diff --git a/TD2 Deep Learning.ipynb b/TD2 Deep Learning.ipynb index 0ad4f6e9d0fa5f49b5a24cd9da43aaa620833093..cf9b9c85d45551adce0a24311f1eec30cae20337 100644 --- a/TD2 Deep Learning.ipynb +++ b/TD2 Deep Learning.ipynb @@ -85,6 +85,16 @@ "%pip install torch torchvision" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "b22dbda1", + "metadata": {}, + "outputs": [], + "source": [ + "%pip install torch torchvision torchaudio" + ] + }, { "cell_type": "markdown", "id": "0882a636", @@ -1665,171 +1675,631 @@ }, { "cell_type": "markdown", - "id": "201470f9", + "id": "cff6bdc6", "metadata": {}, "source": [ - "## Exercise 3: working with pre-trained models.\n", - "\n", - "PyTorch offers several pre-trained models https://pytorch.org/vision/0.8/models.html \n", - "We will use ResNet50 trained on ImageNet dataset (https://www.image-net.org/index.php). Use the following code with the files `imagenet-simple-labels.json` that contains the imagenet labels and the image dog.png that we will use as test.\n" + "#### Training Aware Quantization" ] }, { "cell_type": "code", - "execution_count": 8, - "id": "b4d13080", + "execution_count": 128, + "id": "10cdd05f", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/heber/.pyenv/versions/3.11.7/lib/python3.11/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", - " warnings.warn(\n", - "/Users/heber/.pyenv/versions/3.11.7/lib/python3.11/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet50_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet50_Weights.DEFAULT` to get the most up-to-date weights.\n", - " warnings.warn(msg)\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "Predicted class is: Golden Retriever\n" + "QuantizableNewNet(\n", + " (quant): QuantStub(\n", + " (activation_post_process): FusedMovingAvgObsFakeQuantize(\n", + " fake_quant_enabled=tensor([1]), observer_enabled=tensor([1]), scale=tensor([1.]), zero_point=tensor([0], dtype=torch.int32), dtype=torch.quint8, quant_min=0, quant_max=127, qscheme=torch.per_tensor_affine, reduce_range=True\n", + " (activation_post_process): MovingAverageMinMaxObserver(min_val=inf, max_val=-inf)\n", + " )\n", + " )\n", + " (dequant): DeQuantStub()\n", + " (conv1): Conv2d(\n", + " 3, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)\n", + " (weight_fake_quant): FusedMovingAvgObsFakeQuantize(\n", + " fake_quant_enabled=tensor([1]), observer_enabled=tensor([1]), scale=tensor([1.]), zero_point=tensor([0], dtype=torch.int32), dtype=torch.qint8, quant_min=-128, quant_max=127, qscheme=torch.per_channel_symmetric, reduce_range=False\n", + " (activation_post_process): MovingAveragePerChannelMinMaxObserver(min_val=tensor([]), max_val=tensor([]))\n", + " )\n", + " (activation_post_process): FusedMovingAvgObsFakeQuantize(\n", + " fake_quant_enabled=tensor([1]), observer_enabled=tensor([1]), scale=tensor([1.]), zero_point=tensor([0], dtype=torch.int32), dtype=torch.quint8, quant_min=0, quant_max=127, qscheme=torch.per_tensor_affine, reduce_range=True\n", + " (activation_post_process): MovingAverageMinMaxObserver(min_val=inf, max_val=-inf)\n", + " )\n", + " )\n", + " (conv2): Conv2d(\n", + " 16, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)\n", + " (weight_fake_quant): FusedMovingAvgObsFakeQuantize(\n", + " fake_quant_enabled=tensor([1]), observer_enabled=tensor([1]), scale=tensor([1.]), zero_point=tensor([0], dtype=torch.int32), dtype=torch.qint8, quant_min=-128, quant_max=127, qscheme=torch.per_channel_symmetric, reduce_range=False\n", + " (activation_post_process): MovingAveragePerChannelMinMaxObserver(min_val=tensor([]), max_val=tensor([]))\n", + " )\n", + " (activation_post_process): FusedMovingAvgObsFakeQuantize(\n", + " fake_quant_enabled=tensor([1]), observer_enabled=tensor([1]), scale=tensor([1.]), zero_point=tensor([0], dtype=torch.int32), dtype=torch.quint8, quant_min=0, quant_max=127, qscheme=torch.per_tensor_affine, reduce_range=True\n", + " (activation_post_process): MovingAverageMinMaxObserver(min_val=inf, max_val=-inf)\n", + " )\n", + " )\n", + " (conv3): Conv2d(\n", + " 32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)\n", + " (weight_fake_quant): FusedMovingAvgObsFakeQuantize(\n", + " fake_quant_enabled=tensor([1]), observer_enabled=tensor([1]), scale=tensor([1.]), zero_point=tensor([0], dtype=torch.int32), dtype=torch.qint8, quant_min=-128, quant_max=127, qscheme=torch.per_channel_symmetric, reduce_range=False\n", + " (activation_post_process): MovingAveragePerChannelMinMaxObserver(min_val=tensor([]), max_val=tensor([]))\n", + " )\n", + " (activation_post_process): FusedMovingAvgObsFakeQuantize(\n", + " fake_quant_enabled=tensor([1]), observer_enabled=tensor([1]), scale=tensor([1.]), zero_point=tensor([0], dtype=torch.int32), dtype=torch.quint8, quant_min=0, quant_max=127, qscheme=torch.per_tensor_affine, reduce_range=True\n", + " (activation_post_process): MovingAverageMinMaxObserver(min_val=inf, max_val=-inf)\n", + " )\n", + " )\n", + " (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (dropout): Dropout(p=0.5, inplace=False)\n", + " (fc1): Linear(\n", + " in_features=1024, out_features=512, bias=True\n", + " (weight_fake_quant): FusedMovingAvgObsFakeQuantize(\n", + " fake_quant_enabled=tensor([1]), observer_enabled=tensor([1]), scale=tensor([1.]), zero_point=tensor([0], dtype=torch.int32), dtype=torch.qint8, quant_min=-128, quant_max=127, qscheme=torch.per_channel_symmetric, reduce_range=False\n", + " (activation_post_process): MovingAveragePerChannelMinMaxObserver(min_val=tensor([]), max_val=tensor([]))\n", + " )\n", + " (activation_post_process): FusedMovingAvgObsFakeQuantize(\n", + " fake_quant_enabled=tensor([1]), observer_enabled=tensor([1]), scale=tensor([1.]), zero_point=tensor([0], dtype=torch.int32), dtype=torch.quint8, quant_min=0, quant_max=127, qscheme=torch.per_tensor_affine, reduce_range=True\n", + " (activation_post_process): MovingAverageMinMaxObserver(min_val=inf, max_val=-inf)\n", + " )\n", + " )\n", + " (fc2): Linear(\n", + " in_features=512, out_features=64, bias=True\n", + " (weight_fake_quant): FusedMovingAvgObsFakeQuantize(\n", + " fake_quant_enabled=tensor([1]), observer_enabled=tensor([1]), scale=tensor([1.]), zero_point=tensor([0], dtype=torch.int32), dtype=torch.qint8, quant_min=-128, quant_max=127, qscheme=torch.per_channel_symmetric, reduce_range=False\n", + " (activation_post_process): MovingAveragePerChannelMinMaxObserver(min_val=tensor([]), max_val=tensor([]))\n", + " )\n", + " (activation_post_process): FusedMovingAvgObsFakeQuantize(\n", + " fake_quant_enabled=tensor([1]), observer_enabled=tensor([1]), scale=tensor([1.]), zero_point=tensor([0], dtype=torch.int32), dtype=torch.quint8, quant_min=0, quant_max=127, qscheme=torch.per_tensor_affine, reduce_range=True\n", + " (activation_post_process): MovingAverageMinMaxObserver(min_val=inf, max_val=-inf)\n", + " )\n", + " )\n", + " (fc3): Linear(\n", + " in_features=64, out_features=10, bias=True\n", + " (weight_fake_quant): FusedMovingAvgObsFakeQuantize(\n", + " fake_quant_enabled=tensor([1]), observer_enabled=tensor([1]), scale=tensor([1.]), zero_point=tensor([0], dtype=torch.int32), dtype=torch.qint8, quant_min=-128, quant_max=127, qscheme=torch.per_channel_symmetric, reduce_range=False\n", + " (activation_post_process): MovingAveragePerChannelMinMaxObserver(min_val=tensor([]), max_val=tensor([]))\n", + " )\n", + " (activation_post_process): FusedMovingAvgObsFakeQuantize(\n", + " fake_quant_enabled=tensor([1]), observer_enabled=tensor([1]), scale=tensor([1.]), zero_point=tensor([0], dtype=torch.int32), dtype=torch.quint8, quant_min=0, quant_max=127, qscheme=torch.per_tensor_affine, reduce_range=True\n", + " (activation_post_process): MovingAverageMinMaxObserver(min_val=inf, max_val=-inf)\n", + " )\n", + " )\n", + ")\n" ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "import json\n", - "from PIL import Image\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", "\n", - "# Choose an image to pass through the model\n", - "test_image = \"dog.png\"\n", + "# Define the CNN architecture\n", + "class QuantizableNewNet(nn.Module):\n", + " def __init__(self, dropout_value=0.5):\n", + " super(QuantizableNewNet, self).__init__()\n", + " # Convolutional layers with QuantStub for quantization\n", + " self.quant = torch.quantization.QuantStub()\n", + " self.dequant = torch.quantization.DeQuantStub()\n", "\n", - "# Configure matplotlib for pretty inline plots\n", - "#%matplotlib inline\n", - "#%config InlineBackend.figure_format = 'retina'\n", + " # Convolutional layers\n", + " self.conv1 = nn.Conv2d(in_channels=3, out_channels=16, kernel_size=3, padding=1)\n", + " self.conv2 = nn.Conv2d(in_channels=16, out_channels=32, kernel_size=3, padding=1)\n", + " self.conv3 = nn.Conv2d(in_channels=32, out_channels=64, kernel_size=3, padding=1)\n", + " \n", + " # MaxPool\n", + " self.pool = nn.MaxPool2d(kernel_size=2)\n", "\n", - "# Prepare the labels\n", - "with open(\"imagenet-simple-labels.json\") as f:\n", - " labels = json.load(f)\n", + " # Dropout\n", + " self.dropout = nn.Dropout(p=dropout_value)\n", + " \n", + " # Fully connected layers\n", + " self.fc1 = nn.Linear(in_features=64 * 4 * 4, out_features=512)\n", + " self.fc2 = nn.Linear(in_features=512, out_features=64)\n", + " self.fc3 = nn.Linear(64, 10)\n", "\n", - "# First prepare the transformations: resize the image to what the model was trained on and convert it to a tensor\n", - "data_transform = transforms.Compose(\n", - " [\n", - " transforms.Resize((224, 224)),\n", - " transforms.ToTensor(),\n", - " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n", - " ]\n", - ")\n", - "# Load the image\n", + " def forward(self, x):\n", + " # In quantization\n", + " x = self.quant(x)\n", "\n", - "image = Image.open(test_image)\n", - "plt.imshow(image), plt.xticks([]), plt.yticks([])\n", + " # Convolutional layers with ReLU and MaxPool\n", + " x = self.pool(F.relu(self.conv1(x)))\n", + " x = self.pool(F.relu(self.conv2(x)))\n", + " x = self.pool(F.relu(self.conv3(x)))\n", "\n", - "# Now apply the transformation, expand the batch dimension, and send the image to the GPU\n", - "# image = data_transform(image).unsqueeze(0).cuda()\n", - "image = data_transform(image).unsqueeze(0)\n", + " # print('x.shape:', x.shape)\n", "\n", - "# Download the model if it's not there already. It will take a bit on the first run, after that it's fast\n", - "model = models.resnet50(pretrained=True)\n", - "# Send the model to the GPU\n", - "# model.cuda()\n", - "# Set layers such as dropout and batchnorm in evaluation mode\n", - "model.eval()\n", + " # x = x.view(x.size(0), -1)\n", + " x = x.reshape(x.size(0), -1)\n", + " x = self.dropout(F.relu(self.fc1(x)))\n", + " x = self.dropout(F.relu(self.fc2(x)))\n", + " x = self.fc3(x)\n", "\n", - "# Get the 1000-dimensional model output\n", - "out = model(image)\n", - "# Find the predicted class\n", - "print(\"Predicted class is: {}\".format(labels[out.argmax()]))" + " # Out dequantization\n", + " x = self.dequant(x)\n", + " return x\n", + "\n", + "\n", + "# Create and configure the model for quantization-aware quntization\n", + "new_model_quant = QuantizableNewNet()\n", + "\n", + "# Define the quantization configuration\n", + "new_model_quant.qconfig = torch.quantization.get_default_qat_qconfig('fbgemm')\n", + "\n", + "# Prepare the model\n", + "torch.quantization.prepare_qat(new_model_quant, inplace=True)\n", + "\n", + "# Move tensors to GPU if CUDA is available\n", + "# if train_on_gpu:\n", + "# new_model_2.cuda()\n", + "\n", + "print(new_model_quant)" ] }, { - "cell_type": "markdown", - "id": "184cfceb", + "cell_type": "code", + "execution_count": 129, + "id": "1d219155", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 0 \tTraining Loss: 45.946362 \tValidation Loss: 45.355581\n", + "Validation loss decreased (inf --> 45.355581). Saving model ...\n", + "Epoch: 1 \tTraining Loss: 41.627578 \tValidation Loss: 37.041136\n", + "Validation loss decreased (45.355581 --> 37.041136). Saving model ...\n", + "Epoch: 2 \tTraining Loss: 35.968104 \tValidation Loss: 32.480840\n", + "Validation loss decreased (37.041136 --> 32.480840). Saving model ...\n", + "Epoch: 3 \tTraining Loss: 33.178685 \tValidation Loss: 31.305940\n", + "Validation loss decreased (32.480840 --> 31.305940). Saving model ...\n", + "Epoch: 4 \tTraining Loss: 31.124202 \tValidation Loss: 27.959794\n", + "Validation loss decreased (31.305940 --> 27.959794). Saving model ...\n", + "Epoch: 5 \tTraining Loss: 29.555444 \tValidation Loss: 28.384294\n", + "Epoch: 6 \tTraining Loss: 28.128515 \tValidation Loss: 25.680101\n", + "Validation loss decreased (27.959794 --> 25.680101). Saving model ...\n", + "Epoch: 7 \tTraining Loss: 26.729595 \tValidation Loss: 23.622777\n", + "Validation loss decreased (25.680101 --> 23.622777). Saving model ...\n", + "Epoch: 8 \tTraining Loss: 25.407602 \tValidation Loss: 22.668926\n", + "Validation loss decreased (23.622777 --> 22.668926). Saving model ...\n", + "Epoch: 9 \tTraining Loss: 24.264474 \tValidation Loss: 21.699443\n", + "Validation loss decreased (22.668926 --> 21.699443). Saving model ...\n", + "Epoch: 10 \tTraining Loss: 23.310082 \tValidation Loss: 20.639250\n", + "Validation loss decreased (21.699443 --> 20.639250). Saving model ...\n", + "Epoch: 11 \tTraining Loss: 22.304807 \tValidation Loss: 21.223249\n", + "Epoch: 12 \tTraining Loss: 21.366102 \tValidation Loss: 19.228309\n", + "Validation loss decreased (20.639250 --> 19.228309). Saving model ...\n", + "Epoch: 13 \tTraining Loss: 20.544325 \tValidation Loss: 18.661476\n", + "Validation loss decreased (19.228309 --> 18.661476). Saving model ...\n", + "Epoch: 14 \tTraining Loss: 19.653807 \tValidation Loss: 18.301206\n", + "Validation loss decreased (18.661476 --> 18.301206). Saving model ...\n", + "Epoch: 15 \tTraining Loss: 18.987359 \tValidation Loss: 17.591706\n", + "Validation loss decreased (18.301206 --> 17.591706). Saving model ...\n", + "Epoch: 16 \tTraining Loss: 18.304413 \tValidation Loss: 17.222890\n", + "Validation loss decreased (17.591706 --> 17.222890). Saving model ...\n", + "Epoch: 17 \tTraining Loss: 17.468499 \tValidation Loss: 17.005960\n", + "Validation loss decreased (17.222890 --> 17.005960). Saving model ...\n", + "Epoch: 18 \tTraining Loss: 16.925529 \tValidation Loss: 16.926026\n", + "Validation loss decreased (17.005960 --> 16.926026). Saving model ...\n", + "Epoch: 19 \tTraining Loss: 16.158255 \tValidation Loss: 16.451062\n", + "Validation loss decreased (16.926026 --> 16.451062). Saving model ...\n", + "Epoch: 20 \tTraining Loss: 15.634060 \tValidation Loss: 17.037779\n", + "Epoch: 21 \tTraining Loss: 15.014106 \tValidation Loss: 15.965543\n", + "Validation loss decreased (16.451062 --> 15.965543). Saving model ...\n", + "Epoch: 22 \tTraining Loss: 14.527988 \tValidation Loss: 15.757371\n", + "Validation loss decreased (15.965543 --> 15.757371). Saving model ...\n", + "Epoch: 23 \tTraining Loss: 14.016831 \tValidation Loss: 15.736349\n", + "Validation loss decreased (15.757371 --> 15.736349). Saving model ...\n", + "Epoch: 24 \tTraining Loss: 13.467592 \tValidation Loss: 15.744904\n", + "Epoch: 25 \tTraining Loss: 13.074206 \tValidation Loss: 15.642021\n", + "Validation loss decreased (15.736349 --> 15.642021). Saving model ...\n", + "Epoch: 26 \tTraining Loss: 12.497593 \tValidation Loss: 15.717628\n", + "Epoch: 27 \tTraining Loss: 12.149447 \tValidation Loss: 16.190529\n", + "Epoch: 28 \tTraining Loss: 11.628454 \tValidation Loss: 15.205793\n", + "Validation loss decreased (15.642021 --> 15.205793). Saving model ...\n", + "Epoch: 29 \tTraining Loss: 11.161747 \tValidation Loss: 16.166597\n" + ] + } + ], "source": [ - "Experiments:\n", + "import torch.optim as optim\n", "\n", - "Study the code and the results obtained. Possibly add other images downloaded from the internet.\n", + "min_epochs = 10\n", + "patience = 3 # Nb of epochs to wait after no improvement\n", + "epochs_no_improve = 0\n", "\n", - "What is the size of the model? Quantize it and then check if the model is still able to correctly classify the other images.\n", "\n", - "Experiment with other pre-trained CNN models.\n", + "criterion = nn.CrossEntropyLoss() # specify loss function\n", + "optimizer = optim.SGD(new_model_quant.parameters(), lr=0.01) # specify optimizer\n", "\n", - " \n" + "n_epochs = 30 # number of epochs to train the model\n", + "valid_loss_list = [] # list to store validation loss to visualize\n", + "train_loss_list = [] # list to store trainloss to visualize\n", + "valid_loss_min = np.Inf # track change in validation loss\n", + "\n", + "for epoch in range(n_epochs):\n", + " # Keep track of training and validation loss\n", + " train_loss = 0.0\n", + " valid_loss = 0.0\n", + "\n", + " # Train the model\n", + " new_model_quant.train()\n", + " for data, target in train_loader:\n", + " # Move tensors to GPU if CUDA is available\n", + " # if train_on_gpu:\n", + " # data, target = data.cuda(), target.cuda()\n", + " data, target = data.cpu(), target.cpu()\n", + " # Clear the gradients of all optimized variables\n", + " optimizer.zero_grad()\n", + " # Forward pass: compute predicted outputs by passing inputs to the model\n", + " output = new_model_quant(data)\n", + " # Calculate the batch loss\n", + " loss = criterion(output, target)\n", + " # Backward pass: compute gradient of the loss with respect to model parameters\n", + " loss.backward()\n", + " # Perform a single optimization step (parameter update)\n", + " optimizer.step()\n", + " # Update training loss\n", + " train_loss += loss.item() * data.size(0)\n", + "\n", + " # Validate the model\n", + " new_model_quant.eval()\n", + " for data, target in valid_loader:\n", + " # Move tensors to GPU if CUDA is available\n", + " # if train_on_gpu:\n", + " # data, target = data.cuda(), target.cuda()\n", + " data, target = data.cpu(), target.cpu()\n", + " # Forward pass: compute predicted outputs by passing inputs to the model\n", + " output = new_model_quant(data)\n", + " # Calculate the batch loss\n", + " loss = criterion(output, target)\n", + " # Update average validation loss\n", + " valid_loss += loss.item() * data.size(0)\n", + "\n", + " # Calculate average losses\n", + " train_loss = train_loss / len(train_loader)\n", + " valid_loss = valid_loss / len(valid_loader)\n", + " train_loss_list.append(train_loss)\n", + " valid_loss_list.append(valid_loss)\n", + "\n", + " # Print training/validation statistics\n", + " print(\n", + " \"Epoch: {} \\tTraining Loss: {:.6f} \\tValidation Loss: {:.6f}\".format(\n", + " epoch, train_loss, valid_loss\n", + " )\n", + " )\n", + "\n", + " # Save model if validation loss has decreased\n", + " if valid_loss <= valid_loss_min:\n", + " print(\n", + " \"Validation loss decreased ({:.6f} --> {:.6f}). Saving model ...\".format(\n", + " valid_loss_min, valid_loss\n", + " )\n", + " )\n", + " torch.save(new_model_quant.state_dict(), \"model_cifar_quant.pt\")\n", + " valid_loss_min = valid_loss\n", + " epochs_no_improve = 0\n", + " elif epoch >= min_epochs:\n", + " epochs_no_improve += 1\n", + " if epochs_no_improve >= patience:\n", + " print(f\"Validation loss increased for {patience} times consecutives. Applying Early Stop.