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@mzouink
Created January 24, 2018 21:18
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# One Shot Training / Siamese Network / Pytorch implimentation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## imports"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import torchvision\n",
"import torchvision.datasets as dset\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 torch\n",
"from torch.autograd import Variable\n",
"import PIL.ImageOps \n",
"import torch.nn as nn\n",
"from torch import optim\n",
"import torch.nn.functional as F"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Utility for show example later "
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def imshow(img,text=None,should_save=False):\n",
" npimg = img.numpy()\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)))\n",
" plt.show() \n",
"\n",
"def show_plot(iteration,loss):\n",
" plt.plot(iteration,loss)\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Configuration "
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"class Config():\n",
" training_dir = \"./data/faces/training/\"\n",
" testing_dir = \"./data/faces/testing/\"\n",
" train_batch_size = 64\n",
" train_number_epochs = 100\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prepare Data Tools"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"class SiameseNetworkDataset(Dataset):\n",
" \n",
" def __init__(self,imageFolderDataset,transform=None,should_invert=True):\n",
" self.imageFolderDataset = imageFolderDataset \n",
" self.transform = transform\n",
" self.should_invert = should_invert\n",
" \n",
" def __getitem__(self,index):\n",
" img0_tuple = random.choice(self.imageFolderDataset.imgs)\n",
" #we need to make sure approx 50% of images are in the same class\n",
" should_get_same_class = random.randint(0,1) \n",
" if should_get_same_class:\n",
" while True:\n",
" #keep looping till the same class image is found\n",
" img1_tuple = random.choice(self.imageFolderDataset.imgs) \n",
" if img0_tuple[1]==img1_tuple[1]:\n",
" break\n",
" else:\n",
" img1_tuple = random.choice(self.imageFolderDataset.imgs)\n",
"\n",
" img0 = Image.open(img0_tuple[0])\n",
" img1 = Image.open(img1_tuple[0])\n",
" img0 = img0.convert(\"L\")\n",
" img1 = img1.convert(\"L\")\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.imageFolderDataset.imgs)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"folder_dataset = dset.ImageFolder(root=Config.training_dir)\n"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ubuntu/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages/torchvision-0.2.0-py3.6.egg/torchvision/transforms/transforms.py:156: UserWarning: The use of the transforms.Scale transform is deprecated, please use transforms.Resize instead.\n"
]
}
],
"source": [
"\n",
"siamese_dataset = SiameseNetworkDataset(imageFolderDataset=folder_dataset,\n",
" transform=transforms.Compose([transforms.Scale((100,100)),\n",
" transforms.ToTensor()\n",
" ])\n",
" ,should_invert=False)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": false
},
"outputs": [
{
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fad89cc6128>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 1.]\n",
" [ 0.]\n",
" [ 0.]\n",
" [ 1.]\n",
" [ 0.]\n",
" [ 0.]\n",
" [ 0.]\n",
" [ 1.]]\n"
]
}
],
"source": [
"vis_dataloader = DataLoader(siamese_dataset,\n",
" shuffle=True,\n",
" num_workers=8,\n",
" batch_size=8)\n",
"dataiter = iter(vis_dataloader)\n",
"\n",
"\n",
"example_batch = next(dataiter)\n",
"concatenated = torch.cat((example_batch[0],example_batch[1]),0)\n",
"imshow(torchvision.utils.make_grid(concatenated))\n",
"print(example_batch[2].numpy())\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Siamese Network"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"class SiameseNetwork(nn.Module):\n",
" def __init__(self):\n",
" super(SiameseNetwork, self).__init__()\n",
" self.cnn1 = nn.Sequential(\n",
" nn.ReflectionPad2d(1),\n",
" nn.Conv2d(1, 4, kernel_size=3),\n",
" nn.ReLU(inplace=True),\n",
" nn.BatchNorm2d(4),\n",
" nn.Dropout2d(p=.2),\n",
" \n",
" nn.ReflectionPad2d(1),\n",
" nn.Conv2d(4, 8, kernel_size=3),\n",
" nn.ReLU(inplace=True),\n",
" nn.BatchNorm2d(8),\n",
" nn.Dropout2d(p=.2),\n",
"\n",
" nn.ReflectionPad2d(1),\n",
" nn.Conv2d(8, 8, kernel_size=3),\n",
" nn.ReLU(inplace=True),\n",
" nn.BatchNorm2d(8),\n",
" nn.Dropout2d(p=.2),\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, 5))\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"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cost Function"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"class ContrastiveLoss(torch.nn.Module):\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)\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",
"\n",
" return loss_contrastive"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"train_dataloader = DataLoader(siamese_dataset,\n",
" shuffle=True,\n",
" num_workers=8,\n",
" batch_size=Config.train_batch_size)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"net = SiameseNetwork().cuda()\n",
"criterion = ContrastiveLoss()\n",
"optimizer = optim.Adam(net.parameters(),lr = 0.0005 )"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"counter = []\n",
"loss_history = [] \n",
"iteration_number= 0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Training Model "
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch number 0\n",
" Current loss 1.7573989629745483\n",
"\n",
"Epoch number 1\n",
" Current loss 1.813751220703125\n",
"\n",
"Epoch number 2\n",
" Current loss 1.615679144859314\n",
"\n",
"Epoch number 3\n",
" Current loss 1.4537769556045532\n",
"\n",
"Epoch number 4\n",
" Current loss 1.120706558227539\n",
"\n",
"Epoch number 5\n",
" Current loss 1.2847620248794556\n",
"\n",
"Epoch number 6\n",
" Current loss 1.0555580854415894\n",
"\n",
"Epoch number 7\n",
" Current loss 1.2680801153182983\n",
"\n",
"Epoch number 8\n",
" Current loss 0.9701202511787415\n",
"\n",
"Epoch number 9\n",
" Current loss 0.9925374388694763\n",
"\n",
"Epoch number 10\n",
" Current loss 1.018547773361206\n",
"\n",
"Epoch number 11\n",
" Current loss 0.9072986841201782\n",
"\n",
"Epoch number 12\n",
" Current loss 0.9490220546722412\n",
"\n",
"Epoch number 13\n",
" Current loss 0.9007508754730225\n",
"\n",
"Epoch number 14\n",
" Current loss 0.6258705854415894\n",
"\n",
"Epoch number 15\n",
" Current loss 0.8252791166305542\n",
"\n",
"Epoch number 16\n",
" Current loss 0.7459219098091125\n",
"\n",
"Epoch number 17\n",
" Current loss 0.7783907651901245\n",
"\n",
"Epoch number 18\n",
" Current loss 0.9598121643066406\n",
"\n",
"Epoch number 19\n",
" Current loss 0.7957409620285034\n",
"\n",
"Epoch number 20\n",
" Current loss 1.18647038936615\n",
"\n",
"Epoch number 21\n",
" Current loss 0.6407759189605713\n",
"\n",
"Epoch number 22\n",
" Current loss 0.573138952255249\n",
"\n",
"Epoch number 23\n",
" Current loss 0.6646358370780945\n",
"\n",
"Epoch number 24\n",
" Current loss 0.7493578195571899\n",
"\n",
"Epoch number 25\n",
" Current loss 0.6986219882965088\n",
"\n",
"Epoch number 26\n",
" Current loss 0.505856990814209\n",
"\n",
"Epoch number 27\n",
" Current loss 0.6107650995254517\n",
"\n",
"Epoch number 28\n",
" Current loss 0.7138644456863403\n",
"\n",
"Epoch number 29\n",
" Current loss 0.6187591552734375\n",
"\n",
"Epoch number 30\n",
" Current loss 0.6698962450027466\n",
"\n",
"Epoch number 31\n",
" Current loss 0.472037136554718\n",
"\n",
"Epoch number 32\n",
" Current loss 0.6503499746322632\n",
"\n",
"Epoch number 33\n",
" Current loss 0.5578700304031372\n",
"\n",
"Epoch number 34\n",
" Current loss 0.6329283118247986\n",
"\n",
"Epoch number 35\n",
" Current loss 0.5725774765014648\n",
"\n",
"Epoch number 36\n",
" Current loss 0.47507402300834656\n",
"\n",
"Epoch number 37\n",
" Current loss 0.49098557233810425\n",
"\n",
"Epoch number 38\n",
" Current loss 0.39589107036590576\n",
"\n",
"Epoch number 39\n",
" Current loss 0.7377411127090454\n",
"\n",
"Epoch number 40\n",
" Current loss 0.41832029819488525\n",
"\n",
"Epoch number 41\n",
" Current loss 0.42270058393478394\n",
"\n",
"Epoch number 42\n",
" Current loss 0.4346460700035095\n",
"\n",
"Epoch number 43\n",
" Current loss 0.534950315952301\n",
"\n",
"Epoch number 44\n",
" Current loss 0.42348745465278625\n",
"\n",
"Epoch number 45\n",
" Current loss 0.5136644840240479\n",
"\n",
"Epoch number 46\n",
" Current loss 0.3584999740123749\n",
"\n",
"Epoch number 47\n",
" Current loss 0.41781070828437805\n",
"\n",
"Epoch number 48\n",
" Current loss 0.35890960693359375\n",
"\n",
"Epoch number 49\n",
" Current loss 0.5005220174789429\n",
"\n",
"Epoch number 50\n",
" Current loss 0.4233381748199463\n",
"\n",
"Epoch number 51\n",
" Current loss 0.3249828815460205\n",
"\n",
"Epoch number 52\n",
" Current loss 0.40767741203308105\n",
"\n",
"Epoch number 53\n",
" Current loss 0.44390779733657837\n",
"\n",
"Epoch number 54\n",
" Current loss 0.37853479385375977\n",
"\n",
"Epoch number 55\n",
" Current loss 0.42908674478530884\n",
"\n",
"Epoch number 56\n",
" Current loss 0.4920157492160797\n",
"\n",
"Epoch number 57\n",
" Current loss 0.4671299457550049\n",
"\n",
"Epoch number 58\n",
" Current loss 0.4428279399871826\n",
"\n",
"Epoch number 59\n",
" Current loss 0.4666616916656494\n",
"\n",
"Epoch number 60\n",
" Current loss 0.3028303384780884\n",
"\n",
"Epoch number 61\n",
" Current loss 0.3366515338420868\n",
"\n",
"Epoch number 62\n",
" Current loss 0.27059510350227356\n",
"\n",
"Epoch number 63\n",
" Current loss 0.27195608615875244\n",
"\n",
"Epoch number 64\n",
" Current loss 0.3344404399394989\n",
"\n",
"Epoch number 65\n",
" Current loss 0.3139851987361908\n",
"\n",
"Epoch number 66\n",
" Current loss 0.4088877737522125\n",
"\n",
"Epoch number 67\n",
" Current loss 0.37074780464172363\n",
"\n",
"Epoch number 68\n",
" Current loss 0.4198099970817566\n",
"\n",
"Epoch number 69\n",
" Current loss 0.38012611865997314\n",
"\n",
"Epoch number 70\n",
" Current loss 0.369284987449646\n",
"\n",
"Epoch number 71\n",
" Current loss 0.3782767355442047\n",
"\n",
"Epoch number 72\n",
" Current loss 0.26924455165863037\n",
"\n",
"Epoch number 73\n",
" Current loss 0.2813923954963684\n",
"\n",
"Epoch number 74\n",
" Current loss 0.2500767707824707\n",
"\n",
"Epoch number 75\n",
" Current loss 0.26409366726875305\n",
"\n",
"Epoch number 76\n",
" Current loss 0.38086333870887756\n",
"\n",
"Epoch number 77\n",
" Current loss 0.23415091633796692\n",
"\n",
"Epoch number 78\n",
" Current loss 0.2570899724960327\n",
"\n",
"Epoch number 79\n",
" Current loss 0.27549195289611816\n",
"\n",
"Epoch number 80\n",
" Current loss 0.32003793120384216\n",
"\n",
"Epoch number 81\n",
" Current loss 0.3262596130371094\n",
"\n",
"Epoch number 82\n",
" Current loss 0.3278014063835144\n",
"\n",
"Epoch number 83\n",
" Current loss 0.2558770477771759\n",
"\n",
"Epoch number 84\n",
" Current loss 0.23011092841625214\n",
"\n",
"Epoch number 85\n",
" Current loss 0.2672119140625\n",
"\n",
"Epoch number 86\n",
" Current loss 0.2691937983036041\n",
"\n",
"Epoch number 87\n",
" Current loss 0.33432337641716003\n",
"\n",
"Epoch number 88\n",
" Current loss 0.33729153871536255\n",
"\n",
"Epoch number 89\n",
" Current loss 0.2622520625591278\n",
"\n",
"Epoch number 90\n",
" Current loss 0.3545732796192169\n",
"\n",
"Epoch number 91\n",
" Current loss 0.23730646073818207\n",
"\n",
"Epoch number 92\n",
" Current loss 0.319919615983963\n",
"\n",
"Epoch number 93\n",
" Current loss 0.3615235686302185\n",
"\n",
"Epoch number 94\n",
" Current loss 0.2548863887786865\n",
"\n",
"Epoch number 95\n",
" Current loss 0.2894256114959717\n",
"\n",
"Epoch number 96\n",
" Current loss 0.2799983620643616\n",
"\n",
"Epoch number 97\n",
" Current loss 0.3418101370334625\n",
"\n",
"Epoch number 98\n",
" Current loss 0.3371603190898895\n",
"\n",
"Epoch number 99\n",
" Current loss 0.25755733251571655\n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fad89cc0898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for epoch in range(0,Config.train_number_epochs):\n",
" for i, data in enumerate(train_dataloader,0):\n",
" img0, img1 , label = data\n",
" img0, img1 , label = Variable(img0).cuda(), Variable(img1).cuda() , Variable(label).cuda()\n",
" output1,output2 = net(img0,img1)\n",
" optimizer.zero_grad()\n",
" loss_contrastive = criterion(output1,output2,label)\n",
" loss_contrastive.backward()\n",
" optimizer.step()\n",
" if i %20 == 0 :\n",
" print(\"Epoch number {}\\n Current loss {}\\n\".format(epoch,loss_contrastive.data[0]))\n",
" iteration_number +=10\n",
" counter.append(iteration_number)\n",
" loss_history.append(loss_contrastive.data[0])\n",
