8t6KKu0WjgdDqZcEpsiKGhIc4pyWQynGOjUqn49Eyod1rPUN5KMplkq7Nareb7Sa4NaiYoW6dQKKBcLqOnp4fXPsQDIG4I6TGIwhqLxZBIJFBZWQmtVguhUIh8Pg+pVIr+/n50dnaitbUVQqGQra6JRILdQdXV1RgZGeFmoqenhy9upVKJm4Zdu3bxuoBQ7iTopYuv1+tFLBaDVquFwWCA3+/H0NAQ80XINk5gs0QigWAwyPdDpVLBbrdDIpFg586dyGQyzB8hR5JOp2Ox89jYGFKpFIrFIhobG2EymThfiRwxlKqq0Wjg9Xrh9Xohk8nQ2tqK+vp6CIVCDAwMMLuFEPAET6OmIZ1Ow+fzcYAj/Q6yWtLaqqKiAoFAAGNjY6zrIJ0PWZDHx8cZe2+z2XiiVFNTw3oUmpzQWgkA4+oFAgEmJiZgt9t5ckNMioaGBgSDQTgcDnbCUTK20WiE2WxmdxiFStLzTNMk0jx9Xf8pq9WKY489Fo8++igfCPa3KpfLeP/993H22WdjbGwMwKQg/Oabb8axxx475Xvr6uoglUo/MDSSmofKyko88cQTKJfLuP/++6dk8FRXV2N4ePgDGxRao5566qk4++yzsWzZMv6svOmmm7B27VrccMMNUxw8AoEARx555CeyM38SMXO5XMbzzz+PCy64YL+flu1rSaVSHHvssXjwwQfx3nvvfWwmEgnz9zXLaL9uUGicThfdXbt2wWg0wmazcTNB3BISj9LpkmypZO/U6/U8yTCZTEyStdvt0Gq1jD8nV4zL5YJEIsHWrVv5doH/7DRJd0AnBuKmqNXqKaNyALzTJCgZ2TwJ0240GvmUTPdhaGhoilDM7/dDIBBALBbD7XYjn88zjp2ydMxmMz9nREp1OBxoamriMD1ae1D6sMVi4aZpYmICBoMBIyMjiMfjHHI4MjLCWpWJiQmOGaD/mc1mtLS0IJ1O8/NGzaJWq8XQ0BDcbjevoKqqqmC1WjkHiFKDCf+fTqd5vBwMBjktuKKiAhqNht1QNMEgKN/ExAS7b0iLRFk1uVwO2WwW27dvR2trK9tqdTodotEohzTSWoyaHGDyA7y+vp4ndna7HUKhkIP6yBlgNpsZ4EaEWrKA2+12WCwWDkhUKpWcSEwNG60WCZmfzWYZtDY4OAiFQsFuNYoxoNe7ra0No6OjGB4exsDAADfMNH3btWsXbDYbP0f0HvF6vdBqtaw70Ov1MBgMGBoaYgfR1/Wfognt3qblftFFn3lr1qyBx+PBI488gu3btzNY66ijjsI999yDWbNm7fGzPT09ezQnAoEARx99NH9uXHPNNdiwYcMeBNbe3l5s3Lhxj9ukVPBZs2ZhwYIFuOWWW6DT6XDuuedO+b758+djdHQUf/vb3zjbyuVy4ZJLLvm0T8lHllqtRmVlJfr7+wEAW7Zswejo6KfOF9rfSigUYuHChfj73/+Oa6+9FrlcDocffjjmzJmzx/e2tLTgrbfewtKlS/Hggw/u0+/ZrxuUWCyG2tpaaDQaJJNJmM1m/sCnzBcinhJTw+l0soCS3B8EQ1OpVHA6nSgUCti4cSNbX8PhMNatW4dUKoWGhgaIRCIkk0n09vZi2rRpLMQcGRlhKy6N0Aknn0qlkM1mkcvlWBNgs9nQ3NwMq9XKWHOVSsXrHiKikqV2x44dmDlzJhQKBQ477DD09vZys0OWYNr7kr4lFotBJpPBbrcjl8sxXGx3108ul2PWSiaTgdFoxMEHH4z6+nqk02lubBKJBAYHB3mKJBAI0NPTg9raWrS3tyOZTGLt2rUwGAxobW1Fc3Mz5HI5T32ImisSiZiTQtMosowLhULYbDbY7Xa8+eabUCqVbPOl/xFZ1WKxYMaMGchkMtiyZQsAMAm2ubkZkUgEFRUVUCqV6Onpwfbt25FMJtHQ0IDm5mZs3LgRPp8PNpuNYXMul4sFq7QScrvdqKysZLDa7jk/lF4dCAQQj8eh0+lQKpVY5Q9MguxcLheKxSJGRkYYnjY+Pg6LxQKXywW/34+dO3dykymVStkxZbPZ+P1NzhwCvAkEAg5dJDaNUChk+zP9bVDuEa1Cx8bGkM1m2V7s8XhYi9TS0sLrRfrboJgGYubQ+/Xr2rMKhQKWL18+ZZ3xZaxEIoErr7wSK1asYAE2lVwux8UXX4xf/OIXzN35v0UTlN3dXLNnz8bzzz8/ZYpRX1+Pc845Z8rPDgwMYO7cuXusaQ455BD84x//4APEh5VcLsfdd9+Nq666Cm+++SYuu+wyjIyMIBAIfK7CVavVisWLF+NnP/sZ8vk8xsbGsG3btq9cgwJMEn1PPfVUPPHEE7jyyivhcDjw/PPPcxYP1WWXXYannnoKK1eu3Gfn337doBAxlnbkdBokl0qhUGCRIOXsUMqtzWaD0WjkxFdyXBCDI51Oo76+HqtWrUKhUEBLSwvy+fyUMf/8+fOZZEpaE4PBwFZhsrnSB3k4HEY6nYZSqYTJZIJCoeBEWFoVUCJzIBDggEOFQgGJRILq6mp2CZEAeHh4mEW8RqMRYrGYk4ulUimam5sRCoWgVquZ6WEymVjnMjQ0hEQiAY/HA6FQiAMPPBAWiwUNDQ1su6WmTyQSwel0IhqNQqFQsCZnYGCAQXB6vR7z58+HXq9HJpNhTUkkEmFBMkHRaFJUVVWF/v5+qNVqFAoF+P1+mEwm1ulQc0RanEwmg9HRUQCYMiUjJH02m0V3dzefZikbhzgjtN474IAD0NnZiWAwyDC/oaEhTExMIJFIoLe3ly/wExMTrKWRSCRoa2vD+Pg424vJBRSPx+H1eqFWq+FwOJhe6/V6ecpEp7BMJsPummAwCLPZDJ/Px/ya2tpa/h1VVVWQSCT8gU7Bky6XC3PmzOHnV6PRIJfLQafToaGhAcPDwyxmc7lcCAQC/LzW1NRg165drF2i9zBFANAKkjQv4+PjbL8mbszX9Z+i/CQAn0nmzOdZ69atwy233ILXX3+d1yRCoRANDQ2QSCT40Y9+hMsuu+wjhabE1AEmJyfnnHMOfvazn+3VimXHjh1TGiKqqqqqvU68lclknLBMIvUXXngBM2bMmLJK+rCinKt9rcWLF+Pxxx/H+vXr9/ln/5dqaGgIK1euhEqlwuGHH45XX30V99xzDx599NEp75vm5maYzWYkEgnE4/G9coFR7dcNisFgmLKSCAaDaGhogMViQTqd5v09Qa+8Xi/K5TJGR0fh8/kwMjLCeHZaV6TTafT29kIsFrNzoqmpiZHrRHB98803cfjhh/OpklKG6XTvdDohl8vhcrnYmiyRSHivW1VVxWslGpWn02kWdtLqQSQSsVOHOBelUgkjIyP8AaHRaNDU1AS1Ws36FdJdpNNp6HQ61NTUsPiTpib9/f3o6OhAsViEWCzGtGnTMGfOHOaDAJM03FAohLfffhtqtRozZ86EQCDA+Pg44vE4JiYmEAwGWbswMDDAj40C6ejEbzAY2NlENl5yIO2Oax8ZGWE4GTmrxsfHUSwWUV9fD51Oh5aWFtbFEGKepjkzZsxAIBBgAZ5er4dWq0VjYyMEAgH8fj/bxMfHx5FMJlFbW8uRCGRdJybKyMgIT5taWlpYR0Q8GrVazY+RWDpWq5XjBuhxkBgVmBTYptNpnmzMmjWLEfcTExMwmUzM4TEYDNBoNMhkMqyxoWbI7Xajvr4eer0evb29EAqFSCQSmD59Oo/K58yZwzlTQqEQvb29LDwmEq9cLseCBQswPDzMgEC6L7TWoelUb28v5HL51w3K/6loNMor37PPPvuLvjsfWmvXrsW3v/1ttulqNBr85je/QVNTEw455BDI5XLOjfqw8nq9GB0dZTjahRdeiPvuu29KAN+HVbFYxMqVKz9Qu7I31uDda9WqVXjggQcATDYct912G0QiEa699tqP1YXk83msXbsWAPDXv/4Vhx9++EfyPKhIs/VVrjVr1uDqq6+G3+/HPffcg29+85s49NBDsWbNGvj9/g/UmoyMjGDVqlUfSuv9oNqvGxRapRCFlbpmsViMZDLJp1S9Xo9kMsnhbURMValUmD17NnQ6HY+8qQkh1Pm0adOYnun3+/mkShRVsVgMo9HIFlQ68dfX10OtVvOFoaurCyqVijH8xWKRs1YEAgGHDVLoodVqZZCc3++H0WhEVVUV0uk0+vr6kEwmOZeGRKJKpZLD64DJD56+vj5OMAYmx7rA5AlmaGiIVxkUBEjrJbIpd3d3w+l0orGxkW3G4+PjKJfLjKUnPszQ0BACgQBWrVqFkZERNDY2MveEdDFkZyY4XSQSgc/ng9vthtlsRlNTE5NhaQpE1F+73c5NUXt7O4rFInp6elBRUcGJ0GvWrEFFRQXn/6RSKfh8PiiVSuawaLVaxsqLRCLWyuj1ehxxxBGc5EvCawq4ikaj2Lx5M1paWjj/SCAQsCaIQgydTieCwSDGxsYwMDCA+fPno6+vD7W1tRxOmEwmeRytUqn49E2cGWpaLRYLJiYmAIDzkrLZLJNy6fZGR0dZJ1UqlRAMBjE0NMRgQZrsxWIxhEIhzJo1iz9IjEYjWlpa2BLv8/kwMTEBmUwGl8vFAD8Se2s0GqjVarjd7v/yX/yXu0wmExYsWIC+vj48/fTTH6jb+KJrzZo1OPvss7k5Oeyww3D//ffv1X2lE/CyZcvw5z//GW63G0KhEBdeeCGWLl26V1C6YrGI3//+93toEaZPn47BwUFceeWV2LlzJ3+G2e12HHbYYVCpVB/YMNEhjiqfz+P3v/89TjzxxA/UQ+xeUqkUJ5xwAt5++20899xzEIlEePjhhz9ytQSAV0lf1dq4cSOOOeYYXjsffvjhnGR855134txzz8Vjjz2G4eFhaDQaNDQ08M/u61p4v25Q6KIul8sZwkViyfHxcaan0nrA7/fz7pyYHAMDA+xUILGs3W7nC1ckEkFvby9SqRSCwSDa2tqQy+XQ1dWFbDbLXBQ6Pcvlcna1qFQqZLNZxGIxDggk7DpdMCgIkKZB6XSaha500SRXBrlCvF4vhoeHUV1dzXZji8UCi8XCOUJqtZrFpaQb8Pv9vBJau3YtKioqOEMnm81ieHiY1yCUums0Gnlt0dbWho0bNyIWi8FisUAkEnF2Sy6Xg0QiYRJpf38/fD4f6uvrORGXwgPpeSNGCAlDE4kEi093FwUDk+JMaoqKxSJ6e3vZFZPL5bhBI6aNyWSC0WhkAi1xY+hxhcNhtiJnMhlewdC0ibQ7tBoLhUKQSqVoamri0bDT6URvby+7Y0QiEQf00SqktbWVX3u3280UXQoQHBkZYfotaVPIwZDNZtHb2wutVostW7bwB6dIJILL5UIwGOTmnJpKm83GQYAkNKYJ3sDAAGfEeL1edHd3o6amBgcffDAD6she7Xa7eTrW2trKTjba71Mj83V9cA0NDTGb58tS0WgUF198MTweD6RSKRYsWIC///3vH6vZ6O7uxvLly/Hss88iGAxifHwcAoEAdXV1uOSSS7B48eKPbU4I1rh8+XLccMMNrEWQy+X40Y9+hCVLluDll1/GkiVL8LOf/Yx/jiZ1Z5xxBk4//fQ9UoQHBgb24JiEw2HccMMNeOmllz72+afGhxD5ra2tuPnmmz90euTxeHDOOeegr68PALip/yrVH//4RySTSRxyyCH49a9/zY3gkiVLsGXLFrzxxhs4/fTT4Xa7oVarcc899zAOYl/Jyvt1g0KnORJhUgIwaTwoaC8WizFd1mazYebMmZxzQmwNOlEDmGK1pHG61+tFTU0N02cbGxsZVEYCy1wuhxkzZrDrxuv1IplMIpFIQCaToba2FolEgkfmpGsg2Fi5XObmCZikOEqlUhZnDg8Po7OzE+VymTUONEGhKY9IJGIyrNPpRCQSwc6dO+F2u+F2uzkLRqVSsXWVwF+jo6NQqVSIx+MIh8MQi8XQaDSIRCKorq7Gpk2beLURiURY3JtIJCCXy6FQKDB37lzodDp0dnZieHgY/f39kEgk6OnpQUdHB2pqanDUUUfB6XSy/ZnyY0h7Q1MdSqOOx+MQiUQQi8UQCAQ85dHpdDCZTKioqMD27dsxPDyMZDKJ7u5uGAwGLFiwgCc+MpkM2WwWUqkUfX19jNhvaWnh3TtZuysrK6FQKPh1JQ4JNQTk2Onu7kZPTw+PtWfMmIHh4WF2xygUCjgcDsydOxebNm3CunXr0NjYyJZrWj3pdDr+4yW+SzKZhNfrRWNjI6RSKbN3amtrkclkYDabUVtbi9HRURZLj42N8WSKJk2EI0+lUpznIxaL0d/fj/Hxcc6MymQy3GSRU4saPBIPk/uHLMdfZcz3x9Wrr77KAuwvS1177bXYsWMHAOC6667Dz3/+84+8uO7atQsrVqzA/fffj+7ubgCTuo/29nacd955+N73vrdXttG+vj689dZbuO666xCJRPg9eMghh+Cqq67irJyLL74YNTU1WLlyJVasWAFgUuTf39+PO++8E48++iguv/xyXHXVVazdmz17Nn9u7F4kIP+4WrRoEdatW4fly5ejXC7j3nvvRSwWw/e+9z1MmzZtyvOTSCTw3e9+F6tXr+avHXTQQViwYMHH/p7/lfL5fHj33XchkUhw7bXX4uijj+Z/s1qtePTRR3Heeedh5cqV/PWf//znCAQC/Nm/L1OU/bpBCYfDrEkgHYRMJsPw8DCKxSJfzIjdQHoF2uUHAgFYLBYoFApoNBrE43G2lKrVagiFQrS1tTHngsb+5NYQCASYNm0a4vE4W4hpJZHL5aZkyFBWkMFgYHJoTU0NJiYmUCgUOCNFIpHA7XYjlUpxmNzg4CCvEqixaW5uhlKpZGw8BR9qNBoYDAak02l4vV5s27YNY2NjiMfjGB8f5ziAQw45BDqdDiMjIyiVSvB4PHyfy+UyCoUCkskkjEYjyuUyhoaGEI1GGZ/ucrlQLpdhNpsxMTHBawoSrba2tvKJPxgMYtq0aZBKpdi5cycHqVFDReszuVwOnU7HJE6lUslMEcosCofDPM2giIFcLofq6moUi0XWFrndboyNjfFUpaGhgScXQ0ND6OrqQmVlJSwWC8xmM3Q6HbZv3w6RSIRUKoWamhq0tLSgq6sLbrebf4fb7UaxWIREIkE6nWY3VSqV4rUgiVBJs0F5P++99x5MJhOnDVOGE1kyiQlBDUN1dTWzSYgyHAqFeFVTUVGBGTNmsAOqrq4O27Zt44aXVn4KhYIzjHw+H6ZPnw5gMpW2vr6ep0ekf1IoFKipqUFXVxeLwinZGACzeT4JgfN/vb71rW9h2bJliEajeOWVV3DhhRd+0XcJwGTD9Pjjj3O+1A9/+MOPbE4ee+wx/OhHP2JYn0QiweLFi3HmmWdi3rx5eyVCXb9+PX75y19i/fr17NibPXs2TjjhBMhkMlxzzTXcaACTIt3jjz8exx13HF/EAoEAOjo68Prrr+Puu+/GjTfeiEAggNtvv50PfdOnT8fbb7895XfTofXjmhSNRoMHH3wQfX19WLt2LaLRKP7whz9g6dKlOPDAA3k1PmfOHKxbtw5r1qzhn5XL5ViyZMlXaoISj8cxMjICkUj0gSBCi8WCxx9/HOeddx7efPNNlEolTsGura2FTCab8lnycbXfNyiEBCeAF43t6QSeSqXgcrlgs9kQDAaZ+VBRUcFZNT6fDxqNhk/pExMT0Ol0CIVCeOONN1BfXw+LxQKbzcZWV4vFgmg0yqsCo9HILpT+/n4O9ZPJZAyooUwV0sNIJBJGAA8NDfG0hKzAw8PDbPFTqVTweDxsGa2srGRaq9frRTqdZkgaPQe9vb147733oNVqYTKZMGvWLNTX10Oj0bCrpbq6mqFupHeorKyETCaDwWDA6OgoxsfHUSgUeDql1+tZE0IrrNraWlitVkb+k3i0ubmZNTPRaBSBQAAejweZTIZXB1arFcViERMTE3ySJz1GNpuF0+mEWCzmU3u5XGYhJ2kyiOaaSCRQUVGB4eFh+P1+dvjQY+rr68PGjRvZ0pzP59merlKpGKLX29sLn8+HwcFBntZQxhE1qiqVChMTE5wirVKpMG3aNHbb2Gw2nngAkxbKYrGIoaEhpsVmMhkkk0lu9tLpNILBIFwuF6RSKVOR6+rqIBAIMDQ0BL1ej4aGBg4NJMQ/sSBKpRKD4UjH1NzcjA0bNnBDTanF8XgclZWVkEql3BwWCgWk02luNsltReJiet41Gs0X+ef/paz29nY4nU4MDw/j9ttvR1tbG9rb2/fqgv55VSAQwC233MJ5YD/84Q8/1DpcLpfx+OOP45JLLmE3mMlkwp/+9CccfvjhkEqle/U7169fj7POOotZR+eccw5OPPFEnHLKKR8rRCVdHjB5wfvGN76B+vp6/PnPf0YsFsN9990HALj55pshkUimrKgkEgkuuugi3HLLLXu9XiNt1+5VLBZZQAtgykSA6vzzz8epp566V7/jf61qamo+9HU0m814+umn8eyzz+K3v/0tenp6MHfuXCxbtozxCXtb+3WDQih5wpfTlIEAWOl0mlOJCW9OH7hkAQbA4Wgk+iRHSUVFBeLxODZu3Ii2tja4XC5ks1luBNRqNWsuiNhKOod8Po+uri6OsO/v70dTUxM3IBs3bkRLSwusViuzTMbHx1nwKBKJeO2hVqsRi8Xg8/kQj8fR0tLC0w2BQMD3mbDwQqEQnZ2d2Lx5MywWC1paWljvQc0YBe+RTsVut/OHz8DAAA488EAIhUKsW7cOwWAQM2fOhFAoZGQ/sUlo5UHclkgkwk0ZCVRra2t5iiISiSCTybB161Zs374ddXV1yOVy8Hg87DoSCoVs243FYtDpdCxoJWExNYMEIsvn89iyZQt0Oh0KhQJrb0j/sWvXLv5+clTpdDo4HA6entFqi+y6NHWjJkKtVsNqtcJms8Hr9cJms3HYnslkQiQSQUNDA5LJJGpqahiPn0gkOGqB0oZJM0LvzWg0CqfTyQ1QLpfjtaRYLIbNZoPZbIbL5YJKpeL3MLm6ZDIZk4NdLhcikQi7LNxuN+RyOfR6PYxGI6LRKNRqNTu1yCFEidVisZjzhiwWC/x+Pz8H8Xic79PXJNk9K5lM8oWxr68PCxcuxE9/+lP8+Mc/3uMi+N+oUqmEO++8E+vWrQMAHH300bjssss+dLLwr3/9C5deeikSiQQuv/xy3HDDDZBIJPt03zds2ICzzz4bQ0NDaG1txfLlyzFz5sxPRVutqqrCww8/jBdffBHLly/HfffdhzfffBMXXHABnnjiCT7sHXHEEfjtb3+7181zNBpFf38/r7D2tsRiMY477rivHEGWqr6+/iPDFfV6PY455hgsXboUAPgwNDY2tk+k3/26QaELokgkQi6X43RfctOQY4S4IBS+5vF4eN1Bzg5ChOdyOWzdupXJmhaLhfMGyIVDeoZEIgGNRsMuIbKAEqU1mUxCoVAwCEytVjPLo66uDqlUCmNjY2yvFQgEUKlUcLlcnE6byWSwbt06vuCTtoXEXTQhoNRgtVqN8fFx9PT0sOamrq6OIWyE/wf+Y5crFousQXG5XLBYLJDJZNiwYQPC4TC/ocjZI5fL4fV6IRQKEQwGUV1dPaWbpgmUxWLhgEUSVdKkihKHOzs7+XkWCAQcARCJRFi0DIAR/DStImEuJQz39fVxqrJEIkEgEGD6K90uvQ56vR49PT0AJqdwvb29jIKn0D7K6snn8wxkovcXaYOKxSKvOywWC1N1ySJOGUerV69GNBrFnDlzUF1dzawMmvLR655MJln4Gw6HWfy8+/uddv5ElKXTJk32BAIBgwNNJhNyuRymTZvGuVJks6YGiJokQpZTg+31evm21q5dy3Z+ev+SqPbr+k+FQiGcffbZ7EgjrMCtt96KZ555BpdffjnOPvvsz0S7k8lk0NHRwasQhULBqdtUkUgEjz/+ODtmzGYzrrvuug/9/ZlMBr///e8Ri8Vw/fXX48orr9znpmrDhg0488wzMTw8DKlUit/85jefCbBOJBLhrLPOwrx589DZ2Ylt27Zh27ZtePDBB2GxWPDjH/8Y8+bNQ1tb2141J/F4HM8//zzuu+8+dHZ27tOpHgA75b6qtWrVKgwPD6Ouru4D/31kZATnnnsuent70dDQgLVr1+KAAw6A0Wjk1Om9qf26QaFwO5pSjI+PIxKJYGBggNOB7XY7yuUy6x10Oh0rr4kUGgqFmKpJLo6uri4Eg0HOtimXy1izZg1cLhdmzpyJ5uZmXreYTCZeURDanbDvZHUl5gc1S+l0GslkEmNjYwiHw4jFYnxBa25u5glKR0cHenp6OLfGaDQim82iUCigp6eHLxaBQID1LdREOBwO5nkAk86CmpoaThomh0gul+MsmUKhgEQigZ6eHmzevBlyuRyzZ89GLpdDRUUFg7xkMhnGxsagUCh4bKfVanm6YLfb2Ya9OyZdLBbDZDIxYK+jo4MFo7lcDhaLBdlsFmKxmPOD6LWjtGCRSAShUAir1QqPx4Pu7m4Eg0HU1tayJikUCmFoaAiVlZVIJpNwu90YGRlh9kw0GmXUP00PfD4fpFIp1Go1PB4Pr3HIRj42Ngaz2cwTLxLnVVVVIRAIoL6+nidktELr7+9nV9LIyAjq6+tZL0OiaGoUaHWVSCT4vQWAG27SAgiFQtTU1KBQKGDz5s2cZRSPx3HwwQfz807aKIIPxmIxbuAJzkaiXIVCwTlI9J4WCATYuXMni7LJfk+NIZFyv67JSqVSGBgYgEAgwFVXXYUTTjgBp59+OgYGBrBjxw5cdtll+Oc//4lHH330U4lnc7kclixZgoceeogha0qlErNnz8YFF1yAM844A7lcDosWLcKrr74KYDIg8rHHHpsiavy/9frrr2PNmjU47rjjcNVVV33kCfmDitY6FIZ56KGH4rjjjvuEj/KDq6amBs888wzOPPNMbNu2Dd3d3WhqasJpp5221+GMW7duxa233opnn30W5XIZDQ0NSKfT+P73vz/l/mazWfzpT3/Ciy++uEd6Mk1lv6qVy+XQ29v7gQ1KoVDAD3/4Q850Wrp0KZ588km89NJLPPXa29qvGxSr1Qq9Xs8OFjo5JxIJWCwWOBwOvmBQMi6l8ZJrhgSZJLCliwRNMqZNm4ZisYjBwUEOqevq6sLAwACsVisqKytZEEkWT61WC4vFwhcdylEhsaXH42FWCxFdJyYmeL1QVVXFAkuiLbrdblitVhgMBjidTvj9fkSjUfj9fsari0QibN++Hbt27UImk2E+iEwmQ7FYRF1dHZ/0w+EwKioqUCgUMDExgenTp8NgMGDnzp28FqmqqmJRLWUMZTIZ1kGYTCYm4yaTSezcuZNJqzQZCoVCPIkQCoU8bdJoNNBqtZBIJKzjoN9FIlGyJgYCASiVSp4m6HQ6pNNpdHV1Mbdm/vz5cDgcfDEWCoWcsmkwGFBVVQVgsrMnEB8B4KZNm8apzuVyGVKpFCaTCcFgkJ07xCLx+XxoaGhgmN3w8DCnJdO0R6/Xw2q1IhqNYmJigsW8Pp+PE5yJKQOAqa1CoRDxeHxKPhTpiWh1lc/nOWDRYDDAZrNBq9XC5/Nh165dnEG1bds2GAwGXjfS2jMUCkGhUDBor7e3FzqdjpsN+j1jY2PYvn07AoEATCYTN+8kmCY9w9e1Z4lEIpx00kmYMWMGfvzjHzMWHZjUMsyfPx+XXXYZFi1a9Iki6FetWoVly5ZNCSRMJpN47733sHr1atx2222sdQIms6IeffRRLFy48ENvc3h4mO2/Z5999j43J7uvdbRaLdra2rBs2bLPRUDa0NCAp556Cr/61a/w5JNPoqenB/fccw+WLl36oVM9aqj/+c9/4te//jW8Xi+AyaTlv/zlLxAIBB9otz7yyCNxxx134K677tpDFP7UU0/hnHPOwbx58z7zx/hlr3w+j8WLF2Pjxo3Q6XRT/m3VqlV46623UFNTg3vvvRdmsxmLFy/GJZdcgj//+c+49dZb9/r37NcNCu3rQ6EQE0lpOlAul3lyQUAphULBsCyDwYBYLIZIJILh4WFUVlbyuNzj8bAmgC5sKpUKvb29LEItl8tIJBIYHR2FWCyGVqtlTcbExARSqRRbNIHJF5RG5wRLoxFha2srdDodhoeHEY1G8e6770Kj0cDlcvFtRSIR1NXVwWw2M6XVZDIxR8Rut6NUKmH9+vUolUowmUx8Co7H4wgGg6ivr0epVOJTu1KpRKlUYh2G2WxGd3c3fD4fTCYT2tvbORdneHgY27Ztg0QiYSeMSCRCIBBgSFksFuMwxvHxcQ7MowkChfyRfsLlcsFoNGLVqlXYuXMnhEIh+vr6oNPpIJFIYDabOVk6Go3C5/OhWCyir6+P2ST19fWoqqqCzWZDX18f64Hq6+txxBFHMH9Er9ejpqYGVVVVSKVS0Gq1rKvYvHkzFixYwE2FSqXixkuhUKCvr4+FdG63mwXR5CaSy+WoqKhgG3O5XMb69es5NJAmErROTCQSMBgM3HDQfpbWVslkkkW/NJ0jZD6xaUjkHQgEYDQaodPpWOzc29vLfwNCoZBJyGRDzmQyGBwc5NeGggGFQiGv7jo6OjAxMcGPiYTR1OBTc/d1/afWr1/P7inScy1evBiJRAK/+tWvuElxu934+c9/jj/96U/44x//iPb29r1OeX3zzTexaNGiD51elUolDAwMTPma0WjE4Ycf/qG3mcvleNXhcrn2Odk3kUjgsssug9vthlQqxfLlyz9xqvDeVlNTE/76179ibGwMb731Fv7617/i2GOPxZlnnjnl+0qlEp588kn8/ve/h9vtRjgcZgTAT3/6U1xxxRUf+dyLxWL84he/wEknnYQ//OEPWL58OTeGo6OjWL9+/VeqQaFJLgBOc9+9fD4f7rrrLmSzWZx77rlTnltygj366KN84Pu42ieK0IMPPsi2W61Wi/nz5/MIEZg8XV9++eU8wj/jjDP2uCPDw8M46aST+ER8zTXXfOLkz76+Png8HgDg9YZarUZDQwM7dCiNtba2FiKRCH19fYjH40wqDIVCqKqqYtcLfTBLpVIIhUK8++67fMGm5oDcH+FwGIlEApFIhDkZNAqXSqXwer18kUsmk6iurmYs/sjICJLJJCfIisViTJ8+HS0tLXzxSSaTrBegnTZNJ0ifMjAwgEgkgmAwiA0bNnCKLe2jhUIhczYGBwcRDAa56aFgPgr5o0BEg8EAl8sFtVqNRCLBehitVot4PI7BwUE+UTscDs5rMZlMCIfD6OrqYk0OMDkqpeedLLKxWAylUglGoxELFy5EY2MjJiYm0N/fD5FIhPHxcbZNl0olpNNpbko6OjogEonQ2toKl8vFKz6aomUymSmCW8oVCoVCSKfTaG1tRbFYZOfSN77xDZ7oUJRBZWUlqqurYTQa4XQ6IZVKOaZg06ZN8Pv9LNqNxWKM23c6nTwl6e3tRU1NDUwmE/L5PIfsBYNBrFy5Eh0dHSyEJUibzWaDXC5HY2MjmpubMX36dDQ2NrJrK5fLsTg7lUpBKpXy82m1WuH3+zkt2u/3o6KiAkajkbOd3G43duzYAbPZDGAyVXbXrl0IBoMIBAIYGxvD0NAQBgcHMTg4CIlEwm6uTCaDrq4udHR0sP10f/3s+KyrVCphxYoVyOVyDGIE/nOBe/rpp/cgag4MDOCb3/wmjjzySLz55psf+Vjcbjeuu+46nHvuuZ95Y/juu+/ivvvug0KhwLJly/ZZM/Kvf/0LmzZtgtFoxFNPPYUTTjjhc21OqKRSKWtQisUi7r77bj78AZPP8V//+ldcdNFF2LhxIwKBAEqlEmpqavCHP/wBt9122141hkTa/t3vfsf6HYFAgMMOOwxHHnnk5/XwvlTV2dmJ+++/H9/97nc5omDz5s0499xzceaZZ/L/Dj30UKxYsQJVVVU4/fTTP/Xv3acJitPpxB133IHGxkaUy2UsW7YMp556KrZs2YLp06fjyiuvxMsvv4ynn34aOp0Oixcvxre+9S28//77ACatWyeddBJsNhtWr14Nr9eL733ve5BIJPjNb36zz3eehIRutxszZsxgNwMAdo+o1WrOhCEbaqFQQCQS4cwaEopu27aNL3R1dXW8YiGHUFVVFUQiEYe79ff3I5lMwm63o6+vj8VZVqsVsVgMarUaW7Zs4VUTjcbJOkquHhJ/EkyrtraWAWGETacTPE0h9Ho9FAoFSqUSotEoNmzYwGyM2bNno6qqCu+//z7bZWOxGBwOByoqKlAqlbipGB0dxejoKHK5HAYGBliXkc/n0dfXh+bmZgaVBQIBxr+Hw2EMDg6yPoSeWxIi0zSpra0N+XyeSblGoxGJRIJfh3Q6DY1Gg/nz5+Opp55CoVBgmByJjO12OwfVUfozEVkVCgWy2Sw6OjqgVqtRLpdRVVWFDRs2wGw2Y8aMGaiursbIyAjTK8nGLRKJOCSQwHS0BpTJZHwSHh4ehlgsnhI0aDKZOOBxaGgIRqMRPp8PiUQCVquVL8R1dXWcZr1161amVpbLZdjtdnZd0fTDarVi9uzZ/J4hCB9FLFCz6fP5GLZH0yqNRsP4/Xw+j1mzZqGyshJKpRKDg4PYvHkzB2lSfABNDIeGhlgXQ8C26dOnQyKRMIclHo9DIBBwerNOp+MDwv722fFZV09PD5566ikAkzoJagCByQvcqaeeitmzZ+Phhx/GX//6Vw6py2az2LVrF0444QS0tbWhvr4e3/72t3H00UdzhMTDDz+MZcuWcYP8Wdc///lP5PN5nHzyyTjkkEP26We7u7txxRVXQCgU4uc//zlOPvnk/6qzpba2Fm1tbVixYgXWrl2L3/zmN/x+KBaL+MMf/gAAOP300/Hd734XDocD1dXVH2qz/qgiHRxNJZ955pm9nnztr1Uul/H888/jggsuQDQahUQigcPhQF1dHd5//328+OKLU75fIpHA5XLhiSee2CPVOBqN4h//+AfDAvem9qlB+eY3vznlv2+77TY8+OCDWLt2LZxOJ/7yl79MEWL97W9/w7Rp07B27VocfPDB+Pe//42uri6sWLECVqsV7e3t+PWvf42f//znuPnmm/faY0+VSCSgUCig1Wo5rC0Wi0EqlfKFy2KxwOfzsS2XUnJpPF9ZWQmJRIJgMAiLxYJNmzZBrVYz4M1kMvEYnz509Ho9Y+GJowJMjr+IhKrX66cwNmhFAUxa5qqqqhAOh7kpIRsrYdkpUdlisfAqIhaLMQKfmhGtVguDwYDx8XHI5XJEIhF4PB7Y7XYsXLgQ69atY3Gl0WhkFHt1dTXS6TS2b9+OVCrFwtvGxkbI5XIGz42OjrJgOB6PQ6FQsB2bGAQ0lREKhWxJraqqYocLWctkMhmTSskens/nOVagtrYW0WgUwWCQnSkulws9PT3IZDIcXGixWNDe3g6hUIiJiQkYDAbU19czZK9YLKKhoQGBQABer5fXWRaLhYXV4XAYtbW1iEQiGBwcZC3T9u3b2dWlUCjQ0NCA6upq7Nq1C263m0MbfT4fpk2bBovFwo+fohGo8aGGlQTSLpcLiUSCJ2jBYBA1NTWw2WxMIqYmm3Q61EwLBAK2AxsMBs4CGhoa4giBSCTC+pXZs2ejWCxyU9nV1YVoNIrx8XFUVVXB5XKhpaUF7777LiwWC7q7u1mA63Q6uTnTarXweDwwGAwchCmXy3HAAQdg27Zt++1nx2ddW7du5abj/34wU7lcLvz617/GpZdeytPFv//97/jzn/+MQCCAjRs3YuPGjXjqqafgcrl4Qvd5r9JoFfjDH/5wr5/HbDaLN954A1deeSX8fj8OPfRQXHzxxf91261UKsXJJ5+MlStXsn6QivRbuVwO3//+93HKKad8qt9Fk+G2tja89tprX4nm5LnnnsNFF12EaDQKALjqqqvw4x//GHK5HIceeih27dqF4447jrOcFixYgLlz5+7RAEYiEVxyySV4+umn90mX9ImDIorFIp544gkkk0nMnz8fmzZtQj6fnyLEamlpgcvlYvremjVrMHPmzCkv7HHHHYdYLPaRXRXBwHb/HzB5oW9sbEQ2m+URNelGnE4n20CJtqrRaHiqQmOqXC6Hnp4ejI2NscYjn89DqVSisrKSiZ8GgwFqtZpdDgKBAPPmzUNTUxOam5vR1tYGu93OiH1CyxMwjNJhKV9HJBKxjiGRSPBqiMiopAvQaDS8uqLxpF6vh1Qq5dPs7gwRur9Ehi2VStBqtczY2J2fsXbtWiSTSV79VFdXc4NC42a6MFMQXW9vL3K5HGKxGEZHRxEOh7lBICKr1WpFPp9HLpeb8iEhEokQCoUQCAQwODjIYDbistTX17Oj5cgjj2QBMmHgDz74YDQ1NSEWiyEej08JbmxqakI4HIbP50MoFEJtbS3mz5/PWUY0cqdEaGo8qSjIsLKyEiqVinNUgsEglEolmpqa0NbWhtbWVjgcDk6DNhgMEIlEbDcnWmsikZiiLxEIBLwmpCkV6YxkMhkkEgmHRlIjRHqhdDqNkZERpr1SvAKJa2nNRJPCiYkJrFq1Ctu2bUM8HseWLVvYNj9nzhw4nU4YjUbU1tbiqKOO+s+Hwf8v0qWkWtLhUBMvk8kwPj7Ofwc0kdofPzs+67JYLJxy/XFprXQCraurw0033YTOzk7ce++9aG9vR0tLC6RSKYaGhjAwMMDNCfGMnE4nT9H2tvL5PGvh/m95PB7WrT3yyCN7tTIjK/FZZ52Fvr4+HHzwwXj88cc/NmTv86rTTz8dWq2Wp9zAZHNy3XXX8Zq1sbHxU/+erVu3IplMchTF/3qNjo7iiiuu4MbbbrfjlFNOgcPhgNFoxNKlS6FUKtHX14dzzz0Xv/3tb3HyySd/4HTqmWeewdNPP43q6mr87W9/2+v7sM8i2Y6ODsyfPx+ZTAZqtRrPPfccWltbsXXrVhbT7V5Wq5X/yMbHx/foOum/P+qUcPvtt+OWW27Z4+sTExOIx+N8YUwmk7yqoIkHTVgI6EXpx+TMEQgEbJWl0Dm73Y4ZM2agtraWhUAajYYFQel0mi9KGo2Gw/asViu6u7vh9XrhdDpZhxGNRvkPh4BqmUyG8fDkwKGRPjEt6DHSvp9swDabDRqNhoWp+XweHo8HOp2OVwakbdDr9chms8xJEQgE2LhxIzKZDEKhELNg6MN18+bNfPv5fJ6nSnQxVyqVmDlzJt5//31+3PF4HEajEZFIBJFIBMViETNmzGDlPNlayTFFcDtg0v5IJFwCrBF3pFwuY3x8HD6fD3PmzOGVSE9PD+x2O79ulM1TV1eHcDjMgmWlUomWlhYUi0WEQiHOKCJBK4H10uk0GhsbEQwGp0zLaKpBDBvixlCEAU1ZgElap1Qq5TRpaoC8Xi/cbje/5uQUSKVS0Ol0jKA3Go1siR4ZGYFGo0G5XOaIgrGxMahUKmg0Gl6rEGsln89DoVBApVKhoqICnZ2dCAQCCAQCyOVymJiYgMlkQlNTE7NpyHkkEAj4taVpDE1riFPT39/PrizKXiIL/b7Ul+mz47Muj8eDVCqF66+/fo9Au48qsVg8xeVQLpfx0EMP4dlnn8WuXbvg9Xpx0kkn4fe//z1qa2sxPj4Ov98Pv9+/h/UVmHTzXH755VMYHaOjo1i1ahXOOuusKd+7du1aXHnlldi8eTMEAgGeeeYZZDIZLFmyBIceeugUl5bP58PGjRuxbNkyvP/++xgdHUV1dTUOPPBA3HPPPR8bOPh5ltVqxRFHHIEXX3yRgWs7d+7Egw8+CKFQiOuuu26vLcgfVqVSiROgx8fH8Zvf/GavE5z3xwoGg7jgggv4MVutVjz22GOYP38+f8/hhx+OH/zgB3jggQdw5plnYunSpVi4cCHLGe644w42l7jdbpTLZVit1o9t4HevfW5QmpubsXXrVkSjUTzzzDNYtGjRHjkIn3Vde+21WLJkCf93LBZDVVUVamtr2dEiFovZQUHwq3Q6zUnFxA+hC5/RaITRaOQ04Uwmwzkvra2tMJvNrK+gAD5qUGQyGTQaDbtFiKNSX1/PKn6tVguxWAyv14u+vj6EQiE4HA7YbDYWWsnlcp4EUBqwzWbjkD+CvZlMJkSjUXaY5PN59Pf3QyAQIBqNQiqVor29HbFYDNlsFp2dnUin09DpdDCbzazn2LZtG3f/pFGw2+0IBAIYGRnhPJ9IJAKlUolUKsUNE63NBgcH8fbbb3ODR9bTvr4+hngRSM1gMKC3txdSqRRisRgSiYR1L0ajEYODg/z6WCwWbhgjkQiv6mKxGLRaLZqbm3mNF41GsWXLFpx99tkYHR1FX18f28pbW1u5aaORL62jCoUCNm3axEyQcrkMh8OBeDyOdDrN2PixsTFIJBL4fD6+CE+fPp2nGqQFIBtxZWUltm7dikgkMqUR1ev18Hg87OQhUB4xMEQiESoqKuDz+VjbRNbziYkJeL1eFtcCYH0ITcI0Gg3S6TQD9IDJk6PNZoNer0c4HMY777yDVCo1RcxHQkIS+tbU1ECpVGLNmjWYmJhg6vDY2Bjy+TyvRwlA53Q6US6XUVlZiZ07d+713/GX6bPj86q6urpPnGBMny+LFy/G4sWL8eqrr+Kkk06C0+lEY2MjTwg+6v4/99xzHzglWrVqFQ466CAGr/3zn//E5ZdfjlQqhVNOOQXf//73ce+99+Lll1/Ga6+9hvvuuw8XXnghhEIhnnnmGfziF7/gzxyVSoXTTjsNt912G1pbWz/RY/0sSyaTweFw8H+Xy2WeBrW3t+Nb3/rWJ77tcrmM0dFRPPzww7j33nsBTL5O//jHP/DNb34TJ5544h5Olv+FWrNmDQc2mkwmPPnkkzjiiCOmfI9UKsWdd94JAHjooYdw6qmn4txzz0VXVxd8Ph/zcHavzs5OPPnkk3t9P/a5QZFKpaxGnzt3LjZs2IB7770XZ599NnK5HO/BqSYmJvgD2WazYf369VNuj5T6HwUu+jBqpdVqZWcCMPnhQCNpiq+ncWixWITf7+d8EgBsS6bkS3L8uFwuKJVK+Hw+hMNhTt4lKydd/CYmJlhYOG3aNLz//vvYsWMHpk+fjoaGBnbg0JqDOCYmkwk2mw3hcJgzhEgQR+nHqVSKs1oI3GU2m3mFQ6ukXC6HmTNnMqp95syZSKVSGB0dZVz/7lMJ4oQ0NjZi2rRpKBQKGB0dZct0qVRiyBcAzrkhZLpEIuFmghofcnpQUik5hojwC0yOtenCnk6n4fP5kMlk0NDQwDlFIpEIsVgMxWKR6biUUUMNU7FYZBEq6XFmzZoFrVYLr9fLTh3KN6J1HOHzY7EYA+bS6TT6+/s558dkMiGRSECpVCIYDMLn82Hu3LmYmJhAZ2cnWltbEYlE0NPTw9ZpArbV19cjkUigqqqK+SUEf6PmSKVScZMRiURgMBg4fRkAr7oymQxD4whfr9PpEI1GIRQKUSqVeNWTzWZ5EkfJ05TM3d/fz3kqtbW1MBqN7G4jATilWavVaixYsADvvvsuN4bpdBptbW0Qi8X8d0aTJKIm76+fHftDEV355ZdfRjAYZOfhh1Umk8G//vWvD5ysPPjgg3j22Wf5uaCYg9NOOw3/7//9PxiNRhxzzDF4/vnnsXjxYlxxxRUol8s444wzcMcdd6C/v59DBr/zne9wftOXscbHx7F8+XIAwMEHH7zP71OqcrmMrVu34lvf+hbcbjcsFgtqampw44034te//jXOP/98LFq0CPfee+8nbkq/jFUoFJj2KhKJ8P3vf/9DbepyuRx33XUXTjzxRJxzzjn4xz/+AWByuvvNb34T7e3tGB4exvLlyzmAdvcDw8fVp+agUFLw3LlzIZFIsHLlSpxxxhkAJhXew8PDPBaaP38+brvtNvh8Pm4S3njjDWi12k/UiTc1NSGVSqGqqgoymYzpo0SXpSRboVDIp3i6MMTjcXbPZDIZ5qkolUqeUpCtFQBfNCnnhHgSXV1dcDgc2LBhA3MrrFYrf5AT5dNsNqOtrQ0qlYqbpUwmw5MF0j14vV74fD4olUqk02mk02lOQhaLxRgYGOD7UC6XUV9fD6PRCJvNBrFYzKGCCoUCHR0dqKysZBIq5QiRRqdQKKCvrw/j4+MQi8WoqqriCzmh1JVKJWti7HY79Ho9vF4vKioqeAKUyWTQ1NTEkxfSc5C9lSZNVVVVGBgYYHEzEVsrKyt5WqNUKpnJMjo6ys0FTYcUCsUUh0s+n2dCbalUwuDgICoqKpDJZOB2uxGNRnni5Xa72V1FuTj02FesWMGMnPHxcbZP01rM7XajoqICAoGA3+ujo6OIRqPQarVM4CWHTGdnJ3NGKisr2RlEQl2JRILBwUFeEfp8PsjlcnYiUVJ1IpHgx14sFtlOTwJYYNIqT88XhTISfJAmbIS/JwE2aZxEIhFGRkbQ1dWFtrY2HHbYYYy2P+2006DValEul6HX6/HWW29h27ZtUCgUCIfDezQM+9Nnx2dd9Fp8HkXvw4+qTCaDa665BsuWLdvj35qbmzFt2jS88cYb3NSpVCo8+OCDOOuss7hpUavV+M53vgOpVIqLLroI1113HcLhMLZt24a5c+fixRdf5BXgl6kKhQJcLhffL9KAfZqKx+N49tlncfXVVyMQCODYY4/FX/7yF+j1eqjVarS1teHoo4/Go48+igsvvHCf2TFf5nr//ffx+uuvA5g8WN54440f+ZrLZDIsXLgQ3//+97F06VI4nU48+OCDWLhwIUdopFIpPP300zjllFN4MrM3tU8NyrXXXosTTjgBLpcL8Xgcjz32GFatWoXXX38dOp0OP/jBD7BkyRIYjUZotVr8+Mc/xvz583kne+yxx6K1tRXnn38+7rzzToyPj+OGG27A5Zdf/olOObQSAcChaSRmTaVSCIVCDGRTq9U8mqZVDzDZ6VmtVtaCeL1exoNns1l0d3ejrq6OL9b0e7RaLex2O1KpFDtc5s2bx3wPr9fLsDeyI+dyOdjtdm5+CN1OwC1yhxBbhWiu8XicL1qURuzxeFhcSRMiylqpr6+H2+3G22+/zQLYcrnM66WKigqoVCoW75J+gSzVNEGgEzYB3dLpNPR6PdLpNOrq6jgIz+fz4Z133mHbLyHrBQIBK7bp5+VyOU8iKJiOGkGPxwO5XM5rs4mJCSiVSuarkJamrq6OJ2NkC6fwQHJB+Xw+1u3E43GG+VksFlgsFtjtdlRVVeHVV19lYWlDQwM3MuVyGfPnz0cgEEChUEChUGCrMo3aFQoFhoaGEI1GsWvXLsyYMQP5fB4dHR1IJpNTgHqkL6GwyqamJoawVVRUYGxsjG3blZWVaG5uRiAQYOAfQfckEgkSiQS/J6jRGhwcRHV1Na8pi8Ui+vv7EY/HWbgWDoe5gdHpdMx3oVVmoVDg1Sg51iwWC8bHxzmHip5np9PJq6f98bPjs6xSqYTHH3/8C70PfX19eOihhyAWi3HIIYegv78fxWIRv/vd73DQQQehpqYGGzdu5PgEvV7/gYAxgUCAs846Cw899BDefvtt3HvvvSgUCliwYMGUNcqXqR5//HHccsstKJfLGBwcxPe//33Wvn2StOF4PI5FixbhhRdeADApxl6+fPmUXKKmpiZMnz4dq1atwr333ou///3vn9XD+cLr0UcfZT3mxRdfvFdMG7FYjKuvvhrLli2Dx+PBXXfdhcrKSsyaNQtCoRBdXV0AgHPPPRcnn3wyLr744r26L/vUoPh8Pnzve9+D1+uFTqdDW1sbXn/9dRxzzDEAgHvuuQdCoRBnnHEGstksjjvuOPzxj3/knxeJRHjppZdw6aWXYv78+VCpVFi0aBF+9atf7cvd4BoYGIDBYOC9PmHugf9QY4lcSk+4xWLB6OgoGhsb+QJNJ1qdTofBwUGsX78eRx55JDsxJiYmePdLEwOy0BIZlkSiLpcLlZWVCAQCqKmpYV0HZf+k02mEw2HWCewuzKSoe2oient7OQeFrMYUzEcCSgqtIlEtpQrr9XqcdNJJeO655yAQCJDJZDirplgsIhqNcnrt+Pg40uk0u0QoPXdkZAQTExOwWq1oaGhAR0cHurq6IBAIeLJEyc+U/0IXPK/Xy40KMDnep/UDCWWdTicqKip4iiMQCJBIJLBz505uIGtqatDS0sKrIhpN0yqEeCu7du1CKpVCY2MjhoaGOKm5VCpBoVDweFwmk6G2thY1NTUs1o1Go6itrYXVakUqlUKhUEA4HGbxqVwuR3t7O6+/iGTrdDpZuzR9+nRugMmlBYBdRNlsFl6vF7FYDGazGeVymcMdqWmhZoQEqKTnSafTGBsbY5sxOX78fj+7s7xeL6RSKVNjyfZK7JZ4PM4TpIqKCojFYsRiMaYRH3rooTCZTPB6vWhqasLw8DA6Ozuh0WhgNBoxOjqKXbt2IRQKoaGhAfX19RAKhdi4ceN++dnxWZZAIEBDQwM2bdq0T03bZ1mNjY24+eabccghh+CQQw7BxMQECoUCampq+Hv2hXhKyfD0d/hZQLc+jyoWi1i5ciU/76tWreJ/+zB8/UdVuVzGP//5T7zwwgtQKBS48847cd555+0h4JZKpTjxxBOxatWqKUGp+3uNjIzw9ISiGvbWMWaz2XDsscfiqaeewqpVq/DMM89g1qxZfMADJl+Ts88++/NpUP7yl7985L/L5XI88MADeOCBBz70e6qrq/HKK6/sy6/90Eomk8zsoA98gq6JRCK89dZbOOCAA9iOSxwP0pyQ3iOTySAej8Pn87F4k4SDLS0t0Gg0MJlMPF6m1FmVSoWDDjoIg4OD0Gq1PP6jZohGW7Q2ohUAWYYjkQh6e3uh0WiYn1JXV4disYhsNgubzQaRSMSrCuKzyOVy6PV6GI1GjI2NMSqfIsd3R5YrFAqUy2U++dNjpeTbgYEBtsyZTCYMDg4CALNDiOjq8XiQTqcZmka6GGBSdFlRUQGhUMgYdxKFAmA9BukfyuUyxGIxT5b0ej2v3EgVb7PZIJPJ4Ha7MTExwXkzxHkBJv+YWltbecJCbBBKUqWJFblqqEGizB2anCgUCraP0/uY9B+ZTIbTlYmyS8Lb/v5+zmei9xS5UUQiEQtKR0ZG4HA4YDKZMD4+jr6+PmadjI6O8r+VSiVea5E1u1QqcUAjAfacTiczdRKJBMbGxjAxMYFkMgmLxYJYLIbBwUHU1dWhpqYGMpkMIyMjbBWnCUxFRQU7q1wuF8RiMYLBIKxWK9OR+/v70dbWhlwuh7GxMc6sUiqV+5TX8mX77Pgsa2BggBu13/3ud5g3bx7mzp37qW93zZo1fED5uIuETCbDtddey//9Wbpq6AD1Zax8Po9NmzZ96L97vd4PTDcmCcDuVS6X8eSTT+KnP/0p5HI5/vCHP7BQ+KPq/97O/loejwdXXXUVRkZGoFQqsWTJkn3S74jF4inf/8wzz+Daa6/Fq6++yhqmfV3H7tdZPGTrzOVyjAAfHR2FyWTiiwOF6dEKI5/Pw2g0cohgqVRCLBbDW2+9xRbdiooKuN1uHHHEETxJIJCaXC6HUqlEuVxmh09TUxOkUil0Oh1GR0chk8l4beLxeBjpTmNxAsoRTbW3t5eBZm63m6mgpD8gl5FIJIJYLGbLpd1ux4EHHohCoQCfz8fOo1AoxIJXCk6k6uzsRDAYhM1mQzAYnPLHNzg4iFgsBoPBwCF8NBFxu92cwCwUCtlCTWnFarUaFRUVDKurqKhARUUFW7R7e3thMpkgFou5uTOZTNixYwdmzJgBq9WKYDA4xWJbKpUQCATw/PPP80WRcPukoxAIBDyR8vv9GBgY4GRmn8/HjcP4+Diqq6s5GTgcDjMRMpPJYHR0FKlUCmazmd1A6XQasVgMExMT3LgZjUY4HA6EQiGIRKIpeUg0fSImBgUPCoVCZLNZmM1mfs1J/+RwOCAUCjkSgXRSgUAAzc3N3FgajUbWUZG1u6qqiiF46XSamzla8Zx44omQy+UYGBiAz+eDTqdjbgrBAwFwyCZN7qjxp5VPJBLBe++9BwBMxk2n06ivr/8v/rV/eatYLLJzZmBgAFdddRVeffXVT21BXb9+PcrlMk466aQp64XPu4aHh3kkDwDnn3/+Z9JwfR4ll8tx//3348QTT9wjn6hQKODUU0/9wAbj9NNPxxVXXMG3UVVVhZtuugnLli1DNBrF+eefjx/84Acfqb1YsGABVCoVli1bhiOPPBJHH330l1Y4/HEVi8VwyimnYNu2bXA6nXjooYdw7LHH7vPtkFaHDuC33347/v73v0Mmk+GRRx7BzJkz94lFtF83KJSnQmF9mUwGVquVKbJEKKU1AJ3wSbOh0+n4YtfY2Iiuri4UCgVIJBLEYjHs2rULDocDMpkMNpuN1wF0AaXcjY6Ojimn5kQiAZVKxSRToVCIxsZG5njQZMVms0GtVsPn83EgICUMk1W2VCpxM0Lpt+SqIOGuQCBAf38/5syZA5fLhWw2C4fDwbZdj8cDk8nE64qRkRH09fUx8ZWYKUqlkvU7tAqj6cPAwABbkgUCAex2OyPPadqRTCZ5CiEUCmEymSASiaDT6TjXp1gsYnh4GLW1tTCZTJgzZw4qKioQDof58eVyOYyOjqKhoQFtbW3IZrMMSCoWi/B6vZiYmIDZbGaRcnt7O9xuN7q7u7kBmjlzJqqrqzmlWqvVsl6joaEBAoEABoMB6XQaExMT2LRpE9rb2yGVSplwKhAI4HA44Ha7IRKJIJfLUVNTA4PBwHbucrnMzp7W1lY0NDSgXC7D6/UyU6RYLEImk6GtrQ1jY2Pw+XwQi8WYOXMmC7sdDgfrTag5kEgkDHyj+zI6OsqBZ+Pj47xmM5lMfD/mzp3LrB1iYlBjUl1djcrKyilJ0TSZotesqqoKHR0deOedd5giazab0dPTA7lczvqZr2uSM0KrR6FQiHfeeQdXXnkl7r333k+sj/F6vXjnnXcglUrx7W9/+7O8ux9bgUBgSg5SR0fHl9ql0tzczFNGKoPBgMMOO2xKgzExMYF169YBmNRZPPXUU2ygqKurw9atWwFMak7uueeejxUDz507F5dffjnuuusuzlRaunQpWlpaPvsH+TnX008/ja1bt0KpVOLGG2/cJ1bJ7nXwwQejpqaGIYOUXCwWi3HttdfitNNO26dmd79uUCwWC7LZLDthyKGTTqfZ1UNNSS6XY/w4sSz8fj+7HQ488EBmpBQKBfT396NUKsFut3MDYbfbkc1mIZPJIBQKeZqRz+exY8cOVFZWMgkym82iVCrB5/MxmZb4GuVyGdu3b0c2m8Whhx7KfA2hUAifz8duFZFIhNraWkilUvT39yMWi0GlUqG6uhqpVIox2E1NTTjrrLN4zE9jNhI7kl2ZViz5fJ7dJqQxSaVSyGQyzG8xGo0Qi8Xo7u5m1w+tZEjoSPZiasocDgcH2qlUKoTDYVRVVUEqlXKOw+66CVqJUIOpVqsxMjLCF/KDDjqIWTDEJUkmk1iwYAHWrVvHhF+Px4PBwUHk83nWloTDYbS0tLAGhUBxpJ0pl8tsG1epVGwtJ6tyU1MTQqEQxGIxxGIxampqOAtIqVRCIpHAbrejUChg/fr1PAXx+/2w2WyIRCKw2WxIp9OQSCSoqqpCd3c3tFot8vk8dDodjEYjFAoFJiYmkMvlEA6HoVar2cIdCoUwe/Zsfp8XCgVG1yuVSuYM0OtL4+yWlhZUV1cjEolMWeFQAKVOp2Og3ujoKHQ6HTfAlCJdLpdxwAEHoK+vDyqVChaLhZ+fWCyG7u5udHZ2fmF/+1+m2j008Sc/+QleffVVzho64YQT9vn2otEo/vKXv2B4eBjHH388DjvssM/y7n5sPfbYY1Oaz49zEH3ZyuFw4E9/+tMe8QrRaBQ/+MEP8Oyzz6JcLuO0007DRRddhP7+fkgkEmzduhVqtRpLlizZq4mVRCLBkiVL8Morr6CzsxMrVqzAmWeeiZdffhnV1dWf18P7XIoEwRdeeCF+8IMffOLbWbp06R5p2sDkNGv16tVYvXr1vq2NPvE9+RJUPp+HVCplqiuNxjUaDZLJJNLpNDM8iOugUCgQDAbZLUCjqO7ubiQSCabDTp8+HV6vF6tWrWKeSl9fH6qrq5nRYTKZpvAb6CJJJ2IK6bPb7YymJ3KozWbDjh07GEhGrhWKsyf8PXFQSqUSGhsbMTY2hvHxcaaPDgwMQKFQYNq0aRx6VywWsWnTJgwNDSGRSKClpQUOh4NFvfQc2O12XvUYjUa2fdKYkiZPiUQCWq2WoWxkoQbAKx4SeZbLZahUKgBgh004HMbIyAgn8tJkQSAQMNuEAGx0MbTZbLw6oWkErVHsdjtmz57NRMuWlhbEYjEOACQOCQlBKZyREovz+TycTic3IjRJoQlZdXU1qqursWPHDjQ0NCCbzfJUbf369Zg9eza2bNkCr9cLl8vFAmjinYRCIX5OyflDVmEKBZTL5UwJLhaLnGhMtuhSqYRisYhdu3ZBq9WyK4rE3NS00uvj8/l4QqTX65npkkqlMGPGDFRUVDA4j55Dn88Hu93OoYDvvfceGhoapuD5a2pqEAqFEA6H2dnW19fHuqPdiaVf1aKpIQDMnDkTF154IY499lhccMEFeOSRR1gI/GFVLpcxPDyMFStWYMeOHXjllVfg8XhQLpexePHi/+rawOPxYOXKlVO+tmDBgi+dtfiDSiAQ4JprrsHll1/+gTA7nU6Hhx9+GO3t7XjkkUfw4osv4v3338cDDzzwidw+wCSL6+mnn8aZZ56JHTt2YMeOHdi1a9d+0aCMjIxg3bp1WLt2Lbq6utDU1IRjjjnmU03L9ibhnFbLe1P7dYMiEAh4LVEoFCCTyZDNZnk/7vF4EAgEIJPJOG02l8sxIpzCzwh6RRfJpqYm2O12TgqmfJKqqiqk02kMDAywxkWhUCCVSsHtdrNgkZKTidba1NTEwCiXy4Xh4WHE43E4nU4MDw8jGo1y80QiWJ1OxxdYm80GrVbLzYdAIIBYLEYoFOIx/+joKOrq6pjUSidtWtkQhyOfz8NutyMSicDv97MjiC6shHKPRCKsM5FIJCwWpUkVpf6Gw2EWAXs8Huj1eiaikr4nEAiwo6ayshITExOsU4lGo9xoUs4LNYDEKAmHw+ju7ubnJxKJoK2tDc3NzVi1ahU2bdoEsViMyspKzJw5E7lcDmazmd1TtPrzeDzsoiGQHTFCCoUC/H7/lLDG6dOnY3R0FLFYDE1NTRCLxYhGo+zjFwgEyGazqKyshN/vZ/JqNBqFwWCA3+/Hrl27mFPj9/sRCARgMpngcDjYBl0ul7Fp0yaYTCaoVCrWTtHzRO8DpVKJrq4utiJTU9Td3Y1wOMxhf8RBIX1UPB7nNZdGo4HX60VlZSUHZ9JzRKnP06ZNQ0NDA8bGxlhYTfC+iooKzhMaHx9nyNxXuf4v12HGjBn46U9/iptuugnf+c53cPTRR+OCCy7A0UcfvQd1NBqN4sknn8QvfvELhhQCk8GCc+bMwQEHHPBfexylUgl33XUXrzqAySn1pZde+l+7D5+mhEIhzj33XLhcrg/9HoPBgOuvvx5XX301VqxYgR/84Ae46aabPhURtqWlBVdddRUuvPDCT3rX/+u1a9cuHH300QwvBSadcr///e+xcOHCTyz8NRgMnNj+YfVx/757fXkXi3tRBOiiDBiapFC+C7lVrFYrVCoVNm/ejFKpBL1ej5GREXYtUGx9uVxmgWGhUEB9fT2sViuSySTWrl2Ll19+GYODg5BKpeju7sbWrVvR29uLbdu2QSAQMB9lxowZaG9vx/HHH4+FCxeyFTqbzfI0hKYlZPXNZDJsh00kEohGoyyO9fv9kMvljBonJsjY2Bi7S/r6+ljoOTQ0xCdeWk8QJC0UCqG3txfRaBSFQoE1C4VCAVqtFpWVlfB6vejo6IDf78eRRx7JmTFCoZAjA2jaQKwPn8/HYYUkIKXpSWtrKzM3stksN00kGC2Xy2hubkZtbS1kMhnUajWqqqq4GQMmHRyUskt0VbVajcbGRtbt0Osfj8d5FUe/jzJt+vr6sGLFCoyMjPCqi1aDM2fOZMcLuVl236n29/dzMCO9z8rlMiwWC2pra2EwGBAKhTAwMIBwOIy+vj4mFyuVSmSzWVRXV8PhcMBisfDrKZPJYDabEQwG4Xa7sX37do4DoABJggdSc93b28sMlnK5zInG0WgUbrcbW7ZsYSE2kV+Jy1NXV8fvValUyo0knTq3b9/Oj1MqlbIovLm5mQnHSqWSE0y/6nXWWWfx+1QkEkEgEODqq6/GXXfdBY1GgyeffBInn3wyTjzxRLz++usMh3z99ddx2GGH4ZJLLkE4HEZ7ezuuvvpqrF69Gu+//z6ee+65KQL3z7vi8Tiee+45/m+5XI7rrrvuSy+Gdrvd+xRcSXymY489FrNnz0ZfXx+WLVu21xfNDyqaKH/Zi6br1113HSe97/5va9aswQMPPPCJnotgMIi//vWvH/mzQqFwnxq5/eNZ/ZAaGhpCRUUFZDIZgsEgwuEwX8jJMkzNSSaTQUVFBSorKzlBN51OQ6vVIhAIIJPJYPbs2Vi/fj3S6TS7MWgSkE6noVarOaiOcnYIZ6/X61nnQCfz6upqXu0kk0kewW/ZsoVzaWgqQNoUjUaDxsZGrFmzhk/kHo8H2WwW8+bNw7p161gXodFo0NfXh9mzZ7Ntluy1JOQlDHo4HGZ7cFVVFdtlzWYzrxTIrkprqurqatbDkGuGJiwSiWSKRoPYIzNmzOB1WjgcZhsuTUqy2SxmzZqF8fFxjI+P4+CDD0YsFkM4HOZwPr1ej1gshlAoBIvFAqPRCKVSierqasTjcWi1WrYgEymVGC9qtRo1NTVQKBSIx+N8n6kZEgqFzKBRKpX82lMCJ7mXhoaG0NzcjEKhgMrKSoRCIRZaU+bSyMgIrFYrenp6kEqlmK5L2pdEIsHY+Hw+D5fLxWGVfX197Jgql8toaGiAWCyGTCbj5pK+DkzSYsvlMhQKBbZt28a04WKxCKfTCZPJhL6+PojFYtYi1dbWct4QvZdJbExUYZfLxW6jaDTKlmuRSMSrR6VSyeRecrKJRKJ9shn/L9cBBxyAadOmYWhoiEf7IpEIP/nJT3D00Ufjtttuw8qVK7Fy5Uq8++67bAH2+/1THA0/+tGPcNFFF30hjwEA/v3vf3PwolAoxG233YbFixd/qQWywCT7JJVKQSAQYPPmzWhvb9+rn5NKpbj//vsxd+5c/PSnP8UhhxzyianEjY2N0Gq1n1ta9qcpWvW+9tprWLlyJV544YUpa5aFCxdy3k4ul8M999yDE044ATNmzNin35PP5z8W6nbBBRfgN7/5zcdiB6j26wYll8shm83y+oIsrOQ6oKkAhdjNmzcPEomEha0KhYLDrxobG5FMJrF161bodDrodDoMDQ1BoVCwHkSlUkGr1SIUCsHr9QIAN0FEgCXPfT6fR09PDwPCyuUyQ+Qo0ZhyYkQiEachU8LwYYcdhlWrViGXy6Gurg6hUAhvvPEG3xf6Q7Db7Zg2bRp8Ph+cTifrV0jAqtfr0dfXxyTcWCwGsVjMOg1KRqVU492dNJScajQaeR0hl8tZ0BqPxxGNRjE+Pg65XA6Xy8X7clLGE9ZfLpcjm80iGo0yI4VWZDSxou8JBALQarUs1BWLxVAqlTyxIRtsLpfjqU2hUEAkEkEwGGRkPyVx6vV6zJkzh4Wn5IgJhUIMRBsaGsL4+DjfvkAgwNDQENusrVYr24VJXEsRCdQQmEwmtunmcrkpVuNMJoOxsTG2+pIOZnd9jcFgmOK4icfjsFqtGBoawujoKK+35HI5mpubIZFIeBKUy+Wg1WohFAqRz+cRCATQ2dmJhoYGJoDScyWTyVBZWcnTt0gkwuLXiooKpFIpXi0B4CbP5/NBoVCgurr6S8vF+CJKpVKx82Pjxo1TghlnzJiBf/zjHwgGg1i+fDkefPBBTExMIJvNTsnM0el0mDNnzhdw7yerXC7j5Zdf5hO1RqPBKaecsteQri9DlctlvPfee/t0Qt+xYwey2Sxmz57N9ORPUgcccADOO+88PPTQQ3jppZdw5JFHfmGE40AgwK6yHTt24N5778WOHTsQj8enTEyASV7O7bffDpvNhl27dmHbtm3wer04/fTTcfXVV+MHP/jBXk2HgsEgLrroImzbtu0jv++YY47Zp8+O/bpBKRQKGB8f53RgmUzGQXCUebJ9+3bY7XaYTCZmeBCRU6VSoaurC4FAAK2trSiXy5DJZAx+s9vtqK+vh8lkwvDwMHQ6HSwWC8bGxuB0OhnyRePdyspKWK1WHHTQQRgfH0cmk8HIyAgTHQUCAYs0y+Uyn0hJKEsXEMLrk14gEonwCbdYLMLhcDBYLBqNIhAIQK/X8wRk06ZNrMsxm818+4SHt9vt8Pv9SKVSkMlkmDVrFiYmJnhq0N/fz5OXpqYmSCQS9PX1QSAQ8GSCcl0Ie04k01wux1MCyo6hEMD6+nooFAoIhUJepZFwlC6UZN/ene5LBFepVMr3i/D9iUSCEfnENlGpVAzh02q1MBgMiEajsNls/CFEmgqiqbrdblRWVjIAjTglNDkKBoNQKBSIxWJ8XyORCMRi8ZRTA1FyTSYTc2lIUwOABbJkXSckv1wuZ0ovCYMBoKenB6FQiPVABFejEyNB++h9USgUMDg4yM/xjh07OL2ZGqKKigqeipHriiaJfr+fJ44UEUECXrIoa7VadhJ9XZMrg4ULF+KPf/wjHn74YVxwwQVTXCAUyXHVVVfhe9/7HudRpVIpdHR04Prrr4dKpfpCVynlcnnKxWX+/Pk8vftfrVwuh3vvvRfZbBbXXnvtp2pQxGIxbrnlFqxYsQJ//OMfIZFIcMcdd3ymAudYLIbNmzdj8+bNTMxtaWnBiSeeiGAwiEceeQSlUgm9vb3o7+8HABbb714UPnrHHXfgkEMO4UnJrbfeim9/+9s84f3JT36CFStW4KqrrsJBBx30oULpcDiMe+65By+//PJH3v85c+Zwttbe1n7doJD4j/QHyWQSw8PDkEgkaG1thVarZdqpUCiEw+FANBrFjh07YLVaIRKJ+MRaVVWF/v5+ZLNZRCIRSCQSjI2NwePxQKlUwmKxMF6eLkok+KScF1rXkCCUeBbhcBixWAwikQg+nw8HHHAAxsbG4PV6kc1m0dPTg5kzZ8JgMLCWY9u2baipqYHNZsPAwACCwSB0Oh1rEki8SsLX6upqeDwePpXJ5XJoNBqkUikcdthhkEgkCAaDcDqdCAQCHIJXKpU4v4WmJESOJHFuLBbjiYFSqWQuiMvlwvbt2yGXyznPiBoD4pTQZOTQQw9l3QvpbMRiMcbGxmC1WtmhQtMLtVrN0yu6ICaTSRgMBuh0Omg0GqhUKsTjcYyMjHDzotPpsGPHDn7uvV4vXyyomZRKpSgWi9Dr9ejp6eGJkEKhgF6vxzvvvMNaHrVajeHhYc4hIs2KUqlkxws9NyMjIzj66KMBTP7RhsNhJhITgM5qtSKRSCAQCOCxxx5DOBxGIpHgUEexWIxAIMCPbWBggFdUuzdCBoMBExMTU+Bt1IQEAgEkk0le0wwNDWFkZAR1dXWor69nvZPNZsPExARPgkhITIAxioqg+0jaE5/Ph+3bt3+hJ/4vWx1yyCHMidm8efOHOnfMZvOUCyFNXP1+P1asWMFhiV9kCYVCtLW1fdF3Y6/rk4pbi8UihoaGAOAzWWNZLBY88cQTOPXUU/GXv/wFV1999WeSXxSLxfD666/j0UcfxYsvvjjl3/71r3/hrrvu+tjbkMlkqKqqwtFHH43zzz8fZrMZzc3NU77nxBNPxCWXXIJ7770XwGQD98wzz+CVV17BAw88gPPOO29Kw0VTt2uuuQa7du36yN+vVCpx/fXXw+VyfXVAbQTOouwSci50dnaiuroa6XQaQqGQM2/q6+tZKEi6ErJbisViWK1WaDQajI+P80qks7MTNTU13OzQyoEuEB0dHVAqlQx4a2xs5KbHYrEgk8kwxyISibCQ0WAwwGAwwOv1wmq1AgCf1IlHMTo6iqamJsyYMQOFQgHvv/8+yuUyd8B00qZTLmlPaHpCp2ulUskUVrrgkyYlFotxRgdB2PL5PMbGxtDS0oK5c+fipZdeAjCJn7fZbExH9fl8qKmpQTabhc/ng9VqhUQigcPhgFqthsvl4ukOrSyI9mowGDjskGBmJMZ0u93Q6/U8ORkZGeF1FF2UnU4nf9Dr9XrIZDJUV1fz6oosz+VyGe+++y6v9ygUklY9FGUgFovh8/mYMzMyMoLBwUHmhKhUKnR0dLAjR6/X88SJlOvkniLaLOmRKHCR1kjJZJI5OfSaTUxMQCAQQK/XY9asWYhGoyyUppVKLpeDyWRCNptlmzbZ1gkORZqpVCqFdDoNjUbDK8++vj5uPmlNRkGX9Fw7nU7OUCJx7u6rKgIctre3fw1q263eeOMNeL1e1hHtbblcLtjtdni9XoTD4c/xHu59tbS04Je//OUXfTf2ur71rW/hrrvuwsTEBLq6ujA+Ps4hsv/tmjt3LmbMmIHVq1fvQbb9JLV582YsWrQIXV1de8WjIRE9MLm+IRrsUUcdhZkzZ37klEgoFOLYY4/FCy+8gFwuB5/PxxDPyy67DC+88AIefvhhli10d3fjRz/6EUZHRz/yPjU0NOBXv/oVDj300L181P+p/bpBMZlM0Gg0iMVizH8g4BRNCABw9ohQKOQcmGKxiGAwCJPJxOAqErcCk9Hj4XAYzc3NjFlPJBLo6elBfX09j9ebm5uZaBsMBjFjxgzodDpeK+h0OhZJ0tifdoFisZgvgGQVpostrQS6u7tRUVGB6upqLFy4EG+88Qb6+/tRWVkJh8OBcDjMKw0i6Op0OiQSCaaSErCO3DrRaJSnFHThJ9cNNUdarRYVFRXYsWMHhoeHIRaL2UVCF/l8Pg+RSIT+/n4OpKNGjMSjxOMIh8Mol8uoqqpiO7NKpWL7KzD5x0ViYmo+SaQbDAY5g8dut0MoFLJdLZFIMNelXC5zQrTZbGZeiEAgYJU6RcZbrVaePLS2tsLn82FwcBAOhwMajQZbt27lKRNNtiorKxlwBkziyI1GI8PQyCpKehHSGg0PD/O6rlQqwePxoLGxkVcnwORpurW1lWFt8+bNY/FuMpnk1QytAiORCLRaLWcQOZ1OjI+Po6WlBY2NjRgfH+eGNxQKMc+EAuQCgcCUNOxAIIBwOIyKigq2q1MkQTKZZL0M0WtpHfZVr3K5jH/9618oFouYMWMGDjrooL3+2ZqaGjgcDta0fVFFmWQSiQTnnHPOp8b0/zerpqYG3//+9/Hb3/4W69atw/nnn4/ly5f/Vx1Q/7fi8TieffZZ/OxnP5vy9VQqhf7+fohEIjQ3N3+kxmfLli349re//YHgs93LbDZj+vTpOPfcc1FXV8cHTtLu7UudcMIJ2L59O0qlEv71r3/hxhtv5JiTF154AYFAAC0tLSgWi3jttddYVP1Rlcvl8Nprr+GGG27AEUccsU+MmP26QclmsygWi3C73SiVStiyZQsEAgEaGxs5GDCZTMLv98NgMDBXg4SGFDRoNBqxdetWFhY5nU5YrVZUVFRgfHwcOp0O0WgUo6OjbOOkQMBCoQCHw8GaCEosJneJwWDgHJZ0Oo3Ozk5UVlYCmJwAabVaZLNZRvMD4CaCxv3xeByjo6Ocmklo81gsBplMBofDgUAgwCnNZAdWKpWcD2QwGDA2NoZ0Os37b5PJxLA6ynvx+Xw8dhaJRBAKhTCbzQiHw6iurubcGnKC1NbW8pqIViSkQ9FqtfxBR9OtTCYDqVTKTVhNTQ1/MDocDm4GKKF5+vTpbJcFJj9I9Xo9h95t3rwZPp8PQqGQ84xmzJjBDRA1Y2SPpclCIpFg9xIJh00mE5xOJ8RiMTZu3MhsHaPRiFAohNraWg6GJHsuTUcikQi7hDo6OphzIpPJ0NXVBa1Wy2JcYJJ2ubtIGADbz9VqNTtw6DXQarWQSCRsmx4bG+Omc2JigqeEEomE143UuJLjZ3x8HKVSCdu3b2dOCwlrI5EIv+7EqDGZTCiXywiHw7xWBMDao30hQv4v1wsvvIDnn38ewORpfl8mKEKhEKeddtpHBt79N2rjxo3YtWsXnE4nrrjiiv0CzEYlEAhw/fXXY3BwEE899RRWrFiBP/3pT7jppps+8ufWrFkDr9cLlUrFU4FPW6VSiQ9cXV1deOSRR/DYY4/x16LRKDZu3AiJRIKDDz54ysrEaDTi/PPP53XTPffcs0dzIhAIUF1djebmZjgcDpx99tmoqalBQ0PDZyJopmk2AHz3u9/FvHnzcMcdd+Bvf/sbyuUy1qxZgzVr1vD306H/o6Y7IyMjWL58OQDgH//4xz6RiffrBoVIsRKJBCqVagqjQSgUYuvWrYhEIrxqyeVyKBaLqKioYB4K2X3lcjk6Ozuh1WpRVVXF0wFClFMQYS6XQzAY5DWHUqmEy+Vi1wgFENbW1jJh1GazIRQKQa1Ww2w2s9CTQvko+0an0zGFlHQH5KAhMBY5esgm2traCplMhlwux/wX+p1WqxVarRajo6OwWCxwu938B0GnX+J4kAiT6LSEsN++fTvi8ThTWoPBIPR6PaczU1AgPcd0cSS9B002dDodstksu1lqampQKBTQ3d0Np9OJnTt3Qq1Ws1YonU5z+GChUEBzczPnJdHzTVlEuVwOs2bNglKp5A8as9mMVCrFF3hyJ7lcLtb/qFQq2O12dHd3QyaTYd68edxEjo2N8fulr6+PJ3O0cqK0Y9L2AJMaF5lMBovFwuJopVLJWhsSoM6ZM4f1K+l0mtc9dIpVKpWQy+W8vlEqlbxeoRWCx+NhGzP9HdCUkF5XpVIJgUCAadOmYWxsDDNnzkSxWMTY2Bi7pCihmcIIu7u7+WepaSFcvlAohMVi4WTreDz+3/6T/9KVz+fDzTffzOTdTyIspRPlvrA8PuvanV2xPzUnVBqNBr/85S/x7rvvwuv14rnnnsMNN9zwkdoSeh+3trZ+JmGIkUgEV1xxBVavXg0AWLZsGZYtW/aB31soFPDWW2/t8fXHH3/8A7//gAMOQHt7O+rr67Fo0SKerH7e1dTUhCOOOAJ///vfMXv2bPzxj3/cY7o2OjqKp59+Gq+88sqUDCeNRoODDjoIV1555ZR07UceeQS/+93v9ur379cNislkQjqdRk1NDfx+PyorK5nwarPZ0NvbC71ez/wRg8HA2TDBYJDdNERazeVy3CDodDqk02lYLBaIxWLs2LEDg4ODqK2tZX2E2+2G3+/Htm3bWKhFF/N4PA6j0Yh0Og2RSAS1Ws0nbjphzZw5E+FwGK+99hr8fj8UCgW0Wi0aGxvR0NCAjRs3Ynh4GPl8Hn6/HzKZjO/TxMQEIpEI230jkQgqKyuxevVq/qMk/YdGo8H27ds56TibzTIILZ1O85SosbGReSXUJNBUqb29Hb29vUgmk8xtSaVSjFUnDH0gEGAXFGXi0MqNBJ0ulwsGgwFmsxlqtRq5XI5FsyQqzmQynGmTSCSY8VJRUYHe3l6+OGYyGXZCORwOdgKRlU0mk6GiogJ2ux1utxt9fX3skCoWiwzWE4vF6Ovrg9vtxoYNG7ihpKRganqTySQ0Gg0Lb2lqQXZxyndSKpXI5XIYHBxkfD1l5FDaMb1+AoGApxbEiqH0bLIFlstl7NixAwqFArW1teyMSqVS/F4VCoVwOp0MZQMm04eTySRsNhs3qnV1dTwVpNgFam4qKioQCAR4ykbuKcLj03MrFAq/blAA3HXXXex+OfHEE3HKKad84tt65JFHcMkll+xX1t4vU2WzWbS0tMDr9cLr9WJgYOBDG8ZyucxTL8r8+jT17rvv4vbbb8drr732gaAy0oJRxePxvdYc1dTU4I477sA3vvGNT3UfP0kVi0W88MILEAqFuPLKKz9wfdnW1objjz8ebrcbTz/9NHK5HKRSKU4//XSeEu9eN95441ejQXG73aioqIDL5eLAOwqhM5vNqK+vR29vL2KxGORyOcxmMzcPNPan3JG+vj7odDpubjo6OpDP53HEEUfA5XKhr6+PYTwEeSOFdiKRQE1NDTtK6P9PJBIYHx/nMRhNCEhDQLkvFRUVzPKgLCCRSIQDDjgAlZWV2L59O4LBICwWC2fppFIpVFZWYuvWrXA4HJg9ezYj6SORCOrq6liTYrFYMDg4yKF0xDah6QYFD86fPx8ej4fvE91XjUbD6beUO6LX63mtQCM7kUgEs9mM/v5+RCIRKBQKziHy+/28SiKqarlcZitve3s7lEol+vr62AI9NDTEvBQimxqNRvj9ftTU1LAmiMizNLWhlQm5ioD/BJ7NmzcP9fX1HPSYSCSQSCTgcrmwefNmuN1uWK1WNDY2QqfTQSgUoru7G5WVlZDL5TAajTzRIWcWNaKJRAINDQ2M9yedD1m5iXMTi8XYhm6xWGA2m1m3IxKJGJhGmUVOpxPhcJinNt3d3ejo6GDbuslkwvTp03napVQqkc/nOcmbAG00IbNYLNBqtbxSI5sxvSc0Gg1HGACTH1Ktra0cI0FI/i+K8/Blqt1dgscdd9wnWnvp9XpIpVIEAgGG931d+1aZTAZXXXUVTyUI9PhhJRAI8K1vfQvPP/88DjzwwE/s4slkMvj3v/+NSy65BOPj45gzZw4WL16MJ554gtlWAwMDuOmmm3DUUUfxz/X29qKjo2PKba1cuXKPAM66ujrcd999X4jot1QqYenSpXjllVdQLpenZE793xIIBKitrd1Dc/Npa79uUPR6PRNLKakYmOykh4aG4HK5MDIyApVKBYfDAZ/Px+4H0gckk0kW/olEIqTTaXR0dKBcLmPatGmIx+Nwu938wU8jb7lcjqqqKj7hklXW7XbDYrGgWCyyPVckEqFUKmF8fBwOh4NdExT2NnPmTAwPD8Pj8cBqtaJcLrNAUSKRQK1WI5/PszpbrVYzc4SSmNVqNQPXCB7X0NDAtEqj0chYfUrN1ev1fHIniiuB2GilUCwWeQ1VUVHBOH1a9ZTLZQwMDMBms7FmZsaMGZxKTLZlq9WKfD7Pp3SlUgmFQgGTycSvA+mGKGemWCxCLpdzUrJcLuep1cTEBBwOB6/4SE9UKpU4k4ZC/tRqNadK19fX83oom80iFAph27ZtWLduHVvxGhsb4XK5OJ+HqKk0gnc6nSwuzWazMBqNEIlEWL9+PTu06D0CTPJxbDYbI/Ipt6hYLLJOatq0aaiurobb7YZIJGKiLz0HFAoJgC3DBPsidxY1FsReoddNIBAwoZd0KxT86Pf7kclkWANlMpkQCAR4fUnMF7PZzCsjq9WKeDy+h03xq1wCgQCPPfYYnnvuOQiFQlx77bV7feI96qij4HA40NfXhw0bNrDz4r9ZTz31FIDJKdD+yLfx+/1TcqGOPfbYD8wxSqVSuPXWW7F27VoccsghAPCJ3Gi5XA6vv/467r77brz33nsolUqYO3cunn76adTW1mLRokUA/pM7838boNmzZ2P27NlTvnb++efvMX2h69V/u0qlEu677z784he/QDabBYAvJHdrv25QBAIBmpubOaRPJBJBpVIhFArB4/GgtbWVbb8ajQbBYBDBYBBisRhmsxn5fJ5H9vl8Hi0tLejr60M+n4dAIMDIyAj6+/shk8kQjUbZwjs8PMwJuAS0ymQyPDbfvHkzDjzwQMTj8T2w8Dt37oTT6cTY2BiLP+kkSujyWCyGhoYGTsKVyWRsKaUkW3LnVFdXMx9lzZo16O3tRUNDAzKZDBNzCQVPtFNqnGQyGYf0HXXUUejo6GCLbnt7O0KhEGfEkHaBxv51dXUYGRmBw+HArl27OMCOSLAajWbK/aaLPOH3/X4/GhoaIJfLUSgUIBAIWOORy+V4GkKZQxRQR7CyRCKBgYEBzo/ZuXMnqqqqYLFY2DZMj4VWLuRESSaT2L59O4aHhxGJRJDL5WC326HRaBiuRicwYq+8++67OP744zkgkfQnBoOBoYAzZ87ktRQ9zzqdjnVEJKymsEehUMgrIpVKhdHRUZhMJnZOkS2arM9r165l7RI1JwTiI/oxCWlpukO6I7lczqsaCjQEJtekBP3r7u7mqaBUKuWJHGUkCYXCKc6Ar1c8/6lisYi1a9fyaq+zsxOPPvooFi5c+LE/q1KpcMYZZ+Duu+/G1q1b/+sNSl9fHzcodrt9v1wxVVVVYdasWRgbGwMADA4O4k9/+hNOOukkuFwuJJNJvPTSS7jnnnuwadMmFItFXs09+eST+NGPfvSxxNRyuYy3334bnZ2d+Oc//4n333+f8e5XX301LrvsMrbx7t6Q7G2D8UU1Ix9Ub7311pTm5Iuq/bpB0ev1PMaPxWJMTiW9w+joKNtiKXV2dystXRgSiQS8Xi9/jdJ+iZYaiUS4CaCLss/nQzgcZtuwQqFgp47b7cbBBx/M940AcWQlzGQyEAgEiEajkEgkaG9vh8lkwssvvwyPx4NMJsPW3mg0yjky1dXVLLiUy+VwOp2oqqqCQCDAe++9h3Xr1rHOhqYsDocDYrEYqVQKyWQSer2e4wEovI60OkajkfkmlNBMIlilUgm/38/PBzUfDoeDdT0U5Ecf0vF4HBaLhdkdpOkgxxPpewhRn81mUSgUmJtCExCPx4OhoSFmgRDXhZ4fakbIpUKvo0QigdFoREdHB8xmMyvoBwcHWR1vMplQU1ODtrY2lMtlXhGSayWdTjNxl+zRuVwOBoMBiUSCJ1K0KqqqqkJNTQ1SqRS8Xi+7ZNLpNLZu3Qqj0YjKykqoVCrOI5JIJJx/o9FoEAqF2GpNgZGUP0QiWrJvazQaOBwOGI1GhtwJBAK2rovFYnY+kZWeODgU+EirH4FAgOHhYSbIVlZWorq6mu3YIpGIJy8bNmyYgmr/qpdAIMBpp52GJUuW4J133sEtt9yCSy+9FGvWrPlYhwjxbwDgzTff/MzH5B9VY2NjuPvuu5k2TRbV/bGOO+44bNy4EX6/H9u3b8fll1+OW2+9FWeeeSY2bNiATZs2TXnP0gpo586dWLp0KS6//PKPJL+++OKLuPDCC/nn7HY7Lr30Upx44omYNWvWfhMYuDf1wAMP7NGcrF69Gi+99BJOOumk/1ojtV8/owRpI60FXfhVKhUn51J4oNfrhcViYfEj0VSJAkoTFafTiaamJk6+JecEjftzuRw8Hg90Oh1fEGw2GwfIUSZMOByeYuE0Go2Ix+McHmi321EoFBjprtfrsWDBAqxcuRITExOcI0RrBavVilwuh/7+fiQSCRx11FFoa2tDJpPB6tWr0dHRAavVirq6OjQ2NvJFO5/PY8OGDTAYDFAoFJwHA/wHDEd6DEpVttvtjGFfu3Ytj/TJnRQIBBCJRFBVVYVNmzYxFM5ms3HwXzabhVgsxuDgIKZPn87W2OrqatTU1GBkZIQx8uFwmIWnhI+n0D4C43V2dvIOlFYP9PMkQt6xYwcr8xsbGxneR1UsFrFu3TqmydKFnSB8JIgdHR2Fw+FAa2srpzprtVq+kOzOLaH3j91uRywWQywWYxaN2Wye4tChVZ/b7eaJDk2SyA5NYlxqtEiUTK/T/Pnz0dvbi87OThx88MFT1jNEiJVKpfxzmUwG8XicnT65XA47d+7kCZdSqWR9Dtnq5XI57HY7DAYDIpEIRkZGoFareZWlUCgwa9asL/x09UUXvS4AcPTRR2PZsmXQaDSYP38+AoEA/vCHP2DJkiVYtmzZx36gWywW1h+lUqn/yppl69atuPLKK7Fq1SrodDqcffbZU3QS+1v9+Mc/xvHHH4+tW7cCmOSI/Pa3v8XSpUs/8ueCwSCuueYaeDweLFmyZIrjhOrFF1/EBRdcwJ9Vt9xyC4444oj/WZryB2mpNm/ejPPPPx8vv/wyr8c+79qvGxRKfCXOyejoKAdxEYWzWCyirq6OQWrpdBoqlYr1K5FIhE+4TqcTFouFU36VSiU2b97MyHDaD5IQtampCbW1tRgYGED+/2Pvv8Pkrqv3f/ye3nuf3Z3tLZsOIUQTQpMiWBBURAyCinQJoIgiTSnyVkAIoIAfQBSQIohSpIOhpJKyyfY2s1N3eu/z+2N/53yzJIEEQolwrovrIltmZ2dm53le59z34y6V2PEQiUQwPDyMAw44AEqlkic2DQ0NSKfTUKlUzByhrntgYIBtw3SVGo/HsWjRIoRCIQaPbd++HXV1dWhpaWE7rNfrRT6fx4EHHsiahvr6emZkEHSORv1ut5uziGw2G9RqNa+hiGlCzdbcuXMhk8nwxhtvsEsHmLbUdnZ2QiwW44knnmDmBrmZVCoVmpqakEgkeBLicDgY5z579mzOieju7kY6neYpCyncBwcHsWDBAhiNRpjNZhQKBZ5UkA3WYrGwcJkEoQMDA9wM2e12OBwORCIRbN26FeFwGN3d3UwNJgIwPV6kvamrq4NAIEBDQwMKhQLfPlmH/X4/dDodP+fEAkgkEmhpaWGbOlmLNRoNpziT04t0PcRhEQqFDL1LJBLsPqLnZWJiAsPDwwiHw6jVahgbG8PU1BRPxoRCIebMmcOanB2pkTR9otyjSCQCl8vFWp9MJsNCc3KcjYyMcAzCggULOGaBVqAkEP2sFgV4CoVCXHjhhTP4Qeeeey7+8pe/oK+vD7Va7X0blC9/+ctQqVRYs2YNfvvb3+Lqq6/+yO53Op3GBRdcgMceewzZbBYHHnggrrjiCnzlK1/5yH7mx1FCoRCdnZ2sjdJoNPjtb3/7nt+jVCpxySWX4L///S9uueUW/Oc//8Hll18+Y5Ly7LPP4rHHHmO20913341vfetbH+nv8knX73//ewSDQTz//PMzLvLoff3jqv2+QSGLK6Xnbtq0CblcDna7HW63m68CyYpKdFJac9BkhFYtBOoSCATYtm0b9Ho9otEoNBoN02NHRkaY+Eosi76+PsydO5cj7Mk54ff70d7ePsN6mk6nIRAI0NXVhVAohGg0iqamJnap0ApHr9ejp6cHgUCADxuHw8Grh2g0ing8jtbWVtTX13MDIpFIEAqFUCgUEIlE0NjYCLVazcJLr9cLi8WCyclJGAwGJJNJTE1NoVwus5OE7L+UuKzVame4niiwrru7m3U2/f39EAgEMJvNnAbc1dWFVCqFbDaLjo4Oft4IpEYiMmK9kMC0paWFJw7RaJQzjhwOB6/UKABxx7WKx+PBtm3b+PmjbKC+vj6EQiHMmzcPHR0d7KyiCRj9W6vVIpfLIRwOw+PxQCaTQa/Xc+AeTeZUKhWveggXHw6HMTIyAp/Ph46ODoyOjvLKiiZSIpGI6bd0tUwrONKQlMtlNDQ0oLGxEQMDA6yliUQi8Pl8CIfDM0iv9JxT3AG5wqxWK5qbm9kdVSwWuTmn/CGr1QqBQIByucwhm+TAIlItrUgDgQAj7ynI8rNeZKd/Nx2TaLzBYBBer5e1UrsrrVaLjo4ObNiwgYGMH1U9++yz+Mtf/gKZTIZVq1bhO9/5zmcSuqdUKnHzzTfjhz/8IfL5PM477zzcf//9OOWUU3b6WqlUiqVLl+KSSy75UFby/aWMRiMefvhhPPXUU7j22ms5a4ecjB9X7dcNCtkdyRWh0WgwZ84cbNq0CZOTk+xWaGhoQD6f5/3++vXr4XK50N7eDqlUivXr1yMcDjOe3GAwQKvVMvQtHo+jUCjA6XRCq9Vi7ty5qFQqGBsb4ytih8OBwcFBKBQKdtfQdISAWxaLhW+TAFt00A0MDKC1tZW1AhSQZ7FYeL1D049arYbJyUlMTEygsbERX/jCF/hgkclkjIbfvn07VCrVDJbF+Pg4i3rFYjFbjkkwLBQKIZPJMDo6ylfWtVqNuSjE2iDLMn0drTEaGxtZoEkrhubmZnY56XQ6xrRns1mUSiUUi0UWGKtUKn78C4UCent7kc1m0dnZiaGhIcRiMbS0tHDqr0QiQWtrK7sg2tvboVKpsGnTJsjlcmzYsAESiQRNTU046qijeKVBkx7it4jFYmi1WoyOjvJjTU0QiXUrlQomJycBTOufKPSPHFQymQwLFy5EPB7n371UKkEmk6G3t5cdUrNmzWJCL4Ha6GtdLhd0Oh3Gxsbw2muvMb3V5/MxJVatViOdTvMqUSAQMFulUqkgn8+zlbpUKiEajbIbSiQSseYlnU4jmUzytM5oNHLzS7oV0sYA4KgDohh/1icoVIsWLcKsWbNmfEyhUGDx4sV48skn8ec//xlXXXXVe96GVqvFYYcdhvXr12Pr1q38mvwo6o033kClUsGxxx6LM888c58E5X3aqlAocIbYu0sikeCss87CkUceieOPP54da7feeiu+8IUv4Omnn0ZfXx9//ZFHHonDDz8cRx111IzAzv/10mq1OO6442aEEYbDYfT29u7SIfVR1H7doFBAXS6X4ytwmUyG7u5utvBS4BFd0chkMj4kY7EYOzl6enqgUCg4RLBYLLIleGhoiHkcNOIme3MgEEBnZyd6enrw+uuvQ6VSQSgUIhwOo7W1FSaTiVHplUqFUcLkiiDhLY34a7Ua/5xsNos1a9Zg6dKlfAARtG1ycpLTa0kwStj6bDbLgDUK+Fu7di1/zYIFCxCJRNDf38+TElrBUCNHHBLC9fv9flSrVbbA1mo1BAIBDA0NYWpqCg6Hg7UqYrEYRqMRLS0tsFgs7Igigm+pVIJCoeApER2IhOQXCATscKJU5EqlwtoYtVrNEylqIgiVHwqF0NbWhrq6OmQyGXY1FQoFTE1NQalUwuFwsI6kp6dnRjI05SpRQ0dNWz6fh81mQ2trKzuy6H5NTU1xgF8ymWSBbnt7O8bGxthxo1ar0dXVxWtJrVaLlpYWxONxxONxrF+/Hna7nQF31CzEYjGEw2GEQiFuckkzQ9RXuk9z5szhqAGxWMyiaLo9Esba7XYUCgVks1lotVp+XVEzRp/z+XwwGo2QyWSYP38+stksa6f+l0SBH6RefvllXmu+2/kilUrR3d2NJ598Evfccw+OO+44LFq06D1v75RTTsHNN9+Mf/7zn7juuuv2SRLuuyuZTOK1116DQCDAiSee+D/XnNRqNbjdbvz+97/Hn/70p50+X1dXh/PPPx8XX3zxTq9ftVqNH/7wh/j+978/A8dO782fxXr88cexbds2/ncikcB///vfzxuUPSlyLFC6MF1tkqYgFAqxXZTsuR6PB7Nnz0Y6nUYoFML4+DjK5TI7VZRKJdxuN9RqNQd5lUollMtl+Hw+6PV65qVQoF0+n0c4HGYsPoknCb0eCoWQz+c5j6ZWqzGUTSAQoKmpCRqNhg8PjUYDiUQCpVKJwcFBXn2Mj49Dp9MxwGvOnDloaGhgpwa5MwqFAurr61ljIJfL0dXVNWOdNXv2bL4fBA8LBoOoq6tDLpeD2+1Ge3s7C1MJDkdWZTokiQ1D2TqUA0ShepRhRIJhQqtTfpBGo+F1WzabZV1KPB5HOBxmci6xBMiy29HRweP18fFxBu+RdVej0bD42WKxIBwOo1wus0WbsP2RSATRaJTThgFwE0QrPKFQiGQyyU4a+jhpYvR6PZNut2zZws+d2WxmDQu5noRCITt3AHCsATlp7HY7PB4PW7spi2nHVGKv14v6+npOnhaJRAzWGxoaQmNjI0+1NBoN5s6di7feeosJv7QepCtHIhzTVCebzaK/v59XDT09PTCbzRCLxZBIJMzH+ayD2kZGRtjGv6tqb2+HSCSC1+vFAw888L4NSmdnJw488ECsW7cO//rXv/DjH/94n91XunC58cYb0dvbC6FQiPb29n12+59U5fN59Pf3c9rvgw8+iM2bN7PdmEoqleKII47A9ddfj3nz5r3nbX7WG+8da3x8fCdOzBVXXAG73Y6TTjqJ38c+qtqvnwlKMVar1ex4oYNMIpHAbDZDLpdDJpOxwM9qtSIQCLA4kq48ZTIZUqkUJ8MKBALOwnG5XPB4PLyWCQaD0Gg0kMvlMBgM0Ol0KBaLcLlcrNkYHBzE4OAgr6Bo6kKk00QiAZvNBrFYDKfTySm41WoV7e3tmJqaQqlUwuLFi1m4ShZm+pxIJIJAIODHgJgotDagw9rtdkMqlUIkEvFhT2FVtVoNAwMDCIfD2L59OwYHBxnbHovFYDAYmCtCYt2pqSkORnQ4HJg/fz5mzZqFwcFBfsMmh5XNZmPXTalUgtlsxujoKCQSCVumY7EYO3iq1So3KyQmJiQ/NXT0O0okEtjtdo4El0qlTKZVqVSwWq0cplgsFlFXV8e3RxRbep7p+9rb22G1Wvn5okkCAG72CHlfq9X4oCaL9ty5c3kVUqlUGNCm0+mQSqUQjUZZrErk3UKhgM2bN0OtVmNkZIThesFgkH9PmlooFApuEmQyGZLJJNNmqXGo1WrcUHi9Xp7w5HI5tlu/+uqrMBqNmDVrFj/f1IzRupBs5AqFAsFgEIlEgmnIBMD7rFY+n8djjz0GAFixYsUuv+awww6DTCZDNpvdJf783UXkZZrK7atKpVK47777cNNNN2FychK1Wg0XXHAB5syZs89+xsddlUoFf//73/GHP/yBV7+7KqVSCafTidtuu42fj8/r/atYLOLtt9/GG2+8sdPn0uk0fvjDH+Lhhx/GwQcfjGOPPRbz58//SO7Hft2giEQijI2NweVyMQI9n89j3rx5vDIg+x69AdO4jhwXJCacN28eWzPnz5+PSCSCbDbLLBQaaWs0GjgcDkxNTaGvr49tqkqlEgaDAXa7nbNqtm7dCofDwcm7qVSKLamEFafDhpJzq9UqlEolrzHK5TLnufT29rLNraGhAd3d3UxEpcC/4eFhaLVaDucjXQ2RUYnGStwSmUyGjo4OmM1m6PV6eDwe+P1+aDQa2O121rOQ9594L9QcNTU1IZPJYGJiAtlsFnPmzGHXSqVSgUqlYht4pVJBIBCA2Wzm9QHZKaempiCXy2c0cHK5HGazmRsTm80GlUoFtVoNnU6HfD6PdDqNWq3G8DnSHYnFYpjNZuRyOfj9fohEItjtds78IVsuHc4kIC0Wi+jv70e5XGacvkwmg81mg0KhQCqV4sakUChwI7IjrZXgf6T7oGkTTXjC4TBD9L785S8jHo+jqakJQqEQ0WgUgUCAbyMcDs8QTVLjRo+DTCaDwWCAVCpFOp1mBxglOY+OjvIqsrm5GWKxmO3BtE7r6+tDW1sb/779/f2QSqVwuVwwm8085QGmd/vkFKPG7bNYtVqNtWdLlizZZ7f7/e9/H0888QSi0egeuX/erwKBAE499VS8/vrrKJfLaG1txTe+8Q1cc801+/Vhff/99+Occ855T6s7OW6OPfZYdlh9Xu9fPp8PN9xwA+655x4OWX13ZbNZPPXUU3jqqafw6quv4j//+c9Hcl/26waFcPNEvCTqps/nQ29vL+x2O4/BKReFuAXUbBgMBng8HvT29mLRokUzdvA0Iu/o6MDY2Bi7XxQKBbxeL+fQ0Gh8YmICfr8fTqcTzc3N6Ovrw8TEBBoaGjAxMYG2tjZ20lCoHfE/yCGk0+kwNTXFhzG5a0ZGRpDJZDB79mxecwgEAphMJvj9frjdbsRiMRZ4EkuBHDXkRAoEAnzVTaJaoqU2NzdDKBRCoVDgi1/8Iq8tCoUC5+tIJBKYTCYGwUWjUb5CnDdvHlwuF+tQyCkSDofR39+P2bNn80SLkPmBQAAqlYonMmSHpUO9tbUVNpsNOp0Ozc3NyOVyzP6g7yGcfiaTgVgsRiaTQSKR4KaNuCQikWjG2oSotaRRIks4Qcz6+/s5NI8cL/RGR+snpVLJriyyukciEdbYUJo2TctIsNrW1gaz2QybzYZkMglgmoWRTqdRKpVgMBgQDAbR1taGWCzG+igCt9HBZTKZ0N7eDo/Hg7q6OqRSKZ6+6HQ6aDQaTExM8ITR6XSiUCjAbDYjk8lgfHyc3+Tpcayrq+PJYDAYZBfXjmtAoit/1oumhe9XezJBAaaD65qamvCnP/0JPT09OOOMMz5wk1KpVPCjH/0IL730EkQiEU455RTccccdPAXbH6tareKOO+7A73//+xnNiVAohEAg4NiPo48+GsuXL3/ftdrnNbOi0Si+9KUvsT1+T+qj5CHt1w2KxWJhsV+xWITFYmEYVXt7O4sWx8fH0dTUxA0AAdxkMhm+/OUv48knn8TIyAhf4aZSKTQ2NqKtrQ0ymYx1G3K5HAsXLkQwGITZbMaXvvQlSCQSBAIBTExMQKlUIplMzkgwJsx7S0sL5HI5mpub0dTUhLGxMXbF0CoJAB/W6XQawPQ4jQ7RHUWitVqNtRSNjY1MZ6WraUoFJmEliV4BsIgzm80il8thcHCQ1yHAtEOFfh+aaHR2dsJkMjF/Q6lUwmg0oqGhgSmwNLGgvaRer4fX64XNZsNBBx0Eg8EAn8+HYDCIYDDI/BnKrSHdCjWG9DhmMhm+bcqzqVQqyGaz2L59OyP/ibirVCrZhUPgPJlMBo/Hw+h7IumaTCYUi0V+DQFgYaxAIOCEabIZR6NRbigB8NqEcoiowRWLxaxlikajCAaDvCI0GAwwm83QarUYGhriP/Dx8XHEYjGePJHYmGi61BSS7sVms+HAAw+EWCzmKZLT6WSNDIUz0mtMLBYjFosxLZjItU1NTTCZTJykTPbtSCTCuq5wOIyxsTEoFAo4nU7G/H9Wi1g+Tz31FFauXImHH354p6/RaDRwuVzo7+/Hc889xyvT9yqLxYKlS5fib3/7G84//3wAwOmnn/6BGorJyUls3LgRdXV1ePzxxxmYuD8WiV//9Kc/4aabbuK/GZlMhlNOOQU//vGPIZfL0dHRsVN67ue155VKpeDxePa4OREKhe+r6fkwtV83KCQ+JKcCjbVlMhnzMsxmMzo6OphB4vV6YTaboVKpkEqlGNRGIXYkHqQQOxrb6/V61mE899xzvHqgq3M6TDo6OrB9+3a0tbXBaDSyS0goFDJ/IpvNMnWVnEWJRIJD7HakwJrNZoyPj2NgYABtbW1QqVQcUEdNDFmpCcbW19cHoVCIxsZGyOVyeDweDA8Pc5NFich6vZ6vwF0uF4RCIdxuNyYnJ+HxeNDe3s7uHorQViqVvBIBwFwMWp/FYjHmZhDkbfPmzbDb7cjlcgiFQggGg6xLMZlMAKavjAg1TxEG8XgcqVQKlUqFaa/UwKjVanZtVatV+P1+Rs/7fD7WnJC7RiQSweFwYGRkhEMGw+EwrFYrCoUCMpkMT5MaGxtZpEu8Fmq8KMCRXESFQoFfZ6T7oatqel3R7ev1enbSAOBJFgD4/X6USiVeDUmlUixZsgTBYBCVSoWhbYSdp8khNZUkwo3FYpBIJGxtJ8u7RqNhHRK9ZtLpNIRCIYt/S6USQqEQpFIpuxioqfJ4PLDb7XA6nRzfQJbrz2JJJBLcfPPNeO2117Bu3Tr4/X44HI4ZX2MymXDAAQegv78fsVhsj6IBhEIhbrvtNpRKJfzrX//CBRdcgMHBQZx11llobm7eq/u4bds2+Hw+jnLYXw/uWq2Gv/71r7j00kt3Yu9cffXVuOSSS/bL/KBPWyUSCfz85z/nc+X9SigU4vTTT8e11177kd2n/bpBIYtlOp3mq17awet0Ovh8PgiFQoa1xeNxuN1uHv1PTk4iFovxjp1YBuFwGAaDARMTEzPosbVaDdlsFieccALkcjmeeuophEIhHHDAAZyYS8h8Uj7r9Xr09fVBLBZDrVajpaWFUfzpdJpzOkiLIRAIEAgEeHVTLpf5MCQxrU6ng0KhQKVSYRs1rVn0ej0cDgcj4AHwhIPWAz6fD3a7nS2rZrMZMpmM10aVSoWzaWgFQ2nF1ASoVCpG3lPzNTQ0xMwYtVqNt99+my3dGzZs4DwbguERpIyEmXq9nsWjpVKJEe0kVCWNSiQSQUdHB9NwSQ+jUChQq9UQi8UQj8fh8XhQLBZ58tDe3s5BeQKBgMFx1NxWq1Vueu12Ox/OJBalUEPC1IfDYXR2dkIgECAYDLLWiBoBCuKj0EXKNTIajUw6ptULXfnR709NQ3t7OzurSGBL96dYLDKGXiKRoKenh1c2BC+kOAeaHKZSKZ6oEb6fHFDlcplF5MB0anOhUEAoFILJZOLU5Gq1imq1ii1btnx8f+yfwtLpdOyuCwQCOzUoH7T0ej3+8pe/4B//+Acuv/xy3Hjjjbj//vtx88034ytf+coeTUFyuRxGRkb2yf35JKtWq+Fvf/sbzj333J3CKQUCAQ477LDPm5N9UKlUCj/+8Y/xyCOP7NH0RCAQ4PTTT8ctt9zykU7l9usGhXb6dKVKV7YE/yL8N60GSLNCmG6yy1osFnZO1NXVwWQy8VpnR5CXSCRiGmksFsOyZcvYOhwMBhGLxXhcXigUePRP6wmBQID+/n6+j6RdoNG6Uqlkh41KpUJ3dzf+8Y9/IBAIYN68ecxFUCgULF5KpVKMrm9qamImQyaTYSBZPB5HNBpFLpeD0+nEoYceiqmpKSQSCV6JUdge8TucTifGx8dRKpU4VdnpdHI6MdFna7XajAwfg8GAsbExlEoluN1uPvTC4TCy2SyHF0qlUtanaLVa2O12ti2XSiWOG6CJSbVa5dBGj8fDjxch6zOZDPL5PDNDCNcejUbZbkzTHnr8yFpLWgqyXff396O5uRlWq5XpraQ9Iit1c3MzjEYjr6hIjEuiYHLclEolbtJoXUTTMVorBQIBaLVaFt8uXryYX7M72n8pDNHhcLDrqb6+Hh6Ph/VBAJixk8lkEAgEeIJEK0963YjFYnR2drJdmuzZNpuNG3hiqdDYl1g7RGX+LJfJZMKxxx6LP/7xjxgdHcWCBQtmfD6dTnOzd8QRR+zVSkwqleLkk0/G8uXLsXLlSjzxxBM49dRTsXDhQuh0Ohx66KHvmQPz2GOP4f777wcAfPWrX91vBbF+vx+//OUvd5mcTcL+z+vD18aNG/H3v/99j7/+8MMPx6233vqRZ0bt1w0KZfEQwKxSqcDn8/Ge3+Fw8DpEpVKxc4QSiSnZ9ZBDDsEDDzyAtWvX4qijjkKhUIDH44FQKOSk2mq1Crvdjnw+j1dffZUFk4Qznzt3LkZHR+H3+1GpVNDY2AiJRIKxsTHIZDJMTEywhZDssH6/H729vXC5XBCJRCzOJQ1ANpvF1q1b0draiu7ubhbSEpeDeCl0Zd7Q0MCWXEqp1Wq1MJvNKJfL8Hg8MJvNyOfz7HohJ4fP52PtTaFQgM/ng0KhYPQ8cWDsdjsCgQCkUimvqWh9EA6H4ff72YFCjcjIyAiEQiE6Ojo4FZqajS984QvsNqLVEbFtpFIpw+ui0SisViuA6Tcmei48Hg8UCgVPz1KpFNRqNduhAXDqMU18qCECpqdL1NwIhUIW91JOD/2etMZKJpPc2JZKJQSDQcTjcdjtdnbtOBwOnqhQ4GE4HIbdbmd9iNvtZo0INT3ULJNVmF6H8+bNY0GuXC5HIpGASCSC0+lkqzI1SeT4oemSRqPh57ZarcJisSCTyXBzkUqlONBSLpdjamqKHUpkj6bnw+PxoLm5maeUH0eg3ae9Tj31VNx77704//zzceCBBzLyvlgs4pZbbsHLL78MYDrs84MwI5LJJBYtWoRnnnkGxWIR69evBwC89NJL7/u9FC558cUX77ei2I0bN8Ltds/4mEAgwPLly3H55ZfzFPTz+nC1p5oTqubmZoaPfpQOqQ/1qr3hhhsgEAhw4YUX8sfy+TzOPfdcdnqceOKJCAaDM77P7XbjuOOOg1KphNVqxU9/+lOUy+W9/vnFYhGRSAThcJjD7ShMrlQqMYiqXC6jXC4zx4EEgdVqFZOTk8jn89DpdNi2bRs2btyIyclJVKtV9Pf3Y2hoiC2oWq2WHTTDw8MsiqWrT0LE00SDggo1Gg2sVivblXO5HJLJJAs6JyYm0Nvbi2AwiP7+fkxNTeGdd96Bz+fDwoULsXDhQuj1ehiNRj60xWIx4+JpVE/Tg5GREWzfvh0bN27kQxkAA+HosSqXyxCJROjv7+eJhc/nw8jICIaGhjBr1ix0dnaiq6uLke9r1qzh1Fyn08krFlrBkL6H3D7FYhGhUIgTmxOJBLtkBAIBNm3ahG3btqGvrw9DQ0MYGxvD0NAQ5HI5mpqasHDhQrS0tODQQw9FT08Pi42z2Syampo4UiCbzcJqtWLRokVoa2uDQqFAQ0MDGhoaoFaruXmoVquYmppikS4d8B0dHejp6YFGo+Hfh8TNzc3N8Hg82LRpE6LRKOtoSK9BSdV0kO+YqG00GuF0OtHU1MSAv3w+D7VaDYfDAa1WC4PBwGsoWk0NDw9jeHgYmUwGo6Oj2LhxI5LJJHw+H7LZLBKJBOLxOKPqiRxLV8qUBr0j1p9WZ2QfpnwnsViMhoYGVKtVFgR3dXWxQDeXy0GtVnOGUSKRgF6vx8EHH/wB3jU++feNfVkHHXQQrr76akSjUVx88cWYnJzEqlWrcPLJJ+OGG27Y6zd+Ko/Hg1/96lf4+te/jksuuWTGBGHp0qW49NJL0draiqampp3+O+mkk3D99dfj3nvvxTPPPAOXy7Wvft1PRR1++OF4/PHHccQRR3zSd+UzW/fccw8WLFiARYsW4ZZbbmFN4r6uDzxBWbduHf70pz9h7ty5Mz6+cuVKPP3003j00Ueh0+lw3nnn4Rvf+AYDXyqVCo477jjY7Xa8+eab8Pv9WLFiBSQSCa677rq9ug+0XrDb7ejv74fb7WYsN10xU74LiS8JxkaTFxJJulwuFAoFDA8PIxAIsEqc0OxSqZSTaunKfXR0lPf+r776KlpbW2fs/UmIazAYUKvVMDExwYLWarXK+SpOpxOVSgVNTU0YGhpiR099fT0kEglKpRL8fj9isRgfqNRU0ZSHmhepVDpDe5NIJNjWLJfLeepEot9wOIyuri7OcBkfH0dPTw9PaujAI50JCUNtNhuvHijMDpiealGaLx1sxKIhuyrZZmOxGFt9c7kcQ+uIZ5LNZjE+Pg6hUAibzQZgenoyb948vPnmm5icnITJZILNZuOmlLJvaBJDADOVSsVCUI/Hw3wb0pTQIU8H8uTkJBwOB8bHxzkgsqGhgWm8tD4ymUzcaFI2DbmESGgdiUQ4NZjuAwlwKW2ZVkXUEJMol9Y0JpMJbrebf4/BwcEZWqRsNjtjkgVMN/DVapXH4LRiEwqFvGKi3CBqcgmsRw290WjE3LlzEQqFEI/HIZVK4XA4WHO1t/VpeN/YlyUWi7Fy5Uo89NBDeOaZZ7Bp0yaMjY2hWq1CJpPhO9/5Dh5++GGsXr2aacTvV7lcDitWrMCrr7660+esVit+/etfY/ny5bjyyit3+f0kWP9frTlz5nysgXX/S1Uul7FlyxZMTExg8+bNOPbYYxGNRnHTTTft9W2Fw2GEw2H89Kc/xSGHHPKeK8cPWh/oVZxOp/Hd734Xd999N37zm9/wxxOJBP785z/jwQcfxOGHHw4AuPfee9Hd3Y23334bBx98MJ5//nls374dL774Imw2G+bPn49f//rXuPTSS3HVVVftFhu9qyKAGGkDjEYjo9SJvGqz2SCVSvkAptXAjtHxEokEnZ2drN0Apt8kdkSVx2Ix+Hw+VKtVuFwuzm2h/wCw88XpdCKfz7O9lJwcc+bMgV6vh8Fg4PtLPI3Ozk5OSCahpVKphM/n42kDrUU0Gg0fThQGJ5PJ2KJKZFNKtU2lUmhpaWGQHa13YrEY2tvb0dDQAK/Xi0AggCVLlvAB5ff7EQwGodfrGb0uFosxOTnJGgmz2czrGYKAjY6OorGxESKRiOmY4+PjiMfj0Ov1UKlUTHUljoparYZAIMDQ0BCampqY1ZDNZlk7QYwbajopBJAEqbFYjCcXNFUhnQfxRwh+R3ZbEvWSNdvhcHB6dCgUYq0Pof5JvDo+Pg6r1crCY0p4NplM/Hqg9RQxdWiiRysSsgaT+LpSqfBrg36nRCKBaDTK1mV6zZKLaccrF0LdUxMqFApZIEu5PpFIhK3soVCIRcpEizWZTKzlcjgcHChJPJnGxkbo9XpUq1VuhPa39419XRKJBN/61rfwi1/8AiMjIzjkkEOwcuVK1NfXo729HdVqFf/4xz9w880341e/+tV7rlsqlQpWrVqFN998kz+mUqnw9a9/HT/84Q9ht9vR1dUFAJ86Vw79be1YRCfe06LXN9WunE+fi2I/WFUqFVx22WW49dZbUSqVUKvVcM011wDY+xXPjnXCCSd8ZKu2D9SgnHvuuTjuuONw5JFHznij2bBhA0qlEo488kj+WFdXF1wuF9566y0cfPDBeOuttzBnzhy+IgaAo48+GmeffTa2bdu2k9AMAGszqEjoV6vV+GDTaDRQKBS8Tkin02hvb+d1TUNDAztSaL9Oh1ixWGQaKEG77HY7Fi1axFyTUCiETZs2sTVVoVDwgV9XV4fOzk5Eo1G+fQJ8kQ7BarXCarWiXC6jsbGR8eOtra2sL6BDX6FQwO/3Y2BgADKZDPl8nnOCVCoVIpEI9Ho9g9mq1Sq8Xi9UKhXq6+s5qZaEkmq1GqVSiTHvcrmcc4S8Xi/Gx8eRSqUwf/58iMVibN68GeFwGE1NTfB4PBwVPzExAYFAgFqthnA4zMJaYqKQpTUcDsPtdvNhB4B1LGShJSJpfX091Go18vk88vk8Fi5cyMJYataISZLNZtmtRCsmg8HAok3Sc1BTQTyVRCKBXC7Hky1a7QSDQRiNRoagEU5eo9EgFovB5XKxHkOn0/EEiazHADhDiYTXO+oMCAc/NTWFdDrNbh6atmi1Wvj9fnZsWa1WDlSkdRsJgUdGRphKTFMcj8cDm82Gbdu28UFAEy6lUsnhfwQnpEadUPv0XDkcDnaTRaNRTjmeN28eBAIB/106nU643W4MDw+z+PjT/L7xXu8d+7JqtRqvoxoaGnDXXXehs7OTP//HP/4Rvb29WLVqFY4//ngccMABu72tl156CZdffjk3nrNnz8a9996LBQsWfKoP5nQ6jUsuuWQnbcyRRx4547F4v3K73fjXv/7F/343rbipqQk/+tGPPtyd/YxWLpfDK6+8MuOi5sM0JlQnnnjiR+bk2esG5eGHH8bGjRuxbt26nT5H4sl3K6ttNhur2QOBwIw3Gfo8fW5Xdf311+Pqq6/e6eOUTEz8CXK/rFmzhvNaWlpaWOBJYYEkKnW73WxnJbEgWWGXL18OADzxICy+2+2Gw+GA1WpFfX09gGmw18jICGbPno1AIIDx8XGYTCZ2a5CzJpFIoFqtskCSBJOZTAYejwf19fVMAqUrbXK7qNVqzJkzB/F4nFN6iQNC4Xm0uhKLxaivr+erDxJIer1eZDIZzhOix4vsktFoFG1tbfD7/TzZ0Wq1bMMmfolGo0E6nebfiRggO7qLrFYrpyrHYjEGnY2OjqJSqcDpdCISiTBynmBjfr+fYwCcTifj9t1uN+ckyeVy1p4QYddkMvHhXCwWkUqlOOnYZrNBr9djcnISMpmMGSzEICGrLTVU9fX1jNC32+08CaJJTzweh0aj4QlFIpFg6m4qlYLVamVRtkgkQn19PWctkUaFnjuNRgONRoOuri525hAzo1arYcuWLViyZAlaW1u5GXrnnXegUCj4flssFqRSKXi9Xo5uoCaZyLE0rQGmm0VaARDITSaTweVy4Z133mGEfjweh0qlQmdnJxQKBSYnJ1Eul1kDtTdrhE/ifQPY/XvHvqyhoSE8+OCDEIvF+M1vfrPTgazX63H++efj3HPPxU9/+lMWzr67isUifve73/EBIpPJcNttt31sybEftGq1Gn72s5/h7rvvnpECDADDw8P79GcFg0GsWbNmr5qez2ta43XZZZdh06ZN+/y2L7/8cnR3d++0tt0XtVcNisfjwU9+8hO88MILH6vF8LLLLsNFF13E/04mk2hoaECpVOIxdH9/P/x+P1/BmkwmCIVCvmonvQNZTckCSKudQCDA3Xp9fT1EIhEL00ho2NLSgmg0Cr/fz6uFkZERFl56vV4+vIxGI+eV1NfXY2Jigh0iMpmM0eyUe9LU1IRarQar1cqwL4FAwKLKcrmMd955B0ajEWq1mkPySABKhzMJYKvVKjKZDFQqFZLJJBobG1mcSoLSefPmcUNEh+bAwABSqRRcLhfkcjlSqRQzQpRKJSKRCAKBAJqamphTQk1PIpGATqfjXKRSqYRMJoNYLMYNFx2cHo+HJ1+BQAB2ux1ms5mtx2QrphC+xsZGBqJRMms4HIZCoeCDu1arMVCOqMEkHLVarWxXVigUDMajBo/yhbxeLwt8AfC0gUS2ZDk3GAxIpVLYvHkzarUaN8tKpZJt18RVMRgMKJfLvL4hPQ9Z4On7k8kkEokExsbGeJ0YCASwadMmnrwQwC6fz0MikbDWipgrW7duZWYOAAbVkR2e0PpKpRLxeJzpwD6fD0ajETqdjoM0A4EAE36DwSBkMhlCoRBnSs2ePXuP/n4/qfcNYPfvHfuy7rzzTkxNTWHFihU4+eSTd/k19PraXbYJANx8880zmpef/exnOOSQQ/bpff0oatu2bXjooYd2ak4+isrlcvj3v/89A1onlUpxwAEH/E/rbt6rPB4PNmzYgL/+9a+7fQ5aWlpwxx13fCTP0fDwML797W/j9ddfZ+H9vqq9ekY3bNiAUCg0QwxTqVTw+uuvY9WqVfjPf/6DYrHIWgOqYDDItk673Y61a9fOuF0aj9LXvLso4v7dVa1Wed1BgC2TyQS73c4i2HA4zFOCaDQKn8/HIk4Cg8nlctYwkNA0mUxCr9ezhUosFrPOIJFIIBgMwu/3o1AowG63o62tDQD4kCaeiVKphN/vh9lsZrLnjhHtAwMD8Hq9OOqoo9DQ0MAaDWKpjIyMcIKvSqWCw+Hg35tw5TabDf39/XA6nXyokKCRDsy+vj7k83lEIhFe8SQSCbZF09U2wcgItZ7NZhkQRtZsClEMBoNQq9WIxWKcD0NCUxIEJpNJzqUhC6tAIEAqlcK2bdvYHh4Oh6HRaDBnzhyUy2WUSiUoFAp4PB4olcoZWTvUfNHBTjqKeDzOExgSrxIVMRwOszWYpiX0+9VqNbZ509SCdEbJZJK1TdQUUKNAqHiNRgO1Wo1MJsMOn66uLl7jETm4Wq1CLBZz1ADph3Q6HRKJBN5++22GximVSg4UJKt6NBrF66+/jlmzZvFhR689EsqSyJX4Mjuufej/1Wo1T5nK5TJPrEhgTI0YNYMCgYCJvfQG1NbWttu/10/L+8Z7vXfsyxoaGgIwvX7YnRbG7XZz87yrWr16NW677TbWL33xi1/EOeec86m3B9dqNbz66qvsFPwoigCNwHTD/eijj+LRRx/lz0skEtx333045ZRTPrL78GGL3tPWrVsHr9cLmUwGi8XCNGa5XI4jjjhil1b0HX9/uq1YLIaXX34ZhUIBN954I7Zt2/ax/S67KooR2de1Vw3KEUccga1bt8742Omnn46uri5ceumljN9+6aWXcOKJJwKYPoDdbjcnfi5ZsgTXXnstQqEQcy1eeOEFaLVaJrnuacViMfj9fk63FYlE7NgZGBhAOp1msSVlkdCap6WlBY2Njeyxp0NeLpfzTpncFHK5HPl8HgMDA5DL5TAYDEin02hra+OGZcfkWaVSiWq1yoh0kUgEg8HAY/GxsTGUy2U0NzdDpVLBbDajvb2dR9qkt6DmCpi+AisUCli/fj1blsvlMqP06cq+WCxyVky1WkUqlWKi5NDQEHQ6Hdrb29miKpfL+Xcld4vVamVxsF6vZ/EqWZMzmQw7kQg7TyLQQCDAK6BSqYTGxkbUajVOiiaomkQiQSQSgcFg4MNaoVBgbGyMNSYKhYIPalr5qFQq5PN5hl5t2bKF6bwikQjJZBJer5ftyLFYjDN+SF9SKpU4uZhWgdTY5fN5tkZTw0h4baFQCJ/Px4+dVCplXYZYLIbFYmF9CK1HyuUyvF4vryBJg5NIJHh9Nzg4iFAoxKsit9sNnU6HlpYWdvf09vbyhI2aSJFIhKGhIUilUrS2tkIoFLJN2uPxcNKxWCzGO++8w5NCEnHTai2Xy7EbiIixmUwGAoGA2S1EvCWbslwuf8/Vyqf5fWNfFmUUEcl4V1UqlfDQQw8BAL73ve/t9PlsNouzzz4bXq8XwDSh9uc///keN4CfVKXTaTz66KO47LLLZny8qakJJ598MtLpNJ588sm9toJLJBKccMIJnAV20kkn8d/7rbfeyrlHJH4vlUq48sor2fG3Y0mlUqxYsYI1Vh93JRIJPPnkk3jxxRexevVqFpyTMJ1MGbQKfncwpEgkwoknngiDwYDly5ejv78fL7zwAv773//uNmqCJAHvLroI+ShqwYIF0Ol0+/x296pB0Wg0O4116WqfPv6DH/wAF110EYxGI7RaLc4//3wsWbKEmQlHHXUUZs2ahe9973u48cYbEQgEcPnll+Pcc8/d6ysdOkzJXdHa2opKpcJEVwpF02g0bA0l/QG9OZMWhPQJNH1oaWmBXq+fkZtCVliyMqfTaT5cCflut9sZCV4qlVBXV8dTi3Q6DbvdzmP2crmM4447DuPj40gmkyykrVarCIVC0Gq1SKVSbAmmSQXlp9D6oFKpsIDTaDSyg4h0DgA4x4YmEZRwTLkqXq8XPp8PMpmMmw+r1cp24ba2NpTLZWg0GjQ2NjINl0L5otEolEolv5HQYScWi5lb4ff7EYlEeMRusVjgcDgQCoWQyWSQSqUgl8s55yWfz2PdunVMM50zZw4HLNJqhoSfZJe1WCzsmgL+P5gfNX1SqRSxWIwzmVwuF3Nn1Go1bDYb5HI53G43pqamoNfrEY/HWRxM+hByEXk8Hm7O/H4/qtUq8vk80uk0xsbGoNfrodPp4Pf7+fkEpoPcaJVFwDPKMKIpGpFbKQvHYrHA6XQyICkejzNLhdxCAPhKnUItqcmkNRMAvu1EIsFMGa/Xy2+aFDpJsQVkS6YxOgHs9sf3jX1ZoVAIQ0NDUCqVOOmkk3b5Nb29vRgcHOQgwHdXIpFgIbNQKMQtt9yC44477iO93x+mstkshoaGcMUVV+C5557biYGxZMkSXH/99ahWq/jNb36z10JMwhHsKsX5xhtvZHv11NQUbr/9dtxxxx0YHh7GL3/5y13e1hNPPIEjjjgCl1xyyccWlhgMBvG73/0OL774Inp7e3dq0mgKTFWpVDjM9d114403AgBPQmnKtquyWCy4//77ubHfse6++2688847rCecM2cOnnnmGQwNDX3g1c+3vvUtHHbYYTj++OM/EqrvPl/a3XzzzRAKhTjxxBNRKBRw9NFH44477uDPi0Qi/Pvf/8bZZ5+NJUuWQKVS4bTTTmO7095UKBRiy2UwGOQDtFgsYmpqCkajkdcDpKeIxWIwm80Ih8NoaWnB7NmzMT4+zjZkgh+R1ZPWR7VabYbLpqWlBR6PBw6Hg90sdDVKByHF1RPQq1QqsVODVj6pVIodQMlkEoFAYIYlWigUYnJyEtu3b+cQPbIaUyMhFovh9/sRj8c5l4g4HnV1dairq8PAwABisRj/YZCYVKFQIJVKscOJXDXj4+O8mqKJBwlmm5ubWT9SKpUYc08HM1mTtVotTyjIVkyEWp1Oh76+PpRKJbS1tWF4eBjpdJqThyuVCgtg6cp0w4YNPFVxu93IZrNoa2tDfX09BgYGeNXT09PDeg6Px8MIf+J/UDSCQqHAli1bkM1m2RU1PDzMq79IJMIrJiLQ0qojnU5jamqKLd2kx/H7/ZDL5WzVpTXdxo0bWVyq0+m4qaGGim7LZrPBYrEw2I5uq62tjdOKQ6EQN5AtLS0AppOQVSoVKpUKQ98KhQKmpqaQy+VgMpkQiUQwPDwMm83Gol+dToe6ujqm/VIjq1AoUCgUWK9CzZVGo+GQSY/Hs2/eNPDxvm/sy3K5XFi4cCHWr1+P1157jVe9O9Ybb7yBeDyO888/f5d2zJdeeomndAKBAAsXLtzl4fxJVW9vL9544w3885//BDDdUK1du3aXk5Gmpib8/ve/BwCmO+/Lor8LYFp8/Lvf/Q4mkwnXXnvtjOkAadJqtRpWr16NN954Ay+99BIuueQSHH300Tut2mKxGDZt2oS33nprhsUbmF4hnnLKKRAIBGhtbYXL5UK1WsXatWv54uGxxx6bccj7fD5s3rx5xu3QdMdqtaKnpwfA9PM9f/58vPPOOzv9rul0GuvXr+cg1R1XKAKBAHPmzEGlUpmx3vnyl7+MY489dpeP3SWXXMLNImEILrroIsybNw/RaHTXD/j7lNVqxeGHH45oNMo5YPPmzZsxsaILxA/SBH3oBuXdMCG5XI7bb78dt99++26/p7GxEc8888yH/dGQSCSc3hqNRnlyIRaLEYlEWFswPj6Ogw8+mK2uAFiASDs/EtOm02nk83mIRCJ2xNCKiGzNer0eW7duhUgkgt/v530+Ze6QLsLtdkOtVsPlcqGxsZEPgFgshvr6esaOk+ODDp5oNDpDoCsWi2G1WlFXVweJRMIYeZomaDQaHuVPTExALpfD5XIhHo9jdHSUtS80MaKDx2Qywev1IhqNctCZ3W7H/PnzOaOHBL2Tk5N8cFHzVKlUMDw8jGq1CqlUCpfLBYFAgJ6eHshkMnb1WK1WvsrXarV8NU5TAplMhnnz5iEej2Pr1q3I5/Po7Oxkoeo777yDXC6H119/HUqlkvUlqVQKo6OjOOiggxCPx/nQJ6JuMplEKBTizCNauUmlUvT09GB0dJTD8Oi+ZjIZ1h8RdM/n8/HVDjUUYrEY7e3tUKvVSKVSTDBubm5GKpWCw+FgfY3BYMDo6CjnOVHekNFoRF1dHU9E1Go1DAYDXC4XisUi0uk09Ho9bDYbNmzYAKfTiWq1isbGRmg0Gp6+UNYS3S/SmkxMTDC1ljKRqDk0GAwIhUI8SSNNFkUiZDIZWK1WFItFJJNJdi+RMy0SifBV/wepT/J9A5i2zG/atAnHH3/8XmXk7Fj0Zm8wGCCTyXZpHw6Hw7j99tshlUpx+OGH71JTsqMN2ul0fuIQMhKhj46O4tVXX8VvfvMbjo14r9Jqtbj++uv3WWjinpRYLMZll12Gr3/96zMaphdffBEvv/wy1q5dC6fTif7+fqxevRpvvfUWuru7dxLUptPp93Qc3XvvvQCmnx+r1YparYa+vr49IqhKJBKcdNJJOO+88zg+pKmp6X2/L5fLYWBgABs2bMDPf/5zKJVK5gQdcsghOPbYY3HrrbdygyIWizFnzpzd3h65/nYsu92Oq666Chs3bkS5XMbzzz/PjVA2m33fpmLVqlX4+9//znKIYrGIww47DCtWrAAwPURYu3YtjjzySPz1r3+FVqvF8ccf/76/O9/n2r4wQn/MRYm+N9xwA8bHxwFMX2HZ7XYEg0E0NDSgWCyyvZcaC6lUyvCtUqkEm82GcDiM0dFRdtlks1kce+yxcLlcnGCcyWSYvmcwGNDR0YENGzagsbER5XKZ9Qg6nY5TTW02G+fhtLS0wOl0QiKRYGJiAl6vF9lsFkceeSSq1SqCwSATS91uN+sBSLNx0EEH8eqGtCakLwkGg6yxUKlUbDUdHR1FKBSCwWBgXgWttcj9Q7RSApg5nU44HA44HA6eHBCnI5vNYsuWLTCbzajVapg7dy66urowNDTEUxRCqRM11uFwsAiUpkW0QhOLxYzXp/yciYkJXkc0NDRgYGAAKpUKIyMjiEajrN8BpsWPtBZqbm7mx6ZcLvMkQSAQoFAowOFwQKPRoLe3l8FySqUSlUoFXq+XNUIGgwGBQADFYhFWq5Uzb2jSUS6XufmKx+OcpE3rv1Qqxbk5NFGhvJ5EIsHY/Xg8zgnVdXV1SCQSSCQSMJlMOOiggyAQCDA+Pg6v1wuDwQCn08lrNoVCgXK5jEgkAp1Ox00oNUO0ojKZTBgbG8P27du5CSZRLwHXyDZMri56vdO6jrRE4+PjKJfL0Gq1qFQqsFgsDM97+umnkUgk9oiQ+mkoeu8wm82IRCL4+te/jt/97nczrqilUinrXHZXuVwOzzzzDH7+858za+m+++7DySefzIdApVLBzTffjJ/97Geoq6vDpk2buOmmqtVqOPzww7lhO/roo/Hcc8/t2196D4towXfddRceffRRnjjvSX3hC1/Az3/+cxx//PGfmulPPp9HOByGUqnEv//9b/z2t7/F9u3b3/N7yHRw7LHHoq6uDuvWrePUbprS72k5nU6cdtppaGtrw4oVKz6wy4jwC3TfgGnR9WmnnYY333yTm6RjjjkGTz311AfKfNrx5xCH6oYbbsBdd921z5w/IpGIA3gB7NH7xn7tyxocHGSXBgG4vF7vjCs7WnHQeoWsuJ2dnejr68Pg4CCA6QPP5/Ohs7MT1WqV7YBSqRRbt25FOBxGQ0MDr400Gg1nxtD0gNYfdrudr3BNJhMsFguLZuvq6qDT6bB+/Xp4vV5Os/X5fDCbzWhra0N3dzfy+Tympqb4+ylALhwOQyKRwG63c3hgoVBAMBjE5OQk48uJlDs0NMRZKzQhInEsNSeENZ89ezbEYjGLZilsUSwWY+nSpSiXyxgYGIBAIMDmzZuRTqfR2NiIeDzOwmIi3orFYtamUEp0OBxmRH48HmcBMrmHrFYrhyRSDIBIJOK1G61oiIoKTF+9xuNxiEQiVCoV1NfXI5PJoLm5GXK5HHq9nsF1CxYsgFAoRCqVwuDgIIdLarVaFk/T4UTapNmzZyOfz0Ov1/PjQU4e+hq5XI7R0VHW7NDzRWwYnU6HYrE4w1VTrVa5QSIiLYX+qdVqnqiQOLW5uZmvbOVyOUPeCoUCP4ZmsxkGgwHBYJAbtMbGRhSLRWQyGWQyGcTjcV7vkN2a9Cp+v3+GTTwUCrHbgES/NEZXqVSfmoPogxRRcJ988km88MILM34Xg8GA22+/HUceeeQubdFvvvkmrrrqKrz++uszph/nnHMOxGIxvvnNbwIAHnroIfzqV7+CXq/H7bffvsvJSK1Wm5Gzc9RRR+2z33FXValU0NfXxzqG9evXY2BgAEqlEvfeey+D+va0ZDIZLrnkEpx77rkf6+RkT0oulzOrasWKFTjooINw9tln77bp6u7uxle/+lUcffTRbLqgVXi1WsXzzz+PZ599Fhs3bgQALFy4EEuXLkWtVsMf//hHDnJsbW3FmWeeicMOOwyLFi360L+HQCBgbAAw/Rz++te/njGFnDt3Lm699dYP3Jzs6uf88pe/RG9vL1avXr1H32+1Wvk1MGvWrBngRQDsph0ZGcF55523R7e5XzcoBHiSSqXMPaE3eDoc6PAmsapMJkNbWxsCgQA2btzI1kxKnSWcejAYRGNjI9LpNNsxzWYzNBoN8vk8FixYAL/fz2GBhE6nNY5er2dkO7ldiBdCoziitVLWDOkWyPkDTL9o/H4/E2Wnpqbg9/vZ/kxujkKhwMC3YrEIl8uFuro6mEwmRKNRXj/l83k0NDQwxZVcSI2NjRAIBNi+fTtUKhVcLhevzCh3hZKR/X4/a1d6e3uh1Wrhdrs5AykQCGD27NkIhUJwu92shSAn0o56HtJzkC2cGpparcZ213Q6DYvFAo1Gg+bmZl5XEVVVpVKxRZUmHwqFgkmsRHmlsWq5XMby5csRj8fR3t6OQqGA8fFxJs6SKJfGucC0y4vEe5SJUy6XmQJLItRUKgWxWAy1Ws3C0+HhYYa6AdPNtFqtZvYIrcUolJDWNa2trTwpote7UqlEIpFg9L9Go+H7TPoYgq9pNBpEo1HWZkUiEaTTaVQqFUQiEbYjk+CXrOzETiF3HDmg5s+fj0gkgr6+PoTD4f+JqHt6ne1YqVQKX//61/HrX/96J4fK6tWrcfLJJyMYDOKLX/wia7b+/ve/Ix6P47rrrsPBBx+MSy+9FG+99RYKhQL+9Kc/4atf/epuf/6OQ2zSJuzrqlar+Nvf/oY///nPWLNmDTeapG94v6L3mY6ODrhcLkgkEqxYsQJOpxMHH3zwp94ODUzTiV966aXd/r70d7Nj7WhT/+Y3v4mTTjqJJwpEuK7VavjXv/7FDcptt922Wx3IvqhYLMZ6INKRXHDBBfuU7/PYY4/hqquu2u3EiV4PnZ2dOO+88/gikjRxu3osqZLJ5GejQXE4HMzpoMA6lUrFbhk6FEjsWiqVeLe/detWporSVTs1H+RZp1E+EVRJxBmPx2G325FIJJgjQaRN+jl04GazWUblZ7NZlMtl1iXkcjls27aN3S50wNFhUSwW+bAYHh5ml8jAwAA0Gg3nvlCOi0QigcPhQCaTgUajYXdPPp9nqygJeFtbW9kaSSGHW7du5aRnEt3abDaIRCKEw2GOD6CdvVwuR19fH2bNmsWU0vr6esjlcgwPD3MiLk2JaA1GLBKtVsuOFTo8aSJB0zCxWAyNRsOMk9mzZ6NWq2H9+vXc7VssFgwNDUEoFPIUgxxLJP4kUB3RZQHwaiebzaK7uxs6nY41OaTdSCaTEAqFUKvVnO1jNpuRSqVQLBYxMTGBbDaLuro6hEIhzt0xm83cGNFtjY2N8VSnWq3y/aeVns/n4xWeXC6HTCaD1+vlJpe0N9TYUZSCTqdDKpVicJ1AIOAgr8nJSW7mCMhHHBvSs1CoJb3etVotC2nL5TJP/WQyGdrb21lwvjdX2vtbUUzCjhWPx3H66acjGAzi0ksvxZVXXslXrMcffzxuuOEGbN26FcuWLWMt2KmnnopvfOMbu/05GzduRF9f30f6u0QiEZx99tl4+umnWV8gEol26Wjp6enZJYCvpaUFxx13HBwOx05rqv2pPmwjRQfzjlWr1WZodLZt2/aRNij0M4HpBuqcc87ZZ81JrVbDyy+/jCuvvHJGc6JSqdDd3c0so/b2dhxzzDEf+ethv25QPB4PH8QUGkiNQTqdZkUxjcnJERKNRuF2u1Gr1Zih4HA4IBQKkUwmWeRIV9VmsxmTk5NQKpUwm82QSCR8e06nE3K5HMViETabDeVyGfl8nicJNGmgYEP6enKTKJVKPpAAcHZLNBpFPB7HmjVrAGBGrk9jYyPkcjn/R00NXSmTpZWAbCaTifUHVquVFdUkbs1kMti4ceMMGBcJISkZldY01WoV3d3d7MAZHBzkQz+fz/Mkg6YidOCRwHdkZIQnPDtqGXK5HHp7e9nq63Q6WQBKb6oEqTObzejp6UEsFmOhs8lk4qRf2nGSHZzePCqVCjd5LpeLG1YKzSOxsUgkYhiezWZjQTClEJP1NxgMIpfLoaGhAQKBgBOzCWZGbBer1Qq5XA6LxcIAvEQigVqtxhZ1Qv47HA7mnExOTiIajfJEUK1WY3R0lPVMMpkMAoGAqbVkNU6n0xgcHGSuBkUodHV1saI+nU6jrq4OBoOBHSTU4JCGS61WY3JyEv39/TNyhahB29Emub/Vj3/8Y/zjH//YrfhTJBLh0EMPnfExsgMvXLgQV1xxxYxx+vHHH49DDz0UP/rRj/DPf/4TxxxzDC688EIccsgh78lHeeKJJ3hdKZFIPnQA4CuvvIIXXnhhxsfWrl3LGTlarRbHHXccjjjiCHz5y1/e6fsJOvh57XkJhUL8+Mc/xpo1a1CpVPDiiy/ikksu+aTv1geqkZERfOc73+G/C5FIhFNPPRU/+clP0Nra+rFrzfbrBsXhcPA+nVKFKZGWSiQS8eSCxrk+nw9TU1OYNWsWWltbEYlEeA980EEHYdOmTZxo293dzQcWjfUJCDcxMYFiscikTYPBwFfc5CYixwpZSO12Ox9QLpcLLS0tiMViSCQSnOvi8XgwNTUFqVTKB7xKpUJbWxuEQiFMJhPGx8dnOGOoq+/v70dbWxvmzZuHSCTCnBC9Xg+PxwOVSsWai0gkwisWu92OQqHAMB+lUomuri4kk0n09fVxcBwB3WjsOW/ePM4r6u3t5cTlWbNmoVarse6G6InA9IjS7XbPELZSECCNzAUCAaxWK3w+H68giExLsLxoNMqZOAT7EolEcLlcPGUCwJZhSkqlKY5EIoHRaGT3UENDA2tHCA9Plm2VSoVMJsPrF9Ii2Ww2iMVi5PN5bmJoVRiLxWA0GtHU1MRTE7PZjOHhYeTzeVgsFm7iLBYLstkskskk2traWDNCWiFy55DIrFarIRKJwOFwYGRkhB1rANgySCugeDzOGi2j0YhCoYCGhgZotVqEw2Fm6eTzedhsNmbvqFQqyOVyJBIJbtKSySSD4PbnBuWGG27AypUr8Yc//AF33XXXTmwJOmhomhAOh3HWWWfNoE2/u4rFInp7e6HX67Fq1Sq0tra+5314++23Z8TcL126dJf8ij2piYkJrFu3Duecc85um67jjz8el19++WcaC/9R1de+9jU4nU54PB709vZylAeBN3t6ej72mIe9rUAggB/96Ef8+lEoFFi1ahW++93vfmKsof36VUoIcpFINAMjTymutA4pFosol8twuVyYnJxkmy+Nq/R6PYxGIyYmJmCz2ZjDodFoUFdXB4/Hw4FxpVIJk5OTnIhLFl0Sse5o+aX8Hwqc83g8qKurg9Vqxfj4OE9XkskkYrEYkskk+vv7GaBG2hIieiYSCQDTDgKaGGWzWXYOZbNZdHV1ob6+nmFk4XAYtVoN3/jGN6DRaHjCI5FI0NzczHbRaDTKoDjitvh8Ps48yufzTJ3NZDKshZBKpdywqVQqSKVSGAwGFnqSRkSj0XDztnDhQqYA02Go1WrR09ODlpYWyGQytq3p9XqeUFCjSYnVlGAdDodZ91EqlZBMJhGPx7F69WpuDAKBAOrr69HR0cHuFdKaNDY2sp17R30IOcD0ej1CoRD/4er1eiQSCchkMtjtduRyOSYCj46Owu/3w263cxJzsVjEO++8g1qthu7ubkgkEjidTiSTSbapA9PiTIfDwaJbrVYLhULBQl8SHmezWcRiMXbxENROq9XCYrHA7/fz/RGLxTyhIR5KNBpFtVplYTE1w6SH0uv13LCMjIygsbERRqOR10WUkP1pf8N9rxIKhejs7MQtt9yCU089FcViEQ8++CDeeOMN9Pf3o1qt4sYbb0Q4HMaiRYtwxx134Pnnn2eI3K7qiSeeQF9fHxYtWvS+gtFYLIYzzzyTRbZKpRKXXHLJXosc8/k8nn32WVx00UWYmJiYoa8QCAQ8lfnWt76FG2+88X9CN/RpLLlczhoyr9eLE044gVPdhUIhp4GvWLECy5Yte1+X2O6qWq3irrvu4mgBh8PBtPH3Kpqurl69mmNCHn74YZ6eAtMurv7+fgDTfx9nnXUWTj311N3GM3wctV83KIVCgQPOJBIJQqEQWlpaGHNP1FDiSZBVuLm5GV/84hehVqvR398PrVaLlpYW1NXV8XqAxvT0xi+Xy+Hz+XjtQVkrCoViRvOi0Wj4sKY3KXJ+EFuDbJ+FQgGBQIDta+Pj4zAYDDAajRwwRyFtBoOBpyIkTI1EIqirq+N1AwXCtbS0sPOCEpTfeustLFu2jEWTxWKRU4jnzZuHWCyGYrGI/v5+5nHQfSQ2Cz0eDQ0NCAQC7EqIRCIwmUyskYhGo2ztLhaL2L59O3Q6HXNJSFdBac5kX83lcti+fTsUCgWMRiOkUim0Wi1bwIVCIf+hEd6e6KckZg6FQgDA0wLSgOh0OgwPDyMUCjEiu7GxEclkEpFIhJ93ikYgnQelXUciEfj9ftTV1eGtt96CVqtFW1sbfD4fXC4XKpUK+vv7mR/i8Xi4iSLHCwX7aTQapFIpdtmQZslkMrEoluiySqWSG7bh4WF4vV4YjUZEo1F+zkirNDo6ikgkgkKhwHEHBCYk0BqtJWkSSJZkCgCk5GmDwYBYLAaXy8V6KEqkFovFOPDAA1l3tD+XVCrFF77wBQDAoYceinA4jEceeQS33347JiYmcO211/LX6nQ6/PGPf2SXzruLXFoGg4Gfv90VhZUC0/yKm266Ccccc8we32+6+DrzzDNniF7VajW+/e1vQ6lUorGxEccffzxfjOzPrqtPe8lkMqxcuRIbN25EOp3Ghg0b+HOVSoUFtE899RRaWlrw/e9/H0ceeSQOPPDAnZpSWv/uqpnMZrP4f//v/7Hdefny5XtkiX/wwQfxf//3fxgbG9sjdssRRxyB66+//hNtToD9vEExm81wOBxIJpMoFotYvHgxw9holyuXy5mGqtVqsWjRIjQ3N7P7ob6+HmKxGKOjo2hpaeGRHIHbtFotAoEAsyEmJiag0+mQyWRgs9kYDkaiunw+zwdmtVrloCev1wuNRsMAs0QigampKV4NTE5OIp1Ow2azMSGQmBW0CiF7bjabxcKFC3m9YbPZMDw8DKPRyGJIq9XKCckAOFmYpiA06idLNaXhjoyM8FTD5/MhnU7D5XLBZDJxmB0JkgHwyolSb8nGPDU1xXberq4untDQlIlotiTQVCgUDEhTKBSIRCKw2+3Q6/VsfTQYDBgbG4NCoUBvby8LRGkK1NrayvZqSrKmCU4mk0FdXR3bsGldlU6n4Xa7EQgE0NjYiKamJoTDYZ4eqNVqXhVRro5arUatVsP4+DhkMhnrUgwGAwqFAsLhMKampjBnzhz09fVhamoKBoOB1yREC6aogJaWFrYhy2QydqCRi+nFF1/k6V84HEYkEuGkbJp2ULND/B36fEtLC2taaBVIwtepqSmeCpF1mqY0lGJdV1fHv6vD4UB3dzdPGt8Lub2/ltlsxjnnnIPvfve72LBhA1auXIlsNovm5mZcdNFFOProo3d70JMua0/qySef5ImoTCbDscceu8cCTr/fj+uuuw4PPvggXzhYLBb09PTgoosuwnHHHbdfuGr+1+qrX/0qVq1ahV/+8pcs8Cd4pdvt5tfG6OgorrjiCtx444348pe/jJ/85CeYnJzE2rVrUa1W8fTTT6NYLOKMM87AxRdfPKPZffXVV5n91dLSgssvv/w979PU1BTOOOMMvPDCCzMs8e9VXV1duOmmmz7RCAmq/bpBqa+v58ReEgYSjEwsFqOuro5JmMlkkp0QNHanycaOeSj5fJ6x4JSUPDQ0hL6+PsyePRs9PT0MSguHwyw+FYlEiMfjqKurQ7lcZtFoMBiEUChkGBfpUSYmJpBKpeD1evlqmtY/QqEQuVwOExMTkEgknCpLDcbRRx8Nk8kEn8/HwXqLFy+Gz+fjtUUul4NSqcSsWbMwNTXFYmKJRIL6+np2DBFvQyaToVwuo6GhAclkEjabDbFYDJs3b4ZOp0NraytsNhveeecdJBIJpqiSUDeRSCAajcLj8cDpdCIej8NgMDDgLJvNwmKxQK1Ws72Zph0kiE2lUnC73bzaIcQ+Xbn7/X5IpVIoFArEYjEWxkajUV7NicVirF69GvPnz4fFYmFaqlKpRDKZhMFgYGw8CXldLheMRiOvCoVCIeRyOdra2jiThgjClFMTiUR45SSRSLBhwwYYDAZ29wiFQqxbtw6NjY0wGAyMkCeuiNfrRS6XQ2dnJxKJBFQqFU+qaNUEgO3j/f39LKZUKpWIRCKIxWKsk5JKpdyIabVa5ruYzWa2CctkMsRiMX79ud1uDsekho6mV01NTahWq9w46XQ6jI6Oorm5GZ2dndzg/6+WTqfD4YcfjrVr17K+Z0/XL3ti2z344IPZcbin3wNMj+G/+93v4pVXXgEwrbE788wzceGFF6K5uflDcTA+rw9XQqEQK1aswOGHH441a9ZALpfj0EMPhUgkwmuvvYZnn30WL7/8MrZt28Z6yEceeQRPPvkkqtXqThC4K6+8Eq+88gpWrlzJTpktW7bwhYHT6URzc/Nu78+///1vXH311Ty9AaYvRObNm4empiZ8+9vf3uX3zZ8/f5eRDZ9E7dcNSiwWY/0C6R88Hg/mzp3LDAePxwOj0chjcaPRyBTJdDrNNmORSMQpkySezGQyLEBcunQpBAIBI+3pgKXpSFNTE3Q6HSft0oGg0+mQSCQgkUjYWkwIcsLEa7VaxsED01dIYrEYXq8Xy5cvRzgchlQq5clOIBBgMSoFxkkkEsaw07TEbDaz+DSTycDlcvFkaHBwEFqtFu3t7Yz3p8eDDmmn0wmLxYJisQi/349cLof29naEQiGYzWZe8dC0pFQqwW63s1OKAhXpijOZTMJsNrO9W6vVYmhoiNcpEokEDQ0N8Hg8fGi7XC4sX74cmzdv5n0phSdS1AAAFoMSxt7hcDDRllxTNHEhpxet7giBT8GE5LRKJBJ8UJM4lJxaiUSCD3cADICrVCosuCZnVblc5iaYGh6LxcK8FiL70jg1FAohFApBrVbzeioYDPJri4IxyfLd3t7O+T7k/lqwYAEzWWw2GzKZDEZHRyESiTA6OgqXywWn08kOIQCcTK3X69mplk6nWXybTqf574kaoP/1+iBXkXuySmlsbORmIpfL4amnntqttmXHuueee/DKK69AIBDgkEMOwcUXX4yjjjrqU3G1+3mBKdjvtv0ec8wxOOaYY5BKpbB582bcc889eOihh3hFu6uq1Wp45ZVXuBl9d23evBlnnHEGzj///BmJ3rlcDo888gh+/vOfs1ZFIBDgzDPPxA9/+EPMmzdvv2lk9+sGha5KKZNHq9Wiq6sLOp0OOp0Og4ODLJicNWsWH8aUXUKpxhaLhWPsae1CFM+mpiZuMMi6TERNEjpSM6RWqxmPTsLRVIFUk+cAAE/9SURBVCrFLiNycZCNOBgMwmazYfbs2XxYJhIJaDQaJBIJngDQ4RYIBHid1dnZyfZYWgnQ2mJqagpCoRATExMscDUajRgYGOAkY0IaE7qc4HDUxFESM6HoE4kEWlpaUKvV0NTUxG+IEokEXq8X7e3tbJ2WSCTYtm0b805o8pBKpdDQ0IBCocCYfYfDwY0O8WccDgfWrFmDaDSKbdu2MYCNXFIDAwMAwJMuq9XKjy8Anl7R10gkEraJ5/N5aDQaOJ1OSKVSZLNZrFmzBvX19dDpdMwmIYJvNpvF4OAg2tracMABB7AgVy6X84qEVjHAtAaA7o/P5+NUaTrwScRNRF1aWVFgn1QqZX1ILpdDPB7nPCGn0wmZTIZIJMKi66VLl7Ktnl7XTqcTer2eOS6ZTAY6nQ4tLS28RiPcO7FWCPRGTTC9cRIbhaB2pBfa8fH+vGbWnkxDaEoHgNPLd1cUnVCr1fDEE08AmCZ1/vOf//xIIu4/r4+uNBoNFi5ciDlz5uDRRx/dbXNChPD3ei2lUincd999ePLJJ2ewSMrlMmM0gOnX2plnnombbrrpQ9vYP+7arxuU5uZmRKPRGcm8YrEYU1NTGBsbY3EpMSMSiQSvbKLRKIPKxsbGMGvWLLb7EteEQGhKpRK5XI539yTWJDdHtVplIWdzczNPP8g6LBAIMDY2hnXr1qFWq3GyscvlwuzZs9HY2MjhfyQmJerr+vXr0dTUxPH0xWKR8eWBQIAPHRrFU5NDUxOpVIpwOMx2Ygp7M5lMCIfDWLt2LTo7O9Hd3c15K8lkEmNjYxgYGEBdXR0aGhqwfft2XnkQQl+r1XK4WS6XQywW4wagrq4Ok5OTaGhoYLHt0NAQWlpaOOWUwqhGRkZgt9s5yJBEujsSUHO5HGuEqGErFAr8eKXTabS1tUGr1SKfzzORU6PRwOfz4cADD+Rsnh1fJ0qlEm1tbairq0NXVxey2SwSiQRCoRCsVitbSiuVCoLBIAKBAHQ6HdLpNEqlEjdy7e3tiEQimJyc5OePGlKtVstrG9Ig7Xj4KxQKFidTA0mTty1btkCtVqOxsREulwvAtHttdHQUixYtQldXFzu1iChLTardbkcsFkM8Hme9S2trKx92pFWh5pQaWWqMqUmu1WqcO0UrxUAg8DkvYze1JxMUk8mE448/HnfffTcA4K233mKn3I712muv4dprr+UxPU3nTjvttM+bk/2sSqUS3nzzTfz+97/H008/vVODL5PJeGXzne98BzabjVlNDz744Axbf6lUwujoKGMKaFLy7rLZbLjiiitw+umn73fNCbCfNyiRSITfOHdMaiQQ1/DwMFt0yWo6OTnJYqWGhgZeSRCaV6/XY2BgADKZjN0WarUawWCQ94ZWq5XFhsFgEHPmzGErM71x2+12DA8PIxAIYGpqivHtJFYkWicwrcwm7QeN1dPpNIsc9Xo9hxY2NjbCbDYjFAph7ty5PC2QyWR86FDYHV0J0xqBViiU/0GJx+Pj46hUKtBqtayxoDyZxYsXcwNIb57r169HNBrFQQcdhFKphIaGBoZY2e12mM1mzJkzBwMDA2hpaYHH4+HfY2pqCpFIBHPnzoXNZuMQLLLCSiQSTE1NIZFIMHE3m83CbrfzZItCplpbW5nyS7dDkQQmk4nps7lcDoVCgW/TYrFAr9fzc9LY2AhgWm1PwsVCocCOp97eXs4NoqkJrW7o/prNZigUCjQ3N7OA2Gg0Mno+kUhAIBBgwYIFLGQOh8Ooq6uDQCBgGFpPTw/y+TzWrVsHjUbDr1GxWAylUskgN7KMEwguFotxw0QaHpFIxE26xWJhe3mhUEAqleJ1Fa1xCHtPgDmlUsnsn0qlglgsxutLaqY+rw9WAoFghkOCknHJLbh+/Xrcd999eOONNxAKhaBUKtHR0YFNmzYBmNYXHHbYYTjwwAM/od/g83q/ohiDSCSCv/3tb/j3v/+N//73vztNTex2Ow488ECce+65OPzww5lWu6PQ+d3rv0wmg0ceeYTXROvXr5+hYVGr1fjGN76Bn/zkJ5g/f/5H+nt+lLVfNyg+n4/hXhQfT4wSm83Ga5AdXQl08A4PD7MwllDi9HGaytTV1QGYhjTRGF0qlfKBLRaLYTQaoVKpUCwWGXjl9/sZCBeLxVAoFBjqZTabGWne39/PUwciuMrlcuh0Omi1Wl7hxONxvn+JRAJisRh+vx8ulwu5XA6jo6NQqVS8xqDfy2w2o1wu87ifJhSUsktX9tQ4GI1G5mSUSiW0tLRwkNy8efMQCoV4tK9UKmG321lcm0gkMH/+fHg8HiSTSTidTsyePZuZGXTQ0dopnU7z40bWWcpEUqlUrO8hHYper+ckZJvNxk2bw+HgQzgcDqNcLiMWi3GoIYmoU6kUAoEAkzLj8TjTZIeHh5mLQvdXJpMhGo0iEAhApVJBoVDwJEImk7EVmSi6tCIpFovI5/Ow2+0wGo0cGul2u1msS8nELpcLsVgMfX19MBgMrJmiaRhNKEiUDWBGc01hg3K5HLlcjl06uVwOtVqN4wVyuRz/7iTAJs4JaVDcbjdrXYgyS4nZdPsajQbFYpEbGQrc+7xm1ocJiP9//+//4ZprrsHExASA6VH/gQceiNtvvx3d3d04++yz8eCDD+L111/H4Ycfjquvvhqnn37653yTT0kVCgWUSiW8/PLLeO6557B27VrE43GMjIzs8usXL16Mhx566D3FrgB20ozo9XqceeaZOPPMM1EqlbB9+/YZDYpSqUR3d/eH/4U+4dqvGxSy3yqVSu5K6+vrkcvlWBRrs9kQjUah1+v5j16j0aC9vZ0nG+l0mumi5GKgZgSYtoVREu7Y2Bh3tul0GvX19SyeJcAZhdcRp4W0G6Q1oBVSf38/awzoNuvq6vh3IOGkRqNhmxoRYYeHhzEyMoKenh5msEilUhZ/0kifsnCEQiGy2SzjyrVaLVtLCQ9P8DHCr1NSLh26pFWZO3cuO4bC4TAEAgE0Gg3/7KmpKWzdupUD6ywWC6LRKK+oyMabSCTYPZJKpdDT08OTBgo3FAgE7MqqVCrMvCG7NU2BFAoFhy3qdDooFAqMj49zE5nNZtHW1sYZN6QFoRwNoVAIu92OVCqFiYkJ5ocQ0IyeJ4pLoPtBUzsCYpEAl543ei2RdiSVSkEoFGJkZARms5m5NTabDbVajbkxBI975513YLVaWdAajUa5sbTb7RgcHITb7WaKLlGCKXfHaDTC7/dzs0ICbK1Wy64yYqDU1dUhGAyyVd9iscDn87ENnFJgSSP1+QRl17Unqy/KUtqxgsEgfvvb3/L7VFtbG/7yl7+gq6uL86/uvPNOBsxFo1FcfPHFyOfzO4Uafl4ffZF2iHhJTzzxBJ599ln09/fD7/e/p+VcKBTiq1/9Ki677LL3bU7er8iZ879Y+3WD4vP5UKlUYDQa2XZKuSyUC0NXqC6XiyFf5HIhu3F9fT2USiV8Ph+q1SqCwSAsFgtf5Ws0Gj5w/H4/3G43zGYzNxW0NiFBLh1SOp0OTU1N6O7uxhtvvMHCyAULFiAWi7EtV61WQ6FQwGQyIZPJMFaf0pGlUimam5uxadMmXku4XC62TxM9lSy/pGehq/9UKgWRSASz2YxisciskVwuh3feeQf5fJ4dKtFolG3F5MChoEONRoP58+fz+mnjxo086WloaEAsFuP1GjlDSGdB+g86SGlKBYC/nnD0iUQCNpsNSqUSmzdvxtTUFEKhELq6upDL5ThPSKPRIBQKIRqN8rTDarXCbrdz85nNZhnLbjabkUwm0dTUhLq6OkSjUUgkEk5QJlFaIBDgpogIs8SlIX2MRqNBOByGz+dDsVjEkiVLWAtCrjLiitDEJx6PczNImU80ISK2CtGAo9Eor+qMRiM7a2h1IxaLGfJHsQpOp5Mfu8nJSUxOTmLDhg0s9iZEPq2cyuUy2traOEOIrOjpdJq1PKSzSqfTSCQSiMfjEIvFDAP8vKarUCjgv//9L4Bpfch7Va1Ww/33349HH32UP1YqlXDnnXdy6OVpp52Giy66aKfgPo1Gg5/85Cf4xz/+wUBE0qXsb1UoFDA4OMgTJ4VCgfb29k/s/sRiMXg8nhkfSyaTePDBB3fZbBQKBTz77LMoFou8/t+T6ZlYLMYNN9yAH//4x5/ruN6n9usGpb29HSaTCYlEAnV1dTAajRgfH4fb7YZer8cbb7wBoVDIOGBaSVBIHzlCMpkMI9blcjkzNehwj0Qi2LZtGzckJDCVSqVoaWnhNFK1Wo3x8XEet1ImSzgcRnNzMycsy+VyzsUhKymln4rFYphMJoyOjkIikUAikfCh53Q6+dCs1WoQi8Uwm81Ip9O8JqHvsVgsGBgYgMfjYYgcJfLSm1oul2OqqE6nQywW40Myl8vB7XZDpVKhoaEBPp8PHo9nBpp9cHCQVz4ENuvs7OSma9asWQwRI/4JHc5ETyWGTSKRYDy+WCzG5OQkJynTmoTWddRcxmIxzq8hi+/k5CRyuRympqb4cKcrnGw2yw4bctSQAJeEpYQHb2pq4vUYwbDUajVMJhMTcmkNRhksdrsdHR0dEIvF2LZtGwqFAmw2G696nE4n/6xwOMz0XQow1Gg0zMUgim5HR8eMpikUCqG+vh56vZ51K4Spz2QyDI6Lx+M8PQOmm3mJRILGxkZ+U4xGo5icnIRUKoXJZGLiMv0dUVNPgY7EaBGLxUilUrvNfPksVqlUYnfZ7iIAKpUKtmzZgltuuQWPP/74jAnU1NQUbrnlFgDTQYY33XTTbm+HVnJUL7zwAn7xi1984ocdNbdvv/02HnjggfddAWYyGaxZs4bXl2q1GosXL4ZMJsNpp50GtVqNhQsXsstvx3p3ovB7Fb1fCgSCnRqI8fFxrFmzBn/961/h8Xh2mSy9r4CEQqEQc+fOxSGHHIKzzz77fWnD/6u1N+6//bpBcTqd7LSgMTw1ILlcDq2trex8INvWwMAApFIpWltbGfqVzWb5Cvydd96BTqdDfX09JicnIZPJ0NTUhPHxcQSDQbS3tzN4jXQdxERpamri6QXpDWi1Q1kyBIajwL9UKoVCoYCxsTHkcjk4HA4Ui0XGyZN1eGhoCLNmzWIHzujoKBoaGhhtTjRbsoc6nU7O5yHAG11