\")\n", + " break\n" ] }, { - "cell_type": "markdown", - "id": "d372409c", + "cell_type": "code", + "execution_count": 120, + "id": "5b8384cc", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['qnnpack', 'none']\n", + "True\n", + "QConfig(activation=functools.partial(<class 'torch.ao.quantization.fake_quantize.FusedMovingAvgObsFakeQuantize'>, observer=<class 'torch.ao.quantization.observer.MovingAverageMinMaxObserver'>, quant_min=0, quant_max=255, reduce_range=True){'factory_kwargs': <function _add_module_to_qconfig_obs_ctr.<locals>.get_factory_kwargs_based_on_module_device at 0x346f39bc0>}, weight=functools.partial(<class 'torch.ao.quantization.fake_quantize.FusedMovingAvgObsFakeQuantize'>, observer=<class 'torch.ao.quantization.observer.MovingAveragePerChannelMinMaxObserver'>, quant_min=-128, quant_max=127, dtype=torch.qint8, qscheme=torch.per_channel_symmetric){'factory_kwargs': <function _add_module_to_qconfig_obs_ctr.<locals>.get_factory_kwargs_based_on_module_device at 0x346f39bc0>})\n" + ] + } + ], "source": [ - "#### ResNet50 - Second image" + "print(torch.backends.quantized.supported_engines)\n", + "print(torch.backends.mps.is_available())\n", + "# Verifica la configuración de cuantización\n", + "print(new_model_quant.qconfig)" ] }, { "cell_type": "code", - "execution_count": 9, - "id": "589a12b4", + "execution_count": 130, + "id": "a41e21d7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Predicted class is: fire engine\n" + "model: \t Size (KB): 2370.275\n", + "model: int8 \t Size (KB): 605.094\n" ] - }, - { - "data": { - "image/png": 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wrSUof7qiUsGRluVsrNbtvChVP01X1Ri4RJmS1BYYss1bMEeIM7QVpZJEXW1nDtA6KpVRx8CLujtRZg8CsLYqVpIBW+pim6fNBBS41jg9/O48oZEzxFzIVN9QFuqSbu0RuIh0+YtAYSSVa5U8K5Mk+fi0OaCrALlp4JNfz/0aCkCz8JyZysNpDopAt/A2yU4GV7HS7oSpfFxbybwjS+MuBw1U+qlMaXazxKstgm1bHslWFHjF1LypFJplUswsafMKN60DF0KAsSYdqIBAlJxf0kiF9XOmCiLT7FNH7jxSXlrH5E0TUFY3sgVgFwJCdTM7zQHSnUAls8nMee/G+SJ7fmZq0ZIS6vp7pnCay4Qr9RWFeWDrgF/OU0uQRNQYnrK8kr+1gn+6XYUo51sGz/ncKA7cRGrOeL9psuS8QpAPxRmWiySvNKpm7rG26LLxjGaC8oDOG2Mx5HE+mhbAdaCjONAz/Gxd3USpJV3HZaohzlv9oiNOubZlLUVaFzunoGTIFlSdjv/MnrIpwCjen5k2xSCCuQOjvl3rGExxNhYu1zDukvyskKG4gi2Coipjn1/X82ijhJhxelcBsBVYdr7tr9qP1ZlZerbIxIoMgtKgOV0hUx5Q6S9D+TSPsh20Zp7YAjOsCJn8NfKtXULkesAc09ispEywZNqQpLfngIL5L5oK7ZyRn/pkcRVW+GaTfsr9iqaFv7WVJ4shyYtDscDv5oHnoiAs+nxX+68Ek60zI8rsXQuOu+mV5B0NdfOx9NrlSwUgmQ3rbPievm5fpM+ma1PticrdGXPVzr1fI5BTlbwQtbxApPCq6iQpin2f5C2q/j2nUQq2ywBiyjxXLLRwrVx+/oZTJMAW+aNNwHP2ItPjIY9NkM+hRbVq545AWETzC2DIAp0l7fkoXY1NOSlNrUzPRouq28+SpmDGmwYLImEYU5dlARUXWtSeggKrspbTtCKzwUte3Vw01WVVtiUWV2jJYC0Iz88ilRlJuuVPZJO0qEmYkQMIU1hBn238zxtas+y+Mx/JGFjtrYx9CJFGTxD5SiSTKykrKuzVzxBQ4kBaYA7lIZeXbW1xJ0pVNOWp61vr9JWyq5vNQEv1vR1oz8ejxSJlPpmqeCAHeaIsSLJvc2zqc3webMHeXsytjlIecfZdCQkPyYDso+PB8+ZtVWNU1DrNSlv33HRaUfqcep6kn8hB7Xw6X3tUV/7lGkyTSTU01dJnFV+SraJ8eW7FFkk0TWcEA46ppeDfTZga1PYpUr6wyyD99MqdIqI6PfQspfQ5nceWOZ1HEf1NlVoqq1CZ5GJ59VlmuFXWkq9GSu0xZ8JNqVIr+RZzz1u7mlH1uq0wV7eCSZl3qaQqql9glC/q4DUryt0sEiJv5+J6ddZ7Wyg4jgrAnLnMcm71dXKFFJXMBbFe67xWvFYooSSwytHcRCpEisCOtD1Elj51AC2sZfKgZKW2KEu/kpdMUWBM4+BCypo2yYaPezBXiZOBAveuhcRFSZxU3vVdomStNQ3OGoOi5pv7MR2VNb01rQ/LFzPVkkW2Gj6NqvFB8kXF4+HV07tD8rJkKejN6UCunIe7VvZlmZeHLQ7AWjLG1PCVxU8And/+ObisXisOiun4DtSCzFrwbh2IzKZRacFLPuCLU28BOqPPABkYSCs1y8t2fj6znzmvA2JVVTSrEdNuqhtU8zx/H9YJb55HfN29dKtkzsDK21SK3/JFmygwlDJqLqoeU3vg3Clla0BSJjCmPePnCcW6GyKra8G3oqwmqVW/LT60z0fz1ZSFWPdp3WzVqzjLqTBZ8siTbkW8yGolTV9k6oW8s79VtjO7V+vBXOlmOR9rK/1c9JCezm/qlYqoqXDRAXaRonJUrTlsNtOfMbvLgEPYcj+VKpP3p6v3FGJ12go7XYM6F2D3QHW+VqqW+SZV+zEBLgUALKWbv1NB1hIfrTonz/n89/EAgLTsbDwUTTZi+vp561O2zFX37p+NNxT5a53WYBafnnqHGUUVuzgfYbZ8P/lShYfu2bJgL5n7ZpSZATFbbAlRTFD/YIXOphlI+Fuu2nUdYTNQcLZOnicgHwudvYqfANUPxqIAd1RwSkpZ2xSzzdOnJ1elVIxIVZS55iyyVaR2U5Hy2zlvUn8ti6KWvEAOCGyWpz2DsJyu4vRzj26HSzECXCp0mDp4KCs3eea88yOn6qolh//ZroO0zFPe9UzdTUWIVpYddSK5CBCZ+p7WMbmTMPlZpot5Vu1c0BR/1aCPdIzZ1H+grEdzXZgLlZxZ5+1amaHueOPSa6UCxkyXX3yyMifLW+DKAj4HFuVVYjqW6rR2NTDjsVEJpNRdS+peZxpbjNVXQeYiI9eWxlO9o+iMuXqKdjifZslYmcbmuUC25cVXNV31RgoE6gKlJRlnvHcWlQBS8V1Ki8j5dDbNQDaNyvsliyvWIvKZptnbTaQQKbiu5FmpQzYwKnvRi4ygNMnyZzKBUzNAp2q6wAr/tPslB60za0GKmLuSV9KKaXCjfByUR2i6YrU4r/BixL2COKPcTiQI0xaAd6FsITIGK2SODFPP1dmBUdIdFRTqVWS2Zae04kr0LH21mI3wPFRU6OY0D0yVmWQqMMr9Wkf1Tps1+YvqqqmUy4w6VcaUKFwvMTx3NTcDFtfjFaFbXfGmec5j4sWyra1NV9qeW1rzFOpU05wlc07WSIWxX1Ol3Gs74SvZGQfFFyILoJWltoWxPmP1WALNBQElhMzMM9X3rBdk6VkY06CrvHhwTG5qFhYKSmfewnypyJwLc8Fp+KqCe/p7Of/663lR8+e7KGVShWrFb/VmufKlnAcV+WhxROYpyuM0g+hV7GvTk17L5aZmniqSKPZltf3K7Vw/q/N6FpywLUhhELXBterpzD4DUticoSXHs9bVrM4OnvVx5Vzw9EVdEKgccOQJqpMCnBduzXXIoFYZLKXOREX0dXahsYgG4+FUwHkes7z7M8eY6rM1gxwSvpY6T9q8besEdiqinXCYdjC0+Wa27K8g3WpTKLOw2ipdywSFmMo7r9P0xEifSdugev08ZqqszDkr6+LWvlLwpPzKHCpP+hJwY/ZYmn6f2QBn2kRxCnDKQEm6BSmfJKJSv8R/Pat9Xm8SEDgNDupHVrG+ybsVVzoVwEnheo4NbZ6W6YAv2a0MeOU7IVLhOJtsocpJXhlYKXaYixuhINny51KbZEdA3fY3yE+lA9eieV+KDBCk71fGDVVBlwO2cmvVg0eBwAgzdSvvv9llVSkHYHlTpjuy6gH8oyMxs34zDUaUBUDh2iyQnLZHbs9zHyJt84qvVV15aW1S807l1FKZbcWv8Jj0WnFCCHfGTfH5Igirk13uinbxTQApNMLq0vibR2cLOlTT0dM73HMUbcsJs5WCQ+wUeEiBmaQ38mwoorJi8elqk5o755DznwlKbVlTdkExbUM8Q64pIii1iwNgRZ1KYXUkyi2fP1OONZhnlwObMtAq90utL0K1tjXvWfUJOWskuHnp5j37KJxET6vLo/SdOU/5izmkQToHU3+WQk5V9pZdr8lpRmXqLhWFaypoCqvTSvuVtUiFz1OwQKYhKa7aKmrZ7KTGcq2yerqNCUVpIRI2JLJYA1Y4YJDt+Un+5EWnjrTFWVUzNqiuOnOQ4PonvyarM7TIAzJGfDq7rM6/8rWi0Dolo3PQ3Dk7c26eYXFAQcMnqvOxgryKoHHGu0qRaqzSHTdON1uf3vV+9ZbT8BdFf6EfZ02hFHAkOaoELC3KS87oQFhUL89AWHmVS78KED83CZTqmAqA6u7i4sokBwQpjs4wcAUL1NOjYeqnMe/zCo9T1WNzVrTzHyzCqWqZ5bbOgGsxyE7hfp6lzZiJqBnMaX3rhPbDCO76e/NWx9MCb375lTVXaYHx6IBBqr0mY+yzgdFnjab7tdhIRaAwY8X6kAJjWmM0+17urzF7/tQ7pBUgsiVbmTm1fqIdLSzRy1qxJK/ET6HkB0ThfIjC9sriKrDIAaeV/QUBUXnxujmez8xqTJLZwqyOymO03pn51DzyjJJKnB5BcN612cXP1gDMyrO0KbvYrLbM20rQqYJ5U4dVWejvYjtVOVb6W069hEgASikEV1bP2duDU01Jqml3W6Gno5HW0xnNBE49lx1YJCjBlJIwL3V6/jKpoiPTDFTzpyj4Sxkkz6crBMo8aCqn6rfHAFkfMT3OVWgqdOrskMU0GdjKO6LUFVmkrsLzZae62Sv709XxzLy/OE0DgbM9OwtYPJrxU1y9Tr/ibI3H4wQFMx2XSvWA8g6V6gS2hXSz85jOsy5d6j+S16volDVdZs1ALZVpa3jKNA+yIh2706XY7E86SxJnQVEQECWBaUsfmTBN7P4WW3I8LfazzB+Ymnu2VIa7WhJi5WLTkrLb+aMzBMrMMVC0PdctKxagmgEgHmpcLyb0Zz5dAmDzy5kGlAJRuzMoBwOZ82phzmepkiasPwqioDmqmsKz+7k8Ld7Lte8Cm563sGAbndGBMKthLrRL/ZsPuuJwqay13P261fVMxDPjd9rmNZM3K9vWp3kYepwM+vGph6cFkLX16in3pXix/FUImQG8slvZfES/qPZkUY3A9L7masXrfn96dJrQSlexi5oNHmb8nWecldu4EDSoAv7qt1pW8xGF79X7OR8pRhCsrr1rnmTefvFa/lIZ22TtX1iW2FTsOK2mEXnQqXT54p4xWT8W+c5U4DCR9HO1AgU1VG1/Z8mKUeWcuM9DfonC1QymTInvch+VwUU9lZHTlJmCGTz9tHH2WPhdYcFYvDpnWKrSr+JYTq8kQj8zH6VlVOtf7NUErMwqt3Srrh3MzGczHwdR7mULxY0wCLH4jrFzRSDMQW6OlOtp1gqofL+ab215M5+rwPtT6nJqqppV0unqxU+Hzlr+WbbZTCl2sntAuiJKB1ymr6kv51HR2du7bmwU/TFmrUyn3yFVFS9cBZsj8lTI5ELh8YHJs1IVfNQz9OqVeYcLLdZPZQ1JEeAV+EtlRV8ngKbqfMYxUuI5aajFSn3yRYf74o6RTp8XpUedoC8wY/LrKZiwydgoafmzVX9W8tSb2gSEp+cVlHYyFJ2RRZZjdkuwWL/MJFusCeWuF3X9U5dwEarJZHoK48Zgrhmors5zKFe4OkvAQOHcmnISUfwrKu8o6pev1hbP/Sj044wIuHZGZHTXlTXtV4jLkW8vd1ecy2/yPeHRC1oJzgYGrMiRR+rEkusJkjTJoMycZmYhmzMPnFlvNH+wyYcY//+uUZ1Go9Y+R+oBLXKkmTG/fAKmXWIxFO0KUsqpch62zqffm36ncvE5s8ydNGfmXPqVM51FB5OzFZePvy4I3FpW9dmgup0MZbKVz9pc5lxPhGAmYNO8EjtnKo8rz4lKLjmvLStB58WRm2tSzP5ku9QL8i+vUBYMrFKiyJ8oVFIgCozbJHkJkTPsYi3qq5eqjC3OxyA94ZRsZVkL1tOn7aLg7DQT5Tz+u+g8nzWWTiujOs9TkJ1rQ0T6V7hPWXLmnFNkmoOo9F0pv+KYdw3vNEMSU2e6EpUVvUieEqnsTC6f2mwzvLFEnr2hvCMIa7A2OenCGkRJizSfzgYGgMyxrFiz4q8pW/Gc/M4gK84CauclneecMq3uXKzQxbyxZ6/KH529fJrqtBqLOegUJ10h3dST+Zabuu1exaemhXf9AHDRFmcg+Nrr9YK6bBKplvE423y63bJyH1OZxfzO6oh61vvz0pye94zv6f8ST66fi8VVXLHnrajChiKlfVIeg9nzKbeeeiTvS1O+4XIrVKR2B0wmBfL3ndpaOavGBcydiaNiYCNRaK9aM1KxLmlOhTqUU1c+F6TTJVqlDoUSax89Jb/CSZaZb0mSuSi0aXlreiX/GgxSb66qv2aTFXtpX/+c+k9v5a6MkzM2+ZRSphh97ixrlgqd+6CiYrnnXf99ktun5tFZV7Dns2kv9sxpac5a17otiqeXUzeg08lRXOGSzoxCKnenPnDOYnWfJTAKpZ5Kj1sFX7b/2+RbLiSK6L1Ur5obxVgG56vD6dcX9dF4lO02e6xNe2hPAYGkSc4KXOpTJ0J/qpnrBHK68rPZ2E5HrkwEQFH+ZjmI6VyyArNthpVQ6JUpkbd9WW9sUxVFqqGyWeOcMqtmm7Xq/Trm9H0FTJw2Zs43puaM0eR+MQimIA8ClRUn8rT1gtHWXEvyntlWdaiACu9b4FmRJxenP8qsFFlgLEhX6OW7NtdACBYpx9FDgYGc/c0OkPNJ0mfNhn+a6u3x7h6YT6eVbctjOFPDlZhh+qewgoJqv8+KInj6e3/K3ZnR3LYqLzRL1+oXPrMEf+XhT4nOwsTPC1CLgHMWEDhPK8yGHgUmvEA+mY09edhkgEBgZ9kdbeHhtKDEkSD3ISiKblF5sJzZrFVzGgNEJGVlSuKaMfpoefLshc15NU2LjzWTaVaETDQACbgqCztbesYmArus7YXpUVAuO69KOhBr6l8Zo9Voqll51WJEeXyfa7aX1l9lIOBMUAIjJBKLsKZm62I9PSQYmE+LMIuH8cz/tIX/LDrLey8yYRf1yD8ruJjffvnKJQcD6YAvMjQ3uouOKzNM+dXCqbfwVqfTo6fzedLP7i8oamCgbklSpydZpH6fppPhozST5WlrLqYhrQty9FFSaUQt0JxVRpuu07PwyGlWRRCcynmRxiJw906LUTlFmRagrl4iW11mmDIxOaQah/k84WHHUhEQJFc+AWdhQeJLIhJAkJ5KSdo3tly91JSQTcMi8CyHT66jYvCoWf1X5IfzM0v6oPibhxzjVRNTIfMUtMoUPJ0h27NvLawdpMxQyST3z2GDXGSQnYXBnvbsVH0o6T0WVvkDZ0o7uyZFgVufpt6mldQ8Y1TVFci8FcmcOlUmVn19avpw7uvP3v5jqxO88Exe3sza5tdn+EjMqRK1AVns1BfyUZIwnxJ7sGlmdUXMrXXpjkg/ZgHMvF8fBljPo7ON5+ln5z9TcH8SFDQEcxjK7NLOnr7UnTn6zU42rjBUISg40xZXkZXr1aLSVSplvoIo5zH9cF6B7FyC4hTO7qVYpJBhcfmZvWq57LwZTtsps0hflF8ke5Vak2HNlarwKry3i72QnjSYC3eZgaLyFBWiEq4+STfLcX/eK9VOJ1EcuYvTFBA4h+9SKQ9b4RjWgSXX7mer35nAgBLSBcxIJ40VUyqIrFqi5lpa2QXKOnXFXL09k3kvlqY4h7JbNh+kj5eqAyK5aqv3RI72auW1qblcneRl5iyxlQNhylR81NpC5Qp1tTaZrAXmlMZgn7cFrfaOcJG3gCSCcjHYiSpCgQJwqMtpNoiaXZfy4Jy5Fbv8BBZZSCxqHylO4Px6IfwzuK1jKROd4dFfdcL8DOxOPANVKmvTvSm5i1W6YwnScX7eENwL0oys6/ioSOZJ1tXFLZmlZwtjz0J6WIxMgWblmYxxJ/PFlOwkxfRFUJbfm0oq8kT5GQo2m79VmFUEYbOOtRHlkrKySvzRFudcfqjSFHMt+dsUL1dnjCMpTLYzRyRyRyTpi74CpWdL0z8P4pM5dRbew5ZH4KlCfkqg1/yu40azc012pCTj5tTxXgA+tuDQn+9WiHH7FT33WT2fYgY9hJkgqXj2nRSaZl/zlHZqnJ6rxHmNVBFUdUlLdapzejl/1R4LVd8h/T0boOSTbhFnmLp5VPIVqAFudUyhgjWyrafn8YvLxkkye/OVziJo7+xJiuTUefWAs+41ZoiC6XwL//O88r8p+zGW3M5ZU9q05qW+n2epiz9JqppVposvQqLpb8UV7JnO5DjTa569TSpyJJM5ZW5YGK+J0M7eo+7ZskSdU6tpDWUyXOa8js3KTadSdQ6nxc+brrOOBCppGCqMadbuvtxnpAwKSvUqFCaTvKbH1CliOxVLlXlS2gpfEf7Tp2zUhlKrVnFW0aeTEMnuqUUfqGRe12n1WOtUOkcEwprf2QjLjw5a1AmoGElrkQYp2+nEbKlXQ2XwWMduyxPtrPSwB85Me0abtGKUv8yeBGJ6LlXGRM3gTgZUadWT5DG1/XaGAEpBAFSA1gwOM2+cZrbj7HULszp9fhFnKSyZ/fA0xlGpU8bfbPk3lTTzQn0WGWhVPVlk4ilrJD35sVLYrN0GRSFSbo7imjMXxvO1CLNuioV8UeaZKMo7L+pLrruj0lVbpfzTWfEnS1XRtnjdiqAhWfFmfHRGWTP9SerGPwmwrAFZYnrHgijcnyq3dnakLPj09y0qS0T1QqGMUuwAQeF7scz6ETArGFx1/Mwfy9U6zeNVdXfOATCLQOUhQbt7/jwGjDODAacONoVOzaIQWsiOWVwQmZQX80V0mF4pC79ieiGSeszmYfUFzqHSI/Pn2Ux6GPtqJae86Eo204q+5HpBuhQRe7GJZzZXARCkz0wBg3LVKnUiBwSFTKorl6m6VNIUyykdGVweLFSKqa2UqFZ6QXtc8XPWtbpn5uWTVcWW65315Fxcm8WSW7D0YtqaE+7mpq+///CahQWXKaX+rmdr81awnxblPh0zE8y4XNQRuL9Vc0JK+Y6E2VTnU1Iay0XmXBTQBV5R9WnIKlbIs/wOM6j6bPJbFsZmEQqWtA9FXjGlrStqpGeD0FJVTgW004Bpuh7FJNW8Zgu9uQrtYlGPSHuX8ZzMnL/Y3DuHZqCqVKksnebrrGrym33TRe9K0eI0W0idZqo0d9V5xhrli9PFOuphOnQq6NFUjUTNt5o6pHenDJ/1aKAQ5joHEMVBagt1mfN+RWGXpi9hqgLfS9MWq1ZXr3TPbJooy1PkTK4KXErv9TATzJb7oF7oV9+ycK/QlvUMJW/T6T3wOenC4WDV0mdRvfmg/rn6Mx4WK2e6jEcnplMt4FSedoZGZhbjfkxUXqXXj3lqfkMO78pX6gDA6auSeVqfOk1TKb+pe0XwUGECM9XZp7R65babDwUgUBukqwzeH1e/VuOqTGkcZzxX01PnGvtlE9HDU9GZ+ay5ntFnIA/V6f7aEqI01mbVmLV6LTw+nzKMMSNxJnTs9PUZ/HlauC5UhTk36jjurLTzJmW2DKJoo5qu7ynol5xBiZr01fYqDpsM9BTNNoVq53VaBGUWmUx5KZx5aVtXlqgwmGydIPLfVbwpSr8q7VR4zvktLLgireSY+hmVgW8dzXA4EoVnCu+d1m1++eW0s+FGMbf5qaaesdk39/QM563TSp1H+VrJlq7NdQQuvU7SizUM2mkia0BCXuh0fR4jUsiqSzpH6mbgPCo8Y2cYnyq4IN85JHJ/gCnhNqu29Y0hSwCn2G9iBtg6e6PmoYLLq4GpWqVaZ/eyNTnNjsdQR/X9v3gPlfP6JGHnGeh8rwOcORyxY9Ui8Vq3wmKKMq5gly05olWQ66NqRkkdC0yPjcwnVrnc03F6mmdRuLonF0DpljlcpzK5kgdcfGtbvj6njJpS3d/EPj5zoFa2+tWxhOysFjtrAs73TK228RTwLX4vSPqircvFLHDfVZbCFiORlu3ltbsoXNrprUQ5+KgDCllMmQoAmXqnM4zi0isX58K8LAogsvgOZXeMvD/LIG82ZBOFMVDybLfykQvLLNivnT8lpj33RUErWPOILc/7UpdVQE56/xNh3UVEMG8xNJNyeF7/bIE7WMiPyM0Hq2uDYssUduIXQMZ0m0+PmBIfSXb15NOuMAtmDDYhTgPjJU5brsUCPj5np4eQlD8OlE0KleD9OJPVi9DZNAMiV9NmzLgiXFKypdtub2hxss4sYoZtp3g9HaTpdjZRvC9EaatcdStWPU1zJDH1hRncp1rRKrSYVXYutGWhsPNOgFxDMzuHhdBsriKYFuRZRqfUZYFy3Xnu1XTV1VWen7U2OTwpzSDfb5zCk2oLz/OAdh7WNeuceYKrUleogNypVVUKY6YqQC3Dt9Pjv3oI2MyqlZdU1O6otvnhYsU5cvpmqnMy0XTCF3n+jCTFC1VNUemLoLD3v4IKKnllTo2kx6bXV3Mez1mY0gKmVydzHqjS/BBFotRT9cC/XHze6MUuyEZlxcyR5VH73uVgPbnrwbz4BIuc8jknQcVRcPE+KqwaildnOBjW5fdZOFF0EZraaiwoyDKTyKPFxvGZwIAkV3uSfIoq48pWHRS2dORwXVQGKJkAsNmP2qrbohrJ5ow+FYIin9Qpw8ufLdSp9s3qbWE5K3dTqNzudu44npXb1KVCZ+XZJeUtYi8ESodHPVI4/Wi2hM7z8q1NZ6dbS1TaKq1f8SNjGoIZNvasoGxFM9XCC75oHbM4T6Css+Y7Nflr8pjpxyCKcyD5mzaEcQ2cgbEzAr46KjmikYOwWfmkt1KgVp7xxY17JgGrZTu7gFLck6IPzrnW6TXtfnYhkbTzGR6b5QtVylOkdapAuQr/zEFf3vMiuVHVmmb8uk7opp8zhe+Mes6kR8qoyqVWEObZdhN88rQISFmUHA9LD3ASczS803Q2B0KZe7qmA6yyQaUslEQZqYqESZdWziWZulgnFZldddtS0Yeh8ECWYlZQjVrUmf1NJpIla2g7UxVfz6JzlkSJM+XOZdP5Zaxwgb581FOr3Cei7sZjI0Fx5ZF8iEobFtOLHEBMrTRryEKmZfgEXueRUtnJdJavfXk7XlEgZuNclN99Vts+TAtNM7f5HSNwfkfZ4saWa5j5AhUEnC1U8aynv31SdNZqiRmLE4SsCGqbfdY60JLzkBqImfds0dO1hI7Ly5NzwKlCVkWQ9snOuscdMvlh8n+0dRPJAr1wZdZZGjV05qBDIpmk5RO4CpQyoEzkF06aqkv/iVJFs5HQIkFNbEV4zLLKzlqBlLxGK7J1lhpHVD5nUk2C0+Lbz7pf55RFRaV4anRITp8oM/MoDmTyn4Lql0K6IgYtgIeZVKlSiqbPzrY/GZqpxq5Jm62usxWpxZok8IzMI7elq0BTauB601DeMm50p+BrZn2L9Sl9r++UbEFRtBNni45pVYULQjMtnn7cgF2VRKbStPVDsTYyoU0WVFXBncLCpA0rizBbFfQJXy+G8C07gc/gUkVHnumbU+9XdPw8q2nmNJ6Wp5su+3HSInE4Pk1atCXOCAamV9/VFVzmuAe5Ek/kQ+nR99PZcffUlcIlNxdr8qxK5hnFzsMUmZ25kJVT5cx5Jn1gRr6zGO88WixIyBkjvz1iKgb7WeS9it1yapvVCrPTVJ2fVDvkFU//5oF3pmuR799Jn3WfKUBK56jFeYpba8m9fnNQb4XIhEFZzNrCaiNXJ8zDTkVmXxQ5pUVnlkn+uzjehBAYYQpatlwdLuwcMPLjjgiY9vYoiHBsaUbk/HgWKLLlP1kKZ4qYFvCCWcucWVT/hC38zSqJzQR17W6Qc9FnVwh/KvQQzXE2MJAxoypCFVOTMNMcpL9PEaJTNJ1l/vgUV6l93KW309eqdbClm1Sk9lmnxiwMbUtp6q7XZnZaYaUvi6/CF6GzIN4qap9n+55bn7qVP0XmUrtkyvps3pumQNT1UTo6k+1J2QI03QFtM9abVuDMoXHn1aN2ECqsiLHJ0SwCjbQSg3aM2yqcu6TGCom1EitDhFWupiJGoMCqJFONwBAoQf/kiE6nhTVwcHDE8soKBon0A6yUWQAvIVKAasFarExPxMNNJisT4GAprxznvG8KLAtso7QFLvERKDdraoKsAe9ZHjVNWEd5MYU65Zkt5OtxrpWfTYuolFtBUkVFQGGhNQ1Dbb7AqrxtvSm/ACyn/HOm9y3l5c3XQtUBiKmiybVzdipN8Vjn6lNnpTphUM2nnKZ++iZc4Uw+O9P352s7Zs0VmzlDn50q46A4gOaUWEdnBAM5EnUCdB4zmKVWOkN5tV59Ncsj5gmY8qSrTyWyeVMestVVGnPHqxDifGexz5Vgp+RWWl09OqFfJ/Qet5Zgbv7z9uPVDPy5NbUWUwhfKaVbJ1UZGOQr5VyF+3A0vwUtiKgADCyGuACBDAKNO3gkd5Q1IjmytKiJsyIZj5rV5S7PXHmGcDLm3s4uk8Ndfvjaa6ysb9Ld3sRb7tLoLqE8HyUkmOSdbRYQO5sFwlUjE0mzrErlbYtloSjcxal3r1unzm6nRMiU1HqzmHad5BFpRc8xYU8hUf469VbV6sxY+ExdywBrnSAtJLNluFDnqHtW4VP3Hlkda+atwI3WeYc4l7vujPWZAeKmrdZ1wKDaHsV782lePc8DGF3f5PuhZvHARfIWGQ8Q2fkwZ5EKD3FQ0WeDzrb95xSGXrlXRbP57ojpyfgZNjl/puihAMU8R4AzgkyhClJfpie7kXtfJysnaZN9K8IJuMcLiGIEOnkViRZgJAgj3Updhq4O1mkNhLVIEWKtweIhjXDPCJPs/NEIofGk5e7tD/nun3yHKIIbF69w7dIWt2/f4t23X6W7vsbmxSusrG2wsr5Ba2kZLRVakjl7WdKTKS0Sm8SCmE11O0LgjN004/qf2WlWBBmnCI2iFm6KV1EPJsTUl/K9syw2itkv4hswa2fRPHrYaK/T1x5N3nNKPfeT8+qT9/VDFfHjDwZOo/LKgUyaV7fV1LZj3TYoW/heSlt38Xz0adjpH1eZj3rC5jezArIfp5khpJRord2KGctoNEp+S4JGgFIKi0VJhTEGIWTmqFZ9n0fuMCTAWo0wHlZPkF6M0B5StFHCYBDO014KrPYQQqOIaHAXIQRDfQUrBUJahPXwpCWOI5SyPNi5x8nefV547lm+970fEhET+ZpnP/8sK/c7PHPtOrff/5jdO3c4WlrhmS98AW9tDasUaBDCw1ingVCAsCYxYky3eebASXm+FN9zFp2nTRfbljVH9TtjVf6oaVEt23nH1SxVdaqpLOVa0CLlAGB+K8yMvzlvpZxq7B6Bg91p826RbaCz23x+fg9DpztyP8IyEnMbgplReOdRTWSSzwbN6jghROn/w+RfzUPU/M+uV8qt/c/5GcujeKezUmrbL/5/FPV6fO/iol8KDEI4Vac4JSJi9qS1xHHsvhuNEgarJ5h4QjQZ0D8+4GD3Pie7OwyPDojHQ4gjrNVAYTNt0k6P6t2McfXXOsZqi7QeBwf7hMNDvPCQdnyPwNzDN2OkceYMBwwkyo5oh6/RGf0RTfZBajAaIo0vDUf7u8RRRDiJkLLBODYsX9gkQqOUoj8c8M9/49dRK22ufO4pnv/yC0RmyHvvvM7oeI+miFEm4uRwj/FohEVihcIKmWwBnDFHIfF6mJ5Lj5PONVYfYZnnHffz5t8iz9QJPcePcolQ4mvJF1G4WMf7yn1XHv9FMjP+F4VRXbvU8Z95/kYPI6CLAGG6vdL/9f23aJ/Ok1mOEp4l8u9JikfEL1Nkez6D8b/zmoFFaJbdMYVtZWMBU9eouV9TCPNsQj/2VLGBLnTzND3zFJlEQV0lVck3tymnJaaTLY5jPCXwpUXaGGFiGp4ijjRxNEIgODw8IGi1iK1A+Q2CRhPlB/i+j+/7KKUKRZWdRNw8rzC90gAqr+DSVdN4NEbqiMbqEkvLbbqeQvc+otP+EBuscDJ8Ec0aQlm33dyAJ/osRW/gRTtEzRc5DFvYiUcgNF7gY6MQXykG45hWa4kgCNiKDf3jE4TnoVSTv/m3/g5+s8sP3vohH7z9Lj/11a8zHEx469Xv8tWf+ikubF/maP+A77/+Nhev3uDq5au0fA8r4hnqtEL3CVGwzM077Plxk5ihAbCzJ/K/4zTTyXk2A6v1A0l9VD7rNFNz8oj58fytkeXP6vdPm84YjjhFV1Ce3I9RyD1yDjI7Q5FAxKqarZSmlP6sZS8oCAvJc2ehudL2E6dalJ4eOmRLl9JvlcSi/NcWrotU6Cee6yImjbctrEEqSzgJGQ97eLKB53fwGgohLegAJTVGgEkFgBUcHx3z4P59wsmQtdUVnn3qOliDpxTdTpPjk0M21taIR2P+s//r/5n/yf/0HyBEG2NCjo+HKBWgPB8pFcaCVJJ2u0HQDFBKIpKAMFJILBIplFseJfuwyyBSJz4J0tn2pUDHIQZN0PBpBKtMeke0mhO68lWGE4Uv2xwdT1A6IGit4UmDZw9R8T5hHHLrow/40b0Bg6MBa90Gv/CNnyXqHWDbPrp3xKS5xHgwoSUaqNVNDns9lFSsrCxx8+2P6PhLDI/7PLh9m+tXr/HW6z/iw+Ulbr71FqPQ0NIxJ/dvcSscI5XP2vo6S90OvlTOUclY53shBNYKlBBgdaKydE5NDiAk+zRsqsIurjtLgykfDoWWmzMip65kz800BSQpxOJq4UX43HmjUy7yTG355+SR9S02C7TZ7P40+p2Rf0XoPo4ogGdtawdeRPl3QrNfpWCTP7U+8+7muuacr9dE5Tw3ey9E5bT5tUUHyJk1A0VbW17Ypy+cylT/8lm4ZEvJy9VWn5oyfJYZS554FgM6c9XmUv3geHxtftZgINUxkYYDTtvMVNYhApHYt5xnvLPLN3CNY7BG4A458RAyAhECARYJ1kPJ2AnR2GCMxuhDlPIZxwPM2KPhB4hmAyGbYH2G/SH3PrrL/fsf8fKLNzg82EFfuYawPgKSPGKiyDAYTvjyT/wEQaNDGPosLTfZebCHETFCK4yxxNqifI/eYIjpD/CkIvAkSgkazSZCefiqgScVsYmx1iCEQEkfg3YqduEU6QYBxrC0ugxETEYRPhGqIVAagskOLe6xsfYSl7dfZmKWmVhBpA9ohZqR2eDm4VXu7CtGJ/tcv3KdZsvD6hgx6PHr/69fJw4jljYu8NSLn2ft4iVkq430fGILe8d9rNZI1eBnfvGXuXZhi3fe+BFH+/tc2djg/Tff4Uevvsrq2hqbFy7SZoLfWWYU9zne8/CCDmtr23TbLZQxGGnQEjAkgAAEymlnrMVkQQIsAoW06U6OOrBYFCYLD9/KuF00XY3e4BEJ9UVo0XwfZotj8VduPCjfsbkqZ5pE3TML1uAh2m1R2/+p+Zx693GNt+oZDTm4ePTjqdJWVMPaz6ZzbS387NMMbJvGMxepiitflzi5n/4trEqKuKAs0f5MUymwjHBnY1lhS3ZicO2nSudLOoEPJtEaSKw0WCOd6tkqjDCAQliFIASrnOC2EgxIA76I6ceC/b2P2V7do02brlrFqF1sJPDUs0zECngd7ty5hRcEHPaOaC59CdEPMcoyDMcsr3TwmhI19vGbAtPz+PJXv8Fk3ERj2N09Jgw1zbaHEALpQRgP8Oyyc+SLIxqBYufjW1y9cgnlaUId0VnxufnBuywvL9HtdBDCg8RZUUnlgI1wQMlFg1N4esIkPCFotTk4PGG48w7bVwc05V3Ggz+iufJVPrrbYzw+hLhHf3eftr3K7eMuornF6O5HfP5zL/HW22+ipGRtfYsrl6+z8/GHHN18j2+9+yZqZY2LV5/i6edfZmP7AnJ9hUjHNLstLl+6RO/4mMOhodFd5td+7V+gB2NsGHK8cwfbP2R07yOU57G8dYHVSzfwlrc4Hox4IBTtlS5L3SarS22MkkTGIqREGbKjqoVw7yuSsZHKHkFi3ZlatZ1f6/hZNsl9mhHrMphVaZ55u3fL6T5dOfA4yv+0QlnX4qtz1qUG2jkficejGXi0zlNzS7IPj9Jq8y01jM1NH+TMp0glc++Pkc3/LFtzFg26UvfuItF3eUiMtkiZql5MyWRgrMDivPWdBt2C9QGFsSEIhSEGfIRQiWSQmDhIAuAIYm2YGIM3scTjmJt3Y44OQmQMShvu3rvPxmZEo+XhG5+x9tjbO+Hmu8c0Wg2uXf4Kuztt7tyxrC+HHB8LTg4jGg1BrFsMAjjuN4l1E89roxkhpY8MukQYjA3wrMUIjRZtfK+J5w2JwgH//Nf+W/6j/+h/SRB4BBICpRmNTwiUZrnlc7C/y8FBj05niU6nTaPZImi18X2PyDiHSKsN773/PlcvXeWdt9/HH+9yuKxpLk1g8ir9/d/D9H+SNXHEUut9hpcv8aP3L9PDZ7W7xl/8pc8hpUEpix8oVKvNpedeQnoNAmLu3LrFcDjh1g/f4P0//SGd1RVuPP8ML37hc1y7+jLdVpPbH92ms7LJ859fwU5GmMExJ/t7HB3sc3B0xJ1791lfXeVo94AH735I0GjQ3dxm9dpT+FxiZ8+wG7RYWlmiu7xEs91ESO2GRGIWENmxuok5KPXNcTYdRAbLyf8+onn3aQuyx0LzVPXGlDSiLv38eX/WNnpUK/dFynjoXRgzTEbT67yzvUO9uaE2Us0CGS0ivmt4cWHheh59/UM6EFoe+4YEUa9EnE8FRdgpAzM/WY3pI3Xt9LVPyg2qeNJb3V04uzr/YWnehLRWoxLbsEVihItqJ6UC4REZn4mWjGLLZKwJY8Fo5GOtJZzAaGA4OY44ODrkeAyDYchk0kdHlvFwgjVDGmbCKFJ41uBxQigDpB3TMhLhDTk6Chn1e1y91mJ37wfEYomgIVnbVgyGBuSY0egdjI757Vdfp9kIONqPCeMhxmismRAYQRAEtDqG8cjgBx5GhzQx+NLD80BKaDW6dJcC2ssrtJYFl17687x+s8flNcGVtTbD8YhW0GapvYwJLbs7exwPRuweHCJ1hOd5SN9jaWWFZqvN8soqUTimvbTM+x9+TBhqTk5gb3Sdje59pNfHhm9x/eJPQ9gmHp+w0tkm6LQYHY94em2FpaUWwhhO9u5z+2abYW/E2tYFWp0VRsMBUWsFaWDYH3C0f8D+3g4/fO17/PAH32F9c4MrTz3LxqVrrK+sMxyNCVpdzNIq3a2rbI3H7O3cY+/ubQYnh4TDIaO4hwJ6e7vceedNmp0uK5dusP7Ui4TxkDuHu1jPY3tti5WlZYQvAYk1FqkS00Gym6Isp8pHDi9kovoxocdR36KCO11ppn6tBoGUCmsNxrq2Vsnvx0WPY8H4qPKbKa1EHSAojME5eU4J3gL2yr0EFqSCpuw8oqYEPxKhtujegke2m+BxCqY6ldYCTyTfFjiEaNb1kr/AJ0t2ztatzxoDtAIQkokRRNpjOFYcDzSHxxP2Dwbcf9DneOhxOPQZmoAxEiN9Yi0ZnhiGvTFSHiFNCyU8Ll2X9PsKHbV54XOrnNweYmLLN36xw+9+8z46jPnlX7nK/++bH7O9sUo8GDCxIXvDAUMx5K//+6/wn/5ffsDhiebSNcVPf+Ml/vP/5E0GoxFCRGCbfPWnNrn6/Ba//6uvo42zB0nRomEDlpYC/uZfepF/8qs/YjQcE8XWrW7RzuXPemxtw8/9wia/+i/vsHF5hZ/8uZ/ktVuH/Iv/7rdYGezwV/7qz9C+vM6DwRHWaPygw3JziUjrRD9iODk5RveH9O7todR92t0WTz9zg4/fv0cchrzy1b9Ee3Wfg9Eua40HNCegxGuMozZi1OVgZ5e9nWP6OwbxwjMYG+MZH9s74l/+o/8KYWFjfZvnX/ocm5eu8OLLrzAIJ+zu7eNvbLJ+4ynCwQmDo0MO9x/w1quvIX/4I9qdLutbF7h4+SorV64yijXCb7HRXmL50mXicZ/o8Ij+7h7He/scDPoIG3MyOmHv4AEfvvED2t0VLlx/mq3nnmUiDe/u3qa7tEZ3eZVWp+u2WFlQnkIbXQ95s71vP170qczP1F+n8NsisMpnHIZEcYyUkkajQWyLh0N/9um0vfrVNHPzcrnMuD4rPXPV08KWl4hFAGDt3EdnlvlpDKEzgoG6vZCzFRJn2sIx7+0fkUHncW4peVxlZ8PMFrUSiQ2+uFK36aVpZyGXqIg2c4NIDjkSdWKiyjXZYc9FT/jkGFmSADgChJBYo9g/1Lz+3l0+uHPEgyNLP2wxnHiEkSCWPnuHMYOwSey1ifDRdsD26gG636F3DL/y729x671D3nnzhJ//pWt8/7Xb3L4j+OrPd9l/44jde5pf/Iur7JxYwn7IUAp2+hM6FxWdjRad5hraG/DW99/nOz/8CB0IaAYcjz2+/4MDIjy07GBlhBARD44mdA9CIiA2FkEMRhBpjQhidk9GhBZ6ozHWxggM2CS+vhWEkaTVWSNmn7HxWd66wlrzItf9Lr//X/1D/sl/8Wt846/9Il/82hcYRmOkhKDhuy2OVqJ1xNp2F4mguwJYicFweDRifesi1qxggg1uHXrI4U9xvT3g+OMJntihs7ZJozFirC2ryy/x5g/e5+Obt9m+uIGILNevPo85GrC/s8PJvTt869ZHyEaTzYtXuPLs81y8dgP/ylWOj/qM+kPGyz0uXr6BCUeMegfs7+5w74N3+fDtN1hZWWXz0mUuXHsav7OC31olCrp0Nq+wdGPMpdEJ/d0d9u7eY2/3AMIQTw8xJyHHrz3gw7e+z/LqKpeff4H46Rc5Hva4F1mCdoetrS067XbCLFPk7YCSG/DqVO/5qmnvvCG5H5YeNQCoW12n21hNemJjYoezhVmsjSWKY6LYEGvL0UmfyXjMZDzCaIMXBFy7do3ldgNrdKaJKbZgbX0qv0T9jbl5LJDx7ESFhdkij9Ta4rN7U+rexajax3Vm0yS/dLdAlefOpLI9epHK1KYrG8FnQZ96OtfWwsKFmUnPpyqqezt7prFVpB8X+/4syo8ksdkssIlpJh3sotz7p7SVJTO6CNw2MCRCWGQJ3Vq3UjZO+Glps/j3Epkcf2OQxjKOBX/0x2/x7e8/IGpt429cIdpeQdPEsz5Ge8RC0vvBXY4PNM2WxZNDjBnzuecbXFr3+Gf//JCTB4ovvbjMm68OOLkXYmLBeGL48K0TTvb6xBPBn/zexxzfuUusPf75P3mTdsPnmecu0ww8BHD56ZBXfuIS4STipfAWu3sDmq0ON9854PKFDn7Lp9kSeCZChTFi55hf+fo24fCYkwMLkcWOx0iG3Pvmd3mWPnZ5jNERNo6T+P8eoJD9fX70T+/ynI1Z00uY14cMvBGNkxO64yMYjfnOP/l1fvLLL+Otr6F7R7Q7TcaqgUkiIRqtC4FWINZuuMulFYzpcjTQYNp4/p+j92CCbEQIO8YfxvihJrJtbGuJ61/sstMb8eHtHitLXfTaRdZf+Tpm9Q7rkzHjk2OODva49dHHvPfOO6wsr7C5vcXVp59h9dJlltcuEoYw6PfwVzZYuniD7f4JveNjDm5/xLuvvcYbr75Gd3WDZ154kYuXr9LyVwmDJqbVYHV9g5Vnnufy4TEn9+6wf+sjjo9O3Dsen2DjmP17d5Df+RYbFy5z+ZmX8bevsD8c88APaK51WV5aphW0UAgEMZYYYw1KSqRNw0XbzAkYHI8pb119/FDg8a/60/wNCOVmbOKIaa1GG8tRb8BwEtFpt1AS4vGYKAwZRxEaQWwUo4lBG4u1MetLbbbXVhhPJuwcHvP+Rx/z4rNP0/QV0mqUIA8vPVMNO3s1bWuV76e3U/pUkW0tLOg/IcrqU6f5rqYh0UTXJ5+ffw2ZU2wTNiuoUBPrnrNJrzhX7cdhJjiHY8mnIZCLwVwWoc8kZKhDihksTqHnrBO4CtlYEFiEIdnvbbHSMVGJxTPGHYgjBFqkW79AaYnKAvXLzC4ZxAKpIjphTBj7/OP/7x/zUa9J+ws/y9hfIhSKUHvE1iPWAm0tJjb4LZ+Gp+kGmq/+BLzx5oCdWy3sxDCOIn74fclb373PcCz41nduMzwJiSJ4409HxMM+qtni1e/0GY6PCVpLPLgXsXnJp9EEqyy+sI5pdjzaTcXT1zr80tefYvf1V3nrne8T7R9jJmN0NEYYjWc0oYwIzQRhY3ztou8bE4HbAEhTgbVRErFQoIR0JwcKhRXKnfpnBYM9w/ffCrF2QqAtbe0hUEzCkOOjQza21/EaLdTJCLXeYawkXhK4KHXAtJDEKnDj1xiTjd/IRlgbY2KLNTAMo3TGo4Vl49Iaa1gGoWG0f4IUErW0xdYzK4goxEYTruqIOArpnxzTOzni8GiPN29+gLx9i9bSMqvb11lf36K9vkEchqiVEd7KgNWNy1zu9Tjc3+XgwX3e+pM/4R2+TWt9nSvPP8fl6zdYWtsgxKDW2ix1V7l0+SoH+4fcuX2Lg537DEyMsJbmOKJ36y5vfHgXr9Vl5dIlLjz3HGa4xTBoIfwWSysbrK9t4MkGSsQobUFrpHCvrKUtTY8cDCeK78/kZD4bWQvaJupnIbASYh3hK9BhxM7OPY56PYQQ+Epx49o1VLMNZkA0HhPFIYEKWFlfZXm5S8tTeMIBzu7yMm+99x637t7h+advuG291iJtaakwLaWSHSAZWBD5ouKshx5Xqc5Wv1DiR06LgaDsziwHzHOUXHqmpkFKZSV9kF+zuXa4mu8Z2utccQZS9dQjpRmVPm8ppwGRT9r57qx0OpA5S8u4iZsyU5NMYoPASom0BmUtyoLGYoVEaZ04UDqB14oNrXFIc9AjvrPD/u6E37wz5sNojaWXv0a/sURoFViBLwVCk3owYYzAV4KgMSKeaGQsmQxC3rwjeevtEcZrsnuoMRpiFXH/MMIPFR4DmqLPTv8eDfsMvifwGpoITcNrMIr66GiIVB2MlTREA09YWl5E1DJM3vwe7/y//xEyHLDVadBZ6dJaXqG1uoTsBjSbAZ1uk1arRdBo4vstfE/h+z5SSbwgQEjp/itn15ZWIPHcEcJSZqpWIS2xdlsjJ+MYAWgxZOXGRfqeodlQqN4EaSOMVkhZNLm5vpRGZ33vKZmtCj3rIYSH8JMwwB3p+tOYRAZahLQEgaLhK8KTAR+/9S5//Pt/yMbyEkvtFt2lDp6naDQCLl+4wI2nnkI02kSqiVYekYmYWDBCIVpdVGsZvx1iYk1zMuLC1etsDHroUY/j3Qcc7d7nh3/8R/zw299mdWOLG88+x9aVy3RWVhkJScfv8PT6FlcGfcYnhxzv79I/2OOkP8KzBqITdm4ecOuDH9JZXuHK08+zcf0ZRv0T3ntwF9XusraywurqMijp2tiCtBYhNGkoV2tFdn5E5jz12ZnGC1MpII8QSOkxGI3ojwaMJmPCMAQdYqOItdU1lleWGA6HDIdDdvYOGYwimg2PTqvJxe11uq2uM0lJEEZnwn65FXDlwga3dvYYjEd0Ai8D/SlXT0FBkYRJAasLKmULJuMpZ0SR62ge1sZ/Gs3bEVVcEC5qpj0ttsRi/mfFPIpBoWc8M1P2VUwBRTxQNQfb6dMhLcw/WLhCZ95amFUzgY+LduppDfq4lW//7tDZgZjBYqUDAqm/v2edZ0BsNdYoPAKaOiaIhnh6ggzBaksYx/g6prV3hLp5h70//AP2Pjjkw2tf5t3tl9j6+Z/moNlGAwq3tdBYJ6SscZH2tNWsLvX4D76xwff+5JBX//QB/aGiJUOsgChuEqgRWg2IrMILPFRzjD8eMOjts7y9iidD1PA+owi6T13lc195GjG6y3f/9TcZnAz48te/wlMvPE/Ts7RFn26g+b1f+2d0whP+/N/9Fb7wF76ObfgoPKRVaAd7sIDGJHZYFwYI5yGQxOBPvxt3SqB1PgMIicaC1QjrzkvwHbekiXCrfKWZSEskJX6gsD4EVrvohCkl80KCE+qFXhPgHO2KoEFYhDAgBZ4UNHyPVtPj8sVNms0AbSJ6R8f8xr/4b3n93e9z7eoVAt9nNBkyHA6QUYg9GaNiSbCyyV/8e3+P7vVrKNuChMlrA9oKpGo4VX2ng28NTaMRWrP8XMTTkxG6f0Lv6JDjwwM+vPkRH968idddZvu5F9jY2ML6LbxGh9WNbVZvPE04GTG4/4De3XsMjvYYxzHGg/HkiA/e+FM+fPM1gvYyF556lotPP8vRyTo79wMaq0ssr6+z2lqiaSXaWMg0BAlK+DFnILlQg0gbwijm+OSYW3dus7yyzNraGu2GT8PzkDIBk1Jx89Yd7j84QAVtNja3uLi1jrTOhOfUTGnIr/SvZXtjjfv7R5wcH7O0veXKT4CUTdqypJi0Lo6+jTXK9/OzBxC5dkBUFmA2lRGz6SEswJ8Ync/XKz8psrhgn9ceOYjIyzirRWqqPVMT5ILPP7azCWZ5gM5FZTDH6eN8ZT8OOm3Vftr+/dNQ7Py8F6hgzTMuEpXzNvC0paEtSkBEiD+BTv8Eb3ePgzd/wO7tm+B12VzfomEs3SgkuHeP3qs/ROz3GF97hW83Vml+/RcYdLooCYF0AkRjUELgGfAmBjU2MIFmp0k06POVl1f5/KUuNjAgDLFtEGlLxypCNFYYjJ0QjyYwDom5xkTGmMgy2tXs9y1RMOHo5o+Iekd0PMNzT12nIQW3br6LEGOeWe1y61//a0b7d/n8z77E1//qNxh6hshaYhODtCih0MY6wSK8BJ3bJCCVzVWmyWzO/CxIWaDJGtcKLzHdpdeSDZbWogX4GjwkkQcqiok9Px0IWd8nD2ZzoKj91lKTi770UBOFJwStRsD22jLLrRbWGnzV4HASoScjLl7Y5P/4f/o/0F1aItQRkzBi2J8wPDrm+OCQ199+m9/+nX/J/+g//AfooIuVytnmC/99IbDGoI2GZLtorA3WGNR6zNqVkPUo4mUMjMdEFg7imFh6COWhWgpjNB6WpY6hvXyRtadfYNw/5vDePQ7u3yfsHTMxI8bRiKUQTl77Nvdf/yHB0gaXnn2e1o2rDE8OOZAKv9NlbXWTbnsJTwmMjl2kw+zMis+6eJlNLhw6PNhxMR2Wuh0+/9LnaDYDVHLMtsODLi6FsYJr124wGGmUF7C9tYk1cZ5fts4X2aoeDA3fY3V5mUGvD1ubGJse3iOSo68r9UJw587H/ONf/W/4y3/lr3Lp8lWE5+P5AVJJpBBuq6yULgCZMSilMDo/eEjKU7agpyv4anucQnNDD5/pnqiVvueJa5Da7F3CmcnKZWd6rekV/6J1cbnki0W3XrcLo4oz7ybICskqUr2SpJxb8aTCgvz7VM6lpxbac/yw9Kh2G0x79BfytaLk9JRhdps6niQdKdL7Tg1qE/VnfjBO3u3FY0qzqzazoqIMKAvSGLxYE0xiRG+E6I9Z7o1oHz5g8PYPuP/hO3Q6y3zxqecIGk307gH64Ajv+JDR+2/j7e6it7/EH7c3ET/95xisrDHynMDwNSjjou9FkzFeGKMGE/zeAe3jQ+SDexz/0T18HSN1yCgcYlXA0LQYhUe0bQvbtEgvxm9YAiNRjRYyMCx5bQJ/FRBcahtsY0TLV7CqUL7ETPZZPdKstBp4QcTRH7/GnW/9PssrAb/yP/gbTABsgG+FE9BYIrTzoZC4mPrWAYFc4SnyKZUKx8o9m2pYrExWS4kfgLVOwyBdlEUv0Tf4y0uMjgaoZjMR+gU7rHB9Pq3sE1irklHidnC43fqA1HhNQbMbgDJJWGGPo5N9+uMjbjx3jaX1DkKBj4/fCVhbXcVev4ARhvWnt3nj5psIM0appXIo2uSFpYkRCqynMNZgBPhIEAFGWLRpoqyhERvUcMJg0GdjeYlIeExi54sCFmMtodbohsWyhLe8xpUrT3Ml0vT7E8LBEQe33uejN16jLRQjG2KGD3jve/cR3/PYvHqDtaeegu1tHhz1uauaLK8ss7GxSjPwUdKdDZFWPwvBmr5ScdFVw2ZqXQ8Fc5n+w1CRbaYxT41xmrid3V1WVte4evUK0mg8IRDWoG06o937Weu0A0r6RNEEjEGKJGRTAVWm48ppmgRYw2qny52jYz58/wOuX7+GUkkgKGsT92SRtQHC8v3vfod3336DX/iFbxDHE6yJGYdjp00yqXZAsLGxxsHBEc1mE4lAeR5KOTEjhMwXPQUtWEEilLupuC8v787TqehVXVlhuvlWvV/6UpdhLlgLNFNancVQT2HO27wNkowK41JUik+Zvp16hRwW20z7uQidcTdB7uHobHgFXciCVHpZikjIML9DfrzJJqtGZRXGSmJpnF++BY3vJlMi6IVN7EwiQhgPYT1AYqyL2Kak25ttsEiHERK1IGAtyloCBEFkUGGEGEcwGMNJj9ZgRDAY4o1GqDBE7R0zePMNbG+Xp65dYGnzCnY/JOrfRQ1GyHGf8OObsHvC8dIF/nDzOfpf/XPoa1fwA4unh4jBBHE8ZnK4T7R7C7N3i2jvDup4l/a4x7YJudBosdlp0fYVyhcoZTm5uMnttQZ7h22GJz0GcR89DrGDEKM1E6PRVicTQmKixPsew34cOYdra4ml5CbgGYOSYIVGeZJf/jt/l2BzgyhRuVs0OkHtimTECScIDPlct5AIsbwvUkBqAV1cydv86GqFJfW51AgsLqhSLA3KKgLTpG9GeFajhQIhUcbpWI1M+nFq4FDikGlZQlg8IcAYjHVCV3gQhn329++xv/+Ab/ziNxBSgpBgHGOJrcEahRSC4dERnoUw0gRCoo0hP0o1AZ+JtsAVrgr1S8wYSjqNk/TwhUfQ79Fpe4xUQBsfI1WyW8UQRiZbheY7KWCpIzFmg9WLF2ksbzLc+ZjxwW2Oxn2MNbQ9wf17N7n/4BbWV6xsXeLysy8z2r7EO/fv0uyusL6+zsrKEsqXOAuNRhlLbC1GkeyWyd9F2YRZZguST56cy6pNQJ4kNNAbRWhruHhhE2kNnsD1sTCJkFeAh4uLYdEGwlgz0YZoFNJsNch8yK3FSLdyTzVeUgqiKKbhgdQRv/2b/4ovfuHzxOMR0WTIg709Lly4xHPPvcD1Gzcc+JSW1eU240EfYo0wSRxJidOMIVBKoNEIYTg+OWI08ti/f4cr158itgoXXlzSCHysBE8JPE/gewJfBWCc/xKpL02qjQM3fm2itbA4rZSUCdbJV8HZrqvsSg7yymDPnkvUmHSdlc7FbF5UcGaqwqnp8dorpjLrbTHj6bFZEu/JAWlp/ayVhd0DBokLFb8InctM8PDBeGzlW3HN9dmgarS9h14hWOlsvWiUNUgDBs9tlRKxs08LCVbhWYnSglAoF0EMi0yYgRISjIfCcwxCADZCYemMYxqjEDsaIfpDvN4QNRjjhSF+FOGHId5ojBqPsaMRJhwzOnhAy9OsXbqIlT7xzgH0IgQRTDSTB3vY3X3CxgY3r7zEx88+zfKzTxE/2MV78DqD2zeJdndRh/fZiAa8IuG6tFwkZiWIWfItzTDEW5IsX1tDdZuEJsREgtFPvsjJz36NkWwTI7DCCQihNTqOiWONNobYxOhYQ+SuR2GU3Y/jCB1r9CQmHo2JJxMmOsJvB7z0c19lYEOklGhrcklKQfBawBrHZKxzoLNCZEBXWps4UrrVDNbdE8lSPhco5UVIWlSqCDPWEluBVdL1pwQrZFG6Fw53Kgwb0vyqNx2DDyPN4eEJnlql5StG/RGHhycMxjHPPf8y2irHaHErMmGdf0QUjtnd2WF1ZYX+YEjDd9swRbHQ9E0q892tHgvvKJyTpTXQ6LYJB0PoSCTKneKYABfV8LEmDWkeZGDAWoNGcCIi1m7c4PLVy8jJEf29fXZ3H3Cwv8tgPAQT4WnD6P4tPr75Ad3lNS5evc72jac5mWyyf1cQtJZY3thkdXnN9ZG0WOsCRnnKI9KuD222Mi0vTaYbX0ytCM/CpGbzjTyTrG+kZDQa0Wl38P0Aa0xybgVYqxAkXrnW7XdBGqQEpSztwKffO6bTWEMGPkZDNJlwfHTAoN/j/v17HB8dMBz2Odjf5+j4iJ//xjfY3OgwHh1x+eIWFzafwvMVv/7rv87+7i0+//LfdydySssv/eLX2Vprs76xjTBDrBXoKEYID4k7wEtI8GyHbkMx7PdZbgV4NkaK5LAyYdFRhFAeYaSZ2IjDgz3arQ5K+ggvQPk+nucl/xW+HyBlDNYQWxc9USiV+OuUOyLZjJN1XaptSH+lEWWdlnUaENSuaStpSkWKcrJ0Z9BpQMBSTVLUh1SeqskqHZazT/wsOE6eAfU8Np+BWm/H2oBFxe47e76P2mzwyEEArtOcql8SJ975nnZnuVlhkCJGWElsJbEQhJGGyMBE0AsHjIYn6OMJdmjoDUK07LOy1ODiyjJbrRbtOEb2R/ijMTIMEZMQPwpphBEqDJGTCWI8xoYRTCbo8QQbx6A1beNjPIGZaBiOII6xUYSNJZP+iMFoSGN7nXjlCgfa8ky4T+NPfofru8eshgPaUZ+ujWk3Q9pBhD8c0ugN6cQRIppg4wmYmOhAEj24j/UCgkaDsbFYPJpXtgmvXEUHbSbSMlYazxqklbhT7YQTJDjBTLLlLh051lrHaKzAswJlLcZYUIKxACmEi3AnlOvLZN6JhDlQ+G+tBWky9RrCJis3IHEkdE6EgsysQ27CSblJ5vlu0q2cLiyzURbVbBCNJ4i2O6CJRHUqZjKE2YzCGBhHMWI4RuwesrbcZTyMGQ0mNJsdrly55trKGBcWGos1Giklo/GID95/n0tXrnDUO6Gjlmi3u/XjtzIXRApcCkDH7UKxNJY6DO4e4bW6IMEa5zfhGjgmt2Em7Y9rY3d8c8A4aBFPBEGzy9qVLqtXrzMKR+zvPuDB7Vv09g+IdYgWmsn4gFvvHfD+69+h213n2vMvcfmFlzkYDdizd1ntLrO6sUyj28Bi2N3ZobO0glQqU6AK5azkzjs+DeZVnLlVzmQrPGK2o9x83mSn8hYYbDym22klfhBpKjDCuuiXiQ5YYggaikF/gC8jgmYb3zMMBseY0OPg8IR33niL9998naPDfQ73d2k3A8ajAUJYGp0WLzz3FFpHXLlymW6ryVK3jdVj3nv3df6Dv/Y3WFlu0um28ZQAu85T164zGofs7Dwg0obRyO1m8D2L3/DpdNocHezwzd/6dX7+Z34WpcCOhwjlo6RCKomQAmPjpA0N/aMjttbW3A4FT6BtzHg8ybzjhZT4ytI7PmZ1bR2EAhWglI+nFJ5UKClRMvGnyTQC2URP+IVw2jORqtvze4U1wtQ4z1b6FY1D2mPUPDdjNBQTVp6r5jtfGmYSM3nFYnaikH+W7WPxGajCrkUfm0LWxYweXtj+OJCwCmV8rDTERESewFiJ0YrjOz0++O4b3H3/DnsHBxwfHRANBhBN6FpDR4e0lcALAlY3NvnaT36epxoXae8fE4QPaEwmNGIDcYwJY8QkRIUTRDiBMETEGhtqTBhhwxAZGzwDxsZM5ARjBFJLpPHB84mbTTyj8Rsxy6sXkDG0Joq/bCPG738H058gJxHKTlB2gmcF1vPxu00nCAODVO6/jgx2EuINNeaoh4wgUopeW3K4e5fej37Ahf/w78LXvsjEa+AhiJRCGotn0lgI7qQ7g3ExEox1Dm0JwBSJqjK2LtSGSA5LEhYXSbFgP54CecVVPelxnzYxh7kVjRQWnSrbBIlpwM1CaSQSsA4pJPk53wQS+6tje65s6fnEgx7NTgcrBU5hMT88bHULYor8tXGCeDgOCSchw8GIVrOB5zcZD/r86LVXuXBhm+XlZVrNFp7v4QUNpFUM+yPeevMdfuWv/03uHg1ZXV1NirBkvgw19SiuOAQCYXCHUwmwSqKlwvMCRByD52GsBZRrT1FgstYkAAyU9BAWfCXpNAx7Ow94690fcP3SFhsXt2m1W1x+6mkuXLrG8GTA4YP77Nz9mJOjBwgR0+p20Mryzhuv8cbr32f98jWee/4VlvQ2x+MDLj9zgwjB7oMdpFIgJcIaB/SUSsCYwPOCzAlO4E6XLLd/8t7Zfi2TX00GRx1wmr1dLWnLBDwqKbh26QIPDvY5OdxFIfE9z21t9RWBkljjQsl4vkUJDXpCpxlgBfgKJmEfrRXGxrz4uc/xwkuvoHUMVhOOR0zGQ4bDPv2jAx7s9XjlCz9BIwgw0QRrNB9/fI+NjUtcuHCdW7d2EMISBB5YyeHBEYPBgK2tLZTn0+9NsMbwzFOXuXhpmyDwGY0n/NEf/AF6MuQLX/4i4STm1u27TKKQu/du0+62efGlVwgjd2T4xa0NwvEAz/OwaHzPR0mTxdmw2mIiy9HuPkvtJYwAwwRtJwhACeNMpcJidMzmxloy/53Ql8r52xhrEVIhhZ+Yw0CIxPRq06BOIKV0W3ZJgUKaV77GrmrGz75gLOgsMgVFnTmg/ETxWqbXMtUHEqfnNEVhkXIaPTbNQJVEYdWU45Z8QnxW9vg/ynqUBol0KnBjfYa2ye7RhLvv3+e9P/weB9/5Pn5vTKBjkCOeXQ544cIaT/kejXHI8toFlm9cRSx1aMmAAIU8OEBagwgnKB2hIg1hjJ3EMIkQoVv5mzgmjmLCWKOTLWkykAniDlCiBVYjwgl2MITekGA4Qg+HhPEQoggvlHga2kQ0xQQig/EUtgG+5yMaXSYrLfztZVfmaIyaxDC0KDxs3EC6c//QEvoNye1ry3wUDXn5qMf+//Ofsn3jKtHVq9hY4Qkfz4CfqLWtMxkijWPiwjgh6qShIUInGwIlRYEpbbYDDS1cDAUhEzucSpz+EnidbjQURmMExFKgE8dNg8BLj10mVeu6kiSgrMCkmoV08tmcydvU2Iig0WgyPD7C6BgjRbbN0E3c/FCR0r7zbOoXrtj0qgMb2lrGowlHowlLGxfYvnSN//y//K/xkz36npIEQUDQatNuLjE4PObO7Tt0l9ZYlV0aQZABl0TnSfq1jgxAEg0wMy0IMBYaSx1G/RGi66GVwlqRRLBM5zq5NgWc+QSFkBLPD9jc3ODdH4z41r/6XXxfceH6dS7cuMHy5jb+covN5adZv36F/v4+J/t7HBzuMQhHqMBjOfAIT/b57h/8FsIq/tbf+x8SKBiNxjQCj0yAJ2GPrUm0FEIQjcPE+UvkvhHWJoIKfM8DIZFKoVRheygp3xCZ8D8t8Fmy3s+igFoM0hpaDUWnAVLE9I57HI0mWCEYRyFCCBp+i8FgRLfjcf3aRSbDIb2jY1TQYkka+r19tKcYDmOsbTC2PkK6UNdCeNhgiZXVbbor2/idDoPQMg7HKB0yHpzw/Iuv0OissbS+zTiGo6NDlpY6+F4DGXRZbnQYx5rJoE8Yg6ca9Ieand1j2k0fHcesrq7y2//qd3jly68gPUGnGfCP/ot/yObWOj/59Z/kJ778MsZIRuOQ+/cfMBgNiKKQSRgxGBwjpKTTbBHHmjCcYGJYX1nGxhFCuq2SnlDZLiklBMJqPvrwXb7w0l9ieWkJzwsYjUdMopjeYMhJv8/xYQ9r3PkMjUaDKHIHhvmej8VD63znQ9qHeX+JbPtk3n9npaITYFEvVL8UKI6czBRZdGyqjKaHpYcAA2VmNY9S+ZoDgekTs84du38BVPY4jj/NGFp+N78HFI1LFkFoFb2wydsfTXjt5gm337tJ+523Wbv5PtdFjG8My8s+P/u1V3hxtcHwzTcQ+z02nnuO5qULaM/DjjRKjBHa5urWKEZEIXo0gUmIiSJ0FGO0RVuL8D28ZoACPAmRjiCcYEZ9RsMR3skQNRzgRSE6DpHWHQecqdu1weoxsQCLQlrf2eaaEtkSiFaTaHWFaGMZr9NC9EeoyMDEEKeOTFJgpcBIi4k1UnhMpKbnS5qdAO/2PeR33qC9eQEZeHR6e3BwhOqP8Mdj5GSCDieIMEKPJ4SjMSLWiNhgwhhjNUiQngdSOe1AqiiUEuX7EHjgK7caVxIZuFMD8TxnZvCVc7ZqNbG+h1YexguwykdIj1g4gWYE7kRGnMNOnERvNMn4MMngMML5BVkrUImFXQAYgzLOhh4XNGwiT5GPJuuuOeCRAuf8AWuSCHUJADHSefy3N7b4H/+D/xVB4CGM2wZorSYMx0xGIyajiP7BIe1mg0ajQ9umZoRcLS6yWV3d7ORSOJ8nkcRdyE0jAH63w+iwR6wjYikQxhBJlTjtpaXkax1BnOzq8FDtNsZoXvqJr3G4ucTxg/vs3bvDR++9g2o22Lx8kas3nmV5fZvVi5dYuXiZq3qCDofs3rvPwe4e8bhHpxWwurzBxuY2MZLRaEgz8F3tRXGOuna1Nt2ymSxaMNz88MNMFd5oNOl0ujRbbYKgRavdIvADlFLJvn+JlE7LIKVEKYXWOvtd5SM5ZiyUazSeVEgz4e7d27SCFjoM8RoNhA2RUrG/v8PxUQ+zucLNeMRoOGEUK1oyIByPIY6YTAYEsoEUEX7UwxinNdPWGWUiM2AUQmgMXaNZ77YZTYa8/95bXHnmOhNjCZP531pZJjQxYRSBsfgBWAzNpRaNThslA/ojwyg8YdA/YvfBfX7/3/4Ra2urHPR6EGkajYCN1VVeeu5Znn/maSajAQ8eHHBw0KPV7rC2soz0BL6nXBs3G3ie585UmEzY2z+i1xswCUOiKGIw7COkIAg6aCOIwwnRZMTW+hLDk0PagcQX0PAkrUaL0aCHtDE6GnF00GNjfQM9GdHr9xgOh6yurrF96Tq7BwdIIfATvwU/CJAi0Rwl2gaStUQ2QYuy2SazpaS6rxPy6THdBQ1BeeZP/7LFa3UyTxTqdT46424CAyIm9Xm2mZ9iOrmL9oP8ezr5pq1kP66UMmbnJWuFxmIQVjofAJuo3YVkInz2Rj7ff7fHt9/f4+3diNGx5fKdYy7c/JinlGHNa3PpwjK/8PXnWR4fcfin36MtLesvPYPsdjFhjBo7JxpjNXZiwFi0idBWE0/GKAtogRUSb6UNw4hgGDPpD4iiAcHJkKM45kQYLloPbzLENyFKR6BDRGgxRjDxQagYKxQTDabRIJQB2pNEVjFGIpouyt8lqaDdJXzhBvalZ4lHEeJH76BOBlhcND1nOzdgjQMZ2rI0jHj54wHXm4rV4T7jGPSP3mT9lWt8+J1XGb32KvKj+3T6ETKKHJPUlpYB34JvQAnAWKw22d7J1KkPSxYYyCTx3Y3AARKcw58WltiTrr00TDyBURId+KigSUM1EVKi2w28ZoDwfPB9RMNHNBuIZoBsBOggwAQ+NBvYRgtaTUSzifAD8D1Eo4EJfOLAx/oenpTEozHi4JjJ2hLGesS+hxdLrI0S4e4C/5jE/CFsDJgEiDg3MisS72pD5hSVmja0VYSA1hK0RVjpmJof0Gws4y8ZOhvbKCkZaosfKGISJmVxDpKJwIqSOpAK/WT4Oy9l90xqIXFcwbWx70kQmpjIBTEyAqN1IgRTFXySr4jIIglKiWg2CDYvs93w2Lh6g4vHxwwOD9h/cJ/9O/e5/fZ7tDodtq5c5dqzz7Fx8SJr25dZ27xKHBtO9u9xePcOGytrBM0WIYLjXp/l1XWMdZE2nQB2ICCJCuFMFkKgkrM6rl/a4saNa0RRzN7eIbsP9jno9enZHpO7IYPRBKU8XnrpczQbARaDMToxefiJ+cT9933nFAdkwt/tatVAokUQsLt/yJ/+6atcvnSB4XhCFMU0pWL/wS4CQbvVYbkdsL6yQqfbwfcGrDVaTKKIa9cucWHzRXzfAZPJZMLh/i69Xh/l+RweHDIcjen1DvCM5cFeBOYyLQRNIbnx1FUQMc2mxFMuwBBIwklyOJKNaQnFq69+j89/8YvulFIzRikPO44xWtLsrPFLv/zvcfnyRYxx2qjjg0P+vb/xt+mfnDAcC956d4dxGDKeRIRMGGlNu9OiqxoYFGFoiKOQ3vExt259RLvbYWW5Q+Cv4HtuH9BkMiSKNQ/2jrl59zYff/wxu3sP+IN/+695+sZTbK1tceOpZ2i2u2ijGYVj4vGAbjPAl5pB/4hh74RG0EKYCGtCwvEJO/fuc/HiJZTysUJhhURb60CC54KHKaWcyc1TNFSANj4xHsKdDDHDRO94c3rLFHxnqsnPLSFt9Wdqilgsx7NHIBRmCq4UtIqVGhW+PyxseYx0ntDEGQiyJIpkx5UNitBopIJh3OB77w/5ztsnvP1AsDNaZhLGbA/usrHzIdueotMUvHSly1efvsTyyQH+eMjFy9fA87DSQ4QSYWK0MUQmQkuLsgohJDJouFCjUYyOY/SwjxgN6IdDCEEYwYkY4usJ6xOI2x4TpQl7ExrxBBXGSCNAC0LrsbO2xB1lGRNz4vmMpGDkCw5NTF9YgtVlfC/A0uer1rAxEKjldewXPs/yX/5Zhn/8Peyb7+JL5/DkAu+QMNyk3aQTHEu9CUvHFpl4eZ9890c8+PgDVu/tszSaoIxNIhk6wSSN2zAjhUB40nnPKYH0FCIGESbgIwGhzuprEESJ46BN+soJMrdPX2KlQBp3NI6zlyuwx1gBsYIYi9QGgdsKaDMNgSspVjFGWYxQGOW51bmQxJ4i9gO3Pz/wsa0A63tEvoKWz0QKWpubNL0WrHRR3Q60W4hGgG0G0Gpim01ko4Hw2ljhYZTAeB7Gk1ip0L4gVumrSQxuP78WCi2ch7dJ9qI7ZmTBREn0uiA5rdGZUoJUA5FoN4x1oj0wyRa1ytjXqGwFlK5xSNihlR7B6grDkyP8pQApfac1aKisPBOFmSYhFhYdabSJkrQC3wvwVi6yeuk60eCYk/0HbF6+TL8/pH+0z+HeAw4PDrhz5/fodDtcuXKFy08/x/KFS1y6fo2rly6yvraO9hVGCiaTEOV5uTYvM+lkMz4R0I7xtxs+3dYy/d4RF7YvsLK0xNXLlzk86XHn/n2XXnpI5WGNJo7GSIU7v0JKjImdeSgBA1EUZirolL+4nXQi0x5IKRHK4+hkwMsvb7Gx4cCLjjVbFy5jtWY8GjOeTJzZrz9kOBrjxYZev8fk0hZxrPEUTMIJP/jBDzg6OWF5aYlWs8X66goXt7dpNgK8hqIXWX741i3CcMxzL15j2FPs3LnFuD/iYDxhe/sCVlsaQqJaDYTxicY9PvfyyyiV1Dd280YIhecpZFPx7HNrKCX41h9/i69//evI5hKyCavdVYyBk2GIVJJmu+t2xCTvcnQ8QKlDZxrUEYcH+/z+v/kma2urrK2t0esNODg4YGt7g06nzcrKKsZCs9nma1/7OuvrqyyvLPG7v/3b3Lp9k7/21/8a2ljCKGTnwT1aTclkpImiCcaENBuSbtcd9mS1c3ZeajfctksliYxb8ErlkLC1huEgdFtllYfvNZhIj87KFjaJMYJNY7ySD67E9GSKl9wgmJYrC4jIhY/jStfjC4rdc5oJbLaDYsqWQb0gnYdOao/qnJHPeeg0O8+s9lrEOzTdJ+wcoiTK+ox0i1s9+OZr+7yx1+Ddgyb9yDnILMdDNj9+h2fCXS53PH7q6gW+fNmnNTxC9XsYIYiDBsIEWCsJrXYOIT4oI9HjEfG4jxmN0f0JehIRW0MkLENhOYxGfBT1uD0esReNOOnt8fXmCn+9e4OVXkxgJ3S0QGqwWhJrg4oNvXbABy9f5dWmYmcSsnzlAkurK0yimJ/62Z/lD//427zyxS/wwrXr/Po//i9RH97BBDHRShMZ+Iw/ukN8b49maCFyJgWLQgqLESZRh7pW86zb522FxUiLwtA4PqGrB6A0e0uCcRw7L3gEkB7ao7J2FyR2PTS+szg70GFdryAlPuAhECZhWMmKVllBoMGzEq0coJNCJqcSGpTRiWbDuOiBQiBMnDkOpqNJSIGM0kOgdKIhwplFCmPKjS9XBysg9gWxTMwEVqKlIFKpaUEQK4nxfbSnMEoSKR8aTWQrwAY+ohXgt9vIZhe/0UI1A2wjQLQa+J0WcqlD3GkjGw28Vgvr+xjPdyYU5WM9D+MpIiGJpXTARhp0okp2WglIw8+4d3C7NkyiuRAWZ0qC5LoTrsq4CJcEPlIblBJEIkZahYxTQWhRvk8ac80zEuGJbM4ZY2gudRmOIu7cu8tw/w5PXdlieXWZ3jimv7HJ1rWnCMdDJoMTDnbvs3P3Fjc//JDm0iqXLm7x4nPPc+XyVUC6nSa+l5zlkAa+qU5ni5IOJCoB7XaDTrvJBx++z4ULW2ANQSDQ4YBv/8E3CeOY5eVVlpZX6HSXaLfbNJoNms02ftBAiERrmPIGHO/XJkYKCUKgY+M2C1b43M9/4xfxPI9xpJFKIb2AbruDFJJla1HZbggw1hCGEf3+Cb/zr/4Vno34yZ/4MoNBn4ODI1qdLsprIYSHHzTxPHe+hRc0GB3c5YO3XuPi9c9z89Y9rl9osLm6ijSSH/3oR1y/fIk7O7f58IMP8Dyfrc1NvvLlL7K+vsbYWPrjmKPDPvE4pNc/QSS7ZmKt0Uby3PMvMAnjzEnPAp6nMHGE0BCGcHx8yGDQ49r162gjQcb4StJuthBeiwtXnubSxS02NzZodZYxNjH7SUscxZgoBKNpNQM67TYKyXvvvs/XvvZV+sMeSvns7e2hlGJ1dYXmdjvxGfBRSuH7DcbjCTdv3eWNH73GT33ta1hrmUxGhNqxEs9X7owHLEZHNJKxm3jrgI2TVX8iCwrwuGhGqJ418LA71R61nDzHQUU54BDl9/2xoLpmO2v9044V2YrTeaMaqwiV5W5P85t/csjbBy1ujeHIhGBjlqMel3Z+xNMHH/DsEvzM0yt8brWLPzpERyE6CIiaPjJo4gkPo0fIwRB7dIztDwhHQ4S1eJMBE2E4CgI+JOKduM9HkxP2raWPZSA96CwjVEBbxbTVMn4U0R6FtJXGGIM0AhkZtJ2g4wm02nwYHfPyf//v8Eyrw9HRHtvb29y9d49BYPE2OuyFfe5899ucHJ7QpYltWyadJtEHd9C37sPBAROroaEw1sM2NB7uQB8hBEpJvEmMii3COGc+YQXC+kTC41DBsR+xLptsRYJuZLFao4Xb2x8qjZFu9SWlW5YaY7OVuvNYT1bvFmIBkfAQyqEQk3gHawFxrPG1IJZglARrmCjBQEpCqZAS2sayHBkCHROaEImkIRSeFvhWOqBhnXd5etCTssm7uWjLufdCEkJWWIUfShokqn1p8IzF02koZJKJNcp8BeJE05KaAjJTAu6USaE8YqxrJ99zO1WURDUb2EYT7XngB+A3MK02stVEtpo0Wi2anTZBt4tuNaHVxLSaiE4b3XDmj7DdwvrOFwPPS9SmgokURMI5Lrr6SIRysREtEhv4BEGTeBIhGh6+SLbFiRRUuGeN0fh4LoCUTHeMJBoko/ACxbf+8Pf49mTAxsYmF689w4XrN1jZ2kYICMcj1rYvMxmPmPRPOHxwn71bd1htd/mJr/8cceLXkIIM5XtZE6cmj2z3hDEIJWg0fALfw/OSgD1JbAQp4PbHH/Cdb/0B2lq++MUvc/fWBxyfnGCSg3yarQ5f+crXeOWLX0n6U2T+F9lhMtZg9TQTT39LL8AKQaTBxjFCCGIDjUYDz/Ndu6V8S3h4DcV6I+Bnf/4b/NN//N/Qar5NGE5otru88pXPoYTgB69+j//7b/5D/twv/Bxf+uKXODge8MF77/HMtRu8/v6HePJ5rl9YxZMR9+7c5aUXX+DB/XuMh0Mubm8xHpzQbVgmg0Pu9A/QSNa2LiDiAeiY5Y7bwRDpEeNJhI4sMtaMTyZIlWgNpEKgCls4Lc2GT6OxitUxCN8FEYs1YRyD8HjhxZfxFLz7/gc8+/xLaCMxRKAkUrjonhKIYzg66qHjCdpIPvhohysf3MWTAVEU0u22WV5u4vkujLLnO78EYwwnvRNGgz6T0YC7t29x/alnWN/cINQueJiUAqMNRmuiOCQOI6yw9E56CBPTWVlzxjKbHxdsIV8pl8zoDw8CqnmcdijfonQOzUACBXJvwMdGj+3Eq7psK1ku1mGpmURg8JjYBgc9wb/+1i0+3FvlwVgy0hGesXSs4erhDi98/EN+ai3m609f5OXNBkIaYtMg0A0GkxEcD/CPd5hMxgSTESqOEDpEWI1vLVYJ7i01+NC3fGdwxI+iAWZ9iY2LL3Fpa5X2Upe7t3d59Xtv0pBwQYe8tNTAP+kTNyVxFCMtRNrtLoilJG62OOw0GGjDN//NN7k7GIKGfq/PeDLB9z2GwyHaWFQIy0owjmHFF8TjHqvrW/QGQ/rHR4g4gtEYOQ5RYYRnXPjhwBM024JW06mkm0bR0eBJiScCRs2AB+EhL7VWWNk5YbUX09IWLd2qM9DORGWwYONMxexiAwDSjUeTmuLSMZqo800yH60Q2erb08Y5Riqnqn6w3eGHrQYfKbdFcdsqngstzxwOWA/HCOWcDyPfMpDumbExRNY423w6jBKAkDrVCS1IdzpIA4EQ+MbSxtKeaBrWuHcQiRpbpO+V2NCNTlbh5bDcTWPxjBt9STg43I5/F6nSAEZKhPQyh0eT2PQNwmkKpCQyhjAQzgyhJLHvYXwPfB/lt7CNFqbdIGoFsNylsbZKo7uMt7xKsLyE6TTR7QY0m5hmG6Ma4Ftso8HJYIBWAbFUbp5Yicb5ELjVs0WJiMhEID2MFIlOBoSyNNsNXvrc57n//tvs3b/P3Vt3Ua9+j42LF3j2+ee58fQzbGxtM5mE6GjE1auXOTo44ukXX2LiK2dSsZbRcMj6pshV9TaduSJb2SglnFagFSRpJEoEyW4Q56/z3rtvYXTET3z1q/zH//H/FqEkk3DCYDDg+OiYd9//iN/6nW/yhS99mUjHSOm5rYg2tw4X+Vd1x0Eec8JVSymVrFTHbvyoVm6yEanOyYGDpeUVvvTlr9Bttbh16zbvvvch6xeu8dwzT7Oyus5f+Au/zBdeeYlOs4UQDXZ3D9m82GZtqctqd5n+IGIwPGL78mWajSajwZCllQ22t7Z58/Xv8+bb77Kze4A2mueff4H19U08Ad3VZZ57/gaICIBBf0QUGd5/7wMO9vf59rf+LSvLKzz11FNsbm/hB21GoyFxrBE6whhNaA3CCwiCBkIIwlGIEgbfdwedrawuu2OssQirsXHsACUQ6RgdS+7fv8PnP/cS/72//rc5PBkwihS+J5GqzWBsGYU9fP/EmVill/ALTe/kiJ2d++zv7zGZTLhw+RrdZIusIhkrvuMvTZtqKV2fDk4OiSON9QAk1hrKG4VLtqhHAgTqKD+18Pyy8XxmglQ18GNIdQeczTWrJJ1XDEEpCt/dPUlkfUbG53e/8xHv7gccjCL0ZMi2iNjyLVeDISvDH/HLn7vAF1YEmw2D7R1gT44I+mN6RnOLESsarg402BARG6RxTikag1aKgYV/cXSfdzqKlc+9wF/75V/k4rULEI2SiHQx3/rW95A/egsRjXmu22EliukJQeg1GIkWA2s4ESFHROzFmkMRcxIPuXkAb997lcFkiI1VhjiFdP+VUvgoxo0GJ+0W3U6HRhDQjAxD32Pc6WInISMrmCiJVSBj0LF24WeJyE/5c4GElDE0DDSN5IVOky9NoDPRCGWJpGNzRsBEWnd0sE02wNm8f6R127KETbzbcWpsY5PtgpCt/lKVrRXWbQlEYKRm7Et6wvBmU/OmNijaMB7xvp3wt1sNLh7HNLVJQkI72zhSIKRb0VsliAEtwUqJ8TxiTzlm5UMsJLGwjKKIIxPTVxFbrTbPHQq8MAZj3eZL4ermnAg1McbthZfOETLGkB1IJ21uc0ZkwZCU9ZzWAufJL7RJ1PqgEM4kIoQLLYvb8srEZma/bG0j3I4IjUALiVGeew9ksrLHaQ8CDx142GYD3W4iOy1U02fSVDRDi3ftMmp9E7rLeEtd6HYIGwFhw/lRWCWwnkcUhcTKI4l/yVgLjGyyeelpmo02NhwxGfY5Odrj6PABf/J7N/netxpsXbjAcy++yNNPP8Py1RusLG2wuXURkzLnSOP7AZ5yu0kcAMj3kLuYkGC0xmsG+UrLSrrdZcajCa1Wg8Goz0c3b+J7kp/5mZ9CKQESOp0W7abPxY111tbW2NnZzcKEp6EtM1MRRfY5yzya85Y4DsG6GASTyRipBM1mC5v9I9lP72FizWA4phk0+YVf/PN8+