"show_plot(counter,loss_history)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ubuntu/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages/torchvision-0.2.0-py3.6.egg/torchvision/transforms/transforms.py:156: UserWarning: The use of the transforms.Scale transform is deprecated, please use transforms.Resize instead.\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fad89cc6358>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fad89da1860>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fad82d289b0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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KxWKMlVMsFk0D4TNrtZr9TRWXbaP4Nqq2MMh5zrZ3u10cOnQIALB7924zE/zxH/8xAOCee+5Bs9nE888/bw7C7/3e78X09DQefvhhfOhDH8JDDz2Ej33sY/iBH/gBzMzM4KGHHrLrf/Znf2bIfNeuXbYo33777ej1enjmmWeQTqdx2223GbLdv38/UqkUDhw4gO3bt2N0dDSy0P/xH/8x/v7v/x7f933fh1e84hX4+Z//eczPz2PXrl349Kc/DQC44447rF+50VxxxRXo9Xo4dOgQdu3aFWEZ3XTTTXjqqafw3HPP4aqrrsKb3vQmM3MoI0b7tdPp4Dd/8zdx//33484778T73vc+VCoVex+eO75jxw7s2LEDc3NzePTRR3H06FF0Oh1cc801uP7665FKpVAul/G3f/u3KJVK6HQ6kbgJjyhZByJdjo1LLrnEvufYYb1rtVqEKULtllz0bDZrc1KdqjqPOQfYvmw2a2OP3+kzaDLib/21EPMuk8nYhk9hxLeKxqbkcjlrD58/OTmJc+fOAYB90gTLtoVYN943osw8rbuvz4VIgugT+f9VuBBWq1X8+Z//Ob7ne74HX/rSl/C6170O3/iN34gXXngBrVYL+/btw7lz5/Dud78b7XYbd9xxB0ZGRsxO+xM/8RNot9t49atfjZGREZu0zz33HCqVCrZv324oneYN2t3L5bJtCFdddRWq1SqOHz+OK6+80n4H9Bfrl156CUB/Mj700EM4deoU9u7di0wmE9EeKGp2WlpaQq1Ww+rqKj796U9bGP/NN9+Mo0eP4vDhw3j3u99tE/m2227DW97ylmC/vec978H999+Pffv24Q1veAM+//nP26b5yU9+Erfccgs+85nP4NChQ3jXu96Fj3/84/iTP/kT/P7v/z4KhQLuuOMOrKys4Du+4ztw//3342Mf+xh+8Rd/EdlsFm9605v+2+81kfUt6w7R624OhCMr9W9F/IqadJfkde6sx48fx/HjxwFE+eC62/NvIgm1J/K7QqGAyclJAFGbtvczAGu7cTqdtjJXVlYMDWi7uZsTnSvHeGRkJGYb1PJpyySTAuijCq/1KL+XdslisWio7MyZM2bDnJ6etuexTkQs5Gn7Ph/EyeZC+OlPfxoPPvggdu7ciXe/+934tm/7NnS7XVuc9+7di8XFRZw4cQK/+Zu/iVQqheuuuw4/+7M/i6WlJZw4cQK/8Ru/AQB2PZVK4ciRI9i/fz+AtQV7//79mJubw9mzZ818w+dceeWVEXTP+6anp7F582a85S1vwVe/+lV86lOfwlvf+lYAa2j94MGDSKfT2Lt3r7X74MGDmJ6etnHxute9Dl/4whfw0z/90/jiF7+IdDqN66+/HgDwmte8BrfddhuAvvlqeXkZ+/btM+1Sc+B8/vOfB9DfyH7qp34KAPC+970Pe/bsiWxaq6urOHz4ML74xS+iUChg//79+MEf/EHs3r0bc3NzKBQK+P3f/330ej3s27cP9913H66++upYhLJHmaoRMh8MsDa3tm7dGokqBfrMH+Z6Onz4sG2k3DzpSFah85Lt5rjmGCVtWa/VajUbl+pf4PhutVrWl/wdKZS8n5o9NZTJyUmLvFVfF1F8vV6PxX80m02rE+eREjXok2JZQDx2gte0f/kcPvtiJPVy6Wf/k5KStKc+qRkQDijRa94TrS+72+3aS6bj9amnnrLBquqXDjB1qAL9l81rXOSKxaINJk02pmHOGrTBaxy86qAKOZz5bFWltb1ad2+aIZuG13xAULPZjKjDAMweDvQHKvuIQSS9Xs9SOnACU8U9c+YMPvvZz8beTyg4Tdt7voRd6lwOLUTKNfb367sPBZWFRL8LJTVTYHG++vqUGADwyCOP4P7778fnPvc5/PVf/3XECerNkCEnHSW0qSpAoegYDLUzlOhPx5uaj1KpFO666y5s3bo1FsRDEySwBp56vZ4575n4DugnM+Nz+H64eK+srNgYVMIAF+hSqWSBUjQf6fzPZrORoCa2y5tvFSRp3IluBARNvKZ9VavVDIDxeqVSsd9y7jzxxBM2j0OBiwqEQmlOMpmM9SHH0de+9jWrR+9lpiled4g+kUQ2qlSrVbztbW/D5OQkfuVXfuWCOfqJJHKxsu4WenVCeAkhw/M5Y7PZrO2uTEYWomABUfqSN90o+iCS0OROjHQFwkic6ptqG6qhKOojkmC9K5WKIWlGpWofhaiSIyMj9rtMJmO/ZR3z+XzENAD0FyLtQ/YBVfFcLmfoQlMls56DaGGKVELiU1SENBBFZfocHz6uEqLjvhwZ5FQe9P0g9dsnhRsfHze7unKrvWbF74fVOdQXmlpaEXuIwDDIDMpnU1Qzppa4vLwciWwF+uNqWKqFsbExGzucC8ViMaJxsY80URqfo2ZTaphqMtE5wfI1fUIoWRzvHx0djc0POqiBtXmoDutOp2PtUUSuNFAA2LZtm1kSKpVK7DmD5oQ+JxSncqGSOGMTSSSRRDa4rDtEP4xCFLLDAsMPY6jX60alVAciEQARhdo3NdeIOnK9DV4dp+Pj4xEkD0QRGnd/tZ0r0lbNgvfTodPr9SKRt14LKBQKhhBon1xdXTVEo7lFNGEUn6nIXhEH68F0zOVyOWI7ZNnpdBpnzpyJ+RL4O++HGIRMQgg2pBmoqK3eIx+1f+r7DWkOw+pwvnqG0LFS8TToL5SelqK+odDzQv4BLy+njYPa4skEACJ+EdqyQ5RaTWqm45N/Hzt2DJs3bwawhrRrtVosKAmIzgXvr+p0Oqbd8nm5XC4ytlg+29NsNoPBRixT34XSpZXezPK0/3ld7f3+PVcqFSMz6LrC+mjd1Qqh70XXqIuVdbfQU1R1oQzj0wNrHZHL5WwAHT161Jw3vKbOF5bfbreDjj1Ko9GILKysI1/yyMhILO+9592y3spfp1rI9ubzeRuAelqUtltNKUBf9VSnMb/jQGVyKO3DkHNSnVpq2mGZyt7RiGEmm9IBqv3n+8WbXvxGPcgR75M8+b7xi2CI9aS/U9OC/26QhMxTnlnkf6cLScjZ6ss/3/MHiW5m+rzQ4j+sPAUgKjSBTE5ORqJFgWi2R51TBB4zMzM2Rgl6yuVybOHT+inLRMGVZ+LQnKT9oMLUBNreTCYTAYOhDJIe2GkErZ7QpnOP4IwmnFKphKuvvhpAP9smzTg690IEE31miLhwoZKYbhJJJJFENrisO0TvEdUg9EYZhFi4w588edLQrKJqpSEC0bzPQFyjUB49d3BgTUs4d+5czPnGpEpaN92hG41GDIUqn5+IotVqRU6dUvUf6CMS79TSZzcaDesPRfkeySuCymQy1k6l2hGNsRyqo0SoIVTuEYtP4jSMR0wJ0TBVBmVfDGkElJCpbxCiD2mYIQmh+FA0s2qN2j8hDUX/77UJr32+HNPN+f4fSlTHd5vJZLBz584Iame7QlRijdTm2KRGqnRD1UDU1OcdvJrriaabQqGALVu2AIhqrxQdt1q21p3mIGqv1WrVNAY971ljW1gP3lOpVGzO0Ezc7XYN5ZdKJePpk2qq5jqdOzoOvBn5YiRB9IkkkkgiG1zWHaKnhBysej0UDKT2Qga71Ov1YOBJKGeL2u2901F/qwEharPj/UQChUJhYDt4TWmKFG9PVBSvz1HETcSifaBOJNpKNVqQyEezdirK9M5lDSpTRF+v1w0hqS3V96u2e1jk8yA79DBnrbfhax389yE5n91afxcagyHKZege1QwGUeuG1S10j47RYagvNAaVRhuy4fv7s9ks9u7dG9MqVdNR27ZqtPRnqYatOZxYTsiBrn4tn9dnaWnJKM9+rrBMzlNqttVq1VJSLC8v2/xRLZj15HMqlUqEuMDrSm2mtsL31G63LbCq0WiY5sAAs+Xl5VjEvc4ZHTv/nVw3626hZ2NCB3oPmujekXLq1CkLX9Z7VFXzEy+fzwc7WtkFHMAcAD4Skb/VaEDPkGHOeD7T8/k1ylU3IY3y8wuj5opXZ5OyIFinEH83FHKunGCKHr/GZ+ppQmquULPQoE1OP88nnsce2hSGMWgGOT61v4DBkbw6XrxjNbRYeiezv6fb7Qad1INMMoOeo+NfncshE1CorzV1R2jj8oyidDqNzZs3D+V26zUlJvi4DU0MRuHZCfzbz0ONRqcZ5fjx47aAKgNGF1Dew4X+7NmzVuZTTz1lqTk0YRr7gKYZ1pllcg5wrdm0aZPF6vCd7N692+6fnZ21OUlzjvaBxtroO/MHtV+MrLuFPpH/m9Lr9XD33Xfb/4fZiHWBHcQ+GfQMX/6g//Pa+TYCZSEB0cVUmRw6wUMLvX+GX5T9PSFEP6yuvDbMhxVicPjfetF6nm+hB9bou4n835J1v9C/nMnK74laFxYWTIXKZDKmOg1CKUDUJKIUrlAknJpE1PEacmD5cpQjHELVrVYrYl4Bogd9ewTH+lDLICool8uRKGNvctEFQlVPPocnArEPgXjaWS27VCqh1+tZWYqGaMpSNTy0ICqaUq2J5Ska5j16GIxPXqeHnSuq4731et2eQ67zFVdcYWr1Bz/4QWvnDTfcYP3CNrJumzZtsnuILDOZjKG2VqtlmwbHpTod1Xmpybe8g71cLhs6ZFtLpVIkUtQfNt/rrfG9+R50rBYKBftbzX96+Ac/QwfcDzO3ZbPZCKLn30Ti2g69X7n73kw2MjISi5a95JJLIhqx12A0AZlShjWPDhPa8YzgkydP2j008fR6PRsnrVYrNj+WlpZi5pXTp09j27ZtAICpqSmrE5211WrV4gvYLwsLCxEUH4qev1BZdwu9V2dDKqxKKrUWvMHAHmaiA2DH9AFRMw1FPfSqRvqAEDWP6IKuaQYoiv48914Xn16vN1QF5rNXV1dts8rn87HJzqAlIGqGUW99KG2Cn6Q8aJx9xedw0Gm+el1gfVi31mN5edkWN02Oxn4vlUqRE3r4qfZTrTf7ytdd0bn2f4g3rb9j2zhmJiYmbEFU0U2G9xDd6qbKBVJPQmKqYi1HMx2yrzTdciq1dtYBM2FWKhXrdy4KirA1EFDNgxrzoP0D9Me/TxzWarWCG8owZlJorOucCKV00M1bN24FQP5cCPV7KQuOi6WCK0qhUIiZLlOplJkmt27daosxF/JHHnnEsp+yT1dWVjA1NQWgP+59UrNUKhVj2c3NzdkzL7vsMgMEPGTnyJEjEdMP0H8PXMvUBKfv7UIlYd0kkkgiiWxwWXeInqJqeIihobs+d+bnn38eQN8ZS7RERoiWqTu+Jj6iqFNSzR8e3adSqcgpN0RMmj9az8/kd4oyVW1nG725J5vNRkLAvUO13W7HUjo0m82IhjIscZhqOGpG8dG0oXBtz5/2qE9NHUTNmzZtsnJWVlYMbemZoz4qUTUzfX/ab15jS6VS1lc6dlSL0sRYAHDixAls3boVXoiw9D3zXjV58bPRaEQ42z5cXk80Yrva7bb9btu2bca5JtLWCE9lhRF9Z7PZSLpgIBqXoX4IZYuxTp4xBUTTBChC90hc03SHNCo1B4WctRq1HhqPevasn8f+tCdqkOrI9W3sdDqmYWqKBPLxy+Wytf3JJ5+0exjZqn2hcQHKwwf641vTHLNOl156qZXDdYsnbxWLRavbwsKCtY3PuRhJEH0iiSSSyAaXdYfoh0X+KbVNU4geOXIEwNoh07pDq11QkYo/fd4nUgpxpTWqEYjmiwlR30LoXH0CyrwI5XFRh6U6a5XX6/uIzysUChHk630foXw/ntpJdMLva7VazHmmOU4UIYcYJ+zzhYWFiMblec+hqNpCoWBtUC3NH4Ch9+Tz+QjdUOMf2Cde21teXrYTkFQURXq2TLVajWlU+jtNk6uaKuvOMTE5OYkdO3YAADZv3mzvV/0h3rGqzkeNhlbHnc9L0+v1gomy2C86F1RD1PfM9upzfJSr9q86mnVs+KRmOi41Qld9T3oWMtBPKKjvx49bbTsllUqZT6her8cSoV155ZUxOvWBAwdM+9QzlyntdtvQO9ef8fFx02RPnjxpmqGuT/QLsH8WFhYiObR8bquLkXW30FPU+UnRjHI84ej48eOxpGVAdAD7l6yTLMR86fV6sQVYE5ipU0s73x8WrOwQ/k7NOe12O5JOAYgbox4gAAAgAElEQVQu2qpe6yLFMlXl9w63Vqtl9SkWi7FMfOS/axv1GhA/gjGUVVBVWOX8UpTBxGc3m00bvHrYs2cB6TXvaAwdih26Xx2DfH6Ip83ycrmcjScVOt40lkADZlhmyMyogEDLY7/QXHDZZZfZpC+VSrZg8Z0qs0iv6SaiJ57xml8gfKyAT2dQKBSCicFC2VDVDOM3M3XQasAa+08zwiqLR8vx71TjUGjeUHZOaFNNp9OxDKqsE9vDPtKzAXbv3g2gfxwk68ZjGzV9CedWuVw285Ru0tyUl5eXY7E209PTEXMR+0XTO3jz1cVIYrpJJJFEEtngsu4QvQ+tVnOAOkNorlHOKUVRjiIJLdtTxNTpqyf1qKrsnXCKHs6H+JWPrIjHU9F6vbXc80SRzWbTEGcoHazmAlf0rHUL5bxWExPrq4jHm7/K5XKM7qboQ81Kipp9eV6l96YqNV+FUsRqMiz2X6fTiaFD9hfQfyehM329WUl55yp6j6cwqsalfanjhX1E1b3RaNih4jxScPPmzWZOUAdj6KwCfXeK7lVz1HqzbbxHx7o3IeXz+di7V9OZmpBUfAIydeAqLZWidMSQmUURvWqn3mnsqcLeHKtxA6EoZJ1Tipr5Lnio+eLiojlMT548GRu3ShtWrYOO2ZmZmdi8UNMb76lUKhGn/v+LfPQJok8kkUQS2eCy7hC9d+joDru0tGSInpFlmlxIEZAGAfnDDUJBFYrwNbiGyGViYsKoaxpMRTtquVw2W5ye+s46ad0UDal2wHbTfqcJmBTde5pno9Gw70NOXUU8ioZCzjG1vfvnZLPZmNNKT6paXV2NJYvTdMje+cv7Q44yfX+8pmjWtyfkxFabtqJ3iubmURSpvh6KOuc5Dtju5eXlmCNTE8Ctrq5GoraBPorft28fgLUgnZGRkUikNceRjg1PiVXHarFYDDryFflS9Jqve8iRqxqTOkl1/Ib6XzUcHzClkbyq0YY0O84zHRshX47a+LWt50sN4aOzNTKcAWu7d+/Gtddea+XQycp7a7Va5DQpoD931ffBgCsGSRUKBXvPnMPVatV8WKVSKXgK14XKul3oKRpKfvToUesgdl4mk4mEVAPRQ7t1UVdzjI+s1EjQsbGxWGRsqVSyF66TmQ6hiYmJmLqsi5MusDqoQ3EBfPF60hT7QBlF6pBkH+iRgxTdxJQ54dkYqtLraVEsW5lH6jAOma8o7XY7ksqBZXMgKzMplCQsxOjRMcLvK5WKbbS6GbE+zWYzdlKPmlzYpzqxVLQPlP0DRMcg+6Jer0fKZp0uv/xyAP1UC+TShxhDCjYoalbSZHg67nwbQwwmn27AmzG1r9VxqvPHL9CeHcdPBW56HoSvkwIUdeB6pps6udmnS0tL5vzUzXIQ447l6Cakbeennt0A9E0v5L+fOHEi5sSu1Wq2WHPBr1QqtmbNz89bjAafeeLECZsXrLcepK4svVBE8suVxHSTSCKJJLLBZd0heu8U6fV6mJ2dBdCPeFVUyE9PndLoU1VXVXX3VKWRkRHbhRWdUyqViqlddNJMTExYHmx1oITyq4QcwSG+vqriRFOlUsme02w2rQ/42Wg0DP0T2SiCVWSjcQE+ylLVZlW72RfqUFN6pKJZdfbyOURe1Eqq1arVd2lpyVCQoqlhKr0i21B6YZpWNI+LItJQf2heoWFOr3K5bJHYejrZsIhg5XYT0e/cuTMS0UoJnYOgqNj3r9cGQvlkQmZKHQc+erterw/lonukznJ8H/jx7R2ioXTh/nwCj/j1PWu0uCL+EB0xFBkeypNEUVOT8vZJuTxx4oSNAz0D10d5Z7NZWzfm5uZsbG7fvt3uOXHiBICoxsuo6GPHjkW0zYuVdbfQ+0nWarUimd78S1Tbqy7uOli8+URVenb81q1brfO3bNlii7nyo8l31WAVZc34QRsKJtFBpbm3QxzwEN9bf6NMHC6WythRz30o/D/EGtCFxKumOsGVr0/hIeHaBzph+B5HRkbsvrm5uVhStEwmM9Q+rZNd3z19Gnq026BYBP8u9F1pemJK6PsQdztUdqVSsaRbTJ6l/GjP8AKiG7HWQRk2fI5mJvXnBYSC2LxJJLRA+zQDCkA0GCwEakIBU1rPEB9cF3L1GaiPwN/L342Pjwe/1770G3o6nY6AEW8i0v7XMULz7a5duyze4ujRo1Y2zXF8T2fPnsUVV1xhbeCBSAQ9wBqQ0oBCNb0RvHGOX4wkpptEEkkkkQ0u6w7RK1caiIbIA4iZQjqdTgx9AFEOrTdBlEolQ1hE8Zdccont1uPj44bo1USgXHiti/87FMKtmkgI5egBxN5R7E0NXs3sdDqRlLhAHzEo60PNCHxeyJSh2oaqxmyPT1eg0bBarxBfn320vLwcYSaxLD1QOWTSomiUJrUrjbYl8imVSpG6DWNfKXL0pg5gbez0ems592myUhSpZkReHx8fN5VfGTK+/zWKVdGsfnrTjiZM03eqbfCapmpuimaVB+/nmcZlhLRkfU7IaThofvh7dbyohBKyhVKDhyLd/XXWQZ8TOu3L94Gmlt69e7dF53Pczc7OGquKppddu3YZit+zZw9eeOEFAGvjZH5+3hA716RarWZaQj6ft+fTtHwxkiD6RBJJJJENLusO0XvqlOYRUQTm6V++DM1doegRAHbs2BFB8kAfGdK2OzIyYjt3iCccQjODEIuP4lPbn6IxpZ6FeOehHB1aptqlgShFq91u29+DtAR+sszQSVeKilUzUF+C1xz0b9ZN+2X79u2G0IiMQqml1WegdEaNROT3jD7Vk7lCvhzN7aPORZ9/SOuWyWRiY0PbqJRKOtDHxsasLzVa1ucQUu68nug0KBIbiL4TLVPpxyEJoWnWQymX6pTVsrym6v1iLFd/F4p69/UJaZd6vdvtRiif/jmDKJXe9+d9BqGIY+9D0TImJiZMSyOffn5+3nxkiuI5djTlMO/RhGpK5eZcUS1NqZYXKutuofdmAF189CXqJPCn93h2AicZHSVbtmyJMWi0czXdgdbDL8CqwurzQwEf5xOduCHHacicoPd6NV8DojSMOqReD+LZs066ePjJ2mq1IoucTwXgj2gE+guKZuSbmZkBsJao7vTp0/ZbzQqpSdj4fkLOQJputG7qSA7FWChLIvTO2K5KpWIOfB137CNe0yP+NCuobp6c9OrsDpkbQkFhocA4NcmoWcnPn0HjVh28FB1PPnGb1oPl6qeCo9A9ukmpaD09i0jNh9ovoY0v5CwfZK70JjxlUml9dXMmSCS3/vTp05ZbnuUdP37cxkutVrNxpsBLHbNA/92FzHn+dxciiekmkUQSSWSDy7pD9CF+rpo3PAJYXV2NRZYp+sjlcqZ+0tkxNTUVQfJAH6kRBWkCp0HIl88JqcD6+2GOJ0Uig8oI/S5UD4+mgCga82gthMQULSnqU8TuE6plMpmISulTAWvdQu9UTWs0dSwtLVk9NYGY53sDUVOIR0s6XlTLU6TsHW5aju9jAKYJsnw+j88kStcc6ZqagKLxBXoilqLvYam0lY6rlEof7ezHV0i881+vqXkkpOmETDdqRhkWkxBKLujNPSFE700pGsUdqluoHN/XXtPV84RDGm8ulzONjRrp2NiYmYTZhv3799vZs6Ojo7FUJXpqlJouuS6pNj5Mqz+fJIg+kUQSSWSDy7pF9IosibSLxaLtekSRaktTNKMBB5qPBujvrNwx9TN0wIOiAm+zVglFJSpiHBSRRwkhcv0uhMxCZWpwh2o4RH1qY/doS5F2KBGap9ixDaEgLEVDSpXltVDwDZ2c6khW1MW/R0dHY+3xwV6sQ8gnodd8f2ueJBVSb7UPWIelpaXIiUJAf6wqYcDT9zSi2x/eou1WGZTLRv/2iepCmqT2ldJ9VVvQQ1X43TDtQDWmkIQc+aolDMrD4zUYrUfI4a/z0NvY/bXQmFDNzvskdDwB8fN/R0dHcfz4cQBrdvtKpWLvfm5ubijVVR35IcrufwfRr7uF3jem1+tFeOuh4+Aooag2TTxGp4ie3qMZ+3Sj8OpsiGHjF3I/KEPmltCi7P8OqZkUHeihMkMDWaNT1RnlHauqaqvjKRTHoAwkNQv5tqsZTRcXLZvPpDN8cnLSWAk6STUUnM9Us5Fnj/jkdqHN1EdEDhI1C3FiqxpOMKLjSqOmPUjQDXJQtHLIuRkyNenm7plhIYenH98hlhcl5FhV4BEaGxQ97DxUZugefU5IdDyFFncdT+czvw5rzyASiM4jlk8QsGPHDuPJUzqdjo3rF154IZZbXjPC6pql6U1Cp2NdqCSmm0QSSSSRDS7rFtErOgshgJDqGaKFKVWSpoFCoRAzzXgkMSzKT+8dlFtD6zro+5DpJoSwBnGLQ4gkVI4inmF9qTTBkOkm5NAEomfk+nehp0GpxqSnM/E5esIOqWSKmvXMWZ8gS68N6leP3lUbVLSkDjKKapL8LSN5U6mUaYuKYNUZ69FlKG2vmrT0dDIdb/49sz9ZZsjpG7pnmIaZTq9FdGufhZDtMO3VJxvz7yc0f7wm4+vRaDRijmY1pXrt11/T+g8yF/m6h/pAz2Hg+rJjxw7LV3/48GGrGxF9JpOxPElKMPF9oIkCT506Ze2jOfNiJEH0iSSSSCIbXNYtoucup44JzRapTqKQLVNzX3BH1bSw3M2H5ezwEkJLw1D3+Zyoig5DzxzktA1R0ijqmBvmiORvBtXNO/lYtkfFg2yvKt4RqWhW/Qeai4iIhgio1WqZRqbIRpGep6EpAlNbtqIyj+oGRR+yzFqtZuXoIRN0wipFjmWpY1yRfShakxJ6z4N8MZ7WqH+rszv0LEW2ir59OToPX65dX9ugkcuhgCh9zjBtXduj0dm8pucWD7Np6/m6qVQqlpZZ6660Xg2w8z6WQqFgY5QZK0mtZBv0IBxe85Tk1dVVK3NkZCQ2fy5G1t1C7xkt+XzeJsygRFyhgcrv1XTDlzkokjSk5g9TlX09QhuOF88+8Px2ryKznBBjQsv0m0KIBeTb4dvg1Vm/cKrjaFAErd9cdHCHHF3ZbNber5oyuNDz3mq1Gkk9wA1A7+XCq2MotNmF0knoIklgoJGIrK8eG0gpFotWX03noO31+eN1jLFPNfWCOlZDDk8Nm1cHrE/cpvcM4qf7BS2dTsdiCdR0xv/7Tz9X1HEaMtMocNDFOeSo5++WlpZiDk1NZdHtdi1ehuPh7Nmz9lsFGNycAcQ48Y1GI2hu0/XHj1s9nYzlnT171ogFi4uLsYhuPX1MyREsR9eqUGqOlyuJ6SaRRBJJZIPLukP0Pvoxm83GTlQCMFQ9y+fzkfMX9WBhIJz3RHfrQXQs7xgK8Z/1b0VbFDU1qXkkVI7eE+J+D3M8qTPpfA5e/yyKP8RCTS4sR5FfyMGlh5nrWauh/lLnI8vhu1tdXTWziKIpVYF9nh3vPNR2sD6KrIBo3AUPlgDW0H0mk7FUtKxvrVazSGs9jYtaR7PZjNFBi8Wilcl7xsbGIoif/aLvgWar0GHx4+Pjdn1Yjho1GaoJQ89e9iasRqNhDmcd99qnXkvWhHcadc15nEql7J2q9qsH6vjzhhcWFrBz504AMM76/Py89dXy8rId7sJ6nD59OpZYr1gsYu/evQCiB+HwPV5yySV49tlnAURNRHoamjpZ2X/sI46d3bt323jJZDLWXj4nk1k7E1u1MD6zXq+bJjssTuF8su4W+pANki+53W4PZRVQlBMf+l4XpBAnXhcaSiaTiXH8PdNgmO08xLcfJN7c4Bd3z4n35bOM8y3qfrPTftGQ9lC+c+0rfWehhFLeNqtpBtSsoSwGTXrGT44DTW2gmTV9nnK/0Ic2d3+t0+nYxAqJ5qvnpF5ZWbGJrQu6mkL8EYx6choPjC4UCrZ4KBtDTY5c3A4ePGhtYB9MT0/b8Xbqc2C/sJyxsbHIaUZ6ZCWfEzqcetg4CI11NU9lMhnLsX7zzTcD6C/eR44csX4Foucx6HxifTqdjpXDunlzDxdOvkdl7nFTvfTSS80Usry8jEceeQQAjAc/PT2NkydPAlhLnVKtVu3ayMgIdu3aZXVm2dxk/uM//gNAfyxrtk3Wk4t/KAhO+1NPIktSICSSSCKJJDJQ1h2i90ghlVpLIRpKnOQj9vjJ31UqlYg6zXs8oh/ETAmlc1VEGELdITNLiIMckmFcZcogdsuFyKD26vchzvwwjWpQTEPIPBIKt1enk3+n2WzW0HCIX91sNmN9rearQSYvX8dMJmORjirqcCYapvq9sLBgOfA51vSELmVOEG1+/dd/vdXjmmuuAdBH1IrufJ7yVCplSJDfLS4umjnh2LFjpvXQbKTzh6KRxe12O3Zy2vT0tJXD+i4tLeGmm26yMqmNsA9mZmYiZif2Adtz4sQJ649v+qZvAtBHz9SE+Lt8Ph9xnHqzXqPRiMVY9Hpr8R/tdjvCfOIn3x/f7d69e02Defrpp82Mo/Xx46BQKNj7ff75560PXvWqVwHon63A/mBbjx07FmTPaWI+io5BtWj4mJ+LkQTRJ5JIIolscFl3iJ6i9iruomrrpOjuxx2v2WxGHFw+AlHt14OiBkMUSeX6AtG0sFrGMG69L5MSoisO0gKGIdIQah32e1/fEIof5qQe1G+ha2qr1/erTlr+31PovP3SR416njfvUeohZZi/ZMuWLdixYwcGiVJiidpyuZwheiLtTCZj34+NjUXGDADcfffdhrr1JDDtVx/jUSwWjRJIyt7S0pIh2NXV1dj80DZqojKWWS6XDdnSvjwzM2PlKwFifn4eAHDLLbcY8iUy3blzp+UACtEEH3/8cbz97W+P3NNoNPC6170OwJoGcvbs2Uj6ZtVcgOjhHZR0Oh1xWHpH/unTp03bIHK//vrrIyeSccz8y7/8CwBg3759Vj77vFKp4PLLL7drTz/9NADg85//PADgO77jO2zdYV8cOnQoeLKaInZtBxCN+VBfDz8vRtbdQu8XhW63a06v+fn52KDVe/jZbrftxY+MjMQWH5+MjJ/nM8N4FVgnZijwJCT67EGL7bB+0d+E7g85egcxgkJ8fe84BcIHTev/hwV9qWlNOd66eYS4936R85kDvXNNJ7/WR9+Jr4c+m+Xs2bMnwj7xfdBqtSwnPRfBEN9bzzRIp9P2W4bGP/jgg+aUDAU/aX+GQuB5utFzzz1nLKFNmzbFctwrwyyUvK7Vatn9NCGNjo7a4kSn71133YX3ve99APoL6GWXXQZgbQE+e/asmS0oan6an5+3IKIHHngAQH9D0bkN9NMIaL/REcrAo8cff9zaw+9yuVzkLAlNPcF+YT01nzzLufXWW3Hs2DEAa+agkydPWh9xI52YmLC6TU9P4+qrr4700fHjx3HllVdG6vbUU0/Zu6hUKlYPLtqh9A0+yE1JCBcriekmkUQSSWSDy7pD9CEzgeaMJ0IIRaeqQ4eOFN4LRFMSD0tGdj70rAhUvx9m4gjdo9GE+n2onGERnoPMPXpvCDX754QoiPq9RjJqHYbdA8RpYR65ei3NJ5hjeVoPfZe8148Df21YzAIR/cTExHm1Ij6bVMbV1VXrf6KvcrkcMbMQufEEos997nNmBpiengbQV9NDqQTUJEUE/K3f+q0A+ij8M5/5DIB+2L03a6ijUvngNL2srq5aIq5XvvKVAPr9T2RKtF8ul/Ht3/7tAPoIlpRQtufw4cM4dOgQgDVaY7vdNsfpHXfcYbRI1qNcLlvd2Bfbtm2LjAOiciL+2dlZO5Sbz1EOv6bN1mhkvt8TJ04AAL7whS/YM7vdLp555hkAa0icvwcQiYfgulIoFLBlyxZ7JgB86Utfsu+pvTz++ONWTj6fj53QpvRiHd/qhKYmN+ig95cjCaJPJJFEEtngsu4QvU89qnbwYrEYS8Kv6It/T05OmmMJQMxmp6lzFQGFEpyF7L0hFB/K9eH/poSCiUIain6GKJv66e3kXhsYppmEDt/wEbxA1E4eCtryuUD88yhKk1UNJ+SQ1joosvWnM4WCtbyGEXKC+3d69uxZs6mqaD28Pd7/DfQdsBxv6gwkem+1WvjoRz8KYA39XX755YaAp6amDC1rUitqEyzv1ltvxb/+678C6NuAvY+r2Wya81OjWKnpNptNvPTSSwDWApDGxsbMRk9K5YEDBwzFNxoNC3TS826JPPUcX00X/qlPfQrAmuZQLpftfs7Xcrkcme+0jxPRr6ysxPpffT5Ka1W6JzUhvucnnnjCNBCNOCai7/XWcjQpkqbGpjloqFlUq1V8+tOfBgC86U1vAgDccMMNFmTFNui70EN4dE6oY5bP1Nw8FyrrbqGnhBbNqakpe2FUp6rVaiy8+YorrrAJVa/XI+wIoP+yODA44DVaU1/iMNOMRv4p6yN0so2KluMz0w1a8IexbkKbjHfoeCerT6vAz5AJaVisgTr7QikFNJJUJ6OmsPDqrGYJHJRUjouSluNZUZ7xE0ruxe850WdnZy2xlYqeAsSFU+vIa1wcJiYmgg52Oiyr1apx4sneOHbsmJkWLr/8crz+9a8HAAv5bzQasYW8Wq2aGWbHjh2xvtQTivyCz7ozGvQv/uIvAAC33347dv1X1CcXp4MHD1rds9msbQ4s+/rrr7eNQNvLvmy32+bwZDlTU1NWJ7J8ms2mOVYXFhYsYvXhhx8G0HeWs485nxcXF4PZbNUhzTWAphUu6ADw7LPP4rnnnot8n8vlbAHXBHsKENXxDvTNWGzjU089BQC45557rA/f//732xzQw+R90j+dez6Z3MVKYrpJJJFEEtngsm4RvaIC5fwSjVHF1R2PKP6yyy6z3b5er9tvFc0SEXK3npiYiOSt94g+lPZXzQkhZKoIOZTLW//WdoechiEnagixq0NHUYEvc5BzWZ9DtKZah+8D7yQNOTKJ2ohiNP5AI1oVrfK3mhtGTTwhk5Am6mL/hPKDhMxb/HtlZcUocCqajExzLwF9DZFOS9IOL7vsMlO15+bm7H4+Z2FhIZbjZ2VlxcbJwYMHrfxXvOIVAPrmDbbxxRdfBAD84z/+oyFpPY2IdZyfn4+lNs5kMpEITn5P5PnAAw8YD5xoVZOnqRZNbWN6ejoW26CaG9DXFADgD//wDwH0ET1jFmhG6XQ6Vs7c3BxmZ2cBRA+W57NZx8ceewyvec1rAPSdrewbitadGsbk5KQh9ssuu8w0mH/4h3+w56imyr4I5SLi59TUlJm0aKa65ZZbIuPfJ9bTvPZKD9dn8/ka03ChkiD6RBJJJJENLusW0YdohEA0cAXoozYGsCjtStGjz32RSqXsfk13S3RfKpViuVSANQSnyEXthd5GrxFuRE16FqgiZN3VPToPORGBKCoPaQEhRB8qc5AfwtcjROMMZdzTv/VghUE0TU+v1Jw5eugMJZTFVJ+pz1HNLORj8c9WBKVCX476AogIW60WXv3qVwMA3vGOdwDoo80HH3wQAPDP//zPdv/1118PoI/OfGBWLpeLHMhClEsb+pYtW+yZ1DrUEfnkk0/acxhQ9eyzz5q2oZQ92qw19S5/NzIyEvOBVKtVoyOurKzg0ksvBbBGixwdHbXytc91LuzZswfAWtbPhYUFs4mzLw4ePGht0/xGc3NzAPrjln1IJ/bevXvx/PPPA+jPV7aHfZXNZm28UcsqFosWvLaysmJryFVXXQWgr9346OxUKhXJVKknS/F5fDa1rJMnT1q645WVFRvH6sT2Gq06/FWTDQXyvVxZtwu9TkBlU/iFamRkxDz2HNz5fN7MNfV6PbZoK0dW08fy+5WVFVucNLGUT42rppt8Ph87RahYLNqE4qeGnAOI8cFDKRcGmSpCql5osQyJjzSlDOPrh5KbKWsgxKnXBVojY0Pf67v1G4k6dfXvEOtGTU666PsNUyNaNdI2dJIP30+tVrP3G0o5zIk+OjpqTtJ6vR7L469OOG2DMkU0VQAAnDlzxpyWp0+ftnaRz61OSTW36QIP9Bc7Mnq63a4tkmSHTE9Pm1mE72FhYcFMSMePHzczgqZ09iBA32MulzPzCOs7NjZmTktuGHv27DFH79zcXCy/fqVSiZAqgP7m+dhjjwHob8gsS8cYTS78rlQqReaPpktgH9G8pembKd1u1zYkPVeAGxfH4NatWy2tgoJBnVOevKFxJHokJfvtYiQx3SSSSCKJbHBZd4g+5DTUnZS7OVF5oVAwB4ue26mJonxSIDXN6PPUGagnvABRSprS1PRgBkUvQPQsUaKD8fHxyCk3/mzUdDodSeLGckMJwdS84el9hULB0JAiRc2rMiwCV3PyqCoeMv1ozIOnUmo5vNZsNiOqqzcRaZ4YdcCGtCt9jneGa2SsUlm13l4D0RTJKmp+4phQ5y9zsZBHvX//fkOmmnhP6bjePKLmNk1QxntOnz5t97AO27ZtM432Va96lTkDaYooFosxk+LExESkPryf95w6dcpMD1/4whcA9E0aSltlf+lJcN50o9peNpu1Z5Jj/u///u/Yv38/AFhk6v79+3HDDTcAAB555BGjUVNzKJVK1gc0baVSKasvf6PvJ51Ox06Z63a7ZgFot9s2P/WMYh+Fr/M9nV47V1efx/lMbe7UqVP2O0ZSax/p+Ff6rx5aQ41hEF375ci6W+i96EKsnctOmZiYMHWJg89PEp1cQP+Fea6t2srS6bS9MA4wXUwpzWbT1Mdms2mDgM+r1Wo2ITlgl5eXzUZZqVSs7sr48RnuPF+fZeqz9ag7oL9Ykqe9uroayzmui49uhDqYPBtA1Uyto5q5fN31ft1IdZPxG04mkxl6kLTmmQ9lohyWGVD/1iRRfN/j4+PBCRU65Fptp3wntMsfOXLEFo+xsbHIUXhAf9LzOVwA9HSler0e65dUKmUggIuyZsacmpqKBQdOTk7GMlpqLEAmk4n4poD+IqfBPUCfMUOO/9LSUqyPdRMNheq3222bA/RnvPTSS9Yesm8KhSkeCZcAACAASURBVIL169TUlI1rZQx5kKYBUZrJMjQG+Tx/Cp1nZ+Xz+VjGUW3b+Pi4mbfo20in0/i3f/s3AGtmli1btljGzOeee876UM8L8GNZTaq5XM7aFsph/3IlMd0kkkgiiWxwWbeIPoSqut1uLMHPpk2bIgwC/k7VVe7I3LW5mwKD0Szv4S6qee1ZB+X112q1YIoEzxLS3Ne9Xi+SsA0Io2Y1mXQ6HasTTTOLi4vWJo3cYz2r1WoQNesJSL497XY75uXXQ9dDTt9WqxVLTaBoSc0oitC8+UTrRgTmx4NnQIXGSyqVipgOfKqFdHrtIHBGSo6MjAzlK4fiKTRvuobs851WKhXT9tRc480w2WzW+jKXy5mWx/egrBx+l81mra+q1aqZYUKsJp8+hGWyDzmupqam8NWvfhUA8Na3vhVAn+jwta99ze7zKUSKxWLMga5mTY12PnPmDIA+sv/4xz8OYI0NMzk5ab/bvHmz9Q01DDXDaPIyHW8hjVjHPftCzZQUjjc1eel5Fvy+VCpZv3MMraysmDOXSeE6nY79/fDDD5vDm+8vpLmpabLT6ZiJidrNxUiC6BNJJJFENrisO0TvnbGe783vuSNqoh+lOqo913OxFxcX7W+iJXV6VKtVQ8u0qW7dutVsbYqqFBWzTKV2ekeL0uby+byhE0Vtng7X7XYjNmLviFRaIxFltVo1NNRsNmOJoDT3i9oqtQ9pYybiV+5wyM6tfgq13YZ+y7ppe9X2zfdKO+j8/HzEIeoRZa/Xi6A1Plu1o1DiN81Nw2vDnLGK6FVb4zWWMzMzE3EAEpVRc6hUKhEfCtAflxr1STsvx4bawTV+IxRPwTaE8gYpwtUUvvzdsWPHcOONNwLon20L9J2lekIVRZOsqQORdQg5y+mTKJfLdsLUP/7jPwLoj4HrrrvOyuY4YBvz+XxwPLE/dC7os9UXx/JUK1X6Jr9nv+s9g7RstouUS9JXa7WavXPl8+vBI6rdUkIUbqVlX6isu4XesxN8hke+CHVietU/m81GQrjJceb3mzdvjhxUTdFF0Oe0LhQKtogxqGJmZsYm6ezsrC3gnOyVSsXKZMDHyZMnbdCNj4/bIKDDRRknHAxaHw120WyB3jzlHXB+c+j1ejEGk5o3er2elaknG/nEYOqAVTONmj94TRc+HfC+TGBtcaPTcW5uLhjwRlEzmT5XnYahJG7qJAeiDlEVneB+s1PzIDfFnTt32vezs7PG3+bY0NzmNEtUKhVr49TUVCwNQSjGwrPS9NBvoD82QucBUNQ8x3zxV111Fb75m78ZQJ8Zw/7R5IDsS9ZNM1Hys9lsRurp40yazaaljHjta18LoB9cxg3w+uuvj5lPLrnkktgaoWMwl8vFgF2IyeZPANPYF/av31C63bWjETudjpXJvpifn7f3SxbQwsKCsQKvvvpqPPnkkwCi60poLCtQIuhM8tEnkkgiiSQyUNYdoh/kdAOiOy+RfSaTialDuVzOzA6Kqlm2niMbQpbVatW0AD6/UqlYAidSwdQJ1+12LWqR5pNsNmsqHNVw5Zpv3rzZUK7y3z3fO5VKWds0CZL+zpsystmslZ3L5WKcbHVYE8VUKhW7p1gsBp14ITOAqsCsB1GVnr5EpKaJtFRbCaV6UIoika/2h2owoVBy7Z9hSc80DYDXhtg2Cu/RctjvvHd0dNSe/8wzz5gJgnVQvr6iXmoEGp2q7RqWeiKXy1mdQhqxH/OsB8crx+i9995rHHVqouPj44b+1VSkDmMf7awovt1uxxBwoVAwhKzJ4HgqUyaTsVQLWnc//tU8qBz0UOoCpWYquvdR8yEabS6Xi2jEmtMfAM6dO2e59vUsY46tm2++2eIsaN4tl8vmQGcKl9HRUUvM9uSTT1q/8z1djCSIPpFEEklkg8u6Q/QhOyp3zNHRUbNpc5drt9uxKMpisRiJPvUITKlTal/m/ZOTk4YwNABJaVa8l99v2bLF6qa2Q6JlPnvbtm0Rip23QYboe91uN2IvZ3+oPd1TAmdmZiK5PIgG+DuN8iMl7OjRo9avO3fujB3oksvlIrlY2FZFl2wnkXi327Vn6mEZ9Elov4dskERNIyMj9mzVZNQe652xWk+1uWrwDOtJ9KyJ6lRUo/LIWB1zqjXw3S8tLZm2p+QB3558Pm/3bNq0yfpdtbBQhC3vaTQaEWe6F++Q5zW27eu+7usA9M9/Jb3ymmuuAYBI/p9qtWr1UGqoj5bVtvV6PesDOmMnJiasP4iA77zzTvPLPPHEExbpqzl1NLW4f7bPF+RFtQGl6A4LRgo5Y7vdbvAwE9ad5XW7XZt7u3btMqc8Efutt96K2267ze4H+n3Kfr/sssvwkY98BAAi0b8XKutuoffqu07azZs328vVSebzpmez2Yiq5kPW9be6uOgL9cd7ra6u2gvjtXq9Hlk0QukMfPjzxMRExFzkeeC6aPBTF+VQmgGNFOVg2b59u/3u5MmTkQRcLIfXaFKZm5uLmAbYbzRZFQqFoVGu2u9qlvDmOHWeadItipqDQgc8q1pNUQehmpVUpeffyrTheOKCr9x7lVC0LUXD/5X/z01q9+7