Você não pode selecionar mais de 25 tópicos Os tópicos devem começar com uma letra ou um número, podem incluir traços ('-') e podem ter até 35 caracteres.
 

528 linhas
655 KiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 34,
"id": "63726b83-b39e-426c-8227-de05e6e2093a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.11.0\n",
"0.12.0\n"
]
}
],
"source": [
"import torch\n",
"import torchvision\n",
"import torch.nn as nn\n",
"from torch import optim\n",
"import torch.nn.functional as F\n",
"import torchvision.transforms as transforms\n",
"from torch.utils.data import DataLoader,Dataset\n",
"import matplotlib.pyplot as plt\n",
"import torchvision.utils\n",
"import numpy as np\n",
"import random\n",
"from PIL import Image\n",
"import os\n",
"import PIL.ImageOps \n",
"print(torch.__version__) #1.1.0\n",
"print(torchvision.__version__) #0.3.0\n",
"\n",
"\n",
"#定义一些超参\n",
"train_batch_size = 20 #训练时batch_size\n",
"train_number_epochs = 50 #训练的epoch\n",
"\n",
"def imshow(img,text=None,should_save=False): \n",
" #展示一幅tensor图像,输入是(C,H,W)\n",
" npimg = img.numpy() #将tensor转为ndarray\n",
"# print(npimg.shape)\n",
" plt.axis(\"off\")\n",
" if text:\n",
" plt.text(75, 8, text, style='italic',fontweight='bold',\n",
" bbox={'facecolor':'white', 'alpha':0.8, 'pad':10})\n",
" plt.imshow(np.transpose(npimg, (1, 2, 0))) #转换为(H,W,C)\n",
" plt.show() \n",
"\n",
"def show_plot(iteration,loss):\n",
" #绘制损失变化图\n",
" plt.plot(iteration,loss)\n",
" plt.title(\"Loss Function Line\")\n",
" plt.xlabel('iteration')\n",
" plt.ylabel('loss')\n",
" plt.show()\n",
"def file_name(file_dir):\n",
" for root,dirs,files in os.walk(file_dir):\n",
" return files"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "b7aa0620-35e5-460b-955e-9c9fe216343b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"122 108\n"
]
}
],
"source": [
"#重写Dataset类,__getitem__(self,index)每次返回(img1, img2, 01标签)\n",
"class SiameseNetworkDataset(Dataset):\n",
" \n",
" def __init__(self,imageFolderDataset1,imageFolderDataset2,transform=None,should_invert=True):\n",
" self.imageFolderDataset1 = imageFolderDataset1\n",
" self.imageFolderDataset2 = imageFolderDataset2\n",
" self.transform = transform\n",
" self.should_invert = should_invert\n",
" \n",
" def __getitem__(self,index):\n",
" img0_tuple = random.choice(self.imageFolderDataset1.imgs) #10个套装中任选一\n",
" should_get_same_class = random.randint(0,1) #保证同类样本约占一半\n",
" if should_get_same_class:\n",
" while True:\n",
" #直到找到同一类别\n",
" img1_tuple = random.choice(self.imageFolderDataset2.imgs)\n",
" if img0_tuple[1]==img1_tuple[1]:\n",
" break\n",
"\n",
" else:\n",
" while True:\n",
" #直到找到非同一类别\n",
" img1_tuple = random.choice(self.imageFolderDataset2.imgs)\n",
" if img0_tuple[1] != img1_tuple[1]:\n",
" break\n",
"\n",
"\n",
" img0 = Image.open(img0_tuple[0])\n",
" img1 = Image.open(img1_tuple[0])\n",
" img0 = img0.convert(\"RGB\")\n",
" img1 = img1.convert(\"RGB\")\n",
" \n",
" if self.should_invert:\n",
" img0 = PIL.ImageOps.invert(img0)\n",
" img1 = PIL.ImageOps.invert(img1)\n",
"\n",
" if self.transform is not None:\n",
" img0 = self.transform(img0)\n",
" img1 = self.transform(img1)\n",
" \n",
" return img0, img1, torch.from_numpy(np.array([int(img1_tuple[1]!=img0_tuple[1])],dtype=np.float32))\n",
" \n",
" def __len__(self):\n",
" return len(self.imageFolderDataset1.imgs)+len(self.imageFolderDataset1.imgs)\n",
" \n",
" \n",
" \n",
"#定义文件dataset\n",
"training_dir1 = \"./data2/train/1/\" #上衣训练集地址\n",
"folder_dataset1 = torchvision.datasets.ImageFolder(root=training_dir1)\n",
"\n",
"training_dir2 = \"./data2/train/2/\" #上衣训练集地址\n",
"folder_dataset2 = torchvision.datasets.ImageFolder(root=training_dir2)\n",
"\n",
"#定义图像dataset\n",
"transform = transforms.Compose([transforms.Resize((100,100)),\n",
" transforms.ToTensor()])\n",
"siamese_dataset = SiameseNetworkDataset(imageFolderDataset1=folder_dataset1,\n",
" imageFolderDataset2=folder_dataset2,\n",
" transform=transform,\n",
" should_invert=False)\n",
"\n",
"#定义图像dataloader\n",
"train_dataloader = DataLoader(siamese_dataset,\n",
" shuffle=True,\n",
" batch_size=train_batch_size)\n",
"print(len(folder_dataset1.imgs),len(folder_dataset2.imgs))"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "8efd097d-a66b-4e43-9f8e-07a043c8a9a5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3, 206, 818)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[1.]\n",
" [1.]\n",
" [1.]\n",
" [0.]\n",
" [0.]\n",
" [1.]\n",
" [0.]\n",
" [1.]]\n"
]
}
],
"source": [
"vis_dataloader = DataLoader(siamese_dataset,\n",
" shuffle=True,\n",
" batch_size=8)\n",
"example_batch = next(iter(vis_dataloader)) #生成一批图像\n",
"#其中example_batch[0] 维度为torch.Size([8, 1, 100, 100])\n",
"concatenated = torch.cat((example_batch[0],example_batch[1]),0) \n",
"imshow(torchvision.utils.make_grid(concatenated, nrow=8))\n",
"print(example_batch[2].numpy())"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "af8c0e61-7c8b-4299-a43c-789c8092bcdb",
"metadata": {},
"outputs": [],
"source": [
"#搭建模型\n",
"class SiameseNetwork(nn.Module):\n",
" def __init__(self):\n",
" super().__init__()\n",
" self.cnn1 = nn.Sequential(\n",
" nn.ReflectionPad2d(1),\n",
" nn.Conv2d(3, 4, kernel_size=3),\n",
" nn.ReLU(inplace=True),\n",
" nn.BatchNorm2d(4),\n",
" \n",
" nn.ReflectionPad2d(1),\n",
" nn.Conv2d(4, 8, kernel_size=3),\n",
" nn.ReLU(inplace=True),\n",
" nn.BatchNorm2d(8),\n",
"\n",
" nn.ReflectionPad2d(1),\n",
" nn.Conv2d(8, 8, kernel_size=3),\n",
" nn.ReLU(inplace=True),\n",
" nn.BatchNorm2d(8),\n",
" )\n",
"\n",
" self.fc1 = nn.Sequential(\n",
" nn.Linear(8*100*100, 500),\n",
" nn.ReLU(inplace=True),\n",
"\n",
" nn.Linear(500, 500),\n",
" nn.ReLU(inplace=True),\n",
"\n",
" nn.Linear(500, 16))\n",
"\n",
" def forward_once(self, x):\n",
" output = self.cnn1(x)\n",
" output = output.view(output.size()[0], -1)\n",
" output = self.fc1(output)\n",
" return output\n",
"\n",
" def forward(self, input1, input2):\n",
" output1 = self.forward_once(input1)\n",
" output2 = self.forward_once(input2)\n",
" return output1, output2\n",
" \n",
" \n",
"#自定义ContrastiveLoss\n",
"class ContrastiveLoss(torch.nn.Module):\n",
" \"\"\"\n",
" Contrastive loss function.\n",
" Based on: http://yann.lecun.com/exdb/publis/pdf/hadsell-chopra-lecun-06.pdf\n",
" \"\"\"\n",
"\n",
" def __init__(self, margin=2.0):\n",
" super(ContrastiveLoss, self).__init__()\n",
" self.margin = margin\n",
"\n",
" def forward(self, output1, output2, label):\n",
" euclidean_distance = F.pairwise_distance(output1, output2, keepdim = True)\n",
" loss_contrastive = torch.mean((1-label) * torch.pow(euclidean_distance, 2) +\n",
" (label) * torch.pow(torch.clamp(self.margin - euclidean_distance, min=0.0), 2))\n",
"\n",
" return loss_contrastive\n"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "1e552d57-5702-4b01-9132-68e529e92e6f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#net = SiameseNetwork().cuda() #定义模型且移至GPU\n",
"net = SiameseNetwork()\n",
"criterion = ContrastiveLoss() #定义损失函数\n",
"optimizer = optim.Adam(net.parameters(), lr = 0.0005) #定义优化器\n",
"\n",
"counter = []\n",
"loss_history = [] \n",
"iteration_number = 0\n",
"\n",
"\n",
"#开始训练\n",
"for epoch in range(0, train_number_epochs):\n",
" for i, data in enumerate(train_dataloader, 0):\n",
" img0, img1 , label = data\n",
" #img0维度为torch.Size([32, 3, 100, 100]),32是batch,label为torch.Size([32, 3])\n",
" #img0, img1 , label = img0.cuda(), img1.cuda(), label.cuda() #数据移至GPU\n",
" optimizer.zero_grad()\n",
" output1,output2 = net(img0, img1)\n",
" loss_contrastive = criterion(output1, output2, label)\n",
" loss_contrastive.backward()\n",
" optimizer.step()\n",
" if i % 10 == 0 :\n",
" iteration_number +=10\n",
" counter.append(iteration_number)\n",
" loss_history.append(loss_contrastive.item())\n",
" \n",
