889 lines (888 with data), 764.2 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "U8_09H0pzhFZ"
},
"outputs": [],
"source": [
"# For tips on running notebooks in Google Colab, see\n",
"# https://pytorch.org/tutorials/beginner/colab\n",
"%matplotlib inline\n",
"\n",
"# from google.colab import drive\n",
"# drive.mount('/content/drive')\n",
"# !pip install pennylane"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "82ypZxUgzhFd",
"outputId": "d383f0ba-74cd-4fb1-ecad-1978feb56862"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<contextlib.ExitStack at 0x78d8010e3eb0>"
]
},
"metadata": {},
"execution_count": 3
}
],
"source": [
"# License: BSD\n",
"# Author: Sasank Chilamkurthy\n",
"\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.optim as optim\n",
"from torch.optim import lr_scheduler\n",
"import torch.backends.cudnn as cudnn\n",
"import numpy as np\n",
"import torchvision\n",
"from torchvision import datasets, models, transforms\n",
"import matplotlib.pyplot as plt\n",
"import time\n",
"import os\n",
"from PIL import Image\n",
"from tempfile import TemporaryDirectory\n",
"\n",
"cudnn.benchmark = True\n",
"plt.ion() # interactive mode"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ko98w4r7zhFe"
},
"source": [
"## Load Data\n",
"\n",
"We will use torchvision and torch.utils.data packages for loading the\n",
"data.\n",
"\n",
"The problem we're going to solve today is to train a model to classify\n",
"**ants** and **bees**. We have about 120 training images each for ants and bees.\n",
"There are 75 validation images for each class. Usually, this is a very\n",
"small dataset to generalize upon, if trained from scratch. Since we\n",
"are using transfer learning, we should be able to generalize reasonably\n",
"well.\n",
"\n",
"This dataset is a very small subset of imagenet.\n",
"\n",
".. Note ::\n",
" Download the data from\n",
" [here](https://download.pytorch.org/tutorial/hymenoptera_data.zip)\n",
" and extract it to the current directory.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "LWDOibNFzhFe"
},
"outputs": [],
"source": [
"# Data augmentation and normalization for training\n",
"# Just normalization for validation\n",
"data_transforms = {\n",
" 'train': transforms.Compose([\n",
" transforms.RandomResizedCrop(224),\n",
" transforms.RandomHorizontalFlip(),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
" ]),\n",
" 'val': transforms.Compose([\n",
" transforms.Resize(256),\n",
" transforms.CenterCrop(224),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
" ]),\n",
"}\n",
"\n",
"data_dir = '/content/drive/MyDrive/Colab Notebooks/data/hymenoptera_data'\n",
"image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x),\n",
" data_transforms[x])\n",
" for x in ['train', 'val']}\n",
"dataloaders = {x: torch.utils.data.DataLoader(image_datasets[x], batch_size=4,\n",
" shuffle=True, num_workers=4)\n",
" for x in ['train', 'val']}\n",
"dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'val']}\n",
"class_names = image_datasets['train'].classes\n",
"\n",
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "162cgfnXzhFf"
},
"source": [
"### Visualize a few images\n",
"Let's visualize a few training images so as to understand the data\n",
"augmentations.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 207
},
"id": "uGGqqCoEzhFf",
"outputId": "7a49e518-1c19-4c66-9d34-af66335c31de"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
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\n"
},
"metadata": {}
}
],
"source": [
"def imshow(inp, title=None):\n",
" \"\"\"Display image for Tensor.\"\"\"\n",
" inp = inp.numpy().transpose((1, 2, 0))\n",
" mean = np.array([0.485, 0.456, 0.406])\n",
" std = np.array([0.229, 0.224, 0.225])\n",
" inp = std * inp + mean\n",
" inp = np.clip(inp, 0, 1)\n",
" plt.imshow(inp)\n",
" if title is not None:\n",
" plt.title(title)\n",
" plt.pause(0.001) # pause a bit so that plots are updated\n",
"\n",
"\n",
"# Get a batch of training data\n",
"inputs, classes = next(iter(dataloaders['train']))\n",
"\n",
"# Make a grid from batch\n",
"out = torchvision.utils.make_grid(inputs)\n",
"\n",
"imshow(out, title=[class_names[x] for x in classes])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "EtqiyYuNzhFf"
},
"source": [
"## Training the model\n",
"\n",
"Now, let's write a general function to train a model. Here, we will\n",
"illustrate:\n",
"\n",
"- Scheduling the learning rate\n",
"- Saving the best model\n",
"\n",
"In the following, parameter ``scheduler`` is an LR scheduler object from\n",
"``torch.optim.lr_scheduler``.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "9ORJI2wpzhFg"
},
"outputs": [],
"source": [
"def train_model(model, criterion, optimizer, scheduler, num_epochs=10):\n",
" since = time.time()\n",
"\n",
" # Create a temporary directory to save training checkpoints\n",
" with TemporaryDirectory() as tempdir:\n",
" best_model_params_path = os.path.join(tempdir, 'best_model_params.pt')\n",
"\n",
" torch.save(model.state_dict(), best_model_params_path)\n",
" best_acc = 0.0\n",
"\n",
" for epoch in range(num_epochs):\n",
" print(f'Epoch {epoch}/{num_epochs - 1}')\n",
" print('-' * 10)\n",
"\n",
" # Each epoch has a training and validation phase\n",
" for phase in ['train', 'val']:\n",
" if phase == 'train':\n",
" model.train() # Set model to training mode\n",
" else:\n",
" model.eval() # Set model to evaluate mode\n",
"\n",
" running_loss = 0.0\n",
" running_corrects = 0\n",
"\n",
" # Iterate over data.\n",
" for inputs, labels in dataloaders[phase]:\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
"\n",
" # zero the parameter gradients\n",
" optimizer.zero_grad()\n",
"\n",
" # forward\n",
" # track history if only in train\n",
" with torch.set_grad_enabled(phase == 'train'):\n",
" outputs = model(inputs)\n",
" _, preds = torch.max(outputs, 1)\n",
" loss = criterion(outputs, labels)\n",
"\n",
" # backward + optimize only if in training phase\n",
" if phase == 'train':\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" # statistics\n",
" running_loss += loss.item() * inputs.size(0)\n",
" running_corrects += torch.sum(preds == labels.data)\n",
" if phase == 'train':\n",
" scheduler.step()\n",
"\n",
" epoch_loss = running_loss / dataset_sizes[phase]\n",
" epoch_acc = running_corrects.double() / dataset_sizes[phase]\n",
"\n",
" print(f'{phase} Loss: {epoch_loss:.4f} Acc: {epoch_acc:.4f}')\n",
"\n",
" # deep copy the model\n",
" if phase == 'val' and epoch_acc > best_acc:\n",
" best_acc = epoch_acc\n",
" torch.save(model.state_dict(), best_model_params_path)\n",
"\n",
" print()\n",
"\n",
" time_elapsed = time.time() - since\n",
" print(f'Training complete in {time_elapsed // 60:.0f}m {time_elapsed % 60:.0f}s')\n",
" print(f'Best val Acc: {best_acc:4f}')\n",
"\n",
" # load best model weights\n",
" model.load_state_dict(torch.load(best_model_params_path))\n",
" return model"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6YCmfkSizhFg"
},
"source": [
"### Visualizing the model predictions\n",
"\n",
"Generic function to display predictions for a few images\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"id": "JtYakW-kzhFg"
},
"outputs": [],
"source": [
"def visualize_model(model, num_images=6):\n",
" was_training = model.training\n",
" model.eval()\n",
" images_so_far = 0\n",
" fig = plt.figure()\n",
"\n",
" with torch.no_grad():\n",
" for i, (inputs, labels) in enumerate(dataloaders['val']):\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
"\n",
" outputs = model(inputs)\n",
" _, preds = torch.max(outputs, 1)\n",
"\n",
" for j in range(inputs.size()[0]):\n",
" images_so_far += 1\n",
" ax = plt.subplot(num_images//2, 2, images_so_far)\n",
" ax.axis('off')\n",
" ax.set_title(f'predicted: {class_names[preds[j]]}')\n",
" imshow(inputs.cpu().data[j])\n",
"\n",
" if images_so_far == num_images:\n",
" model.train(mode=was_training)\n",
" return\n",
" model.train(mode=was_training)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "b9bKXGG7zhFh"
},
"source": [
"## Finetuning the ConvNet\n",
"\n",
"Load a pretrained model and reset final fully connected layer.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "QqkwG_MmzhFh",
"outputId": "8aac22c8-0010-4be5-96f8-cd81b72b7295"
},
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"Downloading: \"https://download.pytorch.org/models/resnet50-0676ba61.pth\" to /root/.cache/torch/hub/checkpoints/resnet50-0676ba61.pth\n",
"100%|██████████| 97.8M/97.8M [00:01<00:00, 74.3MB/s]\n"
]
}
],
"source": [
"model_ft = models.resnet50(weights='IMAGENET1K_V1')\n",
"num_ftrs = model_ft.fc.in_features\n",
"# Here the size of each output sample is set to 2.\n",
"# Alternatively, it can be generalized to ``nn.Linear(num_ftrs, len(class_names))``.\n",
"model_ft.fc = nn.Linear(num_ftrs, 2)\n",
"\n",
"model_ft = model_ft.to(device)\n",
"\n",
"criterion = nn.CrossEntropyLoss()\n",
"\n",
"# Observe that all parameters are being optimized\n",
"optimizer_ft = optim.SGD(model_ft.parameters(), lr=0.001, momentum=0.9)\n",
"\n",
"# Decay LR by a factor of 0.1 every 7 epochs\n",
"exp_lr_scheduler = lr_scheduler.StepLR(optimizer_ft, step_size=7, gamma=0.1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "IJBze7TnzhFh"
},
"source": [
"### Train and evaluate\n",
"\n",
"It should take around 15-25 min on CPU. On GPU though, it takes less than a\n",
"minute.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "ycl4sxdzzhFh",
"outputId": "67014d09-308e-4e7f-c876-a02c45b95fb8"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 0/9\n",
"----------\n",
"train Loss: 0.4856 Acc: 0.7541\n",
"val Loss: 0.2365 Acc: 0.9085\n",
"\n",
"Epoch 1/9\n",
"----------\n",
"train Loss: 0.4755 Acc: 0.8074\n",
"val Loss: 0.7719 Acc: 0.7778\n",
"\n",
"Epoch 2/9\n",
"----------\n",
"train Loss: 0.5914 Acc: 0.7746\n",
"val Loss: 0.1958 Acc: 0.9281\n",
"\n",
"Epoch 3/9\n",
"----------\n",
"train Loss: 0.4978 Acc: 0.7951\n",
"val Loss: 0.3072 Acc: 0.8824\n",
"\n",
"Epoch 4/9\n",
"----------\n",
"train Loss: 0.6369 Acc: 0.7623\n",
"val Loss: 0.4102 Acc: 0.8562\n",
"\n",
"Epoch 5/9\n",
"----------\n",
"train Loss: 0.4120 Acc: 0.8484\n",
"val Loss: 0.3070 Acc: 0.8758\n",
"\n",
"Epoch 6/9\n",
"----------\n",
"train Loss: 0.4084 Acc: 0.8279\n",
"val Loss: 0.3069 Acc: 0.8889\n",
"\n",
"Epoch 7/9\n",
"----------\n",
"train Loss: 0.3759 Acc: 0.8320\n",
"val Loss: 0.2802 Acc: 0.8889\n",
"\n",
"Epoch 8/9\n",
"----------\n",
"train Loss: 0.2476 Acc: 0.8975\n",
"val Loss: 0.2507 Acc: 0.8889\n",
"\n",
"Epoch 9/9\n",
"----------\n",
"train Loss: 0.2504 Acc: 0.9139\n",
"val Loss: 0.2757 Acc: 0.8824\n",
"\n",
"Training complete in 1m 10s\n",
"Best val Acc: 0.928105\n"
]
}
],
"source": [
"model_ft = train_model(model_ft, criterion, optimizer_ft, exp_lr_scheduler,\n",
" num_epochs=10)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 923
},
"id": "c80qeSpIzhFi",
"outputId": "1fb185f4-4f1e-43f3-fc25-dd0e54ff29bf"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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VNcmssZX6o1KBOImlD0i8Lp0RZI3jXF8hZf8v1I4cVAYnmo0EaQ1WuJuXHIhxUYGhHlhTsdBafdRkFSswwl2vJriHlCQgK+tJVmB0PKrmZY6g11NeIIV0p1ZWm1N9lZqSwoFJCoRyalx61f9KVtacqSSIqH5dICqOJ+tnXz90U9+ds1YPlF8NRjHnkdwh8WqwVCS+GlNHrqkI9oEkFlZirEXW5wDWVvd5SHLaubqzzvq1ldquf+QI29GvUK65ixVYK53KwcwBIaydE1Bra/kl5qCy86lH9dCZE+/5ew4kwcFZbmY6FetmoKjUGuDUHRZUBSTcd7LSQigQtctAOamkKjJObVhUKk4IJwEl5tBkOJAiABKDMdJNmjtM2oPXtfU1v+9DklpUqtPWN+pmH5LqPNxkkPVBthKQ9Yys+ogU1CgStQEjao52F8QUdwNUNQmqOE5tHR3IWQeqyijGkSUzH9R6JrpLGayV1cOy8+eq50Bx3KAeHCHra4r6E2qC5SxF6VSxcNYdwoFMCkBZpAQpdSWp3DWEtJWhYTl4DAfqTFQ+OfQBB6R+6NWh1LxOONfBgdSqxchhL3SFDFsdYR1fsofe19KY6hbm41VJJ1t11EoLxsw5KQZnPNXXFQfXOcp2F2opWGpRVPtdmEuPQwCov8NxHeBgsKyoefjBX81ra3I7/7169omKWghHqEXlSJSgrIDKNyaFmhsRUoo5VxLSOKuvciXICsGOD7oOOGekmUsB9+wOpI/BXVpTS+oD68wJtVo91YA8oIaHOVStYnV1/dpCdLL20KSpeBxyLkQrX1Uloaz7zTssUelUphB1718SoKoGTVRqkAMQWCEPceyK1orakKsf0pzuVrOwUgNzzlDzD5gP7mGvfWXFUUkjW6GxElQgLZ4UCCkrl4etrNRDgKpUhJz7wcS8b+7S9QODSkkf7rX7vjZxK35l5sCZ+8ix1tRT4rDWqo6h5gjUgHYTrHagirn1aec61PXdikobCDBOEcB8HARSiarz8q5owCMHlcaRRkEFlnoIhRPb1gqsdCS3nsV2PlVr4m2dZKseiKicesLUCKxmmeDQk7DYOmxSgWrueBVUDllRSakqtCLNPJwyP7ZSbRVhQVgnIWpC6wRYxfnqPtcOWHvw2nlKDoVRqjZ3mwhHqI2YM0L3vXAnW3sQYXDjICpHLdW9z+UyICpjZ2741Rp3PnHngJIViZ8vTn9JSConiw/I8oHetuKA65i5IOdQeMbOB1FUKsJYEHOvMbV4qIla9briB7IGTfWHA4+seV71upZYVmikcJbdgVSq/uq+VBLBzJ9oRfjdJdzkqb6qpaprNV+s1ZWopPMhlcihw+vXFhdisRJZ+SVtZa1VgsqpYFtPqtrCro6tnaV27tmo+lFRjlrvVtL2JQEqT8zHsSK60nmQBSiqG61VCFSq8cAiNBxMbVtzESoecPgh1teZ/y8r081WMbrKPTA/RlSkGhBm/noem8TMOYsb9wMJ5dSzdDKhdovUwomD+FmtBiXOmBAS5n6nCnjO7+Y8c9XlqwfO3MdktYv/uBCMPbCSxSFWJXGSWVbjVU1MJ6FqCVmpOeuiBrU5UDtLnSQ9DOsjwsCRX/Ewp6FWJweqquYQ9b+1xKrvTVoHmnn4ogqS1rP1AEwVWqoAr6wyFlxs7iB74MBys9QWnJuktbuCub/GVoLOVn6z+v1hDnhYygCYQ34jU8c2q+9qcNq5iVZxs0rk1JKHSr3NQVXCAUIOgDF3holDv1JNOgvoKjphjQOU0BVAdeVhN9apPSuZB5SP5qnf0Y4+9leFYmQNLqdDam30J9TfIa96JbLtIcjN/T5zqVDTg4q4SuFmaw0mVQWCq9ijrYK/rjnQ1JUEHBsxc1DV0Tc792Ex90e50+edh5orzblg9Z+pJe2cVd/50GpuhJ0bHgDCHAS9MaC1OJBqh+/diIOUn4ob1L9isVWgvAoyV1kYVoMwsooFOh53YLHeDdvvLjk/5zPJuhtU8iDdxQmaisJX43/YdyOqrAIsyDkxp4r7iYOHKAVKWqyySAVKuhidVNapN+kAXvtlqKyi2vaS9sClMbfq5hLVonAca+5grZ8sVCSnMkaqSVPfOhUwwKXX2HkwmzkQbSU16kljKsliq/udp8XU16v6YKtI+PyOKjeKc6I6oJoqP8xqoPwTILPgAsiHUnzuQjv6MI2Yj56TTHNnW2XbCTH3NcGcIXDgLqxkVa0O3EG1Lplfc+5LrSQWSrhUG8WcRwlZqzun3mp/p50D7A6WccADa0l1GEm187E+2tZ4d0Bw1qw56K6tpa9FGFyinKnwWCUhmsrwMIYKUDWxFGDkXGbX4kpIWTl7DYcSLbA4pypV8qEoZZXmIua/O1ehMA/qv3RAZWq/zZz+UDMNY7kjg6AS/hx+cFictQfUI2cPiWpbm/aOayJllTynNFYdSBuXRFfxOSoP+hy4h/mEnavmWg3XoaDDEqruweHENsMB3zOVU7TOabKWKsBbZ5rWD9k6cOkDd4OtslDriSTMYdAe3JOteKGpwVmhwlRSTlRBZFs4NWfMQR8wh9Ry9V/NAY+6HX3qS+UKl/VMP+QCsNIBZh5cr3nUgW7AzKVTlVZr3cnzUENFzuuMS0fYXdxfUsfyqpQb6YK281k550g1I5/32qnD6no115tPh3p2GBdcMhXKDnLBKsCZA6DUTklb5TVRAcFU5NllCRziPpUKdGNQAaACaR0BmIsnWfG+OhfKyjmgzKEMBXdN5iC/IwOEWv0ePbDuAqgkRriYXE2S56kw2gGgnvq2cnLWwJqn9Roxz9q8QwXBIdAASlROTTN3Gzg+VRkKUFmKZt6PivEyP7y+uqwAVyel1mSYg5+fZ5XYA4PDTQg5Dyu5B1mdWwHK5YkLl9Ok5Twvvk71PUjtPTBOrK0cnNWQOaErQMp5vM9aNZe4cxCZwxLQ9W0+cQ+UdyUFzUuDqNsqRdXKataISqXUXKnKSa+Jcj1Z5jO8GsDD/pMDGnwQ16tt/drPVDtAD5jOQYB3zr9wwd95CLKSXHbel9pTXcdfK44jxMHNHJxKHZDV1QOtPd9/MqfJVHlNLrepUn1lrSIPOFV9z+4nq05a5q6E2jqs58bcY25rsl8nJFgn8SsL05hKks75mawMgUrcHnE7euuvKm9YJ/JLUZnZgrm+EICec5rK0jFV2MAeUnkcklFVhoGtiLlLV7YHbu1KHapaVdbAwanUWntWl54/L0T9AN23h/meA05Fgg9Be36uhdrpKOrFFNVqH5f/VEus2hKswHZI/d0BqNoiPQQkOHC71L0yh46tz6sXPsw1Yj1jsX+SSoGt0gTvElM/ekk1jxfUUglnaVW6yL2vJMCfkFa1c3hukmNdvtCfCKHIuWPTVikszrKUTtojKmtgDs5qoOuYmKxUnbhjUOsFFXXXDyDt1IU4FMERcxXFPCZZpfNWS8usrR2O1a3qqgMVuEzFr2oJU2enzn+w6kstJA9W5hx4yy2HVKappkytC6sBmAfJxMEkdq6So5dQdbsLfqrKUplzg3pGiAMpQfWijudUX9QgqE+WuODzgQ/JzlN552EW6QJ6smKx7uPaGD+Qfq5r9YMAK13CG+pQPA4H9LoPtfNx/hV3atl6/aA89Jq5e4ADjmVMRdblAXmeH1+rKSq+KQ79WK0KD8f2BMaYyt0imOda2Xk3OeQQrKbmweSoorLVsXNxdqTtLoRpDo3+oVY/THFwT9ThDbgzAn9wrQO5LaqAsZBVloOwB+nBHASnBVShCzmfxfOMiLp/Bqy07o+DYPKchdXOxLlUqO+hOr0Og9QcRgvne6rvoQKOqHmVriRWTdjn16vhz6HeizsAdedDFxhtMXW6sHCS8cDdIKjJnahGpdYQHOiE+bHiLgAK7sbCB+E8v7IiuPVD4hCADhOT2mNd/38gyA6RYsE826Ba78mBz8hJlMPOPFP5jmTNNw4/HFlH7wW6Ug6mSnIz4oC/mJps15MBEPYguHzHYsz6Pox1Esk6c9+RdOHUsTlQW4dvUYgqZDMPbHPncVbOJf3BeFUgsvUw1YNbA6rWnQf3XacU1b9rawPkpeBSQNoD64qKCxiqWVWbSLW3yPmGDjzS9WBUgBRU4R0zJ+hWOIen4051gPaQpKmXxRsOvMzVbwGHxWMFDuO4WIXeeeS+4k+2yqeqAShqtWUPqbF5VoCduxRsdc8OAYI6qF7fd70QVgon6A4bCHPpZQ73XPwJySUOJJE9kDr2EKDuUBYHGtXdY/WdPHzMEbWjDygjsdI4P1N1V5JqAYBQB27iaqjk3MlXC/8aXILapzX3KIu5n9sdWYn92m+jra1TsXHr4Co1xYF6qCVizbgsAoOZm/D1b0skxpr5ws25LWoV1gik8ChNQegFFNaijaYOF1jtYBH4ARZFmWvn4yoNvudRlhZVebzzrEQpF37Rhwg2OHA6PnUohacG/WEU1gHx+ZjXGaX1ONeulQMuVfvxpDzIjj+qdvSgkswj/QhJI26xtLBCL4p4+uKLZHlxoLIMCCGxFdmsk/TvSIqThwfDvXZZEO5cYQ3ztGVR5XUbqLMnRbWi5YBT1XPazAfdedMFynoIIfAIHCG2KRiDsRJrqiIgVlEkAmE8pKeQXohnLKVJ3UMSHtLXGG2JwhZSeEz1FCM1nvSQ0sf3JXlWEMcxnizQWpOk6YFamndV3EHS4eD7AxXnDBZj6nx610yt+uaG0gE9F7WRAvPY7FG2IweVCgR1HrWUkv/HN/wV3vWO92Cne/zYhz7IxRu3Xfyuzu+pilM4XLhMSVO5DKSz/V22gbJYJVDVogQpLOsryzx4zwPsjnZ48rmnKMrSzcs6zlWrqENEW1ZcWFgF1hCpEI8AbQ1eGWMxCBtSFgarfYQy2FIyG6e0+hJPxPgETGczgjhA4jEbFSjfR3oaIRTKFxiTIaxEeQqJQkqJkh5SeYCg2egwm87o9ruUpaHY2UGXReXfg8MGi/iy517p34pbGnQVPD9EIagyPqhDTjWHO5B6QsCfsqvI/9ft6CVV4M35oRSCzVtP0w0g7p7jwj33cW1nG0QdVAVhBGW1srYOfkqhDoViLEK5oPHyQp/XveJ1XLv5AqUp+Zv/z+9nZXmVnZ3L/PJv/Gs+98zTWCPoNRqcP3YPg3HBi9cvYq12nbMuR1spSbvVotVq0m/00IWgzD2yScn+aEIYRhhfEKsSKWGcjxlONRmSRr+LtZrAU8RBg1azSZ7sEYcB0pcUZUnge8SxZH8wpdXuMxsXGGtQXkAQBGRZDtYilUApQbfbZzQcOmljq4o2c2Z1oMjmrc54BHdvVhzyY1Wq0XDgPqgAJJFV6EdWUlWg7gKtPvIr+oFL/pcGBIprN67z4lOf5pHX/h8sLa/gxworLKY0iCpSL+ehCscLDBYhKw+6MigpWOn1+Vvf/rd55P7XcvnKHzHLUk6sbZBmQxb6x/nWv/R/cmvzn3F9Z4d3vPEd3LvYZC9fRH/id7l66wpWCHqtDosLfc6dPkW/1ST0FYOdGc8/e50iV6TTAltIjCfp9xcZT8b4no+yAXIxYpaMaQYdtMwRaNpRCyl9mo02ge/hBwF5nuN5oIREyZI8sxS5U1vdVgeLwffBGIOnFHEUorXGaINSEs/zKMoSo6uJUHFKBNh6DV9lRbh8MYW1Zi61pJAoKRFCYdEoKfE9RfVtVeNKoKSk1AZxF0TV0Usqv/IKWYESglQUDPMZO1c+jx+ERK2IvMhd4YtDjkBd+3BMHYqpzG3hpMurH3klr3zoayiSTXwz5dypC2idETc2MGXJUn+V9YUlxrOcE/0+uzu3Gc8yHuifZjaasHJshdc8+kpOnzxDvxkw3L3M7evPc+n2Nvu7Q9IyYDYryEuNl5c0W13GozHtdptSW+Jmk9lsRln5qOK4yXSW0G77RGEEAjyl0EqBtWQZNJvuGlJ4WBRFrkFYPM8nKxP8IKDd6fHcsy/g+T6Br5hOZxitkVIe8KeapCsHDd/zkQJ8JWlGoTtOgicVFkMoodSCTGun8qUg9H1yXeJJgdaG0PcQUh6snj7CdhfUX2XDWae/S6n5zKVnEEGHY2ce5qHd63zx2U/hpp5AaBf/krrK/wGc4K6S6oTAV4JHLrwCQcp0/xqt5gKeahBGS1gDk9ke//UPf58nL13HU5Lf/+THGBaSfneF8XCbV77mEd70NW9mfbGNZ1NsscusfB5R7jLcHVBmBbNZwnCqMYDvlwz29ilLzWyWzgm9tpAkBWWRIj1XV2E4TvA8ged5zJKMsiiYzqb4fuBK9liDLl0JojzP8H2FFCFCKJYWVhkOhoRBCMIynU4RQtBsxmDc9ZV0/DQIPPIso9CG0PcRwqKkwiDwfR9PSsazCbk2eMr5ygpbIJUCDUlpKEo9txKlzMBa3IKIo21HT9R9VTm5XYcNli8+/xmeuPIlvvGt/xevevhtPH3tMQqdIarEMqEdZ5cGpPTw/AZS+hidY3SKEoY4jBDC0l44ji41k/0Rk1nO9eubvHDtGp999gpW+oyShC/evMXpjfPcd+8rWFqIee2jb6IVaUxyGVFskuhbNL0pstwHErSBLNeU2pIXJXlRYtmm1YgZT0YYKwjCkFJrJpMhSnkI7R5KXoxpNhpIKSlNSZ5n5HlOI7LkeQECyqLEC3y0sfhIdFnSaXWYTsdonbO02GOwt8vG2jJ5OmM4mmKsJvQ8At8nLXIKnSN9SehLPOWkt+8HWCAvS8ZTZ0VqYymtQTlLB2sspbHosqxASCWhDNpUsdMjbneh6Jmae3vr/moBuky5svUir3rLd9LtL7O/f9uRVStQ0kMJhSdbnFx6iHPHH6XX6pNmM7b3b3B7cJnt0YyilASNdQabN/n1X/t/89DrvpFmuMZrH32Ue868gc8+80dcvPIku4MbHFs7yf1n7+PCvedpRQKht9D5lHx2BZPcIJ/dxhQ5EsgKOy8Apo2hKA2IjKLQyIqbZGlOURRoowmCGKyhLEqsAD3WtFst8jwnTVPSNCPPCqRwD08pBYUhDLzKgJHkaUG71wYpGOxt02q1KPKULE1QUrtFrJ4i0zlGWHxPYZAYI0hLjTWGYjqpLGNJ6IVk2mLIkUYifYk2pnLNSPzAQwqBNgatDVJKhJDzXUmPsh19lkLlA6m9vcbWDkzJNNljub/CPcfu44npLvcdO4UnBMdWjnPP8jmuXc85e+x1HFs7QdyIscaQ5hnTZIIVBVdfvMJkusOVpx5n5+Yuy6tnaPstVteOs76+weljZxhM9tkebFOk2/TCHGlG+HjoYhNZXEUnL1IkM559Zp9hEmCJKMqMwpTOKhICY7Wb9WVJnRJjbYoQEqkMeTZBKcdNlCfJyhTnaRUUeUlZaoyxSCnRpiLLviFLBZ6KyXPLQr9PWZaMR2OWlpax2mCloRV08IOIyXhMWWryzBCEkkBJ4maAkIowCNkfpmit3O/nBbPJCK1z4ih0GRtCoq1BCA8pccYAbj/DKGqQ5zkg0KX5sx7nX6jdhaJnolrnj7NQqrTgdqPJG8/djyz3uXDqlUQi5dve/l7KdEAhBL32CivxlDhYo9lqEMYRSgjatFgoe2gMRbnGCxcfp+AiDzz8SprNFtloAtYgpaXX69JsNllfWuba5c9jhh/H9DMKDSJ/kTJ9Foox5WzIdJrz/EXYmxpKDUJ6SGFRnnK1MCt+54p4SIoyr7zhZaXaPbTWeJ6L8xVFganUp6nUijGOT5kqiu4pyWwmaDZiJrMZ+8M94jhibzDGU5ZWu02n3QbpcerMGQY7u4xHIxqhJfAFi/2QztISsR+xsz8jS0u2bm8ymUpMrtCFxFMhrYZPq7vA9s4u0/GE0uj5YpGiKCgKt1Gkc90cNQLuSuyvjnO52BbGJc59w2vfyZsfeiOeTblv/TT3ry/SaS8yk4bICjylaLU8yKtqLJ57mAKQnkAZl3fuxTGdjVPcuHaR0XCIV1iKfMIs30VYi1JdZknBeLBHceMxlvpTrOpAcRmyLcp0jClKYt9iTc5oatElmNItNVdSIWSJUECdAWCdeiwKx1ukkqBLJ4m0QSmPotCOv+gSKQSlLqlLd9duAKUEUimKUjMbDvE8HyE9iiQjtyWT6Ta7WwP8MOLmNcN0OsFqzWI7YKkrWT65yrE1hSXnZL+gUC1u9Be5eWtCp1EynoTMche/DMOAM2dOcfvWJuPxCIQgyzKUUgRBQDKbYShdRuoRt7sQplHzgLCo6ip4KqTdWEAXAhF49KIucdjE2hLPbyIQKBmg8wIlRLXi+MChJ5WLHs6yDCksvic5tn4Ma0u2t2/Sa1q0Stm+8RSt/hmM3ODpJ77Aup9hywnCBmBnoAtMWWCKkii0NAJoBJahkujCYqktpANzHmsw1qJLDZ4DvFIKXZYICbqAIKhzmhyX1FX26x2lhBAYbdBl6R66H2IFpElBqQ1GQxA2MBZ2dgYUeYZSksBT+Ao6TcHpYwGtuCQODUsLK6igw6MXjlHaJnujhMcff4Knn73Fjc0Ze9s30VowTUu0rvsDvu85H5iUKCXw5EvAT6VUtQoGFywOwhb3rL6Chuhh0hQRapQnmY5GeP0GNh/jNxax2sOaNl47cvEoeyjiXq00KHSBkB7Ly6uEcY90vMtk+1lmqxJPpgy2b7K5b2m0Ddu3NynlmIdGQ0wXPC+YrwP0PVjqSvpdy+bYEHgSaS15oR25NZVDw+K4VtWMtq4Sn3HVfevlXM6vJEAq8iKvJpQL/CqpqnCIrDzbAmNKQj/GC3yKQuOVOUVRUuQZRpeEgU8chRijCZXh5MkFji2WREFJuyHox4pGFBO0FtHJJtYUBM2U/uvvpdXvsvN7T7N5dQdj3Z4DQsj58lGda5RSLsivQQUvBaJe53cA7XiFV5/5Oh498ygb3iXyzeew5ZACn+k4x+xfxG8q/LBPNk2JmqtErQipDmb+PA9ISKT0UZ5HvLBI2FhiNrzGyrHj3Lr6AvneJmLhJLuDhOee/2Nmk12GoxHPPPUsvUYTpUqUDFCUxF5Bp6U4tqbYGxsmiWA8M0jtnoIDhFPJypNkaQ5CuV0frMXk5VySSikJAt/52pTE99tgDUmSg6cO8p8sCKEQQqC1Rgi32XaWZkhp8RQEnsTzG3ie7/KpTEmoSkbDGattRTKZ0FQp+2kD8BHFAKkseVpU6whn3Hfcx37DK/jN//QYt28NyZMcVSU4ygrsWrgoBUJQTPKjhsDdSX0xGKTwuGf5IV5/7mtZXW+gZmPSbIg1kul4l0K3yb17yCcpBRmBt0Kj3cH3/UNxLIADNWic651Ca5TK8LwGCZIiG3Jps0QlQ6J4lRee/wJiNmY5KNjbs+xtGXptDX4TaUsklk6jpBXCcs9nZ1Tie5AWAs/3kcKj1e4xnU5JkilgCUIPKRSNKCDLUkqt0bokDkNWFltobVyoJQxIpim9VoNC11tUCNIsx/MUoefhRxHGlgRS4jV8lLRkeUFZuIC074EUJdITxI0Wk2zGNDNkZYjwWkShRxxIAj/C6BJPavIsIxltoYXknuUl/q9vex0f/cQlHv/CZbKsoCi0C8ZTp/64iXtn1fajaUdv/VUuBN8POdY/TbPfoEh9ZuOYztoik51NuusPYkQLPQKpfFQjJPLb+J7n8qvqa4mDTFCLpShKfD/k4sWL7A8ep+VJpB/S33iUh1Yf4Q//8FPsXnqOzc1tRDGkDC3tWzO21wOavkKxTxBLJsMSKyzHlhWXbmR04oBWqMhLRaAikiRnd3ebIs/whCX2FCaboeIYayTNRsR9F86zt7NDp+HxyCvu5ekvPM321hDfAyUNympEFOEpyNOUhW7MdJYSBpKiTBCUtNsNpLDkpUELg1QKP3DTstVq4UcBuijBFoStFusnT7DQ82kHEmVydJpQFkOKbIovFcv9Nnszw/5kF53NOH8STNrnhctDhoOZi8fWRtQ8XfDo210pJeSrkNX+Wc6cug9PekxvTRC+c7YR9clmAxq9JQhdVlPYCIn80AWWq/wfJQ4kVM1FMCW//V9+i9/57f+MlB5vffObOHP6Pm7eeorxZMpoPOTJJx4jy1KELWkKwfYAbm1rlntgS0MYezQ6HpNhji4N/bbkuStl5Z9SlHlOmiYYq1loRrzxoQe4MRgz2dlic5aSmII4Duk0A0Z7Hls39/hvV36fE6uKE+sNxokhbEdkhUFjSQuLUJ7zEYUR08RZkJ4yDMoxoWfBapqeItOChbiD9BTD6QiTe0iliH3LUidAj/YYjibIhqHVbkMYosIuYXMRIX2mpUCWU0Y7hptbM25vjRmPC4SniFshOtfYslpAemixxFG3IwdVq7nKsd453nDv2zm2vE6xm6I8D+F3GexuEjXalDOL1oa403KhCy9AetKxSg117rWogqra5GTZlCQd8uk//CTTScL62iqnTtxL5LfYTPa4ce0aL15+lslsUpn2gpulIvQlL1zRHF8UNI4JCuMRxYZ0pgiUpR1bem24vifQ2pLmKZ4HcdBgZXGZB9/4ds5qwX/8tf+bZunSX8b7Q/74k58lJqMfCrptxekTPRrdLldvJRhtyAvItGCSuuQ8A4Ta0Gh4eEphdYHvKfKiZLA/xKaG0JM0IhA2YZhr0KnLlpKWxz61x/WW5sL5Ppw5RtlcxSs82p6H0Tl5kjJLCtLMgIFZAtt7Em08B9xIUqrccaq0QGd1OtBLIKD8La/7HtZa6/SWe5hEY2aGVr+FarZJM0s6vomVLXzroQJ/vkDCWFvV3ZTVThF1nmKO9HMafsCCbvCut7yCj3zCoFUMVpFlEyaTTSbTXTypUF6AxKITF9Pbmwku73g8c8XSaVk8L0EFliCSyMTN1vFUMJholJB0GhHKU5TaMpiM+c3f+k3wIkoliBsN0llCKXwGaUbhKTIBuyPJlc/v0+0WGKOx1hIEIQZJ1O5QpClCKLRJAUlZaoq8JMs0QeDRaTUZT1JmheHpi/tI61wXvXZEIxY0VUE70sQRPP/iHl98fAcRRIRhCyVylhcj+t2QVi8iM5bdsWVvN0MXhix1Hn4BlMZSlrlLlfGrckrln/U0/2LtyEF1z+opfD8kDD30RJCVhnqxpB+0EWKd9uJxClNicTxC1HnZUh5YKVWVFlOkTHdu01ldJ262WF5p04h9tkYJX/rS54g8zWiyTZFPCcKAjY01tra2yLUmR5EPAyyGLzyfs9aTxFFJLC0GRVIqbu5JLm05j3qgFFYolOczy1KUgs3tbZTy8H1Jr9tmWpa0owaD/X2mRU7pNdAzjcUwSHIwBb6UhEFVi3N7hu+7rM+kKNClpjAWozXCWtrN2PnOrMEaDRh8JfGMRVqfMs8oPUOpDCLy6USaxaYFkbI/TthPBPvDhF4npjADpqVglFqmqWFWCJK8csxIgScFpkp3MUZT2NJpiCNuRw6qpmhSiByTFxSZBSvJxgnFeELYAQIfrCQIQhdoFfKg6rCwbmGoBKxluHuRNJ0w2B1w7cZNnnz6CT7xsU9yfWsf34+5cuVZlvotNJKsFPSXFrl98ybT2cz5iIQmDC2l0Uwzya0dwcaKQPmGUsbcup3xzKUSa32ajYDSegynBXmSkRcWrJvVxlg8JclmCQhJmg1Js5yyzEnTjKrzJKKu9SBQvocuXVKdpyStZrOKJzq1I5XCSskoKTDaBYhNlZYSKE079ui2YK1RMB2XbG3DQkPRjEFZSVpY2nHB8kLIrIBUF4ReSNv3acwKNvc0s6SgyHLK0qARlBYKq/GlxGJQnsKYo3epHzmogobElB5FWVBKQ9gMSKcZxpTYlofyFEJJlO9htcULVFV2x50vqphbUY5JRs+TlQmT0vDk4xd56snn+D/+2jfziY9/kkuXrlPaklxbdof7ZJlmMBwznbhArJuNzqvtScvmCF68bTm+DngSIwq2dkuS1CMrBUmSk5Y5s7SsQjHe3JejhFs8MctLrNFo49Jk6vx3URV41bZaUArkZUqd8psLQVG6hRZ1+R9ZZd7Vq1mkEISBjxQ+ZakZzixPXUu5GXksRc6N8uIOPNIEawuUCilKRbsb0VEeSaGYzDT7M1OtetAEPrREQJG5YLmVMM18SmPJyhyLc84edTv6omclGFs4K7AdQmCQmSD0Y6RXuLxo5c1vRiqFKbRLEbFyzknyfMTCsQfZ2buB2PsCSoz4P9/3Hh589DXc/+AD/Mtf+HmefuYS2zsDbtzecqkrCDxPYiwEfoQ1BWlRcis3NHyPa7twc9/SXvTcYoPSIwiU24vGSIqsdItArfO8a10tAUO48IYxSKkIwgbJbIa2uortVQ5fIV3NU2Pg0DYMSilEDZ4qg8Nol/aq3Y8gJJS6QEmXDtyNQ0JPkuUlV5PQBbBTwfbIsNQE388pheDacMb6AlhRZXIaxfag5Oa2xuJhpUALgfQkttQEnkBqifIaaGMpipeA83O2t0e86m7SUx1ylSBXLbLUZGZGKBdAQ1lql/gvLNboeU0qYyylzTA2xYiQZDpgefUEx+95Hb3+cTxpafoTzp1Z5wtfeJrBcEqRFwRxk1azQZZneAbiVovxcMhkkqGkWyBwY1/xuecUQQRxqMitU0G9FpRjiSclOXLu0TfG5Y0rJeehFrekzMw9/QKqrTsAqzFCOgAZM3eFyGp3CZciXK3nwwHStTr9xGXDhsrSjwrW25p+S9CIJJNCsD/zGI99ttMWs+0xqTac7FkePQntBZ80V+xMJbMMcq3Ym8BkpjFCoIygKJ17XxuD9D2EuqPy25G1o3cp9HLavS7j/RvEzS6eyvA6lmy2jywEvgwwpaawmka74fxDpXYVeqVF65LBzcfoLsUMJxbMlM7iORqdDShnbF/+I7702cf4+CefIC9KpJD4YUQQBMSNBsrz6S+vceLUeT77qY8ynoxAKDwvBCG5tpkRP2M4tRGzn/h0eordWeZUrq5DQ9Xg+BIpFcqRPPLcmUpaG6zV1Pu7SCxCSaw+bKa7FUNSyUpyMQfRQeHXejFnFTiXAt+TdBuKVmiIQkErFvTaho3IEoeaLDfkpSYzAZnxSTLJlaFG7xaUtqQoDElqKZMSkwpM4fL8y3odANatV5S1y+YlsJomCizSzJBlQhD5ZPtblIEhbveIRUQ6dk5IK1z032iLKQzCKqw05OWMqNfHiGGV6GdJkgRrbjHdv85jn3+RX/+Pn2c4zfF8H3LD8tIKUkisKVlcXuHBV7+B6WiI1kW1aMBlQY5SwziTzC5Dho8XN5glCUlmGE1KSu2WR2ENyvMrCVOv6JUopTDVipa66opbwCnxlEL6vsu3EpVUsBWPMoYgCLDGkBcFUqoq50rgeQqtNb7vEwQ+7TigHWjiRoHnC0pcQQ6ndiULCz5+4LhpEHh4fkBmfYYzw/ZIcP1mwe3rY26OEjDOSBFIitJQWkvUiCmKHJsn+L7/0sj8lJ7ASkWyv0lzOSXdv0zY6xJ2T5BOx1jdBGkJoxBJRYIFYHKsLTB6ACJFBQssLq5i925z++Ylfue3/ivGCC5dvMpwklcra91fs9VhMtpHlzmz2ZRnn/gCmzcuk6WJ43BSuuVTVYLaOA/ZnLbYu75H4AumCaSFG3whHM8Twq3s0catui7r1BZwGwZVsTO3Abmz7jq9Lvt7A1rNgFtbA0qEU+3Wkud5FQYUeJ5PWeYYaynKAoElCNqsrKyx2I3ohjki3yP0ZnQaJc0GxKFAqADrhcgoIggDpPIorFNxaQ5Jprk1mDHJNFpBjsSLA6SUeNqgbL0A3k0O/IAky44aAkcPqlIXiEwT+AJMQVnMCGwbnc0os9RV0DfmoPgGBmNzgjgljCXF9oh0uInWXaaFxFcNms1FvvTkRdaXG7zywgJ/8JmEPC/IsgxjNbduXEdKS7PRYDYZMtjZoSydxRnFIYvNNkUlfZRyy7Cu3BwgrEV6krywKOmjdVltqyzmuUdlWSKlVxF46SQRB0VchRAuYiAVnheAEKS5W1BqTI6ugGiMwfM8rLFkRYHRpkqDMWANs+kUqSSn73sQVewhJhK/HCC9KV4oaDYVYSMiajcJGk2sF1HYkDQvmVKwn87YHSekuWBvXJKXAqEk2lrKsphLViXB8xV+4PPo61/PjctXjxoCdwFUJJTjlLjTJ88y8jQnKnKy4TYZTfymh05LlJQujzrP8P0x7V6XPB2hszFKWsajGdnus7QaLaCBp3zaseTYagdhLjGdjF3ar4Usm7llTVhGoyFaG5deAix3ezz40KNYk/LJP/4CWpdIJZklOUGgCIUiDAKMSZHSd9kGxsxz1UWVt+J5ar6cyaURe1graLVbhFHIeDTh1q1bKCGchKoKOHjSAdPaqr6WsSgpMUIcpCoXOUWZc/vGZTZXFzh334OYKCRMLhFqTRBajFL4UYO43aXZP4ZBkNuQZJRw8/oWL17K2NnNGOwXlKVzVxhtUdL9b3GGhqsRJ5EInvrcZw8ZC0fXjh5UZshkMMPoBoIp1nsFZb5DXg4o9BDl+yAkpjwGvocu9gkjTTq5xf6tG8ymGaqzyv6tJ9l98ZMYDc1jr2R9qUE7TIkaHmdP9tjaHVFqt1JlXjrMOjBI4Sokx1FAEPpcvnGTbqdBHDdIZgm6LJFSkeUFoNzSceGS8IQQbunT3HHmKrrY0mKM42i+76GUR6fXw2jDeDzBUz55kbq03TSnKBxpt4c21cmywpF4ZVFe4JZ6VQWxlFLkec6ty88gmXLs2EnKQuCpgEJYFloBXuQhvcBlooqQwThjMrUoP6LXX2A02yffSVF+hO8pyqIkz3O3/E26Yv+lrrfxlei8qCTv0bYjB9XNpz9BngVs34aVdc3y6VeDWmIyfYZmL6bbX2K8d5F8VKK8M5RFjs1uUxaa8eYedJa48fTneOGz/w3JjPG0ZKFscHJhhhQpQsGDj5zjC8/cZpZUfh2lKLUmy/MqAG1cwX4hGI5nLIQ9ktS5CJqtmNFoTFktUCiEJgh9QLrlWNY6Tz8uhVhU5FwpSZ6bqk6updEImE5mgCSK2xR5gi41Vhq3kXdZWYBVRRpXRcZUwXJXTlIqSVkUTiIaQ2kUkyTl9vWr2MkmvbZHZyWg0ZZY30cEDXJC0AItJTJosLO/w8WLO6SZpigNQRS7jNWiQEhBWbpsVt932Z/O+KgKn0gIgqNPfjnywM9kRzDdHRPLnGx2A7wCI0FFXVpLZ7BmSuh5ROUW17/0G+zvXaEo25S2QXzqAtPBRfYvfgShxxSlK0ty84UnCOyUbj8m7nRZ3VhjebFFuxG7ZdxlQZHnzkrE4nkV0MqSIi+ZTsesHztBFMVOlfmO/9S7n0shiMLISTwJxpR3+KoAsJYw8J3lh2AyzbAowrhBWebkeTavJyUqS1FKhe8HdyxhR7gibgKBKUt0WbjYp3DVbwbjlP1xyuZgRpLmjGY5w8RD+BFe2KDVXcRvLqGCNnGjy/kHHmR57RizTDCZFqRpRpKmpHlOXmjqMpVaG0qtsQbK0rh6CupQv46wHbmkWrr/G0h2r1OOBI3+cQLPRzMhigM3M5PbRL2TiOYqndEWSfI8WfAgnh9j8h10vs947LzVveVFChmwezMhiAqWT97HrLDsD3Z5x1sfZXO75GN/8Mfk9coW4zIN3EM0lNoQhz7ZbMRn/vBjVAWmMNr5w5Ty5rtXGa3nLgPlOW9/vfuDI9NOLbbabbIsR6mATrdXASqlKIr57+Z54biZNdiKkMtqv1prLb7noZRyAWRrKz+Y83jlpWU4cYsjPJWBgtU1xbiICFWf2G84K29XU+ChTYHw21gRY3RC4PvMkpTA99ndG7jSAhLKzE02jCCMgkP+sZdAmMb6PounH6LYb9JeaNNYDlzVk3RCMb2KTQfI3jkEPnF3A2k0qtGFfEDk+4RxC0/GtCJN4Hn4fkTzgTcw2nuKZAaXL13hsSeu8oPv/1beunyMnd1dvvD4CzRbTZIkJS90RYAVvu/qDKSpsxaFkERRRLPZRJdDAj8gy3M8z8ctoXLSRVbblShVUtfeNNZQlCV5WRBHTTZOnmUyHpFMUreyxh3lAGqqpDCn+aqFpzgQG+0qyUiJtuW8UJmoqrMYC0VpGU4y0C5j4UvP7vHoQz3ijmLr0g5B0EITMZ3MyHSMtjFBFKO8kGQ4QpclWZY5A6GKf/q+7wrvCtePOIqwgPdS4FTd3grFNMVlcRTYMiWIJElWko/3kMqnSPYBhQ16hH6LMt0jDBtgDWHcJNURMjcsN5cgbhCvnKZUBfv7u5S6wfmz51g9di9hpLj/7CLPPHuNoqpXkOXO5A/9gLTI6XbbxKFPmZfsT8bOjWFNtf4ux1pNkiQ0mzFxFCKEIEtTkLICmMAD8ryg0IZm3KK/uMrC4jJlnrKXp3NJZIytNvxWeL5PMksBXMke7HyNoJKueJunLZEvyYxzkirBfC1hWVZ+p92UVr/BY8/cYnvisbi8wHCwT2ZCwsDHC3KyZEwympBlKVleMB5P5has1gbfd49ZG0ug1LwGw92qpX4XivNrilJTiBKtIdm/gfD2SaY79HtnEVaT7jyPiTZQ8RI63cdXEoGkzKc02h3OXjiBKgxGelzfukmQ/AFJrokafY5tHOfk6Q16S6dJZlOef/4GWZkjpUer0cSULi4nlcIzioXFBab7Q2Zyxkq8TJJkzJIEIQTtVpPJdEZRFFgbYYwhCEOU59J4jTYY42pHWQO+53P+wgPc/8gruHb1JoPBjntwZUGn3WI0nlaWnFc5O50fylQ1Q4WgUnkaTwiaApqRZFgIpoXFlzhXQ1VhJtcWnZRcvjrh/H1NXnzhJlt7U1aWVxkNBwwGCbu7I5rtBtpqZsmUUpc0Gg3SNJ1LZ1sZB57n6ikURY7nx/NVPkfd7kLJawtaUZqSpExZ7PTBayL9VYJGhE0nJF4bvC4m3SXwFV7Qg6JA+DFq4SQnHxTkswWee/z3CCMfP8rBj+ksnWB1bZ127JEOrqGDRYLOOrP0IgudkCxJ8ZTAU75bROA32L296QqS+R5ZVmKM85E14ojQc5kHk+mUoixot5q0Wy2MLue5RkZL8nyKEZKV/hIPvOo1JNMpk9EuWZYyq3K3prPE3T9VQQ58jKyyAKrdHIR0HvYyzxF5Qdc3PNgXbOeGK+OQZrvDMM1cBoWwKLd3KpNJwaVLAzaOrbO9NWZnkDEZTul227SaMTtbe8ySnDR1qjxNUjdB/KDy4Mv5yuQoityS/IrrqZdC0TMBUAYEUjh3gYqRMiAUY8rpVbzuA4jCp8wn+KJAWeuW+UoJ1uB5TRrNGKOh0+uwsHqB0miIe7TiJibZQiSCdC/hscsJz71wkaWFDmfPbLC7O2Y6SfGDgDCO2Fhb4vSJDT7/2S+SFimh3yAKPHb3RxS6QHkRy0uLVQyyKkhrLe2WC0x7QpIVBdNZQqB84laTyWCfF595ip29LdJZ4hyaVcjG8yS+71EUJc1mzGg0RUjpMi6NRRsLxpKVmhIYK49riWUhsix4OdpmNDHYyMcISRDFFBayZEY2zdi5vQNSEgSa0XDKcDghDEJXxkiXzGZO6gohXRaFMCjhoTyPwA9QUuAHHmEQOJUs57Wcj7TdhW1EXLkbzwsI4hBrc+KGJNu9SaHalIWinG5T5iPy8UVm21egdZLWyn0EgYdKtwibC4x2n+H0fa+gu3Yf02TC3q3nSXYu0emewG/3+f2P/wd+95NPEYSW7/5//Q3uve8hHv/CZ/ijT36GnZ0ZJ4+v88ZHFrnn/lexEBr+6HOPMy0MjSAA22J/NGGx3yYIIyQwHI5QwoUx+v0eCOU2j6lSV1rNmEYj5onPf5r94ZDBYA9dFgShj5KKKIxcFqjRNOIGa+urTKYvUmgzL95W7RToUk88RW7huR1DIMD3DHE5RliJLnP8ICaZjuivrNPttBjs7ZHMMsJAUWJotWJ290YkaUqSZM6nqjyXOlSWKM/DU7LiXT5RFNJoRFTxMZTiUNbq0ba7ACqF1gXSE/iBQgU+Vs+geRYhIoa3nmDvyhcoDIx3LnHp0jUaiwPe9LZVPCKsMoSt47S6a4hgmaRIGe3dRJc+SxuvclH1qMXI9mh0evyVd7+ehx95kGZzkTe9+R088MCDfPYPP8GJtqDVhahZ8PV/7d3EbZ8vfelZSiOIAw8v8Il9RTIZ0qoi94YSgWFhYZHZdEYzjtjfH1HmBSIqiKOIMssY7u9hdEkUBXieh+/5hFWcUGtLXuY888yzbjiMIYgCQJCmupLILm8sqxYk5EKikExLUBIMJV6RUljLpLjBsY11FpaXGY9HzuuvDWUxo92IuLm1Q1mWBH5AqbUzEjw751Au+yFACUkYhvi+71wqxhA3BLPZ9MghcBeIukAhXbA2sOgyofADtPTJ96+Q3fg8othlb3OPz3xhh0RHvOcvfwPS84l7xzDljMn4GiLqo4WgmO3S7K1i86tMX/wj/LXz3Np8jlvPPkav2eDkiXsIgg7TwUWUEvT7K7zxjV9Dd2EZoSzpbBsVSR59/ZsZ7NxiOJhwfGmJWzsJeVZwq5CoQLC42GUyneIrV8i12W6STieEgUen4XHq+BqPPvwAv/nvfwMpJM1mkyjyabU6lHlBqxFRasNwlKF8qoxKOS/VU/unirIg8H1KrSmFK/pmJC4fC7cwAeG2OMHCdDrj5s1brK0uI6VHpnOyWUmzGTCczIhDj3GpXbUZ6aG1wavSdjxPEUYhcSNGSa8KaBuiOMRaidYFL4kkPZCowEP5IJRB25Ci8CizEbPpFL+7wdqJh+msDxmap7jvNX+Jwe2reLOSdr+DVAJdzDBoStPEGMHVL/0WyeZT6NzDGyh2rt9iqRlx7qFztChIh9dJxwOkGOLHA/xwEW1KGo1FwsYCSbpPb2WNc/fex96tqyz3Yx44kfPCVspYB7S6babTGUJ5CAFplnHr2g0Wl3p0u20Wo4J7TwSEdp9uy6csA7rtFqUxKCVo9Tr4niKYzBBySplrlO9jSlfAoywNvqeIGhHDYYknRJUoV220LUAqDwkozwW40zzHGosCZrOE6c4OYeDTbnWZGBhPU4qsZDRJ8D0fIV0YKAicY9X3PeI4pNlsEkcxQiq0KYmjmCzPMNrgBz6tVuvIEXAXJJUrDRg0JYgSoSRFlpAlGdr6+I0FehsP0Bcx3TNvYbj1HJuj2yyeezNFkeHh6rBnk22me88zvP0EerZFmY/YHRh8sUendw9Zusvp4zHS90HEyHIXISPG+zeJ25bR/g2EatHrr5Fl+2ze3GEyEkyyBR48d4E8n3DvKUEaXmSwlzIajylSF2xuNxocW+uTZgV5oen7muP2Fsm1PR49ucCTYsCkWssXBx6tRsze3o7LMrXmIIcrdJVfPOWyArTRhHFAWRpWFrpIKeg3QlItKS0kFfEPAp+8LNBWu+RAD2SREsuUIMlp95YZpApjIA41vu+5cktSkuclYRjSaMS0mjEGSxD4+GHI7u4uvu9TFAV5XrC3t4cQLwHrD+28t15k8Hzn68nyAjPZp7PYo790v0ta0z7KDPBm17nw6Oto9PpIOavK3vhke9cZ33oRnU6wQG/jJDLeZ1ZOGQxucmt/gG2sgupw68nP0/A0Xjumc+wV7O+9yJUXn+XZZ/dZXj1Pv+OzdTFHxR4n7jtO0F+lHR5n1Ys5e+5R/uvv/GcuX3yR2FeIQBIHsLrR5/OPPc/m1h5yoUHeOQZFyWR/SBgGbO8Oabba6EKT5jnj8ZSyUifSk0QqwKsyKDzfZzKckOclnU4T3/M5cXwDgSH2fcpSuixPUzKaTMnTDEyENZpJkiOMoN322OhCtxGigoStMADjO8sSgQoC0jSj2Ywrd4JHs9XED3yyNEdKQaPRZG9vDyU99veHFGVxV/amOfIrCunjRRIvlEjpURqDSQb0sxG93jJSeeSlAKtBz4g3XkPsKwJb0mhtEIY9dJGSj7fIJ7vErQ4bF96CF/oobx9fpYTtHmcefoDG8lmmtx7HjHaRkWRh/Rg2S3nxuYt85o92GO4oZqOSePEkXlfRW4u5/6HTtNt9lPSBGITintPHOHliCQuYvIDpmN2bO1y7sU2SFtwe5PzxFclW42Gu7Vs2N3cd2bY5+4Mdbly/6mrDC4XveXieotNuEkUhSMloMsMqBdqSTBKacZO8yiLIjWBWFFhhKfPcraRpNXj4zCJnT6w477cQ7GaCrSxkoEOS3LLcFGz0m5w4fYZGu+XWFraaBIFPr98jimOU8igLTaPZ4PbtTfYH+wR+wO7unnOESkFZFEcNgbtRnyrHC51vBKEIhYHdp1D985RlQqkaGKugHGGDZZQVlIOr6OGMTIBQCl26lbWETbrHzqHNFG0n+HGfcd5k6eQ6x88/jC1v0ztzgZUHvhZrJgSiZHD1KqO9ko21UySjnDItKHSKVppmE1Q5ZnTjElmWI/1TLKyvcPqe03y9l/IH//0LvPjsLSazjNs3dsmyEgvkRcr+aEZ7MKTT6THd20YEHqqjKUcWPdNVpV8PhMTzJI1GyGyWVSGXgk67S+x5lHnG9s4ew8mYZiOi12qRZjnjkaHTDBmOZ6wvtWm1AoY7hVvNEwYoz2c/g9F2TisOCWYwTTN0uE+z0WQ4HrPQc8ZGmmaEQeRCS2XBaDTG9wJuXL9Ku90iDAPGkxHdTo9CvgSWaPUXwypNWGBFyGR0m9hA6XnoaUYUKCwleF1EmWPKKfHicUwJo70B15//Awabe8RxyPr5N9FZOkaeDinJMfkt1u+9wInzFyiT6zS750FFkA+wpiQpxvjtHl//Te/i+sUtPv/JZ/BabhOjsB3jRz4yWiCfDLl5e0ynP2PZj2h2Gywv7uHrhGyWUKiA7VGC74dgC5Sw+L5isHWDOISTx7pc3xshGwKdgxQBwkjCIER4PnmWIYymEQUkSUoUBORp4hIDpYLSUM4KkrRkNs1oNSKX9241i62Q2XTKptLsTSwGQa/TrBZKeBTGcn1/DBYC34csQ02UMwyMpt/tcPP2DuPJxFVZLl32hRCKMAzY2dmh3WnjewGT8ZDFfvuoIXAXlmi121hTkM1GjMYTiBYRa68gWDqGCRvoIq+MWI0tE6QtKPMUK1ukyRCkZunUvZSTbbSe4AWK9sIridprdJcNfnsdP1C0Og8hRMFs/CIUIX7QxAvaFGzi+zGn73+YSSnY290mtPus9gQiH5OmEza3c+KF42xtZ9z47f8OqmQ0uIQuLSposjsakWY5SrlFrmEQuOrDZcqFh05SjEvyfMYw04T9AJt6KBMQegEqCDE6JplNmSY5jThCSuVIv9YooSiMW7gReAF5adkbjVnsdimKksUWDEdTbm/npDRcBWbtEgo9q/H9gEarye3NXXxV0GhEFGhCKRjsj2i1moSRz97eflVvtNoDUQi6nY5L1UkTuu0mK4tL9JovgdU0RT7EFim2TAmDCNtcwOsvYpXCI8WInNLUq3hLsv2LYBXR0hpBGLO8vEFR+ojuafLps6TjBfx4iah3HlXkFOlNsCvofI+8uI1CgdaEcQdtCmc9+j3iuMu586tMOnuEYYs8mTK+eYUnPrnFyvk3U5aWS5/6AjmGfT3mk5/5I5QULLRbDCcujpdVQeFWMyCdTXjg/nMsdUJ2yyYtHyLpM236eO2IWLRIJyX9Xo+icPXMO6VhMJ4wGmdoPaYoC5TnYU2VYeop4qjBdDpmZ3+IsQ0QPknpM5wV9BZClBSkqcvcHOzt0+00ETi3w3gyoRkGIAVxEDCaTAG3OwXWlX8siqICtmAyGbPY76KzGWsrbS7cf5aNYyeOGgJ3gVNlA6TfQvmLmLzEVjs6CSxKF3iixDMJpVVMshG7m9forD5EJCzdlROY3iJ7156gLKYYPaE0Hka0kcYg9BSpOiT7L6DLGygV40VnCcKIMGpz68rnyNKUfnODNNmDfIdmGOE3F4nbx7E2px1soH3F7MZNrCfxF5pEg5Ruy5Hn7dGYNHfr8KjKXQur8YXGjLaYbEWU2m3mdGy9yXbaRPoNyllKEHmEpLT7XXb3NMorWWst44cTl0pcBXK9wDkp0yQlz3P6C0skyYxJmnH+vguMxzP8JKXIM1cT1Fr6vb7bG2c6Q0qNpxSe8iiLnMBTFJMxURAxnUwIw9ClNGOIwgDf8wgU+L6g1/A4ce40GydX6S6us7x+5qghcPSg8qIlrLboPMdoMLilUcIaSiMRXgPMFJEP8YMe3dNvIYo7YHP8qAGtLj05ZXT7S3jNR+msvQ6ERKdOnGezm0gMzcZ5hNfBFwo/7jEd32K68wVGgwRdDInbHRQa4QfEzRVk3KeQPuPRPjs3nkSoRZYeOM94sM14OmR9oYU2JS9c38Hqkv7iKlmWIm3J8tIyTU/TiSxagCcFywsxvd4SZtJGSuisNjDA1u0dsgQ6LUEYNbh5cwBlRuApFvs9kjSrqsj4jCcTilKDNSz0F9nZ3eTSlRucOn2KZDYjSaaucrJSlHnB2soKN2/dZjaZYI2hGYV02k2ELmgoiyAnV5L9wYBet41pho6LCcvaSpf11T79XodT99xD1OkRRV3CRueoIXAXVtMUFlNqFyVXbrcoYS3K8ymyAiUM2hZuOzZREDcXkBiwkrJI8JTBDzs0Fh5AeIvYMqfM9vAbCyA82v17sTrHzPbJswRTJoyHt5kNLjLaegYpWwia5PkImUuazSVkEKA1eF6DKNxz9Rs8RWuhy9WnPks53uTciRUu3twhKwzNZoPZdEzoezQaTbrtJi07xuqMcSKJwg7N/im0iGm2BOsrPotLPa5cfYFssk1hG5y49yyddsPt72xG5HlJUWoCXxH4EbMso9PtkGVukel0MqbbW2Q0GvL8s8/SbESgNX7oo3yPLM8I47Cq4+7RiCArDCJ0u3FtXXyejYWIUngMZjmeKTh+aoVet43wJKdOrNJdOkan26fVWXTxwqhJlr8EAso23caoBYwMXXK9cGEXW1hIhxihMGVCMrqE6j+KzmbsDW+zsHiy2vOuhxIxnr+I0RqtC5TsIr0IUxboyW2k34KggxldYTS4zHR0G51l+N4qXrNBMp4h0n0W+w8iZcR49xaqtUrol5jAbQYwHu6Q6Akr92ywKWecufckz13bJg4DokYTbEkzDFjd2CD0IE5TQk+xfGyNoNli/cQFjp88zc2bz3Ls2BnybMbO5lUeeeQC9zz6VjaOHyeI2ty+eYvnnnuOz/7RZ7h8eRtrSvIiJ09TGo0mvV6H2SwB6TJOjQVtBFs7u4SBT5oXNH1/Xr6o3WziC0UcSSZJgUASNvvoqMNuVhJHiiWvwUK/yakTK1x4xesoixnd3gpBGGOQhHGHWHiMJmOkHx41BI4eVNn+VcTiAlT7BkO157FJkFGMMYoi3UU0TqLiBUQ+otNfR5sCYwPKPAWrKZJ9vKhD3FilKHOmW8/gkRNGfUovhiIj7p8i9H0a7WUGt55Bto6Rja5g0QgaWKEQjXWEBptvIuM+uzcvkxcwG+fMZgMWltusveZB8t2bpLMpnpRIXbDUj1ldW0VojVcOQE8IGsssH1ujtdjj3vtfTbu3TrvfQgYNJCFnJgkGj7P3PoBUCUKk3HP2GMurx0hmO9y+vUduQGcaqUDrgtm0ZDqbEUUNt6BCKleGKWgwSyausox0K23S7R3a7Q5xHBH6gsksoyhLdnY2aXYXKPMJhQwIQ0u3E7GwvEJWQqOxAF6TZmeJssiZTKasrp8kKzWTyeSoIXAXSgmJNjF+tYhAYo1GKQ9PeuDH+NpiywZFsM5scBUZCFS4hkBhrGQy3seMr2O1JV5q4vkFpsjwoj6d/hJ5CXo2c2pltoctM5L9TaQKUL5AmgI/jokX7gOvi/Y66OQi+egaidji4pOPETa6TAZDOu0OZ04tEwcdvnj1SSJpCHzJ0kKL5W6TppRMRptMsimr621Wj63SW1ygzPYIgwZCWIwe4osILwjxOn329weAIorWSCY3gC1arePcd++r+PxnnkHIkiEZCEuaZmgDvnILPwGKsmCWJrRaHYKwQalL596QiiAIq8JoAiktnU6bQhvyLMMLIvzA7U8YdFv01tZpLmwwnqUI6ZPkI8Kojef7lMYwTabk2jAY7R81BO5C1ZeFcxTZGCGaCD8AK93WtqVGaIMK+0h9HHSOKXcJWxdA+UgZQZXEZgx4zRXKbIwgRSf72CKlbPcoSonJx5APkWFMOpyRjm+SzEZc/tzHOXb6POtr99DdeJiigNngRfLRc+zcuMr2bsE0E0QRrK2eodcPUTrBSxP6nQZrPVhdX+P4iTX8Rpfdi8/TXPJZu+ctZLNrdNot4kaT1EwoyxyVJ1idYU1Jlk4J8Oj3NsjSCX7QwAv7zIYDyK4QkPOm1zzClRs7PPncVbaHKZ4n6TbaDCcTxtOkSvF1m0yOx0PiOHabanohSTIGLFkydQU+JARBwGh36Opg6cJxV+lRGosKukwmBUYqrt24ycrSKs9dfIETJ88wTjK2X3gOT/mYl0KSXpFNSEdbpElIZ/EUnoyQCmRhsGWGDhcxIqAYfYbGwj2ooEO1sS26yDD5mKh7GmNKplvPMbj6BTbOnideexiLj8l2yIdPko2GmKDL8OYXSce32B8XEBzDi1fwmyewBIy3H2fvud8HP0aImCDyWAx9jp/YQHkxImwyvv4UreUNXnF+nZYesq9bRN01Ll/eRNmEYycWePXbvoFrT/13rJ25jID2ErPpNkIahIoorWY6eAFrfLA5uzv7eJ6PFzbw4yUmgy26Cz3uu6dLRMl4ltHqddjfH1f7x2hmyQxrzHwBa6lzyrIg9H0Wl9cIfA8pMuIoqPiVARvgS8n+aIzyM7rtFguLHcbTjCQp2NzaYWl1A20URio2r93AaEvcbHPj8mXO33c/kR8cNQSOHlSjresu5JCO0L11lKzWm2GwKLQWCFvgh8dQ4SqgsHhonVAmu0gvxvoRpki5dekFss1rnDj/MEHcQ/g+6XiGH29g1TLTyT7jvVtkWUl39UGYFDQXjhN2zwAlQo+wRuP5ipUzj3A86JPOJnT7fbLZLXavPElv/TTjMsRfPM+pBzqsJjlf/NJl0ptPs7Jxlo3j96CnNwl9gzGSZmsNoZqUyR7D5Dal0URtn/H+HnhrFMWA6e7TJIMrHDv1CkBC4WPSEcI2ScfP8uY3PsgkyXniqcfZvj3Gy2HqK0wYkOYF4LaidXsvWyIPjh/rcOqeUzzz1PPkhVvu1WjEYAvSdIwvNEtdn7ARsT/N2N0fshxEpFnKZDRkaWmRKA7Y39si9BRrxzaIAsXGsdNHDYGjB5XfWCJsNNDZBJAIq13FOL+FW5CrwA/w22cwRiOVjzWWosjw4wWUDCh1TjoboZNt+mcfgNYptBV4WLwwZjK+zXSSkI3HZLOS7slHMarN6OKX6L7lm8nTIcpMSAeXEb6hu3ic1uIJZLhAW4QIm6OCmHRwG98mbO8MmY5uENgpi3GHjpqijh9n/b5H6W8cp8z38OIO7V4PFXUoi5IgDrl1+TI3r94g1U/QXz7J2QcWULJNOrjBl/74cZ568gZBEHHvA4/iK8HmpUsIGXDm7Dm8sMHpY6tsPv0imze2+Kh9Ae3H3B5uk6USYQUNP6DfadNr+XjK8PyzLzKcuO10W40I3xO04oB4tUXoC0TsUWJptzrs7Q6Imm203WKWjCmKlF6vQzrL8DzBxvFTBJ4iDKOjhsDRg2px/bRbpWENxrqNFIt8QhD3QCtXmcVVOUNIH7f+pkR6HlKGmCIFocinmzSPn6W1cC+qtYxAonUOwlLkI6TfYXfrKdrHHiRob7B19Ule+fXfxv72TW4/8Z+J1Nh5uHunCTtn0IUln15Bhm0anT6+kASiz3CwzcZKF6/RobV2AT25ybHmAjo4zq2rzxFMdli5534WQ1eqO0kTFpZPYooJl770H5iNbuKFgr3JNvfe9yDZaMB0Z8ClK3sYOyZohAQrK1y/9hz3bdzDrdE20Rc+wfJii/Vj51j7+q9jsHWbxGY8fWNAFseUmUGhOL7cZW1hnbDR4ktPPM+zL1zDWkG31UIIQSA1vaWAMFwjs4rdwQxlLKUuyCcp+azPQq8BJsRkGaunThE3WijlEfgevd4SnvcSKM8YRJErPmE0ZWGwUlAWIAqLlRZrSiwKI0CKENDk2T5YhVSxU3GjTTCaoHOc3vq5qkSiRmdTymLKdHeXxuIaMujSO36Oq09/klOPfCPSD7n08f+bfqskCHw6x76G3vGvQQlBPruNzhK6rRXsbB892WVvkvPic1d4/WsewQ9iUIJw+V4W+uf57H/9VQYvfInuG76WuNHFkiJkgOcHlMk+RTZjfeMk+uQZgmCfPGvy/NPPMNy5wbNPXOTkyXW+6du+myTZ5dKNSyRL6/z3F75ANxeceNW9rN9zL1F7mVxDP/B581/5BvZ/7/cY7IzAKDCQNnKuj29TDCRbgyFZXhJ4AUIJRtOUxnjMiWNrhN0e5ciQ71mW1xbZHl1jaa3F8fU26yc2XN1SJVlcXMbzFYEfu0nsKZeidMTt6MM0SsxDA0oJtJEQtACPdLZLGPXd+j7lnKP5bIAppoSt42AFRTbCFCOa/RMstNecNVTsY0q3nEinKVLn+L7Pyj0X2L7xPKce+Qbi9hKXPvNhWu2ApZNnCdpnaR17iGarhbA5Uo8phEe+9xyTi59nP4sYDsc89Og52sfvI+xtIBsLTIfXmO1cZK2RceFd30rn5AWEAikbBGETIT2yfEJZDFi+5xQvPn2RYjbDjyXjcp+HXv9mLjz6ShqtFs1eAy8ccZ/fYzC8wT2rxzh/7H4WTp4l6qxihYVihFCGqLeCjkumdkQgA4z20HuWZDTDFhKjPTzPp9BVOSNhGIxzru8aTnT7GDsEFFFjgWZnwIMPnyOKGxzbWGdxcY2yzOj2+q5gmx/gBaFbYPFSqKVQlgVSeFjrVgNLGSNlSFnM8FTsCkRIb76xNcKn2TuDMZDOhmxf+ygLa19D1DkJVpDuX0Unt1HKx5icEknv5GuxqolNBmyceTUqavLsH/5byvEOUXeFeO31NPonaDUVSmUIGWA7feytp5ltX+TqjSGXb+7wxr/0do4//AbCzjqT/Wtsfv7DjHc2abUanLj/VaQmwk53sHKVsNkGYUgmN9BlgfI94pbPmXtPc/12j/Zil1c8+Aa0TlBC4gctlB+hZEyjeZK//PWvpUhmjKZD9kd7lPk2QdTAC7sUJuKLn/99bmzvscgSjdxjONYMhjnTaUGapCjp0et0SbKCNMuw1lXz29kdEzUHZHkC1pDMEtbXj7O0foYw8ChKQxi3aMgOxmriZqta/OrW0ZTlSyHzE4kVEqNLhAiqHcWF24jIq81Xl2yvPEWrvUKhC4xOePKPfotOKye4Zw0pFHmyQ77/PCZPmWX7WOETrjyCjdoUyR691QsoLNvP/wGT2xfpbdzLPa9+D37UQCW3UFEXFfRRXhtCj+2px6c/+iRSF7zhL72TjUfegYxisnRAMblONt0kbJ+kvxwT9NcIkJDuYSZXKcU6fnuRwG9gfEFZlEg1oekPuO/CWZrdY0RxF6NbjHafZ7TzPFL16C2uETSalEWCjAyNoMvuzmWeffE6jaVj9HoZzzzzFBevj1hqncHLb5GYnK3EkiY5RhvStGBhoYcf+oRxzHB/DxAkWcZwOKI3GSNsTiAS9PgaD73mzVjrdrHQJSADSqPdxuAIrIBCa1ds7S7kqB99dWLhgzEIGSEOFboXoiLvxiKVKwwmpMurEtZi8gknztxHd/lelN+kyMbMtr7oqvtK552PFs8RdtZJZ5uEzT5WJ4yvf4pGBKcffDP9028kavaw2T5Sluh0iB+toNOUa898iU/81n/hxL2PcP8rX0m4fBIVNZnsPU/oS/objxC3F8myzJX6aa4hVQTtnNHNJ0h2N/HThHz/FrYsSbMMEwTYLKG31CFq9tDFBGNyhCmZjG7x5HOf4d4HHuX++9+IVBE6G3Hz4qe58tRzXLuxw63ZM8TdBabFmP3ZHlk2Yk20SVKfIBDEgXOqNpotur0e21ubtFotOp0+STJhlkzxJQx2Nzl/aonV5XWEH9BbWmQ2LclMQbMZEXgek+kMpUKU55NmCUIodne2WFhYOWoI3I3d3kVVBP5w4XlXiSVLxxRFQae7CrjVu8YYjE7xPJ/lE68AhAPL1tOE7RNQJph0QLB6ARUvkif7zpLEML35cTyb4vce5PjJ84DEl4bm8gXGNx6jmExB7XD9xSf5g//0u5x/5GHue93XE8VNgkaHydYTzDafwjv+KFJ4+PECZbGL9BdA+BhTIoTCGstk9wbDpz/J9tWnyEvDbJpw/L4HWTl5H7qYOo+2L5ECWp0lBlsRk3zKdGbY29kmjprM9sdcfe4iT10fc2NvyLgYUQyfpTQFgRcRyz5l0EKJFCUFiwsdpBcilavy12m12N7dodvrsX7sJDdvXCXXKYXOyKzABH1avUXG4yntVod+1KYRhQhh0KYkScH3UgptUNIymgyd+jt/35Fi4C6s+zPk+cxtoq2q8jnWYnVBNrpCc/G+qsSOxejSZTCYFOl3kcKVhtZpQtxZo5jeQuZDou4ZZGOFIpsgvQjfD9HJNRZPvwlLhBZNTJkShB5x5xjjvctYGVP6HtnkCr2Nk7z9r/1V8CNU1KRAsHfxD2C2S3PtVQyHKX5zghU+QrUpxkOS7RfwGz2s52GDNu2NV5DMhvTWV/DDEJ0WyMhjun+DsL+EUB5+0CSb3iTf/BKe9njVA+9kbzTmySeeoRVbyulN/vCZF7i4t0Weu2CxUj7d5jJLneM0wwV2t7e4tb8PpWJleY2VqMejr3qQz3/2C0wnAxZ6Hdr9LgJY3dhgb/smaZYznCY0xgmZHtBo5vT7i8RRRBA1SPPC7dZaTfIkSwBBWmQ8d+kJ3vGmrztSDBx9mKbM0Lpw23bAfGuz8eA5/LhNGLSqglsleTZB52PCeBHl+YChzGcgYLb/HNtP/0c6K69kdf3VGOPKT3thA5vepNk9BqJJpiVkEyQFje49WCBuraP9FkbvUwYQRMcRNNDSSZ/nn/4CsSw4+8DX0egdoyhyyjLBEwWUA4yxxO1FV2ez0UdECeO9HTzVpLf+AM3+MYI4xqK4+qWPMLp1i4XlhDBqo7wWCEOz1WUwMNhS8NgLX+T5619EmYLd8RQhPBZbx+n3VljsHyfwYvZ2bnP92kVX66rZwpMBYejzpre8jvsunObhR85z4+pN9gb73L61ze7uPn5zgSQd4nmQZgXbOzsU3ZJ2q1lJWUEYdTDGkBUlxhqGozGFKTBWcOPWNV68+PRRQ+Bu7KKVVcVT3aWttYzGt8iMZKF3zmlDC0WWODKvIrQpUQJs6UpKJ3uXuPT536LfbhKvPAIqxuocFTTR2S5R2MGKiMIoyjLHD2MazQ2EUkgEXrNLYjXp3hbWCGb5Lnk2Qk+uIYM+95x/lN7CKkEQU5Q5aTLBN2OMKDHhEsrT4PmURiPL1O1NGDWJ1h5EZyPKfExjYY0iGdBafois7LO7tU/UXkL6TWT/XuT+LZQ0GCQrvTVW+hsUpQu/CBWAUtzeucH1W5dJxgPKTFMUOa996FEwkr29CZ1+n/sfuJ9et83qWoNzZ8+jjSUvctJU89GPf5qrl68wTgaoEJJiiKcE40mP/eG+qwIY9ZGeR1Lk6LIkTWbkZcJoOmYy3qfVWjxqCNwNP5VEqgAhJAZd1W0K6a7c7zaMdJvRutrlUmAKjaCsttswmGKKKvd45C3fjghXkPEK1pQoPybfv4jNBpiVB7A2xtqSRqNF1OhUVYFdLlIyvI0uM/z2MYzNScdb2Olz+CKAMAbl9qqZTEck0xHJYIduRxC01kBEaHKK2ZAi26MII/yoTTHZpiwsO5efZTzZ4dH+KkVh2Lw0IjOGvJDEnSbd3iLW63Htqd9jZE8jgwVOLVxgOBrxzOYTXLr1AoPJDlkyw+qSdqNLt71A1Ikx2oJQLCw12draZG3lPIHn9gosyzFRo4svS5QKsWbGpReecaW9tSJPCmxDMMun7OzeBOm2qJtWO5PmukAJxfbeJtPJPlmR0261ab4U0omlClxtJ4HbLsRqGnEPKQAMQnguVGMMpijASLwowugSWxbk+xcJu8fwmscxMqLMx6igQz68ik0GyGgZK9pgNX5V5F5rjR+EjPY32bv6GFHUo7F0BuV56PGAwGR4C2fRkx1QIUoI0tE2k2lCkaQ0mi1ko4+Wrii/UB5STxFSM0t2KbZepMybTLevcOkLn2I4HKIo6a2fI1pao9vsoDDsXrkGWpPMUgabK0y2p0RtsFojZMEKTSbtJVYXVlla2qDTXgCpSNKEdDbj+tUXUb4iSSztZpuNE2tu6bxN8P0W2AxdFBRFgu/FvPmNr+OpJ54mzROs8mlFHqPZEEmB8EELy+T6iygEnd4SrVafyWTCcDBgnAy5datkaWn9qCFwN/xUuCL3Osfq1O31YgHjVixbUZWQFj5KWoJW0+2KYN32bfu7L7LSfD2okNl4m6jRo5xuYaab+J0zBJ0NwqgFFBgsnoooixlf/NSvc+vZz3LPo2+jv3Ha7S41vIGZ7eJ5EUIXGL+N8Fpk4y3SHMJGn+76CqKq8QnVhpCAijo0mxuMhlfZ27yEzDLiFlx4/St55jOfZPPa44xHO2zc981IEaARGCO5fX1INsiIOsdprYZIX6GCEGTJMXWDR7w10tJje5Lx2FNPcPnGZdLpGInClxF7e7doqSanTx7nzOkzNBoNkApdWvLZGKlChAowxnD8xAqnz5zkuedeJPRCTK4ZZPtkswlpPmM0TsiFIksS7rnHRxvLLJ2xtbvD/v4m2mrS4iWw4ZESvitzWCZIMuefEoqyMHhew+UMGYMfxgSNBkU+AyvQOmdvcIWdvZusnO9hrCVqdLFas33xUyydfgNx7xRBFOP5HtZ66DJntPkY+1f+mHI45OG3/XW6K/fg+QGmzMiHm+TGJ8S4fQEbG+C3sV6TZtxBSoW1oqrFaTDWZanmaYqeZgg0gWoQeopG06e1+BrKbEZejBluX8XINlYEWBlUuylYrA2J2hFWJKR7U9hKKdG0T5S0z0DYauOHTY6ZiE5QsLd9FVXGZDNXRyHwWrTaHd7w5q/BjyKsisiyhOlkn35vDQ3Mpvv4fkiz1eXt73grV65dwfN82u0u49Eek2SKlR7D8U28qMlgOKDR7BHubjOYDJmM95lORlgJ289eP2oI3IWqL0KCKdxefFZTlhO8sOWqBlelnbEWoQRFNnVbyCqfPBnxxcc/xvETD2FECMbih21GO1forL+aRv8UfhgghKXIE/LhJZKdJylHNwnCJS587beAcvUvDZZsOiDRPkFrAdXq4EnlCLJQSFNVC5YCKSxl4fZN9oKAIstIJ1OkjBlt38RnSqux6CrYlEPC5gob576GoLuAEItEzT7Sj8jHUyY3J+S3E/Q0oywzlw0gA8JQs3yqjd9tIrJdkuElooV17nvgId423OXXf+f3EdbDWEMjClhY6LO6sYHnR4CP1jlSxhjhkWdTdGkxOiVJJkS+0wRC4up7+h5R2SCZZMyyIX4wJUlnPPPMF2k0GiR5gtEFeTYjbrYpyvTIIXAXip4JMCWGyouuS0yRoLVEygKLwmIps4QsmxBEXYoyZzTZxkrL2fNvdnWcohbWWFrdY/hBAyHcbgxZsk9y4xOobJu4fy9q403gtVwZH6tdoXypKK2luXScsNF1TlgLxroAqgsbOb1cFCWlLvG9EFtqktEYLwidSvYjxrdfQATg9U6hEVBM0SbDDxfxgzMgfAaXtxhd3sLXCk/5+O0QP2ohYx8VeshIItSMqLmC6p3An+6S7r9AXpb0mjHCQqcZM5pmRIHP6kofKSVB0AThMgx8PyRLE6bTEcaWeNUGSVJqTp04zrUbNyjCFFs6Yu4LhSk1+8kAY0pm6YTxxHNF5YzGmJJMZ/NKf0fZjh5UpsTqEmM1fhghZOhyr40EY13JnDJhOtkmjNrOSjQl+7PrvOq1f4UgauH7QVXqR4CqKi/onDLLGL3wB9jRZVYefifEq1gZUeYz0tkQFcYVAAVRa9ltNFntyK7LgtlkjB9FxHETsGRZjtaawA8RCKbjMcr3XbmjWYIfdvFbi1gkxmtTDq8DJUIJPLGMUotkkymNdkD7VedcdbyqzKIV0u3AWmj0KGfv6RmzWy/SOt2nu36MJDd88mMf5uZgQp6nTLXC5obQU3SbMcpvorXG2JKiSLEYyiwhDELywlDk/5/2zq7HcdsMo4cUqQ9b9sx4dga7+Wgmizab5KIFepFe9PcXRRdocxEgX80m2B1k1gOPPZYtSyIlkb2gdtEfoFxF5ycID0RRL/kcS9e2eE9Y7p2jOVVBY9t7DnXFYp7T7B4IZX3B+4dzYQ8lgcFvODbj/6dyhh6BdxGi93inBvVZMsh3ena717S9Zb54Ggoj2oo0W/Lk8jNinRDrdKiIdnRdQ92UJPEsnHRI56Srv+OzD+mdozUHmrogSXLSdIGQiq4LWjRBsMefDgWH/ZazixVZOsd7jzFNCNRQGV2VJUprIqUwVYU1htPBEOkbZmcXNIcdvVnQtQaVzEFkNFXDflPQljXCShKdBmdg16G8xNU9WId0ApkoTk3E0Z64ffUv/vH9S15+8zX7siTTCZUr+eD8muJ0JJlldG3HvvgV17fhAqnSaB2jdYptG6SMsPWR3tb0Dj799AXbzRvSyGG8ZFc8sjUN6WxOVx15Z4YWfigoJvQSSz/+q2r83Z+rESJD6KH2Ty8RrgcRGnptvWf98CPP//DVoLmwmPbE5fkLVKSJovh9p5MxJUVxz2L5ZJBYxyw++RtCKNq2DpN/qZjlq/BRIUJvg1ZhHGFby259x8Pmjg9v/kh+tsL7cGnTWkuapagooj5V4IPW7PhYsH17j3OO5ZMn5Bdn2FOJEh69uOawr9huLeX6nmZfYmpD1zuUVyyyBdl8TiQUtu+wTU2EJM3mOCXwSjLLzlk/VqzfPFLbjqoxaBlqgGSiMKbHC4mxZlCsBaOXTjLOL55RFGu6tsIThcD48H9PSsnNzQve3n7HMpXUZ0t2hwNNU4WrZINWJLxFPdKDH/zQYzN6qPq2JkrycN1dBDsVMlg9u87w8+2/SdNzdJzT921Q0sYL8vkKrdNgGrUnTHNku7ljlp8RxzOkVERROox9gppDqiTIhfo+9KEPO89w9Lhlv1njvOP5538mScPOs65O2KYhzTJUFAebloqQUcRm/cBpVyCjhPOnK/KLJeV2S3+4Z5lXWKvotr9SvOkot5ZIKHSs8VFL09XYk+GKiDzLAUmWz1EzjVMRSEnkoS97Pn7+BX95e8uPd68QXuB9h0CgpUB5z7ff/sDqKtQ3lscN2XyB1pr94z1dW4PUdNZgreVUVxzKHVVlub64Ik6XeGpm+QynItYP9/SDgClsTzzinYnJ+/dCpzEZf0X1DoTE+w7vLK43wzLUYZs993evubq4IRpCJoQgn12SxHMAut5g2xprG2zfsDy7RqsErRS9OQwPwjNMqomTOdnsAqXCuMe7cE6o3D+QZRnXH3xMPMiUTscjpq5I0gSdJO/dfM7D5u2Gal8SJynn1ysWqyXrn1/z33/+hzRPEXFG/XDL5Z9esHh6iVcSq3saDN55Uq+RvaM4bimOOzrfodMEEo1IFDLWCKXorCXxmi//+hXPrj4KNi0HsU5w9Gjt+eWnV9yv1zihESKi7yydDeOkIDyVZLOcbH6OR1E3lsbUFNWRKJIcyobiVFE35v/MqPDutMg7Fa9wAuHGD5Xwv5VKaeJ3y2/w7T/xe2cK1cToTKGaGJ0pVBOjM4VqYnSmUE2MzhSqidGZQjUxOlOoJkbnf5uBrmemOoqdAAAAAElFTkSuQmCC\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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3NHYMqLa73mKWSjOaM+98J+3TtkYgO+YAfmtcZjRhJ6bCAuqwZFcO79DkwDK1ZkHeYp4qmmWq7W63tF0vpT6omZGasLPEo7YzJJXqKkVk2dJSTkxpZB4n5jxTcmZKEzWfhUY0TZlSK6NUnHNMU2Ivi33xCN5TXGC/CkhmVfepJeNywflACJEQIj6oHxHzQs2EPKiB1IpHCHZHBjzVQXERRL1IlR0jcLo9tS3FL8HLbjanF6sAOGeeTJbgdrnu6Da1eDYsg5Ltc7EUXj2jLAlD8zx1awKwHNdyEFTzLrpafChfYshte3Y7W6IeW8mW0pdCTolxGhnXa6ZpQ04T0zwzT4lS8u284tt1ZEZUxJGLkGpGz6QnpMpmyrhuop9GptETPWxw1Or0i3aZEDqCN+8SPJ13lkI7C0s9wTuCjxowh0BXK4GgnsVbeivgqgWozi1ex6OeSCzekHZFabGTfgdveFJtuZ84xaGWWIUlkNaXNQ9mRuTcYpoteWi0+uoa9oMZ9dbfyRK4YXAFO1vsNiba5o+yNay25Usll0LNlZIyOc+keSbPa6ZxzXpzmpxmpjExTxvmfCbh//asIzOiXPVO1q3CU8Trl6sZqRpkx6hgYXBBA0ZJlJyo3tOFqB7Je7wL5jE0q/F4fPDErqNDwHuq8ziXEQnU6vFeKKLpt2ZflsIbMOfFQEkneIHqW5ZmmZxtUerl1EAqUA2QXAIZWDylGs+XZDkiGtfZj/peQAvYRfB1l9i/42Pc7t8GMzih2mc42xrdGU9WjKhkDahz0dhnnmemeWIcJzbjIQenTzNPM/M0M04bpvnr51B/rXWEnqhQit61XQBHYZxn8A7ng53sAtUhtZJqQaQSu4o42ADRR6KFkd55fHCLYYXY09cBJ5BtDwh+BUGT7SKVTrbRsGZ5zS8IxW2D4YrevU62warTfWjxHOaLLFBvQXCDEsS2j23QLUCoihNVC8w9u4air2tAqf7l9DjQw65AbB5qx7KWY2xBmD0OQimVWiq16hZWciXN2bLjDeN0yGZ9yOHp06wPRw7HQ/I8U8qZBP3bs47MiGoVai04j2I+tt+XXBg3a5zTu3xdrWQhFZcz3bBH8JqNTW4bsTon+ODoYocPPd3QU0rB4wjBIyHiasFXjw/b+3LJklpI6lpQ2sA+9VC+GdxO2cQ1oxHbbtwWLa52TOogHVLV6bWPa9mUX7I8FkOxXUe3aNeOzO10dDRMqR3Fbvq99TttG9Uf9MbJUpCaKbmQs2ZjVRQTSjkxTYn1OLMZJzabU2zWM5Jn5GyMiVyFUoXovG0vup3lXHGu4KcRpEFtGu3kDDFlQtBtrohAmpmzxjh95+i6nm7YYy+v8KiMTMiRECNSO0SqGYjVkoDgNKn29lliwbD3BlAKC2SwlE0s8vBSF+/VotYGFi5wjm1Nsn2m4TWVKo5gVlWXbwvSMsUWP1kA5NCbKmzThx3/tc34fPsewpL3ValgZY5a1XCqVMTcaTV35muh5sw0CzVnkuFHR7WOzIh88MTiQCql5OXOctERvTdcp+Ad1FIZcwWXEKB4j1CQUswVb6hV6DvoV/vsIQxdIOXEXApd0VqQ5AIx0sooOIc3ZFhDFkWl9Q73Z9zfDbcB81StfNBqdGZA2+xq59XuS3M7e9g1SMGCa3uGxwJ2YfHQDVZYQmWLx6QZdMswd44BUcPQLNH2vyqUqiWlimiG6jzeB40HnaeIeb2qAfiYKnkuR3HZgSM0omG1BzjFdjQKQVwkRk/sA6vVHsNqj75fEbpAdJZ75ZlUhSKFWhJ5TszjBJKpJYLrGIbEnDJ9TtS8IadICh0hRnyOhFCRUBGvW1MwtBjUkMRclDgrVtrF984uhmzT5AX/2Toe29r81leIZkctpK6wBFxi2dYCIoizKE+W1H0bqe2g604N10m17KtlqIs/2kIVdgxFBKFadmYWiT2GI5rxijgKHoLdClK+PCG4HevIjGh/b48ueqZ5UpcK9J2n7wf2Vvus9o4xrHp87BQc9BGRvOzjKc3UnEjZPIwTnIdSMiVPpJTIuVJSonQzOQ/Mc8J7Txe8odeKYEtn+FKrgjd8qEKxeK3FQg4tYyyW4+VMLwAg7WLbRV1evwUkvV1A59VwgwGJi2eztJ72ODvRTouZbNtyzSMJS/Dv3JZeQlUTiEDGtlcLAJ1t0VIrxT6li56u6xiGAUmZ3FVEzsKYaH9/RUqeGB01ZyqVGDyrvqcfevrB03WB0PVqRARqEaBV/hNlnskl4XHEviOEQBcD3rxOjJEQOnABXEWkkqow14ovRf/4gmRHDVXhgrYnuS3Q1/xOFUvn2x0s7a63mlfbblqwvBM7te2qbVmNJ7RTxV3OTcOEGqOgRTXsPrbzOnGtNFOXz5Mz3t/peVt+63Des2V3CCIZJ1WRcIdubwStMTpHF5b073avIzOi1WpF1wdCDNR5otaEeIidpw+OGAJdv6IfVsQQQYRctCruEJIyRAiAD4FuGBj6gX7Ypx/2WQ0rQhfx3UCMHcF3eO+VGFYEiVorEpfoqHgXAYcEaDWJBQmWLdksG6tgSXzqNhurzoJ0K4VssWxocUsrY7R621JmwTLM5u8MGvDO4i6LuYJtgW557TYba9vgwotq2etysA6cJwRn8ILf1uy8eV/RYqtIMk8WCSER/NHpXB6hJzpGqSNdDOQuUPIMFAgaDIY4MHQ9w9ATQo/g6C0In+cB5wc2YcLLDF6ZkF2M9H1PDB3edzgf1egsYAxeQclK1fTfeZyvUD21VrKrdDWop/EoFwj04i8ZlsVNS34ny7YRzPv4ZgTtNQ3IbFAALODhl8Y7SrtrGWEL2sFtc0daeK1b5+J7CAantwxOzKj1TRzOK9xRJRC8kH1RY/QK6DasbKnL1RknwtB1HCFgfYSB9d4+TgK5q+Ruw5QjJSdEqt7NDkLwCijGoBwiu5v7mOhCxzCsEMu0ovOE6Gz7C7jgFR9qmQZCrsoCqMUBCUGIUqkiSjGpUIKeVCmVbDbkXStttNs/EM0bFSt9sOMBGkywTfObR2j4wE6M0zxSgxBsW1NGpQb2SmNqVFczvvZWfrtFuqUMowZYLWBuOJNzQetzMRIEYimEqDXIGAIhdnTditCviF2PCyt8dBRJUM/CFH8YBsWHYsHHCpOnAHPW0kdJMylNdP2Kzjli11kaKqxWA3FIdKVoGloqwRv+4xwhBKM8ZFKeid5RfASELJWYPTUEcinEWOhoxC912WLM0J0rbcG1x1eQAMl5ovd2cSsVvyBN7YWNY7mbxqvncNt6WoMaaEwB4xEJRLdDIpEzi6fOtVKIxUSya5xuyQzbxuq8BfMhEAuU4AjREzpP6Bw+RrrY0fUDq36PVb/H1M/knCi5ktsddQTryIzo2H5HyZ6Us56jMmmcECo+ONuSPLGLDENHPwz40FtM5BhWhVQKJWfLhipC0ZqXoGlsygiR2WXwM1EiIgWI1FrppKoXKJ5sDMRSq3GUdgNdvbPFe4L3utVEFqJZi1DFzKhlS0uGtkTUbqG6NgakczuG5rafWJ3yxqEutN2tn8M+T5+r9Twx43NneEb9fTNewftm0BFvtJgYIl3wxNARYyR2ga6LDLFndhOlQD4bwcauX+FDxoWIix1dFyl5hQBd5wndin4Y2F/ts7c6Tjf0xNiBD1QcsVRiTUipgDIgS034KtatYN4kzyQHPkSkgq+O5CpROvUAVcnqxQtOsrL4fOvWaJ4BvAdPsIvloDqKq3gr2LZMfsnEZGsUS1nDtcC3WdU2htIdVxZj8267EW1zrrZNbUsyWlfbySK3FMdlK29V/60XU0Je8Aoyeh/0Ovig1JoQCF2HixEcxr0+C1P8frWHl0IVSDmT8wqpol8s9gy9YkSrYUU3rOi7AR8CEgIByLlQa2fIajaj6a0yPTHNhYLgpFBTIbuEhIwvHh814A4SF48jUilVL5tCCYZmOzUosWA1BIdzSpgLTtNq10C6FiRbxhOQJetqhobzCx1EmQJuYSwuFXevm9uS1TXOdIuvzjBAYZdSsvt7dUbq8SqiHqmC84UGOtKyvZZROiXv6XfbeR5nIVF/WO0TvMYQOSVyzjjniMET4grfRXyM9KEjdj3Rdzir0oPeTbUEkEoVjxQBiSSXNTgPjpwTtQiTm9WgPPQ+0rNCQsRTl1PfSNW1ZpCK892SAuNF4QSv1e9S0fJIQ6+9/dn1Qr51fbmdDE3OvNiueRzUEHbIZEtQ7iwzM0BWvZKmSlqm2XKQtplfWfjg4krb97RGJkIuQraCa0ozpSRyKeRamHNimiameWScMzlXYhg4vncWGtH+3jFC6LTboM9qRKgGYYwKMEpwS03HeUdwAe+0UFvwRvfUnqiCEspd9RQJ1DIvzXhVlDvjvcf1lVACUgclx9vxtLS6xTkiBj42HMXIZohY0bUielvTeODbi9h8gbEV0UC42jNOfv5z4B0XX3IJwccziP7bNH53GxPzYOqRllYArxuZo9XMjI0kLVFo5Q2NlWrVYmuuhZwT8zST08Q8KTE/zyPzdMhms2a9mUlzAnF0fUfsz0IjGvaO4w3NE7sLaq3GSPQIUXEcB+KCnsRg4Jg4fC5ktoxAD+SayWWm1lk7FXKiVKEECBREtKiqvJ4MUjC2kMUVrbXI2We7rYGIVvVbP5rIDqaD0wur1oIS/N3COjS/Ac6R08z/9X/939zxjnfkDhcc43sf879wyV0u0+zJtszWQkSLsQwecFY021JD3PK+atD2OF4ZmyLayVqh1kStlVIhl0SaE3OamKZJOztSIs0zaZqYpg3jZiRNCVc1sP9Suu3tWUdWheuGPYZhj9Wwz7C3z97qGPt7x+j7fXzsCdFhbZ0av4RgUH2jYQlSrZvLCotVoBStl5HnheoQCQo8Bg0ifdC7twpk0XKI1EqVYqQ4bzQQWQzEuUAzmxYXi/cLF6oxAoJrGI4e12233MTb//CNfPHGzwF6UdfrkYc/8uG4uMdLfuEXefPr/wPz+oAF2zSgsmVxLZUvVpNrN0PLH1uo7Vr2JmWhv+acmdPMNCfjS2+Yp4l5TkxjYhxnxnkiZd3WSsnUOTFPaw7Xp1ivT3Nw6jbmw8OjuvRHixNpTKRbR7GLWXNVxh2VTrAL6nFBW32k6oUQBLw6/FIrUoRcCynNTOPINCdqTbgQ6aTotuTrQn9VK3B6x5asW4dXIr/3to16r6052xue4EQRXu+szdpbPMO26u/c0rf2mRtu5B++/Nc4cY9v4qlP/QG+82EPp4pw+tQBf+fpT+HOl96ZV/3Gv+ELN57kGT/8TPp+ZYFs84LbYNlbIdZbGcQhS1dK66sEfUm17o2aM3NWflAuivjnnElzYponpklpsfOcyCVRSmGuwpwy03pkM05UyQxHON7r6LKzbrB+MMuMxKibPiMlk6t6Fu+9Etfa1mBiA5rYe6QUapnJSQ0op4k5p4VEFf229uTEa3wkdekfA+PtiOBrQXwzAIcjKK6ikbIR1TwxaGE3xoAPYQsW2vbTiq9O4JvufgVXfvO9eMxjvpfPfuFGvnjyRmLwfObTn+EhD/lOHv09j+DSO13Mn7333bzrXe/kwd/5EJxXQ5dluzaqq2hzEW6nd63lcGboVVCvWvVmzFUNKedCyhoLpXliTuqZJuNPz9PIuNmQpg1SM14KpVZSmglUJjm67ezojChGuhg1ixEx4YZCTY4S2p5u96AAtZKLULK2Gil6XEx8IJPqTEobUkqUvOUXeyl4iebqK742upngKCCdFhypakBOmcveUm4fHFjDo8cRfcB3QQ3Jh23cJNtmxZIzgnDq1ClO3ngj5x1bccsXb+Kxj388b/uvf8RNN93ELbfcrCUb77j3vb+ZC473vO/PPsLnb/gsl15++YL9KMPRsOcdUQUFJ93CO2qEgoZJ1arbaS1GQivKvyo5kVJiGjfaHrQ5ZB43jOMB683IuN5QpolcZPGmpQqedFSX/miZjS54nPd0oNuU8xQC1MJQlbZRatEKf1UmY5GqmZihy7loWpqmiWkzsRn1riq1WCwzEENRYNMH3bKCxUcuLoiySDWarvo4DWQdwXkFKp1uIz56otXmFuURsS05jXzu85/jv7zlD/nQhz7Mpz51Azfd9EXWB2s++pGP8u0PfAAX3OF8/vzDH+F+970vIpVbvngLe8ePcde7X8l5F13Kn77jnVx48cWs9vbZ5mfNy+l2qsnWTonD1Ds0aagWJxoZvxZECtV67ksu2uGalRF6eHjItL6Nw/Uhm03i4PCQcT0xbUZqmXBOyAK5nIVlD8yAsLjIO5VswVdc8eSa8Cktd09OlVIzuWZKVeCslqTZWJpI88w4tnQ1kUslRE9PRLz2hBAiXTdoK1EXCdFrIL0Ae9rz72olSMETwEeNgUKwWMkQXe9bWAWl8p/+4D/ytre+jQ99+CPc8NkbFQwVQaqmch/56Jpf+N9fhnOOg4MDur7nbX/4X/j1//vXeejDHsLTnvFM7nDBBdzzxD1415++k2sffC1d36N+s8lNuB1GYsOTdqBxWOAB/Tq6dZciamiCgYfa6ZFSIqWRw/WG9cEhh5sNh4cTaTMzzSPZBB2c0/rkUa0jM6LQsiQXLAvRIMLZRUwi5Kx6OfOsdNdcZzWcqvu+lNm6FjQWykXlUYSC844uRrp+0JqQ9ap1XUcMxi9qmFO1QqgZpwbw4KrHyYD3jhicIuY+GCtyK0MzzhP//t+/kXe8/U8Q4zCfoY9q2dX1139cY6oYeOtb/wu/97rf43Of+wIf/YtPMvQDz/iRH+bKE1fgHLz9j9/OZZddxvnnX8AdL7kjXYxW5bC+NoW2seS+YdhnsAAEv5RTFj0iq7+0n2sxoatUSePEuBnZjIYbpUoqBUSoR2dDR2dE0Wo23rjIVZzxfColZ/KcKCkzTokpT8xpJmXFfmotmlEVbX/JOTNPCi4GD8FHfIh0Q083RHxwhKjCDs5twUSpDdordp0FcUpFKSEgncP5wiICETyhgY+0nKmyGUc++9nPmRQLZxZvDa0OITAMA8f2j3H5N13Oe9/73uV5hwdrXvVbr+EhD3sY97rXvThx5QkuvfQyTp78IrkqbNFFttkXioa3pkovW56TE0XxaY2d3i1IuSIR7Tt7A3fVs4qLiiHlxDwrdpRLsR1AFvjhSK79Ub2Rb7IwAFJ1v06ZkhNzVn0cBcFmxnlDnWbmlEglI6UgZaYWpXXmUpjnBFWUxRg7ZU2GQB90Kwo+ECwCLSWhdFm/yLwsaLH3ZCfkEMi5J0YhxsZTbEZo3wGd63p4cKAGbXC12qPe9Xe962VceeWVvP3tb+fSSy/l4OCAe9zjHnzoQx86Y2LPyZM388m//BT3uvJeOHSi0bHjx+xcbVNJoWpshm3/1S/ye45iFBhVRWnFVO87hUOK4hQxBPouMHcdXa8sidhFvO/xLlBLYVrPbMaRLIWUNWY8qnV0zYuS9a6pTgGuokaj8U8hzTPTNDLPE3lzyDTOzDlTayLXiqsqh1It8M4p40JH1/Xs7e0z9FE50lLwruB8ND3CZMBkIGGFR6uGB+/wISohLEdyzpQyU4rHl4jzGU/gtlO3cfz4cWpN/Or/+X9y/V98gi984Uacc3zrt96Hm2/5Il/43Bd0m8iJJz7p8az2Vtzl0ku56KI7kOaZ73jQNfzRf3374o1KrvzZn72fhz/yofRdt5DwW4ijdrLUU2hkEu+rIdcoICqqNRAISKh0MVC7Qq2BWoVQKjFCjJG+G5jCQPQjQ+eJnSdo4Z45ZzbjyJwzJcsyrfoo1pEh1rNtQWmaSO3vWcWuNuPE2oqAm/GAcRyZxkPDMSZqSsxZCWfTNLOZM7kKfQzsrzpWQ4fvO8WhQgDX47Ce/yKklJmnDeN4yGZzyDiumccNKU2UrIH8NE1Mk6pjTIbytvLAf/z3/4E/ecc7+fznbuTNb/4j3vWn72OzGRER7nSnS/jFl72Eb7n63gx9xy233ErJlf/1f/v/cIcLzuf+33ZfPv2pT/GkJz+R884/fzGiKpX3vff9jJuRHVtZGACtOEOLq2mt343F7doz8GiYELyyO2PUP6pXUCz9R2GLluCEiA8d0Xe27XvAU3NZkpajWkcnLTPOFi+UJQ5qf+Z5ZN5sWI+HjJut8ZRaTQi1Mfn0JAfxSqQaVhpIW5u11o4qPkZweuit2q6YU4La2o08IgNVgsVLshPbOJTE5fFdzyMf9Sj+n9f+Hn3XL8bT1smTN/ORj36UG79wE9M8c7fLL+d+978fF154Bz57ww086NoHcuLECf70nX/C+ecd59TOjNaTX7yZaZqXulsr5jbT0BaiRvsAt3R3bAUcnBPEa2zkqLja4b0mGthWV41ztVWJBe8jQ98zDHt0/ZrVEJmmnnnOsDAsj2YdocjVhuCDodCJVIypmBJzGhnnNeO4YbOZGDeJmrVjysWgukM+AIVO2yEIvabsJc1MNSgmhMYmAYuLjEu8iCqURLHedKq32CwjVbc+cdpJEkIgho6SI8F7LrzoIq79zmu5/iPXE2M8w4iuu+46rrvuOlKaGYYVT/2hp3KXy+6CE2G1WnHrrbfxjB9+Br/+r39DJxvuIOd7e8f0/fAszQG0uq7GcK21yOHYmtCOsVt5RoHPSA1CacQzr4G1YkbZGkcrMQbrM+vpVj3DqiN2e/RdZugnSvGUcnRGdGTvVJbAWbemnBM1JUpK5FkLhzTvlGamNDOlTJkFV4Xc4pgYNQPrArVmNtPIejNyOI7a4Njo6s7jnIo9xDAQu54QtR7UCpUpjaT5kHkeySWrtyqaMerPipZLrdznPt/Cne9yZ6pVuRvwOM8z8zwTY8eTfuBJPPWHfpBg3JC9Y3sai+z3PPg7H0Tf9zsZF9z7qntz/PjxBROySg8g27gHK4hINa6a/k6ho0Whe8eLaX3PoQqwDdn2rtX+IiEGuiEQeq/9emFgNfQMQ8THjhg7ung2GpEVAnPJpqGs6GqSQqUs2YDecSpQSVXX6r0wRMcQdf8WB2TR7C5p3SzNM2NK5CzUkhExfrFTqqyL2uCIF3KerRg5MadGrzX2jwXe1QQoctU6n3eOB37HNXzrt97HeMlxEaUAuN+33Y8X/ORPcPz4nn62g0c84mGcvOkmnFTuda8rufJeVy4F4WEYuPbB1+Jjxzaa3tI+sBqanZRtTc2JGY9odV+cGZci1lQl6VWT8gFnyL0i8V1U0l8fO7q4ou8HhtXAaq9nb2+P/b0Vq74jdEeHMx+ZESlBqpClqJE07ovdXd5FCB0+Om1CDB68fuHV0OsXC5HiHFKcwvipMKfMPGfmNJmIZSFnYS6WxfiwNLM31rHzEe+itidZrSz4aNSToIVe9LikWolEhNXQcbe7XcYd73gRMcQlvogxcqc7XUKM1qJjHuHyu1/O+977Xm4+eTPHj+1zv/t+qwa83vGgB30HD3/EQ7cxkNvqcdPAEKf4kEIJ27ILADtCoBWr4ue0FF5VLk9jG93We/puYBj26ft9+mGPYTWwvzew2l+x2lvRDQoBdF2g92ehJ2pIaqhKY7CKle7xzvrGYmTo91itjrHaO679+12H77QxEVdwtVBLpqaZkmayqZ7mXElFlO6ZM5KTavNYlZtawHu6bsXQ7yuvqXXR9to1630kOG9q8i2clSVeAeGyu17GaVMVw7g/1zzw27n44ov57d/6beZpstKF4/h5x7jTXe7MBz/4IcBx5ztfTN9FrrnmAbz453+GC84/vnOCdv9qjElRfredwC2VX5ZtsZU1iiHxuRTr51O0O0avwGsXtfwz9HTdiq5fMax6hr2Bvb09Vnsr9oc9+n6P0Gmn8lGto/NpzqlYAoIreg6CQ8XDQ8eAytDF4BU32Ysan4jdgaIligIqnVtUQ8dVpa3WWszX9NRQl5NZY1iYA84FYr+P9x21FoJDe/d9JHRaLvEhGqfJIV7ZjY0Y37ZIsc8EOH78GM985t/hW67+Fv7Ry/8P/ux97+OaBz1Y+ePO85Dv/k7+8C1/yEMe8hAuvetd+dFn/TBXfvMJ7nniCsS1LtfdeGg5YTvC8Fv661KEbVubZaVUDEczqWHR56mkTwexbdWOEjMhdvT9wGo1kfYGps0+0/7MsWlDnlbMZ6O0jHZStL4tUdl/lU8kBig+0oVA6CtOKrmsqCkz5ULNk3ZkOL9kJqUIJVdqTmSssxNHwZF9IM2qdjF5R9/1eCsLSOwg9jSlQy209loOiNGys2gdEEuVDxBOnbqNN7z+PzGnBBh1xHvOO+84F9/pYn7o6T/EH//Rn3DpZXfjrne7HFzgqqvuzQ2fvoHTp0/x0Id/N9/1Xd/Jn/7p25nnidWq2xZ1WUqstJqYA6qoJncbL2EO3Y7I7dTFCkhZWJYNqPTOEYJDiHRooygeLReFQIwd/WqfY8crc0nMc2FKepMe1To6xBoUIRao3hOsh6s4pac616nkimkalpRIfoO4mSyZuRVORQDFmdKspRHBEUrGF22P9t6RIoxTh7gZ5zxDH83TmOAoFecDnXd4H/Vk+14NOWhq3FiWrWTzpjf+Z66//i9tq9CLdPHFl3CHCy/COc8DH3gNNSV+57dfzQt+8gUcO36M0Pfc+z5X85nPfIYL73hH4uC5850u5YbPfJor73WVnhxpeknmZ4wk1ITZW7eH4j722K6ylbS/HEsDo9GMxeguKhFoIqfGSYqxZxj2rRxUtKA9T8xTT5qGo7r0Ryi3J6qKitOqOIAP2v/ugGLMvSCC1MIGR5FMrAUpAVcSGHsv5aII9jwybVRdJMQeehRIDBHfddBNdMUj0i+87dBFvINUWZiLTR872r+DxRELZdbDe9/zLn7rVb/NPM9LRnb++efxwp/+SS7/prsCQoyB73roQ4jR8+lPf5J7X/UteOBul92F//rxjzFuDtnfO87ld/8m/vCtb+Gud7s7e3t7y5bVvFCxnxbFEfMuTUepbaXLFqjAksVQTYdJzJCsCUK2W3DwUcXEYjWE31NKZlolhn5N13eEI5SWOboQXVRD0EklgFEtIkMXGfqOva5n6Hpip4IDvbX5hmCVaaOL5lLJaSankTQnUpqYx5k0zeQ5k2vRKCN4hhDoOxWI8L5RXDtC7Bk6VWkL3mts5BWDin1HF3v6rqeLHSF6PvPpT/NL/8c/43OfOwkYbOA93/eE7+O7H/qdxM70stE45D73vQ/Hz7tgeWzoIne585344Af+HIDVMHDFFffgz//8Qy1u34mHtEq/KME6Z4h9tN8uAxwWA2p/t1jOLRyooHqXSqNabph+2GO1t8/+3j77e3usVitNMgbDj6KyIo5qHWF2lk0hTVmEgsMHZ334ni7Y1mKxE05rPCEEfIiE2BN8VKZfEXIWpqQajnlWFbUq2hDZx8BeP9B3e3T9Hn3sidGbV/GLh2n002p90130DF1nw/wGuq6jCx3ve+/7+cynb0CWq+24xz3uwdOf8Xfou14D43a9gfPOu4C73fWyxVNU57jniSv54hdPcnBwGucc9zhxgltu+SJfvPlGtnPPTAHNtXlmqoAiBjYuqCK7kjMerMXKm5RMDBoHBeOEa8dLZOgHju3vKWNg/5il+ys6ixmdi9ucdJcfdTvX0elY50QQqNHiCXGEGpT7Yy042ixoMpxeiWyEnjyoBnXJmTBujA46IzVTS7K+fN22olfFtSEGul69j0L/1ZRTy1LcVF6aIuIeCC4SYkfse3yMhBDIJfOn73yXConaie27nqc/82lcfvlltKLEly7v6iLn54HV0HPllffkzz/8Ib7jOx5E7AIPfOCDTVhrSzNz4hcpPRVrMNE+51V6ZinWCk3aJhi1t1gzY6DDIVSfF06R995kBhWjm1PBee1EpvX72aiGPGeknIUc64rgrV2nYAoYzgFB25e93s2Rls53ZA81VqIUStCi4iz6HhTrBI2BzkOMgb4PdF2gi+bBFvUOw3pqoRRngp7VthIrdlrdwDsNpGPQKvh1H76O973vAzYhUtuH7n//b+PRj/4eUzWzTEi2affuPdwEsirCFVfck/d88V2Mmw2rY3ucf/75ShFCt69qXtqzWwB12++g/6BB2K4avm1tTN63DTVrv650RvEVYkSDbqnkVKmidBrBKL2ofysEtFHhLGwZkgLJ2VA2dI9OziESCAKhtI7O7Z3TxYB3HdRKChlck9tzDIOjSiR2DimoJE0/KJe60yBAA9OCSFj4z1LqMsejSCXQWM3WhmzgnUjghhs+y6/801/hi1+8eTmuiy++mOf93edxhwvPX9LwZfqhOaQlz7KtB2dBfBf59muuIQYF8hrVo3kj5dCZN94pe2w3ru22pzTZ1nWrDQZVBYlwTrQZs0IuXvUi0JuminK0JLUxFWK1QK8c9aAcoxD7o7r0R2hEVV1rdVHvTlFFMCeKJlfXTryJO3lHEK36x1AJPhK9eprYDdSKgYZatPUhsLfqdX83Yr04HYPgjQ6RRKhWi1PRBKF69RS5VFJO+KT40Ga95l/+i/8fH/zgh5dt7NixYzz3+T/OAx5wP4t33OJFtq3OWNqkqLVHx0q0sVNd13GGJIPTvx1mQO08ALgtDb9FQa49R0xMBGjlDc3KKtSoWZ2DPlSqlW5EBMlayUcarr79HrmqRiUEXDgLEetSZisEOpC4iKcuA3dxtIEnAU/1+ruAUKoGiz4G+n5gf09Y9f3S9ZmmCedUA2k19KxCZ922GA+5QKkqsqhtIOYmVPCgVkhSteThI6fTAa/7f17HW9/6RzpYBeHCO1zIj/34c3jyk5+gimm2/TWls9YzF1otDAuqUbnhRt5vgTayZQVt11ZNRP+9raG5Zl3mVUQMhac1UysYq2r928BYxBOCctpzShaXtzqcsIh410yt2ebDOXw4CwPrNI/42OEchGCucoH0zS2302rpanDa2hNqpYsdfb8iryrRd8tr07xhGk2a2PfEGFSKOGrlXtBtyxVHJZk4phqscohEa3ISmBzklHnDG17P777699isR3zw3OUul/LTP/tTfM/3PJx+h0Hfhrcs3kK2CXh7bDsyaquU1m4gvaBNOkGPY7eS75zFbcut5k1Cxi2Njm3onnPNZD3iKkutVtQ7StkKa6n9NKGwosQ1O47gmmLv0a2jM6JpIuLoYtDGREQDWO/VMbjl1CiaiiBo1R6p1G6gHzQuYn+lRVIRpnmfebVhnmdKtimLwdGZlJygJLhSBUemaTFqUJR1fJYXxHdsNhv+83/6z7z+99/IZjMRu8gjHvlInvu8Z3PPe53QYzXzqLvB9GI2W6+6TcJ3RvI6GxrM9iJZWXBZiiIoGU2FqNjqUzcD9NYKzlbGb9EnatgS7Fi3fVDrvYaFryStzdwFhUGUtm00kqNZR2ZEc074rqdUaHF/A+1CiJYVoScKtz25Ftd0UujLHl2nSh3ee0quxH7W3rLNhlKUF+ydss9Vb1G7JIorRvbPKl2DMRtFCFU42Bzy+//h9bztD/+ElDKr1Yrve8L38dznPYeLLr7IkN8tOtOMXb8ICzQh0rpXlYOkcmum7igs5uXP2E7ckuW1rXFJ+ZuZuBY/2Zj0VhqBM6T+dqInmlFXL4vwuWsxmP0dfDANxw7nO4SOeU6M01mo2ZjzTM6RrnRLq2+b9BO9Ug/U3bf0H4qw9H1Jrew7R5VO722BEjKzzVMo1sSoyGwbIuyAiHPFsrpeg9Xa+s50C7rl1pv5vdf9R97zrg+Sc+a8847ztKc/lSf/4JM5dmxfdSKdnvg2ZVHnZeiBaomh4Tm7erKa0UkDCNvd701cT9iJTfQ8VZMVbj32igWZl2uBF0pIc64pvzWDaduY+T4nC7G/maS2mlttLVh5J3YKwmp0Ty0VJ2cjTrQzc6upmRUp1tCsLT6LYAJa+wmiMEDB0QNdiCpWIEpyQwRfLNl1onqKPuBcYBkRbPFVpHGStgzl6h03fe4k//Y1v8uHP/QX1Ap3vPiOPPOH/w4Pf/hD6YJX7lJR3jUY4azanewUf6pWoG3ItX6suqSdmFpn1ONMFmZ7HCImH8MZ1mMerhnOjsGdsW1aEM42IF9SxF2mpHk851U8K0TNdEunw5m93YxCpRsie/vHjurSH2EbdegIXgj2JZwBe85iI++09CGWtzoLKAPWW4UoH6lUKEW5RYb9tIF8tYoOc0EFDWrVblbvPC4qo1F8NDm+xCc+9Ul+97dfyyc+9mmqKOHsWc/+Ee77bfeB4NTIpdBmqLoWcDpjAYnXbUhEU3rbLlp8ok8thoxrYNy2LKo1I0rDf5rH8VZkbXSOCiYvswiuAyzmgyUGGuc17etl4EzTvfHeMslgUsQqmeN8IEQdLOhdoIsd+/t7lHwWUkFiv6LrewWxnHoEj4lLBW9imqqZKM1AWjbjvQYaZjQYeb4Zl7NAXd1842yrtIoPsgg0hKifW4rjAx/8ML/7O6/hszfcBDjuda8redazf5h7XnmFVvp9UMyqqNerVXChaU2z4zH0IjlXaNlT4/JsTcPwqobL7MSsTdtxkavZyewMsUFrZ255bbMjxYKCaTvuPLaE2NuNrgG4TbCrmmBFCIEuOPoYGVYD5x0/pg0V81m4nQ1dT+xXhDjoPoynOCjU5SKlrOM9t/xrjTtUwKmSrBtEe8QUv2m343LhXDRx85aCixUgVdhBRHjP+97Nb///X83JG2/GOc/97n9ffuRHn8Fll95JiVpGk9UAq11EmwnibauyG9w1+MYygcY10ozJdIWQRdlMrHdsW1cz77ZI7mNfSGOsKi2xakJdW8PQ/wotGwTYGSW048magIZb5n2U0hTi1JBiN7Da2yOlzDQXNpuDo7r0R8hsbMGu6uQiyDKbfRZRtdegdRs9V43OWa3mVam5UEszHvU8RZpiqgo2uOAMLsDOvlanQ/DUKvzXt72N333N67jl5tsIseOhD/9unvq0p3DhhRfYcGLVI4pBB8xgWZE6Hd3CNGC2QTHSRrnooCu1paV/dSsN4xQ8DDia0Id8Scpdgdb7Lzv/b2IO3o5D/U6LfWwb1U/TqN1clZ7HLfamXK6iQhUh4EKHD7N9Z6WI9EMi9hHvj44KcoSBtd5Zy4mQQsnqaXLJxKSlihYUN1C41bxKzTpVeceISilalS+KXJeScQFC6ZQbbcGud5DmxFve/Fb+3e/9PqdPHbJarXj8Ex7Pk578/az2Vtu71KsYlw/BdLSdqcw2kKYuGo3bMLeBgrJAEgqFa1yndqQlkOrbMbmtLrZrQbJ5FodlVW7xPCobIwv0sXTDGlCqXm5bXWvTQ9Tgm7cEfFARES86ach5QCkjwdiVUusSzB/FOjpmI8XusqAU2SoIGWrFZ8cs6q1wmqVF7xZRcUwgNJtXagKZJVejg2RK0r42cASXCN5TjVu83hzwhte/kf/8pj9kvZ44//wLeMYzn8ZjHvO9mqHYxXEYhylq52v0KvqgO9uXeghHG/PUthOPmL5kBTFR8qLHqkrYaGxXdRpkbI1xzQDt6SqtJ1tnAyYKZrCBxTw6tcSfuWXREnzZJnjo35qzaBAdaiVGtxDXQoitEkwIzpD5o1lH2O3hjfdiMYMouUykiX5ukdMuDNrDhW5rparKqbY9GxbivPFfRtK8Ic8zOatmkcqsVAiRw1tu5vW//594x9vfyzxnLrrjRTz/7z6Phz/iYXTBUUrBVVgmVntnnsgIbE571NpIz8ZWFFPnkBYKO024lMayjfNq2W5AChE44/5ECEHHtVNU7N28UpP6E6vOO5uiyI6yLQ1Pa4HZmdJXbM0ddsN1FX5wVF8WDrk2Jng8evOGoOzSo1pHqtlYXVCNaXObpeqo7VoKqWZK1rQ3x0KXW3CsqfqUklX81ZVX53AmQTyu16zXp3XUVRzU1XvPzTd/nje8/s188IPXk3Phzne+Ez/xgufzsIc9lL6P5tW8Br0itFh6YT86ZzrXdkvv8I50qEsDEo1M4qp6TUsEShEwjWmwbciDK4GahRoLxalnEOt18+Yy1Lmot1m4V2aLLbBXl7UVL2+IkX7YlpqCbaeLyLmrSvrTzN+yNlWHIwStJJyNVfxgnRbOO8WCatlRSivkPJGKEs1zLiSnhdOak7YF5WTxkd1RHhCVzN0cnmJaH2h9bE/Ic8/JL36eN73pj/jEX95ALpW73u2u/MTffR4PetC3E7tA9IHqA844Tk2zCMeirh8anda5ZSpiRWkdepe3wqjSTfKCWxVTs9f5bKUq9b4h15A05c5aLI7SlDx0BpyvQnEKf6h5KsazVP1bR4e0o2A5PguOtuxIC81xzZBkaR4Ft/Cyg908wbVM86iu/FHiRHGlgZz3ltnonVlESLWoxFvOptqxbWEpKZPnycSnMoiSpzqvmtPjPLI5PGTabAidoyuRT376M7z9j97Hpz97klrhxIl78NznP4f73OdqDZidQ7yBncEhxYJf11Jyh7RxkDsK+ru17cYDgna+1TvkinlY80aGZzUt7SYQIVKJXVMYEQX+AB3ma/FgK/cboNmG0DQVf92wPI66BN0tUm9sS5YEw45SNJPUcRB6bAgUVEWuSqBUR85nYe2s63W2q2YEAMqHydajX0tVpbKcSKkwTyo5k/MEuU3FUem5vvPk6JWUlkYkz0SnFfuPffzzvOvdH+aWW05TBe591TfzYz/2o5y41z23nSNYoOkc1VmppdrJdnrnh0Y1FbdFqhfpTz3+RZCz2owOI9i5YsLkVuKRNnfDtroFusD6zQxojYZ6Y57CVaEGj5cWZDuNoVof/pLa6/EYjGSIgsViO/I0NA9qHrFWt9QAm2E3TGw6wiGwR2dEXY9zpqRhqa/H0VHYVCEXmFJWRdNxzeHBSJ5HUplAdFhecKpLBB3CQAiqdOq6CMHx8b/4NO9930c5fWqN85773vdqnvHMp3G3y++Ka8KjhCWbamUE7zwSVeNHBKLD9BKap9leIO+waYpiYKa3Dc22M2lbdDL5vkStQq7K61blZesPK6orIDkgQRBfDbn2W0+yGJDBli34PiOVd4Cl+g0zwNK8Fj8tX8fGYTTFW7HHqsIp1YzpKJU/jy6wjr1dQKHYnefwVPFQM2UeyePIvBk5fXjI+uCQPI1I1QHAwXtcDMTqcGLyvAg+BJJ4PvaxT/Dud1/HweGG4CMPfNA1PPkHvp873eli2Om7cn6Hv9zcfoubrbq9pVXYBW9bgdOg1BnfR2x2RKOsYG9bTeFWVToU4yrZ6nvI0gjgXKcYmBRSyXaeAoFM9QExerBf6LSRxuDeNnfbceKUjLbrKQ1BP0PgQ9jGgGhWrJoHtvXWRMnl7OQTeRxLp3DrLrDyRirCnCbmaWIcVSk/TxumaURqpQsBer/o7ITobHwCzNnx0ev+kve858McHIz0fc93ftd38PjvfywXXXQhseus+OsNhzJC166IVKta0irhfqlltW2rZT5iGdqu3WBeqUqLg4oNqcvkpDIvCoZqjS841QQQ0xqqGLLdVUINpg5bibEg0iEortSO0bBxjZPaDcGWHrdDT9vadtvRpJr03tbQS8nKgbe2qmpZ81GtI+RYFwvibPRCyZQ6U/JEmkbGcWKzWbMZN6R5ouRZSWalUlxPdFHh+k5FFxyeacz8+Yev573v+yjjOLPaG3jowx7C9/4vD+eCCy4gdD2+M2FLG+zinKqPhB0DwBm/xwBH34hfLRISaOLtCBbwNp6zU7Jbte7cmpmLMJlWQC1asslZJQZrVc5TzCOhrMi5pyvCqhZK1iZLH5QaDJGI00F7wT6T5nVahti2tZb6O1q7dOM2uQZmVvU2VbI1JpgqXK4mRK9iYSkncjkLjWicNnhrJCzGMCxp0gk408w4rtmMI9OsTYksmYzoiQy96uxEnWU2jYk/e+8H+cCHPs48F44f3+d7Hv1QHvGI7+b48ePEfqDregZrCfbWm0WbWeZ1e1pIY85ti6Q2D0qMRtEMaOEot2BUFFCUWijVdChTouQZyZNOQJqzZj1lVhGuosF3iJ6YM6kMDEUztqGrQE8Qu2GM+9xilcY5ckvq3gypGbhtvKLfTfDWgy9GjWn4lfKqpYoO20mzTh0a16w3GzbjmjyNX/E6fiPr6IxosyHERJthVkpinmc2k4pwz3NinlWvMZeROSdKsnkZ3vrJPRRxzOtD3vWuD/ORj3yClDIXXXgh3/eEx3Lttd/O3v6KEFfEzvrwTfwzBFODVSAIGyez4/JliUG3ddF2r2/7vVqcUS2GkKr9/6WNhZpsNNSkSvXjPFGKlkFKLsxFJQJxMPQ9XS4wZJB9pbgAXdSaV43OLsG2/COtQxbDfdqMrGUZsk4bHqqgbhOVb1nwPDfZZTOgacN6c8hmvWEaN0xnoz7RZtyYR8CG81aVhpmnZVJgtvQ+J70gTireCo+pZmL2bMbT/Nn7/pyPfewGchHufKdL+IGnPJEHXHN/VsOeKoKFzrYFVQjrOpv/bnM6Ap7G+mtJu2/RtV2gBiIuAKEoeq7eSAPP/CUzxpLpR6oe5Mg4JzbTSMkTFBT7ympEVYQ0J4ZcEJvM3eKWljAgwbxI1ZREjMvmlcVJ+x4L47Hl8G7JwJogWMlaoBbzluOUVKl3nBfx1PV6sj+Jcdwc1aU/OiM62KxxgnZXtJgoF529tVkzj5Oq6E9ryqRTk0UKeEgp0U0dNx+OfOADf8FnP3eSWoW73vUynvLUJ3D1fe7NajXQ991iMN50GLsY6LqIj0FbjUIzIF3OaKPVRKRaylsX8ajtoJVc67Yu1nCgIlRJKgyVZ9KUGKeJQ7uzx3GizKMi9BVSyWgZMOP9hlR0eK/30ZRuI7FTj6fbYEWc6EyPJu5gBrVQQMRvp0CaUKk04ynZtlg1pFy2XmjcbFhvdAsbN2vGcbTERm/qo1pHZkSHt92qJ6ApsmaVwxvHiXFaM61nxs2aNB4ypwJpUnQ2dOCEzcGa6z/+WU6ePIWIcMUVl/OkJz+ee155dyunoIVTbwYUbAyoV45ScBHn/DIJGgCnMi4qWdwEJcxoqm2lkikmY1dLK2c0YDQvIuMpVVLWqQDTPDGNG+b1hnk8ZLOZtHSj+yClKmTRxYBzE1M30eeemGa6GCk5MucZmUEBUMtGg7EtDV3fNh9pE4BmhxbAW3aY5qwTm/KswmElMc2JNI1sNhOb9SHj4WkODg44OH2a9eEB06RDhY9qHZkR3XrLrcb71UxtTpk8bxjnwjRuVKFrnJjnkZIqkhM4RwiZ6VTms5+7hVtPrXHOcY97Xs73ff+judvdLrEOBS03RFGKSTEsR9mAxpqUQofDS9iWN2Sn/mUeiNrIZtq3X6pN3ak6yqlWHR0650JOWorRDEc1JOd5zTSNbDZrpvWGzUaNaJxnLfgGVTspcdBtyN5nThN915Fzx5gjJAfBEWu0keyq/F/xRNMmWrIzU7dtM2BVCDUpeDtrxpXbBMZZvfw0rdmsR9br09x26lZuvvWQU7fdxunTpzg42LBZn4VjGW699RbVaXSVXCvzPJOmkXmuOjkxqwrsPGVyUoW0gmfOmZO3HLBZJ7z33POKy3j4w6/h/Av2tShr+IsriZSDbpk1IFG7MCqVTkQ7GkSQiIofGHDYIiIRodp2QWlYyW65QvnbmhrP5HlmmptyrZLi5jQxbQ44ONhwan3IdHjINB0yT5k5aaE3xsBqNRAkaHmkCmPUps51CAsgmoBAoLiEhEixmGm3Nw/AYdMpS10K1SnZhKbZZsfNM+NkU6inkXkeGccNh+s1B6dPc+q2Wzh162luu+UUB4cHHK5H5vksjIkOTdxJqtdpinlmGmfSPJFSWYyhJB01OZbCnITbTs/McyI4x93uejHf8i33BBzrg0NlQfoILoBXAyJUQuxwUik1EKNC+pEKoeKLICGAbyxLh0eJbk0+RqcxyhKcqjC7xRsWC03zrENspkxKk8ZD88jhZs1ttx2yPjzFwekDDg831JIJNjBwDj0lF0I4ZO1VEriWvKWjOI84HbjcxQ6pnRVxAcREwPxCPKsGgyiFuKgUcxZKhpzFYqCZcRxZb9Zs1geM45pxs+FgfcjBqUNO33rAqVOnue30mmkzMk4zm+ksxIk2YxvNKUq4N3yi5kTKehJENDOrpbIeM+Ood7D3jjtdcj6X3/VCYGJan+Ywav3Ksm6t/fQ9JSZiN1CqEvNzjsQuE0skhUiMxaYReePXyJIhLxTYljE3L2QK9VXEBEc1MN1s9MLM05pxmhinic16Yn1wG6cONhweHDKNIzln1YYOEe8n5tm6Wrxj6FQlV2MwB06zy77vtOhcKn01dVhVb9LvbaQ1zdhavGbj3xcBdwUSp6RGNG5Oc3h4wLjecHi45tTBaU6fOs3pU4ccHhwyT5OS+ooQqvvKF/IbWEdnROs1qWRSqtQ8k3K1xkBr/ZFKqjr5b5oym1HnwIbgOf+8gfOPR6ZpYn2wJrq6bDFFtGNznif6Qafm9F2mHwZyzAQfSLMNk4uRPrZ03xvZTC3GiwfntUrulhKt0lqXST2JnGfmtNGYYnPA4cEhBweHrNenWK91xNO4OeBwM7LZqK6kQ/AlEEK1YcX6Gd4JucsLq9N5HT/a703slz0N4g3UVEe15flsKR2yjKLadsFUGytRrbyhtBqFTxLjOHL64IDbbj3FwW2nWG/WjFPWO9FDdlCPTq3zaMHGZAFonmfr4tim0AjkXBmnymbM5KwGdHyvY+hgGjMbP4ILFGAqGkynouO6+9VxFbDcW7O32mdI+7iu19EL1mkSup45dnRG/wzReEKinsEFt3SlBGf60d4C15JsOmRhnmcmiykODw84ddspbrvtNp3sPM7kUQNplUcWG4euFNVg2Zm5C2qudMGThpUaEkJ0djze+u525sBuG6J3qBvtcQNIG5W3zShR+EiJdaVU5qQz5+ZpNrpKIATRCQQFqHJm0fZ2riOUlkla7sgJpEDZ1aUGKcI8ZcZJU+oYAsf2A12nZZI5JdajIF571XJJUFSGeB7WxP6Q1f7A/v5xNvsT+/uT4kW+06EoweNipIuDKcgGfPQ4H4liIKT3WkUPnuirQkreIVUFsHQubbJ5InohxvXIPB6yXp/m9Ok1m4MNY5qpKZFKxXvPanB4nxGJJARKWhT+hcyctNVHyxoqNrGUWAzw3MWwhLCYUmM8KtVajc5TFyNtNbUqddkeU1IEe1seUeihZh2K43ykO7rd7AiNKOucdiWX2wSfYgcvMKfMZq2GFoNnby/QR8VtijhczqxFt685V2VBzon+YK3bWN+zOrbH+tjI3jgzbdZWaxsY+qhq+T7QR1VTczY7NrbHfSDEzlTmIzVGQsCAvUpOWceLTjqxMSfNgkpRI8gpk+aJjQF2RQo1i00jmjX2itru7KwvTaX9glX8E1OeScnQ7tWKmAv9wkvKFvjvnNRWXW0/Gs1DIYmtp6+2rc1J63dSqnkbbZ7wVLKR72LX4SPsDqC5vevojCgZX8ZBKU14s1KrY5oL46TkrT4G9vcisWPrjp2y8KiZdankrK3TOc8qwxc8oe/Y36zZ3yQ248xhrxXx2PV0/T5Dr3M7fOjo+7gd1zT0xNAxB68lk34gxkHrbr5pPWabj6bjrdI0Mdvo9XGamebMnBxTZinCzqloIC3oaK7qCLkunRzRvEatZoBTYdwkDsc1/bRimAZyPzB3kVWfKHmglqylEB06oludeKAYnlWMNaBz22o1hDonctLCtvOC7wL9MJByJs4DoTiGUKglkEulUnBnY2Bdi3J1dLyCkfOLY54z45iUcxwc+3uRvnOmfspSPa9K89GtZZ4ZKeTcmU6zJ8aZaT1zsJ7ZWx/Sd1YC6Vf0w4a9YTBZ4UgXVRe7GwaGVU/sOlZdoB9W9KnQ94WcowbA1hyQrGFgTlpXOjhcc7DecHh4yHqz0cF7KWlx2cj64PHFyik+UYqn4hi6QA7WxVEdKSdSHhnnPcbNxLR3QFr1TH1P30dSGkgl0ZeOUju86Pa3IOv2eVJFmxtq0yIQsrEnkapTqWMkxp7YTXoeusBQPTUHks84N1OKIx9hZH2Ewp9l4efVWsnZ6x08JWqtdNGzv6cz7UtlaV1W0YcdLg/qrufkEDLksuhNp5Rx08x6M9L3HathoO/XdP2Gdd/j44qhHxg6HfcZ+8HGew/sDR37+5myysyrkT7EpcujGv0jFcW3ckOp08w8j0zjzDTq3Z5ytjlorQwhzLVYv53gfSR78DTZYE8tmiDM88RmPXJb3zF0a2Lfs1qtSCnZn0zsknZoSOsr2yYmVRQead0mtXG+peLa4Jvg6TqTaI4Qo1MDqoIryk7KRXsBj2od4Uhzo0+Jdq5OU2aadS5X3wf2V1E5PkuB0dGZIVXRJKla6k3V4NpbI6RiRd5em5jzTEkrUioW92S6rqPvJ6Z+YNVHxOm8+NgN9EPPZjUwppn9dIy9NJCCx1lPvkMxHRGtRZWcjcilM9ZySpqNTVrkbKoc3imPh2IJhHd0nW4/rlQkeCqJ6gPdeiT6ns4FQnQc9pHVqmda7TMPPdMUNX4LHqnORk24hepadwrFura/c97TeU8JOn6ijcQQ1+NdIgTPlEdyi58W+uzRrCPczjIikHJlmgrznIw7ExgGPSGNG+5oNI1mUGJ9VE0pw4JyV/Eu4INqQHsa9RUciblUgs90XSLFjmmc6PqBdQi0ObFd8MR+xXnn7VuhMrEZexVDjz0xOnqvMz5KreQ0MY0TU5pVjGIuTMYInObJaCxi2xk4v9ObhidnZwQzbfN2qVByxZdMqfo7F+FwNbC3P9HvTfTDTOhmQugVXy+FPvY6ndKa80tpPXlnVNUUj7IZbtUSk1xE4Yc6qTcMjugdiUqqVdN8OQtjIhFhTpVxKqSklLCh9wxdMJUuI8Uv3JgmR9A0fZRPXCxd9UDKnq6zNNbSVWdSMCknfKlI0Cyl5Ir3mWnKi0GKDaXrhxVpOl+zl/k8ul6DbQmBLqLxVVRxrJoz4zRz+vSaU6c2nDo9asFynKi5UWZ1EpIzZNm7QAxuYQN4r63gPivAWYooi9JDjJ69zR7TZuLwcM3e6lBjoxgJLmq2WqIOvgtRAVNaiFAsiNdu4iai4UTrlSllpikxjTNknci96ipJPLNFDLVaB83ZmOIrEq21HYC+17152wToMBkN+xKuNaTS2KBitA0xb6T7mlOlC/R1bZahiCNRFCsUp/ydKDrZugq5FsiqJqvFUVVGS3NltTfQNepFCPRdR3SqfZ1KosyZw4MNpw8PWK8PmMaJUkW3GrQoqmwFM/BQqU7nmKiqnY2jchUfNJZJs2MO0TSYZqZSGVNmPc70m43CEnhKLaTc0cdC18Ulxa8VawzI5DwpZ8imMKV5Vipy1qJ3Ths9H85TCeCrdgJb1CrOL6MajmIdXQF2VHooDlZDpO80hmnzu1wTvFwQWGx/d4bOgkaPddv9WWGmEh2W8pqmkcUkuVZiFGaBPnZ42XantoZCLwqEbvwhMag8QymF4P3yntGUM3CVXKBkYRpH1usN06gDajrfbggVEy/Z6VxWAUy9VTUc9b39Dv22Fq3Ez9ExTT2bsXJsnJGkE5TmObHejAqB5EROA6nrTIjBGQ9bgdxxVmrJNK+ZU0byzJwz86TKKakUatbAORmnq6RRe81c0MwsTdpYcUTrCNVjVXen7zx9NINxyrfWLlMVJqitlwvZoVxtjWqB8XcoQJIEKARvPeim8VNFkAyhw7Ij1eh3TicbSVAcqJbKPM2cdp6EZzUnvNfxTwJKq42B6LWSn0thHCfmzSFSklbUvTcpcpPeMw/hUJZhNfpGAwRV/k6QotIwVRwl6fAWZR6OHK43rIaBse9xzpFLos89Q5rout5GjwaKOKQmM56ZNE1M04Y5zVrzq9qOPm7WpClxOE1M68w8r5cZccqp8tQK42ayadZHs45QKQ0dIdX5JQBWJXg1jlKFuJ3DRK0m2tK8jqtmQG7JHBwszZ45V0rwVqrYvn/BEaRVnPTrBKfkf0E7PIqBddM44QRSbHUzbz3wga4b6DsNHHJKrDczaTaX3xQSLEvUO8Qv6bfO1LCxEM7hqvXAGTvOmfBpFRQ2GA/ZHAZi7Omi0laKZIa5Iw8DY9dbYG2al2Dt5xObzcR6vWaaR2rK2mfsKnka2cwT4zgyj9rfp9hWse8azeNnpQYf1YXnCI1o6Dti0BJCMXqnVPuHeR7JFhM5p8/Z+SpiaX5h24hRrXLtnUDVZj6C18mFJn7gnDfJYo09NGIxwSjxS30peE8RYTOO2y5YH4ySHZR1kFUAouSCZAVIUxMFNXdZstJKVffHawzn1NiKkewDrTDa2ridNhUEzUpLzozjTN+vOew9LkIqVTnk40ToItF1xIBOiwxo2WQzsz485NTpNdNmTaUSfIcLkNJIyXXb0lRV30AReQNxS1JUm6OLh+AoVUFC8zrWBmuYhuIYW2/UJikr+mqAo6HWrVot4nDN3qy2BabCnEUvhnkEL7qVzHPGITrf1fmFgKZAgrPnCnPS57lGWLNZbDVnpKx0y1z0t603vlEwRL1gcGFBS4vXoF2X/u0t3XYm2O6dgn993xOiJ0tlmkc2m0DstGE6zZW+i4S4lSXsYrCRpFqdH8eNFoIPTjGPM1J1qlHoes3qciUXoRSt9EcfrXJfSUnbtlJWY6/lLAysocU06veXKjSwNXzlxjgjXKm0btNzbs+XRXm1pW3L+Mu2hRUd0GcSGlSnrT4uCR2REBq51OAC5xf6a7WGPm/do62VSGP3ZHuw0Wi94CtUAyNwqgUt6FZVS7QCaBPDYpGpCbaX+xB0TGg/aMduULg+l8zhZoPqNVXCONP1OtdVz0GgCx7fdfRewdA8TWw2GzYbZYw6SdSyxyCawYJNYvQeHyJd1NJGrqIc8TGTZ/VG9awUdHC7sYxeFQ+ml7hlDFdpSCu25TQQchsHwY7dWerftgZp4YkIzisMUGvAu6rKHLOji7LdE80bVmzqkDjjaetr1U4dKRdCKDgTda9VPWpwBfEakHqbw5qrIF5TfqpuiaVWFhFQ2U541Pm2QUeum2C7Nz5QTZlxc5qUEqHXbl4Qmx3itR28067g4BVvStPIOCkZjlroh4S4QD94kAiS8WJm770NWBZwwY5NKSTenYVG1LaHBmJ564t3dWkTNP6wbROgrqsVQS0jax5Ef97JdpZP0j1FRDEhcUKm4qsjVpVvqVVV0JCGXG8zPe+A4Gzigu2zxjhoMr+q1lHMDm12SIAYO5XsK5lJKhToDenGOaqJd0kVsCHKffC65YRu6QTxTizQFqa5EuZDmGY2PiAUExhVXaPoA0RVwhdA0oZpnpnnSvSW+qOF2ej90j4tki0m1a24c44xBBPNyHg5CzUbceoNnMm5OCPKB2HLYW58dJo29TaWWLKcpXeeBiRtvVOLr6qh3KaN5wyYzNktlqjyMHnp0XfmmbxtN0s/VzMwlXkgVDVKfbbKDTvvDUsKLI2P1Yo3Tgf+iavMsou9OJwL4L3ylpwWZeOC3geCK8be1HKLanabhF+uNMF0pbjoqCkRqCUpFBE8pQpTFvpUdT6uaTs7rBVKdF6sBIeLji5GnPHJj2ododyeTjALzlkEYUWNajFP9XrVLd7wrhg+JGxnczVxSzTWgQUzAgxnMmwGmlQhzrUxD1uP5Wyr0gts485RSEDLMH5rWF7JauqUVEy4JZbt2KqgZC/KwnsudmxWSbAj37Y+L71vVXBSFpzGWRarKIBuj9q9qq1BKVmTg8WF+h13C8Z6s4bgyTHgjQHQdz1Dr6ojniZKIaazpF44RE+lZ1GsPYprf1RvFEKwASoeV1v7L1rr0hRHBwzYANwlZTOfUFpcJIo56TbGElw3cHE35i5AsAvaSivWwY44RcubQrCyA8zzuAjUna1XSx65QRC2nTZeatuOg+lS16LyLU3vx5sybPBN1UyWMsucHaSAhKKZp4s7pRGd16b6lZmclI6S5knZBNZAsCM3QfSe2Kl36mNESiFkoRo6XWtP3w14GwBYit3QIorKx6bjdBZuZ9V0f1TJ3VFrQAxAVPTW0F7LChoRTYxC0pBrFYRgh6pgfmcJkLcZlRqZuQyv5HNTMTa5TPUE2qMGun05vFTFl3SCgS4BqYVUdcSmsgYcOv0Z65yti5f0aFiumlnWzeFQzUiz9FoFlzPzxpD7lRZKY7BttRayCClX8qydMCkla41u81zF/Lp+VnWeXDx9p78TArmCz47OCrKaBLROFt2ave0GIXb0HsLyxW//Ojpz9GhffMvMvA63DbGl84UuOLJUHWeFUDDljbrE2NsMr8VGzYAsRnJuB201AyzGLlz8mmgA7xfvZK9YPgN8EEJVifRqnsph3GVz9gtpTau82i3igh2jYUhmza6NGndONR/t2BtxrGSYR+VhFx+IdqqkAibOMKdMTgYStriP7YwRxbU0yyyGynrniEHHQUgRypysVqdkGy+ybIV9PyyM0FV/FhpRMFDNOa8psoCrNlKgqlttoJ+eXG/tOoDTdF1LISZN55q3cTZMRuMCMEOTVn1Tn1OLBvFtjKuxV3XLAXRLlMXNNylg1c70lGItOtYYKCJkPDEkm/+rAuYSKqD036Xyt7AjsXvIGcdc91Lv1D2mbLQNl0hta7Tu1jTNTNNMnre6203dbZutbuPHUrQnTZXfiiH3lbmadHtVZqiTgI/CEAL90LM/6Dix1XB0RuTkKClu59b/lOsIW9jOrf9Z1zkjOrdu9zpnROfW7V7njOjcut3rnBGdW7d7nTOic+t2r3NGdG7d7nXOiM6t273OGdG5dbvX/wtvArayo8nK+QAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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zEyAtj6UzC8w6E5ThUNQd2josTGc0WxmNto/e9RiWTUShmAzGfDEsuefslIqekA8cIjx6gaQZ1pg+o5OWtzns9VC6JJ7ZjIVFaRkMApN5v87aQsG8J5gWM77wxZz+TQM1UnzqAw57icZJF85uxDz6cIypQHUFZVcjuyUJdiCZKnIhEIZAtxSiJplfEXhz4NVA9xVCA6ErcAVCBxSgAymgKYQDSIGIQYV/eSbsXwXHTqosyZmbUxA5SNEgxIcsJg5CLBGTS6hYFrquUzWmPHE7pmpOmdglaZGjywr9JOdgpnO6mVPkR5bfWKryiofPs+glfOFTt/jilQERNjXHZAGXsSbpj4YEoyHryxqaUgQYzBs6g6Agj2JuzIaYfgXDKAhLyZXdKS90nuD+qk7NFyysrjE5CFibU1BO6cc2rmfz1PMDZoHgtDfiTtfjpjIx/Tay4ZNHcJjEBMMBFUsjDGac1CTzjs7ppYDhHhzMdKYiohKPGHsOS69oc3d/jvHdCZUko1Q6DnCvl/LgQsJDDxbML4DqahRdSbAJRQhlqbBqGn5dYdYVZgU0B4yWQvNACFBSoHLQdMCQKOuoS1USRA5KCYQuUApUrigCi+MucDt2UuWFTpwW+DWdWMKwMyZOUlaqGkalwMDFkdDvCWamIsnALUpkWlKYGqmUFAVsTTw816dxosEs9zGzkCtXrqHmMvJRhXgmUcJgZ2KRBAENT2PxdA3ddVg67TF6JsNLQmSUsjOy8Sp1xmGOk3RpmgWWqYijgBYWvmGyumSxe9AnH4yQ6xXSpMmtgcE0NekXUxplgO6WTIXG9oGBp0GkCvyqzZpjsKJFtN2SQmUMZuD6GgtrKaOwgpXlnCpmZD2DiVNlaztlsTllpCUMC4mnKRpS4/x8Qr1d4M5D5+6Rv9QyBEkMugelLVCmoHkerJYCH4R59B8BFKAShUg0lHZkqRAKCg0VHTnpIj0imNIhH+tI/fhrJo+dVDKBxK9y/txJQs3nTu8qwkrIDVhuw0JUcnO3oGE5xKWOZ4eoPCNSFhPpYLlVFr0qQRIwSy1e8+gFXlFv8blPfoEbTz3Hga7wDB9pVklLRZREGGScW5njFa9eYzScYJiKFAtfTZnFEk0UlK5BUzrIeIYoBfOOgSEKfMfEd226o5Qr+yFCl8zGfQy7QZToWDKhXTVYn9OIcklW5BRKEGs5TpYhZyaeY6DrJVUrpayU7M40nHqO5RusnFogzWZ090ryXEPYJgfbitf4CdPM5lagMzE8FhsupxsDAm3GzU1JEEMZK3TbZLNvcW5NcHCg2I0Nvv/RgPYpCZZCAAoF8siZ1wzAVaBroCnIQCQKLT/qFpUrwBDIqUCmYFjxcVPg6+BT+SUj3aArm7TrLhVf41I1p1qVlHaTFVvRG+QszusYlExDDSMqmZUFKi5YapYcDCIajkWWwXKrydqpJoOdKgfpAWYW0x2XHAYF/QzONGYIzWCa5+zcvIMmdEynQV46bPctDAGO47C7p2g5JWUW0vIzhqVOZhnEhs1+qvCJqNuSNNXZjTXmNI1JlrCuRyxVS+50LQxhc8IrsSuKtXVBb7tga5DjCYNrXSgLwemlGrWxJFYBd7Ztht0M37SY9zw6mkZPt5n1MuZNH103mfkVdKWhfA1rxcdMZsyGgqvbJo26zmf2bbYODe7Zb1KqkFe/rkd1uUTUQCmOnO9CgAbKPrJMSgFCHVmlVBwJOgKlBCoDOVJk20dBSs2Wx02B4ydV5CvqtZRPffoWVCp4mYbSFYsrgk42RzmKef0Fi4WmzmQ6I1TgaYLRuCBMM6ajCePCY7m9QNNMGe68wILX5tSiQbCbUsQRhjBJC4u4iKhWoG7ZpMMpB5MJuq+R+oJK1aZoVznoJ2iFxahQnLZycpmzl0nCTMfRBRoZGS6jssVqa0oa5RzsG8i85NySSxXohDNGI8VCQ6O+ZHPm5DxGLSSYZIRDBVJjzhbojk5XzlNUJVsHJtvbJdVshFg0WTvd4M7dhN3BjJOWRnCQ47mCMplQrVY4Pd9AOR63DwWoCMexuNJRxJFG1SxJS8H9j2a89bsS7EV59M2VHDng1pGlErZC8aUuLjs6LypHfhQaoECFUN4WiBkYa19y2o8Zx06qawfQykuyJGE6K6jYku6hpF0rOOje5u6uTs3TOHW+yZmTHok+5oVnDKahQCjBaJiSFgX7RcLGScW0E3GgJ9zoRmR5jlZxOXXqIrPNlPHWXXa7BUMj5WRbIxcFqIKyf0ht/TynNxocbI+JM5dcF6y7I2YznYMdn1JXLNQF7YZgNMkZJCZ5fZnMjvC9jHvPt3nVK5Y5nEB+O6a09lkwOhi6i1NxSbU22twyC+NdppOARS+jIeDW9ojCdJl3LfIsQVgFmYrpTVIqRo2zbk6zVJhagV1R3OeZaI7AzjNudVsYWkw0FCinxkgW6Cqgaij6RYLXiqidkiiboxEdHL34EmGQoHJxFCjNQCHA5Yh0GchDKLsaGAqtJo7CDF+hDvKvgmMnVdNzCQKbwrCZ0wQqDbg1kYxigelBVsI40QhTj6iwWVwwma6E9DoWszLHZ0alUMRKMAgkSpb0+jOCcMoEh7x0KWZdtEnMvUbBKC7INIXdVliqJEkEeh5z5UqHxuoir7+4xpxf5cyyxheuZ9x4poFEoYqYfmFyqu3gehl7W/DC3RmrczbrLY35hk+B4M72BGW2UHaDg84+lTTmYHZIkFQxfIuLqwXXghxFiW1LAllFyhLDzEiLDGGUFBGMpgJTBKxUS8YTgZQFcipJnAqTsU5nFDGVKa94oI6hJtzZH1EUBatFiFPT2EtnhLuCItKw9ZJiplEmYLcVFIoyEYRdnd62jWsVLDdzhFRISyBMgQqguCGQMzCrAuFKVCyQ+XEz4OtAqqVqxvW+otB0CtvHFS5VO0UIkyCEeV9iujp+s0En0LhY8RnKgImWooopDSdjY03nIKiRRYqtfoEgpEaCr0rieo1bhxO+ZU1HjxN2x9BNdUpTUq8p3JliEpVMhwG9zRItGXHPiQY92WSvo9jvK3xXIxOQ5wqtsDEEuKZkLw8ZTGeMlMnkhYwLU4sbmyVhtoMlM+KZwKxWcP0VDvsDWlqHRlMyv1BjMiqJfZPmUouVlSoNbcj1aIK0bWZZThRpzDdSWnMFvZlJIm1Mu84wMvFcnXEQspfnvKmyQL5Q5aS9R0slhIcalXbJq+YV3YFBfFdgrmjsPW0iMsXqgwVhYPHs0z5PPuYgopy3vWWKeqVCeEfdniwEBKAKheEddY1lKdCsr0/W07GTajeBqMjwNZhRUoqCV56zadZMPvdsiqHDUjNh7/oVytwiXjLY3dPozxSWVpLFFmfcDEnI8pLO/mHO/qyKVmuz7A5YX06pWBbhdITp51AzKcYeO1OL0XCGoWVgmGRCZ5okHPQm3N7boywMbN1kkguWXEFp5fRTh90djURziLKSRGpsTTJWHQnS5elNB98sOdcY0ulFDDEJygoWLoZV8sAZmG8tgz7HeJgzznQ22i6vurfGaNpknHZIoownbg1xTQNHM6kUcGIOpqKG8H3MgxGrjSG19ZSbuwbzRsjS/T67hwXTuyXYkkcellSqgq3HFJOrgsldm0//V5taLcMIFX/y7ALX7visWTEXl0esNwvkVANdHcWuCsgPBVqiwJMooaFShfBAHX/vd/ykmpVNGuYIW4uZM3PC0mCsNNq1Er+i2NormeYKzVJ4osAQMUYmkHqdRnOOQWgzvttnfU6y6MV4KMrC5SCAQVHhkY0FrFrAdJIikpI8s4mViyU9+pOQrLQQjTaWrbFgFgySEpXlrPsFvu9gJD7CmOBYLjXTZabZ7HQnWHqJr0tKw+Dcqo7uGOz3JPWGDo6Fbues1S2GQU6220FaGne2JTd2QizLR+aCgJzTpka/0+dzV4Z0Ios0F0jdPhqBmTV6swgNycV7Vrmw0abT2aM+J7m9eZdqEXG4e0ijCRaS7qFGvSWJlOD2DYt+z+CxTzcJ8zrx9gi5krBzQyDuzHiVGvLgmQy3rigPFYzAWlIoRxDtKoqOxK5qGD4oU6HXQOoCdfyDv+Mn1bwlcDwfOxtj+xlXuoJuR8N1FbguqqIxyhSX5k3SsmBnVFJzBYXmAgaW30CLI0azlEkdfK+knQZsxiZhofPEZ3dBSBbrBppUBDGMw5BRmrBqFVQMAzMtiG2POUuh13R2BxZ+xSQzPJqGwdJii1u7PWpWRCdV9OIJy75JXZf0C2itLDNOLSbdAX6iM56VgEu9ZdEfF5w8XePkvMannslwk5DUGjOapYzyAjnz2L46Y3uUMLJqnDt7inM1n8ObOxz0S5pGQcuJ2d++wd39PR664GA17+Pu4wMOeiHKTmg0gEAnSTV0LeP6psZgx2ZSOGztzVOiMVfodO9q9CcCR8G8XxJOFNO+pCsEpqdwDzSEJRCFpKILyhzIwKweRd7RFIb9DTD3ZxgmpShQloNtRkhTEU7h7vMFkTAIrArTNMSNBBUlcGwXry5JQ8VBNGVlsU67WuX6bsEwqVL1I0xdUjcNDMMmnoXkYcjIdJlkFr4sUZQoKYhKQaNhAgZSFUyLlAU7RUrJIK0wjXIenMvxdUkep6TRjDCzEIVkbwTztkTlOpNximtIanqBIQpaTsr+SNErFPcumWjxALNyhpqjseqE3J5AkkJVk4RBzCzLGIZgqhwVxvQmIXtJhBlnmK5k1S+RpckktHj8qRnV20/Q742wRI6ZS6aBgyV9pAv7o5zDfUFUCPqmjVEolkiw6h5qklKkJRNpMHRjVi2J5yo0oVAC8pkgiRWLJwR2Q1DmEqlAr4IsFKijgPuxc+C4bzjUBVns4Rt17nYPmeUGhWnS8AW2YXI4C1GWzkGgUZWKS37G5ctthLNGpzNmNDmkaY0ZxBbDiWBr4uFoGqYmmaYRi45OFBeUac56u0Gr5uH0BYNZShLm5GmC7RjoyiGSGtdmVWwxoj8eU7cNmoZH2M/Ic0luSJbMnEwXdAvQHZM138IINOaaOs6Cwq7A8x2bzVmEp4VQ2ER5yuduPEfF11lZrtGo1ZiGEVIm+LbNIC1ouQ5uxSfY7SA8k7mmA+OESZqjfJ+z913gofkV9u88w2hviyTSMCyLlpeTpAZb0RyZm3K23qdzUyGFRVMrsJOYXiCRNVjUBAYmY80ATVFKQWaAqSt0A1Qiqc1pVOcUekXh2IANmqMQ+RGh8uAbIKTwrY80+MyzU8b9nNb8GuQCx1ScPl3HNFPUC7sMpMk0tkjDnH5YMkiqPHiuzkLD4ebNKZuHMXZzBceMmC/GXLo4z627M670BNVqBQ3IXBPDtSksi7XVCvHWAKFM2l6GFCHSMvDtBkUuEaMZSZlgZpKrmxLNMDAcC902qft1Jp5OMIyYoVhuVjh7cQXddDEGgsSIORwFLPoG8wYMU8FBCNM8xk50KtU2TaeO7SlIRlRtDb1ZwZGS3XCGa+SstHwiaWEYOnFp41ZatFotFjZWKbMpd+4EVJ2SDIvN1CC8q9gc9Tm7YjFGMcgU8ys+k4lGVihSPcdgBk5B7ll4iUQ3FN2pIBc67ZqkZkq0XFBfB6MJun80+XxkqhSaAJkKtK/DcqnHTqqTpxbQDI1PPzNFmT61msWldY/5pk0eHCLKmFo4RC+r7OtVZmHGh//0OZ67tk2z6qPFCZt9nVE+RFomdV1nIS5o1U3e2m4QFlW2vEWWVxeJe7e4enWL9vwKgVTMuz5xKtEcDaFK+r0Ax/WJlYdTselOEoq4oGopao5FpluMqGGYkpNtm82DHSa+YKIJHrrQ4nNP7dPdHaASAa7NQNoUuoHQA2SaUiidBJdBGFNzJLNSQj5FFR6Wb7Oapbg2zPsF+6FDe7mOrvkUmc3/5+ObzB4/ZEN2EbMSzfcZjlPSboBZr7LYBpEHdGc5sTS4MynJU0FaxCy0ZpxvR8TSoNSqlLHgi8MFKgVMlMFrNkbsZCW6CStegtFSCEuBxVHCX3bkoKsS1New7sZXi2Mn1TTMEGXGKAjY7Q5ozC1y76KNGu3iomHac0ymh7iWYMH0mXN0etsxt7ZDTswlKJlyMNYw3SquV+NwEPDElQEnWgZxEbM73OXkxlnmVld4ausOsSzY7R3iNBbBqxCqBlW7pKJDqDIgo+K7mIbAr9UIo4SqKcjSgr2xoFKXLNcr+NmIqO6gyoJPfOZ5dgcBQkIqahh6yLS0EblGVUbIOGDVh1JBmUwZxglBkbETapi6RtMShErhaC55njM5hFleEI5y6rWMVAmu9SbYbgXfEXiFZDib0BYZyz5sRSlnFzLyVMf2FI4jqS4pAlEHEXNPe4qVKbTSpNvV2ZkIhF+lG6TU6wa7k5gbBwWnTxZQAxwFjkL8+fRzCeRArpEHcNwzNcdOqo985BmmhcbefkBTlyT9mL2rPfK5GitrF7l4+gQfnX4BYWsM+wNSx+QVZxcI4pjdg4RRLMnKkoXVOvdfPsOtGwVb27vciBKSQiALQbL7DB+5fZ1MCcoUXN/goUsnWV9fAHImkxEyLzhh6HiWwrYEC22bar2C1Fy8ao3RGG7ujFhabkIpiA72OLN9g93tXfY6IbdvbuPbGpdWTcrIZSc0WGn75KMQXS/wbBNHSPTZPkKZCN2iYlos12pUTI1M5pRuHSFiJDquW8NM97HVlEJVWfcEZdnjwrJJZy+DmcJb8EgE5KrkhW5BQ1OszLmcXResn17BsJdJ0h3KWGfcFfSnOs8eSohSmkIyihP0ik7bjzHO5Lzqco7TlAhdHDnkBUdkAsocZK7Q3W8AnyrMDOJJRBFlGDXJiqnoDnNSqYM1w7ArLHgm0ziELOAwNDizfpbXXVhg2h5z5VbCXjSDaMLnP/sUZ1fqnLtnjY8+v8k0zalbGlYZUlGK1JxHcxzOnZ7j0sV5BpOQG7c2MUXJpXtPc++9c6wuefhNB8s30AwD3XYR3gpKP8U3hUMoJXlSMjocMOxc5pN/8mkGYpeGbTItUhrrFRbrCas9OHGizeZOxOz2DEclCCGY5ALfNEBXrLZrNKwaWS7QbZiGIbZ3FKfTZU7TMhmOhszyAtezWKrnaDLhcKhx6uwyZzaWefL5fWxtwLJfomsmh2OT9lodrA16w4gbWyP0WUJZOoQzxYI5Yb1eMItDKo7GyhxcupjQbElaiwrT+RJpCiAFGX0pnIBCqxw57ceNYydV11yl0DokIiUqBevNgrJUjJKYYucOZQoJGbqMyWVCnutcu9Vhv2Nxcd5EWQqRl5RBj5k0ee4ATrdqGLrLvF5guy7TIqFl64hmnfnlOqsn57h2a4dwOubec23uuXeN82cX8esSzAClTUmTGWmcoFKFXt0g13YhzWgtrWM7TSq+QWzrbJxZIwwyZkHOeq3B8koTvTJF02bYFcnJswvc7fZxkoy0FAgMYgRtS1Kfr3A4UgySGU2rQb1uMwoTMquBlscsNEw+vw1SJJxqQRB7hHsFnmfyTQ+fwKq16EfQUCENNWNz16TTy9jajMnKW8STXbRsymhiMA40TszlXDqVMzkUDEOTli5Yb+Z4TYU/B1ZVoGkKUSpkAUgNxVG4QasKhM3XpUjv2EnVQlHbWEMvSxp+AVZMVgjqfgPDUGyGCVUzpVUR3GM5TGcxw3JMd+Jwp6/RNkvCMMQVkgW75Gq3x2wWIQybpqFotCrsjw1KpXOxDV41ZzTsUKQpJ9YXeO3rz3Hi1ByaPaZIdjl47i5hGJMmCd2+otfJkfo1kqzCQrvNK177AEJrsnPngNkkIE0FSysNarOIvCgIpUVaGFwbZOixZLc7Ik50PM8/GjkONXwzwXUNsthkezBmnIQM+zPOLLq4lSauU2GhamBoExxDJyDHs1ISZdH2XC7PrzHN6+x3JG9+w1nyUOPaFyO2Q49p1aNtGvQOhlTrERvrOVEXnrilUZkrSDEYhzqGBa6jCFJBrIPhgW4eBfJVcVRZpDjKBtVsEJ4CpcHsG8BSdYYD7uxmLNZ93JbLLJ+gpGKxojOLpszChHNnHFKrhow8VHSLtQrsTAvGcUqYCZY9D02Y1Go5K1qBRkTiuEjpMp5GNMnZWGrRaDcJi4J61WL9fJP7HlyiMQ+6c0ga7dO5eZtOP+KTj4W0lnyeeSaiO8gI4xmaOeLUWsx+T+BYOnmRY1k2huETBTNkkVOkCTev9Ikyne1eiEtEMOwwSW2WT5yltbSCNp8i0zGzQcRsWiKBum4SpRMOpjl1DGzhoTxINYGwNYzS5TCyaFZrxJ7LljvH5hcP8UWBJyS9vRnBqEFk+Zh+hVtxiD0dcUYrqZyGoRC4noWwDGRR4dRJnUk6pVEPGQcOcVagW0e1fLL40pKU4qiCRnNBuIASqEBRzo6fBMff/c0m+JrgYFJg1VwuXzrHk0/vsGaUTKXJJJkxjFwMTaMQGtPEY87MMIsIrSxxDJOlOY/DqcEMByVm1B2FMhRpZuGLFNOxsBtVkiTG932WlipculRjfcNGMxXTyTadrU227sTcvgupsjDmKsxvGFzf71MWJXXX5PrOmFlucHa1xvLyPAcHA4bD3SOCmQZVz6UsFXmeYRuS0TTBsEzWl5aYW1rCcg3OL7Uw9GWe+uItinLGaipIVYHjCHIl6PWH5KMZzdNLJI5OrerR1AraCzq2mhCrhNHIZFWPMdKEzzzWx+Yokp8UQ3Q1QUxmWF7G+Y2CtBBs7xm0PIVXqVDTfMbDlEI45KpAphqWEJjiS4SSIDQwKl+q8bNAxUAAcgTpAdjHzIFjJ9X9LZOtaYyp5djkTDOdpl/BtOEtD2ww6l9nMppgxZLDKORk3SfMYZrFWEJhiJI0TkmKknAmSYOYTNcoyphuGJOIghDBCtCwNU6d0lldE1QqA5KgRxjBztYBt+6UDKcWZtOnVcm5dNlj9USFWstjOgHH97jyTIe97X08PaPqWLQrDjs7PYaTmKpvoVkWjuOhigxEQKVWoV5b5L4H7ufmTof+YAepljh/9hSve80lbt3aYffpZ9GbOllsMgoKpKHQyNGSGWEmmMxyludyalZMt5fj+3XOr80zzjIOr99hOogxKh4Vt+TUksuaWXLzpqKyIPFdeP62xWAqWPAyzNThxn7GLCwIM426v4JtZ1hGTJ4czfWZLjjVo8pn9KNKZjER5H1BNlJkyVf6Rr92HH+WgjDpRhPO1zSy/g7XZxGlZVNRBktOi1edO831wxvYKkKvGjjNCsHE5IKWEQUhXQVxlqJrJq5hUPFNTAGxlIBOUMLGfIV+Z4JtldTnfJaWMrT0gM7uAbt9wbWrkjAVnHpFBa+lEYcOBwc5UirOXDS5ekVnZ3fG2/56g7vXoH9o4Nguq0s15ud8Pn09p3+4S16AX7GwPUlzzsPzq4yTgpVTa2iNNk99akSah0hdsbq2jO8bNI2Uu70JYtBhLh2QF4puokP1KG8r3ZnREwVryw711hw3ujrnjAWyJKIX7XEoI9LJlFYsCBNJbb2CcmxmmcMXboKlabgtgelOORzo9CODgeaiHJ00K5CJydNX6ox2Z2CW3P9qeeRDlaCmClIoJ0dWTHPANL4BQgrdQpBLwX6ioTQNT0pqWsK5hSoy6BNHFtPCIg5TTjUFB4cjokTn1NIiy/4hWagzKlwsHJQpKPMZgzDFbNgsV1wmU5P7TjYIk4xGxcb3XcrZjCgPOTxIubFlkro29lyTZ69n1Ksxy0sW9WXB3duKIsvRhERmJZt7ksPQodISNJfmsdvrVFXK9z68wbO3A24/8zhShpRFCppilks+d3WHG/u/z0NnFhkPxjjuPHf2A1QpOHWyTaX6IPLGDmXH42pSMk10olLiN1s8cmaRbLyF46esrtTopxWaRcjtO9tYCpxqDSdLiAZDwjRj1XZBg/mlhCxrkCYmyoSltSWMhsG8azPZStndGVPXNcazANsVdLdrTLOUV70+xjWB5KiimeKl2QnSAFF8xa/0a8axk2rNNVG6QhY5wizJsoDV1RrCzNg/SBlrHnWnSr835rnpCNvUCXWP57spDzQEiQQ3DwmkJJQmVU1gyJzxOCSzdJIso9sz0T2bU6cWOLVexShn3L6ecWPToRealK5OEqYcHposryyyspLSPYy5dN+Mydjl9z44puLYzGYpm7fGPHi5yvb+hMUTl8nTEls3+Jvv/E6uXjzHR//z79Dv9FFIhoMRUZgg8oxbeYAudHRVEs1mjFzJBcNh+dQiYRjw5K1tZmIO3RKcX63xTa+/zJmlBgQ+vp5gVSUNv8bhoMPNa3eIpOLhC4u0TI+r4yHSVixUQ9aWYyq+ztNfTMnCmEqjwRsevMzSsgd2Snf4PJ6ckU0jlJTkwqfn+rzhXJ+NDQW5olCgaUfxdE2HEoEqFUIH8+uw4+Ox31IlBWeaNnGeM9UtohI6k4TdYUQZZGiVBZqNOrZfY7ffZ04XzLc94iThYJTSDRS2pvBcQSfOmatpOKYikiWGTLHIyWWJpkGt2URgEY4DZJmwuz3j7sRBa1bRtZQs16nPneDqzQGrc9t85sDgc0+PSSY5y4+02dqfMQwKvngtYN66yn2veC3txXm6/Q7+/jUuvfIRllZW+NSH/wuf+8SfIpN9Hlj3EFKjKBUGinQaU1bGlFFBJtcYHfZxjJJUahwOp3iOyZy3xvzCaZ6+8hyGHeJWMm73dA72M3a2h1imRppGXDpVx0ktosmQQJkYTRd7aZkkglEyQbcCZKXCfq+D5/m4tYyz8zFlO6WfpOQLyyytLTO9ucVmpvAbGo/UJa5xVAYv9KPMBF0XSJ0vrbHwDRBSsPMM26ygVVzqzQZ7m3cJgwTHMahUDA5mE4IgIi1hzvMwNUjDhFAYhKqGpUXciXLalGimziQryNGZllAkIXkpuT0IecuFeU6cbmFXE7avBXzmMwl7XYW34BBISbPucGpdJ4/3eODeFVqNDldv6ehZQJJI/ugjmwRhQpGllIXJa99cpXP3C5y9+H2kacGNZ57iHDrNtQt82/f+n2xcvMQn/+vvMdi9Rpom6I5FmUKZKGZ7Q/p5yuOfvY5ZDLBkytKcxDMCwghMI6Xb6/ChDz9JgylrizqDYoGdYES/u4+ppZw+0eLMeo3ZUGNh3qVWuDj+Ak/eaGIZJcNiykZ7kdP3vIIwDLh65Q65mBGWBqZr8OCrLnLpm9+AW6nywX/9hwy6U6JZRhDpOL5EFlAGAumBsyrRLI4m/b4hLJUhyV2baalhJwq7vkiehhR5yGESEYaKmu+SZyX1Zp0TbY87hxOSJCfVTRp+EzsdUeQF847JNAOl2ZQC+nmBIXT0ScJht0DTLbKkoDfWeP5WzuYA6nbJeDyj5tU4ddqjSPdQKsasFAg9Y+Nsm/jqhCAaowMZgiCAG9cLTAbMZhNOnLuHzz8+4NoXPsklGdNcPcX9r3yY1ZMn+fxjf8bVpz6BY8YYQjCbZowHI+7uDjGHBWnU5YQ1YeNUjfvPGnTGLpfONPjiU0+RTbvkvsHBFEZhl8NBzKoX4+kKbTLkE892CZMptj+hTCz60yEHnRG+UKg049YsZT9+njknx5P7pEWBKlzGM7j3kYtcvGeNGzsBZb1gFFsEucbVm4LTQUmwB9MDOPM3wV1SYKovVWd9A1gqs+ZyeiXhbjfixv6EhcU1qi2XG1fHaEnGoq7QhaBwDPKsYJxm1BsN8uEUkef0coFuWIg8Jp4FR6M+UwPN4ORyE63U0cuUer2K7c5hOwopBMrQka7Bfi/ida+s8chDFdJozPKaw7M3BtzegYWWohRNLp5VXLi3wWOf2CEb5FQ8gywrSXPFwfYd1k7fw70PPcxnH/sI5u09zgiXSsWj7um8/q1/jYsPPcjm1eeY7V9Hd/rc7o3ZO5xgMOaED1t5zkKjx5teXSUyTrF+ss7j/S2acw7dccGqpRj0R8zCAs8pkFIjQeOwM6ZijvAqOjdu58h8HyOUGJqJEBrDpKDYG3H+bIFrFxwEFqNRiWdKbj33JM93J1iNJiuNkNmgpD/ROLijcyuDtp5x+tGCxjkJxpdqBVHwjZCjfmV/xN2xzqKdU9clNikXTtyDW2hYSYdsvM9ESfoppFnMZCdCGRquaeKKkqWFCsqsY2U5Rhaw3RmSl1CpOnzzoy2ubUl62wXb/QgMF92t43geUmqcPukyDBRxmFHoGqOsxsGNgiQySYMx0axJ0OsyGOUEhWQ0jjA1DcuyyYRJmksGwwllWeLX5jh9z8Pcuf48lm1y5tKDZLjIJKJW8Xno1a9m0D/N5gsvUOQSooDd3S5d6RLmJvJ6TqJSFk8e8ImbU754IyIIXapuxng8IMtKyhKe7Gvopse51WUuLJ9guB/QOzA4GE8pi4KGLRioEkNTGC4s1yTTzGLrEA77BTWjoKbp3L3V4YUrExrVCnkWck9LkswUB32Dwq5w/+mQk68eY5hfKoc34Gg5mG8ASxWlGlVRcmME7YpFFA949tkXWFpbZrlS4/azU7r9hBiFq2KUkoSxwEwVhqGjco+sFJxZnmcSWIz2x7imoCgLDgc9buyUOHEOSUgcJuhLi+hmi8ZchV5uU2uZrKzlRJHNdJJz7eaE0UhyaqNGMsho1ExqWYKldDRNsDrvcuFsm5bnUq97KMMlng1orZ3n7D3305xf4NqzT1F8/jFOnDpLff1BEBqmUDiux9xcg+VT5xCGRyf4HFe7fTzdYFqaTL5Y4D/fYaa5TDKFaxgkQlKxarzhss2drYA7owxNt9jv9LGqHhdbDW50IoaRxK1W8VYbhIMZFSMlVDrCLiG1OLdoUsqMPEvRdI08FyxbOS23jy4zipnHTtrCW6kh4pL+QcKffszndDfl3MUCb6EEUxxlLxwzjj+kUG8yXxWs5gVTAb5bYskJt6532dc1Dnspe7FktWFQtwQ7swRQGBREmSQ56JJoDvNGTpglFFJRlIo8g888nRFEGTEKdTjgmeevsth+BL82x9xyhd2rAbW5GluHkAnJ6nJOp2Ozuxvw3HMjTq5VOZxl7PUy3vjaFUaRzqwbkmce8/ecpurXCIKQO9efo7awjuXaGIbGxQcfprN1ne7BPla1TXPpDIaQVPwF8vGElXOvYOP8KmcvPcgH/uN/Yniwy7llm3AakAuLYFIwnsVMdcnpqsG5M2d5++tO8HsfuYPfTLjeC8nKiGl3l1ltld1YY2l1gb/1rfexNF/jsY89xfWb+6RCp5fqiIbFvSs2hpnx+NUJUarRsgtOtXLObSSMxiZbI4f1pQalX2E6UwxvTNn7E+hdF/hvEpx6WEMzjwKhxn3Hy4FjJ1W1arA1TWl5JrES2MLEsRPmJcyCEmEI2p6goMCyDdzUJiskQQnDTCJlQS4iru3l1F0DW1PEZUkYZwh0CilJpGTcm/EHH3qWyxfOIYs2ttlE00Lm/ZSnb0+JRjbPfCHDNTN8WzCYJbSXW9y6fTSq/PyVHp1OipYKnFobzT2NVvE5NbfE9p0v0Kx/hvOvejPJLMCpWZy9dB97mzt0d3dxPRfP8dDyBKvaJB/eZPHsA7x95SyX77/A4//1v3C4e4PPPrOJhsATKaVWEukGoRCUUvHEzZg7vYSslEzRmfM9Ik2jH8X4vs19925wz5l1nr+7xzjIGYSKip2w1hLUWg71qs9g5LLSEIwLRaMSsrycEOXQmTqkqUQmgpoTk9Tq2Osep1WfB+9VzC8oRATpBIru0XILx4ljJ9VKXbEzibnSmWJZFr3URwjBvO2x0jJJDZ1mEaJI6Y8SXMvCMixGoUBTCRZHcapRVjJNS9AMSllSFgWlKNHQcDRBqSuCYMbVm3ssNx2afp0TiwN29xJOn/LZ3o6oVn0s1+NgHDHoB/z+/7NJUSo0TaBJMAxYa7VYXTtBo1ZjcW2NU2cvgsy5ee0K9bl5mvOLbN98mnse+RYu3r/AaOc60f4tRM3DrNcxNR3DdinCLqbjsPHwQyyfXOWpT36Sw+EfsLO7iaUVeJ5Dvd5GFhlXr+/ywo0D+tMSyyhokGIWHqXpYpcpJzyNWzf3+MDhJhVLUOSSAlhetDBlTpyVPNW16EiHgSnoBAOWlxUJHju3JJ1+Tq2ac6sfYwSCkycdqj6cmhfUGiVBoJiGOoOO4GT9eFcmhq+Ho74zRsQpNRUzC2AcBixU6twMFbtTnapWQpFjIikQNJpNRLXC8O4Qp8wRWYmmg9KPrJLUoGJpTJMCV9NIj9LMcC2NdqtCrXo0MltZbbNzeMC1G/scHJpoEhwjJ5MatizYWKtz0JmRZgUgUAZsrCxw37kFluY8VpbmWT5xiubCPKcu3c/negc8/l//I2/6nh9FRxEONmm1V3FsB6fZxtYleRKh0j7m/DK6GSM0jzJNceYavOJNb6W9tMGnP/rHPPn4x+gPQky3gq5HzOcBszAkNAw0mbNuZ4yjglzF5O4Cg1KhZh2QCYFboeX4rNQdqrrB7UFBPk05pQX0xiNEGFPJAyoS+v0q++MIaRTMdIFAUO+P2RmOWLUUsg3Cg+5EsHNDZ64u0Ve/ARz17iQmk5K01MhKSUZOGs+Ycx16QUQodFZqNTSZkGYJYaxI4gRDaORCZ6Y0nOLPV/PSsGwNzyhJ8hIpoGqUWJpAiZJbdzf5s888x9ve9BBS2YjCYWOhShAkLK3XGM9MijKj5lfA1gkjxWwacGKlzXQa45g6SrPRRcHGyRXmFpsYpsb8yhIrZ86zFYzZfOEZ1jbOsvn5P2DLWmHxzL1Yrk3Y38H1PcyKS6n5qFJDl/sY+hz5qAe5x9LpC3zr31ph6eQF/ssHf58Xrl+nWrE5e8LCtOC5bkJWlijdJ9dswjTBiAs2WhBFMcJ2OXNxiZP1OnPPdtntRKSlzsZCzLK+haFJdkqHBVOwf6ixvOBx78UVgiLDcl3ySUIwKtC0nAyTG9setEpuP1XQtHJOPyAxvhHWp1qrG5xo2+z0Um6PUuJcorIMw9Fo2DDLBP7cMj4F+3fvQjAFBFZREJYFUkGijkIpuqaQuSSQBQWCrNQxDYXSJHFpYEYpvX6PwWDMZBxjWiaaYbK6YFJ1K3imQrfq9PsT7m72qJOhWxCGMY2aQ63iMptOSMKIOOiTRjU0U1C1bU4vORizdQ62b6B0g9xYpt1uEww7RN3bnDh/H16rQTG8gtloolQLkdWAEbpbZdw5JM2G2I1lHnj9G6m0FvnDD/xHrnzxCaaxRtuw8fWMuLCpNU8y16ywuXOHaTClV+bUhaS1us7cwjrXdwP2iwqHpcb8gs65jZj9bs52oJMpybmaziw3sao23/MdrwXPI5QWT37yCxyoXU6sK3rjOtNgxK1bJlmmUVZT9kYliVVw3EupHzup7j13mtVqyGDQw0FDaMVRwhhgU6DrCrMIWfB1dmydw1mAkpJMHU14ugZolkOl1iBOI2wR03ANhokiyjXQBDVf0HBr1G2L2XjE7bs7eKaD0nSKUhEEGZZpsnj2fvJohIWk1fIJwhk3N0OEYbG6to4hZ1Tac5SWTxCFzBcBmvSRhSIfHVJxS9TKMtnkkNbyaSoVneXzryI4uMlw5xqmtoFj+xSjZ/FOfBvS9KB00XFx5n0On/4cyf4e9aWTnLp0L3/D+yFcMyW6+zT7CVRsncIw2e8N8aoWp+erPHc3ZVhq1Jo+N7Zi/vD6DvOORjoaMsqPskoPJ006Q5CyZLER066lVE2NurvLtOwwV7uX3ZtjpmnIhfM5cekzzXwsFREmLlazwd1xwbOPBcyvZfzD/9fxcuDYSfXknRHbdYvYruM7I1pCocmcII+hlFRdi5OVlGt7M4ZRjOJoBl0pgY7AMARLdYsL5xfZnyaMBj0qvkQzA9JCMIt1JCUrcy7TwuD69gBTv8HJ1WUMQBOC7kzh+zl7t65zz6PfSj68STDa4fzl13D2kTY7N28TzabUl89h2gVJOGQ26pMFLYwyQgB5USIU+FaJVavTqFuUeUaeBlSXN6CMSKczrIUlyMYU40206jmKwicaHRLOUk7c/wb63QM2rz6PsnbYuPgQ3/bu/4tPf+A3eebz11COy3QS4Ropq0se52oe01hnaxLTEw6rXpO1fELLgKQKi65OGOnsblsstBzuv2hRcQLKSZeq5RCVAc8++XFu/cltPv/MIQtVh8PaCnd2AxwroFatEmc2FRVxZn7KPaeH3PvA8Qeqjn2/v1evNxGYtJstxrOYdsVBkyGd6Zg8SQmFxeryHNuHAVkcUvKl6iEJtiao2QYLDY3c8tCExixMqTkKR48YRBp5AZYuwTDRNYNhIKlXNC6dWmdjaYEgTOgPpqRxyuVTikJVOPfo94CMuPnFj3P/a7+Fs/e/gd3tQx7/4w8xiwOW1tc4Medw34VV2ssrmIZHFM9IJlOC2YA8GrF07hGs6gLTzg6NlbPYlkF4cAO3uQpaSXD4PHMX3koSK9JSMD7cw65UEUIjy0v6hx36O9dZOXuZ4Sjg9//fv87h4QDSEQ4puTfHfLtGf5QzDQJsUhzDpFEV+BUDmc+YjjMOhxLHFjQrLqdPVJmkgvF4xFLVQOUJmCm9scOdvRjdsWm22qR5StU2CZVOzVBcsKa8/W8MufeVOUZbYt5/vHM1x16gEycpSuR0Bx1mwZAnd7rcmkLFc/B9E0tIwkBiez6u62FqJkGqKCW4toFu6UySjOlwwEF/hCwTsiymM1UMQyjRKA0dIXKiKEGTGWmcEwQT0qKk2ZrDsnQEglHss3b2ArtXHsetLXHhNd/Bs5/+BE98+P+mvVDn3e/5cS6cOoEMp2hmBbexTDgLKcqY5kKTxtIifq1Ba3mZfHwHv+ajyZikv3m0HkOlSpZl6N4KiVpkMghRpkcSR1QXT4CUOJ6F49jML85x8vwlOre+yNrqAt/2fT/AfMPC9usEuk9vMuPZazuMJkPieEJQJniVGMPMOL1mEYaSa4clueeTO1U2M51P7cK1qYXb0JhvdNFlwN0twUEnpa1KTqiUU27Kmy+3WV+w8YoEbdZnNs3Y6VtHGx6Z3wCZn3PkpFlJLnWamqQ0gWzGWCk6gaTpGbSbPkQlvTgFrUBxVPFRSEFWCnIJhqGDtBCGhe8VVIVEC3UydWTJLDPl+naG0ix0SzKNI/IyZzqdkOQplbkqvUnMiaDg/Ku/hf0rf8a5138P973pe7n25GN0P/DvWD5xmkfe+NfYv32DeNrh7tUrXLi4jmNkYLZwWzpSQRoMsY0cwgO8Rpt4OqXICtBcknCGLjWMxglGoy4LjUU022MyHtJeXGZ2cJfG0hLVZgvRbtFeWeVga5Oz5y/wwBvfyoc+8O/JioxcFjiWoixifAGW5VIAcjbl5k2QfgtVC5iiY0iFpwSqlHiipFqvcTgNuN0t6Y0y5p2Siq1RGjbtdpOVuSorS3XWF3TcSQc1Vux+3mbnPgvXKlm753g5cOyWquUrFhydVnMOUV1AM2xKJdgfphhZThgXHHT6dA87pHFMkBaYOhjaUaS51AQV32OpadPyLaRmU5outapBuw6mVrI/knSnOrbjYzkermmRFpK9UcwzN3cJ8pxM0xhFBVev3MS2XDYu3c/VT30QKQwuv/YtPPC6t2NaDZ76k9+l4rtoSuPg+mfA9rDn1omH+wjToXnmIbz6Ik5tBak0GusXSLOUcDICrUKvOyGYRfjNRUqlEycxhm6QpxlJMMNvLTLt7CNkSYmObQqWT54lm4149C3fwrnTK9jljHlTUrEUNbugamcsM0INA3aGOV/sJFw6W+NsRaeazgjGI4poTB70yYIJh1s58axOs9ZA93XaLpiWoF630EXEzp19eoMZFS9FdyWJUKiqxlOfbfL//IfF46bA8ZNqphxMz0P4DWamizRtlGYgNI1ECWaZZBjFSHmUwWmZGssVk4YHml5S93XQXeIcyiKkyAIOBwnDaU6cxvh6QhxHWJrFpbNL3Hu6RqoM0kRyZ/OQXBn4vsegPyHPcsZBzN2rL9Bev4dWo8Fo5xbL66dJR7tcfuQhXv3X/0/CQZdmvUF9/WGe/cQTjEaCyvoDUMbIaIDbmCPNJCUWuqbh1FqMxlNmcclsGjGbDDFMGyk0JoMeUhY4rs1s1MO0bHTTYdrbQrMdsizH0DIW1tZo+g5v/o53EOIwK3KUpqPrBpNCQxMS0hhdCFzDJA8SjDIlzTMadkq7mlLTYorhjN44YpiabCUGqenRly69XCeQGsG4Q6+7z61bHa68kNAP6szcefqxzheeEKA3jpsCx0+qRFQppE4yPqSR9mnoORVdUgqYohEXklmckUkQuoauKUxbo+4b2LoknAVMgzHTKCXNSzSVUOQZ41ig6wa5EOhCkOSwN5gxmUYgC+JcUa9ZrC5UadeahJnFOCoZBikvPPcsUticvPQg62fPc+epT3DhwVez//xjOK7JQ2/7LlYvPYK0FsmNFneefpxo/xqG7WNWl3DmTlFbvw9v/gQYDpplk2YJSZZjVXymwz6llBiWz6TfI5wFaAiCcZ/R/l1qc01UmZCHA9xKDRmOMYmo12tcuPwIj1xap2ookjBhGNjkosFIazIyK2h+jUsXVtnt6ARJznzTY6HtY9k2wwCGWUpPauzOCsxohpGXdHKBXYO5+hRvLmZ+TeKbgmAkORw2Ca1FupM6U3eem1P/uClw/D5VP8g4HKVUVUa7qrNe84gcwf7sKGRg6hq2AQpJUuagJNNMo+kLFmqwEwgczcRxPBpeSi4Fw8hB6Da1OphpSiohLyROPKKTSMpcYNgmrbpkqQmmUBRZSBhFtG2PcDbk9vNPcOkVr8KMS4r+s/S3rjC/foG7T/8JGw/9NaqNNg+++nXs33yW6XCHu899jpXJDtXWKkalhea00EyXcfeAJJji1xfQLRul2RRpSpalWLaDZhjkWYKpa/gVnyIeYelLLJw4xWh/F9PywakSh2O8hkWrXWdxbYlbhylLhUT4dSQaSR6jUTCYzSiuH2CWGSf8FL/VYKxq6EWOYQ0RWUaVFKTGiTmDGwcRy4s68xWLufkMw9Tp7DuMOymFzImURl0IaqRMMgPXPP7FFI5/faq8xBAGytKIspRoGqFMg5pZUJZgGAZVW6fiKBKZkRaQkaMwsX2TCw2dMHEohInh+BiEtDSdzrTgcNZkZWGBWMXs7B5i6jq+a6C5FUql2O+mmHKCIyK0+Ki0ahzbnD3tsX3tBS4+8FpUOubc5dfwwkd/BfsV72Z5fZkXPv6vuee1fwvTtDh53wPY7iMMN29wuHcdpRk0LBdZ9lG6w86tG2wdHCK8nKX2InmZkeYxs8kYx6tQqdTJohAsC9NyqJgOGilWrYU1cQnHHYRuHW3pUSRolsOrHrmPdbfGjat9rh7scbs3pFmxqboGo3jEKBVcXNBJywwtGKFRJc8keq5AGOhSYfsOpS4QZkq9omMqj73+IlEs0YVF4qTo6QRHlbTKkHZNYoYRo1503BT4OuyihcJwPbxmizwaQTgmSnJ0AaYOjm1huwbSLGmZiryUdEMTDAfDc6m5CXEaE4cxcerhGhmlTHGESc2GjdUzlHKXzv4uYVzSMDxcz6U/TTELyXQSY9VNdFPH1g0Wmha6KJmNd+nvXufUxkmq9RprF+6n++y/xZp/JfWax/juY5x9+Lvp7N3FbTSpLKwe5dcXMyaBTmWuTl7q5Gadj3/6I/zZn32ateU2ly+sUm8scf3WFo16m4df/Wpcz0XIAsvQ8asmVrWC7lTxWnPM7txFGGAYFpqhURQwDiW3tw5pODmvPWOwN85Bkyz6JrQ8DiLInQZChdyaJiw5BeeWHTA1hpmJSgN0OWYyE6zP2/THFpkFWT5AlgaOU2eYlswmEs+TNGo++3FCkmWU4fGXKB87qS6vevTDkiAKkIaHVTNRwQhUim6WhHmG0EpEXuLVwXV1fKlIi4LBMKNwC5AFtqGI8ylpaWFbJqWWs9c/YP+TAVqZoImMLFeMgwLHE5iORzCeMTUUnpdRdUzIE5JwwnRYUG81GfVus35yA01kLK5exnErxEFGbe21HF79U0ada7RX72Nv5y6TQR9h1dE1EytPybMOuuVw89otHv+zTzGahoxGI27c2MRzbTxLY75eY9LZ5PKrX0fFNrBrHk5lHt31AR3D8rFdhyhOMdwKUmoM+jtc29pja9zjlesWmA7LdZ8EjWFs0UliZF6wuTVidb3K2orPwUxRFg5lJUNlOmuNCCPPyUuYRTAZR+Q2rDZLzs47dIclgWXyQhaz4UCaKNIgxBUaC8fvUh0/qR462+Jgp8tzh0cbDRmuh+t7uJqAOCFMMiaxoOKa5JrDclNgWyndSUSRJYxKA8tyWJ4XTJMCgUuYmRS5ouZIDE1jEhkYmknJ0XI4UZIjNB3E0byhbjnUaxpNXxIkBVa1Qm8a0u0eMuzuEM001harrC2+kc6dp5juP4/vO+xf+WMybZG55dOMhj2C2Yw8L0ETVHyXel3jkde8mns/+hiPf+rTmIaBYwg8S1D1HAxT58Mf+WOe/uLTnGjovOH151hc/g6UOI2SConAqbjs7NxCMyeYaspg7wpROmESBNzsa3h2lUGuMZvlNBxFNU/Iyox+rjjcz5jWazSrBlUPRmPBbDAlbbvsDXI6wwRNhFyoSTTLJsssJrlPVGbUtJAH6wXL1YiqEaO1Ldxqm3R6/JvTHDup/vQLh6g4pMxzUhmTxxF1V0PzDHzLxDcl3UTDNDSkkuyOPVq2pOGV7E/AxMaxK0RKMldPidKCtBRkuQaywHNT0ixFU4pGxSWVNqIISdMIS7eIMsEkLLAMMK0apmdxmNvsd7ZZ708pVEBn+w7ltGRh7SzzZ19J9sIXaSw9Si0TPPvEp1i773Usrq+xeMImDgOyNEUVKUVZQllw7uQJrj77BXShoes6pq7RqhztrpWnCTLqU1/xqNZNhNdE6DZlATtbe9y+8jSf+8SfMLx7nVe++gwL8w7Dg22i8YTeTBKqEWEksAUMJjnztslYgWMrbM9AkxF5AkE3YzaSOIUkDD1MzUHTMgxdgmPjeRWE5nDQlyR5wVwl4p4NhaWDXgpMW2MUSuL4GyCfKowioPxSdmWJLDOywiYKczxTYVsmp9qCMMuxSkkQSPIYqr7JvScMppGiO5kSjwSxX6KJnLLQQJUkqSDLSoTKgaO9gfOyoBfFaJrB4uICo0nE9DDEs3SqnkOplRz2D0iSiI89eYcT584z5+rMLS2w//wn0MSTMPcaxtu7rN/zeu59/Tyf/+RjdPtdVk+uU603qNTqRxt9UqJrinvuvciffNggKiSlhMksod3QaekGel3jwYtN7n/4PtbufR12ZRWh2WhagVfxSDPJ3uYOQX/I9TtVegObw50pSQax72Bq0DALgiQnQ9LNFcrUWfUEs7IgzWE8lsQqx9UK1psWJxea+HaT+pbG9c6YzbFFHRNHL1GFRBYGxsShvQBRrBP2j0bQpRHSrFePmwJfj/pURdu3mOYSERfEeUkeZyhDB6HjVGw0x2TJmtELUtIcstzCr7kUugXaFF0l2JpiODXwXAvTEXhKURY2ealTs3SkyEnyAt/USWJJVipq1RqzWcI4jihygyhNmUQ5WVHgmiZBGPHRj32a173iHG0vYG75PIVqsnnj01y/nbC3fcDlb/lbPPiGt/D04x/nzpUnQDdZWlll6cQZ5hcXqTeqnDhzFs+tIIucfr9H0zMZDsYs+gaPPLDMKx59NQunH6SyeBql2xTZjDQtGQxHHPQHLK+usze4S9w5pLAWubCxTM926ScauSgxSdBVQMPUwHBouAYKONF0KCKdEJtBHCNmPebqJpWGzavuPUm77bH5yVvomolt24gyJspzXJFTKtjsmSxVXAqpUz2xwTRK2C+/AUIKumnhGBrTNCPINWIpsQ3FUsWh4htkRcZgIilthWVZLDg6Ya4YjzNGU9BEgedZzLkahyMNpTnYhobvWCANdoaCXCgqtkDXPVAmnlNQFJI7m3uoIscwDIRmY1oO82bOLM4wDZMoV9za6iJlgW9epFATdCSnH/1+htlHufa5P6DQHC4++q088Po3Y1s6UTBlcLjFqLtPOO5Sa7Sx/TobGyfZ3L5JbdFnsaLTarncc+kslx64n/VLr0f3FsnyFLdIEUIwHQ0IxyM0GTGMQoZ5hfhwQnvO5tTZDXIDbnzhEN8oyYqSUZiT5iXLDZ1lsyC0G7zukQ3+7Kk+g1jjgZM1djqK3UHILJ/iL+hMMpNeqaHpJk23QrtSgV6XDWNKoUxo25w632A5GLPdHTPthph+47gp8HWwVG6VvTwnlwVSlAgUJhqtqkcuUoo4JpeCqbCpVV1cV+CkM2aziFkWU+Iyt9Cg2jQptYD+MGG3J/BdaHg5izWHwUTRixWNmnlEOgm2nWEaFp1xiWt5VBtztBcWCUZ90m4HzTBxdY0yz3nu5iGWsPlWcR/Tw88w1885/eCbse05Drd3+JPb/wbbc3jojW9mYXmZs/c+RBZFTMd90iRFZSkXLt1DNL7JxfMnWZprUmuv0Dp5P26jgrDn0A0LyzQRwqJUGkVecu25p/n8Z55k2OtzuxdSR2K+0MX3FRc2Fuj2amxv98mDGZVSESmNNAkZBzq+0PmDz3UYjmLOrVT4vr/xSoaJwR99+BMM9np86MOfZBrnTOMcx8noG4JOZLEmEkzH4MTFs6AP0LUOiyseMh5TqZUM8uDYKXDspPJdh1EI00JD42gaphSCSRRxbkmR2nB3CK5pMo0ls1in6QpMT6ddMUkKg/5UcBgoijQnzxIsXSAywTgvKWSGkjpoAlOUxEVOUmhkpcI1E1AlcaZY8X3OrK/xXJwQRZtgFKzP1difBeRpxPM37/LK+y5w7lXfydXPPEYk58iiMZbfoF7xsRyLK5//U3pLazTqLWy/gWnroAomox51R/HgIy3m59fw6/fgV5vY3hxREB0VeGompl8BIcjTBNd10E2Hw51tOnt9DFWSCsHmsER8/pDXPKpx6WybyWDCNHJYn5/jRFlyYzrg7qxgydRouiWunTKdSlLLw7YcllcrNKuK0fMjZmmKb5tousbhLMJ1oUeFJDDgZBsnS6nO6eR2m6zYozT7WOIbgFSdw0NMU8c1FIZQTHOQSlHmiqiwMEXGyZYiUSmTcYFUAkOrsrRcwa/ohKMxvf6QLFWkRUapNDzbx3c0siKhN9WwtKN9mDOVMg0iNGwcQydPE8qypO5U2NrdQypJEqcUUlJGMXfTDF1IQGMS5Xzh2ec4ff4cpx54A4UyifWcrVvPENya8cDrvo3zDzzKbDik1+lQ5FvYlgWU2KZOs66ztHCJw37EZDTE8+pQplTrHqqMsd0mSnMoS+jsbHH9hecRusCptgjlEMocoSSpdrSt7852nwcftnHeeIJPPzFhsb7IRlPnvnKZp+52mU2m1LIZpqVhGJI/+qPH6U416n7JuYUa8wsF1BusLVZIpoqdwYQgLQh1Da8sOHj+CSzTxBYt4t6IUT/FKzPK8htgt/c0KRBKUnPAtEDqBtMcgixjuweuo7HSdPB0xVlLsTMsMM0qlfYlEAWTnSfQTcFy0yQMFWmukxYG3VlO1TWpuILuKCMrDRxbkKVHlixTJqauo4mSsEhBQbezjwBs0yATOXGSoWuAEFjKIIxTbj37FK9863dz7dN/zPk3fQ+T3jYb5x4iGu9za/8G6/e9Ds91KKIBZZpi6hLHKjDNGpnZZt5SjDt3qbiSmg31ZgvbcRGaQRTG7O/tEo7GfPHzn+X5Z68x6s3wLAMtzclzybjU2IoE9Z7OwnaXey+b9KcNujOHymqNpbklHL/G9u4O29t7pFFJ2yu52x8wkRY37TqmarJ07j5ee+4MWi4Jun0einvc2u2jqwnhwKFuh4wmOc8+W1CmOq6CzPbJVHzcFDh+UmmGwTDJSSW0PJNWxcDOcmzf58yFi1SslK3dHaKwZMHXWV/WiIqAYfeApdVlOsOChVaVuVaNggl2EaMKRZpmBGGBbVo0XUiL7GhRs4pNxTGZJUdrZOYF1EwwDIc4TtF1RdMziQtIkpSiVFiGDqokTGI6gz0ObjzNytlLbD39STbufQ3JcJczDzzC4HCT7pWPsrRxD6snLkKZoGsJFc9BaYJxMEAzFK36/XiOjulYyDJjMlGUxVEq9HNffIarN26yv3nI5tYeo8mRtazaDidqOvO6jWG57IUZT9+ImVvM8AzYvT3l37xQMJhOMCXMV226/QJT5FStElybINeIshhHrzBTilCrISi5unOV73jDCR556BQ379zmc5+6waDvcDjJiJGsVQo0IUhKjUl0/Dnqx1/2bmsEuUL7UgbnqabNuDBYauhcOt1kWuhsbd5CyxKmusVKzUflJdHkKjeG1/G9kv3BlOE0QSOnWSsoZULFzikKHdMV1Go2vX6Eqdv4novjmJRGSVEGJElCUWhoekGpJGVWkApBEKcYuo6mgYZAKsXeJOZ+fcqNFz7HN/0fP0R38xYrG29iZkXkwU1OnT3N6TMnGW1/AS28zdz6RRxvBdv3ELaNvPMEFT/BcBeQJXR6U5qazUHnkCCKmAQp4+GQK198imgyZTQJEWUB4mhvmOtJimlIPFvi6AWb+wHP3mhx5vwyywtbPHf1kDTJWVms8Yq24PlMp5sqrJrH2okGlU7BC3tjXrjVQV+q0J474MYXr5CN7vCxx8esLTS5fn2A31rk/PkzDJKIzNQZbu/x3GafVs2itlA5bgp8Hbq/LMc1oBQamTSZZjap0uhPM25eeYp6y2S+ltJTLn5tgf3BFE3meDZsLNpUah63bg7oDqdYrkGt6uK5gskoYhxYNBsNhONQyqOVTqaZYpYUaJpAKo1m1SXMc9IwQCkI4pzRLMTSNHTDxNQNlCqQUmLpgvk5m9nkkOc//cesnLmP3vYNPNujUmsjkwGNhdPMP/o3CQd3iUZ3IZ9H05dxbI3GwjnSpIum1xn1xwwmIb3RjIP9Lo9/8lNodoXBNGRvt0cxHpKUCsoSG0UpcxQWppkQRSm5ULx6vaTlx+h6jXNnTuB5Dnf2My6v1zBmQxA6uVTsBxazfZNKWeIKxX4sOSkUu9evI9MuzaoDZcHB3pi9rV0uPfIKqqvrVKyCxbkqHxuX1JgRFybWXOu4KfD1sFTQ1DSiQhJmKbsdDaELQj1HpoKsrOD5LitmRkbKNJ+SFzkz6VBRDQ5GLsrI8OwJ6B62O88oUUyCfQqlcTgxeGDtDK4fsnvnOouexmASMwsydF0HYdLwDTShGIwCNPGlRdakosxzUAqBQmiKSZjQG0wo85jHn3yGb1s8RTg5oPHAG+l3buJ6FUY3rrCyfob5tfuIxocEwx2KTkQ88dDdCqX06PU63L27xe2tfTrdEU9+4TkOdvdISw2pGyRRRM3UmLMhSARZqUilwNQkQaoRZQW2LglyhzApWHEL1uorpCicps7tW12GnRLDaVA1E07ON5nFOVkZs7Fq4TouB/0Rjjfi0mmHa3cL6itn0aIpF9c1imzChz4/YRjmLM9XmfUDapaOpaXIoHPcFDh+UmVoJLnA1CUakiCOsHUNZWsMYoOkp9hARytT6vUh7bM6g3HB/khnFgr6gx5FPqYsFUoK7uzFaGQkaUrF17CsiP3DA7K8ICsKFApZpliiwDIFeZkjSw3TNCikQAgNx9aIU4lSEiEkWXG0CZBp5ARBxuFIcWNvSuvTn+TSpXNc+9yfcfrB12CYAru9RufwLkkUM796DmfORS9iwnBKEky4u99nd2+f7Ts3ubt9SLc7pD+c4Nk6r2p7PH5ngmsYGLZDIAsyWaIrhS4URQlxAaamse6bFIng2s0IVbvDfRc2OLVQ5db+jLVVj/29Q2ylk4cFB3lAvV0lpcaVnSF5MqFmjbFbNeIFj91uwq7a4tyii9OYp5xGDHpTxrOIrAejEs77JVVDkn0jRNQbrsE41RlFCUIqLCXxKCmkhcAgCkJuRSV+xWHJbWHoGvXqIaWmMExJFucEQYHfcEFkjCcRYZLTbrksLlRIkpLh4BbDqUDTbQazAtvxaS17jAddbEtjOM1ASXRNYFoGrYpJYkvGYYKmKSxTkBUaSaGRCxfLy9FExmavS/pMQkMvqTfnaK9vUKYRtaULhIO7lDu3Mbw5PL8Krs9odIPHPv443eGM4XRKGgb0JlPiXGKbEIQpFUOSChPfNpHSIM8LyqI8WirCtJh3PXzTZqVhMZsG7I1z9j7VpT8UvP6y4HTLZ1Jf5ukbPXb39ikKWLPBMU36CQinhq/NOFHPWJ53EXqLh85apHrCYSDoj3Q29DEL9hStMMiVzr21mJN+RJJ6FJF+3BQ4flItNBs8NFdnFqV87touqkiPFiwtSxqWjlVVHAwKzNJm+zDCExmeB6VRYb7epBpP8W2LucU5prGOp/UYznSU8tg5NPArPkvLDXLVR5Qlpgb1hTZve9Oj/NHHHycaHeK5NtMgxjUAAaMwJ84yqqZOWJQYQsO1oCgln3thiqVpJFlObzwlKwuMtUV2Nm8zt3aWMguYdrdpL58hDyf0OocIY4hXq2FWV+h3ujx74w6zqEAXGUUpSDMIo4LRLCUrFYWMkGVGIY+yM4TtQ5GhEAyCmMjIKEoP2zCJiwwnjQmCmOVFk/WTdZR5L5Vajf/6gT9iMEu4uOpxbhUGz0YkhoeuefhNF6/VZBIVLLUqnL+wxO2dAc9OtzlZG2D7Blu9Cr1eScMo6A0FeVqy0jr+/W6PP0e99NjdnKGRo6SiqgukdmTiyyTn3IbLUlOyP4iRZYEsJd2hi10xGN0dohU5nuPgZTUatTrX93vkZUmUpKRpSNVe5Oz5h5lfjbjy3GfIphGzUYdPPvEURTjCtwyyAuqegdAKXKGQuUacaCSFBCVIpUbd1rH0kskkQaHhmdCb5ERZiuvNaM5n3L55nfWNk8wG+5imzcLSOoZfJykkhukwCSMGgymWCmk6MItz9BIc3SRXgqBQR2X9QJQWOKZG3a8gsJHKJYgi6ppEioI8mzGJQJaSotBZXwhpLtxDrX2W/nDC2lKVteUGSdplVkjCqCAIAsZlTs0Q7HUESdZBKzKSsU+mS7JZhJWn7PR0xrchlREtTxBMNAYBzFczFlvfAMWkmRTkShLHKY6t0XIMOqEiB2Rc8NytnIVlh6V6xsKiS1kkbHYVvemMIktwHJ3JTDEIe9ScQ3SZoRuKed8gTRXd4QGf/dzT2K7PYKywBags4vnnrtFwBUoTJBkUhcSxDbJSococSwOlBLaps3bfazmxMsdTn/gwnp6RFzloAj2D/W7KcBywtdXn0pkD3vLX3sLyyjK9zg7kMbWFNVy/iWZ7HN66y2TSY6FqM0kFYaoIpcTRJb4DItMo1f+3vffo1S09z/SuN6z8pZ33iZVOFcliEkWRLckttQQFSG7YbvWoG2jA8MToHvvv2APDE9toG3C7bcMBsiyIsiJJUWSxVKxTJ+68v7jyGz3Y/AmHg4LrHn2jb3RhrXe9z/3ct0BLgYyOKgEzGqx35GnGrJjQDj0+eKpEoaOh4c5nNu5q0uIYq94lm3WcqDXvf/MhL9Yjm7rle9cNnYfjzPLuaQHGU9prEimYK8/qfMlmZzhKJU+vNMt+5JfeEbx3MiUOmsuXlott5JNnn4MzlXaW3keUHQlK4qQHCSZGauvxraE7Tzk6TBg3e9xbtBzuNZwcppigSUTPajXSW7Ah4pHcW+SkZUW99ejdltubM6wXSOmwUtIOgHcMY8QhQCic95gxsBs8hQroROADaC2ZTxP2F1OyNCN4wSSXDNEzzSQu3lllnIt89LMfc3n7mj/6Z3/Eh1//Jj4MNLdn9EnL2atz/vv/7r+hHmqcT1gPksFAiJLRebQQxOgxHkCSSYEUkW6weAS5EOzcwOgc8zwj6Jyp9FTeoFPJ858N/B///jX/+HffYrVtmc4si/0J80VJlA69KNnvR7TUCAGbvkNPMpSCV7eBndhxPEuZ6BTjDItScpSNHJ+eIjim7lLSvkaEz0FAx9fffRvbbNBDR6ol9w8ViRbcbCMXnUOgkUpRTTVWCh7OAyKRPHp0Su1z4nhDt9sxKacMqsKOnncePOTlyvLys6dkoqZzglmRIqVn1wXaHgQeFwKZTlh3gpwASmBMRClPoqC3d+kyk0KBuuuVaYZIlihmhUZpBdHS2xGtMrQQOG/Zm054ePyAX//2V/jSO3P+6u+e8Zd/8bcsu4a2MwxOkElPYyBGyWg90YMNAvPzRtA0lZRSYVyg94GSSCoFPYL7VYmVklRaCm8QVcnDvZRvv32EOjjh/fffxijFX/3tP/DpT8/YNJFJKhG2wwmFKHIIkoLIarnDOUO2N+Xdo4qyafnkYk0bPaeV4K23FrzqDyEqou/41qM1/8X/eP4mEXjzT6o9YdhbCF5eCXIRuaoVIk0Zho4D4bF4Wp8wjAKtLZfbiBAZSu+woUaGFuPuzGlbm9HXK1zcEmyPMS1W3F3gFeUU60amleFiCXl2t2/XjREpIlKB8Y48U5RFig8eh8CagLOeXEKqI055RuPZRU/vBJm6iyPKsgxVVuzaG/phTdcPCPMSdoqrM8dZY3GuwAuJE5FJajlIJds+IonUMZIIhQiOECLaQ64EfQQhBIkWvFUprvvAxgwEBCo6bKJRNqLn+4SqZL1acvuXNcePD4lpzkU9cn674TBTSCVQaUaZVTjjSQrN4eMDqrLk+VXDx6tINjiyHBYm4ofI2esNQxwhmXG8n9O0n4PX31wYLmrPmYE0KB5PS6qJZmw75mWGSDSVnNDFyPuPYDHpeH7tud1tmOR3oamrTlEPLUXmELbm9nLDbJJwsq9xBkRMOLscMbZnksGmk1ReEiNYG8g15Fown9xZZL7+7pSLWvP8+RLJXVlRa8WdmyL3zDRIAaoLtKMHImXuePv+Amt7dtslo7XcjhOWjWE6VUgZaLv2DlQXES6QCMFtfXfZOs0z7gwAmiR6iJ6TUnEyy9gNhmVneT2AThL2taDvAxBIveF6HXh+tsJc3TJKxc3Gon/wgu/+6i/zL/6T3+YnP/wRV5sbJmnKp69rTnPFvaOcRT7w3gcH/PmPG4gJiXBEGXn/0GJ7y9GR4PFhZL22/PCF5foqxSzeNAG/AKiernpWo2eW3lWAZYnkveM51xvDRmW0TiKUotCwmEwo9wbe0+cgU06Pp7hx4NVFx6oxJImnTwPOC2KaY60mTVqWu4F+iEjl6Q3IAGPvSDNPWXhiFGhREqXAupGfvnLMihSlJIsqYmzkfG3ZecV8nqHTlBgs09JQlpIi0UgGNtsL5hPFLJkyBkFA0vQJ1zeW63XPJHEcVRrjBavt3Rde8AIXI4HAXlkwqzK2o8PZkddGUImC2nlcsGgheP/hgj3veH7e4sJdPW2G59XFBmYZ0wQiKbd94P/+84/4x7/2TX7r93+DH/7193j1csdhnpMVkn/6h7+CsZbv/f0L/v6TW2KecFQl7HlBGRTHj0cm80ia3WWq2uApqsBXHn4OnlQbE5jmmr1csewcXWP43k9v2JhAmTgSKXCmoRPw1x/1HO5JtBDM9zMojgmuxkdHFAqyfTA1wo9Er9jVHYUacEHw4CgnSScQHberhtXOs8hL9qaebW252njyNJIKz82y5sy1aClRWqGITFNB7wKTtGIIiqazlJliXhZEkRH9jt1ux3R2Quc041Dz7NUtmSvoBon1nqwQjD4FEvaqgStjUEoiEbzz1iOMjWzrHVpApj3Ow+ADk2qCtAZrPK+uaq6QTJE82ptSR03YjViRYJIJZ9ZyOpsxlYajBfzNX/w1N+1Akhzz98+fc1pK+u2arUj45W9/jVUT+OSjT1HdBQsjEb7gtslgIln2I6tbxc1acu0CSmq2qzfdoPwLgKpUEELE2cC8yLHZjHY0SNHTdjummWY6ydmFyLrZoAIIqdk2lo9fvGSWjPgYsFFhb1dgWgIRlUCWRKal5v4DQYyaTZ0wdI5UB6KUrHaRwUjwQLB4JyDXHO8F6tqx7iRNI6nyQJZF8kKw7rc4D00fmU0Omc8nfPTsinlx1+bZ1Vu2vaftDKkKTKYlR0cVzdBhjcEZh/WRo0xxUmT4ZEoXJW3bMdQ11jkEHiUdwSlUaJgmGYkS3LhAiJIOQSIiSypqD0ZK8izFjz2Mhlvr+MZ7E07zwLNx4OWPvs9v/ZNvM3zwkKsXz0mD4E//5z/h1auBFx9/wknSMDs0OKd44XLwKe2zwFkj0RLeuR85jJG1V3QkbxqBX4CfyjsSBDamHM+nLJ0mHwest4wxIL0gqpy3DhMOtOfFpeV6GyiTnrQQjASSTJMSiMaj88AkETRjR5XlVNN9usGy3VouVxsSYZjkkSqFTddTJIr9uSZLDb0JVFmBl4qibHAhYlzEOJiWJVEqom/Jlee4kCzbFa/MDhVHNnVAisjDcmReKrqJ5oOvfp13HxzTbnt+9KzGmi25tIw2kMqc/YWmlQkrG+jrHU3fI5UgSwVRVFRaMcs1uYbp4QG5EdTWkgpBtbfgxa4heMd7D08RfcuLy57aWKal5fK8YxcN780zxiTj8uMfcj+Dg3sjabSk25aP/3hDLzTKgyRFZxl5VTKfTNlcbxGd4ck9ePKkJK17hpsd3199Dl5/s1SSCohJzmwxY3Oz5u2ZYysS1iannFUYKVkknvlsnyfWcpj11INhsoDJPCctSyQtu52jLGcsO0UuOoRMeHljMX2LMfZuRFMqplXK1AScd6SZ4PBoQlsPbOue3kS0ksikZDrtECEwuoDAs6kDeSopc0WWlxyqjsjI4SJlHD396MjTki7m5IXja+8+4PT4IefiZ6SpwI1z0rQm95bP1iPGBSI9OknRUeCFIFeCPKv4pXsH/O3ZhouuZ5rKu69MlTD0LUFJXhlDjI5MCJa7gSrC4WIBbc093ZPagMoE06mkHxW9cTjbUmY5Y9TsBseu6XhnnrDuPD+5iEwKS0xrzmzKLF+Q55bNruPZU4Uwkmll+fDt+k0j8Oaheu/tfeIIu8YTu4Yv7Qt+cgEmZgw64seRqZY4O6XZeW7akc8uW1oEv7RIebGM7Is9FmXFGDbcrqCuB6apZrZ3wLq9QUvLyX7EiUhRViDnGLljb7rj4CBn1yWsthbtBd4Z6lHw9oMjjO0RriMdakJ0pAqa3qGE5nzwFFKQ55okW5CXirC8YdV21MaQoPm3/9tf88/+YEqe5GgMmy4w05Kuj2xaBxIWhcJ6h5AZhdaMzvKVd6e8d5TwycWIdZaIYhv9XTC/D6RETnKLiRBcgPqGHk212OdUSqokp5zm3Oxq9om8XQ7gIn/8qaOIhvsHCR+8n1O9EnztyZwfXpcczna8ta8Ymx0v2x6R3r1yVevYjQ3ZPOWXv+r4p//x5wCqNDugnE/YmAuUSnh0f84n61vW65bDLCXYkdoI1v2MH13U7HY7tLdEoXhxrRiixZhzqnv7QM7t7S1a9AxINqtzMuFZ7Jcs9gv6wdOZCRe3HVNpyTJNkU8YaoXwDi8j+3NBJUu++Y2v8L3vP2VsW8pUMi8lB1PJxcZBGPEucL0L5L1A65ExaIY+RUvHXI+MzrGqJZN5xvbKAArnRj5berwJCAI2CjLpSKOmcSNVkmIRWK+5aAIiK2hbRzQWLQIuggiR3kOP4MEiZ2I9P1waOjeyHh0P5yk3RrPIS1YB8nXHhxPHR1cGKSNvTQOnc0E1KahlzU/PBn587ZllBZ81Kcpatsaxp1bcy3Yspo75PCBTiQk5+b3PwUD5ehuRfc9FNyLynD995lk1BmctdbDsFZGopkSdkGUVVTqSeE/nPZtmZJZJ4lBzfmt553SCPM242Q08PsqYVLDdejZG8NmFYqI9vR0IfYufRB4fldR9zc1Nh3Fw/7Bi72hG20Zubs5xw5rVtsdWkTLPcTJnlgdGN3I8gxsd7kY+boeKkkVZItWUie7wjOg0YuyOdDpn/+SEq9sXDCPkWYEODSoRJIlkO9q7G2tZoXXkbz5ZoqRktJYYHEmSoETE9CMFgSRAYwUmCC46T2sDI/AwtTyaaF5sR6JpCDbyzEj6ThCtJBGanYvse8Gr55HV1rNdbQHJptfsqwMW0TEtNFL0RGWpgXpMSGzFk8cD8s07X948VEdF4PnmhlnmMTEydj3CjsjoSJTERhAIslSRR4dIPFUhiZ3gtguMNvAwyfnSvYRYeA4Tg5CK2uUsVwmph7Y1NKZnEI40FcwmAq1Tlk2JtYZSezId0QqaGja7DfXmmr0UwjzgfcB4y7bLSUg5nATysmIeHLNyZFpU7EZPNAPrMaVWCYPxHBeev/q75/yn/+pfoETBi2dnlFKQlzNulw7vepa1xPvIGA2233GYaSYJKJ3QEGhsYL8qGMaRWVGRIFkOLdIHpOnZ2IBWkuMCHs4Er+oeKSBTFRrHoBNsmZOqhklw2KjorGXilxSl5maQzDAIH7ja1DyvBw6rnONZic1T5lWgizMOqpxCvaZfC950Pc2bt74EyySJrDrH9dUt1nuOS5jNKy53Ize1YXRrbnYNpQxoLRiTiq+9fcDzbc/z8yt2vefVpaQ6rJCuY9vA4EYG01Jpx7YHrRQnJymPTxNMkJzdZlzd9igxcDDVzCaabWu5ud6ghCcvUtI043S+JQTB8Tvv8Z1f/k3+h//1/2Jz+xTfRop0yhgjw25k1YGOEuNHFpnDmYEXvaJ/ds2LT1+wvDonlwFX7RN0xiJPGPuR3npGH1BKkgnB/nzKN98taJY9P7kY2cSA9h0axYOTezxIBP/vq9fs7MiqD5yUdyawXAUanxGzBK0kg3U8mGsuTcbe4ZQDN7JaR3CBrKpIo2FPSFSmeX0bMH2g0C1OeRIiS5MyX5xgug1Z3+OLPf6r/ynlaZPxb37vzTLwxqGamJaiECijQUca6dl08OWFwPWCxmUYAsZ5jqYptRdEUXJtFblW5ErgQ+BnFw2LDqpUMZqURaUYzEBZRk6PM0YXmFUJ55s9xr7mZl3Tdo6DiULICZ1NiGGDdT1CSdoxoxktVQKn+wXeRp69eEpbb0mCIxE9batw0VOIERk8LlQ4fzfOmcgU6xS2W/Nf/tf/FtMbimzKwWLG7nZNN4z0XrKfS24GR5okRCmxIZLkM0yWcesakkwyBMkYBVfG8Z0P9nnsKv7+lWPjBblOyfKANT2FHZBJihMFWkaudz14hz6Y0TQp1+uB3dBx0yQUacKkiOxncHy6QEjJ1eWWo+CZBcN1t+H2NkP6SDL2nJjn/Mqjmm8dfw76/p42jqlMCDGhE56DKrDsApP9Gb+yMJS3BefGY83AylhGazlRHWk3sqoHHs8UG+8ZnWVXr9lGgR89m63kvfuKt98u2ZoFdr3h5UVHa5ckwVAmjr1DCSFS9w5XO6Zp4BvvLdg7fcKr1zecvb7CCsWqUeyWV5w//YxJGDg6yGlHeL3ZoYXjaJGwmGhu6sDFdqQfNLUJKBEIwRCDYdMJplnCpm7Qpmc5OpIYaB1EKfEhkEfHzSbwF38viTLhZFKxrO8SapT3tF3DR9dTopqQZ4YoI8sB5jolTzUqWE5KxXp0tF5xmOX0ZqTb1BzlFb/81QU/eHmNr7fsBoPyER89X373iOnREf9u+RnGR3I9ILYd15sbOhs5qQqelJ7MJ6T15yD0bFmP+FwyGMPWWLZdIJGKixYSn3HdjexsRCaaTEMuI+3QUvcCtKacznicKzrjWdcty+0A4i4Xc7ZLmS4lq87i2oFNF5DSk+SCtx7tkWcZ21XN2coymkCRKkj3mUzukaRbOjOSKzAjSDI2Q2R/krD1BeteMs8aihR6ZgwB5mnNRgeutyOEgE4liY+44HFR0vYdQoJwlrkSLBYLvAtE09F7T4iS3jsuVyvyJEFITSIzchnwMtKbgZ+9vPo5QHeNrBmBJwdzfJB8er1FdIE+Rq6HATd6KqV5kHtigO988y2+/d13+Nvvf8r18wuulw0X3rN/fotbW06jZUVGE1LC2LIvO96ZJjy8J3n7IRRrj1x/DkLPnLWszUiQigSQUhFFwusbw6TKaJ1Ba40bBmSwiOCQ3lImio4MkU5YR8W+3uFLTdPnfHhvSmsdN43j+lphRcdgRg7nEiE9WgoGl7EZFoTe4uOOWakplOP8asfryx9QhVvePYrsT0tWW89ys6PvHbMUpA7cu/eAXVMTzBVlmjEOgrbtOZhNWUwku+UKoqDpLUEIFlVOriW+72mtJEkzBqvYzyX1KCmFYA0QHTsTqI1joiT3q+RuqC4zilyyabf4GmS421t853HJr3znlLqNPP2zhud1AyHgQqT1mioFL2Bl4H/53gt+4x99CekTGiNZBcFeiHz0sua+bGisZMgESjr2jzMmCFQQaOPYly1GBW5evGkCfhHdNBkMNqKylNPDPfb3j7i43rDdbBmHFp1oxDDSdQ1SQJ5JTuYZY9D0LmXZjGg/soyWapox25tx+uCQy5srzpcNLy4Hkkzw4eOSd9+tuN45VjcDlzeW3jXMEsuX7hVs+pRU9mTVAWk548Unl5wezUmPnzDRl+wPZ8wPJXka2dYdL19f0JmBo9JwW9+yXsM0Lzg9mDB0DX0Y2diAUopZlnJvntHayK62dMEhnKaMI7dekCUFk2g4KhUXXcLRRNGZnnqIGGdJtaL2UAnFJInQjwSZ0IWEZDLjdaNoG4OLgcf7iuXubvvmfqHwAV6sG5K0YNK0/O///s+oB8foPblWlGkg2MDaRbZoau+oVML+QYbZWbZNy1cPB947tPQ5uNvPwZjm8f0pwzhS9wlmDKxqy8VyBfbOOpsIySxVVFogo+dkWvDBwz1+dG7pu57cOpzw9FFwawNCDvzks2ucrclSSGXKVT3w6as712bQKfXGYkOkY+ThfYUuNct1yWES2K1vkbstaRIhaEqt2caEPFHkOuV6K6jkSBaXzGeaDx7mbLaOV9HSNAFzHbhsRhZakKeaXih89Gxv13TO05sR4yW5G+mjJPgUkWd0QD1EXMy4Ny/YdIFMWqwPNKPFiMiRVlw2ghRJnudkacHPXuz46cstZrTMpCMTimV7Z61eRE+VSwSBTDhcFFwOA8oHqjTHiwwfHJnv2ZiAV57at+znCz69kvjB86hMyEWPNZFpBavNmybgFwDVo/05g7HY3cCy3nFxVhPdgBYgpKIsJxzMS+qxZrOpuehS9LjPTjQUiaMdOqSU7M33GELAdDWXtxtmhUSrgsNCsxsMm9bQjlusiGA9SkfINHt5YLkKNHVCVmj2Fg0PDwSvblKWy4Hrq39gXXdMEs3rm4gNgf0qkml4cJii9YzGeCbFjjAaNrsNlUx472TBdC/nxXXN+bpjPXiEcAghUBK0BIfGR48NIzZIDquSsR5ZNT2dhxzJ2gQ2PjJVIzcrRzdGyiKlSlJICvZmik2z43zwvLPQjL3B+EChPMIEvHIUMWfoe9IsYxczJIHSRSKWK6Epk4IHecdpEeiNQsmBYhIYUsHWT3hxnZG6Ne88CIzuc7D3t+kVaSLZm3oWqaduO9YBHh8VjDHHWFjtGrwU7KJkTwo2reG9SWDjAq8cpGnKfDYhrrcM3iEQND7leDLjWdeihUIkkT54Hu2VZD5y3QtMFNxuE8qpZDADSx9591HK7VDx2cVAt9mRhgavNCadIjU8OpySZZr15QVnLwIfm5p+NOzPBWWZMfaRGAM/Od+xe10TgiVTkpAoXNB4PFUKSgikSvEu0BlPrmFZNzjrULLEOIG0lqMEvA+kISCURCpJpiNPJoGLfof1MyQFSsFrk7OrN5RaMUslj48TTBScbxVDVIQQSYOgLAsqOrreEQJ0SrEm5/2ZZxY1+/uRTAXcteWVKVlkBdQj5z8bUOFzkE+18wmni5KPX3k2646zIZBkGbVN7yb2jMjYc7YLKBFJg2V1e83+TDFN4Vv3CvYmCU/XK1abFQRPojWZkkzyDGdHBIGTuWRjA4WOHOwdsF2OJGbg9bXlxKakImKdxQwZ3ShI0oIkG0mdR+kUEySVgq4LqBAYmoAJhi4KtsbROs3RRKGqgiQpkTFg6prBeHobSZUgotAS5mVG3Xv2ZGBMBW0f6fyIDw4ZI6lKkTJhieNxEtiXEq8U+4VG1pbaWc52HTeDx3YWguLLH36Zcrbg+z/4O7JEk6eRk3sHPH9V8+5McnJUkE8r/vKjK4QwKGfInSf1Fp9oTFJyvnUcVo737zmadWCr4Tj2XLHH9P0vkyx/ytxdvGkE3jxUq1VHs3Vsdhuuh4GyKHhn/4jb1RotBrwfuRotHsk8VQTfM/QdH/eax4uEtytJ8DlOSCSRwN0i6iKXnN1cYY0lykgyJKQqcL3x7KzBRMloLHXfs94I5lVFmpX84KMaLwbyokQnmkIl7LzAm4HOjzR9Q6czZlXOvaqkNj3Pt5FARHpHmWUMUXJQ5ewnlqe3gdoHokyo8oK+b5DW0Y8OjGda5lRlwtnWIINnmipctKRIvna6j/YNQx3waFKVkKeRQgruHySIbc8w9gSdsblZ0W8bqkTgrKdKAsvzLbEf+Na3HvGd3/gWvc9o6j/n+tU5VSEYgmJPOp6cOCZ5SxgCRQVFdOyfwLgHzzaGHzy94eppyq8dG7789psm4BcAVS5H2mF3F1UoA5NMEcXAJA2ECFurCDIiosCiaccRoqMxgRc70FlJFIo6KKRK8NHhEFzVIwSHC55CSna9YDuAFhI50STSsh0NJjjyoqTcP2GaF7w8a2j6FusN1gsOFxVWzxHdFtG1ZFnJyckJTTsQRIMOnid7GW2QtNseHwaGIFha9/P/l9yf5hTlhDHAaQaVb6i7u6F4OUpUUXBYJGx6T+8iuQ7IBHY2crWJOOeoNDQjlARwjh+dWVSmGYXmIItUfknTpIhxYIphohTetSTC8+J24MmY0tfXzFgTq0A1E1AmxCh4/GCkwJMCqYoEC1HAwVxw+mDkZN/hi5avPQkspp+De6rBtTRDoB0dSgpGF8mFYX+mGQZJonJe1D2jGWmiQ0VBlSR3CwNAHyZMq4rhdkkmIzpTZAp67ykyeHCQME1TDqs9Prl2vO4j73/1awQ/cPEn/w/3Ks3p0QFqPsOuV2gJk0z/vE0+UBQJMs+R1nBud0yHEW0Hkmh5ddNy1o4oJUmAIlhkqgmp4Kob8W5Easn+Yo9ZkfH0ZscYAkELSBJE9Kyto9J39SZvTXOWbY+wBp1IJpng6GHCz84tO2spfcJqgK31nFYpp9OEqw6uRsl9YVjkga9+cMDz51tebzoeHGkWk4TVzZZ/99/+n5TpSNN6lBeojSNJEx6+BdkEcgEpgVTfNTzgIQyg88CXTiNZ4dFeoOXnAKpJpfls2eED3EvvCnX2S8m8TLm4tQwNGO/Zm0woi4zBWrAGMRjmicQHx7LpkGak8yCIRBfJs5zT/ZSigF0dWCSCfLpgGjs++dGPCMIxLzyHs5R10/EWlwxjjY4jm87jgqfUMIwdxgTqtkVEj/OB1XpF0474cbjrkIkOJwVeaZIko9SK3kZiknAyzdirUhYpfBIDg7tbUs2SFBfMXUqylvRBIZS+662Rgq8eFTx5u+SjK0vve6z33DYDJ7McMSoiHh0iJ5MMOz1gLgwnlcSbiJCOWCgKD3EIbDc9QTnaceS0TPhgAZGC81uLsBL1TsKH71hyKUg0qAgMoIjgBYLIcCswBuoLWLxhBt78mGYD7x9UbJqBo2nKwawim09pkKzDFu8HlBJMshxiQkGgD6CVoMo1kYAIBokjVQlSRYRIOFlU9BZen7Wsdi2fXg98+NYDHi00n726wtoeJRXBS1ZNC95ymnjmuea2tSg8MiiuthavBc47hBTslwlDuHvCFIlmKiLGek72BLlKmWZ7+LSgmHrOVoKb1vDOw8D+XJO8DAw+4Jyj94ZZItnLNQGHxLMbIw8mJcMw8PFNzdUgkPmCg6mgW96CjkQRub835WhuSHUkLWfc1gPPrwcurWGaRR49Lrh8DSLP6etbvLUIArtE8623DjmsJLerFd/+puHkCB4cR8o8oBQQINEg/V1seDR3O44+CFwHwn4OAjq+/tYeHzye8f1PbykSzWUTWV471nVHpTxr5xAqwfhI6mseTyQXUUDIsVGQ2pHaeEotGL3De83JImPXjwxmZOgHZPR0JvLjZ6/ItIAQiD4yxsCZE4w+cjZaulQyySGVgkImVNWctJqw61p2g2WSaI4OT1l3jgO/pcwluR+5ai0n05SN1WwtTBLBuunZzzSbZsAgeNVDHyNVpnl8MucnlzU7G4kukMSWQkUQkr35EZOjCX/2s0ssA9nYkpU58/kMYQaitwRrmSPo68D5xciqtWgFlQqIUHJxEfAWGhKiFEwTSaEEaZrz6P1HZLsG9/KKL/9q4K33IiICCFIVcSMoGUk1mC34ENGJQMTI2EQInwOoZmVC6wVRKV5d7qh9zuPjCUPdM9pAoRWJEKgYSHWkrARydAydw6qMpMioElj2Dhnu1tedhWgN0RlSGdBFwZP7C/IQsU5SjyObuqOzA8EZJkpjJHQhcJhpSq8QLjD6SLtrSZWhSAR5lmEMYAzWwxgUnbtLHn69kijpkKojI0NpyTyRXNfw9NktxkOuNSEIbEzYn1RMo8IOhnXfsV/C3iJhcVzxa998l4sQuXx9S/CGk7zkuok4H/DOcF57vFUcTzQhaPa0pJeeWeERcsRGyd4056tP9rgRa+yywxrNVADbF7iN4Th4xrVkWjry4m5o7izkUiCkIBjQKiITQZqA9ZFsKsC8aQJ+AVC9urgl3xY0O0+Inqau+cwF5rkkkSnzDPreUbcNNlGsnMSESG8DB1lC6xRTLdkrJbmORCSrukMGy+O9lLNO8vDBCX/4qx+wPj/n4qLhR5c9Ii8p8gLtB4IImD4SgqUeJMdJpIlQVZKdDWx6T/LzHNCr1ZaUkTAO2HhXaZbphKHbUUTDwQQy5fiPvn3A9Xrk2c2as3VLniZUM0WUglfrlsF4EplyMpmxGSxnfSBfTHl9O/DZ9Zb3H865Or9lcCNX12smKlJLycpoHJLz3d1csagmiOg5yQN933O5c2g18t3jnN3zG9p2YIySIXhOUsNbyY5H33QMX4J1LQlOkqWePBOMPXRrMDuBFpDmEhLwXSTaiFIgqs/BQf3lJtBfbCjzhFTefQGd9SO1V+hMs19N2DS3d1cNEf7hYkc/3rW/b8aRSS7vKkIUaF0wDJZEeCapxJKgpGCz3PHpq1uED/z0tub1uuO4mmJRCJ1DMEjliT6y6wytEAzBU4YeJSSZCNQ2QLDsFwnd6DlIBHklWTtHNIF69Bgg7Sxb1ZJfZTy7qbEBjqZTiiKhHwx7qWFQjpWFB/OK/SonbRN0sLy8aknUwHK1JVP+btSCZ4ySSVKQa8nrTXsXFkLkxWaETnBQKNJoKQnMCQxmZLM1qCg4uzHI6DjKNAdzw73HntPHkeNjaHpPmYOIAtzP64UTQduBziNpIYBI30LwEp0E7OfhTHU7Ou5NJVUCkZJt4xBR0FsDY4OILeLnOQNfflDy6fWaT68sqUjZn5SczEuu11u6diQyIJTkXqV4PFP8+Lpn2wfWwvBXP37F6BxN3WCdR+GJRIy32CCZVhUhzejqLZmKCKWwCDKp7xJW5F3LKe4urdgh2ZiIiQCBAfBC80lr0eOGdT8wrUq+cW+C9YqbUQKWs9ozK3KmE/AhsGo2WGNZZHclAbXIOKkKSt2jtKJuOnYWUI6xNyyEJxcKIcGOgdF61oDpHA9SR4yReQFuHFi2hsRHMi24jYLjXPPsSnNyb0RnnoNJQCRgN4L+ErKpQAaQHoZGUFYRGQMqk0xS8Ebgb980Ab+IFa3gmKcT5jPJ6APb0aMRpCiuu8Bu3QOCtw+mvP3BI9LDfZJ8y7b1uKHl+eUNo7GkIjBEgXAStSg5PKmYbD0bF7l/Mme/SHl9U+OspUo1j09KLhuPbwZcVMTBMdWBZRS4KEikItOaVCmM8+xPcvIsx40e6xURh7Ge+UJyup9zdRZ4XRtAkAlPJkYmKuX905I+ahYU/OiTlnp0tEHw3sEE6SKNNYTgiD7iVUqSQOMco/MsO8OHxzlu62gGRy4CJIKZ0KSpYvAjInpKHPhIbTXvnkgy7dAKbhpLpiBJMmbHE/yQkCBJ5hvEZAdBIGREF5GkvPudFTCdCtq1YHsZqWaKdCIRKmB3AiU+B6+/9+ZT0qTk1WXNTdcQgqAqcsYQ0MS7NfDoeXG55o//5iUBhTPcLX2age1gSRUInSBsoPeR5+u7w+pF55mVM6TTVLrg3jwSfYtSd0Gw42AYvSBNUpyznDUdQ4ikiUJE8NZjdcLgPHtFcWesCx0+Bpa9w6mSvaB460BSWM1VYxAaZlXC197L+PjlyMpNOdkv2N627OWetYzcBXtm6NQhGZhnkto6xjzjux/co28tH9w75G+ermijwUuocklnzF2GeuI4KAverRLabcdcGjotcJOCr3znS/zkJ0vGmKEnLQwbApINMy52gcu/a1GPEu59KFFjIJqISAX5aSQ2AjdI8jIS+0hvYHkB1QQmM5AKivmbJuAXANVXvvMd9GTG3qaleP4ZT776VdbbHQjB+T98xNe/84/46C//lPnxCVJq7r/9hF3T0F5ekL58yje/+6ukkxnWem6f/gN7775PmqZcX13RL3/IN77yAVWZk9++5Jd+/Rv83cs1zz79mLWVuBDIU4WxI83o6FxgniWUqaYxltb2PC7uyogyRjIRMSIwmIgMkieHC2rrWK00T5cWKQWJLjBR8+o2Y9Ps+MvPtnxX5tR9JNEp9xca5TzeGEgdIUb2Swkx4ao3/PiTC0pVEbOCtCj4+EWH8pHj1HKz6dk5j7OWNNXMpzl7VcqMkXwMUCmePt2xudyxcRKZ5ewlM3ZDQ2gHbFAkQvMnfwu/89uCeQ6xkXdNwFnE3cBwdRduolNB3EG/hOV5YH8iOXgY0NM3b9J74//45Lv/AZ2Hs8tLEqH453/0z9ktl4zrJYWS/Obv/wG//nt/SF5UXNxu+Ce///sMzvMv//N/w1c+eJff+Z3fJi0KKr/jg+Mpf/C7v8Ph3j7/2b/+13zll77F7/6Hv8Nv/d5vshWKD7/7axwenWCcJBWKIBMyoVHx7vCZ67sxxMOF5q39jMMqp1CSmRYcJ5HtpmHbNLSj5d5sxjtHM1IV+f7TG3b1yDyXzFKJQPPqZmDVGc6WO37wfE0/SKwrCCKnHi2r1QpRd2AttQGV5iQEdtsNXb3l1bNrnj27xnQdVSp5717F6UnJXqFItKQfOvquJask06OUvJLc3u548elnJGbDqWsooqe1kYkqeWu24CTXdC7y4V5PEePPo8W5uybQguQEVCHuRmDj3deglJGuhouLSHMj3jwA/AIyP7/QF/pFgPqF/n+uL6D6Qm9cX0D1hd64voDqC71xfQHVF3rj+gKqL/TG9QVUX+iN6wuovtAb1xdQfaE3rv8PuxHf6ZD5s84AAAAASUVORK5CYII=\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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1AOmDDXYenCVoI+eC2zDzj8JqYxYRhWWm9WdmWkIbRR7UxnOQQjQdI6WOp8fP/uGDNkmVJzENiZTIxlI1DaapmRYFTV2iRAi5W9MjhSBPJTpJSHSCThSdTo7odFCug1QJEo22FmMq6rKmMR4pgtMrhAIpMEJRO4H1nkRCmiiyNEGpBOcVxoF1wX8BouYI5kWoEKI777HO0xhDVVU0dUVZlpR1jQDyjkRrRZZldDodOp2cTqdLnmWoRCOkwHlPNV8zGU8YDYeU0wm2qRDCBe0ZTdDMHDsXDkIbeHiJFB5jPK719LyIPuQ+xzkK1Sy9si9qVNE3Q4jnpxCNx2OSJEUpjZASpWP+RXi0cCRYhHFI4RG2pJ4U7E4mlOWEsqzAGpxrgGiepCTPU9IsIe90yDsdcF0kNVo25FmO1glCeiwlRVNQTWqsFTHKCpvfeJg2nsZYlHDkqeLQQo/u3CKNkRQVGC+jZgtCkyQJaZpSBUctaIEYnpdlSVW1HzUISWMMUspZY0LIOQVhVlrPTItWmlyn9LKcneGQ4XAbW0z25cnU3hGUYmbbZpErIbWhW99GypgnCybOOjfrfBXtfyJAblOdoBId0hjyuYH7n7kOUBNNSVODlIokSchkSiIVGofyFlxNVZW4okTagmI8Zrw7ZjwtKYsKgcUZGzSAgCRNEXRRqou1GovGuIbGN6AsaSbodjTeS5R0mKZkOimZTiucD6dOeE9lLOOyYVqWOFvRVY5FDpNpx9ikjHYNtVe0MZiUgiTNUEmKjHG1tQ5jg09TVxV1XYVEoXVIqaiqCmtt8It0gtYJidYopZFKIlofKzq+Ic+kyLMM01TYpsbFxKD3rRYJeSnrLaJ1vmMezMewLZizVohcm2iizR61uSslVUh+Rie/jWgPah2YEA2HQ9I8I0szMpsCBp0pEAZnKxLRYOsJO6MhytdkCnodTTkxNOWUjo7JPCFIs4y836U/36c/P0e/P2AwmKPT69DJcjrdlF4npdfJ0Tol73TRicIaw2QypS4bhLF4Y6mbhrqqaKoGZyoKM2WS1uSmZuy7jKaKRmQxEAg3XymNlCG/5ZzHGItxDm8tVV3TNFXYNASJTuh2e0igk+d0u12yNEUKGfwtm5MkKVJJrLVUVcV0WjCdTuPnkrKcImLIHcxXyOS3WWfvLMSAIbjPrTkSIToQIVPtXNBGrRBJKUmtRQtAJwgcuCDYcn9k+hzXgQnR2tomSarp9jr0ux1snUAGmbRga4xsGOiGSTnC1BV33naSQ0eO8tS5izxZ1dSNQ2qBTlLSbofe/DyHDq9w+NgxFldWGPTnyfM8OM7SkQhHlgiSRNLJPYnWNLVjY2fMcHeHqi4wjYllEk9jPN4KXNlw9do6W8MJIzVHmSxSyyw6qGGjtAomyJgGY0KJwliLsyHb7LybRUBJkgQtpBPyTpdef0q/18OYEL0BNMaE3IyxlFVFUUyZjMcMd4cMh0OK6QhiCUcIgZDRj3KOxhi8bWa/8yKmR0QQpuAPiRjR+htyRUop8jzHO0uaaEwa/EsZ81cHtQ5MiK5fv0qSavq9Ls18H9dNkR0FiQNX01BjXE01KTicKJaVJTNTRDVBS8EUgU5z0l6Pwfwch48d4ZbTp7nl1O0sLi2T5b1Qv7INdVXgmwn4KqjpxNPtdBkM+vT7HS6YDbaHY6yx4QYLASi8sdjaUYyn+J0a25X4fkpjp4AnzTRKqZg8lDRNiPoaYzDGYK3FWDvLSCulMMYEDRDLDNZZHB5LyNt0bI6qFXiwxlCUJVUxZTQaMRzuMBzuMBrt4K2N/lBMvkqBtYbGWExTh1RETHaGxKi6IR8VIrjoFxmDx5MmCd1OTj03R5YlZHlOmiQhAaoPjlXowJ6pqkqc06RaYCqFkYZKKHxtUb6mLqYMRwVYR7LY4dKFC9innubiRskuKarXJx/0GczNsbKyzPETt3DrbXdy4uRp5uaWUEmKsY5iOqVuNpkUI2w5JtPQyVK8dSgp6eRdnNQMx0ETSSlBpyjpEbahqi3lxIaw3pbIZhfvHQsdzeH5Af1uzva0ZHO4y6RoKOtQIK2NCekIQCtFmqbRb1NYbSmLAtOssTscsrp2nbn5eZaWlzm0vMLSwgLdrIMzhtFoN0Roo12Gu0NGu7uMR7sYY0KIHtxnhIqaqGlo6pqmCXk0IfcKxolOSdMMrRM8nsY01I3FNjXWW5SU5HnOYNAPKYcsI03TEL0+HzWRMQ1SgrcN2ArlBU1jmJQFdVlRVxVladBScFHVGCuoJyVbo4YyEywtJAzm+ywtzXNoeYHDhw+zvLzC/Pwi3d48CEVZ1RhbsjsqWL2+wXjzEqmwLMwP6PX6VEWDsSCShKnx1JUBIVGJQIsGYSrquqGoHYWzODNGTEsS6TksOxxNc1bmYDHXuGnNztaI0cRgjJtV67XWyCwNqYs2h+RCsrW2BVVZMBntsH7lMucSTdbrsbC8zLEjx5jrDWjqmt2dIcOdbbZ3ttgdDimmUzzBJIPY88NMPSvGth8Cj9aKJE3pdnp0OjlKKawzNI2hqRusNbPrVTpEm508p9PpkKQpyOCgH9Q6QCGyyNaPaCrKwlKMDNOiomqCypeAUgKVaOSgS9lIts0Iaw392jDoZCwvzbE4P2DQzUiFBOdCdtjU7I4nXF9d49zZ85x/8lFG1y+gbcXyygInTp3COsFkPKEoK7bHE5z14cQ6R+Itvi4xTU3ZWGovaWyNEDVaeVxWI8ocbVN6CAaJI6WhKqZUdXBV23JNu6HW2mD+nMU4H7LXMbq0xoaIa32daxfOc67bpdMboJMUZy2T3RG7wy2KosBag0fE0FsEs2maWVkkpNtCJlHKGLJnKVWvZDrNZsXltoQS/t5grUHEWl5rftu81wHWXw+wii8FOmaQbVUyboIjWTduVrdyInz0Bhn9fo+69viNKXVpGI8LlIdBp0Oeppi6ZHd7jaaxeJkxLhpWNzY5d+4cTzzyCNfOPYUfbdOVhmK4gJIamfXY2t5le3uXnZ0RznmSRJNpQeosCodzFuPBOEfjLInwaCEwjeD6xhArFE5KpmWFtQ7vgx/kfdi8sEGWuq6fVUxu/aZW0IwNG+ldMMPbm1s0jcE6izUWGx9vrZ0VrFsHf69av7fa11MqlDYqWeKMnUFpgnftsN5T1zXG1PtKcjFphMfaA5QgDlCIslSTa08uPdIYGu9DNtiHrKlWe+girTVpmpDmKUprnDeMRiW74yqcOufY2dxka20Lh6YoDetbQ65cXeXS5WusXlvFTEZk3mAT6PdyxrtjyDzjScn2cERV1SE0tir6ECC0xFiH8VBbCx5SLdBKYaVmp4J6ZwpSMpwairqJOSJDW/RummYPP7QPROecmwlRm9MJWiEIkfdh89rfz3BNzkaTBW3VcFZ+B/bAp23YLmLkGOAkIiYggxDtFYZDEBAwRCJWcZ3z8cPte/7nvg5OiIQnjQkw6wXOC4zzOC8Qqq3oe5SH3VHJdpZR1BaHxHlJOam5vjFka2cCQjMaDtm8vsp4Z0QxKtje2WVnd8pO0VBUDdJDqkF1EvJOHk6eExRFSVmUaOmRQpAEKBoSgXce4wWNdeAcmZTkEZRmpGbqFL5yaBW0Cs7jrMOamAQUQcuYmKEWQuyZtKiJmiZonyAYIXvcYoPazHL7s1awws9hP2Jqb7nZ90FOBGARIl6HEBFG0uKLQoQWNJGN+axQDQmvFSE0z8dkY0dDpgK4yyIx3lPH5JexHik8SgiE9AxHBu/HNMZTmYBe9NZyfXWbS5eu0xQVw50tVs9fZrK1S11WNMbS1BZvPEpI8m7OfCdlYS4n73bDKceglWSuk2AXujRVg21C1KOUwiHDZklD4hSpkiRa4WWor0nr0QaU9LRpPSl8LMDugblaeGvraLfaJeSUghC1n4NpiqA2RNw8Nytz7ResvbUfjCZmiU1gX8ZaIGUdYDZKxaJrEMq6rmn2pQWAKMQHp332rwMTon4iUIkCmWBQeBNUeYuNbpFbjfM0tmBUGiSSurFRiUuG22POn7tCM9qlmkzZ2tihnBTQ2IAOsKGyn/c6DPo9+t2UbjcLcArT0BsMmDuyxJETJxnv7nLl4kUuXrpKYwzWKxqvkNKjI+wj1QH/46SiRqBsCw0BJQI2SSuNlHsb3eKl2ugnaFgRtU8wMa15u1FAxL7Pni+1n8/kEbrRL9ozcwFrbqmqeqYJhZD4iDJomoZna7Ub0FJ/8Y3+EuvgzFmW4ZIcJxO8JRRThcMjMNbPkH/eebxtaBpPomTEN4RfN41hbXUTWU7BWcbTEls1qH1YmzSBTiaZ6yYM+h28d0zLhrlun/mFZY7fegdzc3MU0yEXV/qsLHWZFA3ruyVr2xPMuMA3oLWkk6WknRwrk4g69EgpWjxsqOKrANwXYs8ZbbWIcx5rmxhBtUKzJzjPBLXtfS2iadpDHLbahdk7naHR4mNnrx6/D2WOprFYG0xr0JLuq5irvec9qHVgQqSyHugcLxQIh7ICqSzCWhwiQBv2HQbXhKgnkeHUt7WgaVGzIxzdJEIgZADTCAR5v8PxO27DOEfqLHmmqRtLluXMzy8wGPTodRR56jm0eBjFBFtN6XR60B3w6MXrfObPHmTUVORaknVykk4PI3S4FuVRqYx2zCJ0gk4hsxJr92prwAzoNYOsCon3EiE8Uu7XHu1HKFO0iKH9GmnPT2LvOXHPEKxW6J6twvbjpVvB3S/Ie+vgBQgOUIhENgARsqDSO1A2ZEWFBCljF4KLWiqGqhKEFgglZoLknKWqDSnBvxKJAivoDPr8z9/3Tl7wopfx0Y88wMOf+TSZNHT7PeYXDzHX70A5YvvyWerFeeZvvxWdCLJ+zomTxzl58hR33n4rx5fm+PznvkAx3MWoHirtUntBYy2pdGgNQji8NUgNaaqwpLOI6plb0qoIN6vQe260VfuFKHzfhtxB/hxfKpxvzVb7uD2heKa/tPf9DMBP+/M9wQ/fywN1qNt1cC1DuhtUurVY18xwv17KCEmNRcK4ESJmfInQByXDKXZWUFtPZQWJDDjozlyXv/n9f4Nv/7ZvYbjbsHrtGls7E1buOMT84jyDfh9vGja31jDWcvjUSY4fP4JG89J7XsTiXE5db9HtprzhdV/Hi154J48++jiPPXWNUenBCqSzZMKgCSZJJoYsV3SkR2XEMD1ct48b7PzeBgWB2IvGZp9nMFYxQxi2eaB2s/d3eMAefije2RuErRUiKdu8T3jMHp49oCDZJ5h7AvWXg7M+uIy1Fxgbaj3WOpwNWdGQtwDnI2whboBA4LykRdBKJVCEvJLxnsJYjIS8k/K2d76V73jHdyAEXH7yPJ9/8BFSqeh1cqR3jHa3mYzHVMUUbxrSrMOFp8/T7faYX1xit3FMx4Z0rs/S0gqLKydYPnqE3vxjfPbhs4zL4F9oDNo3CGdxsiaXCTLXGCdm74V9meFZT1fECLUA/uBSCZyzs8fszyu1G+xjNnp/j9gMGx0fO3vNfb1irdvWpgX2G0/nmF0H7UFuBTRCZFvE6UGtgxMiF8LeumlmKfsWhmG9mzmuEEDywgfIqXXBSdReBnB6hEDUzuKE5rWvv59vf/tbmNYlie7yXz7+p6yvjzl+dJ56OmZn1LA7KnBFySDV5LLh8mOPc+n8Re56yT105udI+3MsHL2dY7fdjfWaqtwlLSe88K5TrO2MuXB1iLUOZSqEsThnsGWJryt6eZdsYZGGlJBe8rME4f6Qf3bWn2FebsBAyxBB+daHEcy+dr7NRYkbtMxeJtvNckqtEEHUUPgZBLZNKO5PIbj4dwgxi+IOMtw/MCFqmgBcr+sa0zQ4ayJcM56