ddoIRD+Ku1WrWNmVYaIS0j0wO8cF9hGfIpBUy92iCM97/xBNPAOhv/GSYcSFOp9NmglAmDxc0jZZVURIA28lyGo2G/c2Nf2xsDLfeeiuAvkOaJ0sx8dqzzz5rZAjNSKnt9qkYFEx4phnvCSWyo/AeDyBYd947PT1t/aWAio7+mZmZWCT8jTfeaKZg3vPEE09YZs3bb7/d+uPRRx8dWMfzSWK6SSSRRBLZ4LLuEL1HTM1m05DRxMSEoWY6M9Q5oyl/uauXSiVDC+S4KtJT55Wq+crRBeJnlvpr6ogclvdeHWaFQiFWVq/XiyEwz0/3SA9YQ6Sa4I0IoVwum6ON5WSzWfteqWWqObDfqCWkUim7h596gle3241Eg7JMTxf1fOIQEvSaQzabjUQme0qmOvvUeawal+YNB/oqt9eotH9VQumDKZoKW80J7IsbbrgBX/7yl+2ZrA/bwL7s9XoRfrx3rGrd1HSmbfQpfL2Jgr8jCl1dXbVUwbzniiuusHfOe+v1eiQSm3OJfbp58+bIaVRA1MzVbrctyRs1yVKpZO3l+JyZmTEz2tatW+3c3IceeghA/3xdJpBj3phLL73UTK0hmq2+z5BW02g0YpqQIn7VEEkImJ2dtT5knv1KpRIjMCh54tSpU+Zc1vbyHiZCe+SRR+wMgr1791riN1JdL0YSRJ9IIokkssFl3SF671BT2pyioGHRgIrogehJQEA0v4RSrJSW51Gdp+rxU0+oColGbrJ9ai/0hw5ou3jv6upqxLnjnZeDDrEgMtJAHM2axzbpwRXDcq3UarXgKVqqefiAKaW2qRalWlgo0tdTJNVJqplEQ9Gi/FTqZqVSibVH7bI6XkLnzNKOyjLYX+wXXtfUt+qoJCojXfHqq682u7NS/jQC2p/Bqv2iY1ADe7ymk06nTdtTBMucK3Nzc9ZebSPrQQfq888/b3WvVqvmwGfZN998s6Fq3ruyshKZe7S3UwPUwz84Vq+99lqjGW7bts3GJlMX1+t161eeJ9toNCKUZZal5xJTVDPzeZv0e9XGqcnMz89bnh6N3tbyvf9M3+ns7Kyhf814yXfJMTQ9PR2Jmqa9PnTy2cuVdbfQ+wRYqnouLy/bwNEF0TNofHpSn7wr5PDU0PcQ51pNKlQ9M5lMJCzfmyBarVZkgeYnVVwN56ak02m7Rx06IQYBRTnMIVOGTnaaEzThFAfYpk2bgmYpNSXxe01mxX7VY9w4GZUFoWYS3q8pEEJ8cbanXC4HDylnfdQMo8wtDdHXMwwowxJKqdx00032e05wLlhnzpyJpYtoNBoRXjmvc+wcO3bMoiS5QKrq3+l0YsyZVqsVMw2k0+nI+QcUH4UKRHOkc55NT0+biY6xI3qKFqNlv/zlL9vCqiYk1mNhYcFYIaHUHMVi0RY3LmJnzpyJpF0A+uNzenravvdH701MTNizaV5aXV21MnUjUKYONww6mVOplLVH5z7LWVhYMFDE+ajgRw8X13cRSuGiyRTZB/qeOXbYHtaRz2Sufh23FyqJ6SaRRBJJZIPLukP0Hql1u13b8dLpdDDVqtcCNMeJondFPp6mBkQj+jxiabVaMaei8uAVmas5RyNnKWo68CYiTcIWulfRh97rT9FS2qNSC/WkHnWa+fI8ZxjoU9+8czmfz0cQHFEu6aSqUSkiV+0r9M49otd3rxRItnfbtm2xyE1NBawc85D5b9DfFPb5M888Y2YEmgjGxsZMUyJiX1lZiTgivVlpaWnJkDTNKKoBbt68OfZOlSrJdqVSKez6r7NYNRHXV77yFQB904vP27R582b7u1wuW/k006yursYiRTdt2mSmqlarZVoI0efMzIy1XbVYjoPx8XE7cIRJy772ta8ZktccQdSY2u22mUr4/ejoqI2nEB1a54cmG6Pjlg7hzZs327WJiYnYCVSNRiNmCahUKhFt3JMmQuY/rU8qlbI+4hgsFoux9OeTk5NGIT179qzVkyat48eP40Jl3S30nIy6eHNClcvlWPIuXcRUHQoFh4RsciE1fdBE14x/QDR/OLA2wPnZbrdjG5MeH6g+B+W3+yPxQgm5tEw1UeixZry/XC7HbIfK4ddylB+tfhJ+7xM9qWqqAWK6kHu7frVajZjE/MIbMp/4owQ9bz2Xy5l6rmXTljzIhxJKYBYSLqzLy8t4+umnAayZXDZv3hwzG3p7uw9ya7VaVl+2Vdksjz/+uDEvaDsP5WdvtVqRU6f+4z/+A8Daol0ul2M+Cd001V/Cup87d87AFev46le/2g4Hbzab1seaG96bHNW/1uv1jBFGE8Xo6GjkbAig7+PgPUtLS5HxqveyX9l//kQ47euVlRV7Dt/j4uJiZNHmpqssIJ/4UOeUzsnQGjMoSyYXepqnRkdHY8F2mqLl4MGDsTMeLkYS000iiSSSyAaXdYfoKSGkXK/XgxFuHk35JFOhBGah6FI1zXj2gkZjasIoNVt4RO/TAwB9BKROUp9iudPpxJC0quyaxE0d1hTtA2UY+LgAVXe1bpqoyZuO6vW6obWQ6azb7QbNWxS+h9HRUXPaplKpmPalaImiKQX03F32pWp2bIOWEVKr0+l0jMWi/auirBCaI9h/mrhNzX9qEvOaWz6fN3SuXHQ66xYXF62v6RCdnZ2NnfqVTqfN/LG8vGz9TzVftSN1VoeYYxwvy8vLkRgMoI8y9Wxmn9xOo6JVQ6HzslKpRNKWAH1U68kBtVrNtJrQKWd870DUPMKxoXEbymahZqLsM9WyFU3z2Z61o5pkOp22PqK5cnJyMjYOdC0pFAr40pe+FClz165dpqVovBC/n5ubi0X6XowkiD6RRBJJZIPLukP03rGh54e2Wq0YklB6GaXdbkcSaXl0rvlXPP+cz/bcb7W1KcVNHTKampffU/QsytDp84re/Xm1qpVo3yhy8bZB1UCUf63ajfcfeNqcjzVQlKp9oNGE/jxP1XQ0ElfL1Ghd/2zWt1KpmNNxdXXV6k4ENjU1FXP6KvJUjU1tot7pG0LzwFoSqn379hmC1pTEbDe55s1mM3JaUcgPwfs1pS3rODU1FXPg5nK5oYnfNIo8NMZCsRqK7jmPpqamjIqp5xOH8viwbqVSKaYlq/ZaKpXsObxXy6HtularRUgTRPDUdIrFYsS2zjoqLdhr+Ko1qm9BNWPv5FY/hq4fOk786WR6GInOI43Sp2OVWsD8/LwheuaU2rlzp/XH8vKyaTX+gJILkXW30HuVvdPpRNgHHHja+X4ge965vjyW49U7/T7EIQ+p+bqQtFqt2AHRvV4vNvE0lF/L5ECs1WpW39CioANZNxk+W81CLFMZAhQdtJr2gM9R52XoCDn9Ts01nuurxykqe4R10wPF1XzlTXTAGt9/x44dpoLTaahmshDzyJcFhM05GrehQqfutddeaxNc0wPoggZETV96HkDo2cqO0r70rBt13ntWDBDN869leyDkA6+8U17L9Vkq2UchgERRhpearDwYyWaz9v40E6SCEm+OGx0djfQXy1FgGCJYeKCjJIFmsxkbt81mM5YWQftNiRhKlPDm1JWVFbt/amoqcsQg0Hd8sxx1qtNZOzk5aQAp4dEnkkgiiSQyUNYdovcoM5VKRQ6SVlqlF3XqKWomOlUa2TCqkiLtUPmhtLEaFUokpw4ojdBURO65uI1GI4Le+akOUYqeIBVKDKZt9Amy9BpF+1cjO7UvvUNNn6tOR0WwXqVXRD8oHsJrT2q2m56ejqVD1kRn/E754NrXIVHNKvTuaUIoFosxqquazvyZrbwnFP/h0bki0263GxtvIfOdtksRv5rd/BjTOmi0raal8CYI1XRUGwxFlofmmc+Bz3t8vw2KGdFx4LVgb4oKURwpWrdQHymf3r8zNV2m0+lYX+v7U5MhnffXXHONpalmYjaN5GVk8qlTp8xMuWvXriCN80IlQfSJJJJIIhtc1h2i9yiy1WpZ/gkgbkfPZrORAymAKCpTB6MiGm/HU3ug2tpCjjtFCErB8rY0PRWJSLhcLkds3j53idqV1Q6qgUyK6lkH3y+K8hV1h6JCQxGriu7VHxKqWyhCMYRglaam2pfv1xCS034plUqRaGn+jn3M7+bn5yN+Ba/FaR9oPUPIn5GKmmDO2+WBtaRx586di4wDj95DkcfqONW26fvzKL/RaFi79d6QZuA1K2Cwj8T7APQUJx0HIe2H40mjkUulUoRa6vtA66P+Ge9faDabMTu49915bU/rGKJga74l1TBCkelqaQgdVqK2ebZRtRHSdHV9o2OWzxsdHbWTqhhkpt9fjKy7hV47n58aTu8zEPoFGoi+RCB6iDNFf8tP3Qj89yGGTCaTiWTq85uUqqYcFHqP1o0SUs+8iqtH8rFsLm6qmmrd/cIZmqB6LZfLWZ31Hu8MZ3/x00f1qslF+y+06Wr/aUIw3qsTzm/e6lRkO86dOxd5V6EFPGSOCwkTdh09etTaoadTecZVoVCwsVqv12OLgm7ymm1TAYw3QejZC7owaV95J7ZuvqH+V9OoLvieVaMxEjq/dFx6llatVosQJXxkup7sFDLtqOlHx4t3EKt5Vturc8GfKKfvWcGGjqcQCUH7zYNFNe3o4q7Oe9aT7W632zZ2uDkcP37cxpsmutNEhBcqiekmkUQSSWSDy7pD9F7FVbWs2WzaThhyxKjZYlium5BTS//2p03xM2T2IIJbWVkxJEENpNVqGU1KU5UqClJHJ8sOxQqoE5rqtCbs8lqNOjS1zopIQihW+9B/ryhe1Vrta74rTczG32q0cshsEtKetN56D9Gcoi3N1cJPpVy+HGfsIFGzg08QpzEUfMbo6Kgh+oWFhVjsgyJkinfqevSppo5QMj0f8QpEc/dTNH97LpeLvZ98Ph/RmPkcP4YAxLQFvadQKETu4W/4fnRc63nLOvdCJi9Fy/xOUb5H2oVCIaYZaB+qOYh9lUqt5Y/SNmra5xCi9/3f7a4dIr64uGhrA004MzMzlpeInz6BH5/DteZiJEH0iSSSSCIbXNYdog/RsdS26KlV7XY7eOqRBoF4h6c6L/0zgCga9nQvIJrNjna1arVqf9Mhp7bDkM9Az/hUG6+ehMX2qO1PIwJ5r9dAvM3Uo9kQtdOjHU+hDNlRVQOp1+uxE7c0ApeiqZgVsaiz1KNM1UA0ElKRoJ7nyX4J5QcZpsmEDvwA1tL+XnPNNUa11KhO+kvUJ6OUVj3zF4gG7XlUznK8lqYkAf2dOuq9hPpfbcXdbjf2novFYswZ22g0LMhHaav6GaKD6rv1Y0PpuuxTpSTr/NC2cV6wD2q1WmSM+mDIkPboAyXZNg2SCvn+Qs50dWJ7arTOs5MnT9oaoWc8b9u2DcCaJaBcLluq5lOnTll7eM/FyLpb6P2g0w5VbquyOryDURdy3QhUvLNP2SOhQet/y+fo4CU7iKppp9MxdYvXstlsZIJzseDgrVarET6zvyefz8cmtqrIIY6+LsYhc06IjaGOwZBDNOT8qtfrMbaNOv50Yxm26TabzZharKaOSqUSW2xbrZalH2BSLJ2s+nyKqshqLgstmJ/73OcA9NPXMmSd9ywuLto9ShbQaOVQv/jYBs/N9otpJpOJtJffqdOQ74wLSqFQCHL7KaurqxFzHcthe7h51mq1SEphDxI0FcYgE5ly0Hkv3xVTLuRyuUhyLz1snf3rNww172qddG6xP3gtk8nY3NTTyRRo+pTofk75NUSv6UKv5wBwAaeZptls2jU1bYXYV4NSbb8cSUw3iSSSSCIbXNYdovf5JYBoDhtvhtHUxSG0OigqzqMbb6Lxzlzl86oDVWmgyh8G+gmuuHMzxas6mzT1LstZWVkxFY47+czMjN0f4j3rSVVqrgmpj6qphChlISc2tQ01g6lpJZQfJ8R/D3H3Q+Ygz/OmkFO8ZcuWCH0T6Ku9ms6azwglttL6hKIbQ4iU7+Spp57CnXfeGWlvo9GImYM08ZpqYTTxjI2NxTRE1Y70cI8Q91tNQT6a3NfDa27NZjNiuuEYZL+dOXPGEHAo5XYoslmjZWkG6XbX8uwsLi5GNFQgmsQtFEMxOztrCJya0tTUlJkwlF7Jtmcya4fIK2FAT4oD+o50dbb6fD9qLtVxrXPPa8JqcVCToZqBNZ0yy9PIaCCaLvzEiRPBvEYXKutuoVebLBAPqgjlavf3KCdeFy+dUN4sMSjhVWhxUtMKmRfMdw2smQ6WlpasbjwSTdVzZbbwJdbrdZsoFOXnqg1T0yuEGBEh082wI9e8X8Tf0+v1YvnoNXmXP1GI17wZTE0qmuwqFLCjG63ykbkQ0VxWq9XsSL6QjTjEqtFxoDbeUDoJbjLPPPOMnbTEd68Hl3NBUn60pg9gfarVqqnsofqovZeLQj6fjwUBqf0/BGBWVlZim7fGNmhsBMdtrVaLbJb8Ha+pWU/BBkU3nJD/hX9r2opBm50HPQsLC5FjBfkdN9BsNmtmPfVxeXu6JlTTlCm6+Xo2mIIOXdTVtOZz8tdqNTM/qVmQddSYHT3dir87dOjQfysPPSUx3SSSSCKJbHBZd4jeRwv6qDSvLiliV9QU4scPQ22KcPV+RTQhL7uGwZMbSy96u902B5by8RVVKCoE+