"show_plot(counter, loss_history)\n"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "2998d236-f018-4449-909f-96d058094d99",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAAC3CAYAAACxII3nAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAACrWklEQVR4nOz9e7R12VUXiv76GHOutfb+XlWpSiXhFUIQE5JgvCZoayjNC9oElaseD9crzwvaDi2gTfSSpofGjYA8koMcowhNAZumIfi8XkDx3HA5HgJXm7TII+SBQoA8TFKpSlV9j733WnPOMUa/f/Tex+hzrvUV9SVVqXx7f6NqfWuvteZjzDnH6OPXf/1FzIx77V671+61e+3j08Kz3YF77V671+61i9TuCd177V671+61j2Prnu0O3GvPbHvuc5/7czHGT3u2+3GvPfMt5/y+Rx999POf7X7ca0/e7gndc95ijJ/28MMPf+TZ7se99sy35z//+fcW17ug3aMX7rV77V671z6O7Z7QvdfutXvtXvs4tielF4jonj/ZXd4efPBB/Jf/8l9e+Gz341575lvO+d6c/QRpzEy3++0e0r3X7rV77V77OLanbEj7ru/6Lvze3/t7n8m+aOP537z8jvTlPx9oJHtlABYAErgAeUKZBqTdGfI0YtyeIRAhhID++DJiv0JcH4FiBFEAKABk5yTMYQS7b2jxfrh/zAwiWvzC7d2ulw5fG/tvyY4p3zO735hR8oS//je+GZ/xok8Hl1LPTXq9CKH2hd25brtEfwK0YRjw/ve/v17Lp33ap2G1Wj3b3fqEaA899BB+5Ed+5NnuxoVsv/iLv4hv+ZZveUrbPiWhS0R49atfjT/yR/7Ix9Sxw+122hCjRcsdErq3E3KzI6jQLWAuwDSiTDuk7QmmsxPkYYfh9KQK3fWVq4jrDbqjy4hdD4oRIfZAiCCKTgCjvhN4IQVbvwgiCA+1hShux4LsxO4c8yuyfUk/y33iYu9FXxlp2GG9XuHypWNwKShcEIhAFBBiBIUgC0swhYeemsCl2dvvvOHT2M7OztrRiXD58mUcHR097ee5G9vR0RG+6Iu+6NnuxoVstDdXb98+gV3Gloh2vz0V8ioio0w75GnAzUc/hOHkJk6f+AjS7gycJoATiCGvfgXqIsJ6jdXmEvr1BsdXriH2a3TrI4R+DYodYr8ChQiECITb38I9gUuHfzt8lQywoFN2aJ9AKCqUS06yoOQMjKfgtMPu9BaG3RbD6Rlu3XgcaRwwnJ7AL2JEBAoRsesRYkS3WqsAvn1v7rV77V57etoniNCdq+jsoNS+YF3SD0s0LO9cGOAMnraYTm9i2p5i9/iHMe1OwdubiGkElwRw0WMwaByBRCgpYhpOkLsVyvYmQteD+g1Cv0HoOvSrDSh2oNCBuk5pCEIgQY5BPxOoURPBXVORc5rKD2YwZ/27aN8ZhTO4FORSZlJaUG1BSgmlZOQ0AeMJOA0YtqdI44hxHLE7PQGXDC7Z3S+AiYSSYEYoUeiGGBHsWtyz2Gv3ZPK9dq99TO0T1JAmQrAJpOWr6IvBKCqwMsAJKAkoEzgPKNMWeXsD441HsXvsg9g9/iGkG48iDDfR5TP0ZUDPAzp9hXQKGm+BTh9HuvEIhsc/iFsffi9ufPA9ePz978YT//3deOK//xauf/A9uPGh9+DGw+/FrYffh1sPvw8nj7wfJ49+AKePfQDbxx/G8PjDGJ74MMbrj2K6+RFMNz6C8eZHMN58DMP1R7B74sPYPf4wto99EKcf+QBuPfLfcevD78PNh9+Lmw+/Bzc+9Nu48YHfxBP//TfxxPt/A4+//914/H2/gcfe99/w2Pv+Gz7ynv+GR9/zX/HIb/0aHn73u/Dwb74LH/qtd+HD7/l1PPrffwtPPPw+nDz+iAr4UhcXZqEeSk7I04Q0DkjjgJwmvOENb0AIESFEXLp0CS9/+cvxD/7BP6hP5bHHHkOggD/zp/8MSB6RCm97YvaiGUds7Uu+5EtARHjiiSee+khgxrVr1/DKV74SAPDa174Wr3rVq/Brv/Zrdzyq/vJf/ssgIvzKr/wKzs7O8K3f+q34V//qX93xcZbt5OQEX/d1X4f7778fDz30EP7W3/pbt912GAa87nWvw6d/+qdjvV7jJS95Cd73vvcBAF7zmtfgoYcewmq1wote9CL843/8jz/mvt1rn3jtEwTpHoJP7HCvIjRmoAhCZVOtS0aeRnDOSNOAnBJKShiHLUoakc9OgGELngaE8RQlT+A0glFAYIRAAASZchChBM5AScgMcB7BFACKSLtbQIjI/RohBsQQtB8MLqgcaRc7QbpMKIbAFUEyMXIWVEtglCxotaLekhXBCjdLEDqgMQyK5JnrdjkXJDsTBXBhlFKQpqQGtoaSi1EMAEIgEAlNART86q+8DQDwt779b2K9PsIb/+7fw9d//ddjvV7h//7VXw0C48d+7Efx0pe8BAuT3lNqX//1X4+v/dqvxf333/+U9xnHEf/wH/5DfOqnfioA4B3veAdijPiMz/iMOzp3zhlf+qVfis/7vM/Dy1/+cvzCL/wCvu3bvg3f/M3fjC/90i+9o2Mt21d+5VfiJ3/yJ/Ft3/Zt+Nmf/Vm87nWvwxd8wRfg8z7v8/a2/XN/7s/hp37qp/CX/tJfwstf/nL83M/9HB588EEAwP3334/v/u7vxq1bt/A3/sbfwF/9q38VX/M1X/Mx9e1e+8RrzzrSNVRkfgAM5VdZ6AHkhDINyOMOaXeK6exE6IKT6xhvPVFfw83Hsbv+EeyuP4rtE49gd/1R7K5/BOOt60i7U5RxAHIGlQLiAhSPltmwdftPVX2UApQs6DkNKOMWZThD2Z0i724hbW8ind3EdHYD0+l1jCfXMWjfdrcex+7G49jeeAy7G49he/Mx7G4+ju2Nx7G7IX/L6wnsbj2B4dYT2On+8rqB4fQmxrNbct3bE4xn8pq2p5i2p+KFMW6RxxF5nFCmCXnS9zSpUY7rvQWULVfmQ8gPEfDveOc7AQD/01/4GvyVv/z1+IHv+3sAgB/70R8D54Qf/KEfxJd92Zfjgx/8IB555BF8yZd8Ce677z4cHx/j5S97Od77nvfi0Uc+gv/Ll3wJ7rt2DUdHR3jZy16G9773vXjkkUfwx//4H8e/+Bf/AgDwxV/8xSAifPu3fzue97zn4VWvehV+5md+Bq94xStw9epV/PAP/zAA4Md//Mfx5//8n8fb3/52ACJ0X/jCF2K9XuNf/+t/jc/6rM/Cer3GAw88gL/21/5aHVcvfelL8dznPhd/5a/8FTz44IP4xV/8RXzxF38x3vjGN+LNb34z/uAf/IMAxCuHiPCmN70JRIQ3v/nNAFA/v/71r8db3vIWENFB6/Sv/uqv4sd//MfxFV/xFfiWb/kWfPmXfzkA4K1vfevetj/5kz+Jn/iJn8BrX/tavP71r8fXfM3X4E1vehOOj48BAN/6rd+KP/kn/yR+9+/+3SAivOhFL/ooZ9W99oncPiGQ7tLpSmBtBk8j8jRg3J5U9648nILHHcqwrXwlZ0G+w+4UJU3gnIBSlKvswSFCIZ0IUjQXq5IZHApAjJzlt4AIJhNVzaTHRYUYjyh2jIJq7MpFti8U9XNBySLYQ+yASKAYMI0jiqr9rMJf+qX7l6L7y5kJQIwRgBzT7tOUkvQ3BEiHGGOaFCVnpJIVhWcQqLqLmcuY/Q0AKY349d94Nz7pk16AK8dHKMMOL/70TwEAPPzwhzDtzvCrbxMk/Nkv+d14/Rtejzf/9E/jDW94PdbrNd7ylp/Dcx96CK/7f74Ob37zm/GG/+V/wWa9xs/+7M/ioYcewn/8j/8RAPCKV7wCAKoQ/cAHPoAXvvCFeOtb34qv+7qvw5d92ZfhO77jO/ADP/AD+It/8S/W7V7xilfg/e9/Px5//HF87ud+LgCx1n/TN30TiAg/8iM/gr/zd/4O/sJf+Av4zM/8TPzGb/wGSilYrVb49m//dmw2G5ydneEVr3gFXvKSl+AP/aE/hJ//+Z/H3//7fx8PPvggfv/v//0AgF/+5V/GH/2jfxTf9V3fhU/91E/FN37jN+KHfuiHZn337U1vehMA4E/9qT8FAHj00UfbM1m0H/uxHwMA/NRP/RTe8IY34OrVq/in//Sf4k/8iT8BAPjhH/5hfMM3fAMA4OUvfzn+zb/5N3vHuNfu/vaJI3TVmIVph5JH5LPrSLst0u4M47BFShOmYQKnHZBGUBqqa1Q1Fk0TqCRwFs6SIIKWQ0QIQaz9KuRCDAikqru9irheFeOSZ4Y66aOQEeKuVd1qQWr5F6MX63wjAgpnlFJQUAAmUCYVuEJl5JJRchZXrkCIQXyDmbm+m0BnZhXIRh9MgF1DaagdzCAuiErRBIW15pzQaBuyu49f/413YxxHvOSzfpfwwET4rd96DwDgRZ/+QpSS8fa3vwPPuf9+PP+5D+DS0RGmacKP/79/HH/4//yH8ca/87/i6GiDK1cuY5om/MSPy/d/9+/9XWyONnjbr4rAfsUrXo7HH38MH/jAB/C5n/u5+If/8B/gm77pm/DWt74Vb3zjG/GFX/iF+M7v/E488MADAARJAiKEfv7nfx4A8Fmf9VnYbrf4z//5P+M//If/gN1uVx9RjBHvfOc7K53wPd/zPQBQBdgrXvEKvPjFL8Y4jthsNnjNa15TBeQnfdIn4Zd/+Zfxz//5P8ev//qv401vehM2mw2+4Ru+Aa95zWvqwufbu971LgDA53zO5wBoi4l99u0d73gHAOBVr3oVXvOa1+A1r3kNvvmbv7kK3T/2x/4YfvInfxLf+73fi7e85S14+9vffg/tnsP27Atd80mt6HaHMpxiuvEIprNTTNsTDOOAnAumKYPKhFASqExAKSrAlCNVgUolC+/LAFBA3AFFha4KuxADQoiVL2XZsgottkWA4QRwU8lh22qT44hHQtHPRAGMgsJCa6CQEjrNe6CUglIyECICk/DCRc4dQkBRYWs8cOGCnDNKbkI3hKCeGFx5WhAQ1IfYI1rtut38+uGd7xTD1Et+9+8CuKAUxt/7/h8AAPxf/4c/g3G3w2+8+zfxua/6fShpwjd941/GC57/PPx///f/A9/1Xd+NN7/5p/Gf/tN/xP/8zf8zPvmTPxlvfvOb8Z3f8Z148//nzfhP/+k/4R1vF4HzOZ/zOVUw/ZE/8oUAgF/91bcjhIAv+IIvwDve8Q4w8wwRv/CFL8S1a9fwNkXan/VZn4V/8k/+Cf79v//3eO1rX4sv/MIvxFd/9Vfj+vXr+MzP/Ez86I/+KADMfFa9MGRmvPOd78RLX/rSGSL9vM/7PPzSL/0S3vGOd+CVr3wlvvIrvxIAkJKMm67bny7Glz/wwAOYpgk/8zM/gxe96EX4/M//fJRSMI4j+r5HjLFqF9///d+PGCO+8Ru/EZcuXarP4sUv/gy8+MWfgQ996EN4y1vegne/+93Lsy0+342uJEuf+4vXnnVOFxD+lscB463ruPXh9+PGB34bJx96L8bHPwicPI5uPEWftujKgJgGIA1AGsXIlUekaUJKk6jpEINWjB1i14FAiATEAPR9RNdFxBgAZuQkyLfkjDJNoFIQAaz6DptVj81qhVXfoetEOOecMU0J05SQUkbOBTllTNOE09MTpQ3UMyBNSNOIEIC+i8qhGlJmEYglKyrPdfvddovdbovddoez0xOcntzCya2b2J6dYLc9wbA9RZ4GgBNiJHQxYtV3uHTpEq5eu4r77r8Pl69cweboCMeXLoGIEEOs7mwANc8DoBoo3/EuEbo3btzCD/zgP8If/ZN/Bv/7z/4c/tSf/OP4H/70l+A33v2bGMcRL3vpS/DII4/gq7/2f8K4G/BHv+AP4+rVqyAwPvj+9+HL/m9/HuM44ou+6Itw7dq1KtTe/va348qVK3jhC19YBeDv+T2/BwDwtre9DS9+8Ytx6dKlimw/53M+B7du3cJ73/veKoC90H3/+98PQPr+b//tv8WHP/xhvOxlL0PXdQfRpqcprl+/jpOTE5ycnOBHf/RH8dhjjwEQofvud78b73rXu/C3//bfrgvVQw89hFe/+tUHx+7v+32/DwDw+te/Hl/+5V+Ohx9+GN/yLd+CEAL+0T/6Rzg6OqqLwB/4A38AzIzv/M7vxNd8zddgGAZ81Vd9Fd75znfif/wfvxQ/+IM/iO/93u/F3/ybfxObzeYCBDo8FU/789eefaQLAHlCHrYYbl3HdHoTeXsCTDtBtMgICGAGgrqIARJdxYZ0VY32VvqG7Mz9rMzU82U4rrfym8cAEe2FzjIzYowtfJYT9gIP6m+qwgshXF2r7LiGpn1/QgguArj13S6n6wwxBZRSEAIhxoi+7xRNuXM7SqHeCrASCwwwidUSwLt+7b8CAP75v/p/4d/+1P+Gz3jRp+O7v/11+Iav+4sgUBXKn/3Sl+D6jet43/vfj2/51m8HEeH/9Htfib/9hu/G448/hve85z3463/9r9coxu/7vu9DKQXvete78MpXvhJENBO6Dz/8MB555BF8/udL7m0vMJeo921vexue97zn4TnPeQ7+7J/9s/ilX/ol/Mt/+S/xVV/1VXUfO0YIAS972cvqeHj729+OF7zgBZW2+NN/+k/j3/27f4ev+IqvwMMPPwwAlSv+4i/+YnzhFwoKf8973oMbN27UBWLZXvva1+Jd73oXvv/7vx8PPPAA3vjGN+Jrv/Zra3/tOgHgO77jO/Dwww/jjW98I5773Ofie77ne/B1X/d1+IVf+AW84x3vwE/91E/h6OgIr3zlK/G6170OL33pS2djer8d8GJn3g9kBPBUUeVHUzNxf5emA9YQfPVbr327mCAXAEBPdpMtYxER4ad/+qefkTBg5oJ0dh3bG4/jxofeB97eANIOfT5DREEgMy4RpgJkdbFKaozyQrCoELbv6jn0+6SGJwBV1bO4/VIKpmkCIPuaOmjHLFXAA6vVqgrW3W6HaZowDEMVmn3fzygBZsY4jhJJtrjdOef6sn2t7ymJ+9g0Sb9jjDg+PtLrDRjHsV7Let0jhDA7HhHhNX/33+A////eUqPa5otDqJPAePU6HkxgyxkWv5vbmu5bJTshrlaI/Qqr9ZGg3MUsu3205FObhWdnZ/i1X/s1MU6GgJe+9KVPSxjwz//8z+P7vu/78BM/8RP4lV/5Fbz0pS/9mI95Z21/bNxpe/WrX423vvWtT7vQvZ2MqM+f23ioZCGLbaSo4TeGgC5GtVlYd86P5H3zm98800yeLMvYxxXp7j08tayn0xtIp9dRdreAaQvKI0qeYIiWQleFQAyEgIDskKhvJgyLei80U1HrgwnlrutmnF4ItLCb8d7xTZiaYI4xVp9ZE7pd19W+jeOInLMIYsxRgVEWXuhan+RYWY1xBZ32d7NZwwZrzgGAIBtD8f4e2LUJ2j7kV2uod3GTDmxV/aSNl1CXMzb4rl+WadL724GjhBrPj/WJN9Vu3bqFz//8z8dzn/tc/NAP/dCzIHAB07eyLu620C7UFPj7X5+JKlPDMOKt/+WX6soWQkTXdzB7sIAOQZtdF5WGC2qQZozTpLaTqY79Oo+cbSBECR8PURNCaT9SNkHLKBD7wzSM6LqI5z8gBtgHnnP/7KouYntW6QUzPKXdKcpwCkw7UJ6AIoEPRV2pYk0Raury3P3pdskmmFkMU8x1H6/K+32Xfz/Zir+kA+xlnz39YEYYUgHYgORhFy5vcAGAwhExizC2l53fFomZjcx9qH8TQEyeWECdxFUKzpHW7I5y82O23Rp+pSqMxXuCQBqgQiKVF/C23VtqXz2r7cqVKx+VWv10NkOIpYjr4jBO7tdKgM2/sXGo36Wc8Ju//V4JNWcZS6v1piZDGvWYRMBq3SOGgNhFsWnkgt1uQEoZ49SCcwT0iHAWwRvQr9aIXYcQO1CMInQLY0pigE1sY6Fg2A1YrzoQF1y5fAnPqfTHxRW7z6rQzTkjjQNOH38UeXsToYwIJAKqlICi21HTR0RFL2VPSNnxJEJLcg2Yul6juxRZjkpNVASqAtQ8CgBU1DijKYyfUsHqBe7SL9OEad83tZ/Udcu8Jryg9+eRAS4TrUcn730v+wXUiLMQQ514Ub0xPA1SBUmTlXOBC7RICfX08K0Z2oSPLpUnprpPDSSxfUoWhDMOYDC6rofzU7vXfodmdNJ2N8zGo4GNEOz+o0UxqkY3pYy3/df3YBolMlOQ7qbSa9vdAD0M1us1AGCcJnlmJWO33SJ2HS5dOkLKDC6EEDv0qx7r1UqefwjYHLUESSGaCCGJIVK/9dgF9H0H5ozNqsdjj9/EJz9vJ/aJTwz7/bPWnhGh6yf2vkKL+n1JE9K4xTRsweMOSJMmhvET2VR+BjNVFyqv+i/Vao9ojVOCosns/FxNGFq/bAX2vKe1moMWTW0/ZJTbuxc8vxYR0G0RYV1ESA1oy+NYUEMgCTsOQdW5gNr32X1dGPLacfTaFoJVN8RMEM9/XPzdBGhNK1mPATNpqhdHViNgu9577Tat8qM2Zjx1o7w5M8SFmivwdUyDbiQqP1FAzowxDYhR6K4CUp92QaQEEfKbdY/1eo0b12+gZ0aIlzFuB0wpo+sJBQFAFrtrADBMoGBUQzH9E1xEi4oxojDXQJ7CjHFKSAqKQrwndJ+RxjDDuJ+M9qP4vaZhi/HsFsbtLWA4Q0gDQt8vtNEwM0CZX2td5V0z9Gm8KwHIRFVYiWCl6qmQc65cLIC6b+Ox5kLXaIMaHaaDqCHlRlv4haHRAUAMscqfUljcxXJGV1FwmJ3XPCAquqZQHf0S5mjW+un3bReg71V9cNu5l9/UuEDfKsPIZjiZ0y11ccwFJegkcwa7JyWP7zVYHGRLLr9vU1AaVymzNl6IgH51hBAi0I/YDQlnpxMuXdqg6zusEJCmEdO4Ex9vMAKAa5cv4fKVS3jkw48gEOH4+Bi3bg0YhwQQgwKDQkHoIqgAw5QE5RIhRl7Mk4DVeqW2CNHAAMI4JkwpI5eMyBG3AykXoT1z9IITuF7wWhBuKAl5uIV0+jgwngFpB5SEwAEEQinZcX7Ge4oRrQTCpJZ7oAnbGGNFf6bOGw8aQkBUdGuO7kYLVFScc+3r0k3Mo9oaqKAUhan0S4TpEbMJU2YRQoBMnBBIka8J7IagS2EQBcQog5lnQpCQUoZZ8a2/1jfAhaKSMyeS+8oMjUuOdWa8kX7sPV5NQZnLEjlTNbDVxS9EZZIv7kR7Ko2VG2VmBCKUupC2xa22A4srs/C6XAq2ZzukzNWDpDAj5SSRnWkCTztcu3oJr/q9L8cLnv98XLlyBSVPON0OyIXR9yscH3e4cu05iJ36t3dqwC2TGNIoVNDSd31NphQUdBT1Q6eSMYy9+rcXXPRCHx8HTrcJXo92mYtk+5pE2II1HowLiEI13lRjDByvhTmFcEhALg1knhrwLmFUB0hjkG2/JU/rz7ekOJbbLVHy4e0P0xjEc3xjaKZt54Sou0b/uRr0YF4G833ale4fb7/ps1hqK6xZ2ajxjLN9am6J28Dle22vGZIF4KyVMiYA/5QOLWJcn0tKCYyATm0K9dkpQuVA6PsO999/Dfddu4LLly7haLMWGmDKCIHQdRH9qtf5EhCj0FPMTXtMSTSxGACkosbxJAZBy5KHiCkJvZBLedKRdhHas2NIYwaQgTQC04hIkvsA3FDeIfRmblUeoZbFpDa3q3EcG9IyTwBnZFpynw2VQoMNZLDZcexYACrNYL7BS2+IJcL1LmX+92Xfrf9EhMCMhDK7H/68IQSsVqt6bm9YtOvabDZt8UFDSz65uvzsOETduPJ0sO9JM2DKvhKS4mgFAoLlirB7qvQJ12Q+96Ttk7fm2wqYjdMWM/8cTQtaLLhECAHgXFBSRr/uce0599WxO40B/XqDsN4g0DVcOt7gsetnGIaHEQPht3/7vZgy4/jqVckZAiDlEUQdYuyQUm45P3IBYgBPAxAIFBLK9hQlJaQQkRGR0IGCBO4crSLGaULK+cIzTM+Y0F2iqHqfZUZqysYJeRzQEmw3IWmGLhNaAGZqvP2dUppxubd7+cCJZavCG009su8P8bO+ec8JjzD9/rbdIfc2L0w9nzsTgv6+7iFz1Pth7973t3ogHBzpTvsw6oJQXewaQ9T8ND2pW5H/8tAstIS4/eVG/t6TuU/aGMrzs7wab0tiIKnEOyEEZ8ASXgKlZEy7HbpOx18pQidMI9I44eb16+j7Dpv1Gl0XcbYb8Ou/+V4QZ5SU8MhHHpfQ+b7H9nRAKiy1AjcrrMIaq5ARqIDjiD4QOiJwl9B3hM26B3pCzgE3TkfcHICTnbiXCQ3FSLlgSlYhRS/6Ao6JZ0TotknoksKQ554KOCXkaRSha2kOnTDxQtcjVdm/CWHPqXoB65vfb+betBDmxqv6bZefl9/XAAQncC1gwqNs78db745DrR7Fym/7/bV97Lo9ol5yzGYkFJqmcX72LKoUrDyxN4eTyU23vSJ59e4wZVfFq3xfzUCGnFtqyzm5dK8tW10cVUOo2hOMflJdxYQvXDShRUzmgmG3Q3/5MgAJqpnSiN32DMNuwI3r1yWiMRAQVtiOAx5536PYnp5i3G1BzDi+dIz10THOTs+QckHfd1jRBrFnHMWCPhR0YUJHBR0x+gj0fcDREWPVdyilw/uGU5yeFZyeMDbHAAXhp1POSJrj+SK3Z9iQhjrBa7FyEs4nnZ0gb0/Bw1Zy3wKgEFw1hIYcvcAyQWPCxav13gXMf7fkd4F9FMrMGIcBYmRrPrOHvBGWHgKeejAqwP8OoAY1+PMtj9n6GRCCZRmb3wt/LX4/HwWXUkJKCX3fV75VZKkI2soiOI8CVuE7R+LcUMlCYlbuUX8XlVfd8+riyrU6sRz8Hty9bWtqBYBG4zSN49Cir8+2UkSMk9NTpJxxcrbDanOMI/To1pfBtEJYn2FIBdONE8Qoc+30ZIucCgo6gDOAiK7rJZKNEogzroQtPmW9xQMP3I/N5hI2x1dQEFBASIWQCzDljH6zQgDwQFphXE04iwnr40voe/FmmKaEs+3gqql8fG/xJ0p7hoTu7VYyJfq1PHhJoyQcNzMNzX1g7d0LVt+e7Luloc1+W7bl9iLksIeyPar074eQs25gcFW+X/S18qvu/B4JM+9Hq92u+W1M6NvrwauX8Af+4Oe3c5oWcIDTlv4Ahmor0jZK10XV5ZJrgUwpzLkwtOk5QuzQrVZSeTiI+9DH0sZxxMMPP1zv3Qte8AJZXO7yZovYdidpTAsXZ5xs3iTtebRkRoaOV2vJQVFKEY+REAFSA1gPrFZrlJLAnCFeMR1W/QoTBRAl5AmAGm37LiKQBPJEKuip4NLRCuujI4TVGpPknZLFvhSUSTLeBRR0gbHqAjablSZoAtI0YRhG7HaDjBvw/ni5IO3jZEjzVu+MnEZsT25i3G2R04QOaM7WigJ98pY5CqRqMALmUWg2Eb0hzdMUtj/QhLpFpLkO1twKSx7XAhjqVXn07QRnFB8vEBGmUmpS9BAkwCE7OsT6aw7sFjjBqt/7fAzWb78AeLQeY5wZ7Lquw/f/P/58vU/TNNWikP1qhfV6jdhFjOOE09NT3Lx5E6vVCn3fY7PZYLvd1gThq9Ua9913vzjcTxM+9OEPY7vbYbvbYb0+Qtd1WK/X6MAIxGAE0OoI3bUH8ZmvfDWe92kvxoOf9CJQ7KvAWCyXT2kkvf3tb8erX/1qDMOAo6Mj/LN/9s/w2Z/92U9p30/kdrbd4dbpFv/b//FWfPgjT+DWyQlCkHHhkzKllHRe6BgAkPOAPI04u3kdQAEYuHTpMrrVurp2xdjh2n3X1Mc9SUQaA1evXsXpyQm2Z6c4vXWKGAKIMy4db1Rwr0Fxwm4asLr0IOLmGI9c32EadshpxP1Xj9EF4DIlHPEOyAnp7AlQ2eBocxXjNGGYBqSUcP36E3j8iSvI+VMAtEjQi9aeZqHL7X2mShKoiE9/mSZgHJCHM0m8HVjGyW3U7ScLWLBBaCjPhKW34ntvBU8FeD7XtpcAClmBKViGLK3fxmLkgHG1Mx9fFYBaSTfEqNcuBg85j7Ggza+YoAlvSgHUM4NC1EoPet/cmFwieE+7LFHrciGyyWr9zVmjm4qh6ogYOgCEkhk5MXKSopcxNEwiRh4gZWBKjGFMAEaUwlj3KyAGUAzC4BJQpgHDyS2c3byO8vyCEBhMhOAi4w6J4IvWSimYxkmT0RvYaGNfGtexWkozlkZixBBwfOkIUyrIhbHZHCN2Hbq+q+Pz6GgDIkYMkgwHDKw1kEHyeLB87jfmzIiu65CQcTIRdjcfw/F4gmsAEnYoGBBvPQHmhCmNKEEqmEynN5H4KjKOsNvukHIBAmG3G3B2utWoUuACylsAzxTStSzZAIjdhCoMyhk8TcjjDswS8VKNLwsUd4hqWAoYHxXmUa0h4WXQgh/EnhcVgRcQIAEJ5hvrlhG3vyQhZ2qG+WpoCpYs3FMXAUSl3ocQjDOmGpbcOOEoodDOGOkXGuN5D/HU1paLiy0+1dhoiwgDgQlg4QZlIpIKZQkVZes2t2NLiCeQUsEwJpAVMGIW9TR2za80jRi3pxhOT5Tz5XrP6t29qLMPqPx3zgVTssrQkguhlAgi73euQRMgEFk2sgmhJ8RA6DYb8JjBmbG5dKl64ZQCMBWs1it0kdD3QUJ2mdGXDjlPYBbDa79aIfSbys+HLiIjYJsIw63rWKcOR+sVCu9Qyohhd4qcJ6Rxh4kCciFMuwmJVkg0YrfdIRdGt+4xDhO2u6EGUVzU9gzRCwESbzpHMESMPG6RhjOkYQviLJbULALXG8G80exQW1r97bvl75ZwxhACM+8FRtj2dqyGIsNMWNl+dsxZ7gYnOE2oG7q0z7LPPEGP7evpjmmaqveB55ZvZxC0/f2ruowtfpd7oIi5SOUL6WND7ILQhX8thUFR+T2lPXLK2O12OD07w62bt8CXpJptIELQdI55GsE5g8uAs1s3sbr+BEoaEboOMJc6XHR829o4Trh1ssXpdsDZbsB2u8WqFwEJWORilPDqUjDsJozDDuOwRX+pR+hksVute3SY2wCK5loIJEEOXRert8M0FfSrFS4H0dRWmw3uf84DyEmEf0ojkAuGnPHYox/CEEYcRUIBI7OPSJQoNkbENgXcSglPTKd49LFbYBCe88D9ONtOuHW6wzTJ4nKo5txFaE+z0G2E/57AFfs2cpqQzYBmJdGrs35r3gUMWBp79vlde3mD2CGh7YXr3HDFMwFsbfn98jcv6Jbnvl2fD51nabiz359M6C7vzdIgd9iASPWxMLdrMCHt+2i8sncNs6c7jiOGYVBudVM5aws7JdueM6Zhh3F3hpwmxJIhQP9iox1rdhdSLhiGUUpA2StmhFxASb1XiGt9vGmS0lCChDNKgRjNlOIiMm1p7s9dczXwfNyEGLHarLBardDFHjFEMZIGgBIDSDibCOAMpgklBBQEjKzFp0JERxsU6nAWAqawAkJXHQVjJ3+LBiWL/AWVuc8U0l3iF4IQtxlp3CINW5Q0gtKEULJEpC3yIPgMWoAMkJRSLQ5oAseix+y1RHnL1dQMTPa3qese0S59g5dCcsmVmpub9V8qUGBPAC9dxeyYPneE9ccMaIeSrQPN7czO44WuIXovsNs99fiy3evq16vNrkmOXyqHCF0gt2dnODs7w3a7xdUrl0FEopoqn00UQBB3sWF7irNbN5B2W3T9GrFfP6VRdCEaCUc1pYTT7U5q72lO3ZwyAiVI6C2Ua9fKKWlEjMCqJ+Q8CVWziYh9hxAicoYWMQXApJ4IipiJMFm+am0hBBwdHaHv1wpgeoCAro/IY0Ah4NZ4hGFKmPIWiD04Em7lHonWyP0lZByjhBWG1Rq5A9Y9o1+fAQCOjo4kd2/JGg6cNW3pxWvPzFWLQ677UMAsVtNpd4Zpd4Y07tClCcwTqJfKEF3XzUJ+vdrtUavPJGa8lgnY21ESSwF1O1Rpv/lzAfMAC488fUCER9v+uN5o54W4F7ImYP01+FzB/li2sJhvrr37a13eL+tvKcahq8oZGv3gF4T6ubA59ElflY4Yp2nGsTNLlYxQGBRZiEQtt5SGLbant7A9vYW4WqM/uuQUm4tKMHB9K8wYx4TTsx3GcUQaR4zDDiVljMNu9twJ4umzWfdgzsgpV6WygBDUZ5qsKk4hsEUrqa0iBCmdQyCUKDpMtYc42oqIRAiHgBwDpvxcjOEY1086nG0n7MaMEQQOEqVWUMAUENdHWK16rNcrPPjgfWrk24BiwKgJ2lPKwAVde5/BfLrSqH4jgjdPA9I0oKSEkhMCZ7BW2wXNAxyWQsqrvcusXwD20DEwR4FLgbw0QB0ySJkgvh0t4CmA2/n2+r9nKp0ThodeS97Z77/0XpDf2t0/dK21X4VRUPa2PXRvuUapAWJNTy2Czy1QwvUm8/0Asfj8BmLkNAnFMGwlIqn6ZTfvlovbZGFLOWHQatJckz+JL3Spz0US0USK6LoVciIk8YcRFZ/9guvHUrXXSSPMxlgpVvbJ0XzktDASenBYX8bEEadhxK28xek4IlMHUAAiUHICiLBClIVhs8Lx8Rpd7ND3WvcvZ6n9d2CuXpT2ccP3XBLKtMNuewvj9gScR0lizrnWW7KSNl5AGKoD5hUbuq6rKNcQ7zAMe9zuUp1fHt8LyCVatHPaeW8ndA1tmgCybT3V4X9bCleg5W6wcy754CXi3fdikLDQlEqtjiGTpvWr9Xs+Mf39MQ2jGQGrb4a4FZWCrOHFFIJydbLfbrdD7BmhAKvO4uAKShqRxy22JzdxdPmaXcWdDJ9z3Ai5ZAzDhNOzLYgIx0drHG+e256XAospTW0MhgD0AYgrNc5GWKkfZq0+AvNZT5VHlWT4nW7HVbsshUGJwUG1rNBrsnGpdyeUXEBcXQZ1x1hdnXA1JSn1U4SaKppDJXTAehWx6SWIZgIjpB5gSYq03Q61dNBFbM+40DVRJ9bSDKQElCwrORGYCVNKoGKCheuqLMJFtgG0jLNHbAcQoO1n755rfTJUebvjep50mWTG/26I2wTwEml69HiIClguBEv6w4xadthAFtqr9yUI0hG9Migq1RJEIP1O+FapwJH3NArzblhem7nTsbqZMUOenWzV0BhE9Y1aGUDc7FT05oJxt0UaB1DJkqEKZnC7iCLYxpoazUpBzlzHji/LA5Zn1E1TCwlGQFEWx4xVzZedZ+cgRa3TJClU2T17CgHTlJFSQaGMEDoEsjGgtAbEHynEDh0IfARQl9DlhDRNyDmBxlErXmvR1q5H36+B3BZzIllgxmlyhTcv3tN/ZhLekNm87R8CZ0aeEjhNQE7iikqETKFmsScAsTN3LlutYwuxIPFHlATPvCfYlgJ06cXgkaQXcj4AA8DB7e3zIeEOzA1uy+Q1S07Xf3/I8wBQ96vQ/IiZS13BzNuDSP4mIq0oEZByAVFEiFKbTE6tRQUDAApgWHa2NEPjxi0vKY4QOxAFZE3EUurTEoGa63WJRtB3XfW5zhCBjFIwnJ0iDTtYciMr7R4u1pzba3L/JahBjJESiWYyl0DVpVIWMiAXrbpbmrfDOI1gKuo/blObK3ARoy9jGFqK09h1SFMSjrVMgnA1fNjGD7P4pIfQyavr0emYGccReZpAQSIbc2aE0KHr1+jXx6CcxAd5kkrEKRZshwGjznlxX3xWbvuz1j6O9EIGpwmBMzoSo1cmMexYtvvCUnIcjkM15Ag0IZVzlhR0TkgBh4WuV9t9ykVPH9hvkxqHjA4wpGwC+ZB3w9L4BMwDMvz+y/PP1fi5ixtjf1Hx1yjHsYnBmhxaUIPcL1IEbK57hti7qoL6+7k8v0X7TdMEHB2BdBJOKWEcBgzjgEHRzbjqJXIpZ3Q51wocdt0JjDBOOLl5A9e2p0DJEolo2jMuGtZpjVnqh22HEadalwwgdLGrRkwAQLBFWDl5nStkCEcDJwAoAp7z9PJq5a5OT04lP65y8SUXXL28wWol3hMlmRZkyZaaVsIM8Y4oAEAIXYdNPEa36sFFDHsrzbexG0ZM44TdbsB6c4RVzzg53eJMi2RexPYMeS8sEKgiHc4JVDJI/f8YAVKDqQ0mm6hLDlMOa3lGi9QUw1y9P4R8l1TBIRV/ye/65mkBny/Btp9FejmDVO3vwh3tEDo+3EflmTEXtIf6aNRDM55YiZ8lb71/v2yR2RP6brKGsM+xGzpbFgqVlxVl4jpJSykYB6nN1X7Xa76wIhfKhxeklDGlJNUWlB4COWMmESDhKaoaOEOoGjurZsktis0vrkAbkyllKZ+TM9I4oZSM46O+5TthiTIsltAI83E0pwEDKBA6MJiD8MOkaJntnDreGBhGoRfYLuuCtWcU6RKgg6CgjDtMpzdRpi2QRwQwQoxSMSL3yARMJbvB0gxISyTp8x54n1zLvQA0XrTrOvR9P0t96IWLR7VLWsDnaADm3hRmyDKkar65ntYwpOhpC39N9T5R84Aw7piZTUpWtO8FX/UgABDU/UdohrmXxe24agDV1W4cx9rPJc0iZVs6eVawYp655skVN6MW4aerZ33+nXHNARh3OynNXjIscf2FnHWuGdIdNNgk5dTKmiuvWopUWwhBw8wZCEHphSxaTi7mEWAaXEYIUWgKoApfI/761QoIAWU7opQd0jhiGiYMuwGnp2dYr9fVkEYoAEtIsj0uGUouICgzht2AnJOMRwrouoIQJFVk3wvtVQpwdrbDbnsP6T6tjd0/zAykEWnYYtqeAGkE5STINxAK00xALo1HJrwAFSKhxfkf4l79i5ln/rOGng+5annU5zObeYHvgyCWPrk+n8My/+0SZRw6v7WGOOdJfg4drxrCmIULpxZx5PvuaYxpmoQSGMd6P3wghO+HhY/aU633p+R6D4gIIYZWqofFYFr7TIpjTRhrXoGg13iRUS4AgKE5F+ZJ9HPJ0GqAzubAqEYyUl4/HB5HRHOulEhqosmQKYhdACOCVx26sEbZtHpoItwVqCrFUUqRc6E90yXF1sadJYgyO4x4uYQoB52mVK95aTC+CO0ZTGKug4ML8jRqufUTMaRpJqVSgAKXKWuB5kwAGors+76FXCyQIjAXunZME7Y1RBX7QnepansXr2VfvDHMb+MXgdsNpicznNnvPhPY0vNiaQCslAUzQhDHdE8F2DYmVFNKVeAuha7vE4DZtRpAKsWs7Fk1A0XnISh3rJPUFosg6rAtkihZDGxZSvg0tvnitTo9IDaNzEVvRrv/IYiLlWhVWl3XEI09KxO+VYNqi//szpLNHwYXfWaREdYd4noj0YPoJaIthiZ0Kz1REFjHe6BqLV/OQ6LgKCUbt22sEIkXxTSpC9s80PJCtGfYkMbgnLG7dQPDyQ1MZ7eAUegFLhmZehSKiNQenheapp57geaFATB/6CagmbmiZp9v1xuyTLj5BNgW0rssgGn72HmXocP+e48APRL339vxlpyvCVHrQ0oZXYc9jwKgIWu9zdpodqxl6R4TviaADyHx6tpTF5ks4aQloyTCsBuw3e3EP1r5R6ign6YJXQhAJ/lbySYUMxhSSmYYdhinEZsjvvBeC4AIpnE3Ik8aYq2Ni3gzZIQZZWbkLRGjEAMo6KKE6UpRS+9909zFAELhghgYhRKIzxAD4eqlyyoQCVOO6PqVFmVV4NIFtbWY0dmPQ3nOzBJqIxQUkJL0