y1jbHRq1g3BzGyqC5pCUVAo1HakmWa+aPzPO2t74Ga2smu0OubK7y4d/9Q0prqcuK1c1tTt15F915y/mHH2Ey3aUWjs3dkgbBwtIiJ0/fSmmhs3CMuYXDeKG4fGHM+vouxe42tx5bxoiMjfVtyuGU4c42o+0tysmIfgJ33nmaY6cPs2kTNodTqsZhbYgk90L5uCFRPdzwM/b5LvvCrL2euZjHj2Zy1lpFCzYL2WcbfUrYS5e0rxnqYq2A7EWObXa6zWL7fdrz+SlEdRWSXHUdTZrZU+dudiz2tKgI/WCN89TWYZSgg2CuI1js5awcX+Qt3/KNLC3MsbG9weGVU3z4gT/m2oXrKDxNWWOd5S1/7Ru4tjHhsQe/yHBjhPSekQmtz5vXN7l+4TLZ/BRjM6zPkEnC2pWrXHr6LKOdK7z0ZV/H8VvP8JEH/pDN8xtsXb3CznAX5RoWF3MWRMlLT86xeOeLePD8dR58+BLTwsTefD97H/vB8n7f+2yLo63pafvIWhD9fudkrydPzDo2nHMYF9qShN/LEYVevr0WcCnayCxEgaE/b8+c3lijO9ik4wFqohb3UsdsbbMXeranLoLQW5PcZn9KC5n1zAvJoV7GiSMDztxzGy+876Vc31jj8OFl1tc2+P3f+xOwDoSnagy3nj7OK+5/ARsTyYf+y4c4e2kNAVReILVkWIRSitvcpXt9i7Xrm8wtLZLmPfK8y1RqEu3ppIbDWcma2cKPh6TWIKTAWs9wPKZrh7zwlkVuO3MbaafPn376cbwXM8fasteWvN85luzrxniGZlKzXrDW0W07b2Vs5Zaznvq2P5/ogLev1XbYSqlm1XqBBNGatL2PlkzC7RP2g1oH2kbtnNn30bJVMLvg4HDuhbgIgQMa7xlbT99BjUL1Otxz3z1sblynKgsWF+/m1377t7h0/hreB8fSCcGJO05At0s/HXDr6ds595lH8c4igKPHV7jn/ntZOHyU61cvU453mRv0uOuel7CwcoLNjXUuPJqyu7nKheHjiGKL+czTySVJktKohHx5CbF0hGvjhuMb17jtJad5/dffz9XVHc6evYxvxCzz8kzMciscnhvzOLPu36iFZGxcnHEGtH1zMT8mvYzugAEVoDHChc7YFt7RVvWDJlN7/pLdc8bb9MPzWhP5fXZqj9Uj9JAD8bOYmbRZ1ZngJ1UWthrPrkw58+K7IJGcPX+W177uGzl/ZYvf/d1PUhcGCC05UmusUGyOSvpzRzlyyy2kmaIpPd0s4Y67b+fUHbczWFhmftBnZ2sdoQWXrq3x6Uce5anHHuHJRx9luLVOUTah6m8tCSleOOZ7XVYOH6I7v8zVXUPvwYdIF29l+fitfOMr72Y03GF1bYyzIVnqZRv17Pk+bUpj9n5h5hHvb22WQkbEYnCOvWzv4Z4W8xBaq6MW399b3zrsbY/aTKCFAN+aRYuIRXDpPfuTCM91HVyyUexlcaWUeBWaF0VoPo95or325daktd8b75k0HtfrcPcLT7OxtcaRI0cQwG/++n/h+oUNhBcgPEoKdCJJBOxsbyDUMkiPzFJEbVheWeDIoXnWL53n2uXzXN+Y8PDTF9gZPUBdBdRfXVus9WRpStbpIKSkMSW1aVBKIpMElYCSDaNC8Mhj5/DpA9z/hm/h2OElXvKCY4xGZykKH5KprZn2ftZOzpcwY7Ot8zeQl4TPba+Z84H2xrcUMW09LraG+hDxeu9uBI84D2rv9UIjqI/CSGwO3UsTHNQ6QFBa6PVysb1lL08ROjmDHXbxJO45nm0NiXg27jpxiGq8yaDb5Y7b7+QjH/8THvrsw1hrEdKHAmyaoLTEVzXF1ipOLbN0+DBybo6msvQXepSTHZ6+usZDZ9dZ362orUN4QapjF6hSrBxeZP7QIYRKqCYF09EWZVFhbYVBsHL0ON1MUZiEtc0RycOP0l8+xskz93BseYn+3HUaU+MJuTAiX5B1DtHmjGJ5Y0aWFR1mL8AFD4aoPoKj7m/MYLsoV+H+Bg3VmOCDWudorEU7i2p5kZxCmGbW8tS6E8GlsiBmwJEDWwcmRO0wXyE8xkiEMFgpQ47C2phslEGQ/CwLAhAdSrjnxIAXL9XYzae59aWv5o8+/wT/7v/zh0y2Ks6cOYEXinJnSAdD3s2oRjusXr3MUvdWDq2skB1aYnt7ws5wl0fP1lzZKLAm5G68DXtlfcAZzc/NceLEcW47czt3vOBuVg4f5+Mf+W0e/MKD7O7sUFUW6yHrdzmxcpiHyoqd4TUuP/YQK8duZWnxEKeOL2PsNnVpaazFNSGtERXtDEuIkAgl0VLNwnqp5Azx6X3gLQI/YzmbCZIU6NiRK0WoQQbCLU9RFAHMX5vQBj6zmOIG8q1ZIOPaTPvzFNmYpmkMOffaaawNMFBnAiSUqJLbelCb0pdKcGqlxx2Lkr7Z4uRtr+H6VsG/+Q8f5tKVHY7OJfztt97DnV/3DVy/Pub8U0/z6IOPoGgodnfQUrC0MKCzsIDMr1NaT1PU3H7HrUid8PuffAjZNAhAS0U3yzl6dIVv/pa3cuaFL+HwyhFOnrqVI0eWaCb/Ow899BhVNWVtYxvjIemtcMvp27j44Cably+ydvUSp+++l9MnDjPcLdmhQjWSyoM3wW+7sQjKzPkNGB8RzZmYhd1tfslaG01VuD9Ka7JWg3kPQqKEJ9WaEhFgthiMad0GPxOeZyEwrd8r2TwfSa6SJNsHCLcoFXJFVhmMlCgb8EXCtTQqLTDLkyaS+070uP+448iJZUy2wn/6rT/h6bPrSKk41u/QLyuuP/oFdkrJ3fe+iHtf/RpWLz2FLLYoiymq30cKOHV0kWNHcozXrJw8zWBpgc9+8SxVOZ6ZhU6ecOvxo7zwJS/mzhfeSzfvkuUZ99zzEr7xzW/i+voGly5cYmt7wste+TpquUDqdjCdQwynV7jy9OMcP30XJ48dZXNzSFXv4FxNox3StZ2skf4oJhGVih2+LXVlxCW5yIQSesZCe5IxJrgCMfdDxDiJfWWTwCYX3IWWHifI5pcgtHJun1YKWs8eoBAdWC9tohOSJCNNQ29T+5HMPickSfjQWiPjR6I1C5nkeLnNIAXmjvObH/s8H/7EE9SNpa4btkrH1bUJfndKkmhWn3qctbOPccc9L2Px1nuYTHaoioK+9pCmpP0FLm9M+PTnHuGppy7Q6+YouXdj0yyn082oigpraoQMznqv3+OOe+7hzttPkSjJcHeMlJ7+/AKPPX2J7mCJWg3YXb3C6vnHWMhTVg4NSCNspc0w42NnCwEZKUV0btnrEpkhJK2hahpq08ww2oH0M0BzA0Z6T6u09TbYK38F4QlVAa10aOduqW32aaNWiFomuINaByZEgXk1Qas0smrsE6YsfM6z0KsfyK5SUq3RScKRlQWOnzzGpNL80Wev8hsPPEExtTNYxfqkpnPXvZja8bk//SIXth3dTsbaI5/i8PJx7rz7fhySfp5w+vgCl9YKvvj4NR55eoNL13aBkDtRUoC1aCVJE8XW5hXK6RCtQlepkJKVI0c4fcft5JlmOp4y3b7O6pWzbK2vsbw8j+8sUE4r3KWHycs1blnqsziX4AjEV41tAopBWFCQ55peL0OnAUsU6m6hq7aoqiA81mAaM2OW9QKsCJrIE+qSjhZuEiK2JjYAyJjUbFu6e50OidYkStNJM/IsR0l1gzBJ9hz8A9n7g3oiH2PVQDWcxAuGNm8khcRGKl6UCNgs7+hknjtOLdA7cyu/84kv8vj1c6yPA7wzoJME46Li/JVV7j9xgqXkCv/nbz7A58+c4tte82I6T36Ow2dexJGjJzh05CRf/MIX2BhOGTeWE8ePYlQXpdqaVtgcZwPQfrwzZnNjg0MrJ0izLolO6eY597z4JaysPMDlSxcpihGf/9zjrK9ucerUSWw2TzEZQrFFuXGWI0fu4u5Th7h0fRtT12glOHJkibtOHeXY4ZBqGAxSdocjfvsPPsdjT21QRyx2m/xrkz+tbmjhIiCwzjItCqxzQbMARVnGfrVQ+BVSIAlNiirmjGIuF6Ukxu6Rq3oR2JDkX2wQ+ZdcB9eQDZE9NXJWe4m1CggZWiMakDEZ5kJ0oSTcd7rP8U7D+fV1Ht00DEsQQoF3BEhq6KL4xGceY+BfwAte9TpOXfwwf/bQeQySv/WGu8jUU/Rrw7d+5zvo9hf4rd/6bYx1bG1t0u91ePGL7mJtfch0UoAzLC7O0+v20Mqzs7XBcLiFUglJmqCzLrfeficvffnLGI9HXF/bwVdjMukpJhWNF3gGXN2dcHjzGscWFjizMseFU8scP7bC/S++ixOH+ghbU0x28NV1kjRjJTcc7lU87i2mNqHnLNYWocVUqVkVXyAjbbCl9uEelGUZNFMTTB+wZ6ZEaH1qmxO99yFxGSG/+7tT/A1YpOe+Dg4eG/kJWw0UCoT7ad9UcLSFCp2h1pEkHmVrsPDE5V3KBoROUMKBs/gYuQjneezsFe46dZh77n0B3/nNr+HpX/htzp49x/lbBamfAIK+V3zr278VI1Mu/4f/i42NLXb6HY6+/l5ecPcWTz9xnul4TCdJmZ/rkSnP+tXzjEdDXviSr2Pl+EmcgKzf5+tf+wYeeuhxVq9tsrO+zonFAbaeUPiM2krObRhu39lhuR5y6LY7+c5TLwDnGY+GbK1dpiyGHF7pobQkV4rV1W3KYj+APib/vI/0xzHPIyVChxak0O2519M2+zu/h1ESLjjtLatb4Pe2s/veEpi2f9f+3MXHHMQ6MCHSSgXMyr4Qs22puQFsBUG9SosUlmlZYeQcV3YsSZIihKERDm9jvoSQ23GN5bOPXOQltx3hpa98Nd/w8vN84eHHuLg54uTSNrvJeWqVMC3GfPObX8Wp06f53/63f8PG2hof+b8foDMYcMeLXsSDn/o0nbk5Tt/9IrZXz1JUJbu7I3Z21rn3Fa9D6AxFQ7eT0E8E1zfHrBya45WvuY/HL08py5BJLvs9smN3MH/bqyHJ8ZMhu8NNCmcYVYbJqEaNN1lYOso07fLpS47HrlnKeu+ehSYAuU+Igm+GCBV4pIywjr3q+/5EZKDA2Zse0BgDRKixENTWRjIuO3vMl4fjPoe9P6gnStO9/itoNZHAezljnxcisOELIfFouqLmyJxjs04oDOjodKumoapCp6qIJ9B5z9rWCNddpCgNb3vz6/jk55/g/LWSlx0e473g2pNb5IeOct90zL2n7uCnP/AP+KVf+L/4zJ9+jmI0Yk2EKv+1y5fpDea48MSE6+treO9YWj7O5/70DxjuTHjxfS+lLivs7jqHeprjt8zxite9Av+px+HJde44MsdrXvd13H7HXYF7YOc8rppis3k+8smnYFxwZkGxNplQC8e58Q6f+MzTjEdlyGwLEQ5X9CFnJimuVou3gDPvPd66vZCf+Fkwg4OIyJO9f4q0c3bP14qlGNtmxA9q4zlITZSkeOoZc2yLoWl7x2c2WYDUkjzRnEgs3TzlkW2PUJqO1PhIDCHwNEJgYpreW0NRTvnQxz/N3PwCt585zW23neTck49zdlDQkYJLO55HinM8/PhV/qcXXeG+b7yX/+c/+GE+8+kH+eVf+I+cO3+NFMPk6ipf/PQXWFhe5uKF8/QHfZ564hyDwRyeQDqxMLfIoflFpCg4tbLM8OwTvGi5yxtf8lpOnrwVUzesfvGTTF1FZrY5cfJOFrOce04cpSckk3HBY2vn+aNPP82VzYpJWQafMXjCeBcOmY5lGBWZ0RoX3r/zoc4oPQROW2hLQ+wXuH17EJjZDN64Wbph1rs/c+Dj3jwfk42dTjfwF1Jizb7OTwSBZzKypHqJThT9VNGnZFylTGoZSdEFgSJKQKoDNzUtj2F4809fuobKErL+Am/5a6/mZx95nEemA1595y244VMUdc2nHz/P2bPn+I7da7zilS/l6+44xd0f+H/w8ENP82u/8ltcf/wpHvmD3+ev/a3v5tDyEbxKePyRzyGl5IUvvZtP/M5HeWE65Q0vuQVvBYm9xvGtCUlnmY0npzzy2UdZbxy7a+cYVZaX3X6II92EpLPIrafOUE8rHnz6M3zhSsGoCPQwLbZ5hu/xDjWLP6NQSIlwNobsERe0T3DamK1FSTrnsCIkOEXEGhljgoA+I7c0EzbnA5zk+WjO8iwn0YGFazqdxqjVhpqrJ87LCBF+J09Z1BWnFro8Mc7xSpIlITlnBVjbxOEnwenMEo1SASQ2GRd88aGnWFma5867TjGYn2fQz7n/pXci64LPf/oc6+MxBsfvffZJPvHJh7nj9C289FX3cfKOO3jdK1/KI1JSbG3yK//m/2BueRE6XSZFjU4TvvD5J6jWr3LbEcfvf3KT1bWSvOO5/cxRshccZ6Q6DKeGpJnSU4fYEYZHq8Pcv3IvUiywsTXiyaee5s/OrrE1mkYNHEocLiI824yxj061E2LWsBAOXSjGChc1CqEiL4mazAeHPIDeHLZpYvE/jnSI6RYhQ81O0gqSb+EWuOdjFT9JdBhJELEwVRzl1LRv0IGQCq0EqRQsZVMWlnr4qk/eaTB1YFFtmtDHHtqRw5vWiSYRCcY66qrmwcee5nWvvY8TJ2/n3ntfwtXHPsP0ypPk3SSQexYV/VSysTZkkEn+4JMP8zuf+AIyz7EWbpGGaWO4PK5J+x18d45b77gd6z1pknJxssPHVqfMZZKkUcylAhYP0VtYpCgE3UzR2IQimePw8hxvectr8f0BtQFTr/PFs+cZ7uyGwTBKBfCFdUgEjhsjJaU1WmlMzF11ezlSSOq6pgKMtWBbuRAhkSgFVV3HiM3jRfCHWgGR0efSKuwHgG1M5IYIj1EHmLE+OLo9E7ilu70eeZ5RFlOGu8z605VsGxYVuag5NW+Z0sN6jVIxFwIYAtcgQuCqCq0lvSwlyzqUVcPWcIedrR1sMeX60w/xspfexf/xx3/Iw+cvMK5Bi3DKd62kbz3LvQ5HbznMhcvbXLyyzrhq2JYCi8AqxUJvwJFbbkGlCVvrG5w+vsSr3vD1XD97kacfe4pTXc3cQPP1r38dD696hpNdvNdYD2mW8/rXvZyTR4/QGLjw9Od5+s8+it0FZxVJokmTFKUVOEfTGIQJ0FulNXmakSVJxHoErLSIplsIgfUusNZGgUuThIX5ObTWlHXN5vZ2yHSLEK4HCh9NqpNICB/guS0ktrF2hnt6XmasJ9MpWmt6aRcnQboU001pmjJEZjIkI7WSnOw1nFxM+PSOojCBWi5VCUoEMnClPGkSZopp4cnThDRNaIxFKMG1tU3+6AtP8/pXfx0Li+B0hw8/uMFi6imqQLRQ1Iat8ZSl+S7Heh2ydEwnS3HeU1iL8NCf73P3nbcxd2iFpUOHWL96jZ2tbc7cfpK5F7+UnbOXWFrIWT51iEfWLI+cW6OpHd54+v0Ob3rtqzl16hSl11y9do7f//1PcKy+xvG5o1wdOawzaK3odnOEd5RVAwWoSJeXRgGqqyrMDGlCchERqArLOJTP+cCokmYpeZ6hY/JwnGYRO+0CAb1S6CQNqQG51yBgjaExTUA3xoOMeh4KkYl80UrIkFRsapy1JFohu60D6VlZSPn2b/kG6uF1Rp84R1O7cFNUShKxxsJblA1joIIdVBgbWPGtCQwhjz32NN/4mq/j7hfezX0vu5cvfvKPkMbhm3DSLJ6pc2xvDSmPLpDkGu0tCwt92C3oKsnSwoBep8N4d8RoMiVPFUcO9XjxC2/ns596hIUOLOganXT4gz9+FC/TYC6851WveAEvOH0ErRSr29v85w/9IcNLaxw96rltpcP1ynNhK6IaIuCsZYdtCThTrQM3o3dMiiIiGoKgV2WJc4HxI5E6CkggWg8jjXyYyabCwUuSlP6gz9LiIkIItne2mU6ngeyqCWhOwR4jwPMTqG8d08mUpg4peWctQlryTooQijRJybTgjfcf5v777ubXf79gWMbCYSyAmph9NcbReI8QanajjDUY26AQCKVR3jDcXMW7kttOn+BP/yiwoHUTj5KBpa02jp1pyYXz13nRy+7BGU9Z1AgZWN2qpkHnHTqmYTgq2d4acuxQBzNa58UnFae/6RVsbI/4wrkhTZrS+EAi8Zo3vIq3vPk1JEmH9bVr/M4Dn+X8U1foiRwvLMeWcl4qBZvTGmsMxqVY46iMQWlFlqR476nKiqqpmU6n1FUVss/CoURoAUIGIFuSaKRUOBOSs0KKUAJxIXbTOiHNMhbm5liaXwiv2TSMRiOcMYHeOKYUhAxDd/wB+kQHp9N8yFFMy4K2T915iRSasmyYTqecPtLldXd4iukaX3xyjWnjUToQdofCraOl5FNS0csDD1Enz2c2XCqJShQXL63zuS8+RWfxBHfffQ+dbpcsyzg8l9NJk9CmDewYx6NXtvjIR/6M1dUN7soNy5nETwp6ruT8k0/Tn+uSak+32yFLUtYvX2YhT3jT3/xf+YZ3vJtulgKWophw5wtO8tdefQ+2MUxHQ37lNz/GH33ikzhjcTIjTTus5DX3nJrnjpPLWOsopiVV1dA0gZOpqWuqsmJ3NGI0HlPXQWsrKZjvZRxZGnB4aZ5et4uIM0pMhI1MJhOm42ngIIqJS0/IcDeRS7KsymC+4hQlF25oQFdqjZCqBeYeyDowTdTt5CitmU4LrImk4VJQ4WnqksFCzhtecRvzi5qnr2yytjEhS3KSLCPXCY2tkQKmRcGkqPAecq0p63BaqyYMj8nSlKYxVI1hNJ6yc/0Sp44f5667X8DuUw9yop+xMHGMywCVqIEGMGWNVJprOueel55B+YKdK1exg4wLDz6MKyoWvcVcusCuG7I+eDVHtmq2Lj+FkJ7J7pi77jrDO/76t7C4vMLu1iqfevAp/vAP/4xEaRKpmNaw2uRsTzVHDq/wqjsr1rcnbO1WCCTeO2oTGNbKqqQsy30IQxEaEGSYRZv48HXtG6om9PBJKenmkjRLEE5Q+WaWLnCmYW3DRYY0x/ZwB2MMWkp05KwWMjC0IMTzM080LUqkUjHRGCKFNE3ItGJpoPlfXn+C+w+PuFQd4T8/8Fk2dsZ0sg4IGcHogjzLydOULC0pqwBnbcop+NjhoRQ+4rbrpuby1TUmO1uYaszC0jwmFxzpe06MFVe2Hdbua1kSEpWmXN2s+IH/1w9QDHd46uEvcPbhB+lXa2RNzUJS46Zw6NbX0l2+k3N/8nusX32ccrTL0WOn+cHvewdaeMqy4Pf+5PP8+gc/RDmeoHo9nHMoJTm/m3J2K+WuozvckU543emE3320ZDiKNMUudOeaOEDYxpENwZzDzrikaALfUWP3qvwqErDnaUaikwDDjQlH1zQ4AcYaqulk1lSpkwSkZEaXJGTkcfQcZOHjQKEgAJ28g9KSQeqY9yNO9B1f98LDvHB5wsRqPn32OmcvFSg0ZVVTlhVKhu6FLYYkiQ4tPVUNztPUFdY21CZwPbs4sdADT5y7zFMXLvOSl93H17/yZXz2+hdZWU5YKkvUlTHNDJDu8c5SmIaj8z0++we/x4tf9z9x9+vfyuD4nayfewIuf5r64mWyhSNUss+1Tz1AklScffIig+VjfMf3/W0G84fYuXaZ69ev8bu/+0dMxhOcs9RNGBrT6+ZMas+jqzX3LK5yxxHFa27toNIlfv3PNqgmFp0kMcmoQv4sstiK2MRoJpZpVZPqJLKphH69NEnJ0xyhZERDBn+L2FEyA+T7QJau4vgF01iMDW3fMiICrLMcoEt0gJyN/QFSwNzcHMeWU+7tr3LnznlOHB4juufJD7+B//MP13jgM5tMy9DCkihFWVWxw9OCsUyBlsnCmCaMQhACnMBZH7HBoUBpjWWyPWTt7FMcufVWfHeFQz3PN9x7J5+7OuLy9SHtcGqPZ3da4vsNH//gb/Jnn/0cAk3PN3SThENLi+TLJb2lOabrV8nXrrFOzeoE/uf/9TtJfIE38PTFy/zfv/sn7G7vkGU5qVZYL6iqkvEIpNZ8brJLV/b5+8fmOdof8vrOPBujOT513tA4RWMsFQW6afCJC1zUEQ/kCOSdlQ/mu9UX2icYGwS2buoQpVqLbQIXlFY6llZCHTPPc5zz1FUTcUsuwEQ4WOZYOEAh2h3tUtc16xvrPPXoLuktBfe++U7OuYJzqxVyOuITf3qN0Qik0qATBv0+ZVMHrRO4XVEInAn5kqCVW6q+qIUi4i/RCWkCT1+4zuFDfRYay8LyAkfUeUa7Y152osuV1d3ZiEsHTMuSx66uck+SMEk1dloyTjT5/ByFlxwyU3aSQwwoUDhWN8e87h1vx2K4ev4cW+vX+P/+1se5enUTJRQ60ahUB7SC8JRVQVJ7SmP5gweH3DJX8F2v6XNIPMhfW0jonLmPa+oYk2nN9uY2W8MhZVlSNzV4H7WPp6gqENBJQ/NDbQ153iHVCZPJBCEE8/Pz4D0bGxs4Y0LdLbYktQ0QTcvKbx0ijnxoebCfl1CQ3eEQaw3dTs721jZne10+/PCYI7ee5vEra2xvXacjU1wHfJJRWEdRTZkf9Oh1u4zHu3hr8D609UinSDw0Us5GRSkl8dGmSyXJsoxLq1u8wnnK6YRXfN3LWLyyy+FacmRtgko0NGYGbnfSs2ssjfF0LlxnlCt0muCamseuXmF+qcsd85rFcsKTVzd51TveRjZIuXLhEuPplD/83NPsbE3pZJE32xhkqrnr5DF6WcpDF66GAmrqmExG/MePnqeYLvHa22u6puF4tkudHKeqJWknZUXNU1UZTWMZjsY0Ee6RpCmZ1nS6PTp5FvDUXpDENiznUg6vrKC0wiEY7uwgpCBLM6RUNKaOQ45NEMZul8WFRcCjZUipbO+ODmrrD06IbFPjvGMymaDSnHMbNebhIcdHG1RNRlFNcAKSRGETTaYcTWPJswxEwCI1dQV40jSjqsI0QikDoYGwBqkVdV3tqWcp0UJQVZbzTzzN/S++jWOLOcOnnuDuxYSV+QHbuxOapplpMQs86B0vQ9H1gkQrJkVBJRM2hoYjG6tsdjJOv/Z+JtRUa6tIKfn4Hz/KxWsbDAZzoaslSUIvnResDcckcVxpmnTItGLQ6WCbKb/1p9tcuip4yyvvw3TmGQ7HFKWnk2dkqUB2Ic07nLvmmRSGxnrGkylV3YAoyLKEbqdDXTWkacqg1wtEYi7Mu+10e1R1g/eOJM0QQlLVFaYJ82m1UuR5h7m5uYiSrOlpifP9g9r6AxQiZ0nTlCzPKKewtJDTm+uwOSzZrUuk6JBnCWmSkkiBig7ldDwmH8zR7w0YNmFehnWePO9Q1WXoIskzdnd3sMaQZh0gcCFNpwUez4NPXCDr9XjyybNkp2qyUrDtMvKuYODiTXVhCqM3lto7Pu0shxvPiTqkIUZVQ1nUFGcv8798y6tw0nP9yhooxYNPXuHc5S0QgmJaoAaapaUFyqqmagyTMkxHzLQmwdPVglR36WZzlJOc1WnF4+UxqjphdbNgUpqIJZLkCpak4sTRw8wvHmJnuMv166usb41w1lIUBcaECmw1quhkOXODAV4IRru77A53qIppyKRLSa/TZxwDEhlnvVo/otvJOTbosTGtKPGzjuWDWAeHsdYJ3V4frROscexUnnqnIksTSqcwgJ+WHFpI6KYEP8ha6qai3tnCIejPzaNwiCSnqqqQZDOWJA2Oe5Z3mIzHTEYjpCyoyinTouCRJy5z8vStvOHu21i4c4xN72D6NPQvXCTr9plOpngsVd3gGktZFVhj2PYwMZApiZeevNfjra99MeXmdWoyCiH57FOrbO5MEUKitCZVkjRJmJ9fIG8sk8kErEEISSIUCktTB5JyXANCk2QdHj97nfVxxca4Ic+7zPUHGGfJ85TtcU3tHC/oLlIZR7ffY1kqUgXGeEbTKuTGqqBx6qahjiC96WRMWRTBXDuL9ARtbULLEgTnfHt7i9w3OC9oENSm/krb+edaBxid9SiKgiQJPVVaagoSaiNJsxxlDGjBqGxApBRN6AyZ6w+onQcRwtIs0egk2vamxntL03iEVEip6Xb7CCFJ04ym06Hb6UV2DcnZ9V3+JM8hUazvlCwtH44ndoj3PsAtfKxm25Cf6aYpTTmlamoGgw4vPgqrF0dcruDByzts7RbkSYIFdKLp9LoombCxvkG31yFVMkBItEYhkTJhUte42jGx4GWCahy63GFUGYwTzPUHZHnCQtrn8vXrFGWFEoLN9S28d9xyy3GOH14m1VBMJ6SJYjiuyHQS2EvqwBJ3+NAiPg43bqqK0W7DdDwOG+L9bOKRsJZJ03CxrpkbLLB0aJFcPw81kRCSlZUVrHXkecP8XJ/h7i5NWVIVE7p5TidLabxnMi3DHFUkaq5PbhqMcygh2dkJkxCtc9RVSd7JSZOc4fYmRTENMAk83V6H3pGjVEWBcQ2DXo8kS3jqeo3ONBObonJLkuQgFVVZksRZqF5IEqUwdR0YaLFs7eyyMhCUxS7nNic8vl4wnjR08xy0RgnF3OIiS8sr2KYhTXUoIViLzxOED4k/JTyyslhg8dAKa5tbjCI6X0gNQrK6scnm9pA0TSim00BYlSRYOyVJE1wk+1pf3yLBcOLIMtc2nqAsahaWDqESha8NS0sLM+zRTlUjfEBQhrERcTx8C9JXkrqs2RW7pKmmeD6O7+x0ugAYY8iyhN3NNTIlWOxLqlrRnesjsw7WNDRVzbh2zA36XLlynV435cjR4+zuDqmqiiQJrGFKyTDkrqg4tHKE6XSK845up0tdTSmjL5CkOXnWCcN+k5y68Yi0g7G79PoZQni0TqirijTV4ZQai9Y6jEHf2cApxXrj+INRw7WtjM78Ik5NsFIxjcD5Kpoph6Mqa8gkzjc0lUcS+rwqZ6mdxwvNtGrIO12E1KF0EbWDawyFnZBoFaYtShVA+1riBdR1zXhacvHyNfqdDqUJyNDRaIJ1IuKJSr7w8GNkSY5SGrTENy72qrkbILVCCFKdBJSjEJR1Tfp8DPEn4zEIKMuKJNEoU1N4T9NJOLJ8mN5cF2cdpW1IBwO6eMajXZS0mKZh7fo1rGnwtsGS4COYvdPtQS6oqwpvLVIKqqIEAihMah1msbqKVBhsaSHNqWpDJ+8CHik0VTWhrit0EnIptqkZrW9S24YsT+hkKUmuGCwOUL2Cwim81AxHu0ihyFLNoYW50F0hFCKR9OYGbK5vYKwh0Yq016MsKpRMMI1jNB6Flh0TOl08gixN6SzMM9odkWYZQknKSYEpSwSeM3fdRW8wx2OPPo4pS8ajCdeurbGwtEDe6bSjj+j2FxgPh4yKIVJIEqVJdagr6iRBSUFjmkh+FfwojEAYi/Wexbm5g9r6gxOiQysrAVxlh4FaQGfcfsftXLp0mStbI+brhl4mMV6iTCBMV1KQK6jKgqou8XFGWJKGMkCvP2Bp+RDz/T6r6+vYNI3MHoppMQ3PISSj4RBNQ5NImqrCUTKcFlgUWd4JG+gCYqCuakajIdQVwlboLENnGR5Lf7BE0p0nS/osDXrsbG2RbmcYa1hYXCbv5BgXM+AepuMJWTdHVBVKa5Iko6kNTWMJtU6JcwqvgsBXdRMEXgY4iNIJ/cGAelpirOG2M7czHI24fOkSANNpqBumWYLC0+/10UnKpJhy7/33c/HCBbbXV+OIrDriqgNuK9D6hLJIlmZkeU7dNCFrbSzra+sHtfUHmGzc3SVLElZWlqmMpZqM2Vm/jkSws7PJdJoyP+iQ5z2O3XIrXsDqtWtki13q4ZhqMibTCR2tcLFL1jq4euUK21mOSjJMXZGkGp3kyBIaa5AypykL0kGHcWPwIgvDXKRmOhxSTieBDLRtWWoMKdDvd1k8fhtSJwy3NkNR1MK4qFhaPkSWp3QG8wi9imlKDq0cp6lLcgAhGE8mZFmG1CrwDDlBXUzRWtJUQfMkaUqWdzDWMS1KrGmYTiyqCgGEqSvqKuCglxYXSHTK+XPnUDIwzikpObS8TJpq7rvvPja3h1y9eg1vHV/4zKeRUgZtJhuU1pRFCUSmWAK3kY0j2WUs9OIcKjroB7UOMDrrh0hoGsJhnWXsDIeRKd5TFCVV3XD4cM7m1hbj8YSyKtHR1ldlxeFbT5GnmtFoiJCBGSzLstkJa0xg1HDISBBu2NpYRwpPojST4YhuJ2M6mVJWVeiwMBbrAyhLa8Xc/Dzd/oBOJ/hQ480tyjKUGbJOh47qcPHKNQaDPtYaqqrmlltuwdrQ4r2wuMjucIQQJVJ46rLEWYeSCTjDdDzF47AObOFpia2sCXm0gB+XONuECLSqSdKUoqrY2lzj9lMnGU0mlFVNfzDHyZOnSPKUaWMZjfdKHk3TUFUVWkpGw12UkHS6nTCN2lg6nRwhBGVRxERkghQSrYJv556PPlGn02W0M4TakPY6dLtdmqpCUGNqTbebYK2nk0rq6Q6JkHTm5ijLIhARdDtsbW7gPXQ6HVQqA+g81ZRFga3K4GvpBKU1i4cOM5mM2N3ZxhlDluTUDurxlDpimQDwgjzvkOiEuUGf0WjC6tXrOG8j5FSxtLjAwnwfKRRFMUELQS/R9JaXuHD+AqaxZHmXJEsZDreZ7E5IswxrLcuHlyiKMd5LxqNd8jSlMiYIi9Q0dUOaSAaDDGPCtIHpdIpUksWlRTY3N0JEZh1pojl28jbE9WvUGxv0ej08no3VdeqmZnVtlU6W450nzQI6cjjcwTQGaxqyLKNyjryTz3JsM2IH4/DKUzaBz7GpyoPa+gMk/tSar3/tN6CzlPNnz7G7vcni0hybq6t4b0l0hyxNYmW5Iu92mJvLSbTHNDU6yaijDbfOo63l8C2nGG5vkChB2u3jfah0dzsJdePo9efIUs3y4SMcu+U2dn/vY1y+dolOJpmf67KzO8WLAH9IspT+4iFW1zZpXMgAayXRUrB86BCj4YjTt57h4pUrpL2Upy9c5vTpkywszLG9tYWxG3gBeScPTYXW4rEoEYb5VnVJp9OBvMOckiAUO8MhKyvLeB+03NbG+gys5/Gsra3S6eQcPXaC8XiEc46tnR02NjYBWF1dYzwec+TwCjtbW2AdxXRCt9ulKkvmFuZRUrE0v8D11esICVorGtOQpSmhhNQl0QllWQIiFGmlIM2yg9r6gxOi+UGf4c6QYlpQTaeYssI6QzdP0NIzLQ1HTxyNYCvBcDilGJckmabbSeh0csrGYuoaLzxNbVm9dhnT1CglcdMppm5wWMZJQp7nsdctYbg9ZO3an6ITz1ymGcz3kdbErtnA5qqV4uKFSzTWIFSYnWGdp24so9GElZVDLK0sks31uX71Agu9DsZYpuMxxjrybhcnFOVkgmlqkizHG8ug12M63qWpavCOadWQZB3m5wYo4Vm7vsby4RVGoxFJkjIZjzh+aI40zbm6NSTTGUVRUBTBNG1vrKN04DDo5CllUXD50mV2RyPmB4OIiJXYumJjdR0hoMk6WOeRHqSQgR+gqTHGkXbDrDljGrJul/F4EiciPQ/bqLc21rFra4BnfnGBtNthe2MzFCsRLMznzPcydkcjtPakaXAenQuFQ2cbEiXQeZimKNKAF3IIyskE39RUVYV3jiTRdLpho7r9AQiDsFOkrZjrd2iqJkJPA8Iy0ZKqnMZZ9qH6n6Zhbqptaq5dv87OcJvtnW36c3Mo4Vg5vIRDoeeXaExFXdUU5ZSyDHW7ZFpgvWdaFiGkRga/KckpjUOUDQtLhxlNLzDc3YmpAUG/3+OO07eS5DlrOw/Rne9Tj3dxpiafX0CnmmZUR6hLQn9uwMb6JonSlMWErJMzGk0w1tDr9plMJkipME1FoiUnT97C6vVr5NpTWoGUGaPJDs56xuMxVVXdQB5xEOsAB8Q0eG/I8oTdnS22Nrapyppev0OWpmitGA+3wQetxUAw3N7CNIa6LCNENGFh6RAoFQuLFaaqcE1NokVgCqlrBJ486TE/6CO1Zme4w9bGFlVZ0djgSHuC6evlCXOdlNoJnHUUrqHbzXndG17PiRO38tu/9ZuMR0MGvS4ewcbGJnknp9oY0ls4RJIkeOMYTyZMY3W9ZeQoqzqMT1eSvNMj6/bo510mxZSmriiKKQuLhwKUpSppvCXt9Xjk7IXQR+cca9dXQ8Y6Tdja2gqEYNbhzAiPp9PrUZUlpgrohbIOU6aVTtjZ2YkAvlDeqKqaneEQ66E0LYC/oT+YYzIMOSspJEka/MqDWgfXMkTgsk60RhiDUqH7smkcWieBYcx6pE5wxqGz0ApjkJSNx1QFc/MZQmkcIeqpijGuqdEi9J1LF5r0GmsZ7k7wfp3SWkbTgrpqwDlMTEjO91KWBl0G3YzaONbWd+n2Brzkvrs4cvwoh48eoShL5haWsE0VnE1jaIzFVw29Xg/pPdPRLlJEJ1UIOnmKEGCtJxWhQ8V5gfGCPNLkyZbWzlm0TpACTFWETpaqYDitUEk666tvmgYvoNfr4r2n3h3FidJgTINONHmSUpRFaFLUkqossE0T7oer0UlCp9unbkI7tonkYNY1SHzs8pCRoi/0tR3UOkAoiAfjEDi0hP6gg0oS6tqATEiyDjrJsHjqyQhra4SUJKmiaRxCKjq94DxvbWxSN46qceA8WoIpDcaDV4FRrHaWrdEo9Gp5TzeTZElGkoQMNkIxqiouX9yibhrSPKWXZ+xMJkzOXeLxJ57GWcN4MmVcGTpCkmjB/OICAsjzDJXmIKFuGjrdDirRoW3Ze4S36FRFCkGNTtIweXIyCchNITCmxpmaQ4cWwNWYxtIYQ9rt0ev1Z90xuztDpIBut0On26Xb7bE7HCJVqPll3S5a6gC6lyJUBdIAgZ2xn2nF4uIiKtFsb25iG8P8wjzj4RDbNKwcWmJh6RCXL1+hKAqag9p4DnjyYl0bGunp5Clp0sGYgqYOrTvWOerJJPg1tokjBjxKaebn5xCDOXoLCxgESBEB8CEcbtl52jkVgdTSBk7HGQ+SQyoHVDg7DjhiISIftKCuDavX11m9thF+FmleVGQrs8aGTK9xzM118d4wnUwx1iOlIu90oagwtgA8SaqRSpGmCa6xVGUFHgaDAYPFBaa7I6qyRAjDZDymbhqaOgxX7uQdsjxHpQlSayajXdI0Y1rUjCcFS8uHONLrMh6NaOqGqqyYmAkCT9bpoJREJx0EoVZprKGXdwAYbu2glMbK0LQolWKu12Nufo75xT4vvvvVrG7scOHilYPa+gOs4kswdYNIExrLLOOMCMjEqqpw1lHVFRKJj92dp267nZe87OU0jeHJxx7n0qVLbG1s0DQ1VVWGOV8iNABHWh7C/IsghFL4+HUwJTfMmd9HK+f83ois/W7ljH7OVThnmU6njMcTskQhlSbvDlg8tEx3bg6ZTNFZB2NChlgKQZ7n1FVM3jmDFBblHTpRlNOAwKww9Ht9CtVQ22AWjXWMt7bBObrdLkKFkoxONKY2JEnC0tKhUK7JO0zHU6rpKDDudru42B4t8CQ6dMhMJqE+2Ol1UVrPqGSMdVxdXWM03GS+p5mbG3Dr7bcd1NYfrGMdmF4tUqvQB2UCOYH3nro2SCFJkyzSySnSrEN3ME/S7eDLmtFol8sXzjOZjsPQN0I4G6YXRtbiKBSz2agiMtfv+52MXIewR5DZ9p6Ltg+tZQyL2sj74CsYY9naGaGkpN/r0p1bIuv28NaRaE1vfkBZVJTT6ez9mui/WOeYTgpMbUErhFKRBVbQmDgVyBhq56mrcEiUCmO3NCEH1ev1aJqGYjLB1NVssqISMLe4QDGeUNc1SgiSNCHqVJwx1MaSaB1+1+nS6eQgVCjNNLAzqvj0Zx7nyLGjBxqhHZyL7j110yCECR0+cZaFFGLGfJokyYzoUqnQb3754kXKSYEQIvgBUkLULMIHTsIsDwTrZVmF0N234zDbzgWYtTnEJSPrRZKm9Ho9yrKgKsswzknKMDvMWaSWkUPyGW+HUJsTxBGcNiAWhVLURUE5GYfICLBN7PgVAiMUwgv6aZesk+Ncw+5wxHB3jJaShaVF8l6P4U4oCZlIfqFkjk4SqqqirgOqs6wDvxOTCRJIsx5ChZ58H8e9t1QxeZ4HDRVnxTofumryTs5wZyeQYgkwzrG2vh6Qlwe0Ds6xrpsZg1fb8rt/nIAxBiUlaaJJkpbD0VJOR1wtpySpxpqaTjcP5A2mCZ0fWjI330cqTZpobFNTm2avFdgHiEXsJJppIy0CcD5LNIO5PnmeMNpxaKXpDuapqobx7i7GGTyh9781kx5Bkmi6nRRXT5gONwIzibFU5TRMqzZl9PWIAhQGMZimIdEpg4UFBvMDivGIclpR65putxtBZeFAFEUZmNFkaLGejMYoEZzkpm5wJk4eClRrlJMCLRVKBWHAQ551aFl7EeHw1E3wo+qo6Vxs/NRZRtVUoezyfGxe7PUCPLaOfeMtNBOCkmgZThGxP0oGyuIwHCWcHq0lWZZgbYa1gQkjSTRZloV2obqilyeI0oT2GlpS79bE7QmRMQ2dLCNRATAmgCxLWZhfoLe4SK83YHdnh7XV6+zu7JDnOrTgNAllVeERpElCliqq6S7IBIsI4yTSNBR8p9PQM0agfWnfV5IkWO9oqgolNf1+H6nD76bTaWwymIYNjprDmqCVkBJM1Oo+QHKTyHrWH/RJs4xiUjAajQLYLEkCZXHTMNoe4ggkDqZu8Hh0kpD3+qgkxZkGW4QREHknP6itP0AK4iylMWY26LadONTyEtr4GSmxfh9s04XZFLUIPoPSKVlmQ09XpEFxpsGUDXiD0gItZWwxDqkF7240RsFZFlRNTZapQN/rPN6E0z6Ym0N6R54n9Ls5ZqpJE8XykcMoIRnubDPcHYOHSREmbOskIev0EbkmjSSn6Aw1LQKfYhI4pb0LPlY5naCsI+926C/M43cl490ho9iwKJQkTdIZgblzDuVV7NG3kT1NzNhf0ywLXAcu8BA0xmArQ62D0CodiKtsHVqkhZQ4ayLdcRLcjbKKeyPCXhzQOlBG/WfyMUshSLIs+Bcm2GAfNx9CrQfvwzRnIyL18N6EQikEwju8NTR1jXFxIo/zgSDdsTc/bN9qtVFdG4ajAue2UFJh6wbhPKuXrtDtbtPp9dAeUimwVc1kZ8jC0gKDbgcR62A7uxPqqiHPcywBRZAmeWCw7eQgRGwD93sjziP8RSaKTp4hlaQYj6iKktFoFxuDDyEkc4O52QxXpUJzwmQ0mk0bEtFxrqoqaPoqlF185BmwRtA0TUhqSoHWQSClkgiZxINsQp9+2/cv5PMTCtK0naaAkjKOF9CoJCEkdgI4ysVeerwjjElt54MFvkGlNVJ1qSmxtqGpDHUdSESNtSEaCtO92TNjX/6GNE3DcHeXTqdDv99nfmGeXqdHogNXT39hgMpS1tdWGY1H9HoZUoFQUJuGsqyx1qNsGJs1nhTUjSPNMrSKEZgMPAECgVABA50kSRyh6SJ8VpIkCq10EKJ2dLmUMwHw3pPnA9LoYDdN8P2UVmEeSBP8TuFdfA6BSkOVQMrwtZQZto7MaDJyOCYpQkajHhnZDlCGDk6IinhxMrKT6iQhy8NoKiFkaP/BB+yLNWG+fevDCIfWaaCTS4PqlVIzHo8wvqE2DusFUqcI34Br9qKyZ8VV7MsVecBjbbg+ISVppxMq8ITxB0pInNI4FbLR61u7gKeoaoqioWpCaiIQTFhkHaC9pmnQWUqaZqhEz3JQUgZMc1PVmIgtEnGuvU403W5ICrbDcuq6jt2+joX5OYQQdLoddJoEgJm1wVdLPKLfwxobamlNg9aKTrdLkqRUdUVjGnSSoju9wD9gDVIGX7TdmySykhzkOrjaWTtxMNparRSpDpN7whRmF0JXZ/boVBCRslijVGCWl0IEHHDMJUmpybIOaR5yOlmeU0ynIXm5j1n1S602AekJOZzxeExRVGykG2RZOhsz2hhDMS0i01sTE6UOZ0O06WXoWVOmmY3hDNTAFhVrUUpKhAMnBV6EkaWFkrEVHKoyIBBaX9F6H8gcqtBOJJViOPJ0Oh06eR5TC8wmBoXxqJJkEHBCuFAPy/I8RKvDIXbiAjtvJ6clwnAuaO+imGKbmkF/EFIJz8fa2f4Rke2NavNEQoZ570oolAgq3vlA9C2FnDnQyDAtZ0anojVWB1in1GFKEfgw5slamqa5gakeuME/Cl/vsaiGz0HVF0XRPih89jOK50gCJfD7zGXwUaKZiO+p/XPvfSTWFIGTUwTwl3cO2wRkQdM0cUPNLCILdbjIKZAkVDHXZesGrVQolcRWoyzLGczN0enkeAgcBhBGMRgTZ+sGv8e3c1Rs6Pywzgb22W6XxcUFvJJorQ5q6w/WsW4Hm0gdCpPWGkwt9zGo7Z3ENvxHhKSZE4G3mSbQoTRNExNikQEkTZEyo64r6uhz+Ng/5qLZap+uXUGI1J6c7NNae3PG9gyiQIQUePx6v46z0R8T0oYwPg0RTjsdUkRuRBlJTHUSqFxcnC5dVVXENouZUBprIsNaMDmiacA6bGLCeHgfeDBt5C+aTiYIKeh2u3gfSD+nkwnTyQRvDYkO6RBvwyG1sWYZ8kR7rLESZn36B7EOsAM23vx9/DdNPJ0yRhrAHkm3j+MpfYhorLNgPCZ2JPgZmRWz0DkEcx6pNEma4X1w2GVMcPrZGCY30xA3XNs+X+lLpf19K0RChrpcnPTTrlYgIHBRCylRUqHjGAUbOzTC0Bc1i7qMcUipURp8c2OmuB3066zFSYlDBAJ0EWZ8aKVJkjQA6ZIkPt4yHo3C8wvIOhlplpDoFJUkGGuYjidYW2GaZlbeMdYyHk9I0nTGgXkQ6+Ay1sQCZySWhHB6KxfsdGtSWg0UCA98rJE5PAYvQ0Vd+DhlR0S2UyEj22mo+idJ+J0QEhk1VusfWWsjQdbeZu0XhNlU5r2fsD/K89GkiDaVue+xbWZYymi2ZKtxwPuQXFVSha6KVKNVEriFkEiVIKwH6cOcE+/CZG7rZtfoncNHkk4lJYkMScxOr4vWYQizdw5iv51zIZnolSLL8pkr0d7fuq5iATtoHiFC1Z+9UuKBrIMD6iNaSwCwb947yIheafNIPmqO2YeNc72kw7s4QVCED+LXxEhMK4Vnz/fSWs9eq/WTgikUOGd4pr7ZP7UQ0VKD76/+twXaL/UuReSYDshGiUDGwjAE/y5+EQRFh6G9MtEhZLchDdKamgBekxHaEt5PkiboJCHRCZ00JckzOt3ujGIZFxjy67qmKIvQNu0cTR2y4yrPZvR7iQ5dJGGkRyRO9YGycOZOHMA6OHPWfhGnJbcOLez5KfsnAN4wSTA6xvudcx/bhdtxAyJualtHkhED1N4U60LHZ+tvVVUVBMLvaaH95s23vo/Yd+1+T/s80xS2Wia8xWBajbW4WGnHhy4VWrpfcaOg11WNd+CMwTUmzLoXEqGiHylVEDwRJzHO8FDBBUjTEE1m3cDSVsXWnzpivgG0TsjqPKAovAtOdTxc7ZsNDn0T9+hg1sFNow5Ke8aPHNpiZuFOEBR344a2mqjVJC3FcPh7GTcuRhJChrGUUoauTtVQyxC5KJjNSU20nfldRRFyJbMCJfsFhlnBVjwDAQDPNnvt12GmWIR/uOD0yyhEwGyzm4iFvjFIaGe5RrMjQMm9EZxSKaIUh9yOCGa9rmt0FTiKIBSzjTPUdcNkNKYoAxlYiMSi8FgTXjfOBgkdvkF4pdgLIA5iHSAFsYj7ImKCqyWB8Xgb6lutGdk/h3RvCqDH+72ITYhQI9M6ZLG1DkhCATidoBqF92C9i7PEwkAZ7xyikLPXCNARQ5huvT8W23Ow3Swi8zOHPBAwtO8s/FlbLG6jLSPDmAX9DNB7q8WSJGiAkJIIdaw2ByZ8mM0hlZ7B5JSK5t6FlIF1DtXI4HS7kCvyztEYg6kN5XQaOAnwOBtm5RobamOhZBKu3XkfR1cpHDaa8YNbBwjUD7UwoSI2x3sgblx8N20uYzbfNG5WyLm0sEVmGJ7Wh1JSotNkFu2EulN0Em2oCyVa44G6bpBKkqTpDSYytCf5aOIIpjJe+wyyEv2j1sS2mxDeTjQLPjD0W2NDhZ1AFqWiGWtNdlmWATym9ujKlBAQD4KI/4VAXbQXgveeqq5udJKboFWyNGWXWKuzlmkxxXsf6WnEbHxnU4dc0awAHpOqUkmUVkiIzYwHsw7YJ2rxzuEnYt/vbOvT7DMb+/2N/YjF1sQpsWfSVBQo54nRl59BKayzOBey5EmaAH6WahBC7DnbLkwpmjn9tJpz/8lszVjQcO11tqkDE7m0tdKBlFTaGxKsnlCArZsa72MHTJoG6l8CrEOqqAGtp2lcgMz6YPpc1Jg6JmuFEDTW0BSBEU0qhXGBW0C0ae3oSph20iUE8FyE5eSdThxK7A40P9SugxOiWMbwrRs0S2+FJNz++aeIIGCzUskzczZRe81yThAdTwnWxjzQXpQ3S6QR6It9HLqnVMAjBShqiI6cdqGTNmqm1plutaeQweF1Lvpl+3yjvcJlW67Zi6qQIqANIbTrxMdL71DxelMlSTO154clAikd1AbrYzKTNoIVe0OZY/ToIglj4OUOmt/74ODLmEdr8XnO2eD2tNcOETITYDHN8zFPJGflin2lBtwM7jGbJSGIJzwA7YNl2UtQyggBaWnjZpGSD1VypRTeBjq7diZGMKYe6x2KQNAphMBJhdKhLielJI35pFrVcayoj5xI4SN62OF6Yi1Pa3WjpvJ7X4fnDqZCq8B2hosdKVLEhKPCO5BKzHy9kPcKBytJNI2xOBeY4cJbjdcTAxMZq/EBOrynuX3UwgAuHrpEqjgfViGlxztmWlRKFbgQyoKqfh4Sf6pER4dR7gkMHhNzRT76PuH0yugjEG5SPM3RoIUQXu5pgJk5aTPZMciT8QZjBYZgZrwE6cNkHRUZ6q026Egkbm1gA8lcgvfBTzMzcxdakIJ2UWitSBI1qwPu+XrExKlCx1GZUsioiVo/T8wizPYjlDf0vlxUCDz2T44OCXsRZpmHbMZMGIPP5GZpDVPXeBv9TkUgR501VIYD6WRoBK2LIqYQRGxgPLh1oLWz4CzvM22hOWiPUEndiGMRQs9MnBNiJmCz0yrbUDjc7ECC7uOND6G1MIHkwUdwmiREdUKFGypjglLJ4EuErhTwTs3w4EoGLRA0QvRJZKCdSZIkDEie+UXh2tvPswRq/GHgRYwTqOPUxVaTCMLh0TKMKxcOGhsQACZqlP2phTboUDIcNBddglDHC2gI7yKCwDtk3E4twwyPpgnNBY1pCInSAFqTWj0/kY17b97PMsr7ox+5z7/xvp2ME+x56E5we/mS2RsUN5zq4IzaWcIRwmbOxqaLdo6XQCFmrUbIaAbxWNlianTo3bImph/CCXcyZJ6VDtMiE53OIsMWsRhecx8MJfpwch+6s30fe0IWIifnQiiPIEBNnN8bRc5epn9/oTochoAI9fvqdwEq40iSvfKQ9R6zp9MDbDZUaWKyNMxVa7thDmId+KgqYBYu7+/2kOqZUVB8bJz9JfwenhhCLsx6h/I+Mo2ZPY0miLkTtwfzjK8TmgjtDSdt5vPEelfbl+ZaLedDLkX5oB2kVAHfpHTo2ZISoRXKy+i0OrwT+NhYKeKGtAIzy0DvM8nOB//Q2ZDLaZsTnHUzR7l9L2pWg9s7eO3vWmdeAEqHtIFSrckUJFIHJjnnwTdYfIhyfdsQETPlz8fa2V7ofqMA7fcJxL7ES5t0bL+GfaYhRiXOWpp46oX3sXKuZlqjRet5JWewh5aV03kfI7lY/W8jxrYIHImmlG/NcBJMGa3WixDfGHUpEWptsx4TIfCt1pFy9rOgOdrwPN4b9nfaRky5c8Gp359uUMEM02ra6CcGfFDQRMYEVjQtVBgo7YML0GK2Y3Zidl9bDepsWy+MAcozI+LnsA7cnM26UOPNTWJUMRN8QewX44Z8DbTgLjtzPPdjjoQxIayVbhZRQTAh1ntoQ+H4XDaSrQsRhKr101rhbf+m9buEaP0O9vk9fpbg9kQt4NvExZ7Qt9eqou/FPnNuI7qwxZZ7t5f1jjcqaAcvYglEzExYiDw9TrToTDsrXTgZtHR7MGdpg3jfJT5OnozvJzhtIeH4DIjLc10HDkrbD9bfKyru63+P4WbbWtQKknN+dlJbH8qLOCRPWLDRJMSQRXhmSbm9fNE+nJALsNb2epz3GBdxTTJEOS460u1HTLKD8BFa6uLj95Ca8CXyWuyZyeBrxHqhawvLNyY4b0QShJYeFdMR7XPtrZAK2TPJfqbVAge6jK8VTKt3oRHS2mgu4zxe71zQqtZiaJ6Fbngu68A10X4T9UzYqogRhnUuOpkuCE8sVLamIhz5fcJxg/0OZkXrmDexIVeipcTuuzXWu8CDFH0sF/NIPuapvBBh9qzf2xT2CUmbW4pZw70Wnn1+3v73BXuaqd1s62KbtLV794UQPQUNFDZeq2TmRH8p9CU+IiSNvcH81ZXDp5CnQcsa43CuwRG6YWxbsY+pkT3AL7PA5CDWwSMbo1PdhrzO2b2wXcZqewTC2zbv432bvd+XsAzLGouQIYz1MrQU631mBCURLhB8t2WKG046rVkKz6yVIk0SHKHToqGZ3VohQuSWJMmsGo8QATVg90S0hacAM3hreCFij7+bpQ/2H6KAVFQxfwNC6SjkN27o/tqiiXhyvEMpgZYJjQkhvvVtLskjIwuLjffdGBux1xbcnkPeRmriGQ2fz2UdeLcHrbPbbiCeNjONdW3baohsosM8wymLFrgfncsYruP3TqVUahZKt/UmXMgF2X0ON8xc/FmEk0QkgNZJRDDGExwnOiqlEK2TTsAiJ1oH/qKqCtQ5CMS+uzbzp0KFOZhp7+Ow471rkSJksGddrdEXU7GlZz/0tjVdxhhM06CkIMs0Wof7WNeCsvDUTQDoVyaWPeLtau98C34TMeXxTOtwUEv4g37Gm+t/uHWwwJKb63/IdVOIbq7nvG4K0c31nNdNIbq5nvO6KUQ313NeN4Xo5nrO66YQ3VzPed0UopvrOa+bQnRzPef1/wdRiszGDPVhyQAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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WRV7kFGWNqz26VTePjEThdEK/v8VotEmSBWTBGinPSFoqfrfNcXDEKIFSTTmbTnAthx15nyK/TWIUaN6QZDlhvjqn0xvRtWHP62MrDrUClDDaHLBcTjGtPkOvxScnz7LZ2kbENU0NrutdvE7OZgytPnGVMYtOmGVTBoZDT1E5np2T2DJBU5BrDY7bQW4U8irB9gwaUVFXMXfvHxGnGaps0fXbSIZMLAnSJMCxHFzHwTBM5mVJGaeY3U26WyP8ThvHtFFNgyxLuP/wkHZng3bLYhUGhOsEzbTojHaQqwJd1Sllk6assV0XSZZIk4T5dILb8jE8HVM3CcKQXqtFFCfYukGVFVQ0KJJM0zTINDiGQafVIYhjTE3HNizKpkFVdVRVQVVUDF0nyzKaqnxUrn90JBq0fWaTB0jVmgZIspRaV1kvjhjsboOlMc1TduKEaLZmsOtxdfcyg6XBc8Hz1PsV73jiCTpuhySD02TKndMHUBiMOgPCICJczBm2bXY3bOSs5EFm84nzT3Oj/RayIqOOQbVksqbGc30O50ecZRM2K1jlARNFo9EaRFBS1hlur8MqmhNPpmSyQmMpBIsTKDPiOCdMCtTEYuOtQzRTRTMC1ExHKgRVXlDbDbqqsXPtCn6/99lJaZW0KGmqmrqskRpBGAS4rsH21jaGtqKSwGn1iOMYXTewVBVdUSnKkvlyRbfVQgZaLYcGiXani2FoVEKg5jlpllE2JaZp4voeaZxiWxa2plPkBVJVsQwCKtdBMS9IY1kWqqpS5BmmrqMo+qNy/aMj0ebVLaSjhDpJeHC+pNN2KYkxfQu5rrjk7PDg7BbKJYUXjl5gJk7p+BamLvPE8BqFkJlFMe26RVuWuHvvOfaHW1Rpgaw5XL2xw+HLL0GV8cKzz7N7+SZP7H4Fn169wnl1hiNcsqhAa+Bmf5+oDJhWc+w0Z52nBE6DpTm00xpblVi0PSpZINcFsm/gajqNKuE5W6iipiwFyDI9yabMEuTKICclFiYtVyeIA3RFwvNdWv0uiiKxmM8wDAvbtCmqCtfzSZOMBkGcJfTbHRTTxvN8TFVD0Q2iICLJczq+hiJLbPT6CCR0U9CIhtlihWn7OLbO+dEYIYHf8smKHBnB/HxCkudYnodotTg5OcXSDfKyQK8slDSjLnOyNEdwMQCwTYu8eHQt0SOLE02qKb2ru8SbBv5em8NySmzU9Da6yIaOvevRf3yA1Ku48Vgf32gw04xNtYPPkE1jhyzJeCm4S6rWPL57E1EqmIMOveEWsuahtoaclgqt9jarNEKUghutbc5m91g1c5arKbfHr3Ian/D8+C5V1ZBbGrFv0bW6+E1J5KQsuw6W3qZIGxzNJ6sVFmGGGipsKjuoWRsp1lBTlel4zexwzjqOSdIS2WpA10BIHN27Q5KmWKbJehWxmE544dnPcHx0BHVFUeR0uh3u377Dq88/z/3jI1zTRmoESZKSxglpmuKaFqZpYRgGaZ7RIIGiE2c13V4fx9Gpqxrb1LFsG9Mw6fhtTMPEMkw67TayaEiiEFUGVQFL1xB1DY2grmvKKkPVJVzXoSpKGh7dbNcja4lkwyFNaiqtRB1WDLe6aCgodkbPGtAkJ+z7HoZmoeojtE6HuihJqgrDtpBVmT979R38zsNP8Mz4OXbVbSRJ8NyDZyhFzUHnCnuXruN2Bxy+8AzKeorS8bEsi41Y5WH+AHWtk9oJqqKhWD1qCTQs9Fpj2hRkYoEtqfQamXWaIusmtWGiSwVyIVPLDYtmRaXVZHVJJcfIasFSzmhpbTzXJ45TOm2VjIrtK49RNrBahRwdn9IfDJHUNWka8+orc65ev4Gp6eiqSrfbZn46YdAdolsmYRKjGwaertF2fKIkoapzEBWepZJnJWldYMkWy8UKBTA0DdUySZIEVVXIsgzDMCibGt/3qesax7JZBgGKbGGoMkEYkuUZfquF3+nQlA2KIeH/vhUiXw4eGYmm1ZiB5vN0+wmKMqNEsCwiqiJmUa5RK4HibrO59TiiEmiah6rpBMs5ulSQZgWK7fDm4Zv49PxFJvWYa93LPIhOaJo1L559nNbpNo6o2RlYWOY1aCROpsfIkkXbdmBfxqwdpuEMRQpwTZtoNSNd57jtNkkVsZd38LOMiIaypVGJCvIKPZewJZkkSFA9jy1/hzgJkDYl3GGDJNlomkKRlyyiCSspwrdtmrjiztkZ21tb+L5L1t+g5bdo5lPu3r7NlctXeMc7v4J1GILhsswTjMxAliQs00DUBWkaY2gaclMSZBmHDw5RZEEDzNOYRqh47TZJnpKmCaaiISGQZAmhKpiKjirL5HmOqqpQ12RZQq7I5HlGVVTUNZR5iSwpaJZJHAaPyvWPjkRHv/0i1WOP06k6DEdX0RSDx1pdFqeHPPfC/+Q4XeIPc47TcxzLxdYdWu4mvu5ClvDg5JztrQPa7Q3e6rt86uh3+PTkMyTMKNabZE2FZp0hxQpZZlKuMybzM+oqZFXniFogOQ1aZSKVJW3F4Iri8z+DI1JkFKmm7diUusa5WFMWJdVxiYuDlsuolaAQsM4LjEGCNGphxSoPXrwPrs3m49dQ0Wg7Q3zHR2kaFpMTVuOIplFwbAdd07h0cIksy1CUAVkUMRmfoegXIyhFlVAkqMoc13YwNJWz6ZTlfMZwc4QqqxRZRZ7ENNS43S6maWJbPg0CqdYQdcUyWNPvdNE0jbKsaOoKiYvlTk1TI0sSVVWiyzot10NCQsgCTYYkzVjlGUmSPCrXPzoSuW6XcB0yMSdwVuG5Xeq6IBI5/sYW8srHQyefJ+hWRZjdIXROqHWdigZT1dFSFau9D3HGmze/gpb6Is8WIWf1Ef66R6xErJHw4jZ5HHM+v4fqW1R+Q92AHOWsomNca4uBt4vcaqNubNMRFYiYIqrJGkGj6AgciFJa7SGmZRKuJ6yCNUPPZxVkhOsJQjW5sX2Nl+4fcvrCQ8y2hWbJdJ0Wai4xPh4z6G2xfeUKLc8jWK2oypLZdEZapGiyiqZrnBwe43Q66KpKk0Z86uUX+Yqv/CqkOCYMIgzLpC4qFuEazTC5fP0GjQRxlmOaGvPJClXXkGQZUzXAaAjCgDBNMVUd33bI6hJNVWmaBst2MQ0TJAndMKibhuVqQVGWZHmKoqoo6pe3Xu334pGRSCsGLI4XlNsG48UJUpKQrld47RE7GwPKgU9RlUS5Rpqs0VIZKxW0VZm8aFB8gyydc+8kxTNtkrjEMfr82Utfy+88/G/4A3C9FkmpsTLXFE1GYtYMbQ1D1YmyCqNtoqk2aVFxxoKXH55g2B6tWqFZVpSRiyKpFJaMtdknb+U0kk3L6pJUOXVeMKsaNGxM00I1daKi4P/6mnfx2x/5H0yOzunuDTnNb0EkqLOKeTUmExJPPfEYeZ4QrdbIdYmeF9R1gTna4ObNGzSKShgscU2b5ckZs8mUPMtZLZZs7m/TCJkrl64wnc8phYSuGaTJmvVqQZ7XaKWO59qkaYwsySRxQl3WaIYLkgx5QSFBIyDLCixTQ5UVoijmZDwBSaBqBmVdo6sylvE6HOK3Bi3UsCFfluieR11rHB2fYk5Lur0e07MjFNumUTW6bofOpW0qRVCUIVmwpswzTM1GEhXrbE1alOQk7DptPNlkIc2oywPatcvd2S3WUUC3O+Adl9/Ms3de4vL+ZVI5IlweUZcpURBSFTWuEFzub0Fh8CCYs9JrGtuibjJkBdZpiClUOu0enu1z+/Zd0HUGWz1yMnJD4kG8YnNnRHj3mHRVcjY7YXu0g1ANaARyXTGfTjk7PsK1LPKmZGtvxO2X7/H43i6KruOYBvHqjNPJlKwqeHj/NkmccO3qFRzTRjdNsqpENzQENUg1/X6H1bqh23MxVIPz0yN0y0RVVXrdLhISDYIgDNA+27IUZYWigmHaFEWJaRns7+4ghKAqCjbaXSpRE78eX2fe1S51BFklGI62WM1WtIcjlmcLVKmNJgvkLEczFeIww3O6+C0Xp7WJ1CpYBytkVeZkOSZMQ+brkM3uDrkl0TMOeBDe4qtvvI3V0UO8XKUyZDb6LnFRUDQ5s9UpnmJhVgUrStIsoed06ZkyfVNF2ZLQWy2E2abUfc6XY2TDQLZsEqGTNDVSlnBw5YDZbI5vSmS2xXmRMkki2p7L5evXeHh4gmt3ELKMJMlsX73G9u4OigTH9+5wNpmQFQXBYkEcZbz40i3a7TZ1kTB9cIdKkbE0G9P2qYqCcLXk6OiUx556mjSLGPQ30HQdQY1tWRwehownc3q9Pn67QxrHGJZGHMWkeYaqaSzXS1zHwbVMsjigaWRU1cQ2DZq6wjBN1klII2oQAlMzSJTiUbn+EU57nMfobUEtJKIwRe86nI9neLttIq3GGfQpgpQ0iqgkiXrLoFIssgrG4wnReoGpqHhOF0126LY3iNYx83xBEeV0jAGaJDgfLxBShYfHwHaIywW2rlOWGU2qUaaCQspwdQUnkelaQ5557oz9a9dYYdGU0ERzPAl2ez7d9haau8nHbj/DXK7wybniDFB8k9N0SonAlCU+86kXublziZZvATqSaFAUHdv3KIuC7nDA1sE+s7NzxkcnmI5LsFiymJxycLBF05gkyy5et03TwHBzm8Vsxt0Xn0NRdV4sK7xeB8Oy2G3tUZYFVVagoWA4Hraq47gudV2xXq+RJIkkTbElCdey6fg+dVXS6w8QjURaVJiWxfHZGCEURtsDGllGtXRUVcPOXodzZ57SYzE9R/gpy2jB44NrnDcPydUGSTLQ2waqp7G+syA8m2PbHuuFi2PpmJSopsF4ucL2XA5PThAotBwblJyr1wbItUIzX3B11CPRPJpSZ306pzYNrEIGxSHOatR2CzsMuTTo4kk+1Ao5OvdWCxpdRaMgOJ+QxCVHixUb+zMwbjHNzrBshaee7HJ+K+LT96dILR9kmapKkfOc27fv8dVf+5WUucR8csbu9haapvDw/j1qUWE6Dss4QpJlwtmC/nDI9uWr1FXFZD7jyXe8k+l0TDBbcHZ6gqJq7F2/QVI1HOzscnJ8goJE0zREUYqmyuxduoQkSxRphqhrVEVF03XW6zWWaaBrKpIElmnQYBKnOYoisGUTVVLptDx0w0CWJWzXI00TsjTH+H1iG18OHhmJtjY2UCYycTqj8RTSvGR/sM9pMEGTCszSolEUdp+6SjxwUZMEsVqhpTotx0H1LDr9K2RlgWOpCKlG80tkQyHMVaJ1gufrrIMpQbEmOSoRcsLO5cep05BarjkKT6EOcTKTeBwhFLj16h2yLGegX8JqdxCyRiN0tlptjLigyGRqDSRZYRau+NgLDX7dwlFsSGVouaRZTbfTIVymHB6e0u/3GfQHmK5JmqVousTLn3mOYLGgLCsODg4IpjO6G0NaLY8wiCAvuXv7FpqqURYlWVXxjq/6SubTU4LDQ9yWjxmuMU2T2WKGZZpITUOcZlRlia6plEVNWhbUSHh+C7lOWAdLTLdFmpc0jSCOIgzDRIiKpEhwXZe8yFGqknkUE8cJLcejKF+HcaLj8RFSJdE22hiqBVFNZ9jldHzI4XpG4HYZqC2MowJLVzE2e2hFgt1cxDjWsxnRImbVhMhegmHohKs5izsFWxsNvm8hlWAZHsrCZnPD5FwLUCwDbQekqECXCpoiw0o8bh8nSJxzabODKrfJVgsUVSZXwJQlfASe4dDULmfLjGiS0WtvI+FxUlQUccz67B7N0CVdh6h5TpwWnD48IlkscEyb6WLB9RuPc350RBUu6HZ6rNKa2WpBnsZ0kpTzwxPa/T5bu3vMJxOqqmDv6iVmizVRGCMpGpf2LxFFMZubm6R5hmu7CNGQpBmoMrbtoOk6mppTFCmiESRhiO0YqIZJmiboiobjOpRFTpLFKIqCoqpEUYSqKhR5RhAkNAIao0QzHp3m6yOrSW8VlBUoqoZrWii6hiLAsjz2K5fT2RkTc8KO0eWSe4WWs8WsGjOtZ2yZOqv1jFQRdNsujWjRFA6HJwuqqqHXG6IaGqraEC7g+uU/w7w+pDkPmM7WKCV4ko5n+SxnCk63zxMbCnkSIBs5w/YIkoqirmm3OkiWTF2BaWrEUUF2MiZ5OEYbNMStFPfSJtbQx9scsg5mlPMIJReIsmF2PobYprJd5LxgtblClqCqGsanc5K6QbcdbEni/t07XH/qaXqjEXVZsJxPEShUdUNvY3Ahe6P2oG7I0gRZUUniBFVWqOoK13ZZhQF5ljMcbZKnEZahI8mCTJfJqwpNM8jzAMVQibKUArA97yJiXVVQVdSFRJJk6JqOY+mUdUmTvQ7nzgxJxtZ1YikhlGT0UmFxMmNZTLGNPhvZCN+2OBFrTsyIja7HjqNz93zNkRyzf/kqRakwPlkxsD2SsKDVH7IKUtZJxdXtDT76O7/D9taIh/GrZHGAWfsURY2aN8yqisFgn85OQjCbU6CiGx4iNzAVn8quEHmCY/ooikqYXuTjaArYErieg9fyuXf/kG6d4PsdkqZBMQ1022IxXVHnGZquIRk6vdEGdQmTB4dIdUGRV7itLt1WB0U30DSFOAjI0pyjh4d0ux6aIjOdztBUGUyXbreHqZqoCviOy2y5RNMuJlmFENSNoNXq0DQNYRRQlzVJnGHaDpvDEUWRIUsKpqFR5wV5URJlBZZl0O32ybIMXZKIohDPb+G221gyjGdTyqZ6VK5/dCSanS3RYsHO5V0aVSXMIgxN4/HeFi8slow2BlwaXuKKXPPC2Wf4b7d+hU2rzW5rwDhraOwRW0abYvUiWRSSRBFZUbCYTgjjjEuXh1TxmnmYYLV8XHODvEkQlUKhFiRlxWK+5PrVIbpVcO/WgjwVKKpMUEo4lo+u62QNbI76RMfH1BUoqsrB/h7dlkcua7RdD3eV8PDOMePZitpy2b2xg2kYSL5BUTVcfewplucXSfRFGuL5HeqqRjYsuhsbJOGKKokYDIaMdrYxLZ3T+/dYzRZImsT56Qlbl66QpSlFWVIXJZppkCQRum4Qpxm+7+PoBi+88AKSJLG7u01ZC8KqRqoKgnVMIxp0XUHXDBRDpUZis92mLlJUIWGqCnVeYloOtuPS1A1xGuE5Fus4fFSuf3QkqpcZx8cTZnGA0W/heDaKLnNt7wrnyS3O12cYJPRUjQNriFOEnEYLCgG6rPGZo2MO1F2Wkykqgt7mFvpqgduUmIZNGi64cX2TB6tjgpmMVGdsSj3MtsvLx7fR3RayYjFepuxf3iNNTRZnSyzPxXQdPFOlykuauiKIY1TDIitiZpM1DQ2aXCJVNZqhslzOSbKafqfNdLFm8uIdnjrYItAEsSQhaSpZ3ZDlEXVV41gOZZwwXj9gPT3Fch1qZDobI2zPxvM9FlMHM0/YPrhKkSSUeYaExGwd4Fs6ZVFgmCYyEKyWOI5JGudUach8HbOztYmMTF2XZFmDqujIqopoCsqypKpraiGTLucossQyWNPy2+iKjm7IFFlEGCXYmk6UJfSHX7om4xfDIyNR3hQ4rsGG12ZxtkItBEVdkG7u4DYNqzTjpTziyY0b7DQOA1mmoKDOK5IqoJRyHqb3uLp3hUG7g9bUpGpD6ZvE6BR1TSw1nKym9J092nafw8U5LaNif/cSG6bPi6/c4XB6QpGlbOx2sBUN3/Uoyow0L7FVmRKZKkoosoL55BQ5r2h1O8yinO29Xcz+Hqv7LzCd36HRDP7M09cZzxZIjYajyWi6hooKtUzTCGRkzk9nbGx0KfOQKIjxuj2GwxG6obOcz0nDiMPb9zm4ckCn18fa1Hj1lVus1ysEgm5nhCzLVHWD73nUeU4ahsiKxt6lfa6bLqqiIkkVG50eeRJjuR5ZWeJbLnVdMpsvEZKgTDN020FDwrVMHNunqnI0VWe+WFHmOZIss1r88UWzfj8eGYm610boQsbUfBRHZ3Y+YTmeUlYSly5vYacLqibklfoVkvYmG7WOmtdM5BX73euMHJ07888QZMdYkwRXN5hMxkzGp1ijLfb7O0xWc2zPxlQl0qrh5pV3oghYzyakechTNx9j7D7kZDZn7RtUCJo0IQljBo4NokE3TJo4IQ1D4tWam9cfwx32sKMUBciiAtXwaPku29tDZMWk4wuqRtButZkvVqwnR2hNhuK4tNodgiAkzwt2Dq6xmE+J4pShbtDp9wgWK6anY7avXmWwtYWiaii6SZZmKMEa0zG5f+8BfquFa5kI28JwLJIsJowjDNtkvV7guW2qqqZBEMYX3+mmiS6BkCV0wyIIL4b3jSQIoghVlDSDbdZhSl7ktH2fKEu4evnql6W89vvxyEh0dvuYhoKtwYhep4/fbTPec9nw+/S3t3l19iqe5KFVFbcXDym623S6bfyoZpZMKe4ldPYG1EZDJStESYPluVxq7bIyJV6d3iJqEmRhU6kqTVUzXt7D1zRkKqbrmMPVjI7j0+/6RHGCqZhkSYqrypRFTuPaUKZUkoJqajiWhTAMwqLAMgSmVGNoKg9vrzhfrhnu7uN7PkkQIUkSVVPQ39kizwXD/QFZkiCagiJNQJI5OjxCtRws2+Leyy9zfP8ub3v7O9FUlbKsCYOAWkhIss7+pQPOxxNMzSQM1vgbfVaLBYvFgu3tIbPzMZKmo8qgGwbz9RJNAUnS6X02sp1mJVWd0XZblEWFJGokRaYsCxoUhGoRxxFCCAwN5ssFsqpRCbBc71G5/hG2REIFVKRJwNl4RY6KYssUQcCqWdByR8RqwnJ2RFPXJNWELJkQBBmarbDrj3Alj6CIOM3PMQuPJo6Q64zEaTjY3UFbm8yXIWmUgW7Q2CqRVKDZCrrdQdQFx/GarmFiOjqT0znb1oiu79JpdzEskyaNifMMopg4L1ktZlTzmoFrgi6jGS6yrjBs9VgvA8ZHx1BWtNSGa7rBUu5RWgZv/sqvIVhOefn5z6DLEpIskUchQkiMem00SuqsRCgKB5d2mC0ihCxx+PAITTmlLguiJGa9WiDTcPP6ZXJD5ej0jM2NIZvbu0Rpiud7xElEIwTrIMQ2HMIkxXXsi7RY2aesKtIkotV2CIKQIk2I53PmZ8c4nkenO8CyTGRZo93qEK7XKMrrME5UxDmS5yNpKvN1hOe1UIDZKqRmQsdvse9tcaToLJMl8SLAaiuosaDjtNEtm5Pb59S6QEgSsmtjtzo04SnJOqXZkpAdi1HPZD2LmE9jkiqiECpleTEJq7s6tm2iuALT0rCHLk2tICyXRRAhR2scTWcRRizXMa1+H7KE7WGXWtaIJcjCijBMSdOUIIxo6hpJqtgeOGiGxqDjMr5zQp6EFEVOlhZIikK2miNJCrN1gNxkpGnJzqXLBMsQ0zKZBwGtjT6yWFKnKeeTKU+//e00dU6dRZTImK02l70WhuORVQX9jSFJHGLZLlm+RELFtB3KRtDyfcrqYmEiTUOa5Ni2jaHqNHKO7blseJuomgaNIIkzLMeiLApkWUIWr8MJWKvXwfFaLMIllag5OXmIaGRcyyWpV7SKgr5lcmnnMtbZKfNAEMwWbO7v4sk98iyiMxwQpSWO4dHzVBoEkdalo3ZJowLJVQiCALnMseSG7uYmdVUhKTLr5QwUWJ2vCMsxjVxjbmjcO77DcGOXm1ev0G+7GLpERzbRNJlGgC3JGHLNMksRQubWrfusVwt2t4ds6FCKClNXkWSdl9YZ7SAkjxb891//r7R6Hdodj1CRSdYr6rpB1jSQFdIiJi8L0izCti/R6ficH53QarXobfTob28zHI5Yh2tkx0dWNZaLBY2Q8P0ukpCQAVVRqGuBZTgokoyqyniOTZ4V6IaJ71lkeUS7paNKAlkCy3Ox/DZJkpLVAlVICBpMW6eqGmQFKOtH5fpHRyLT8UjjhB3XZeC7REFKVTVUqkndFFRJTFUXiKTEUhR65oBsWdMSXYQpOD+fst3e4Nrlywz7HYr1EfeOx0yWAVmaoac26o5JHEQoRYljm1R5gUzNoDPAd3TqMkYtBbpmU1cp1rDNcy+/TO4n3Hv4gPNDwcjTMCwdWZZxO10ePhyjljmKXHN4dI5h2rTbPo5lIakVe16PT959wEunU1r9ba5kNZv7O8zGS6okRZc0aCoUx+HqlUuE65DZYsVb3vlONre3mc2mrII1ly5f4vbzn+Hey89jW+9ANw1kVcI2bSoJyqpi0B+g6jqGpqJqMsenRxRZiee7pEmGbag0eYqmmxQlZEWBokC8jsirkrpOqZuGqq4o6xxT18irBtd0GZ8+YFwkDEZbiKr4PGX+LwePjERlU9FvefTbHjUyVVcirWCxWLKchrT7fU7XK+rFmmUQIPVt3vL0kwQEiFKmZWxS14K6DFnPEpo84s69Q8okpzUcMF2u2NwbITUSq7VA6hmUdXkhXoCE629yfHQf0zSQNQkKlUvbB8g3QyaJjK7rKHLDPMrZMR2SUqBngrOzMflyzbDv0+53UWyL8N4xZ+djLu9v81uv3KUUDbYiszvqU6c5y0WMq5tsbu5x99arqKpEnYYE43NOZit2r1zF73Y5PT5GVVWef+Z/Uj31FJpp05QZzz/zO+zdfAzNthi0O0iKTFYUmLaHIoOuyOR5hWXaiCYiWC/IswJRWciyjClJqIpKFqfIUo2sa5iqhiprIKVoukHPcZlPTnEtB993eP6ZCbPFgq/4c20aw6Tl+4/K9Y+ORLaqsj0Ysogjpus1G4MN2sMhdqtNuBwj6QrB6YR4OsG8vMGbnnqK2XTJ2TwkXuYoms6sCCENubo9IohLxrOAJstIqhLV0dEbjUG7j+MIBoMe8/mMaJEh6oLF+JSBqxPKGqppc+f+HfZrgdd2mC1T+hubHD68i5ElFBsDnF6P/uYWT+aC87MTzsanSGVDV7XoDYbYno+uKUQv30HXdfr9DuFiiigaLFvHcXzWeU6lyCRxjGZbZELCa7e5dP0KLd8jS2JMVSZsMsLxCcs0Z+vggLIoWZydUeQFp7LC7v4eiqIwPZ9w6co1TE2hKgryNEWTVFTTRbWg7bhEQcg6iOn4Dp5nEic5TS0TJyHdtoemKuR5wdHhfbrtFo7r4rgul69foR/0MQ0dTdORX48d6067wywIKVSNvMg5uneXTlbQHw0Zbe2wns3J6hDjZo+nLz9Osa6YjiOqXMcwTfy2z/T4iDhOMB2H9XTO3qiHresso5RLNy6TKIK9K3tkWYFIY5IipZIFCIFLRs9yefn2BEs32N/ZQ2lqTvMG3TZIlufUyyVWt0MUF2xeG9I0MjvXrtHfGlA/k7NYRWxu7VAi6PeGiLpgcnzCeLam02qT5hmzZYzQVdo0FGlCnmbIZU2R52zvXiecL7j9/EtcuXaZ43uvUIUJkqZSMUdWFdxrPZBkdEXDcmzWyxVBsGby8B6aruH5PtKgT9U0IMv4rTZZmpGuZuSKRNPUpFGCLIGiQFUJkqQgywt0/WKNm6rIGJpGIyDPM2azCa1eH9tvoao6fqtFFL4Opz1kq4Os16iqjG6tmE1nTIOXOD07IV6e4/dd7EtDrgwvsZoVrIIAUwHVdSgaGc/t0r5ukoZz6qZhtDGgSmPmqxjX88iqBFkYKIrK5uaQ4MGL2KMelbTBIi3Y2ByyzASSqpA3NWVZEccpiqwyWZzR9TXavTZFLcgrqGuJ/qCHqqk8vBuQJQWqavDyq7eQy5JiO8Ludbn+pqeJn32B7tY+L7/4PGGa4LQ7TGczpMWMbrdHsgoo4xxRlIy2RpycnvDpj38SIdVsDvr09w8Yn5wRzhfMxmNG25sYjonumLTULk3ZMNzbw7EsNNNhESRUWYamKERBQJql2I4HkoRkSHS7XdIkRFEMHMfANAyaukExTDzHJVwtcdwWjXSRc71ezvHbbZxWm2QdE0Yhlv7oEvUf2TJq22ljtFucjY8ZHz9ENRQaqaSoQ/p7fZx+i8vtPepIRrY8Wj2fJltQBOdoeYynG6gy9LpdpvMFLzz7CY4Oj2iyjJ3dTY5Pj3FNB0W3UHWNpqookekMN5AUldNlTCLpCPlC1ODo3iGLRYDjOezujFglCbNliOfaXLtxjf3tXVRV5oXnn+cjH/4tFquEXqfDzRs3URSJIl6zmM45my0x2y0EEqIR+K6DoQiKNEU3LKIko5BgY3+PdZRQSAKpEtQSSI1EGEccP7iPpmvIhs5ytuTe3UOKouT5T3yS+7fuYjoOfqfHaO8KnW4PXTexHQfLcciKHN0wEALCJCUNQnRVwvVcWq0Wnueh6zq25SA3DbZhMBhs0G77UNdIKHh+D1lSScKQ+fiULEkoqtdhx1q3DMIkJ08ybhzs47g6hcgJqhKRqXT0Ng8eTlB1m83tXWSzZprlDDsW03XAeHaG7WoYqsGtV5+nZZo4psHuaI8Xjx4Q1yV60lCInEm1ZF2p3Lxxg1IGtwfPfOx/kMUpOQKRZ+zsXcbUJBS5ZrUKyZqK3WEPw7FwWjafeuZ/EC6mvPDKHfIcZEmiqBqOjs6YLUKOzydM1gl1LXHjscdwtIiGGtO2qcoC33FJkpymLMnzFA2BN9iiLir8Xpfk9IRgOSdYNYy2tnGdDpevPc5ivmTQ6zA7PaNMExzX5u6rL/PEk09S1zUaDZahUhYNVV3jeT7IEtAg6RKu2YWmRlc1hKxSV+WF6lpVoWkKYbDCtCySNMX1bIpSos5yVF1luZhf5Hs5LmX9Ohzi337x09ThkiuXR9iuQl7mFMuagd2hNE1W0yktW6eUoChygmBN3rhEtYvu6xi2y2JxRqPpPHww5vHLO2zvj1jMZyRKgtt2KKqM85c+w+DSTczOJnZ/RFEWqFHB/u42VAmfeXBOt9VluLOBJaVYdk09qHjp1l1G3QGGavLiiy+zXkwJowKnO0JLUvIs5+HhCYgayzBQRIOrFURNBXVGlckoqkKwXuMbGpKmIMs6qSJh6iZup8/m1hbrMOTo7Ix4PsfvOMRhQpHXjA/vIStgagbh6X3CDPo7WzitFqqiUwqBXjWcn5xQpPFFi2QaLMOQ+WLO/s4utqoTRymqoiKqgrQIkSUZGhCiIi8qZEUmyWLOxhMGGz0MzSbJMioBvu8RCCirBtd1H5XrHx2J1vkaf2RSmAXJOketZHa6u5iayv1pgOZ1UesMS5Uoq5D87By33UXv9mg7HuFiyeXRiHCxYOgZ5OGa07EFlsWgZWMbBppnM+wXRJMHdDZ2KMqEyWRCvFwipxGLtOCpvX10VSNbBlTVjL13HPDwOEaydB7MJizSjLe86+3Ipsrpsy/RFCuEDFGaQq0CJYpuUdUNHduk1TGxZKhUlULAIlijddrIUYTbGlDUBb1+j6qB46MjosWMKk9QVaCqabkeqqZh2DqL0xNkTcfWJSrFoi8bZFmBbSsUSUqeV7RaPoooQVREqwRFkeh4LqKpAIFMTZEXCE2nKCuKLMU2dTRFYRWmdLp9knCNpRtIQqUsM/IsZbFYMNzoX3yfJDxKDfxH1ieSWwJVEZy8dI96UbK1cQldt0jykjgp8DpbdEYjTNukbci0HZ0yWKFUBbPxCYoscD0P1bRQLAthuLQ3dpitEopFzfh8TpmtqNOAlqti6TVnhw/45G9/nOc/8Umm84Dl2YJlGLJOQhyjwtZN2lqbP/s1X8vXvvvddLsbhGHEJz72STa3D3A0GV1XMOwWiqKT5xn7V66iOjZRI5GXFY6iYEg1yWJGGqe0fRdD12n3BpiugSY1zM/OybOEaDlDbSoGvS69wQamZSNLMkGyJkxTsqpAN3WMVg/LNAnWIVWW8erzz7FeryiqirIuqKWSPFtSlwESIFcV87NjbMel3enieDa1qFA1BUmqqYoMISkYus5kOgZFxm+3MC2TTrvL1uYme9tbTKYzalFjuQaN9DrsE/ml4Oj5V+gaHoWcc//uEb1um0bJWa4WjPZvouoGhRAU0Zqdgy3kyYTbR4codcP+/jYnx0fMFmvGsyU3rw146dWXsFwfzbA5m4zZ2hnhD3ZBkZjNFlRlTVOWVFnGXNSMdnaxHAVPKWlZKpHiERUGrYFLU+QQxmzt7iLFCYvjUyTHIXr1Dom8RDVtyiZjNp5hGBq6rLB7cJW8zJENi1Gvxfn5CttyoWlYrwKKPEXXDYSQWM7m+I6FrChohoks6+RxQJMnxElCkxXISFS5YO/qDXSlZmP3MqeTc6L5nFeef4WbTz+N4jsEWYkiQZEkSFJNGsekWUorCCiLknUYoGsaLd8DyyfLS6o0J1itcNseAijLCkXKmccZtmdh2iYt12E1nWC5NuWjy459hNMecpvW6ADNdKlNlcPjY6azFcP9Ia5ucH50j+H2NmlWUQqZs/MT9vptjoIUUSsslzPW0ykn4xWW51HpCoNOi06vj+ZaKO4uD45OWd5Z8tjNq3Q6LUSd4ZgGzv4eJ8enVIpGq9NFkgT3xucEsyme12aW1ggBSRpSnFRYSsP4tEZXVHJZoqKhzEJkySJLY9Rapes6bF26geG5uF6XdtvnhZdfQjUUknVC1RTUqomkGnR7HlmSIqkKw+0dWhubLKZj1rMzsixBljSKLMfxHEzXYbC7RxQsyKuCtusz2ttCRubs9Bin7VDLKqqk8PDuK5yPx9x48nEMxyUIAwzNREJB123mqzWjwYB2pwNIdDtt0rxAllXqKqSqQwyrR7IOqOsG37Uv0kWQMHXtUbn+0ZFoFccoto1sW5i2TWtYYJkOuu1g1TWL8RjkhOVyjgKsz8eED0/YvnKNjdGAIlyTtl0k9ZztK1fZ3d4iLwviVcjh0X2UlkIZF0TBilfvPWB/Z4vLl2+A7tDtD7n+9Fspq5oqWaPoNmWjEc/W3Hl4jLvOqZsaTVPJk4hYlbm60SetMkzHwVZVojhlc2fIw3v3kL0u29evs3/tJsfHxzw4PkE5fkhdlmiuQaXUiBpMXcaQBE1ZMF+t0QyNBpmbgwF5XiA3EkgaihBIusbo0h7ROubozm3kpqFKCravXGFbXKMqKiy7RRFnHB09QBYCzVC5dP06mqpxePsOlm9y9eYTaJqOoqj4bgepkciSHEWTSfKLAULbaINQQNFJ85wgiDFUiTwHr9NDkSVU7XUYse71R5S1wPVbZFlCg0kQZUzGc5oiY9j10CQwdRVd1Rg98TSepOBu9CjShGUQswxCrj/22EWusQr56RRD1hj0OqRqzs2DEY+PLnG+XGDLMqvxDHs4QtYNhqMdmjLn/GGE7bv4vS55UaDUGaPNEeswpNjZ4sHte+wcXMbrtRlHD9jf3CAvara2N6mSmJbTYvfmk+zduMm9O7fIs5yDKzco0hVVllGkMmkSYZkOZZKTVxmZKtP2OxiWQZkkvPTsJ0nCCLVRqERJXRU0ikJZSmztXSZcTlDqBsO00FQV1/NBSFiWwenJCZZl0epcRJU77S63n3+OxXTKm668FcdUKIVGVRVomkGQ5LiWxXKxpmoqDMMgDMOLIb+sYhg6o5HFYjbB83zqqqKoK6JZ9Khc/wj1ibpDpEYiWM2om5qNrR3yJAEvwTI1hKjx2h32Lj2GIiryMCALI+o4YHY85vhkTKmoVPMZnXYbSZfxTIuqkdFVFc+ucOwR0eER7TrF1uHe0R3aTUXrsafIshRR5didAV67jywrvPVdX8389B7RakoYhdx469vobO2QJTGf/O2P0+p0MT2Ldbqka7TRigrV1nl49xWKLMFxfEogWM04PbpPLTX4LZ/Fco0QEiWCsmlw/BamoSCLGstSWa4DqrokygVFkWFZJrqqcfLwkOnZGQf7m6DI5GVKGAbIiAvlENdjazji1ZduYQ36ZHVJniZ0NzYI0pzWYIdCKEg0tFs+6zAhznJUXUPVDUQuYeo2pyeHF+r5popmGoCMaphkRcnZ2TGdTgdTNx6V6x8diYIgxrUMFosFy7MJT7397aiuS16nGLqK3xrgmCaaZdEUGWqho+AQrJbIssr21cssJxPSMGQFxFHMTqtNlGXYoyFtV6FEJpqOyU+OUTe3wTIIV0tW8zWOpiErEsPtA9IkIooD4jji+PiQ9fic608+ye7BAXfu3OX88JD9J65jWW3i9QrPr2h32qwkDc4XVGlOuJyyWIX839/8LWiqyt3bL2BaJpKQcT2fqgFVkSiUmms3biCLmvHJGUWZUwlQFJm2rVJ6HnKT09voU0kKcZQwPV9iGgqKonN++JC6qjAUhdtxTK/XRVU0QKW/uY3htugORrQ6A3RFxTAdmqpgen6C7bapspRC17Acl+V6hWYq9Hsusqqj6Dqn4zNc0yYvK3qdLr1eRV1VKPKj2xvo0c2dxQuUQmGz5dJtdxjtbKPIDU3bJAojqjxlHkY4vRZIKpWi0egySBGlbpDWNb5jUVUN927fYbO3gTHcZJ3nKLLJbDJBUxrkuqY32KBwfLy0Rmg6eRGTpgqrxRxFU1FNg+PjB6RZjNOykas+ZdnwK//v/w/zszMaSaFIa/JizfZog93OFao84dmjM4LVkkaSUeQOq2DOyeFdNgZ9Om0P96knmJ+fk8QRiqyhmQa2bbI8OgJVIUhiOr0NDBHSZBGaJFNnKwqhUEYZdqfD9bdc49XnPo2i2JRJyvTkhFrUFFFMf3uHuCzRbANTbWgklX5/QLCco20MiOMY27oYAeqWhWkZdBoX27YQoqbjuaTRmjILAB0ZBVlRSLOLPe7Dz4qAOq6H9XoMNl69cQ0NGXSDWtZoypw8CmjKHF3VKIrkYmnL+TmWaWO5JlEYMp+eczye09/eRzFtLFlmd3cfRzN49uVbGKqgu71PrlucHB2SrxMMv0Wv26cVrAlqDVmWODo8YXp+imna3HzLW2m3O1TjCK1RSCTBb/23/07btSmTmKwUBFHMxsBndpiwmtlMzsec3j1GkTV8S2U9HeO3u9x/5RXu3ZGZTc7xDYP5eoXtt2nKhqyqLkQV6gpBTSOrNIBpaKSZQlk1gEKNRJTmeBsahw+PSJOMspGQ1ZTtjU263R6HLzyHY1q47R6O5yEZJlQ1cbDG0A0M08KwLYo0JVivsF0XWblogeIkQZZkLMdAM7qkkcHhvTv4nT6KJGOZ2oX2dZIii4bzyQTLth+V6x8diTaGG6R5QRjFHD24R57myIr82bxfg7pWGK8XLOZTtnp91MjC9XuYvSFSWDBfzzFNmyLPoSjptFwGVgu1zjEUgTMa8dKzn8a2fPoH16jkilkQkoQJjpSRVhmuZ7OYnvPJ3/kd7t25jeeojLOS2eEp8WJBnURAg2sZiLrBqQSL2YTB/i5N0zDYGWFqFutwzXq9JpotaMZjmkZQSxL7N65f9N20BkNTqfICxzIJgxBVN8mbBMsO2NzZ4ShNWExnqJqKpMgXwT1Voi5r/F4ft99CVwz8to/l+vQ2R0xOj8mLktxv4169hG5ZpEmCYRhk5UWqR5xmtLp9TNMgzVJEI2GaNkg1sqJiqDpZmjHY3GQw2ODw6AjD0IiiGEWS6HS7xOMzkvR1qJT20d/+OLdfvU0d5/iDAYahYtkWlVBArpBkhTDNCZdr7qwDZBUcv0uWVaiaymI9Y3F2yo2DfRrbQzEMLK8DTcpsfsLAuMzezg6VkDg5f0gYRCRxglaXlJlHCeThivXZCYVq8ea3v53Dk4e8+MlnsXWVMruYQpAVlSwtUZqK4/gMVVOYjSfopk0hNYzHM+arGVHVYNs2oi5QhEwlK5SSoBIVqizIkVEMnaTIkIQgShNsz6euBGfHJ2RZTqfXYTJfMfBbaJKgCAMkRSUva8wGlscPubdeIkyX/qDP1Seexum2iZYrHty/z8HVq8RhRFUvaHc66JrGaLRJXhTIio6iCPIqJVoFNE2NrhkYhkHdVHT7GxcKstpFS62qKk1dEQURfc9Ffj2mx7IKeXx7h9l0TFSkyLrD1vaI+WSNYV3s5eUZGv7mFienYzTVoMxqfNPn8tUdnvn0s3Rsh77fp9E1MlWmKnLCZA3pCs/fQjU1Jg8f4rVaDA/2aA9HzOdT5mcn6JZHOF9guh5ve+s7uX//DndffYlh18SiJlctJF1HFlCioCsacZKhqAq262N22ty/e5f5ekmJjCwLEM2FAqyq0ul0Wa6W1E2FKBUGbY+irPHbI7IiJw5iTMtEkWWKJMW3HZAErmvRNDUgkQUhqq6jSCqzsylV1ZAs1gxHFlVVMj47Y8cyOD0+pqwrBoM+fqtDQ0W71aaua4okRjQ155MxhumgWwaSgG6399lVHwnddvdCbsbQ2RhuEYYriqJAViUs10Y0DVn6OlztEeQZA8tj42CXLctnuVgwPh8TrmKaeozf6qI0FYqkc/PG4/SHQ+qmJq9KFBU2d3YZH50QH52ys7eP1+uzWk9JliekcY3lB+zsH1CHa5AkKFIm9+9juza+7xHmJZcfu4Hf7XN+dsR0fMJgMECvSzqqRJrlLOOcLM8pkoxchtk8YHt3i9l8RktSEGVD27dZRjFt36dIc5Ki+uwOPTJn4zFFXtNxDJRaoNY1yXr9WaHTCl1XiYOAqm6QPxsV7rZbIEkokoplaIgiI0oSGklCtSz6G0PWQUh7c4t2v8OtF5+nPxziui4n9+8xsVxuPPk4WZpRNxXBak2e57R7Peq6Ybla4ug6aZYji5pOp0PdCDRNJYoTVNWg3emwmM/ZGG0xOT9DUw1M63UoQby9NUAsx3h6j8bQcXa2Gc+X2HbNpa0Rvf4G09mMLMmwbQvD0cjSiixJCZYRtaSAIhPHCXHR0MynyKaL5W4TBWOyImPv0lUUBOv1ElVqOD0846UXXma4u8fm5hC1LnnpM8+wtXWJt73jK1FkwUuf+hQvn50TLFekjYRhOvS8HkIVrM8nyKdjusMu5yfHNGlOXZbUTYWuGyyWS6IsR9NkRCMo8wJDkcmKkqIpqYuULKqQ0gTLNqnSnBoNSSoIwoDCdmkKCb/VppEv1NjSqqGsK6qiRhIXM+C2YTB5+IDLN67x+KCPZlioikKrOyCMUpIkJ16d4XU6KJpGv9ViMp1jmRaaomCaOpIQNIVEVdeESQJCoqobBoM2eRZj2Tar5RKBTFnVKOrrMGLdyAI9ixF1gqIoMNhie3OL0HbZGG0xnU94+ZWXSaIYANOxUS2Ls+kUpRYMOl20dUhj6KzCEM/y0EwVfbSNZXukWc7p0THHsxlHR8f0Oi1KRQZdZXt/G8uUGR+f0vE7RKs1SCpFXjLy2xz0fV4+POf+4QmyEEiWw/T0IYNW72I9O3C+WiBJKqpqIkkx4/EcTdZxTRlZkojDNYgK1dbQdIsgTkGSkS2L/qBPU1dkQUrTVIRpeqFsX+VItUqWpPS7LUzbJikywsk56CZ1UtLpdghWa1zHJc8KVDROzh5ycPkyTquFaOD86Ig4WIEis3/pMhINcWzSCCjzjERukOqGxXSJ3bmInDuOg41JGkcI0VBX1cUgx3IQjUCWX4ct0fHJBDmo2PRUFkcnaHGOYtjYhszHPvb/8PDknDDNsG2bltNia3sHIUvMFissWUY3TLbf8hSNpFA2ICkqUbAgWC4ZbmxidzZYByGmJOj7DsF6hSgLHr9xDV3UVGnNchVjSHD6yiscvPnN5A2cHB2yNdpAFQob3R6qbrJOI+IwQldULNNkFZUUZYUkVeRJgWRoSBqIqqJqalTdIilqTMsjyRIkkdHreJQVqLZFkmTkyUXsCLlBNzR0xcLQzAvZmTIjWq2QhcD2O/i9BLfTo91u0d/dIasFW/uXWC3mNJZBkcVUVYWna5zOZ9iuial3KbKSKCmQRX3xSpckLNPCNk2yqqK1qaEqMqqiYGgqeVqQVwVZmUMtSFYBSV1jOPbrM2IdRimG5XMnrVA0FYKIolgx6nVpDUZ0kozHbwzJheDo7hFqnuH7GpdHQyRVx/BcxtNzVuuQgys30XWFju2STs84PXxIa7iN2R8QZjXxYk5/c4hneYimRK4L7j44Q5EUqjKjrGrOJ2v6gwGykFCrnGy1oKoFq1WA5XtIukaWFtSLFYqqoRoqctkgaRJtr32xXl80mJpFp+Pz0suv0vVcDFlGl2o0AYp+oVCmCBB5heKYlGWJ53j0W22KPL/YWDmMqRSF1pXrOJ0WdRHTVBWtTo84WHPlxg2293aZTmfEiyWbOzsUVc5iviAqG3xJpb+3hakZyKp6oWxCTRIn6KaFoqkUwZpC1KgSSKqOIimcn5zS6rTJkhRD15muAwbDEYoiUZWvQ7m9G/uXUHSNtMxJshRFUWmEzHwyxu90OLhyDUVkF6tebZPdrkXL87m0pfJgGjMpIctLbt68wVve+g40TeP46Aj1fImyXvHg1ZcokmsEccjOzh5JFhBHCZ3NEb/53z/O+emYt731bURZjjXosJhMiNdrstUCXVTMgwTXlNFVHdc2KMsG0UBdJ+hYVALkSiJvGkQU4lo2UZyQ5BG6qqBIIJAwTQcVqIWEItUUeYph2qiWQS5qiipHihu0fp9aFKSrEEW16HZb6LpGvBjjeW3CIGA9nUCeYhkWmn4JXZWZ5zHJ/TH7Tz2JZVns7WzSH22SVSXB8kLPqNNtU5YVjm1zfn6OYRgXKb3IXKygUi7CH0rDerXA8jsYlo0I1sRJjG07OPbrsCXyezvItk4xOaXVpHiuYDqJcFWDg0GPqM6IZwFO07B7ZRe300fx25i6y4Hf4BUw8Hus10s+8tHfYjE+QeQlO5cv04gSt67ojwZcG1zl1ReeZzU549rV65yvV/gbA6qyYTU+ZnPDpdZt1vGKxXJMx7YJ8xLDclAdDbGKCNcRA8chUVMUwyRNKmzdQdYqyjJjHQaUVcUiiOn3u6xXKzRVxdDUi33K5It5M1+zqGQIy4wwKXE8D9dtUZQFfn9AcXaMpEh0hkO63TayZiAXCcF8itPdYPfKLuvxOYauIuqafrtFlrQRq4uFikLVUYWgahoMw8BxLCRJvsh2lGXiJLmIPAsBAgxdR1SQVTWmZWC2elwsDJKQVZXRaEiDjKpohMHqUbn+0ZEojhZsdDYYtBwaW6KuYgw9Y5qHTE7O2L++j1UkhLMlVV3z6v0jTOsUSeiMw5BVEKMWMZFsYFkuveEGVSmwPJt1uOKxp54kDjPOTjLGx6eossR8EVKpNapU0+23kEVNTkMumdiOh1kX9Ps9NMvk+OjsYgsnSUZpGkajLlFZcnw4RtI0mqagrC5EElRZIo1jGlmCpmY6m+N6HmkUfvZXbFGXDZmQKSUVy9BRZI0si5BbHdq6yfL4kCRY4rT6XH/iSRQZVqsVuu2zd7ONbths7+0jVTDY2EQWDXdeeInO/g6G30ZKEuxBmyhOCddrBsMBYbgmiws2hj1c26bVapHEMWWeI0syeZHT1BWWbl6kltjuZ7fNUsjjGCEEjRAUUv76zCc6PjtCrpbEccKzL9xGK0quXdml7fmEqsrJIqDf2sRWPZI0Iohj4umaLK9pqhqplvClil6/w2BriGLppJWMkCWu3bxBEgSsV3N2t3bp2warrKESMi3P5/zuPfJSoBgmh3cO6bc6lIrKdJ2BFCIZCZPVGtuxUQDqhvFkQSFd5FiLprkggcipixxVN9B0gaOUtNoeRV6QS4IGFUmSqUXDOg7xWh5eu01wfo6h6Si2gWvqaIrKwfVrpHnO2dFF9Pr6E0/SSRN81yFezDHaPr1eD7fVQVcNPM/H81ps9EeE8xnRco3ZGXHn1VtcfuyJC0V828a2PBTVpCpymqamzHOqskI1dDTDoK4lqAoUXcc0TWRZhuZChi9KUzZGQ4q8QNNeh7sMJXHCy8sFYZIyWwZcHXTobW5xcjajzCrWZYwmyeiWjSZJ9Jw26WFFNBnTH27R2domW03RFbBdB8XQqeMMU9E4vn+fIkq58vhjlI1BqPooNvhei2C1wHN86rjEMm1S3ydtavS2j63qrNKcluMw2BwSz1agyGimRlamNEJG1SRcy0HRZKbrGLm62OLJ8B0s06RuKhpRIwkJRVOQqpr1Osc1LYo4xrdMbNsjSBNMW6epKmzHo2xkFO1ikvnW8y8gi4bt/QOqssRwXCzLJ40SXLfD1vYOyBKXnnyKzb098s0d5pMxIOO12zy8exfTtVFVnbysyYocS5EvFEWKiiyLqbIcx+2SVSWe45JmGagGqiyTJGs0Q6dtGoBAU2SyNH5Urn+EfSKRM08zNrpttke7vPWxx1mXEUefeBHV87CwWB+fkyYZm4Mu7U6bStXAND7baQzIwpjhsEutKCync4IgYHE+QTM0+hos797C2L2K61hMzsa8/MopjmXjWg7X9/pM5ys66g6WYVHWAsXMmddrziZzTMGFsoau0u720D0fWZJZzqYsggDJsdjaO2C6DqjXKeEqQJF6RGlGLVRMQ6KuLkZ+sqKiKRau75HkCfPVlHZ/SHdjg/V8SVlWeC2TIIhRDRPXd1nPJgw2h4zPTmjKmt7miGQ6QUgG1tf+X+wc7NG/cZOz03M0Q8PvtJmcHuNvdPGEhKKoyLKCIEfTLrZAz6saxdTp2RucHZ9QlgtEU7GKVkiqxmKV0O92yIsSIVfISNRlgaLIWObrsCXyOhsIJ4E8YtT3SKuEF156FdkxSZZL9ve6GLbH8cmE5Wp9oa0jVLYGIxanR8yjBFlXUG2HIsvRdJ2mqqnilNGVK0hVzun5OZdHDZJckaZryqohCeacZDGbyyW6qUEls0oWTCYzjO09aG+go7A8OcQxNVRFYbJYXCzeawSr+RqAYpFwZxnRvbzJ7mibT33sGURT49gGaZIACoZqoCiC9nADuWnIi5KmErh+G0VWyJKUPEsJg4DimQp3MGB7d5/BRg9RFkxPzpCEhEBG0yyefPtX0un0Ob5zD1GW5E1NfzjA91zOzwOKPKft9ymrkjiOWK3WeK6LrqrUTUOaJiiKTF6VSLJBy7OIViuiVUxvcxPN0DBNE0mWMUyNJIrJkphOr/uo3A48QhI9PDunM+pzfLQgSUpU4wGDzoAwDnniiUs8/eRN6rLEKFJevn/K+HTM5UuXGWxvUtYZZ6dzrhxcQ/lsEnqZlWiuSW9vh0GrTV41aH4HVBXbcZHKjDqvMWwbqTGI0wpRl8TFxWZz5uVLWN0NVK/D+UMVU9OQ8hC5LkFVabIMIWvkdUXRNIiqAlni3nOvcKya+JaFDDRVSafl0NQyUlNR5QnxfA2aiihLdFWhkCQEKn6njWgEmq3j97os1gH9SwfEacTGxhZxlLJczhnt7HPziSfZ2dqmyHNaLZ80z7k82gBZQlE1tnZ2OT49ZzyfYcoyQhJ4nkNT5Jw/HCMrMo0kI2sGjmvheQ62Y6JQ47oOsulh2har5ZKqKhEYIEEjQRQnlOXrcALWMBR8ReXt73oH4/Mpe/0266Tk2uUdLm8PQdEp0pjlMuHypetMZjPOj++Tr2comnqxXXgQkaUp/a3Rxcx3A7qmsl4scDo9bKEglRG2btLyOuTZOfFiArLBJM2Q6hJJUtjo+hRZzHz8Mnq7S1RUqJpBHi5569NPI4mSV19+mbyqsEwHua6plBxd1/HbXaQqQas0pDrFUCzCKCSvSmRdQzN00s+uIdNNjaaWL+RgJAiCC3F0qW7IwoRWq41iGGxsbhPMZ1RNjaIZdLo94uWST9y9z2hvj/5oxLDfZblYoKgqw80RYHDl8gEnp8ck6xW67eC1WyzOzmhoCIOAwWh4MSJrTGzTQpZ0ijJCN0x0x0FTdbrdDmenx5zO1rT8FrJ8If3zulxG3R8MEJZD33Cwd2VOTubIiodiFDzz6U/T9jzyuEDVDJJwQVMmdFoe7ZZHmGQ0VYQQGn5rk/HREY7bwvNcpuEZZV1hWRYdT+bWy7dZJBJRfEE4SVFpt33yLKUoZGQkgtmU43mILJtIQUQqabi+i9xUnB6foIsCyoIkLJAFqEpDWYAqFBxdR7NsHKWmaQSD/oCTo/tMU5VCXOz7immysblJHa4ImwJJkXFtlyhcgwKbu3tUWcnu/iWu3riKJDWYisbZgzuoVYNcVDx89Q6d0QhVU7FMHU2/aGF1XQcBWZKytb2L3+1y+4UXEQoX4uuajtffYPvSVfIspVoukVEJl3MWknSRB64ZyI2EYSgkFVi2e7Her8pwXBffbzE5nz4q1z/CJUNtn1u3DwnOFK49doNZeIKi1GxaPk8+/TR37t6hPeqTlDUkcGl3yGo1Q1U1HM/DaS72bR/0u+ThjAqI5lO2N0Y0sopi2cyjNaUkMex3WZ08ZLPfpjF16iSnyrOLB1J0XMthe9MmCDPyvMDUFerljP6gzfTwkNZggyjKAAlFllCEhGqolEVKHlZ0d3Z44toW08N7rNZLuv0ud185QpYaHNvGMQzS1RzRgIZCGifomoHIE3RNg7pA1VWy1eJCG9LvIhoZv5egRSF5mvKmd7yDa4/fII5jVFVF0006PYOqqmiahvV6jaqptDpt+oMNlqs5qqTQNDXBOkZqBKpuYjgeaRKiSvKFXoGmYhkGlQRpllE3NbKisLk1RNM0FFlBURV6vf6jcv2jI9HJ8QmTh0e4W0Meni44uHyJ+XzBpStXaPsu7eEe/a7P4vyUV155lQcPj2jqlM22jmbuUtYNI9uA5RlPX7/E6Trhpede5Xw6pbexweb2DgJQJIWNzRbzM5ed7QMenJ+SVxK2KVhGAaquI6kS1/d2efXWLeRaA0PhZLEmOc1QRYGIpkjUCCFQVYPtrV3W8ynj+YK4qJlNxpyZEqIS3DuZUAANgo5jU9cVRZZg6CpRWuC2uliGQpNGyI1A001mkzkH16+TZAmmpqCpMsPtTWzbIl2uyfOG/vYWmq7T0nUkSUKSAKSLmI+i0Bv0CVeri10Yk4S0rDHliwlhwzapyoosi9i/dpk8CImSCE1RMR0b0QhoahqgrmtkWSJYB7iej+do6IpBp+88Ktc/OhKNw5ikEfQVjfPZFBTIkhhZVbj98Jjx8ZgnnnyCfs9ntL2DYnnkdUW2PoQsZb5IyDWJazsbZOGKHnBldwer3UJuctbTY9ZJiaZZaFab7YOr3Lt9l0I1KIVEklY4vofjGCRpxuGDI5q6ISti6spgozciWc3QFRlT11mlFyOeTsumqBRUp8e1rU2CVUi4DrlzMkYWNYpSocgmimhA02lbFqssZ74OMSwX23GQ8oQiy3BcH0lXkXWNYBngd7pkeYlmVoxPz2i1PIq6pKkabNO8UOaQJSRJgqZB1A2Ht24jIXHpsRuMT87pNTXnp2fERUKn1b7Y7C6vkCWFp554DM/3OIpjLP1ivzM5V2kkmTxP0fWLPCOai1RfXblIkUUXSLwOJ2B1x6O/p+N0OnR0ieliQtvuoGo2WXbCzSevk2UhZ8fLiyy9JKPbatO4T6EqKrVyyvj8jDtnc5AlfNdGl0uy+RxFVTi8fx9J0bhy5RpxkuJ22ww6LVaNRFAlZHnEdq+PJsM4ShgM2+xd3mb5258gywpWwQJZkpBUi52Dq+ypgmd+63coq4LpdEpBxZYzpC5qDNVGt3SW6wWyaqFICnKTEAQR86rCMHRaTpv+7ha9bpvzew8ufjRVjmc4dNsdijhm0PY4Oz5hFoQsp2PssU57OKIIVsznMzRzk7IscWyH1WJBmqQslit0U6eh5t5LLxImu6imjq1IGOZFznpTROiGQSMaijwnyXPmsymqpqM4Mr7tUloO6+k5mqah6zqW7SA1ECchWZbjvR7VY1vtPrVXMA8iWpXG5mhEKRTW8RLfNen2Rjy4d4siyfHbDh2zQ5lMkYRJXlT0e302h30c2yYLYlarBaswJc4iuoZOUzREdcxnXrnHwWUZy5A4Ox1TSDJFlXL5sSeRVRlRFXgdg7PJjPH4HCEMVK2mTgsQNatyzXPPv8jb3vEW+qMB4SqmLOKLzXqjBLmpWCcZtjAQeY4kKTR1TV01iLqgkVRyIeiaJmWUsKwuFO0tt01VFHR6Q/avXUWWpAuRh6am127x+PVrfOTX/r9Iho2myZxNzxCf1VR0HYckCi/mweqaMs2YnByj2ApBlqApGnUSss5jeqMRdrdDlpUsF2vOiimNLGP5PrpikCQh4+OH7F26giwqkiDB7/VRFYWiLMmygizLKJIE3vRofP/ISDTYGLBeL2gQSFmOioxpeUiyRRivWC7WPP/8i2RZyd72Nldu3MTv3aAMEzRZcOvFTxMLGdf3mJyP8SwXx/FYLKbcXawpJYVaUtBVnXUwZxqtwdBQJB1Nk7l2+SpxvmaxDMlrgZpmLJcxTZqCbmNZDlURUzcyeVHy8MFDOp7NajqhLAWGYSJpF5sap8U5cRTg2i5lnlNK4iK4KKDt2TQSyJqCgmC4vcNRdouNzW2mZ8esx2dYb3kr7XaPNL1QD1FlBUWSefJNb2GyDHA9h/PTMxbTBds72yBKDh/ex3FsdEejrGpmYYA3HCKrKlEYkmQplmUSLFcocoNQVPJAwjUMEA2WoaOqKucP52hOmygrwHKR65BaVJydnaJrBpKiYDsuosgelesfHYkmZ1P2DnYpyoxsMcOlZDE74+XZGZquo8s+rY1dntjYxG9ZzCdj3LhLy3WZn93B0AwEMqpkICSJk+k5l3aGvOsr3sG94zMUzaRILkShjh/cxXccut0OJ5MFmttG1y1EkzKnQoianb192p026WpFlJekiwmKZeCaNlVZUicpGG0uXbvJ+ckMVRKcPzjiYHeXqizIiwqklFUQktb1RfK7olJUNZ7t4TouRbSmKQvKuiAOFqiqzvDSZfxOlygMyKI1pw8ecO3Nb0VRFbK84NLBAcFqRZxlOJZNGIUIWabT7yLKivl8jqyoCARlllEUJXUjUDSFJMtYhwm+7yKpNYrckGQZkgxlXdHptZEVgSzLKLqOyDOcVhvb81C1i5FfsF4jSRK6aT4q1z/CzMYkZrlY0m13cIbbEC4IJkfUQqbb6qFZMtlLh4h2B90csHulzfJsTJgEuJv7NPIx9WpGmkaMtrYwllPiJOaVF15h1OvieCbjOmcaxZSqCoZF0cCTT9zkpRdvU9Q592/dIRM1pq6yOjvhsacfx7FvkOUFk/9fe2/SLNlx5fn93P3OY0wv3phzJlAggWIX2dXWppK1tNLXlZlWkkwyk6nU6q4Wi2QVCYJAIgHk8IZ4L8Y7T+5Xi4D0BZgLmDX+29iE2Tn3Xvdz/sPdO7776h35MOBaLuvNng+rDS+fXSDGnkPdgJD8y19e47iScdB0Q0+tB+q2x/NdQsvCthVB4DELXQZ/Sjqf8++e/Ac+fP36GAScl+TrDbpt+eGbr3GCENeL8MOIvu8Qo2F/f8vduw98h0HZNsuTBYuLK4IkptMD9SGj7TtmswnGjD/SXBXGGJJpSlu3KMAJPVzfwws8yqqm1SPBJKWuOwLPZ7QVeZ5TV83xNlfX6PHo+23rn+DBehInZIeCth5wXJvFyYznv0rJ1nuqvCGeNHT9gT/8l//M3ynB9OwUI0ekZWM5IV66oGtrBBaHLGM2m7H+8J73H2745ttvCaTF+bMnROmMv3vyjHy9QYUO0raIT05wHZvdZs+hqHj0eImuOn7482sCzydOUoYSdDsQO4pGDwx9jS0DhnZA9AN939NrgZaCrtcgFHlVHsOGLQtPSUY9wCDp6pIyc3jxxecsnr7C8126Q0ed14TLGV99+a9EfoTyHD5cf+Ds5i1CCfb3d3x1fUtVNlhSc/b4Ea4bUOV7PvzwA1cvXpEmM67OLhktyeGwp+8ahr5lNp0x6BY1ght4xNMJeV0jbQvLsrGsHtu2EcNIpwwIQacNbV1SlzVBGIAQTGdzbMdh+3D/sUr/Ea/4d7d0/cCIIowTLMdme39LksQsL88IIpvZ5SX7XYflKr756k+czE9hFKzvPuAoQT8q2qbh7vaWhxvN01fPmZ0/46t//X/Y3W5YGInsNX1dc3pxSTKNyDdrHj1/zH63oe16qq7k629+IPAtcEDbki9/93uG7sh3dh3Boaqoup4ohLvNhnxfMBqNF/pYQqOEoBcG27HpmvqonghCmq4GqTg5OyXb7Fjdb1g8avn2X/7Cfn2L50acXJwTTScEfsi7b/7M40dPuPnmLzSHnNFRWK5FZIVEsxnJ8oSx7VmvPrA4vcD3vaNKREksx6VtG0YBnutiK4FAsr5fM5/FjKMmjVPqtmGsO0YlyKuKJEqx/QAxwmgMw6ARSmG5HsNgsB0XSyoWy4uPVfqPGFUVuOzut9R5Q5Fn2Iw8eXqBHXgEjs/QFnBo+eKTX9K3Lbu7e0Q70A8ddA1+EHK7OXKPtBlp24b9as0//Pf/A89ePeP/+l//Zw6HnGU0IctybtY7fNmT+B7Cn6DGnqZvjmeVpmWxmFBUHdV6Qz9oLEugdM9QjdB1hF6A7nswhkG3x6uwZTMaiAIbJSTCi9iVOUOrCTwLaRTDoNG2jR1G4Cjev37D/OyM5nCPFTgU2x1t3RIuPRzH59nnf8ubf/ktWXlgqmZ4js93b74hv18TOS6nF5dI9QmWc3xjSgReEDIYjdGSsa3wLYWQFl3T8OjpE8zYMQpJudtSdQ2dE6EUeJ5H2/UMukZxfBgsx8H8GKQjBD+OBTT9TzGq6nw+wULTzRVeHNG0HXmR82S5BATr6x2zy8ckZ3P+0z/+I9ZgGB52aF+ipKE+bDibL8iakuXshL5tORy2vP7zb8Hx+PW//2/5v/+P/53V/Xvmszk2kt3tCiudcGjXXF6dEUYBwnI4FBnCCogDh9vbFUo3DEbSGyiamrqtScMAMUqaxuB6EViSrmuxjMYdLRzfI2s68l2OoywOGBLXxZGGLi+JpzP6zjB5esr04orp2Tnf//lLDtkB11HMn1zhpzFf/+GfWL9/j58ktEXBv/3v/gP+yYz19Yqm7TgcDkxnC4weqeua6eyY/dG1DYv5lDKTuI5DVuToUWCMxPMSjCWp8xblRARhQFk2DINAWCOOIynzPVnV8+jqgirfUhQHpHQ47A/HUOKfoj/RLy9mNMuIAof7YmCbHWmmUipsz+bt9Q0nkyXRPmMynZBt93z17gNVnvPq5SOsUeNYI1NvgtVW3FzfcbPesVvfYPTIICecXp7RDy2z2Yy71Zb7TcEhr/n8b3+B49n84u/+jjdv35GYC9ZZRigMyvYIw5C8OvCwzlBKMk1TdKdxlCBZLJFS8HB/R9m2eNKh6sFzfYrdA23Xg2WwpaQRLb6t6A97KksSxnNe//6fyTdbzp+9hHHk4vlLdh/e8fo//Z/obuDFq8+QwmZ6eoIlbWwvJLVddCs4vTrD6IFBD/h+RJIk1GXJZDrDtm2qokdIByyPdOEztC1VccAaQ5CC0Rx/74cWaY04vnUcZbQ1eJJYaT68fYtyPGaTlGy3p0cQxC5d+RO02/unbz6QTue4qqKvOpbxBD+A/d0Kf+IRWwNXT8756o9/InBcXrx8wdXjU66//Q47sLl7yLgreiYJBI7Em3qIvWC9rQgcl+TE55PPf0Vbl3RVw6i3TBYzdFMglE0aehTt0TtRCJuHm/d0jkNPB2WPrzyuLmIsDE1ZU4iBVvcs44iubUijCNf1YIS8roh6TV5UDIwoCW7o0rUNalS0esQbBa8++5w63/Nwf83dzTV/85tf49KTZzsunr2gr0rur295+atfYckRM1rYbog7lHz55i9YnoUlBJZ7jI7SOqTrat5+/4bAj5Cj4ezijHHUfHj/DtP1KNdnn2W4QYjneNgShDh6ZXZdQ1MXOI7HJJ5S1SXGGLQeoR9QhwecdI7n+x/VDP2jNVGL4mZT4MUhh9WOWVpzNn1GYXq6/ZrQDVBCk8znIEbu7m9RSh0z5K8eM1tWbPcrhgGSNCGJBW3ZcP/g/LiXCsjXG7Kq5cPrb2E0LM+WjHrB/GTJ9998ye39AT9Jj+nQo4WyXBxHE0zj43xkNAxInCjhMvEpd2vyzRqhDW2e0ZsROwjojOGPr7+hKluwJL6TUJYVUox48Yx0eY5V10SBi2Ol6KHn/u49ru3SaIE3OaEaoM4rvDBASclkuWS/XvP++/dcXMw5fXyJUIKh78GAGRq2d+9pB03b99RtwzRJwWh2q2tMd3TU9zyPajRYguN/igICN0DA0UZGKALP57Db0HTHhMXA88gPW5TjEXoBZV6w3+8/Vuk/oo+163E69dnlLdoeqNuB1UNGEnsY4fLJ53/Pw/0NtvBo25IqK2majpPljG+//Qs27tHev62x0wW7Q8nJ5WMYfuDQ+3iTCd+9+ZqT83OMJyjWOUESIITgcHjgUJRYvkucBBTFgTCyWEwi2sDBX8xBCg4PK5phwHMDMAIjFHVTodseP4pxtKQZehzbYbIIGcyGsqpwLAsv8Bl1j1AOk8kcf2KIJ1P2q2vy/ZbHj58RTia4novrhfRtTnFvOH/1Cb4fojVMZhPafoMfByzOLhgElH2Po1wOd2vubm5Izy9xbEV32BE4FqOYg+Xj+Ba2p3Ath7btUNZRKm2MRghBlmVUdc3p4pTdZkOe78jqlihKMV2OtG2C+TMYjzr8s/gnSErzXEWRN5ydnbOYzzCjpGkqdH7g7PIKb5byw4cfQAmE0pi+oc0OtIHLLLUJ0zPaYUCMgsBPGTYVd+/vObl6hj8M2LYknC6wMCzmKelkQWzb1FXJs08/Y73dkfgJ+aGkrCoCKSi2W4TlELgui9kEz/Rcr1dUZYnE0BblcU3j+jRdT990CEuRRjG/+PyXvLu5459++zuEOIbP2YwEQtBt10wuL/ju6y85rNcUh4wknTCZxGR3D0TTGTJJ6KSDIxQ//PFfObs8ZzqdMZskGN0DI7oHL4gZBs23b15z/uwJVbFntd3y6OVTHlYrBIqsbFgspxitGYVAuTbKsQlQOJ7DMBpAcnJ6Sl5kgDmOCSyF5wc4tkKMBssCPYDRA0n4E7Tb810XXbc061uqtkEKiZNMGE1HV9U063vaukcJ65hvmi6w3QDPHcl3a+4fSmw/4nw2R0qQtuHh5sNxbuMfpS+OJfnil5+SlTWvP2zI9zvKfYalXNYPOZaqkcYQOSFpMkG7ErRBjYqqOS43Q+XS6RL0gGcpuq6jHwc0Aj+NqMuSqqm5vr5hfXfLfJIgpSKOPPq2Jt/tOH/6nHSSMJ2fYExLWdVYnsPt6284f/SY3W5NU7VUecbq4YHisEe+eI7lByRRhOu6GC0xWcGgNa7v8/STTxiaGteWaM8jiBIsy8VIgefZCCHouh6lbJIoRvctPeao+LAclDUghTjOgSwLXZY0Q06gAAxSQLHfMUoLabl0P5qBfgx8tCYajMCIAcdVxMmS+0OHbdl0dY07jfnq9ddUdcf0ZEGbdfRZSTCN2VY1YxfiT2Z0Tcnth7e4uwNXjxZEccTD+++ZPHqKG9ScnF3xsK+RtsPV1SXFIoXHjxFK8eKTp7hSMZ/P2K3XvP3uLUL7WJ7NenVHnRXsN2sMCpC0ZiSKUgJGiqah1yNx6KL74ShRzgtcx8VresqqYjqLCQKP6lASTacIZaMcj8X5GettRnpyiuU7VIPm+sNb7q6v8ZWPkgPKsbn/4S00DT/kJZ/+5tfY6v9boYQ4lqTc3LL+cM3k8WOefHJJ1xviOGAUGmUdtfVFUbHf7Li6OGcym9EOLX2vGfrhRzK+YDad01Q5N4cdjh+w3++IkwQ7jLBRWO6x7ObjZQN9xN1ZdkDKkSSZoA0UZY5tadpOUnY9WdkTRil+EJNOp5R6QCjFyekZti1xHQ/dN4i+pWw1vRhZXJ1ypyxG20MYKA4FXdfTtBph2TiOxfnZKYMesYMJjuvSWA4iSnGTo4JCyJGma6mHnunJKRqwLJvJbMrD/T1lXpBEyY+mVR2hEzCMFY6lsUaLzTBgOQ5JOsWSgAHdttSOQ9nUWG5AGEbH9KTZAi/wefTqMz79xRes7m74y+9/xyyK0FJw87DiZLbgw5df4nge06sr9ruMqqwQtkO8XOL7AX4YEYxgjKbtOxzbYTSaJEkQjPS6ByHxvAAhexxPEkYRQgpWN7cgBZblUtYdYRwxDAP39w80TcdyOSX0HYz4CTaRshwE8P76Hsf1SYKEuljjpQnbQ0YQxNjCMPYdcmiZJj74KbEfkk5iPNtmGHsYWsqywQo9tpsS1b5Hly7vdjtOpoZwkWK0QEiDrju6tGabl9huhHJsbCFR4YSLp8/pij3jMGB5IdPekE5nHMqcvtOkkylV1+EnIVVeMnEiNg9rGFtefvqC3/y7v+cf/7f/yLooUaPg4WbFMHQskoTtasUyivHCCN+WREnCbLFkuz2wcHzCIMIyA4HrHS2A4wlBuqCtCzzX4/r7bzl9dEWe7TFdw+b6HZPTK05fnDD2LU1ZEMYxuzyjbQeWp8c8jiD0cF33eBPzffq2wXZcpO2yv7/D8z300HHz7RtgxJ+kqNkUzcgw9CxO5mjdsbr+gB//BElptmPjODZNseXm7QOfvXyBJSWvPv8Fm4cb/JMEMbRIS5A+uuT6h7dYXU+renb7PWEQoocO21I0jeZhvUKPknAy4+LVp7x//RrXUcex/TjSHra0ZcGrz56yffuBKI5RUhEELvtdgZISN5iQ5Tl+4PFwe0sST5hOZhTbB3Se8fjJs2O689Dy9uuvCVyLJoKHzZo//NM/s7q9oasrsqZmNp2gMRjbZrteEaYTePEcL53xxT/8A80+o2s6qryAtuLNV3/isNviBAGT+Zyz81O6fkoSRwSThChKGcaOEpvJ8pz9+oEn05Smb2maHCmPV3bdDwwa0vmCrm4YjWEcBVWWUzUFQiri2dkxJ61s2d5/oOoKurrBTkMcYSMVRL6hyXZoKSmbCun8BKkgSRxjEDheyK8+O2MUPdH0DJeBw27N+maLH3iU3ch8sWR6/oT13T1SQt11rO7XYDR66JDAgI0aDcV+Q3e45ZOnS0rl4ng+tTacnSY4SA67LYFnYUkos5yurAlDn8bUpCdTtBRsN1um8ZTAdUmSlNBzeP/d95TXJWPXEU4Sxm5gdn6KSgPuX7/h/Q/XKMtlMplQb0akgNl8wfLqMX4cMpkv2d/eoeuWF598Rmm27Ha3HHZ3DPs9GsGLX/0bAi9gsVwy6p62LGikQFoSbQyBF5ENNZ6fMFkeVx0nZxc8PFgURYHnAm1Lu9+zKgsm8xOaqqTebinqjuTsjMXiBFMXBGag6jS2G/Ho1Qm27yLMSJ7vkNLG9z3i6Zy2a+i6gab7CYoXx/74nfaDCMu1sEaDF8YcHh4o8oy8H+naAcePqbqWs+iUftZjex5FkSGV9eM5ShF6Nt2o6DrD6eUZn3/ynLJtWX+/RjkRRmvKfUVlSR7ufkD2GiwX03Uo5RCfTEjikCorcG0bN/S5uf2e+9v3xGHM/PKSvu8o9xWPP3lBtt2wWC4o1ht0VtFjU/clrrQJPJfYdRiaju1mh6Vs0jqh22z59Itf4/oBw6hp257Tswv8eEK+26OkIIoiLMfGjWOGtiYwIY7j0A8DZdPQDT1uaOG6PvJgKKoav2kYjUAIi2QyZ1/W7G/fEp8/ZgQs28VLpyRnHmE6RYzQNQUdBqME/nQGxhAFCRjDplnTdS2+fxxjKGkxSaeY8Se4gK37DilhNAM3N2s83+PJXHG72fOw2uAlF8yWc3zXw4yasixYnkzRoyGNl7wfB8aupN/ntKPPer8m9H3+/u8/Q7k2QhuqviG/u0comKUTDmVG2XYESlCXG7arNa4b46Q+befgezZiHBCDoa0LxAh+koA2OF6ASQXj0OO5ktHyWD5/gR+G/PDdG7q6w/ZsdmXDoW45X05/FEbeM5oOR3l8981XRHfX1FVOqAS7mxV9lNN0HfvNlovHj3n26SfYUhImKZV1DPRVQiAZ2Nw+YHsuYzRSNwOWbbNd3xMFEZ4/xegBb5KCJenblvX1NaHvMzk7xzQF/e4Gg4UMUqQT4QtxjI5YbxAj9IPGdQNUaMEIRmuktLEci+4jRi9+tCbSRqKkxOgaPzhGXO43O4RUjCrGmAFlechRomx5FOwpm6Fp2B/2JE7Iwcoohz1OM2BrSRyHbDYVRXekk263GULkpEHA89/8e7775htM1DFUFcHshKYziL6hKUrMYDCpQdqKQ5ZTVx1RYAMteozwgph0NqUrKjQGtMH2bbZ3DzhGsFguCRKfh69e0/cd2hh0VR5joSyb2fklfduSbe6p81Ou33+grGrkOJBeXPHo5ROEtDjstzx79owszzgccvwgoN1vqMsML0zJ8gNtXSEtB0s6CARJ6FG3PdnheMCWUxvXdVg/PLDfb1k+fkyVV5RVhgonWKZiaErCSUrb1IzjSF7kaG3wHZfRtlBCUpUlw2CYncTkZf6xSv8Rb2e2hR4Gzk+XtHXG6fKM/eaeuumZTycIx2Go9uTtgAx8Dl1HnRU0uuPu9g7XsRFaM0siRsfj0Gi++fo7Vutj/tl0NsH3XZqmxlIKpRTGkmArjHK5OL2kKwd0m7FZ3RFMJ6xWH5ilEzw/Yn6+pD7kbHYFKms4SWdE0wmr+zV+GrF/uKXc5wxtzWF3wA4ClBoJHRvXsQhsG3txQpUfcJUkSadsrt8TphPGcaQcWuKTOabMOb96zNWT5zRNiR8GFG3Lfp+jlKTIDggl8eZzRi0QnUVvDKZumYUJ84tL0B11UaB+nCNJacg2W2ypsOIJRV7iOCHdqJBuRNOU3L7+miBJOHv1KX4YYgzURYZmxJVH5SziGDBcHw5HA4uPhI+nO1MDm80eZxz4/OVj4uWC00nAhw/veXy24GF1z+3dDbbr0Wx3aDdFHzJsJUFKuqbk85cv6cuWk1df4MQR/8v/9D9i6ZbLy0fsdlvmswWr1R2un/D2z18RBg41I6MtqbIMyxkZDh3pLCQIJWlyStV0iF4f46nGBrKe+ekpRZURizlVU3P7/j04NsoPSdIUU1UYpSiymrPzK+4etiwuLzlsdsSXV2g9oiyBn8Q0GHSrefn555RFhTudcf7iBW3V0/U9LuBHISdKoQw8rO4xYmBoWywvZHF6ymp1zwhM5xMsW1F1htl8zmG3p207wsChM4Y4CsH2UIxYjo8dRQgzHmdIl6dIJBoQ44hkxLZcwiRAjAaEhRAKKSXdMCDVT9DHOt/tqcuCu+ZAYsFy6NDbHWEYYgmf88U5rp/y4fY9vR7pqo5wMWMceuJ0Ql43vHvIiYMIvdmy/fLPPH35Ct+TZIecutXsij1KCDxr5M1f/kS4PMNzLNzQQ1kK33Fo/JAwnSAtQ9sM+FGK5bgkaUD7KObtH75F2RZVVvDw/oam7ejLAseERKNFvdrjSclgS/aHDNuxWKYpu80e23eYJlO6qqQpapLpnP3tNXlZIS1FEMUwjhT7jCiMmJ09Zmga6Hp26zWW5SBdB9N1jFqj+56sqoi8gK4b2D7cEcYxVdXguhaO7VCWFQ8PK9w4oslLjN0CI7PFKTSGfbYliiZMz57gCNBCoSzY7TZUTUuYBHSdJssPOI6HQCKVjef4H6v0H/FN5AY40Uh32DCOii+/fsPNu7c4jo0rXTzHRgchVT3gJXMCy2J3ON5i0ukUz3Noy4qqrzDNge/fvyZfrfnii1+igoS7m1ss12Z5ugDP4uzTV/SDQeiO2Lepmp6hBz+d/Jij4eF5EqVshGUxDB1dUWNJheOF1N1A3jTEQcDMn2NpTdtqDsrm0NTIdU3dtjSd5pAVzKRF6LnsVne0RUG1zzl/+QrHDTCm5+b998hR8uRvPuP2/XsePXuBOhRI3TGOYPshfVMxm0zJi+N/0P3AD3/+E2fPXnC4veO6ylk+esaTF89QQrHLjp7bKFgsTtjc3iI4xmYVxZFxmcQT+l6jMGRZwSAFnnNUhqTTKY7tIcyIkBZFVuHMPLphwPopejY6QcA8jOhdl5NH51x/VeAtL5gnKWWnaUdYziZwOKCEJAxDbNs+mjQoG992kZZPfdgfPX6UpDYD//LVn/EcnyjycEKPoe4JFgmqHzB9gxA2QkoW8wgh5FG35adobbCkwIwdbdcyCsE4SoYRqvboqDpbXlDXNaPl0VkjdZbT7los5VDmJY3W9JsdLSNNVVBs18fYJ8eh0zmz9QPxYknbVjz59BfcvfmOh5trktmC2w/XJHFMmoT4bsDQtdSHA7kBLQRVVdAdMjbv72iLhqbJePbFr/DCgKEHrQyWJRjbBoGhLjPmywVlWbLPM2wPet3RbHJGAWMYgWejRtAc/SWHrj+yJoQhCr2jAagecH2f3vwEr/hqlBT7DF8Y8nLPMGgiz2UYNE+efsrsZMK7b/7IJA6oq5ayyHG942eoryriNGYWRrzLN6xvrgmVx8Wjp1i2Qimg7wmCCFfY/Orf/je8u/mB3/7H/0IST7i/eeD8JGY6DambmGaALjuQbx9YnJ9hLOtI/NI9QlmMGNarD/hxTFUVpElIkee8v71leX5G13ZsHrZM0pgfslsaY0gGn7pu8GOPrm2IIsVQV7RtxdPPfs3Tl58SxQlBHDMKRRQEBGF01P9LRTQPyZUi2+8Y+obdzQondLAnPu4iZTk5yqH84Pj5GUzP2Fds7w/YgcfYtbiehxfHqKrCHiWWkhTZCktKbDcAJVAIbMfBdyTbhw377ZY4jBn7Ct8/PnCH3Q7f/wlSQZomR4mBwJf0xYERg235WLbDZn1N22XMFnMebldo3TLogQAbYQyd7litVri+x/MnT7lf3bH/kVBeFTWPJil67NnsCmSk+PNXX/L1l7/n/nbF0HVEkc3dwwOXkccoevZFxzi0OEmEdAOaqqIpKgwjk5NTHD9kcfmYZDpHSImlBKqxQEj6Afr+6Omz22wAQV4WTH0PZUvyQ8n8/AzbdTmYltSxePv7PxCNgiCJWF/fcvX8KX1XUaOxLJssy5hNZ4xiJCtb2r6iajtOXz5ndvGIsq6R4qhr261WKGEzP51RDgY8Qaw0TZlRlSG+H2NLyWF1jW1bTE6X2EGAVA7CshkHQ982KNvBiyZ0XcdhPDAYDUOP40CUhGSHnyDHWtmKIivIlI0ZR04XM5p+QAgN2qA7RYNECNAM2JakKPaYYUT5EQMaNRiu316TTGfY0sVxfTbWAw/5AcvxwPLYb9Y0VYXrKC7Pl9iehxV4VAfF+/c7BiPoDwW+gtOrc1arO6qyZbd+wPEc5sslg/ax3IAqy3GkzYc339C0LfQ1bVmiLEEyibm9LsjbGt9SJJOU55++4u7mlmaf0Y89iROzvbuhNfDu3Q+cXpzTVA3TdMpoSbTWOJZFWVbcrx4YTUvgewSBgysd2loTpwkn8RTddAih+fLbN7RG0g4tZxeXWH5Iti8p255UKYpsh3IVKg4Ip3OSZML+YY2jemzLRtg2dV1ju1OS2Zy2KumHFteL6eoWZQsQEEU/wYO1shyiNDgacgtDZDtIedwRCSmgr/HjCTL1EUJTNR3YLsVuhz2CLiqGKCEIfbToebh7h9ES1/F5/vQV97s1+2KD7GoqBZ6VEMwjJrMpm5st3dAzmAEzjrR9w6Mnn3H5ySdU3e+pq1vKbIdufYZ0RjgqtNHUdOiqpu1ayrLGkhJhCfw4xow9ynUpVveEnkvoeZwsz7Atj7/sfkviTxBixAtCZumExdkJ+9U9Anj956+otisml48JophDVuG7LnVdI62BOE5ZPJoylBVmlCgU768/4CBp8x3loLmjJ5lOaTuNciWX80f4jsOhbFmcnFD7EcIIil1Gsd+hm5IiK0lPz3HCCK172qrAaEPfd7SHA1le4ns+YRLRVPXHKv3Ha6Jit8cPXKaTY2JhawyHLCPwfMwIUhiKrCCKIjI10HNUKTjpBCENRkk8x0JJSRL4jFcX/Ovv/sSoR3AUetREvkNRgNACN/DxHYvdzQrX8fACHyUMg7QxVc5+syJ6iGnLjL7LmV6cMvZH2faIYXv3gXR2QrbfglT0XYetFH1RUlRHle75yQl3mw2e57Mvctq8IpmlzE7meLZLenLKs09/iRg6Vh+ukdpQ6ZYT+YzV3S3eySmRt2DIStq+IYpjNJKyKLFth64qKDZ7clty8+4Nbd3gScPi7BGBb+NYEtv1UY6gzHOaZsRzPbL1PcMAZdviOhb10GMFAYvZCcMIlu0R+DHFaCiyDNuycSxFbNv0dcM4GtqfoitIGDugFdkmp2wr2qHndH5OOzSM40jTa4pDRtMf30JB4FMecmazJbvNCtvz8VwHg6KoOoqiZ35yhfQcWsmPDeDiJDOqqiaMQlZff0Vfd0RXl3RZiR1OGfoC5HEKfP3+HZYQxGlEaLlHKzvPxnVgsZgjbAchYdRwspjRtBVl1qCVoTMSXRXMwpBGSJbn5wRJQpUf8KyQpqxYPo0R0qLNtmTrO7ACTi/PSZKEy09fsbte8ezl3+A9i6n2GzD6KEv60eluFCPX77/n0fOnPHv6lFooqEuCdI5t2zRaM489urbCUzaj1Ixa0AuJE7ksZillnnN2dYVBIo1goMf0GjN0uLZDGIaIcTwGAjqaQ1XhjRLrpxhp3lYNTScZdEeUpMxmCVoPlMVx3iKMQFgS01fUdUeaKqqixBI+89NL8vUtcRDQInl7/YHiYctoRqLZglkypa0KHtYHnj+7xHYkNx/uaK0AkYa0ZY3E4uJ0xt1tyUF3bO8PnF89AlthdZK87wkcHzkYjDH4k5RuGEkXM9r995xcPaHrajbuAVc5HPI9g23Tth29Ad8KeP2H31H8qHtrm47TqydIpfBmC/S711w8e8TYD7x98w2PXn2KHO8RAgKlUFHEYbdj7Gt8+6hSiRenPB46vCBiNj9ln2VU2ZogiogmM/I8o22OuWtVtuPs2TPKMmcwoBwL27awlaIpa6rigO24+PGEUbf/vze3khbZIWMxmyGEy9Wjp+xXtwzNx9udfTSO5CQ9QTPiOx79AHGQUrca5XjYtk1nBpqm5WGXoUfBPstRjkMveywJZ1dntG2J0gOffPqS+emM08tTLM+m7wc8z2JxOsELPG6+/Z7N27eMWqOkTdsLTh9dUdUV0+WS2cmS5dkpy+UpLz77BVLayKZnvd3QyPEoF+oGHEtx2GzYH7ZI10F3Gq1HDmXB9OwcL4nwA5fAt9ms77jfrRmNputbjLLY3t/jCMGoG558+jmffvEbXv6bXzFbzBmN4OzpYxhhf3/Pfr/DC0OieIptW3Rdi2e7zE8vcXyPpilxlGAYrWNc+4833P1hx1CVpLOI+n5DYNksZhP6sjq6lXg+Q9/jeBGjgb6tQWu6skBKQd92NG1HUxygr8jznGA6x0lOPlbpPyKfSDjUVc6ARLoe661NWXf4jo3vemitqeoWrQ1ZVXIyn+FYFqM65pha2EgvIk5nVE2NxsMMhvl8RnHYouKUULT86T//FsuyiWYzThYLGq25X+/Z7+5JogAlLHRvCH2f5598ysXVFaEf8u2br/H3BZblUTUN1WGHZUuEsEgvH+NFEXfvb5jOF/R9T57lTOYnhNst93cPxHF0fLNuMqQFXhQwv7pCK2i6hmpfMrYl09MTurLGthS79T3bhz3z0yWRE1EXJZ7jM2BwHQfdttiej+v7HPY7urrBiBHXswijkLbp6ayGZjQEtk9ZZIyjB/1AVZTkeUaYTEAqyrJiPpsiJWxXK8wu48nL5yRhgAG6viWyHYahoW5qEOZjlf7jvYn2+R7bc9ECejPS9iNVV9L2FVlRUFUlbZYRBh7TOCR2XIIoJPADRgkPuz1V3fBw/wHdt2hhqJuGKivQIzy5esLy7Bzlu3RKEi/PsIQDnUHZkqGrOTtJeLxMCWy4eXdNeajIs5Lrd3eU9xkmrxmbGuUctfF+OiXwIk4mM7pDTpgk+GFA37Z0RYmjHE7mx7nSoW7RQjFaFiAIJgmO41Cu7mn2NeNoOOz2jL0gnZ/i2jaHLCeMI9IkwnVcBq3Z7fco5VLXHdcf3rG6v6PvB5AWlhvgOx6pE9LlBYfdDoRFenJG4Me4k5QkndLWJU3dMPQaISVSHo3PRzXi+C7JbIIT+BRFRpnnWMrC8kK6pqetSkYEqJ9g8mJvNL6fMlo9j375G9L5jDdf/QvV7Qdi18IPQxplk2U5DZq+75iLBelkQtPUhEEARmNJwcN6jetZ9NVAlu9IJxHfffUnVBwRzafYRhBIB08qMlngez51nbPbbMn1jmy3pqtL9rsteblHmw4n9mhNi60EyrawpKHMd2S3axaX52wOe9qqxdQdUhrS8xO8acSz0GG9fqAoSsaqQpueJJ1y/uQpaRpx/f231HXD2eOn2K5HXeyQlgvK5urqMSDJiwIpFX3d4HgeZbbFCzyCPsbyPKR0GE1LMp1w8/6aMfWRlsE3mmEwYDRIyTgY6rygqRq8IGEynWDGDjcKCceYOIkZ+p5y2OHYAi9KMG1P3XXEk5Qmz8izHKyeNJ18rNJ/vCa6SEI+bDL6dqBvBsqsQVk+MgyRUjKPfLZlwer+Ht8LiJIUy/UwQtAPHaZpsJVNtDwnq0ocy8aeTug6Q73bIHyXpjhOkvO2odYFf/vqJZUzIPKGdD7lUGbsbu/pWoOnJO/+8q+UbX0UDAY+z588Y7qYs95uWT2sOJQ1o+3hJ1N016KcCtf1mAQBXWd4+viK737/z+iiJF0u6R1FU1aE0xQ/jun6gXK/wQ4S2r5je3+LZ1skMw8/SrCsCTfX79ElKAlGaAbd49o+QzuQphM0I2WVk6YRWbnHizz6riYOJ9gjDHoknU3pm5ZxGDA4jKP5MUvkgLIs4tSnqRre/rAjTRM832MAht6AVARRhO46lO0wP78gz0vsj0iP/Wifs65rGMfjzufmh9d898c/oPMdURiiPI96AIzi9PKKySxhNk2YzyYsfpyqjpag6ip03xDHMZdPn9D2HU3bEiRzLp+9AK0ZBxC9wLcURndgNFEYE7shUZjgphNGz0MryeRkhpBQDA1905DvD7R1w9A2pJMpEokZDXnTYNmS7eqa1bdvyNY7PNeieLjnu7dv6YWgqSroBtww4uT0gjSJSaZzgukSoWwc28ILQzbbPduHDaMAPUrUYNit76n7jicvXnJ6fs5kOqEbChzbwvQDoeehu47ICwgdB891EEri+v5R268s+qai7yr6pqIpa8qywpiBoeuoDwe6tsH1j9RjpAINXd0hUIwGmrJE/rj1n6QJoxIfq/SI8WN6jPyM/yrx8WSQP+O/WvzcRD/jr8bPTfQz/mr83EQ/46/Gz030M/5q/NxEP+Ovxs9N9DP+avzcRD/jr8bPTfQz/mr8vyI09GuzMqc2AAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
],
"source": [
"visualize_model(model_ft)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "vJTTbA44zhFi"
},
"source": [
"## ConvNet as fixed feature extractor\n",
"\n",
"Here, we need to freeze all the network except the final layer. We need\n",
"to set ``requires_grad = False`` to freeze the parameters so that the\n",
"gradients are not computed in ``backward()``.\n",
"\n",
"You can read more about this in the documentation\n",
"[here](https://pytorch.org/docs/notes/autograd.html#excluding-subgraphs-from-backward)_.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"id": "EJnsmCCozhFi"
},
"outputs": [],
"source": [
"model_conv = torchvision.models.resnet50(weights='IMAGENET1K_V1')\n",
"for param in model_conv.parameters():\n",
" param.requires_grad = False\n",
"\n",
"# Parameters of newly constructed modules have requires_grad=True by default\n",
"num_ftrs = model_conv.fc.in_features\n",
"model_conv.fc = nn.Linear(num_ftrs, 2)\n",
"\n",
"model_conv = model_conv.to(device)\n",
"\n",
"criterion = nn.CrossEntropyLoss()\n",
"\n",
"# Observe that only parameters of final layer are being optimized as\n",
"# opposed to before.\n",
"optimizer_conv = optim.SGD(model_conv.fc.parameters(), lr=0.001, momentum=0.9)\n",
"\n",
"# Decay LR by a factor of 0.1 every 7 epochs\n",
"exp_lr_scheduler = lr_scheduler.StepLR(optimizer_conv, step_size=7, gamma=0.1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dUP9Jp1EzhFi"
},
"source": [
"### Train and evaluate\n",
"\n",
"On CPU this will take about half the time compared to previous scenario.\n",
"This is expected as gradients don't need to be computed for most of the\n",
"network. However, forward does need to be computed.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "E3W00L61zhFi",
"outputId": "23d96290-4dbb-4380-d7d5-ff1bc038f4f3"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 0/9\n",
"----------\n",
"train Loss: 0.5739 Acc: 0.6721\n",
"val Loss: 0.2645 Acc: 0.9085\n",
"\n",
"Epoch 1/9\n",
"----------\n",
"train Loss: 0.5660 Acc: 0.7295\n",
"val Loss: 0.2667 Acc: 0.8954\n",
"\n",
"Epoch 2/9\n",
"----------\n",
"train Loss: 0.4127 Acc: 0.8156\n",
"val Loss: 0.1708 Acc: 0.9281\n",
"\n",
"Epoch 3/9\n",
"----------\n",
"train Loss: 0.5043 Acc: 0.8074\n",
"val Loss: 0.1558 Acc: 0.9412\n",
"\n",
"Epoch 4/9\n",
"----------\n",
"train Loss: 0.3715 Acc: 0.8525\n",
"val Loss: 0.1164 Acc: 0.9608\n",
"\n",
"Epoch 5/9\n",
"----------\n",
"train Loss: 0.4881 Acc: 0.7787\n",
"val Loss: 0.1386 Acc: 0.9477\n",
"\n",
"Epoch 6/9\n",
"----------\n",
"train Loss: 0.5025 Acc: 0.7828\n",
"val Loss: 0.1909 Acc: 0.9020\n",
"\n",
"Epoch 7/9\n",
"----------\n",
"train Loss: 0.3017 Acc: 0.8770\n",
"val Loss: 0.1696 Acc: 0.9216\n",
"\n",
"Epoch 8/9\n",
"----------\n",
"train Loss: 0.2517 Acc: 0.8893\n",
"val Loss: 0.1386 Acc: 0.9542\n",
"\n",
"Epoch 9/9\n",
"----------\n",
"train Loss: 0.2746 Acc: 0.8770\n",
"val Loss: 0.1735 Acc: 0.9346\n",
"\n",
"Training complete in 0m 20s\n",
"Best val Acc: 0.960784\n"
]
}
],
"source": [
"model_conv = train_model(model_conv, criterion, optimizer_conv,\n",
" exp_lr_scheduler, num_epochs=10)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 923
},
"id": "xI_eFV3rzhFj",
"outputId": "db3075cf-ff74-4d1c-d8e8-8b2e140a56ae"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"visualize_model(model_conv)\n",
"\n",
"plt.ioff()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "oGyX6XpFzhFj"
},
"source": [
"## Inference on custom images\n",
"\n",
"Use the trained model to make predictions on custom images and visualize\n",
"the predicted class labels along with the images.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"id": "PSVIq1DLzhFj"
},
"outputs": [],
"source": [
"def visualize_model_predictions(model,img_path):\n",
" was_training = model.training\n",
" model.eval()\n",
"\n",
" img = Image.open(img_path)\n",
" img = data_transforms['val'](img)\n",
" img = img.unsqueeze(0)\n",
" img = img.to(device)\n",
"\n",
" with torch.no_grad():\n",
" outputs = model(img)\n",
" _, preds = torch.max(outputs, 1)\n",
"\n",
" ax = plt.subplot(2,2,1)\n",
" ax.axis('off')\n",
" ax.set_title(f'Predicted: {class_names[preds[0]]}')\n",
" imshow(img.cpu().data[0])\n",
"\n",
" model.train(mode=was_training)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 227
},
"id": "5vggKlbTzhFj",
"outputId": "938b2b26-ca6d-4964-dfc4-d251ac538247"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"visualize_model_predictions(\n",
" model_conv,\n",
" img_path='/content/drive/MyDrive/Colab Notebooks/data/hymenoptera_data/val/bees/72100438_73de9f17af.jpg'\n",
")\n",
"\n",
"plt.ioff()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "HtpVRKGBzhFj"
},
"source": [
"## Further Learning\n",
"\n",
"If you would like to learn more about the applications of transfer learning,\n",
"checkout our [Quantized Transfer Learning for Computer Vision Tutorial](https://pytorch.org/tutorials/intermediate/quantized_transfer_learning_tutorial.html).\n",
"\n",
"\n",
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
},
"colab": {
"provenance": [],
"machine_shape": "hm",
"gpuType": "V100"
},
"accelerator": "GPU"
},
"nbformat": 4,
"nbformat_minor": 0
}