miIaDWUwK1UKll4NO9VnrCKovcQv9er3z5C0H+vCZhUI1K12CPnkOnGR8P6d6qqNu9Rk9fy8nIsPH1+fj6ivvPeUDQ0RceOmnBCCIrjcW5uzhzrqtn5M3v10PRer4dDhw4BQATlh/qF9Wg0GsFTwfw78U5Qz/KqVquRsxnYVuVm64HmrDv7QHPQ03wYSjui0adq3tP54+eUaj2hsV6tVk1jI7I/duyYtZHzQM1g6nzWxGx+fui41ZgFirJ3zpcYT7Usz9YbHR21/t+0aVPEFMb+9eZDYO1cg6effjp2atvFSILoE0kkkUQ2uKw7RO/txt5h5nNJANGIS/7f2/60bL1fPzVy1lMc1bautuvQbq+OV8/PVY5yp9MxVM5du1qtWnuUUqkJsmgH9j4D34+K4EK0r5DdXrUib1dW+qS+E7VVhqKPQ3x9jUAMOWu93yWfz0eueQcwaYBaN+8QC9ErPQIL2ef5fMoLL7wAYA3tKr+a70bRXSqVMo2N6E5t0aGIYEVv6u8IabR6mhHHG5Hy0tKS2a/12Rq3wbrRZ1AoFOya5jvSBGehfvLItNfrRcgVPppXE+/xHtVOx8fHzTeiB3XwhC+epdtqtSInjXmnpUYzU1Sb0D5WqmqIshzKdaN+CH9tZGQEzz77rN3D98dnj4yMWB/r2vfSSy8BAF566SVccsklVqeLlXW30PtFwbNHPFe30+nEwuE1oEbTDOii7s0wqmbqQAlxv3WhDgXd8Hnj4+Pm8NGjBPVQYZ/oqVgsxnLY6/FpmvNan+s997oAqHNT+yBkOtBNUxdj9lGIvaMJtjz7R00U2n/q9PKTUFMKqCNMTRCsG09+8vEW/NT2DktzoBuh5/ADaxNzfHzcconv2LEDACzNBevJtmq7adKheUTNJxrzoaZLX1/tf+W86+LkTTcLCwvGUediqSkOxsfHbSGh07DRaASPhPT9y+vsPw+edNyp01eBhWfiaDma7kMDjHb9V672gwcPAugnAeM4WFxctA2LbdSMlpo5U9+5HlbPOnozi5INdGzpNb9RZzIZPPHEEwD6DBpNbghEg8KUR09T38jIiLWddbwYSUw3iSSSSCIbXNYdold0CMTD8kM8Yp9IS2mLarbQzxCNU50zGm4PhPOm+0hRdbKyvsqNZd0oqnmoBuI5v6rJKGde0ZJHBYqkQzKI367oxdPyQr9TdKcmpNBvNR2rnqEbokDSiU0UWq/XrQ9V7SbKD6UM8BIaB77/NdI6dG82mzWEzAPDx8fHjS6n40Y1P+WO83c+slKTvTWbzch45rP9/FCTYqlUsn4L8fGJ3BUljo+PG2rmc2gGAdYQcKPRiIwXP0ZDtF6dE6VSKWIC9KLaTSi6W02CdMLSTHb99debqeP48eN2nei5VCrFkgf6SHg1c7L/fPpmjVnwpl7fdvZppVIxDXDz5s1Wfug8B00lwmeWy+VYvMXFSILoE0kkkUQ2uKw7RE8JIXKVUMpbRfs+cEH/Vpqm/47P9PlBFNETRSr60AhE7ub5fN7QhSYkUiTgA2Cq1Wpsh9cgmF6vF3PCqg1S0VQo9bGW6YNrVNNRZKuIQiMqfRt8oBp/p1HMvKaajUdTy8vLhkyVzqnJ4ihK2QuNE22bFy1HEX0IOalNnHLkyBEAwL59+8wBr7RQLZMOXD39yEdj6qEy7XbbnKiUiYmJmONubGzM7l9cXLTvqQ1MT09j586dkWdns1n7W/tAUS/roYhe0fAwn4+mqNZ5xO/1gBjvv9EU43yWitaX2VJmIgAAHYlJREFU8yydTuPqq68G0Peb+H7L5/OxCHTvWGV/crzl8/lY0JjWU9cIna8++OnFF1+0+uTz+WB7fDmhJIChvrgQWXcLfShMnRJaaHRx0iRHaloIcWh9+coQUKeKmi88C0XrViwWYzzh0BF/6mQrlUrBxdQzJ1S1bLVaVk8O9BDvv16vRyazV7FDMQkaZaxcdzVveeexThjtEzUdsD3KdVYHL4UTa3Z21tquC5tuHt6EoWHsOhlfjgNW26gnAqno+2G8BJk+x44di7GndFyePXsWjz/+OADgpptusj7Q8ar38nneGahsMvaLmvqU0UVgMTY2FgMBOpZZF/YXf+fNg7oAq2M7NA5CrJpmsxlxQA4Sn/TPzx8lDOhpdCxzcnLSnLAcdxqxqqKxBARkdHgqiUOTsWkf+AVa+4XfHT161NpQq9ViRAsgam5lfTVpoE8TcTGSmG4SSSSRRDa4rDtEH+LnhvLOhMwaGnWo6Vw9vTKUUlVVf0Vj+juWr8/UHdxzu/V0JSKGrVu3Bg8GDtENiVJWVlYinF9P49S2a65vTXblky1ppK8mu1KUH6JxhhByiDapDvJQelVtL/uITs7FxUVDYP4cWIrPjzPIqevNQnqPmgX1DNQQcgqdc8q+fPTRR80xS4cnsIYOl5aWLJqWHPA9e/bE2pROpyP53xWBs880+R37R6mDXuusVCqxvqrX6xZxqoeLq2nG55TSk6g0N0zIEamIPORIHBb/oYn+NDeMUhk1URrQN08p7ZTlU8tqtVrBE8mUluojdNX5rOuPal2hsaXUUaAf2aoOZW8N0Dml93Ic6PkUIa3k5cq6X+hVHVIzjB7OoUe6AVGPeS6Xi/HfNQum8l21w/1zqtVqjGmiA6Rer8eYIrqhUEZHR42hsbq6GuPG5nI5s/cyUZqqs6EFWnObK7tD26u2e4oPFgLCC6IOeGUlsA4a8u553LpghTbsdrttiyAPDNF2qDkgxHIIZafU54Xs8Oqv8GVqMJaKmiB8SHo2m7X3ePjwYbtH+5fPfOyxxwAAr3zlK2OpFtSkpYstx5O2URdaLgDFYtHuIdBRExHvLZVKEXOn+lj4feggaj0u0S9oygZTM6VupD5gSsctvyuVShFThZonWTbrrgeU8JnLy8uxg831PXvTMMvUA4R4byhHfQgEaP/ymSzviSeeiDzT95GuNaHgTp+Z82IlMd0kkkgiiWxwWXeIPqTqKZL2jBTl6qppRtVU7yTSnVnRgyJTMmuIps6ePRvj3rfbbVMfz507Z2hAoxu9o0vNEoo2FQET2apqqjx83weqEmoO9NAxhmqK8owfb/Lw0cPKa1aGhaJDb/IKmYAUTdVqNTN7UAsbGRmJaXZe0/DoUCM3Q88J/V8RcsihpqJHH3otLaQFaTlq6qDWd+TIEezevTtSr1AUt34fOhpR+yKXy8VSd4Qczul0OnIEI0VZQN7c0+2u5VLX9oTargiVv6tWq5GUHkA0L746cENMHX3Pmq6a/cK6qblUDzj37z5knmJZQF9L8KYZP+68+Vj77cSJEwD6ZjvVMPzcVVaaaog63kLz80IlQfSJJJJIIhtc1h2iD6FISgiFqj2eO7giz9DB2SHKkj9FhjY2PdPSp3vt9XpGsdMTjoguJicnbTdXDj7Lnp6ejiSNAvoHlPAADdqut2/fbnlVNm3aFDnkwbdXNSGl56m9nv3nE7/5KGLer/ZNn4RK+fiDkm55ZJRKrR1icezYMUO5IX/JMOc8n0nxdQv5e/TTl8XvQsgp5FALlRFysgGI+VCee+457N27N1LfZrMZ6QPvxNZzTvlO1A6+uroa80OE4kh4HxBFporo+bfGPmjqcD5TNQLP99Y+KJVKMU1W0bt+huIy1N8R0tQ04lSjqYE+OvdjQ8vRv1n3bDYbjPr165PWTXM9MRpWc+8UCoXIOcJ8jncEa5laDz/vL0TW3UI/bLCEQvo1VJwLvSYf0lzT3uygz9NOVtMPX8jMzIxd4/GAGngSClXW06B0MeQk2rZtmzmS+Xn48GFrDzeRgwcP2oazc+dOSz7Fuunh4LoB+mvadm9aAKKTXvnKFHWEaX/phPF9HDL3AGv5tufm5mKLxqBsnLrJh8ZCaCHX70ILuB9bgwL0OMlWV1djIEHLDmU61M2B4+Hw4cO2kGt5Ov79uA2Zc7zD2RMGut1wfn3ddD0nXhlMyvEOLbY6T3w9NX5Dnen67jRNAe/Ve0IOfM+U0gPOtR7aVyGwp0DIp5uo1WpDj7tUE2ro2U8//TSAPjBTZ6469dmvoX6hDMoIe6GSmG4SSSSRRDa4rDtET1EKVmhHUzTqkw8p4tPoOkrI1KHXKpWKoWZVl7jDk++tjjmq1Fp3RcWqTqrzTR1KvMaoRt47Pz9vubeXl5ctMlNTzTLRE+utiZy0baEQff1O0bmnUvr7KaoVeZSj9EvlKLMPm81mTKUPOaA0MlZRbIg776mZvr56zT9H+0VFka3XUDQCWmmnoYhGamFLS0vmsNuzZ4/dQ6QXSl+riF8jh1Wj5fNpHuQYUdFxqyH42laftMw7CD0K9eep8h6K9qk6W0MHoIc0wGEOSdVEgXhCRKWKap/y+3q9HquzRomH6JWhBHPtdtvSCzNegvEz7CO+/0Gpzn17tK//O5Ig+kQSSSSRDS7rDtF7ZBRyyKh0u11D0xpFx5270WjEdt5QSluf7pU7MW2HjUYjlpMinU5HztSknZ33aJ2odfhgE+88y+Vyhsp5j57V2mq1YknCjh8/Hsv/MTk5GTwBSe2s3qfw/7V3Nr1tHM0WLsoSRYkUo0iwYlmxEuQLsFeGg/yCLPOfs8gq2QQIEEBAgMCOA8SB4kiyKGok6oPvgjitZ2qKiuN7X1zdQZ2NbJIz09PT01116lQ1s0JpIfkdr3S8vuO5PX/K9jK5THuARvVM/qlGDUFryJ/Hc/me76WnQ8yLBZnVA8VswzyPwV+bG3r89NNPZjbLltZnHAe6HyYH+uJc4/G4Vg+IpW7VJ74QGiWv3W63Jnc0mz17v5Pb5eVlaU80DuaVveYY89nZjF3Qeo6sd3rgPqFteXm5lsylvmEik/cq2V7GEvTeLywslHmFXkAUc2Aw/IcffjAzqwkuOC9F8vHbEgr5/2hcvi3u3EQfvTCRxpmdrEEtemRtba1WeU4PjDpe37lLS0s1BY7fiJcTI3WzDCJFxbt8PXpPJfmJ/r333iuDhAEbvhA+u+/09LRWdc9sNuh0PKvmRYFT9jMnS9JRgi8d4ZUCXs8/mUwa5yFFRO145OqTXmK/+Ukl2saNiIKsrMLorxsd76897zpC9IJKYXT//v2SRasqmLu7uzUDReeKJrF5xed8m7hh+7yMYk8HUenBjGwaONE48MoVqoBIW5Am8WIIv5cE74O/4/fMpaEIgc8pqjdPSkdt40RMZZM/d1QG5Y8//igTvejXo6OjkglPRAF0gYYDjZ6olMjbIqmbRCKRaDnunEVPS8+sGTj1qzUDd34jbrOZC0vZmFk9UEZNL7X3AuWK3nUdjUa1PUC9JUK3mG2IpGK0XPUZXUZ9trKyUrwD/WWtDlEiLHNLrTuLhfkaQF5y6WWPpGH4HHQMi0fJih+Px+VZKWD88uXL8rter9eoKRIF5Ni/pIiifiNFwUBalKHr3WXKX4koAzeyKKOaREtLS+V+WUNJ//7uu+/MzOybb74pm2GzrG9k/VFPTw/SywSjDaUp2Ts7O2u0/ezsLJRkRvLOeZJPfUc66LYdmSLPgM+M9J+sZeWZ9Pv9moXts22vrq7K3CBQGn1yctIIvNKDkbSZ3hLfBf09PDwsz0Xa+WiTdx5jduNNkFFggPd/Q0efFn0ikUi0HHfOovdJPL48qrfK+H/uScpgkq+NQZkaeTzK/PRbrdDT6U2dC63AJycnhXNl3Q7GEXROBnmiyoCyzpmVSC+AFQp9EIi1S3Q/rLZJPp7Wu7eaacUz0SZKziFHzICzPAv9vbq6Km3T+Q4ODkofMjAeycgizpscMSsUCuRjb8tkjOS689rBALoPbEdBRR9k9oHiy8tL29zcLP1hNuNz9ZlPNtI9eBngZDIp166qqmFpsx1sA8e9rsN4k8+k7vf7tZ3VoviO76ulpaVyTKfTaeztvLKy0tjgxCcu+ngIY0cc654JYNvZR/xO/bG8vFzqVMkS5+8jWenZ2VlNvKF+i2TBvCa9Y/Wlnw845judThF5RPPG2+LOTfRRCneUbSiQuvGDxGw24fiiQWb1Ld3M6vp2BoQ0qJjqrX8Ph8Pyu+Pj40ZQiy4hJ7MoQEWKRw+WEySpA686YIBW8OoFT1GQ1qBShuf2iyEnOX6nF5hBYZ2z1+uVRU6/Ozg4KG4oy8FGk5Pg3X2f0cqFixRdRDGwL6NM7Iju4LHRePO0nc/lEKgmEzS57O3tlfHw8OHDmvs+79rc+Wk0GjW2J+Sm3Bz/DJz6bE1OSBwbGtd8F6JM64jSYkE2GgEaG5Eahv/mPXj12+npaY0Si/IXfPDY52J4qit6fhzrVVU1stqjXAKqBknbRrvZCT5DOur3f4ukbhKJRKLluHMWvXcJPV0TWab6TPrzDz74oNSjYdYbLT4foPU1NqIdpmR96NjV1dWyMq+trZUNQ+QFVFVV/h0VEyMdRNrIB3DnBSJZcMpbevyMx0ReT0TdMPjMIJG38pmZrL9mVgsYq4+1qxGD4fRWhOh58x7UJ2wHv6dnEFE2t4H1SObBW+WRVNV7HT5QSYtRx+7v79v3339vZrO9ZVXGmNLYiJrRZ+PxuHgE6n9uLEJrllYxs0HN6hQB5YYsvuW9MD/edAw9D8pEzer0ovcqdB4