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An experiment with PyTorch, Torchvision, RESNET18 and melted cheese
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Classification du Raclette à la Tensor\n",
"\n",
"> *Raclette is a dish indigenous to parts of Switzerland. The raclette cheese round is heated, either in front of a fire or by a special machine, then scraped onto diners' plates; the term raclette derives from the French word racler, meaning \"to scrape\", a reference to the fact that the melted cheese must be scraped from the unmelted part of the cheese onto the plate.* ([Wikipedia](https://en.wikipedia.org/wiki/Raclette))\n",
"\n",
"This notebook is a (sincere, unflattering) imitation of [Not Hotdog](https://medium.com/@timanglade/how-hbos-silicon-valley-built-not-hotdog-with-mobile-tensorflow-keras-react-native-ef03260747f3). It was written at the [Open Food Data Hackdays](https://hack.opendata.ch/project/158), part of the 2018 [Applied Machine Learning Days](https://www.appliedmldays.org/), and based on code and tips from:\n",
"\n",
"- https://github.com/xpzouying/animals-classification (mostly)\n",
"- http://pytorch.org/tutorials/beginner/blitz/cifar10_tutorial.html\n",
"- https://github.com/IMG-PRCSNG/dlexperiments\n",
"- http://pytorch.org/docs/master/tensors.html\n",
"\n",
"..the underlying model used is ResNet-18, described here:\n",
"\n",
"- https://arxiv.org/abs/1512.03385\n",
"- https://www.pyimagesearch.com/2017/03/20/imagenet-vggnet-resnet-inception-xception-keras/\n",
"\n",
"..and this was also motivated by this tweet:\n",
"\n",
"<blockquote class=\"twitter-tweet\" data-partner=\"tweetdeck\"><p lang=\"en\" dir=\"ltr\">Having troubles finding a good &amp; reliable reference to add in <a href=\"https://twitter.com/hashtag/wikidata?src=hash&amp;ref_src=twsrc%5Etfw\">#wikidata</a> that wd:Q20748 (Raclette) has country of origin Switzerland. It currently says France. 🤔Anyone a good pointer? <a href=\"https://twitter.com/hashtag/opendatach?src=hash&amp;ref_src=twsrc%5Etfw\">#opendatach</a> <a href=\"https://twitter.com/hashtag/switzerland?src=hash&amp;ref_src=twsrc%5Etfw\">#switzerland</a></p>&mdash; Cristina Sarasua (@csarasuagar) <a href=\"https://twitter.com/csarasuagar/status/956970996292050945?ref_src=twsrc%5Etfw\">January 26, 2018</a></blockquote>\n",
"\n",
"For an introduction to PyTorch and Tensors, [start here](http://pytorch.org/tutorials/beginner/blitz/tensor_tutorial.html#sphx-glr-beginner-blitz-tensor-tutorial-py) (pytorch.org)\n",
"\n",
"To skip right to the juicy part, [click here](#testing)."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"from torch.autograd import Variable\n",
"import torchvision\n",
"from torch.utils.data import DataLoader\n",
"from torchvision import transforms\n",
"from torchvision.datasets import ImageFolder\n",
"import matplotlib.pyplot as plt\n",
"from PIL import Image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Experiencing a problem here? You probably need to `conda install` or `pip install` some more lovely packages."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data_dir = \"data\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a `data` folder with subfolders, each containing JPG images, e.g.:\n",
"\n",
"```\n",
"data/raclette/image_1.jpg\n",
"data/not_raclette/image_2.jpg\n",
"```\n",
"\n",
"The subfolder name (e.g. `raclette`) will correspond to our **label**. You can pick test images from the folder [here](#testing).\n",
"\n",
"Here the main set up work takes place, depending on how many images you have `ImageFolder` may take a while:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Features: 512\n",
"ResNet (\n",
" (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (maxpool): MaxPool2d (size=(3, 3), stride=(2, 2), padding=(1, 1), dilation=(1, 1))\n",
" (layer1): Sequential (\n",
" (0): BasicBlock (\n",
" (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" (1): BasicBlock (\n",
" (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (layer2): Sequential (\n",
" (0): BasicBlock (\n",
" (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
" (downsample): Sequential (\n",
" (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (1): BasicBlock (\n",
" (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (layer3): Sequential (\n",
" (0): BasicBlock (\n",
" (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
" (downsample): Sequential (\n",
" (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (1): BasicBlock (\n",
" (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (layer4): Sequential (\n",
" (0): BasicBlock (\n",
" (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
" (downsample): Sequential (\n",
" (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (1): BasicBlock (\n",
" (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (avgpool): AvgPool2d (\n",
" )\n",
" (fc): Linear (512 -> 2)\n",
")\n"
]
}
],
"source": [
"# dataset pre-processing\n",
"train_transform = transforms.Compose([\n",
" transforms.CenterCrop(200), # crop our images to a 200 square\n",
" transforms.Resize(224), # resize down to 224x224 (power of 2)\n",
" transforms.ToTensor(), # convert to a Tensor\n",
"])\n",
"\n",
"# details on how to use ImageFolder in https://github.com/pytorch/vision#imagefolder\n",
"tset = ImageFolder(data_dir, transform=train_transform)\n",
"train_dataloader = DataLoader(tset, batch_size=4, shuffle=True)\n",
"num_classes = len(set(tset.classes))\n",
"\n",
"# use pretrained resnet18 network with image input\n",
"model = torchvision.models.resnet18(pretrained=True)\n",
"num_ftrs = model.fc.in_features # e.g. 2048\n",
"model.fc = torch.nn.Linear(num_ftrs, num_classes)\n",
"print(\"Features: \", num_ftrs)\n",
"\n",
"# run in cuda\n",
"if torch.cuda.is_available():\n",
" model = model.cuda()\n",
"print(model)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You may ponder the runes above for a while, which explain the model that was just constructed.\n",
"\n",
"Now we are ready to load the data."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# optimizer\n",
"optimizer = torch.optim.SGD(model.parameters(), lr=0.001, momentum=0.9)\n",
"\n",
"# loss function\n",
"loss_fn = nn.CrossEntropyLoss()\n",
"\n",
"# begin to train models\n",
"model.train()\n",
"\n",
"# getting an error here? install the latest torchvision\n",
"# pip install https://github.com/pytorch/vision/archive/master.zip\n",
"for inputs, labels in train_dataloader:\n",
" if torch.cuda.is_available():\n",
" # use cuda\n",
" inputs = Variable(inputs.cuda())\n",
" labels = Variable(labels.cuda())\n",
" else:\n",
" # use cpu\n",
" inputs = Variable(inputs)\n",
" labels = Variable(labels)\n",
"\n",
" # zero the parameter gradients\n",
" optimizer.zero_grad()\n",
"\n",
" # forward\n",
" outputs = model(inputs)\n",
" loss = loss_fn(outputs, labels)\n",
" loss.backward()\n",
" optimizer.step()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At this point it may be wise to go and brew yourself a hot cup of herbal tea from the Swiss alps."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ResNet (\n",
" (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (maxpool): MaxPool2d (size=(3, 3), stride=(2, 2), padding=(1, 1), dilation=(1, 1))\n",
" (layer1): Sequential (\n",
" (0): BasicBlock (\n",
" (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" (1): BasicBlock (\n",
" (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (layer2): Sequential (\n",
" (0): BasicBlock (\n",
" (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
" (downsample): Sequential (\n",
" (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (1): BasicBlock (\n",
" (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (layer3): Sequential (\n",
" (0): BasicBlock (\n",
" (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
" (downsample): Sequential (\n",
" (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (1): BasicBlock (\n",
" (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (layer4): Sequential (\n",
" (0): BasicBlock (\n",
" (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
" (downsample): Sequential (\n",
" (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (1): BasicBlock (\n",
" (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
" (relu): ReLU (inplace)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
" )\n",
" )\n",
" (avgpool): AvgPool2d (\n",
" )\n",
" (fc): Linear (512 -> 2)\n",
")"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.eval()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def test_image(image_file):\n",
" plt.imshow(plt.imread(image_file))\n",
"\n",
" img2 = Image.open(image_file)\n",
" img2 = train_transform(img2)\n",
" img2 = img2.unsqueeze(0) # pytorch only accepts batch images\n",
"\n",
" img2 = Variable(img2)\n",
" if torch.cuda.is_available(): img2 = img2.cuda()\n",
"\n",
" target = model(img2)\n",
"\n",
" # get the predict classes\n",
" _, pred = torch.max(target.data, 1)\n",
"\n",
" print(nn.functional.softmax(target))\n",
" print(\"It must be: \", tset.classes[pred[0][0]], \" !!!\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Testing\n",
"<a name=\"testing\"></a>\n",
"\n",
"With a handy function we can throw a bunch of images (from outside of the training set) at the classifier, and see what happens."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Variable containing:\n",
" 0.4582 0.5418\n",
"[torch.FloatTensor of size 1x2]\n",
"\n",
"It must be: raclette !!!\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f17ac5a1588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test_image(\"data/test/r1.jpg\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Source: [Raclette-Negative](https://commons.wikimedia.org/wiki/File:Raclette-Negative0-03-1A%281%29.jpg) CC BY-SA 2.0 France [Rama](https://commons.wikimedia.org/wiki/User:Rama)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Variable containing:\n",
" 0.8575 0.1425\n",
"[torch.FloatTensor of size 1x2]\n",
"\n",
"It must be: not_raclette !!!\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f17ac50a630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test_image(\"data/test/n1.jpg\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Source: [Burger King A.1. Steakhouse XT](https://www.flickr.com/photos/93512023@N00/4425762959) CC BY-SA 2.0 [Jason Lam](https://www.flickr.com/photos/mesohungry/)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Variable containing:\n",
" 0.0843 0.9157\n",
"[torch.FloatTensor of size 1x2]\n",
"\n",
"It must be: raclette !!!\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f17ac4d1048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test_image(\"data/test/r2.jpg\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Source: [Raclette2](https://commons.wikimedia.org/wiki/File:Raclette2.jpg) CC BY-SA 3.0 [Grcampbell](https://commons.wikimedia.org/wiki/File:Raclette2.jpg)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Variable containing:\n",
" 0.9848 0.0152\n",
"[torch.FloatTensor of size 1x2]\n",
"\n",
"It must be: not_raclette !!!\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f17ac48ae80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test_image(\"data/test/n2.jpg\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Source: [Hot dog with baked beans and potato salad](https://www.flickr.com/photos/preppybyday/5076302063/) CC BY-SA 2.0 [TheCulinaryGeek](https://www.flickr.com/photos/preppybyday/)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Variable containing:\n",
" 0.4658 0.5342\n",
"[torch.FloatTensor of size 1x2]\n",
"\n",
"It must be: raclette !!!\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f17ac48a748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test_image(\"data/test/r3.jpg\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Source: [Christmas Raclette](https://www.flickr.com/photos/kentwang/16218650136/in/photolist-qHbPCU-66nHKx-5NkktB-7PsgA-atjbb-dG6m42-4kDu1a-7t9Dxx-4Gw9Qf-5moFTv-79gHq6-9qEGm1-dKraYB-8AtmHk-dGUsFZ-4EYzai-cB5u75-kepiaQ-4H188F-e3ba8D-7Jndvq-7WVdun-7WYr1Y-5Tk4xH-9wRgzo-98ZWDe-7PmTC7-4H5ikE-Hc8WS-98ZXfa-4BQfm-5LNsjZ-7umLSH-7PhNmi-74fT14-7KZoeF-HcaNk-7KZok6-7PmUbW-98ZX7i-6CsTDn-H5Rfy-7PhRgt-Hc8Z1-DmGteC-HcaWV-7PmQPC-8Ez1E-Ru94YL-2kr82) CC BY-SA 2.0 [Kent Wang](https://www.flickr.com/photos/kentwang/)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Variable containing:\n",
" 0.9081 0.0919\n",
"[torch.FloatTensor of size 1x2]\n",
"\n",
"It must be: not_raclette !!!\n"
]
},
{
"data": {
"image/png": 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ax0wvLPKiq65jz7ptTC9PMeZN8PD8XQzk1/G8/a/k4h0v5P4j76PXk7TDeartReaXFpmeW6IZpnSXgYzixc95Dr/w0t9DOc7flXn+eyGpdTGJgyvBCoNQhjQVSKGwGH7pLbv4P392CissQqR/dz2NBSHSC2mq329tni4mzWJpoFTpX/mt6/uX6I/R9/2rKSGQToxNPYSMQXgIBLOLjzC3cIiLdlxJJ1wljXr0HAeVG8S6LcZpMzKY4+DRFbrmQW5bbuFk8oybPEF+mGNTd3FuuYUj4G2/+hN89K77ufyqy3nldT/L9X/7MUwMvahFIZOjmHVYWO3x+dsfwk96jI3C1OI5nrZnP2lSQzpFmp05elXL9Ow8Oy+dpJi1LHYdzlUW2JiZYHBE4hNyz6c6vOne3yUZ2crR+7/GX97+eUobPEpGEjsdfDtIV8d0Yp97j91KXRs2lMoUgkFc2yLnjbBUS4nDJtlsBmvWsmccR+BnsmgT4TmSwcIEaZqS9TXDA1lm54/R6y3xiuf8FtpRbJjcTi1aQHo1Ts7chucMUyjnESJkfnWaRhhydrrL+ECGbF7Tkz1u++bt/OJLf5+1AP+dnbM/e/9/4HzlPMdOTtGuetx54/1gHKRKEAhe9vpJnHyRZ7xiHc++/Dm8+Zf/OwcO38hwfgdXXXUdAhdjFN9vB/yt73kWuBHjwT7e9vMfxfO8f/V3r++x1Q/0fd/B2BhrFErFGBHw8b/+Tb588G/42O8cx/UB6/DAya8ykM0jpY+b20RNLJJLJUQtTp57hKPHTjGzUuOVr30mtdZZMl6J1IKbqWPTPFNLDo621IVkT1HxOy//CW47tcTC4kN0whZxJHBkjj9626088+Xb8PJd0k6Cp3ymjsyzWPV5zbUebdEjR8zgwBinKifQEhbOncWmLmPFLNWGy7b1KTZY4uQjgtd9/Oew2Y3ce9+N3HLnTQyNjRLYHspNKbkZ2kmEpxxml48TiAEyOuKuRx5mvDDJ2PAmDJpO2EZrD0flsPTIK4UUELgexniYNCKfzWDSEOVmoVcjFQ6n56ZQTsDkyB5qbplhvZk46hEndeI4pNOtUgtX6aURnhTs2TlOpx3RbXQRQtJWgtf99vN43zu+hhvAa1/3Yg6fO8Fzrryau04+SNpJWD1fQ6QOO5+zjowDyvXIj0YMFHNUV3tY7XHw3HF+7/1vYCXs0GnUmH9Hg3e/7Xe47tpfxVz4J62LtDGxSfFEhlhGeN8aLjIOWgocq8E6VBsLDA/38Jxhzp09xevecSVSZ3hkocKz9m/mf/z6TTiuBet9W4E3g05DHJnDYrEmRuCiTYLrukRa4vcj02Oqfzr7voMUHpoeFocUwf2nP0sUBfz0b+7GK02ydSzPJTuuQkqLZyISUWLAhSPNaerNJY4dPc837z/H86/bjaWKjQuQhHhOQGhSZqqnwR1h/XiRde4SX3zkADsK23jJs9/Ihz/7MR6+4zwv+flnsXd0goe+eg/1SohIEhorHcKmx0qhRz4Tc3j2EIPFEepxyvj4CJs2byYr70HrHrFxcUWE5yrmmivohs/qQkR201OpNM4xvXSS4sAwoDE9l26nR953ySoXkIRilvnVVRyTZWm1w0333salF22n4BUZKQ9z8/0P8qx966lFIRGW8UyRKImJk5ggV8SVLspRNLptioUsqyvTrFTh4dM3sc9A4OeQuCR6lUZnEW0i4jim02oynCuTaGi1FvGVQ1YFRNaCiqglKa/9L8/mgW+cZ3TvMMqzHD5/Ft9KKs0u+VwGISUmjTFpigg1HTdDFMYEsaWXKMRKgzuPz9GtpeTXlxgIinzsbz9GeQyeuvvnEMpFSNDCw5UJ1sR41gNhwQgQAscYIiHwDbz+XT9NbHtoPU29aRgORolEhR2bBqm2Vnnk5I1cvvenkMJgzNrEs5Cam//2vRw89xBHp2YJF1Pe8DNvQLl5/uR97+Hzn7ntCb4Lnnz6gb7vO1hiFAFfuf1/88Cxv8H1dmPdGtdcsomZ5So6LfGpm77GUE5x5f6rCVSFwo6NfPkTt7Jl4xg7d03i5iI60VniaD2tpqWpEzpJk/HJAsVcGd8N8d06QkHWLbGsenzwcx/mvnvOoJIu3zz0AI8Wi4iez8SEjw0UwnW45iljjA6MIzxBJpcl1hBkHFZaq1jdIXE9rE6ptWvkA4fJkUl6PcvCmWXW7U358y+9h2ZtnmJ2kMgISrFPKiGs+JisQvgQOAkZPwsDId0Qxsc9Hp2Zxh/pIoxgPJNlx5YRVqIaTmIYCDKojCVNU6znIDKKXD5Do1bFWkuv3aWYm+Tc0hl2brqUdneFOF5FCEWU1InjLgYLSAYHxpmZPYVjwJE+zThCZDSecPEzBtsN8IMWslRAhS0C5dPtNOlWW4jYEtoElUAapyjHIZuFqGoITY8WgsQ6dJI2EYLLnr6TpWYHY2NOHGxy98RnKEVfInDBIBDWcHbV5/azUxydbnHDO+5jeXmFk+du5aqrfgOPhNf84TXMLbTJDOQxusLF28cp5kaZm5NsX1fi418+g6f+nD/ZcB2Zgo/gWzV/XIaGs1wkNuDZlLOlBh+67aO068vURIQnNf3Q9Njqn81/Cwyk1q6lSop0bTs/nRA54AoHiYVUwoWe3Je+8h8ZKm/iec96PUJ3ufHu65kolVmoW8pWUhoOEAK+dPudbCqVuPriZ7Jz62ZCqYnCZQoZj6HsIKiELRt8CIr0wgKtWkrYMaSZlLiu2TyUJZ/TuDKgZixZo+kgiCtQrVYobgvYvHmEg6dO4ERZKg3DhgHF5bv24bk5kiSlE1XpxYavPnAXw4MldEPjlB3yRUVxYIDn79zN9NAJehPTzJ2r4JkRdGJQRpII0FZQq3YZcvPkcpJICLKuINABWlncoWH2upJIG/KpSzPbJSMN1rpkMhIjY3qhh+cZnFggdZdGo4rjeEgdorUhNTEBhonxK5k6exepkyXv5oiiMkEQ04tba+mjUUQhn6exusKp+UVGMgVEKGhlOgyFkjgTUmsLZLONMzSI8QytWovqbA9rJEEWlKsQjsAaSXW1i+M4YAOSJEGqLkE2w6VP3Ya0oOsrOCoiyJeYWmqDzSJISWVImmbJqw1cvH6CG77+Bf7y5rdy8OHjnK6HvHjhMJvHd7Fvchud6nEi28E4JabmWiwv1Bjc4LLNcynrlIWlLu+5/uf5f3/1CygSrAEhJXNzLY6fPs+xc1Ps23sR2yck9xxqs7TQpp8M+Njrn9F/C2SCkinGSDSS1CSkwsU3LpIUrAQB1eatLE69l+XOKrHMUG/OcfzcccK65K4DC9iWZa7TYWOuREmVUUmP85Uaf/31j7N1t8PczBSNdoRSCmMC2i1JOzZ0qwm6szZxmUSayqImXMozvRDjuQIdFXFVSLcZ4YzkkK0Y20xozBry2XlcN6XdWGbvrq1c/ZSLKOQmUBJ6UZNe0qZSrxB4OUg1NkkIBOhQEXVCPnf7Pdx7aoojh1doLQZYI1ASPNfiBZYAS8H3Me0UJ4WMdOj2NI04Je9PsLJ8mkI24op1E8y1mvRqDtVKay11UCiymQGCwMVzM3gZD8fPEscxxWCQTFAk6xTxlWHdxHpaq6fBzZDisdpdQQgXqTxsIvDlMPWwQyeKwLqMFYokXoBWKSO4ZIsu9311leOHOuRGBtm5dw9iMI8QAi9ICbKWXNElX/bw/LVyyb6fI03XNl5HaArZHGMTQ1TrVR6692GSWoxuwtzZCstNSKI2cdojNQF0DCcaCbUognaXB44c4uv3zVIul7l/+jyfv+cL3PyNrxPTxQqPRAs6bY1jukwf6BI1DDaTUq2v8tDMHC/895ejE4WwcPsdn+TEyUc5v9omSrLccc9BZqdnIFLs3boZa/p1/B9r/R79vwEGiRYKzyQItVbdEb025tqofgGjG1SWv4SymkrlGNncK4gjS94dYbq7SCGXxwQJOoqZOTnD3kv2cfVF62g3luj4AUfOneLi7CRz7R6Fso8UBld4xDohSWIUPnGnt1ZVEpD5DEkK9UWDVw55+raLuWvxboKRDJmhgPZMg8TJcNW/H2Rko6F2e5fl8/DIsYN89JNf5J6/voMHH/kS3bhFtbVMpdGmVgtRSUI7hYyyXLNjO3gO+Z0B1U6Lk7PnOTl/iHVbxtZ6uSbF9xXVTowKFI7rIlVCzcT0uoIgyVOUBbL5QYw23D93hrHcMFnXJTfhk6YJnhNQyAT04pCB/HoUCak2OEWfifIm6tOrKKmxgcANLUvVo0yM7GO6chbdrRL4oxhhSHQXhCHjejQaTeJIM71Ux9Epe7eOsBwucuybipVTNQaKPuuvHebk8cMo10FIMNoljlIsAse3JMlaeWRhUlRi0DhkC1kyJRcnkHSqXQbKecIkQQqPjDGsrDZ58GCPa35sEhoup88L7jp4kssu3cPPvvgV9JJlrrpqglhFhPSQYY5GvsB4cZjK8hK+69KJUwJhmdyoePjMCqNjBWqtkM6cxhqfZ7/iKeQHFFIEZH2Bg4NVPVxpWF4yGNNm48A2RH8LxsdcP4/+3wALhPXbeN/1f8GpufMomeFF+wP2TVoSx4CIsKnFcxQPHpulKV/AcGkTS+0WswszxDYhaUc004h1xTGmlmd55p7NVHVMPZxhOlzgyIEav/zK/XzllmPkynl8V2HTFCuzmLCBES5CKKxjSHuGSCtEati5bxsjhTILU8uEkWL7xZsYMjGTm6/mi3d8CC+bctd9U1y5+1KuvnQbf/yhm2i3erz9Ta9iYXWZZlRhtVantthjNapRcnJEShPogHIgyJQGWe7VWV82NEOLtRrf99FIdBITRRYtE3K5AOX4RKZBmCZ0OpbtG3bw6OGDrJscopgtkAsErisYUmXqcci2jTtxRZtqZZXLd/8kUvY4NXcaZAcpcixU52g3GnSNoBdHJCbigUfnePvLX0Glbcj68NQ917K0ep6V5jm8wKVer7Kwcg5bsmwaavJXn5tlfP0AN7zrLMXxDDJwuPxZe3CyHtOnz6AXQ0SiaLYiwsigXInjOEhlkSphg/Ao1ASiI0hSi9aG/JgizksqBto2QpYDcgU4dbrHZ35/C+2wwP/68hSXXnkxwWCGWkfz6JETXH3Rdhphh6aApcUVfua653PLzbdjXIFKNHPtVTAhaBfHKhzHwSQO+YykoIYQqYPOadqrLYbKBXQaIlUWoQXlgmauqrnhA/cQ2ZRA9vug34t+Hv0POZOCkOmF5edibRGM5UIpW4W4sMIR+Lal6RJrIU0NjrM26ra2k5JAWoshRUoufJ6ivfJFVlY/BbaFtIPcdvQok8OjiMTw0a8t84rnZrlqe45EWwQB3ShiNRhCdD0W2k1smOA5PkmYkCsUyQqBayPWD06w0ksYLAScOdckZ1ye8YwRTFxldLSITgSeAelnSJOYKOfjpJAkMRJJ6gqk0FgpqDeqPHz4LIP5PK+69mcIBnJ87b47GB+rkSZZ9o2M4z1rMycfnOFIucL6nUMEy5rAV5w+N43xodtq0bI9ikGWXhiS9TP0dI+YHK3KEgiHFSHxpCDrBrSiCGstWgqk45BxLTqN6RkPx/UwsaayZBkbjqivSpygi9WKfLZAXmVwCwX2+JPEJsQ4edrREsXsACdnbicxdUreGN2wSafbJSUl5znYxNKLFHv3bOLrRw7SrcYMjQ+wffMerFEEfo5Oa5VOp02kBcPZFieP+hTyAwhpcH2HOLKs21ciW86TdCLCHsSVGGMFQlp0atGJJjQxkwWfCXxEPSZO1socGGmQjqBX16RNSzknCSZLDG7LsrAaUwp6/NYHZxkeKrD/mfu5Yu8l/OFffYqpEzXe+PMvYPfG9dz2yAGuu+Qp5C/Lc+PdNxOnbfIiR1cLtG8IQo+mE9Fclrg2YrAgOXNPxFVXS4p+gcCBjeuzdHoRy1JQTCssTHfY8RQPlWiMFTipg5Xx2lyS6E/MPhb6Z/AJYFKQKsJab237OgzGCKQEcWExTJomCLG2O5G1F/4gsFb0S6lvPYWt7aIkhFhb1m40tYUvsFL9HCZqkREu0k2QsU+c1CAxtE0b3/eZHCrykVub7BsaxA5YVJJSUJJN/mbOaIeCNvRwyWZKGJ3ieAqtNcutLjvX70AIw4EEDURIAAAgAElEQVSjjxDFMV4pR6PW4pQx5HIZlheW8Ut5LAbhQCAV3dTgSB+d9JCOB8qgjCGsNTmzAK959fMYKBc4tXSUrz10mCPHT7B1V4nDC1U8R7B1+xhztSM024YkL6m3lsh5AdZErFpNzoAhJZf3aSUdpJLENiLwHFpRihM54HRpag+jwHF8RGJo6phtIzlOLzdoV5sMjPp4bomwUqGyWEU5Ae2GIBt4BOkQQrhM5sfJBC6Nbg9XpmzfcCmCHj2hCbVEJk2EiAmUIpUuiUkRcq1UgdIp8502g04emSgWF44zMLCTAZGl6SY4CAZzJa7Y/ot89siHER3L1HKTZq/LlvEJhOuybXQz9xx7iG4Y4Ts+qY4ZGvTQcUisLeuKOfa0HcKupp1KUgVCGASWVF5YVZta0qYmT5vclgyxSckWS9DqsfHqbVy27RLuOfkQdBxe8mOX8LyL9/P+r3yKiZEhdhQmWelZ5o/MYgcUIlZEwgNpaYeGLYMDVEcSpFGUsw7ZaxzmFlr4EykThUHyKiBWKc8Yklx72QjFwQCpR1jRi0hp1oajrEX0g/xjpn8WnwBCJejUoBD8+V++gYmJUQq5CTxXcuVTXkYvjJmZPUCcLnLV5b+MEGu7LInU5eETN7Bv50tRriHsniZu3kll8VZ8JyVKOwh8lI3xpCKhATogEZbm6iCpN0eQDqEyLZZamsGJLG/6xFmuu+oyto1UufeEy8bJITLSktoUx3Mp4JL3B2h02/gyT2HdBM1Ohd1bdvBLe/bxpQdvolI5R6RcVJqgZcL6iRGMFHRbCQkGbTRKaPB9UuFRzpbphh1U3qe+uEJnsY2Thc/87WdZbsMf/cob+eaRu7nv0Fdp6AK7Rodp9BJsJAh6KzhuiQ99+hZ2bBsGm1IwPmnGAZ1iU0teugSOoqd7GC9LISvpRSFdPAbyDq2uIMbiew7DyiG1MY51URlDbSVkctMkcqxGfmCIzTKko/MUVJEwSclJH2sNjUaFyFXMzs3z7MtewF2H/wYhs7jSJwq7FAoF3GyLNAQXTcaBs40Fsrk8jvJIhEs3DXEyBaSEWLj4ODwye57Xv+o/06w0uOaqS5nZVWBpaYUrnrGXO788zcLxVW7L3I+JG4wNZDh/tk7eF3S7hm4v4WnDwwwvJbTDEBO4YC1KybVqNqkAaUlEijBrWzG2mjHhF5bYsDtHsr1MZniC1/zkT3Ho1AEOHT/Jzi3ruXT3JhLjc+nObbTiOv/zyx/h/IlFhoaLDHhZqp2QSMeUnAxmwEMKyKYZrIzRHRdBilcUoAI6nZRSMYMn26xEbRZbEWPrs+hwmbL0mX70FxgYfAHlkVeAa+H7q7PW9136gf4JIIyLEpZUQk+u0gwFsYzIGZ+bv/4erIyITIxrXB76q18kowo4QYGRIE+m4PCZO9/KQAwxX+fYyZD1KuXKKzegAg9lNVo5CAuOdRAYPDfhrV96gM3jW0iFJiCDm9E4QjK5ext7J5/C4qmvksk6nD19mr1794F1cRxDFIc4KmBkoEwhN0qlVkGSxQpJs7LI3g0X843KNDml0IlECIdGEhMID+UIYqOIwpCCU2CpUuXKS65ABW1m5h3CMMJGLj/+3L1o3WNhscaurZNEYZ3333wHP3fFDm65+1FOiyKDJcPKSp1RN8up2QaffeUb+LM7P8uMiillNRYXgUKJEOkFpEbjOA4i1fSERUiDxKHe7VL0MoSRxPUhlhKtY2TqkMWSSMHU3Hk2jJXotdtkC4NMH1nEGXMoZ3xqQRvlDtOJ24TdNvsvejbSCjTgsvaE0ex1CU2EQlH2FE08NpcFhxdmsTokKw0zx6ts3l2i2aoxMbCFLpJKTXPJvv0IkUHLJbSNcAxkVYbFlsfyXI3RbaMsPDzFjn3jhO0OYbdH2c/iGIenlUts6KXUtUV5DjrVSLkW5IUF4QhSLCBIhcUKSxpbPGlonKyyY/c4yyrlxOxJDswsMzfX5HU/u5+lmWVa4TxfueWb5LIBqYrYXBqh3Ympt1ogXDLZhE7ToNyIpucxWIrpNF0cqRBRk3rXIKIK7XLAnq2baNRXqXfrdDoB7XoWMpKsDYhlm+XaJ6nXvoJVlrGRN5Mdunzt+l4Y3kSYv8sUW3vaVVhixIUCfN8Pc2E9mIMBI7HCYq24UL31Rz858Uf/f/CjaG2BIdWVbxAlknq7RbW+xGJ1jpXVcyysLjC/ukC7t0wYdanrNmdmTjBfmUGbiFzicqrR4pNf7TLdCHmgFqK1RliJEeCnGoEhFWJtQZDRFJ0sieoSJQnWChzXBelT8BxmVqY43ugQOCnbNk+CSMjkoJdUqTfroLJYkWN+YQYpUobyZdqdBidmziKsQ7YckcmC64b0kpicq7CuwTgSzwhc6SNcj3VjOzh88hDLp5cwOkERoQJFXG9gMOzbuZ5Ty3PccPfHeeHlFzO6YQeNdsJ4kOOSkYvwgnEON2LecdU+/vhVf0r5r2tcuXMYgcQTBukpQuWjv60QY63ZIbFrWxS6nqJTD9ESrExxjaHVa9FqdNE2xXMl2hpKToCIIxynR5LUiKMOSTelGXd5yRUv546DX8MxAdIdxuou1VadbDaLJcIYQ6xTstmAXtIlUZrNhUGmak1yTo6MBT9j0MMK33o4DuikSWp6LFZneMa+6+h2u6S6h2c9BnND+J5C9kLWbdvIhnKJblOxYdsQHR2RURlWV3sMRpptxqM7t7Z7lrFglVrb41FYhLwQG9Xad8RKQZw6GASRjWhHLrf+9QHWjw5T8HNsdOFnXvoiOt0sx85N84Hrr8c2atBaplftoJpNTKXF0krEySMrHL+3yuyhCvMne5w8vczcbIzRLZq0mJsKEaZDazFiZXaVu2dOkc+F7N1cYHQ8zxdvOUtgJdpEYC2uTXCoIcIVVub/kJNHf5Xq/CfRnRpW9ACwIiY1EVyYx7Kpx78mnEnAsb21dFQZI0SKlOZC1dYfff1A/0QQCXc/9GluuvvD9NKQWrdBpV5hpdHg7PIyB0+eZbnZ4dTsPKlxKHt5JoZG0B4sdyp0ZcRQqcAlWy/n2LQitClK6LU65FKAFBfWWgqkdfGjYS7bvpN0JUJEPZSErO9QzmfJZMcpFjKs27CVjaPrKA6OgBR04i6u4zBUWkcpM0TOL1MoT+D5eYrFLK4fU7c9lutHmRiSeJkuQcaSH+5Atg208JSmkyZEvbWStXvXreeiLRfTLWUYzkm8nI+1lpNnpzAoJoYLDJYVcVynnZzlwIkHyJQ9tk0Occmll6OU4uPXPZ1Dv3OcscECumbp/dYsO0o5jq+EdE0LzyikWVsIpoSDDALaSYiUhrwv8EpZUClCxRgMRd+i3eza5Cwp0lHkncza6lQFg0MFcjkfYev0OobTSwv4rsRzC+zcMMlAcZS52jGsdskGpbXtAJOY1aVl0igmkA7WWmbmVwmyOdzBMtq4XDQ0xNadu5GOy9jAHrrtFZ55+XNIhE83rOHJAKUUUdili2TXjnW8/fUvZmJXjqAUcfCROUwi6FjNpmLA7tQnajuYnCKRBi0MVtgLXfm1noXBklpIrVmrYe8n4MGZbsiWq4d4yVuuYPMlEwQiwCkPMFkKeOjA/SyfmUJXV5CuQ6MSsDCtODoTcX4+YeFwnfaqZrHSYSJf5Cesy2+HI1yauLRbEPXaiELEZEZR2iBo9TwWztYZLw5wZF5z28GIu440wSuitaEjEpSWJGiE55CKJpmkTlT7PHNnX8/U4dfSqt2J0BIlXYSUQIRUBmu+/3AW6hgIkKlFJinfejIwT5JtHPvplU8AnVr+8sY3k3XafOPgKVqpwVGKrKdwfQ8lUzYOr0M4OcYCl2YSslivML00yzUX7aEbhsRS4QvFQHGAOI7ZU5pisOgQSIikQFmNxaOrNzPdnaCkPW458iBHj51hYLjEUClLzg/I+FkGy+sYzpTQvsUYQ69RAcdFORpXjoAJkE6AIyVSJYwOZTlw/svU6oeoGo+N+TL1JoQ9S7cdUm+sjc2nGlwcHN9juDzC1tFhlpptekmLR0/PUMp6VFZ6lL0MQhk63SbrtyjwYtKm5My8S66YY2LdODvKI/w7b4Av/OKXKElF2wpcGREZjzkbMfGSPPfvylIKQywuWgky1pI6KeCBk+BISdIzBEUHxw0QscAGPXpRQrsXIU0OEkuagOt7OEGMzEK1FTJzPGTXjlFe+pzn0ax1GB7KUfQHsKJJtd0k8DJ0ohVa3Q7duMXM4jyjQ8Ns37CH+ZnzHJydYfPECJWwi2x1eWS+xjN37eRl17yMQmaYT9/657z8uv+HpNegVJ7kkbO3cr42he1qMJZLdz6DcmkjYVihG59DuUU8v0it3aR+9ji2A62Ti9z8uQeZm42YGCiR911SAd+Kf6mAKDFokyJQaJViBzS/9ru/SGF0AyfP3cc9D53jKXu2Mjo4wBdvvwdxbp7MQErbCaguWXQX0jBleTFhMC/5GZFng1L4VcW52QaxUKSeJRcK3ntRwuC4g5uH4QFNq+PR6iZkfUNXOmwZKlPys/z4Pug6ik/fG/LrLy7x/B0j1OIEK7oIDCKVa1lDNkEjUMLFpGAcj7HBXyI//u9AfGsLru8v2BujufOOT/CJ2z6IG5R4z9s/i+cW/m5o6IdVP73yh4mxINdGR0k0d9z/fhyjaScRp+amyLl5elJScHwGyxkKgeDY8jReGnBKKjwhSEREL45YbDRphT2KfoGmbtLrtnH9DLdUCzxtxGfbUISfaaKtg1U56rZMHMcs6Zg9mydYml9hdm4JpUZpdiOMrrOumyDGRxj2JvE9j/LYECutBnE3JvYXadUtw8Eo0s/REiGPnHsfKpPB9UcZ1IKz0yFxnBB2U7qJIErMWnEtbQkyHsVMkaF8kUqtzWrYpNNuMFEqkSQp60dcVpYq5HAIsiVaiz02XSbpJhK52kUnKQ/MLDN58Ua++M4ZJrIDdKQh006JU4VVlolUUflCjb3XxTSeWqZTTVAZS5wasq7CkkW6KTaJEUFEHCbIyCOVBr8r17KYQoOTETRFjCMkOk0oGUkUdSg6HhsnPVzjMRQUqSTTrCvt4tDMIdaXhykVivTiiJS1PH2Dw+TgIEiXceFzw+xJxoMMl+/axYOH7mVJCSYHykxObESKHGni8bxn/BSDpUlEcYR6e5nVyjwLp+aQuYBTU9NcsusqlDQUcuNIV1NtziINDHlZgl1bCTstkgGPN716P2nnbs58rM1tN8wjc97ahuhSIK25kLZrsY5gutLmbe96GSafY3Z5mrvPzFIa8EhDywuu+CkefeAwM+UCnVaHpfk6VvmQpOwqDPKqssPQfIdGT1NtdUmtRK4tgUJFkpSUlxdy3KagIFNk4HD+4WWywRARPQbKMYkfs9oJiZJ1eEGZbeubfPL2CludLoNjPtYbxtEtespHmgRjFK41WBWjyCDosVD9AKVwGi+7g1LxakQ2izEJFoUUztoOXlKzNqv7XeHOrv1YAVI6XH///0a7HVwjeOjhA1zx1GuRF+YCftT1A/0PgBViLePBCITyOFc9jiSgurrK2JhPM4ygAcupptnpkc8J0tgQOx4Z10PHEQU/IDYRq9UaUyurXLx+D1JmSQJJL9YMqTy3Hm7zY3s99m5dh0yWicNBdDSOIzqoQJBxBdc+dxe33/f/s/fmUZaedb3v53neec+1a66uqh7SnaTTmefOTAgYICEMogIioAT0HOGg16NwWByCKDiAVxFRESNEEVEgJCGJmUMICZ10kk56nrura67a897v/D7P/WOXLK73rKPnXK8Cl99ateqtZ79rr6fWW/Xbv+f3+w6asJtiuhoTyWJ9lVQkzM3NEeVMpGMxZeSYrbeZHBunki9hewWkZ+AyR9DxmPaGOXJihfmVFpEQSA2hnyJljkxJXNPB8STlUhEkrHZaFItFispFxTFRGBOnIaDIlQpEnZCJXIld+9p9ueGDMaxAe7XLYMnh5qMWLxbLqDjCjQwiNCaCJAMlDCyvSP2RHkPCwr16mPpSD+3ESMMhNbrITKDzKUac0WslZK6BcAVhHOPkQFiS1W6NsaFBUh96maarMqzEpKsUOq84FfvsPnGQG8+/hRdn91HJWyhb4eER6YhMKWzDQUuDdhYiU4E7OkFVZWSW4PjJY323JzMgb7u4lsLzPKTqMeKeQRT1qLVnWFg5gmU6XHbZRTz57LNMTl+AYdmYdpn5pX3EaQvLdMkwCFWIIcdx3RwbR0r85qv/jLAVkAkYGy4h6LdslIJYCWKd0NGa5V6X6euHicKQi7acyz1P3odY7RC7Nt85+Ryu47D72EmKWYp/StIMND9d9theKKBPpswcb+IrD1emxNoBMmIgQYPSJEKiZzLURBujWKF+NCFvVUhDyLDwfYHlRGRmxq998hi/9btXExttNo2u49f/9hhf+NDZnJqZQxZPI41LOK5JxTTpKJ8cdZTRwBIGRqQJsjvxeza15b/CG3wtE+M/CwKSrIshc+jEwDD/nwieNIv7bGZt8pf/8FEc16TsTdPw63z5rs9z6YXX99FuPwKZ/l9M9EKI24GbgGWt9dlra1XgK8AG4ATwU1rrhugze/4IeDXgA+/QWj///83Wf3hCK/r9cwPINLqn6NJCCRNZiCiiCaSNEWToTNBpxyjLxEtTEm0QmZI0ixiqFFFKMTVQoRM3QZnM19qILMPMebgFi2/ucVA6YttpY2RqGEN75E1FphIGq9u47+5v9xUeWz1KkcTMe1iuQRRlVCqDWCLFwUSaLiMVTRaFVCpjFAouS7WX2N/4FqJX5btHZujG/trvZNINM6TlUJQOpZKNyjLKnkc57xBlKY4pybkGOtIUcw5RlmFFDr0TNexhyNkeC706pw2Vkce7JN2UIM0RNSO+fNPF3P2RXZTyOZzAJKQLmEgENpJIKxxfkTdynHywzrp2SvXaMq3UwbBAJxplCohBxxCYkAVNKraLyKckWqIdwbBZpIzJXBBiuzaeZaFSSZillAsuy6st6vU6e048zQM7H6dUGOC6C6+gum6S5uw+0lgj0ZTcHHHg41YK9NoNUiQD0sHUJhNTE6wcOkriRZyzfjtJ0CaTGZXcMJ3uAmniMzxUIsy6PHdiN7sOtPj9//pLtP0FlmrPYFp5XK9CFAco1cY0chRKKUHa4cXn9lHsmEwUSihpEGtJbKSYmaCuUupC08kUKsvoZTFTp49youXzwT/6XQ7vOsXweJEzqhmrs00WBg8yaTioRsQtkxVGV/MsfddnKY0AjRYeSqQoZZKSktKXWlBSkCgNGuL5jPM3FXh+uUdzJsIddvozjEwQ+Iq0G1Ge0HiFgHaa4a/W6RQNZtttnn3qEJMbXEbkAl84nDDhluhqQdnMESVVTh/xOH3cJLFmUcokTi1MUSdo/TnH6g+hM8Xo8C0UJm5BWxYqhX9OthVSI6RHkmn2Lj2KVFWMXBMvsckVFFIA4kdjjPmvqei/AHwGuOP71j4APKK1/h0hxAfWfv4N4FXAlrWvy4A/Xfv+/5PoEzw0qn9kFIoslRhqgaX288wd+3se39+ErII2Q+IkwMTCzGmkkyDNjLBnYwiJ7kk6RkLVsjDimFRKAj9mJc4QpoFtxsSp7vdalcbxeyRGhfFBk6+/sMyLSxbnnW6R6BlcA4ShOTr3LPVMIIXk0MwS64eHaKcpg72UsBLRDhrkVI58uUCQy3BsMExBU9YZdqu005gHnm5y5ibIV0zStkuvm5Er5ih6/cGq5+QwRIYp8gAcXVhkemKUfY1VNvQ6xNokjkNEppBGhjmeQysBSUwFl0C3ERWTyYdMbnrzNNUXFnnik8co5ySqFRMiSbHRot8RgzXPVFJcJZmkQLhDUT+2H+et2wg7CU5OE6QpWtpoA0pCoQoCITPKZo56s8dIMc+phYQgbGPaDlkSE2OhDXAsRa/bxc4kwnGJ4zZaephS8eQLz2CZGs/2EKFBKFOSuEWxXMAzcxyb20N1cAA7l+NIo8awKiK1pKhNTsztYnrdOXi2QddfYu+xnYxW1+OJAiu1Gfwg4PJLhjh04kmSLGJ4cAjHsGmnAZmf4JaKlAfP5NfPfQcjokI+L/By/T1nRkqQ+mhtU49DDiiBGWXki5J6FHLz68/nmksuZdt5FxPP1nh040Psf3oP+19qc8OUy8UH2xg1m7mnFKbqsoKJQBARkK15CMdYJCLAwiYWgkRrItU3HY8wUCKm/ILJ6AUeyZBJnAiuOK/I4y8tszQTcvrGQQ48V+OTX/wJnjv4GM76Iq5V5hO/8UZu+50HeNdVgjf85Jk8secFtgxUCQ2Nq00cG46veNz3nOKU3+HV0xVyhS4P75pjrmfxgVcMMbzBZ2H1DqzVuymOvIZ84Rwc7yyEkQAWGo2Qgt/7iw9ydOUxpJa4xQY6sbEMwdUXvoxEaKwsAsP9D8so/1bxLyZ6rfUTQogN/2z5FuC6tesvAo/TT/S3AHfo/oT3u0KIihBiXGu98G+14R/cUKBNtKDvrZqm1LpfRyYG7dq9qCCjXvchzdMLl9GWwxH/MEpl2NpDmxlDA3maZkQ3sIkzhUhMamlEwZRYGXT9hMSRZEFKmoQMDhSpFFxQEmkKpsol0pyFWLH4q4e+y++dvp7J0ibmF05RWTdIzvQ4PjPPGVvWURnMMb+wwJgq0CuZEGSU3ByBCMgnEkvaOEja2UEO7ehxZ6/HDVfdwFu2X85Z02fxpYe+gTQLDOZdil6eOPHXTLNhw9QoJ+YXmSgMsGXDeWQqoRvHxFrS8wNs28YIEyQmqegzIRM0RppiVYZ45vnjvPqVVcp7a8zPZJhZCyt2iFBrCV6vMYr7mHAQfcNsDRqNoxMGa5OM3TnH/psH6XRDXNch0yaurWm7CZ6ARAq6fkJmSfw4xjA1pmWSxqAwMLIEU2Y4nkEYCPwkYbWxiFQO6wYrlHMeP3nNz3No/gDC7FEZKnJifhkVw6bBUQICDs3NkyFJkpjRnIcUKZlt0W2HXLj1JpZrz2E5m8k5A1xyziuot09y+OSz7Nh3hOW0AVGOBx+9n/M3jnDdVRcwNl7AVCb5XIpZmmT3c48xYpXxbBOpFGWpqGlNKh2M1EARcrQVkuqY1/3a1UwOlNm27SLOP/tK9h1+mqceu5+ZpRbf/fZ3eePwCNdMTrG0a4nVuo+NxLELhKFGuxmJ7RC0JQ4Qo4iIEdqgiUZogxAfjUJp2W/h6BwNP2JDXTNb1Liqw8kwzzvfv52VY22effwEX7znFTy28xiPPJHj9t96F4eP/z0f//Q9TI0W+aNnAr74+GNsPGuE1cTHi0yOLM+xfmqMeuIDkjEnz9PzCUo7VIe2UhqK+MfZU/zcVBmVSZQxQ335b1hddBgcuoHq6JtJtMKxi9z/2OdYDR9HGwarrS4bixUCHSAMA9ORSBWD/NGwRfzf7dGP/lPy1lovCCFG1tbXAae+777ZtbUf+USv6Cc5kXZo1B+g1XwCU9lkaQNLL9MzJfXIQmYejijSTWoszYaMjhbxkx6maaDzMXbg4AiBVTLp+RmdToKTL5GJpN8HD2LSTFBwc8RhQpwLcc0cBdslJqYoLFqhj6EiJgtldi2c5MGHH+W0bZPceM6lvOyiizhVm6FUMkmSHEeP+2yaMJBxDqNs4A4U8Mnw/JBdqw3OXbcRWdrJiFlm7+GnWVqCO+56ni1liS5p5o0O+ZVl1k9PkkYZxcECR44u0A1iSLosHzrJ6GgZUygiPCpWHiUyQkOhcx62yiBNcC1JkgkKdgsVw9uu3MyLnz2I21MIYeOn/XmC0hqJJEX18eBrEhJSQ/980ydB2bbiyCnJ9B8v0nrPOK0swSr6+LHGkCZKQsEw6YUK13YQ2qDsJXi2y3ynRyhFX2tFCqJuRKKgpGPSsIcaLhE2OtiW5DsHH2UwV6bdWsK2XEYKk9TDBtJwaC3O0+zEjA4MotKIQKYkfsyI7TDvZjz85Fc477wtDAxuYGFlD83WSWaXZ5mrzZLadcpY1GbbnHPmFBedsZl1E1O04mWyVDC2YQthOssfvu1zXD40iY8giyIsnccXMW7UJbIs9nZCrvqpC3jlzZdw+FSXpcYCzsmj7DlwkAcfeYqRIZtX5wVvGdxEMJtwYMcSnp1CrAmFRAkLJTRJaCJDgbBSOpkiQ2IqWLZSdNLH6htaEmOipEYTYcuM6qCFKpoUhGCp67L/H/fhKoWvY877ifXsXXqeVPX4vQ+8nbuf+Ue6yxUmiz51J2XSdTALEpVmeNokLbpUu2WarR5BL2CgWKStFQqLaq5MFCWQd7igPISjA2KZItIyhtHDQtCtPcaXn7ydxdhG+DkUAT2hqboWSWIQxhG2pVFKs+/4k7xi+8/xo4JA/7cexv6Pphb/Q/ymEOLdwLsBpqen/4238e8bWmskBq3WXdSWnqI/KkxIdINMnUSlJXByBCloasT5mCTsMD0yRNDRZLmE8arDwcPQOBpRXjeA6UrKTgqZSSgSSq5FlGmkkiiVkSYRUQqJVnhOyorR5XRnA3m7Sm1xB+XhKf7Pv3+A8fXjbFw/wNfvew66cPH55yEPhHQ6PZzMQCaC3XtXufjKcUSYkM3VcNdVaVsxI4Uyy70AO13Hk7v3c+mGYZbbMDGWp54mlKXBhJsjyUsarS5ZGBKgSUONaRXJpMPI4AShSkmzgJXOMmcOriNSKYYhCcIIq+QQNHx0QdBYaZHzN/C110/z8AdeYGhdmdhUKF9gE5Ng9an8aLSQa1m+zxiQQiPWBN5yShMEEUPCI/EM5OebHH1zjrNcjWUJtOiLfxm5PGQxZiLppgkDZo5WEKKEJKclKN3v7RomOtKcPTXMYqfDWK0NKmV2pY5lHScpD2AaXl9XyDIJmzGucOl0OlRLRQbyeXqpoBmHZJmm1VlGOA7j4xZDpdM5evJxgqDHUn2W+dVZlmtz2EYOtGBwQuKJjKlNm0jSiF6Y0mh3+dObP0wutbkwGSRG9h/wvPwAACAASURBVJ3BnAI11cHSkthweb4xz8YrNnHjLZdx5FiLLGlw4w3beXTHC/RWlnnrBcNcOpNj6btt9p2oU7EdKlMerXpAlsXIrN8UUzqmJRJe/rPnsOMbxwk7IZGA/URMGg7n/swow5tS9j0U89COI5iqRDFnMFBKiDYXuKfZYaCY5+SRJRq9vXR7DpmK6aYrLMzs4W/v+ghTE0dYnFvlknMv5aVdxyjJIXoi6bO8kARpitHsIAwQMRi2Q+oYpHFApgRmVqfW62GsePz8BXm6cYphCDLVwHYHMdH89ZO7ifM+Qk8T2AtIv0JBSXwRM1wp0AtiUpViWxazKy+i0H3pjh8BzMq/Cke/1rr55vcNYw8C161V8+PA41rrM4QQf752/eV/ft//7P1/mHD0mhCBCdokSTSWITh+/JewyZGogAQDV0myeJE4WcWSBkLZRBL2z+c5sFBnz8o+rI5gPpK0DgtEqkhMk1QrKiM5qmUXGxNsCJOYMEswEKRxgkpAFGyMrA8vlKnCsgVWyWI8N8hio8u64Wn2H93D5IYhVJoSBgm+7+LlYGK0iudClGQMF4o8tnMvcSCozftMThQpV108YrZfUkHadVpLFs8uhowXXKZKW3n28FHyhk0tqmF6EiPW5G0DXfJwVcpS3WcwV2RkYASr4LLSnMPLDXKqvsw5E+tp1ptoN0P7oJQiyDpkgUY3e2y0e5x2sERjZ5u84xLOxkSGwlGaDAel+5rrSvTl9DN0HyeuNakQKK3JEPTPV+J7Fb9Rsmi2m1z7f6znkaIk7jYpGkMsNI+SL1coWhV0YiLCFnUZsrKcsHnTIDde+ypuuuoXOLT4Ao/tfJBvPvAIpimRUjI0kGOoVKU6UCBZG7YXczlc0yDTKRuntvHUCw8xPjTBTGuevOGRpG1SbeMIg2O1ZW597etYrreJU0Xot3l699MIx8FIBc24RaujkLMphVGDgYFhTt9QxRuf4Guvv5vJQhGtNbGUmPTp+gEZoRQ0GjWys0d57buuY662wuGlU3z7iUXecMM5XFlKmN7V5fCdKwytr0CWoSNFokwsF7JEoXxN0s3whSLWkjZNtr1qmqWFJldceD6fuf1J3v57V/BC0aexMEtHdsiUyfKqoJ5EDBVy/PQt13HPkwe47449mB3FB/77W7jl9e/HFhEFu8rOY1/nw3/+KdJOQqHo8q63vYb3fezv2LjB4PrpTZxYyTgws4RjG6yb9ChaLp2oh4FHrEIMw8I2NVoJJApMm8DP0KvzfOLXN0MvwzU1j+xf5tlAgl9iYjxGqhxBYpNGIYGfsHHoTDIF7aiJ79cBUCLElQUuXX8rN7/25zD54cfR/++eS+4G3r52/Xbgru9b/znRj8uB1o9Sf16TIHDRaBAJlpnSqt+JTHMkWYKj+1jrn/34P9BYPIWhLfwsITECbK1QKsSKwdIF6qEkbeTxTQe7XKBU9igNFBnMl7BtG7vs4joOecfF0SZJrDEwSBNNIbawMBGZRgqrTxCKFHFXctHFV2JJgWNVSGKTZjNFRkWKGHh2HhOFHZtMFivEQRfXsRkaGWB8Q4WZ2RaWFniDLlPrYeNomXO3FRm3JTN+j1zVYcu6Ml5OkvdsPOFgmy5xHEMQUo86hGnKfLvNbGORnXuPEKcevaZPxS5x0cbTeGr/AYpxnq/dt5s9B04QpQlSZWT5lJ88+xKO3X8KafioLMIuZniZiSEdhE6+l+QzrdaeR/801Zdv7hcsQmiE6APijLVWjvJ9qhR56g9Ocv1ciAxtGkmDcmGQiy86g9V6AzfX49ob1rF1yxS//EtlDi8v0G7t570ffzPf3n83y/6LLCQxXUvjhxFZJghVTNF06IQd5hsrrNZXqPfquNLENmF0ZIRIhRBIRvNFNDkipQjSgNVah1avwWp9hmMn9nLw5F4G3ApeKjDSFGVYDBgWYp2Nedhi5yeOc997X+LUt2e47B1nkiJIVX9YrlRfETVCoJKY1/73n+LiN1zDl769k7jnEc/6/NkVm3hfovG+uMjqwz08y2LxZIfmfICSGtcRRElGlgoCnRIaGqVNTgofPWBj2HmuuPxsdj34DBefXuXev3ieQ7vmSWWI9nJQVhSmWkyfG1KcqPM3X32I8zYMcsVlowjX4z3v+hAqW2HnwTu59eOv4jc+/3tMbs0ztD7jWy+2+Ymz3sCbbt7AW16+FXcqR3G6xWtfP0Kt3sGSHj3hY5oOyAjbMhFC0+31kDpCuWAkISqLsIarFOIKiWXgZw47ujHjVszoeIqpTRbrEaZSpKHmZdtuZOvGS1lanqPdXsa1bGxTkDPyRKHP6256Gz8qZlf/YkUvhPgy/cHrELAEfAT4BvD3wDQwA7xJa11fg1d+BriRPrzynVrrf7FU/+Gp6PuNA7RJ13+O1fm/RyZLKMdFZSUs5rjtjl2UC0O44X5++Y0XEWQZWgmUBUuzkrv2LBLECcdWUxpHA/Kmi+GYRDKjOpKjWhnAtDSWZeDZZWqNOp1Wm16S0JMRhBmWY1K2HQwrjykkTt5hIAfrxk/HjR2e2bePRreLMhU6S7ENF9s2yVckJa9ItVQkV1AE7YCFZoDKJEeOHiBfGOLQ8yd4/fVb8UZ9Hnt4gSCMWT/mMDFdoaXBzxw2j0xxanGGHl1Klo1tenjlPCfmlti3a4Wv/NF7sc0mqQo5Ol/n3ofnOdGqUbTz3PbOS6h3GkxOXEu56PHffv936IY2jmewfPgE7ztrPbs/2mBgIiOZ91BrMlwZ/Qpe0zevTv9JznlN2DkVGvV9f8sJrOGfNdI0ydIQS+bpqBYjH1nHi0uaoNMm1Yrp80zWr4OFIzZ7ZmpsO0sSx4p9eyLEWAWjYjJt5Jg94DO4XpC0TBory6zfOMVIIYe2BU6+wMrcHFtP34SBzeYNG3n0paep2BUaUY2t6zdxcu4EgZbEUZsXDy3xn994FWmUxxIGx1cXmF+Zo5em2Iak0/MJmppCw2TnV1aYyhnkvRzthSZnXzXK4kF/TRhPQWziS59IeSykPW79s/fwt/c/xs2XbefqQYvlv3yY7rGY9pLPxHCVThIhlCBuxWSWJG5keC6kniCVJmEjpSZCnLzi9OvWMzDhYBZtmi/OkAYpnYWM9EKbkxe4CNNi3Rnj1JdOMdddxO9GhIkk6FrMLpusLzpMnDHOh9/+Rzz53Bf47P33YRgeN11vMbtUZ8eTHV592UZOP/N6vviN+znnjEEc2aOtI1ZXenTjgL07E849YxiFRRIHCCEwbMiEIm/3jVaSKMUzXSrVAeYaDdK0y/DwMAPFJkJDzrXwtU2jFnLp1itZP34JfmsFrQWN3hK1xiy11gmUnWAjOXGkx198Yi+CGMkP7kD2X1vR/1gC4X8hNAlCa1aXH6ZX+ypKdUG10aIMqsnsqTa/88AMZ69fz/xqh998w2aE0SUzBFIIOplEziX8yb467XmTuh8hDQvPlRQch1KphOd5jAznaXXrdDopy40ufqeLH8Q0jjQojLjYQzmUo8lJh62bN5OoAD/MaNVrrHZDTCMPQUpqOuQtiWlJCq4Dns+gN0ohL9AZaCvBxMOzE5S0OHpigR3PLJB0fKanS/hWzEgskAnUej6vv3CYp+oxA+uqxF1Fr9OiIfsSvBaSmYU6n/nVd7Nn572UJseRMsaRDpZlkvcG0UlEM4qIsy5eBr2sCcLj8ScXOdIxKXZjZCXidSODzPy3GeZlysZiCdWShEJj6jXyD5IE9T3TFoDk/5bo+8zM/uv9k1BAhIWDxuAAi5x14wDmqya59S2/yS0/9UuMDS9Tma6Sy1uUhjqMDym+tdPEUCabzhrg+M4VZG6A4pCi03OhG0MYMDhUJJ93CZK+WmY1bxNngg1ToxxfWCEMfYrlEtPDJU7UVsh6MZ0s4OBCm5+//iJGyudzYmEPzx7ciesU+qbtWZcg06T1IqUh2PXbM1QKHo6QWLZGKKMvA6AyYqWIkQiRsdwLWX/dFrpOl59II6aWiizsaDA4kiccENi+QTAfYQ+ZZGgSV2M0BboIaVfQbYX0dEph0KUybeKNulTX2RiFDNlJiZpdkq7BkUd8Nt1SZs91JZ544Sj/+Y038af3PszYsMPqqo+IImq6xJZJi327ltl++ensWzhC2LbJAsHl13V46hkPZQgqeU3W1fzNb/8Jv/bHnyKzO7zqwiGWWvPsOtUlTgQXn3kx3/i7HWzeME4iEtIkIe+CssDIEiqFIkmSkK/kKVkFqpUipucw4x9Eq4SyATKRKMPjtMlXMl2aph11kFoQ65RWt0aoYLX2HLGOMMMufir5zfc8AYb7fcY/P3jxr030xm233fbvsJ3/eXzuc5+77d3vfvd/9Db6oQGR9hOI6PMKQaB6s7SXH2Jx9lNE3W+ThquQxUSig52amI7ga/uO4xQNUj/CkCb7Tja5cMsoQipELPHp0YtMFn0LaYRIs0jJM8nnTCrVClNDVUYHymgtCcI6QU/R9SPiSBP6GeQdms2UxWN1gqWI8pjHsROLLMyucHxhkWE3R34wjwpjOg0fW6Z4BY+g65OmGbZhEUYROgvxSZHawLICbLuIJSwGK3kuO28Dy22fFx+Yw8ViYHKA1A8YGMyznDhsKgo6zR5Z4tPoBpRSReAGZJlDEgiuO38Di+1xUmuBPAXaYY1168YJgx5arJleKEmYKNKkhMbjzDOKvH77VjZtHuXOLx8inR5k823Xs3qxweDOHlknIdU2WZ+hQLoGqRTIfvtG9LW7EP9k29Kv/IUwEEIiyOj/r0rGzzOxP+RjnBMyssnm1z78Va66doA4SMHIMWqZPHk0YP3Z09RXE9ZtHGP7aRdxeM9JxgoFOmlMTqRUKtMEiWbXS8sYiSLnmeTzJqE2GHRdSPoyA15sctXF1/DUvudIdUyapqTKwCLm8q3XkmUSoR0GKmUWGkvEoWRqbJBvfPggAzWBGnApWw5xLUFIA4UEBZEGnUJkZKyQ0bYNbqoMcVkaUX60Q3nJRWeK3KBLamhEB5IsQxckqZaorO9K5WNQWw0IyChMFrjoDQM40zEjZ5SonFakVJBkTgQyJV2N0CH0fIfWnM9IC7a//Voeem4n1198Ic3AZ+dzLXpLDla7yZ4jAe9554XcfPVN2IP7mF1Kee9b38b9jx2n4xtIoTk8k/DaV45y545nWTwwwwdvfSfl6st44tnjxD6QDPLCd05QGPOQZNR7BtNDBQI7JAozrMRguFpmeP0IU8MTbJ46h5HJMYqtfRxcPYXQAQttjeOMsmHiEsa9QTpph7xQaFei4gar8TKpCNHLMQcW5xnMKZAxdzz+WWgsMFAdx80PIbOUWAqMHyCm7Ec/+tGF22677XP/0n0//OPkf+PQQiEwEWusP4Hk+MkPYUR1VLyKUl0ynWKZJhkZVjZCktV5el+NJJbknYwoFtg6JBsY4K+fi7jpLJcRz+TwjEEmB5kcqOHoAoRN2rWIrgSDJvbwADW/TpZKel2J1lG/y6xNTNMkjSJUGpPPFwl7EavzTSzP7uueS4emHxK3OhiZJs4iCl2PWm+BTJsUywa+H1Aq50mShKWmz9RglbyVpxtGrBuYZLg8yuGF3Vx85jTH51Y4/t0atm0zPCEwRIGRgkfDUGhzHpElTA8YtMnIBYN0iKjkLVaCFq97zRu49qfv5d7b38/K0k6yyMR1imQqwrIc8jlot0N8GjhWhVglrLab5NyI3/34RaQ9xTde3IFo28z96iZ6v/I8YzhkgJACVB8J0a/udf8D5HvYeokSqo+p1/1+vRYeCQmHi6tc9IlX8fwL36Iqhti3d4kzxw2WjjQYLhV5YaFN3rLYMmixf+8yQTZG7VTKXfWdbLv0TBZWVjm0s8GAU2XjGYpXvvI0qpPHKU1sw2tp2o0umQzRVqWP7AlTqsMFFlpLzC0tMDkyTCocljttbLuAbdt41gYKbgvZ7EEvoj0b8KXfmef00ijthZDFL9UZyUkyIcFYQ3gJiEWCyBt0EsXLKLMRg8axhOVhj9HxAokQZL5JYmnirkKlAumtfSBKTSwzslgQE1EaNSmts3AmEwJDUhh2cQsR7vgQemkRL+cTI1FuhtERyCzBQ7DjgTl+5XMfZuOml6PaMxyvn+LG7Zs5uHyKp7/hUJoOWL95E39w55/gz/XYe1DgvqnC9Zeezce//DxXnykY0QPc+qrfYu/xfewZfZ5G0yFODnPo5HEmhwp0VUxuwqNsmTTaAbaRUMgXaPspFibahEKpzOnlaXLlQQbzOb7y8F8R5iNaLY2V5FhJIt58xXZqnYCvPvcwjWYbv3kKJ6+JFRimi6FiorZk++nDdJIE0TYZLJk8eegxvrPvG/SyKp/94P1YuvBDqX3z40T/z+J7z1CZJP4+gtZJRLBMmCwhVIKpXFAtYh3jeqNEcZM/fPAYfhgxXKkSGhYiCslCF9UTWHaTu/d6qLTN5qktTOQHKFJgcrjC9A2XsHligla8gM4C4kix++hevnT3w6x0e+QqObzUIU0z0iwmDhM8M0cYxJiepLakKVQyiq4gNlK0IUjnu9hDeQo9i5aVYmnwox6lQh7bcojDgExLXOkyWqjSTgL8sMfmsRyWU8TUBusmKtxw6Wa+efQl5o6sMjS1kdRJaGGSd12qYYHlVPFSo8Y6y6Yw4OOnFpmW3PYHj1Ep3s8vv+cmbv/6X/Kq7WdhOy4SjVAJiBwam1zJxS3YKB0hYgMtOoSijMwiNp1zFo/+1Rc4f+sAfrfBLb+wnue/sAjaQqr+pESi+zLMCFK9VsGv1VqZ1muvrj1KofAMKPqKO3Y8Bd08UdDEX7F505uu5vbbd+EMV3CMiJcOR9z6n0b426/P0nGX8YYDSmEZO9+glDj88cfeR315kYV2yN/efi9P77e49/NV/vyz32Lqwq14UdpHSClBFsZQLHPy6EHMzERKE1MrRvIWA4PVfvJ1M/LGCKVCi7f+zHsZLys+G/0Fux5YJDUsCq5FJ+3hGi5ppsnQmEKyIjRnpg7bRZnmQod5PCyZkEuhGxu4hkMkY2QmiDNFFmqkloiciRCCVILhwfA6E8dIsUcivKE809s24Ux4dHbtJl14CUsYqLYkm41wyxa9VoQ3ZBBFNtUhh89d9T5e880Pcejw0zRqgmuvOoP3nvFWHrzma+jUYnnuHs7dOsCD8xGf/NhrmKuvcOHpV3H3776SOGgQxUv83Y6vs3z4ebpilOHKYc7ZfCWeJ0hISP0Ex7FpBT20MCFQWLZGd02kSrFtj5HhCSbXbUOohLu/fQepkZB1JHYimau1eMuN17CymuIWBvn563+ae565jyPuLLYw8eKUTtLFMhwoaZKo10dB5RUi0egswjZdqgMutZO3Mzj+X8D5j8hM/+/ix4ke0CpCSxMyAwyN0FBbvZP26oM4aQff7HJgeYCFwGedVAxJh0bS4IWj+9g/s8rweA47sTh5PKPiJlgDBnsPdZD5iLPXD3Hrm3+BklvFdfJIewDPHiQTdTr1kzz0+Pvwky6GrCK0ZHD4PD5322eIsfjtj9/KoTilF2TYWR8/rmLVN0YwXGQU489lRHkYXZchGyF+aGAlktiO8dIcsqCYqJpEcRfhSwIrIRI206Ucy36TnGmzMT9NTpSQUZd222fr+Rdzqlbnglds4pG/3oVXACEs6qsJY6MWMZpiXXLagEtbefhJxLjUNMwup29xWO3AzIkGUduiNDBG2O2AsMlEhbFCgYWF51jpnWR8w2UQ2BhGlyRrIGOTfC7H6sJ+iqam1opxHId7B32ueIXFvn9MyGNiYBMaGU4m+kQ1baDEGmlKSKSWGGt9fKkBnZEqwS/+9tV8bPUEWXuVZx+UfOTTZ3H3I8/S8bvUA4U90uaSQoFUlNmy2eeq8zfw4I5jdGWNemhSHhmj2W7QM3N4rs0f/v6nefiFv+GhZ1oc8HMUF1YZGhrBxiLTCeVKtT8XMExGh8eIwgCtNREZ40MVhNJ02iuct/VmHvzq7Rx+5Bh33XWIyWKFYZnHMhSxjhCmQ6IVqQZUhrBSrugVUJ2YVVLKuKRGhmkK/ExjSkGmYmwpUVFGEvb1Zwxf4diCVREQNlbZdvEgpWoROWqy4awx/NU64eJhOicb2CMxlhjASNr4S5KmmTFeKtEyQ7orMWoQhiplnjk2T2vv4zxz4jA5z+Iv7rgH/bMx9z66l/e/+79wZPE412x8DUNyiVFrivVnbOZjf/pxPvP+P+bw/E4u3fZOlh79NLt7Adu3rsctGDz70n2cvfF8FlcO4rkRlnRIhSTQEplLWW61SHxNyTMZrQ6zeXQriYqYX3yRI/M1CgUTvwuWGbFl2xCPfHcnl58zygWjm3n00LN8d/cTjE9YxBkkqYWZSZR0KAibk0s+xaEcyAgtYtCChZka608TtHrPIeY/j1k+h0LlEqSQKJEglNU3dlk7Qf4gxo+HsUCW6T4sL5UE3R0s1v8GKw4wLQ00IU24c9cCaeaxfnQzzx0+ht9ZJsma9PwC28+dwHI2sGHkDAxLY2V5zj3remaWd5MrbsDMOmB4BOEKgf8Mjc4Bus0W27b+IsIoIUUFbYJp5HHNKiu1pzDNCnnL4vnD3+K2D32Ftk6pjOVJghARQuxHCCGYX2wzWnLYfTLi8u0FKnkXbWtEU+Osz7FueJBji0vQFphkHD/R5dwbtzDglCgYLtMbNzBcnCCfL5L1lvB1lzROODRznNVulygM+btPPs/1rzuNcy7bSLTSJDYzjMYqmZQU8pqjzS5+ZuFrxVTVYWY14Y3Xb+Czf76Hi64Q/NatP8/MyklMr0pv5WuoyMVHoN2T0BmnHQXkHRPP9ujqIvc+L4n8jO5CD7eYpyEVU/c1GJos8jNbxvjLzxyhKi1sJVAoYlOzcWSSWrNBx++CkAitydaqek1CjKKJ5Ibf38Andi/y3neN8vW7jrLaFOx5Lubzn/pJHtz9FEaY0lv1ECLinEtM9r7QYWx8GLca8tSTS1x71UV864FD/MpPvZG93f2MVoe4564ncCoejSXN5lGLMzdugCjBKLkYwmS5tUyt0aCrEzwMhKE5d8tGNoydgcxVWViZY2buRT79Sy+xteKhpMJMNaGhMRUkQmADI8pGtBKCNCMn+hDbnNaULJssy7CkQSwURdfANA1AQKTohH1N+zodThsZYPSMkMFqjrahuOhVFzB76CDlUgY5hZl0CMMIlVoYJkgfYtMirqeE2iJb0tRmDBZONLj8Y5czccvLeX7+q+yeWeD+h7ucv349N19xI2NWxjs+8SX+8iO/wVh1km/u+zxnDJ/DzPwCC6shV551IUk8TxOHcze9gdu//n4uPm8ryyun+NoDh/nJ7dfw7T1PYZTz9LoxKoZUCzyZUS6YSJVRLoxy7SUXMreywuM7H6RcqaDChMwAtEOkM1521WVsKJ6JsG2ePfAkh+afJ8wEruWjMxs79fCkA2mGIW1kTpN3BegU08rID5XRjZjI6DGQZIgsZsPEJOdsvYzTtnwSpMk/sTf6fbF/39r5x3r0/wthGBk6k7Sb32SldQ9GssrBAzGPv3QE32qSy6eUDIeldkSrpsCwGfAKzLcVopQQL8W080sk3TZPfmc/n/7YH3J0cWdfQ7tznEBExP4MK/WnMZyMk0ePcdHlv8j8yuM4cj3F/CSZCujFR1hYfIkslXiFQfLGBJdu+wX+8RuvIMwCXv+2/8TsUpPTRirUFHh+g/s+eC5OMc/S7BLv/NgMhws+m8/OU7U0Ylky217ATUyyLCFfcJjaZFPbeZzu5DBbt2wm9nv01AlqqzF7Z48wWK5gWQZREKOTlOJAjsKQ4NF7T3Bq/wLbX34mI9UcBxKXqttj92wbkTMp2SmFVNOo97ji7E1cfcE4r/j02fzW5x/gHbd9kc9+8BZyXps9Cymx1SGXRnRaAwgvJC8MmnHElx8WnFyKOW1qFNuy6aqAngHjdszgy8t8554VJq9cxznX5Nj7xDKuGKRqQJyZzM/Pk6IwhLGGqe9XVhoIZISlSgwheeS/7ucMM2TvP9S5crhC5x0mhbLFHQ/ezXi5SrNnUrVLnOgucOxAgUYQcfA7i2zY4pGmKX6yxFKzzdjEOA88/ThLS8cYrlSRIqA8qjiwuESlUqEqbSzPxs25KCTCtLC0SepItB9gVgaJjZTF2efZcexZpspVXK+Lkh5KKHwBthaEpiAfS3J+Ri+MkVICGamWWEBi9NU7jZyJFgrbtui2ErI0RmChUQT4DBomZ00P4I5ohkc9MFKuvv4Cdj31HUY3WdheiTgMSA2JIQo0Z5awrrkK4cfEJ+dZXtWURyKUY7HUTai/Mk/pFTdy5bkf5LSrCpx9g8Rom7zuyuupWqNMjE3zxlue5pNf/gQHT1rceL3N/gNHuPmCN7GxkueRffdx4fpL2PHSUzRW2oxMebS7LfbNNJneMMChUzPY+RLdNCBOgQxUmhLbko4PjjAZH/No9UIOnzyOZxUgDImMviHPaq3N619zJWVvhFLe5YEXd/D4rmeYHMuQWCQxhIFiwDbJEEjLQNFPiLYhsVzJQNmhp7r0yhayAw0liHWFvUePUTHauPbtWMUyI0M/vQbgMPgBLeh/jLoBQEtOHf4wPf9ZzLiDUCk9/yitIKFUTpBegmd45J2YdmpzYq4JIs+60QpOIimmNlmqOLXa4sptl9OJVrGMGOXPk4qMoHWETrCfJGvi93okbKRkOHj2JMKQ1DtPUm9+h153BmWaqMwgSLqgTHK5CezCNEo5vPNn38qbbjiNT33+US4u5/nUu0/Hzlv0VhcxzZQ3Xz1F2Wxy7xNtutJhLA9EGWnYo7UaEylNVdi4JYvFIx12PHGIZ57YzYnOArXWAlOVKTYMj7J77gTtXkw3CJmdayKVJF316TRMOqHPeRdvZvNpY/inlomkgVfKcKRLRwUcPan4xK9eyvLiKtJ1OXhwgXXuAE+dWGTncy+xcdwkzQqsdCy+8lSVgqhzW8ghygAAIABJREFU+uYxJvImln2CUJ/GsgoZtItkWYSRCaTO2P7qCc6+9kzuO3Ecx9JsG6pi+QG1rqSsIV5L7PJ7yBtQa1Z6lnaIhE9iFvEQlLMCRuaStkKyb1m8+WqTF3MZvZbASQL2L/dwtc1gSdPO6vgdhXAVucIQBE2CLOO+Z57k1GINf1Vhepo8OaQlKBmS5dr/xd57RUt6lee6z5x/rFy1cuzVOUrdre5WbAVAAiEkMhgwGQzG2JjtAA7bCRsc2N7OGDYOYFtskkEIBEKgLKSW1JI6tzquXjmvyvXnf85zsdrnjHGuzjjD7O1t+7usq7qo8c1Z73zf521SzpvkcxVUnBAqnyAKEEpjK4Hne3RnTXJ2hvZyjSipUjIcTj7oYRoW6AATC7SgzzMImx46tRAkxCi0cEnXnqExtYnhgMibaFPiBRF+oAlReDJC6ZTBoknPgEluEwxuKdF31Tr8+WVWwhrdIyANA+yA2NBEwiSxXRZdzb53/D1PXjyOE0+w7Z27OPq1cc73u+Rfkefc8w0+9ccP0lhuMHc2YGRjH1uHKlyxYQMbxq7n1z/9X/CsDj0jKXe+rJuTJzx6BnL0FkfYNrafU+ef4k13fIz9W67ne898nt1DmzHsPNVWDR1b+IkkCDpEKlpb8qlGSoGUBnNTHoVShWLJpeE1GJ+fJCVAmiZG6nNpMuQ9734lkV9lpGczf/HQdzg3fpThAU0qDFyh6PhrCeR8JrMWjVEmwpbk8xrhRmSyglRKdGihVAcd59AyxDB9dmZjrt53A2F7lrh+Cel24WT6Qdj/y99p/7+6bv7DSDdrHvjLeFKdkJJi4NJc+SGN5v2oqE4ar6DSmJbn4jemeGZuCiUNklShI4n2HNoUqa1G1BYC5oKED77zBs48f4mJS7Ncf/AuXveaX+Di1IPEnWcoON0gQjrNsyzMNdh+4Db6S9sYn3yBcmmEVCqml7+NnRRpNlYZnw7Ye9UBtm24A2Fm0GkX0rKRykDLFqboQqUGZl6Q+itc/OqvIqUkp2OMMEcjraGES76k6CxqPvIPFwm6JVvyRdoqJYtBgIFlg1Veu9HoWLLagsiP+ZM/+GUuNU8wO9tmtroAsaYeNllYaDL5dISFSa25zGveuZPRzQY5L2J5PCLqkzS9Fp5tYSYGv/PBm5lePM+uDTfxG59/iFImJkpspAG+ucCv3baeL53qEDbKNP0WgVI0PI+5pZTbrhtlZapGLfLxQoiDmCBKGB4rc+zEAvv2uViHbUTFpNc3WHcxpXGpQ2NaY+IRS/ty0cZlnz38yx/ryz77f7npayRr7x4LssWlDw+SmW2T+Ck/88m7WJmc5d5n5pCRj2M4JFGHvJ2AW+UNd+3Arwf87V8uM7JRYFk5HMtFShMbSSMIyGVy3LV3N5daKySxTy308L2UWMYUTIdSX5EtvQM8fOoYbtBh/UgXn//YOSIV0a+y6DBGRwlSCYS+XKWnFPLyk7OJwECTwcLNSYRv4akEJUNaSrHFBDcvGOvPUtkoUTIhjBJKFROnV5EvmDiRTVTwCDxBw/fBtAjmfPy0i7v+9K/49L2fZ3H8JG97zS4cLXGyFarLKyys+Az3lTCNAirj4dUjVmoRW0a3M7ZuL8fOPsMPjt9LKNpctXmYM6cCplZrDA5XiOohRxcSfuXNb6Kkinh2yFLrNAc2vYV/euAzZDMOFxZDbti6iSdPnSBUMY4SRFGKY0q0NLFTi7FSkciImGovYKVgJk2wMly6KHjbe29gfanIar3Glx56guEhmzhMkBLiNINlldCtDoiEolNeO1wNb63vwfQoFASVXAY/9IlVSpwmpJHBOsvmtTeso93UJLqKoW0So4AtLJzs7QxueB8YPpD5f8CqP+b5T+nm/zUCC0SCICUWNhYwdeGTqHQVoohYz0OSYhs29z54hKYjGSolaCWJtSIKMoRtTbEvS70TEuQt3rz3OnZs3Edt3uBlt7yRdQP76dSXmLlwmOn5cQ7sdFiqHaPTNrjttp+i3jzH6sol3GIPRkbTXn6O2Is4fuY0e7b/BC+9dYzucofJqQexrFHK5REs1U3W6KbprTDYvYkgXsYWo4TBNKXbP4wx/QJTX/s6lc0D2GRJ44RgJUtsJXzx1w5w/pTPoXqV4xMxnSSE0CZOA0qWi2trQhWSsxLaHYt7nnict7/mRvoHE+zzp7EtwQtnL2BKn+6BmIunVujuLnPs+Tl+4rW38uK58/hGi5NRRDmT5+Z+l6/+6BJ/8NmHqZQjvpZNKJY0zdAgUB7lUGK5Q/zWN6v095Vx45Cc5ZCkMRXXYnBTzMTMLAkuMl3j1ZgqRScpxw+Pk9GDXDjd4Q239FA/E2EPVpgve6xMzFORWUqDOeZmQ0zWGPWpVhQLRZqtzuV87VqCVgM2kkQrHCQ5XO4oprBhD8++eJ77Dz3LheM+H33LHv750FmyHYvy4CgX5y4xVCpz6WILQ5gs65DBNIdl/Et7mMY0NVlfcerMJDddsQ5NiFIJsU7JyiypEdIJAhqzs2wd7KdVW0VmHaRdwlWSfGLj+x6mNpDSIL1cjCQvL3ngMrlTYmpBSkLSSVHE1JyYbmx2O7B+Zy/uiEGn1SC0Ikxt0UhDgo7DuvUmmd4e5haWMapgGQoLm7TqIn2b06cD9qQBZ08cYdMmiy/+83FiO8v+Hd0MFYvE0mC2EfLMiefJ2Rm0Y1LJ5JDuOAveIidOXGJdX4F8ySGOW+RyHludLkTW5fx8g0E3i50ZINENnnr2MXK9MZ/64q/yuV/7bYRQLDZm+G9f+AGBjikIRUcrLNdGKjANC8fULER1vCQg8VLiqqKmLIaLJW54ST/FNEGmgonOEj29BnEo2bxhgFMTS2QpoEIDbWbBj2irECsvsHQGlxghE2xD0GoHJDpFKgsVWtSDgB475qkzioJtsak3hyAkTQKEbROGT3Du+CEqXbfTPfYapJD8W1qv/3a+yY97dITSNlKYWNEijdrTkEyi0hBDNpC+QBoSQUJfwcTuGExMlynnIFIxszVNvwN5HbJzuI+rYo9rb97J9HOPs/LcOdTgIEutcXKFERbrPj/55t+g2ZhjcOQgbnaWF05+if7CXkpDo8S1Z5hcOsfF8RkWlkJuuuHVXLH9ahaqp5ienMe2e7EdizRtEXtNplcfIeNux1SHUIam2jyCQtPVdYCobwsbtt7A5F99mqxMIBMhzZR8GNNZCOkeTXjzaC9Fc5nvn6iSEtHjFomSYA24lkiKTgWnHHL8gRd4+xteSlwdRyQek/OrRGlAMWtQ2t5LFGqayynnj9f4p/vOEoQN5HJE2NRYY/DIdMRHP/A2ppptxvKjfO2hJ7EKMRU7hx1IVpfa9G0LyZk2PcLmwuoyFZlid5eoK4kf9dH0apTNJj4uVqToIMBU9Lt5IjQdL8PjR2e55Zot3PM/T3L93gG2/MZ+Wn/1Ip2plFy3Q1iLSFWKFJJGq4lCkqDX2DeXYWghKY4w8FEU7Bz55xwm7moxddYjKgScv+Dxy598DGnAvisL+Ccb2BWDw4c0FwYUtx+0WG9YzI3HrNtsYRJiSotUOti2gTQ0pi2IvIScYVE0IN/fxXJzhVgFSC3wVcxtew/w9MVx7NQlboekEkxpo9IEpTWGIRFKo6REKY1QaxZLqTUJCik0kQMyDNkicwz2wMjV/YgkIElT7JyJsCwa7TYvf9ddFLfv4Ni3vsTydBWiNV26GUek8ynL1RUeqJf5H09/j9/78/cy0J3BFT49vQ4xmkppiJrX5NLFGfoqOWwnS2xlGchbXKqFlMwW7cU6J87P8dO3XEmOFY5NLbFlU4kXJxyCsEpPPsdkknLb/rfw3Uf+klxvPxt6GvyoPsP1b/sDtm8P2L+un/lqlUzZwdQGWdsijhRSOsQ6JQ5DwiRmOY3o8iTzNc3Hfvb1XNG/nhcXj2AWuujOD7DwzFMES4KBjWVaKznwslg5G1DEiUEjkji+ZH65ieVmGJ/w0PmU7cMug10m2Zwg8GJOL0WceiTgdF7zS+9YRIQOyVAXKm4jRZM48pByBKnrNGv3Ydv9FPtv+jdVTvXvWLrxUNpACudyAXATTQG/+iTV+vdQkY9SVUgaRLoJ2kIojeFkeeyJo0xNWIxSoD92kI0Ys2OCoYjbLmHUJtA2XjOi4FqIoEHlzVfTe8ttdNpNBkeuJGtIUtsnDWtUq88yMHIbAKm6xJfv/jVsZxhMgxuueQ+5jGBm/lkq5SsoljaRhj6pahB3VtFOHlSGIFlF6YBCbggpQUsDx6xgmkW6urYS+k1OHn+ALjskeOA7WCWHOA4wjDK+ioiiKlL2MeWtcv+plDiNKPTkmWl0yJo2RAnNZsS2qwa55bZreebEWUxlMt1eIvECclEWmS1y31dPEq+s8sLFv6cv2+TUyiHe8IuPcvVem3rVYN/OUV51w+38zVe+Rb6UJYoi8maeyblp+kf6WF0N0V6NvrEBylkY7V3H7Mol7FKFlYVlEj+hvtqgWMnRbEeEYYiWFqLt0fIchAWdxZQNO7Ksr0TEXsT93/a58dp+Rs816G+bHD/lkRUO5uW+T43GkAYttVb8fc2eQZ48UcPVMag1GeQeMcfPffEg3Rst0ihBR0scPt1iqmZy1dh2Hnj0ebpkAbOcJa763H7DAGXT5XNfP0wzEOy60sJ2C3Rn82Qji0W/yXB/N4MDDkmYASSebCMCg8W4Q9BucceNN3L/M4cgVFyxqYfPfeBZXNteK/FWaxkBU69hHIRe2xpKKWJbYimFmZpkbE2aBOzqL7JxZ4m8ndCpSPKWxio6qE6E9ALSnMIVGuFYBGZALF1UTVEbb+MUSkSlgMaNu3jdLbexXFP80Wf+ko2bC0RuxMxpj56xMq+8di/PnxzHElDSDi+2ahQcgS0ymEKRtQ2iTsjqxXne9F/ewGMP30+2S5B1IuZWU+Zn82Rsj9mJhDtfdS2+zhIk04yfOs+8l8WwIpJAMLOcsndnkTjUVKRJTQt0vGZd9NIFlF/AiyGqhzQbJh9617UMVEqMewvs7N5EMd+PIwW/+oXPcdPuUTqdHLYdsVpr0gkSEqVRMaQqImpr0CYRioyt0UZKq9lhz9UGO4a6iVsGO3o8bth1kFDaqNRAxwmh10QlddJoEVKF6ZTByKOUjTBs8v13MTj8kyQqxAa0uSa4/WvPf7JuiNHaYq3fEgQxneXvs7TyHaQyQbdQSQ0de2hToJIsdq7I1EOLNL7dIDecRUd9GEYbpRRKJSRRiuG4GNKlU2uwcGYVTUDPSIXJ5SWu/MNXsVxX3HnXe6kGNdqLJwh0QNl2OXTqW9TrdQ7seyk9xb1oGaO1xnXXk8n0kSYarX1U2kAJSZJqLMOm5c0yMfEjDFOTdbsxTIXAJVYdSrmhtaSkaVBtwt6dr2N+6UVWm6dZ+f534dgkfWWboFCk1K2ItaYmFS4uMx3FPa02/ZjEOkO7k1L3AoJOwi/9/M3c8+hxTDtmdkURNiN6iy6duuA3f+cGhnIrjC8ssuzN4ooMXnozf/GPD1KsFDhw5SCPPjlDYkaM9ZTI2d1MzFyi4/mMDQ9TMExm2jUqpRyumaXVrjLUV0AriR/6tL0YP0gRGHidFiaaJNQ0lUb5CWHqonRCa6XJ1i1FHD/ipte+lG0yRy5j8Pi9DzH+tSb9VUWEQ8doo7RDDok25BqHHgclfJRhUUwEzzp1/mL8H3n7L36E3q4M1abHhpIgijWm4VAeHGJxehIr100UrFLI9DB/YY7dW3pYqXZ4+V0HuLQyyYXDy/SXs7hOnka7xZlmjZds7qOQ6UE6BlrahCpC6JSFZo07bryRu+/5OkPFfgbW9/KZDz1BVluYl2+C/xII+xdvtlIKyzDWqia1oNsx6MnCtg0WpQGXbNEiThTJvi7cCYHfauFaHQQeqSzQjmO0H2HGoOpw6KLHxvcd4MobJzl+rBdlRtSrVaq1JrlslpgEaRi0WyZ0Eoa39zM+M48TOPStq7BwpsnAaMrW0jCNcIHzCwkT0y2KlQJuqYehdZdotwX79pboczJ85ZureG2fa27dQ3O5QWg0+e4Pa1x1ZRdLnSp9+QJbR0aZm4o5N3uBgeEsWq8hmG+/sQfD3cwXPvMgbtZhKVH8+ntuZ+fQNtxcBVMntEOTRGukKTFSzaELh7ANl4vTk9TbVcIwoN6JEZGirTSOMrAtgZFqUuuytAfYpkOIxC6u8t9v3YfIQ5qm6E4bLwoxhc2a4VUBAegIU6ZIyyIRNqYcwDAEvi6wZ9/nSS0wLsf8/rXnPzV6bYEAoQVEbWqtx2hVH0fHBko2IW6RqhgpLQxDYgV5Tv7XCWzLJTfUj2EZpKaHSAWEKZ3pOvliL9pUSGwyfTY3vuQKLhw6Q6FrkMGP7Mcay7GUXuRXfvUujIKmf3CY97/rt3DMQe4cuokwqOKFEYbMYBiajNNLlFRJkhZRsoyhimA4pHGNOGngxx5xqqiU+0ijAqlu4nstTDPGjzo4dhMpJTrKks0Y1KtLbBq7joHOLhrv3kp9dYaOtNmgFStnnyCodgieOk3sthgd7ePddpHVxGXGlnRqmtg26S2k3P3IA2zbkGP5VI6ls0sEiaa8Oc/QJo9W4ySX5h18w4EoJWGBXutxbr4qIchfydd++BBDPd3kDBdBkWxe0NXdTbGUINKEjkrZPjjATKuNrULCADodjUoitNQMDwyyuFAlCCJyZg4/DECFZCLFbDVk9kyNv/6bDzA6tIHjR5/g1PQU9fNLfPx/nuRtd5oM7d0IhQyn//YSGxOLdsshwxqhPlYJFgZapCTapJCkNAyThdjnM1//Wz7x/vfyvRefInNhkotLK8SpyY6iohOs4jULGHaLnC4QpKv0be7GlwlzsxEPPHYcW2eIvYg4Z5I6AZmMxbYkz/Mnljm43ySb9mOaFjknQ6PTIggSChmHa6+9hunnJ0hTh8TUyFQSpzG2YZPqBC0lkrUwjmVJFJo4jdiccxnuz1MuK4weQXYgTyRC0lrIgptj4LYxqo8+gXG6RnlHkVYtRC+FlK0c3z3d4oQf8BNvuAa0xjVKJPEKhtHHbMdnrK+P8fk5+vJZuvMlFqaXaFsJctEns+LSM5onl8JQX4qdMbjn0SnOz9SQTcHgjiLSVxhOm5UVl6v3Vhnp2sDf3D3PYK/gxhuu4Nodb+ZP//kvWL+hRE/Go1wCLy3RXGwztnc71eXneM/b7uR7P/wRU9NN5qegr2+F515cpmfM4hfesYdOw6UWx8yFxzhy5hzLvs+7r/0ZrLiMjiFWTfZuPMhidZ4j0WmSVKAThUoUhhQYWpExFdpcO3wtYWBnLCq2RbmYp9RTobk0SjOOoRpgeiELi0uYhsS0FHY2h2FJbNMCkSJ0Spqm2LZASh+ExklNjh97F7v3/g1r1qj/fevw3++NXq/Z62TqMzH9h9hRQJx4oENUsogK2mCuxcGtQoGH3nCSddvGSHI2dhRiZTKkVkx7cnXtH4DhEEURRk4gOgZmscXQbd0YhTynvzrBhpelfNdp0WO38I0QFwvf1yxecJlccXntGw9ww943MtC3a81NEq7S6jyBF2ZREWQcCy0ddKoQwgC51n4dxEsI1Y9wQ1qNKS6On6Gnt4hpZcg5fdiuTZIGhKFPwV1Htn8nk2e+yeTsCV798k/Tas7gtRvY+SytqI5pFJhvPUPuHx7C2dpNe6VGOz/A3MgIC4srmLLA/Ooh+keKWE7Kni19VOwcsT1MouYRaYKlCkQoum2YbT5HaseUdJb5ToW/+15IMZ+jGQS4ck2G0KbEkSZZS2KlmtSyKEqDVqoxMYl0ihaSVAWkYYRt2CQKwk4T30tQOiWpB1hGF5/6449wz/fuZqg8RqXbYmZ8hVWjQyXfhUmTdhRTynezfbiPxR9N8NSfH+bZmRoZ6bKDMisqYAAbU2s0mhR40e3w/u/8NMcOn6HuLbLSXiSpWwRxRE+hRD1dBiPF1b20RYjwIqyKQUnn6Rvuo11rU1tqUOl2MIKIjGngY3Hx0jQyn0PPtbn95VdQLHWTdbOshg3q7Q4vu2Y/33/wIVJf0D9c5g8+/jBDooQhINWg5VqJiiUNbCSBSDARDNt5hiuS3j4bL2ixYVcGygVMFRC0Wzw8WCHOKYqmw02ZiIf/fJqtJZfVYobHq22KZZeKaeBoizf+0jaefuJFDt6RZ2Ha4tRUjmt2tVhamCPUJklik3EHWJ5rsVK3iHWT7UPD1JqLDI46/NHPz7L3tQXohFR9m3IxolDpIilYxDNtPvrLA/zg8bMcedJgz5VjfPxDv8LyUoJmhSYLvPYD/8BbX6dZalrMzMOd+zcRJzZd6+Dbj1zi19/5Gm7e/3b+6mu/z/0PP8XQkEsnbDK2pZu+isG6So5cdx8b1G6273w95ybPo+IlhC4AHY5cfI7z54+RiAzSVNSaMUHq41gWWmta1QAja5KxJMKQVDIZ+roqZHtL0Impn5/hQMlgNaxhpaBFgnRSLJGScSXF7hzZnIWTUWuSqrAw7RK2m0UpB1PkyHbfxNCW9/1Y9vyPu3jk3+z83+eW1kgtmJ3/XUQYEqk1WSQJlxBphDYMhIZEJ6weWmHdthG0qcm3BXRV8GsBE99Z88G7Tgk1nKXQlQfXQPaFjD/U5Mzdk5z5u7M0WwkXLzncMrQLP/KxhEHsmMROyMCVHtdc3ebCqcf4td/8OV7xqls5evrbZLIBn/jUn+M4Pq2VKeamjzM1f4ww8vCDJmG4TMdfIokFxXKBTqdDxt3G61/1O6w0l9Y47EaAUpq275FoRSgbTE3+gBenjjPbbHP4xFfIlDJU+kfJ57ZTKaxDKJ91hT3kPvJe1I13EG0aZfyx82R/dISNPTnWbepBlC1cp0PB0SxWq8y3a3itcXQEQrtokZAVEZ4VEOuYpJNS92Jsd5pYBizPdohFSCeukSRNgk5EGip0aFENFZemZ5jvBOQl+LFPQoBhC9ZncphZF9cxcAxJNlMiZ5fXNO/ZDu99z0u49zt34y21OXv+HJNLDbp6cxQSm6gT0qhLZicbLC5VOXZuAnFFP3fe9z5+/6mP8MUzH+YVn9zMJ4/8Is/T4BI+sRS0hGJ74FK6eIk9V28nCNv4UZbMWJbsYI5yRdDndtPf1Y+khYo8jKykR7sYRoxy8oxP1fBcQbTaRnUUy3MRqe/xsY/eyjvesp33fPgglxYWCZOEQqlI3slRNA2iIMTurmAXMsSRRGMQWzaxTElEipRgmhJtStqxR8GwGMpmyWZSpIhBBPT0usRCIBMwEhO3mOPORUleQbXd5K0/dQ+3f/4g1s+N8PBkE68KL79jiLHRPm5/zzVoRzOrQr7wpRqPPjnJgQObaUd1Bof6KJRs/KCBY0QsrVYxcg26ewS11jxGscqnPnKOnlGHih2jwhTfD7EsgZGFiqHYf2MJvx1i6l5++gOv5eMf+j0uzE6QK/ZimmW2jt7Eift+iTe96VWU3RjXCPin+06w/7p1fP4b5zl7ZIlma5XJqQepqxl27C4j3SzeUhbaEQl5loKQu3/o8yf3PcD1776d+dkjNAOTbLnI2I47WWzMMR0GkCY0OxotFDnHJmObGNKiVCnSlc9TKpTJu1mEkoRRSm2xRTZy6D2wiyU7x6waYjxyedEzORXYHIszdHJ9LEytkAQhQkuksLEMhaCJJsU2FMqo01p5hHb1GGuG/bWSmP/V8+/qRr9mk44u62cwPfFRVGihkwCtOyThIoZIEUqSkiA0GI7L6T+tIZdt8sUszeYSvp+SsWyaUwmqLLniZ66j96abSFbPsPjUOXRdU73YQXhtJo9NccVvvozzVpNsmiArberqKGJJEE4l+JFm8RkTr5mhGtRI8llKI7AadVhVFq+8dSs7R8fI5HK0OzFdpQFazTmyOQvDNjAzJXJ2gQCJCmMOH/khe3dfT5xobEdjWRkWqhMYdh50ysPPPojGYeemnewc243jlrENF8ty8IMGSdrBTrIkjkEQNkiExYbSLg7PfYNTM4dYIOJA0UBb3bg6QgpNzs5imA6GsCFNMCRo02VxdQ5fJbjhCrmuCMscIkkjRnLd/Oxn5rG6TQg0jmNRKVZY9T1EI+HOAzcyzyphrUYCnH5hltF1fWTzAkNqsE2k0ISpJkxdiqS8/3Uf5N7H/5oTl3x2bhqgYmR56txZDEOQ63YZzGRYbfusVOtoV6K9hGyuzJmZGW7YcSU7N6wjozy6SgopS0w3L9LT3YcxMc7fvfsI00Lzsk8N8+gzAbs2lrjr4Nvp7iuy6M1w3/0PEoQpExcm2LZzgMCukk8cwCXwS9S9FmVrDT0w1pvj+pdcx9GJ05w7MYMyMuRVQupE7OgZplIZBdOg1a5TKecxe7rZWBzg+XOn+c33fYluM4dhWJimJFEpMtU4aPoKGbKWxhWSXNbGzkDGUXiJomvQxSnEOCgef65GdSHPW/+khyPLIUYm5dwDPq//qX529O9l35ZX88EPfoLf/bM38dCTRzk78SizswWMtIFpmtz++i5qZ2ew+zfgNXyqNcmL55oMjLgM9ZucnayybfsAX/mzVaZfrLPv5hHKTpvjJw3cvOTaO9ajgyYdFRA3I665ysHsLfC2g5+m3Y7ATjh8+EH23nCQ17/mo9h5k7YXcfBNOfKG5KnHPe58XZ6Hv+vxunebXDoXcv2+PZw9s8L5mRb7rygyO6W4NLdKLlNm00GXF495xHMeH3zNnSw0Vsj1aHoci+mVGscnJlC+xrQdok6M5bgYQqKiEIQFlsbQmlArMsKkq1Qm0WuAPNc2scw8J+cWyOplms0qmUwGy5YkhuJdA5LCkIs0FG4mt4ZRQYPUmEYGjDzasDGQCA2Zwg0Mb/olMP/19Pr/kDz6Nd6EQsQBreoTdFon0ARIItIkRMSdNTY5Bog1R4ZhufgXS1jNFLMEWdFFHMSMP7LM9X/0EiauV3zxsYdZfe8DnP4fzzF17Dw9lQSdlugc4/7DAAAgAElEQVQdK9O9bQT7jEdw6DjlLhc5v8rC3S3C5yTVx1KCo1mCJQtbKZzYQUSCxQngvMCYUdx/3zIf/+SHOHXkGcpdBSp9w+QLvXgdj0a1gU5bKJHQ9hYpZgewXYOB7oP09o/geVWSNESJELRmcmmCltckazs0Oz49lQzZbAEhckRhhyhu4oUdtBkSCUFGuOSMMZpOnpNzd1MpKG7I5wlwqDgOJiYKiJKYOI0RIsUw5RoThJRyJkve6qJSymMEilDN0+6YFPpezS++9f3c/+g3Sa0CUkgsBYSKnu4+Yp2QNEJGh7qZXlhgtFJi0fdQtqKYs4mADLB5eBgRVRFxwsFrr2Ny9iyf/Lkv8o1v/z1DQzkGBwYwdQpxQuBrVls+2jIw0eSlwHYkW9cNsc5xuGX3bSSmjx+FnGlM4TU0QSvhWL3DdVtK3P6G9YzdbvO+W2+GcpG967dw6MXvU8mO8tUHfshQziTTZVGv+pTzOfqzGZQOqbcD6t4qQyWLhXpMn2GxtFSjvtTCFYKCLRBZE0c4ZHIZRKjAV8SGZnF1mdHuXp556iniTsjhx2aQpoESJugYE8hZFhXXImsJLMsAIekEHqaAREksYWJkPVLf4NDzq/zVk3/MNe/az0Onz/LU8UWMNGVgn+KJhyOWwzq2VeeBYyc5dvFZvGCVKNQYRgfp5xnYCWU7T2pYtDsmGQcwBX1diuGNObzA4ppdG3j+MZ/jTzboHS2wbW+ehaYktRX/+Nc/y7e//whWRmJaJlZO8t0fNVhZEBzcN0IcLHNy4QQvPP8EW3dt4tLqYRaWFO95ZzdPPtfBNSI+9vM3U/POMlmTPHJ/i1JvL+OTk5S71/GyvRv5+uML9OdKpKFLX7/gnn+c4cZrd/OGG6/AJ8fDJw7hKoOF6grTC6uUHBdLCbTUuKZJIbPWAJuy1jWbJjFxHCKVgdSadhwipSAWGpmzadWrpMaazVnEHUxD0VIxt9jOGizPi9fcevJyd4VcK1QXhkbrCMvIooWBVhZpPMfM4lfp63/zGm77X2H+Q/Do12hxCVpbCKHWHl8VdKrP0Wg9hNBrvuMkCSD1kAakOkVhIJIYYbnkjH4KI4rZizXS2VVcUaJW7XDLD17BjKgwfuQ5Kl05bv2prbS0weDVW5l96CSGnbI82UaICIuI4d27sJWgttJicLSI10kJOopwxaCxkCCISQ2BckyyVorQDqaAjbkaX/7C1zl45z66nTGcUheQ4kfzWPYwhl1AiSWyVj86jSmV8khHUO7aRhzENIIZGo2zmNkRvCjCMAxaQYJrJ8TCJPBXUNLCtrNoLUjCmIn6LEM968Dq5dD5e7nxyrvIa4WRWMw02zjFDB1vFS0zmNbaDzdWHkZqYlkagUsqciRJC1ulRLIPHIkZDXHT1R8mTQSL1Saf/dU/5ZUf/TiFXpuM1IRpQCvJIZoB28fW8+Czpyg4DjqT0pUTJKHDpal5ussDtGXChfllJutN3n3w5bSamq5CH+/5lTuo9FWYmG9wx3Vj/P59z7BpS5nEypMvZklUBxKJNl1KpTx7RzbRW1nPxdXDNKMqJA5WzSCIA+ZbDcoWPJbzSKfmuPZ8D8nQDD964RJh1OL09ARnjk+zfXgAhYHK+dhZSXeX5uiJOgQRmdEKJSfPXK1Nb76fOS0otDuUbIdsKUdruUqhnEVpTbjqMbRlkIzIU22v4OZKGJFHmigSkdBWAlMnCCGRsaI3myHnmLiuJGutJWNBk7EyYGUIZYdCbw5/NeZHU2323znIw0e/xXd/+CJjW/rpyaeIjEt9wWfb1hDVXuWRI89x08t6aC4v4CKQToohTXTOpi9fIUmaa86eKKDQVWLdgOZSM2bDQA/HjtVYak3xra8sMbYxw8hAhelln95+l04IkVvjil1DnJpfYuKZhCBJ6SkJNvYpotYisVQcevIBRsZcPvzbf0iuoEkIeeGQ4mM/t4sRx+TwzFGmV22yjmKgy8BbbpApCjrGEp/90lEO7N3Dk8cucdPuDXR3C9JoBp12OHrRJJ8N8KcTbn/lPv7iwW+RD3yMwhAmiigVFBJFrH0s01n7LIkIgwhLQKp8AjuDFIpmp0XsxYSdDFKHmGGACiBIwJQmxbwmHE9Z6bFYcpr0p91cbERcuS6DIWMyIoMmQUiBJkJoiWFKUhGRUVkWJ75M74a3Y1x+JVrz2/94V/H/0Rq9EBqtTbRWoCUQMz7xe6zUv0OadFAqQakASYhIQ6IkxrRKOHYPyuzjc0+N89v33IttO5y7vYBeFSRWSOETXXzrxCG+8b0vMlmtcrbt413lIJRm5rtPE2YU0YUqMydfJFyu47U8mifHaZ6eQagOxZxJxRUMb83Tuyll825B70iWbK+FmY2wUk0kQjJWyIqleeXrX4rfrlHzT9OsncdrHWdh6SLnzx/D91fRcQnTMrBzJbKZYaJ4Ar9WBbvKUN9VWIZLtXWR/qJLfSlhtuXxkv0vxxaSptchFQF+soKWDjEOebuCUppG0GJiYYILq49iOJB3wc94BCoiNvMUzCwyMXFEgbwo4YgcvpfQ8VYIohrF8i7crj1YxgYiuZdS/8vwmysYqYXfXmV+/ix//fNvwKuGNIKYyFLYqkOqI779+GM4ONilLBqXGEitiHxpAMe0mevUcSybjaUudl+5j0uThzmw+80USgbKb3H1nl1Ukwxmd4VA2eSL0G6vErQ9pGkwUiywtXeYKzbeQqEAncAjEw6ReJJO0KGWdFhuNZlYraGxkW4fU6cV3ulp4mbAc0+P06rmmYs7FB2DlbhO6MNAzuG55wR+nMUv2cS6Ti5jkBvspq0DskFC4Md0VIqfKtZt3oZIc7SVzfVXXwO+Yq4xi2UJpiZrzLfabBxZTxwYVIo2jpPB0pqBUpZCwSBTFORKoC1NLDQY8jKyOEApm6U5n/uOLtP1iiFu/cmb+Kd7jpHvMlmYrdNdLNBtSSolhWVmydgONNocO1RlblEyNJzSPTxAMVukVGpjGzVSo0RqOPT0Fzk1Nc5UJ+GFw/D0M/OYVsyFM01+4b+v4+Y3DiDKCcJ0yDsmn/m9HXRnmvzDP8+wfNLjwmNPc/Lh7/Izd+3mF3/6nRgFm9NzR6j0lDEAx4XWjMCOLRqR4IFHj3JieZnlpse+9euRQlObVwRS4i0IhqVLY86gVPDY1JVHlgSnFlt0Wj5djuLYxbNMTzYort/Mez/5t7zkwE4Mt4hIBA0vxPR8mu2AOEnw/AYQYBprh2c70WjLQAmwpIUtbCxLkgQd4sAjCTy0qbCKOTLZIkN+ltIWRW+vZrCnmyOp5HPPBSRpG0PaCJkgpIkhJJIEaSi0TtHKRIsOy/VvYhChpUAIE/SP/779f7h0c7kXVMUITKLgAu3ajxBaotMAFfuopAFpiDZjXKOHs60rqZLn09//IUN9Vd5x8FpKjTYrI5uZ3GTgX9XiwtQMi+1FLtHDr+/awo3T25AXOzSXltj0ztcy/OqrMfcIynvKDN+wjtasxC6W0ImPiB1SB/IDZfLDEqsEGdcBESHtlCQ1aESKQtbCLrvEtRg5sELPepN6Z5WzE0/zw0PPYmRDTNMh47jk8t1ESYdmYxbDMukq7VmL9xev4ZkXPovQBgOlUQbKY/QP9TDWt4HB8iArnWUildJozWEKBy/0qXnzdOX7mF6dQWsPwwgZX1yh1lnlgR/USaUmDTIMVNbj+wmzi0vks+vpKu2kq2s/fT3XkXN3UI8UFWeUjrdKPVBkjRLdjkM1rJIxsmxZ/w4ujv8Tf/Tl77FxU4Hfffd7uPu+F+jrltRaLZTlkDFMpLQY7RnAzRjYGHQXS6wb6MaxTEb6XW7dcy0TUxdILRstfBqdZYS0eOHsFEfOnINGk6VOQqUoEDJDb6nCcDHL/iv2c2lumVdd/xaePfUQ3e4AHVEn9NocP3Oeaj2i1k6JA4sXT67QO5JhaGiYL/3ORUq7Yf2WfpaWWsgAvDBlfrXBqFWitqqIi5p8waCQjUjShIIw0B0DrUwyhSxSOVipoq+/n+lzc2zeuY6to/089cwLGAVJMd+FY7tcte9KlGtSXV4ljQTNCwuk7YSRco58VlLocTFMjR8qhGGQKkEQC1ZbPlFiM90KeGBynu+feSki7qHWbFKvt+jugnxesm4gYGxLiIxM8rbAylloI0EZsHm9h1Iux47XqBQlfX0J+aKFm8lSa87gectYBZvp+SwzFyJ+60O/y/mJczS8JhtHN/OJt/42G65aIJdZxo+q1DoBfRWfex+e5I8/cSdf+OZnsd0FhkY3s7jyPF4UEicJhazJupERzs8s0wgDrr6lh4yGeqToKEElO8hTR1fpBJoiCcXBHt7z1rdx791PcnBPnuNLikq/IIrqbOgvcuF8m4sXV1hdDTEygmNHzuEqi/HpeUrFiCS1cHSC5WawpU+kEqJE0Ypj0ihZCzuZBq4liOKASIXEcUCaJgQdH0NKDDuLNjPYMkvqCabCkEz3BuLBjZxrSJrtNpsHy5zuFDGMLnodhY4DVJySJgqt1riYQmikNrDJMjNzN6QFsrmtCGOtrvT/z/wHgZqpteJMZbPSvp+g+jhp1AKVkEQxQrdI4+paC5EKqdlX8ZffeJiFMy227t+AHfgcOneJ6mKJ73/h7/Cji3z6079BZUOewG3zfr2d9uEsptEmXO5w8dQce9+1i66b+2jPz9A6WieYtRi/ZxVz2GFwX4HyGERZB+0HhB0ghOVmhN9KGJ+vEucElpPjyNFVpJRYjkngJywkHTxS7vrgMP1XFMilDlLYDA0MUyp1UcqPAArHzZN1e5iYep4bbv6vRK1pDh3/M8qlESy7Z83LK2y8aJEVvwVByJIfYBMyvzSFkgVG+sc4PX2BoZzLyMhWdq+/nmbcxu7U8NCYjknqt4mlgy1NEDHtYBV0Bccy6SkPcs8Tn2VsaBt+mDJSHMJ0JEveIiOlDWi3xLkTX2b9pgN8/6kHWKgqfuP9nyCOzvKuP7mbjOWiY0UsNMOVQepLK3T3DJBxBMN9WXpzWTAtYrPBXXs/QF9xkMeOfoctG67hwSe/wpK3Qq3agiSkFSscpxtbtrFyRdbnXW7Ycx1/+eW72bNzhGYY8/obf4KZlXP4QcKZ2ZO8eHaBxlINVbbJiDzDI2Nk7TqnL87wllfv5cL0Ye79hmDj+iytpsYsCQztEvttTJ1FDHhYwsNvZzAU9OOyMB8xvdLiwI6N9FRydPwWSSshV1YMjw2wHHsMFUrs3raDjt+EWGBlcrR1nTMXT5I2ypz+zotcOlujv5whW3bAUugAfP9yOjZV1L2IhUaH2SBAoegbrfCS127i1S95OYveDJYR8sylo+zeYlNvtpHuGsTPjQskCOJYYJgrlMtDnDwxTRoZlAdyXLkjpWyP8PijEzzcUPRKye1XSXpy23j69CI3XzXI2Yk6jVAxZPTz4Imz5LIeV28uY5sZTs9N09WdpzHXg5MLKBeK3HT9DsxUEoo2RiIISQlTxcJylbvvP082Vrzz3fv4zOcOY0jFra/Yx/jcLMoqsqPscOj4HEOFkJWGTcMJednm3ZyYqjFnVHnjdZt4/KmTHHs6oX9Ikxomth/zf5H3nm923fW592f13cvs2dOLpJlRGXWrWpabbNxwAxs7JCEECJgTIM+TkPAkkJAEEgiQcgiYEqrBxqYZg8HYckEytrrVrC7NaHrbs/veq6/fOi/k87w750qe8iLkd13rX7iv7/p+7/tzL1Rt2rt18hkPNZvn7ht6+eVjI6Q7IRRvdEGLENfzMU0ZVI3Q8EnqcRzHwtB15CDE8nwUrqxcokYE4QuQwfQCgqaLltIIA0FbLg5hhmRCJha/Arc7MzLGvcN1VnSlsP0AWdUw9FZCSUEQIssqMiFuEGN4yzcIQxXp/+FQ/18iGRsKFyGpKMhMj/8lwvEJ/QKh9wahMKgShHX8UKBJMf7p8DmYzFJxVQzbZduOYTrbu1g7fD+SP883vvthZDnFeL3K3dvSZB/P0izNE0YjtLd3MnuhwOzkNG6gUC+ryDkX1fRRFwW5rgikAlo3dGMEHqbpEPghthWyOF9jsWnTsjzNzf/H1RSnRhg/V+f0wTJuU1CoSQR1H1uovOv7t/C9H+xlTU8WSwnpak0x2LeCTNdyFDlAQcLzLXQtxtT8RXS1hUQKAs8ilh1gZuYUbdl+KvVJbF9DQdAI6ohmicmSz6XiDPdsvJ2hgWsQThVkk0p9kfnSHBYhrdE8uXSE0alT5Fo6qYcmhbkRcrGl6HqSpjmLEXPYf+Ii29bvIBA+S9p6GZ05R8VcIB7J4pYKHJi6yB2bthFLJvj8j5/l9s1reO3kWcpKhbmZPEIyEXIKKQiRVQO3LrG0J4Euy2xbv5rpxTny2Tba0lm6EgNkc3nOT75GsTjJoXNjWL5NUlM4PzHP22+/hmOj0wzkdNas3M6Z0RM05i0Gh9rob1vJTw4+z3BfL7Wqw0KjwIULE9T8BikMHF/CDgLWDg5REdPUFJfhnMr5i1WqlQiyliD0HBKhxJnLNrm2KPGKx2zCxh2pEevv4ObBdpymj+1LiNBCNlVEi8bNd0o8+uQkVuBxx3U7eOqV11llZFm7uRsxq9A11I5DicefPYDny7z3dzcx+/ocvr+EXzz2EkObOoilDHItGtQDxkbnGRtzecdDN9GzPEloqBQX5/jRcwd56O738MyJ73PwTJV1QznWbW5QXazjhjFyLYKgJlO1ZRTNJJ9pZ2yixOlzTTYPK8gpmbZskpNH69hNn0RHB8cPzlOqhfzJO7s5fWyGRV8nGpNZs2wLmgI3bfsAP3jmX8m2VrHrEX556Ch+1SOXCZGDkJ03XMW65Rux3SKKLBNLDGOZCzTMFAdGXmBicoF4RCEWq3BuUmZy3CLfFaUtl2Zd/wBf/uZBlnTqLHgWPW0por7g6g2rODU3z45NS/jS4/tpVmwyERXJC1AjOoaiMb9YI98nU5mVUGOQivrkl6bJhyGu8BGWjyWFhFVwNQVZUUgko/iyRVRT8N0ATYogfAlfVZBCgSIkPFnF930Cx0bxJQoVG0O3efN1t+OoUDInaWvPszA9h9U0AShUqzywNs3ywSy6FyFQJEJZQpZlgkADRSaeuJnele8BCcIwuJKh+Q+8/xJCT3jlaxR/RrH68pWpx8uiBLOEfgMXE1UEKEGAHTrMmT3849deZteO6xkvF3nw3vup2FWOH3uBZFij1GhScirYvuCaZkhvsZdIfAmFsYkrh0wpIHR9Eh0plr15LSKwmNh/geqMirVQoGW9hKEIKmMOhakCYS5GrWYTczWEGqVq2ZieTagHtGXz+LEqkVqEw5cqNKUkku9wqlri6fMf5xtf+Q6qrpFvydPR301XxyC5lqWE1OENbK0m59DiCpKXpu6P8drxp1gxsI5Ss4ihp1AFjM4co+np9ObzbBh8Nwul0wTCu3IkUsB0Sji2iRYKXN/Bo8FcvQieRKjIGEJB0dNImowcujT9KpcmR2hPt6IrAa4kQeBRqTdxhUTckDEbDhsGBymZRUzP59SlSRqSSZI8lqgzlO/k+4dmScoxZFXFcyVaszp4ErFIjI7WFvqX5JgdmcT24Q8f/FOazTp7D/8MIavMN2YYmyrTnlAxtRjvv+ld7D79IzriOZKGymihwUBvmiX5LZTqp0noaY5cPMNVA1t4af9uxiYu4yHh+AGeK4goWT78/oco10Y5MPsdUrrG0bMy5QKoVgzfBbfuYuoq9Yka7ckEE6U6su2xbLgXIyIRIhPVVGQUYrEIUtMmf02Foc4aP9grMOwc771vLYa4zPMnL7Gm9W62rF7NybHLTFxawK9UKBsePblWhgeXEE+2c3nyLNVmDVW26e1ZyvEzZ7l+43WcOLqfTH8HAQ7zs4vsPTLKp//0X5mbH+P3/+qTbFwbo9ywue/WOolEB2cLMtW5BfraYqQSWSRFMD5VoLO1hWQaelJZLtcssnKA3ZD5zvMF3EpIvCXB+9/Wzx999DiPfP73+d6zP+Dj736E0Id0vIux2RdZLI+yYumt/P0j7yAqx7F8mZaWDDuG1tHd3U7VmqTZDPDsNDfteIi54lk++W9/zaqhDD95eoG933mC9/3Lg1QrSUolm3tv6ubHexfo649y6ldzpDolVg21cuLoItuvGoRIkm89+gptOYh3RnnzrR08+1SJqOpTs11SioauC+QW6GxPM3mBK+40J87mpQ5KxsCqmXjooMhEdAlHDtEljcAxScbieFJILFQINQNF1bCEjxf4NJsWmiKjKwLXSvB3f/plzl/cw/5TL+NSYWqhRGcihm/IRISCY1sU3ADfLvOv79xBxbKQfRUtooIQQBxZpBja8hWE2kQmeuXW+B/Y4vzXEHqgNv8U1epeQtnj0KnXaUttp6PnWk5eeBU1GpJRZHrjaRxpEVNeQWvbegKnQr08wUu7H+GCbbNz3QD7j53FCSQi1HEUlftfSVAtWdQu2Sw6Njt/dwulch0jkyTwfLxak0olQKgOrX0t6O2LhDWVyZOzRJUYycEYnVtjzJ1voC1KjM86jI7XSEZVcktSOI0Aqwll3yXjKzw7usgXnvkcK7Zv5qPvuY9yv