zvf5f0PbnLt6jVW1zdp+IpOp8PO3Tvs3HvAhx/fZPf4hF/4+T9Hr39Mf7LC0WDI+uoa3ZVVVta3kcKJiBe/9NM8/bkvo7UmjkL8IMB6LRBjTk7GfPe7r9Fpe4SjMXFoiLTF7zQJWi1++S/+RV5+8SXW19aciURBv9fDWMvtW3f46OZNBscHLK0s0+p4RJHbhRGZGN9roICtzXU8ZQk8t3MjiiYIqYi1TUJmO9NHaKA/CWksddASoihEGNAmIvAVB3d2WVvbRArPgY5ozMHBHndu3WZza5sbTz3Nzu4uq9tX3MJC2EK0yoS3CDeGfBlwYfsCYRQhPbc9NpMmIu3fIhCYJWQeDT2sWD4TGHCqKRfr3CYqSkfTg7paqbmr+YJNPwu/WbgtCz9EIX0xNGTK8E+jWt+Aal0LZUjrBkMsnRDwIoESHjrdpyzAWonUHq9/+02OPzhkayB4ycRcbgiuBZarSnMh6rN6WdM47hPcOkSMB26LWTRytvGGpMOErvWQcYwy2q0mtXUNLyWRhDEwajfpfu4av/S3/go3rl7laNLDNH2kgbbosNztOJu3gfHSCr8/tAw9wd1hn/tRyKHVjEXEWBj6niLEokcx0bCX2NCLW80EKt0eJQSxJxG+JPIUE99D+4rIlxgjiUOngh8Jy0QJTENhFM4ubdxOfmM11rigIm47VUxgBEE45gUhWOqHtIxzUNPW4kkNwhBKZx+1ntumGGnnMKikRFgFRrrQwcb5BnjCqawNTp0oLXjGInVq5HGMNJZu1T5SHgdWcGw1zY0NHuwPsY0Ao2O+HUguD9pcOumh4gkNLVE2IBYCTxiEjd04SNT31rpjkbVwjlUWiU60FUYIYl+yv7zCwA+w8QFyknpDJEAlmdbuYBeFxq2mrRQIzye2hlA7p84RMZMoJjSa0GoinLZHK4lRkp6ytJWiETRoKEWgDT6CAEmAO7PAE4qG9fEQiT+HRWqNtE416mKcg4hCfAuBkAirUcJAJBADkfCEZJujU/YTewKMIPQ9IiGxQhF7ijBQ0PDx2s40EbaWCZZXaK2vINZXsStLxJ02g+Yy/cDD77ZpdG4QHh1z3Dxi0mpjNy4ynIw4Ojni/r27/OlHH/B6o8XV7at8/id/itYzz6K0YCQEg3hCIEFZTSwlUlukdZoaK9wuHZQiFjCOQgJhaQSKsQlpdtscHx/Ram9z++OPuXnzQ4yFl1/5vDtPQghibcCAtjF7u3ssdbtYbfCkj9EGmfBJnTAXF3chDYddUPemdouCtShdqFjrtATD4TA5IdBpVWSiETKx82cfD0d8eHSE9HwODo+Jkfz+H/wRNp7w+Zee4/U33mJ35w6d9hIvv/wyv/nbv0szCPjyV36SdquB713AWI3veWid+MDgIbwAz28TAFIYpNWMQk2EQDRaeLLFKIoxImCoRwwHA8YHe0ThmHAy4uDgmAsXNlldXcFYzXg8ZjgcsdTpsrG1ydrmOi+99CJra6tgQeuY4cAFIzrp97m/84CdnV3u39+hEfh84QuvcPnKVWIUJ70Bt+/cZ211lQd37+H7jt8gQrfjKJlbOnbz0RhDqJ35Qnk+m9tX2Nq4SByFTMIJQavF8fEJRvgo3+1eUAVHz8APEFjaHY+j4yNE0KTTXsFY0EgEOtM8nS59CncfifmgDDrPor0/ExhIxGPmQJQo82amFzO+zy/ETgn1Wc9mgcDOUsYZoJMFIikdczSJU1iyWvIMSGvwbUwzEhx/eIeX7u7wM0sBXdnH39/BO9in1e/RCjUeMVKPUHGMpzVSxy60romwxLRGluvWHXcrrHXq6xiEcZ70VkkiHYLnzjJfu7jF9uVtJJrxcESr02Gl3SI2hvXtTe4d7nJ18yK/e/82l1e2mSjBHUYMG5JYqAwZ60xNadwKxlpAYnQirBNVXGKgdFG7hEy2s5nMFh+FmkkUEZnYBfexzqHPmMSdRuB2ABiD0TErK8u0Wg3u398hwmm5Wyh3qmJoiYVwjDvWGKEYtFsctzzCNJx/EqHQM2CJQehko6dAWgOxQZhk5SsFBo3WsbMoKA8bC7SJmQiDlj4HTcV7IuYoVIyiiM7aCicHh/Qi+JNxn+e7bfxxwEayS8K3EistkbGQqLvJ1prgG48gmStY16cumJHBRDHx2Cde8rC+hIl1zDxDt2nk/3TI2iQ8rcVGMQHQEoqlWKLxiFWDSMJEGEKcI+kDpfnIC+n7gmu08BLraqg02rho131jMBKMiJFEqVXFqWJ99zYuto4Bq10MisKBMdKCZy0+Es9qpMm1DyTAy0fSmIQ0jDskx+2mcj4dCLdVciwgMAKUR+w57UMU+PitZezWEp2ffRk7GLG9N0L6lrFwdcEToBoMVzbpD/uMwjEn77/L09sXWb24jdq6wJpqcGd3F6VhcxIztmB1AjaF24ZplItEJ4Xz6xhpTWAE7dUlWq02e7sPMNLy0c2PiEcTrj11g0uXLqFNcsaEAc/zCKOIj+49oLWySYRCIJK5IvMFRuJHAmCTUy2LDMfmnU5q6krZoTvkCU5OeiwvL+P7vvP/EQJjBNYYXnjhRf5v/9l/ykmvDzKg1WqjgItXrvHUU8/yxuvfZRwZnr7yNFeuXOMLX/gaewcHIDx++zd+i69//adZXulwdLgH1tJureD7ncS1IjF9oZHSOKitBLEVSC/A87sYY1huL7N2wXNbrCVYE2OJCaMRvdCF845iyUl/zEe3bnNyfIQfeKysLNFuNzk+PGJvdxdjLBsbG04jKaDlC65e3MBqw/1bN5kMe3SW12i2l1A2wkYjwsERS+treIFFSrd4ODg4cA6MUtHwFDoaoaRy25MTXxK0wFMeEzum4SvieIKSBp3I9di6bbG+79E72GV1uUMQKJRKoK8OEcrDuLhuRX3AfBnzKNUFmfRPvFRswQ9pAToTGMhUJTb//aheJQ8PK3K0XLStVdPPy6NCZ/ExEOTvhwFPKJRxMe+1NFgb0Y41rd4I1Rtid/eRO4ds7hywsneM6R0xHp9wqEcwGfOCabIySUJeaoswTqXtPOSTVUlq905kMtbZyccyhiTE61gJ+l6LfkPRsxOW/QbjiSFoBJz0xnhBl1gIRpHByoALF64wGE4YNQLo+hyfjBg3/GTLmCA2LlYBMo3RLwqNmgjvxKbqXHQMINMNbFjr9lQ7hYHzshVG4wnnuGdIzQFue6DECUMpnEe9pxQrK8uEk5Cj/UN3JKvRCOMOvPGTmIBaSu6sLvN7DcO36XESRyig6Xs0jCDQgkBYmkrQEtL9N5K2CGgLQVM4ZukJaApJAKjI0grdSYGRktwNJK8S8qbQ7EaKyfEQLUZEYYj1PPYC+JejE3ZXAi4RsGYkyycD1mxMw1okykVMROT+98aNR2XBN+5gHy0h9iSeBX+i8UexOw6YODFvVEd6fmJBGsffJhfSPf+KRJCC2xeNxUiPpabEWxGs43PhMKY5caYIIfxkBWOzwEgIi5Zh4jGdnnqWhICORQKABUY54W0kxO7MTTQwQRMa4/pLuLwBlLH4NjXHGCIR4wmFbwQ+Cs8Ip7VRFhNqlDGYeEwjgo2BhzjuM9hT7Ed9/BsXkT94h7XJBO0780jq+i88kexMUS5Q1L/5Y46//0OGa2uE/ZBhOKa5uk5jdYPG+jJyZQm7toRcXsZvbBJ3AsZKIz3JRFoGDUVoHMZbardoRTFiHHLng5uY0YTnb9zARpGLVKdj5xgXR9jJmHfeeo/uxmVurGxgbYxIIjCSmquwWGESMCVzjXKBdRmZ6q3K/MudMeGccXu9Hmtra4lJIxkgUnL12g3+Z//z/wV379zl8pUr3Lt9i2tXr7Gzs8N7771Dd2mF/nCCUG209egsrdHqrPBbv/kb/P43v8kXPvcy1y5vcng0pNEImIxOGPZ6oHyEkkhhiSZjmg2flcuXwGjnSW+Tg4o8hdbJWEC6g6HwAIX0G074hsPkPQLarSWCIEBKy8cffkT/uM94EnJ83GM0CQmCu1gMo9GAKJxgdczWxjrbW5tYYxkPhrTbHYQNabcUzz/zeW5cv0o4GdLv9bl95zbdpmV1dZW333mXg+OIMIz40pe+xOraEjqOOT45IbYx4SRECc1keILnBWgmzo/Fup0mvqew4ZCAGBuPWV7fZGl5ieFEs3/So9kJcCfOfHI0dVZPWrol28Gx6GFFZ/YZSAFAOoAz08iiNKNeWRZVzYCtzz4DIou852noS+QfxYnp9slHNI2kGcV4/QHy/gPMh3cIdw85OeojLJyEPd7b/5ibJ/c5CCP2hgMEmhdin6euvIKMQyfsQmdoMel2u4L8jXAqeC0UE09yhOZYSQ6jiJ14wp3YcHscczSEExnxi9JnbX2Lhufxpc1tsJJmo01oNcexIJANhsM+0g/Y7w0ZhxqFh0oK1dagcfZ2tw8/EwFJA9hkYSLdwldYhAvrjpLgexIlXEAhJ080vnLCoeFLPBTj2AmYSCfnCOBWXkoJTo4PGQ5PsMateqWFpue7VY4Q+NptGbzVbfHftSN+o2nptTec05s1GO0i6xltEO4ANxdzASeEROy2CPrGqbsDDE1jaBoIrKWBQcWWtVYXvbLFm7FkNzIYLyAKYzQRCIHX6WCXfD4wIfeOTljShm3l88L6Nl8YjbnaG+FrjdIWkfgUGCxaghbOQcozFiUUnlZJMB+NQaGVwHiSCIsvncq+bmim4z+9m6sCRWLjT01a5CYKKdlcXaN9e58g1ARaI4wlFnHi6yDAGGSYhHwmzswSbv5J5/Wd7piBPF4DoAsxF0Ti6GhxcRkimQRHUgkAwmKVwnqSyDpfkBGG0Boi4U7im/gxykoiNF5TcNV4bI/GdMYewRv3OTke0wo1nTgCAdImcQ6UQ5/CuZZjogghNMtHx+x/+/tEG0vIhmD9TUWrHxMLgfADRg1nrhg0Akyn7YDB6irNzQ06FzZorHQRa22C9RW8gz3ee/t1tiLDK5eu8P53vsf//n/9v6G9skSj3WJr+wJrG2scDCe899E9fu7G55HagWRIgLKwWVhtk8Rq8Y3z7LAkO11EKvjLKs/cl8CZZ9Pf/X6fdrvtzHo4U43wfG489QxPP/00v/Nbv8E/+//8Kn//7/99VtbWEMISa8OFC5eITcj/n7v/fNYsu9I7sd8255zXXZt501WWQQHlABRMA+0AdNN2T9MMOYwew+EwglJoFNKHYUihiAmN9F9I82FGEjnUMBicoIJmSPaQbLKH3UAboBtAwxdQ3mRmpc/rXnfO2XsvfVj7nPe9mTersgpotjQbuHXzvuaYfbZZ61nPetadezeJTcPZ3R0kLWjqI5p6Rootk/FQ9ShoQRLOx1wtN/Hbv/fbPP/883zkySf0+lLkaHqAJIPzPht4mmnjfYn1BWS9C2ctRVHwh9/9Dt/73nd54blneOojTzIaDrRCYVEyHnk2zz1FTHpPGloMytGQmAmEkZAixhY0wWCLIbPZkm//8BX+8PsvUanbz/b2NsF4ZnWLr4ac2Z3w/e99n+eefZpLFy9gDMymxyzqmnt37/HlL3+Z3/md32NnZ4cLFy+xvXuWs3vnGQ4rFktFFnd2dtjZ2abyntmy4crbVymGm0wmyht6r/ZHmk4o3cq95q2zZiC8T/vghYrWxumJDbxvp+P267n+DymD0p+Czh6QlSTqac3wiJ37fsjAKUhEdyE+tgxvHcGrb2PeuY6/eZflbM7VInJtOePK0V1evnON5cSxcfkM85C4dnXJXm14dusxqhoSBYklpmyJ1tIYqJN6csmVHBi4Q+CmBK41x7w9nXPTBPZTwRJYGgjekQYlyRpGFlpJ7J7ZYzgaYo0jRcMyCfOjQ6J1SFmwLBzJO6z3mGVAUiCKzV5UAiI2s9GMyd4WOX/WKNRkjW4WKQrJREiGWmokLlkc08cWl8taJVjblqapsQbmizlVWdK2QSsHooQe67J6QPKZ2GYxIgx8gZdWCx8ZQ+Mcr2+P+R1/zOFoh7lYUgAjazW8nSB25VN3Bk2niKesBw0ZSLNktn8PSS1BGkyMnDeJi/4cR4NNaBKxrSlMkb0bWCxqlkUkJEMxGHEvRG5EeM1E3q4cz1DimwVDWzIUyxjHUByVRAaxYbRcMkyJIuZBbSE4yyIljmPNoF5SpEQSe2Ljf/+WywhL5u/Qg0qEnBs9uDtlZwFFUIMvGaFxGQSyarBIYcB4qlQqsJ0ForoiMTaPjX5OZiJmmZIqS3ZTBV2EJIeSYG2eGx1V0ViiyRkN1hEtJBxioS60NsKisBxtFSyNobl9yFASgxQxd/axOyVLG6mUoIHJNe27axCJOCNgNGwxionjplVlQwyDkKiSwy2anFUCc39AHA6Zc49gLKYwJBtUtMnCcuiJpeV2M+c4NJQIVI5494jFeEQ7rFgUr/NGWRI3znFx90ns7WN2JxsEG2kyehFFSEGNpE5nQOsj6P+ip+ed+GT64loniiTJCjEwxtC2LXVdU1UVfUcbQ0gRb4SDe/dolnOqwlJ6Q9M2TI8WOF/wkacfZzIZUpWb7J09w7//F/8s+3ff5e/+3b/Di5/6NH/9r/9nvPnmG5w5ewZnLZPxhP39A0SEzY0NNWJkxZsvi4KuMqjeWuS1H36PZ559lnaZyXVZgc/Qcvnxi2xuTdg7u8doMMI6R3IFYi1YRzBKLE1JEQ/rCi1D3k30Ss9hrSFQgB2wdeYSZ6qKlIAYCG3DcrmgxnN0uIBqi+HA8fzHP8k3vvktzuxuURaWjY0JRVkyHA05c+Ys1lhmx1POvLDFRz/yOMZZksCsbZnVLRcvX2b37B5t0zJbtpw/fx7xQ2IX+/oA0PxPvnUbdA5b5jn7KO3HChPouU9asaetZvKAsXAftPEeF/vIG/5PonX3kk/nkmFyZ0H17dcZvXON0b0DZtMFX13e5F9Nr1JeOsOnfuVz/JUn/iKTjQlGDN/61vd5++1/yE5MPB5bQjzgoPAEq2z+fYTr0nJTIu/OjrlzvOCed9yi5R6aF59cRTRDgtNwQbKCc5bCGJUxqTzJQNPWTMpNrDjaNrCsW2bHM1IT8FVJKnQrfPzcBd5ZvEU0WirWkPCZ1e+NoKo5OXaWeSAdEa5pIykm5osFbdtoffP8CNXL7RZ8lyHRRApBNQWcpV7ocVKGka0FaTNbu1ZZ2oqCgUDlPC41ONGNY1GUvGITB8WA1EDymjRne3a2/uTMdv3bZJFsA4GujE7C20RoGmZhjolajCg5uN5McUd3GE52OLe7x407t5FaSx4nhFg3SFSUIDkIBVhbcNdavukTb5WOw8M50/aYhOCSUEaYRNhpIx8fVPxSscFzd5dMloFoNI8+lZ4wHFMdHjO2BS6l3sM/MSRP/DasbQed2aaepaFPH4wWUuGYJIdrImXI5FNnqV3FrDLMBiq45BOUUbChyf0IEgOGrI6X54MabYaOVuqSkvBMDoHYDkwSNKsB048pzRwRipjw3b1Y6dna1kRMbcA4lpIo6sDh2REkR9EmjGhoKInHSoGLQdNU8H0/gFEjEZvllANeAtv7c0zpqcohRZs14XO6qU1gTMWNxy5y9MnnmAEbR8cM7t5m+8pN9g6XuIOWXSs8Lpbj4YBv0XBluiT6wJwDojEkq2O9KK9RVu9QfO+HbH3sMaqtCWlrh7g5xmaFybaqWHpHsBaV2zI6Lwun5E9JRKMkbV2SVpv//XCvMYbpdErhvVbb683fxKuvvcprr7+GJOHdd6+SUsuybgiqO41c2mXeLti6dIl7t27z1mtv8sxHn+W3vvI1jo6nJDGU1QDnPb6wbGyOuXr1CjEKn/rMp7HO44qKJIYYA00TQHRtsM7grCqI+kINfqzrw09GHBNfMh5vYAxcufY2Fy9coE6KTNmc8WGtZTgYUHrPsl5ouMU4xGoKrs9kPY/kMJtFogMKvQYCk2qTsagirKREu1xQDTe4c/s6+4dv09Qzzp7Z4VOf/jSuKHniyaf5q3/1r2MQvNOSJq+88kPuHR5z8fKTbJ05x817hxxNF1w8t4fzJVg15iWTaHvD+f/P2gdGBlZ8AbN2x6s7X6XbsQa333eQ+1+5L89WX3uvb3zw9qgGheSUIyfgQ2Lx9nV2bh0xvDuD2RKpW64sj9j89Mf4U3/xl9k7t8vx8RGDsmRQDphsb1AK7A03aKqCH1nDa+GIa23i5ixxZznnyBqW3tNYSxwVbF88w9s3bxKszwuaR8SovkD2FmJMOtiBw6Njmrbl7t17DIYjFrMlb77xDj967Q1+8P3v8aPvfY+b717DGyjEcHDtCkVqsNLpyKt4LRKJosS6FBNtE7DWMqgGXDh/iZ3dHW7fvsPVq+9gESajEX1EWHRyeeup66WWWbWOlDQEIVEVGYvCUVQVWMNiPqdZtqpSlhJRDKUvSM4ysZah8YpI5GcQrWMfoaZgiSq5daWBxa70AxQaX3MRTacUqNkNRkBi5Hh2RDSRwgleDI0klkRuH95lx1jcoOTixTNcfetdnFdPtbBZEtmDjWpeBGlIyTOL0FpHce5xDo8OaLM0cJHgXjC8nVq+t9jntdkt/vdnLvHJW8cM2oSJhlKUaJSsUyTeWwiZxHnKjFm1nCLZGWSsQls2j/MYA20MtGKVIGrB2IJ7G2O+vun5g/oeV12LF8sWlklhGZWGyhgGWMZmwNA6Rs4zTpEBqg1RJsGFiI3Ke3GoMeGShkmcqAiMSUIMAS9dCEiRhYjBONMbDxraMVoAR1RYyRnHoLXMg8GbEkzE5uPEecQNCrp0Ur1/02HvJKP369CsEicBF1vKolJo2UT6jAdjCMZwb2Obe5/9DG89dZGFE6qQGMTIx157E/nyV7k4bxm2gUmAsSQ+tTlmcFgztTW1MyxzvQtrBGP2ORuPeHH/Dpvf/jYYaIyn9Q6pBrSDEWEyoNrbYnJmizA5Q7m1id/ZJI2GpMkQGVTUg4J5URCdp3GWxlla4wmuS6PVARCNwZYls+MZ441J1trQeh3/7J/+E27deJc//xd+hZu3bvC7v/c7HB8d8dnP/hTeOtrFPkVZ8ZXf/G0Wy5qmrfnc5z/PqHLcuXmNr/7u7/Ds8y9QDkb4wpGsw1cD0nIJRtn+2o3Kk/GuE/nW8tQxJD76zLNM51pDwJcVyVis8xpCIfOHJNK2Ae+cKoGjoQjvLJIaCmPZqEreeuU1Nre3wTmiOMSW1PMZZzdHnNka460QUiSGFussMYtYgZYlJmm/xRD41ne/w907t3j8icuMRhNaO+AHr7yDMY7RcEJDwe7uDvPZlNF2xRtvvs6wHHH5scepds4TxeGIqiAao/74tVJineHWLZTvtd+8x3srp/tRo/7rqMBqvXjU3fODcwY6qz9Df53nsPpAtyj3Gln55Q+2nf8kDav3NQTyorLKJ9UJNT04oL1znereDYp2hrRzLbRTVZzZ3eaxS49hjVC7JdtbO6QY2TizyUG75CU/5PWjmyyi48gVzH1BLDxSbCpfoAuBWDi+c0AyxQpezXH44G3vgUtMqpPvPcPBiJd+8BL/9f/t/453jmtX32V//5DFfKFwvIHxoCSEQEqBul2o9nZULz+mmCvZCW2K+BzTs86ztbXLk08+xaWLlzTNphwQQuSdd95muawxRj18SfpMxztbRAzLZa6YSAQj+KpkUA0oqxFLgdHmBruXhlrNLgSapPnyNqf+uBgZ4JGkcjlOLMYkTckzBeSCLtJR3nPTqnldyZycjpfz7QUVNXIIbd0gi5oiav+0Ilgsxnhmi5pysCDcvcWFC2cZb1QczWrA0SYVOSF0pMpufDckoBVLlSxVURKihoECRktEUtCWBd8NN/m3acZjg5LzoVUPOyU8BusKrESMUbJoCuEEBWllCJsTU30dnbvfWHbSET89VQAxiQMr/GBY8I+aQ97cGHJYbFAkh5dItAEfrWYCpIiPCRtrTJhjJFICEywbGCbWMDKWgYWBgw3r2RDPRoSxcQyTYSCGEsGGQCmCjS02CS4ZxIpqM4SISxaPJeGoBDAJk4SFEWLTkFyksS1VMphkCcczvBlCmbMtTF4mTVID0KgstTG5Nn3qSgObHhGwaWU0zkvL4VMXuH75PNW8prp3AzfaYrZzhptPPslg+/ukaQDxRCJFA3vHS7YGY5YW6iTMraFJEJJlmRouuMiFo2OqVol+xixIJAxzhGMS0LwSSFb5KcFals7RFo7aF9jRgGJzxObOLvbMOWa7m5if+gTXd7ZoS0dpDMEosRnrdB6KYb6oGY9LEMFbQdoFoT7myccvcDTdUC/dO87ublM6y87eDoNqxK1btxkNhzz55CV2tob81V/9S/zLX/8Nfv1f/ks++rHnOT5e4sqCxfIeO7tnuHBhj5vX3+Vg/xDvTNZtsbShAWJfuRGjYlc3r12lKkv2zqvug2oWp96IQCyPXXicw8M5rqsqmvkqpbOEAG0IzGbHnLuwQzKJNqiss0MFh1xRUMeam7fvMpns0EYV1XK+wDiHQ/BGf+ZH+2xNRowGj/MzP/sF9eatXodBkY3xjqKZ4+EmtVny1HMvsn/tOomS1gwIYiiMrmEVQGrBlBlhdciJGfvg1vyobf2zct/vU49joCN6f5gd9EOXMO42WDnFk/lx2k9ab/nRj2tznK4TpUm8e+8WO5uVFvdhiUk1R9YRiwHOlMQIdRt56Yev8bM/+zM4VzIYTBicPcfV5FlagwQl02EM0a7KvaSu/5JgTYEk6fc4Y1L23jsoRnCFZJG9ltAuuHZlyq0bV7Bo7M7ZgsJDZQpiijinKUxtE2lDS4hBJVNz9kL3v5T0pyxKzp+/yKc//Vk2N7a4d2+fGFSs5dy58xwcHHL37m1SavM6rIVKxuMRKSUWizmQKHzWri8KauPY3LvMc89/mo2tDfZvXGcx2efwcB/fLnXwBS2yVC7mlNZBUv2A7Pyc1JIwD2rK914yHUQtOf3NgkRKukJHQmWVsJVSi1iIKWKNow0NBwe32d3d5c033+DZ517gez/4oRK/9GlpqEOU/R5TWo3/DIJ7X2BiwBiVW9VQhVVm+O4u37rxLn9ucomdhWMYdLlIKWGsRTLasm5snGbfc99rD2sW5TSLNUQrBISDjZLvlDVvF0PqgfJMYjIEGwk2aWnqnFpqUsIZ1eiPRuOlJqMyHTJDarXoUYhK9oyCT4lSEhWRAYYxlpGBjapgYh1nDIwsjK1lGA3bpqJqIzuLhs2F8jiSNbRGSM4wlQbvBJecnhs0FGWhqxNh8jPoOqeTCe+M7S4L40Tr/kzCcDSkkgXp2jWG+3c4rPbxrmQ6Miw2Buxvj4mthjvKNoKpGUhkuNSejgiNMzTDArd3Fq5fwS0bovWUkkNUESAQbKKUXP+gBWmXWZFBeRTWKrRkjBCcY1aU2KpicfsGG3/5zzJPQ1pxNE4zUApR/Ks2hhoISdiejPgXv/ZPufnuO2yMBhwd7BOT8IkXnufO7dvEpqbYmDCZjPnUpz/DE49f5so7V3BeM4YuP/k4g9GQm7cPs9MABkcKEV/4XnOkbbqQoUE0Y1h5Kf06JkQb2d49y6CwpNCq8e9ProEGQ1E4vv/Nb/O5n/55XFEQk9E5lmB6vKBZzvnox57Bl4bReMTN2/ssF3Ndy62GJ533pNBSetVFEa8VS7qZFFMgxobjoyM++cInqNvA8cERriwRjOqV5BRQ6xxF4XWYW8ezn/wcb5evEF2Fs2UfjjRWsMZiXEGiW5syKTv3Qa8Z8pC5+n673INB9ff79Glf+qNABh64qp8EgP+QU4lwv1Tn+7UPb0B0UIpk5CMRJWELx6AccBTgRohcS3NeWRzypm95nieoBhN2z475C088RYwR5yyX20hZFBwdNBg3ITlDEN3govEZvM5FdRCq0nPh7B5X372qGzVJ81Ql4XvjJOV4rsaVnVVRkKp0eOdoGy3ziwSaEHDOE2Pg+HjK0dExzjtsUQCaQ96VvBWgqoYMB0Oee+55vvjFX6BtW27cuKUxftHCI6PhiMcff5wQWup6oeI/STDWUQ2GzOdLjC1wzoIRmpjY2rrAE89+nPOXP4YbblAUlmq0wG8Js+kRIWjooxeUipHSWkpre5QmghLOzOrZnuB4rhE/jXS1AWBYaH515b1yCVJENra5dPEJRJIq3cXAcrHkeHrMbHZMjEv29w9BLC997zs4YwltA5lQ18c7uzHZm+iGUC8VpreOEKJmSIhRFCUJS+u4XhjulVrREKKGNmLMpM083r2DEPu4YzcyP/BoFo3bK6dDyZRNWXDVRaajUc6vF5LTOWZFVRghe9qZ32FQ+WTNl1/VRcA4fCqxCShWXIeUFIo3VpdhJ6KoR9aXsAk2XMIFVdeswoLN0PArG1t8IRVcOG4YiiCVZVYN8dM5XiTzEgxl4ZnO5mztTnLxKXJtCzUIzYnY5PpAuc+wzB8pBYqXr3DpmSe58dgeR5XBP3aJfTPgiXkkNJb4pc+xP9CiYWE2wzRHVPMaM2tJyxY/1fLhhxslux9/mqP92wxrRdokBcRBEXTcJCNIyp6bgA22Fz8ic3c0g8Pig8HFlvGs5ebvfBc+8Tx3X3ia2jisaNZOmxKepJUxMRxPjxkUhn/zb36djcrxJ37+Z9ja3OB//Oe/RoiJL37xCwyqkhdf/CRNSvy9v/d32ZxscOniRbYmu4gIxwf7PPexp7h395sc3b2OI0FbU1YFwSY1CtHMIJGIiHr5zmrZZF23cxExK1SDAVYif/C1r/ILv/iLDIZDzuzt4azNBMgliPDzX/hZ5osFdbPAOM/mxial97TLOZLUkbly5TqDYcVwNEFSg68qTCYZFq7g/Nk9FosZTZuw5YggArm6pjOq1zKfLzQUmsMWWkkwc19soq5r/vCb3+QLX/wCm5sbtCLsH9ac2TtLCEvao3tYY2niku0Le6pZ0ZcjTDgJmjmCUX4QXep2Nzk/xIReG7SmH9udc/vg3FcHyZyyX793+1CFih62557Q3OZBwssHP9eP9/1HPg9CF3UW0VzeNgo37+3ze3/wdY6v3+LGcsEitZSbAwbFgDoEzp+/qLE6Y1nWS9oYcX7EeLzLwfSIOirbOUnnnWZ9egQkISnirHD3xls4aVdQpzFUg4LSqGiH85ay8KQUCLGlbhogsVjOCW1DU7c4V1AUlW5OsdXKb8MBZVXQhkgbdaCHEIhZvS9F4cyZXb70pV/gS1/6Erdv3+b4+JgYQ59RJkkXqKoacObMWd6+8g510+J8gTeWT37qp/jqV7/Gzrkxo+EYZ4S3r17l6Y99itHZxynHu+zsbiHSEg7vUU8NJrbKXzBa6jWGQAqB0lotVZz7LBr1asWgnASTTs0SNaJCNwWWrfEE7wp9Jm1QDzgKbauTNInWmzdS4IqSM2d3ObsXmS0OuXnzKocHByznU4pC6UlaK8Dpz/o5u7FuLcYWLJeBWFaAMsVNf10WazyxLGA4gHikyIwkQi5Cg2hoxFqbiZsrtO2DeQbaUg6lmBhxonF5Gy0hRkhCMkFFrYxySooEjZg1FEa/L2SDQU7OZJFAmzMjyMZGRoYh8z5iN4CM14/hcALbWwNCXXM4a/G24O7ymL9/5zrDrUv8iThkPF1qKmYUhhGqKBpPDqJqnE4NM2PQ9NEcaO5S9Lo5bLxVGe0sxoMxGY1b9atLws69Qw6+8RKjP/kz1MNdlvtLyr1Nils3cUdHLMvE280x1XgDu7uDdWdYHtWUgxFiDIOmZWxgmSJvVgWDX/hZrh7M8QKDO/fg+BgJhhQSJkYG85qNNjBIbS56m9EY7ViQiJgCE1TdMrnA2ekhx7/xm1x4fI8rG1sqcmQ8jcsPLEWs0Xz4/f19qmpAijPO7J3DGMuv/Mqf52g2pSwKnn7qCZ7+6DNs7uzw7vUbnNnZYWtzE+8LXn3lVd547VU2JiN+9S//BWb7t1geH1IWA96++i5nzu/xlS8fcefObX7xT/wJmnqJqu0JMSwICVyWzRYgmUhhhJgi4/GYJImYEqVzbGxsaNVPa2lDYGt7i2984w+4fvMWzz77PJcv77ExHivF0niapsWXBU3bAMKlS+fy/FEEUBcGy2ymBb4mwzHeFIRk8hzT1MjHn3ySo+Mp1hc5VVPzPTuewnw+Y7lcKAeExLisWHjLcDIA66jbGVevvMNoMsZdPKtrVUosZlNSsrikmhqDyQRxjo4I+n77oTnxb3PiRbP2/oOBhwdbh1B80PahwwSnX8R69aSfTCWlD3r+D/oZk1N8tBRlTkRL8PIrr/Fbv/s1Dg8OCYVhSYVdQrNsWbaBcjgkSsRalZpNxnDv8JjjoyWOEu88bVKY2Vu1pkUC6uUnrE34AgoXsDZgncd4R+ELJCZK52lCQ900zOZLDkPIo2LlIcfU4p2jGnqFp61DlKKNtW4VijCpv1djDEVRUBQFIoYzZ/b4+Z//ArPZjKZpekNBfxtCiITQqqyqdZy/9DghJQpf0bQN12/dJRrPaHtLGc31Al9UDMZj/HCAKQqc1dhfjLFPv5EML9J5eCnD013KILpZZYmjFRR8/7MTjc35BJuDEaXJ0KCzlGVBVVR4ZxkMC6xRMqCIcDxdMJs2GkaJCXGeS088zuHN60hYEuuFeg3WIcZlZv3JMWSMQawl4sAW4BUy1PyGRLTKcHc5gr9saqwzSKSva5/vRH/sg95r9+4HaTE7BTanE5ruOhLYaEkOhNTX6Wg7iHO9RHOHWBh6lMB0UStEvZ5sqajWQd6gReP7+YBKgM3viWkoyoqYhIVV8Z2y8jRbZ/jXswM+Xm0xWdQYA75Vlni0UI5HhOkCSRGbDClEjBG8MWQRTL2WHCoVUXEmMWvR09wnkj/W9WuRImfeusLgBzuceeoCh3duEwU2R452CGUd2W0MzcBiWsPhdIHf2eUoe6NLKxzNjymLAbV1zIdDjoohZjhg95mnqG/coNjaoB0M8AE2j2eMXn+H4x/8kM0mZUpwdzU6N6INGhpJUHpDUc85/9LrHP/2d1j+2Z/nVqWCRQYlETqjxnCKysP5T/7qX2P/5lWi2FzRsmU02WI6O+bq9Zvw7e+yu3uGwldceecKt6qSvb3zbG+d4dzFwGRzjKRAWXpCG2nqlicuP8bG9ibt7iY//fmf4vyFCyQJeCdUKfLOratMj6dMJhsURUE1GGaLS0MfT3/0oxxP57QR3nj9DaqypChLXOHxRUFMiZRgc7JJCJG7d+8xriqKUkWyinKALyrmiwXf+PrX+A/+yl8ihpajoyMsSlhs20Q1HOO9ZzGdgfPEXCXRGCUsegu3793j3PkLigjkH0uBiLCxuc0XvvglfvCDH7J37ixnd8/ibMHO7haz6Zz9u7eoHDhaSqdrgjPCMPeVA27evcvNO7d44mPP0NXA6AJap+1Q9r6/7982u719hYRyulO09t8P0z6U6NB7RQfWL/g0qHPdsnkvY+H+dMSHfvLHtDdEuhXuZO9eu36LJhiCKWlYQmqJrqWRFtM0TGczrlx5h8OjI965cpWXXn6ZH738Cm++/ga3bt1Sr4uEswZXOLxVPXhnDc44nNXXhETd1MzrOVLDYdMiUSh8QZ2ixsOcxwxKTedxTglmonBs09S5d1yOayfaEHI82mGNw5cGYzXXXxAG1YDhcKipRily69YtqqoiRi1v7JzDOU1XbJpGc4s3NzWmOT3m8HjGvF4SQuK7L73M7pmziHPU9ZybV95kNNmgGlYYb5TZK7ohhCgEMQQcyTgSoR/kRhIuyYkxE1F0wEhnqAF0wiv6GWvARxgXVSaPGX3ROapByc7mhIsX9vjIU5c5e2abyWRIEvj6d77Pd7/zI/b3pzSzmiYGIpFyULE4nuPQ1KiUDPhCDS1JK2Qsp6dFAec9rqzAKycBQ04ZU4JjYjW8OnU+u8YrkLyYk797UqO2H6nvOehl7b2+bkhKdAhmcBDITOwMr1vRNMRoDU46uN/0qDUdMsJq3nZLmtWYQd5gTS+gpQZDLrFrMtpg1cQYpkhVQBs9yQnReg02b2zz+uyYeVUionn2xESyjtYmqo2SUC8wjWYmhCRYl1cFWW3y/dqUx4aGl/QDSbJObB+y1jsqUuL88ZTZ1/6Q5fdKLhg43HgLRgNGdWDw6tucFY8UHlPX7FhDPVMvuJSa5XJKmRpsgLl1HKSE291lYT03JUE1ZlQOmQ6GuKRlp93hMXtiMtFVX8vyj4jRTCYMJOOwrV7yZB7Z/80/4Mwnn+Hg8fM0qKyvoPdmUou1niiJx598ml/84hfY3hjStgvtG2uJIXD3zm1ef+01XnvtTeqmxhUVZ/fOMxiOmR7POH/5SYqyYFB5RAKl96SohM+UAos6cXSwz61bN0gJzuye5fLly/ziz32ev/W3/hbbO7vcu3uPO3fvIsZy9swuFy5c4LHLT+DKijdefx0TGsbjEb6ssIWnLEuKosBbx/bmNu2y5db120wPjikLr6hnVXJ8PKNpApcff4KmaSm9o8rOhohgnNMMJVfw5ls/4rkXPk4UQ8qef8ycqZ0zZ2lCoG3mDIdj3Vg7YimC94a33n6b8xf2CAmsLygGm/jW0IbIuXPneOudN4ltjXcVxkAILbFpiVGLKYkzzKeHjDe3QDJp9oTH/vA9rZMSPjHPu9Bkt6+esgfLiX/1Zj0n146Htw+tQPi+55Du09x30Y92YSu+wDpIcupJfuwmYtAalDpYtFStw/gCZx2Fs7Q593VSDnFU/OE3vs6PfvA9YkpMp1PaVst3ltayWVliEiUOxkjdLlk0c9xwREhCikLTtLRti3EW45UNb4zFe4+r1AAoMuS6+skXHPWzoY3EqNXtUmxVGCgIbZvDAo3m/8YYiB0Zzhg2NwuGkwHloOJoPuN3v/a7fOHnfo7OnTLGqoJYp6CWksblipJxVVDPE3ePDjF+wPbZi0Q/wBmhmR0jcYkrdzBFReEHep0p4SWRQkOQQEhB48s5PUxj7IlShJgkE4sSkZajecPxfJ+6LCmqEcVgRMjD3BktBzwuPU899hjTxZJF02JcgXGeajBkMB6xd26Xjzz1GM88/QQ7O9vcOzjkjTffprBGY88RSI4mBjWEBpWq8gksW8tk8xzOl7qgxHiiIoexXg2bvIl3xUwwBg94OvlZhw3qkVtjsTGRbMS6kmgEH82JVKKHjflTgIOTYzl/SmxOr0smSyELC1SrvONpSEY7nABrPuqJY99nlKccMpCudCKszdMT4FVvVJhsyInAsLIsgoEUcCnliIShLT33SkMQi0lQO8PAldgQwAquBLuMdGoIFqNcBLMytkwCjEpmA7ROSCHhJFKnVmHbkDdQmws5JzWYN2ctG/MARti5M88KoYl4/ZA9DPG1NxBrqV1BGo5IhcMNB6RcuTANh2zt7HBxMmI2u0Uaj2gQ/HhEDUi7xOxP2ZLEsAl4WYWdbLe6S5cQizLus1VjjGWQAmcObnL9N36Tx/6jX+WNjQpBdS0k6xIkk0gmMmsid+4dUvoCkUiSQAwtZVHy7Mee55MvfFpz45OK9sQYaEPLD196iel8TggtbT3j5R++xFuvv8Hlxx4jpcBsNqWua4qiYO/cHlVVcefdK9x99ypNXXNua4O33niVxWLBYjblwmMXef6jT7C1tcUnXniaCxcv8S9+7RbX373JwfKAt6+9y73DI5yFjY0Nzu7uEaKuj74oGI4mDAdDquGYajBkOBxQlp7RaMKtW/t85Kkn2CqGGOt1zTaJKIFlU3PxsUvE0CJG0wxFLN55TLIYmzAm8dpbr/PC858gtFHDfUYzIZq25Utf+iIh1swWU+q2onnnJoWz7J09x87OhLfffkMznwqt5tkulxRlBTGxWZbUbcMrL32Pn/65n6eVSMrVH1cb9Gp+nz6XO/5adoG6UF1npJ/qSOskUNQorZnx6ZTPPtg+dJjg/R1yc/q/T0EOHvY187Bj6IHe9wo+aFvBo0nVrSTgU0NslngJ6i0ul7ShJrU1jQTKqmJnY4yIsFwsWSyWHE6PaUIgzBekGCk3J7jKczidYYxRBnM1pGKUnVi1GpW0p1uNc1aNFBRGCm2rgy9FQrZQ54sFi0VNGwJtGwlRq3JZpzHusqyohluYssJWQ6125hxVVWHKkrScwewub73xNmc2t3j2mWcwRrDOZmIQFEVBCAvqutGN0jpKX7Ix2WK4uU1jPMlqFbt6ucQay3A4AgxVVSo8nKWOm6bO3nWux9BtLKILohPNmNAnoamETbNkmZa0UlFUFcNRhfEF48kGpbO4lHj60mMcHhxST6dEUc6F846yKplsjNne3qaqKoqywvmCZd1qbnXTEGNLb2qLsAyJJJ7SO7wr2JgMSK6kFc0awJ3UHu+3RFnZa13Mv6tNrwjYGoiXYWwj0m/IfT84h+RQzf1tfcq83/wzaz9A77lLUlnctOZe6F6+tji9X7jtvrfvR/hO/XYmFZRliZnVGh4yK7koY3NM36yOIqhhJZKw3gEtFg1dURRI6EjG9Ip9/QWsrzOcvtz0i6XQPyttmjmh4xKcJCRZMIltqbHzlqh2hYayJAsoWa3gOS604FK0FldWLIuSOB6wWQ4x7ZLJ/oyqjXShlXXj79SezBvAJBqGf/gKxQs/ZOunP8XUD4k2p0T3A0Odg7v7++xsTZhslNR15Hh6zJe//GW2N3c5v3eB7d0tqqriyaeeZHNzQukcm9s7LBoN01RlySc/9SmeePxxugwHJd/qOmStJcRAaPTYi8WC5bJme3cHDgxFVWBIvHvtLW7dLHjrzVcJIbBc1ty8foOEww9GXDi7x9m9M2yMR5RlydVr15jPjynLkjdfe5nj42P29i5QlhXnzp1lb2+PEFteffUVNjc3+eVf/mU+9syzmNRSzw6Z7u+zsbnJoEi09REqq62hw9BmJzM7fU8+8YRqpJgiEzulz+hICW7fvs3ZcxdJTU1oW0rvGY0Kzu6dY3Nri3o5Z2MwwiI0yznRFTpuoqKTZ7bOMj+aM5psIUmzhjo+0fu13pdeG8cnzIf38Y9X0yhnAD1C+4lyBh7WHlQgRCHGhxk3rJEt3guGWO8s3jvs8L5t3eUSwaaAizUVc8qqJYQWI4nCOQaDbZw/S9O0vHv9OkeHh8zmc83zD6puh1W4zzpH2yRe/NSLXDh/QeGkGAix0Vh8ioS65vr167QxYK2nLEoChhiEZrFkNp1RL2uaZU2KUd8TzQQoijF+UDIuB9jBCFOUWJcNAgyqpOdotd4qAsxiZLoQSirG5ZiwOOKHP3iJs7s7DCcb1Fl8KISg6USNsuRTipS+YnNjm2SmtDFBoRAkqUMgUlYWs1RVRUi6yVqDsvOT1hRYGQO6KTnMWiKQWrgikY3xkMubWzRVRTncBl9iipJ6OacOgaF3LNuWd2/dzop2Rjk73uK8oyqVH2GwLJcNxs44ODzm8GiaH7Wex2SUItkSCkcricINSKYEVCRJvX6Xx/M67HdybHbVHk8MR1mN5y5W37Pgu5CDETUGulTDH2Mon4YydIugJHOimpn2w6Mb1+/12e5euvvN6g95EbQU3uNM3b+TS1j1qoD9