pR6NRhEIhxrSTKJUOx0AggLfffpsbI8Khh8NhRKNR5PN5qFQqRCIRyOVyWK1W1s0Qcn5iYgI+nw9SqRRWqxUymQxr165l90utVuMXqkajQXNzMzuNSB9RKpXQ39+P+vp6yOVyZLNZ+Hw++P1+FqfabDaEQiHk83l+zAGwnqi9vR0KhYKpvOPj44jFYjjggANY40PiZqvVytqafD7P4lqZTIZAIIDFixfPWJ/Z7XZ2Fvl8Pp52VatV2Gw2FvAqlUqUy2XE43FueDOZDIxGIzdkgUAAtVoNZrMZtVqNoXNKpRLDw8MAwAwfcvqQBimdTvNrSa1WM5b/sMMOg8Vi4bBLYgZR4B2Jiun7yEJP7ipaQ8RiMajVavj9fhbVjo+P7zE19bNQpVIJ1WoVHR0dWLRo0YzPpVIpPPHEE7jjjjvQ39/PQux3FwHhzjrrrPfMOZLL5ZgzZw7Wr1/PYZakJ/okqlwu47HHHsOqVasQDAb59bo3JZFIkEgk8PzzzwMA/vWvfwGYpqW++/eSy+U49dRTOWbkmGOO4TyaHROh0+k0nnnmGTz33HPYsGED5s+fzyJjqlAoxJEDH0UpFAo0NjZi6dKl+OIXv4gTTjjhM+e+KpfL2LJlCzZu3IhAIIA1a9bs8ffu1w0KxcObzWZOfaXsHbvdzvkTYrEYzz33HCYnJ+FyudDW1sYBbzabDVNTUygUCigUCnA4HAwNczgcSCQS8Pv90Gg00Ov1bAXs6urigEByeIyPj0OlUqFWqzGmnQ4mpVLJ6bhWq5XXLgTGUigUvN7Q6XTMx8hmszCZTGx1JeJoLpfjQEFaKeRyOQ6pS6fTTPoka/BTTz2FAw44gPUDpVIJY2NjbKV1u92oVqucTUPrCPoYCS0JL0/eewJ2fe1rX+PMGK1Wi9HRUR5DUyNAKwK6XaFQCI/Hg/7+flitVigUCk5c9ng8qFQqrPuhgEISo1LiMGXeEIa/VCohGo2y+0oqlUKv1/PKRSqVcvNJkDRK7iVXFD2mXq+Xcf4EuaOcHa1WC7fbzf8mGFpHRwd6enqg0+kYWCeXy5kkSwGDW7ZswaJFi1g7s2MIIK0qaYUpkUh43Tg4OIihoSGeZJAraHx8HGazGfPmzcOBBx7I2Hp6HVLDQ1eUMpkMqVSKoWsikQilUmnGlCmdTmNkZIThfuRmI9fX5zVdzz//PAKBAGbPnj3jQO3r68Opp56KLVu27EQK/aCl0Wjw+OOP45FHHsE555yDUCiEK664AqtWrfpYEffBYBB33XUXxsbG8Ne//nVGw2o0GnHAAQdgcHDwPW/jqKOOQmtrK1pbW9Hf3w+v14unn36a1/ejo6O7/L61a9cCmHZDWSwWTmdub2/H0qVLsXz5ctx222149tln+XHfsmXLvvi137fsdju+853vwGg0Yvny5ejp6dnlFOizUMViEVdeeSXuvPPO3Tbm71X7dYNisVggk8n4sKY/TjoMi8UiRCIRkskktm7dCoFAgK6uLrb+tre3M8GVwFr0Bq5QKDA5OcmHJH0dHTTUgExOTs7QedD9oYaGgteoiSFsOh3COp2OJwYajQatra088ZBIJAgGg0gmk+jp6UGpVEI4HEYymUSlUuHDnoBzJpOJIWIETSOLLiXpEuSLroYbGhq4MUmlUjxFSafTbL+l0EG1Wo3m5mZeN9H6SqVSYfPmzTAYDCiVStDpdGxzrq+vh1AohNlsht/vR3t7O1uSXS4XAoEAX5Wn02lIJBKenJCYlRxHJEqNRCLsrKEpDR3GlUqFcftCoZCbEHpclEolRCIRUqkUh0PSNITYI0RkJW0IfY9Op4NQKMScOXN45RKPx5liTORW0hsB01dQAwMDEAqFsFqtsFgsCIfDEAqFaG9v52mI0WhkAW0kEmGoHNmdKTtpfHycp1SkHSGI4KJFi9DZ2cn8BHJtSaVS1hGR+JjEy6VSCfX19bxum5iYYDZKPB6Hz+dDPB7n6AedTofJyUmYzWaG2n1e4EytHauvrw8nnXQStm/fPuPjBoMBra2tMBqNWLZsGf785z9zvsqeVLlcxp133onrr78ewPTI/KGHHsLXvvY1HH300R/6d9mTeuqpp3DttddyowBMJ+uuWLECs2fPRlNTEw466KD3DaajKQhVpVLBDTfcgBdffHGnKAW/349HHnmE/51KpTAwMDADcufz+fDaa6/h//7v/5jg/FGVWCzG7NmzIRaL8Z3vfIdD+774xS+isbHxM52HtH37drz88sv4z3/+g2efffYDr8n26waF4GAul4tH08RooEmEzWZDNpvF6aefzjhycv709/ezgJFcM5QoDEx3f3V1daxdoJwTmUyGhoYGFs9SU5JIJLB9+3Zks1mUSiVOOaYcoFgsBqVSibGxMQ6tGx8fh9FohFqtRiwWwyuvvMJODLLXkuCXDmuyuCaTSeTzeQQCAZ4QDA4OQigU8lqDLLMCgYAPHdItFAoFjIyMoFKpQCqVQiKRoLOzE8lkEi6Xi7OM5HI5HA4Hrz5cLhc3QeSQOfLII5HP5zFr1iwIhUK2u9LzIRKJmNhLrqVQKMTaIco22rp1K2KxGFvD6TAdHR1laFsgEOAQO2r0KAWYkPaUVEx6HJq40IqNrrpoLUj6IPoYIfFJm6HT6diuXC6X0dHRgYmJCZ5O0M/XaDRQKpXcSE1NTaGtrQ35fJ4tz5REbTAYGF1PgLhcLoeBgQFOK6bnOxqNsjtMq9Vyfg65a9RqNdrb25mQG4vF4Pf7MWvWLORyOX4djo2NQa/XQ6VS8fOezWYRj8eRTqeZzuvz+RAKhdjCLpPJMG/ePCiVSsyZMwepVOoTTzr9NFc6ncapp546ozmZPXs2li5dinPPPRezZs1idtNpp52GX/ziF3j99dfh9Xrf81Atl8u44YYbcM0110Cn0+Hiiy/GzTffjHg8jlNOOQVz5szBkiVLsGTJEv4ehUKBZcuW7fbATKfTeOONN1Cr1dDW1oaurq73PFyfeOIJnH766XxFTH9vjz322E5ukr19jdCFwIknnrjLz1988cX8/8lkEps3b+Z/T0xM4MILL+SU770pisRYtmwZvvKVr2DOnDnv+z0SiYQnlZ/lZgQAZwm9+uqruP7667FhwwYWDTudThx44IHQ6/VYsWIFCoUCjjvuuD263f26QdFoNDNw6pQGTJoSYFqYRLt1mkZUKhU0Nzejvr4eIpGIhZ6U3SISiRAKhZj6Ojk5yVftJFQNBAIz1NukWxkfH4fX68WWLVsYD+9wOBCLxfggq1arWL9+PbZt2wa73c7fR9MZCtdLJBKQSqXMFzGbzXwFS3qTrVu3suA3HA7D4XDAYDAwIZeC6lKpFMbHx9nhRGwLOqjIGdLc3DzjipvIsnK5HI2NjdDr9RgfH2dbqkaj4akHHei1Wg1+v58D+Kh7pimASCRCc3MzkskkOjo6EAwGGahHxN/Vq1eznVYsFuPggw/mg580PdFolBst+p0aGhowOjqKyclJdHZ2cu4SZSGRy4g4NjsK1YhuOz4+zuJkckiYzWYMDQ2xS4as0CQAjsfjTG6tVqvs+lq8eDF0Oh0nHyeTSYjFYlgsFkQiEYyNjcFqtaJYLCKXy3Gjo9frubEEwNOZWbNmceL0smXLkM1m0dfXB7VajXK5jFAoxM8RrcDoddXc3IxIJAKhUMhiZY/Hw1EC4XAYoVAI69atw+joKDuPnE4nNBoNHA4HCoUCP+fJZPJj/ovff4p4SABY9PmrX/0K9fX1O31tQ0MDHnjgAZx//vlYtWoV7r33Xlx55ZU7fd3q1avx0ksv4c4770SlUsH3v/99XH311WhtbcV5552HaDSK1157Da+99tqM75NIJGhpadkt4Tafz/MEx2w245vf/CZWrly5k6Mmn89jYGAAP/rRj5jKfdZZZ+G73/0uTCYTHA7HB3mo9qp2bAT0ej2WL18+4/MWiwW//e1v8c477+zy9Um5a1SzZs3C/PnzUV9fjxNOOAEtLS28Lvq8dl+0/gWmaccvv/wyXnzxRc6JEwgEcDqd+MpXvoLvf//7WLx4MX/v3rxv7NfPBB0SpVIJXq+XrZrVapWbj3dTZmu1GkZHRxmKplAoeMUDgC2dpPomfgQxRWKxGIRCIYxGIyYmJjh9GAAzQorFIoLBIPr6+uD3+xm6pdfrEQwGkclkEA6HeQXkdrv5aphotrS2AaZ3p4SLpxG80WjkBoYybsLhMPr7+3mUT1fXCoWCGxw66HbMFaIGRSaTwe/3c0omuUaUSiXa29t55aBSqTiJNR6P82Oj1Wp5EmW1Wtm+vG7dOpRKJXR2dnKAolarZQEcBQ0S54WEz+Ta8fl87HKiacm72SsUdBeJRLg5oCaDXDQ0mSIRNf1MAuD5fD5YrVbU1dVxRABB/+hgNplMUCqVcLvdEIlEMBqNPBWhFGjKwCHIGblrarUaJiYm2PVks9nYmkwiP2L2kAPIYDBwkCVNMmiFSXttajp9Ph9aWlrYwaPT6ZDJZHjlA0zvx4moKxaLEQwGeU05Pj6ObDbLr3mDwYDFixcjmUyy+DccDsPtdsPlcn1mXQh7UkKhEFqtFn6/H1deeSV+9rOfva/z5IwzzsB9992Hu+66Cw8//PBOnydujUgkwtlnn41rrrkGAoEA3/ve92A0GnHzzTezuycUCnFzvaPD6P0qHA7jzjvvxOuvv46vfvWrOPnkk/k94pprrsGzzz7LMSHnnXce34dPSx177LFYtmwZJicncdZZZ+Gtt97iaYpQKMQFF1yAU089lZ2WSqXyE3c/7W+1efNmXHvttdwIx+PxGRMrhUKBY445Bn/4wx+YE/ZBa79uUCKRCKO/C4UCw6sowC0UCsFkMsFoNLKFt7GxER0dHZBIJCwwJAhXOBzmw46aAxIs6vV6Xn8Ui0XWPQgEAl7xEOtj8eLFmJychNvtRiwWQygUQrlcRjKZZGcOXdHSeJ8OKbq6ra+vZ7cHAHi9XgSDQchkMibSks3ZarUiGAzyJKa1tZXXKKQ12ZGtEovFZoQDkvCWrhyIIUKNEgBs2LAB1WoVTqeTX4xarZbJrSQCptUJvRnTzykUCojFYmhtbUWhUEClUkEkEuEgRUI7k2hZJBLBYDDAZDJBJpPB5/NBoVBgdHQUQqEQdXV1nGZNjhlaOxBIjSiqBFyLRCLMEaE8JKVSyY8zPa/0eqGpBE1xWltbEYlEMDo6iqmpKbS0tCCfzyMYDEKj0bBuxe12M7qfOCKRSARarZafQxoLE9MFAK+AaF1HPzubzXKTTPedHluTyYS2tjbWmpA2iVxrwPQbyNTUFGQyGU+1isUi1q1bh4GBAQb4ERfIYrGgsbERGo0Gc+fO5UkVNX/Nzc0olUo7MSM+q1Wr1fDMM8/M+JhGo8HXv/51/Pa3v0VTU9Me2WLnz5+PVatW4Y9//CNzbN5dVqsVN954I771rW+xW0UoFOIrX/kKjj76aF4Pbdq0CXfeeSf+8pe/8PeaTCaeigiFQpx88smw2+38+UKhgAceeACbNm3Ctm3bsG3bNtx00038+twxvO6b3/wmfvrTn36qmhMqtVqNrq4u/Oc//8Fzzz2HVatWYdOmTQiHw7juuuvwzDPP4IILLuCV6Ge5QSGdJZ2jbW1tu/3acrmMW2+9FbfddttuNVNKpRKrVq3Cqaeeuk8Sk/frBkWj0QCYHjfRIReLxTA2NsbZODQpIHEqXTGT/ZIYItlsFsFgkCmbdIA2NzdzhgmFv3k8HshkMnbXkAuD0Os75pgUi0XE43FkMhkmuJIbhdwZxJegA5IO/vHxcUilUgZi0ai2oaGBDzuDwQCxWIyFCxcCAA466CBs2bIFer0efX19jIunQ5hsz+TYoBUMWVDJNUSNXjQa5UyecDjMKw6yNpOjh67cfD4fCzDJNXPggQdysBVNuXw+H48IOzs72SZM902v17P7hg7baDSKuro6bhIdDgcikQjeeustnpDo9XqUSiVmuNC6jLQeuVyOIXYEpyMLdSAQ4OaQxKyUIpxOpzE5OTnjMSmXyxy3QA3Utm3bWOwql8t5kkITMrIGEwPFbDbzBMdgMLCmiaZPZGmWSCSs+yF7eyQSwaZNmxAIBGAymaDT6VjovOMqiSYv9PzQfdq6desMdH9zczPUajXMZjPi8TjUajU3mLQSczqdcLlcCIfDe8Wi+F+uYDCItWvXQqFQYOXKlfy4dHR0QCqVcorsUUcd9Z5TJ9KjnHbaaXC73fB6vQCm399++ctf4o033sDhhx++WxDcjnqPrq6uGZbagw8+GNdddx0OO+yw9/xdTj31VLz55ps44YQTEAqFuMkFpvUh8+fPxwUXXIATTjiB338/rSWTyfC1r30NX/va1/Df//4Xv/jFL/DGG29gw4YN/BjW1dVhwYIFOPXUU3HEEUfAbDZ/wvf646lisYiXX34Zl156KbZs2QKn04lSqYTW1lZYrVZceOGFWLZsGV8klctlbN26Fddcc80MNw5dvNXX12PZsmU466yzsGjRon3WuO7XDQqFwUmlUs7C0el0jHOnpoIahpGREU6GJVtoMpnkdFa9Xs8W4x0Piu7ubrjdbqxevRqzZ89m9oTL5WJehkgkgsfjgdvtRkdHB9RqNSQSCT+59fX1qKurw9TUFAe1AeD1Bu3l6uvruanZUfSrUqnQ3d2NSqXC0xMK16PbIYKtTCaDRCKB1WrF6OgoH/rUxFFjVldXh/7+fsyePRtyuZytvMD0vpmukCUSCfNU8vk8BybSQUl212QyCaFQiEwmA5PJxBMY+h3EYjHj8+kx6e3tZaEbrUpKpRKn6JK7pbu7G5OTk9yMWiwWaDQaDA0NIZlMQqPRMEyM1nREyx0bG+OJWSAQQCaT4QkLwZsikQg3meFwmFkOlBpNqy56A1OpVBgZGeHU43w+PyMBORKJwGKxIJvN8ji5ubmZV2QTExPI5XJIJpOoq6vjWINarYbx8XF28ZCQlp4TIt7GYjGMjo6iWq2ioaEBHo+H7eFyuZyt6NT8jI2NsYU+mUyyg6utrY0fh/r6ek4CTyQSvCIlkbLX64VEIsHAwMCMYMXPclUqFdxzzz0YHx9HW1vbDHHnihUr8OKLL+Khhx7CiSeeiDvvvBNnnnnmHt2uy+VihtObb76JzZs3w+l04tJLL92j7x8bG0Nvby+A6SnwbbfdtsfBghTQuWO1tbXhV7/6Fb761a/ul7k/y5Ytw9NPP43/+7//w/3338+6Na/XC6/Xi3//+9845phj8Kc//QkNDQ2fysnQviq/348zzjgDr7zyCkqlEme2CQQCbN26FZlMBi+99BK+9KUvYevWrZg7dy62bt3Kbk6qpUuX4uKLL8acOXOg0WjYxbQva79uUEQiEY+naVQuFos5u4YEg83NzbxCICdGJpNh6+zo6CiD1AQCAV+Z22w2VKtVjI+P83QhmUzCarWytZhsobQeobRhsorSVQZZoj0eD0qlElQqFWPraXpB0xWZTMYJueFwGJOTk0w2dblcqFQqHA4nkUiwdetWiMViFoE2NTVhYGAAer0eTqcTU1NTvLay2+08xj/iiCOQzWYRCoVgt9sZDkVXgHV1dRgfH2dWSTabZQcRrcZoSkGJ0VKplF/sEomEIWc0paE/fKfTCYlEgq6uLhSLRcbgA2DhbLFYhNvtxtDQEAt06+rqOGyxVCrxBEShUCCdTiMajbLIlB5LalimpqaYbWO327lBJZGzwWCA3+9HoVBAuVxmPgwAFuzS+kQoFKJWq3ETTDk/AHhiQ/ttytwh2zswHYNeqVQQDocRDAbZ8kzPrUKhYGcXMD22JqLr8PAwJicn+XmgtRCty3Z0fYVCIRgMBoyPj7O+yO/3w2Aw4NBDD0WlUuHb2bJlCwwGAxwOB6xWK8bGxlisTKA30gxR/tRnuSqVCm655Rb85je/gUAgwA9+8IMZ6wJCmo+OjmLNmjX4y1/+gtbWVhxxxBF79XNefvllpNNpLFu2bI+Tael1A0w3HD09PXv88yhQdMcSCoU45phj9svmhEqr1eKaa67BRRddxHqw2267Da+88grGx8fx3HPPYcmSJXj44YexbNmyT/rufiTl9/txyimn4NVXX0VrayvOPvtsfPe73+X3ud7eXrz88su499578eSTTwIARkZGYDAY+DV1wAEH4IwzzsBJJ530kTQlO9Z+3aDQtESpVHK2yujoKOshBAIBJiYmOJI+n89j48aN6OrqglKpRDQahdfrZREgYd4pg4egX7TXzeVySKVS0Gq1vCJoaWmZEVgnFouhVqsxOTnJKw2LxcKuG2KZVCoVvkqOxWKYNWsWMpkMN0EajYZtzDRRCAQCTFwkSBqtCagxI64GAHa4iEQizsohNL5IJEJfXx8aGxsxNTWFcrnMBxWtU4RCIQvkaHpD0xOClpFuhLgzOp0Ocrkc4XCYA+/IuSQQCHh9pdfrEYvF+PAjPYxAIOBkahIGd3R0oLGxkVOWCTUvl8vR1NSEdDqNWCzG9ycajTJKXiaTccNBkzFKtCZQnEQigc1mY0KuzWZjO3Ymk4FSqWSGyvDwMIxGIzNaCMpXLpeRyWQQCATg9XoZ008ZQMD0hIimFfQcWa1WRvkTet9ut7PGaXh4GLVajZtBt9sNn8/HDR010aRpIbGtxWJBKpWCTCZjNL7P54Ner4fJZEJraysUCgU2bNiAZDIJh8MBiUSCiYkJ1saUSiV0dXUx0C0ajbKWi9amn+Xq7e3Fr3/9axSLRZx22mk477zz+HO1Wg35fB5utxsXXnghMpkMbrjhBpx88slYvnw5VqxYgYULF+7S1bNjrVmzBr/73e8ATE9k9rRee+21GXblD5OwDIAJzB/1gfRRF72/ANOGiHvuuQfxeBwPPvggfvGLX8Dn8+E3v/kNHnzwQX6P3d9rdHQUd911F/r7+zE+Po7NmzfjS1/6Ev7617/u9HwecsghWLZsGc4880ysW7eOP+5yuXDWWWehUqng0Ucf/dABh3ta+3WDUi6XoVKpIBAI2EJMu3KyHtNVZbFYhEajQa1Ww9DQEIPTKARvR2HhyMgIhEIhX+WXSiXmaJDegMitfr8fra2tEAgEGBkZQTqd5saira2NRY0ejwfbt2+H1+uFQCBAPp/nrBSr1QqJRILW1la+8iV2it/v5xcRHWz0/eT0Ib0LrXloWpTP53ldZLFYmORKQDfyrjc0NACYXltEo1HGM2s0GhSLRaRSKdbiUHMjFAoRCAQ4v6VcLnNYo1qtxsDAAB599FHmiygUCiQSCahUKohEIhYhSyQSdkEJhUKUSiWsX78e27dvx9y5c6FSqdDY2MjfOzg4yBA2YrtYrVa43W4+9IvFIiKRCMxmM8xmMwKBAGKxGAwGA8rlMgtV7XY7g95KpRICgQDbrK1WK9LpNLuTUqkUisUiXC4XdDrdjIkPoeLpNeNwOHg9RasQakKIY0IrRdIg0SSEhLC1Wg1bt27ldSLFExAsjSYsnZ2dSKfTCIfDkMvlyOfzPNnT6/VoaWlBc3MzZs2axc8d6VtGR0fZHaXRaFh7EggEMDg4CJPJxLweWlUS4bizsxMOhwP//ve/P+4/+09FjYyM4Lvf/S6SySROO+003H777RxtMTo6ivPOOw8+nw+9vb2o1Wro6elBKpVCOBzG448/jscffxxLly7Fiy++yPqgXdVrr72GRCKBpqYmHHrooXt8/8444wzcfffd8Pv98Pl8eP3113HMMcfs0fdSSOm+yqD5NBc5Ms877zyYzWb84Ac/wPPPP4+VK1fi/vvv369XPblcDjfffDNWrVrFlncAOOKII/Dggw/uVm9DFuGvfe1rMz7+r3/9C9VqdYaw+qOu/bpBIWz51NQUj8ZNJhMHwxHHg0LwyGkTCARmpO9OTk7yVTA5PhoaGhg2Rhkq5KTIZrNwu91wOBwYGRlBMpnErFmz0NXVxW4b0gFQUm4gEEA0GuU1CSUbNzY2orW1lbUaJIgkrUVDQwMH4FEqr8lkQmdnJwwGA2tdAoEAIpEIQ+rS6TQ7eObPn890WjqQSDRsNBrhdDqZpUKiVOKw0GNMUDydTsc6hmw2y7RVIpLSqoVswuVyGQceeCBPSMrlMvNmxGIx/H4/HA4HMpkMH+bEmPH7/UilUujt7UWpVGJyKelBaPpBgYaUNUQuqUQigWQyOQOORk4XrVaLQqHA1k3SdpTLZRZBDw8PM2XWarVCJBJBpVJh+/btUCgUaG5uZkz81NQUNynUjJBzijJ/SKhbrVZZ3CyXyzl6gCZZOp0OHo8HU1NTyOVyGB0d5ekZrYq6u7vZsk3TKwLNVSoVdniQQ6xSqUAoFHLAXz6fh1AoxPLlyzE1NcXUXQLMNTY2wufzMfa/qakJ/f39nBpOjctntW6//XZs27YN8+fPx6233soE6nvuuQdXXnklx0KQ1oz4Mw6HgzOe1q5diwsuuAA/+9nP0NrautPPCAQC+NOf/gSBQIAf//jHfFt7Uo2Njfj+97+P66+/HsViEc8///weNyhdXV1YvHgxVq9ezR+jydn/cn3jG9/Ak08+iUceeQRPPPEEVq5ciQULFuzVbZTLZYTDYSiVSnZgEk3846hkMol7770XmUwGTz/9NCMeqOrr63HZZZd9IDHwJzE9269fcXSFKxaLWTdCyHkCYREPgl4g5LoBwFfP1NwUCgXGwlPiLvEvWltbeYxO41L6eaQjoTA3Gs8Hg0GIRCK8/vrr7LKor69HJpNBT08PCoUCdDodHA4H1q9fj1gsBrFYjLa2NpRKJRZzUsx9V1cXr0nIXZJKpRAMBpHNZiGTyfhqnK7Ec7kc+vv7udGoq6tjPY3f7+cUY8reIZJoMBhEU1MTs1Qo94fWMtRQTE5O8qFLjRVNebq7u2Gz2fiPlUi+O0446KqTsmgGBwfhcDgwb948XsvQ6oWEutRM2e12XrM0NDTw+mx4eJjXczqdDsVikTkntBLxeDzw+XywWCxQq9WcpxOJRNgW3Nvbi87OTo40CAQCUCqV2L59O3Q6Haamptj1RWurwcFBlEol5PN5FuLS4w2AJxtSqRRDQ0NMCp6amuKpGDWBXq8XuVwOFouFXz9kUSbwHK0naTposVj4+SDxci6X40kh5RqRo4mmbOl0GkNDQ7Db7TxRIzs3uYsOOeQQbN68GblcjnUvn8Wq1Wp48803AQCnnXYaN6T33HMPVq5cyRbeCy64ALNmzdrp++m1d9999+Huu+/G2rVr8eijj86weJZKJaxatQqjo6M46qijcM455+z11fyZZ56J++67D36/H3/729/wrW99CwcffPD7fh9diO1YhxxyyMc21v+kSiqV4ne/+x1Wr14Nr9eLe++9d48aFArPXLduHf7zn//ghRdeQEtLC4aGhgBMa/mWLl0643sWLFiAb37zmx96jZRIJNDf34+//e1vHDr74osv8hklFArR1dWFuro6fPvb38axxx6Lurq6D/UzP87arxsUAOw0qVQqMJlMMBgMvM4BpsFDxOWIxWJobGzk3BWDwcCZKrSK2bp1KwwGAyPKBQIB2traoNfrkUqlGMFuMpkwNDQEoVCIkZERbNq0iUfuhUIBw8PDvCIhjgUF0NGaQCAQcLBdPB5HMplk4i0FXFEwod/vRzQahVKpRH19PbRaLcbGxphkSxk34XCYmwWhUAi73c6NmlgshsvlQrVahdVq5RcxraToPtDBTs6YiYkJzuWpVqs8xaH1klKp5FVSpVLBxMQE8vk8nE4nwuEw1q9fj3nz5kEikbBWg0L6CK5GjYhYLOa1XSKRYHFqrVZDqVSC3W5HoVCA1WrlAzoWi/H3EzyODu5yuczrpVQqxbA9pVLJADPSchSLRUxNTaFYLCKTyWDu3LmIxWJYu3YtSqUSk4ArlQqmpqYgEAg4gdlqteLNN99EpVJhsmw6nUa5XIbNZmPnTDwe50YiGo0il8vB7Xbzuo6s4xReSVMSahQbGhq4saPJB2HvlUolcrkcotEo5waRy4z0TrVajf+jPJ9UKsXrp0AggLlz5/LzZDab2ZEll8vR3t6ObDbLE6HPYm3btg0DAwMwGAw46qijAAD/+c9/sHLlSojFYtxzzz048cQTd4s/1+l0mD17NpYsWYJarYaHH34Yxx57LJYsWYKlS5fimWeeQUNDA/74xz/C4XDgV7/61QcKZmxsbMRpp52GG264AaFQCN/+9rfxxhtvvK/uZVf1WcG519fX46ijjsK9996LF154gV2B7y6/38+C0ldeeYU5UaT7IZI5AI5A2bEEAgFWrVqF8847Dx0dHTjooIN46vl+9v18Po+3334b4+Pj+MMf/oCtW7fOWMcJBALodDp861vf4qb03ZlH+0vtVYNy1VVX4eqrr57xsc7OTvT39wOYfuAuvvhiPPzwwygUCjj66KNxxx13zBhNut1unH322XjllVegVqtx2mmn4frrr/9A40MSMQYCAYyMjOCII45g9giNVOvq6rgRoPG3xWLB22+/DZFIxBwKi8WCiYkJzj6hK1az2cyWNLLqkkg0l8sx3I1EpWvWrIHRaGQHBa07XC4XxsbGIJPJoNfr2RFC1FAik9JhX6vV0NTUhEwmwwdOOBxmIXB3dzeq1So3PVNTU8hkMoyYFwqFMBgM7LSgUf/w8DCEQiHq6+uh0+kQCoXYraJQKDA1NcV8lGQyiUgkgmKxyJk0tBahFGWNRgOZTMaJ0sRyAcB5MJlMBuPj42xzpf9GRkZgt9u5cenq6mJxIbFlJiYm2BGTyWS44ZJIJFi7di1aWlpQLBbZpk0AIbIrU5NAsDGv1wuFQgGTyQSv14tAIMDJqQB4GkcuII1GMwPgt2McAmUN0UqNIu89Hg+HIJIFnrD65XIZWq0Wk5OTSCaTcLvdKBQKqFar3PTQ4zt79mzWAsydOxcejwfbtm3DokWLeEJGVFiz2TwjngEAi19pEkj6Inr81Wo161pIzDx37lw0NDQgEolwqjGRcakhcjqdnCO1v753fNBKJpP42c9+hng8jsMOOwxNTU2oVqu45ZZbkMvl8Lvf/Q7f/OY39+i2NBoN7r77bggEAvzrX//CAw88gAceeIA/LxQKsWrVqp2uvve0BAIBDj/8cNxxxx0ca3D55Zdj1apVew0nm5yc5Hyz/+Xa8XXt8/l4Sv7SSy/x1/h8vt0GPAqFQrS0tLynC8jr9eK1117Dtm3bcPbZZ0MoFKKjo4NXrCeffDKzrwCgtbUVCxcu5Kbk/vvvx9tvv72TRkipVOLoo4/GMcccg0MPPRQdHR0f7sH4FNRe/2X39PTgxRdf/P9uYIc3h5UrV+Lpp5/Go48+Cp1Oh/POOw/f+MY38MYbbwCYnnIcd9xxsNvtePPNN+H3+7FixQpIJBJcd911e33naf0iFApRrVbx/PPPQ6/Xo6enhw8Aq9XKyG+73Y5sNssaA3JHkKOkUqlwSm+tVoPZbGYGiFQqZWYF/TxqLiwWC+bMmYNgMIhYLMaY8mw2yyJUgriRNVqpVCIcDrPotlAowOFwQCAQwOPxoKmpiXUNbW1tGB0dZY3IyMgIMyxoTUUiS2J5EO2V8nHcbjfmzJnDo/2RkRFe96RSKVQqFchkMl5PZbNZDA0NwWq1Mj+BOBwajYbt3RQtQKsRs9mM9vZ2JJNJeL1evvIeGBjg8EWy1Obz+RksGr1ejzlz5mD79u3MVKGJGDVjBMojTg01VPR7EgFWJpPxmwsRg1UqFcbGxnitRV9HyHzSjJArjCZldrudJzMELqJUbMrtqVarqNVqLMKlKR5pR6RSKYuKZTIZu4SoGdPr9Zg3bx67DHK5HE+9aDKk0WiYBLpp0ybYbDZuXKemppDNZlmjAky7FMh+n0gkEI1GEY1GsXDhQn78KRKit7eXmzKyuFMYZSKRYA0OpUYHAoG9doZ8mt47Pmg99dRTeP7552EwGFgYW61WEQqFYLPZcOqpp+7V7anVatxzzz3o6+vDYYcdNsO6ffDBB+PLX/7yh7q/Rx55JE477TTcdtttqNVqeOCBByAQCHDbbbexZZxSq4mGazKZdrIZv/POO3j44Yfxox/96H96kvLnP/8Zr776KoBp8fvy5ctRqVRmJCbvrrRaLVasWIErrrhiRoPx7srlcnjttdfwhz/8ARs3bkQoFOJGHcAMwB4wbV7Q6/U8cQXAcDSxWIyTTjoJGo0GRx11FA444IB9QnD9tNReNyiEk393JRIJ/PnPf8aDDz6Iww8/HABw7733oru7G2+//TYOPvhgPP/889i+fTtefPFF2Gw2zJ8/H7/+9a9x6aWX4qqrrtpr26LNZoNcLofH4+HxeTwex/DwMObNmwe73Y5wOMzcE5/Ph7a2NnavZLNZhMNh5k1Q3kmhUOCrS2KUkHjV7Xajvr6eE4t1Oh2MRiNn9wDTTUEgEIDf70dLSwvbbg0GA5qamlAsFrFmzRqGeREzRaFQsI6DBL47ij1J3KnRaPD2229j48aNKBaLzDhIpVLI5/NQKBQIBoOsqSDdCq1+KCJALBYjmUwiGAzC4XAgnU7zVXs2m+VDV6FQYGJiAm63G+VyGVarla/IKpUK5s+fz+svWtOYTCZYLBam19LBWq1Wed0gk8l4YkT2WLFYjM7OTs6xIXYITajeeustxONxeL1e1qmMj49zYjLpPWjNIxaLWRwdj8eZgkscnIULF6JUKsFkMiEQCLC9nHQd5GyKRqPo7OyEVqtFIpFgTUdXVxevPBKJBOf/0H8CgQA+nw/FYhFerxcqlYqzfsg+Tghy+hgxXsiqXavV4PF4UKvV0NHRgZaWFnaX0eNusVhQKBS46VWr1WhoaIDNZoPb7Wa3U319PWQyGUQiET++SqUSHR0dEAqFbGceHx9nUTPl8Oj//+GBNBHc27DAT9N7xwetDRs2oFKp4OSTT0ZXV9eMz1F6+d6WUqnki5Md64wzzthJC7K35fV6sXbtWgDTKP1yuYz777+f3Rivv/46ent7WYcHgB1yO1alUsHll1+Oww477H/iynxXVSgU8PTTT3PjTaGne1I2mw1//etfceihh77vRI+yag477DD4/X7OtIlEInjwwQeZUr19+3ZeqWcyGTQ1NbHu6/jjj8dPf/pTRgvsz26j96q9blCGhobgdDohl8uxZMkSXH/99XC5XNiwYQNKpRKOPPJI/tquri64XC689dZbOPjgg/HWW29hzpw5M8a2Rx99NM4++2xs27Ztt4Ik2sdT0RsjCYxIpNTQ0IBqtYqBgQEEg0F84QtfwMTExAx9CvE76M2d1OmkYyA9AV1Z1mo11NXVMdq9UCjA4/HA6XSygLVYLMJoNEIqlSKfzyMSiTDrxOl0MgNEqVQyKI0OM2o6qHGieHvimxSLRWzbtg3Dw8MoFosIhUKM6U+lUpz1Y7VaIZPJODXZ4XAgn8+z0FQul/PnAoEAOjs7WSyp0+l44kPhhqlUiicdExMT8Hq9vAai5kUmkyEcDvNUgrDppH8gIB0AFgfTYa5QKPhxqFQqTEclZxE1JmRhJsFnU1MTN0bkrgLA6xZqxMbHxxEMBnkKRv/R66mjowOJRIKbAVqrZTIZaLVaCAQCFq4KBAK0tLSgqamJ4Wo7ZvmQINdiscBoNCKZTPIVNWlEBAIBenp6YDKZoFarWQhL1t8d122bNm1CU1MTa3hGRkbg9XqxYMECdv9kMhkoFAqeJAWDQbS0tKBSqaC+vh5msxkGg4HXN/R85HI5hEIhFtk2NDSwFZ+CDNVqNb92uru7mfFDBzC52CKRyH773vFhSiAQYMWKFTMOBZFIhHA4jHvvvRfnnXfeB5oy7Pg9Vqt1r4Fu765arYbbb78da9asgV6vx/XXX49Zs2bhpptuwm233cavC51Oh2XLls34+dVqFatXr54x0QmHw/je976Hxx9//APpWD7t5Xa7sXXr1g/0vWeeeeaM1++elEwmQ1NTE5qamvhjF154IQCwy2t4eBjPPvssTjvtNCxatGgn5MT/eu1Vg7J48WLcd9996OzshN/vx9VXX41ly5aht7eXE1Dfrey32WwIBAIApm1z77bK0b/pa3ZV119//U77awCcieJyuXi0XygUYDAYMDIywlkjJOYjlwtNKwgXT6NrYJpwqlAoIJPJWPtA1lXKbiE6KiXSjo2NIRAIMElVLpezG8ZoNPL0hMbxO1qNs9ksIpEISqUSHA4HY+DT6TQMBgOH2BUKBTQ2NkKtViObzTLzwuFwcINkMBhgt9sZyU5N2Pbt2xGNRmGz2ZBOp1mkCUy/6RDqXqPRwOfz8Yh/aGiIpzqkY5g/fz4SiQS2bduGdDoNk8nE0ySBQMCrEhKoEu6diLOU2ExX0+FwmBuTZDKJjRs3cmy7Wq3myQZ9Lwk1ATBQLxgMQqfT8SqEGkkKv5PL5awlslqtfAiTc4vEsUQSpuaIggNpqkLPOzWylIlEtm2iFFutVg7lk8lkqKur48kcYfUB8KSHblulUs0Y3cZiMc68oVCzwcFBDse0Wq2w2WyIRCKQyWTwer0sLBYIBBgdHZ1Bl6X7B0zTRYlcS9qYRCLBja3T6eQrN/p7ISHx5OQk5yjtaX3a3js+bO2Y3ioUCnHFFVfg9NNPx89+9jPMmTPnfTNv3l1WqxXXXXcdrr/+eng8Hn7NfpjK5/NMA/3mN7/JNmOa+ALTU5qf//znO9mcy+UyDj74YGzYsGHGx9euXYs77rgDv/71r/dL0eXuqlar4c4770Q4HN7r762vr8cPf/jDfXI/qElUKBRYvnw5li9fjh/84Af75Lb3x9qrBuXYY4/l/587dy4WL16MxsZGPPLIIx9otLmnddlll+Giiy7ifyeTSbaVptNptk7mcjkmwkqlUuaAUKhfuVxmfYZMJmNHBl1FUAR9LpdDX18flEolOjs7eTJBQlFy/chkMvT19fH6hXJdJBIJX2UDwJIlS7Bt2zYe1waDQRiNRuZvkFuIhLLd3d1Mh61UKshkMpBKpbDb7bBYLBgbG2NKKmHdad1lsVggkUjYYUL8j0KhwPZXusr3+Xzw+XzMUlGpVPD5fKzZKBQKSKfTcDgcKBQKvDaTyWR8Ja3X6zlJWK1WI51Osx2XnERkeaVMoVAohFKpxDHdJJilZmFoaAhSqZSBUQB4EkGOFGowKfiPcm2I99LW1oZAIMBAtUQiwZohAt1RU0DE3ZaWFoyPj7ODi9g0BFCjg4OsvCQMpmmLz+dDtVqFxWLhiIHW1lZmxshkMkxOTiIWi6G5uRkajQYNDQ3o7e1FKBRCY2MjCoUCmpubsX37dhY805SLSMY0io/+/9o725gmzy6O/6EvlELpC4WWAi0wMQRkS6bDVTO3BKZxxkSzZW4xLlu2GQWNZo4PW5a4D0skxE9bzL6hWSJptg/LlsUtYehMXDAMFMM7oxNaaluKta1l1Ra4ng881/XIwD2AQFs8v+ROpPdNc/VQz33uc53zP36/sDnP3tntdvh8PlRXVyMYDIrsDQ94eVDMdWB4XVNqaioKCwshlUpFZ5tWqxVDGIPBICKRCHw+HzIyMkTb+WJJNN+xXHg3zTfffIMdO3aI1/fu3YvDhw+joaEB586dW3KAIpVKcfToUfz11184e/YsAoEAent7sXXr1mWtc2BgAF988QWGh4dhsVhw/PhxcY77QWC2qHyhtlOpVIrGxkbs27dv3kiDs2fPQqVSob6+ft1oo9jtdjQ3Ny/rd9977z0xN4lYWZ6o2kmj0WDjxo0YHh4WWxf/FG/yer1i39loNMLr9c47z889jrS0NDGrhh/ArGAX707hT7XA7F6eQqEQA+141kCpVMLj8SAzMxOTk5OiBoQ/1XLFTq7iyocOulwuRKNRDA8PQ6lUYmhoCIwxIUTGZ8+oVCo8fPgQQ0NDQsm2sLBQDJvjDl6hUMDr9eL27duiHY0P1LNYLGJNPp8Pt27dgtPphMViEZXeW7ZsgdFoFGk+fvPWaDTIyMgQs4n4ROHS0lJotVrIZDJEIhH09fXh+vXrUCgUIoCRSCTweDxQKBQoLCxEdnY2DAaDKPC0WCyitZh3RGVmZoots+LiYqjValGUrFQqxQ2Ra8309PSgp6dHBAkzMzPQ6XQoLi5GRUUFTCaT6LriM3a4ZgTX6+AibDxt73Q6hXCcUqmERCLB+Pg4RkdHkZubK8aIczE0vrXk8XiEY+ZKt1KpFPn5+SKLoNFoEAwGMTo6KmTr+dbR3bt30d3dDZfLJebi8KnH/f39GB0dhdvtxo0bN+BwOEQwpNfrUVFRIVqHg8GgaJ/mduVdZ3yMA9ed4duHHR0dItjk21Bcw+e5556DRqMR3TcKhUKsTaVSCY0Xvp3FW6a5ngtXyy0pKREZDZ6ZAmZrEfjW6JM45Xj7juXy1ltvQS6XY2xsbM7WEZ/EDUAIdC2H/v5+ALOZ3IXaW/8Nrj7c2tqKN954AxcvXoTJZILNZkNlZeW8zwDMyvVzVed/8tJLL+Hdd9+dt10Vi8Xw+eef49ChQxgdHV3SGhORSCSChoaGed+vxWAymVYse0LM54kClHA4DLvdjry8PFE9/Gg71uDgIBwOB6xWK4DZTEJ3d/eciuiWlhZkZWUtKGj0/9BqtSgrK0NFRQWeeeYZUeiq1WqRn5+PtLQ0UWPCU93Z2dmixoNrQUxPT0OlUolJvrxugotvWSwWMRmXD5fj6fGCggKUlJRgamoKLpdLBCAGg0FI2MdiMSG3z6fzjoyMCKVWr9eLgYEB0akRCoXQ09OD9vZ2OBwOlJeXo7CwEA6HQ+wb8+JTriDKtz6ysrIgl8sxOTkptloKCgpQXl4+58bD9Vx4NogXR27YsAFarRZ37tyB2+0W3U4KhQKRSEQ4X4lEItpuH51XxFuzea0En68zNTUlBt3xLE1KSop4iucquGq1GlarVWSB+JM+b4UeGhoSWi8ej0e0RPOanJmZGQwMDODu3bsIhUKIRCJisOHo6KgonNVoNHC5XBgYGBAdNWNjY/D7/VCpVJDJZCgqKkJZWRlKSkoAzN4QDQaDqHPJy8sTBaT37t3DnTt3RAGxz+eD3++HRqMRarspKSliD5nXtvBaEIfDgYmJCTDG4HA4IJfLcf/+ffz5558Ih8NCDTIjI0PU0vBZT3wGk9PphN/vh16vx++//y62HXlru8lkwsaNG5GXlwetVisCJN6lxtWLeb3KzZs3EYvFoNPpxJBFbu/c3NwnKuCMt+9YLnxg5ZUrV9DU1CTEuB6Fb0EuB65/dPDgwSW9T0tLC3bs2IFt27bh1VdfRV9fH1555RV8++2388TZNBqN2Ea1WCyPzYLIZDI0Njbi008/nbe9Fo1GYbPZUF1dLWa3LLd+I978+uuvuHDhwrJ+NysrS9iSWHmWlJ/7+OOPsXfvXiGDffr0aUgkErz99ttQq9V4//338dFHH4m09PHjx2G1WsV/kJ07d6K8vByHDh1CY2MjPB4PPvvsM9TV1f3rPIp/wtOTXJeDb/dwp56eni46EHiHBjCbttTpdAiHw8jKyhKy8PwcryXgLa4TExOIRqOiFoR3k/CZPXwG0L1794QOSSQSEU/LDx48EAWdOp1O1JPwIIVnavicGLPZjN7eXkxOTmJwcBASiQQFBQUimOJdF7ygkj8Rcx0NXsvCpddTUlJgNBrFE1I4HBbS7VwcTCKRwOl0itku/CbKu314ixtfh9/vR1paGtxut9jGCYfDwmZmsxnBYFAMmONDD2dmZmA2m0WwNjU1JQqCb926BZ1Ohw0bNogbvkwmE+2s/CbAt7VCoRBCoRD8fr/oyOLDH3mwxrMw4+PjCIVC0Ol0IrXPsxK8hdbv98Pn8wlxOoVCgfT0dMRiMTEFmdudi5/xolveZs1v7NFoFEVFRcjJyRHt37FYDG63GxkZGVCr1bh9+zZUKhVycnLEd8vlcs3JUPEakUAgALfbjVAoBJPJBLlcjqqqKng8Hng8Hvh8PqSnp8NkMmFoaEgUbaempiIYDMLlcqG4uFh0bPHMSSAQwOTkpGiJLigoEMWwfGqpVCoVNuDbVAqFQmQs+dPzYtqNE813LLdYNiMjA01NTXjzzTdRW1uLqqoq/Pzzz5BKpSgpKUFeXh7eeeedZb8/D1B4S/9iaW5uniNNX1paiosXL4rarkfJzMxEZWUlxsbG8MEHH4gM5OOor6/H9u3b8eOPPyIYDMJms4kHErvdDrvdjmvXruHSpUtobm5e9MTlROGHH35Y9twhrji90KgCYmH4d21RMgVsCRw4cIDl5eUxuVzO8vPz2YEDB9jw8LA4H4lEWG1tLdNqtUypVLL9+/czt9s95z1GRkbY7t27WXp6OtPr9ezUqVMsFostZRnMbrczAHTQQUcCHE6nk3wHHXTQsaRjMX4jhbEnnMMdBwKBgEiLr3dlw3jACwmdTucT79kT81kv9mX/3SLl06WTAfIdq8t6+W4nKuvBvkvxG0lZgs0/lFqtTto/UjKwEkWFxONZD/ZNtps8+Y61YT18txOZZLfvYv1Gcjz2EARBEATxVEEBCkEQBEEQCUdSBihpaWk4ffr0kqr3icVD9l1dyL7xg2y/upB9V5enzb5JWSRLEARBEMT6JikzKARBEARBrG8oQCEIgiAIIuGgAIUgCIIgiISDAhSCIAiCIBIOClAIgiAIgkg4kjJAOXfuHIqKiqBQKLB161a0t7fHe0kJz5kzZ/DCCy9ApVIhNzcX+/btw+Dg4JxrHjx4gLq6OmRnZyMzMxOvv/76vBHkDocDe/bsgVKpRG5uLurr68WAM+J/NDQ0ICUlBSdPnhSvkX3jC/mN5UG+Y20h3/EIS5q0lQDYbDYml8tZU1MT6+3tZR9++CHTaDTM6/XGe2kJza5du9j58+dZT08P6+rqYq+99hozm80sHA6La44cOcIKCwtZa2sr6+joYC+++CLbtm2bOD81NcU2bdrEampq2M2bN9mlS5eYXq9nn3zySTw+UsLS3t7OioqK2LPPPstOnDghXif7xg/yG8uHfMfaQb5jLkkXoFRVVbG6ujrx8/T0NDOZTOzMmTNxXFXyMT4+zgCwq1evMsYYCwQCTCaTse+++05c09/fzwCwtrY2xhhjly5dYqmpqczj8Yhrvv76a5aVlcUePny4th8gQbl//z4rLS1lLS0t7OWXXxZOhuwbX8hvrBzkO1YH8h3zSaotnmg0is7OTtTU1IjXUlNTUVNTg7a2tjiuLPkIBoMAAJ1OBwDo7OxELBabY9uysjKYzWZh27a2NlRWVsJgMIhrdu3ahVAohN7e3jVcfeJSV1eHPXv2zLEjQPaNJ+Q3VhbyHasD+Y75JNU044mJCUxPT8/5IwCAwWDAwMBAnFaVfMzMzODkyZPYvn07Nm3aBADweDyQy+XQaDRzrjUYDPB4POKahWzPzz3t2Gw23LhxA3/88ce8c2Tf+EF+Y+Ug37E6kO9YmKQKUIiVoa6uDj09Pbh27Vq8l7JucDqdOHHiBFpaWqBQKOK9HIJYFch3rDzkOx5PUm3x6PV6SCSSedXLXq8XRqMxTqtKLo4dO4affvoJV65cQUFBgXjdaDQiGo0iEAjMuf5R2xqNxgVtz889zXR2dmJ8fBzPP/88pFIppFIprl69ii+//BJSqRQGg4HsGyfIb6wM5DtWB/IdjyepAhS5XI7NmzejtbVVvDYzM4PW1lZYrdY4rizxYYzh2LFj+P7773H58mUUFxfPOb9582bIZLI5th0cHITD4RC2tVqt6O7uxvj4uLimpaUFWVlZKC8vX5sPkqBUV1eju7sbXV1d4tiyZQsOHjwo/k32jQ/kN54M8h2rC/mOfyHeVbpLxWazsbS0NHbhwgXW19fHDh8+zDQazZzqZWI+R48eZWq1mv3222/M7XaL4++//xbXHDlyhJnNZnb58mXW0dHBrFYrs1qt4jxvZdu5cyfr6upiv/zyC8vJyUn6VrbV4tFKfMbIvvGE/MbyId+x9pDvmCXpAhTGGPvqq6+Y2WxmcrmcVVVVsevXr8d7SQkPgAWP8+fPi2sikQirra1lWq2WKZVKtn//fuZ2u+e8z8jICNu9ezdLT09ner2enTp1isVisTX+NMnBP50M2Te+kN9YHuQ71h7yHbOkMMZYfHI3BEEQBEEQC5NUNSgEQRAEQTwdUIBCEARBEETCQQEKQRAEQRAJBwUoBEEQBEEkHBSgEARBEASRcFCAQhAEQRBEwkEBCkEQBEEQCQcFKARBEARBJBwUoBAEQRAEkXBQgEIQBEEQRMJBAQpBEARBEAnHfwA1mlfq+IAUOQAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# 데이터로더 잘 구현되었는지 확인\n",
|
|
"dataset_train = Dataset(data_dir=dir_save_train)\n",
|
|
"data = dataset_train.__getitem__(0) # 한 이미지 불러오기\n",
|
|
"input = data['input']\n",
|
|
"label = data['label']\n",
|
|
"\n",
|
|
"# 불러온 이미지 시각화\n",
|
|
"plt.subplot(122)\n",
|
|
"plt.imshow(label.reshape(512,512), cmap='gray')\n",
|
|
"plt.title('label')\n",
|
|
"\n",
|
|
"plt.subplot(121)\n",
|
|
"plt.imshow(input.reshape(512,512), cmap='gray')\n",
|
|
"plt.title('input')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Transform"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# 트렌스폼 구현하기\n",
|
|
"class ToTensor(object):\n",
|
|
" def __call__(self, data):\n",
|
|
" label, input = data['label'], data['input']\n",
|
|
"\n",
|
|
" label = label.transpose((2, 0, 1)).astype(np.float32)\n",
|
|
" input = input.transpose((2, 0, 1)).astype(np.float32)\n",
|
|
"\n",
|
|
" data = {'label': torch.from_numpy(label), 'input': torch.from_numpy(input)}\n",
|
|
"\n",
|
|
" return data\n",
|
|
"\n",
|
|
"class Normalization(object):\n",
|
|
" def __init__(self, mean=0.5, std=0.5):\n",
|
|
" self.mean = mean\n",
|
|
" self.std = std\n",
|
|
"\n",
|
|
" def __call__(self, data):\n",
|
|
" label, input = data['label'], data['input']\n",
|
|
"\n",
|
|
" input = (input - self.mean) / self.std\n",
|
|
"\n",
|
|
" data = {'label': label, 'input': input}\n",
|
|
"\n",
|
|
" return data\n",
|
|
"\n",
|
|
"class RandomFlip(object):\n",
|
|
" def __call__(self, data):\n",
|
|
" label, input = data['label'], data['input']\n",
|
|
"\n",
|
|
" if np.random.rand() > 0.5:\n",
|
|
" label = np.fliplr(label)\n",
|
|
" input = np.fliplr(input)\n",
|
|
"\n",
|
|
" if np.random.rand() > 0.5:\n",
|
|
" label = np.flipud(label)\n",
|
|
" input = np.flipud(input)\n",
|
|
"\n",
|
|
" data = {'label': label, 'input': input}\n",
|
|
"\n",
|
|
" return data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# 트랜스폼 잘 구현되었는지 확인\n",
|
|
"transform = transforms.Compose([Normalization(mean=0.5, std=0.5), RandomFlip(), ToTensor()])\n",
|
|
"dataset_train = Dataset(data_dir=dir_save_train, transform=transform)\n",
|
|
"data = dataset_train.__getitem__(0) # 한 이미지 불러오기\n",
|
|
"input = data['input']\n",
|
|
"label = data['label']\n",
|
|
"\n",
|
|
"# 불러온 이미지 시각화\n",
|
|
"plt.subplot(122)\n",
|
|
"plt.hist(label.flatten(), bins=20)\n",
|
|
"plt.title('label')\n",
|
|
"\n",
|
|
"plt.subplot(121)\n",
|
|
"plt.hist(input.flatten(), bins=20)\n",
|
|
"plt.title('input')\n",
|
|
"\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Model Save / Load"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"## 네트워크 저장하기\n",
|
|
"def save(ckpt_dir, net, optim, epoch):\n",
|
|
" if not os.path.exists(ckpt_dir):\n",
|
|
" os.makedirs(ckpt_dir)\n",
|
|
"\n",
|
|
" torch.save({'net': net.state_dict(), 'optim': optim.state_dict()},\n",
|
|
" \"%s/model_epoch%d.pth\" % (ckpt_dir, epoch))\n",
|
|
"\n",
|
|
"## 네트워크 불러오기\n",
|
|
"def load(ckpt_dir, net, optim):\n",
|
|
" if not os.path.exists(ckpt_dir):\n",
|
|
" epoch = 0\n",
|
|
" return net, optim, epoch\n",
|
|
"\n",
|
|
" ckpt_lst = os.listdir(ckpt_dir)\n",
|
|
" ckpt_lst.sort(key=lambda f: int(''.join(filter(str.isdigit, f))))\n",
|
|
"\n",
|
|
" dict_model = torch.load('%s/%s' % (ckpt_dir, ckpt_lst[-1]))\n",
|
|
"\n",
|
|
" net.load_state_dict(dict_model['net'])\n",
|
|
" optim.load_state_dict(dict_model['optim'])\n",
|
|
" epoch = int(ckpt_lst[-1].split('epoch')[1].split('.pth')[0])\n",
|
|
"\n",
|
|
" return net, optim, epoch"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Train"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TRAIN: EPOCH 0001 / 0020 | BATCH 0001 / 0006 | LOSS 0.6337\n",
|
|
"TRAIN: EPOCH 0001 / 0020 | BATCH 0002 / 0006 | LOSS 0.5923\n",
|
|
"TRAIN: EPOCH 0001 / 0020 | BATCH 0003 / 0006 | LOSS 0.5694\n",
|
|
"TRAIN: EPOCH 0001 / 0020 | BATCH 0004 / 0006 | LOSS 0.5456\n",
|
|
"TRAIN: EPOCH 0001 / 0020 | BATCH 0005 / 0006 | LOSS 0.5214\n",
|
|
"TRAIN: EPOCH 0001 / 0020 | BATCH 0006 / 0006 | LOSS 0.5036\n",
|
|
"VALID: EPOCH 0001 / 0020 | BATCH 0001 / 0001 | LOSS 0.6128\n",
|
|
"TRAIN: EPOCH 0002 / 0020 | BATCH 0001 / 0006 | LOSS 0.4027\n",
|
|
"TRAIN: EPOCH 0002 / 0020 | BATCH 0002 / 0006 | LOSS 0.3897\n",
|
|
"TRAIN: EPOCH 0002 / 0020 | BATCH 0003 / 0006 | LOSS 0.3905\n",
|
|
"TRAIN: EPOCH 0002 / 0020 | BATCH 0004 / 0006 | LOSS 0.3856\n",
|
|
"TRAIN: EPOCH 0002 / 0020 | BATCH 0005 / 0006 | LOSS 0.3807\n",
|
|
"TRAIN: EPOCH 0002 / 0020 | BATCH 0006 / 0006 | LOSS 0.3745\n",
|
|
"VALID: EPOCH 0002 / 0020 | BATCH 0001 / 0001 | LOSS 0.5134\n",
|
|
"TRAIN: EPOCH 0003 / 0020 | BATCH 0001 / 0006 | LOSS 0.3422\n",
|
|
"TRAIN: EPOCH 0003 / 0020 | BATCH 0002 / 0006 | LOSS 0.3350\n",
|
|
"TRAIN: EPOCH 0003 / 0020 | BATCH 0003 / 0006 | LOSS 0.3372\n",
|
|
"TRAIN: EPOCH 0003 / 0020 | BATCH 0004 / 0006 | LOSS 0.3337\n",
|
|
"TRAIN: EPOCH 0003 / 0020 | BATCH 0005 / 0006 | LOSS 0.3293\n",
|
|
"TRAIN: EPOCH 0003 / 0020 | BATCH 0006 / 0006 | LOSS 0.3286\n",
|
|
"VALID: EPOCH 0003 / 0020 | BATCH 0001 / 0001 | LOSS 0.4308\n",
|
|
"TRAIN: EPOCH 0004 / 0020 | BATCH 0001 / 0006 | LOSS 0.3094\n",
|
|
"TRAIN: EPOCH 0004 / 0020 | BATCH 0002 / 0006 | LOSS 0.3079\n",
|
|
"TRAIN: EPOCH 0004 / 0020 | BATCH 0003 / 0006 | LOSS 0.3090\n",
|
|
"TRAIN: EPOCH 0004 / 0020 | BATCH 0004 / 0006 | LOSS 0.3078\n",
|
|
"TRAIN: EPOCH 0004 / 0020 | BATCH 0005 / 0006 | LOSS 0.3049\n",
|
|
"TRAIN: EPOCH 0004 / 0020 | BATCH 0006 / 0006 | LOSS 0.3003\n",
|
|
"VALID: EPOCH 0004 / 0020 | BATCH 0001 / 0001 | LOSS 0.3922\n",
|
|
"TRAIN: EPOCH 0005 / 0020 | BATCH 0001 / 0006 | LOSS 0.2909\n",
|
|
"TRAIN: EPOCH 0005 / 0020 | BATCH 0002 / 0006 | LOSS 0.2870\n",
|
|
"TRAIN: EPOCH 0005 / 0020 | BATCH 0003 / 0006 | LOSS 0.2874\n",
|
|
"TRAIN: EPOCH 0005 / 0020 | BATCH 0004 / 0006 | LOSS 0.2851\n",
|
|
"TRAIN: EPOCH 0005 / 0020 | BATCH 0005 / 0006 | LOSS 0.2821\n",
|
|
"TRAIN: EPOCH 0005 / 0020 | BATCH 0006 / 0006 | LOSS 0.2812\n",
|
|
"VALID: EPOCH 0005 / 0020 | BATCH 0001 / 0001 | LOSS 0.3173\n",
|
|
"TRAIN: EPOCH 0006 / 0020 | BATCH 0001 / 0006 | LOSS 0.2671\n",
|
|
"TRAIN: EPOCH 0006 / 0020 | BATCH 0002 / 0006 | LOSS 0.2769\n",
|
|
"TRAIN: EPOCH 0006 / 0020 | BATCH 0003 / 0006 | LOSS 0.2720\n",
|
|
"TRAIN: EPOCH 0006 / 0020 | BATCH 0004 / 0006 | LOSS 0.2758\n",
|
|
"TRAIN: EPOCH 0006 / 0020 | BATCH 0005 / 0006 | LOSS 0.2745\n",
|
|
"TRAIN: EPOCH 0006 / 0020 | BATCH 0006 / 0006 | LOSS 0.2750\n",
|
|
"VALID: EPOCH 0006 / 0020 | BATCH 0001 / 0001 | LOSS 0.2644\n",
|
|
"TRAIN: EPOCH 0007 / 0020 | BATCH 0001 / 0006 | LOSS 0.2504\n",
|
|
"TRAIN: EPOCH 0007 / 0020 | BATCH 0002 / 0006 | LOSS 0.2509\n",
|
|
"TRAIN: EPOCH 0007 / 0020 | BATCH 0003 / 0006 | LOSS 0.2562\n",
|
|
"TRAIN: EPOCH 0007 / 0020 | BATCH 0004 / 0006 | LOSS 0.2540\n",
|
|
"TRAIN: EPOCH 0007 / 0020 | BATCH 0005 / 0006 | LOSS 0.2571\n",
|
|
"TRAIN: EPOCH 0007 / 0020 | BATCH 0006 / 0006 | LOSS 0.2563\n",
|
|
"VALID: EPOCH 0007 / 0020 | BATCH 0001 / 0001 | LOSS 0.3108\n",
|
|
"TRAIN: EPOCH 0008 / 0020 | BATCH 0001 / 0006 | LOSS 0.2595\n",
|
|
"TRAIN: EPOCH 0008 / 0020 | BATCH 0002 / 0006 | LOSS 0.2523\n",
|
|
"TRAIN: EPOCH 0008 / 0020 | BATCH 0003 / 0006 | LOSS 0.2517\n",
|
|
"TRAIN: EPOCH 0008 / 0020 | BATCH 0004 / 0006 | LOSS 0.2495\n",