f/GdZbHpu+p6FwwT2m5f/6hhKlXVOT+F5qbAPolJ+KXi6zd9PRC96sUZEP/5b3LmJ3rt/kULFrO56iteUYoF1uS8vL0Mdt6duqJvltajx9hr+hYWF2sP2/B4HhgY5XwjSJ1FhI6o2OJF7/jTqo8lkUhvMXv/LyWleUpFPMuExpMboijOWoLbrPqhQUr/x3nwbPKLPqcjy7jkneh4bxRwi3TLBZx7RZBGXzIVAnzOm4Cfgfr9fFB4vXrwo41oGDJP2SLtxnHjFyfn5eWPCon6d1KgWapal4ATInY4iVY6/H8a6uKVnlAPANlDtFWni/abqpOCiiTGi+vyErWOkWru4uCjqnsiQWV1dbSyQfJ8FX8jMU9PzDJQozvQ/SZhK6iaRSCRajjtn0UfuS5T5p78bGxu2u7trZjcr66+//lq+397ett9//71xHp+lx5RmUjssceCtWWrAScPQ2vLWN61sWvdc9f0en7SMGKCKNuWO9Mj6P88ZWexsO91hUlq+/MLx8XFN4+8VQ1EAdzAY1IJRUSZkRJ9EVEmko/8nRB4M/x9ZTlHJ2nmutr9OpNdnexnAVQD+6OioKLpUxI76dnqkug519FSKMBtU93Jb8Hk6nTZoFqpDqN3nuPK6f95jVVUNxcn19XVNyaN2M5DvLXEeTwub48V7x+wDWv76nkIMWudqm6x8s5tnMRgMGmKGeZnH0TvH+/L779IT5RyiOetdkBZ9IpFItBx3zqL31pTnRLX6qX7E9vZ2Y5/G58+fFyt/a2urrMx//fWXmc1Wda2O5JLJwdPiFHxmHy0Fr5v2x9AijPad1D2y7GxUynSeVtcHj72uOcpAjLT13lJjn5MfZf4AvR5v0V9d3WzqoN9tbm7WvBXfb8yAFugZRDy6l+Gq3ZFnwXN6a4z9SzBz0st1GbiONPiR9JBt4z3onFVVleD1o0ePyrnV79zwhry/t0z5/tAbY06Il6Vy31W+B5FsMgp209Ilx8+Aqu43ElfcJgggGI9gHop/p9g29rXayaxZ6uQZUzKbxUrIBPj5gPLHKEhNr5+fee/1tna/K+7cRO+32uJLMplMymDc2toys1kA6/Xr12Z2M5H//fff9vnnn5vZrKOUeq+Bvr+/X4JeTNyhAsa/uGwHq0JywvITJ+mgyC0jbcG/PgmIg+H8/LxWDY9tNLsZtF6l4ie5iO7h4I+SVc7OzkpiCZ8TNy6PapvreNESy8vLoSrqtmCr/z568b3yiEFSfn/boklFUNQOKk4Efx2zpsJC4yxKvqHShJOtKAMWvNMxque/v79vH330UTmPjqf22udd+PvVOaMt7TSehsNhaSfpxWgLQAZgubhoDDMQ6itnsgjb8vJy+Tepz+id8bX7zeIFx3+na0cKKIkrFAwfDAblOfp332w2/vU9yxZ42oh9RKNSuL6+SVZcWFho9PW7IKmbRCKRaDnunEUfBVLoevqdlM7Pz4s7Kwvo7OysrMa0cu7fv29ms5VVbjEtbrpgdMv1O18SgIESWgwMYPkALX9Li4dBXX4vyCpgyeLICqVFQYvDu+/RdehmcgNoWXqj0agEwESdDYfDBl3j+0MWibyBDz/8sPTbmzdvGnXKoyC1P6dPnSelMo+uiYpqRcG+CPSyotIEvo2ky7xczv82yvyeTqdlk3hZ75988kltD2OzmfeqMsfD4bBWDtu3jdeNqJfIymRQlmPDW8C0imnB6r4nk0l5T4WLi4ta4T32idnM8vftj8pfcENwtd8fE0k/mcmutslbf//990vgVfkzvV6vNp58kbFut1soY2XL8trc35plHKIArfeO1F/virToE4lEouW4sxZ9xLMOBoNiyeh3o9GoWAWHh4dmNuMyZdEzu05Wivh9s7pMUN+TM/MyS2I6rRdM8zU47t27F+7OJMyztD2n6gOn3vqklUk5J8/tsx5pbZGL585Q3tq6uLgo1o3++niG58lpCWrf2/X1dXvw4EH5Xt4VYw7eYuS5afnSioyufZsFzXvjuX08g8dOp9OG1JLX5u8iiSilcnoW+h33d+31esXqU//QElcyT7fbLVb8n3/+WSxbtbHX6zXqKTE+Q8+NVqQsUp1vPB7XEpSiY6KgLq1Vn+A3nd6UMY4sWMp5KWDwwXsfx6H36/tdf/0mIro3jevNzc2aVS5QvKFzMZvWzyEs3NbtdouXoGf6/Pnz4umyvewjH7d8F9y5iT5yNdX5u7u7paPUuayBrij5gwcPaoXD/OLR6XTKeRQUPDo6ulU/zY2MWfObkf8ow83TGrxGt9ttLA7X19e1bQN1HgZJfR1slibQsefn57VAmHeNuTBxceBE7wu69fv9Qtlo0FG1EVECUX7By5cvCwW3ubnZqGFPGk3gudUnPCcRBW254NymGJmnuuH5PA0TZTfyM6ppqFzRfct4efLkib148cLMZs9P41nCAWYeC91ut/Rlt9stv9W5uWcCS2swkBllmvoMW08j+vuNchu8Wo61+nU/0bMQoveRi5TOQ40+FwJSkt7Quby8LGN4fX29zAf6rN/vl+sz4KyJnm3TQntxcVEEIcwC5jVlgH799ddmZvbFF1/Yt99+a2Zmr169MrMZBcd+8QHrd0FSN4lEItFy3DmLXhYaV0lZLFtbW40MU5b+lKXF8sGRS89j5J5dXV3V6lxo9ZSLvLCwEO5KRcs2CoB5i93sZmWuqqq2O5Duy1vanhKh+2lWLw/MAKu8HhaCYvDMZ+DynJTdqQ/6/X7DNaVby+BnZOkpgH54eFgCjDs7O+UZUDYaSS4jGWgkEyR9EmUtRtmppIgi6oZWZJQv4a1PL2/l52Yz7/Phw4dmZvb48WMzmwUAf/nlFzObeZhRtrNAfTupTU/tjMfjRr0lelmsRUSvT+OVUkhauJEIwbeN9W1Iw0RZ0QLllVH9Irad/RFlb0dt1LXX19eLdb26ulrGZkRFaS6i3JPeCNvLTeTVXr7v+q2s98ePH5dxoKA66TbmBUTe69siLfpEIpFoOe6cRa/VTavY8fFxsfgWFxdL4EKrKeth6O/a2lrIudLSkBVD/ln85uHhYaOmS6fTCbNpZfEMBoOGdcJs22jVjySOtDIFVi2MjmGVTLV7NBrV6p54/pQBXFpLOjeDfLIOV1ZWGkla3iqLLDC/g1Gn07HffvvNzGbxFPGjerZVVTUCmZ5jjyxJb/nO259XmGd1RyDv7J8ps3KjACGD7oy/fPbZZ2Z2w9FXVVWeGaW3tMQVsKVny+CnnhU9Xo1XJrupj8bjcS27m33D+6Bn3Ol0GlJj9gu9BX3GZ0EZc+RRsQ3RLmf+OTO5L3qey8vLpd8U7xsOh+XfDJxHsZ9ILsqqlDzG14+isOP8/LzEuHRMr9erJX+azcaI2uvl5e+KOzfRqzSrFDTr6+tl8JL+YN1tPyn4CVYdxcg968PrGL0Qk8mkXF8vBxcUuXwsanZyctIIOpJyId1DV8wrFaiqiega/d/sJiBdVVX5NyeS26gDszoVou8YoFJ/sMSBL7HgJ1I/0XMHJPXlo0ePbG9vz8xmz1kDXdfhbkT+ntmX/LfXreu+5mXW8r7ZXr7ABCfTKG3fF7ji5M9rqQ92dnbK/gUyNt68eVPTV+s6Oubo6KhMFJxgo6xdPcdo74Xr6+twFzSqrBTA1TPhedg27ucQTdbRsyLNEi0onCx9Zux0Om2IFVhWeXFxsRiGajtFBPodS5nT+NIzoVqPEy2fc6TxJ51qdlMEzWw2rn3p6aurq6K9F4W3t7dX7q3b7TbyNt4FSd0kEolEy3HnLHpfD2M4HBaLPtIRcwOAKLOMWnZa8ZFLqNWeQS0GNClnNJtZBZRP0mXlvZjFNUFotUabngjMnru+vimfKktvPB43qAzRJDq3t8Qnk0lDn7u6ulqja7jpiu7H68V9jR9v1d27d7MnqbTDz549KzLCw8ND297eLtfX73RN7pTE/o8yWv+JmvHUwTwZ5T/RQp6ioNfIczOw5wO8W1tbtQC82cx64zl1TYkEXr9+XahN9jNpSB/cpzyPXqOeLSW+lLnKo6WHoXHf7XZr9Iv+eg+R9X663W5DHkh6iuOTwcto3Pqgbr/fr+V3yOPmPfo8GHqfa2trjbbzneFcERWL07HMjeBmJaKENzc37eOPPzazG1bg7OyseCBfffVVuceff/7ZzGZFG/VetIq6USoyI9562UejUel0dRSLatG9Fqir5UD1tbNZ4qDb7TY6lyneevGm02lNheL5vchtZeEvJt9QsRPRI2yH7oOTh/qAC4Yv3GRWd0NJ05jNBjwTbaIFJyojQLrG01dcHDT4e71ecWnH43F5OTTguZhxS8LbNskmTxttwE1ESpyohnoETuARNRMtIixbIXAcaLxubGwUGuvw8LDB9x4cHNRyHtReTra+bSwCRgon2jlN/X9yclLGvyicqqrKNTkBC55b12ec9H2/MlbGhdSrynRvui+1U8be+vp6uf5gMGiUgYjeicXFxXCXM41RUjtCr9cr35+entaON5uNUbVTBuLR0VFZhJ49e1YWatKUgp7906dPS6HGyWRS7tcXP/s3SOomkUgkWo47Z9FLX81sP4F7LtKK97Xjq6qqWc3Rzk+RlUNrTNYErQO/9yxTvMfjcS3Qo2O8VUna6OLiolG+lr9nhD+ipWR10SKhZcRMUwZ3zGZWkCwFFm2ikiCy2rwlrfPrmNssWwb75EW8evWqWEnM3GT9d31HJYnOS2pHYGo7+/C2wmVRATjCt5HHsJ2R5p0Z0rQC/W9XV1ftyZMnZjajabh/gtnMo5XHyyJ2pPX8u8D9DejpknrxGaAbGxvlfmU1n5+fF0+2qqra/rJqo6dI2R9LS0uN4nUc1xEVx3dF7VhbW6vV4lcf6Ht6yYTGiY6ZTm920To4OChB2Eh7T4qGY9jTQXw/9JxOTk7syy+/NDOzTz/9tJFZS7pT2NnZsadPn5qZ2Y8//li8X5bI+LdIiz6RSCRajs7b6oj/q43odP7vG5FIJBL/zzCdTucXZgLSok8kEomWIyf6RCKRaDnuBHWTSCQSif8e0qJPJBKJliMn+kQikWg5cqJPJBKJliMn+kQikWg5cqJPJBKJliMn+kQikWg5cqJPJBKJliMn+kQikWg5cqJPJBKJliMn+kQikWg5cqJPJBKJliMn+kQikWg5cqJPJBKJliMn+kQikWg5cqJPJBKJliMn+kQikWg5cqJPJBKJliMn+kQikWg5cqJPJBKJliMn+kQikWg5cqJPJBKJliMn+kQikWg5cqJPJBKJluM/qDnzddE31bEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fad89da1c18>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fad82c80048>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fad82c80668>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fad89cc6198>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fad89cc6320>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fad89cc0358>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fad82c80b00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"folder_dataset_test = dset.ImageFolder(root=Config.testing_dir)\n",
"siamese_dataset = SiameseNetworkDataset(imageFolderDataset=folder_dataset_test,\n",
" transform=transforms.Compose([transforms.Scale((100,100)),\n",
" transforms.ToTensor()\n",
" ])\n",
" ,should_invert=False)\n",
"\n",
"test_dataloader = DataLoader(siamese_dataset,num_workers=6,batch_size=1,shuffle=True)\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",
" \n",
" output1,output2 = net(Variable(x0).cuda(),Variable(x1).cuda())\n",
" euclidean_distance = F.pairwise_distance(output1, output2)\n",
" imshow(torchvision.utils.make_grid(concatenated),'Dissimilarity: {:.2f}'.format(euclidean_distance.cpu().data.numpy()[0][0]))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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