8m6ZWvRgoB8poO2nkFS6TjpWP8VxrrwqDcv0zDnMPSVrFx5J6dOfQmfGoHSybGJ3eRSFSKKSVRp5/ioymKhSlpLcM+NuyjUCsTlGLNWmcXSArbbpNiskFDjTJkVcloSlJCqY5JPJdB9FeQQJIFtmwjZQ5cjqLKPJykEgUMgfHRFJqorqIGEpaoUqyWUECzPx/MbNEoaakygKBqOGbBQjVOqCWamBa2tLvFYhoYT0JZKsnLZMj5w/+/y+vmzvHJiPy2xDJbqMty5jOOXjjMxPkWus4eOVp2WZJZUVGBEWghxkYVGaNqkMkmMaILdh/ejSgYnLl8kKzlUJQnZDFH8CCsGVnL3ztsZr07ja4t8/itPI0sRcmrIvGOyYU0/1cBD6BK5TJZWB0ZnF3FCCUwVoUtIrk/gS5QuLxK2p+lpl0kuDcgYoNk1hgeyjIzWGK9W6cpkiGqtXH5hgYXOkGs3r+e3bn0vTz3zz3hBgoHWdjL9neTivSw2bb79/S/R0d/O6QMj3HvLTi5MjrHzqnWEElh4PPnTl7n26g1kY93UjSN89usTbOwJyC4VbN7QztTkLFFJQovGWJZLMTZZJZaQ6Mnn+OFrLv3tMs+9NM8tmzKcHa+wNBPhuYMeT3/uv1ELRgjCNp4/8Cy6lOO6zQ/SntyITw3ELLHoKv76m+9gMJ8moadIx1O8afsfMLn4K2zXx5WKdOavwXNDlnbu4sCJT/HDFw/y8skFNiw3WCj6tPe1Ua6aeFM2NctlzbWbiOFx/PB5+vsNZsuCod4e1vfl+ew/72HV9Tn6+wY5fPYgdkFHlJu0tMaYnK4xtK6bZCJNxGuybr3O/tNVZkZsulco3HvbMl7YvQg1l1rgoCFIGgpBGBDoCoak4/sOHhaBEiGh6CiaTKir6CpEjQiGokMo05rr5fzoaVatvZrAKzFTmCXiKVihjxSGuHaJiAHRSBZZ8ShYAe9f002yAww5ihcCoYIfBihyjGznW2ntvgflP2iP+Y310Qe+jSQpSEhgNSiUHiEUgogR4zs/f4UDZ2eQ5TrLuvKsXHoXKBpyZDlydNkVQZKiRNIdNN04m7feTVu8yt79+2hEZaxqg+p0jf6OBB3nBEhNhGKQSUUY+/UYsxcq6DioWgwtGtLX246hKHi2xMjJCsUTVZp1nVgCAtNnYSLEnoGKHRJFIqbqqLEoXiNE8QSyJJOPahy6NM8ztVn01iShr7Np19VsGVzC937wM7ZsW0syk2Fp/yak0MAVizhehXSig2f3fZV4po/Hd3+FF0/9K3PlWVrSUSYKL5FLe0SVGIqq0tt9J4fPvEYsJuFKLmOFaS5OjDDXXOD1yTEU32HBaqL4Lo3AQwmv/AEJIRMKD002rgh56NJ0TKpWk0RUBzXEkUJQXAxZQZa4AtySBEJS0FSJatPGD6qokg5qQICGLoGihhgWhPFWvvCR32N12yJ7zlmk9AiyolAqlKhX6lRrFepeASHFuO6qHSjSApoqMVpcYLCrk83Ll1IphbS1aKhyDAkHYXvU7TL1ShldjmN5dQbbBrkwcQqvVMaTAnQpQuDJaL5Cvq2TfE8/ES3K9x9/hMKcoHSpjtd0aO3LIwIb23bxwwzGfJWzhRKaISEbMSKRGIYqkYnF6GgxWDnUQTSusGnbChZrLnMViw/c+Fv88e0/4fTuAr3rEgRIGFaDcxMWwyuWcPrsZc6e28/Lx8ZpzUZYM9CPrraxsDhCzarS1aKRy6nIRoSBjn6iapNURyuOV8dsmvzopxdQoz7DQ508uucVNg13US3XOX9R4+r1Lp7to0dtksksoeVTcCTWdC7h8ZfHaMwIjp2qMthtcNctq/n6s9N0ZW3a8nD20nHOjo3wwqFDxAyN+3f9N6KSjmpEEGEFJZB4bfJxNEIy2QiNZsDWbTcxPnmIc7NnuDg7wtniHDet/23aEqt4/MVP0JQaGEmb518scNc9Szh5tMbJoyXe82AvB8+WWdof5eRr0wwu7+fwy5NEogJZ9wlEwK/2n2dwZQ/rhgc4OXmC2zf0szjrEk/HqJo+kiKxYXgFybjOVK2K5ITU/AY9S6PMT9fZeNUSLpwoEEqgRWXCqo0Ui6IIFSEl0YSOL6skohEShopqXDELGEYEOVRRozFiuoRuxBBujWxnB/XyDJZpUmsugCLhSnVkz8UNTQhDQlQMXcYLNa5ry+BqDqgKcgiKIpCkACQFgzZSrSvwJf0/ZIX89x5j/9PZKxVVAelKhrhhvQxCQQgZISAmN9HiEhfHJvnUt57m1SNfZroxzXjhNOcnz+JpKlMzR/ju1/6E/ft/yELxFE8dPMbq7jTmfINiwcFt70HPBnh+DatqoEQtVCUkltdo74lTL9WY3/e0UVkAACAASURBVH2e+cMzXD51icvnC9iLC/T05kn1RulNp3CFQc1UcBcE89N1/Iqg0gyQAxnVkYgYKjEtQVSXOHegyefP/xv//YnfQ1JdLGeRaKSbRPYGHv7cNxGBRzrZQbW2gB7J4wtw3SrVSoX73/QZZL/GB9/+QTb2XIOITGNziWQkRSgJPBHgui4jky+iyNAQEjFNQvJMNE3Btl30EApOAykMELqCkAQoMgoKIvQxDAMpDFEUBUGAGoFkysCXxBslDUAgcP2QwAdkCS/wkRUNPwjRVYmUEgfhQhhHx6XpqBx8Mc19D76bm7fE+cTDX+DnZ6qokZB4SiMWV9mw/Sq68inmGgusXbqB6fkRpJiNZ1/pl123rJ98Ose5+Wl6O9NYDmTS7Rw6chrT9wlFQE/3AL1Lc8zOzvPD53fTrNVRoxqqEiVwQUGi4jWwPBezUSamwuyM4KH3b+QDn7iWZbf1YzsepdqVqWtVRxRXj+E0SqDqJCPQljXJJSUibQaJpEFBatLanaBUXeCBzXfxwI77eM+3fowUBNy9oYtqEHBpwuX0jEOxrnDbLbsYzPcw0LWM22/cit+0OH1mhkLlEsOr7wXhcGL0Ij/+1WlOnxjh9LnDGNEOpFAmHetAeDJPfvvTdHd0kkkmGB7KsHP1Vs5eFOhxi8VQIRJ3MaKtSG6Fou2zJBdn96kmAx0Jrr+uwt/9n1mURsCPnj/INz58D/mOVbgWDA92sWogT7Y1he/ZHDjxKDOlc5x8/YdY9jiJ9ABHjr2OZJfxyi5Xrd6EVasxsOwW+ltW4nkKWdng/OQe9l14FE/yyMQSSK7MO+5dz63b70RXdeYOXiRwDFp6A6YLHkPDXRQXKiRyAUIWbF23kb5clFpZ4v7b7uDQ2cvMjQc89dwFJscajM0WaW2VWbGinXgyg+XbuJpER28KXU1RaXr09iZ59Bun0KoBJdNmbqSJE49dGWISBi2JJC35DImODLoRYcoOmS/XmVpcoGI2sSybtkiKUsOk4FSQNQnFcRFOQKgpdGbySJ6HZymMz1exLfD8EKdZpOzYqHpAqiNG3NBRQwVJkd84zF7pOStVf8381F5k//+fDct/uoleiCsWpWbtMJX6s1fY4dgEfhkpsCgECmHQwNBURqebHDtxkqTwWbpmO7/e/Tj1apF73/JRbt35Vj77b3/JyNgU86HF/IKGWbJY0hXiuya/MlR6t8RIjQc0RhzCpkFQtQkNGUOXQVOg3KQ2ViP0oDY3z8wFh9n5EkafhmfJqDKktvZSm19k8Qgk8wpxESVwPEJho7guxwoF9rXPY85PcXzyIIcO7WbXzt/BqpeQpTSZdI56cxHHdVANiUx0HY5dwnZqLBQvEtVbsM0GHfkhbtr6AZbm1rNv7ABZTcVXoGaZHB2boioECVUiEpFRJYmy7+L7AkUSeDIkDJVACDwhEAIUKQQFVAUMXcd1LTxcgtAlDANkTUEKPAIBhAqedwWrq6gKXhji+gGNWg1Dk2iGGr4SItsBZy9G+eT7P8Itd/Zy8OiPadRnSCRzRKJZHCvE9R2SRoymb7JxYCmnLo7z8uhxhtr6uXnF1XS2r2BZWxezs6Mk4zpKoBKGIb5dYmpmDtUQeKaFISfRUzGOvn6KczPz6NTwfZOAkCCQCH2QwhBqEi3tWVZ0D7L7+AuYgcnsWAFXsjl9cIZYQsULJVoSGqawaOnvYOOaVczVK3RFYdvmG5itz6MCWgxW9LYhC40V3UvZffgAN+y4EyGNkl6pELQ0mXE0hB3gLgoqRsDoqfOcKlbY2NpBMx0yNjLBxZkig1158h1DfPVHX+P4ySqxbBzDtUESdPX2E9c9irUF7rv9MyiB4NTUq+xcv4uXzr2GHJZ539sGeGHfNOsHkhiKQkwo1L0Ymmuzqve3yLbaxKMzHDzq8fk/qTBTNGlZrtCbj7C1dwOJRCeBM08yGmGm1qBerrF++dWko+10dPewWC5SKI/RtC+ClGbThu0kE720tixloVbi/NTrXDN8B7s2vofR+T384pWXuGp4FU/85KccOFxjcXGeVcNZlven+fCnPoZiJJiYqbOsL8tixebsniKf/dh76e9bgqzFsEujzE9b/PKl11CiKtftzLBQkSlaDVpbWlBiOjtWdBLKKabmFslnPeo1DU0CLTAZXJHl0mETUh5pXUNLRkDEcDSZjmiU9jaP7ZrDjpTPhpjLb63Ks6tN4c3L0lyX1XhTf5whpcHqlMd6yeL5gonwqjiuhWVXaZgOi/MldFVG0WUMScJTZCKERDVBn1xi9XA/geujajrIV0T+StcAIAnqtXNkkhtRo5l/t3b+xtorwysBWCYm/w78gFzGoLB4GXwX2W6ye/oMCwsq9WqEkwfmmav7vOVNN9LT20E6VadRCUm05fjiN3+AaTboyKdoKgEEgnxcprlg05aVEE6MCxM++Z44a/viHD20gDdhc8fr4BJHIcAnoImLJAtuO/n3/NNXfsDbblnJ13/8C3ZdvYOBzi66elcytnCR5tgJ1lzzAL43x1NXfZoUcS7Kdb4TFFlz6zJuuW0FwjMJQhcnlJi4PM2z/3qUQnWWcu0sTWcM0xTkszsRUoVq8xIEIeVqne62q2h4l3jPv/wL73tzH3F9nlBJASYTs0UKQkWYKgKfyqJG70AWzw8JwxDP89AxELKHHFzh4BuGgSssDOXKbtL3fSy3ga5HUJDRVAVZlpH8ENOBuGEghMBQZJAcglBFhA6e3yCiGNRdC9dMcm7M4CO/NciF2jwJXEzhUJm3cdUIE2MNpgsel+dlMikJTY8iR0NSeoDqJWgGNVwlwkA8hYJPa0sapxowagUYfonejjhOAK4VIAsD4ZvYoYJCk9CTcFUTQg1ZxLBdB0IFywlw3AAlDp2xNMJ0sGlSnnG4730b+PmvphE1QVSLksnJ+IqPmorRG8vwjhveycM//CY1zyaVNrBFSJseYfO6YS7P/pIwXsKuLKVSbOXHe14hmQmgFiWXiqO6MsmYTFdnyOGTFYysSkKPMb5YYVVXjrxk09nfTc/gUsaKFt9/8gB//tDbePbpn9DXs4zB9Sky8Q5iqSwyUSamLnKmPItuWnQOdfPLp4/iBAvEW5K0pkP6urI8+WyNYM7mr/76Hp554edMX1C4cMpi6QZYvynB6FQCxy3yt+++h0z2WtpifZydf46Z2UOcG5lh/ephVvXcS6FygoTaysTsFPmuHkbOHmTLmgeRFJmqfRzXdkhldxKhiu2XMP0aFbOEFmp8+/knuee6YX6+7yJt+RYK4wucPFFDpGSW9Ub59cEq61f28c/v/RCvjJzlzl2/w5lLR/n2j77Nkj6NoxeqBJLJXVcv46vfPoRXgUxOYmi4m+lKg+3Dy6g2XGr4zJUXWd2aZmBNPw9/bDfpFgU3VFiVCblxaYwbt+YQyARelUDWkN0AVYvgCIeIqhMoEqoT4ieiRAIV1XVx8p3Inoxomlyq13lyrI7QJBzRIOLpOKGH5CtogaDmmeiqj6YHlOc0Hv7E9TgFF+kKhgtJFmhvOHkkFFBUhG/TCLJcte0b/27t/I3l0TsBYD/Ng//wVYZaJE6fl/j5xx8glo1ja02uH4wzk5zkR79SuPf2jczVm6xfM0yyJcOJgy+Qy8WYOL6fuTmbB+7o5dUzJYpzLjetiXNm0sKuqiyNZTg9X2Hz1g24oshIIWTj8jinm3UKn7yB/IkLtMZ1+lZ2IjZ08dzsBMVylTOnj/OhZ09y2w2dmE0PLdLNusFbOXF+LwdGZyk1v81Es0xhu8r39x8B/yzz1SNkWjSEXyMMQmRZQzNMBpd18L6H38R0ocBgazvvuvmdRCOtuMFJCotlUm0qtpVlad86XNshrfXzzN/8DR/6+kfZuWqAdMwnosXoa/cpTZRwHXBkDdtRyOdUCtNVmo5EA5O8IjN2qcGf3HEbPzq9B0W4IOsYqo4SCJpODaEl8YOAUJGQvQBfJHCdEOQaOhquJqMoEVwvwPJcVBkURccKGtSbGhdPN3j2y0/xw71/SEoOsFwP11XQNJ0wkOjOx9gynODw2VlevKQQCZssUaLIapSKZ1EzfbrjUDdNHMvlcr1Ma6yDvK4gtA7qTZukGjDbrGA35oklYiihQCUklCU0KYkIQ+xAICFQQxUTD0yXmB674jkXAYHQSMVCgkYdV3iYZZv+wT7ueNON7D25l0Jpkh88d5kz56poaoO9L03zxx+8mWgyxeHXL3Ff+yr2Xfw3hh9XOGFcQr9dx6qF/MW7+7gwElKaazJXFcRSSVraJJQOC9n1EYpHW3cMTXKYrSikvIB6wacvKrj2qiXMTU6wcvkqVq3pwlZdSnKVaqOKFsa4OFdmeGkvhcUZOpNLOT21l2/+1R/zj1/7NmqLwr5Di8xdsPns53YyWRhlYhGqqsPGNydo4nLpYh07tNE1DVnSCIPX+NKPP0dLJsWFiQr1+iwjEzX++MEdpJJ5SqUperoG2bT6t6kVprGlKRShYQcNpDBB3NDxTJOzs6+Sjw+RjETw1SqqEDRsqNeq3HXtNr5/dJR4p0xpMSQlm1y1NMNX/+wzjCzOMTV9nNMnu/j6z75KYKSZnRDEFEHVivLUT/cROgmkfIMV2zYwPj9FYNZYMBUCKcB2BH7B45KY48XPnefGW7u5dnWS7vU9dJy8QGBW8JpFAtkAVUMXMr4kIUIPPVDQEyq+7eMLl4icxHd8XELCYhXJ86g7Fr3hldR5NptFFnHCaIjqRPC8gKZkEzUimKZFuShz94Y2qiMmmuEiBxCLxbG84Ap1VJEIRYgcuoR+DF2pv4G3VN5YrPv8fyHT/+mEXsakVDnNjesHGJso07lkkXd85Qdkuh2SrS6N4jJ2rt3EB971Jk6c34/nFTk2+jKH955jviahNBXu23Udq7ee49DBAhVXZsfmbbR35EjmA/bu3YudjdKoWrz1jnWcn1nki9/dw857l5HZvhq7meDpYpR4NKBw5ASz3z3Gjfdv5cM//CeqBRjYrJNJSKxbt5zPP/kVPvSZf6RuQTJhM3ON4BPvfg93fuPjvLlrHResgD/55DLe966dHHj9DIoUQch1cASBrBANZZZ39SHpEkZyG62t7dTmT7Js2VIevOcPOH68TqUyy6mRJ4hGeynWJ7l5YzvdWQ1d76DuFCnWKiRiEq4coFZD+lZ2slg2aQY6vhcQ15NcmqqxeXWGPQvHmC2ZaLpMLhUllJtMN2wWiiFmyUINArZvHWZFvo8VQ5soNmb40XNP4VllWpJpPGMBFAVDEti2jSSDYyY5eCDOa499gi/97C20tmSwrDp+EEBgoCgyeqiCrlCuyIgwTWe6gFOOEqY0ijUbLZJBbwZE8wmsxTrloIEv4mhYZHJJJNcio0UoVGu4gYIidMp1i7SmIxQJNFBciRCIByE1P8T0ffRARYtf6SM1VBlJUojIAhH12f/8BFMnXd77wIPkOnM8tudJunSN0yebDHckmDh7iezSFD/51sNMT58jm8lx+ewkx6ZeZuNLEhnNYH1N4clTZ/njD2b43EdnECkJpUMmasgIKcZz3xgn3yqzemgZi+YM+UwK0VToXdWBHlVRDEGypZvNA3HaWjMEWkituUginsV2m+xYtYPXp0ZZusSkPRXn5Bmfwxd/ileCc5OnqDcdtFgHnrbAsuEYpdI4v3y+jGnLPHBjK0fOVhGOieW34NeahKGPnnGQrE4kLcOBPaf54B/+GYV6kUef+i6mfwqzZCP5JsWaxNHXvk9b+1IqtVmiWpxc6mq+t+cLvDUj8JoJ+lpWAzI2FpWiRywXobdjGRtXziNJIQ2h0Zh1iWcDCuUod95+Pd98/htEsyoLdomPffdL1CcXWbE8SSMdsLBo0hlVkNQOWq5LsX3LZl7Zv49IIsof3nk7//DIYySSMbq7Myxf2ctJUeJv/uZu9p47jhJGWD4yQaXuEe3tpF62SQjvjUBak+SWzdgjZ/BjMqawiAmwkxqaZRGoBrIjI2yTMAoxRaG+WOXOtg4O6xB6MnbdxgsEoS6hq1lEo44mS6xtF6ztb2O+uEhEi2LoCmajiST7aBEN3VCQlRhh4KKoIULIjI8+Rv/g/QRBFHBQlP/3Mv2fbnVTm3+CevUA5+cX2T85Tl/XKh558ue09iZoTQla5c3sPjiKShPD0BC+w/xYwHy5zj333czyNonfe+ufcrF4lmu77mLv2a/zyUe+xeR4hXt3bac8t8DL+0ZZsRUqNR3f8UnFotx1cxtjM1Vm52pYQsJ1bVr9OEdf9/C8OulEkjnX56G7dzA02E+5WeDVVw7xoT/4JJenjmB5Jq+9foxpq8hipUhPf5pd25dQsxcpj9sU53zCaJKoElB0PKJI+LJKza2TlrOUmhW+8JHdKKFLZfEcoabT2dpBX8cOinWH8Zkfs+/8Z6n7IXHXxDMMmi7MzdTxggr1ukdyyXIunz5DrRkhEeYYHGgj3x3SrC6CUJiaL/BnD/4jRy++gO0qrOpcScPVKFQvsLRrBaXyBIqcpdasIMsy2WQbUlAnEu9FCZscvLiXPSdeoy3TQEjg+gpHDoU89pn3cvrSi1Q9F98UWL6N4wWYliBwNCRJpeY49HWl+OWrUyQMh7feOsyXHpshFo0SOBadXS2cPDmFqumEqoQuYjQqJe59+05mDs7SjDTJRWUKtQahJqGjYgufqKQSBg66phAKBeSQ0A5xhYxnmoCMF4Socf1KqUQQkFIiCK/B1LTDZx7+DD996vM8870yw0MKyUxAYV6ivSXDQn2RO9/5ALOXp9i1607ynZt59qadtAxEMBvgduv8sCCRbLVQ6lFMySfwDMK6j5aqM1EyuOMtHfz832awhWDzTUuYOnUZIx3lHQ/dQ3NuhIn5OkuzaZYPbMRyPWIpgavmGO67jmOTL3H+0kGGB4f53kvPs2dfkXe9qZufvnIRxdApXorQsdTCbATcc1uOQElww/BtXBh/jf/+2BGuH9YoezaLDZnSZZXqKZc9R77I+z72Z8jxkCUdgg0Dm9BEwNCSNUzUD9KbaUdSMkSMJCpJutqH0dQ8I9MvsXbgQUbGnsUTMlFZRlarTDcXsOyAp/Y+w+CqTmpjNTas3oYUCXn6yZdo7Uly/Q03c+nUBI/88ggWHlsHlzE2PUZMi5FPBdSsOGZToasLehIpciuv49Sp3Zx4fZHegRR3rVnPr+cXuWv7TWxduhOreoqHn32MD939XvYcOcCjv/gxf7lrA685Md4ulzE5i9RIYLRFkAWEhoQrSeiyhCJkAkMDP8AXMmpERbYcAgyccg3fuTIkOIuC6YjOr5QUhuMyVaojhOD6zRsRSOQ6ohSKM8wUZ/n9TW10xHO4UkAYCEJJoEkgqzpC8pDVCAQ+KDLCE/iBxvDmxwiVAEnyAeN/qYe/QT56D+FryCoIPBYvfww53o/CGJ976gc8/YzBQ39wDafHxjl+4hxvve0Bfvr009xy/S388BcvMH6syOCWfj7/F3/N6OwpZsuznDhxihf3jxHVfKKyRjYfxVMjtMRsypdsYitT+GWT0kxAqkNm6rzFzdemOTpSIxKX2bWplc6eOPtPTBFWooRmAL6Hlgx47XSD224aoqOjjdHpGT7w7k9TmT/IC0f20plOMVe1mJyfphBIKKkSg6ksulDwRIjtqTSaJhEjgQhdvBAEPnHNwAkD7JrFg7fcx9ql64ip/Vya3M2GNe9krrCPF09/DddpYLoNmo5AkXUKpQJRTWOxLLF163UMtW0mrueYKxxiZKqBqxwlUOrIXhIhgbBl+tIbGK3OErEtJoommzdvRQ9MFktlaLpM1kxa2lKk9TyzlXG6sq0UGy4D7e0YMY2rBq9loT4GSoyzl16gr3sdZrPIipaVFNwKxWoNBYtXT7zInr1NeroDHKGwfGmGaLLJ+XGPNA4N12dyTqcWhGxdsozDR8fREwlkI8Rq+iSNEF+RsFyfuQWbte0x2rvaMZ0StVAiLkFM0ZC1kNBzQdXwXZcUGp7tYaoSvu+j+Aq+CFAUBVWVr7DGXQ9dEximoDgvE0tWCbUE3V05+nuSFM9P8/qMA+mAQFZYO9xJ//dHKboy2ZYIVgg60GiGnFoDojVHdbSCrOk0PYVLJ6YZ2phCC6JEOiUqboXiqEamK8/WjlZSAzqvvnia8YLEiiGDLesG6exMEYn3sn3z+3j4sffR2lOk7NZ4db9LNJZgWXfI8gGVn/7MxCyDqwQ8cM+1HDxwHl+fpm9Jll/92OKWuzrYumYZqzvSPPHCcV49com//vNr6Mt1MD5TZOOKv+SJZz7E/uOTNC146C2/g+sorFh5Fa+fe4KsHqNYrFLRZhjKbcGXfJ5//udsv2YDuVQLWrCcNStv58zlZ7GEzC1rH+LPv7yd9qEVqE7A4PIttBpX8fL+r2KECn5a4eVTF9j3swpX78pTrZhYuqClLUJj0qHpeXS15fFsWNEtWL/yRj7/wydY3dPJ+QWfvihcKJVYv6ITqx7nXXe+h3TCYGT2Zb63+9esX9HCobMzDORb2HzVdvYfPsPvdC3QGqkQD5OIpCBwQxRFwpMk8BRkXQUREvgWrhsg1wR+xaU271KwHIzOTtpzrXQsb+eBL+xlaH03XT0RerM5OnoHqBbnma/W8BtNVtsH2X7DKkgMXqFVhgEiVFCl4ErfsyxfoZKGMkiCUChYviAT20XP8PsA6X/rjfyNEXohfGQZ/MBHiDqfeeIu5iqj2I00yVSU0rzHzLhEPCvxljsfIK/n2X/+ZTQjz8ZlnSzv7OXFU78mdCUcxyGf7OBDn3qMzlyMZFpF0l2apsxQVKesekyPmXR3Rzl1rEJCk+nqTVwplW745Lpi1AoVNu7M88ufzdPbGeHRL7+Lj3z6MaZnagQOvO13trGwYFOanmXp8iGqZZurt65Dk31UKcpPfvVLhNcgiMSYmVsgk5fIxtPEJWjWBQ1VwpBDQqHTdOvItsRIwUQNA67etopnXjpHZzrkt+/awrWr30t751oIQ97+t9tI5wymZm2ijka+vZOVQ6u4es0mzk8+imcGWH5IPB3li1+b5e678qhRk5gmoyPjCo+m52HQgl1OoQmfbEcHvak4c42QSmmBhhcgoSOJJrasIAU+pgjpjiVYt3KY6ckZ9p0+wvDAKq7fciPC9ZA0AwkTp2bh4BHV4mTS/SihR6M5QyyToadlM19+/G/5x4eP0tcWMLguRFYEGTnk/GUVORFFWDaNpkaYloijs9gsETViqKpKfbrKdTdtoFKYIhZNUyw7qMJG0WSE5FJr2ihJncAKSeoCw5eRJA3L8wj8EC9UiKgykhSiazKyCNGVAM9tojgSkmZw8ITLp+/vpnLyItFIBlkK+OWCR70ryh2WhVRVcBsSTdVH8VM4nk0zkPm5U2J4eTejpTKGplIoNemNZGm4Mi1tLrUwIFBDOntyXDhXp7U7yZrhTo6ducjvv/VtTF86jaYnmLYW+PhDX+Ndf/oAhyer3LTVJJK0sVjGjuE1ZGMTeOECTV/jlVcN9r86geaHPPjQZi5cOoZkGxRKV7ISkhXnjnuuZ8PKXZhM8y9f/DrdQ3XMosbX/q/9PHP88+ze9zPecv1Knn5ukoSf5m/+/Ps8f+Aj+J7G6qEdTM1PoSplnjvwaz71R8/x7L6/IBnrw2nO88qJC/hxQW88w5m5BtcNd6FqMDo7SaGZIqHabFk2REduF0+88jAff/tP+e2P7+Do8QrrVudYtlRnz4Ey8axEQg2YKQtaVBje2M6+PRXybTo1G+65sZuvfuU0D//dQxw9fwktmWEwFWHl8qv48Hc+jSH53L7jFn7x0tOkowrZbJrZis0XtxjMNyUk2SfhKdiqjK9qRFQP127iWVU8W8UvKoiyz9ycS2xJJ227NpFxZGrlOXy3iKFFyLa080e7T3L9ujVk2/PIwsfyapSDEnJRsCk/z5o1LQg5hR/qSCgIIZDw38Cs/8/i9ys0XiFkAiHRdGSuuvpRAnHF+fa/er8xQg8+hCpB6HDuwh52n/kImlfmzGKDYqEFxU0yWnFJqCrCMhmZb2IIiau3rSY0ddasyKEpOZSES8yTiLR0k/LKPHd2nFf2nSAXUbBDl1LVxbNcCoUQraGzYnOW0qJFqLisHFrO9PwkirBJ6RKTkwG5rgBshbfcczNmfYE1m7cQWiaL5UV0I8Sul+nt6CfUfQKhcH76BDvXXUsYOJyam6Fsz7Chp4t0Yhtjs+eYL1iUi5OMjC9QLi0gGSpGi8Zbrutmw9AHOXr270nH+phptPPmDTdBIDE9v0jRWsAXdRLJLCk9y1zlPOVqiWatzFVr38XzB/4cJdvC5MwIHS0dhIqConvIYUjg6bRrLgtegOs10fQWyosBN695gFQyiW0LavYU88US89UpcFVKpsr24ZX8+uhBZCVOPB4Hr4GsGsSiCS5eGifXEWXktQn++e8f5fDZr5GO5mg2Hdas2kG9tEDdMq8UB8ghPV0bseoXyeS3IGlNEpKGLRo89sS3ePyFYwwvz3HqeANPc1i1tY3CmEkQCFzTxVBkfFVCTcVYGC1wzZYeunJxTl6coFk0UHUH2YCMqtJ0HBAB7fEUFb9+xfsPuKaMJlRkTaDFdFQF4rICgUPEhkAW7D/UYN8j9zF24RVUx2Pf4wUi8Qi+5vKrQOZ6S8MRErYVInkadfmNnIcncEzw84KkrjFaFRiWSlO3OL8oGFyfJpBlmk2NmUqVazZ1071ygEMXzxG3YM26TlwlRktSYuOqu/n1kd2cPHuSDes2Umye49DMGM4lGV+LEPoWiZhCX97HXBScdxN0SA5zDVjSbaA4NXxLoWtphDXrr2Xdkh3E1AjHRr7NwRMjRHHZdX2W2UaarvY1nDhxAg+Hgfx6Lo6e5YZVtyInCuQSPXR3X89U4SKN+utImsOp82NsXraBjWt/l5+//jValD6q/hmWtVzPP/zoU/zBDds4PHqWamCwvGs5vNuIrgAAIABJREFULz67BzPeQtLXWWiOMLeQpa0NZk43aVsuc3qfw+prYhTHHWRDQjRDbtvRyuW6QI3qKJEYhm+zWE6wbV0vTc8jlWojmbS4PDfOxcvz3HbNFefP0XMTtHZ00tu5jF/seYHWqMxfLDOo+SVCowXZquNJFnLFpFF1EW4EnIDyYoCdaWHwlmtRLQvLbhLUTPTQRwkcdMAPBV1D/Vz/0T38/kNXs3rZCjrb+jkxe5CTZ17Ddw0qhRp/e38HciRE0duRMBBvlPj8T+0Nw/D/Fv0wlCCQ8YKAaOZWlix/9/9WO3+DhB7w4fHd72G2eQARaoioyfikT7EEPekYppWjRRMc2T9DoqeTwkIDqVWmuzXDmq7lrFzRw/TkPOtX3cArB1/j/jvezu6D3+bY+CUMYZJOZmj+D+7eO1qyqzr3/a21c+VTJ4fuPt2nkzqplTMiByGiTfBFgEw0GIF5YMAGrvG1MeZiY7DA5gLGgAGRhJAQCIEQyqEVWt3qVudWn9Mnx8o7rrXuH6ex/fA1f7zBe2M81xg1ateuPWqPqtr1zbm+Oef3NRVX734htz5xH7/3ohfx8wd/hB2U2bz2LNYHXVx3/T/Q3V1kbnyKckVy+sgK3WWf+kKb793ybfpzfczXDzE1dYxcvkSaKtJsER16rDQOcfOjD7J2JE8xyGHlIhwTYhyHRs2m6m6kPzdMX/8YJxa+TUKLItC2LUxsEDpEC5+f3N/hPb/7djrJAqV8lePLR8nHRYy9TD2ySToL9HV1k3q9+M4At9z2Sc7Z3YW0BSqLiDKPNG0TKbFa8LUsEA2k9Dn8hEXfaMq+uzxGN3YTiJhdF53D1ee9gqPjj1AudnHrA/czc2iCytpupANBXdE70s3E3By4BTKT4SEZHe3lX264l3e/6/Uk7Ukmjs1Sd1KsSLAc19nSM0gkO1x49jPJmsuInEMh301t8TTtRDFYrqKyVYOTvt48Qe8Y1//dp1nKG4788jhzMfTni4heG9WOcPI2+dhQJ2G5FjK2psgn3/k2bt9zL5O10+y7a578YEDZDkCk1E1E1SuztNgAPCwd45cD8pYgittUCwUc23BqosEtn/pjjj7+fZSYoz0bYuIQudzLxFRE2rJJs4jIctCZwiiJampaOU2S2GRZQkc5dKwEmUpaQqC0RRJmzNfbDF1WIK2XiExIb5/HzEKDem+RHIpwIWZoQ4FixaFWd1lqx/z3N7yfwqDFnY/8iHoUcvzEPg49mjGy3kKYiJzO0fAk86fqXPX8Me66b45kOaFvV47p+YiN3QanKMlEgWue/RK+ecetaF1j7XCOspexEnaIkzzhfEq5lMfJCRqnDeNTHd78mqsZHRtiZO0LmJrYR7m0hnzB49jT38W2ctTiEFdY/OyR+zl3x0Zu/PljfOlPb+D6297LVedexY8f/inS7nDoQMyFm4Z45NQSe/Yt8OLnrOORByZQbpl1Xo0ZT5HMgJX3kTWYUy3+5c8/yrat/43nved8zIrkHa95Dped87vUm3P8dP9tvP1lf86RhWP88qdfJa04bMpVadBk++C5pOJ23vfJJ6gOwNnr1nHodMx3XtbNxImjhC1FfLROrWGhfYfuZ+ykK1clKAW059pktRqm4JIYhyBqIIpF7LSDrimUnSBVhlW2+PKts1iXbOTozAJ+Y5rnDHeoN3PkIsW63ctceuFLCAtFbEKUsRDSA70K7FrrM4/ZGWMZuTqbInyC4FLWnvX23yh981sDeiHEGuDrwACggS8aYz4rhKgC3wFGgVPAq40xK2J1LfJZ4CqgA1xrjHn8N53j14HeKI2wNFFm8beffyaDG22mFybpGdJ86y5DV0GhtUNt0VCWQ1g6IW8UI2XF6SWbjrSZnZ6lvydHQzssJIr1pTKX7B5D51weefwRDj0xz87NfYzPtFgzOkg+5/OsS89lXXWMyYWjPPDEYyy06mwdHSVcbrLl7Es4duwYwz0jPPjofq44azN79u5hzomZPTzL9PEmv/PWl/Cu3/t9vvylD/H7176FRHq4mcN85zCPPPUYRX+ekp9SDyWO1ETSImflUDrk4UcWuPy8KtguyoqJOjG+zOFYFqFOMNhMnDQ4pV4u33Q2t9x7O5Vymb6+PlwkkdK0F+s0jcWWMZ/MOo2nNEtRg3akcF0flSZEKkGIAExKZmAliejxK/jVbu767hzlNVVcYxPkbEYqKY+cavKeV7wWaWkefuw+Zhc0w4P9tOohYdbB8236u7rJVMT09CLtBKQdEXcMlaLPqdY0o139WDi0w5Ag52FrqEcRF5+7jaX5JTCSpaVpdp+zk95cmVgolJH0BP204xaWzmNIOGvNOm7Zdwc33v4Lrn1lNx/7xBLf/tyLuPGOI3z7R4dYOzRAo22wTZvTT3W4Ylsvay7oZvuFW/mHP/0R1qDNQNnHsyBThv0P1mmkCeWRPNvXd+M5MblQIbvynHpyiX942wvxxSHSkk1ncR41FyNCw9JyQtqxiGKLeqSIU4OQDkpAJ1QksSJzPVptiBSEWYTOPJpxgk5slk1CVz9kXoAILOYWY9IopXeNiyUhcwLCkqJchJoS2AspolLm7b/zSh4+9h1u/kmNyy4YoLff4etfnmRNrwteyJoBSSJyrOg6QeZw9ASMbizRP+Iy9dQ8wtJs6JMsLgk2be1jsR2ytqxYMRlLCwm9ZQvtZ2SRRCQurm/THK+xaf0WLrn8MgZ717LSjtg29jLml/ZgiypTjR+hOgGf/N53+ZPX/i53772LS88/j+/fdjtX7H41X3vke7z5iq185eYDjG3p4fDRJq99/iY+84WDVLoMz3j2EN+78SS+45JPLYJtHuWsQi1KePrwIldfPkh5aBNf/PrD7NqRp9ZO+cTb38906zSvuPzt/M+bPsK9d9/HwLDLR173p9x/5Ods2zjC9370Dd78mk9x7Zs+wPbd3Qg3Riw3eN01V9N75Gkmf7KXlpZsfv0zyeWqpBPHEUZjPI2IE5xCFVOPSZCUugo0ZudwwxWaC01EReIICVZKIGySYpn7e89l3WAvSysnuXLDJCKAwCqQagdLGCQCjUEZCymLoM94aZzBX6UUsMrXa52B8EhCya5Lvgn/X1A3QohBYNAY87gQogg8BrwcuBZYNsb8tRDiQ0CXMeaDQoirgOtYBfqLgM8aYy76Tef4daDPVIi0fJ7afydf+uH7GFt3If2jD/Oujy7h+CHCFOjqN/T1SmRaIpUJlcQw3jZ0S0OP5xPqGG0C3EihZQYLGQtxSEYe7dcYHRhEpx3mn1aUqhZty+bUcp18A/p3dVHptrjw7I3UWm0mj0+gcy7hHDx/83n0nbONVnOF07WUJFvk1h/fh++VuOZZG/nQX9xOtdvjq//0QgYGl3lkzwL3/GKaZ77kbGrqNGni0EhjinZAoBMi30MnIaFSKB1TsD1cWyGlTZIJRAa2YxAWxKKCa9W4844lzt68nolmTMnJMdDTzcTcDEPdG3nVc1/P1++4Di8nqGcdHC2whE2qMnxpk6qETpTh2gbH9xjKV5jpNKjFhtMTOey0RICF63sokbAwOc9Z2zZQ9coMdMMjEy16/ICDT44zPNKD0R2SyILUQouEpqdxU4GbGk7Wplg7VAFLknMDhDHYxsG1YG6hxa6z1tOu18kXS/R057lr76Ps2LKTwLWYPnWcruoAG9auJ8si/KCILTWDPRtZbs2ybvAc7nn4Bv7+5vu49oXncvUzd3HFK/+JgWqEzFfxpI1JW8QtmB5v85kbXsePv3kXj96/zPNfUuWi3WsY6C1xsl3noo1X8b0bf8EN//IoYxuKtFfq/PQLf8TE0cforBzECTWypklig6pr6hmo1KEZJqSZy3I7Qser7k8dIVAdaIWKTEmixKaRRrQ7ijB2aBuFUA6D5zg8eGiFakEy2O8SdSQpiq6yhcgDTsBsq8W2Hes4e/t2Dh96nGddcTl7ju7nq987zO+9aDeXXdbLv3zrfobHJPf/qEnteIq7JmDNzozJFQtRA8uxGTu/gJ6dxRUeYllihkGKlMwTdBYT1uRsGrak1OfQLcqcbtTpUxAmkpqGraM9VALNJZf+AZYo4AiLxeUH6O3awMnTezhr+7M5cPyX5J1BlusnGenrYb4xzY8fnWSkr5tNAz0cOD3HlpEct976OH/4ltdi1AC33H8nh/c9wWwn4Opn93D3YzUsk2Iyh8kTdd7w6nMol4fZd+hp7jxymPM2DPH03BKfec/H2DR6IR//8rsYn17g+NEa73zLpdTqCxS6Y370zTkWdcQ1L9rGiQNzxIGHn0WkdoBLwqvyZXo3VkllFb0whdIRXiMlyLvEOiQjQRIgEo2VpYQ6xPMlpmbRddYY808cQCcJwrGxtEWz0+DpF1+F1gVC1eSS0jLr1hoynSLQWBgyA1L4aJkD5GpQOYO9q5n8Kk+/SuME2FrTVhGucyFbz/vj34TP/+9QN0KIm4HPnbk/0xgzcyYY3GWM2SKE+F9ntm84c/yRXx33n73nf8joWe02iZbnufW+j1KLLH54981sXzPATC2klvnsGls1fbjtoUmIHbQUVIMCtlIEKqZZC7FjwbazqkzNhSjXIkgj6kZi4VFxbXK6Sa4vh3TyHHh8HDFcpVCwoGNoN2LmliHSDWRqMTTaxbHFBnd/+04OnXqERx57mNAkfPbrd3D/N26kE0/xudu+yMLpWfr8MicPHcFJoGt9kVyzzBe+8GF+8dBXGF+ZxSFcLbCYlMRNCCiiTZtUeyQmxjYOUQatOKFgezgCjFQIp4wI24RS88g+ga8sms0mPQNdtGoplbVVAvdxeitVEiHwbYtMhSilMdgkqQBsUt3GlQqwUVnIbKTJG8GTDw7TPZCnWLZJE02sXQpWSkM3uHjNBp6anCINbRzTpiWL+LGiMlSl02zhZDZKGGZqS/R19ZDpFmkrIeh2saWgmC+C4owbmIvnShwhyLIEu2gRyICh3mFm61MQJ9iFIpOnxhnpH0QIg2271FptevI+WZbR1d9N2SpTqhYYGtjAOz7zEXZvH2DXxnP52AfuZN2WEo6X0a4tE9VcapMhXdscnv3iHmScYDkByBDHsejTQ/iOzZrRdZh2h7PcKmlYQy2NEy+0aJoWsmPTmFomJwrUhCZXdGhFiihUaG1Tb6V0Ik2WClrakMt1c+CpCWwCOmr1Tx8KTUsrEg3lAQ+TE0QdiesbbLkqdOUCiSMQUiOwack2z37Vc1GNOW646Sle/uadVLOMNHaYOPEkLWweOaDYtinj/Et9ThxSuEZy/0MKz9Fc8fxzOXjXw1Aq4VghJpXkqj6RbNGFj44VltFYno8qKAqOQ9JKcGyFdqDkV8m3NEkeDpyc5XMf+x7D/bs5/PQ3SRNQVszB07+gthRQtD1iWiRWxue+cZhdOxzsQFJ2A8qOzZVXXsnje++h4JfYtOF5fOzzn2bL2BBmocXD4yk5E5H3K6Qq4oKzy6zbvI56y+ZrX3mEfEkzvLaby7fbhCbH003B8swy3VVFbzVHKgwiq7FmbQ/f/MokX7n+dbz+tV/m4mdsIJCaRFpICcMFj6jR4prRKkkGtmriLS3TKecxWQpphHQkaWKQcYbTSbEsi7qysGIbf+sg4bE57CzD8lxCZUhrGUt/8DqsdhNjS9phh/lkiYt7Utb3go1GKIlx8hjc1dzepP+Kd7+ib5RaxWILCyUS0sjDs3YxdsEHfxMe//aBXggxCtwD7AAmjDGVf/faijGmSwhxK/DXxpj7zuz/BfBBY8x/SsL/OtArk2Fh86p3jXLJpRexZmwdR6cO8a0bHiPvSkzoUB0ocHxqkXwiOb0YoZVFueywe2eZemJwjKAw32LDrhzTkxplUrIGZI4iR4l8zuauJ6bYMNBN2O6w+cIBHn1oHjcvsHIBSa1Bqa8Xk2qiWpOlpZCxdT34FU06q2hnIUHe55o/fAOf/OPPMVDUFAMPY9lkfR5CpDihgZWQ/JYhfNsQeH3cee9jXHjJpQwNzJDZZS7pWyYM2uBKtLIwboSxwNE28/EqwKtErLb/kSGFh5v3OPqUw9S8wpIaLRVarPDs84scbnbY4BuWkgTb9/GFRaed0CZDxC5ahsRGopUkDAW1tgc06OnRxDODLNUEsXZRjRbd3TF7H09oLcZUdrrU5zMuv+ICmJ9HuzZl2yaRhmaziYXHcj1h40gvdpek6pW57+E9bBwbI7AzLE8QJRAmBk+mrO2voixBu95AWw5RHFLycmTCEPg2vrDIUk1XOc+hyUly0iFXCCi5eYTSHDtxlL71w5ScMs+46DlMrTxKxVlHImb5zD//kJlJi7LjkuQMWDbR0jwLx22ajYjLrq0wks/RkhnNWkxPM2GxJfjiu9/IysQ8Vp9NNHmIOJJk4w1SLYhiQ7yyjC6Ukd15WMxwS4K5+QypbBrLS8Qtl8PTbUTeJw7bJEWPOFbctn8ByxOIgsBu2MR2Rm/FZ9QTPOuSKrfdM82lu9dy1XnDvO97j3L4OBQDhd+Xp20UUbNNpeKROIKzzy4gBsf42B98iJvu/Ar/8t17ee5z13P66ARhIohNzEriYBYVYyMB44cTBsuaomfwqxLR8siNZGSxAstDhgqMoRN38AdsHKuESFrIDuT781R0gZlmnUufuYP9JxepFHJYOuaFF11Es+1ycPoApbKD7gQ85/J38+dffg21tkAZB6EkXTmbuu5w4ehZHJw4iUxbXPa8K/j69Xdwcl7yostyVEe7CLq