|
|
"TRAIN: EPOCH 0008 / 0020 | BATCH 0005 / 0006 | LOSS 0.2467\n",
|
|
"TRAIN: EPOCH 0008 / 0020 | BATCH 0006 / 0006 | LOSS 0.2460\n",
|
|
"VALID: EPOCH 0008 / 0020 | BATCH 0001 / 0001 | LOSS 0.2661\n",
|
|
"TRAIN: EPOCH 0009 / 0020 | BATCH 0001 / 0006 | LOSS 0.2405\n",
|
|
"TRAIN: EPOCH 0009 / 0020 | BATCH 0002 / 0006 | LOSS 0.2372\n",
|
|
"TRAIN: EPOCH 0009 / 0020 | BATCH 0003 / 0006 | LOSS 0.2444\n",
|
|
"TRAIN: EPOCH 0009 / 0020 | BATCH 0004 / 0006 | LOSS 0.2422\n",
|
|
"TRAIN: EPOCH 0009 / 0020 | BATCH 0005 / 0006 | LOSS 0.2392\n",
|
|
"TRAIN: EPOCH 0009 / 0020 | BATCH 0006 / 0006 | LOSS 0.2389\n",
|
|
"VALID: EPOCH 0009 / 0020 | BATCH 0001 / 0001 | LOSS 0.2370\n",
|
|
"TRAIN: EPOCH 0010 / 0020 | BATCH 0001 / 0006 | LOSS 0.2330\n",
|
|
"TRAIN: EPOCH 0010 / 0020 | BATCH 0002 / 0006 | LOSS 0.2343\n",
|
|
"TRAIN: EPOCH 0010 / 0020 | BATCH 0003 / 0006 | LOSS 0.2297\n",
|
|
"TRAIN: EPOCH 0010 / 0020 | BATCH 0004 / 0006 | LOSS 0.2306\n",
|
|
"TRAIN: EPOCH 0010 / 0020 | BATCH 0005 / 0006 | LOSS 0.2329\n",
|
|
"TRAIN: EPOCH 0010 / 0020 | BATCH 0006 / 0006 | LOSS 0.2315\n",
|
|
"VALID: EPOCH 0010 / 0020 | BATCH 0001 / 0001 | LOSS 0.2316\n",
|
|
"TRAIN: EPOCH 0011 / 0020 | BATCH 0001 / 0006 | LOSS 0.2298\n",
|
|
"TRAIN: EPOCH 0011 / 0020 | BATCH 0002 / 0006 | LOSS 0.2244\n",
|
|
"TRAIN: EPOCH 0011 / 0020 | BATCH 0003 / 0006 | LOSS 0.2226\n",
|
|
"TRAIN: EPOCH 0011 / 0020 | BATCH 0004 / 0006 | LOSS 0.2295\n",
|
|
"TRAIN: EPOCH 0011 / 0020 | BATCH 0005 / 0006 | LOSS 0.2272\n",
|
|
"TRAIN: EPOCH 0011 / 0020 | BATCH 0006 / 0006 | LOSS 0.2301\n",
|
|
"VALID: EPOCH 0011 / 0020 | BATCH 0001 / 0001 | LOSS 0.2179\n",
|
|
"TRAIN: EPOCH 0012 / 0020 | BATCH 0001 / 0006 | LOSS 0.2201\n",
|
|
"TRAIN: EPOCH 0012 / 0020 | BATCH 0002 / 0006 | LOSS 0.2226\n",
|
|
"TRAIN: EPOCH 0012 / 0020 | BATCH 0003 / 0006 | LOSS 0.2231\n",
|
|
"TRAIN: EPOCH 0012 / 0020 | BATCH 0004 / 0006 | LOSS 0.2208\n",
|
|
"TRAIN: EPOCH 0012 / 0020 | BATCH 0005 / 0006 | LOSS 0.2222\n",
|
|
"TRAIN: EPOCH 0012 / 0020 | BATCH 0006 / 0006 | LOSS 0.2237\n",
|
|
"VALID: EPOCH 0012 / 0020 | BATCH 0001 / 0001 | LOSS 0.2273\n",
|
|
"TRAIN: EPOCH 0013 / 0020 | BATCH 0001 / 0006 | LOSS 0.2027\n",
|
|
"TRAIN: EPOCH 0013 / 0020 | BATCH 0002 / 0006 | LOSS 0.2203\n",
|
|
"TRAIN: EPOCH 0013 / 0020 | BATCH 0003 / 0006 | LOSS 0.2186\n",
|
|
"TRAIN: EPOCH 0013 / 0020 | BATCH 0004 / 0006 | LOSS 0.2188\n",
|
|
"TRAIN: EPOCH 0013 / 0020 | BATCH 0005 / 0006 | LOSS 0.2191\n",
|
|
"TRAIN: EPOCH 0013 / 0020 | BATCH 0006 / 0006 | LOSS 0.2185\n",
|
|
"VALID: EPOCH 0013 / 0020 | BATCH 0001 / 0001 | LOSS 0.2283\n",
|
|
"TRAIN: EPOCH 0014 / 0020 | BATCH 0001 / 0006 | LOSS 0.2275\n",
|
|
"TRAIN: EPOCH 0014 / 0020 | BATCH 0002 / 0006 | LOSS 0.2271\n",
|
|
"TRAIN: EPOCH 0014 / 0020 | BATCH 0003 / 0006 | LOSS 0.2190\n",
|
|
"TRAIN: EPOCH 0014 / 0020 | BATCH 0004 / 0006 | LOSS 0.2165\n",
|
|
"TRAIN: EPOCH 0014 / 0020 | BATCH 0005 / 0006 | LOSS 0.2160\n",
|
|
"TRAIN: EPOCH 0014 / 0020 | BATCH 0006 / 0006 | LOSS 0.2165\n",
|
|
"VALID: EPOCH 0014 / 0020 | BATCH 0001 / 0001 | LOSS 0.2171\n",
|
|
"TRAIN: EPOCH 0015 / 0020 | BATCH 0001 / 0006 | LOSS 0.2097\n",
|
|
"TRAIN: EPOCH 0015 / 0020 | BATCH 0002 / 0006 | LOSS 0.2162\n",
|
|
"TRAIN: EPOCH 0015 / 0020 | BATCH 0003 / 0006 | LOSS 0.2149\n",
|
|
"TRAIN: EPOCH 0015 / 0020 | BATCH 0004 / 0006 | LOSS 0.2129\n",
|
|
"TRAIN: EPOCH 0015 / 0020 | BATCH 0005 / 0006 | LOSS 0.2120\n",
|
|
"TRAIN: EPOCH 0015 / 0020 | BATCH 0006 / 0006 | LOSS 0.2126\n",
|
|
"VALID: EPOCH 0015 / 0020 | BATCH 0001 / 0001 | LOSS 0.2184\n",
|
|
"TRAIN: EPOCH 0016 / 0020 | BATCH 0001 / 0006 | LOSS 0.2167\n",
|
|
"TRAIN: EPOCH 0016 / 0020 | BATCH 0002 / 0006 | LOSS 0.2071\n",
|
|
"TRAIN: EPOCH 0016 / 0020 | BATCH 0003 / 0006 | LOSS 0.2096\n",
|
|
"TRAIN: EPOCH 0016 / 0020 | BATCH 0004 / 0006 | LOSS 0.2100\n",
|
|
"TRAIN: EPOCH 0016 / 0020 | BATCH 0005 / 0006 | LOSS 0.2084\n",
|
|
"TRAIN: EPOCH 0016 / 0020 | BATCH 0006 / 0006 | LOSS 0.2077\n",
|
|
"VALID: EPOCH 0016 / 0020 | BATCH 0001 / 0001 | LOSS 0.2243\n",
|
|
"TRAIN: EPOCH 0017 / 0020 | BATCH 0001 / 0006 | LOSS 0.2097\n",
|
|
"TRAIN: EPOCH 0017 / 0020 | BATCH 0002 / 0006 | LOSS 0.2075\n",
|
|
"TRAIN: EPOCH 0017 / 0020 | BATCH 0003 / 0006 | LOSS 0.2112\n",
|
|
"TRAIN: EPOCH 0017 / 0020 | BATCH 0004 / 0006 | LOSS 0.2114\n",
|
|
"TRAIN: EPOCH 0017 / 0020 | BATCH 0005 / 0006 | LOSS 0.2097\n",
|
|
"TRAIN: EPOCH 0017 / 0020 | BATCH 0006 / 0006 | LOSS 0.2091\n",
|
|
"VALID: EPOCH 0017 / 0020 | BATCH 0001 / 0001 | LOSS 0.2012\n",
|
|
"TRAIN: EPOCH 0018 / 0020 | BATCH 0001 / 0006 | LOSS 0.2049\n",
|
|
"TRAIN: EPOCH 0018 / 0020 | BATCH 0002 / 0006 | LOSS 0.1998\n",
|
|
"TRAIN: EPOCH 0018 / 0020 | BATCH 0003 / 0006 | LOSS 0.2004\n",
|
|
"TRAIN: EPOCH 0018 / 0020 | BATCH 0004 / 0006 | LOSS 0.2084\n",
|
|
"TRAIN: EPOCH 0018 / 0020 | BATCH 0005 / 0006 | LOSS 0.2070\n",
|
|
"TRAIN: EPOCH 0018 / 0020 | BATCH 0006 / 0006 | LOSS 0.2046\n",
|
|
"VALID: EPOCH 0018 / 0020 | BATCH 0001 / 0001 | LOSS 0.1956\n",
|
|
"TRAIN: EPOCH 0019 / 0020 | BATCH 0001 / 0006 | LOSS 0.1971\n",
|
|
"TRAIN: EPOCH 0019 / 0020 | BATCH 0002 / 0006 | LOSS 0.1906\n",
|
|
"TRAIN: EPOCH 0019 / 0020 | BATCH 0003 / 0006 | LOSS 0.1992\n",
|
|
"TRAIN: EPOCH 0019 / 0020 | BATCH 0004 / 0006 | LOSS 0.2029\n",
|
|
"TRAIN: EPOCH 0019 / 0020 | BATCH 0005 / 0006 | LOSS 0.2021\n",
|
|
"TRAIN: EPOCH 0019 / 0020 | BATCH 0006 / 0006 | LOSS 0.2061\n",
|
|
"VALID: EPOCH 0019 / 0020 | BATCH 0001 / 0001 | LOSS 0.2161\n",
|
|
"TRAIN: EPOCH 0020 / 0020 | BATCH 0001 / 0006 | LOSS 0.2169\n",
|
|
"TRAIN: EPOCH 0020 / 0020 | BATCH 0002 / 0006 | LOSS 0.2125\n",
|
|
"TRAIN: EPOCH 0020 / 0020 | BATCH 0003 / 0006 | LOSS 0.2093\n",
|
|
"TRAIN: EPOCH 0020 / 0020 | BATCH 0004 / 0006 | LOSS 0.2127\n",
|
|
"TRAIN: EPOCH 0020 / 0020 | BATCH 0005 / 0006 | LOSS 0.2115\n",
|
|
"TRAIN: EPOCH 0020 / 0020 | BATCH 0006 / 0006 | LOSS 0.2120\n",
|
|
"VALID: EPOCH 0020 / 0020 | BATCH 0001 / 0001 | LOSS 0.2045\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# 훈련 파라미터 설정하기\n",
|
|
"lr = 1e-3\n",
|
|
"batch_size = 4\n",
|
|
"num_epoch = 20\n",
|
|
"\n",
|
|
"base_dir = './drive/MyDrive/DACrew/unet'\n",
|
|
"data_dir = dir_data\n",
|
|
"ckpt_dir = os.path.join(base_dir, \"checkpoint\")\n",
|
|
"log_dir = os.path.join(base_dir, \"log\")\n",
|
|
"\n",
|
|
"\n",
|
|
"# 훈련을 위한 Transform과 DataLoader\n",
|
|
"transform = transforms.Compose([Normalization(mean=0.5, std=0.5), RandomFlip(), ToTensor()])\n",
|
|
"\n",
|
|
"dataset_train = Dataset(data_dir=os.path.join(data_dir, 'train'), transform=transform)\n",
|
|
"loader_train = DataLoader(dataset_train, batch_size=batch_size, shuffle=True, num_workers=0)\n",
|
|
"\n",
|
|
"dataset_val = Dataset(data_dir=os.path.join(data_dir, 'val'), transform=transform)\n",
|
|
"loader_val = DataLoader(dataset_val, batch_size=batch_size, shuffle=False, num_workers=0)\n",
|
|
"\n",
|
|
"# 네트워크 생성하기\n",
|
|
"device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
|
|
"net = UNet().to(device)\n",
|
|
"\n",
|
|
"# 손실함수 정의하기\n",
|
|
"fn_loss = nn.BCEWithLogitsLoss().to(device)\n",
|
|
"\n",
|
|
"# Optimizer 설정하기\n",
|
|
"optim = torch.optim.Adam(net.parameters(), lr=lr)\n",
|
|
"\n",
|
|
"# 그밖에 부수적인 variables 설정하기\n",
|
|
"num_data_train = len(dataset_train)\n",
|
|
"num_data_val = len(dataset_val)\n",
|
|
"\n",
|
|
"num_batch_train = np.ceil(num_data_train / batch_size)\n",
|
|
"num_batch_val = np.ceil(num_data_val / batch_size)\n",
|
|
"\n",
|
|
"# 그 밖에 부수적인 functions 설정하기\n",
|
|
"fn_tonumpy = lambda x: x.to('cpu').detach().numpy().transpose(0, 2, 3, 1)\n",
|
|
"fn_denorm = lambda x, mean, std: (x * std) + mean\n",
|
|
"fn_class = lambda x: 1.0 * (x > 0.5)\n",
|
|
"\n",
|
|
"# Tensorboard 를 사용하기 위한 SummaryWriter 설정\n",
|
|
"writer_train = SummaryWriter(log_dir=os.path.join(log_dir, 'train'))\n",
|
|
"writer_val = SummaryWriter(log_dir=os.path.join(log_dir, 'val'))\n",
|
|
"\n",
|
|
"# 네트워크 학습시키기\n",
|
|
"st_epoch = 0\n",
|
|
"# 학습한 모델이 있을 경우 모델 로드하기\n",
|
|
"net, optim, st_epoch = load(ckpt_dir=ckpt_dir, net=net, optim=optim) \n",
|
|
"\n",
|
|
"for epoch in range(st_epoch + 1, num_epoch + 1):\n",
|
|
" net.train()\n",
|
|
" loss_arr = []\n",
|
|
"\n",
|
|
" for batch, data in enumerate(loader_train, 1):\n",
|
|
" # forward pass\n",
|
|
" label = data['label'].to(device)\n",
|
|
" input = data['input'].to(device)\n",
|
|
"\n",
|
|
" output = net(input)\n",
|
|
"\n",
|
|
" # backward pass\n",
|
|
" optim.zero_grad()\n",
|
|
"\n",
|
|
" loss = fn_loss(output, label)\n",
|
|
" loss.backward()\n",
|
|
"\n",
|
|
" optim.step()\n",
|
|
"\n",
|
|
" # 손실함수 계산\n",
|
|
" loss_arr += [loss.item()]\n",
|
|
"\n",
|
|
" print(\"TRAIN: EPOCH %04d / %04d | BATCH %04d / %04d | LOSS %.4f\" %\n",
|
|
" (epoch, num_epoch, batch, num_batch_train, np.mean(loss_arr)))\n",
|
|
"\n",
|
|
" # Tensorboard 저장하기\n",
|
|
" label = fn_tonumpy(label)\n",
|
|
" input = fn_tonumpy(fn_denorm(input, mean=0.5, std=0.5))\n",
|
|
" output = fn_tonumpy(fn_class(output))\n",
|
|
"\n",
|
|
" writer_train.add_image('label', label, num_batch_train * (epoch - 1) + batch, dataformats='NHWC')\n",
|
|
" writer_train.add_image('input', input, num_batch_train * (epoch - 1) + batch, dataformats='NHWC')\n",
|
|
" writer_train.add_image('output', output, num_batch_train * (epoch - 1) + batch, dataformats='NHWC')\n",
|
|
"\n",
|
|
" writer_train.add_scalar('loss', np.mean(loss_arr), epoch)\n",
|
|
"\n",
|
|
" with torch.no_grad():\n",
|
|
" net.eval()\n",
|
|
" loss_arr = []\n",
|
|
"\n",
|
|
" for batch, data in enumerate(loader_val, 1):\n",
|
|
" # forward pass\n",
|
|
" label = data['label'].to(device)\n",
|
|
" input = data['input'].to(device)\n",
|
|
"\n",
|
|
" output = net(input)\n",
|
|
"\n",
|
|
" # 손실함수 계산하기\n",
|
|
" loss = fn_loss(output, label)\n",
|
|
"\n",
|
|
" loss_arr += [loss.item()]\n",
|
|
"\n",
|
|
" print(\"VALID: EPOCH %04d / %04d | BATCH %04d / %04d | LOSS %.4f\" %\n",
|
|
" (epoch, num_epoch, batch, num_batch_val, np.mean(loss_arr)))\n",
|
|
"\n",
|
|
" # Tensorboard 저장하기\n",
|
|
" label = fn_tonumpy(label)\n",
|
|
" input = fn_tonumpy(fn_denorm(input, mean=0.5, std=0.5))\n",
|
|
" output = fn_tonumpy(fn_class(output))\n",
|
|
"\n",
|
|
" writer_val.add_image('label', label, num_batch_val * (epoch - 1) + batch, dataformats='NHWC')\n",
|
|
" writer_val.add_image('input', input, num_batch_val * (epoch - 1) + batch, dataformats='NHWC')\n",
|
|
" writer_val.add_image('output', output, num_batch_val * (epoch - 1) + batch, dataformats='NHWC')\n",
|
|
"\n",
|
|
" writer_val.add_scalar('loss', np.mean(loss_arr), epoch)\n",
|
|
"\n",
|
|
" # epoch 50마다 모델 저장하기\n",
|
|
" if epoch % 50 == 0:\n",
|
|
" save(ckpt_dir=ckpt_dir, net=net, optim=optim, epoch=epoch)\n",
|
|
"\n",
|
|
" writer_train.close()\n",
|
|
" writer_val.close()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Test"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TEST: BATCH 0001 / 0001 | LOSS 0.2526\n",
|
|
"AVERAGE TEST: BATCH 0001 / 0001 | LOSS 0.2526\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"transform = transforms.Compose([Normalization(mean=0.5, std=0.5), ToTensor()])\n",
|
|
"\n",
|
|
"dataset_test = Dataset(data_dir=os.path.join(data_dir, 'test'), transform=transform)\n",
|
|
"loader_test = DataLoader(dataset_test, batch_size=batch_size, shuffle=False, num_workers=0)\n",
|
|
"\n",
|
|
"# 그밖에 부수적인 variables 설정하기\n",
|
|
"num_data_test = len(dataset_test)\n",
|
|
"num_batch_test = np.ceil(num_data_test / batch_size)\n",
|
|
"\n",
|
|
"# 결과 디렉토리 생성하기\n",
|
|
"result_dir = os.path.join(base_dir, 'result')\n",
|
|
"if not os.path.exists(result_dir):\n",
|
|
" os.makedirs(os.path.join(result_dir, 'png'))\n",
|
|
" os.makedirs(os.path.join(result_dir, 'numpy'))\n",
|
|
"\n",
|
|
"\n",
|
|
"net, optim, st_epoch = load(ckpt_dir=ckpt_dir, net=net, optim=optim)\n",
|
|
"\n",
|
|
"with torch.no_grad():\n",
|
|
" net.eval()\n",
|
|
" loss_arr = []\n",
|
|
"\n",
|
|
" for batch, data in enumerate(loader_test, 1):\n",
|
|
" # forward pass\n",
|
|
" label = data['label'].to(device)\n",
|
|
" input = data['input'].to(device)\n",
|
|
"\n",
|
|
" output = net(input)\n",
|
|
"\n",
|
|
" # 손실함수 계산하기\n",
|
|
" loss = fn_loss(output, label)\n",
|
|
"\n",
|
|
" loss_arr += [loss.item()]\n",
|
|
"\n",
|
|
" print(\"TEST: BATCH %04d / %04d | LOSS %.4f\" %\n",
|
|
" (batch, num_batch_test, np.mean(loss_arr)))\n",
|
|
"\n",
|
|
" # Tensorboard 저장하기\n",
|
|
" label = fn_tonumpy(label)\n",
|
|
" input = fn_tonumpy(fn_denorm(input, mean=0.5, std=0.5))\n",
|
|
" output = fn_tonumpy(fn_class(output))\n",
|
|
"\n",
|
|
" # 테스트 결과 저장하기\n",
|
|
" for j in range(label.shape[0]):\n",
|
|
" id = num_batch_test * (batch - 1) + j\n",
|
|
"\n",
|
|
" plt.imsave(os.path.join(result_dir, 'png', 'label_%04d.png' % id), label[j].squeeze(), cmap='gray')\n",
|
|
" plt.imsave(os.path.join(result_dir, 'png', 'input_%04d.png' % id), input[j].squeeze(), cmap='gray')\n",
|
|
" plt.imsave(os.path.join(result_dir, 'png', 'output_%04d.png' % id), output[j].squeeze(), cmap='gray')\n",
|
|
"\n",
|
|
" np.save(os.path.join(result_dir, 'numpy', 'label_%04d.npy' % id), label[j].squeeze())\n",
|
|
" np.save(os.path.join(result_dir, 'numpy', 'input_%04d.npy' % id), input[j].squeeze())\n",
|
|
" np.save(os.path.join(result_dir, 'numpy', 'output_%04d.npy' % id), output[j].squeeze())\n",
|
|
"\n",
|
|
"print(\"AVERAGE TEST: BATCH %04d / %04d | LOSS %.4f\" %\n",
|
|
" (batch, num_batch_test, np.mean(loss_arr)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Result (Visualize)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 800x600 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"##\n",
|
|
"lst_data = os.listdir(os.path.join(result_dir, 'numpy'))\n",
|
|
"\n",
|
|
"lst_label = [f for f in lst_data if f.startswith('label')]\n",
|
|
"lst_input = [f for f in lst_data if f.startswith('input')]\n",
|
|
"lst_output = [f for f in lst_data if f.startswith('output')]\n",
|
|
"\n",
|
|
"lst_label.sort()\n",
|
|
"lst_input.sort()\n",
|
|
"lst_output.sort()\n",
|
|
"\n",
|
|
"##\n",
|
|
"id = 0\n",
|
|
"\n",
|
|
"label = np.load(os.path.join(result_dir,\"numpy\", lst_label[id]))\n",
|
|
"input = np.load(os.path.join(result_dir,\"numpy\", lst_input[id]))\n",
|
|
"output = np.load(os.path.join(result_dir,\"numpy\", lst_output[id]))\n",
|
|
"\n",
|
|
"## 플롯 그리기\n",
|
|
"plt.figure(figsize=(8,6))\n",
|
|
"plt.subplot(131)\n",
|
|
"plt.imshow(input, cmap='gray')\n",
|
|
"plt.title('input')\n",
|
|
"\n",
|
|
"plt.subplot(132)\n",
|
|
"plt.imshow(label, cmap='gray')\n",
|
|
"plt.title('label')\n",
|
|
"\n",
|
|
"plt.subplot(133)\n",
|
|
"plt.imshow(output, cmap='gray')\n",
|
|
"plt.title('output')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.11"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|