I2f10c4Zw5TRryJCZOzGhGGcdE5ePKn7jAldoXwKSp4wbk9avgVufKWVc+awjwj9+xx1qpGpngSQgYC28mvsP9Cs9EuD1yEj1pyyaMLS2ZD12pzRyHdj0X85zhx5+vMcygK2b5RzBjcXQeZflcbhIrluFdGaymrHmBnNZj0yu7TdVzV8AOpiJhZxqFvSOIzqJiZhxHB9q8erSEvvEEtl4JzEt1NK+OBiwlwA9X4zJN9CbhqFfW/beZoJQHMl09ts7pfmGjYff47bBwEcwRplBvV4MJtHGRg17WizcgqS1g9Nk2pUgvSX9ToySml9ECphwm5IAHXoul5yL6hv8tLOcBHaM8bpMoCSRky7M5w+9mFMt55AHragojONTJgVlNICH3wor6E5y5zPzJhSs5rbaksWRdOt0HWd1jgTvtj2MyHnhY+dw9BezhK5A1gp9yiuaZkUGZqyLIK3cNFrVaOgIsJcMgKFqjoHoqqWe8E6juMsx4SvWCF9IFU/xUjC+l0uUo3CQim7KL63hQUdb7dbnJ6euui9Hpa0ZpqmlthGgx6oFkKsxm+knKsRjUKUctwp4eT0DDdvnUhAC2RSlyKJbST9YNCJ2wIkpBHyNCHtBoynZ9hczYizXy9mYy7Y7UaMQ0KaZDyZhmDI0hZWizpU8YkYCCUQMouabrX9ll4rXSfVIwBCiUAMjDQNyCljGhM2R5ex3lzCbjpD4WYrWEYymsCd+7XLAp1LxunpGcZxxHp9XLnh07Mz7LZbnJyNuHYfEGOHacoYU8I0JazOQamlO23PHNIlgPMIHrfg8QRlPMM07qrVujCjI0IIkvXe0Jjxix75Wf5aCbWNgEZWgYU3jGRJacyNJeh0bqjXUwVLf9kZAtYBnksGMhCiJcHRysbMjb/UF0hcayo6LS2cctm8v655KpjA9V4bpMckFV4mwaWPqu4X4QELCixmXwT5BLEsR6UIhQ/MObtE8RopVqT8jgRBaPw+JFdqoADS0kOFIZFESZDLlKS2XSwZuSQU7gFilZ4E1owrHKDFKRnTdsR4tsNwulW0TfXSLmKTBY4xjhN2w4izsx26lXnaxGoUlTp0VspJ9YfCijIFvHBhpCnVoAnvIVOKlG2RApERzB2Y5VmHKDlwM1P1fRePlFAR7VKX8x4uYI1WI8Lx0QarvpfgiBjAJePs9BRnZ1sMo4SPM0sZ9mmSyLSjcvGy3jytQndPzc4JnEZg2qJMA3IaAdLKBJqNKjA0wqzM0KDxjzZwBMFKHgHSUFYQ6eCQ85m1fa6xzNX7pQva/O9mNDAEvLQqM0QYeQtQdcQxoYsDvsCA1xlnhjFgThnoBk3hd1Kp+AVJixdK/wWdpDQi5zQzVIFlUhbvj6uwtiiSjmicnN0HkKBWhkQAjiljyglTnicsmbmo2VmJNFSYwdrHNE5Iw4RpGMGFL660dY3Ve2EcJ4zjBIqdGpdaEc/G57f9CrfIQGZy44IrxdDem781EBFZktQwAaHrAZKEOa1OX9QKKCZw58ZeT/+Rjs8YAla6YAj/SxUEDMOAXOaVvC3xzUWsIvGMGtJympCmHdI0IidJcLPaHKGUgt12iwLGFID7rl2T1ZVb/tulYUkGTUDsVlqLbJlhq6noNe+uEr9SrHEu2EytN6MYMyPEgIiIlJpb2NLAx9rHru/Rr1aYcgZNkziSm5qOJki9Yc7aIR7LG7VMeMWwb/izv5cZ1Za/D+MIC8sFmmHMtrMoP5usdn1LD42u61CyqIOnp6fYbrcYhl3VQI6ONrh8+TIuHx9hs9lg1a+w6juUGOpCxCyW6pwTUp4kG5UnMC9o4yLPajeMKGCJ4rJafSzGqBBInwXAEPRoAtV4dyUf6t2UMSAi2QxVpLzsql8hrNcYdjIu+9VG0jd2nSBdOYIDMnObhwcJQi/pc6ZStSrdEwBhte4BHKHrjnDl0mUcrddIqWA3TDjb7XA1X37mbvAnaHvGhK6oQLm+wKUiLy6MPGVQBCLtI09r9p2t9KUUBBart3ejWgqxhhb1s1p8DxnN/PElW/7csLUU1CZA63YLntYMSjbIZ65lCzezZX8PuZBBOTx/f5b3yV+PIXXvOmSqqTeohBAkf0WZb+ePbZSO0BCmfSh/XgNPxNrd9RKzT9RoGLv7pDSS0fmHzY8Xr9nzmrKkcPTPyVo1aALVi8CMV40+M60piGFTjaeH/LslD0aj2Mjcv9DwrCHcpcF2z82xMg9t/IZAsErFALBerRBDxOboMjYbSZBu9Ng4pWoX8ec/7+1pFbpOXIhnQkkoFdkUBOX3Ss5I04SIDhSoEvGWjtBzUebaZEIvdiYUWwCCFxR7ngOBlEbe91TwaM4qrAKMAc01zbZlZgzDUFEhqTFqUmv8LIDDvWrqPHblbFw/vfvb8nosCMG28z60vsqDF5ZNxeSK1ruuU/czrZasv7FlmnL99e5vFs3nhS4r19uvVlivVthsNliv1uj7lboZmQGUoZQjQiQQhKYIFQ15wXsx3RjkGReM04RUJJdCDKG6cDUqCBAOfn6fzDPBxlirGDJ//h4955QlB28Agto+xCgswMSO6YXt0o1SXB/1GsCa66EgxoAYjYOW4xxfugSAcO3aNYQgiZPGUQ2+u0EQ+QV7/M8Q0pXQwZKFVuAi5UQsHyvrxI7qIQBmlFwqLSCO97HyurMIMZjQ5Znw8UK0HQfoYoepqFeBU8m9ULX9l+jRW4FtENt5JH+oeRbIah1D86m0Y9r+5p3hha0PvfV9qD6yueVrEIqk9cfyCTcDY6jHDEFQ+2olKNSs3tVZncQAmXWxOHTddkzD7nXRi1FDSIvU0+qiqS9tf4gh1SYSEQEB4KR5YTUFoLLf1aB20ZokeyrYjRMKA13fI3YiuEgBqMlcIqsELWLSxq5RQtYOLdJVK6vCjeuBo9pIADV4QiPJvMa2OI70Qwy3OWmyqpIrpcFqXS6aEIeZsd3udGG2PNhSKSNpYp2LJHifwYg0ydtZcgtxnKVkVAOa5y2XiA/YzzNgNEEzdGXhlRaCq9EPogP5QehXcjsHkaVBnDdPJZATnOI5sPSJ9FbfBeqWLw7283a0R9EooCUNYtfg1UffjD5oCKcZx5b34JC/sl23dhmF5wl7Ygwo7KKM6vVT0y7qd/WxyQKq9b2qFwVdoNm2aIW1Iq8u4EYRNAOWvZyB0rvZ0eH75sfG3hhjwBLp1GPYM5qNAT0v7WtvdQulp1g9d5oHj++X9EGiSiXHcy4FKWfsdmMV1LbtRWjPWJYxLgXTMGAcdpjGER0YXYwoSSSAodk+Rv0sHgrr9bqu3qbaeCOWxP4bUhW0tF6tNdGLOpgjIOcELgEhtDBer3IdajnPi0yGENB3ndawGmdItA9By5BIX/M01WQzdnyPQGx/IsJKr/G2QpPQ3IMcTWED/pCvsd52sQiXefpJy3u624kBjNxv/hxyDI9mCqZxxDAO2A1jczlzftVQDSbGgFUX0ak6O5asJBOA6tI0Ytie4PTmDeRpEkgVL8pU22+5FIwp4WQ3YDeOmFJC13d18bcqIEIbYO+ZHfrba04SIMRglly2nbr/AdB8tgBCjy5YvgUFL5VnZXAmBIpYr82o3Lx7SvVAUW+VbBw0V59tQ+snJyO6jtF1CX0fMOwm9feeZmDgIrRn0HtB0ZomWA6Seh65TEilYEoTCudWNO8ACvSeCB65ip9s0AcLmdoMGSwstZpKCEDQz+ad4DhVb6FfogGJ3BHKA52AsUCNiw1qjCIbUcxq7CqqV6MuKsySG2H5H5H4AIci8fJBebyZ8U/bErkYvWHXMTegqfGNqApjyyIm++ynmPFhy0uvCFNLcylImqgkpQmgAEKPvuvQdxF9DCAWizVgboAk167lJrgkrZe2BecsKT8vrMiVMFkrldM0OuNknZZQn7ntua8dAXNuX5pEfNozFxmp2p1SYhAZC6bmHw6OM+Mzi29hXUK93UAzayhiNiFrz9Xc1pT7VaCwWnVgsIQCp1ZZ+6K0ZyYizR5kUa42F0QEcAxILNbaMY3IJanAbCq094/1OQMq16tO/EEFSwwEsPn7CV+cmZTQb0jPByXYuQxFeIMZIDyXJYpmZ60nITerwA1Ql5rCzWUMDSl6aqK+TGU0Nb0EMIvxhJQKMYE744TdYrHMhDb3alAqJzQ3sWEYME3ivxtjP3Mc8Cjau5TtPdMiPpfTOGKaRoTYIRCwWfVY9z36LgKc6z2K1Ou918stLBnGpgHjcCa5lZX7u6iZxkzNbgJXc10Uo7rs+RqPa65c3gjZNBSfE0QEmSBdW8y57ta0JLCWW6KCLsQ9qs4bdSsHX8ezdUEEeyDJAREW41cvRXj8glr6abcb9PovVuKbZ4heKEBOKNMEzgl97NB1KiAhakzfr9D1K8Suq9ZbbzSzZDfTNGG1WjWVukg4rFe1fR5czw3b7/bwveeA337eda5GqyWHBem9BGqoGi1hzHODnD+HnT/GVmK9DmRN0HMoB8Pyu2UimmmamrHL7Wd8OaohpiHeoA7sFCNwwNcZaAK+5iB2x7c+EQVcvnwZR0dHaqizBTYjg2URWa8QiiyIJh9ilAWz3tIDHPpFaikljJMERgzjhFHHOoUgVbKdcdJa0Dnkg3nsfpp2FUJQA2nLVGfCWcZPwjiop9ARgyIh0uFAnZr0qGQ1frbCq3J+HVsUsNro4j3l6pPNLMbsS/dfrrSWQYvdMGLUROoWwnwR2tMsdB1VUMRljEvWumZo6ji4Do4n46a8m1I9Azej1tyItT9g/Gf7e2kI8N/7oAY75lLozmkId82H7gbPV3zbwwvdQ+jSX8Mhf+FDhq/5eepdwaL7skCFgOJ+8IK70TjBDlqNXv43KT5oz7AZf6wemp9CYlxrhr15Dy9uE++FeQWOYiq9+ufua93NuNXGl/5CzW/dnochZkARrS6ekvPYOFznOX2b+WPGVDlPKyDLqvkZt3uIJiAi9F1fqUSjJ4SznoOWi9CeGXqhZORpQB4HlGlE34mXJjgjJXGTsgJ8pCpNDFGJ9q4KgGmasNvtcOXKFXdwnvG/pcyLKdp33lvB2jLQwvvpdlpMsRkAmnCZ+8CWmot2tVpVXs4LJL+Y+MVDfC/n1zc5ty3vCmbUSkPK8SAiXfZRfwRpbl2uBhjpT9d1QEXgrQy39cXUTo/SzX2t7a/3hwhdF9H3PfpIQBH3oVQYsRRIOSZCcAjfjEJGtVxkoTtlSfqS66JmlZqBktl5Dsx5fcA+OxUf+8Y1quoOquCc0oRpFLU+qt98LhmcCLGLALu0oSy5foG5cPdjxMiEpLYbgthUqroFPXcuGMYB4zSi6zuAVxinXkoGpYtVuufpFboV6BZwFmoBJYGK1EQLEA+BnHK9w02FmRu1rHmhaGpSYUbEvjvZkgO14+17B+yXOLfuNyE175vPRdvcy1xKSXdse59TBS7yxlEb1mdvGDNBnFKqyX68J4J3rfOUiv0WtGZVRU8OoRBZopt5fTNvnFsaF23CppQqF90EQEv7R2iVu2TSB8SghsQZdZK0ZPvF5hfSJHXKSHNcdJ0mGarVP7A3vg5rPPtaEqAMLDeOtVQbi/D8IUSM0ySeOCGAihqQi/nbSug2MBeIXtM0tNxoPoDMeFYRrIy5GCNWWKlNhmpduHGaC+nz3p4ZTrdwFbgoWQ0sijCTqDahEwtmYZ7l1TykOltUlYSuQhHpfo00z92aoHoy/9Y9zwUntJd8as1D69RwabS3j10HMM8hYVZeL9StGdo1hGuo06Ll/PX66/RCt3K/cR7Z5hcja1x4r79emM8mNlCfE0ES44QgKJYVolQ0pqgqqMQIgaQ0k93P2fO6SFNtv5nQEW1AXBAlwxep4OWZ0F0+Txs+FppNNDd+CdPDNfWpH8/jOCEEOX/oOsQuohSjiHIVvj7V6ZN5GBhSpUAglhwRYtym2q9Q7QgCAKQ0e9YKyBenPQNCV12DxgHTuEOaBvQEIeJzESt6AVabDZgJKTeE5fMoLNGmUQ2sRJeR+d7Ac+g4dowlL+o9AKrAcdSD9cGOveSgl8jQJ4sZx3HWd0MENugOIe9D/LEhXduGmWeUxKVLl/a8GtKUECguKBTUlwlRuU+W+LrdK1vcTIUUzq7h2Rg7UGy+zu2eR3SRkDKArLH91KEAKFMCOR6/lKJJzC820h2nCdvdgHGYMI0JKResbWFGoxbmC6ePLhQ3weaeZeybUBR2exkaiBSlUGWnfDyFAOqsoCgqdSeeEtkJc3v2S//zNn5KUYDBqAFRDCh9qNoVy3OPMYBKwTQJ5TAMw4UaCk+/0DXBllPNo8oIunKKUYYgibeF6/f8bLvzS9/FnEWYicwNWK/Xe4gYOGz88oL50HYe5ZnqLSu0xaQvjVc0g2eHjG32PkPW2BewhwTuIYrl0G8z9d9RLX7hmlMfdoX1Kg6eD7DS3ZbER5K3G2oSv2W1QhdLfdn8jgs1ZA9YekdJ9E5qeFv24SI1TylJekMDBK2K8qHtZTzJFk29t63tu5b3oBnShGoIZL7tTXMMwVwVSQ1qNt7n4/d2QGF2bvXt9QCnbkeSAyUbdVEIiIRxEl77IrmyPEP0gvhjci4oTMi0AvMoBHvJCERYB6AnqK+ruL/Ic5UHKYhODQ2KdH2Z86OjozoY/MvztTYwTV1fu0gwS23o1fq6fc51sHa9r1smC0DfC2oV156Gtq1v3lhn6G7UVItLY9iSajjk1uYRt6cU6jlBatBz1mCCRAAWE+7ykmASvddaY6sUqZhRgyts8mRGKgUZEYlJ6lwxoWMxoskhDFIRYujAQSzvaUxAYJTQIXORSa+VOGKMNdjkojZmSV4+DMNiUbe/M2Dc6EJrs7akyDylFmOrIGwCjUh51VWP46MNSF0IW+APahDDUuB6DXBfW9Pj17/ZjSVz54woRRaZVKQqCfcR2+2As+09pPuxNWZwzlIBeJqQUq6pGAs7lyPHUZqa4iOjzL9wvV5jvV6j6zqcnZ2pwAg1sMELWPPn9ajWc7pLRGgUgfiaeoOUoQU/sFrMuOWY9QLbD9JlZYqcs4Dj0CgLzxEfQr9+IbHvZjwrN2NG4YKcshgo9f6IaxiBNEBEEuMoN2zINLQsVEST8/hwkU2FUcDIWVx8YpT7KoJTEhjllJFjAvquukGVaQJ1QIxiCCx6DaTqKAMN3FwYYrddsC3uck87dJHhCwJX9Fm3n+8PI30cn26/EUmJHhO6TYOUQImu77DZrEXo9h0sYXqtWweqAMiPv6XQbdQCI0aNFgUQA7Q6xFSv3Hy/YySULPmnKQBjmrAbhtmYPu/tGakcwaWgpElLymQgGmXkslyRm3zY9ziwbS29IJEETJhl3FLN+Yfkk44v29I45gWi5zEb4iA0hLAwukENSy73wSGVfnkt3g/4dv1c9nnvHu9RHfteHEQtkZB8RhWyIUjpHW/Ua332QSON/zWqJytdBLRQaKu9Vp31wTU5dwgRfQhgQ0WmZvqIqgsjcOG8e4zvlwU+1nJS83HXWvuujbP2m/G+9RsSjl2EbYEVaIUa5gIHdH0nAjgGMAIYJGXgYeOuLdbLVoFTNEEs4yWqkSyQUFHT4tnKAk8ogQGNnExJyvY8lflwXtrTjnRFqGWUNCCioI+E9apDwoQxAb2V3AmhWsRTStVDwZpHrmZ8sYoIXlgCmJUTB+beCwDqdkvXK6MszC2LWXxWxf927nvbdV3NYXC76/ZC3atmxsV549bSCOiF9TRN9VwxxnrOJUqvFSlY+NTYRcQcZ/fBGw2lXwFwHKLns2OUaq1WtoUogJAxqrFjHEf0XURnvsZgkKLs0uWKZgIBY5Zk8yEEkPpeMyQ6qeu6Fvp7UQSua8yS62caM6ZRNT1NQC7cqPLntL/wNuRpwnsePNMEYgTRPBzYgwhJG0pglDofCVHr++1TYPuamNkpirMNFKVEuIbP+2uIaoAVRkryak9TwtnZULMP3kO6T6EtVyhBRJLYhDmjrbQ6OBzOKab+MIPKPHzXO/5bM0HpfVK9keHJEOfcoLSvqvvt/LZLFd+u0Q8Qz8t6btarZE1lRF1Elvfxya7Fbzd3WXO/M2b7LAWuD4gwZGrHNFqE1NhWz6GopZRS3b1KzjMwZsZOQBMDxSiugnYv/f3xx75A6Eaapwu41QnTZ0EV0QqdsDSCLr9r/K9tH+ArT7SxbIuq02C4AIV0zABgH1l2m95Xbcifv9QXrHagQ7itKKylAiWMqdQox0ntLYdCns9re3rpBWbkNCFPI6Zxh5InDQVmlJwkMEJdXCSssFU6sFXZCwDLiG/CK6WEYRiqYcxTDx6xLZHjIZV8uaIuuVWPkr3w9Byu525tm2X/K09KzeXGI/HlArC8FjvWMlR3b3FxyNW+9+5lls3KDG1l4bJFFFQjaMLaEFBThSWiMCV1ydNbaAVFAVlYIkVQcknNg3qvTBPILwLCR1wctOuEVSlSFXdMkyZ+Epml8k+FaHv59Wk+ZkoVxjU4YSGsTZB3XV/nUcmaWCozlHHX//cDd9q8WQIFyVZWSgZnEbpEzaxGwdwkY0W5IQDTJIZbImAYRuy0UOlFoRiednqhFMnBut2eYhoHIE2gtaQvzDlV9BT7Hpkn5Nz8/gzJ2nFMCFnAwDAM2O12NVrLC6ZDIbvMrBm2ppl3gkejJswmLUPuj2n98ALV7+fVeC+sve+sCbylkQ2Yp1S0v615jtv65CP3xAq9giQ3aQLVC3Kf22F2XwymzoSdGR5lQRnHJEmJojjxS4UMQWYpWTIWlyTF7pVO8JwTCKLGduoTysz63hD3hRG4rtlzSFpZGTDh2BZcAoFc2Z5Dx5D9mjHLG9WsICVgNNNCE4tCH8VgEXChaiLWluMxa2iyH8Ol5rC2MVek0KaCKUvhKwtHkfmuBjsBVQXj2JI+XYR2Z0LX3RR2k8WDlVKylMaZJnDJjfPR5VsMaaFGLAFCMwS3qh4yNFUhopM+59JCSU3gmbWelkll5jzqUv1afg+HFqwfc+rjsLfBEn16D4kQA2IJ7haKIcoEtBewh659aSxrvB0BkttrRnl4fnner+rhhWr9do+XVQPJKaOLBay140qWCCOjhGY0ijMQEjl0VISz7+CCQvzCV1XKiwR3FSFyqdqDfHlgQ2ONmP3U03vv5qIaRveFVjVTg6xaBLsF3b+o+f16hLuk20zAGgXSUDlVlH47AWrua0Y5hRCqR1CeeVmc73YHQtcsoe1BQp3m2X7nDJ62oLRDRMGqC0ARlZVCQIgdNhvlaZnVx1OrBceAqDkWvLHJhItN2AIgF8akeXqlRwVMJPkdSGLIzfVLQg0n5Nxy8h6iGva+rwO+JeamIOGa0q82GM3Q5ukDQAS1Ie2u6xC9JdjRCRQIXdfX5COysKQm0FiMhcJ/aQQYSdYoWlSPBe0vXIakax+LhvPqE63cK8xLgZG5oECQ6DglTElpoQKdIECgiFW/QhfEZxelIHQRFAkUIhjAlCb0fYdoaEeRcMkJJaWmR1+gZohwnCSdY8lm2xCaxzK42ZicplTnAjDXwgzh1gXUGWzbEFcOORUtkRWwWq8E4SoFAApi3dNm88+jWouGk991GxAQIoikJiFxQd+vhD7kAknIXpDSVOfZpeNLgnqTuJQOw1i57YvQ7lDomuBVDlFyhzmhW4A0gEpCJKBQAMiqN8hktYQeYInDL44mqEgIqDREzcHp1PnCwG6csFYXMiaAiVU1hq7mnm+dG9P8wz1kpBLqwsWDy5h2fBnP9jEV3o63RNPSZ7lvMVhxQWdkK2ZNdgYuphrOa+iCtO9BJ4s9FSIziNzeOOgNgswMzk3FD/4ekD1lTXJTiuQ8TRmF22LWjD9635QCCpHQkQj3bJbsqrSqkagU9eGe7Ap+5+F3jpoJ3ZSyJL0ZJxFeNKep/PbL73yz0k7z1sZpW1Cl9gOZkqHot3CZPYFD529/LzUv03icdsVzQyBRuwah/Catn5gxddGleLyHdOetqjT2aqo4A1p6RYVuTohEKBRQME+CHfu+8lRZy5cvV1WZqO3hm8AVx35CLoztbsDm+GhW4TTlBLCq7Qsjlxc49RxuMJtwLkWMRVXtI1PHmnpOEuUAgGuV4Wma6nm8D3E9vlXiDRHM5t/bDGamkuU8zyBmGaeCcm9cGIiGpqk+jqUhcem21vhr1LyqLHClTTgCmEkmI4BUJBn9OE0YNf1eKzGjFmuGLJ5gpGlC18fK+zEr8bFA3Vwy0jQgjYPqSherMTfPhWmcsNsNCLFDp0bhpXBtGlUlgvR7tPGIuXC0/dp3tngzcjFbRah+16DbF25daoa26PqMd1KlxSgtBkh9uQ883O12K+O8FGz6HmkSOuue0F02MoW0CdxGLejXzJimAdM0YBwHlCyFDHOWwo7b7Q6rvlen+rk7UzuN9zMkJywY2+0Wu2HAMI44PT3FerPCMAyIcQ10oh4FiojVMVwmvxnwvAA2Q5wJS6Eewux8hwax/RaVDgFQfRI9ArDtfVsi0cOc2WHqw3OzMcbqtTFXNVsNq9vzwAGFTaOgurhVJJzF2ySo2kkUquoXYhDhWiQ71ZTEEBQ4gTkgaWHPmKL46AISUl0yUAIMm2cuGIcdhmH3lIffeWqFoYmeZG6QPpeus5DZxrh4nh44zMSY0Yw1pM0S4XBpeUTacWRcjOMEEKFbJanqoiBlibQP8cQ5t4AYM3w3+wIjpyI5OkDgYAVVA6ZJgqWmKWn0W6lG8VHD/S9CuwN6wQSsmU1sVNjvXCmDnNNMSDSVo5HoHv16Vdi2981va76iSY1qy/OYQUmy1HNVbbyrlTcyzc+/P+gOtfn2c9evQ/0/RGHYy+eLuJ0aubwvh4S0N2zNaIQF1RCCGDHD4jqrq1BZLAbUEtbINaqhrUiEWtHcC61Mu7yMhfGeCubZAGZ1PZsqx0sXCO8K4Gg+6rryVaFlw2dOjfkjGHXQvic1jFrUmRzWxmF7nqZdGdjIKVW3rnas+Xie9x31eS7RsL2XkgWeVRsGwYImjJYqSnHlXGa14p5s7pyX9pSFLlfTi3xa8nDibC0pHUualPNVo4kWbuxcrgQxEEwYxhEmHM1lS1ZiqeFkK7C5feVcWj2u0pKK15SBaMEWM+5MXbdsoIzjOHM7k1SEqFbV+bXJQDAhLVFsK+Gtwtyn2GiS2wlOO8YySblF3/noOi9I7RjmFmfXA8ytxZvNBqvVqkbQ2bksf4VRHDFKuXQ5bhBkQoScE1IpiN1KJ6HnZLXEDDJ244BV39XfCoApZ6yLzynYFkrEZKIboIJxt8Ow26JkSc5ygWRupReyeuHkUtCxuXYVNVLJtqaF2X6tNcMZcxPUwQlhE9iyb5tfaUo4OzsDAPT9kdMsQx1jh0pIGX1Qe0BUKQ+CpXTMyGkHjgEUOgCr+mjNNU3c0wTpTyljnBKGcboweXXvyGWsiVqn7tj3LCpNniY1kiQZOVzApWXI6jpT/zVfq+MhZ4i2tETl3mfXBpEYISRctpSjymtWYUeoOQCWRiXryyxHrpv0Hln68y5V+ZKlSOah6Dh794jWe2X48/hjGu1i+3gBbNvExeJ1SFvw3/lSP3atlvjG3PWkTDoq8qoJiaaEcRwlLDmLehhZ7n8uGQXKNRJVlzJQQUDQiZhRSkLOhC6EOh6mccBoiU5wUWTufFyESOj7iOPjNWLXzThbL9x8wpo5Cl5yvJpXo74aR2sCmJnR9V3N09yveh0b+zRCE7S+H+a5I+Oj70WEEAhTEgtdCISSM3bTiDQBsetxtLkEIvHNPTraoOSE1Ef0qw4hii9+OYCsz2O7A6Qrz5DUcwHwSg7kuyJuIMUCArhRDgyo21isK7rsJkeQ3X2VhoXPJ+aqf9HoqFFzMXiWw8tQv0J7wenV+XqB2vaT32BP6HJpFnzrt20Hd+4l13poEbDf/MtySywXAI9+vTC237y72nJba7ZwshrV7P6xPi+ZWKHmxRBD2iRVDjgDgcSAaOcNMjbEQ6O4ZyCTkHNGiQGabg5cJJn9NI0yDi7IZLPGyqtSJHR9xKZqRnPultme++GQ8TYf3G/FI+K2nNkYEHfNDv1KbCt9Pxf27YW99zaeGngRFC7f50IoLH74KU8YdjtMidD1Bat+I7lBLOlNiSirKGWCghQzMP7Zrv+8to8yIk25J3hZpeR9nlBKAlDqjZu5hOm8nlnBIbXTzBBjEVwxSvIZ810ECH3XoayB2Il1fNjtxPBDAUzNUV+MYph5RBh67Pt+hqpTEjRnA8gLQqMgRPUWgSllsgkpJ8k5q1RBiAFd6Jzngt2XedBCvYt6TG+Q8ILV0i76yDW7N7V8USmzUF87rveeMD9iozKEp23qYdcFIDEmSBIbBhC7Dkl9jLc7CdWcUpKFkEToikFtQkCsJbxtEYpdRAwBXaB6DSF24s1SGLuzU+xOb6GkCRw6zMoHn/NWiuTSFW1Bytg074JQBbBRB22W+QXdEu238upeS/LC2Ma6aTxxtcaVy1dABBwfrVCY6nmYS82FMF/Y58K/jdHg5lZEZMYwjcjTiJJH9JtjxCgh6bkUhJCxXkn1itAF1YQY291YfdDPe3vKmaQJAC2ffx0DbMsywKzuY4ZUfYy4rpilzFRyi47ZOycRzKOguU4JPRGDqK/C8RLAAQR5iUGhqdL7/HNDoEsEaVyZbTfvy6E8t014BTufG+w4sJ/3kPDH9+/APLzY98HTJIeMZf46l4YJqd7RwkZr3Sr1ggtEmpiH1WBmeRfE1chkAFdKopXzIfvLKhSYWguAIIsiQ2iINO4wDWfgmhjpIjS5EyYczdbQAgP2x6m9L5WBw0auOQfrC48uu9GGKc2mSDlAydkCsByjdexpwUtWDTBNE9I0SkAEJNscEap8sL5ZBeGcC6Yk5YqwgHLnsT1lpEs8W2f3N1CuLnBBIIbYRgokOCKrM7SW8AHUkCWr3NHxuuYRkAir5uoSQjP2hNAhxoSuAH3sEBBQJgYKgTjAstSbYYbJBs7ckGXI1jKWAU7AYT+HqCFFKw/fBGcEgtAm67x2rm9iMsqaIV/KlHdYrfpaZmgpXD2q8B4Nnov13xlKtkTqS8rCLyhzvjhh0vseQifPqgvIRSzffR+lzpXRHKlgmhhpAkohYQjQSrgTgEhBktxwkAUxdkIjMSOqcZKJkCgiMZCZMZzexLBZIw+n6PoVsDp6qkPxrm+mnex2I7bbAaAJq9Uaq1WscyznfeEzoxEqxTAXgrLdPHd0CzVvc0C0FsmDQJppxzx/lkjZqI5lH2S8i8DNqSDnCXmaMJydYhwHjNOAy1clCq4Bp4CSZW6M41D54e12uDBI947oBdrXcuqfZlhK04ScpMR2NJ5KEWvU7BdeEJjaE4OmpdPjSRq4UH1qJd+C5p6FZjfKc+8FVuMNoxnRUpowpanmqDUVa+7YbYMtV25ziU5tvxCCql8NvZvwu62rjQqeOWfX/JE9VWALgnlXmKBfGuBM6HrBa795zs/olEZRuDSber1et48x1udcKRi7904IZDWqmcdIRTz6koy5MtlzymBK6EIvkVCFUaYRaRyRxgF9uShIV1opjGky7xvJhTz7nS1ZvLQmAG38NPoImBuhbXt790EyObdnP05SvWGaErp+hRi7hcD1x57XcLNiATJmJR8wCmS+h4bkp3FEIEIX4wyw2aI9jgldFzCljLPtrtpnzqObmG93xukeuhc6GJhbKGhVT0wVhg6cA65YSwOXTeyqsgeXz3VWanophIxW8FbXeaYt73ztDVytP8vzz2uvHeq7X0D2DFbuug7tt0Suh/p7yCtiKXSX/o3LPsz7xfK/3U/y+ykaYtTFh5m1AkiREGG1qLLSFFXgVmMLZs+UWdAUp4zYa3WJwrIwT6O8H/DPXF7HuWhuMZOgEfncjGjNoFmFGbzR1LZlWB4Eud/ztKjtmHOKyrQTSxwFEnqu6+bbzwXfnB5cHl9IJW5/qx2jFKlMTVCaydEGRpdI8iTluAdxGbsndO+glSyZxaTCgPjURnW4DjGC0FTepTXfkmOYD6yV7xAhMHcb62IHjkY3zAWKrNJNKFeBVObCyqy43uJPRIidURmYGfSYuRqrDNGacchQpnfxWq1WALBXZcIEk/f3tT744y8HnhdIhoaNGvF/A/Pk75YG03N0cq1NOIJ1sgR5hRCAAmSeG2ayouIYxS2pLgDaLwJqtV9Q0DwN0IirAg5F8j2UgjJl8DRh2m0x7nZY36Yax3ltJTOGUQyvq/UK67VQK/JMWlHUOafbxoDMCdIx3lKm2rhsKFW2N6FugS3MjMKSiN7mn2x32JFkKdDlSxk3IUiR0Rgi0rRDTow8TeoSuIOlCiXz5mYCAtCvIu5fX8E0ZcQQsB12GMeLUbbnaagcAQBcSfSZ4aeaVgBocmtRQ+flaqphhp1xxqnjnpM0w5oIPUtirhFYisYaF9WEoxeKXjAtOVG5poY4l4j20Grv+7hE0G2/hkZud2x7ef52aTCztjSqLfs0d79baAV6/UINlBm6l6c5vyZxKzPF0CLVUGmjOql1Z0GzlluCwZoPA1XIs9bRS0jTuKdxnNdW7yu3+miW6GiO7rxGt6+5AM1Q5imFOaqdW7z9+KjaFZZaENVz326cV/pMueRg45MYlGVc5JLEK6Eu9mpYNwuev1KW6MbJ/L4Lw8oWndf2tCHdJdrbM0YpXeCF19IQ1Iw/3qGfZkIqRKq5B1arFTabDWKUwWL8IpFywkRYr9fCKXIzgBFR9YEdhqH23waI50qNkljSCNa8kLOXoeE9wed+98edIUr93haL5bHtnLagLJPrWN8MNbeqEfOilX3fyz0tcyRlc0Ri94vm0bVyLNTURVv8NF8ASCkLBlhRbsmyiOq0FzQMKYOYS0ZJE6ZhQFlw0v79fDXTdCRd4zROGMcJXW+huJZv2e7BHED4cSfjwYJomn0AmCNk2de7oZHyrJKK0ewJ3mi3tAscoskAiGYE5XEB5KRC16rEZEl2P1vUzWjHrFWmCwqRpg+9GInMPyah629P0Wxb2dIiNh1JkqCEAFKDWSGqwtZULDP2QDkhL4h9hFbUENZeo2rM51YEjGb6UsNEYcYwjNVTYb1ezxDBkq8lzDnJpY/soQgxwHNypsY1GsEmQykSX26Ugz++L8ppdIr3ufV8W5skmAlv66dt6z9XP1lzUyOaTWgzzMg2TeMwV56iSNcu0ww7FbUrJItMarDsAApImiO2FK7UAlgMLrtpxLA7w/XrT+DoOc/D5cVidm6bLmgpiwG5X3WQy1ZDpKOBACd0IRqC5GtogTmybdSEOT4XtV+o90Pb+14SPHWa25qLJDSyzWRoq23EC2S9iCqEqWUvCzGi6ySPAwgonKsGXMj8il2SrFBvCIZxkhSiuRWcPa/tjkb5vhNL+0VQXBK3MFMrWB5YVTOcqlSFCuauUd7Y0FZsU8F0dQ2C1rrOMjNpH7j1sAmOhlorkq5XsXC5AaphaKmuAXO04ZG5/VYHoudLyYx8+9yc3++Q0e6QUe52Rr1muNp/QvPraCqk3c8YSPMc+yQ34tqVcotYqw6dSi3M7kOxqhI62Z2h0w0TGLMtni4Ju7NTTNMA8dV1FI9beOFfd3ljNF9YkJUtbwao2bPR+13pHLS5YO0QxQS0iMRmBFPaSn8PiyKWDUC0RdUPM9eFBi8IdVwIb9v2MfDCKlRNg4VZadEqyBBRo1vKXMifx/bUw4D1BjeWluGVkpIGTMMZ8nCCPG7BKdXsG6YCIwJgSy03igVXD87qF23I1oSsVDAtADKIGDEwugj0PbBeRRxteqzXPbquwzS62k3meK6uYuM4IGdJsg10SNkigrKsyOBqkDBe1YxtHi0CqIYr4+O4zJPcMLf7FEMEIlWU3qzIXJPbAK38jkWNeVcvvwh41GoUgeeazfjnNQSPeg0BTWVCXEX0ocfx8RGGQSKCiCSohREwZcIuFUyFkVlT9ZGwcyKYhY/jGCXMvwoOqQhClNFFoIsBsQtAkHuWskSz8TRie/1RTKc3gPEMvL4MVk96LUQOG3XnJWSNIXmKd8MIy8bWdY0WiLAwbrtuF3artIwIXS8CW25mT2mZdmLrlbB1OpGZJUtR4Tq3oRRS0GdZuDLC8hTUh74LLs+GeS6x1nybJGzcou1E8BYQCoiKpLEkGb9dH5QTFrfENMn+m83q4/Isnq12h7kXbKVsD90ePTMDRQIhUMt8y+oX1cJpqkWl+B06E4dx88ed+896VYnIW+iDJNzg5q5WDUWmWndS+iTm2DrrULE30lnzKAGurzaghRczY5RUMjbE3sWuqvHMrfqupykOoWTflqjldmr37Qxs/nfbvy0I++jcLxbMMtlq5Jirhzank0pN1wl3nBgjur5D1wVQBlb9qka4BSKUKkCEktqenWAatih5QkA7T1NCvYC5+5sZkqW4J3SBAZribogQ7rk2wSrfL49pwtX2Nf52nvicud3JXCSwJaUEVMosOB/tNsMJrez6DP1CBHEprlM0H1fijVF04ZB+UGCJgAzmgZExTpLbw/ucn9f2MZEnTVE1FUKzimkSE4s+W2bFMnV1KXT9Kj230jaeCrDAiWZQM27RKvrGGBGU++z7XrmufQf8ufDjve9n10otAiyqa5RUpygoRV3OQkOhSyOauZHZ8ZcDywvQZZjwUgh7znhpNDnUljx0OXRcNorI+iauYVmfoT0vedqu8oQ/DgGxk4VQuGf1w1RekEJAYIDIqmUkbE9OMO124DTVQVXPNxO856RxKwlV1Winp7dx0O63vHsVHbOxoYd1Hgtwi2CYHdOgr1F+0zRJ9GCMsxI+qMdX4dpkqmtGtxUkbp4ts4W8tPzKs5dWYimcFSFTBV3nXOY+HYa0JUcpKPNQjBG7Abefcb6hSeZWumeJOs3otNlsano67yvrBReRRMP0/VzoetTqE9r4MF8foDAX/G2whyCWWB9ZtlqtsFqtasl4j46tbLotEn5w+kXHcgcb/XAIzS5fS5ez5T41h69GkvlrMKOMTW6wuOZpx2Tb+YNcnE8QVXDJV4yLjDEiTSNyKYix0+KLel5QzTaWUkJXGNCMZee1ic+zqOIxdlj1rIEKRsXNXSOblkKKGOMeKDD6zhLnEEXE2CiyZruwfL3cMsQ54WpoOOeWrIqUbpg9Wta6esGqioiHi7l8SdIeASWzhZqBwEBKBVREm1qt11it1pISNmcM41gX8/Panh5zsa2M3NQQuAfKi7/nvO3hGeZR8NKotVxNPX+5RH6yCOwbn57MSLWvdu8LPR+YsXzdzm3OH+/wbdz3CfbCfnk/l/3y+97u+PKcrA8WMUh7auHy/tQHWx81t3cYOl2cn1SFRNuOqAndYItFFte0c4Vob9NYjc65OOPnYptDY3PZlpqPzwBGi2fZDGbtTDOBTv4483HlaQWj7OtvMCQ7r3DRzh3qAUyb1OFXx0oIoXkbFVa3sTu9q3dXe3p8MxguzHYuqAzVAZipuOM4ApgjXR9V5culW1pCSfO4HyxgKK6WOo8LowthDzHaOWz7eanpFtnjVXMvTAXV9hi5uYbZdnYMc+/yPrieprDKEXu3cyF8l6kbPZ2yXGx8FJ3XDnzfbPI1/04x8snfnRoVm7CVumoaRWiVDbjRPcxiVEmae2MaO6z6vk44u48xSpYxJhYjoFaITllqrjGz8rrnF+qWLBWWrTyNFHBsMLLrglIF7d7uU0t+obUFWYQqze65VXaQ71JqEZCr9RoEQte3qhQS1q3nrL7CAaSVtv3ibwZXSeOqVWG4Q8mdZqoz+s3SfWqEqY4pu2ZmgJhV4CZsd0Mda+e1PW1C19I1+gFBi0lnAifnPEs+c4izNIHjVWcbgIeEoan2wJKS4NqlpUuWpyH8eZcC1oScCUorzdNS87XwYLvGQ1TEEuma0DfhPBeMmAlPL3TtNwuO8Md9MmQUQtDKymH2nd0nm6RUrOKDTyxtz0GMhxboUfMylKLGcIb9ZxxfIJJcx+oY39RdExplX6U8p2jHBJDMg4ScMmIXqvpv1Rn8M11GnemR9DcTtkuNrGkih1pKSWiC2IlXAoIuAiIQ9TEJ6nTj2K6hccZRDWoAigRLeG2vmgJNo1qgbeiCLQu9JOIppTmNncfl9w6FLrs3RSTsjF0Lh357SPPwxMbpLtXZQ6qyV7Xt2EtB7aPMlhSDj4g5JPiWNIIZkryANnccn+nMJo6P+Fq+9vhfzCeGd/9a3oPlImSLVXOaP0wFPFmr25Kod6YO7vPFc59be9rmrVCUF2zbmKdKqWV/WCBMO2YQZJ2doQ5oocJNWB/s+bmRwX5MZ6VVpKq0N5q1bZfv7flbTuSGfI3ymSNhf+eobjNpHcMuZwREhKilm2jO87P5jcG8D9qxiAhRo9mIxANtSW1IbwzN1145aeo04iL10orRYADwFMf23dSeej5d+FXHcTom2IrkzO1iAHURpKiTeW6p3e0khRuMNrAoGnUdkWoMGcAagBZC1NSOvheHBPZ+YheS5DtJiwCGXMejCEoRECVLsT5Dc2JIcOoPUXUFy5mQUkYME6YQcMgFywTxVBP3+IivOdo21G80gje6GfVhXhi2vV9g7Nr9udv1NQOhIdpxGDCpRlI4z1T85QO3KLoaAQXZNmZgSoxhzNhuJ2z6SfItdx3GNGG326Hro6qXSq+YQNAX1XMkWFCN3EM/4sQyfl7wDrN4g+SUpSBnCChdBzpgc2j7cE3YJDyoz83RCljeDtECc6rC5sm4G1G4gKjH+mgt4dzBFwsIaIf0xlFAciMoJaIuYbkoAEm55vaIUbyOAwmNwdXZn1zfdI7njGEYcXa2reDtvLaPgl7wvKAfKCb89OtaDwuSzJsPVIYAKvqtiMsJMPnYIlXM7rccX34wLZGrodKZLy4LyR/cquyF+cyjAtQkhO+7U81DOEypPBkCvR2l4n87hMqX7dB+h3yPFzuhSr/5D9a5mXGlfqcPl3UxypmFYskFXSwV+ZplXFasuYpcrz8EhGLGFeOH22IuK7pb6psd765uFlINkITNGs9S2/4Vtpl2e8FsjWZjtSFbj4btGRUFBv2qPzwSDL2yzAMBqwQKfhFADZSwenukNpQY2nwV91ER5MFRIGLkk+RVgISRWzTjU9Xg7rb2UXK6XNkZm5/GBzKr07xuUCCrWIgRHST9X3SWfRkEuSIrb3QRlJsxjoJ0xeXFYr3nk9n70BoKlG1Q0asN+EobUFGVXREoScWJzXpThZapWgBqDlkJQe7R9yuEkME8zu6Oz+2wNPz5CeIjzKyZ0Pdq6JKqWH5vhjzjtlu5+oxDlIqZoQnOc6H2CQhsdAjPMsexlUJCQCmEnBjjmDGNCVHj+KXkfaqChbDwLtHzd10HKlwryPqSPU3ALBf2u72xJAFi4W9X/QqZuSZ6McOk0T7C1ypXr94ecyqBZ/fN0ClXn7tGl1krhaXKg1JlGAb06zX6zDVxzYzqYRkngQiBpAhBhAApb7uwnBAiLG0s9ro4iytYCB2IogTLaB9Xq07HruRM2e4GlFq25zw9+9Y+akNaXet00lu47bAbwHkCkIEiPI2R6I2OaBRACKFmyp/nq+3AnGZ8pgi/ZmjwHOiSAzajkzdC3E74LTlXE1rMXJPVmM+tbe/9fI2jtuvZbDazc3pfX3/O5fl9CO+yj9Z8Ep4nQwL+Ov19MhetnDSMORQJBWV2+Ajou4jVqsdm3avgloAX4WcFndnfFvUnhjqq4aLWvYZXm3FHtgWi4ykvQssslM04TWAi2F33z8oETnu8DCn0GtEizPb5WnsnNcpVQGO/kOU7COj6DjEGrDdHkvwmCOCwc5qPrfkxiLGsJZLKWQQ3bJyy+Pem3IrKdl2umo7010CaW0zIChVoaagk7nSlAEsnpPPSPvZ8usCc08kJnBMkbl7Qoa3c8sUc6TUfPU15WFGbPOolqjtkAJv1xwnhQ7954XcoFNdHktnnGkHEc6uyXww8mjt0zuXfSxrC0xX+mpeRaXfS/D04hJzNiIViBjBWZCOJWHqt7UbBPT+lYkyL9Zbqei21r0sKpXGUoZPfLXfqUsEmPp9YpygQSTmBYnPXOtSM0amLFwnFRuT3md/f5XeV8nOfTSMCF6zWUqonUONziSQhDu15H+h5bPxwcSZObgVPIcLdGwjniwjQjK06zzVgw4p0PhlHfbe3j1Ho6oNgltygw1gtj81ZW0qWd1HUihBbYpf1eo2jzVFVp2ur9EHzdLAkM9OUEOM0E1TWzGXM1HZgbkTw6NTQp/3tfWiHYZilXTwk6L0XhhfIdgxPT1iqukMcrtEJ9p3PhjZN04x+8Ny1z5Xrm12v0SxmXLN9xWjHCIhAIXAGUBhJq35kigAF9F2HVR+x7jtjI2Z92FsI2EJLY0XB1UeUNGuZGi9zlsQnFFyqSn8SQF3OztfEYwApa1QgZ0R0cm8WQAQwQADIwuSrfTRfbd/8Iu5/txzWtnmMATGuAb4EIsbm+BJC6EHB0jLOKbG6I1GlG2bPH1SN5FYBBgSELmAVV1r/MGKzXoMhFUUCSQJ1cBuv4zRiuws4OT3DNFlk2/lsTxPS9ca1aj9p23jVP+8n4yY0NbzkDETMV1hnHJirYfvIdokgvfBcRpDZdnZuz9/63+xvjzrtnEsXMfvO3pdI0O/rP/uQY39+T6PcjuP1x5xTMfvHqPcFsSYikixQcpwASGIjEnegrrNin7x37TYnBfXYcwnOELlPoTAKfIy4hKVmFItEcna7xuuek6YquHHbbP8u7qu1fW1h/ttyDLVtbGwbzWDPS54zERAiVa62HeL2miPUh3e+4Kp/MUvAi4SCy4kpBPhei+smAMtNWMGL9KtTL46U1ch3jgMkPiqhe2gamNK5pxaQUQSMQFzj/4G5oOTSuNSoJ2nGKKEbZLe50F1yt8A8CMIb1rzblp3fBJinCQ55DhwSmktawR/Lfrf9+r6v2y6PaQh3WdXX99XOueRqfT+925n5Qft7YRy1FJ/sEEMnbktcmnoZQrWOdlEQL1G778bf+clXr10rOEtVAmNx5wuggLcsyA0ihPKUkMZpRj0ZhjpfTYzKkl8BFUl6qsAitwAb/xF7chXtdz/fluhQ7nkTumKMbkZvLxQ9504L4XoI6NSxZTwwQ7j9KLx+4ACEACbJVpdTAoWubaz9K7mAAqFfrRFikPGQW6bB89g+SqTrrahS777kpK8MKgUUIJMPAKcMi/+26hLmT1rDcTUzlT108ziQ7XMtuWMDqe/7VkgyWF7OuRAAUEuvj+OI9Xpdz7kUXj47mPXNo0XzCvCRcd7v9pC6dwhlxhhnBSs9x2zntPMvB7713RfFbKhXAx2a2aN+L4JbDSwhgjML4lRO1ni1dh45ymbd48rlY6w3K4y5YEpDy2PBwu2laZJqIZFAfdT0nqUKFivPQjBjifglhxA1ignI04Rxt9XKEgs16Rw1oRfEiLbb7bDeBM3v7DNTG9ct4DLnrJrD/vHMM8GeGbMBjoZeLS2qjQXY8yY7J2mZJRaB6QSuByW2YFszukM8EUzbE59ui3CjEJtnkC7mrAt6C5wRUDHszsA5IqJgnPZps/PU7ljoOmcxKOQBSgaXBC6SSxfVHanu5NTGOYJsjRyE9mXXS1PJKr8E9yAXKjbmqvDtIsQOGaWWQtJ/fyiibIk0DwlJ/9vynL5vs3t8G4SxpE7a9qgCl2YC1MBj86EWoOoiwKgquSj1GckRuhixXvVYdZ0EvSwNIUXoolpMVI/UJipm+wgNoV4TpQCk1IXWSzOku0RgPPt0d7f6zC2opiLL5ZayIs3niQc7NqkOebm0O+cFMy0W10oKLjSo5Xe3aya/ZVyV+XlcljEigmVGb32g+mYAoahHhEU5ntd2xxFphoMYQEABSgLSFjyegcdToGSIRyeBVViO41gjqrquQ79aSbSSzshxnDDsBmy3O4CER7Sw22kSP91xFNXIMupbQg3jD0tplYApBPE5ZLEUg7CXBGeZOhI4JMzmD94MWJZ7wYxUhjiXZYHssz+W9XVSw9WSX/bccUvZt8iH64x0NQUjAog6dN0KpUwoPEomq8xgDsqrAdMk1TKYCjoOADpMJWEsGalosnUpN4h11+HSZo1Ll44wpIRbp1uXY0Gqc3DOiAR0IUByp0hOAVKOD+76hLNvYcUBQE9AyBPKuAM4O7OMjTq3eD3VwfqJ2rj5oq/XG8RKw3iKoNkB5uq8efTMPXAEFfvtMNtmTrvJmM/FEk4xutgjhA4hxEp9LcPpl6DDXDdF4HIVuBXpkgZ+dJ14RgTH8TvKkBAEo4GxXm0QFf2WVO4h3b1myxvkpueUAJZM9H3fCb2AOVKzB7eX5GbBSQKMTC0Tl5T1SapmmZqsKlBhcNg3Li2NYaaym8+t/21pXPPqldEhgKvpthDMywli1+K53dshXK/C2TmWtMfymP7vhnY8Sjfrt6Fa235+DBGIjpu2CRZadqoYI/qux5VLlzBMGddvnFRvlVL0zEQ17FOejXHpHUIMoiIXMY7U+4s5l5lSwrDbSfFKZg08pKqCAudA4GqzkN6ohqb60rmwtCnI36h/79NYgKFXmml9noPVb5S6IaMZbHyAQYsxckgTtD608+p7sORQsVZUaXPdGa7J9F+HuGfjV77JfrE4HwrOrN2B0J2rfu1rEbpcisRZd53QDTkjO0rBG3VuZ81vbjKoxqBxHGuFYeOFbOIWFku4X9UP0QMmdK3KhLWloWlJFVg/TIDaPr7PXlj7fb1gvZ0Bbrn90vPA77NU9bzQFnTv86bOUXpx+zMYIK3pBg3ntQXLFpCZEbLHlcuXsBsTVn0HVm5d01ZUoUvBotXEJcis0TnLs8sa9GIDqFJALLz7brfDrIr0OW1Fr9mKMgImBFHvv7X54j4/jh/jDbv4cSao2G/HXECsic4h9e4Ki8AtVEAu7NrbKW5Pc8m5Asm8jxptalyu+Om2eR48tTCzIZCmfBQRbJQiGGBz2F7cj7u5fRRZxtxAgKgWOU2S8IZF2BJbpV/UybsUsl5QmbARv9Rm+TZhWbiV/ZGy6ysYD+RTG1qqw91uV89nAswboCz6y4S0nct7I3h13s4zDANyznupGE0l8+XUl3ltfT/tnlifW1Yn3vP59cEZJvjNECf9E79XkCQEMnrDjm1+xjWnb8oSRRajCD5LzajqolxbrDROjAFXjo8xDhMub9YYhlH6wQWFgEwAUwBTQErNJTCljBDUd7c0rncelmq+wwPOTk+Rptb38zG95o3BmMYk5cbHEeuNjKNikV2Y014AlEYilGKhwYd5XNNm/EIvoCKC2efCFSFZ3RrV4BmYKwXo9/eCd6klElkNtiYYGSJco/rjmz1GziNGNmTh80PodIEXv17WcS5j/fx6L9xB/GW1wgBoIaPg5l9bBW8l0w+groVqbb83d6p9Fy7b3ZJotLLrB3rpkGNFAp6SOICkDnG5/uWFsUejfiAeoh0OHct+s0XgydS45b6HjjXjPBfnmHGph4yJppa6ezSfbPKcV12nxrQWhqpmODXIGUBtKMYbQL2xs6nA7fyyrfPEOIdgV6dNS14OKMXifsd8rizHqz2T5XOWtj/e7PfZ2GQBSocMzB6B7nV+QU/NtmSnqdYIVG9vaBsyOwOe/8XNteQiQs9je+pIl5u11Hv4GdKdphHTOCKkJAltojjCM1Ot9dV1XXXf8oLLR4nJg5qw2w3NRUtDC2OM6Fc9+r6/DTWxP9gs1DjkcNBbwBYIi97yCANoAsuQuHHDACpCXdIBy4VlOfCtzPoy14L1w85tfr5L5LH8O8b54A4hYLVa1ePudrvZ9dr9Me+P2HVgtFpx/tkyF2z6Dpu+wypGDGBZWAFkZqmCUBiZAQoRFDsE1TgAyUBm1xUDIXteX12LJO/GVLm8cxpyDwbq2O9iJ1RDzuq95fnXBkaApsYvwYT8Nl9cl2029pxwzJMYvULIWIcOIXQzELBc/AgAVRngvi2kCHXCNEoJ9UCxFmmVlKx+D9bwZ+fdpLmBS5Ygmd0wSq20maw5P+2O6IVDfC5zQckJAZamrW1obl+yKS/8SjEbLC0rlqnDLZFMzprrtuauXUbG2KBqyVN86Kzf5pDa5IMJlgYzExBGIdixl9ZlE8amzjfkPufDPFVgPph7g13bMvvYkhv34b2lWIjtPqpdov+ZqkguCU59Bo4zBhADIQZCIK4FCBmEzAW5oiafjcqijqSfxhkX9vXu2jCSnMLq73teha4qikW5yq7vJFgAmti9KN+Lhn5NWbyd1nTIdiH70Wy81bmigtSSSzEzsEbVVHK2ACLHF5vpKwRNz8jOSK6gQLljS6aDoNkEY4cQ0mIcFkTi6n1UrxFFouO6ruZhOK/tjoTuQa2PC1gFVSCJQLFtvWBcqjOHON1cCjo2DlTUjCnnmrkoO6qBi/iYAkuDA+0JsaXq7DlUO79lCfPGOKMADHGaQH2y6DT/95ID88J4WQli2Q7RFZ4T3jfced709ui7fbaqA6gC0crwcKU2ADA7oauLlG5T6n6WD1ed4o0+oJZLQAAc13HSLGqCcNI0oZQsqSRtD4+06G5nHeT5ZC1F05I9OaMw+20B1HGr39rY36OYWltqVfW5s/dOEOG/RJJ+TLQDKiZldUdjfRYHFm+jFUJADYpofWqAgmHz1KpOMGCReCEo6uVqND9v7SkL3UIBBW2yEACowWS7PUPKonKaT3NEGwB+pfNIrQq32FWVI3Q9QtcDMSIDGFPCWRpRCpBPT3H1/quooqNOYgI05r/mdmAh+a2YpReYNaVkKbNS8NZHubQyG9yGiJf5EQ6hyEP5D7y/roXqHtofaIEfvqCkDT7zEzZ6Qn6TgW6T1K7LEPmyQGYIAX1c1QxvQ5kQmBA1WAG5oKQEKOpcB8ZRF3Hp+BhPnA0oY1YqAKBSRMshQbZSlydWCsjoBZTiLNO5TqhQCpAnUJqAnEAlg3DY2HDXTz/mCiSy3DyABCky6fW5BYsImC+2jRbKNefsYYTrx6J5pMh4UW8WEo0xxIhAEV64A66qN6BuXeb5Ykl0XJ5ppRhLSWDOCJa1zLwkoBooBQgM1vy5AZUaK4k1ZaSU7JmmhPPoLgbcEdKVUSD3QZY8rpyu0QbN1iZc7Fxw7aOzhepjT5ps9beXJEPPOnGbUQDV9Yhqv2x1zwDLgK6W1dugg2U7pJYbNbJEr4eOu+RyvafDIWObb57DXR7zkGCu6fj0GR2aeAcpFlA1kBA3KsWOZCG5wuXJfOk6zbtq0VKwhRTV93Op4dizreYXPvAcWLwoUK+PIdU93Ca/41P7xG8MVN660i1o2ttBG1a9j/47e5d5WBPPUHMbzLnsPX85h/lgS4h+09oal9/yPxCAUp/Z/CkceiINBJG5L+piQu0f+Adrc7d5tlD16zaq5byh3TsOjpgR2141TLlmBuLCyCxltT0y9Cq28ZpphgrloTC3goWN21GBrzxh45XE7cWEW61PNk5VvfFuVJ5rBTBDvr5/djxDC8Mw7OXU9W1JpQCoCLOGLKOhfU+D+H19Kklf+cEjZ3Ods77GGCFO0XMtwl/z7LosgCI3IR5DrHXgbHGp05ClZsR6vRbOHaJZ2GQkRT/k3PhSSqBAKJWr1GNBfUMVccvxlVNW97XziHAOa0EFcCo4AsBlPpZELZ+n9pwDB1HTzavE3s0TyO8nmb9kjtU8JJpy1fezGVSdoHXnNCrLt+o6Bhb0HGL192Z2KF7RLqmHi4yhgmEYhZxSFJ/S4cCi89DuUOganpJAYEGzWYsKipqZStb0gLEiXc8vHTqihYvOjT+NaxU/Uqoreazhr/MB6CvzLhszVxXfhKcJLBNUNiHMKOYFl6cklgjYhGPXdej7vvrpWrWJpVfEEgn7Pno0bV4f3sPB/IFNEFsZeCuDYolw/PGWkW4ehd6Od7Z7IILRG8B0ImWuamdFzFo1ojrWqwZMREJMUbvOuhgR1Khy++KM56UxMyYtsirlbRIoK71GwnUXEvAhz0nQn3nWNI5UIgLbfGmI0Jdwt2cn+zRvGAsHBrhWaT4cYjxHuAQNhAiy7x7WVYTbdR26zvJAy3GtWjQogCKrNiz6Ems1DUmcHjGlhKmWfDp/7aOqBtwQkAogVUVhJlr7HQ3ZAcsVvIUG2tZWLt0LtZxztXobUW8O1VzVntsbF/xEvp2By3PPFeW57/b67M5nA98HX/gaZ/649b4saAN/ntsJRS/8532waDLW3Kh08BxLV6NDfVheV6jICKqWtmi1GW2DfWXTL56eq5w/G72nYU4lnEukCzSkawbhenMYjcU2xDinFKwt+d19uoz3trPvbbrJOGlC08CMPPv9OWUtEGmhSv2dvCywJFfzyNM6T7VrrWS8r3WoL2W8DPycD1Jpv32UJdgBQC3dml2MUBB1KTTVeaJpfgzPKdokLwWD891l5YJTmmrFCGZGjITNZlNXfRscy6Qwy5elUmyrvC8x3VxnbBuPDE34Gvq1vnjB5I9lx/fC0vv5Lgexj1rzKNuQ6lLw+/7ZvvNFRSpD2LV4FG/7Lb0l7Nw+EmpGCQWqAn3Va8axrpNyM4qa9EnOroFXokb6zGdE0LScGnVoNL5OOilNrgbGvfF2dzfjcK0GmFAyweWtkNaEZahI1QSit5v4u8MavmvGVBtiMv4XUWoBQGCJAGN2ayG7feJskfYoG6yeMirAbTGpVY6JEKJFpLUKLqhzEiAU5Xk1vy4TVhplKkbnjGlK9VrPmwL0UfrpimppvrQpTUAWQ4ifLl5YHIq+qmg2SdLiKkgc1ychp42vtEM0N6XW9rwiFq5dh3I+eFS7tyAsUK7/zgvBQ3SGbevPvUS8S1S95JTtvH7Qe850SceY4DtEX/jjLhG1P4dPpK6PWktrF2coO3CNbMbTxpUTheoipXDX3QPS6rNNaLMuumZ8OU+N9T7aPaoCZQ9VGupvz78dQ2iF+WefIKdpjdI82hXtRJAooYsRzJKoPixu9nJ+VJrJkLmDuA1IH9J3rDcqqEMBFarZxOC0VRsTgQJadY2Gis9TuzM/XW43C5Dk02kckaYRlMTdByx8r9AOvLdiLoWACN1UPSDIfGO5GR5sIjeruwQDLNWgpV+tF1zAvJKu7eeNVd6tbCmYlvt5xLnka70QtUmxrLUGzN3SlrkclvfMeGIAs3fLkeCv59AiYPd6HkW377/sr8EfMy+ucT7BBPJInoy+3i+A4KvRWj+ELwbA6tet15o1CX4db3tXcRc3bnky/L2Ux9DU+sa32rN36jd7mikuxopQFEYRzAUVzY5pCYkAoOvkOfmFdino5XyhdcIZzXSHeo32LLl6NzG4iBaDKGWCxDAo29pcSrXQwbx01bkaA9ruMMuYrJX2KaUJZRpBeULJI8o0oqSMQIxOsu0q+YSGkvRVwFqoUkJHKUQA5ucZkMcJKRdM2YRD0HSBsRpdiESlTmmqgsl8CUsp1eHcC9IlfWBBEcA+siWiGk7rEYUJ777v94pDLoXuMqHNUpB7I543llFQtzlFftYnP6EOxbd7JLz0jvAL3RytLhl7ud9gTSZvtFEU1TEEIQ4CGJEkYs2rlJIbQ6LTWBFVkX8kW2NhMJn7XxQDS5kwbm9i2l1FQAYo1r74drdiHovOnKYJJbdKKlDfd6u2UQqrS9ehen4irPziWkpG19kYaBy/p+BMezEBC322AMTjxPVzqY1K+La4VbAJfKUjPAatITBsfuMSWizln3L14xf//R5WLkiGs/rT6/lzFs+nUpoQP0/tDnIvuDdlvDlnQTLcuNhSAISWTvDwobitYiqQm+qqglFfIuyickjmNE4zQVTYVLb2kIoV4cMcdR6iBpZGJt884jtEQfhtlkasQwhyiW7rPVkI/EC6SJif5GLNZ/ZoBHt9OiTk/TUutQRDXYfoFJDOUX3ZaQjwKW/tMbbjLn6XH9SQMwPLsgyncUBKA8TtwaIbzcnJL9l3ZzPNr9IwLkNXZWm4UQ/A/Lna2F8+V93z4PNtx3RJqHjx/OtCOz9ne9n2PF/0WAlXQ9pKcZEFRjjKY95XGyRV7DYkDcyAwd37tG/fPmqkCwbSNCKPAzhNYlDjgkKhClCL0yeiikDhJmUTesrpFsZ2NwjCTQXjKCneul7dt1gDJVhW9BACQhdAmZo6o6t9zowYO2yONphGQcLmwuURrxdOe1fMLXrMR655pGEowgtQL8TNxcu+t6Q5vh+++sT8/C1TV7ZquU4VZG4leAL2Oevl4sLMFaUDwDSN1Yk+ZwKRcetFkK4+R6gSUupiyc32woyiSeZL1wx9w25UK3lQnlYmZwwBq36lSc1VmHIGlwm7s5sYtyeSj1kXWjvN3YpwrYnPOSOngmnK2O0GCVAIUZAqzXPY+mZUQinNeOq9WWacaDBuvmlfXusC1FClxto+m7uh0RqNiqv90Veo48rZEowiZM04x8tgIAURoeVnbi6fqAtALi2YapoS0mRAjnHeknE8daHrRj3ZSpsSSprklTWReXUp2q8o6ie/R355IRgKt+Q4ZBOXm8O3dcV7CACYoVlboe2hmjCwwWDNBJBxu0ukV6/ZGbN8iK5xyF6A+6AKH3/uBe2SQ/NoZImEbdVvuVStf/Z9kfJHmLuUWT99k9IprX9iJeZZv/31+2clxjSPhOC2KYtnXAANLzUNxo5rnD3ZQiwHkUx108KQd9c3ru+soMHGeCQxGnv3u9meVd7to9j5Zz9eDbW29xgdMlYkPQyDLsIdun6FCE9ROO2NG5DxONefTx3JZGFVX22LSNvTCvUfGROlXrYk/dHETe66z2O7szBgVfXAWt7DBG4aq+WZQnQrYlPL55PXCWJmjUaaC+OWV4Dq8dp3qPsvcxzMhAbPhcYhH10TbMsk44cohKVBzrhYj16tLYWuN2B5AbsU7m2gzcOIGWn2G9A4O/+y7T337Aevj47zXhAAqnHFrrcuDnXh4jYSZvfI9UGT5ggs5xltZMeNMQrHt5hUUllY3PLEql8lMu72NhuHKlSk4sY+hnfgsi62hykFwOYlN64OlZOHjfEIy6Frxx+GEaVk9F0PoogQuvobuEg61DbRAChlR1iMW/WdJ+WKycKSnyTYhaD2ivaFJU6a0wp3N510u/ZRRaTJJEuYhlOk4RQljRXpEoVKmHtSH5hHpFU0mPIM+XmvgCpEtBqD5ZodxgkcGx9kSHe1WlXhmlJCCaUKRuZmUBiGYYZADyHCZUIa65sdx1+DHce290LYG+CMXridgLdji9CMdd+u6zCNCQgFIVj1DHl0KWkqS4e+/WJi/fQLH4BaMDCEfHAb/9n8RYdhJ5RSbvt0XcRqtcZ6tdKwZ+HbrQyMN/PVMFRX6VXGRAFKEbUypTkN5Ubd3dxMqFQ1HLdHcsyolTdCmNdMe7IFG9iP+jT6Tp6j2USklmHJav4qRbxGHFevcFc/LxfOdnwZGwFUNMCitBzW3hhYgZZyvsb/6hXXMcaaLjSz5WK4o9t8V7Q7RLrWGLDMQmmClV0HZs/q4Bq1Rzc4fshWwCWaJcjDlXIiWpWg2dKqcDpIXeSWX9Zv54Xusn/+tdzOI1g/+L1a7xG1v97GvWF2zOWkWt53myiGEmsorhf47tyHUJFfOHz/2jEPV6oopaCQ8LyyYLSF1Hg6Cy21fhAkVDsGQUuEuWHVo2ITulQaRVHH0dJwc1c2Z/AEqrVRgKEuuHtXacY0QYO2fh4y5C6f8e00p6V8jqqRxrBIg9oGWz3n8loOI1hZHpf9a38Xdwwb01y/kwAQquj/fGJcaU9Z6Lbbowi2ZEzDFmncSVJiIpQgsSZUb+J+ZiwvDFPOCCmp61Dz7bRtgSZEQgg4Pj5GjAGlZKTSBPO+AcoGWpBKwqnUiDLf/OBZCgQT1hYB5wfmOI4VgZrQsvpSntu1c/jjeRRpwtp/rn1YYjyiGtfe6IG2kMDd13EcZwnO/WuaRhW6PNMQrO8+OKJG4iFhtxtwdrYVlB5ksnad1KuLXVdzw1o12PV6rfXuAsZpkpSb6jaUs2am4wKaCKEjhOAWi1JA8XxNOYaKHede18WIGINDc+1511pyLDFHMc5tCrLN71Sq3PLjNroBkPHVr1YAAytNYgS3iFcAQRqoJBxHnW9zOczNtRFzesvmRgvrbdSHQgCHvi3HhybhiRHnYMU92D66JOY6MXIaa1FKAiMQkGFWbodEc0ZxoYX14ZoarC5fklJOfHWLSuIQAvrVCuvNES5fux+rla6EPOmg5JmQkL+5uqBMoyalSblprayWYJBw0QSUoqs+bFD5BUNeVlI6VC5OVDZgXvRy6Z0AiHM4FxZXMBuc4lsnZVMo1ExfNXzSbiLLvZLBnZESdBGRkN8akguumcMoEHLJQLJE4xLLLtxeRsqhIq/JqJCcpZ9m9LEQZk1IMk0TwIwIiWTqu4i+iyo89NVpRVjler0mIwuQIrjqCUHqw5uxOzvDsD1DmkZ0cVWt1o1IuntbBSDO62C+6APGjQMidEPlSmUbv723D3g/c9uO1GLVhG1T823egC3Bf9DKEHPg4WkqCUIToqHNYZmvXI9DjRo6oDGJ4A2gkPboEY/Y7T6x0jDnrd2Ry5jdAnlokui65DSnF0w1ckYXQy/+xlakpyitTiuylVDeQ4zo+h6rzREuXb0PPSaEksApVeFgu86MVFA3siKoKqVZ/CQ4FxS4NIPFKibIii7HKdXfF2wx8M34UZT6OGR484ONQMjItdab3Bd1Di9crddNLY/qp1uAYuqoGAbFf1m2N4GbS0EohiI1QVAIotJrusSingeliBWaKSu3KPci54w8pbZQugqypTTnfimrAnSB0Bm9ELVgaAyIarmGPlG/cBFRDXuFnVtN2YUZ07DDOOyQpwlhJQnUq4Z1l8++Oh5Y5scyB4ZsY9vpHGta/gxdHqKP7Htrc1vB/Du2KhWN1WtC0x2n8bDQPuu4rwnUFUmrgCaQxlyoq+Gin6yLf8lZaYSWEOfQvWpnP1/tqVeOQDNqGFrKKWupHsv3mlGiolWE+mAFtQF5SkBhBLgqBYVl8gZFuNQBoUfoGV2/wmq1xuVrz8GDz/8UfOYrfz9OHvkAdtcfwe7GICrYwspv/Zi0rLWVcqYQ0Gl5990wyqA3eoIZKRVBvKzp93IRK/M4VQGZi/jKxhgwpYJhnFotDR095gFgnKekrSsIpZUhMZ56V4Z2fxUJcAGmIsIv54TQdYixQ87iyzhMk2gFLJVlcynIANKUAMxLmE851UXBFphxGmDlr81jhBRQyyKo+S1YfGqpMDh0QMzo+zXWYQBRwaaLOOoD1itRkUMkxAAEYhCkKjTMxQ0ZmeW5MMTIHWMAMQlhqdFJ49lNjCfXMW5vIG6OELBBATlj3N3L9EmO2KQCywyZc24eEEOUCZxKMZGzgZTmb232CQ82WgSkcKY+1y5gdG1Et+okQjCQBcVVQDBHnbkKxaJh/uy8GEQ7ZOSkOygIagl7DPo2bVBAhvH1MndXKwlzN3/0nLXC+FIin4N2x0nM6wpWLAKtqd9tQjT1dJnZarZCu5UWmKtPJkS7GLHeHOHo8hVce+AhdHnAWUjI2+uYRkZJzdevDVbtI1CT59hZCixJelGjj3aENKCjMFIGisqMnJsxR5YLwLJnyfhq12zp6JjFvcZzu0yCciTuXqN8YCDf8htkJJergAuBUlYBK2jVgkhKYV0ICSCXK0L704wRhAAVurqtHlxftpQq0gnyN4v1S+LlqUe3KtgcHWO33SKnJHXTojOYOYd3Q2pEbkE0hOUWSLBzuC8tN3OeJuF1rW+e27tb5yDrM6vCM6OU5r5XUWhBHZfBaQ1z4dzmx9J41tCy3fuyoDKcVhZEOLbqI4eNc/IHqvz02p0ZwHwzesN+N0ouBJIq4byPqi1KT7QyQ/u3jxS9m9sdCl3H+ahKKtVNm5oNvWEFZZaa0SKzDqpFftLX9Q8IUfjcS5ev4Or9z8EDz/8kXFkTdlfW2D7+sKaANNcuIDm1xMiNEC2hh8b/64sZbivrA3SVlRczCSWg3ZIIIlm9W09zVdemMkJoz331j0KQkuXc8tRGalF7KQtKTVojjIgQM4FyAU9JBK0eL6nglSgiEZScJSIQ9hyqsQJVODMRAnUQrwBJx6kZEMR9LEYwAmppyCBbdv0RNtTh6n0Tttut1GmLhE7zLHR9h67va6Lyet3ki3v6yUyIXURgWexMCEENtOMw4MgCXmZj7+5FusWASi4oqVWfBsQbxXIhc7AKKfNK1MA80nGZnMjbD0oxNCoI08r5+GZuYM3zxFcC2edaiVt0GailRxVU3fI3EHxghK/3JyhcSs8btCYVrJI+IOeMNCVwXuv1XHCXMWJTCUiFXUKehNMlRlVLM4Ku6s21qO/72Wo7s9qHALIkNkE4QTNUdTEixw6b40vYHF9BXB3h+MFPwfrqA/ik0uPW9cfxxKMfxvbWdaRxC96dgpgRUUDFPBU6MAUwBRj2myFCaqGOXBjEhBUFcGi8LrOAwgBG4MZXZiLxB8cc8QJVyxIVqbCiF02rp7HpSAxWioay+KrypEiXgLDW+8XCowUVkB3EaNkQOCNSBoei6iuBSoDpAGKdZjVAWj87FE06U4iA2IP6NWK/BsUO3WqN9XqD9eYI1x56AU7PzvCe3/otbLdnGMcBfWCs+hXW6xU6K0kPIHYRfdd8huv40RprZjgbRvGi6PtOEa4I3ZITxmEr42pxT+9qoVsKJhW2ubosNrBB6p1CQVQgowTmfOjcS4fIwtJLFVLSWkSmgIhS0SVR4+dFGy1gFARjAxlqj2kEByr91IR3ow/0M3Qh0D51MWoZ9qjVTLLhHViIOTDncw3dp2xh8Xfv836ydkeGNEN3XFir7uaqBjZ8irpiAk3ALqmDKoAxXz2rcY1UdY0Bq/UG/XqD0K0Q1xt0R1dw9QUJ4egaEq1A3Qrj2QkmAjDtgASAtSQPTKVV5EkafuqIesvcIIsKI1IAa2b97B68JGkJdV8mEsaR0I7FgElEQdeKsLOmnoQsKMSKSLK9dLBr/lnjVeVmAmT1rkhzoqoK6vkxdr+DIAuE3X8V2XJsCb6IrE81doj9Ct1qg35zjNiJ4fLo0mUcH1/Ccz/pU3Dr1i3cuHmCzfEldF2Pjgq6LqI3gessPsKXK53j3edUMHOZW98N7RhtlcZRo9qUg3Rayd3aTNDNIyih71Rpl+Z5MG9LaoEr8lTOvvjvaW9f8fe1RVdpLqW1wlIIspsPVJVDRGZYRjo7ryMi6riWwpRzNOz7EkLjKZohrcGWat/gOdK9HdVw2G/4E7fdQeWIxvlIxNekmf4LIktC81wyEmQS9urqZWS4PQArqOg5HVNtKci+MRBiH1GKRKBduXY/Ll25htCvwd0KCAFXP+Uyrjx/wkOf8dnY3XwMw+lNXP/ge7G9+RjOrj+KsxuPIY2akAfGpya5EgqWn07ctfS8TJr8hYEMjRArqoBLMS9hdYk0A5YIVTMG2yhaB/F75ZJRotS9yiUjZELJtnSR1soilEJIicEcAKxEYBOQ2azBDI5d45CDcMrJ0IrFxRMQVgFMUlY7dj0oRl2weoTYYXN0jNiv0a8vYbXZoF+tcfW+52C12WB9fIzN8SX0/Qqro2N0Wu8tdj0ef+QR3Lx1hvf+5m/g5uOPoy87rPseqy4qX8uYUlbqoiHxXCdQU11nnh5O7WbOyNOI05s3MY2DqsiW5Fzuw90qfI0KG4aEcUwAEbqun3GjIZBEipV5ePuh6EJAhJWsb+aV4KMO95PYWz9KKRh2g4ZsB3QFiB0jRFvGGeCsxwiVmktZNL0YLR0l4MOLwwI8zf3QzRAHUFgpqMCsf6VkDOOALjDGqbmEnrd255UjWFTmbBWAcwb5lHUk/n4FiyQ2lSBvLjEtOsrlReAik1a5wK5nHF++gqNLl4XDVFTZBQJ3HbpwhID7sdocIcQe49nzMJzexPbkBqZxwLg9RckTSklIi3I7zIyULfE6kJN4V1BFJJJ1C9QGtjNHAARVixvfCpKyNoAsTr0KlZyzlDpHCzkOijaYJScwu+OCCHGtk1LDgsX4YRxdqOgIpG5sQSZyiJLLtFutEboO3WqD0HUIscN6vUGIgmpNqB4dX0bse/m8WiF0EV2/0qqustD0m2Ncvnofji5dxnqzAQ0jak5Y9r6YhEwAlyiBACGAqNQJtIwxI6NJBPqL58k41Pvaxt7dPfmyJjA34eczzwk/K9v5uXG7to9kZ5/gF6ZD7l8AXIEBexmKbVuZjcXqmkm/ZHFo/HGpmelgfK57xp5SXLpVglBTskr3WrL/nJXTve1duHvbHQdHEBglJUzDgJw0jwAb3VBAHVSINENbCMWIzzqojIMSv9OMnErNwwDmmgwbFHDl2n24fPUaEKLgbS5itAkEhB7d5fvAYFy6/3li/U5JSqZPOwwn15HHM5Q0YBolgXTSfpdcMKZJgwKSBHrkDNZjSASV0iohSLCACugAkROcB6BoNQAdIb26jdVpw4zMWuXVmeAYXLnwadK6aGq8EqF7LK5FXa9RX1omXUtcWzRY1/cIfY8QI/rVGjFKpFi/OUKMPeJqrbx5RNetQBqI0QwjLeCWjcBzjDFKQbfa4Nr9z8Gly1ewOTrClE7qImSqaC6sVV01ixYctUTmKtcmUp1/JHeGWXyqx2GHnDSXR7RbeHdPP+N0i/pqm3Bp4elhMTfKvpDS5qm7uaBsYMJ7O/h329rSozYf+4aQwVbktJ1T1lYTtHZN5gefq2umURW0XFyDuCNG44WboqPHVXtHJy5lBsb2DNJ3GZVwqN1BakeFJCUDPAD5DLlskcoA5oxChEIRYC2rTQHMQVUgzWBEwG57Jun7EBC7Hn23AngULhUZPSV0FEXY0ArURVy6734cX72KQKwPNGB5601ORIoIcYW42oDLFVy+ch/YLONq3WpVhy2EmBsSUyK28YztBM19ppIJemygbuhVptm/smQtCTtDtrOJZAYW9SumqlJ6tDAPt0SYq3UWZYQZIja0Tk6uUrsW68/yzhJhtT7Cc577PNz/wAO47777cGP7BGIAwEYpQGkapW/0+ecMWVCLuadJsEhgMVyCCcSa4Ccl5HFAGs6Qpx1KnhA6pWpg/rr7QQV3Q7OIv66LSJXT9ep/QSkNFfoETP653l4IzbfxbSmoiLRMTyH1KtKcz6bzA0L3FBYDmz43mSeN2iCd5+bRY9qp0Qn+/FLMUuwrsfbPjuuTRxWJVK210ubXcoizvtvaHeRe8Mgno5QJzAkMjeQiI8Z1cgP2VGTi6wpaincFkf1MLBkPSCTx1zFEcOixOjpCv15D9nAqy6x/qOcUkSRhtNT3rvcOzfkd53+oGoymt/FyL7ftYlAcunOzLdyAoQN/1H4SoI6UCzk9hx/znw6hork6d5sjtfu3fwBxNYsdNsfHuHTpMo4vXcZJZwK2PbPZM7d7rc+8VvZwx63iQieZZLtKwsUnSfMY1nc3wm3GoX30Ohekc4Ey3wbQuwzmecDAIQ3gULTbssWo9I8GT5BzTfMjQVR8H1XYBO4cg/AeQNgTkH6usZ8ZS+qB9NwX3U+XdQITkErCOA41v2bXd5iUu4wxViTVRXFLspVOOC1UwTulDFBCMrWdSKz9IMTVGkerY4Sjy7h8/3OwuXRZO/LUVrm5aNtHl7y/4Wzn23x9btqdXkvsOly6fAUPPu/5OHnik3H9Q7+NSEWT2pB6sFh0G8naPOPti1JNQWkV0vRZVJFWKYJ0dyc3MJzexLQ7RX98tabZunvNaBI9OEwTLL+IT1w0R6/m3zr3+vG8Z0WjvF+I1Nfks7bnOQRgsxZf2M6SFZEmyXcUgxm3RDPU4wUCKIvmoRqauXjFGFXLbYtJ815C/dsvyOJ61oJlOERwEZkgbmZPjtrvxnbHEWmAkt/eiT9GZMpgs6RCXUecA7cfWMsbZ9FMDEJmfSHi+PgyrjzwPKw3R4idpHWUtn/jDz6KJ3lAd/+je2rtqY7R221WdQQSOujqfffj/uc+D+vNMSJLmLJNZCu9UzKjFPnel4T3XKUck2piH+aiJcMyxt0Zdmcn2J3ewvH9z1NigWZazt3W2IytRE74SJujX0BU9bin4YQA1ArKaPfzkGBaClrXEzAMDUvAAlMT4ESWXMn41rZ4hkAgFjLJKmAEsrSrnQs3PmwAa3qZEllL1B8kD2/hJpTZ03ULauXw9X3itztwGWsTs1pXyaJPVMDqKk6y0R4PtXfD9HOo1vgg7loMFARsji/j/gcewmqtQvcuu7nnqpFwzJev3o/7H3guVkeXENKA2LWJEzT5CRfeW2y5TlwX9opW1QBFDHhcMsbdFruzU+zOTlBDlV22rLuxmRAD0Gg4eC7fviNdjOaGMFHnNexWMb9fwJbueGFGF7h+OCrA5q/ZNkoRPpU6V5UETfjahVhtPhHQOn+7Tt4P9EU0x8ZD1X0XYcxEcwF6t2o1v1P7KJCucDyScUqaZK6S1UuyCBVkDQEGgL7vq9ozDAOISKsf9K6cDAEUkViiqbqjK7j/eZ+MT/tdL8H66DIodDPL/7328Wui1YoB89oDD4LzhPsefB7S9hZilug04gLOk1JHTc21BEBWql78sq2OHjClVGngNA5ASCihw8kTH8H60lU879MH5QnDXT0JWem3lBOmXATVLVCvCCO7ykY9FM0qNwcd5FTzaN8AQE2q1IR7k/bWB+QMaK5dyUdC6Do1xgY016+kRlKSJDogoCRGjCIss7p5orDkQFbtxXKeWJhx4/qBZlZuC0ZWD6JpmhDAmhrkMLK929udC102f8x0wCDF7mWb71sf/XfBrYZmdKPYYX10CUeXruD4yjWE2MkKiXtg99lsDMJqvZFItctXMXBG3iaEKJUfAqHmXfUlkKZpOpgrAJDgiU6NOeI5ksEliY/1btfqranavfTz/YRvPH8PISBY2tOqXnswsU8NmA1ilgbU2cqqdolFBKAeq4a8++OYn20oYGewlVSN0mFv6AQM7bp+wvXN5rTO4z3/3ECaP9sCi9rvbd/mC2+L8u/U7jZqAfgohW6aJuy2O80PCzjiAdAJB80Y7wn95kA/LyZpeRcQAij26NbHuO+Bh3D1OQ/i8n33i9C9S12FzkOz9ZQArI+Owdfuw4PPfwFuBMbN8USioiC5ISiK+9dK/YYBEbo+F4evIJJy1sQ5PSZz3csJadhh2J6Cc9LZfvdNrv0mGh6ouVb533wVEaAJJElZapWztT6dGSxhApiqr7xwreGAQIc6H2mwjs3XSKBoNjSuRjOzdcrtDwjcRLGU+mk11hLst3kVlKCIvguW5L+rmf684LXzxUBAzhL1dg5RLnCH5XpMRSqpICfJDFQyg0qbVKZqsPpvarrUVmbdeCKIalkgeWMLZzDEGr5arXHfc56Lo+NroLACKC4Qzr5ry732DDflFClIhNuDz/8kcBpxeuNxcD7TNJhZVNM4ryvnBW0IAavVCuM4yjiYJgAaedeLWyCHTgNmRqk2nRNiL2Eqd+s0tLnDdfFpwjVn9YctqGHf8r3mrc6WEtIqgGjIranpWpy0qHcQIMmFAmoaEGlKXYQYkLWiCBGjQPKYyuLJsp1OUqEUQkXNuoU8bxZvFcmlUa+0vgiEGKgmtxctOQGkEZvsXehETZJjZ0krsABtdyOqPdTuvHKEM4qImiKVS8FcSXRJ0VezverD1ggYg0wqiFlrZZmKYVFVl6/ch/XmWAMrzHpNy3X7Xvs4NgE8AaHrcfU5D+Ls5nV0qzV4t9PJwjDm1RbppYXaaAdxEWNnpSFQ7GXv0Hx2ufjKJHfvkxdfZIm4EptG13hPzXkbQwssMI8CyQ6mVZVDQ7+RgHl8n6dNhVeNgRCNp4XQBzmKkY540uCHCKY5vUBkt5xhBUct4IahpYQ0l3IAa2mtjL7vsOo7Kd+kmQK59AjEyGkliwYDFDXb3MywGiQHdab/f3vXstxGcgSzuueNNynRkrWxEf4G333yj+u4PugXFHI4NhzetUxZJBYz093lQ1U3BhIlE7YECWQngyKAGAEDDKamuiorE54cikIfP+ExOhWONqaMiMsXibGcVLBMYTQ8q0YqAcaUerX26eCBWFwRCgtyfRKUabs5FssNLq6eoVusdBe1K/rF3nbG/wySoPvk+Qv02xv88vNfsfU7OD+irETzwVgZSLlremg6+gqwOoaI3CPZCgZASKOkmnWdu1cPgMvNQpw1StLMVnWeAUBZCcaqXyDLBSxmepbUgcQ5MMtouo26zkQSNCeZaHRpMJZQ6hCLoSggLhnz0Pf74xAzWG10iu607DcHPZ/TsVRPP222lUUh52bwqKoCRVFg1nWpTBLU8ipEl5MQJ1QpvYYwM2JGy+DgUFcVnj97gm7Wnu4gnQjH13RpInjNkwJ6aqQpvyE2zDj6eqmwjR5UjpQVMiBjQaaAsQHdbIH5coW6E5Wr2GTjWMFKTZWMUyHV7fXKR8agalpUTYuyaUFqC2+LEsboJCEfBtjPTlFptkvx5jR7A8WF0nlCLxhtWwNg/Mi/U/2OaVNw32yK4+qRxiUlGVKBGp9Wi0mOMV7UNJuNATQyG6yl1KyO9DBmFm2R2FDT54i6JxNZXl3ypyF2fVidgUk0r+VBkfq0Wj5KdNH4E8sjzDBJUGP6Qe1fVIY2LNq2lnHlB4ajgy4ZKyIrRZksaUxc5miQlS/MPvAOo3iOjV78wnyiiBmVcyxluVIQVpdPcHn1DN1iibJuwFN/p8m/GScCTUMDNC0xqJsWdTdD3c1hbAVYqfVaFdOZTktFutiUwYDpczInB5JUMDzolO+3PbejH/d3Me+wmHe4enrxyW0/pkfd493eucm0sf3pzb5qn4ruunPHC35qHx5I/fYuHB90idSht9iTqsdRywsMH/p0ogm5mhBcUBNFFpcCloArvl8jHBvYssG8XuLqxY94+sOPKOoGZA9377yreueLqRlLXL6aokI3X+HJ8xd4/8vPcP0WhgfJ4DgaGnKyo58205xzKRAH7+EG6YCnBg0I/W877LZbjMOAovYwj+LgP/g3mIGjg+6e2kEkNZnADErZCyfLb68SdkxQKgurC0MU5tZsGCLAbYoKVTPHfL3BfLWWgGtMEgtPS8xpcTd/R786PnRtSAMqxqJsWiyWG5RVA2NLkI+uGrHTHtSsc995jkE3ZsFputFp8wiEwAQ3Dhj6HuMwoPIOVeKanhvuv8cxuftyUob/7f9+nGZ+XYbAHc99fgf0/8ZxY8AEIDDc6FIhfl8MF0qIKL7rfTVecsHBOQ/nQ6pjMaTWi0BgqlA3M6yfPsPq8grz9QXCxDHg4O+jyHi+N8Qmx3QU16LtFrj6/Q/42+YS4+4Wff9voQtGu3F1QIj802nmOxV4ORDDIal1bm+2CPQO796+hSlbtMtLnG9hNyNjj+NEzJmTCPgwDAcnTiz+GxM71/uaUZJ8U6WxKKCReH/kYYjQNA3Kqko6C6wdzn2Y/hA5+n5t8Ef3JjV2a8XAsm1Rtw12QuYFQ5X/OURJhUmbBCmlk9I+qa6uyggSg0kE49044v31NZrZWsw77eMYkDkVH/Vrv85DVAj7EjhuOAIyyDAOA/q+T51U4WQCYIItCuXySh1XOIXirhsMI4xOyw9q70EEhgeB0DYtylLsYkCky80JaB/kM74F6OA2GQtbVWhmHeq2SywgZiT/NiDySQ+77HFEJvbOOF6lpWQMDhJ0r9++Rbe8QPBexXEeT7b75coMGd8Tjsh0HYLfYbd9h+3tNW5v/gX20kCjxLEjcLLtAGBkUsVLZwVgL+R5AsiaZMcBdiAOKIxM2gjlej/9ssf0Xv4SngpKzQd9MIptjAHKEvPlCv37JX6FFfdlsFAKoWUpEVmV4Br98CJNjAwYotdK2DsdMzzID3j36z+wWG3Qb9+j6ZagRxR0Mx4mjppIAwd4N+jvCNaAK+6vkrV6J0tEQJkOhhDYJ5onkZy6MoI4yXIIyXJmQgl9yMyR84BOOO2vdzStG4GMuA1XTQuQBciDKKgdd3QToH3jlWK94aDggJQPp8ko0skohxBccpV+qPP4DxE5O78b9w66BgEGHmEcgSDGkJGsbcGoCwNrDPowwDHgAJlMIlEV8oEh00xKM3MeUVXIwcAbC7YiBpIZud8xJjGPQGBj0CxWaJYX4LJVlgnD0gCGTF5Zq+4B2NvNe6hTARigADaUav8wFlSWsHWNZjZHVTfpYpy/FBnnjiMy3QJkG3TLSzx98QeUZY3bf/4dbreF296Ilqr3MEUP8k64u1YCKMOC2QLkVKE8AHDJorstOzSrDZrFUjzN4lL0o33IZ9y3RCoX6HGInOuy6VB3C1SzNQaoxmohmWuANMYI6hRrdRiGINOItgRZsYdvuxnKukE3X6KcrVC1MyyvXmCxvkTRzgFb6sjr40DOFB8m7t9IIwvYCvV8jY2xmC1WuF6s0G9vsL1+i357i3HYgasePPZwu+1e3i0E2MIhOAd4VRwrnJriWZTzNWbrCzTLFWwhJ9ZUA1R2QO5h8ifjVDj8wPngNqGsW1TdAs1ineQHLUopR2mNHwQwGRW8ESlHYwuYqoWtGhRVi+XmAt1sjvWTK3TLC1TtHO1qA1NUoKICDkZnMzLOE0e5ATMMyFaoZhuU7RLd6ik4eHFuHUWCz40Dgh8Q3E4HJZQmpoIX0W9C6GUWxhpUbavi2EvU7QLRL21aZsin2vcH1lVMPVvhoqjwxz/9Gf1vN+h3W4QwqG6r2yvIFQWsjpE3TY2iqFA0C9iqgS1rFGUNY60MWlgLshZQ14HE785fhIwzx72CLjPjLz/9JFY7+hjpBJr6akh9NwR4p3J8YUyjoEHFbjjwxHI9KskbFJVkPUVZwdgKZCyimr1smQcjviWS3AnvP34lfKnmhqxixtsbjMNOLrzB6dCDT6sWY20SS6rKErYoYKsOtqhgbKFj33q0J0JHU6Lgmzdvksaq9x4vX77E69evT/p5ZGR8iFevXt17W/oc75HoAWjqZWRkZJwYzJ9ekz2erkRGRkbGd4AcdDMyMjJOiM+WFzIyMjIyvixyppuRkZFxQuSgm5GRkXFC5KCbkZGRcULkoJuRkZFxQuSgm5GRkXFC5KCbkZGRcUL8B9QmgKkYJyo+AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#定义测试的dataset和dataloader\n",
"\n",
"#定义文件dataset\n",
"testing_dir1 = \"./data2/test/1/\" #上衣测试集地址\n",
"folder_dataset_test1 = torchvision.datasets.ImageFolder(root=testing_dir1)\n",
"\n",
"testing_dir2 = \"./data2/test/2/\" #上衣测试集地址\n",
"folder_dataset_test2 = torchvision.datasets.ImageFolder(root=testing_dir2)\n",
"\n",
"#定义图像dataset\n",
"transform_test = transforms.Compose([transforms.Resize((100,100)), \n",
" transforms.ToTensor()])\n",
"siamese_dataset_test = SiameseNetworkDataset(imageFolderDataset1=folder_dataset_test1,\n",
" imageFolderDataset2=folder_dataset_test2,\n",
" transform=transform_test,\n",
" should_invert=False)\n",
"\n",
"#定义图像dataloader\n",
"test_dataloader = DataLoader(siamese_dataset_test,\n",
" shuffle=True,\n",
" batch_size=1)\n",
"\n",
"\n",
"#生成对比图像\n",
"dataiter = iter(test_dataloader)\n",
"x0,_,_ = next(dataiter)\n",
"\n",
"for i in range(10):\n",
" _,x1,label2 = next(dataiter)\n",
" concatenated = torch.cat((x0,x1),0)\n",
"# output1,output2 = net(x0.cuda(),x1.cuda())\n",
" output1,output2 = net(x0,x1)\n",
" euclidean_distance = F.pairwise_distance(output1, output2)\n",
" imshow(torchvision.utils.make_grid(concatenated),'Dissimilarity: {:.2f}'.format(euclidean_distance.item()))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4031cb0a-6fec-4050-8a68-7479bd8e1a74",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "18a1a725-bff2-460a-a141-f40612ade747",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "886ba55b",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}