285Ov34Xfm6crX2fnBdvYPvA8vv7dLxErQ3NZs3OHzS+PtukrOrhGsbCiuPj8ARZOTnGy5hHXNbu3wKm6RU5lrO01HJ20WbehBz+J8Z2M1PYIM5s3dSdUkiZpJ0PiIIWCMENbNlIISEFlBhSrcsKdDJFAZDyc4ExLpJ3h53yM8Om67p0kqsSde76IevQAXX6TrjxsOGeEvk07wcqt4uQZHkZrjUEhJRgFq6z4Ge0bLVC6Q5oFZNpm5yVfwyiJtP7jlOxvHeiFEAXgbuDjxpgfCCFq/wnQ/xj4xK8B/QeMMY/92vu9DXgbwNq1a88bHx//N6BXCktZRCblnR/fwcF5Q7ECm3uLOKFkcalJb7XA1Hgbx8soWUU6WUTakSyINsXAxyw38deClVUIw3CVA6vb1JoZnu2gLc05o12cPFrDuIa+9d0cPLHC/LLAasXkemxkHrJGRNwJiMKQDTt7OfrEAr0DGe15wYbdAyyeWqJ7g0NWy+gqWtjaJ+4o2jLCcwRKlvGCFqHv0mOVKVSGIGvwzW88ync+90YeX16mqCfYVNIsskyWpATlCo2sTr9TZEFHRJlGY0DaCJWiMaS6wtI+wV1HZ3jui/P05jXKykOS0ZIpSRIizvSPJ5khajvUOiFD3TkSEdHJLOYWU0r5jL5CnvuPKVTNotrvUXEU7ayJG+cYGOjw7c9mbHlpEdmUmKxNzh3BDwQqFZTzHsdOzjA6WKVg28hCAVsalsMWSb1Db28vjh1hhEuUxniuxnEcNOAKiNIM0Q4Z2byTsDVNlmV4doFKIWCwZ4CJ6VNM11bwcnlEFuILFy/IsWvLLmZOT/DQvj3s2HkWoT3Hpv4e3vcXD3P9R57BTXc/ytxcganpRTZvGWVgNEdfIc9tdxzh8J3TjJ3vMbq9SN4vIybn+Ms3X0NtahyZKxE/vRcHSaMjSKYW0aJAx7WJ2yGBm6fYV2b+9CJtY4gWJa1anQMnVwhFhTdelWdgqBd/RmMRYI9WYbrOysw8ug5zyxGpcVmcWWRuOqWTKHKOQz2LVr1/8WiTYHAp9toIGaGFZHBdH1InhFKTxaDqIWEjwxl2qfT74Am6A5eEFmoO9EqCV1EE5YCeHatB/m6R8uV9Ic0+yXBvQFlHyLpCFCTaWLglgQkz8qkLvsDVbSZbFkI7vOvtL+AHdz5APXbZulFQKRc48nTISy+/mD1H9/KMjVcytvYK3vqpt+G73SRxisQi9jJmjjToyUsGBofJ9S7hdip89+aTXHJhwDKwdWwt40dqTNdWyGK4+Owqa0e7+Nq3T3HB2b0sNSJmDrZ5xauq3PbLSXp6CtR1C1sVecklA5w8bXjrf7uWI1P7+NgXf0RQyRjIh4RzBaKlNjs37yawl+l4goqVspQVebc7RUsJCqFGA8KGLBJIoTCxRZpphLDQmcHSDmHToLOEtFSg5NgkYQcnJ3GcGC1yNC9bT3v5Mca2K+xghHJPGcfuwahuEpVhS4WFWf0fAxiJYbU7C23OAP0Z+iYTQIbSPmGccM7lXyPLBLbj8OtN9b9VoBdCOMCtwO3GmE+f2fevlMxvm7rJFNiWBjTf/uGHeXLuFlZmwZEhTlYhWmnTEiG9/SVkO6ORi8hbHmdtHuTbPzlKkBWgFDK6wSNptShYvSzNaGbGmyzXJfg2IlkV67p0Z5WZ8TZTtYyLn7mO226aIMkZdBThexalUpWVWo0t28aYmhunMtDN7JEVPFuTL9hgEoxl41sJPdImjgxxl82hmQZD1Sp2kDHQHxAmKWP9FZbmYWXvcR6clDzws7/mf/7j31Jd28fRE6e4cGs/524PmF1cILQkPbZLy0owMkWbhCiVxMKBTOCoFjEBQz1dTNcS2oshlf6QuBMgPUOqNJnIiMIUo3LMzKxQ6fdZ35VnvL5ClBqELNOY6zA6WkJEAm1O0wwrtBIwjgtJnTArsKbXY/9TReamp4jakrOHuomxGe6pEEUhjbSNkAXirE61ax2paiGSNpmSbCj7CLvItJrFt10cbFJlVvl6TxJgkQqB0gn5wMcVLlIKSrkAhSFu1fELHp1mRDuJ8HBwPJd8VwDGYtuG9TTayxw5foh6o8XW0SrTkcu+R05gLUjOefFlHDh0inN2jNBd8fADi1tuvpebvzVNp9bhB/e+kE2NMcTyXpIwxstLVBMyDe25EN2WdFSK011CNFKMdFiemEb15EjrAclEg0MPt9gy6mHpCNsrIbUGIzCijajlie0I3/VQxNiJILUUOvMgMNg6JIkK+I4G5aDdDESMiPIYv4ldqIDq4BVyJK6kZGzqZLiJQjgKiwBlt1aNVnwbO8sQWYi2BZaxkSLGdhRaCqySpDXRYfOVXdRzDm+7e4XtvVDJJdT8Cr4WaNXBOD6+lRJKn/nFiFc++8V098Pdjx8ikxE91S6a1jxbBoZZV9lEnIVsGXwlV73rLfR227RXYjZuGCBfypHH4+CRZdygRbGvyNREk/Z0m0//7dv5ys03EDUjntobYWvNwOYi6/olZ1+0gy986yGecel6Dp6aZ/ZAyBtfXubGX64wNhYQRppTJ1L6tth89Pdex5999qvUZwzLCK573UYSt4/HHnqccjnFrveToOnqMqShoVCyyFLD76sm7bkQY2lC1xCEDlqk6MzDkGFnHorVgmkSG6Q2xInGy3nMzC4x0FPF8gVoSVJo0Hf+Rgau2gKtDsZYeA6EWGilcIQCDZpVv1op5b8B/hmgX8XhVd5ea4kxCqMtlDGMrPsEpb4RwPk/YfNvrRgrgK+xWnj9o3+3/1PA0r8rxlaNMR8QQrwYeBf/Voz9e2PMhb/pHL8O9Fqvap0LbDSKD/7ZRgq+T7sVMbqll3xVspL4LNYXCFsGK0gp2h7T0w16yw4irxguuMzMxBjy3LeniXKg0PbwnDwma+IosJ0cC9MJBSlRocCrGHp6bfafyBi7aCORjJl6aoknD09y4YXbEH02b3rJC7jh9p8z/vhRQuWwNBtR6sooSkG5kiPvWYQqz4033s13vvNx9p88iGsljM9PIjKL3jQhXNQUN27kw295K9WhEf7mE2/niUaTrorL6doKbz13HZ0gJCOkg4+fh1RnpLiILCZLc3RUhMLBsXyMbpAaTcEPaMQhec+nGTXIWQ6L7RgrsynlXYzVQWUup5cb1DqrGv6WBZbjgMmwdQ5UgzD2SSNou1CwXAqWpt3pJl5uMa8VW50yRhj8oABEZMbFsgQHD5xk/a6N5FRInHqoLGHH6AhCRjx8dJpNmwZwTYJBkmpF1uxQLpfRmUK7AtdA1GiR7y6QaElXMU9eBgwMr+XoE3tpqQyvGBBHIWQxUkIcx4wODBDlBIcePki7k/Het76G67/yDZRvEy77/MmHPs3JU79gbmEKT1jU3Yif3vQo7/nDTfzVFw/xv15axW7XMKFLmmZ04h5kqUx6eAbtBiiVQeaRtULwNHG1QmcupuAoHri5zfTsEhesySNFiuflEWmMqx2y0CHNp9jYWEaTaYVUAp0YcCUoiZAJOAKVCIxtkGg8aZNIhSMCLCdCSwu7YPBkQOZAEsXYro2KDMLXWEJhGQ+bVackQYqdCsI0wS+A7DK4tqTppdQPdlh7bheJ7XDuZSO87xenCOw8Ty+tsH5NGRVHuB6szLUoDPdz3s4tDPd3s3/qKMdPNRH4SAMHT87QWki46Z8/yoMH9zD+9DjnnfcCqk4O2/bBOJwcP0y1e5DT0ydw/DU8tv8ejFBsHdvAzPJRvvb9A1zy0vU4ccb+veNsGIiJOl30Duc5/eQs/buKHDnWwjaKtsiTLUcMDBWYnUo48oMT/PUtb+eCkbO56aEb6K0UmFucYs/BJs+78nwmT+1n310JScVhx4CPHdhEiaI/J4idhOfHgvLhFXLDRVhQJK4Cy0Z1FCgbkxmELUAaVKqxhcMTJ2sEjmTTxjKObaNMAlrg6A51x8F//VVsWK8JTIyxFXaSIixDZlwMDhCdCRwZjrtK4RgtzgxPWWidII1EGQttojPqsg49/e9kcMNlaG0jf21K9rcJ9JcD9wJP8qv1Bfwp8DDwXWAtMAG8yhizfCYwfA54Iavtlb//m/j5/xPQ//ubVhH1xvXc+pN/4jlXXI3Wmjvu+xk/PZhhORGDVUl3b0BXV5sut0BtTtF6SnPlpecQtRJM4DPcX0Voh2/8+OcM5X1OjM9z70GFtQaCtMDazYrlxw1NISmGMbaSzE2GrGTd8cnXAAAgAElEQVSQ32KhtMvnr/9bhvq38fkb/wJPVRgo9nJsZoa/eO+n+LMvvomIInd8fx9P3P4IH/nyO1iamePA3v0Ucz72iM2QW2WhPU1RCAIrJe8VePJQgxuu/xo9w1dw3Tv6CUa3EVGnFbc5MbvCHz7zLNrePC1VwLeXSXWRKPPpENNn54hkgjCaKElXrcnIEFITpoqy45CgyZREWG3i2CNTgnbLJdEdDh3OiH1F2bGJlI3SBkdBO1VUgxxLaYYXu5gsJkwTxoa7WF5IWVAZZ3f30gxjXJXDsmL8ok+toZmbXabmhdSfbrN79wZ2DA0RVAtsKVT47r13MTO5yAVX7qSc83FdG9u2WTs0zPj0OAM93UyfmqBaKbOwvIKb9whklULOY/uOXcxOHsPzHG685cf09HchPQtEQNEBpQQFL6ARLbNrw0bO3nY2N+//BkkKIwNlpHG5dPOV3HXfPq577034psA11/Vw8HCLz/7OZUh1mOZTLWpzK+SCCu3IIcsHSGWg3kF2lUgSSeZJPGHRu3kt//iHP2PzUIE7hx3Oeihkje0R5DNs4yJcA1qAAiklmUixhIswCjJB3MywbYmODVZZkoWrEgxSSqzAoM9kkkKs1mbwJZZnYXtyVdZWCLIwRaQGpKHQ46zuN6t8r3Q0xggsy+D6ClHQCEtA3kE4ErcIK0rRP1LlSycz3EqFeH6F4Y1dPH7kSS6+/DxU0ubZV1zDiZMPcP7O8/nTT/8tbl+RLq9Kzq+yccManjq8n1c/46WcbjxJYA0hzRQLDYe6WmH74EVsHF3PsRNP0tO9hSxOODb+GCvtJuXeIrffeTfaEux7os3IYMzGwTzBQJmhkTV86BXf4tq/fDa7d2zggfsP0lOCXz66yF9f91ZeedVH+c5P/wfHFw/Q7RYZHtlBqme5/kvfplTOs3VrDzd/fobSaEzXQA8lW2DbNpXuKhPLEzidlMNPxHzg3IDekzVsN4fJgbZdiDXEGVIaXCdPJjNIVyFPSoOSEiMVaRrj5wurrZCEOIUC0fwK9Q9ezVmzJ+jevQ5P+WgT8yvefdX4e3UgSohVS05jzL9m88aoMwkukAkMCmUMaSJw5O+w9eJXo7T9H6wG/8sMTGmtWZj+HyTpJCqBIL+Rv/rx95g4Ok9POWCgz+DplMuG1vDUgy2WozylgkVqVajSYTlOeeG2Z/OFaz/DW792FY8/eJKWavLs1+zmxLH76OvuYe/eGZaaRdxGg3+8NaKVadYNCjaMDBG22yysRJz3ykupdFc5OHmQO+8dZ89PH+CDH389blZkuXGa5mKDtqpy8Kd7GNq9jkBG9Ng2gxsqpE6G4zhYKiRfymMcj/vvmOPk4w+BGOHo4Rs5eupOfvzEXlTUJE4iCq7NbHOFzWMDbB+IObmsGOxzCRwX10hWvCZxQ2Ibh8yRaCNJSRFaESuBsYAsA+OhMgiVIs0iVCKwlcOB8SZKWHRSSEKfdLmF3eOSNBMqBR/X1qRCEMiIrcMbGF9YpBGmTDypueKcfjq2IQs9etyERhrScV06jQ5JGtGqg50odlw6yt4HTvDeN7yWux49CFkTWbEIHBvbluQdD8sDbQTlXJmC6zK3PENPXy8OLlvXb6G2PInluQRegVMzJ8kpycHjExyZmqPVaZLzA0rlHFv7u4h0Qk6WUWaeL3x7CqU1IrPIXIVvW1S7ikgRkrNgaU4wul7yiRf0szg5T+dAjfzunURTE2RtB51FWAWf3LoNrMwsoOyMXFBi67Ou4qcf/hInxiPMFsHxdsaWqTzBTELBgqDkYnSGSUAkBqlWl+kaQCg0hsDKozODNIqMDEs4aAMGjRAG4YrViVCtcQIH6UmELRD2qtNXEmaYNME21upEbyDgjFtRlmU41qqxu3QNlq3wqzY4oFyDJTRel0dSkEwVHB6KAxwnZd3aXXQHPhu3bmfyyEGmkkk2rxuiUtxIT2+er3z/e5xYquH7PlYcsdjOuOKC3Rw78jStTso1r3gBuza8kubSk/xw700MFdfTP7CDp0/cx9jweVR7unjy6F2cWlhiy/oxjhw9QPeg4r9/bD9XvTygWhrhvHNHOXl8nKPjDVI5xLH9+1i7sYfPvueTTI4/ye377ubi7Zdy7q5nMVrczmd+8B6uPu93uPnxn/Lw4bv56Fv+iuby7Vz3Rz9gcFMXjmdjGQshnFWRNQfm6sv4acZDeyJ+8aJhju5bwsmDayBOwQQuUoTQNOC4SGFIUoXjWmgFtm0jHIMixnMtdNFGr7QQgwV2v/9SssQmyRo40kboXxVOV9FZo0ALhFSrZiOs1iOzLMG1fiVUr9EKtMnQQJZKHt1zmDde9wRxYuH9mr7Zfxk9eikkcZSsPhEZe59+msuGL6bavJvHTjd411Xr6Cn7rCy2eeYL1jA5o5k4HTI9uUw7k4zs6OHvr72esf4hbn37wyxGDRw85tpPE+lhbjw1RalH8opX+TTjgCsu1+TzAdWqTT1pc/Kw5Of32ez52QOYegs1OMCgX+VNV12K6xl6igWS5RZ/85mvcv6u3Tz4+A85+1nrkUsttAopCkU418EaLuAEHpkwnLPuXD573/uZnjlFJ3qMgepWJiZ+RrM9T6YCFudg84Yym3ZKHnkw5LabE977jirjs3US0aToC9YM+NQygzIxPj6pCsGRSGPwHIc0aVHrCJJE0Y4jfD9HwesmSROaWcZIj89iy0VlGu2llId8VGaRlQ2ZNriWpMtOyUmPE8vz6MRQKQiO61UdbRWltJIm803J2EgPD91znHPP72GyHlMdySimAYf2z9LbU+Geh/eSyzksSJ9iGFJrdCh0lfDQnDp1isE1G6hKzUJWZ3h4GJoxft7isX172LBmPa5dYmZhBtPUtFzDhnWDPPPKKxhcFzM1e5BD+05z+umQSkkS0aKvVEBKKOYEwgLXl7gihxHLuDmIY4dqVfPeK7fQmp9Atg1euUrr6BRhyyesNfCrRViJ6biT+IU8TlCg3mzyd8/9ONa5vcwMQ/dIkfjwEpGlkMKmaEkyDXa6SgFILDKhkICQYFSAICbUMULYGEBgk/1rsmVwjI2OzervogVkIGODXVwdrjGxJm0p0jQln7OQSFR8ppDHagExS1OEDSoFfEkSGgQSS67SQ2GUIIouh+IM4ceoRZ8l5wRzhZRXv/xDnDy6l8sveCElz6Lg7ObuRz/Dy174Uj7xtX8gaxrS1GAEzC802LnjHE5PnuCevXs5cPhJbrr7ETbnN2BfUKGnNI8tSzxx4F7GNmzlsePjXHnWeTywbw9xscTS3acpCsX8sYze81Ie3PMkx/fOsuC41I/PgEjp2aDYd/KXLC1M8p7X/yX37b2JN/zlm5k9EvNXf/Ya7jj6DX5571PURczVr/8jXv6GQdwBl8nlJdZ2b8TIBEdkGCORlsXxJ0Mu2FXgq30Z408t4lcddFsTW4Yk1tiaVXolM7iuRdTuEATB6qS2SBBIspbGKkGSgNtSCNcD49CaaeP0dOMmLmQpytIYKQANwlrt5mF11bUa1AVSytXmhDOXgDCrV8WvtoUxWFGAFuB5q505/09u/z/I6GFy/EMYtYgxMYXSMN+/9UFe+NK/Yf7pP2Go6NIKNdgddMchbPZRrzVpzsPMUsI5dsx3P3yaXiFWl0Ko1S/XaGZQpKSstR12PmeQp2YarNBheIfN0EaBsWP8uEzfJptr3jlFlHNZXzKoPgvXD+gyTdqxJOjNI4Thyf0dfCelp69Adx9kwiFzDUVL4uUNBWf1YrOctUzNzvCNf7iRtrYQUYiyFzj/Ja/hFeet528+cz8nT/wZP9r3IPufaCNzdVqzkksvK1IqNjk1m+LbETk7IBGG2BgcaaFsjS01yljEGhr1GOHm0VEH2+3m6NMzuEGZyHTYWi4w2V5BJh5ZKlgKOzhnBJdUZoHQ5Jw8ltOhIg015SJUyqkjim1bRomiFrUkZWFqhdGz1pIlEcJo6vESVb8LOzOEWUIUSSp4bDxvN4ce2svg2iKDa4ZpNBrkMsOu3RcQxUvYgUVnpUNmGxQCWynKfpliVzcqWcHB56ljBwH4xd2PM9gnGOzpplzN8ITD8PqLOPLEU1iuZGxjkY98/ghWFmHnJL4VkBfLaOEiZIGlWhPH8Viaa/PQ+9exZ08Tq5mhGg5NMpzUQdgZvuURBnW6No4SEjBU8Lj9xic5mdN4oUc7SrFKLuJEh8qcT3eqcLEISg5ZIwM00gdigRF61d8YgwAEhgyDhQQMZz41CIXC4BoLkGjAFmBVLZAKmUlMW6NdjedYYKe43hlhrFQjEWRCIc6QuU7ORpYVOge5vIt0MrKCwOtz2KMT5uoF1l+4gaue/0ZW6sepLUzQP7iF5SRjuHsrnU6HLesv5q49X+LgkUe55ehRcqnGt6v0DDo8+NBxXOVS6s5z1phHqx0wXF3DTBjy3J1bePL4CSZPTlDuKjLZXOE9r3oTftlnXW4tXUPryPn9vOZ9Z3PZrkv4xUN7eMNrn0HFH6Ja7uWql/0d1/3pThptzWh5PUOVPkQgufqKP+BTX3oX37z9PiYmbC64wCMLU8LEZmqixbZNLu949xV84L0PQLNFp+Nx9u4iH/7L91PxOnzgQ5/mmiMp5bEK9YbGS0Pcco4s09gmw7gZVicgVcnqLEhQREuBU0gxxmBpUGfw1vUs8AymYpN1SfLVfkzRIle0KZQElmtheRLpOUgMlmOjpYWQqxIIwqyKmRlzJggYhU45Mx2rSRPBUw8f5pX/174zWfn/vSD7X4a6wcDpiY+g0wUsHaF1DtBkJsVS0yijIctQAlSWoNK1JB1F2LSwil18/nnfYLPpwbJtskxjBCgM0qzGTYnBYbX7Q1sGS2nmadHdHzC01sPqzxOZiLAcEwxb9JU93vONWUb7XZorIZWcDY5HV85mYF3A/OlFvFIvlb6MnGNhG0F+fRlJTDuOMb7Dw7fP8NA9DU7OH0fJFqY5h+7s5crXfYrqoMPAkEfgWJDTKKPRmSGQkqTVoV7r4umTk7zl3b3YxmJlZQbL6cF2Y8pdJWpxm06skTqPlhKJoBbGpEoSRxqtNWliaHQEPhnFwODYNu0OzC0kxIlNC4NjMozl4ClFqiN6cjm0o1lbGaGVxORTxVzURpg8991zmldcvZ2JuRnSgkXR8SDWSG1opODqgLIf0TaGHuOwaKXkcyVKArqrOVoNTbU7R09/H0XHIme7NDOBOMNrjlQr3Hz7LUxMdPjYB97P66/9MK+5pkpEim64RJFEugordRkbXMuxiQkeP7ZIuwmlYh5HpkiRYbRkphaTpHkKfojn2iip+fM1RU7PJKTTCqfgIQzoQGIFYFU0beNSkj4/nJmnomzCUECYkYWCKFSYpqB/RlDGwkHgnOmokKwC7+r26gi8xDrTcbF6LWIMUsjVcwqJMfpfnxsBllktjDkCkAatJDYGQYYFKCTKMvjDOfKBxHgWvuVSbzXJltt4eRuvLLGrFjggjU3WownWBchXP5cjJ07yjLOu4P6Dd7J983PxjeQ7t/8ze48s8r63/QEj5d0cP303qXaYXj7Cj+55ggsu2MHCsUk2XjBEbBZpL5eZnmtx3uYLuf2Bn7AwtcLl2zeyEIdgO1wxtoWbDu7HwWdjn0en0+HkU5PsuHQDleII/U6T/SdnKeVL7JscZ6S3RCfOmDu6wstevI3Hjy0xUZ/ndVdfxN17jtGVq/L0kXEy6YII6O4znDi6hOVINl5QZPf2PMcPLeE5Hf75eoMMNcURxVkbPF79inO5894lxnKK3Xtmaa1Y6FCQ683QqY1hNXAK7aE0uFIgJagsxrY9jIyxHUOWKKRlI0sS5QgsB3SQZzmrYPsSK/e/uXvvYMuu6tz3N8MKO5y9T+w+nVtSS2qhLCGUkECARL5EGwxcB4zB2Oba2BfMfRiDjc3D4eJncplrG2FsokAEmWBhRUABpW7lVudw+uSz4woz3T/Wbkn2e/fWK5frlR+z69TZ5+y1u6p7rTnmGN/4vm8Mmd4yRnu2Tpw6kvGIWCdILQiyqjTF/0PoFT7gpSNYj/VgC8uu2w7wxv/2ACe49v/i+p+aQA8cPvB+nD+O9gXeN/DBolB4exTns6qpYUucc3i/EVsKhpmiHlI++6Lv0lYpOIVFVBjY6N+sR5tQIQh4NIoEjaQgARyOUjjqrQb1bZqminGTPZKNY/RmLTft63LPE4aJFiSxYtMs3PPjnHXbKrzt5A2eYVnhcFGimBprk9YdzI5T9BxXn3c62uzCRnUe37Wfe8qNeCNwNYMKKciCRDuCFxQ5GBcoSkc/GOKh4PBcxs+8rslJG1MeOZjhvWMszfF6DCds5b9iq2zhKfWdI0QRnRXoDUtSVUNLS0Cz/2gH5TUDr8hsSVMqSBw14ekvetLJaU6dHKNnSoa5oBZnZP2ELOvxyMEhLz//ZPZ2e6R1T23UeFLxGGFoIYH9i0ucNj5OV3gi5UkUTIzPsm6iThnXmdaCpNaikSZ0O3OsFD2EkRzprSDNgHe8/v3c9fC3+eM/vo5WbYxnnCnZMN6gMBlD4Uic5/E9BVkZaNQjXMMTMkkSAjGSzHpUcMwNq8plLJEQYpbIeG/aZvm4Ja0rQj0CURJUiQ4RrbGIbxWGRgj4vCTvajAlbiApBgo/dEwfMqRoxtBIBJJqSwZRbWiFoELSq/wdPG4U0BldK55mX+Urwkf13ijzO3GdxBAQeKGQQVHboAnCYaVAeU15fIiqBUIUqDUkUc0TTWrkWESIY3zdE50+xq0zPW65u89bXno2p2+9kNmpM3nLe9/JzAbPMGjO3bGd7Ru2cGx5yKmbTuHLt1xHwzWZ667x4msuZ//hIxxfWmPu8DzPu+Jkji23eWzX40xtmKaz0KXodIim17M2v8DWk9bRjBwLQ6iJAhlbJtbHbJ85g+X5g1zz3NO4+YGjNJRnzyNraLXK1omTmT6jzpXnvoA///CneOFrLuWTf/sjNp0ZUy4HHjnY49RtbZyBUHrqIufQvOekTYo0TdFpjfmjhlM2jHHr7kO85HkTPPq4ZNOmOmmpWF7rcvVyCY9lTG1qkA8tcayIYggBlBR4UyJ8hDEGrTU6ARlJUBalBDLyOAI+KtHpFMtqnH6RMbuzxezWiOZkStpQyFqEEAKtQUr9JHXzxBK+Gnl5ojGLAxsgH+Tsv3+ZV/3mDxEjCOjp66cq0B85+EdYewThM0JQCFpgMoQu8OUcFoH0Dh8KXBnwTpDlcN9fdDh+wxraawZUm8xQbShBtfmqFkmgiXiyKBJAhCAhwYsChKVEMTEtGCwIMp1z+iV1Nm9fT78s+R+dBXaHPheeWae/1KB/eIlkk6BWF5yyY5b6RKCmxiiKgm4nwy8GXNzjt9/xdm655QtERUQ9jvijbx9ix+Y29VihdI5NY0ob6JUWGcCWiqyfIOmzlEsaChSGxx4dEo0r3v6rW0nkkKxjWBtmBCURkSaVEFSE9VCWOWNRiyAFR3oZ2XJOr5vRbrcpC8+gKOhbQcNpBi6jLjRJI7C6ponqTdZFDYK3DEuHMzHOD7FlSaTrnH/hqdz0k7tp6TFatQjpFMePrzA+XsfToC4dQ1dShhwdNPfdO8d73v6LtNYZvvHPt5OmdU7aNMGg6GELjRl4jvcOs3mqRS1tseveY5QqZ6pucWWT3GV0F0rO2KGRGjITiFWM9yV56ZlbDLRqEd6pSmjmBYfWIJUeqWMSZciiwKyo0Us0r14OOAmJ1KhJhUwilBlytw4UMkLlnrKfoYqCvB8hChh2DNYI0o5gfEnQQqARo2BfJRBiFPjF6Nk7EfyBCsoZmVvJpwV6IUR1z0V42kHhkShOZHaOgBTV5yPvsRKSINEBTCqox4pMFeimqMQ94zWies7YxDjZWy7nyme/iZe87yW0lyO++tc3YQYxSVLj2q9/gB8//D02rdvBHXc+gQuO9vpxlhZKtm1scvllZ/Kl637Aug3jrImCzopgRq9wdD6mPdEkqJhE5VidQD5gWIAKdU49rc4TB3okzqPrOW2xkdWyy1k7xzh0uGDz5ialXmWt73n4/iFXXbIdobt855YFfvNNl7NY1mjVJ/jkX11HHEVcflGDB3aXhMGAudWSi563gXx+hfm9BSfv0ITWJi7cOcNP7l7C+oJWOzC77iQO7J9DRh6xNmSmMc1zdjQ4/tn7GavX0FEgihWmsERKotMIXDUTI21EmKJEaU8kqyavE30Gg8DRruP4nGT989az89xx1u+coZ74qtKMYqSOK2vu0b0VowcgCJCugu7CiSDubdWkRWCGlrlHB7zorTciggf5bwv0/+GbsWEkNJAiRdDHhRgXSpSOsN6DSMB3MCFFFVAWBRZwruCO7xxkWzxLkVcdbIHHCYEOgiAKCAlGVHYJxZPYqUYLB9QYkpOECn5JCGSLAt0QjJGw8Kjn0O0HEdLyhmfNsuGUzSzuH1Kc7vjnnW3SNCX4iH0HD9G5SxOyRSana6z1YdDJOPDQkKufs59iGBELwVLe5X2vPI0v3TdHN2hYhjLWTLUKppQmd6DqGl8UWGLGKRBOo1SD08+Kcd5zwzeW6K4F9j5asPUMz+tfO8Vyp0spBMF20fUxvE8ZDgusEkwIhRrTxGnEsU6HzekEUd3TNiVpw1IOE4a2pK1SZJRTLwVCGfpGE0cxAzsk4EhFm9wPuemm+4iiGst5D71uHGNy8kihtebI/BHSySkmtaTIG2SDFR68aZk//ujV/OgLj/DMZ6bEJLilVRrGMzecZ6gFpzQaFFawNLfI+HSJsxHCx4zVFcFIpmYi5jqK3mLBpZdsYHUpgyCJpGViHHxhQEsMKQc7Q5q1GDESpJRWkijJQFjaTnDLOsOFKxIZefpDzXQMd9rA2riklnlkLSCNpAwRMtI4a0BovA4sjwWSpZwWTewIulEioMKJ4C0Ioz8j5vSTRbg7YW71JOQDhNGVgScPCZCUeJyAJIyCfIAQfAUS+UBJwADaSXICJoMQSWwuyMqcZCLH6ZJbvn4zX/rYlzl7WnBgIea8V7yYP33nG0nrTZb7+0l1m4lWyuTkJI8eOcL6CA4/MmDjjgmiBKZPmmFYDMkHFp1KDu4do97LWEn7TLkmrm2wcxlzC4bxdS3sYI19xYCy9LiGoFnCQA/J+qvs2QtxIlnuBS684Bya0YArLupw860HmE6nWR8pDhzuc+cj93PwzoJ0q2X9WIvv//1xTjm/xXBCcsa2rZy9WfF3Xy3Yfm7M/OGEDvO06SHLMYbewVCx58F7Oak5RbAKVXr2F/Nsujuw0SakacWlz5NALDU6togwrIJrYVk6MmRtUFmLxGlGa6Nk8hklW9Y1OO8ZG7DaMT5zEVmWgXAIH4AIIQJKjeZq4Khu9yjQe4Gl8n8K3qEQOCTBe0KoAr6eGEMEQZDqf2tZ/L9b/7/I6A8c+D0UBcEuY0eUQeEFpijJ144y6B3FFoIsA2csoTCUVnHbfzVMjSdkSwJwZCI8mTk5An/qf8Di334M6XI+9ce38MODh2kJzSmhTUsGIp+SjortRAh0kDghCMGTNgW+XyCUwEqITUSZWOJE0Olapnc2mJkWnP2C0/jkrffxt/fPkesmMy3DFc9v8OlPXM+eAzcjwwqrRx+kN79I52gHvaFO7Gb52oHH2CAaHLOGzASUgcIJjDEkQjEoDaWtMFwTRQhbnfYhhMqzvzQU5Mwt9cmGNeqNnFf9p/WcvClledXS6fQYuBxNi6HLaeg6WZFRDg1Op9RURJ7n5ATUwCMjTR5ytpmtzIXAuFYs5YY8MxRrA9J2nV53wOTUONKXDHzBbGuCxUEXVYpqs9QdTWXpDTSHj6xwwbNORS4eQ8mKUzzZahJ0ilZ1hDGYpsdmBWU/Y9kU1KUAp/FekniBicEMMkrjKL2n6FimJlo0GgbnHIYY7y2dzFEMFT1niIIg+BGf2QukMgQZqEeaQhSMT03yrGMFtSm4odfj5A2TdMoA1hE7hbIgM4MpHL4ncF1LNhAEI0jWYGa5mlSlEcQjl0IAdaLxBjDK4KvfVTm/e5pWUgiBCk/BP09fJ7Z6GF0tRpn+09eJYHAC/glInLREE4poo+JHsqSTDjEIptc1uPXHA375L89n1919+rUB2xttrjh3Bw8eMhzY+zBxIthz+Djz84Zao8XvvP0SvnLTffR6R8iTGo31TYpDQ65+0Xau/dBe1m+QpLUY3fR880Mf4w0f+F02bp/mf/zGV6nvOBPbksyOCeRQUk4ETpmuccbZmzlyaI3NZ0/yrB0pX7vjIV554at4+PB9tMa28HffuJ0EiVQOIz0sWuIQkc4oosYY55+xic98/C5e+IoJ1jccj+2V9P0YM80MqcZpTWiyTo/c5ex+KOctv7SVPT/K8J0Ol+7pUdYFNZmS+Zz12xUzp+RM7hinNdskbY5Bo/JfEkLSy5YRxOg4wotKwc+JQSLRKUQyIshA1ZlRT7pUCjkaMIIa8egNICsY2tsqqw9VvHHOU1pL0Qvk+TiXveLvUNaB/mltxuLZu//dJCLF2QVc2aMYBrRIyYse2dpxyuGAlUVYXerQ6UmGywW19hTuizmFUOTHLD6CYAKOwDKOo/S4QMbs2DxGy6Ucmlsh1YL1Z9c56zlnEs+O8cht+7jxB4+xlClOJmYy1JHS4byjjsIKDcEgBZRYVDBAnRhHn5wxNcbQFcycJrjwRefR2tri8NJefu7a+3j9z53MtDvMoohpbxvjmTt3EIcY4Zr06WKLBb6wu09LenIqFWsxsDgqSbYREdLCMFhAgi0IIiBFhLMVFo+SBCPplSU1YjKRc+wey5nPk1xwySQr82vkNiJgiWJBaXpErk7fKGpWorWmLAxdG0iURilBFBlcd5xe6ZDWg69wSq0leeZQMiGOFKiyYpBYiTUBJQVaWtalTQ4srqKVoz01js7miXUEQlKvawQRCWkVpNZFZMcHGCew0hNMOaq6IoIF5yxCBIYmw+p5RuMAACAASURBVHtPWUoGeUE70UyMNQk+x4qYQMGgV3J8NaGeULl5hirwxlJgg0fHkljE6DjH1hJqKSS2wPo6WvcpsgipY2TfIIIkFBaRSXzXYXoCVzryYWDrIY8gQlP1BfQIJhSjDP5ESJZAJCQiBIKQ5MFWsM4o41cj6EaNmrgnlhICQvgXeP6Jv+8EyfKEMMePgCOEgaCxSM69cpK/LxewacnmmqRoJFz2i6dy830HmTuiUT7i3Au2cPf9D3Hmzh380+2P8oGffxUf/uzX2HnOON2FkiuuOY+7772XIrYMByWZj1k9alh60CFqltmNgulGhG7XOOfiMf72Q0t87bpXcsOP78RYeMNVL+Qjn/8Gp2+ucceDHe6+Y4WPfPAq5pccDx85RlTXPGtbm10HYXoq4S/e+33qZ48TVoYk5RjPfI5i5VjEY4+uMLZJsXi0yfvffxZnz8zwG791HSu5xOWBs541RawVQUb0jaUuNLVWxtxCn3wt4uKLpvjm9+e5+f1N8n4d1xqS6Eq4VpaVgWCkNMZCql0loELjVSDWEQqB9RIVaYKq+j5psgHvqAZ9e5BCV8FdBoKveoQngr9UvjqIQxj50fOUkAoY5jn5WomOzueCF34YGRT/OqX/6Qr0T7yTNGpTmkVcNo8wCaaQFPk+slXN6mqXbjewtmjprGRYEbOuJlj7gqfIc9xaitEG7zTHGPCrb7+YfGWR2774ODumJwixIHIW41U1oNHk9DxMTsQc3T+g3Y547m9citjQZs9N+7jxunvJgmAm1BlXMcJ5BJ4aGicEBklMSQiCQkFDRgRTMqTECM8r/uQqVkPKee/6OCur17J2dBcLuw8jJmqExHDkkccwrs66RsbnHymJEk1RWgrnUSKiKCErHRGB3HniKMILMCUQPFKZapKRr6oX4TwDGxG5nL5JSBPD/jtLrnxtwpnP2kLvwBLzfU8aK1xZ0A+KMDR4qagF8JFHWwsykKkEPcwxwTPdHKPTjziwL2PDhhpxXKvk4rFAO0u/HFJvNhh2cmY2zhDXmgzXuth+j2MHj/H8K09m75EDRKGBJ1AnkMYJVmgSr+iqXiWAEhJMTo4DPDWZYHJBqSzae8pgMBasdZTWYkrJlvUJxlYCohAcMlhWOzW6rqzKY2NRUiKNJQiBiiVBO2RIaU0FrPRgKo/5Ca9ZyktUJKGAUAZipyl7OQwjQikRnZzSCBpLgrG1CgZMnmzKVipXga9KcBFQAWIEGoXFUzwtKz+B1esR3u+f3AnhyUYvVNz4MKo4Tyw3OiiC8LgAEVVlY0Wlom5sUtyxPZCIwPJqjphpsnSo5KJ3b6YzB20XkTeHmH7MzrPOYUttnGbq2XHai7nyeW9i444aF10SUYoBgxgOH4yrpGfMsXwk8DPP38Ln/uYQF16YsH/ZcdLZOb/9qjdzww9upTSC5gbD0tKQH9+2RH8QETlHe0pz5kkz3PvoMV71imdxx51PsGlMcHQ+cN7pG7nqnCvYtf9Rrv3CTRx9qMuVrz+Fg4slU3EP4nHOeXZBMPDtGxxf+/h7+ad7r+UL3zjEZWdPsG+3Q8WCI0f7FDbn595wErd87wCrDp65OeWMnZu4d7HgzJkVXjCboUjwyhOhEEIhZCVoQ4JUukoQohi8AxFhdHU/tAoo7wnRNkKooDklJUqp0QSpEkGldhIh4EbBXwZJIMe7UQQXHoTBWcEwNxQrlk1bX8O2C95KEPJfx/mfnkAfAJP9hOPz1+FMH5EfozCO4FJ8sUZ3ZY2sNyRfUywu5qwtWYKNEMIx/+lFCjFJGjx9JOe9sMVzrjmX/ffsJgrj/OgLj7JlsgZeggkEDdaWlYo1AS89SiYEylFmpQi1nIgm/W4XswAbLplh+2XrmNy8kdUjKzx4y35uvOc4RgamvaJNxARNZGygFCAERYCSgkICyhCM44Jf3Eh5To32ZA1FjV233ctFb/9NPvnlL2LKPl5ohqVD6UCiBMOypBgK0khjhCCYSuiEEGghyanETllwKOmQRZOJMcO8C/iFkuHQg5IwdJQ6Yn7vPM9+7Syx1qytdsFprJQkMtBME6jFxMIQrGFYlCBrhDxDRxGJhkN7Dds2b2ClzJmuZVy0c5qH9nVoT0xxfH6J+/fNc+Zps6zun+ekkzczlmZ0vUcVmk6/RyRABzWqGiKCg0Sm5FIgvUEKgREOoTQyRLjcUJgSNeoy5R6E8zjnKH0g7wcG/Zx6I2Hd+gRnA4lQ+AKWexm2hEJ6hA9ESiOExIvKXiBuaHQETgkmGopur4crq8EqPo/xOQyyAkHKtqZmsFaghhG2DBRLjlZHUusEklHmrZ+2PZ++VU80Yqu+nH/yuqcomU+9rqiYctTgHTXv0AgyTBQjjSKPOqSmAeTkNFAEpPQI73ES5EbPvdv6jMd1dt/nKGXgA1+8gt3797PW9ywtRPzpr7+RN3/kIzg/wZZNLWQY4qzmt176bj7xvY8RZEaZLaBqntdf9WoO9R/noZuXufuJQxxdErTbjnUzk7zkrGfyK6//dTZdcDVh0ObNf7CRmo8Z1vp89k+O87vvvZyrL7+El77pz5htx5gAjVSyPAjMnhTTtp5jx4Zs2zrFh/+PT/L1b3+Mbz9wPwd2W+rdktf8ysW8+Pln8N1df8XCwYSDizELcyW6qFKu7ZsNNRnRXrcF0Y+QLUneyxkO5+nNDTjpnC0UQ4cru2ReMT/s8vGXNGCYIfQMki4uLiulg9RIpfCoJ60qEAEhJVJVWTuqUrMqPYmXE2gpnzQqQ8nqXBhx59WTcI5/2tARi8CBFAgbGJohpYnZd/9jvO6/7CFoU0E+P630yoBHBM/efW9HMw3lYVzZozQRwgfybA6b5xQDyLo5nUVDMfD4oaFYHCOfKxg8pPnG8kE+8s7LMH2H7xSYQnL8+nl0oul1C6KgUZEgBFdhbyqgYoUZ5uhGVHlVyIgQl0SRItISVfdkpUKLEpGCK2LKQ5bl/pDGupTTLp9k9oKzqU9GuE7AeghZxuG9x1BpzOrhgs7wGP5g4NhCD8OQV3z7RRx5fI7bDnXpT62j352jLC2doadZq1g0ZWnJjaelI4bO4Cz4oFBCknmDyA29QUYUxUgV4YxlgKdmJE0ka12PE64SafiAdZ5gAz5WLB8uqKeG867Ziogt/a5B+ZxExWgtiEQVAB2OJBIQYpLIUBuTHL63IN0omW1IMlJO3dLix3ceIrRj3AHLSecYYjFBvd6kXFIE3cVJjbeBftYlFBVWmSbVDNY0qmONRyowWhAJi5QSYyvV54mN1l3rEScJQQpK7wkmxZUdTBkILiHUDe12woTX3PPoApP1BKUrsyohNUbFBB0QvjKy0knFYlOiCviDbo4wMYW3BBNYm/O85T3n85NvP8TBQwVbxlNyqzCrBrdmMQuWqbxGrReASkR1An4RIxbO09eJgP5Utl7pO06sCq6RT8I6gUAph+A1SI/zEREpjgIrIx4Wa4w7y3YxQxlyBIoOQ/TLWwzWMnp5wSe++3G+8v2b+Nw3r2emNgWTMQceX+KiZ8UcORrRZ8i5OzdXGg7R4PJTr2LXgQdwWHqhx8LyHmZrG9l9cIlTNoxRhMCXPrWfrefP0l/oY5ZLyrWM9RfXOX57l5e9ayeyMc66ac/f/P5uki2a//4X1/CrL/w2p55eZ//eIe/86Pn4TsJH/+A2LrxmA1f9p2cwt+coeWeMs046lede8RJu+KdP8Im/38f2qYwr3yDYNDPgjkMRx/YoesMGct6QJIGxJGLVZbznnT/D97+xi9VeyWXnnsPjh9d44O4HmNimWK+mWLTHwTu81nzgmq0Mjh4gSgo8joZs02sGkixDRjFCa6SO0RKQEiErSwTvLUKNsnc9BaoFVPYtSinCyLdIhBO+NqNnQZz4Xu3DgMEFR8DQz/rYYUrn4DIv+JUfomX0f6NWjj7708G6EUEShEMYRYg9nhh0hPICGSXURZ1CeNJ6RE1L4iSHPnTyBJP2MVJzy00LXHf7rzH3j7sxzQJZKNIsweaetCWppyku8wRL5SIXBMYZrPIoF1NmgagWYaMSWQRc3VI0JXFHIOISJQQmU3hZoLfCRlfHp4K5+3ocu/c2gpd0jg5I63XsoKAfHH0gwQMJqxjaQIMGn37RrcwjeNHXLuMnex/BiRwlUiYahr7xBGsIShE8dHxOWyQsY/HBoAuJFQHlBCqqU4qAtpZSSMKRPoOpaayD5oyj15MYF2hKhReedRMRe/cPaU970rTBvjvmWTrsEJvg8ssnKCOHHQQGRUGjVkMpKAtQMgedYruWdTtq1GXAhIjUBiIr2HO8ZINIePYV2+msDEhFiVsdYnULJxoE10UYiZKazOcoqzDGobXGmBKhFXgIBpwUlJhq08iY4bBAa0kcJRgCynqkAy8yZEhJokr5nFhFvmxYkI714yneacwIBrGhJLKCbJhTa9eRErypzMeCs+QIlI3BOUyes7ioefGr6/xff3YPE3XJM7c1WO46tLNksUDWBdFMzPGjfTaJCB0U5l+g7CN5+wiQUSMEv8LYn5K/P3VFBdIgwlONOhzGNzlAl+Nxj3ao8apfneGDH93HV7/7ejacew7XPXgP1774OxQUXGTbTF4xwcP71miMR2RZjW9993ts23gys1N1fvb1lzEhj9KYOINvfOtuHkwyol7K/MGS5rTDBsXScMD68ZPprx0Ccq656k187yd3sOwk/okO6eY6b/6N07n+W09QTxLU5ibFRkXSFTznbTspixrjDc/i4jKbt0a4WsRvv/Ef+f3PncMfv+0R/vKLr+Ynd+7jwPIR/sv/+SJ2/2QPt91+iGyh4Fnn7+DiS6/i+MITXHblL/GDe/6AfqH5u8+AUi3ksQHPeO0kruzzxONw9gva5L0+7/jZV3Dr7T9k7/FAoxnTbLbYe+xumusShkPJ8agA2cLaPnGw3DxMeQGSt92Z8elztpOzSJIBtRN2FZ4QCoyUqChBSTA2PGk0Zr1AixjnBUpYxEhpDhCkrO6xCwhJNXBkVMl5X1VoUvjq0DEaZccY9jvUm21ESCEEHCVKxP/GOPofPqM34BQLS9dRdm+rvENcB2f6yCCwJse6IaEEWxaUWYkImmxoCWsBPyy4994uV55/BlFfc/Shx5mKZ9n/+BrRUUnpA2ZlSL3Rpr9kCJintptWCFd11SWiKqtEIG5qyrhEC0lQFhXJqiSToykx2oOtmjFCCIJVWGvRQlfiChWInMZaS+k0QgzIXEKxWrAoCt740Ft55x9+jsltAidjYhuxYgqUzDFOI7VHF21cskytaNMblOQaXJHgvKFRgk0CodOjv1anPmNI2nXy454s9SR6gPGKiJSJiQipHEtHCjIb0YirMnJQjh6+oAl45o8PITfseOY467ePMVizJLFBRAPqtTbCaBqqwAZNBAxUn82N9dhM0el0GBsDRYqvyH/YwqNJUXKI9IHesGLKDMpA7FTFUAklkUqQqhoU46XEBwcyUCpIc0ERRiCGqGiGIUiMlRTDglhprDdoJatmV1C4osQakFIRfFVBSFm93/ExM60SoWu4ocWpjBgNMmCsxnjBbbd3+eLXf5ckbfPAA/fwyC23MdfrM6MEptAUmYVSk61aZg5YoiJCAE6MuPG+arpVzJoneRlV01Y8DboJjpKIiAKtPcgUSjBIjB5wu+/z1g9dynmvvASfXMTS8SM8cecXmZ/cypgRyLDKJZe+gnR8lrc++8386dffzXWfupYffGmO806H7/wk58OffyaPru5lvFlRmAeDwPFunYf2WdThgqnJlPaWMU6ZjTCuwZVnPY/eIGf3/O08caRgsNAjHo/wReAZ29fRyTucc8oG3vsbP0RgaW9vY3zO4mLJJS+f4bdf+0I+deMt1KXioR/Mky0WuCLmD//iUsjXMzkzyft+7x/YcmmNpSM9RAFLPua//dIr2LFuK/+0/27uuvc+uoeGzBURcZ5XwbcWw/GcdVsDLghcN+E9v/c6ztn8TN537XsRZgZ3fIWpk9ex+/FjXHLqNn704H6mNqxHD0tkLMn6HdSE5txNm8mcoTWuuPn+vUyOlbzv9AgTJdTGLF7UkcIg0xghY5T0aBFXe94LZG0TQiYjBAAIAqkqjF7J9IS93UhJZ55qnIcSRFElN0FQDiI6iyvE7TO5/GV/87+Mnf9vM/p/m0PO/4dLIDChYP261+B9DSUTkGPoKEboqlzSqkkcS6JEk44lJE3NeDuhtTmifUqTF77oOaS5QY6tZyJpkSvH+S+7GKMVwVh0u0GBwQJKRkipCQS8tSO6osAFsM5jbGDYNciexq4BvYjQlZiBoCygKD1mIDC5IDhBPrBYO4IcCosdOOh7DBYpFNZ6hnkMPUdNGMb/4WJ+99NfZWLLGNJJIhxSOZJI4tMa65sSXYuwSQfhUrZNrHL0SJdDqznN0rBNG2Y3DmiuVKwfUfTJuimtJMU3hkQhQ+gG7XqLKBU8cmCZvXt6mMjR1g4pLCIWqFogjqoHM4SE2a11prc16C1K9uxaQbuIOKlz6JDn+Hygu9Sp3BNdQYgU63ydhYUVDq0s4b2kzBKyoSfkIE0glRodPM5VUnNiTdKo0RDgBjndzGFNxKAo6RYFnUFGURishKEzpEZSBIf1EBtBmRuM8VjjEc6hhcQbixIa66jYP5nHFBJChDUe5wK+ctCgLARjwTMYJtSUQSWWlDbWOXqrNZL1Ma/8+Ut4xtlNdt91He3mFu6570e4hmVSGYqg2Xlpk/meoQgG2RQsz0YcXxcoKdGhCvIGgaV6nqDqQbnR72yo+r958JRC4Mkp8BibsOjgxmiNv4r2cfGNF/MPe7/FxnPOYqL9cn7u93+NX3737/GSN/4pm+sTPLjwBI8t9Pjmjd/gm5//Kz53/afY0LiA7z7W5+sPfpYXf+QtGBfoqMCzLn0GH/qlo3zrI30y0aLfy3nJOR3OvWqKpfmY1fke3dIipEYZOGnnyXz11sep6T7TG2fRaUKzLbnr0F6i0vKDWx/mpb82w5t+ZzPPe8N2RA+2b2vwB798Lv9494+Z0E2adoLJbS1OunATl77hFD79+V381ge+yYOH7+Vg4dAuZtNUzClntZla57jj6AP82bf/muu/dRvuYUckLTPSsnOLYzhn2JhabvjSL3DkfsdnPvoa3v2u89i753EO9vdx9QUXceix4+QqsHPHWYie5NByh5M3bsMPC1TU5OiheUJQrC0sseGkhHsf38ehg/M8+/RZlhcsaT1BKoPKInB98KYyHMOPFKyVKj/IFOdFRQDA412lSHfOIYhx3j41YOTJ0YGiKleDxWYdhLMY4xgOOgx6fWa2X/LvEkf/w0M3OE2kAwRJrtZo6S0M7VEkCYG8apQIi7Wg44RQ5CACeZySOIMSAr9qcYlHNyRF2cV2WzQuUIS84noIYylzBwKMD2RYImQ1CcY/VfFUZDVF8AGfOTQSWziUEohUgj3xGY/HoxTEKsGWDhs8wUpECaYAs+pBClSonPUiPHv0kF23PMr6tsOX0HNDmtE4QjrGNKTK4RPH4l7L9iiGaEAo6px/haA46tl5zgTf/MxBTj23wMqYLANVF7h+H6sTLAGrEpTpsePkk9m16xDjrQlqYkAmICiQUYLCEztJP+QopVhdXqM1GWNNRkgCW6dbPPTDZWS94LKrN3L40RV2PdGle0rKhmlN0TB4BSKKiDKH14EsK0njmNJAFIE64edRGkg8iZf0i4x2vc1gZRWfBZZszmS9jhxaxqKYqCGIup6yhMGGgPayOnj9CX+YkbnXaNCyDhKXW4SqmDIms5XoxHuk1HhXCVacczjrccGR9wWtlkLFNaIITGeMxcEaf/Ke13Hdd/cytrHkkd3HWbf1y5x80kYOPrGLWNXwBXzvm0tM1Q34tBqiUg/kpeVYWzDdc2hfPUVqBMs4ZJXY4SvoiYrqCRDhMURImVDoHv8sety++AQvfu81nHvqW9nzxI/5/S9dT+sr3+Q9r34NP773h7z/z96FaWlWhzGmv8SsNPzCy67my7ddz/vf9ml2fesefuGDL+axA4dpi5JHr9vD+758nFPPmmHYDdz5+S7rLtbc35ni8e+vMJYGFuYkz35um62TG3nRC9/BeT9zDr/25jNZOtKhZ5ep9z2FqzHMHItRwdS2NrMTdSKVcP1fPsKlP7udsy5ocO1ND3N8IbCl4egaSMYUnSNdwmHHgJjTz834hy/uZjIuOffsbTyxZxETDBedPcl9t+6hIz2EQCcdUg5iXDAkszHjp+U8/IDiC7fexkve0eLj136f5R50yiZ37X6Yl179QmZPinnbm1/Lm37+rzn1pDEMDSYnFGuZRco1tm7ZhCgttUhz/RfvYdu44uKLt3D91/cxMT7OPccSNs0UaCFxCFSQeBsTyRQfeoQgUT7G6wgRBFIKvKuGJxEUOIVXZdXERRD8qKU+Su6FDAyGKyRRIEiNyWLyXo+p2Z1s3nzlv0sY/Q+f0VfagogQLJum30LploijKURoEukayEp5lsQNlExQKkIpVWXAKmAji3F9BkfXyJaOk7k2TkK/6/BRwJcF2arFDqobCBCfYD/7MDp7q6+AxODxQhCEwMhKpmydwAwExaonX/bYHrhMUfQd5cDiMvBFINiAySuKYCw80hscERJHTp2jHt7xrEmSsZT5YY1uUaOLYH55iZlWyQWXzPCzl6zj5WdGPGNKUH5swClJm+J4ydGeZ8+uOc64MubqV51N4QLCK0wR0+07vFPoSJEojRk2OXRgniStIxmi7BjaaKppUR6lNbFWpIlAesX69XWajZh2up5YSY4dGlJrB5ppi0d/vMDaimdqukWvX/DA7jX27Vphcblg6CVD58lyR1l4isKSW09WlFgX6GU5RWkpe5bhas78I5bH7ponO5Az3fOcpBTjtmQ6tWxeJ6iJjDRYVPBQWuxooyRB4myVtZsSKDzOBlyAteEQ6UVlgyAitBgNZnYV1dGPAr1SikEmaZCwtuxJZcxYM+H+PcscOuC58cZv8MB9hwgDzUUv285FV7yZI4dWGcqUvvIMC0FtrGC8NUUztgTtEcqjaxG+BofXeYbSP+lV6QkYPGVwlKNMfhg8BkEJ9BVYLPfoOW7wGV/a+xXuvOvL/OCD/8ir3/1rhO5B/stLL+WPfutPGK7VKXuTPP+aKzh5wzQvPGcjr7vkSt797g/y/b2HcaHHez76cm5+6LOcuX0Hh77d5fdveDtrZY3TTt+CDFBvRmRLQ3oLCeoobNyoUBJc7uh2MvYszPHG3zqfrISlwzm3//AIgzwjTzS1VLB5aoxBATfecJhrP7eXv/nEg/zhnz+b733rAOdt3UZNtJltpjywN+PhvUtsaU0wvj7i8ceXiN0Sa0cl41sbPP8lZ1A82mOt26fmAt21Pul6zVTaxC5bjmSOSy5ThEJx+y05yiZMTEVE8Wb2PxY4Nt+lt1yQd7scWCi45b47yIj48Y++z8+/8XTWb1hHLXiSYQ+Uw63GHDp6hIzK0sPHLfbPldzwtXs49/wmLT3GP9xlqYutOC/xLiKQEkINRA2h2gQ5iZCTONnCe4+1JbZ0hBPQLY7gJc5ovAsELIgSsICltD1qUeXU60ygLIaErkGPb6LePvXfJYz+h8fo//Xa/9DvIGt1VBhg3QqYAXhDwIF3BGfw1iGcJfgIkSoO39Ch3YxIOxP0OxmDfoG0cPj6OWwZQVb9l0NVSksh8GEkWBcCpSTbTtnGQ489RCOq44x/GgPC8XRhskSgKl169fOIRxvcaB7kv+BFV6+fOkwgI7CfJWoozrtsPWf+98uYOfVs9l3/Sf7wbUtMOMvb/+xMPvuuvUyJOmPnC3Zv6MEOydyjCaeeWePY4QwdCkS3xfxCRjY0nHn5NCvFAFwgmYgp+hLhhozPrGPx0CoydcQ2BqGIIkNaT+gtGla7BWlLgRV46aoStVBEkcJllrSRY02Kc5UZUy2NcFYiZGDY6zKzsUUSSWIg1goVCxIhkLZiJDRrTfbedwwpJae0W/R9H60AYYmkYnq6STnM8EaMnDfBWM/aZEwhHaGEUiRoYVBS4JwhGIkpAkKAHGX5ZeGxthITEVTlCR4cJyYAKSXwUjEYBAZ9z2WXt7n5zuPMzw+45/HPcN8Pb+MvPvMtzjgZuqsl816wpT1JtligulDmffYfdbz2l8/jnu/twy4VZL0mjiGmcOhcsi8bcI5pEhuIg2YQcuoohiIgCMRB4ISo1LsYdkdDPnzb77DvwA/55Fce57N/9Bne9dG38YILXsZ5J89y12M3c/sDj/Hp93+FuLGVK3/22fRXLW9+4xmcNrOF6+57FNHr8ciBOawRfOg3/zP7DzzCQj9na3OWo6LLJ9/9XSZbY8wkirkVw6bnTrHzuYrjD3WYn/Os3xTRmh1j1wMrzCYplzxvPffcdYyxLeNsmPAIMYM3Q/pZTm9ZkJWGB+7o8ca3noZYWeNL1y/ysp9bRy0VrHVg2InITMB3LU70uf/WHh/64JV0V8eJ0oydZ+1kk9rAP99/F7fuuoXOiqCXFpihYe1QwQueO8XtdwxwOXQXVxl0JPsfeZAPfPpN9Dtw+wOPUVeOxkRCa2OLqChYPV6yZd0YV1x+Nl//zgNsnp2gv1aQFQXzawPGpsZZPt7jsrO2sNIZcnTPEsPhkNWG580vu4rH9h2gu2b4k/+8lYXFAi0tSZIQQvUMKx0IKgY8SlZTxThhQ/xk3yVUlEwxErJ5ixKMlLIrFMER+ZRhiOkfn0OLac675s9pts5EyP91A/anhl75r1d34Z9Y63yXIBooCcHuRbiiwsW8xdsSiSB3BcLkxOkU5S6FyXv0DsYkK0N6i/DEnftp6TFsLybkgdJ4ZKSweYkUmjIYggAbHAqJGDXTnHc8aU4F/8KQ6oRZlQS88MgwYkGPAn8lZJFPBpgTQT4IcKF6PRTV5CCUQnpLETwZAU1EhxJNjCJnKGLKFaufzgAAIABJREFUAAfqq0z8eptWJJlpLbDqxuksOp5xxml89qOPo02MszUaG4aEesz2k9cxd2yBlaWM575yO3vum6tYAF6R2QznPMIklcthKZA6r0Rpy2tMTbawoaDeUNRFzGpRsn4qRRSWOI1wweOcqSygXTV0Q3kNeIyv6JixjiqBmfWU/QGzskaqBUnDEzkgFUhXMD4+TrmaY93I6dGAsALjBKULLItANhsTOUlhAV8iQsT8XJep6SaudGipsBac93hbHbTVnHtfDV8eBXwtwOlQBf8crPYYFaNsl//6qZfx1x+/kdU1zet+cTPT8lS+c/utZGmK7EFzZQ1XtJmb69HYoWguW1Y6JWO2yeLSgHpIEJFmKZSUa4HMOiIZURSW2WWLlwoV/id57xluWVWlbd9zrrjzPjlVjlQVocgFCNgICGLAFlHU1lZaxfQa2pwAUVttQysGBFQMoNCibUBAkJwKiqKgqJyrTo47rzjnfH/sg/32F7v76/eH/Y1f56qzdp3rhD3WXGM8z/2AY9qAPUnbrPMbZvnTMx/lpFXv40+bfoqTifjbd/6AwlBM0XX44gc/ykBPlk9893Mc3qP5u7e/ma9/6/ssW97FW1/9Eo5bexFPHbiXSrXOw5ufIK7GbFi7hoKXwXEs8oUuxqb3s3TFiYSVI8zN7qdv5YvJ+VXGagnf+OivyCxzyOazjE7NsbzHpbO/TKnHI9/Ry9Mbn+Okk4tQLTIXBoSxx5H90+SEYdsR6PJr7D0gOfP8EnkvTzajadRSlJOFliafLzIbNNj+8CGeuPd6PGs9Bo/T33wMX/7wJxCe4j0f+xqUNK8/Zg0bnxkjLgTsHksIN1X59A9fztrBlXz3979n++YRrn7vZXz7Z3czW61Q7i/gacHiJS77tlfo7csw2OFSKOV526Vv4Md/+CljO1JG6nVKmQzDk1O8ePUy0lqNvzn7PLYd3I00NVauXMpbvnU/R61ZznGrF/K3q3yGm2NYqcRxwbIckAbLAiHmx7ZiPhbSAj0/x5ey/d62hGw3d9ke0xlH05gdwc0ppM5T1w5WK2HuUIOONSdy0tnfxJj2zvD/rv7bLGP/j+Xnl6GSuJ3QIyMS1UFi2iYGIds5pMa0l3GO04FEUo8bNKOUMgmThw8iC4KZsRAjNcoKSIhJVUISxkhPgjPfgI3BtRwUCgwobfgzh/CFtJj5k/8L1+t5KwswP4elvXARFkbMBwvMkweNaH8dNf86LSBnZdA4gCEQoG2BJ3wcS1Emj8BQR+BJm7utEdZdu4iiY+F4KTIt4hvoz9g8cM8wr33nEowXETNLWFEQeowePEwsIvxczJb7DxCYhMi2kXZExsthiwxhqmhVm0S1gMZ0+wTT1ZVv30yVwjEW1SAhZ0uCpqYep8zNRdSrmrAhaTYSwqS9VNKpapMANcSBIWrEWHVFZwBL/ByFskOmJBFZCzcHvmdRsnz0bIRIEuxA4CUeJrBIk7Y8LU0gZzJYytCKFISAFugkpbuzAKod8hHHaXv8ltJ+wtJtL6lO21x4y2ikPT8X1+20n8RohAK32mBiIuG5jU8SNhUnnSV49L49jM41ePIPTdRkgF2r8OyugBPOKfKyd55Mq6URtoX0LPwSuE6RkSQi1QJXWWRzFkMdLkOept+H7V0JzaKkWbKY7JLsXCjZ1WfY2i/42Z/exM/vvI+jzj6GkaknuOnu37H+jA6yGY9Tz1jCeRvexT2b7uFdr7yUe266nT/c9RN+df2PeM/fvJlnxytcftV70bHPD355PxNTMZVahYc3H6JnaIhyKcPE+CjdxV7WLjmd80/5GCsWn8lxi07hvZ+/jUMjVYqriuiGpqRr+DjMTkdMVyJ6Mj1sf2w/c8OK6SOaqo5JkoR4rka5WMJQoKs/ZviQYNmiAugUVzhI3UMmk8N1fYwNrWadgiNYeXSZ0y99Ow9svYMV52/g/h9v5Ilnn+fvr7kRLM0Jiwf546YdvOaSi3j9a17Nb2+4nk27H2TIXY5M+hneXaOyK2B8apYXHbeUwSW9lLo6cTM2sZ0n0wfTc5qdYxVOPmo5L33TNfzxzoPY5YDejjzHLM2QJD6Pbp5iVzXDn558Cs8Bx8ozOTLL7R89B9uqcmDvIVqmhUxtUgTGconn93fGtG/RqWl7U5RSaAVynqmkDKi4bbLS84gDbSvi5hyOr8BkiI2DlQqiehO3dxFr1n8QIby2cue/oP7iGr3rL6fU/UrC5vNY2qFQWA+Wi7baj0nKCCzpIYSFpSMazQDfsygam2qjSsfQIFPDw6x/4wJyJ3SSXeZTGMqT7XXxB13iSBEkbZallm2AmTXfeBMUAoOWAj3vUnxBFd02suv5WX6bAW9Eex77wqm/zR+Rfx7VqBe2Mf+LtE7pNvVQKUBLTGoRG0VDSQJCIgkeDgdUndfcsAY9Mkc+k8G2wTglEhJiR7DheIWaHGV4Z4wxHTSCGJIKKrSwI/Bsn0T5pA0XX/hoL49RMalQ1GYM2VIH2rNZvGgBtpBkPchnHDpyWRxjyGXStt8gjglSicwWaMXzI7SMRmqH1NiE8+OSNGpTQlfYDt0Zi1xO4mY1bh68jKEgDG6aQdcTmnWFVhFp7CFaNvVIYBlDYCRpClYKUcugA40duoREqAjSBJIoJQ4NaaIwqUUSa6QSyNQhVYI4Evi+21bwKAdbSVzLxtLQbCbY+G3UgJ8lFg4zE9McdZzNlntDurIL0N4kx57gEIom26cFK4/v4rGnq9zz66fJW5oYzeK1feiiwHYDXnz0Ekq5lILj0Ot49Pb7NMvQtzrPgBa00oSICGFJXGFhOwJjBfzm149TGsxz5kuX03QkU5v2sufxSRr7Is5Yt4If33c1p64+h/3Vaa751Se56Lwz+d2DN2Jsn9XFZTg9Of75d7/h1NMXo5KUzu4hLjztdP54578Q2i75gTIzcxVU3GD/9AGmwhxh5DC5HwY6iiwY6qJeTTFeJ6edtYjuokV9NmDnngpxpFmwtMDAwkXkCjYqcelyCpAmNEJD3hRZtDJDoUtx9OIe/I48uawiAuJGA9t4LBvsJ5pKsb0sCxf18YnP/yM/++4HecsXX831P7qT+twsrUnJrV+6n5de8BI27n6SyniLL1x3Aycdey4PPf4MkwdG6OuVLF1T5tEDB9lZm2F5Txfnrz+GVUcNsnnTEfKyk2wpoLMrT1NX8YQDrQwP399gxWLFD67dTzZKqVkGdhxgeW8OdIpnuRgrZmRkjk9fcDwkgkockIq0zY43BmMSlJjn0WsNpg09M/MOVmXafBuh7XbmrNbMy+pJ4iapaoKWpMqipQ1hrUaqDStOvoJ8YU37QiP4r6i/uEZvhCKTWYjtlFAiRJkWtipjiSzaZNvYWMvgSjmvarGwEATVAG+FizvYYOBUj1xxlmw4TrGU0GxN4hY0dmfAwouKLFzfwdCxXZT7MthFmxiDxkHgorHQ2tD2hs5zTBBomcHxJX5eYGgbLF6Y0ydGtxUv/8tiFyH+fOLXGFLTDkRJdIoy7WtfEGK9MFx7wXajMdjAOctyjO33CVuz2FoyZ+pMJYqmTniuEjLmxXzld0McOriHTCZD1LRIImhUNHEoUHHC7GTI2MgUDjETzYieJQvoG8ygZuv4WlCZrCGlxELQrCtCDU1hSMIMcaqRloVMBM3pOUig3jQkcxmqJJAqSAxJK6FLSHoEJBZkpMbz23/DGVvgSImbSJwoZP8mzcOPR1THDS0FzSjBb8WkkYVuCepaEkqHXFlTqVqESR3qNlGgMYlARwpiiVE2Spm2hFJohDE4TdDNmMn9DcJZg2rGRKGmVUlJmqL91KFDjIKa0BSLkuXrh1ix0OeEkxawd98kl13wdSZagr86biVeogirClNJsITBjWzSZsLKNUPs2xdgEs3hQ5PgWfQvLtIM6yjVYmhZmYXn9NCzPM+5b+5FLivQ12MYrk3gpy6+tDn/zKNZ5izlM+/4JF3Kwy4VSJOE6258J6886wv84b6HEE6Rf7j5T7zixJO55bcPkegSJTvLZRd9EF13GTkwyVN/2ErG9RjZNcX+yf1c+7l7+ez3b+ODV9/G7Y9v5dnn/gh6hp6s5NDI03zpM+ex4/BecoMZsiWP8WqF0cNTnHDOMdRbEUeGx9oUzHwnD96zjW1PHGF4apaJqkbFkp6SQzlfoDubY6Cjg+d3j1Ebm2Fm2hC3BDE+loC9hyYwXVksH2So6SqFfOO2bzF6cJLSgGZR2eJLX3obN9zxJS678BIa2uVL37mdp+97hMcf/RlXfvybHG406c4u4w2XncH2jftYIX0OTk5w8Mh+Jiar9JZ9UmIiVSQ1LpWoSmfOpdzvYuU0P79zls/evJ63vHoFyw5G/I93vZwgle2xYppiYp841YxPTPGR85aTNUVs5bXdrul8nqB2MNpCSI2hnW0tZPvJ3aDakDKSNutGt0OI0DFRs9427ClBmrpYsYE4JawkDA6eCgK0kn92z/5/rb+4GX0biSBpVJ9iauKHuH4PNoNgJoiibZAqhGkQRgbfLhDHFXyRgNtFc3qc6hOjjDxVozGXw60oyp02wsrSGA8p5LI06gplx+iaQKcG03KpVlOqSpFFku/NUsgKvFIn42OT6EgQVyVahLjYxKYdBm39GT3VbtQvMEraaKsXGrYgmV/NGv7tclZh0EISGzV/Q2j/Wzz/+RTDoWzI23+5hF/8MmBoYQNLVhjIdHFEV7DTHDrUhHZKVxG+fnWVJYv7EE5KEBgKXT7apBx1TI5MoRNUi8tf/06+9YPvMTOTMj7dJCtSJDYLFnczOTyCUBmSrINptLCFJkwgrKUUi21ka1BvkiZgG5c5HbCyO88SKfGLkkAF5DM+tta4vkLYirxyUY2k7XqWcHhHg088fj9PPnETT25/jNF/2sWKoRytpB0TE7shtpSMaxgRgo6SjdQWiU6x8rQXwkoiAgWW1YaH2fM/a6GxBaRakqQWxig8X9KMYrQSZDIZ0jBsO4sjSGxDtqSYPiJRvsTxJfv3Nvji117L61/5NbbtuoW77rueZ24/iNeXxzKAThiZ03R3aJIpcIWHrTWTccDqwQWMJzWOGuyh1pNhcU8XD23bTD52+afrNvKRj7+SzX88yEtPybJj5zRv/NQFFAt95LLLOOfkd/PAE18jin1+eOcPmB4PeN/ll/Kmj9/My8/yWLryRLSJCOtTdBdKHBmT/OTHD/Lqy09jZuoQs7sCvv2Fr3DVV7/F3Xu389kPXERfIcvaFUv4/Hd+zAde9XoGupfx62ceojp+iJ/e/hyr1xbY//wc647va6eiBXD+S87lX+57gI5SJxk/ReiAyeYcy+0c034vak4TxfX2ojmyOTQyQWN/jcFjHLLlDjJFj05hc3iqQhonLFrSx0QtYmZ8nMn9MZ3rSswN19lweoEnHqmRz1m85Y3ruOGrzzI3C1d++Y2cderFPPD4XXz549dRWlJiwbosG05ZS5wmTI1O0lQtpiYjVq5azKLubmKjsKJRZgNNKadYOLiaW2/7Ew3LpznbJD/gkAsMuizZsLSLC1auYXjPLIWsRS4zfyLPSBzXx3EMpAEmNfjziVHYKVLY89JJiZAKOR8ILmV7jCytNmKkDWlNSeIpDAmW7ZNoB506BHNjVEcqLFx1Hse94iYkKTCPXvm/QB+8UP9tEAj/pzIShCZfPpmZ8V8QhXV0Zh9u12sJD+/GswwqLWA7KVI1yboeYZqFqI4loHvDIJ0vXo7bVNgdPhIPS2ui8SppLWVqb5XRx+s0lUA3HUxHE98X5KRHK0jRcYtKYBATLZKw/ahuY+EPZsgJg8zY1OcSajOKwLQjKApY2LzwyzL/5jFKzCt89J+HQAqJheJf4+PajV/8+Zag5tUkzZZiWXcfR0aeJ3WaLB8qMxrXKcsMwzTZcSjL8T15ZqIa779yEV//5BFyZZuFS8ssX13imPULmWw06REW+6ZrfPaarzArIorKpuwJbDtLox4xcmiO1rhm1SkLmBs+zEzF4PoOlhWRy0iU0QRzEVnPpxXUMUJxaleGjJXg+DZGxxQsiSVivKzBwcGrW6RB+0YiVIJRFsdddhRXfvXt2FlDo57y3n++nN++51ZMqEkcm+0pjIQhK3vz5KUiVhIlEhwDSdTGvlq2RmfnlTUmnQ8BkUSBQeYtXG23WSapQacerrTaRqUoBBSedKmYgO5shr7BPqx0kvEJRTMMyJUF20YP02js5g8P3kHnUITdU8TyYGKuxTE9nUyN1kkFCOmjbEUmhWV9OfysoWgN4BRLuJ7ggle8B6O/R64nwzNP/54rP3YDZ911Jk9XykzVJNn8CqaSCR58/iGmwnHGpke54pLrue73P+MNl76cFx/7Nxyz/lecunYFa9adyVU/u45Nj47xqfefza33PMmn3n0hD23dzN6ZKosH80jRwxe/ciOv3XIb/SWXb/3utzz83B4iykym0/TKo3jrRR9ixRlnsXp1icpsysD6PAf3VnjPhy/mzWe9n7d+5hI6u4rkpQ2Wwc5IlvWVmdwzSmt6FqxuMnaO2DFIldDZ7dLXO8jY7inczAhRrZsg094zWN29zEYBc61ZMA4dAx5dDZviGpt7b5nmvoe/xuZnt3PlT37O0cd28rdXvI2tm3fz3qs/xN4HD7P6/KWoygRz1Zh7N+5BZCr0lpawankZKUJ6CyXOXXMsn/35tXRY3SxemKe36yi+fcNDLFxQZP3RLhuOPoPengGuvvaf6enJsaPeYO3ekJIVoVKbIPLJZQy2sYiTKlJLXJFF+AYtUmyp0SkI27Sd77b9r+9p3VbWSEsjjELaEi0gbTWw3BStbVLjAx6t+hT1esDA8jNYceYHEEZjjIOQKUL817Tov7gT/QtljKFV2cLIkW/jex0Iu4ty78U0D32OlkiwRYhJHTBNVKJRtRpTjx4GK4+rBKSSONIo5aBTDYnAKIUyBjsryRWLZPMSx3FIdIQ+ENCKbFRqaE5W8d0c04dDkkQRN2Msq9DOlUw96sMRSrdVOQkxHUsylDsKpFoQtCKCWkTQcmg0WkybGAebLD4ZaaN0RCoAozBoQumR6BiNJLE0iQIhLLTRfL52BT/83q+o7Z6hfNYAB8YqjO2pUMtKCjacclQ/T++coD/jMhPGdCz2WdyX5yfXTvG3V1zI4nKBBQuO5Ye33UjarFOLWwQRVOcS7KSA0i1knLbdftJqS1ZTgzYpQgkioZFSYqcGV1g00oQlGY+MjPE9C08ZvJwkjRK8rCCfz+BbGruSIBKHWq2Bb+dQJgEnQ+97j2HP8/s5MKcp22Wi1hQzv59ANGC2qXj9x4+mtFLw+6/vwi0UqcUxVQmWcgh1jZ5ynlQZQmVTm62hEpdIJZSykhYBMs2iEyh3wXQ1wUlsFg2VcUQFkfps31cFz2HNCg8yReYmZxkcKLH86A62PjdOVUV0ZvL88qePc/YV61lZdNj5aI3j13Wxf65O2bbYvalGl58lyaf0L+xgwfKV7N6+lRULBwlbLWTG4cKL/5rtzz/G6y7/Dhe/ZgOnnrGEga4ezj7nRK783o94/Zmn4OeWcPKxL+ZLN3+JKDa85aUvAbefb//4axzZG3L0CSs4+4Sz+MUvb+CNb7qCr3/rBlpoTl63iEtfcSZ3PbudR5/YRe9Sl6V+Lw8+uId3vPlUHtlxkEtPuITP3HI9wRHJ6Wd2k8kYnj9U545/+BLv/c7X2XPgECOPV9nwsgUMDkr+6sQLqFcifv3QfZR7PTqcIraraKmEfIfi6TuHcYTEbQi6jhogciRRtU5PZzdjEzMkTUOjUsfNaBYtLTMyFXDSMSt5+sgotkiJpjX16SZhPaRQKNDMBrzlkpdx1xMPsGtbwMfefhGTzYS773mSQw/uJ1AWKmyR6c3idQiibJaF6zL0ZzuxvJQ1y9ewtMehEVocmTxCqmY4avESfvTNzXSvKhJYM5DzOO6ofl519oV8+FPXsaDscPbJR7EyNEhPYEsLx5V4toWRBscSbVKqlSKNxPZshG4HfbcJqhpLtE/fti1BG7Dafg3LAa1ijJrD2CFS2GirgOsWCeshzZnDZO0hVr3oi5SH1iMt/9/dB//7nujnSwhBrnw05nAeVA3juNSrD5M4XbgEpMbg2p0kshOXGdJcQnEoz/DGBmkLROBhGhZKpTjYxJHBaIsEhUxg7+Q0SkhsN6E8mKV1uE7QsnA9iZv3UaqNH3VcFzsr8ey4rRXPpvSv83AsSRwqLHxm5jSt2Up7cdO0iWcUVRWiTUofHgJN94DbXkwWO2hWE0ZHm1QDhTQhlpBtqp2S2EBs2vuBR+94gKEVHlv3K/Zvn2JuMmW2ocgHMUdv6GPblkOUFvTRGI8I4pCVjX5uv2OcbElwwRmv4pe/vJ5Nu3ZQzPnM1GYYGwvo7MjSmc8RFsHMJsSBQaQOXqqQroONIg5TXOESakUcgW/bKA3LPEMmaKGNTckS6KyhUWmydEUPflZhhWDVbKqVkGYQUSrmoS6RMkIcW6A80MvpBdj28y10FW1KfZC8tJONP5ri9Z/uZyKYZmRbyPhzFicdHdNrxSAtRMbCsboxaYKlmuQ7BQuOzeB5Hh3FDgpOi5xrke0YIvbnEI2AfLHIwKqlPPv4QX77oOH6O0c5+aU9fPwjl/CRK24iieY4+7whJidrPPbYQbIZyfD2iJV/vZRHn78D18oypzWuZSOrEb6bQfuCop8lNRKdZqgHkl37D7L62FUkUUTW7SZ2bQ4dehKVMbz305dx049v5sabP0kwNsbz2zaz41lB76WLcJJurvynL7N55ABxJeVN557Nr+/8MZadYXLbNB/71kfZ/Ox9bN0aUfQU/lCZXFWhsrN8//ePUp2ewMvGFOM8T+0/zKsuWsXzOyYYKKzmN4/8lg+8+WSynQu59vpf8eIT11HcP8zH/uGrvO+yS3jg8Y1cv/sB1q9ZQcu0GCr1sP6Ui7nrkQfIqjyB1nhWiow104cjYgs6h1zGtgUM5XM06w2kn2E2USSVFt2dnSjLYaAkObh/GM8V/OHeJznz3JN4fMsB3MmIcCahGiXYxZAPv+3dzLVCli5dx/EnePz0ofsYyPey+oROjj99EM8o3nDey5nRCQN+jkf2bKRGyFBHmeH9k6xdsYiOTC8/uv0WtKixoKcf1WoSBAG1A5IFJ3dR6knosj0ef/gO5BFoOiGn5TPUdQtpfIRtEPO6d2m1kXNaiXZmtWxjM4ROEQ5IY7cBZka1yZYpYCnCNCZjbFJjSOaGyZQkKjXg+1jKQgVNqkEFVWnRcdQajF9CiH9/k/8P9cu/1BP9n0vD3u3vx7KbGLub3t7XENf2Uq/9DqUbuDIHgIgDVNoE1aK2f47W4YD6cwm1KYXrFdABoCBSBqUlJtGIFBRpWxcbO8RJ0JbEuy5Ga1Aay7KJA4VjS1QqSLXBzZi2vT4RiBRSk5AIhaOyKBQqEIT1BO3Z2E1JU8ck80aKNuJKtUMpjKCGBlxi0WLGpAiRwcZgmZRISHbbVUIT8OFvnsl3HxxhVkVc8+bj+PqPn2LtEocdOxR+Bzgli+xxXehxl0tefjTPH9jN4r6FPPX0szyzt0p9t+SY4/rYeP8hjju2i5YKILZBWRgskjBCpjGup4ibEpO0lQJKKVZZoj3XbkYsW1rATup0LizgFCRdA32Eh6qEcUQwFhEEbQZQGrbVCibVGMeipSWvu/l13Lf5EY4fWs0dTzyMlc7Q0d9H9UiDLQ9K1p3awbrVJ3OkupPD399HHLQoZl3Wr+qhp6eOJzUdK0oQazo6feYON3EtRbYkUdpD520G16zmyNN7EDJGBi6howhbEZ7noGoJDJX57sPDvO+aY3nvKzexbp1HpeFQnWwwVXf5xg1vJ19ewZd/fCWHdkTklGJ5UTKUKRDvqeKPWHSkDoWOLFMDCevPXkujy2LZyWfQCgOmW9Pc8/vfccKGs/j0tX9iXdnwuU9/gMOtzXzgk3dx5SfW0184mded83nedtV69o5XwcrysuMWcMOvdrP+lEW84xUXcPVXvs+7/m4l9+1sj6E2PrqPXKnIglLMvvGEjIGJuqTkFfnCh99KEjjceMdP+OuzT6Mju5hMdogPf+PDZIs9ZIVm693jvPXv/4qLzn4jff2DJPUJ3vLF93Ducat5+5t/yEeuvoBcLkvOzaFRhDKip5wnEYqJ4UmWDdo8+ccpnJJNJlvEFS5REJPJafYfient8ahPN3FtF21FjFYMG04b4vDBOtOH69TmKqw6bhVpTpPrLjC1bRhT0PTaGUZti94MEBUYHT3M4uVLeNG6PpzScvIZBzt1KWfq7J0eYcvB/ZywYoDnt2ziXZf/DY8/cx+HDgSsWrUSoWc5sGOWpw/P0beokxefspjWvzzHb9wOjJnh6ydt4HCoECYGE2HbNpYALIkl1LxOPsUWct4oBSCRcj70W7bfv8KK2zmOqoVbsNCtaXBjLJnBSIOx8tixxUw8gTUWUFhyNqdc8COw64AL8wEl/576b3+ib5cGIdGyiBfViPUE4yO3MND/BhK9gWr1abKyQi3N4NkSKSQpLsUlZTJlH+FUkYcCmpMxWjuEcwGWm8USoh08ri2E8EiNAcsghIfRKRiFI21SO0UrhchJlAYjFVbwQgNzMBK0CyaxsE07rcYYgXLB6Win1aRKYSUCIa12IpWtScOURAtSoI5AihgtYNU5nZCz2PtUjIohVoYFzTytfJl/eP9GBt++jHdffCK/2fgwmT7NlE45epXH3Zvq9C/KsOvHUyxYZfjRd2cQYYZb9u0ntqCjIHj3e1/Gktwgo1u/j04ctG4hjCI1LZK5hKjhk8lJ0tRHpCEzcwmWrJJtQrnHZWV/kWyuQHGBoFgYQtkaN5slrWpaJsGZS4ljQyNN8UMPYceESQ7fFdSjCKk03zjrB/S8sZNTVy2iHgVklMXwwQpqtoCjq3z7qs08tuk6fv+9e3nXi/vRfQmU0F5ZAAAgAElEQVS6FbPs6D4alRwqNFh+QqBAZTz6zlmANTmD6esnGhshHa9z5LEncAe78N0MSajI4CMX9hBNVzG5DCrTy5GpnTz91BHKZYMoZPEsRc/yLr770U8R7pvluRtv5Phv1um3ItYv7qMeBEjdoNay6e4qkh/ykXvrLDIee2/Yio4s9k9upfukIg89uYMRIpbeL/ndzVewbXKGh7f9iUsu/BDhzB/wVI5b7/k9jz1/L88916LViuhcGFJp+YSzMVOVaR7Z/hSf/uDp/NNtD3HBhnX86qE9ODlD2RYElQh1UHMoF/Ca007jC5+6nZnGQW669Ts8/eww3/vCh5kd3smtd93OzFRIY+84i04e4CVvWEFHZ5bZyWd4cuvPeGDTXj71+os59djX8qGrX4qxIWsVyAnDnLTwhWRyqkIxbyh2ORy1pJvHMiFptYEtBTI7DwMzLuuWJkwGTVzjEEQhxZ4CvWGN/mNWsPPg49hVm9Jgnq4lPYyNjDK27zBeyaI12mKrXWMwU6bSo0nnAvKeRdqc4HcPNejuPkIQzHLpK/6ax7bv48T1J3LK8lOpmFGOXV7gu//8a47pzBM0JY8+uZNyrkQu08kpmQrWlkM0Rocp9GZ4bb6bLQ2HX27dwklLl2GRgCXbqi10G40iDDEpvuWhbIlOIrS2kFKjJUCK44LSCaj2wc/p7KQ1tQPf0Qhjt1OpbA8Q1Ot1bK1hcCFHnfghjGUQFOZNff/1nfIvvNFDnCpWrf4cM1O/Jpr5CVlrkJnqA2S7z8GdfYSGY1FIIhJbgPDaIRYYKEFxjcIfyJAbDRjfFJPGAmNizHwupHESVKhxMx4qUWjNnyFnkUpxLAG2RpJiAhvXE0S+g0xTdA4s3R7VKWv+4zhFCgctNa7RxAKkbWGn7e9DCAvLSNJ8Bitqc1CyQpLEmigWbLp/iu6lBXoWJTSRTGxL0Z5EpU36sp1c/Y7jefSZcfY86/GqV13KXbffxBmndLBqnSKJZsgWutm5R9I8MkUuZ/jaTa/kD4/cT60Rs+nAH9nSShgb9cn3VFCBxJZZktAjm0/IuRDUU5RuMjaacOEqn0XdXRQzhu6iz5LBIvW4gZvLIJVBO4LEg+ntE6Q1aDQUo2MK00zRfRZB5GDpmACFFu0Q720VwasXZ8j56yhbd5OYDLbVj2Nm2H4Yrrv5rVxw/vtYsaqXQ61ZlikX1ZVSGZ+gb9VS5sYq+DJHti/Ax0NGKZQWY9KUXLaTZFEZ1wmx6xZJFJJfchSN4f0IpXFUCvkcUk9zy2XH84G79pFbVmZgZ4v8cIrfMPz8lg8jY4f+NUU2XLyOqZE5dj81xaoNJVpC0utK+hZ2EIwltFbFhNMaEeSoxlWENtijhmM6Bzi9y+GEY1cz+ff3s+Wep5izFfb2S3jlm3pZ0r+U0YPPcfDhaZSMiAvQ113i8edrrFzsseuBSTbfM0z+U0ezbKBAb0+Jw7taTLUMYnFIh+Wz5iW9WJ5mebmLRx/5BWed+go+8e5ruWDD+Xz92vdw/PGns/PAY7zhjcez87kxyiWX1QtW853v3oPvCr76+U+itWZ0+DCX/fBSak6GtStLaF1FWT4ZKbFkAZUGpGGAnbXQxTwmr2kcaZDvyNNRGmRsappSJsfh2YDRfSMMDvRRnWpRyDtkHMETv7kXEeVoLUnoyBVpViZROiasBnjdBboH+7DDJtlyho5shla/iz2X4udDJnYP07/oGPZuCzg4epi8Y8hmwSlb7Ny4i217diGaNk/MKbqMJk1TIqfJopFJqh0RPasLWCSkRpKNd3Fu50qc7jKpsNoKOaXmn64NWicIW2CkRaRTRNhWcwkBOjVYjkQrA0aTSpD1GHodWrufp9DRVs552CTSwdI+cdDEhE0c28fLLyDXt+rPPhrxv6PLA9ZVV131v+U//o/U9ddff9U73vGO/8QrDdJSCGnjZ9YwO7kRI4YxaNzEotz/UsLKFkJHYKFBCKRs25uw3Lb3PWfjF13cssbplkjXphrVSLUiUDHadmilEU2VgmMxF7VIhCEUmkDFVBohWrhUTUwoBY1mE6RLXQU0SEiNomkiFG0VTuq3l5pppwVBjPJBugJjpciMJCIm69toxyBtgXISLN/gZCTCtgmnNEdmYDIKWbO4g1qQIFMXnRg+852HueytF/D8rmlmDo1xuBEwE1cYLHqsPmopc2NVpvbHPLflEWT/Pm79+TY6ehuUPZtNtzpMNiRdK33SXS3qiSCaARXWmZ4NEDIhsiya1ZBPnFFi2aBi6WCG7gHBgrJHi4COzgKu5yE7JGGtSrx7kiD1aUyFRInCWd9FfHSBg3eNgy2Yq8RUy5Knnp3jJd97McsvXE5gWqzs6eP3jz1PMZsyG4W0Rg3TkyEr1mToyZdYvvZopp0GI6N1TlqzgsnD4wgrwXcFiTLYxiGRAi/XiU5SbDvXRlmUFuL63SRZie/mMX6Km+/GSSSylEG5WXzpYy3sZuamPaxv5SlYLiUnj1PK0DNUYunCAtlOD1ETyM4s5YUZ+pYPcmjbMAcOzjKypUpThkRzIdNBk9HJaU5+5QK6Ogo0U4vKkQmWHL2Myv4x/FKJUlcXizs72PW9B7H+MEbymjKP3LaP007v4+ChGuWCx/DWhHhW8nfvW89Dj4ywfGUB4oAr3v5Wnjr0LGXH8K7XraRnYQdP33MYvzMlCixesuE8Dg7XcDMOU2MH+P6vvsEVr/40X/7ZNZy34Th01MGOg4dYtWSInc8/y/vf8SpMrsrrX/I+7n30F7zozDcQ2xGT1SmW9ORoaI9W2iTGptcYnjm0l6Jt0YzARDl2PHOQ6SOG1UMOk2GV/qGFeK0WHQWXqdSQlRLLconiFMtJcBqiTbvs6cZWNqkGK04JA0PBSJSVMj45QxgKKjMt/DRmdmqKlasXgsyiooRjj13Ei1auxy4YKsEkbjTHTf+ylaKXw/R5eNUGnROTLHEUxTgkzQZ0Sg9HJaTCJknbMsZSzwBRYuEgiJQC01bDwbwLX2mUFjDvojamLb/WQpHGMbbTllL6qSDMW5jmFPghliOwsHG8LKl20alCxVXClk3nwDqWr3srmdKq//Qp/uqrrx676qqrrv9/u+4vfEavSU2MLSwwDqg6+7Z9AOHMYqk+sl0vxckPEVd2EbQewCQVpNBoE4KxkXFIqufFi42ASEhUEmKJtgZbCxcRx4gUkhRsaZHYGuIYO+tDQ5PKEJSLXYS4okGCsSwsW2JZAsuxiVpNXC9DFEX4lkOsY7LGoSoldqOFk8nQqIftMGKV0ogSVAhRmJIEBtsIgqhFtWozOqJ5fkvA6GxK90AXerpBtpRjrqq4pzbCd3/4aqS9giu/8UNOO6GL9Wuy/PQX0/zypm8hYsMXb/kms7U6qICJiQlWbHBozRXQw4qpqqaVhvzVSxcyMLiQaFbyi+vuJWNniQJB7XCVh354LLu3jNM92IlrK5rVFl1Lu1FJihQZ0sYY8ZGAeiSYmkpopTYTkw5799Q4/8al7J6cZPujhje8+Z309u3nsUceZeJIhikcTlu5koHBVSzrXsMnvvN++u0cB0Zj3CRifF/Kl771fo5a/WoKuW4e+vYryOah3KqTOja4Nn7WIUoNtudh2x0k1Sq271NrztK3ZCWq2cDuWYgV10lUFp1LsKb3kszOInI2yVQDZVnMjfQz/axmbrTOwWcqnPXGkzj87FZsy6PUl8HKeyT1JotOOoaR3eNoFGvOHCQuTiK7l3Dzu36NGlW8/eZzWHHxxzhw5w1s//Vmttw9wykXnUAwU8EqdFE7MIyqt1DNBqWj11LZO8GmHUdYQpa3VB7gbR94GV0Ly2Q689z1i6dZnNEcmU644adX8viTd1Ps1/z0J5s56ZhelvR7XPvNg1iWxVHndjOgu3jHa9/JTGOWPWP7ueX+O7niZS+jp7Scx5/5I1dcfg1//+l3snHjCINrE8478TT2Hz7MFW98B3c8cQ8XnvAirr7xWqYaEV2dHSzpLrJyWRev/qsNPLdvF2GScv8jB0jjFpaGtN5iYrRKYU2ZQwfm6DMe+VKemZkG3T1lxscrGMvDxCm2NChbgRUTT1v0LOuk0UwIGiGFfIbpapNsKYeUhrCa4BQtHFdgiwzdeU2qLJSXEimD6xfJZaERTHL82gU8cPNOThjK4FgNbNvFdTXgI2hgiTyWE+MbUBmFbRwEPo7VIJvYxG4H+Z5BrMTHEGKMwHE8EsL5PGMLaeK2rt1uIzSMlbbzjqWFdDWuqwnHDuD1pLi2h/JsbNfBlgVUpULih+RUN7nScoq9J7P42Cva3G75n+v0/22hZv+PZSCoP8/wvn9E2FM4/nGUiueinQIiOkC18mtsI0jMBDLJY0iwZUSaiPkEIgk6xUiBkHYbViYMadQGpWna8DKt27Z+IwyiHSPThhi1w4PQ4oUsyXlaohIIp82pl6Itu9Ra47jtlCkprPnQjqTN17Fd0jQhjhOQ4Fg2SRBiGZ9aHONnbBqTku337+Unv0yoi5gFXhmTa/Lu711F74K1/PpPN/LInY+xZ3+dzfc/wKe/8wHQOTY+t4M0jTHlLPlCyIJezfRsiprzGNsjKffZZDoEjqpx8OGUZad08dwjYySTMVtuO4OxHVVKfRKTt7BzC/FcAZkBEt3EbHuWqYlR9KhNJVFMtwRBKhkNDHM1i/ufmeWirylSu4PGAcOTOxWvetUQu584yJqTVtHpLGLxohWsXLGCyz/yQVZ2lJkxeSo7DvPsUxHj09u45rN/zcKcYLGpI5qCuNWgf3ERq6cDK24SBDaFgTJOtoAM58Atgl0EP4/r+TjZHkwxId63A7s+STg8QnUqwTYeKmoQW1l+/tU6vX6GBWs7oCVApcxETUReocZSVpw1RHMyZsGiDmqRIFIppcEiyy7oY+FJJ/DpZdfQtSzl/I+dTDCi+M1nnmSfp7n80hdx70+3svacAZL9CbsPjVI1glOW9XH2a89meNtu9m0fYfTABNaiDMfc/nKuu/lhXnH2cfzTVx6geqjB2z96GoSKs058GYcm7uS6G57Fyyjy/ZLqWBarJEinQ2786s9pBMMoZfjirf/AYEeeS89/N9f840e59pqvc/sff8vSZYPsnDiCrs6SqAbl7gWcsPIMju5eQ3ZwATf86sNs2TaDMAkF5XDOay/iqT/+jHNfcgbPbhnlUDVh265DLFlYYHo8RKchJ6xfwy03PsG6k0vEcxGLF3cRBobZmZgw1YxO1cnYPgsW24R1QSQCOgpFGvWAZivBc3PYlqCc96nqCMsIlG9jYeE4ESaXoXKgQt/yAkGzRaOuWHtcL90ZD5GrYx6aICHFzjm4UmBrjW0JlGPa1FSVYrvtHFcbgZAaC4MvJbFKEVGZzoVLSZRACAtJisABkYKx2yMb2q9xXBBakToaXyv8ok04N4LjxXglG8excO0MsWsjUo0IW8goS3bxaoYWvIa+5a8Ay6Cx/01o/H+k/v/Z6AEM7N/2GdL6EdyyBtlBueNChN9Pc/xnJPE+tNa4wiYxIaQOxjT/NfnFtCVVyDZeOE1jLMtqMyp0W3LVBplpLGmjjWrjSJEI0U53N6KdHtN2y81Hw8k2D0MiMPMIU2g/CbajxtJ2GAbzUCST4Mg2mMuoFGlbRFFAhgKhCYi9Hn7x9G56SstZXxvj1m8f4UP//Cq+8YtHuO2mWXpX+Uzuq7HjiVv50k3f55md+5k8NIO2PQpdNrXJiCXHRkyZEtnxOUyjyPC+aRas7WDf7gpF5aBUQpwoupZmuazQwbkv70NbAl+neHFMq9XCbYWEZR/CFnKgzOz2WVrjknotx579RzjlG+fxyQsfJFINOo7P8uI3++yfhBX9MVs3FzmyeYauoTwHDwh+e/fHOLL3IF/9zg/pWwEj27J0aYv8ohLXf+V7LOw4h7NXDpCMz3LxBX1IHzLFmGJXATuNyGXLpHaA5flY2TIZW2MsgeU62LaN8CwcI2hWpkn2TtK0DdGogjmfmAa2kCQ5yS3fm6aAxMNn0WAepyxZfPoqhs7q4NlvbKK4fAH5goeONKreQCcOqmDYfN9+htb1MbSoi72jE5x0wRBbf3OIdSceRXnQ5/mH97F72yFGhlM+8dv389yPfkXY1HQXfWYmDA1sktk6M5MVnFHBhotX8pZoB0t74VuffDmht4qntjyGcjOctfY8LrrkfUgpiWN403vX89PrN+M7godv20hjLqJl1Yhqc/StXszuTRu5d8tGNk0/x7tOezVWZ5lFxRW84n+8jstffyZWOsVwLUPRE7zspAsQVjdfueVqZlsOE/vq3P3z7/OqT1zOOScMsf1gk7ecv4o7/nCQIK4T1FwybkBnPs+Dj41z+pv68cIswa6RNm/I66HWaFJthai6RWDXWNjrUo0NWeMSBAbLA1Vrs54CK+ZFJy9n28E5hNSEMkYEioXlLDXLRiVNYsdQdnIYUjL5DB15C+nUKO6p4tsWkWNhdIwvJbY2SEk7ylOmOLZsRzrOn6JfMCYa18cJXP4ne+8ZZdlVnus+c84Vdt67cuhQnVtZqFtCKKKAQaQDiGOSwQYHkIXPAWzAYIIDBy4Ci2BjY7KNARNEEBJCRAkEopVa3epudc7dlat27bj2WmuG82OVJMa54zKuGbI9zrDnn67RVd071Nrf+uY33/d5q4Mrs/BQ4QCFFB7CaTzp4WRGRfVUCliUSQl8Sep3EKaFUDFBAUp+CEWfQBWyx4nqJGmb2uBmJp7ybgbHLyV1HlmWXYr8dbNg/9MWejTOxcyfvofFuc8SBAolRnBBjb7Bl+PSE0xP/yOBbCNtAek6GWPdJsugIvN4gXbOgfRRArTWKPUEnOyXk9yFyE5bpZQIB2kaZ2hRIZFqOVHmlxLfM+fcMuzLLf+7x3DHyzuJLDQYsPETuZJpj1KY5+3fOUBexmjhuPuBCtvedjY/PtRHudzk7R/bTr0ZU5/1uOYFK2h25ukuFeg5jTGGMJD0bIwqxfQ6Oar5Eu5ok5P1iPa+HjEdtj36DA7sneMn+46z1BM8+L1Bfva+LezddR8DPUfHaKy1xEchV5HEJkfQ69GpAA2PxaWIU/tTzvnQ1fzkF3sZWSM4sHeRcqXCvl1tpqcsiycstXxKUC0QFrNOrtNuszDjWLc1TygcZ20YZvfkLIW+YdYPwaFjDd75tpvYOvBCXn/xCjb0O576lBHyG6rIuEtxtI8Dew/RjIsUh/JUY4HNGygIhAsIpMDoLs0jc1hdRMUenemIuBPgIkfOOEzJcMd3W2jhc/FF4wxvkST1iJM7OvStX83KNQPM7jpJt9Fl7VkjLBxJefgXu6muyENd8Kx3X0IsHZWRFdQX5ohOzbHzlj2s27qOg6dmePkHXo9f2cinXvE6Vm0o4i85lhKfkwdbrFs5SHlFEX28xcxSRHmkzIAI+bg6yDUvuxSvdozDJybZ18vBTMyzrz2Tp115iOeeM09u2Gf43CEqXpfWZMAj9x5CiZjFKOXFb7mG+lyXE4fm+V/v/n3GywNsP7GXJNacml/guqdN8MjxOb5120/ZesH53PjsV/CpW79AWk+5+S/+kqf/0Ss4Y1WeRgu60y2OHhb83mvWcetPJtmyapitTy3z4b/bxfDKGqLeoFjThFTJezGyNsr42Fr27t3L8WOTbJgYo97tsWo0ZrruY9MW1svji4CwVqbe6jEYeFSHAmbakvbCAiOjNeqJJVqMWTFsOTkZMz4xAGlK1LPUxiUbhmoMjA7SvOuBZTSBRRoHAQTGYpxAKPCcxfP9LGnMZTto4bLPX9/oGdiexBoPqciUFEhwAk86nNVIlTVpSqQoaRAlj3jyOMUBKJEgyyFBQUG+RBAWcGmdwKVI14/qX8FwYZTxy/+WwCwzcchw2fLXpI79Jy70y8vBvkfeipdOIfIpkgLV2stQ1RXoJCI++WVibxpcD2+5g7YWjGkhlztzpfzlguxwj7GkXaYdlzLA8+Sy9t1grc5m7EJkEWEqQ+o6KfClj3ZZOLhzJuvspUR4KqOaYcnCrRSYLAJFCLGcQymWQ68h0JoT6To+88BPsb0ux074DK+r8PItz+fk4T2oapkv3HY/tXwb0fM5eEozOF7DacPs6ZTKkM9Sa4naUB8u0pgZzfxkl5HxIqdP1nnDTRczNbuXUAp63ZhGYuj14I6Ptjjxjet49KH78WNF2pLIVGGdw2CQOof2FLbRJSkp2p2U6VOOqWd0UMVhHt7WoDqkCJ3Pz25t4nvQXysDoDyHV5JIm9LsQFhQmZMwlYSFmOqqCl3bZlBZxlaPccOrL+G88c9QHhKkcUBqHDlfs2b1IIutNtOTbbbWSvzj+zZSXTvE7PE206fbmFxAXzVHr9VAzkcszsdQd5h6nnajR7mg6KtW2Ltrmm6+SliJqB8Lme+2OOeSIS7auoGd2xcZGY5pdrtUiwOI3DIW2++xassluLRFPTkAZMTMSm0zvdmYcO0w9R17mdu/j9m9bU7PpUjrE+keYxvHGOovElRqTB1bpLF9nsqqHAJNX98ARx48wXmX9bP4tqdw4Ph+PvOFQ3zwHdfxsX/8IR+9+XqeedGnWL2lQtf5rF7tMX8yYXxNhUPdlEoSc9lZ59LNFdl1xzbe9Z6/YtP6cxHJIoke4k/+9n9iEsUF5w8yOXMK1YH/fvVv8On776KzNEt/4LFtR51SXx6nBPUjLV76gjO48bdfzu++6X1cdNEQd94+heiDonNECVRMjjDoUfVgQRryicIrDtCVARtXjrLz0V2oNGT6WJ3Lrqtx5JjAehJiiD1N0SshMBSHDMwoNm8Y4gd7TzOYCxlcM8LsqSOoUkg1KaJzCUkvpW/EMTQyxiWb1/PzL95KXyVAAI4YKXJIHBJLL9EEYeZ2d04giZG2jHEQSEFf6Sx6QZap4MsAmZJRcZ3EpF2EJ8ijEMqidRd8R7x4iGp/HhWC7wvyVUW+WCIX+Hg2wbkY25Xkxjcyvu7ZrNj0+winnjSc5H/6Qm9sD6UlB/a+E9I5nGrieX2UBp5PrbCGiJj6sY9ifB9pW0hrkC7r6rVOss7aiuXIL7Ltl1XLHXzWxT82ogFAmMeRoo915499DRK7/LPCmse7eicF0i0z7R/bRj7OuH7iT7c8UsqrPm64+QFWnq+py4R/+azk4x++jsWdB+nrrzA6ejkPHTjCN79zN9ecCdXzrmLbT+6jFwfMTTcJyw4hfUxZI04rpo80yUtHJLsMFIq88YM1Dp00pA3LQhoT9yAUgpPft3zgpQG9rsJECabhIZzEdQQkATqn8MsBpZUrmXt0Bz0UU004skEwVU8w7Txxr0v7uEd3Ge3sCUBY0p5FBJnZJDEC5WvCnMAPFa25mIU45IorExqpJpcb4MZXXcrvX387xXINkiVI8/jSYXWKDHz8VDM44Nh9rMtMpGnXP8tTVr6JT//xKlrFIiUvYub+RYhDomaXfCPPt7Yt0nMJRcoMoomJKY3VGF1boX0wxtUKVIYU/XnJ4AVlglDg6YTEE+TLNUy7Q7Q4T35iHUGhD1W0VLpVOmYJUaiyNNOhcWwv9dOOyf3HqI3mufbGrVTWPYvtn/sWhx/aj+1oDh5I2XrpGM3jDcplHzfsISKwEcw9J+HSV/8O7//7mxlrVznjuWtJT8zytZ9MknRSZucswyslncjjmddewG++8E2sH1rJRz72Jn7j6msYmriQPTu3MZ/Msf/R47z+1W/lxLH9RO4UU/u306zmiZsJD+19lD0PNJEhDA8JYudIdJ7OTJs3vPnZXHPhs2kvHeBFL/9rNpyZJ9KCwHf0tCPfM5mhUPt4ocXr9cj3BZT7iyS9MtML81SCGouNFt2e5bxLyhw6MgXSx++VqXcXqPUVEbHHpnXDtFyB0ydPUBvpx6ps7DnYX2FxcZHQzxEWBLWKh9p/imM0+OpHvsG7/+Q3CVRA4KmsIRMWqUCpjBTpSPF9H2tA2BhfVWh1Es5afxFL3S7KWVqpjy9TFCEIjcNDpNmoRgaCwKZ0ugtglsiHkC94BCVFUFDkg5Cg6OOrHoEU9DqavqF1FErrOfPSv4FcBjwX+E9KnXvSDFMi8+T+lMyu5QG3OOf+XAixFvgy0A9sB17lnEuEECHweWArsAC81Dl37Nd+Jb/mUsIj8RSbzrmJmWNfpbV4J0a26S58G5tcQnXsOfSvvoHW4u3ouJOlERmHdBb5uP0ZHouaEwiQcrlzzw5TkSIzUlmVfX+547f2ifFPtmy2GxDLDEuXzevdY6lUUmYFXjh++b6bFfjljFFroT9hKdAMxDHrVgfc+S8v4T1vvZU33vBCfvLQPspjlsvPewpjqyVrh9byR2/9OJvPX0e+L2V2YYZeHNA8uUTUjEmahi2Xr2fl1nFs13DZtVUOHXyUTsNyarFFbEqUZY7NW8q85APDzNyxN9OldxyN6ZhyobKcuJUgGwJPO+rtRzEFHyFScqmHm+8RTzlEmtJohPSiGOFL4l6CCEKUl71f0npEUYJRAmUdQRCQpBZRVkwMSnIuYGZJMLW4xKNHZnj+Szdw53dO4YyHExYXSkKp0M6R5AM6S5bz1hTZdTjm2MMP8PDkzcz85G7mHtlDviJ5cEeXI7saHJSGAZsySg5LgCFFkGdstSQopUijmZrrcWDuOH9w4bXYZI7KcB+1VWOk7TaRjnGzjqjdo74jQiQxwUCHQ9uP8bMfHuT855SZ2LSJ/qFVzDbaiE6OM8/rJzWSHd/YSae+HdUSJIsxiQkYLkp2/vw0Y5UyuYEC7nQbryRwlQrrLhvhxud9gJe96zzKkwlPP/OVPFK7F372bWIjqQ5piH28nuFHD+5nXH2R0jNex5vf9lm+9NW3cLZ0/PMPvs5550+wYmSIz33mffzTt7ex7bY7kEi21jazd/JHfPEr05RH+vBJWIo0hYLl+H1dRifKPP3CAm9+643sftiycmOZqBuhhaMQVCj6MfRyGC9COuhpQ97LY1g05EkAACAASURBVIzHUj1icF2OQlqiVClw4sgspYpkYd8cQaWIMCFpPqWS6yOoFvEM9K/bQGf3cYpDJRr1Jcr5kLC/j3J1iKjRIVSKMyY2cPqOOygOwXlhwDv/6HpyRYnva5yTCC8DCAopM5KpBIWH0xZfehiVIzEJ5Uof9W5MbHOESUav9S1YKVAaQpfSdj1KnsTolMh1cb0mhaqHUhkGWwUhXqjwc5IgMBB3MUGO2sQGvMo6Np7zDshplsNG/11rIfz/6OhF1pIWnXNtkeWw/Qx4A/DHwDecc18WQvwDsNM593EhxI3Aec65G4QQLwNe5Jx76a96jH+Ljl4DHmlGgROaTuMQU4dvxog6niiQejlWbXwvRi9gkx714+/B80MsHazJggIlSTaPN9kvKJv/Z4Xa83JZQpSLl1OnvOWD2gxG9tgBbfYmPpYVmY2EPOkw2iK8rLNwpAhnwWWdvpBgTJrdDKxEquxcIPAUd37nBPe4RWzosWV0PdLfyN984meMFWIGV1a58YZrqS/s5OcPn2Dr+a9j376drF8xzE/2PsrmgX6WbIemgJqfsPf4IlIXuPSii7n1m9+mIKFcKTB7eprhVQWm53s878KAS6+4hh2f+iajuRGCZgqA8wJG+2oc3TdNrtZPji5yWJHEXcbW5/nkZyZ5SPpY55GXmplFQSByyMCQDyW47PX5UiGMIHUOz5PUhnOktPE8RSfVFFOFrfmsGhP89K4ur/ztQW547Yf42q3v4m/+n/00m4akk1LtLzFQzlH1JCUDi4llxUTA0SNNVq6vculPPBJCUjrLWQKZAkoLD98aYpHJ7ebRGNoofLq+wdMBF6zqZ6CvjMx1KdQEzSShGuYZ2DRB52hE0B/QPl5n9YYakUtwXpfilUOc/+IPs7jrbn70xg9QPykIJkpUK0UmD89zaN88iYC8M6xYNcyZl2/koa/tYHB1P/mSh/XyKLlEe3dEJ25x34aUu5Ie//LJZ/H9H+7lrX95C2esv5CzLqsSp444hdFhx8Ipn02XnMn8qUXmlxqUhzQfffvXiedPs37DZj7xlfdy8NBuZk/HvOeNb2HX1CHOWruBkwsH+PRtX+fI0Qa5ro8sGfbv7fHdW19EVD/Fa19/H6vHPLQIkDYFUSQxbYSnCJxAK4WOUpTJYcM2TlepBBGddpH+8lL2OSyX8cIS+x4+yZq1HjPTmvMuqzJ1ukWa9uNMg8UuFPsKTAyOk4iYav8I00eOkOsLKQUBsdVYA8PFgHVnrODQt39M/7BGiRyOmImVF9Lr9Thx/DgYS7HsENKhBEhlsSZTvwnpkC6kF2tGxzdBL4eMA3YdO8TmjSsIhMApSyAFymhsoJFxk6TXICj4BGVNzgmsp1A5n0IhR6AMQZCiSAlKa/CCIdZufinVdc/HupTA+SCzVArBr3f4+n+uf5PRjRCiQFbo/xD4DjDqnNNCiEuAv3DOPUsI8b3lr38hMsbmNDDkfsUD/ZvM6P9fK2bx6F0szH+enjCUPEkqFOPr/wIlCmg3z9zRmylgiPwezkiUrGWKnKSHdG2MW5ZVGvCkwLgMaaB8mcUFPh77LTOJps3crll8mPilQ95MhymEQgmLtRazPMKR0sOZbFxknMs6ELLDT0+WyY30c80rfsDw+T7nBIZbvmNRfpMb/vgCVk9s4sY3fJuBXkS95XFw773c+sAXGOp33P3zW7n+8mfyox07mV6apRxupFoe5mlnreHj3/8GzzhjJToYwi3t4uhckWbjUaZP+xw+6XjNfxsnf2iGfCdHNW4RJyGdliSpt9ly5RnEM1PkalWGxxXffnSWB6IcJ/cvce3lI3zju5OZ4cQKkkTj+z6GFD/wlsdUAh0ZJAKpDJ4oICopY/19LDXmCWtlWvVFTp/WJB3NZ773MtaULmDP/gP8+Ps/4IxLxhgsjPHTr9/Lj7Z1GC4pQu2RJlDug4K0WKO5rO2jOkWaM5l5LYciA0AHWBIEmh6KeFnmtkSPHHnWlALG1w+w5uoNNB45zlU3vY3vves9jG/o476/38XAOatZcWY/rdOLLBxe5Kyr1tNq1ykOh+zcvoNifpiCDZg62cKvgegmlIYq9J87Tjk/Cp2U7tI83/3Wbi48exTTzaO1ZnBlmdZih0imDPmaj5ycJt6seOaLzueizSt50ztvZ2ilxvMqFElpaMnEBp9Tx1IaiWN8tI/jusP5qxyvvv4d3PIvn+fsi7fik/Dje36M5xc4NdlhxVl9BL7P5hUldm8/yKHDKc20y+Qhx/e++1LuuXcbs406d389ptjfI/DzOKPx84Ioslij8IQm53v0EocwAiUciRV4ypAjj4kiVN6hC0XSrkYaSa3UxUOQL1QI14xyaP88rfoSuTCPzPsMjo5w9to17D58glD16CUxMZYR30cPwJbaBMfv+TnVIQUuJfYssmeJo5DVa85DptAzEbFdJGotkgvCTNBgdXaDt5LEJPiEGK/EUGUNGJs1eDLBUyGCHsKz+AJs0iBuT9I3UEB4jiDvoQKF53mE+QAvTCnrhPnZLsOrJ8hVJ6iteRYTG14JUuBInrTi/svrSWXdiIx8/xCwAfg74DCw5JzTyz9yClix/PUK4CTA8k2gAQwA8/+qV/Ckr5Cwtpbe7Di+6NBNJwmCkLkjN1Meu55yaT1jq99IFO+kO3MbvrKk8UmkP4bKVcBV8OIGSdzGDwSxSzMdrnA4p8j2EI8VawFaZ2MZAQI/Cw9+LBh8OTcSyAxbLttiWmezrEkytoaHxFqDdRahAkLp02vM8aW/eS5fvvN7bN8h+MjNm/jS1w7z9c8e5/j0YV7y4n7WTNV54UvOYt/XX8lgL4FIsv3b0/zo9m9w0zsu4tO3nGboDM1ZKzdw4Nh+BoqSf/j8Q+QDy/QjkqENik1rSxTKjny5y67jp1jX30dj+xwyhU0r87iyJsyX+Nwtu1l9eYnjrWlqj1bYvadFZZWhlXTZcFGe9LseaI0iC2qIjUMKiTAS6zTOLvO7U4MzDkEPMw/HFqYpDIdMnpjh915/JsMTMYcOtbj5r+9gbsdtfPyrH2LtWQcZFlUuvPD1fOFv78InQQQ+OReSL7eQiU8+COnaInNBQvlonee+/Fnc/i/3PB7krqQmsD79o/3Up3uMn1fmuZ9+HsWBPJ1Fw8Kh03zpnbdx70eO8sIXb+XNF/82568f5Rd3HuL1H72OwpXP4MhnvsL0yQW6uZR2zuEHFeLUsHbkAo7tmGb1dcOs/Z3zGT13kCjNM3fPAySnNboxxZFdLaTvuO5ZFzC5ex4hEwp9kpmDTZQy9A1qutNN1l9YYN1z1vCMy15C3Z5EFkJG8j4STUdLyrmI3kFJPo4olyosTk1T8MqMnjPKF+78HN+6c5KPX3Eei0bQcS3cYkoll3DBhjP57Kce4o4DPSZWBbRCy8Kk5s47XsHOnQc4dnqJb360ycioZO2ZQ4RFQ70Zszgf45zCMyl4DisUYa6HTSUYS056hLJEQpNqyafZs+S6TZIkT1Bos9hSDA9XOHq8zeJ9+/jT/3E18602n/3qNnpdRXlokB/e/xBjhTKtcAklPYZKRZIgxdt+moWxaYpDKbEw+MLDtwIZCDpdH6ECrE0J/RKlXB/zJoe1bZJ2G+NLcn4erCbvPBIPlLY4o7NdtTQIpbGkIBKqYYXdD93D6hWDFAtBJq/0PMJ8nrAY4qQj9C1LUzOEExOMrd9IGhbwcxNMbHzV8nWWIH5N+eSTtf61HX0N+CbwbuBzzrkNy3+/CrjDOXeuEGIP8Czn3Knl7x0GnuqcW/g//q/XAq8FWL169dbjx48/Ga/n/3vZzA9lOic4sPOvkS6F3DS+VFivRv/qNxMs63KVWWD26PtQXoJxCieKKGpoPAQGZSOSaAklmigPNBL1S9mwLGtwsy7eg2X5VlbgDdrpxw9pHwtSsVmCdebwtQlSPQZWs5nixysQ1SU7j6cM1Bx3P3KI6QREanCdFrMdxSoD7/6jszgy2cF16yTtEu00Ik4kH/1Bh3bbUS2lnHHlCBdtfB4jA2N07CwqPsjPDp9i5kCPPcen+fD738I73/FBLr90gNMzM4wNVpD+KM+64gK0cBza+yDf+8cpolZCccAiiHnK+irj6wp87xeauGe57LrV3Hvro+yfFoSpIokSQJKmBqEyQmfo+Vht8DIXAmlqst+HsEhlMVVBX3+JrVfliPU8OvGwdUP9cMjSaMo7XvcWvn7rP3DFNc9n+w/vZPpoh7iRcnqyxXi+SGJKaLPIgCqye36J3/NqnDqV8BvXruW+H81TRWOkw1gFKsSYhL5+nxd87TXsuv1WROy44LcuI5o+zrZPHmOh3mR8ZCUq79j2rUe56k830v/0CzCHjqIf7DA3HVHKl3DExE7QaxkCP6XR6nDVTa/EHxrGuTKlyvns++R72P+LXXiJJp9fyckDUxSVxS8qug1BwWqSdpfQc3SM5ZZKxPrL4TdvuIk3vP6tlHAUhmXmvEwFnpF0U0FaiMi1fYJAsmAMY4MW4ee44Q/fz3e+/wlmZ0+yfXeLgb4yMyfnuP4Fg/zBqy6n0QFBwHDfWn5x8Puc2rfExFMrvOqpPyfwS5QqIZaIxQVNtRowerahllaJ05RW21IoaSr9FUzaRQUhRsDcQkK+4FEQlnwhxVioBnlOTCc89dxxXvy8Z9KOUo7tOUDLSlJaeDjOWL2Jv/zyt5nYsAJCSa0cs3nVCEsHTtHYN8vwSoUgRngFnPJJRUQ+MeggJCysIAwG8azDeiG4BKcFOm0RJTNg2hgbIG2GJa/XY84+fyvRosLSeOIzLFLieh1nGhQLilJRIAODV1CUKgWKlYDAl4SuTdSOGF9/HmkExhukr1Bj3eXvR6oAnMEaH/lvRBX7N1PdCCH+HOgCf8r/VaObJ5ZDk7Q7HNr5FqTfQBiLl0tIE8fQOR+jJHxMWqfn9Wgf/ijC72GIUUZg1Eh2OGsVyDAL97MJuB7CLqCcJRUuy4t1y6YpkQUESr+IdSUkMdalyyHg6eMjG9C4NMFJhbEWTA+fEmnOkIurPDSTR5kyOt3Pq393Jxe/JEernnL6gYQD9z+DR+7fgzNZLqVOIU0tJjHoOMdsann3Z1pc/bwhGmnCReNjXH3lRn7rTbezepXhz268ik/edT/nDz+VYlDgvl072LJqnNtve4jLnr2FNWePc82WF7Dr4I/5xN9+nlP7PVZstFy+dTU79k0Rt0pEnQ69rsSmCi1SBlsBp5IIbV0WpWazPM5UOozLMMxCOlgOW5YyO/hWZDdFaoJ3/cNWfv7d7UzHimqnQJK2ObxTkA4b/vA1b+VLn/w0u4/M8huXBFRFDb8UIm3Ks159DV/+9I9JDrQ4sRBz+HSPj23ZxIFtC3iRxjpJdTigVLXoRDF3IiZfKFFboWg1LPkxh7GCXDFPL4ppLyZUh2u0ug2qxQpxHLG0lNA8ldIvBMGYB2mHiYvX4ruEcLiGTmPiCGynR3MuojbYR3mwxOltR+kKyfEDLTadVaQ8PMDkwQVG1lXpNWZRS4K01cWFOXrNHif6BHNbQh6c7PDmG8+HNZfwgbf9NdXhGol1xDZhzQbBqb0pOaoEqwT7dzYp+ob1WwY484oN7HiwzsyeE1z1W9fxrU/eRtKSbLvz6dx5/wE6vZSyLDFnegRpnXUbV/Kiy+9jYLBE1Opy9lMGuOqyAklSx9o8SS8mkCpjveCwTuApQbctSHoCnQqidoof5pAqpVARBDmDkgGSFBtUWNl/BibVWTiHreJ5XVJrCDyJcplIwZMCvxTgyR4PPPALBgbKuF6XoKAQViA8h0oczgOnS7RaXTZsfirWQpym2UGsA41AWkOcNOlGx7FK4BlFX3WcVjuPCA0FrRC+JR/6zE1O020sMDBi8P2QnAeuIqhWAsZqI0i/jVWWsucIqqswqcaqfqTucuEzv4IOHB4Ffk2z679qPWmFXggxBKTOuSUhRB74PnAT8DvA13/pMPYR59zfCyFeD5z7S4ex1zvnXvKrHuPfu9BjE4zw2Hff+xC9KVTYAzNLUPHBeZRqL6Q8fAXCGCLTIGnvYLHxfTwcvuliRBGnKggHAg/wkEqB6RL3jhDITF+eOWyzbjVTqEj8cABr0qzjx+BM73FHLVic1Wih8WyMtgWMSHCdNTTCp7H7kVu58vl/yWc+eyO/9cL1vPLl93HFmZZ3vv1sZqdmSdMUi0Rri+4ZothhYujGXXyZY64suesBTUMLuoli37091m9psDiT55yVMd1SyPr16zl35VX8xpXnsH79azj3gkH6C01yImT/IcuaTTnWbNZol3DitOSM8/rpzEfouMTxQ4t0W5lDWMfQ7xSnmwnOGTwLzliEFVjxhHzU4rL38ZfofcJmSImpepMv3XcdX/jbXyBcgd17U64+s8rOo1PoRcPlL342L33xG/nd3/3v5Fo9hNRcdP5aRs/t42c79zDYdqx66oXc/4U9FKsdNs5XKdUdegFKxlAVPq4oUDkwWiELhq5OWL1+iPFN4yzNt4hspsIaH1/J0T1HMTKhWq6x0GjjSw9PZfFw2klkkKMz26RvYoB8XrPU7nDJ9c/hri/eRjlXYnGyQ9AXUpSCuel5RkdW0ay3mDgzoH28TXOxg1SQzOrselpKmcPjB2sMwZjPvqUlTh1TPO+KkKQ0wlKnQaPbQyrDal/gKUmqQ+ZFgu8bxooF6iOGLeeuotsss9jo8fCeR3C2xnMuKbH+HB+ZSpqdLomLWIphYtUA7/2TY0RHO1x2bYmnnA9LMwoTxDitCLzsWjWpzurYclHW2oLz0GmMtD5JnBn+op4Fl6dQAT+foHwfT8LcdMr4yrVMTGxkcb6BEgakh7SGQIRYL8n067iMIyNT2t1ZomgaYaJM6qwsqQjJewWq+RFkLsCZ8PHPk9YJTvj4FlJpidMmzcYUrYWITpQyPraK0f5BnHYgDB3RoTV9miGpEGVHmLf4vk/eA6oFhvtDvFATpBGFkZV4lJBaopVkcPWzWbv5ddhsA59BFJ8ssfyvWE9moT8P+CdAkT3zrzrn/koIsY4n5JUPA690zsXLcsx/Bi4AFoGXOeeO/KrH+Pcu9CkJPgITG5xeYO/2m5AygnQa8hIVavr6X01t7FqU1SSuS9zazvzBT6AGK+QShbUJxh/EWQXSXx6xCCQObU6CiR4/jBWeWg4J9jHOX3bCOqwF4QyZCzYzUTmhkDomRZMXgp31p1ErrmXl6isYLAk+8d1PUUy/yqSLueVDcOdXzmD+mEWIDnEvk7ZFUY8kkjSWDFEXZmPL5IEu/ZcPo5cSHp6RPPiTOV70qvVMHeowfbzL0mSLp72oyiN7Be996+v4zevex1nn9pFYQ7fdxrbhhc8bw2BwAwnSL3DyZIRIPBY7jlO75imXS8RRSq/ncD1FiKHZcviezABQLsu7FS5TPmTn10+MvB4r9o919K2G5TPbnsbnPn+Uxu5FDs5YztlQoRo2cQuKpi7w1IvWkYyt5aFv3E4zCXnmhZuoDyxw+dOv569uuJm3v/dV/OjDt7DUUtx3tMMfyjLpPHgkCOUTGEO+4uPnJaGIiXUZL4hpzJBRIOctTigSesRY8hQpVgUDIzlkLcRFXQrrBxgqlmjEbUoDRXpLFpUvkoaObmuG/vIwS3OnkZVR4tNLeE7jDZWITtaxcUoqO8g6JG2LFwtiT4PME013aBnJ3RMpU+MCuoZWMyHMeaxeEzCvPWwMdZ1wdtFSkBBZxUHrIRoa0e9x1hlVXF5z9Lhm1eqAjnPsvbfJTX/2Iqbq22gmHiKEwIY4r8nU/iXahx1DYy2EGSK1CyghSXSKRCKcRJvl35nJRAZK+eg0MwJqI8AKpFMkOttR+r6fjTC0jzfQIydCyFtcM6AeJ6xZvRnfZKgAhXvcKZ7lKYtMy24ySGCh7LHr4XsJC45C4EHaQ+cqnDm8hcVehPI9dGpREqxyiBg0DkEml/SkpRJWWOp2kWlEajTlfMji3CTKdvGCFOFnzzlfkIQ5SVgtUfYcpeVoUa9vBD+1RDKg4HkUvSE2XfX3pCKLDbEuRgqf/6sK/b/H+nfv6OkAActDAnSvzq5fvAtftUHEBKqNKIToyGNiy/vxzSA9MQ+6TtS4h9783YggIEoiwrCCNWWkCHGYTC4pfKRsoHuL+H6KtimeeqKrl16e5ZE9juRxFY5z2chHBAKXhNw3bdl/fAeHtqWMbi5wx48sb/y9fqajJo3E8dy+kNEVgvZMTCpKOC2J4jRjb7cFJydjOi3BYjti376ETc8pI3M+j8w1qUZlrO9jch47tp9kc22Y9ESTC589yqpzBvjCJw4TlCGeN4glQdTs0owV7aSLFIbnPH0Vc2mdg/sSxgfKuJwgThwu1XQXFV2bUMBHJ+5xN/BjF/5jRV6gkMJhnH0cFgcglzv81MCHv/I0vnjbfmZPS7rdRTZ4ikbiqHg+i21HIVQMlSQPPtBh/aqUc665kodP7mTXPW0+/bXP86Nb/ozD908zM+cYDvq4aNbh6ilp3aCQSFJCJQirEoQgKPoIm8ldtfGQZHxyz/MRvkZ0FHEhxrc5NAYnNaIF1o9oTTnyAyEmWaJvdRmT90l1j1quRFCRWOvRcxHulEGMFPGCHmZJIkiQDUnUkyRJDD2PpBkTu5CTg5ZDYwlHHaQmpW1BOMumikCXCxxZWGLlYMi6kmApFRgZ0yJk+qTg4uefTV+1xkK8h6RXxpeGTavXcO1lf8TxE59l58k9aBHSaTlaaYsLzh1nx+e2Ux53FIzG90pYF+HQeKqICGOStsRJP3NtOwdWoHV2c9bWgRRYbVBknCZM5gb3hIfyNdIFuJIm51si61HQHknBYZJVrBxbiYh6COuRuBQps5i+1KbZvBsHJkaVQoZKAT+/5y6qwwHCQdgbIT8yikIgPB/POFK5jBFJDcqXkIKzBqEg7mUSXt/2OHpyPxPDNWQ+wfczE6OX8ymX84QFnzCvKcuAcKAfJX3yyke7AvnSKqrFcYa2vgHfqkxphwarsuviSTJF/ar1X4X+X7EcLYQus/O+D6KaR7BFCe4EuaKHVpqg22P8wk9QcCvQXkQ7Pk3SfICl6e+RD01GoJQSLfrxnUBLD4xDeBLpLF46T5IsEoRF9GNGKqGfkFlKh7MCIXxwKQ4JnqKU95g+spPbts/Rr2Cx1s+JYx3OP0MTBf3Ed0O900Wngl4nodJXw7mUKI5wNiCKBJEOaPRaCFGkb6zIa94wzPUv28vWS3I4v0bBzwBPvnBEc0vM1w19+TwLJgFdpH9FjsX7F+jqlKSbZCYxqWg0e9T6ivg5R6kW4myE1SHzMw2U8sgribSCTioJ1BMmMQBrQSn1xPjG2mVw3HKhlxIlHNZIpuYX+f0/PRcV5Pni3z3C5HSLt73nLG79p2lWjZRRnqVrHc3THV57wznMRWP8dNt2ZpuN7LzApoyUa7zqlRdw9x0P8tXbj/J3F21g4SFHqAOgSw6FFJpCXwEneqRa4gfgCR/nZcoqpEApkfFPfIV0FuVJjAMhNX7oQWDxCxlSV3gGnTqcy+iJy40p1gjS2EJqcXFKmghM4rCxwCWOtGWxqaTjPIzssu9qRxQITkxJjjYb5PN5LvYGGTg/5P5TMyiTJ7YxpaDNYD6HjX32yR5rqwM883nPY3bqELtPPsIbXve/+OxPP8nBHx9mcEXI0zZW2TudokNFuaDYevYQD311N4ODJiM2mswzohFIIehpQxj6YGx2WO4kOs0YTNpZpPBIewYnJGFiiAOFSTLEtjUGKwW+E9hAoSUUC5owUsRFnzKQuhSDxTrJ7ImI1WdezOjAELbbod6MUQWBMAqHRMoUaQTVgWF+8L3bmNgwwqEDJ7nk0qejoxSsxHmGkAAhHFpbjMlcu9aDskqYOjGN9CIqJYdfsPhSkC97GCWoeD5+OU9ZGoJygXyxiidTnCwiVA2luxSHV7HhqR96wivzH7T+q9D/K5ZJQHgsg4VSGvt/yLFT38TzOwhOIcoDBKlElrcwuu5/kvcUne4Cxs0T1e8mbv2CnozI25DECoRfRbmQ1GYMay0cyjVQdg6JwrjscFYsj2yEcCAUTio84ZEagyNmfvIQ934nZjayLC3GNNKAP/vQGD9+4DRT85rFb+dICnkS35A0IxAeQnrLpitHEkMvMSjP4uMx39H85h+swM9ZPvONKap9A3jSEtqUtOdwBLTjFkFq6LYVLnGMrKsydV8d3e3ivDxSZIVPCYdQmcPPDyD0QAqPRBuinqXZjUlSTbngY/ExOvvAPYaNEEKgVMZ2NsYgAbe8XfdkFsbseZo0zboiKR054UAElDbFfOAjL+UlV32R4U1FvK6m7bq89PnjHDvu+P79bT78l09h++4lLr96jCAsMjlVZyAYZn72HmZuimkdiLBWURI+ofPwMsAofsGich4Sh1UAgkCpjFUU+AgsKB43tjkLXhiA0qgws9p7oUXlBS61WAHCZOc1LjHoRKB7DnTmp0i7DhIP3XbY1JKmDo1EVyz1pxj2lw06n1KeK3BsxrEhMkytzNMpdwlyHs2uR2uxh+eHVIOINO9R6oOwMEhiZrn8aVdy7iVX8Kc3vZfrnnkpux4+jI9h9+0LfOr21/LXn/pnrti8gtbSYbzZLoHSGBWgYg/jNEYANgOCSZt18Mnye+C0wKbLXCYHOI/UGnJG4Bx4QmYkVgHWE3ipxUqPpk4ZqAZEJiUAUgWhV0I3WxSKCueBiHPMzSZYaznv4ishFix0FsnLIt0kpuB7pCbBpREayezsPJ4KGB0dz9DixuEZBUpnh/2kHDt+mlAv0V+T+KUKntfE8x35QgEvUFQDBeWQig8YR21iHNnVyCALKvJkDZ3OMrL2elac8XtYPNR/bJ3/z5IZ++QsGXQRtoCxMcqG5DY+mxXOMn3qmzjWo5dmkF4OT93N8QceorjymYyv/B1QFZTfT7F4NpPH/h5XyKNYxEubGDVAqEpoAMwKxgAAIABJREFUo8i5kETmcGo1Jj2dFXinEb90kTibcem1SVBSoo1lbHwV/+0P8/jCJ9Ex0Vyduz58kPv2Bow9pUyjnBI6QU07mn5ArFMEAqMtzpNEsUUri+8kqe9Ymol4+OFpqhOraC5ErJqoEM2fJgh8YhfTPxCg5n3CsQBzOMLTkqn7FgilJV8ug8gQrVJZlJfdrDwhCUIPYTTSk/SSHkEoqZZzaKPoxpBoTZqmGfMfL/MZCJcpjx7r7JXCc+ApD9/36SUxvVTiixDnLIKELo5mt8dZOZ8H7ztCfznP0mSHC58+xvlnj+AnliMH6vz5H7+cb37/DtauK7M4E7JUT7n7/j287c2/z9vedgdXjBWYaPTRmuqgl20sxgkkKUnXI8Sh/R7KBSghsZiMlZKkWXykFBkrZfmG6lxWpD0/u0E5Y9GRQScZCkNl4AtM16JTl42zUonoSHQvOzg3xi3f+sEgkbHjQaXJC4NqS2RJYFPFz050GJOO/v4qQb0LxYSVAzWWbExzpsLl51R5NIqouC7zDLHu7IvY88h2ajmwU1PMTU2yqlZidFPKsT0PctlZo3j9ZSa/o9mwWaKjHDKvQWaSzcj0KKg8qVgetymH5zKgnYPMDOTc8lmLBelQWqBV5j+WyuErgRIZMjoUEIQeNo7xjcMPQ0IrECpF5EAri4gBGVGphDgpOHXkXurtgJX9q/BHBlHGgFMIfHw/wJqIlSvHszGNUzjbwWoFOKzpgTMk8QKBW2B4VUhOgB+2wVPkizmQjkouQJY9gighHKjiyxAXaWSQBXVLk6e6ZgtrNr8e8DCC/wCQwa+//qujf3ylgI9z2QEqFtLuPLt//ld4foT0F/FEgvEsSlq6sWTD2W8nrF2Ob5ZIknlanT3Mnr6FXKgRNsWhkbKIJo8kxCHIlapEs9tQQUawEy5zaGZLkjrIS9DOImSmu5dWE7sysTNUZUAvajF5dJIdDzSZnCsRt1PqZNtTY8Hh0dEG30g835FoRXNJMdeJ+NTXt/KWD27D6hx5L4dbbJOXJab29MgXobeUkMul9JX6MMbh6JE4n9BJVADOWaQwKKUeD23wvACwpIaMH24c0jpMaulqiRSCVFu0lWiTKTTSJDvI60QRuVxu2XOQvQvGZNekSQxhTiyTRBXtRkyv4HjxH2xl4dgUj+yY5hX/42pO7TxJzpuHJOb4fsvasRLFMwaZmZlhcT6lb90483umqA4M8sH3v54XXP1urlp05E4rrJOUll2ygVQoC/mywPoiM9JIh1TLz00olOeWAVsSZGarVyLDXwhlUaFGSpVJ+4TEpBbpLImxkAqsk1jtSLuQLFqszfQZGpNJFXFYJIef3WKSPAXXpqmLlMKYwTDPvkMpJ7qGDU8bwpMhpekmttBmsg7tyKPWb9h3JOKSK4Z47Wt/G7+8gX/+6sdYWIqgNY9RHlpbuu2IkYEa4xsVhdFx5LY9SK9HTxuKfoh1HsYlCE9l/gY8pPe/2XvzWNuzrL7vs9be+/f7nXPuvW+qelX9qnooGtPdjE1DM9nYQGwrJgkEk0GJlBA7spAzKsGxEucfO3Ei24mdECEQjqLIo1CCgo0UjBmMDU0zGWjobpqmp+qurvFNdzrD77f3Xit/7N85r7qTyCSiJ7hLKlW99269c+4556699lrf9fkKxQs22+h5VuxVEkKZf1FrG6jG4CR3NCopBRAjUZgwYg1kAkxGDY4MQnbQqVJDM+KpkzGthbFGFrJDBqFcdNx505cx6BGX6y0+CaE3tttt481L4LEbPev1lg/+1nu4dbNnSIUuREwnFuoNajYU+jSwPOpZHUV8Grl14wbaH2MuHPWRQmvXjRXuvPaf5/Vf+qdw6XB2KANeQT7D2f6qdfM7FObgvuNXfuxPsNAlu3hOpxXiujnMsKBffC133vyniHqNnT9k3HyUevqLXN7/+9hwC5ELNCfGcMKR9uQCojs4OoazjzTFTeAREvkTyJeAtP61ecFK65/effEF/s+/dZ8X7yfGqESrHN0euLFaEAehnu/Y6MDZ3VMutvBz7zrje37i7fyNH/og73934ViWPH2SyC9siLVrZiiEg/bYXWZksmKzMkY9UKSioUkgY4wghRDbUletjjrk2hRF7kKpj/giFcet/bchiHPASlSDKnCtE1Z9x4unW557eY0VZ50rP/RL/wJ/84f/Kd/0tm/mZ3723bzzf/sA93YTf/W/+gP85I+8h12YGLxyctzh5x12VMkOJRSwgZtHPe991wPe9rbr/K3vf5YuLPkKDbxxfcT17YiSSCtleT0iYa6t86wGcrAyEWNsA8I58ZuBSEWZk1jfNpmDt++lVnBrSVGyQ4bdZYUaKA5FbT6Y2z8aO6zA9injJ57ZonFiOkvoRrm+LDx2bYBhx3ueHbh5y7gWLtHHl1wLTlDj+mOBn3lv5Xv+zn/Bj/7Uj/P+j9yn20Ze2r7SPmNV6W7A5YOJo23Hb12seftXBJ669SQXP/cs/Y3ZB9VKe39SbMz1ad77DhBiQ0N3FS7KxFI6shtiTq1NdRa0taXSEBjmeYuIEVQRVUrOxJQoU20Hn8A2D8i4Jt3oKXnDFCM9iWnjWE3sNlv6IBwdBaYsbNew3RSOjgcu7l+i6Tr9sGV53FHyji4aqTPElb5rSPEYI3EIrIZEWkQWvbNIHdcef5xpmohRUDqiwOSVTgK3bn8jT3zFn0XDRModOTnp0yGQ/23GVaL/nYr55cl1S758jve+8y/QL4zil3S6w1NiGAZyNVbLt/P6N/9ZihRqvWC3fZ7d+tfZvvDDxOMldXpIqYoOj0MVoj+khkRQw6YdSiHb9OihZzSCxEVbgqq71uqoRq0FcefidE3Hknv37rVWgVVypwRrvJfqgbLecrpZ8isnz9HbitO7R5z96hY73XHz2jHVC0gh6ZKxjmBCLW1IbJUml1OlWFv/LqUQUxuaugkSYoOUuTAVa+OpBtgn50r11qs9yOWAOm8St+XfZtxe3RFvBg/ZIGgPFnj+3jn/9d/+Ov7uj7yfuh358MuZ9LyhofBtf/KrufeLz5KOR6I9IKXEatnz/McqKWWmscfESbHyT36s8tf++2/lL/63/5Cv/+IjHr57h71ceN1zgZOjwHA7oT30qW3s2ljxqSImB+OZqA1W55TWuxZv8ql5vhC8yfncA7KrMHVM24mSK0JkR9sdADAKRqACDaM3UY4T4dsrqwFS6nn+fYXrt0BxXl5fgnasi9Bd3+HWkwOM4w7LJzz19o43f93n8aPf+y6eeMMJ+boxbgMf3VRu6jE3jy4ZHp4ziPCKVc5yx/Y88pV/8Ijnfup5rj85UHMhhEBVAw0kKUh2MgGJrW0l3j4LocDGG/hLalNNuQspQqfQ7U06gja/5ZwJSVsxYM2Gs5YmfSy5FRijA0UZThRdOuVS2TzcUVKHZ6M7Gih5R6mOFSUGI+aeqJncZ3ra57Xve/q+ZxjaISTJGJYL+i6wGpQwBPrFEYt+iYoQPRFiZmIgSOHW41/FM1/15ykFolZ85tIze018tsRVov8dC8PYoH4E7mTN3P+tH+elD/4gddiQ6iW6HAlRIS2QYtx4+j/iiSf/CF42Daw0fpTp4ie5vPez+GKgK5nqRk3X6GeHK/A2tCo7dKZgtlBcjlHZ4jYdeqJmRt3uiGnAKYxlxHaAF1guYbNlFGNhkd0w8u71jl//QOGnfiLz2PHId37+in/67lMe7iqTB1bLBdkdrYFpbFVqnTtKgjXFSRQ0O2ZK9aYP1eizQ1dbs6jzlmuDvLXWhfkjV62xtgo5hMBU8kz5nC0YQ21fG5SoQpTCNArv/9Alf+Dfvs3dnXFxvmNxNHL/vQvMjM3DDf/xX/xDvPTOn+Nu7ZGyw456zj9U6PvC0298jOWi8q5fuWDzQuSXX96yyBOfd9TzoZcK104W/Puv3GIjO649IyxWQ6vEqzVT+MuMT4bn9n7orCFnppiqKRpoCcsVr7OHwCTkXT4QS42mYGmdbWm3G2mzgUolaKSY88JbKqsxcG+64LVvWTAMSqlr+idP2J4JHgs1GpNB0Q2pU6wu+PhLlRt3hO35xI3HnOk8stYdxwsjbBKf9y9/AR/5x7/JkAJUoaaeha3ZdAt+44PGF73ZYSrNTnFyRCtGavORXJtJDns/ZAWUacpEUazulVTtdQnqdBGCKCnsl+ME1dlZzYWCUKsTaGY9lUC2zFAD5z5xTI/FjuFo4mI7wbqwzYH1ZeXmY0PzYNXmt+peiesJOeqIYaBfTu2WmXuObyQkwHIRkUG4wUB67JglAh7Rrm/b2SVAGtDwBDefeitv+OJ/BzxSZUIkoVXwUMgW6T7DA9hXx1Wi/1SFOVNeU6YN7/rp72KgEPoJK2d0K4EUiPEmdXvG0Z1v4c4bv5OQd+zsZcrmZba7d7G7/1PUzlHfEapjekJ2kHoBtkM8ojJSXXHvWKzuMG5fIiaY8qYpVIrNiOSuJRKtUPdQtdYH91pQcZbXT/j+n32Juw9e5uyFjo+/D773u+4wqfPwYeHjvzHxmx9cc751XAqhClMVYmhDt+TOEqGu5mmCCpqF0lZa8aoUGzFTptERi7OyCMp8MIiDB2caja5r2ujWHhI8PLJWVGaMbBCq9aiMvPs31/ylv/dv8n3f8w8o047NvYaP3lbhaXP+9F/7Tn7ph/4mL9/dcXm35/2/9oDXveYExJhK4eWHW97ytmPu3F4STo1f+LBw1Bub+xu2NfIV2wXLZ0/5gt/3OE996cD2bsTChFiiXBTK+QQZrE7USRDPiKTmF71xdNcSN7RqvQqPErtXWj0OlT3hVDGauXzyHTsWVEb0TT1TJ4hWnvnCY37jffdYHffsJqHGQn8shEXFpONhPef4huL9QJU15y8nTgZjUiEtAG1qlyhxni8YJg7qSNB5b6HgsQ2biTN+YlJGcUJ1OpRtNTpv3H+0Jes9rmISxcaKNjEOSQw1x6KwUKUDJnU6j22Zypwwg/2q0rhG1nwaAu2mWpIyVKFaRlXQAOqFEBtOZH25Y3GyYNw4D18ZGTPcfOKImApJlUUfkE5JFOg6jo6U1aI5xZ3ceIKuPyKWh0jqiFXI3VHzlK3Kk1/+J3nyzrdQu0L4HNGpXCX6T1HsNzjd4eL+s/THzq/9/T+PLE4J0lGGwsAZMggp9QSEcep47PV/hJtP/2lSEbLdZTu9SNl8mNOPfR/x+OiARNB6hLOj1oL7mkAkVyfEliTcH9Eu3RQkzxWjNu2+znI36tw3dZ6/N/GPnr/Hy8+t+dl3dPzSX/96fuadv8qzH7zglY9lXt44sVvhY8VSZfCOsttgcbZSDImx5uaZuy1olxATQmwqETNa8qizhHK+cRiBuRMEKo3fY3IwZYbWzxevqEby/nvTBj+LESxH0jLx9FuX8Nhj/NxPf5jrPZydO68/Kbzjp0d+4b1/l+/8l/41Tla3KZsdmsphAd1roUpEilLjAg877n64cLIIfPxsy9h3/Lk33SLcDJyuM/3HjNWNwEIi223GM8gI27OxJfa1krcZqc3W2UUw9obxzSRG5ord5sRu+0Wx+TDwGQHRY7yI8jXf/jQ/81PP8drXCWfbkcdvXOcyXyBxRXec2awrkmBHZnG0YLebKCeRo27CjjskOiVM7B4KQ8zkWSvqYsSo8yHkM01VIIaZvwQam8TVguBi2HxoiSgyVWoUNBsmDcUtMstNkhBSQIszjaVxjAKQnRiEEp3O2oC1R5nGLSF27TCfN1+DVjRACs1bOYRAKpXaBYZO0fn2EHBMCylFzAT3QimO6rLhPky5eHDKjSdv0EvAFsp1hc1x4snVzTYbsIqnnlRBFoWxRro6cHH3Fd70NX+c22/5D1Bp7lghGZ8rgsSrRP8pjbmnUY0cQGrG1qf80j/5zxkAiefAOVomuFEJ6RZ9SGRrG4Vf+lU/AMHJvmZ7+iyZZzn78N8ndFvoCpRmLl5qIPoGkzp/wPfgr4q4NU/a+bm4yLxp21AK1VvvOIae0+0Z3/HffYz+5cw3vDXyJU/2vPPnx1Z1q2JS0CN4ajimCqzPdpxZ4Xbo8RDZlokQUjM9D/MNYt7QNK9Uc0Lq8eLUoni1Q4up7tflZ+vF/a/tkywTq3Fg9++N0VU6kBED7r5Y+Tvv+Nv85e/9Lt7xjgekCpuXEv/Z//jt/O//ww/wRK6Ydajn2QKyvQ5WKgUnlhWbzY5bRxN/9FvexIsv3OPjP7Pj4uXAc8+e8eTtFa9/YuB0PfJMCLz28WPuv3JGto46Amtj2lZsNISIzenTaAfaJ386nH3inz0I5neq1fKRirE8McJRz4dfnHjbH73NOo/YLrPenBP6iMlEt+oZd5UamsqnJpBQ8ZUS4w6GRCHAkfHgoxesjga0b/sK+5569QJBD691SIE674WbzhLRoAQvTBYJ5pg5k1di3R8UrS1l1rxRpVPCqmO3m2A3I7sJeC6k2LaMffZdjtaQBGOe6Pse1dbHD7EdRF1ULDkLU6Rrh0CnTuiaSXcXHUJL+tXbvkYFSm7KtFwWMELtnSVOuHmNEwkUD0SE2DfFkJpRY0XLCUFOOXnqW3nmrf9he39qQXUg20QIgn4atlp/J+Iq0X9K4v8OKnJacVTZEHSgPvw47/6J/5LNsGUIhsSMsSYNI51eBw/QdaynY77k7X+Jrn+MXEfK7j6lvsj9j/8NvHyU1K3IUtDijX/jO0qdEI2oNGWEUnGLVJvajGg2FE8pYDVQKYCQZcOxO7uHlzz7ocLp6SmxhyjX6Y6FcXuBhSVelDwWLrdG3jqbLZCFzaVzuh7pu8imCmkzMvYDQYU6jVRRRPbXc4PSdGduSsmN3hk1MM1cHzweks68RU+2Sh8iEhyTQiAQpBBSxGyCccnzLz/kdV90jS//jq/lB37gPbz9ra/ji25lfvr7382N6wM7O0WnFaizSMp2rFQLRBsItqOu4fLcOY5OiJW+77kROvrjCzpZ4GOg3iu8530THzfjK9OSkxF6Ik7GSWRpBhI2+/g6HKrj/QCa+ffcBZ8Tnr+qtRNQ+mNHrwdimQjHkY++eMG/+uf+OP/oB3+EQdrSkGlCh8K4A00FcSUjyMKwoXDjNcc8uH9BPHKsh2AD5w8vSYuEiaPRKW6E1IanJuBiBFEkKO4FSa3KLsGIVNY7pw/tIIhV2NZKqM1YwQzKZNALQwiw6gkhYdMWckVckSwUKj1KUMVCpRdhSKm1dzoBqRwNAVHoY0C0skqROigqTlcNT5W07JDQ2nkxtkLBJRIXQqkJGxMqTs6ZThIeIou4YgICTrCIp7EtwsWBTOFa90byceDNX/0/NVtQ69A4osw0MpW90vpzIq4S/ac7HJCMWUIFpnKX3cOXeNfP/xUSE8fasFiFhxwtj6lJWXSO9re4PN1y/Zl/kdff+Q4kGpt8Rtk8wMpz3H3+++mGAeeUUALOiElPZUfPilIvZ7WDo64z774SZ+SvuxP6nprzAR5mQM2ZYRjYbS5xFUppah/fKtUydWrr+evLHdtLpxbh4sxZXxTOzwudBnZi1E0lLAZiAMvGLoOXwHq9BY9M1TmdMoN3bKRyUgMbcXqNxBiZykiITY/er6CLQh+NSNsBiDESpBKCEhaQLBBsYnex43LquHljibuzvthyfm5ETZhO7C6VOOosbUycXI9cu+k8fkdZrQKL68LxIrAdC7FX1g9H6rmyuVe59+uB5969Yfdg4FTa97FC6SQyuBOBSSrictjoDb4XZAiZeZCuDbmrDirGkIR0I6CpYQQ8NM9hje1AiMPIyeff4fmPvkDXr9huL+iOexgFGebbT2rqlbQMjF7JsuPo5gnXXqOQtpRSqDky1SYRHZnYrlvLpXgzutYYKD61gyRFVApFKnUyrp0s2E0jxIBU2E4VrUIdhRBiM8IhgRT6oyXFM12ITHkDo+K7drAsUiCkQnAh9kKKwqpXYhdJyVh2kdg7MQoShSEpkpoU09Xp+lVDLcQAdCCzaou+iRcKWLFGupwHuu0D3BFDZqLQRZimSIrO6vitPP7aP8S1130zKcCE0n2G8QW/E3GV6D/N4V7xGtDYqv6aS1sbJ/LOH//38Pv38GVmkISl04ZE6Ad8oaz0Oh4iIQ3U8Pm88Yv+DNF7TGG8fJZid7k4+wXGs58m9LGBz2ptQzTKAQyGNfvCis3D2rbYRBiaAQN1Boa1wVfzzmwa/ShCzq2d494OhDxODS62m/AKucBuMyKTsa2CF2Msim0rY4U8GeMO8iRsNxO5KOMEZSdggfU4Yh54+PCM/uiILkDfCYul0PWBYYChg65vSWm1jHQxzBu0wnIhFBM8KKuwQ83RIbI9yzx4KXK5hYt7GQ1Q1h1Wmq7+6GbhzjPC8fXA8tZA6oa5nTRru33eZN1M5FPn7DeFu79VuPsBeOXZHRkl6jwkhmb07kJCifOSUyNuCsEfOYIqRlAn9BFdCrJsG6SaOLRV0JbYUEdZYmHNeBTYrDOLaHTXe6Ztgb4tdZXRICj0tbU50pbVrUg6ydx44rg18iQjJuzM2V5O3L+bmMzZbCvaTUjqGh5anDDE5omsEGuirmDajSxXEdsWbKNMRByYdpnYK24wBWVFxFaFJIvWssunTOeVrk/0MdCFyLBQxCeWq8RqFQhB6DvjaNWhwdqmbVJSUEjSMBNRMImodGjsUY3UAoFAHndA08SXDCF0WMkzn14IUSlFiYyUWhmO38iXfMP/gulEbXU7XitaepoW83M7rhL9pzuagoxW17Vk75ab3liXSHmRs7MX+aUf+wscDRUNSzRcIPEBIUX6fqDYQL+saHiM9W7k8Rtfy1O/7z/FYobpktPt85T6EfKDd2Dn78NWEWpkpo9gZUfUBBoQCjmPiDkmimrbagWaosECU82kLrSeNuA1o5IQpfX/3duB4A3cFjVgUyYHQ00pu5GSK7kaeQd1Mjbnxnqs1NHZbZ3d6E1/PyqmgV2FOi8fiQgxApLp+sgQlTQIpEqIsEiR1Amqra8fQ9vCDUGwo4rsGr/84nzH6XPC6bmzfVgoozKOG2492XHzscS1GwOr6yOLawlZLei6jj4IVQ2tQlCoe5OWDZx//JLNC8b6OecjvzhSX+yZxqaeUW+KlYK3zrxmErEx9TslacCjQzToFNEyq4kgxqZUEhE0KVUyElJLutFJnsmp5+6DLa/9g2/g/EMfIwyxtUyoMxgtQKjoNeiOQyMr3g4sbwhxWdCkdEkwKloSu5q5PA2M48h67ZTdgo89t2WcQGOkPy5ozMRFM6pZ3FpydrljZYGQEuXU8NRzWi9Zpg5XZZomeoNtDCxFZ8hb8z6gQvDS3r8Q0MFZBThadYTO6fvAsBT6ATQpqVO6LhK71G4REhpATgeyQ9RInSpYbRvYnloxktvAQKSptrD5M14nsqy59fg389o3fBvLJ76cqhuidBSPBDMyl3Th5NOdIT4lcZXoP8vCHUSMKT8kv/QxfuEn/xO6xZOk5YZBJ6pNTJwRlwt6FuhCCUkgPEG2xGvf8O9y/dZX42zZTffw8QHnm/eT7/9jpuljLNOSKTiVHcEN9Z4imViFwhb3nqAgpTTp3/y2N/DUvK0Ch3YPMG9/WrM3lBG8b4tCWFsosnZ9Lhm87igTlLFQslFKk1KWUqglUksbxFpV0ixokNDcvkJoCp79co2GpttPqfXGY1QIbdEmzCx/z5lcYb2Fi7OJs48UHjzI+LbDl/Dk0z3XTyrXHlPiQlgcrYhDQJOic9vIvBmc1FzwyVEBs0I+m2ADZy9kTj9UWH9cePiSU8+hTgGyISEidYQQMQdKYegFCwNuU2ulhTY4tKZ7nZEX4BGK0syoO0Wit1ZbiHjKbNaZ56eJZ24M1GXEY4EOprXioRmsH10rnLzpJqmcI8cj118zMCx7QiyIVlQimiIp9UzTjhgjObfKd5omVAO7zZYQAl2XEHVKjATtGMeRcZPZXmbuPyw8vF/YbpVK5PJipIRER2RnE7GPjWVTAlUmyuXEYkgMUYiaCAsIjNy4tSAEb0m+DyyWEe2bkYmIkOKAdj0WYwOiWSXXCZUeCQkvSqyx7W+o4OwIligKQmk3XHPk1m3e9vt/4KDpP7R0fpfGVaL/LIqW5Odf2IwknhE3v/oP/wzb7Uco1WeWdga7T4qn6PIE0YAkJcYli2Egb5RqW269/k/wmtd9G6MoPn6Uurmk+se5OPsVNufvJ4ULPHVEs9ZHlbadGUJgrAZem+rCGl3lgF7wMCf9pnwJe/KaTNQyb0aGhMxVvojgprhVrDq1NJP0OuWmerG299kwsdp6xJIBCKmj5qnNt8Vmty7YX48a/OzRoNPmF9FzZv3yBc9/+JRX7va88HxGznriEo6PL/FbiTe++Yg7N3vCDWUZO7RLhJAICUxDQxzUNiQ2Da39YorVPBtoOGxGprMd5dLYPZzYPlB2zwe2p8bmvrA7nSCHZiLjM2VTvC1PRahipCL4vCjkKqg0Hftm2tItuiY13CMQTfC0peoCpFD69rrECOlWJJeJ4ag5K53cNpY3O/pjZbEyljcW0CVSihANIZBSolIOFo17YmjdY6JzkzfKfMjXWT1kZtS6pu4K283EdNlacttcKDmwniplXdlcCjYWxCNnUji5dsTFixekEOn7REzO0Avaw3IppKEpYLo0kPpI1yc8KNG1kUDbB40oy8PnxitY3hC64+bhXDoktJmUkFkURV//dr7wy/4yWUdidlyHtksiTvwswhV8KuIq0X9WxSyBnI3DjUqlECxR1ehq4uHZb/Ib7/zL+HZNLSN9AO8z+F1S1/qyfXeEe0JXR5C2qN5ke3bOa974J3jsqW/Ci1LLK1i+ZLQt+fTH2d3/VVxH6BMhdGC5LfF4bhJGbRW98qiSt+qYV0QclWawbDPMKsZu/iFr5Wmr+AXzfPB+fXQrUNwUwRCZE4jbocfd5KLhsDWr+mrv2Ec/oHvdOdb+TB12k4NfIGMz7Ng+vMCvEyoqAAAceklEQVS2UIaJlHpW1xOLvsc7J8UlXYJCIEbF5sq6KeB1bq0IrhExh1LawURrT9lYKbsteRLK/V3jr5xFNg+dsxcKknsePHdOXjsmC+q2DbaHoYfU9OteG/+mU0FjYPRMUMfnLWEJ0l7jUJmqIDeVxViwax0mIzdf0xM6RVeZ/qSwOIn0Rx0xOWmhpFVPHPrGHwoVlQ4X2vc1v6aqEWecP5FNEmtW2vtYnaCLpp9k3gx2mOqW3TpTmPDtRN5VznJlyJFxk9nlwjgumEol+jxDmR+vX6bGAuqEvk9obECxlHpUIYSEC4Rakbhqy1hWWvsG0JnxJNL8YSkDIueUsGAZ7/Alf/B/ZexHOt+n80CRtp7WVtRGYPGp//H+DMZVov8si0dVvdH0Wz14S2LiBSSCF3a7jzC9+BK//HPfRycjNYys+o7RTqm7B8QTQcNApyMhXEcXkRA7tL9GHpWTx7+GJ57+1+njiu3uPjXfoxRj2vwsm7N34/484kpI4HtypteW/KtRMUQi1EKVQvABZ2otB4FarK3dl7aBW+clJ8wPBirm2oZieYtKBPYVpeOiNFFKRKRijI9s46oe2kUhBGptN5AGPnOwcLBcTEGpJuCGa2nPRUALqCtTKegwNH9gnAWJEhpKQnzeAZCKWAK1dpNxQ6PMSIo2y/CizcN23FI1MJ1vUVmQt+d4Ntb3d0ju2W4KdVOxc2PcddRRyJfK2b1WUdtUm0n6MiG10G0L4caAmBOCcjlecHQjQYhoUvpFxhYBXznLwUhHkW6opCGhUeiPBYbIMgjeLfAgdMuI1aZgil1Tp4jq4dBtbYz9vMbp0oIpbw/MIYkNXSE0DwUpBnWLViFbptbWh8+yJYzCuGutualGtHZsNmvQHpnFAUYkdu0QTcOCEJv94DhmVstEGpbt81EattpLu4loavMbpxyKgOanrKyOv4Av/MbvxmuihEs6PyIDUfL8GYxgbY8kaAbpPgM/7Z++uEr0n6vRbqxcPPh1fDzl3T//3Zjt6MYV22FLh+H+kOAbpA8MCeriGsGMYbliioEoS3y7ZnnjK7jx+n+La/0dNnKfaXMfrVtyPWd9+U5257+OhswgPVlbb9eqEizjRMwuER9msxCQWkDqYRO3beeCzMqTZhnXYXvrQJVPcI6CtpjiM89GmNEI8w/0/vfda8OGaqvs9jcE8TY3aHC0Muuew3xazhp92i1lj4Zof3doRiLxMUI5p5Sp7Rt0Tc+vr2LNij5a4jKbwWXmVBubTtwrJdMOx8mwYlgu1AxSjDI5u2mLZUVrIO+aOsmKt1lGaUTLSkVqe64ahVIyYVC0A5fKMLThpRw1HovOLlauTY6pkXmoGwkpQgw4zUVJw9xGiqGBuNRRAuY7RPeJT2eP45maGmeuvGvzSqgNvVytUIu1RDwrtTAwlznxbygGuejMgu/Y5C1JA7o3wXHFdhNxWLRDOqV2SNdASDtKFroATmCXnUUnhC5gtR26x499JTef+CKk+yoef83n8xl3+/gsiqtE/zka1SfC3vOM0rY9o0NxTp97B7/863+FuNZm0babyKtMFKes77K4MTQSZnRCv6LzSByUMa04QdhkR+QaN+98M7fvfAPVFLNzLscXCaZke45p+16mV36FuNxbbgWUSmGN1KZyKaZteGp1rtRb9V3KNHPqOSh2VEI7Bg7oiHY1iPERDwd51Z99Qjw6IPYHwf7vaZVeq5ahPV4zCRFwOfy+4OTSqJuiJ9TpDA3NcchrRIM8eiwx3Nrj7Nf0a83zTSXMbZA2hFZvFT8YSsCLU8qE75Ug1Rru10MDoBlYLoe2lIjjzSnjULW6QOhSq8KttOpUm0IH2gBYVZuma//9zebDKhEJzRBDKYckW6mEkFA3dMZB79tixSNBH73GqhGz3PAH2uFWDgYr5tM8TIfqs++vCWUqSJ09ZKkwFcZqjJvMyclNKk3R1Kk0cxedvwebiF0PXrC8xOOOUDIkoY9vgeOJL/7a78PsEmiVv/sIhPa6XAVwleg/Z2Pfmti/KwZtGUcyQkI8c3Hxm2wfvML7f/G72xV511PTjkFG8Inp4i7p+hHdShE1UojQg4RIrzcRdaS2hadr3WtY3vl6Tm59I14n3Nfk7QOyjkh+ju3uWfLDdxPzJWVxjcCWkCK17A7sE7PGrVdv+wR7MwqZe/aIz2jfuZ8/t2YOPX5aMmmJ+lH1vm/T75P7oV8rcqhG920jRA9D5aADYFgtyP4QqTQcQK3EkA6Hzz5aW8MOw2if+TuP3gV9NItAYT7kzKz521obano1ikbEmxFMZ6865Co0YE4jLhbsoAoJIeyFTw0TEdpcRszRrm9qk1eFzEiD/YG0/z1oCZs9PdSFrrveWDUWcblEbZoXp3rcNlipBw6OzT1ymd+bfdunequwzZgxFxmbdpgZeTsSCBSULi6YasGrY96YQahgwWnONIaEgAtYbfJT8wLHr+VWHfh93/A/YyEj85a1xA715pNQLYOkq4L+VXGV6H8vhMHmwc/z0ff+PV554bcQUbRuWUtlMMPShvVLDzleOd2tBaHviIxMoWtKlJAgCaYBpoh6Iq5ucevOt5Cufz5JjyjTPYxCCBN1Ome7+SD18j3U9YsUIB111OyoTQdcbyMOtqdY9vpm9tX/nPhenWR5ZEyiM0FGXA+J3RzQDmFqQ+BYG0J27uFj1g6SvZwuaKuexXArjWsf6gElfDgs5rnJ4SChHUiH4XCQR8lOJoQ2RKy2Q72tRLk3Xr3vt2GZJana2kLVxk+Q+InNLagZ37vfYYCZ9TN/z6RXHWw01K7XZvDiYiiC7DUlYX+rkbkV1A66xjKK+PyeuM9999nz1rVQrW/afyvk+XB1a8VFdcEQpmlHSj15MzU4mbUWjtWEkMAaLRWpuHRIDUQJWKokF7Q62wRqlUhBopDLjsXiS0kaeMvXf8/nDHLgsy2uEv3vgXCvza5QGgv+wXM/yoff8wPsLjOZC+SBUTunasfQnbG5d5fFMjL0gd3CWKSOLvaNNBiE3EFkhaTEIB01LlCvpO5WW7sPBZ/X5lO8iSwew+OCVLZsNs+i+S7YGVUjuM04X3809GVWu+yr86CzS2rbxg08qvBdUsMwz5JPjR3mBS8VRaihKTpaMky4TW3r10F9wmU/xG2Vekvkgvgn8Yp0HiRLaEl7TsoaODB5as2N6XKYNdj89X547vvHEGmYCi+t192G0fvDJBwez6nw6kNnbqG0VklbeGtE0wjS0Q93yHndDk3N7UZle4P1CZd+7oe3w6+U0siaZgd1C4CJISTcnehKDc1Uxa0S4oIytaFrI59WfCpYnuaWWMMKBxI5t5uNmc3wuQlowgC3Qik70rAg1kqxqZmk5x63c4Kv+Ypv+bW2mVoyVWLTvV/F/+e4SvS/J6Jp1n1uK+zbDeagFV45+xFOP/rTjA92PHx4n7I9R5NRpkzQiZxHelHWZU0vW/qToSWvLjLEgIREEIGuscBVOlgYwnUcIYblrIDpyGGLh9g44J4Qq4cBqTLSkqs1hRF8IgjMm64eDY8Gr7ThYivnZ1Z9WLbDTRJIN1flCbc0t7tyM163C5SM1YxiuI1z26Ue+kF7XO7+8y8wG6T43EOGJkLcP89wUKu05/foNrBPom2nACR0s5KquUo9Arj5YSZQaz0MgQ83itbOBxqfvbo3SaS1tpQx0iCWmWpLwOYT6VWgODE2u4lhGFo7q7a/76Be8UD1+fGttIW2ccO0XaOho2ajjz1ZtB1ENRI9MHnGLbUNZZ0JqTS1lrjP70lGQ8QtUMcdsCFEZXXnG3nL2/8bJl/T22J2aFIoUCLEzyWK2GdZ/HYT/dVU43M4zCKqrc1RfUeQAQD1So3O7Rt/jJvX/xhxrlIvT9/D2Su/xYfe+4PouEEjsNuRuh73zHrtUHcERjZ+H9HIanGEx7ZBKwuBjRLjmhgjI03tsdVEVEdTh8lAkTwv5yTQDtMIczVtYkRh7pU3WZ15QqW2alYNFcOsJUlRn+V6UxsUYmjNmFyCBGyWd8o8ZGyE5MRkEyklCg13HETbY/g0J2Rp8F1t/XLFUGsU+WoQYsJKJsVItTLD7QVwVPTRzMEgaDzo0UNUxBqFSDTgrgc0hghUT3N7yank+QbRDF7U9LDeY0HAdb6VTOBKjF0biJriIQCCu6Ie50OhHZR9WjDtKnvDdS+VPE4oxlgmtO6wKSNiaLxFLgNRe2R21hpHJ2lqaGMxildSSIgoXjJVClhsw+MQ2vPxNW4rVkfPcPPJt3Hy5O9ncf0tqBRamjF6Vkyh0FUlqzWkBQaWPhkKexW/w3FV0f9eDKuc33snu4sXeOkDP8752YZsF+Rc6XyioPNwUZh8zcpeZrIlQ9+8UjX5zCXx2TBbGwVRlaQJi3NSciH1fav2QiQIRE2UqITqIKGZkvujoSlEhEJzlZ0rRh5V/0pzSoqyl206SMHmqrV9ngPuRmiZi0pDKCttCLxvuTDLO3Xupz9SBtVPeLk++WdEpG3SPvIGmL9G2wDU3edjoCVr97ZjAMzI6f3bkNveANJQCWZUaVLR5DLfMNra/36xq85G3FECtThIJlel5hEhtzvI2J5TrRk1Z9xVJMbWy7cA+8Hw5AcbR6qhfTiw55t7WVMxpZTAO6KMFFq7yC1TdluiKN3iJv21t7B4/Ft5/Rd87afqU3sV/w9xVdFfxf9ruCgnt7+ek9vw+Bu/HfHI+Ys/wb1X3suDV97Hxd0X6M3IQblWhAtb0i0mNpNDmNDzEbu8wILRX++pXSBIRq2SghHScJD/5aRIagbYGlcEmSAllAAxoaHpuoMmVBNupWF7PaDz8o1Dq55VW6Xs3lDAaq2/vvd0skogzKqfiksgCASJWKxYbq2bR22Xpps3b4tCJs27VzTBfqN0htX53CZrf7PMB01B25QTmTX/e7NAZC5SHUxm1ylvg9Vy2PZcMNURlYR5W2Cr1uiYo7ftXCTMstJKybvWcrLKpmzbjkAFq5Va2nA250rUQFSl1oFM82iNU+Dy4oJhESluaIBcChKNqFC9ItlIqW9y2Rn9G0JtloO6pWx3qB6xfOyLuH3nrdx+5lvxcB3VQiUS9nLZq/isi6tE/3swDpWv5MaXEWN5+xv4vDt/mGegJS6M6fQB9z7+f/DS3XcxROXs3stYVaZuhCPnfe97H19w8xm0TNQ8YepcTBsWxSh1Q4rCOK4JiwV9n3DOiF1qA0QMk+YyJBpadTwvWO215Rojjj7CLoQ0k9Zm31NpVep+41NUkTAnXHnUG4+xKXReLZkUmWmUB8aPHoatut+fcn2Vkl8Plb67Uw4IB32k2BGh5oqG1EBx3rTxzG5aNRdEJ7yOc9UvVJsIMwvIS0ZrG4KaFMbdRIoraq6HTdeQEpRK1UTDCgVCiYelNtzJLpgYJgW3BFSqTyyGSPVCFyMSBYkDROabWENrT/kCpXB07a089uSXcOvzvo1u+RTiUHw/V5jaDcS1zRRqJGB8ktHWVXwWxVWi/z0aLTk+Wg+Pcb9gxMxqCHQ3HufOje/kDnBxccHxB/8BEj+A1S33Tu/y9idPmC62sI3UfomViqSI+JJYM1Yn+l4ovqXUDqkbynjJ+brSnQi7daVfKhoVDQ2OpdXxrvmSRtq2pMaOkFovXWI7JNyFwaGooj24xcbUmZeMPEScSqBxz30ebIoqVgN4bUNXH+c2SSBHmUFvjittcSmXZmFnmWDKJIIUm+mXpclJpUfJ4I65I9qWx/YLBcGtOT051FpAKz4vHOVd20Gw2DOkvs0ZvCPGDvEFlB7TLb6NuAxs64ahRqrmtgBVR0YqfhaIfU+II1s2DOEWFi/pvcf3IDqNaDTKrsxXmpFxPOX2rbeyWDzF0dNfx+NPf/OsPvqkrC0QD7/XPjcq+w8MXDXZP7vjKtFfxT8z3J3j42OOvvxfaaoScV4n86KSJV58+Ycpl/dYX7zA+d334jnj5YRSRkreQj3C2bbMUG5wtDC2ZWJ1PVLsgjJWYlgQ84bNekPxHbFPhEXfDKttSx96sm2IMRCD4MHZzYwWDYa6E0Lj6gCHW0OGuZduzSEpj+xSpHNIk5P7RJjNVkosBIQykzcnaVRFihFpKOG2B6tsc9sbyDnThwS6YqyXhBAI1hQupVgz4i4VxVmfXTIsVqzPznGJHD/5FOgs28yRqdR5Yc4oJVArVBtxmRilksrEtC6UkwWp9rMSSkB65KQS5JiYVoi0w6ST64zViDGT60idjDQITzz9lXTHb+P66/4wJ0evAVPQCacDMiJXCpjfbXGV6K/inxmPhpyzsmO2v0YThcxrnvqWJv/zQrCumY07bM7fx9npOxhPz3nxpV9tDPmpoD6x9AHzib7epCSIQbG8ZHHsTS9fW5KcrJmnVIdcIuyMMo5YB7rNVAQ9SochaopGngQNIyKBEBtyuPHYt1gQghWqKjtRyqaZQe+HsUqg08B2u8MSBINFSFy4EaQRfkoGTW0+UB2iFh6cn7G4EdnOi1pt6Au2KW1JKkVuPP40m8nob19rSIaxkKVQvNBb5XzcsVwuEXHKVNEoECJ9vIXZxEW4zvFRw/qaNkmql0ol45pIYcu5Tbz29tcTF0f0R7dZLp9G+8eI/WtYHd+ZK/AJpLXFDhiJGpBIQ29cFee/6+Iq0V/FbytEhGqloeMJuNRmq6dhJiaCuretS28uQcO1L2Fx480IiTeYg3pjr8yaaatw9rGfpOw+wGb9Ue4//ADFMkmUcT1h4qzsOrUaxSaGvfm2KKMXgtPctLxQy45ER3FjWPQEKZQsuOya565XYtxTMK1JPatiMbf9ANsbdiiTGb44bkYtOXMZO7AtpguiCyk5EiJWHLPMpQSObtPgXEObNTTOPLhp218NjcXfL9v+rZvhK2chAaNQrHKyWrXtYjOoivkFqsZw9CaIQsoXXF8u+fzf/9fxMOv/xZmyE2NBrWcUUC1IMYI0druZtk6NMCua5h97f6Qcaq5kc3H/af5sXcWnPq4S/VX8tiPoI5NNmZO10BJaG4a2Pz9slyocFmHmhm54VRrRANff8E2I/HPg8DppSal9xcTD595Dt4QxP2iOQtUZxy0igc3Zywg7ctmy3d5jffEhpkvjqOsxmTDrIFVUl/tHa+oVyVA7lI5anBjWh8UrnZel3NpwVKNggxAtk+LRgVFvtRLDgCZDDYJWjEwfe4iKiUEppNhRy4jjiFTGvMXLjuC3uX79jUiXDwPgGCPaCbs08mVf9b2NvqmC18ykhUE+kasuh+a40CWAAGFvgxpf9ZOt8/uwj0c/8u1tkvZv2X/11Ybq78a4SvRX8RmNhimeiZSmBG2yR5fEzde9Ddw50kZ6dG0yRXObna+0laBCI0RqxS3OloAzT2amQLof9pY4v/fzrE/fw+Xpc+TN+SP2/ayHt715Chc8vP/B9v/aRMBxNxZ9wm2DqhL7iMopyC2mcsGNm59HDI9z9NjbeOJN/0azDd/jB8xAS+PkHLwJHv27Vke1NFyA76hA0gX94clfxVX8/4urRH8Vn9FojYy9+rz1F8R9RgjMtwHThs6FQx+9ZcPGbgeYbEevC9CMEZHQNl9dIvt9J3MosuX4ia/h+ImvwZlmONkcn5RMD5A0DK9NhbMnobnYoy+v2pr5e5a7KuYNN7BHNu+ZNmLpILZ332OGY5O0BgP6dutxR/3/au/sQqyqojj++89ofudHWoiKNiSSD6EipRgiWZEm1kMPSlEPhlA9KBGhBEGP9pASRCZWSJRZ9qEIYaL20sPY+K2ZqSUofoyVH9FDRKwe9rozp2F0ZpI7Z9/b+sHhrL32njP/c9l33X32OWdtpffBYi4luEm63YUkNUraL2mbl++U1CzphKRNUlrKRVI/L5/0+gnVkR7UA+1pdhvS9I5I+4a+BZu2IFwJmBVfSqnbSL8+g0gTD309s2Phz31rbIB+DQPa6/CR9b8eE2ynPeukr+taOaDSlBWVrZK7RektW9FAo9pvaralEZYK50g6ZuGcG2j04xbOuxHqfZWkoPr0ZKywDDhWKK8CVpvZROAysMT9S4DLZnYXsNrbBUEQBCXRrUAvaSzwKLDeywIeADZ7kw3A424/5mW8fq6KCbmDIAiCXqW7I/o1wMu03z26DbhiVsk5y1lgjNtjgDMAXn/V2wdBEAQl0GWgl7QAaDWzvUV3J02tG3XF4y6V1CKp5dKlS90SGwRBEPSc7ozoZwELJZ0GPiZN2awBhkmqPLUzFjjn9llgHIDXDwV+63hQM1tnZtPNbPqoUaNu6iSCIAiC69NloDezlWY21swmAIuAXWb2JLAbeMKbPQNscXurl/H6XZZD0vsgCIL/KT1aeETSHOAlM1sgqYk0wh8B7AeeMrM/JfUHPgCmkkbyi8zspy6O+ztw/L+dQimMBH4pW0QPCL3Vp9Y0h97q0lt6x5tZl1MiWawwJamlO6uk5ELorS61phdqT3PorS656Y137oIgCOqcCPRBEAR1Ti6Bfl3ZAnpI6K0utaYXak9z6K0uWenNYo4+CIIgqB65jOiDIAiCKlF6oJf0iKTjnu1yRdl6ACS9J6lV0pGCb4SkHZ6tc4ek4e6XpDdd/yFJ00rQO07SbknHJB2VtCxnzZL6S9oj6aDrfc39WWdEraUMrpJOSzos6YCkFvdl2R9cwzBJmyX94P14Zq56JU3yz7WyXZO0PFe9AG1rZZaxkZKwngKaSEvLHwQml6nJdc0GpgFHCr7XgRVurwBWuT0f+IqU+mEG0FyC3tHANLeHAD8Ck3PV7P93sNt9gWbX8QnpvQuAtcBzbj8PrHV7EbCppH7xIvARsM3L2eoFTgMjO/iy7A+uYQPwrNu3AMNy1lvQ3QhcAMbnrLeUD6fwIc0EthfKK4GVZWoqaJnQIdAfB0a7PRo47vY7wOLO2pWofQvwUC1oBgYC+4D7SC+Y9OnYN4DtwEy3+3g79bLOscBOUgqQbf6lzVlvZ4E+y/4A3Ar83PEzylVvB40PA9/mrrfsqZu2TJdOMQtmbtxhZucBfH+7+7M6B58mmEoaJWer2adBDgCtwA7SlV3OGVFrLYOrAV9L2itpqfty7Q9NwCXgfZ8aWy9pUMZ6iywCNrqdrd6yA323Ml1mTjbnIGkw8Bmw3Myu3ahpJ75e1Wxmf5vZFNJI+V7g7htoKlWvqpTBtcrMMrNpwDzgBUmzb9C2bL19SFOlb5vZVOAP0tTH9ShbbxKR7sksBD7tqmknvl7VW3agb8t06RSzYObGRUmjAXzf6v4szkFSX1KQ/9DMPnd31poBzOwK8A1p7vKmMqJWkapkcK0mZnbO963AF6Qf01z7w1ngrJk1e3kzKfDnqrfCPGCfmV30crZ6yw703wET/emFW0iXQVtL1nQ9ilk5O2brfNrvrM8ArlYu33oLSQLeBY6Z2RuFqiw1SxolaZjbA4AHSctUZpkR1Wosg6ukQZKGVGzSPPIRMu0PZnYBOCNpkrvmAt/nqrfAYtqnbSq68tRbxg2MDjcz5pOeEjkFvFK2Hte0ETgP/EX6NV5CmmPdCZzw/QhvK+At138YmF6C3vtJl4KHgAO+zc9VM3APKePpIVIAetX9TcAe4CTpcrif+/t7+aTXN5XYN+bQ/tRNlnpd10Hfjla+V7n2B9cwBWjxPvElMDxzvQOBX4GhBV+2euPN2CAIgjqn7KmbIAiCoMpEoA+CIKhzItAHQRDUORHogyAI6pwI9EEQBHVOBPogCII6JwJ9EARBnROBPgiCoM75Bzls4sVFDU3KAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f17ac4d86d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test_image(\"data/test/n3.jpg\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Source: [5 a day salad](https://commons.wikimedia.org/wiki/File:5aday_salad.jpg) Public Domain"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Well, this was fun! Thanks to everyone at the Hackdays/EPFL for an awesome event."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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