przeNylhvKIvBkMMEUxFEskVFPOHuzN2hLwcRtDsnPzM1p2NNV6D1g7I38qWgyHXe0isjDqjpRljk2W1jck4hcLww2Bh1irsLwZrpgQv1CYXJnKGalErI991y6/J19Fbk2udnW9NBLcIXGoWvPUbX+HiR5/gzb2C1tiMIOg9WxTZa6Pw+ttXeOmHf0hVepDA//AP/gGVr9iYbNK2gSeeeJy/8Tf+Bp//6c9RFJ4LFy5yPD3uZY6N82zs7BLahtDUCIItSpxzPf/IO4/rtAVQYzPEgKQIKfRzLARFH2bTGYUruPbuTd56803aGBkOBuxsbbC9PaZtG7a3dzCAp2EytDSze6Tac2V6h6tvvowxMBhU0Hp++L1vc3D3NuONCWEx59K5bV544QWODvf5R//4H7O3dw5rPTdu3MAYS1EN8zhzbG7t4ssB3le4wmGszfdjwVv2zp4FicpBMY4QEm0LdV2rJLNELInCGarCEzOh0VqDEDmzs8kPvvttPv6JT7GxuQPr+1r/3Ncf9ImZdCovYPWth+EJ3dheffZR15F/J8bAg60zCE5/95GzEE54Ej+J1l2X0C6m2Lhge2KpygkgLBYL5osZR9N9prVhNm+4dXs/S66W2GGBDbopgqZTRRwfeeYF/sxf+U+IrmA4GhJjS5KoteIl4aOhXi4JMWq5zqLAYAhNJLbKtl/M54S6IaXEdDFj2ba9BHHd/YRI3ar13TYNMURCjDncFJGoHlhMAe88ISaC9eBL5osZP/j+d/ns538GX3jKsmA8GSmLt/AYozr9YGjbwHAwwImWeG5SwEgihBbnHMPBCBEt9xnqWhcGp6p0VlKfq2+MZKEn1QBweeEWG8EkohEW9ZLbd45oypJqFGhxFNUQAJ+EwdYWL730I8SqJKtea+YOILjM5l3WNfcOD/HzOfsHR0ynS+qmRdCSyoAWPfIlrrRY08HmakRZ5/PmbtaMzrxTiG6QKRsMqwyBTA4y5NoMa+a9aCqkZPZQpwypoiwm143+cUay6b1lIRemWltvDF1dJHlEEDF/7yEG9wkN/byTWmt1jFuF0suypCgtxkSsEVVwszaPybR2bWoA9GiGAVt4LawFOfUxYZztz7UyIEx/FOccSWqy6oLeqXG9kWbWrnX9byUgSh/ioGf7p6yXb7CuAqNcD5MLTFkRTNAHZ01ncAk+S2yTrCIMXtUSbVrLGjGrtedhzYtgU8P5a7e4/pWvsf0X/zSNGfYlxfsOFKv1HlLiez96lTdee4Vf+OLPIdZz4bHL7Gzt8O1vf4e33rnCf/P/+H9y8Z+dZ3t7myeeeDwb/YL3Dl94qlJj8tZYrDE4b3XTzBLIztmMHOgmCLnCawyK9jnNoHKZH7VYLBiNNrl64zavvPYak8kmKQTaS+f5k3/yS4zHQ1KINE3NE5cvce/OHeazueo8lGqIpCTUdc18ueDmjXc5PjoEAxsbm2xsbDDwMBxWfPbFF7RuQEq8WsDW1jZ3j4747/7O32VZBz7x4mcZTzaYL2s+9sxHefzyZZbTKffu7VMWnqr0GGcZDEZgNB3RSsWN69d4/rlnSSFgsiHUtm2OsgrG5Gq01gAtIg1GWsT4DP2f3u7PAjgNK+pm2OnjpCMqdoHM9B6fPWV8PdKnfuLtg+7gp93Mg689inezkjs++VlZm5TOwFOPX2KjMrzyo+/w+utvMJ3NiCJUg6Hmk5sCMYaiLFksFmu3pLXtM8iJWM8Ln/opKAZ4X2JcSQxCTJaUlPHfWocZj7X2gPfYzPifWJ2AyiVwJwaLycVOOl5JEtRwaIOiEyEQ2lbjd4s5129cp6mXhBC4dfs2mxubtE3N4mifW2+9jKQ5N27d4Nq1q5y78NhaiCAyGg2ZzWaMRkNC1FKv0+mU2LSMNgakZQs2Yp1GqlICn7UOjEGrC0oitA0+dbr3KKEn+4ceciaBQGFoY0ScZ94smcYaTEFYNNiiohw4CusZlJZ2qVwJ3YA73BbIYY4YI4eHh5Re4VMxhivv3uDe4RFtZ7iZqJ6fGKxxWZVMY7rqeZocvuDE0NW+N6RTx+dDxp+6JbrBJTTmLLm8sz5YPXbOlLjvlKcf8z6Po/MG1sMT2S9+4LsrdPnRNT3eC4FTyHxFQoWVobSzuwMmUJUGbzXlzJcDJDb0Zks3xkVwPn8/JUxRIM5iYzeeVve6umzpDbP7i8X0NpjpsYo+M2JFCM2iXKur6aWLFdkwSsplBfV2uiFI0px8RI/lRMs+WyGJxSlCrM/caA2F+2O5p0mxr8PKxgh4x0bdcu+3v8Gl5z7K8rmPcjgYZZNOs0b6aqjG8Kd/+c+zd/4CN+/eog3CK6++QWoj0+mUq1eu8sYbb1JVJWVZcP78BT7+iRd54YVPYGxJiEI9bZjNp0gWB4sxMp/Pc9lhDXkOhxVVVVGVFYPhAOccZVFiiwKxBu8dxuh8tBHmzT1++6tf5eB4ymxZUzrP8s05N27d4TOf+TSFU/ExiZEnLz9O3WhKtKBIhPe6LtVtq1yBlPrrapslP/jed/p19PVXX2VQlSznc27ffJeD4xmWpK8tZmxuTtjdHTMeQLs4ZFiN2ByVXL3yDjE2+KLg/PnzXLl6nWeeeYbZsfCtb/4e58+f5wtf/AUKW4Et2NzZzaK7qUd8EeG55z7OeLwJxq2ey3u21dx6eL0j1f14aJNO6lkPIg8/0In2IY2B7kTdn4++Cf/kWjaFH30dVtRw/fOy/ktyupsQJPDpT3+axfFTPPnEkxxPpxwcHTGdL2jaSBNa3n7zVQ4PD5ge7eNM1uJHEFnVg9cFxrKxs4vxDlcqLc4VHivgnNfNBxUPcs6DUe6ANUYFRfIS3krSMrECVrwyibMjmc0B7MBjh54iQ/NGhB27C0mYbI2YTCZsbGzw5ptv8pGPPK2bWIzcfOOH/LP/4b/j6NZNXn75h2xs7TKZTAi54FBda+326fGUpm4IbUvKaMD8aJ/tnbMcHB1kaFXjvNZqXXNrDClGoomEtsWwSnNU71lyXFZ/rDXYQUk8mpOM5YlnnmPv6BAznnDm3CWKwRjBUs/nLA8OaedzrC/6BZ4kkBImJWLbcnx8jLOJpl5wd3+fJrRcuXqDw8Mj1VzIxon+mL4cb6dGpoZLx47PHmjnQxolw78XL/ikpb/27y4t0phMmMwt11ywa0d4r5kjp/63U4nPhoKRlZfdf27dlewv8AGU+oM2m6VdOwPAWqvjwIKYlueefZaivMOr197Cq0ymEmLXwgrdRVqvy1OKCTt0miIZDSShNUIh0iMC/Q2c7PI+JAN0JQzo0H69YVnDUlcmk8mf7w9ryKjPSmFPWHMqEhhx/QpucMq/6folX6eC+jYjN6zhuetG4IPPRX9bSCAp8NjhnHd//bc5e/kyR8MRGRY5gZAkDKPxJj/3hV/EppY/90u/Qls3HB8ccbi/z717d5nNZhwdHXJweEDbtvzhH36Pr3zlazz9sY/yyU9+kk988hNcfOwJqsJjsnT4wf4+o9FInYXY0jRLZrMZL7/yKufOK8qwWB5RL1uWyxnvvPMmRanZPVVZMZ/NoPAMRiPqZQ2ppaxKfu1f/mvu3D3g6aee5NlnPoYrCqz12KJk2dSkJDin2QW+spSS+o1OUmRnd5fCO7z3JAw+ZwDFEIhtSxta2ii8+OJnOZotlcPlLK4wtIs5xcaYdjnl8N5NJkNP2ybK0nN49xYbA8/+7RsMhgPOnzvL5tYmP3z5NYrBmK0zexTVIKvBQiWOjpVjcKhapof3KXDcK6meePE9v/LgMZC8prDmFTzadz+QMRBjlurt4Pl+0L7/2eTEZ9cXxQ9yBfe3D/jlEx1rTvyrn5cCGE+Dw2+c5YnnzuYYEHQxdxHh3v5t3nz7Lf723/7b7C+uYU2iSEJAK9M58Vp6syjZ3NpkWA5yjL9YQdACTYgk6fS89ZqcVejthJSlYa0uRPfe6g6s6XLFuw8DWQkMYHNzm6PDI7Y3dzg+mrFsA76qSOK49Mzz/Km/8Jf5J3//v+dovuBHP3qJj3/y04Bo2lwISLQMSs+80TLFQVQBLcSWGGqsJCaDAUezGYVVSVBnCpoUibGhsFHrkiOItUhymNTkssiWQiyeQHSCibrwBlPxiT/7y0yefRax4AcTcAXWOnwb+J1//k955Ztfp3LaNzZZtYiD0NaRuQSkWXB0XPLuLfUoYtNyeHDEYjYnhCUp1QgqhmKKktYYDVkYiNkYs9KlAq6Id/0otiYXfRTWUSeTEjhDSC3DosATM5FH+ucFAk6RhRKDiYk0sCSr6ZLrWQv3g4an2LRrw0EhcYuKGAWj+ejRZIPXrI1n0y0gouM8Gyb9ebs4xvu0E/NbC98Tk5bFNjmNdugDn/vURa68c0PTA4cacvLWan+JyrtCoiFRW8MogQmRlAklxhhc0oJEyYCJESxEbIbic5zfgskwdu20ol90K0PCYimSCuP0/WpsZuZnufB+n9beSPm/HTk0wwbZUFjrM6tS0L0xGQNd+WExFmu7GJCsji+yWgytuW92d0d2WAHvAjbN2Xr9HdpvfI/dP/XT7FcF0TlsGzEmEjr0QQySPN6XVFtjUoxs7z7Gk/n8ksmPAJKEJtQs6yVNXXN0fMzNuwdstJEz2ztY4yAlBuOd/DAKjblXE6rRDu6tG1SjHZ598bNEAROF5fKI//ff+zvMl3O0smmhEtxNoPQDxhtjLly8yJ//S3+BJCqLfrSs+YNvv8RwOKCqSvWyEapBxWg0ZDAwOWSgxoIzWojIkHBWESlrFJ1SY1Tj/gMByY7K42hhNetL/tW/+XUunT/H4eERW5ubXLiwR2gbrEWNl+mcto1MNrbYu3gRW5XcO5hiigHVcES9XFLXDVtbWzRNi7MqXS7WrzJpchq1MSef7GoCrf1lTvnI/fZh3uxP+uOZ/7K+D4gKbz1K+2MIE5y8K5EHUYN/NxLE9x1n7bx6TX1R3FWsNRtBIpDKCaNzT/CRz3yBjUt3Od4/INVKjMIaLSvqHFJ4zj72Uba3zmboRlbnQRdLgd7bWLsxYAXdPhBbPNG62Xx/v+m5LIajoyN+8IMfsHf2LF/+8pdxVclzH/84WEObHE9//NMMNs7Q7N/h1rtXGY/HnDt/HoN6dm1K1EErdJkYVfUM9eiuX73CZGMD7wyK8DVUVUFKob/fGCOdbKnWSNA+H7YJmxJU6q7FFDD1FKFlkRqSddjRJnOJtAKDrANeDhx7Fy/wg9QidQsYvM1xcgs4y6HRtLHCu04sT+ufx0QQIYYagkqdJu95/JmP8fizz/DV3/oKqal1UTasNsh86PW0ng7272D2E8+ne9b996V/Rp1DmswKa+ifuzH3z/2T4+KU+bHyfnNSUfKQsiFgTUaTut1tbYitHaEqq15X4uQ4e3DMabnr7jhmTUQpG6asxq0xBiOJo/19Sit4LM4YQgz4XC+i2zpVDln6e1HQS+OvtnBIoxhQyLF5eoQlX1deVbsrnjsh7G2waBzMIlvB6GJthGCzmNLa3MriwPpjV33aeW0uqT5Df8Ie+5V+/V1/Hh158kRXPoT03Kdo3t/d3SlImKTGkDWwsWx498tf5cJzH2F2eY8262FEUenn1lmEAovyg0oMPoteJXKxNAOS60+IFVzhmZRjZCLsnLnYP1stfp4tLathrWBsD70YW/DEkx9htLHBfNEg1jEsBizqyMbmWcpRzbKNWqwoBpp6gbEW60t2zp3nS3/6l7BS0q15KSpqF0JgvpgSQ0MIDW3bcrxYsLi738fpC+8pXDY4B2pADIYVZenwXouRWWcUdbQJb3NqKpZFs2B6fEA6t8flx5/g8GCfuqkxCBuTDR67+BhWDE0TCClRx8Bi2vA//do/5+vf+BaL5VI1EoqK/+q/+r9w7sIFDg+PufjYE5mcbOmqiT4Ixt2/F3bhTh54fX2s9PujPHCENWSsM+wf+NBD2x8TZ+Bk+3Fkh08rf/xex36Uz5x4zazlf689zIBjET2tm1DsDJkMzxHrWgVXJNFKpBWtGujKMSIWTOwJZt2DNyb2EOmDC8OPZyh1n00p8dZb73DlylXaRgmG3he9TGvE4cpNNs8+xr3jY9L8kCtvv6GhiqIkJgPWqjGQohbkiZHUtrR1y2K+YDQZEWODscLde7f5xMBjSovEpByJELBGPbWUyWIp67G3Tiv2kaCWDMmKhaJCCk/tISZLWTdcv/YaBwdHtPM5zcE+wXrmx3dxKWgRldxd0ShZzBqPA3wHoXoLeePy2VCy1iPO8VNf+Bke+8jTfO13fhcbHYm14lFi+uffZQF04+PBzbN/Avk50Fv+vbcoXfy4O0zelkz3zE/iAh+kGcnZ6pIoUsDh+tdMtmpM59H216iGi3PupMEqq0VqfUx6708sTt171nTGQGe0aOjFGkvpHN4YNidDfA55wVpIpNsouzK9VvtcUgJnMYUnSYtJaEZBUahRKtkA6tbbFUSGOMPhckaynmHhkbrjpiRSDv90oJzL7r2BHEagv78c3FrDZzpUQENdhk4vYN2VW1ldpz3JfsycMPBOmIb3tUxJTRoyKUPgsVt3uPmvv8LFv/YfcGUYiK4gGq15YJLWMPBWS/cuFpFx4Rg414tCJSxRhJDQIkNo+mfKxbh6MqXtwp+CcZLBH9G7Fq0Oev7CY0SE6XSBMZZlWmLF81/+n/6v1PWS2/v7HE5nHN67Qwwth3f3uXvvHlt7F1gmcJKv2wBOK5WWhcGVY6zT8ZySIlh0yFo2HiUF/a1xFJJogbamzWhkyllDacmbr71G4TwbE63m+OlP/RSj8YQYI4PRBnvnL4Akdra32d6Y8LXf/T1eeeUVlssGX5b8qV/+JY4O7nLn1o3MraqwzvFP/tE/4Fd/9T/k7/39f8D/+j//33Hu4uPqUAgPSHqvP//1Nf291vfTPvfgMfL46R3O3kx93/b/E8bAT6p9GDni9/9CZ2iZ/G8VxZGYWM7nhFYQVPTClgZiULazaHnR0iu8rmVq9cHFGHtPyll3Cpv7dOPkw6Ig1jmm0ylVOaBp1JoeDkc55BHBekQqmlTgBpuk0LJctlx79112zpyBrHvetoF2NmU+mzObLzmazanbxPbumd57KArHnbu3adta862TGgExw8HO6E8bIzFjWgppF9weVlzfGRLEMTSGq5MNFiQ2JHB8cMD/52//v7h77wj8AIzGMAtbMhxvYZZzFtMpoW2x3hIkaXlTp7F/70tiEoxT2LpANQqKwtM64RNf+FmeeuZZpvVSWeoiWbBuDQXI/xWkh+nUSXyQfNchMs45kL7MUb9ZWREKYwkSe9QppYTvWdkfvllJJFqWXiiNYEwiFInWKkNjPatBx4BenzVaU8Bk7kyX+78+bjtSoLW2v+/1jaMoS60aJ6KaBvmM1qihYYDlYkHpPa7whKDiQSLSZxR4VMJZd2lLCJHSGig8YgIeLR8s1vZ9Z5LJtX4UfYle1R7LVtg6amiqBucdtdHjW/QZmKxdLxkFSsao4WFS1zk5ZKCfS0nTYDXtRZfavBznedwZIjru7kcBTl1/Trx28tn3BbpgjQhm1ZC2ga22Zvndlyk/+QrDn36eY2Mw1iPWYZOOPckKniFZjYPnKqbGOax3lIWnTZGz588y3tyiaVt+/V/9K5qmZTwZMx6PGVVDyqJiNB7nlE5lpQhqcCggmke4KLk5oZolw9EGo8kmm2fOI8bgJfbzIEkiOcPh4TFGFnTYjPc2jzGwtsAmnydbNhhs7t9MTMQViIkr451IVanxq5UU1Rn4N//qn/Dr/+LXmB0d8aUvfpHP//Tn2b91k+mszQJtLcvlnNI7rDXsbE4YViWXHntcybHAG2+8Qdu2TEYDnnvueX7mZ3+Wy48/zs7OGXZ2dvnVv/KXuXB+jy6c+7AEgg/jBJ+2zqz99cDnzdoYer/2vyhj4I+0ZW9QRAcXCLPpDG89dUgaAjAxe/+SpXUNg6LAeyUWdSGR3to+GeDpw4Yrr+zDIyYnLj2XKXbeKStXNBamYU+F+lOILOtIsCNS0RLCIfcOjklYxpMxIbQcHh5wfHBMXQfqkBiMNzh/YY/hZEK7PMZmWF4VFgObViVNDTmVMG8gKWn6kokGG4UULW054Js7A94xAw7sAGlrWi/c/uf/E/Jvv4JJkWo+5/HNDQIFizbRtA0pthTW8+JnP894OOTo4IC33nmbazfexQYhRSgmI/7j/81/Th0iR9MF0+MZx3fuspwdU1SeZz75KV782S8SXEFYzPrCRx38208lWRkE3X7asXrvt9B73zF7fUZWy/wJZMCuPrNqP54xkKzgnMEGz6KCFqF2aAltsxp3vfNttIhQChFvLJubm+zv70OSfvM3xhDCigC17jV2IQMd09Bj7dl5i6Jwb11r1s2i1hBMyiG1zgtfsWSyjLPpvJp8XKedbrGkmIjZ4Mo1llf7cFKjwAuYICQvRBtoBuAHY+YRXNIaIUlQqd0Y8Vg8Bs15VG/OiOCNZhAQBaynzVUYnTW9/LIgGvIRvQ7T6VKwLmZ0st3v3fUaDQ9rHTkhoycJLbp15njG27/xFS498xhvb1pq71h4y80bdzisl2xWAza3dyhGG4i0bAw9QxNzFqvK714+s8POzhaJxGIZ+Prv/xYbkw0+/omPc/PgOof7hxzcO8T5il/6pT9HTFAUA3AWV1q80fLGKSWt1ojBeJtJyBltyhWtJEr/rAVFDyVE+qqNBtpl6MeTYEk5ZmOMpjka6/AZadRQhsm6Dzncs55C2lVRJPH6lWu88tY72CQczhacu/gY461dptPAub2LShBFOTSDqmQyqfCZ5BpjZFEvWDQ1/4fnP0HTtFjr2N09w3Ck6dQhBj618XGmyyVGrIplrYcVH2YQvsf4OO3195Py77GoD+BAfihjQLr/9IjYSeu3u6AP2x52jH/nhY/0rKu/ZfWTsBxOl4gtUJZopDOKlT1qMSKU5QB8SbKqYNhBNh1rug//rMGy63+fvCDpH+4HGVDWWDY2Nrl+7TpHR1PAMBgM+23OkmiamqZpiaZEyk08ifnxATdv34Fbt5CkrGHrhgy3ttmdbOGrIRFHdCVitCAI1jHwI5wtCCGTrSQzwjNMHUKEZLARUjLMHNwoDL81vcfuuYvcmS9pmgV4h5iC0LRYE9na2Ma7kiSOpmgxtkSk4ac//3mefvpjxLZlOZtz4fJF3nrnbd56/Q3u3Dvghc9+jqc/+1M0rgDKnMOfsE4joRHD3Gj98zZmLxmrXtWJEXBij8ujYy2tz9wPJOdI+NoBujzjzotVkSRdILvjv/eG8P7PPViDuJI7vuS7Y/X8i/GIOD3U7I4uBp7DAs46FXzKF1rX9SpWrKUI+/DW+rgCelSgRw9SIqwhBd33jLW9poDk4kkCJ/Pj11q3tyfRgkrJGMSpx+mkK8qz9kWF79Q/N4KJiUIstYGmgKKpcZMtUhtpxbLINRmsGEypm32TvUgEjFc9e0KiwGop55zlY3BI1szwdIbdyqgxGVFQbsG6qiYnogj91XdoTB5dJ3y9fkNUs1SM1mewabVRli6yc+1drv/2N9n+c3+SWwLzELl2uM9zn3mOpy+d52Be8+bNfVxYMmDIRjFByxFHTQH2BdZ5msWU5XRKXC743/7Nv8mLL36SlISYWpoQ+M3f/B2miyO2t8+BKWmapYoJNS2EmEl7TkstpEhhPWK0kmFZlbmYlzshMiXJYp2lFauoa0pYPFi9Rw3DZIMz1xdAEiEZQqshjG6zx+Z5Jw6XnY9+/BnLpcuf5pnnDljOF9ThDK58nDItKdojimqTwjsmkxEbkzFaUSyCNGrfxsR26cFkyfRMIG07vQFrKBFCW3Pzzj2W7ZRzFy4DJyuevld7v3X9/df9PIY6w/wDbMMfooRxHsV9zs7J5fJh8feHxer/XW/wH7Sp6lnWCc8wVUhCwDFd6KLpbFRZW7GAGgdCIklLUU6om4bojcrnOkMrDTaXWRMefGLr3uUD7ZTY0/u1KJGds1vcvXuTH730XTbGFcOhyoWapHBbG1vqVu8n4cANGe6WzI4PCU1DUW2yvTWgGG1iixIRLfocRT38TgUtGMf5p56GYqD8AkmItbShJcWIcR5BCNnrCi5lQmJNuDHljas3CIMRvqqIzmLHIyrrOXduj8PZMb4qSQI+GKqyIFl44ZOfYG93h729c7x77V2+/6OXOD6aMppssldUeDF88ze/ws6FC4y3tqnGY9ywoigGGOtIxhKMQUzsGfXWGIJIfv70ev5d64mDXVTO6wJhk25WxloqP8B5IcmMZBJeBK2BEUnWEqPgkyOyQhKSRKRyUEf8+6gB3W+kdL+NscxFuPnYFr9Xjbh26x4/t7FBO1etDO90cXZ57nbxTJM9u7ZtKcuyr7dhM89DU0bVQ0s5BNBtZEmiSvuknIOR1wlndXzb3Icqo69GmFAoN8RGWpN0M839ComYluAMSvg3UGY+QoICr8HwVhSVTp1eu0MIRIlEK9SFI53Zxt2ZU9WBWDcMrSOaRLDgpQubmKxgme2toHMzRwgIxtC4lXOevMNYzbWPSTcnh+DE4EWNB9+hAqlFoqIuJgQ1HjrOQd7cXOZa9I6/oU8P7cJS6jXHTGzUJwiCSTU7i5r9r/0+/pMfYf9jz9LMLN/60RUGF8/w6Y8/QXV2i6++c4dBdOwtlwy8pXAlMQpYx6wOjEIikXjnylvEFPjo009iJeGMerjWW7y3DN0AV5S0weKqERDxpdBVxeqRDklESTRRwwIhCUUC07T0suSGXCbd0EhEDJpmbR3OWZx1WKtGoaAaCjFrQYhVZM1Zn0nJJm/UmskjKUEQorEEC8et8M7sIu/Gn8eOh3z3IPF//q+/ybAsGFTCdnWNUdFSjYdYJ5SxphomJptDNkaOp5+8wMeeeoKL5/e4eesq//Z//rc889HnKHxBkMThbMaVK69z+fw5qsGArZ09HORxlTDY99zMf3xD4LTPp0f+3odEBlZxskeFNN/PIFiHzH7SnbLeHhW56D+X/9cVitDBqLGjumnyZzUuu/ILyRHEhC88KUXaRkVIhrbIZJj+RKef+2EQ0Qe411XWQuKpjzzJ3t4ZfvjSD/iTf/pPYW3exLL/2jQNMSVNazSWZIdghPH2iLZtQCyCR1yhjOB82RZVH1MozoArOP/Y4ySr8JgaRSmXL46EkCe2oDBnEnwUzgj8e5vn+P7br/Lm/j1mVUlTlByWBX44YikNsSiItcYVx65iONrgYHrIv/z13+Dy+XMMBgPeeustbt++pQpoBipruPH669x85x1cVbGMkWigHI+ZTHYYjLd47Kmnee5TLzLcmrB0SoyLnDS6pH9Wct9DkOyNaBy6x8mtZbK9zc72mDt336Hz7fq0vvxV9XpXT9aAxsLfa1p1hLSHjJFoHMvCs9wa8tlf/jM85ysOf/ebLG7f0O8a1X44MecMPaTbbfy9VyrywHzpSHrd/LU5HbYoC4zr9N0z/AsYYg/dxhiJMVIMx8Rm5fmuMBU1MqQLZWT4wHmnQj4RSLopZH9Q1RwBMYKLOqoTJTMCdYBRoUZZ0y6oWoNHwxR13t2NzfoYGXIWW2KxeGxGbQzGKfIlRtM0k7UkawiSMsKTdRHQ8tVNXjucL/FlyTIGYobKEcE1qeeVmD6UJKQUwCQ1KmNSDQ5M3kA76JDs9YLJRbIfu7fg7V/7XS7+ry5zPVaEect4cp6JH2J9wVM757n2xtuUlWd69w6bm1tY68E49vcPaNsll/d2eekHP+SZjz1LNRgREEQCxEBbN+zfuc327iV9ntYgmVgorAih0pnIKSs/etHy01azWwrv6dTxjAHnHN47TSjq0DUR2qZhPtdaMN45vK90PDjD2XO7bO9uUYfAb/3W79A2kfF4wmBYMqiGTMY7FC5hfSRRsFwKd/cjv/fDQ+6YSxjGpLrFtQk5ipQu8bHHxmxVkW98dR9c4NwmnDvrmB8aBqVw6bGbDIs7fOTJx9i/9QbLI8Ngd8L8+JC7N68S60NSe8gLH7nMYDykqso1BLEznt9jXr9Pe1Tyu1l/LyOAj9I+kDFwP8v4tDDBiYv6EF7/e6EF97MpP+zxH/lz3SrV4fn5dFHUmq/ruu/wDg7uFslOy7wsCujKwyaQpAS6JKfQBu+LIf64bf1evff8x//pX6WeL9jc2iLZFUyHqFzv+rONanITRYhWlRJT0pCDN0CG/CWhYjDGk/D40jPe2CI5qz8GYtSSyilGmswXoFtkRLBBOBsNP3U85xN+yL9ZzPlRWHJ9OKTcu8yZ557nc7/4BTa392jbCHXNb/zjf867N28x2pwwHG1y/sJlzp/b48UXX6SuFyzmU+r5jIO795jO5yyWNbP5ksWyZjqbcTSbcfDWmxy6IW9//2V+8PVv8h/+Z/8pfqPM953547IKgff92oXjsncCoqQmUS9fDAy81hiYLpeQ9L0ue4LO05MutY08ZrIveF/dAD3XiQf7gBG5ji8l0foP7fVbfOVv/R2awZCPTna1gmL2/EMIq3TAPMzXc7K7Db4TRFrnCKxfmCFnEDhLTBHbZRnkz0WnCJAVlbDtj4OSy3AGUpNvZ2UOaOlnLT/rrPaVzaVhpRVIiVaEigzHS6cFmUMU1nO38vyoMtxycHHo2alKpCqIqSAYjWMXscWliIuRIiWKqKmuNsx1bMaEzWqWphWcKXDSqVOCM5axdVqkKPeZ6cZNzqIQ45D5MqeqZuVQY2idCokliVpZz6Dql86C9Vo221raPGccija4bqToNFLD1RrKaCjfusby29/l4uc/y4VB4B/+t/893/hn56mqEcV4i5/9zMfxEpCy4N07N9nbPUsdhMI52rahNIn9w2M+/7M/o4kLRMQoUvbujdtYWzIajcF4jFGSncnF1fJj6EdkNLmol6EPFYgILUYhIgHvFF1c1qoloNkoNq+lHjOYMDBjQKXFvbNcvHCWixd2wQp12/D7v/tvmUw2+chTH2F//y7z2RJDwed/6tPs7G5j7BBpCl7+1vexixkXt8dYF5jOAlEagkRIwnzW0i4tw8kZZuGIjYsTLn5kl69++ZCjG7f45C9+nv/xH32DZ+7VSKjYHj/N//z3X8FLoGzewBxe42de3GM8qGhTgxhPMqbnnsgp83Y1pVdz/lE3/VOOsvpsN01FHtUW+BDIQD/RuxM+Ojrwk25/5GEG6fzmrunADTESQqJp2tVn1xAHIyvhlsK5HFHRFKQYAs7r9mJVK+P0dh86cEK73JgTC/P7Dx41uYtqQFlWfVoRkOsqGNqmyWIdVhcAm7LojiFZ9cISKQsHuZU3l9O/bDkgUHDm3EUV28hZEhoTTH2BIt2oYsZCAw3CMAiurtkLwu6yJpab0ByyHA74c//Ff0F99rwSzcoRW6WnqJf40YDZ8ZzZdM7h0Ywbt++yubXJ1vYG586dYWMyoigsnUxrW7csZkuapuXG9ev86Eev8vJrb3Ht1j1k0bJ//Tr/4h/+Q/7cf/qr/cZqMsTdc9NWsI/+yla3GHB5I28JVMbgZ8e0sWV48SIpKIQp+XjZrc/ktDWBqS5e6tbLCXfM7bVn24/N+8eM/nKSGMWWjx3BXwsF7SxxHOd8LUWsKVSq1do+3u9y2ECQ3hgAGAwGhMxlcM6dIBAioiEgcnZNZxHn8ZnycWPU8rCSRGtuZGTCWkeKEWuLrJbWWdRA0j53XjUlJCNJgpCs9PZSrgXUL0XqdGtopzGGayPHr+3f5OW7h/z1Z14k3JsyC4k/ZMab44ogQuUiQywbfsAYFTmqjGFkoAKGGEZiGKREGRMuJnzSuhJFEnxSg8HHGh8Dps2KmgYVwhFDQaXomVXTTzc7Q1enqKAjvCnXKBkDGVmLgsa7ndOwXFaTTAaCpFx92+O8ZykNNs0JX/86w8WUv7a9ySvHC27e2MdtGc6Mhlxc3mPgLdYE7GKJ3LlFWQ36UMjMw+7OGb7++9/keP+Irc0Ndna2qEZDvvuDl3jyqY9RDjTjJy2jojRON3ZrlDCp41hwXWzNGIzzmjmT6AmFSSkZeU4o2hhFKT1GFKExQCCpCFg2zH1R6DqbIs3smLA85m/+l/9HnnrqqXxc4eWXXublV9+kKjfBVlgHf+ZLL/KX/vw5zl3e4fW395kuHMt6xnQ653g6p57VHB8Hbh0suDdrWB69zcu/f4WBrTCjOd/86ncxsSaFGctl4vLHdjh4dY4LBcXiXaqwyc6l51m2BeXEghmsoQGmn59/lMj3yf244/o82jc/XDaBrBa09zIE3s/aWX/tg27q/y64BiegSyP9gpmQvDDKSeiu/5b+WAOj0ZDxeISz2UjIddRjSNnjPBkmedg9PnC/a9952OC5/zspm+mrhbNz7Q2L5VI9tf6mV5HsjhGdVGrvxPnUuzT44QQzGHPm4mMYXylkmrLMrCRiDEjW7VYthi4Ao8csncOYwDgIn/YOV21zLzmF+FKFx9LYQr2hpLr2SRSCrpuau/fu8fYVz3I55+zuNjtbE6phxXAypHAenMcPhrQJTFHhBkOK0ZBiUGGbFtsE3nntVW5fezdvNCZfY97jOpBobVKDFqfBdBLCgjWRscCfev5ZjtuGt1NgRhdO7dKhFBGwIjnMskKXpIPcckhihQysERXfrxkBiexMI5fm2kffKS2F12fe1Q3QzBJRzQBrcq0GTYEtyzITr9BYNfQbeTeKTPbehWxUdlLKbkW+JN+TzXCwyYaCNVo3vrCrJUg6xEkU9o/GZlEmNSiNM0rQNZqWuQyBcadjb8gFg0QRGDFME7w6PWYmjq3k+VQa01QF1zctX/MLDkJisnuOGFQdUkJLavXHBcEmQCJGIp6EN4mJbdlwMHSeocAoGcZuwNgahhIYWMvAOgbG4GOiTIlBiNgYcSFRiuAk4KPgmhYrgkOwKeEweGNwUvQORB++8BabRYU6e7JL70yxwC08ToSlWMZXrnN89RYtBR8dDIkSqIuC41cqwjeHSAl2OGB7WJIGnvHZXRgMoBogW1t8drDDx5/eYF43xLtTbt/cZ//oGLGOpz5zgbuHMwxCiEJMAbFqcCdrIBf2Um6IclBCR8awDuMswQQdy7az/lbP3ZiOH8HK2TS6GlmUdzCvG2Z1y8ao4PXX32A0HHLxwjmQCKJ6EUdH9xhNNqnFIREMgfN7Qx4/N+KNG9c0W6YcMBkX7I5KOOOoigmRSMCDGWjRJhJ127JcCMtaOJpNOTxYMD3e4PDmDV644LhzdUqIjmAnfPuVwM994TxlGXB2RJIFGM2GMDx6JsGP27ql36z99/3aBzQG5IS3+r/0dhKa7aI++kBn87kOPOcxobnvi5Jjf4nCe13Gk0KNnbRmz3LtjaqHn/t+o6D3DE8xIt7LAOu929Uq3V/HbDpVKdgObdDscGxSPgBie9nSbjHXFDUlywUsl576KLYcYlyBM15JXVGNpdA2ShhsW43JZxJQGQUxiYEvMWJJ4pm0U553JS8ON5kZmEom87WBnOSV1Q8jiBoFTWxYLpccH0+pCo83lrYJ1MuGsqyIMVHXgel0yo0bt7l194CDoznzZY3EiIkttm05unWbynmCqCiSbjKnDQjtRyv0xDNfOqqq4nxKfPHJx7myf4d3rlzBSOhNRNNNIZPT+kQ3etP9W+47Vx+qevSWcEQp8CExaFuiVW8pRdOjAZA9zkzect5DF/uHXlTIirK1gf49k6/LoAp0yayZKUa/Kyn14lKSEt5ZnNMx2ZWzDcYwHDlivRqfxpDJhoYmrVAwJGJckaV6EyShiYAv6Es89oCl9EWfGgFnvBqcocFIYihjojgWCDvbu7oBOy0E1hkk3VKXSKTQaipjEg5S5G6KpNCqERIDsa1JMaNfdYMLgSolqgQl4EyiKi0jb9mwlqGBgTGMUaNhZCwjEUYCpYEigI+JIiWqpAZFIQlnEh2G40TVEHX8LCkTgCVEQ3kknHEGYxy1cQyMInziR4hxOCM0VohOf6T0BFcgtqDGQFWQqpLaexgPaa3hovcwGvHuD9/E7+zQFAVUFdVgiBsMcaMBMqxIVYFUBeI9kDMHrFODwFrEKplPuStd8TWj6+taeKyT8e0GVfdcEnDzzl2mi2Mun9/jhy+9whNPPEWRSc0ihhCEO/dmtKaEcQtWaaWu8hynOf/43/4ecuYsT77wNEd1pKxrLk48Uaak1GDjAJNaDYfahlEZoPSk5Ii7BfbJMYaSZCPBlXz9d37Er//6FdrhY1yZ7/H6Tfipc9tIclgbFb0xHttlRDzE8XtUHtsfVfuAxsCHt2wemjOph12hp+tn+3fg/b9Xy353Fw1bxY6t4Xi2QIzK76qFroUoOrSza4NhleOuKU8Am6HV1C8wXdec5v2vruMh1/gez+OBMELfx3IftAr1ss71DRIOS0JwxuX0rWx4xM4gUkTEGi20ZFB9AVcMwFW5TntEsvVgkmglr4yoGFFSlCSb4d9E2TGNjYME4xR4fDDgndhibUtjPSkEmny+0hgWEnEJTf0SJUE2TdOXNzVZqSwEVS5bLmumsymz2ZzFvFa2fFK0gpz6GOuGwmf1QelwlDUg7P4+NlqO1hnL5uaEwcSwO51ROc+rV28i1pFaRVmcGOUW5AP5ZLJ4jMUk24cdyPnffcCVdYxg7dyn/J1YoRn6kBNtfsiFWErveyi9ExQSkxntbsWOMBYkxczmVsa86uzkEJgRrNVUu4im+qkBqUUErCtIqSHGSEqRoihI0mRBLuUieKfpY2LBdil9HRol4Lp0PkCSITlPKrJDSacMqlkATgSMsvidNQTAi47LCCyNIThHmRKVWArxiurlZ9hmLQ5DVrE0nbogmLLoz9Ol0PruWZEoOutOLJKUFGsQmhipk4opdcWzJLRqPLQBUlB57xAUOUjKTxhZoTSGgbGUIozwjAvPCMMIGFrLBMNIoMJQESlNoDCOKgiDZcCRcClS1MLcWFJsSbM7FMZiJVFaNUCLrOEfQySmxMhXGOfUOMzpoNblOgfeE62lNobaWqI1ROcJtqD1jtpZGmcVZRgMCcMxZlAhwwHFcKC/JyOCt7jhADcaY8djQlGAL1Qe2hkVQTNWx1UiE2rVIIgpkVpLaAPS3mBZN3zmM58jpU6kyDGbHpJCQlwL0ijyhsVXA9589yZXbl/nycsf5SMff57DO4e89u0fcG68gQQwyWOJWDPDGCGIIVqwNBhT4K1gZI5hiZOID/C5j+/w218OzMwmU3eWr7x0kxc/s42NS3wcEH1Qh0BOBp0/aHu0tEJydlDn9QmnLlyntD9W0aHTFrP1rvqwhsejSvg+mrHRdTBgsmdlDPN5jcH0Ve/suhVgOktWemlP58ibKL0Fm1LKZLqfjOHzftZld4b76QQCNMu6JySp561Qn0p7Ss4574w36aFxY1UNzFmHEYeYrKgokS4cqCVG1SqOKZMGBRBLm/FAL5JTEcFSEWixdcvs5k3c2bOagobGGKPRTa81icJaUlQlRwTatqWuG+qqoShVGbKDxJf1kpTiCsZOkSQa7sFq3HY6Pe5VC9cNgIc9nWQUtlZ53YRzFaONTeau4K35gnoyyn2q99xtdgaDT9BkrYEOslknJa6YJ6sLeZTlIGUiHcQV+a0j2KWcv5d15UWEKAnvCpyzNKEBDClo8SZvBXDUy6VmABQqY22tjvkQsxZDh3RhcM6TUkOIAescm1sTNjZGDAd3+qqQ5WCIMSXGW7rklHXJVpNEf3IoJeUUOAoth6swWySZFWEvWU1PtEnlcgcWxqVlNJogdU0KCY9QoJB8R8sx1iEY5fKIeqUJTXtbZ2t0dSokhbWQSQ7piCCKR5NsHjFW0ZWie4YdEmf1hvV5RCSmDCHr86lTYpkSRylACEgMpNASBVKM0DTYtqGISnw0JMQkfGoYpcRGWTBE2fnVEEbGsWEKts0mG8YxtBYfG3wMFCkxSEKREqYNVMlCTLCYUzqDk6QGiwFSR/BTQ8Rl3YjkDBinhrxxmvdvPaGsSGhtDCk0VFfHQPKW4C2NL1gUHjscYAYDbDVGyoo0qGgHJWk0xE3GmKqkGAypJmOoKlLhaQSqzQHPnjvD97/2+1x7+RVVjnSOO3fv8XNf+kUWTaCeLvCFYEzB9OYxh0cLFsfHNEcLWLT4ZEmtQGxxOdSlaFce18lRRJ+ff2c8WpLJmhNiGG+WXP7Y07z7liHagpfeXHB733NhI0KqsHGOpUXw2SE8fTX5SWj09OuGrBbzPzoCIV0oZ7VK/vH67w+2D5Ix8GibcN74MKqJngzz2RRjst51FhZRD+qkJVZVFSlGnFvlmHaqbQrZQq5D/MfSutzy+WL+0M+kTk3N2j4fGqPxW7KHYU1XulgVwtYHfcreoYZJ0lrv6NboMFTOQVgiKREkF6aJie987Ws8+9zzxCL0pCExjiCRlkTw2WOISQlJIdLUjf6UBaChnBAibRuIOWyx6v91YRzDt775Ddwa0e29W4cYibKik9CK4das5l9/61vcamqGdoK3Fp8/lzqDKhtd0kHpWSxFuvP+GOtBV/yIjvOQIdeEhjQ8Dus9KQZSjIQYwWg4JYmhruvcbw5bCCalnuOR1jZsMXmhh8yaN8yXc2aLmXr+XnXuTSbDlYMK6zxiLZ/53OdASq7ceJdbBweKFOXNFlFPOkrqBZkkRow1uNITabogFtEYXEZbJFurinq0TILwXIjE+ZydIjCwDkkq/mWzQSqZtJlMFiDqoqzZuF9fI96LqNuNn/tf1wei46TDGI1o6kDsxK5zWqZW0fMosCwYqhyqUeO86KSke7Sqy8wwxCiEEKlD4CAo4qAojJbvTW2reF8ISGwoJDCwMDAwsoaJUc2EiYOBLRi4AUNgSA5dxEgpiZH1jMVQhUgVBWcE4wQXEkUIsJxjmkAhDitaIdC73I8WKqfOg7W6cZNDNMZaYuFpISMOjuQ84i218bS2QMqCWJXIYKBqg8MRj21t8/h4iBwKceSprcHuXGL4zm3uzeYMfUmxuYkbjGDRcDE1/MLlx/hX/+yfcuUPv8zuuUv81Kc+g001xgQNfaHZP936hM38sIy6degYYtTbN/C5T3+Cr//o21h/jyUTXn7pgMe/MCFJxIsiTvGPGel+v/bBUgvpyGOdBbCCm7v24T3cNej6x+y0D5Ki977Mzmz1r/w2Td1q6pphVRHbVuPfooxXrEHSSnmurEpV+Ar2RD9Jp9Kmf7znNbzXfXwQectT7y//t2nbFai0Bk/3n8uLojV2tWkhdAQrI77fQK3Li1a/6aoxIJlI2O110hlRKVGgKUoKjzsCCRMDL3/rW1z8pV+CrR3mh4cY6wgRqLN4i8YZaFuVvI3RE2Okado+28N7IUbR6otNoG3aExK6uSf1GceI8T7rLZgsrvMe4J7RjIDCWRaLBYfLKUscN+YL2q1NfCY7elF5XDEpw9sCeZPVIjA5hbHTUberRf/E6e579VRSYb5uk9Ro6zznuPa+tcoHiaKkQYzB+cR4MunDU13sX4yhqErt367fug7JqoC5M1VYimwwSj5GvsqmDYrotJHvfOe7eDdiGZpeya3bMi3gUcQCl4WFokrVGu9wLj+XmFhKogKElI0etbIcwsUm8B9VWyRXMogRL5oXX4mhMGYVxsrjVjN0Ul8jal3r4f28tv6e7/s8oPoEPOg02e5zZrXFi6jEsg5rJU+mnMNvU8DQKmSe38fZXtXS+qKXbO4yMKxYvOnGb57hItgUCSkyl8TxYsEr9+5QuDGMNogxYUKLbRt8irgU8FZwIpgQcLGlMjAoHSMLwxQpC8fQw2hQMDaeQQ5plECVhDFGuQ9AmTRMaBEKI9gYMEFwC5Xo7kS/iuxUjAhaW8xqmqb1hT4i5zQNsygI1iJlQSMqMtTaijPW0pYFMhqxtJbWWczA8zk34LGxZzE9oCRx6WXLcG8TqgLKClMNkMIjzhOdZgGJVbJsJGuFdJU1AVLkucvneHyUuFvfZD4o+cOXr/JnfuY5DTVYLa/+fu1R1vFH+Yzp9uju70fcTj+4AuH7vf+BIPluM8yfeY/j/XHwB3Tq6DSV7HGICDFB29bsbm/RNlpW05pchS9D6tYacFklTxIhpB4BeLCP3gPa/4DEktMWrff6fspFauqmXtm+slogYUUcW3nRlm6pKlKkFIvNBMlegAbygiU5jzpmsaGUHSHTn8cmoTQWL2hNesiLcSLMZ/wP/81/SxpvML1zGxG4cPYCW95RGINLugGFoJt87S2LnDpnnWqjF17T19pGQwhN06g3vNZnXRcWxpDahhQsvijoMwB4cHx2i7WzBUQhtIFkhKVzWnHReGJSyNGZHArp3WowXaW4rMdgUyfi0z3HkxjKI2UTdAap0JPoTAd9Z37ocrEk1XVe1BIi6lk2TUtRlAwGoywMFLTapFWNgC7TgO7KumclgtY8UPfeWUeSRFEUWKf8i5iV7CQv9vPpDGMjxlkKMTlsofC5zfB8MhqGsoKGCYxKEncSxSZBsooRCAGxKwVIB4zawIW2ZRla8Fr+KAkMExS5yFG38ajefX7WKfMoTjPG1ubaCdGmlHpDDlZoGkBMawTHtadqrMt/672RjXCfk0lVyMf0aoXGGzC+/7u33o2GliT3WcobFgaMxBWekFJ2bAytUaEg7x1tEVh6jxuN2Dh7kWyO5NTIhEHLa2pmQEQkcEjUkF8UaAVCwMaADRFplCwsIeFECZAj63Ax4FNkYCOVVe7DABjZgqFzTIAhlpFxjDEMogqSDUJNKRFnMuE1NFhJ2GWkzM9LnS/Bo4JSI+uydLTWMTDOgbMa0vBjgh3Q+EB0Bn70CktvaZ0jekcsS6SqoCxoqwFxMMCMBqRBRRpW2JHyH8JwDOUY4w0bfsQXHt/i91+6wrQsmd+F0H4KVwWiDRQ6RR5oP9nsghUCZR5lrbiv/dicgROnfA9D4LSb7i4duoV2faE5+fmfRKe91xEeZmqsX18X+27bVvXyx4Yzu9ssF3PqpXqhzlmNrVmLJENVVbnk5oe7/j/KVJRuuTPA8XTany8h6k2seUyw5sVkT8OLMMAycp7gnG6c5qQX3T3RGEIOFagx0RkEXVGg0jmcMVrgJX83ZhJDfXhIEaFqG2qBEqO6/lavVY2tSF03OKfFodrC0zZthtxNJhAuqeua5bImtG2vsbDeQluzqGuM9QzGY6rBUH3V0xjAAMbhTUFso5LeRI3CKJAWgYHzWdNBi1fZte8qNUA3gsQjbfWP1PrNRvRMXRqg5Jj+eljKOa/1CpCccdH0+gChDdlbjr3+QH+NYvuzmextQs4yQcNGVVX116OqhlppUkLKWSGWro6H7lwZfxOwWapWuRy5SJIhw+iiRZRMoZUMyXofsnLpO85OkQLBRWJqEDvARtUOsBJJRhEll68zdZtlJnb2c/+UkNF6eEk/Y7M0wElj3Bij2Qxkw3hdWCSt1rueX2OgjbIab7Kao+qh5ue59pxtZ/jlfu/kpgWQrMuAGEyOxRjUYBIjOAetiUQKmmiIhHwO01mTiLiMCnqcWlAU3eVlqV+Tr7Vb5iSne5JrVey3DUjS7KKohgYxYlLMxreWRfcCpQg+tPgU8QhloetRlRJV07AzKhniGNshQ2eokmEQE8MojI2lshaTEmWCMiZkWeNqLUxVIFg5prAFpUsoa9AzsUocVfKzQcufW/CO5B0hIwutc0RrMc4TixGLakBbQqoK/r1FySeN5c70kGmxybj+OdqS/Cz/+ELBj9o+BDIgD+yc/RLxkB11nd/8wDudc5E/0U8P81Db4j3buhd3qgFi7v/kGvR6/+dNZ3jrHSTRymTT5QLrVD0rJcuZM7u07U0AJVSlqIxkq3Xfu1v6cZb7Ttmwv2xZv/41b+WUc8iJm1y78wzLpATL5YJOGr5PoYR+81/vFDEKzxdJqJxh4DwzY9Qz6yZVLuaBydtRTEoGMybnSndeVC5T6qCTdIaESbr4FF0euQiuKLFNg7XSp/0JmuscQkPdGuxSKLxWM3POK40uSlbeCyzrmja0tEHj5UhaUwcTLbVr0Jz2zrsT3fLuB6cEhWFFFGFBtLxtSFr8SELI9+mztK3JNQ70QTjUc+oqFxpDZqKbnEJHH1LonmG/R6z9t3/ykmFlY1b69SIY6djYOVWSLuYJkgIJ09cfiG1LW9e6CWWegMkb8oN6Gt1szTPX9NsWvvAqV9tXHMohIDHEoMWEUgrsnbvA7O69LNrUR9WVbCl5v+xgbwDvMIWDoMTdum16HNRmtECycWMEyqhzZymq9qcGQsKLPtsUQz81TCZVGqvKgv2dPsQxWRdoWndmdNp04+X+cbP2SbsysJ30tgGSS/euHrjksIuskIDumUOub7C6xhDi2qRfF7BC5zMGl6EV3dsbjE0EE0g280KSYLIQkghZIjm/ppM6IxRxNU/oBKUUzjdYzchw4MpRRrx06VK0KvW/EQj5HpIIdQosk2qTaGxeILaYekmRIscH+0w2NjUk20ZcCJRRwxBFivi2YeAsQwdlUTFwlspZJrGlwjHxBSMj+NhiE2wAFUIholoQoYW2xdWCz2ND1VcNTkTJhgZGrgArFM7yETvk07ZiURrubj3JYP91puNLIJXOzT6v+I++dafpx9EjtA/BGVg7doakTrEO8iZw+lFOtBOwW3e8HjF7SHv4za0W0AfPJ9Ar762/bqAvRLNaZE3ee1efS6h1fjSfZTEQXbwGVcHe3hlu3bpNClFjtbnCWccpyinTH7Ct2/8Pe2v1MB5qbJi1HF5ZN7q0z2MMtG3o71z7aWVv9CQqAcmbt0mREkMBYCEQKSx4kyhNpDS64IvE7A0ECuepc0Uz7R9LkjxQrDKiMRYhYpPVGuZ5owrO6KSqGwwBMRaLhidSbAkRQouylEOkaSO2bvrCMykl2tBSNzUxKVNedBfPHmVXaS+n0GWVxJzVfmqYyqClYtqgKvTeaKXKZQqIKyA21AuLDWoIuPXcaZNL7FqhdcIQo4z/kA2xPHBs/0S6x3cSAHzw32pIGG9INnuhklXtTOrHgZXVdw1KEvRGx20nN93PlzzWTCc0kT34dSEm6Yw+o3tuMSh7KWOlP+TNxxjNOc+bblGVYCSHh3INEGMVMYqRkA0MFTgCnAOvjHwjosa3ycZayh6t6IKt3Zy1MiJaBZOIE83hd6JGrcmhGd2MOqX9VaW5dQRgnVDYyzl3/X/fQt+PmbR6veeqcHJ+nTjOKec6cbz+mrTvTa6pcNIw0efR8QnuP0ciqUEtqtlQWk8MgkMNgPVCe6YTE+qO0z3r7PH2yE5+P2bVyrSGYMS84ffXZtZWIePW9gv9hrFVjzIpgVX1UF0I1MdTpmXL+NwlXFFCUuOlTkKtFi4mtaQQ1AlJSkCVGNWIjBETWooU1SiKgVIMXqBIiRHCoDRURcnYOca+YGQdwyAMQ2RoLCNgkAJOEj4lKgSfZpj2mLRUqenR8V1suEjy2htdRtrD2o9LfO8NgNUr77WDPNA+oDGQbdGVA3DCQ+kv0LD2an6pH/j3H1ROfu/Epnx6e6RN9ZTjqBX8YEfK2n2smzbdMmxY3buIsJjNKX2JxKSSmcYwHg3Z2dnm5o3bOTYuOG9X9eAf4ZIfehN90wm0Du+vTADJ/18t8f1i0b0tD16HIbP9Q+x1FN4rF3bdq3TW9hXFnC2waDrX+c0Rly5dwCC8+fYV7sWmFxsTyehBHxQ2pz9Qa2hioIlRmcfWITZlVbPcA0YXAY3XRo1phpZmWVM7n8+nfAJ9L9C2rRLmOLnInzbg3u+ZCRoSaLOAUmEs7XxOOSxpJVIUjrZeMMxqjJJTJ08eZGVodX8/qvcg7zNfzCn/Ov39k6+t8xO6ffyB7/WLecf7WXkA3vuMiK081nUCKrlSX0qR6+++SxGjFqlZuxMDalh3sf2YU/28MtFjavHG99yCta371AUwhBaGmvHTafyrgNdqBVuJKomKCOXrvl/I61H4S114rctK6Jr1q/XA9rK86cQx0/o5T+EoAA+Ujn7YNVlZGSzrxosWF0tqUGdjYtnUhNAS11HHUwyfk/ekBkH3+kkD6eS1d5eoacYPOpHre0mKsf+MFU2VTXmjp6vtYtRAdIXX8ZJSvwYmW2RcZEWgRSBJli2LimikjFjODL1UuoiuJZIiErQ0MyHgYsTn2hU+tlRRqLBUYhmkxNBYBqUwkUhZWn62LCEbNMmcTkP+oGHgRyUZGtbG7iOe40MYA6t/r/sW/UWsT4L7LvChx/0Jd8j7WUOnhg/WXuoMuH65U2eD0Go8u1ks8d7RZYIPBxXOeeaLBaPRiKPjY0SEwhdYm1W2HjKpT1z3e8Ylbb+Zd0WOlIxn1xavrnpgZyzknObs8SAaU1x/jgaIbYbjWG0Gp11Pf+2iHqvLhpDyvywD73j2qcf51X//3+PS+T1iDHz/ldf5h//sgBtvSm90WWNwxmQ4lxM8g65PAUKKNKHtJY9D3oDU2OqyGTSTQ1JEUkCSI6WWulnkWHdBUWiKYWcQpCxkY9FNxJGLvaysW3rPWB4c4+vPK5C0XGoMTI+OqY8OMceW1hp2d89SWqciJmThmZOduRL+6SD5D2E29htaHqfdxvZ+ht0DxzkF/rY+Swivx7oBJGWugV5BfyVJaxqQryGlNaIm9B6sMYbJcMyiXat3sD5HyF6rzZ5qMirO5DTtNJmsc9AG8BU2duS/+24qWzOSr0Nrb2o9ALd2z2RoXIymgN6/+a0jA6chAOtGz2m/7+9jAMklou83MDoi42pc0P/d9dEjGSRk40uttRPPMKbY8yLUINFn4n1OYHwfD3bVD6YP76mBd7pZuiLErpwUON2YWe0f6p44rKJFSGbK0/dLEiHGwMoIzK8nRTRsRjBUN8VoNo+xiDMgToN3Rq/dmGw85OWyP6IIshZEDZKIUTVPZklAompexJamnmPqI3aJfGY0UX5T50qekH89vV8ftT38syeNrA+ys34gY6B7hr0hcMq93e8JnNbuX1B/0i3d5wGvTT/dUE/ZdLtiKat71IW5G2AJhboMhlA3eGs1g0CEFAJ37txhOp2qEEdePMuyyqpusR8S79VO9gu9J93N4ZSgrmuFV4uC0jmuX73KtSvvMJtOuXb9BptbO+zs7HDhwkX29s6ysbGhMN+aIbDeDIblYqE5251BYE720Yl/o3HxQVHg84ZsvAWT2Nme8Ct/9hd58tI5hZp9yac//jzfe+kHfO+bf6BhgbSCjlNeILo0vs7QSEZUwtN2xLZI2aXfeZcV0ei9zA6GVUs/rn5sJEbb6x+c2OQMWS/fZnRn3ZIG5Qx26Z8nF6715pzj4uVL3Lh2ldtHB/jQEJtA9J7j/TtYDGc2tnMNgpMgiEBvxHUvdKl1qYsRn8CpVr/7v4ysDNm1Dcs6p+zxh0yv+4mh9y/K679PeK0p5ZRDXeAs9KEEEaGoql4zf329smvX1nlsg7KiDkk3E1nb8PJs8aa7J5uzIayG5iw5pQ6cd1pSPKU+zXT9prsx4oxRAivgolBZi0uGkDfkJOp7IqmHt09r3b09rD+7/jphPDzkWP2TPcVg6AzRDjXoNr4kp2+gDwtjWbc6kXXrg8+BESVqZo5CR46WU2pR3H+vD76n9+D6cxhchv/VI9fY/2r/0PZgiu9p9yN05ay9yTVDcp845/pj6tjKnIiOg7Lu5AmQhbc6/Cmu3lDiaH69D2Nk8orWisz3mE8oJ+ak/lRh3v8mrQABAABJREFUg3Db4UOkXCqJMVhdy6y8t7H/MKL9o7fTnNxHP94HRwbWHub7beOPDGk8AorwsI461Xvl5ARcTcz3OGdeqFNeUNZTu1SsZbXohqbBlVV+OzGdzmnqWjcbHOPxGGOk95A+TNPLSKScH/+Nb3yLV15+VSV0UXbt9uYGO1ub/Plf/rPEtuV//q3f5uVX3+DqG+/w9foP2NjYYDIes3f+LM+88Cznz5/Hl0W322vfAMtlnZn1q0X7tGYMuVwxmLzADnPaTSORonTsnd1VohggqKDI+TM7GX7LkzB788ZoGlrvAXVeMp2yn560aRo2ilLrG2SUoDOATT6ehglsn2bonZaUTdmyd2uQrCroreDR7t+c6tU8rC90wUgxMqhKnrj8GHfefAORiJA9lRRADIvZcU6XU2/3hN3eWZ9r4+1h5+vG9UmzYPVvETkxPx+6Cd23mZxgvjt3EgXIG1OXWrj6rPSXnldGnHMMhwM1PLO0cUqru1XPfQVhHh4dgi8f2NS6kWkQukQOSagwk8+1MqCPwYq5f4k9uQJ0PiYWiOr5l9ZjU9tvtt55knFglHXeZUuculGve6enODYnvH8RQkr9++vGhHuowd13Kd75jFLmHPdTPv+wJtIVVOMBdMc6R+ccdamjaZnUmfHFqcdav+8HkCLuNx6EEDvU52Q4rlNgBLIY2+oc6+frJnmPiJjsjHitmhpCAJsJoGvzQ42BNW7G6gLxtsxzLfWGo0EzknrH3ZpcYVnyUtWFWtVAT5DRqVUIoq9Um4RgoDaROvx/qfuzL9uS5LwP/Jm77+GcExE34o6ZWVnziJEgIIkUSQ0kNZAUlwb2ag1LD71WP7T6j+h/oh969Vu/9Vp6UU9SS2yKAyAQgACBAKuAQqGQNeV8xxjPsAd3t34w3/ucuPdmVSbZVC/tqsgbcYY9+PbtZvbZZ5/t8JLIWJ+WT7O9jJD8z7n9c5UWflqn4Gfu51M6Df+//O6neU2n/xx4nqhBk1XTFt1+6z+w3W5mFn2oGrqxJ1TWrEMlf+Yxsty6ken+h1//Dd75sx+COOq2RWOk73asc+I/+Bv/NjoaUvELP/cN3n33fQZx9P1AHAZSXfHd7/wR3/2T7/K5z7/Nv/8f/gdI8Ac3Txj6wSSTJ+RAygSHeWGe/qs5E6rA8aLlL/35X+Hf/Nf/ddyq4dvv/IBv//F3uNltuH92xxAUhD4lPvjwsXnE06KtE8pSSHfYQ6TA3PkHiM4U+4IPLNqW9viIp2Nv5T+lEkCnnzzBlIkUE9FHMxQUdbzi5E0GzReGvCv/+kJqkMRcllYGaP7fLTBMbLHwAj/6/jsEZ5oSadyZspxmhq7Di0NCoBIpTYryPJ5aLvc2WjCpB4pFaNNCWd47NPECRasuz+eYzIWciXHTQZJIIRG+BqEq1+ImZyClfUqqzBEfPDlFvFB6FDCnCSyqTLSLhS3uBXZ1B4p80yKXNRtEnTLOKw8fPGD97Ck6ORcIVqKqMMG7xRkoE2R23D1ASqRQUiK3orWDeTsljMv4BVUqMd9giKMJYpWeIfa/PPcn+GnboWH/JMcArByyfKjcW/vcxF1BdW4GZX/vz37ix8wGT1417HsjLLd2IIhpZbxmS8X5FylcDm81/DlnJKV5tA7TEs65eV16neNz+LcA/uDYh5+L2UiLSuEGTEb1FnS2d2mnQMwqhwraJUZbrEMoz4zOwSoUR7GM95zyUSWmsYz/lHKwK1VXM6UlJCmaDFXwcuC8WDRUnqGiv8Bh8FiO7W1e7foNtRSkKZc5fThW7MfqtdvLNurwg58QHO+xh+npzXzasvbPnCY4XI4yivvkS/lf9HZroLWwunMmI4w5sXCUUjkIwXH33injODKMO9abhPdwUmUaIltxkOLtB/5nbBZ1wuZyzUc/epcvPHzEv/W3/gbUgThmbs6f8aPvfZtf+taX+ME777DtB05PG1bHNf31wICi/Ya0vaaWQER48tET+m6kXoXiBdsiMo6xMKonY5HwOLzKrWDZCGCWa/0L//Kv8l/87/63rI6WZA/f+NZXiXHLb/7e73P27/y7nC6W7PLI//jtP+KPf/guSR01VjI2KpjeYaRNgsuwSNZIB0mWsxXr3Z5QtBu4urpGK2dCPlQEUTQNRHXGGE8OLU1vcikjzNnKH19+FnIpC3IlFWBNd0xOeEKEpDgE9rcv47NPGUCRTM5qcrhRubs64vz6BclZhUYm40IDaSzaCMwKhBPq4WLE+VDmmI2NZrFoxDs0vsoInp84FbJTorOmUn2o2LqRG5cImkvjG1BJxGkfr9qMGZVIRVtfxBVSJhA8vvKIhyCW0ok5m3NRzkxRpPJUixrxNqZeXIHlbbEMpfrGe8f9+/eQJ09oC+l28/hjE2bSKTNbRHdyInirGFFHqdKxyoggkGPEjYlYV0SsJMyGJYF60DBHgVo6R5KhQpFkjX36Uj0wlbDZ8JhQFhP6w97Q/zT+wIy4vDS2wsGzpXvvz4VqfysO9pNvlQ1DyW3OQkivHlNQfZ1xuC2E9Oo5K0pCJeOCEfW8yExs1CkKPvjey6jqT+M/6QEqccjBCJ9mHTwc46Jf4qR0fg0lcp+qgjggXR7cg/lezYgGOHdQJjGduxwkhCcvuNyZVEbJPI29lLrhkwdIRvnM1GdCVMjbzoSuBFsjNN1StbTv2X9kfyrldSM2vuyQzj7xFJlweA+ErIITRSQjOZLTAHn82ePN/58bFf0vYdODX0QMFchzdGfvTtB627aEpoG8YaXX/MUv32HZPWZs7xKpXvX05iO87nUjvIxppOt3qChtW5PE+AKpa/nG17/KsNtwvGg4XiwIPnC/XXJ13lknv6T8+Z/7BX74w3fZkOmHge1uS71a7BEPVXbdznKrTA89e7h5epYmIyLCcrXiL/9rf4nV8RKIOJTFouLnfv6b/Mbv/C7/7X/7d/n8g0c8Pn/Kd3/8ExZNwzgOeO/mhdXINBWDMxZ+LRVBA+TSBU89kgIhOarKEccdSQ1piTHitaiPcXuhmlTyPinnPUGch2p6cw4UK+9rq5ohRWAqWzNxI+9KdYgmrq+vQJVF21BVgTsE2qphU1f0hdBkc6N0smPSK7S5I0VwyZV/ofQtmKGCfZy6f+qZF61pjngcQ3A8Wzb8gIGOjFYVj7znkWCEOB2pUsT7UrN94MDL/K/d/xizxRNFI8By7VoY+NYd0now7iMxBZarJaEKs1zxNK77YwiqztoAX1/wa//Sr1A3S7ohFhQApioGxc6zSo7YWnc8giMHh47mpEwyCqYlUTQtyuI5l3NPyIgeiOGI3Qcr65Q5Bx+8Z9L6MVvg96mgl5yB121Trwumu3MwDnO0+tJcjCnOa8ItJKFo9t++SfvoeOJdTMHFbVTgcJO9k//SMexcS+rTZTOSqiWNI8UpLEz416RVf1qaYj7ewXo3oyCv+e7rnKtb3AydnDWL5jUbb0lTnqu18oHhNHj/thrktP9bKNxLY3+4PIvI3KBtTp3K7efmVt3E9J6DWJ6ZqfnbhEwdOgJ5f2n7HbI39FqM/fS07/V49PCDL23WK4KcII9ojsShI8X+dR9+ZfvsokMHa9P+tU8HQ/zzbP+sRMOfTkz55M9+kjc9wcwHDqeJfABjjGy6RL/bsRg2fPlzD3j3gx/zcXrCw6/+guEoLx1/9vLm2z69b9riRycrlsdLfvL+j/noow94+4tfIAv0/YY3HtxjfX1J7ju+9tWvc/7i3BAI1EqYFN5554e07ZJdHCBG1jdrzu7dtWss0Hff9bMHvfeMOYDGDsYlmB54aGuSKK5AqqNmhmiOwb3TO7z5xiPOHtxFq5o//uM/IQRfqhZs4QpqNd5QhD6cIznPgJB8ogvCWJCB7JSKBGLtfpw4Q6QmP0r3Rl5EXmvoD+/j5DSklOaOhtOWxsjpvbs8PX9ubVxN784a2XgrbdOYIWbiOJAqj0jkhIo32gXPj45YLpes19tSQuXRPM6OwOQMOHX47KzWXQCx6zT9dS0wanFCYK4Xvx2NGJkph8A/Zcd/u3nK4uiEe4sFv9q0fME19H5kGxJdmOzitIwdLPBqhD4VWzhdCPO6J9kidIdQqRmMieCoZZGrm4a2befo7PXENjGIFaHfbXnywU84PT1jN8Sy/wM9Asx4N9mTnBBdLiRVSBNptDisWYQhJcQbwUsnIzw5BwdTeXquJsEsKWS3VFTwkKns76UwTeRWFPZJkfFkmIDbvccOv5/3aSIf9sb8FjLwiQHCgYHVqQ/E5LQfVOQcohjOzcbwdfdFxDgXztk5xBjBx3IG+9Vp3t90jFuXd+i4HIzNwWde1mS4dU0TUnLwmVuOwZRKtC4NBHEEcaRxtGqSA0N6eK7TvZrSGy87YyaqBOao3j7rKSia0IK9r7EfgXxwz+YxL6WPIAxdZw2xsEhd56/vx/VQ0dv4MfOCZvf01rXtHYHXun6qeElo6tHUQ46kfoem4RPH/nD7bATCgxs0iZdMDM7/ubd/Vgfkn/V7uRibPRltPx4ioFkZh4GhG9nuOq5vev6ndz7m8ukHrAfhc1/5JoPUr+5YbYG2EsRD19R+fKj55T//a/zGP/pH/P2//w/5X//H/zHtasFisSB4x9FqyecePuDs7A44cLUjamTIIyJwHXu6rVIvzSHYbTfl4aB0hMsMw3BrbLw3lbGpiY4rk9IeMOHy+obf/r1/ws//wjdpK6v1fnGz4ff+yR/yra9/nb/6r/0VllXFqMr9Nx7wg+9/3/LzoaJpW8ZxYMg9LpjiXd04boLw5Ljl2J0Qdomu9gwkxCk5mMVU3bdNLeFp6YK4j/bn4SuLwRSxvewQTPfyFhksKz4Euq7DO+sBv7m5ol0eIVUztzc1eDIiCnEcqXPiURM49fDGGw85T0pSR7/rGQcjfHrBxE40zRiBmxCCGRGYJ4SpreUJjiyvH1zb/HuBUT+uhZ/Ux/h2xYJMFzf4N095s0+EPHDRtvQ5QXHe9KUFxcrQhNXRypoXqfW3d6KmQZGsHM8qdSZjadFpu1gQczJtATFSJa5gGKrz+QcHopE47FivX/Dg7A7bcQdauvSJkeqkLMBBA0kVglB7gc2OytUMfbREgjOOhLUgziZpW8ZQsHz7VGdu11zSIApVAqkw50aKjoX48l1T2ptGPB8YiMN/bz3GuifVTWP5us/cMkgHc/LwdT87D8a9uI0Wv57YuN/dgQGZfRq59Z3D+Q/Jau4nw0lpBy6HUeqnC8ZmZ/sT3pvP5UAxcSIM2x8cXuit65KZ3TdVIxlPZOL6UMqcp66aL5M8D4mvU+ClGg+OsX/SDsdMpvGU2e2a3z+8x/M9REyaXZV+tyOOA9lNzadK99ep0gcjLooEu1fZdDBynoid9qDm+WF9KZB8OdBFicOAjjtcNmdAY1eer5+9/XO0MLZp8j+XI/DPQyD8JLLLy+//1P2Wv/u+n5np81vsJ13AbuIgDS8Gz9HJKXJ+gYs91K9xBhBEAqYPkOebb7ky0Azf+vlf5J13fsSH77/P3/u7/z3/7t/6d6lDTd93psDlA9uYOHt4j3pRo2PEJ8VXAfWZMSmtCMF53v3xT/jGt76FC34uD9tut8ULPZjcBx6p83vIVK2+j7/7D/4HpKr4tV/5c/Rdx2/+zu+y3tzwn/5H/xGLugLNBA8P753yza99hV//B/+Qszt3GYeB1WrBX/gLf5V/8k//R7QXLj78kP/X9RP+UCJ3auUr4YQ7QTivQ4kFxCJC80gMTp4ecGd50Sx5D/cXdGDaYmm2c+gIpIMFcL42MeRj0+3MudfM9fkLxn7g+N5DmuWySAwbPCnectuLYeRrj+6QK+HI1Vyer400WCt1VdPmgbobkG1ROpyNgZHh8I4kydTfAO17XNIDzflbcdjtvzWD1uwQLsXzuS9+mV/6pV/iv/9v/h/85vYxpznw1dURdbNk0wXEqQn2HESx05Zzou/UjGZZeFPOaCyVHybVgyvcCUVYLheWHtBkJIx8e+FxzuGdJ449qd/B2OOzon3Pj//0+2TxOG2KWqcY1yIH8IJoptKMC0oYe/TJCxgFPyZEzTlMqlTek3VExFklwDRCeV+XPslAKxapNaVuXSlO8cto5wShl+eZl6L3120zMlAcS+BWZGpjvI/SD9elw0qNmb3L7XXIImS3nwZTAkZuz4/DHDKyn/fT+R1yBqbFfBwtIEgpEVKa2fnTbvK06E//lOO7gj6AoUscIgAvjamhj9xCGufXYS5tfvm6raQyl6ibfafPNAUA1s7a0KFy2JfX6FccudI6+TUpgimFIuZRcpgVPnR10mvcnol4mnNm2O0Ydluuu8xyccL15Q1t21LVFX0/UJXKrr7flj1lmqalaWpLW0VrFoYYgXdGauT2+c7XNp0zmRwHchzQ0iTu02yfWY64HP3WoLzeS/0kJ+E1D9S020/4jrz60fk8Pu320x7kQ+jvdblBLdcr4uiHvsBZe4/zFrkGI5o5hHEcuXu25M03zugmKsrsrRt8F8fMdrvj6vqabtdZ1DwOxHEkaWIcR7w4Hjx8xPHyCM3K7/7O77FqPMeN4xe++Q2eXVxRbTq++70/4ic/+jE6WCfBnBJ9sva59pw6vvvd7/Li8oK/+e/9e5yenaEK2+3WIuGXIpRpxOJBHt6rs+XUVfx//uFv8v/+u/+Q0zun3L1/j+NlQ9u0dv2SyZpxRd5UEF48f0GKI1/+0tc4Wq2I24G4ToxUvEPi+31Pv+lp64ovqXBvccYgxhPAhNyLlz45YFiFUGmzq1LKfW4ttBlVzySI8rIzcDjHREySNkvZecrU4hi3GzbhktVyaXXYmqnqijQOSE48Wq546/iIZ/S4rORYxFdULR0A1FVlBkaYr0UFQqgIqyVaXcFoEGi/2VkP9Dk1cDj393MI0UJIzOSY6eLA9XbgD3/4Q16IoPWCC9/wfq347QVdvWIYeq6ur7h///4+5wzMhKUU8WLyr6rZFiIPjQ/4klQXMQNZNQ11Xc8wtYXf+3OeosQ4DGxvLpD7FaFSvvn1L/HhH7yP9/Dg3j0un5m8N87hgidIIFSeHISmbRhvMgw9XETYKS4bkVQBJ56Ys0VbY1meZ8LLgdGbgFY1B6EWY4Tn0vci6ySFXdI5KvN4p7hf+16Gmj9pezlqnP51B30HDg2TKTaWiHWiib18nIMMyOFbhlJO6gh5v1+RW+mKOMZb67aNiSnqAQXZsdOwUkz32kjdlPr2+fd8oOh5+3Rfb/Q5cJRuve8mZ599B0kO1vyCDiR0btUcfJjPcdIPUIxcerjdSp2UPR+mB28FtTIhi8zVRvt9yLyflzdDEaxyJ+VM33WsLy/pas/N1ZbN5Q2nd04ZU6Lve46OjxDnuLy+oe+s+uz09JSTk2NElPV6zfX1FYvlioeP3pjbgR+mRYC5ZbG9N6VBIymOZJylUj7F9tmdAU048UWg48AD/TTfPzCW8/dmZ/OT9/Gy1z496Ptut69Mm/nXf1auwX4n9viMyR7RYRhBU4EcFXEK0dSnco5kNzIUSyUx8ue//gWq7px3NBb4U+h2PZeX15yfX7DZdmz7aLKY05CURke5sEAzoClT1zWVrxBnlXUfPb3kuz98n7unJ5w/+ZD/7u/9JlfrkRFoj09wVUWTFeJo0sjRhF7W1zf81//P/5o33ngDcuLixTlt21pUEAIpJxP90QKxqz2oXkxjH1F2u54QTNHkZtuRz69YLd/kw48ec+/4K+Ag43h6ccO3/+QdYlLS0BO8Y4w9H370MbEfiJKIbmR0ytB4Bip23hGd8LS/IZIYJNCoGozmjQE9asaJJ2QzYOpLWiPrPuda+AkmL1qIRklJORFTtOitkJFSiS7QyJgylQ9UpUyRxlG7kevzx7TtEcEFkpqGfwt84eSI0AqiNf2LHSll6qggDUsfqF1gFRWtHdmP+CQlss3oeoM6RxRnOdE+UmedG/T4PM3x101Ph3pj/jcOUrborgoVVVWTWiGmTERQZ131Kl9xdHSE+AkWLYJb2Zq8SBoRVxZ6b8pvYYSlVoxxJDoTsnGaOFo2ZAcR6zNRu5quX0OKxhgvvsHQ98iuI8iCMQRCG3DiuHvvjEfHK7bvvmC1aOi9g3bJGDucjoTOwaXAYkla76znfTQj0dUZxNMo3OQRSqfCpIpXD1GROFoznHm9GnHiqYFaUql8MESEgvSIaCllzPMa4t2rXJ9bt+HA2E+wtx5EuXsu4UsR/EESKM1lO7Y+Tq7IKxyj2cl5mST7+qVcJhidfQA3VdAYfyQgTkgYghDjQENTykPd/BjNRtT+fyBgJMjEtbh1rhM0Px3z4K1XQan5vGaw4mC0pKCDYBUvIRiGluOIFLLpXLwtzKm3eQwO02oH9f5OPgHF2J829nzcFkYSMSj/FbVLsFblCB2esRtw3ZqUl6QMQ7fhShPdkADH0PU0VUUaO9IwMG4z2u+Iu2u6fkvfbVgsVvTrxG6xZHV8Ukp8b5eq55wtteOUbtiBjiQ1t3a7WbPb3Lx+wF/aPmOaQA/v0E91AT4R1oeXrPtBFDrnRl73pdvw6C3H/9C5mH77lD7Az2LJHkIwCux2u7kT4fzIiuPy8ooQAk4SIQ3kNJoRdoGojpjgxc0lT5484+rqhhjN/NgiMLX6KKSgEn1Jtu5vTd1QVbYYD/3AMIxs4oiI5+//+m/x5hsP+O53/5ibqy2jeh688YDTs7uYhreyub6icY71ek2OiYgwyI6PP/jQhHzEWsTO+T6lkFEcoYjQTHDn1E1uag7inJSuacL5xSV//zd+q5SP3eX5+QW/8Y9/h8dPn1n5Ys5WLqfW30GS5Se9OJIWzxorwescbPot2+CJhcOgU5pAMkmyNVspS6qVku0hUc2ZPGumG4EHnVjfWnoaFL5+aQ2Lt+Y4gZIrd4oG4fjOEZC5uXzBWHecnt3Di9VqBwnc4Pmtp094vut50StBM20Qmj7TjjtqBtrtSMMDyDWmr2jlqvWQSTcbquMV8fyGoGACxi/lXuUlbLDMdymR7sJ5JGfGbL0XRI2cSAbJkMT4HiKOqmqQXFIUk0MgkOUglisRcJ0yJ1RUEVQqtjnSx0xzZ0kfBypXUyE0PrAQh+IZnTkWOcVicDtcED5+b8P/5f/0j/jgnRfc7SP+4j2G8Rk/l5V7KGfbLSEl/JjxWYko/XpHvndkCNMYrfXxwTPqJohoQo0y1pAmmbDVvEgUpAYtzxVa5rIFJILxP6ao3Dt/K8g4HPpPQgcmnsohdA771MChAbe97p2BW/vTfTXKq8eYkAB9KeXwqoVVNZRq5iIcQudTNKkG709o522CnZ0zwq1eCMYhcvO1Ta3JX74O53itHfg06MrhZ0RdQW0MkUjYM53GyUiXIveShtCD85hSMNPmxe9H9hWHYXIo9nbORNZu8zRmx0j3CMKc+dPEILae9N2W9eULLtIVmzGSVRlTZr0dEHG0VUXnIYRMHnr6fiT2nn53Q0oDvgr4YCXp1zcbsq+pmgoRoakqvCtrcwilKViGsSd2W3Y3V/S7LVdXV6T+XwiBEG57t5/lu3uDra/kjvbvzSVAr8D1B47AaxZF++z+/XmPPyPX99Pe2+9vQjUc29225N6mh93cyLO790kp0a8vcMlIP+oCGxZ8+LTnn378A67H6TsOyZNmNkwrtiBUzh6+tmlp2wUpJ9brDbtuZ5BrMq/S1a0Rplzi46cXLI7OODq+j2alaWpElRwH+t2O7fUF59uO4D3b7ZacEpX3PHjjDab8lkZT7ksxMgwD3W5HHCMxjqbwVhaByVsQJgIcM0kr43h+uea/+0e/jfeeZxdX7LZrUlEF9EX5r66qYoMsbzepENqP3Y86NHRjAkaq7KgyRFdypuXGWPuSgtJMkXbJJauak2LdIgubVw8IhQUazmCOQCEgeYRKDSUYJNOe3MGJR5Jw0jbUoaLuMytXEZqaJmbOH7+gk8xRrvlzMXCscOLgDXW8pYETqbkvA0dXl2SXcclKi5wKbYZxiIxNgMobWS/n27DlPP1vO8RgxtCpcozHayamgZgiUwlickrIgssWPYl663dfNCZ0GkmXzSFgynuCR6lTTxPMgCaFMSdycPRdT0vLsq3MKcyZ3c01w66DfmQYI5I6vCSOUmSRlXvXPfV7N/zF1PAwVDzMjofxDsu+Y5UCp7uBdhhxkwCVGBqsMRMWLTL2SHJkmYh6RbQJ9l0TMSeEZPXz+zS8zs6UqHVJ9AdQN5i0MVq4BIc569eo7X3S9ro04ydtVs3wmsg570PTTzKcr8oivxzaApiy4K10mNgxp/+q7pHVWzX48znZvZiON1UdTYdwzhXJ9ddtt4m7t/f909bz22Pu8NbRtGhCTFeb8234+5D0d5jWmbkccvup2ssSz68c7Gw6D33l/GbuwyvjCkImO0G8sNtuePHkI14MQjeOSF1zcnaX1I0m7qUVrg6gA01w9Jst5MA47ohx5OzeXW6eP0V8TVtXaKz56Nk5VRW4d+fM+AdVRU6Z3W5Hv1tT5w3bm0u6zZqu2yIpzTyan7V9dgKhlEWXTx993/763ntjamV6aO9lX0ktTJCMNUVJJUK99XEOczrTq/vtn7V6YL+/yRu3VSeOcc47UiLQqT1mGgdUAyo1vQauO+Uf/P73ubm6YajOZhb3dJ4iGFGkLN4iQl1VrFZL+r7n4vzcos/KbtOkGmZ1tOX3ZBFucBXjONL3A5cXF6Q4MOw2pNHIYsvFklBXrDdrFouWpmlmXXnnHK5yVFWFqnKE9XOP40iMka7r2Gw29H1vgYLstdLnXgwpWsQQaqJU7MZMl4xb0DSNlfExkXaMCRxdYQMXsp7TZGxzD5pMbMblRMCTZSSrp5ZgUsjOk8ZMcDU5C0VlvCADBbZ0AVWHYqpjs2OohsBMjX1SaXIkWekzpGRzblRF48jD+ogTEVqXWUTlaOw4UsfKex6QeSMLD2XBafQshsTxMFKnSDUKzTjgXMIXDoCow8RtbB6HbB3YhpQITUPcbQniZ+LbQbwyPUEvTVJDXVcJWoF+t2G3vYE0orGHoAQCop4u59I+2gyRznvbN6GVgvh5VSQLvm7IUlkLiKz4ZHr2lTrCtiNudkgayeOIpsgdVe6p8JDAg6w8CjVvyIKzXnnQZxapJwwjTUrU40CbeiBTZUPGEmrwdHE3qwxDzEa+lRHFehRMrHCHwJwaMqdFc4HBJdt1pr3DOj3YQRxVeY7QkqS8Ff27g99/+kL3STyjw9deZ1AmkuHt2zktEK83lreZ8Z+87/IbzvnXnL/O6whFrEiLENdcnqsT9+BVcuU0Vvto+tXSRUMRXr/2vuzgfJKzM/8uhgwwReNJ5nUol1JN542DZU6h26/ZcLsE8CD94w5kke26PgGN4VWHTNzLAeitk7dziwO1ZM6WLbs+c3TSkHXLyXFDzok6KI6OIQ407ZLl3RXrmx2r1YphEJau5+zeAucblnVCt8951GJowfYZ/VrJdUVKiXEY0HFgzAN0O1zq8TmZeNa/CAKhKx3wflp+/5O2vVc5oTBFKnHO9ogt4mXRDoVgR8pzDD41iCgft6jUydxudE98O8Bt/rm2qe7eHphu6Hhx/oKTO6cED6gR1tR5Gi+kytNXNfiW1Z0zwtJzNWbc6j4SxbTqxRY9V+3zbM5ZQyMtkNvFxSUxRiR4xHnGVMhcJbIWtYY8Q9/R7XbsNms2N2uGWFTTVIlxRDRRVxWhqgh1ha8C9x8+oK6bQmYSpEQObkJkppIjhVBV+BBoFy1nd++a99l3hFDRLFpCCAzjiPOOszt3ePjwPnfv3SNUNUmV07MzSAM//O41k+s2cRLGGC2CyxHGHtd3yGZDEyNSKQsylTiuXUS8x6+ExieaaqRtK9Lo6cYRslBkcm49kKpWYeAQ64WeEilHZshXlVScAbIiY8LFBNuexS4REJZOORL44rjmLx8f8yjDXRXujY47g9LGiE+R5RhZjDsAklMqzcYLyIVsWRzYLIIvKJPTIuxT4Oo8JtS7Ql58/cL0cuyXyjMgwAmBKiZePH/Kdn3DKitnmnEkWqnJq5aPyWwwvkTtm3k/JsJjlTABqEUI2ZCLQG1lnDHi08ixZqqkNN2GVc7cVccjCTzyNff8klPN3BtHjsfMYsj47oZFP7DUCq8ekd7ithRAA84kpgphb2LKm5FxOEMkYkJbV8SGhDyLFAE50/cdGlZmgLKCZkQTciAD7g7sq2BcjNIAsYyhFKNhcKu+xg173fbTUgYvf+aQqPyJ6UjFyHOvMfSH33/1eNPpyoFlkrmL4KETAVrUDC11tO9ftD+34MIsh/1aztZ8LnsY/fAcDYX7ZOLa667lkxCYuW9ASd9Nl6qU7pIlOJk6dU5jMO3d+8nMaYG9XnM8vZ2Wu1WRwe17ad8ta/Irn8eQMgRHZtkERpRlu+DhgzNeXFziQjZi4MkRXjIaI9vLc+7ff8AmbvDZce+4wUnk7tkJqCfrjjxm2mVrpEZf7q1GQ5gWoG3DxeWWIXXksbNUQ6gNOf0U22dGBj744AMePHhE1VYFOpf9WE0TugzalEvpug5Va9zjyk0SzWSNRpITEPGI2zf2GUfrPY9a7XfT1LNG9eRUpJTwB2U7c+RXFtQJanwdgPZy/nWPR5QvHfw77X9XoPO6qqicRfV1XVuTj5zZbrdcbzqcTKpoO1LOZAmITuxYg6dd8WpjymQC2udS7mXXWDUNsWjtixOcWm59HAY26wsrW+l7vHO4nPAkQsn51W1D095htVxyfHxsZJ85sWU/3lsrj6TMTheq6FSCdzACOSdiHPF1RRss7xizNQfyTU1dV0CGorTnHebMxUyKxpxl9q6tjOnJxx9x8eQxOg74nHD9yNGYOA6e420mELlsK85z4ktvv8nDzz9kceTwPrA6OuODnzzhvZtrHJWJPnk1OWLNqI52z/L0dyrpAWNTlyWMVIYjINQR2lG5F+EsVyxUqEQ5jolvRuVv5cid7ZoQI3UWnBrBSp3iVfE5k0QBh0uhOFcjSTyKiSxBKhH/Xsw0OoOs8xDRqr6t5/8znsUk+2TVSd1wHGpeIEjf81a75BvJ0/QdqY/c1HBRD2zEEceeug5FqtiOEtR+KoEqR0JUQlTaccsJjuOUuRc8Zyo8dBVv0nKalJOYOR4ii25DNY42FipmaLU4LNmVxjGT017y+RoKJmGEUadC0DlmLdGdlYkmZ2WcU+54epZEhCY05Y4aSkBOJkm8B4tvP+tajqq30wQTwijFgftZd+BnQd0vv/dyVP9KxdJr9vFpxHoKVvgyKGpX4sIrjoUhQCWViSCz9DLEaGjgVHp8G6OY9lpWS7UKq0OjeHDVn3jun+QI3S712x91EsSaUYhsehFzeTCm5jhH+pN2R9lHOnBK9IBH8unGdu/s3HbwbusSzK9jjn0Exq7jc28+4ubxU5aLBQAhePpx4Oh4RcoRJTHstizbFcNmjUsj68tnLOq7PHzrTTbrLUMfaeuWpq44qk0QzImtwykVnZWUjeA77gii0AS23Q4f9GVT94nbZ3IG+s2GH/zwz8CXbnU5451QL09omgVeE6ojQ0pU9dImTVaeffyYzXbH1775LRDBS2Rz/Zy2dnSbDVXdoi7g2kxdNZy/OOfqxRVpjISqIovy+bc/R9dt2e06EM/jZ8/58pe+SHV8PEOGiOm7eeDZ8+fcbDr6mLjZ3HC0WvDGm2/Q1A2x71ku2hKVC3FMaMzUdZgNllLgXFHT+RfH2I80IbA6WnK8bFi2LX0/cHV9w3q9MU9NxBpV9H1pIStkHSyScWGOvMc+IWIlZyEEbtY39KMafF9Uw1RT6Wxm0Y7zjpt+i+SEpoE8dvRjpGoWvP2lr1JVFVXwc4nQVMqEGhtXxGKeMUayCLvtlvXNFSg0dVOgVCMSjdj5OWfiLhS2vqs93nuc89YERYSqqliujgntCsThvR0r+ECSgTxm0z2vHX3a8kff+TFXz8+R2ON14HhUvr68z1tHLSvtSRfPaJ3nadPy43HH84st55fvsLpzjDQtbX3DuN4RkiIykHW0dIkKA0oiEzRbu1NyScNgyMrUGKAsGBIcISl3U+BRrLnXwWLMhKxUfWZJ5iHCaaw47sFlXwy9swg1TwGZw6viIgc5OmtbOi20UxX0nKNVLc2hMlLKI6ts4783ZD/NJAnRW7+HOwrfXJ5wYUflDb/g/mbHMo2sFEZX8YPc8zztaJyyJBGymtHOSpUix4NyJsIjjdx1wlu55U0V7ohwNArHW6XpRkLc0kalysYrkGy5XJmem9LLwRARi/iVKQL3liphyvCXqO5Alnm+ZjUHa5GLwXGK5miulMLgE0KFukCvyjKOSB5wkyNgDQ2YJJ4GVWofICurDIKl/DIJIRVUwRyYPZTOHmXc21778yXjsI+gD9jsOl3hq0YQXh8hv5rjf/U7r6QLJmTvpYU/69QfYH8Bh5E1WAv2HKNxY7LOzaYoHB0/7//Vg0xO2eE2S1VPQYXsP2PP4UtO0HSuvDym094nl6RU4eTiTGHOvoij8lhqCEo5ZbnKWxE+RVjq1fF0cjsc3I/fQYnkbejRHNrDJlhaUEodEPFEFW4uL/HB0LZuc02/vSFUTUEIhWfPLlDNhODwoeHBw3v85N33SDmz23V89NFjlosVm/WGu2dnnOhxyZjkmduTCsfk5uaGIQ54F+i6nlC1jKNSv6YL5eu2z+QM/PidP8PnzM2z55x3PW/cv0enI08fP+Hzn/8KJ22g396wudnw4I03SVn5yU9+zEcfPUbF8fz0lPv3zhBGPv74A06WtUmbxgS+YuEd1zdXPP3wIy7OL2nrBU3bgMCzj5Rut2XbdXz48VO6qJASZ3dPaZqGruu4e/eMqq5Zr9e88yffY91HBoVd1xMqz/ffeYfVcsWqafjCm494681HDENP1/dcXtzQNBU+CEerI3a7jnGIHJ2s0LYl4dh1nQ1aXdGPicvLp3Rdb2Qp59hstsSYqaqGJtQMfanB1UzMiYTp83vnqRtf8u2OMUaqukacRb5jNKEJd+iRisM5WCyXfPDkY4LAYrliJY6Tu/cRX4PzDDkzjqmQgYQ0xBmlSWnq8jcZKMfJ0UkR9Chzu8zz4LxJ4078EG/cDM2ZrOY0KI7KV9RNS6gbnPfUdUVTaupj5RmiY5e2iEZ8VC5enLO5uMANGeqWSKBR4ecX93k0jrDrOM6Ot5sTftNX1KEi9lAvV4w7m7C7ceSkWbHyFS9ePCXnkQqoXCLJgPqRxgnBK7lSgofaOYJA8AY/5xTw2cPO0Q4VZzeeOzdQZ9OtdyWar0RMFU+BbIvRvJCWqMR9oiqcnzX0oYzfvHRoaX1qe5AC3Nzqvz4bzNdvdbYFBZSTXcdfOllSDx1X3cB9Ed7uE1+pVjxYNVxS835TEbYDQZWTm4G7WXmA55733BXHI9dy0kXOukibe0Ia8CkTMjQRqqQ4q+Sai71u4xjCZPomxGFq7Xr4qb0J2S/U7pXLLNG0lNJP1bLIlwi4LPzmNNuCrck0F6zcDDiI3iatkOnoYT5Gec2ZRLRMwI1Zs4NPHUTer7klU/59OtZUjrYfkU+OiF/eDiPk222j9+mGqe3263gKn4bEKJnZkIW2YchprhzKKZnQT6nVmeoq9vnxg6hdBO9emv/lPG81ZpMD9CAzO8SH5zgbXTk04mX8Spnw5JfMrqRM0f7+K4czTg+dGLiF+Ox9nLIeHhxx3pPzxWF/2eHxCB4tLcCMA+JsLQiB0QnbceB6s2aXE8tmQcwDJ3dOuFmvef70OU3pfJtzxnkh5ZHtbmtBI56r6zWLpWmD9P2OUAnLVc2d4yNEjWfmyqLRNDXjasnNbmNBmw+0VWBcbw/SJD99+0zOwPWL5xBqPn7/PbzC2/fuMo4d7//4JwTgygsLL/S7jvOhY0yZFx9+wM3lFcujY97/wZ9y/eSIu3eP6Dc3bLVm7Ht2u56joxOWq2M+fvyYF+cXZmDF0zQNx8sltQ689dbn+MGPfky/23J0csr6+op+e8PDB/d58uQjtHvAYtlyfXFBrQMhDWy7gaEfGXqPiuPyxQX3To7pL54Tby5YtIGh79mut2wkEQLclH7Z3lcM3YKTN94i+5btbktCub65Jg1KzkrKxqIfhpHsHKGp8AXCqeu6LAymrZ8oTHZAS+Mg5wI5OysH88owprnphlW/H0xqAcXx5ttfMEherb5bSrmMCOCnkp+99n6KA6ihOCJCHiM5J3KKpDyy2+64urzi+OiExWJBu1jgxOM8ZBXL2aFF0a1IlgIV4DTjkhHkKu9o64qmrsrxA72DOPQ0ztFdXdKvtyyXK2IVUVdBbrhXCV8g8nUduRNqHrV3UQ38WYBffOsh1zSk7BCf6XNGKiHFntR1uACBTFtllqGnageqVliGQB0CrhJqKtwAMgpuVIhC7gTZZlyPIQCdY5m9wf4Y78JgZGVPr5u22wvD6xf1V03g/mN7I2jpbzFHQ8Q8sk84zqtbWfQVlruRv3yy4Ocd9Mcr5N59zt6/4tG2g13Pg3HDf37nIX/BXXKUhEWXWeGM1JosAh91pPeZVMHR5UAdM1UOuFyIeuWIRZ/tExCLTzJAWubva95/7fipaVX4AuQUASSckpMWmB8kF20JV5yzg13tl32df6Q0XZq/jxlyyy7KfPp72dqDCHXylA+PIa/eZ7ukwwj3E0bkU6QWbh3/ABF4uYUxLzkC04FfF2lLmXeTMzAm60lgImH2OX9oNDGe0nQMubWv27n3Q6Qj3zqXw++6184eLTDbK+8dvGZobhF9y5m6rsp4TCkfmf993fge8h8mbtTkXLx6Rrb25YN7vn+EbW0WV6SeSpAlWuajd/TjyMXlORvnuVyveXD/LhF4fnFBSsoQNxyfnFBVFS8unvHgwX1Ozu7y3odPEO/56OPHPHr0BuIdzaJhTB1D2qFSm8MrhkYgwhhNrO7m+prF6oiYEpqUZtHOcvM/a/tsBEIiN+stdWs1xk8uHjOMWzbdmu/+2Z/wxukxJ3UgpczF+TMQZyIWtaf1Srq54GZzQX8ZCEF4cXNuWso5c1RXrLdb2G1YBQcxs+s60rBj5eCi27DwjtzteHDnyFqaxp7dZsfj3TU//61vcv78KbvuGhcTR5Ww2/S0OnJ0eszNrudm1yOaSUNH1Sy4OX9KahxHy5aHx46cIz4o47iziCM7dt2WeHZKOFqwvrmGHOl3G+IIKSoxJYvqcQTvSDkylomhWISQUkKzGe6prWe36wg+kCWa4I1zxFhWJwokL1M0I4jzGPFZCVVTes4b90DU2lXenD+h64z137YtMUbOX5xT14Fx7Oi2W6s8EEeK0SJ4TUUF64qLqmEcI9572qNjFsslu65jGEeTbFVltThCcSzblpPTU6qm5d69ezR3jli1NYumog6OnJU4Gq9iGKw8MSosjk9QzdSVMdb7lHhrteLPacs3Ly5p4sBihMHDXw1naO74eNihizv8mUs8l0xC6YeefnsDLrNoHPdXgTu1t+ZCosgIfiPIoKRdT9pBFWsYPS552hyoI3gVcEIQQYLlrb2TvbHQNEOer90+cT2fjMnLH7B7Oi89WrTos8693Uuv40/xRJrxy+Lx6lhejRzFRHaJftlRn7Xo5oY2ZWI/0Hx0wRdaoa8Dz5vM9wWe5sizvuOCyOUI5MS/sTrmf1Xd4Y2xx2mc0VaL+CejCK8z/PLaV/fmeL9+TSiJFirBvCrvHWATykekCANRqgbKPlxBC6y/kydlc0rnAFOn85Gyj4wEGzOPpTjsQEW1TRPoxMU4QAVk/7voJ11hOaZMUfSBG6IHxvPAsH9S5P5piIaH2wRxv+4zh67lvqui4g61/mckYd92Wpm4diXRcyuifok0eQDFH6Yj9ielt7QIbkXmysF39vs8RD1EDvarVi3knKVw4zjuyx7LsaYJehjpz18/HKfymhSi5HScW9dmL8y/AqUKZEJpEpP+gaohXFkzY4pkjawyuKMj3r++YsjKi6fPGMaE9wFxjt0YUedZHd/h+cUlT1/csDo+4aOPH+O952a7IaeBnEdWy4Yxj1xsrqiqUCooABzOV4zOKqSGcUA1l06rnsVywafZPpMz8Jf+0l/kN3/39+iGnnHo2G3XvP32G2z6kT5DlMxm2JLGzIOHb/Dj995nRNisNzy8c8TZ6pTY7WiOltxs11QhkJ2Qhp5xfUXX28Oow8CqqnBZ6YeB3XqDd/Dkow9QVVpfmVZzHklBCZI4f/yBMehR+jGy2WxpRKmXFVTQbQeWlbCJI8fLE+6fncC4I8cB7xrGfsM4dgzjznL64wjq6Wk5e9vgx48//IBvfePrNIuKx8+e040jjXdo6gniS01qMohQlTgOeB+Ifcew2zJuO9Y3N2zWa87Pz7l7dpcHDx+y6Xcl+jZmbErGtjeirOfk9JQ7p3dLI52KKcryLpDHkcplnn78Pgwb1tcXXFxccH19zSS44UzOcL6Pq+XSygabmjhGxHmq4Kk8BF9RN43l/VPk/p1jU7PSwmfwFeKMONkulqalXXkWbUXbVDTBE5wx5+vgCDEiNzuW4mhWLTF1jLueo1Bzp24YL9ccx8i2DUQVVtG6E7YqfPHxNf9B67hsFrxz0vBe2iIKq6Mj2sWCDy/P0TxykiqajaBjsoYzWZDskVGQBC1CUEelEHJZGJxQq4F9xqi23ymwtCB4KejAQY7z1rZHE1/aJmsUX7N4FyZ3SbVMBDqZ0JcZjn75e6+eQ6bAnuX2Vh20tDhNnD+/xn/r81xfnhN3gd+/u+C3qsSPu8izm2sug3IDqATu3rtPvVry5OklX/n821yPA9vrxyTX4ZLOUZOU0/KHjsDLp/VJzpHsf0TMATuwRzC7vftd5GkssiIxm/5A0WDIaj6TOKvQSEW97nV3ajISUzkuavfYiwM1JM6jpYStOCvk+Vz0wCDoJ0DcwCwWdgshOLie1+b6D4fuILr/WRUKh6/NUPet6331Vhx2VXQqMzIgUyMvNSLanuskQEbUvTobD1AGPuF65hOZhq/Am1lvyxfvnaX9flIsZN+XkBcBJKdSbm46CodplVuffGW47BjTPDus2kCZU6ivlHKWtXOeY2JMfiPvZSAVCoE9KS4aGdyPSvtiwxrjVl2vNwwx4bwnqqIpcXN5yaJpOT5u6cfIzc0G5zuq2nF2ekI39CwXDcOQ6GPm8nqL2wiuMhJ40zZmC4cd/TiQNOE1lzLyjuN2SVX9C+AMnN29w53VEhmuOVsccZyE7bMLfMxcn1/yhZ//Bp+7f8rlxTXbBO89f0ESR6VKW1fcqQOhcmaQq4ohm/dfNaa5nyKs11tiP+B8wmdlFRp2/cii9jjNLJqaqqpYLBeMQ4/icc4xdFtj7udMnMppxh7xnhgHGHYsmgWxUs5OV+Q84sUasdSLBS+ur9h1fcmZZYbBIOLVMtBWNdvdjn6z5muff4u79475+lfeph8iz55f8OGHT7i4uGG93vHsycesb66I48jl5SWIMPQDcdxy7+yYpq5NEau74qMff8xH7/4pVbsA56jrlrptODk64c5qRd22sy7142fPySU7PeEF227L9fkLtpfPuXz2Md3mit3mhqqqaNu2RGI1dd1QhYbj42OOTk4IIdCPPaGqOVoeU1XVrGIFRoTy6owHsd2QURaLheW4xJFK1OpDRdW0hNWKxeqItqACVWW9ALx3/PBPP6bbXtDSU/Ub7owj9wfhy6HljSg8rE/JqyPS6ZLN7gEnl5fkPjL2GYmJoMK7oeNP0przrmesK7r1hnEYqOoGksf1iUWuWMUGn8zL9xRCX55kzK1kbJI1cOqpyvpgqQEIDlT3OVJHUVt7KaSYYo7ZyLz0nNiSY4vE9EWdP3uYuXbIpM1aYFvNh+pzcmuPL69uuURDThNNziaWlBNZhGYnXD27wC1adk3Dbx9lfudkydWQubi44s7ZGUdNw8PPvcX9Rw/p+x1f/aUjjpqaF//T/wiVs7K/YjP2bG72RldeNTj28mte1YPPC0WHvtiHUvut8nJ5V+nYlxWyNUEyoqXF9C4DaqWZQ4yvN5bTwbWY5axzy+TgTNdbc+niJ7fvFbBvCqNTtOyY6s5vO3rKbRG1KTqV/Xw5jKj3IfH8nr38asXBvpwtv9KOWEQKL+P1Dqs7uEf7aoJDB+LgWM7hcix5aGHiXJQrno/xikMjr17fy07wVCQjIkXdkVeuX+aXbjsGeeKAUMY85hIVJ7rdDh9edgY+wVl75Z7dHsdXhZzsfCbqgy/kw1wcUieGQqoaEqpl/86b+meICffkkt470nHLmBJRM02o6TYb6qYlY5Lh5xeXiBNCVTGOmVXd0o89Wa1Z0dHRCi9CSsKuG/BOWSxa6qCYJqOV0wbvqeqKmKGqAlkzN9sNn2b7TM7AB++9hx8HPn/3lLuLYxoXeLLd8OFPPiSqsgotdWhp6h1/8O3v0kclRiuzeHK+pm+EO40njx1CaYzhPPWixVc1m905i7qhEk9d1VzcXFPVFcvFEVXlGLodfblw10EaIjElQm1lhylnNt2OISZKuTFOFSVz73hJzMKd0zuEoccFoW4CEgLNasl60zH0o8GAEuiGRFV7Hr7xFr5uuXx2Tood986OCSi1wMnZKceLI+Km4yd/+qd8/0+/R+0dV5cX+FCR+o5uGAlVTZBMHDtElOOTO4Sm4ezuPZbHJ+BbmqZlLhQTIwepCNvtlg8/fmaReFUzDAPXF895/vQJN5fn5Diy26x5cP8e3/jm1xiGgb7vGfqelDNehNXRCcd37tI07WyOjp096OOYGBDIJkkck7WBDQUySzhiyvQ3O2TdM+aRHAWRiodvPKJqHUcnC9ra03hPEKPVkEYe/+AHfPRbv8mv9FserHf8nFvxduU5jZmj68xi3FHnxOM+cv3lryDR0V1e0ARPtVwSx4Huy4/4Q3/D93YDNzkR1bFbX5HigKRIlZWV94Xcli3aLzlFnzPB5RKQlsx/icgdlVUWlAXclYi9KAOAFHnPohNv8r3WKncKWGejYWws9pCropIYJeFQwkw6nBTUbMFJ4ubKBCncEnWxsNqr6YyLYwH7Zd2uyB9Ewkacs7kjBMKoDFc31FXLOGbe/tLXeLRc8tbRCavFElF4/OQxlxfXvMjPefH0Y66enlNr4uvXV3j3qHSKjHOVybyMlsi5HLicWYkyJ0hXD8+41BrI7ImhEos+xHw5RgIsqAFOUB+AhB8SSQPJJUhC9iZYNbUlrhDGadwpwjO6N8Om9aC4nEhF5KzKGXA4dZAMFbBshSvVBKZ/cJiuEUptt0xw++xqzK6dyKSGWbpgSrJU1HQHX4Lw9WCs9iM2XcseTlEMvXK3PlcEg9RKNWfZXqEIeCnxgMQ3fVsxgS8Vwz80Z2sVLdbREs2kNGleJGZlT9mnDET2Lbj3LpBMPL/9TQVECsdhutb06ngIUqR/X+PUOLWUEa5wpAo8rkLtvKGlBSGbFWwPdnNLM0D23lF+yZk77GR6+35Mv8p8bVPWxPRfJln68p4mJEVyhCOv3F84XqQdEqHKEHJkVXnGYctJW1MHBxi/TNrAdrvj3nFjaWAHIhkXLVDddbYuxdgjfc3K3yVJZhx7wFFJpBJF8ogwEnxTUmw/e/tMzsCP3vk+m8sLTh+9xbZbczNkno4jN3Gg8oEnL8750Xs/YbO54smLF6h6losVaRj5wQfvctQ6fu2Xf47TxR269QayUi8XvP3VL3F67z7v/dlP+N53/hgvFVlAPbjG8fDhXX7hF3+BJ48f873vfY/N5oaVJioJDNGUz7TAjiOJhBKTgppKnfOOuycrmhD42pe+yEcffoBqIg07YlR+8sM/Q2OHpERT1XRDj5eI94F3P/6I1Ztf4vzZOf/x3/k7VFVgyIn1uuMP/sm3+ce/+ds8+fgxNzfXeA9bcVRNy3K14sHRW3TDgAuBKlTcv3+fZrliSJl2dYT4yqCmZFGCiCMnm4wJSCkSqgZBiX3Pez/8AZcX5+Rug8aBbrfGifCNr36V0Cw4f3FBzolhHBmHkcViwd279xEf2PU9/TAwjCOgs5Kiw1QVUzIuQ1VVxUuGKgRC3eDF4cWRNeF2PV5hsfKk7QXX3Tkh3TBcP+VjHzimoV1vuLe94MGz9/jPrq55q2s5zonjfiCkHolKGBQZHUlMgrYbhGfbHWe9o+k96Wagdp7uSc/T8ZwnTtCV1fS3aWS1aLm/OmWB4D/ecJSFVhw1YhGjWJMdLZHT3Py1iJZ4GSYTxYHcDUhRLSwNawSPy545l2/i98VQTBC6GewsU317QohUanNwKkPMYs2qXLYOdRNgqThUHaNGErEcu5TovbwgHUSAh7+5aaVVsBbLwJgZgiI5sXn+mPrtz/HHv/+PGXc7KgXtB4LCoJl7LvAN8dwXx9dDw2K7MQjdBciuOFL7EkJ0kiiy85tTHGV85yZi06opgMtlnMzJsiLQjFbgQsCHgAbr9R7TyJjXSI5EUTaupXMjrjTHklSu2zl8UzNKQjEJ4knM2ZfzUUq1wlQu48ScAZXS4yIZh8BgChtX7xCdYHV7Ns3wTekcu9xZ+bBYImt05BGpUEllrG6L8kxbURWZoedpy2qdMafZOTkDzKqA7MdU92hKpZmkMEiheGYzVPuInsJ5KNGkWorKiZSujcaNRwKiFV6CaXfIaKTLOXe/n38iUzHy9MLhuU3XVda38pYmV9Jk4OaGWUXI55W5XQxummaYQgYvwSL1ksbS2QO1/eaD6gVXSNUyhwT2yUr2CoSHaNYh0ffQX5i4vRMfbKogMdrRHvEJKOJhzFA38Ff+lV/m66dLUzllGhNLxfiZE7Pv/TDfYwOyZqRGREoX22nMLR2RNRPH2sjiZ46slnYUzWhY8bl7Z3ya7TM5A7/4Cz/Hom14/uQ5P/rBT8hJeB4zg/Mk5/jOD36I99D3W2IeOTlqODpecHXRM/ZbvF/yp+/8KX/tr/517j58g0W7oBsHXqy3bHnB6efe5Ovek/qBFCNnN2s+/OhD7r95DwIMJI7unnH53ods+ytWbUtOI66qrFwMZYgDw6h0nfWhXixWDDFyfnmNxEi82VEFz3LR0g+JLJltb9oFzkG7XKAi+GyG8MHn3iQOPdvrNW+98TY/fu+HfPtPv8cf/vbvsr254vLqnG9+85v87X//v+C99z/kBz/6Cdc3W242a7qUwDcsjo558OBhiSoqmqYiJSFFk5EMxNIHIKJqJYA5Z1woy4BmXjz5mOePP0ZTJPU965trjlZLlssVP/7Rj+hjmisEqqrh5OSEKMIH771PxlilUNp2qpFMvAg+T8Idk667iRzFHGfdBMSZChwgGhAy4jLirJlRGxoenZ3w9skSuV7zlVH5xaTc3W5pU6ZJiriEVKad4GLCRZt+HqFFufngA66GnpylLD4R0cSdm2t+tQ1cbl6wXi4I9YKcBD8Ii/6aMESOYsPCBRrEuirOi5Dsg/a5R7zBynbkEqmLKfVRHAcvShKHLw1tatTOh7HEx9GidTEyU0ZMO10MtTKjXF7HkxwICacmQJSntsPmipFxjE4YEHoiDqUiYC7h6+Hfw4Vv+mtelLGccJWFMQT8ruNLzy559t4TPr8UVuK5k4X71R2OIiydo9HEcZ9oR6VJmZN+xOfKdAQko26PAEwujJBujaui1g9gMpiyV4VTIBatDLwtZOocOEfUgXFYE3cjTLsT2SsOAkoP2dorox5R66/gxJyDTBGdKsH8Qa+ZOWo3o27aD9ZSSRlDJru9LgQCjkRMe2h6v5ey42JoZgcTMAXMVBrGGDFVJIJEsqvn/UxVBsKrfRUmAxrw+3r4wwj34Gjza2oG3NoKmw69c0WWSQz5mKsHVOaxHXyN6KQ0mQnq8epxCUJSsiYEITsrMZzKYCexHRVDDkRMp2E+n5JXmkibc5UDeXYkHApuwj/2FzilYABDCdiPlfFCbcRFMrvSClq84L3MVVRSnn3vZnroLQfMqTnhoqWHxcH9OxxTtV+YKk2mezdVIOQJyVN7f1J6BKUS6/ORSHinrFrhpBUkm5E2UNbKtkX2MupWtTCJ0jkyRYrfOUN5i2w8WdBk6FMq63cVBCeKcyYI57E1ps89y1frdl+7fSZn4M69e3gn/PIXv8yTy2s+fvycTdchIlShZhxHlstjUOXh6REnyxZFOHl4RhPuk8Ye5xzvv/chJ0dHfPWrX+Ph3Xtw/pxhiIQj4wdcnV+yvVkz9j3LZsGyXTJ0PdubDf2mY7feIc7R+GBqgKFGUcYxEncDfYxsdjvGMTPmgfX6Gu+F0+Nj2rrCDcrNbkO7aLnZXOOriqqpOHtwn7quiOk5MnokCnG9ZVOtSd7x9//xb/CPf/0fcX5xhe52XF+94K//2/8mf/Xf+mtstyMff/yEd77/Z6zXNzjvqaqak9NTxs0NT/uO9c2GUBtBL2MkqJRGJEfStPiIyStbm93BRFY0k8eeYXPBzeUlmpTT01NePH/OBx99ZA9UYcTfv3ePpnLoOLAeRiu5ccJufVOQNJknuJTHy54ie+hSLtUPUmLNQkKUcl6V9yYm5C3n+uadI37+7D5nLy54axz4ubfu8dZux/1tJqjD9QNV2tqET5CTN6LWTGp0Vtu/29JXQnfiWQ6pLDyZYxn4K1Xg3uI+v9tt2KWMSk0g4KNS5QYhIWG0nHlpuzpFyR5Xop4CPZeL1TxFJFO+NZTrHVB1ODxOspEqczLpaxmMTFkednUgOoAksjNFTRWrSEhQfvcIsRiYQNRAFlu0k4CTQBRl7TJRhYpYItoRzxSRHzoEk0E4iBjnZYhpNUSAWjyDwPEw8FeeZ/5lbak2o0HIKRFyZ1FMWdTMaOpsMMRbxJVFSS7b9WJjk10ii6mHaonAETF0RGPJ/9toZ6w8K0tZRMXmZJpIk94hrek1yMTUBoOrEaJ4JHhGnwmjUomjrloEq1DpsyM5BRfAYlvL9XOg6yAUToAtul4yAWij0IyOVsOk4YlTz0IGSv3dvA8wnkaeXAuxPPK0YKu3/PZEB3A6kUWjOQFqBm82LuV30w3Y39bDBjqTXoEd0N96fqe5K+rwyePFxrbGDI/LMLo4j+eUpQHw2T6rLpPU9DmcK+iIZHJwZLEW0C6bM5i8w6k3cSJJxQF2hOmaZr9p+iXPLx5KFh9u+eBarV13QQnigQEr3TRzOY6oErE1MsWBvp/EhmSWlt6DMfveNXZGsl8fZO9wIAfKhBPvAeuVAZNPs18rmXdRHEy3/w46IsFbl8I4ABFHT/ALO7fSGt5EikqHTCkzTSiNuhRIhoSpXVtGySninSE2OSVrJ170agBbt7wzQqzhHwYvfIrtMzkDvnU0bU3PjvPdC8KR0ObEzfqGodtw5+QO9+5UXJE5Wngkr6ehJKdA7R1Z4cMPf8Bj5/ngwx/wy7/859jtdlzfXPPDP/0OzntOT0+5uV4jLpnUb9rZg+cG7typefjomJQSR0ctVV2RUyKECh8WrLae5DN9PELV0TQt43gHJVFVjpPj1ljIqtR1YNGv0KwsmhplTVTl6A5IatBRcEPkw/ffYzdGfvTeO1yeP+fy42f03YZ/69/5a3zzWz/HO9//If/4N3+bP/ynf0SKA6qRRbvg6OiYcXPNbtfNXnIocKgP3jxKtRpZay8KKVqpn0VUBivXIRDHgScffcyibTg9u0dWOLv/kPtVoPKOugo4slUvpIzzFSlL6dxaiGnCTJSZxFrMuzTZY+cMDnfemb52meQu1FZu54QQzMCGUPPw9IiH11f83A/e4186u8dbv/QtTn/lm3S//0fUP/4YJx1jNZIjVOJx2aLM7BTx2SarOsupdlsunfL47YHU7MhVJgWLJAV4u3bEZsH3n1zSZUcsAh9eMe9aEjhPSmUBt8EllgXGCjwcOQtoIQZmj8ti4kNRIQq+S/heCdnj1dooX6bMjavIfkTdtDBabXtXJfpGSAtFjjwsKrK3iEpUaJ/D8sMBPyrJV7hc4VzGZ4MyU06MXhhbiyTwZbHQhPcwjuNBWZeVUx2ysHWydBRoXgzKHkXRWFsJa4oc9R1ZBiwHbGiTyGQuzRBnZ+VOg8/ENjM0GXUDuU4MLXaOwUzQ6BNZDBkoS7UhJQeBtBZOhvNWAijOzeeI30O0pFAcEQ6cH4/mCsUz7DJyGag/11J91LHcBTRb509BcK5ijL1p6U+Q6uHCVf5IKAQBtejZiYAP1OPAWXdjyIpYygZXIrayPy25eCmR9qS3SNEO0coTSeRqILqdQbU5I0QqZ7K9IiaaMHfWnE5sRjGKkQ/FQRVXum46q5Ih7qHq/ZdwChWCS45MYCwmzoni1e8HYJKsA2PkF9aGquCpSERyrojJoaF0FM3ZkAISihDUXFTFnuOs1h9kElDbu4BmlL2zPH+MVrVkaw/zucvU8VAV5w1Lm0XRpghFQhlp+25KIxioRBClrQPifWndbV/Js/OhB1E7+wPP4zf9vU9RHFZ9qEghBh4IXE0yzdPzV67WnsVMoMifqxoXQ222DHmYnT85QNSipqIzYuvznm0Z9uDURNoUoyWLB+eNwGiIggWTuaA2Uy+bKIIeVJH8tO0zOQO//53fYXVUE9PI2RvWROc+p3yDu5At3w2JN9++S9sYnOyCydeKQuVrNBk0P/WYfnr9jhmdOnN2T0gu0esT7n0+4KWmEseL9bu82IBbCkdHwvGDBwaJywTjWJ7Re2WZaptwahLWznlUa1IaiDoCG8u5qODoOW58YSx3JCJeHIvFEobA+z96zO/+kz/hUgMnb36OD979IesXT8mp42/87b9O0y75o+/8MX038uSjJzy6f0bSjA8W/Xoxr64+aXBiUE6ozHm5uDzn6uoKETfrTDsfiudoi4IzzUr8ySlPnjxjuTzhwYOHqDMI2vnCfo07bi5fMA49Y0qIBKp2wdHJKeKsrMRZzmE2LE6kEIOizT0vaE4zVOWnfvDlRzWTNDOOAwRYdR1fbY752w8+xzfunXD/3j2G51fsfuP3qVPCyuoiPlok6oqxwCl466SVJaPZuhhWznEZLwh/6/Pc/TuOYblDg+0HBw+Br6ryF+Mpj19suNkaqclhFQMhVKBCzAnBmtogWEdD9WjyuBxw1Ih6cvL4XFPFFt154joT18LjP77gD/7e71L1pkQobea49Xx894hQecJdT/vminA/4O4G9K7n+F5g+TDA3USuezRYispvzxj/vmP4P/8xR5uK5AJtFJyu8IW9nhR2CrvKUVcNxxmqNCApkJIiIeCrgwX9IEKZeN5T2Gd+gUwmilBV7EikABIj2Vn0ZdH3pNZncW8SiH5kaODqizXDG4nmiyCfv0P10HP0ZsA9cqQ2od7IZ/uo20h56gqB0JWkk1PElYWKZDLBs+Mis6EtlWzlmvZljC5XoDXD+w1//F8+5V/9G3+Fx//H3ya8C2EMSDInbwzWbMdHh0Tb55StmZheSc2c+TYUB8WcgibDN2Lkr+XI2e4Gp0oUT3ZVuUbBKsntnJOoNScTSxYNOYITNqeJN/7W5+ibLZ3fMqqYYlIW4uhIuTTLKrLZmkFjSQkWJBBb8xEJ9GNmt+uJEWKCGNW4RXpbDS+lhMaadBFozx3tsCDjiCVyd1oVoiCGaiFkJwxe8CXqT85zmTM3eYC840RHqm1PXSacXTOIeBzGz4pVZPADOaTZobQb55jKT1yRndYsBG/PpLVBkP08ODDUE+IyVyuUyNtnc6IV68/itBDxFFzKMESyKyJA5fmYkBbByNDTo3NYzWOBhqU19KAnyGGJYUIKClhIxBlLw+hBwmxCeooIh6Eu5ljGZCWIKSmZuEeCZr9My1olJe0lewBCXxZn2v8uWZhyYRPfAFWyjExNAEUzKoF/IY2K1sNTtPfFOxnJYwbJRUBh6sJnUW2XIjGPEDGvESHHMgia5tpQE7+pZ/3rWLwf8yo9fdaihlUILMo8oHbf7T1fPPoQhDwka3XrDFZyzpGJZmzFUzlPcAHvg8l6Ssk1NwFPzXZo+Ie//gf80e99l48vL/DHp3QffsSqWbB8+JDLi3O+/Z1vM4yR1eKMulpyevrAvEEHY0zzAy7TZHHKKCOK470P3qPvOkLw1KEyx8F56ropY1hKirDyPTLcO3vAcrHk+PiE8+tLYkqM/cDzp48Z+w156FAP6gOiQrXZcNQscD7hMkjKxJwZ1c4t54SmCGmgEBWsQ6RaPXfIQhBogJXCKgTatuL4aMFbiwVfbCL/8tFd3j5asLi7JMuOehjxuyIQU2D0SRAle9AKSGaMxE0Qd2F1e0B78qMdmy9e0LUX4MfyAGVCzqXrXcu9Rw36Yke3TeRoD2nbrrh75y7rq57rq4E4OvIYCLokdYHhBnbXA1fn12yuE906srke2K4FUsTpQPBC27R8/T96xNm9hqMHC6oHyv0z5QtvB8Iik+rI6HfkakcKYzn/zM4nkozGwBbLZ9a7jnh0ih89be+NHTAOc9SYBRSHBI+vBB0yqR/RPBCCwy0ac8QmSlyZ63vGdJ5lf22dkDlfXuFJAcY4kFwiMqB5JBalNlu38gQ4IMEx1gOPH3Q8+j/8KvWvbuiXL4j1BRoSnY8kMQjelbzt3JhBig2QSTnBFZjeEA4KBKqFg5Kxbp95Rjx0/skTyQ+ligGlYeE/R37kyG+O9McjBIsQHQLeQzKHs+jnAZbaCOXEUvDEbHRF9WKrnjczH5xj0e/4ctzx9s0NnkR0ikhVLmxyruxPN1UtlEU7aiJVcP75ni/8G57u5CNyGCyPjzUoUzfRTJ09FIoZDYpYjqOEmMUAqZSluQICueSqnZhE+UyHFYOK6+1dPvqv1lz+lz/k3s0KSY4oSpIMWJXS5NjYnIPsHK70friuPH+yqPiN8ZpFv+Mvjz1v9yN1ymRRBl+ceGfjGYPSnXq+9B9+hf7OjiiZlGNpMb93VXQUUsxFBl2ssixmxjQRIh0xpsKjEHKaAhSrcspjxq1btt/vaJIyEMhAFM+fKdxk4WQYOfP2nUptv9EVIw2zjbCW80IUI40iipeKXT3QNd3eoSkVCxT0RjSTSirDi7VVUDXnOQNaBtQ0Bgra5SzpqF4YfC4GK+CLjVSZ0gQ2z2euxEQeLKeS816K2hXvYQoUpyCgWMb5OTJnKu4dDh1vi5r+lO0zOQN1iIRQxDkCqAaCE1KKaE5I6WhnhA6Pk1BIMqZ45Xx5gMuiIQKulr3QhZtoPpZbq0KBD3XKeZk3Z+UlUuBeG8gQfIHihPa4IsjU09pKGPeSnaUr36GcJ0YqGnKmHSr+7u98l+98/z3GasnpWSA5oe86RgGGke78ho9+/JQxZ8TXPHz0eU7vPEAItMuWzW7LVCNdDmDRiEbGbuBzdx/incxQjnn8xdPMxevM2SD+sUNTpsoJHQZuLi9g6Aiaibstd7odOZuUaIoWJdfeU8eR5sP3qcRAPS9ChdAADc6Y987+XfmKk2rJcRNYOc/KOU6yo648jcDJmFmKkFpHvQzUKXOyPObO0Qlu2dAn8DnjXcJlJY0DPo4zCieYzK9zgqTJUbCIUdzO5kYQNGaSDniJ1DKQ8oCnxuUGj/krFS3LcclpdQ9pFnRdZLjOyFAR15Hh2cjmhfKTD3ZcXl+x3b0g9jXOBxYncOeB5+hsyYPPwerOgsUdj18mQptwtaUxonRk36P+BmRg145cvwnixvLIFZSjwOLm69nNzmXBcAiV9KjLSHLoEC0dolXJ3drC5Vwg+Jo6NIgESBskeFxbE0LF2O0gZeSwL/0k7Vrm1V4DwBatFCO7KGw1onQgSqrUChumHKMTHKEsNor3dn3VXSF/cc36jfdJ7obkzVk7lJ9V1LgBzhYuN1+PwZRJpsW+lG8VDyWHUpJ3AL3ClMe+DeWqWL4750zTKL2YcREcWQPeVyRJVhaoiksmAYsKPhXD6qBvA/1Ri744Z+pgqSTEWdtmB2y8Y+eV63ppZaAy4pJFvKLcIrPlEiWDiS8FUaJEZPQM/cA23lBlc/KyH/FaHV4We3wZohRd+5KSu1Wmqd7mgzicU+YujCpYS1urRcBnfHvFHSfc6UbudB2aPCE6kkQS/RxczCOtkPI4cxquvOfZ3RNM9UL52uaaX3z+nNUoZBIxmDuanCAu01c91ycNX/i6sn3zhVmRUkmhk7aGgqRqhtIPoXqVAOJRLELQQqyNaUAk4qVGgZAc/v0Ff/JHP+DR+RGjtgieKx/ouoHrlPiFfscvV0KQQNtlFM8QEk7EaL5iEfsMSooz6WpJxCA0/8oZ1V9e0umAGVtzULKBl4wpGmpT0jspYU5NgpSFsY/7z8fImCH2J3z7H93Q3YyMDz2D6xE11Hju8DjzGCZxp3JjmPx6MRJpmRNpdpoLWVaL9PbBfgQxJUShcJXSnAb6NNtncgZSjIxDLA93QtUxCjhvA0VOaIaspos8GXEvznTiQ0UbKhpfUdUV3gcymTFGy5Uz+fVCVfIcKU51zvbmFOl7Z3r+k9Z/P6TZYRikM1g77ZWupsUsxlikLN2s3e+dw8VINTi6j5QPfusPqLfbIjucidO1qDKOHQ+D4/P37vPk+TN2/Y700Y/R7Q1kGJwjxNE8+JysVY3ChJFZmbUZwtmAULx+TAVvErupnBCcp/Iep2r/irCoK1ofqBYr7i6WVDmT+4EqJRpx1K7U/AONr/BDYiWBWqDCUgABJWSl7qGKibCLuDgiDFhtfEI91Co0eEYPu06odjXVsiWcViQ/IjgaDWVSZmPj56LRfbj4UXx12f9kl/CjwX5eM4kATyuOXjxkrBo0QtzU6KZl/fyG7fOB7jIybLYMNxcMGyUP5kRWiyXNSWDxED731cAXf+0+2yD0XglVQF2EJjLImqgvsHp0IwMOkhhFwRkfIukAzro6e5epaiEFy/XPzgB7NBqhNG+agz6LfAP4hUdaj2udCedokUueORmhEIgEWTT4oyXBjdbkpcxRI69b3EupxZ7MRvl/cXytI2WMI8nXuMbjs0dECVRIcIhjhhSni1AcQ0yMTtBU6ri9kv1MlbP9m2dnIzDl0GGCGcwdkcToDtjlbopXmNuXz1K40/yYy8CKwSolfQq4HBC8leGNICcrok9UaqSrLMmIjiTG7KjF4GMFsvf0AXaSWEwBVwFYXAEIqqS0GY4RTqJVj+BSEUXaR1z7cFfmSNblPGsFhBTxLlLVgpvQHGc150wlhqJGmpUp92wRvmop7SsnmLKVo1rwg6VapNTBZwoBrbTpJqOpRVlY+gFPEkfyVsWiZa3bJ1+mMW9KDxQlVDWNW9KMIzJsqbuRsIswKiIJ7zI1AfUO8Yai7cZI2wyk9ooYhmKTDgRwoNR32dzdH7jMIzxI8U7nypvi0KrDOY8fHfV25K6c89b1gBtbUM/T1YojEgvteDA4vnQ+0GShjiU3KAmfg6Vz5nmFBVrW0xQVWDdbanfO8m3HuNiZY13SA7kIUWWxc7MKLxDxhFARnCu9S0pKTGEuo+1OePGTxA92ytf/zZ+nryOZkT198/Yms1gVM18CdA5m7fWDJnPzaE41YPu/nRPUOeOKqM3BTzjsK9tncgaGNEJUyz+X0pMxJ9IY0ayFIAOu1D5Oi4goELHPqCK5xDBOEF/IbChuYk+XdIBzzkrdZjgEcwgK29JPXf3KIE5Gf1RFC0nOFTJF1tKas0AvRtgr+1FoVXiwrvnq5h7/+7/6t/jg3Q+4OX9K1/eMfWTsLBejLuOC46RpWD+8YRdHo55kYznbc2typ403Jud0ls650uuqaKOL6dJ7sTHxCrXzc/OVJuXyOfuOFMSgSpmgJjrj+mx5s1Tb5FRFUzJUDxOfsJWxh5QKqekgsk3ZpF6TQXxJI2MpGcsKPsLghZsYOW3uIEeecFLjGkwgx3lwSnLOWM0KFHhYtNQ7u4IEzIxd+9flBGqlS4w99aDc/M4T/snO04UtUSIpejwNx0fC6aOGO2+tcKtMdeYJJx63EKQZcX5AXI9KRwojySVa59gl4eayY9iJefMADkaGgwnFnMfNTsmulEGJoxLQiSleIvHp0QNmwpybbJswM9lzgHopxBZyE/DJFr4pXLLpawu/qqKVwy1aiJkZTk42tyj2W3DGlJZDI2V55Jyzladmuy9BoAmBKiYkKWgq+2ZGBEBQJ7hFS71oaMIOlwvMX4yQOQGFxT5fd4kyZwKh3XdRLC1lo4LkAo0jpYSvkOQmWWgEsvE5fG6ocosfKzR6SJnUV4SLO6wubnjxex8SrjN519Ol0dYM5/BVMAet1MqPXslOqASOd5lxs0PyfObAJDkN0QuDKMkbX0nUosZ84C8dbmZsbdH3RQxnCMKoptpZ+YqsFsCogM++pHJK2amXsh8tvREyU/pgMthTJ0pkLKkc41yEurDGNRfpczvBps9IFen7K8IYkWTj7ohILAGWTN9l5g94hSSlSqB9SJZI9onsBW28FWcUZMLKDK2SoKocmiOb647uVBm9zEbRWO1a7kdZM3U/7gDBTQJrUlIgxREIyUqWEbKOVMnjo6JNxbioqH2Fj47ga3LfE9WTx8yJr2gVJKQCQmVr854PeTRSnPCBJEoUR+8idR2pW4Xm0uB1psqOXGxY0So5CFUVCwynoteZTlr6mCQRXJuJPtLViWXtkRDJk77IwcRyzt028MUZOexOaX9P93D/+quT00oNpyZ1dSjlnTN68NO3z+QM6GjfiDkWNm7ew4BaJniR+CRHpHjAhyejGAnHSplMxnFit+fiXWkyMQVNE3M6ccielUL2GNJUFmaDGILBnimDc3XRkt57UzGWyNyJyZc6MfUtETTB0TYx/uBD6nsVX0iKr41Fry4SqtbkJVO0ibbNICu8txKOVIAcIyaZUaYYdYuYHDkVV28m5pUHRNMMY02OAGXhlVldrLyulm+3daQcp0TfUpa4rBOr1iZoJhkZT1MRIlFiTvRxZNBIAgYgesfohRQCo2voA2z8yHIc+Xo4pm4qXO3LfkaQipwHcnIkPEEDubP2y2NOBCemEieZlAb7PQ/EvoMxo+OIGxM90C0X7NyIe/sOX/tLd6gfDri7I3GZSAslhx78DSqRpJHsIr1EkDyX0VituZhkshhMdizWyOhmDec3iX6csvwHaEX5zQREdPq1NB1RpJL9oiwAeZ6LWSeAfo8M5BKxZVHcwpODkoOJ2EghC4kahOnVpIWCCkPMpDEWB9HBaHLMEiOTldXsEO8Q78t5GmEv58w4WrRYiUdjQodIe9Qg2x2aBRcCNIXD41zxLixUziFYxJ0ivjfiJSJWUlicBg6Mls8YdCKAkxJlWq16nSo0gXeVGXqprMY6eiQ6XKxhqEidMOwy48az3US69UB/PTJsI/2uI45K2iVCv6P/4Y78wU+4+2zkLDmadoXUAWsBblGTL+OZ5ogNmjFzlKETCrxa+sCrFt6Gsk3CtmnYVoEqGTI3SoJSATHBtpRbnzAuUijP4hhgNzh254FNG6w/qVhKwUUlTWWsorgwFweiqehIKLPDZEFDqY6RhPNiyABudsjMGaA0LoOmG5GuhfqYIa0Ys5UAqkTcBM9P63BZLqYSR3FaOB41xEzURNSB3G+R0S7YgD/BS7A6dulJqac9eoAeJeoDJGh+CACR5ta6vTcCk1ups31QZOY1oBDE4UbwAaoxUW0jmkZ6hG3q8IsGHQYUpd90aDdQuVxcjkRkf78m8qcCLvgykxMqO3Y7xcWabojMuhmTTgbGoZqQjdtyy6EY9/K54hgkYDd2ZJfQNBKTI40N0QVMV2Bv/EVM9dV7NyNDEyncqqEwB0YK6lCc+L2DNaEs09A7fHA4CcbXcoor68Sn2T6TM/CVB2+zXFlu3nnFUZFTtLpYzfMCIwc1xi+3s5wWlsnPmpYZS+ebcdaywhryVKo9Z1gTcspWcpgNZp22w3rfpFNf7pIuUGPeBl8VtMFuRN00OIR2UO7/+BlP/uwH6K+sqCpYOSMWtmFJJRXaDeh6ix8GdBzw2x7f9YRCjEweQwIOvPZy0dMcKzdyehSKSTrIFTlxc913KuOKmpGQnIqDUcRO3FRK5WwS5YJbFzJP1lzeNsJgHBNjUjpV1ikyVhXXvubSK0+D8DGRi5y4SZGrcaQbBk505H/zxW/iNwltS/QyrUQpE/ueuq4RH9FhR7zcUa1WhGC5W+1HGEZ01zN2A+wG4q6HBJoijoHsKnbJk44yp3/lDP+vPmFYnpOqgUGtvl0lTbjR7Imbd65znn5fKKflYVdGAa2U1WmgPa642SVu1pG+s9ygKyWdFmBbWd6UhxcpUsbecquHkNz0gLlyf91+Js/zWcmE2p4yu4ZSNVRg5ikydhlCBs2OkIp+SkowmjGRsQiVuJITzAUt8N5Q1rKgptL1UIG6XuBCjasbquOKqmpQLyhGLsrsF7f5RzNuUOJ6MD4B3uaseivD1BqnwVjiogXpC3itreYwBbQPSFehQ2B3ldhdK8MNDFul63bEYUuOA5JbMy7VgG8Sy+MFzXHD8aMGv3SE1uHanhRGVru3+fb/9V1+/lf/HLv/7kfo+4/JKgTXIr6CpNYBdCwAdHnexAnJW/w2pSjADLgX4zlkMVi/GUdWQ0fIGWRgRShBzp41bgilK5C2yV8rkSomOh04PknI6UCiJ/uMSiTEqhhF213OaeaZBBFmWWcKf6D8b5pvWkr6ph6Ldi6FlKkOVU8YWuJpS8dIO/Y00RzP5BK59L5QPZi0CqKRSQdzUVW0qNHzNDBSkVfHdKMFfCKly4bzNGoBXxgz8aonbQbGOs/7nqqhbDGLxYAJObv9vJ/geCkRblFfmnkNuTwo2aHZU4WGypvjh0AgoknxGkljhuCom5o623kkifiSphSxFN7knGUd8ZrxmmhiJMaelQ9Q6xxFT2mg+Wcvp1kcQ731nIMrxH7De3y1YLHcGsegAl8JLlSkEjLcUpvMRbyNvZMwIwEFRZrKwaemc5Wv589NKDdYfIlzxGz3yEtGQiD8iygtXMaaRQ/ehxlvdVmKkpMvxqc8ct5bWUVp2RuqYHmylAlSyFDZPKU4joj3nN/c8ODuGZqGue49+MqEeSZY1EYBjQouWM1qzpaayJmYE5pH2mC5OFVPmhxX9XjnaZol6+2OmBxVDkjOnCVPuNxxOaz5h3/wmxyvTvnVN97iTQHtbvjyV77AyVtn+C4SX1wQH3/M8Oyc4cWaEKGuK3ITGJKVEE2tb3NZ/CcFr0y2kh9XtNBRK/cSR0CKNKhNtpxMX9+lvJdT1QzO1NekaGkzJuJoOWUvUpyIOE+opNAl4bJueHK04N2Q+HHe8WQc+DgrFzlyOQpb5xCpyV6IQTmNyn9++jZfGh11NaJ0JG0RrYpzkxn63kidEfpnV1x9+IwHb79NOFoQ1xuG80tCzPSbDYwJl4xT4KcGssGRfMC5mqWuCXXHuMqMdQKXCofC3ICci6CMFxJCMn28WUxm8i4nCG9ySL1zkBPi4fQocNQGNl3mep0ZhlSgSqtyt0UrYWx5g0iZ+qfDXLo0mfOsWrgeZbFTU31TAiGuCFhZ6aRnIDkykUsVJQ29CSB5D3VN3Hak1CHZIjFipCpjjTojvmYrM5PKnkHEEbMJ/aAQ2obsK5wPdCmT60BKI3lCDXIh7JonamtdBVnMgR6vM2E8AhFcFkgVbqyg82jniNvMeB3obxzXlzu2V5HcWSpNcqL2I1o7/KqlOQ4sTiru3vU0x556dYpfKNIoqRrpJaNuBNcRXMn9Yw1dat8gsUP8EbKEvBhxtZWsJk1W+ZJMz6EWTyJbJYBSIiNmBWKY5sXeCQoCdSqoYajoQqJKRr4aSn+EWcly2klmbhbk1NagGDJJPeMmMOw82XukCqg4UhKyDgUKP3RYp76IHLxqEcOMdlLWUynppcLLYcIWsqW26BM6JBKOtSo+OHwu1QM6GWSYmeoKNRDF0mKdQC8DMSipxhyZbks1iqG/ntI3wOO0VIOMDh+O8O01GtbTCHMYhhoqYM+EGTrzgvKUSijIRLk5SCFJUtT3wIMf6XLP9Uapx8FEkZZLwurIYvGmQSuHZmv4k0TILtEUMrWUANsUATPJDaA1SYTYLtl2Pc1GGeeHW2dtEwSy+r12hs7/QSTjGAq6Yc+jXZOjH40/FoHoBmi3iF8ieeo3UgJX75EiEDSl7RTmtcGXgNXa1ldkzYTS+jhrcSywtDxIMQ2mA2GXEpFgRORPs30mZ+Dq2QVuFUgq9FHRHFk2damZFCMCplgiFMc4DNxZHZNiJFQVXTRFvCa0IELXd7SLBb4KPLu45Bu//Gt8+OPvMa6fsWgCuEBST4VxB5xzJjThA1XwSCXkmOi3O5rFwpIJ2TgGbszUdW2CF2oRoPeese/wQ+KoXhFdS4qJSkeO8ojf9MTQ8KJp+H4MfPeH7/J24/gLn/8S4eIJ31g9ID9f8+6v/xbtesPZ0QmLVYtUFXMzGd+wcxQDEIkoURoy0MbESGbwUKm12vVOkNwzeEGSI2RHItMHW6zvbjuOh4zEIi5Rct2TE5R6g9p9tLJG71vimAlBqcgkFXYKz9qG32ocvzFc8v6YeSGKSkUfhCxtqYuFqf5/ifIX/BF/c3HKve2O4Kzngy/ojw4jOkbyrkd9BbuB9PSCNibk8oruxQv66zW+G1F1NEKZvIUhq4J4j0pAfEMIR1T1Gi+m2IeMxlifIo4SkcyoqpQlUbXgBfuFDopnrRZ1GwYTC/Qq+BpWtaNe1XQ7x3ab2WwKa77O5GyLizXCUZx4fBZcNm0ClxuCLqxjYgSfBB0U7QJ5V5tRuFFuniU2f3zF4vlIOt+gMQOW2rCI26IfcASX2MoVPo4QEz7UZE1klwhlEZ9K81A1iD4qGgR3VBcypNJUNYhV4dRRGXcjqQFJI6KOyBSBTZBCWfVixvlA01UMf1ARV0uuryr6PrHedIzxxvglaiW/oXUsTxvu3Fvx8PNCdZSoVo5qAa4ZSXUkyg7crkS/kcEnenG4PBIQxpAYUiBkT1ZHlVqqcUlIFfSC29bkSyFerXB/dM3l9Q5+nCHBdt2j60idA7VrCQMljzqCKAFnEegso+ysElIK7D5VE4gjek8KDu/BifEGZiVG3Ue7E3KL7I2FFjFNP2IOXHCID4YgiEcMvCndUEs1VYk81aXZAE2zFEqEh2MPKZX8cC6KoWJEYkVJav0wtMoQaqvoQgsCVJzUObA9NNSQJQAZH6zhj6IwOoaoiPPkys41GoHL0E+XyJVVKElyhQi5l1ueNqvQ8jP0O1HdJsTNXrS5b+NcqqswHoH1gqgRCbSt5/ikhdGMXqAijSMpjXSbbCqtpXeEyH4MU7Gs9k8uufZIUEF9hJyotGZ5B3b1xPJXW39QTPnwEA/cOzuuXJ+Wz008qCwOn1raxYhqhxs9Q1aiRnwI5DySVKma2lBPTM9kHAcbKudImokp4lRJcSQJ1H60aD9H4pDoY6JuGqoQ0BJwo0Lq7dS9Bxcc3WZkiJlPs30mZ0Byz7DZgiu17M5Ur0QcR0dHrNdrfNOWVpsRDTXHiwpNdoHBm3KdyVnC8WJp5sELiwdnPLxzRnd8h7CqcDkiLphoQh6YhBO8N0JgFYK1Knaeo/rIBtJ7UtE/12xpAUGpQjBCT1aayh4AnOPe/XvklOkuz1moY+gjFYGsjp2D3gvP+g3f+94f8p9+82u88XzB6ZhZZM8pS3wKxNGUumLdEGNmt7jD5s/9POGLbzM8ecLTjz7gwbd+iVC3XP/ou+RFxfDg8ywQhm7LcnmPyx/+CUdf/QLu0UPyJrH+4CmLt+9z1Dg2/83f4+gnHxBixmUhOqu5n2Z7VVt0RDegaTRIedKAVyVF4bJt+fUm83+v1rxbW/Q7ZmOdaokMfWndm73gdeRrY+Y/ufc57l+sibs1bVsTxy20C1zl2b24gqz0mzVtdowXa9zllqMsuPEaGUdWIoXINEUEFkmLN8EqKoevhKZuqZoGcRUpTQwAM/Hm5VqjmSEUyBcrJ/PZFnQVI3LNqw0Gk6pOJTkwIZeo4FVZJEONNFTko4ouZG5ueobOQV5BPoI+EAbl3vWCpSpxO9DfKP2NcPNix+5moBoyY2813VopWgmuWbBoF6wqx9G9I3aLBg2KpAES+FQ0+5SCipYVM1nc4L0tnc4JeFOeM9W2qcLclqec1Xgo0bQ+Gu+ppGFiajt11qa3OEWWRlIohNoU08w7CQi+avBxwdMfXDF+teb4fs3ircRbZ8eEZUKWI9r2uDqSZER9B25D1h5xkeQTUcyAOFXERdNCKEY0aoNETzvcRTYtYQvV+ZLuXNEr5fnjnt3jyHA+sr3pyNvI0C3ods+oLzPd977D6jpSiWeBlJa7Qux70ElDboKrD9YtmwG3fgMtVSzQikcGc6irMj4Th2f+fIFk80zeLMbYlTRe3OHcBnFrXBit/twZJ0AoGZ1KZmRp/1MiTae3UhKzYzDP6cNr2Rv2oFCFhFt5hryj1gBZ8ElAPSHtIWJrfmRbZCLzKi4orh/x0dI+moNFsUPRHMEElpREdspQZYZjyIMvqJY7OL8DCPzghO1KDflQxvKJqajUPpQTaPYlx+/QJKQ8ojEzrLfIYJwbqZe0y6WNa1Pjh4yOqaw1Vk4X0yExz8pYs4JKY461E7RyxA0Mm8SQ8gT7FaIegDd8sXh+1up6wnW0VI1MqOSEcGRi2jJ0prA6DB1/+O0/oDn5AsEtGcaB0FRshx1jjtSLhn7oiaWybRwHcs7UoWK9WZsUOMaBqaoKj1BLRXXAx2jahm7XgTjqakHwgZh6MsrVOvKTJx/xabbP5AzcvfeQO63dqDFTWi8W+EmE43A06yynAod6700Yw3tSTjgfCm+pdFor+Y2gHlHTOndVhceTs1JVNTFmnKtImgy6Q1Hv0Tia0RMz/FGHeZH1IcyiN1O/8xAqVK31SZ96rvs1tQ9Ejez6nkrBDxkqJaKMosTo6KTmv//+j/jFXz5mtWw5+7WfY3z/OXV25mUWWCa1ge6Xf4nNr/153r265pt//W+QLp/w3ranbY+4+4tf4fzmkrR6yKPTFR89e596dRd9cML2wV3cmw9w20h39xGb+ycMjUcefof0/hNC6qzpiAZjy045twBogtrBAGm3pvaC1JZD3eXAO03NP9ANH/sFQSs6RtQbTKiMGDvW8tZI5s6Y+Jun9/i5yy3txbnlmjOk3Y58NhCvt8SnF7TiWcaI8zfEbU/IziKyIVG7QNRMLt0kVWzR8E2DBJMPNRWPSBRbDMeY6TYZyQbB7v1y876rNIGoJUKelheZuqBZRYOR3BwuO3wKNma5weUGcoUMStWBDo7hWhmvHe5Kqa56ts8yTy4Tj687dmOkksQXHq641whV7fDHUN+B068tePPOCaHuCQulakFDT65GCB3qOyRXVD+6w0f/VYSnggvZIOTsCrQDsSzLgzgG8cR5XdXShMVZXtzWUZNNLkRS57wtFkO0tFwE8TYn0tCTqwYqz7DZMWx2SPTGRZgM0AEgnWRk9ANbn7nzC3c5/Ts1u8VzcFsQZRQTr1UU8VYWGokFsSlwJcbi1wx1guCKep0GNC6o1w+J321597fWbH+wRp5ucOsR1sowLrj2R1zj6fFc+SOuo+NCG3Ls+PJbkf/kP/slhv/bdzj9XkcYLF+uzhkXpiya6mRel6c1Wjg07BP/o7yXHf2YScuGIYxIyvgsjHNZ4d7wqlrazqsZsCRKdInkM0kbrl8I63sV2SdEPNlb+RliuV7nyj0sc/qgomxm3Jvt1znlc0uRbjbgNvcFg+81jlQpmiRyFaB02VT1xLBnsxx6SKKKYmsJAcTXhJwZXEfUjrRdQ56idUUk4MRIl1GzBWsh45vCWypnP6VQRBRxA7e2mfU2zbw9jReg8hkKoRnn8Empdh1NrVS5VOzkiNeEYqTaftvR3aytHDJ767tRSMS3xlWN4xLEl6BnABJVWnFc15aGmh2ww3SHHvpiTG3F979riTQmdMeT04LVcmTqovngjfv00hAHYbux6+lyz/nVC3ZPd9w/fcTR4ohF2+IXwtgPHB8ds1seE1NkvV6TszJ0A06E1Z0lOZtU+Wq5ZLFcMvTmUKSc7PfcocGxODoxueNPsX0mZ+By2+NDjVTCLkaG7Q2hwuqaSze8ynvLI7tA6TlCXVUGcWelqmtu1lu895ye3KGpanQcSRp599u/h5OEwzTUXSlVjFGpqgoXPBdXFwxDj3iHCxEXhD6OXK1vrA53uplJWa1W5eZbzrmuW5xYSdCzqxsI71F7x1LgztXI19NIo6XkTZRBEi5UxF3Pu3Hkzy4uuHuZ+fyXPk/15kPyxy8Y3nuCXK3RqqZraob7R+QHLbvz9/i9P/p9vvbVr7D9w9+nlYrhz/8K+c5dU/q7cxfWWzoPp1/7Mrttx0o9aQnjWwty7DhyJxw9uGf632kL/1/a/izotjVLz4Oe8TVzztX97e5Os8/JrOwqq1FWI6lcpVLZUkmFhYxtCWFH4ABzQQSdwwQR3HBBEFwQgIMbDA4gIAJsMGFkgcAhy1ZVSXJVqRpVl5VZ2Z++2f3ef7e6OefXcTG+tf7/nDypygRrxdlnr/03a8015ze/McY73vG+24yLeuNKhcx32U8eA7lXz2vXWHWCS4WLScsf5oEPWse6qF7B6IWUC2TlL4DVNkFOTFLgp+yEf65ZYC8+xMYRkxxjlULNF2tSP9CFgo0jHUI6W1YOkBBL3qnQEMSQvaGZT7He6+RI1+kERyoqQITaBdusyEe6KtisZjDaa1SkppSCLR5XDJIMBqemKdlgSoNkT+oLLnhKbxlXkbCObJaJYVXYXiY252v6pSGHiNiM9YJthGbmabopi6MFL/3oyMuHDXLQYqYZ36zp/EByiWwixSSKxArxRoIkeqqjmKn8GdH5fBs81hzryJT3UBxFqoFJhpALSZTTEayj945VP9KgxNWUA60VGqvIitnNDOedbGudOqhjj+I02kiOSIrazx4SMYzkfsQXX0dL2SdTuw0PEyAMSDCQekqzIk2eUURHUyviukesNfjr69TtXzfgInsxn1wSJXvccAJPTnnnP1zx7B+9R9oWZvOOk9MpzWeOuPr9Dc/dMX+QHW8PPZuYcUenyMmUx08f0mU4nhcWP2p5+J8OSMq4rD3zkDVAKWSvaIFUI5gdudNSFeio41+KemOkUGzU6nq7YbLZ0Fap5kaov8OOhF9PQq4VvKocWquEZ59HDk88zaljLEY1VCRxPbGh1eRHEIsKV92spktF0JRVfwOgFtjRVHevuQ9Jo0M6T44RNwomFUySyqso++t8/WqaOJlkMdUdlXnLKIUmgzMeczBFQsGlXKWIdZom16QeA+MyE5eFwe0+B1wbEn00iF7HVkOpI3b6UXbJA7UYVLlnrJIOxxEGLGvjVanTOpJrMMUjBJIFP53QuAaT1CgLo7ol1w9dwBlIxilCZgy2i4wRxm1ksKMaaufdBJt89NiL3m8l30B0ZMeRKzeGTTIpbAjBqPyzM6Qc2Iw9JbdIY7hYXrHcLBlj4OLyiluLl1lf9LTHE44Oj7jcXuBKy8I5QhnwjauEeV3nMWuS4axj3GwpY8DlgjdGrTe8w7gpY0msh4HUb/l+Hj9QMhDGwHbIiGl4ujpnDD1jv9oLAzlraZ3XDAcY4kiiMO8W5JQoOdE1Uw6Ojnj+/BkLc0h2wnKpPf8hrigkNutLJm1D4z1GrMpUGgjjhnW/JqSIw3F2/gzTOIYcyYJaN4qwWa2YdhPCJnEwW5DGwKybsh62dF3HertmO25JMTJrPNY7VjKSbKKzgsRQq65a+UhhEOG98zN+bBzJJ6e4W6dwMGe7fIPy6Cnu1glIS3r7feLn73P0+kssmlM8cHI1sPzlX6F//JzJX/slrs7PePXefVo7Y7Rr+kZhqsmwxXlDKSNP3/+A2Uuvc3jvkGdnzzhZXtFFhf8yTv3fvd+T23I/Qgg6duhQKFgsj1rL18uK0XaAyte6XMcqjdXgUAzZCimNzEPPP3/nU9w+u8LmUUdrSsYU0Zc9XykBcJcMizqgCYZkLL0DvKGZTGhnE8ykAa+sdBMSJSYN7qQ9fG0oTDC4YGFtaeIpaVA/A0sLscEWg2xb4hrSupCuCsNVYXW2pb+EzXIg5ZExBnwDvrO0tmHatri54+hu4eUvNLgp0EXyImJdgaaQbAK3JcsV2axJJhMNakZEItTxIoUdq5GNVATC6GRFGVtsmjItMzUj2lrsVUv8zgGz5ZxULBsHAwMERUOCs/Ri6FEmiPcWezXSlYTPgcZaxMpe+6ZUerTYXfUCO+U3ZQ9X+CAXclQSK6VgSsJmVUAs+4BUe6G7oFI8pgRcdoxRkQsNTHVygBtDTIJyB+rr6UODji3g6jRQBGxY4B/e5Sv/7vu8+IMVn/6Z27z880c09y3tXKD/DH/nf/GQ3/j2wLc3hmdBOLu4IF6u+Qt/4RfJz5+x9ZFgByjrGsayIvClkkhzwTrLuKfk7lpC1+JXdTpcD7/m0VYsMQsbsWwmLWtUR97mUlG4609Gfb0o18V9rpyE4gpBNmyuhGFlKa5Vn0qpdeQucaeOE0pGe+SevbiQ7Lj9VPleuB5xKzfQMH0dbcXq53XRYleB3rRsugbJhiYA2exbSnqprzH7bAolOx09dJBto+vHDjBsMBeXkAqhaDKQjcPW6QdvheYoMOss/SRh2mH/HmnP1hYobvdMz4H+xI04W24gD7qmQNf5WCI2QTcrTI0w2Y7QF0ocoQ24E7Ugxzi2my3dJiDJkCUpulZ2KMrN1amJFkX5GtEYxtHTtDOa5lzVQqmS2Pspjx0yc/Ou2WkjKIdB9t+vok/NgmYCobwgWcc33/4WfTmkBIcI2laOgdPTW9w6voOJDtNYnp+d8c5773F0eMiT8zPmi5mOy6JmXNsxsB3V9M5bvZ6bzZpxHGnbllIKsw6WyxVD2qoEvJuzDT3fz+MHszA+7EjpiuXlBVebK86vzhiWa374c19ASmExm7O8uAQyxgquckLPzh/TNi2ztmMcV1jxLBYdz1884uT0BNcZlutz5rOGo+MjLi5bnjx6yHZbmE0mTJspMW7YbFZMOs/xdE4/9iQOWA893nnefO8dTk5PiSHigYP5jBwSrbO07YTNao0Yy2I25WxYQ8m8cu8OJ4eHfPOPv8JY+/G2JGyKGuzIRCLWCVKEZxfnmGII334Xe7YmPn5GePQIM27pz0a2fcvVg7d549cL6TOfwXx+gekcvHaHxT//55j/5J/iauKZyIIX2+c0NpMeP8YcH8KkIRgVxjF+wq1XXqUn07xyl6FrMVemuttnTAlIiKTQk0vBGXUEJENqbJVlNUjT8MQWHhiFdU0ujBYkJ6ypPIpiMViiBdfAq9Lwp2yDv1ohUa2Eo6jH+fW8rfIRch3BKyi/Ih90+DvHNIcLrZKruREx6YjcjoCWSh2MKJUPoF/zWbh6a8Xq1+8xGAjbLevzgfWLFWmogc0b/MxgJoKbWebHc05fFe4tCu1sjp8BTaD4TPGBUVYUk8kmMRKqznoG2TmLZcTt5rd3rRL1BVe9HyGhWvy6YSWUiWDV6nZzSLc8on9XWL0ZuXw/cfHBFeV5Qs4jw5Vw9MTzIGcuuzlb13JZhB7DRgxLYCOCy5m/EAv3D46YpoANGYkJn9GEQ2o3Wa43p329ZwBinaWOSKnwNLEWMHmf1CG58tdEoWTRUKNvca0amYEooq9V30e/VzdsozC5UDUw6u/uhj+zCKW0NJvbfOc/Ouf825Ev/Td/jNNfWJOnL8CNbFPL+Vfv8fuXPV9L8KIIy+0Araf0gWG5JYyG4+mcIpdQrFZ16LosFT3MpWqVlHStigh79nzmui3AjXNorBBzIFNoTIePEZdiJRDKR15nBzdL/XxSFUmLVaKviSPGjLRdIUisiWLUAFezOak6A2UHL5sIVR1QFQX12B1NLWZ30HMdcd1VqPuApFfGRoOdeUYC0yRIKEooLoYdmVSJfrtkSV/XJItL6j3QzKe6PnzHtrGUW7eqimxBjH5+9bUoJCP0fsXzVSStoIxuvy/srHwBbqLTeSecRW0O1OTIWiUUa5NP+UFJCkUcMVr6rWcwljAxOGewucO3HdnUiaJcaCcdnXh8NiSTasEj+3G/epdQKASLyoJLwbea2W1WmVXOihZa2d8b+ySFer/lHYm7JpZyw0CsroxMIeaRfoSCIUTYDiM9I67A0cEhOWVm3YxGPClmShjAGI4PphgJDGFFTJnLJy/IOdE6j8VwfHrC2foCK0LXNKSU6NqO1++/yrNnT5l0E0wRmuTxznOxvqoiajchmu/9+IGSgedlSTY9D84f8vTFE+7cvce9W8eMLhFDJMU1zfEEjOFys2J2MGHst/hmwnK9oplMMF44v7pCrKHMDN94+BZN1zGdTFg+X2LOHiCAn3pEhPMY2OYVB0cHjBlMZ+lO59ixoT2cMd1uyKVw+84tfNtgreXy/IIUAtPDKa1vOJjPufPqPbrJhH4cmbeZNG94sTnj0cUjFi8dMb0qDPmSqTfM+lzd/ww2T7B5DSaxioUwndN/8C7lO2+QUsRPPPbuLZh0zLoJr/+zf5aTn/xJ3nj2FG9WlCHjv/g6+QuvM0ymmM2a8fwxqRFmZsrm0YccEGm7u+SS2KYR0ortB+9ij04Jx7dwX7yPbyN+bYh5TegHch9xSXDZqHZ9gSKW5IRoPD5Yli08cQZigxjBG2U4G+MRA0HDHHlIdAkWkvhLJ7c5evGQad9jsm427kamrLrsO7lRQyiJaB3utTv4V+9SjArilJggBMyO6JojkqBEbQ9I3OkmCMU4Sg7YnJEHkRd/9AL3+hZ7Ihx/vuPVwxOauaHMVrUZXUg2km2kmAuC7UlmZLOrX/f9u1qFcV0V7SvcAnUE+yMVb7b7farC4AVIBAMuUYOQw6cDZhe3Wf524pt/9ylX76xJQ2Y+83QnByzSjPLeBcUf8c3TI74d4U0JrLzBdnO8n/D0/IrVsKFxcDwGfs46ZLvFpQFbDMY07DjmuyB0HdE+UrBwrU4GVG0GzLiXvDXSVNhZxV3kxoa3q5hyUdh8pw5sTBVo51pQab+t5OvgpKer/owYUt3Ym+2Cq6/O+eD33udH/8uf5qVf3DBMHu2nRHy4w5f/YMm3LhrWIZDHDd5BTjqtUESVJEtKajrUGKQtSElkUwWcSqHEhGkg1ahn67iguhkJScUMdQxRsgpS2YIbM77WzilnmqDiMYa4FwuD66RCkYY6h15qMpW1um1iorWG0Zs6qBFwFD1OCexn7OsIKzf0CiBhXa5XuiBFZb719Xfdgp3KX13FewMrVTnMvhBkJGWDy071NSTe+F2Up1MTG0FtkZPonLuMEbGCQ4N/Wi4poYo55VIHYCzZRvAR0yXmnSHOheR2Mkrq+bAjqSJVXZGddbOp913aI+0qpCW7TQLBYE2VNPfCNCWEyLheYzeeVBpGOzK9c0uHgwwMwwBDJodEknSd/OwuGztsRW+aXAnHxSR8WdC1jjBvySZWBGa30mubaLcSdNxKv7aDh6QmoBUpzMXSFKGbqv2zCQ2nJ4dgTynB8rnPfh41bYo8ffIEJDEW3WxeLM94cXbGrVu3tAWahPVqjWs849AzjD2T1nOwmPP82XOsMWw2gfff37Dte16++xLr5QrfeQZUYCnkkTjuCJv/5McPlAz84+/8Mb7LSvA7XfA0rHkWNpiVjt7EEHDVCbCEwGwyJZdMDJG2bTl/8ZQhBELMjDFo9ZETZQvlLCtMVbRnozBYwVl1GBwfjhhrcNYSH7zJpOuQlDHGEkIg5UQqqkIYpTDEgFsp5yCnpJyDSlocK5weYkSsxayf80rf8Cljud1YjnuhKxlnPdH1uJKQseNoPsfddTxbDdBsmB7PycdT1q0hlBGxwpMHX0Y+1XHr1oJnb/0ulw+fcv+nvkTsLOOTS9Ljczbf/BanP/kl+uMj5PwdLh9+je7Hv0jwHTZnmqtzlr/xO5hbL3H1pR9mOB0xZwNHbUP0Bhcn2AHWV2vCalshTe3X5m6KmUInE2LXcTxz3Hq0JGaYVGvnmBImR5wV1puAkYYxjXzaen7BHNOdvaOB+WbfbHfvFvZoQJGiWg+l7GfrxTVgHZJH3YzHAH0PYyCPkTJGcj+Sw4hNCvdG44hiGRgwpzM+9189oL/7jLEZwRRijowm7W1JtTOnmw2yU0PnBoxaj7b2rvfRnetgtkfZv9div1FhUqCNuuFlAVMW2Mcv8Y3/8wXPfusxB6/O+MJf+zSzH17QvRIwkzny1WO+8j/7Om+be/y/x5GzErkMA6vLJZKf86d+9CdoTk9ZP1pjvCMFfU9TVKbWSCHndK2A97GDvRGHr79SAxaCzoXXiiCXm7/xsat6o9JktxHuKsjysYD4sfe80dJmNzqWUJMYG1p4dpuv/+13uPcTt3ntFxypfUSxA1nA5wWrD4/5ylc3PLtIpGQIY6/txHof71wPc0m1six1AZb98VAL75Irs//mp7uxr99M+DBmLyBUsmNwjpXtuGh1pNUQ8XXqT4rCuooGqCKoKoGq9Gskka0lmszFs8TwLBFt1RJBeQXX0rFqyrbr+et4eA1Vwt4zpUhGKpxudj0iKZRUrbl3n6bO6/soGPHEpmXsJmTTkIkIsfbWd79hVKOiFGzRdlcmY52ha6b4EAh5YBADjcda1RkwZWfOZDFGPRjaNtBvBnKvRkZKzNRWmmRdLzntIHTd061Ro7k07sTWUKnmGrT3gIERfNHE2/UC3mMXM4z1iJ3Qekf0jrEkVhTGSUMwmZLYO2tS9ylNCKSuASFiqpCSUCaBSKEPiWHQ/YuduNheiXCfhrMvJcpOBqpyVaithaKcnZK3lDxV0rVYZieHhDJDjOebH75FznD/tdeIM4PQ0BUdcW87S5cGZicHHB0dcXFxySYMnN67RSFz785djo+PuHhxzvxgzma73d+Ed5qG1rdYA0enB4QsmLNnLI5v840/fsH38/iBkoGrPGJCJA0bsAXrvGroN41m784pw10y25xYbTcICk+1Vgibtb6pMWp3aQ1jCuxEJKVoVucbj2sccRzBKWwUvDKrl/1WLZLHLWKEOFS7RquBzjt97aGo85gRwTeePgyUUvDqlUsYAr5pKJLJJrOVkRShKZnPZUt3fIf2p7/E8a0DDicd3fQ2r54M3PK/StlcUYzeRBh1AvRWNctfNldc+l9jUzKv/1hi+oXI0n7AaDKLRWJyt/C5z41cuV9j5SzHhwVHYmO+w6Q0kDN2FvjRvzYiXLFy73LwlzY0f3FGSGraMoqhhAJhgouQUyFmzXiNP6bk11mtX2fYdnwK+NciXI492zGxipE+rmnPzsjfeY/QrxkLrLqGLzYt9y62+BsjSJ/4KFpJpgoNNwj50RnrF1fQdeAcpEgZBkyI2BwpKVFyqZ4JojoMgIkFJwU3JqTL9K5nmF/RTy4ZbMCJqMCUhbHKjUq90xU6van1/fGj/id+ik/8XLu/dnnFHrpNlsEWbGpwD+/x5X/nCfHDgR/71z/H8Z83pKMzQvOMlS00q9d49s017x+f8svPIk9yy4rAsu8ByzhseXr2gtNb9+hmUxazjrResav+qH3NnLTdtttQrz/PzTpdrg/9ZsA2VNnqmsSw08LXzVeV2a6DqsiudtJ+tBSteq+xg08+s9+VqIiBZGiGY977jS3Dec8X/9ufIh1/QHRrolHOthnmvPGPC2++Z8hFiFGZ5zFGnNOCIozqWlhEZVoLug72R7NLfERbUgqDX4/Sycf+3n+9IiOqNzDSpMhiNJz2PUYiyLVQDwDhGhmgoK2KyqFxVgPBNvUsDoX2UIiNLiBLbZfUAHVNINSgIjvyXOUNKGlQ6ogk7Pgg+2tfLHsGJzulV8EGi5sHWjZMemhHqdyGAmVbX2qHMlRmPUC2GDKjFJi2jLlHxCPFYI0nxaijwHXU0u1OpjGYYPFMsc2EoQm1ODD1HNVjxVyvXSlAAApedip/NSkv6DRQbTtlAV9Rgq4kIFD6FWbjkTwSDPi7t/AlY8aMDQX6iMFSjPItUlKURU2g9rsGpigXqRgBEmxnzBtPbLOSDz+SDNRrVROJ/bovaCtpdwsildRbW0ClZTabEXOhT5mHl2esYq9CRzFhjOfDb38Z752O4OeCcx5BsHPDm5cPmYznhBgJ88I3X7yP845318/g7UzjGmwtao2p77stxJjompZ3nrwgZyGkkfThJefpnwKB0AhVGdDhvCFFXYxx1MXeeEu/3aJ64RHrlVRYRBhDpEAlEmpmNvYDMUW893pz2VYnAqKhHyrEVQpZdIQwU+gmHX3fqzqbNSC2FjOapfXbHmsMrWg2b0TNc4xY+jCAN7TO04rFWMuQlCyIFFIemQf4pVv3uXz1FU7/1X+VcO8lpC4ecd9idH+X4J5QZMSizPe9HbMUMIkjsUzFAAlH5na0GByWnYCMcGCVHmfqPHLB4pISjaJRaKwQOBCHz5oQJRGEqOB+qepw5bpPK2Ip4YQu/VnK+EtM8yG3sXzBGLwYXLJEm7HrCx78H/994jeecWQtISYGZ5m1Dvf4Ib7UMvXju+jH5p1dHeWTUkjjSBl6ZNUjpppDkdSor/E0zYQUI966qn5X+6Akmiw0RYlnmmXb6haWGFFjqCyJLNdyrXzk74+ShT5ykP85PArKibChZXL+Om/+36/Iq8Sf/h98DveFM1aTZyQXEAE3dMjbHW/+zjm/n45420ZijKzCOWR1E5ws5kymEzb9FhCapiEW3aiNqeIp9fxfK2/ud57r5/toJ9eJQN3oxRhVnwy5LpAbFMBdoJdKhypQSDoRYVURVEWXDHyPsaTvOtu12jXZYoaG8YMj3v3Vd/jcL76E+9QLkl8qPItFimc8O+Lbf5x5dqm8hZQSsYqnlFKU6LteEWMk56qqaQSMTp8opK4y23vhFylgrkmNpr7WPr+q/zY10zNiMEUnEnpj2BiDr3dqRltisjtBXCdF+5aMGLLRYiImw7geSLGoLLlBp2YqdLxTmLtOCETNk2rbISepAVF0lHQ3gbBX1yxcG9PXwFQNi/yYaVcB8S1x4pB6v0il5u6ueU6VXAqMknR3El0fo/MqHS6GmBIhBFzV6zd5B4U7EDVrC9XbxKVEirscRc+LVPRh118HbUWoeVG5Jr9SL0y9j0tFhjM1sSsBN84wWXCmBedBWlrrcMXhEUQUkRVrlD9i9ByZqn2gsbq2RxCCCELCFqHzmT4b0jIRfCDaUI9N2x3WKlJDTdRS/Uw7S2QHyiVCOTM56VrNeUsKU5x3aqPsLX0pZCs6yC2JJIW+DCoaVTI2RUQEZx04YT1cMVZEPZFIYcAXp6hE7HHGUSg0piHlxNAPFFFzrpRGrPEUyaQCG/tPYbSwsRbjW+rQDs5bQknsLHj7GMC7mhUXXHUd1JloUQUm73QawKn4T9dO9SYxhsa3hLCTX9QqAWtJZcQ4S8qZMUWdnS4JExJt0+rNXQoxRLpO+6xiVLo156JTBs4wa+cYY3CpsFgcknPGx0BMAT8kBja0xTI8e8DjF+8xefsXKYenBCNgMpJbcntIsBkrVyo0UzMzS6699Vq1igXJBMm4YsnFo0zoSBKvCQYwWo9Ui9NQq55UiXkiKkM8iqmaAIKr42jATtKbnXAQxWNLg/ASwRySzBRTFe9cdjgjOr7zx98k/PJ/xv3z50gcKWOkXxXkeErIWxI6pnKzUv7oQ2+GbPW4klHL29FYUuNojw9p5xO817l2m0XHwcYIIVHGQB4DjJFs1FhGq9G6LRQwVWhI3003dCV13qQE1e/eiIs7otf/r4+bIffm14o0zLav8Og/zjx984qf+Tc/S/zC+4T2EpMjqThycbSrY978e+e8iPd482KlxKu0IY89HkOToTg4ODjg4ePn5BjJQWWXP+ITwA0J3B1isPuX7MIJewjjuzARU/9IUQEX4Toi7nHjOgK4Q+aEvThXKZqU7M/yjff/qI3qR0+UxTDrb/Gtf7iinXW88s+19P59TElQ5WyJC56+s+Db76/YBr0/d+x4ay3OOW7dusXyYomRXWJUExdnPnb9dwFWaoD+WNpUPn6QNx4C0QkxajVp68a/G5GU/QtwoxpMGKOBNpP13jUFK1nVM60jW1uFvOo+VAPU9Xx91WWoZkG7Hn6pCeFeR3d/7oGqJLhrbwDkbCkl47zHThxl2OJHix+GSu4sSNyZIel1pej1djvSLJlIovUjbclkm0mNxcwanDNIjpis+hdZ1V9wUmh9Jm9H8pgJZMQoIdPYKupWdgmA7odace/aM3L9wYyt/zKUKkecybiUoVh845F2IEpgaq0WHZKwzZy8DUDCOYNxOtabKq6yZ9oUKDHs14CxIJIoRQgpke0UO3O0k47G+LpwMlVvv64h5dk4hdtQemlBSgQChoo2lEIpjpw6nHOq/5EVORpioO+rF0r10LFWW0LTboqIkGIiDgHnvO6HGYb1gDHQtR0pjLRtg/ct5+eXeO9JcdD1JJacYXW1YrO5omtmNI3DmQlpvDlm+b0fP5iF8TjStY6cNLt1zhNHvYBidBxJEErOWGfBQNM2jGNQ8ZFcYb+i9rjOVKKZqGlHir0Kl5Rce/zoRUkaTEgJL6pBbURwjScVnVnPKeHqwkp1U8lo9ZNypm1bZRyPI43xtEUIsTA1jvVYrexSZnCGcmeCfe9D1t95g8kXvsDoHMkmbG5oJi/j87EyhStEJGiyUCQSbaKJwjQ5iiQ2TaruVo5sAkECpniQUDPla4vTbOp8elF51gA0Wd/H7qqS7PBGF6ypVcuuiglMyfwornyaUixkzfyz1eopm8Rsu+XR3/llDt56GxO2iLS6QJ0h9COT3OARdhKbO1hxV4lqgBCygeAMfWPoXrrF5NYp3eGCfOuQkBN502Ou1th1D5UjUEJWOC9kTIQclWU8FmXuR1RFLtmBaAeSCdqzrZKlqikgdYph18fc37GfuGZvflU+8o9PXuN1em9fMeuLCE0/IXx5yrd//Tv8xH/9C6QfOqf4JUEiTjRxMbEjPTjmw69v+KPQcZYHMpmxz3RjS7GJIAFHQ9e2hGHYa3R4+EgyQLn+93cf63UitKvIP/5l/Vt2caDqE3yPz1z/t0sGPoJM76vqugY+4TTrd/RN02jYvLfgg999hy/9y6/T3Dmn2EQuDRCUnR7nvPnVwHtnSSvnlBXi7CYsFgusVUXTZ4+fKe6Tc5XfRcmp+6PeVf1m317ZNzaKXC+J75kb6obupdCWQDP0NAQcmSCi0zs3koGbmUWVTNPAXQom6VhzqcexS2B2RMAK12CqZTVALiO7DDil2utWgYYb13enuSGq2gmAqmvmVNQvLDXIaBnMhK1piK4hSQaJlTeyw9OUc7Brt2RRe95SjLpqZrVgJ0WdTe8TNmdVPwWyWNXZ8JkwBmbtbSZzi7F1ZI8MVB8ZqzM3grbx8i42cK2gqQlKDdqS9slAIlOSjl+GGElZxeZSyYj1e3MxY0WVB6my7iVjTOX1OLMfVSTdWLdSma9FwInekzkSU1LTvZLq5VLUSXaJmgjITiekKoLmopILoqRTYwRKIqa4Zy9asar0WSydb9huB5xrsahVPTGzCltEFCFMCKn6ERREPXcoxKx75Ha1xvtI8Z4+Z1JW3Qzv3d73ZzE9wIqnlKwj3ea6dfZPevxAyUDXNFivtqYhbHHW0gi0XVcvmkJXIQbapiWGQN/3UApN2+qNVDTgpRQwYggx0DSNEg3HyI5AaJPC/OM47m2OjQje6YdufENByXA7QpF1jnEcsWJIfcA1mqW2bcOsmzD2PSGMTBdTpKhbF8YoG7lsdGxMCtODl5kOHzD85m+zePU+pjUkW+jLmsH05HKf4I8JRrWonQhWCmIzpS04AW8MYiG7QvINzgn4sM/6jc0VYjIfcbQzgiZVpeDrOLtUEQ3lH1fGb4UOxSm8lkphkk8Q90XMcISNAAMx9SSn899N6ZHvvMPm13+PV8aCSQ2lbRjJ5M7jhkDjG+gskoLa4FbnR92MDIN35NZjF1P84ZzJ0QJmE8rkgHL3NvLnv0j53a9Snp2Tz69w2xE2o9qNhohERWuo2gTSOMasREHtYwPFYbCYEqpgzI4gqDd6qeXUvsa6EQs/qarnY18Xvnd8sEXbTkM1rYkGTJrQPHyZP/x/vc9rP3+bk59c0btHBBsoBmIxuAJdOOWDXxt50R/y1vk5gcgwDDq+Jiqela3BWU8RCKFXkZJccMYpB8PuRHS8rmuTK8mqwp41KOrnvxGx4UblCUgmIyRjwDeIDeyNrm6en30PuWBso+stJYo01PJVoVE0MO4qW5Md2URs3ilZGnzw+M0p7/+DSxbHLS//M5m+fUEQiyNVIaCO9HTKe++1vNgO5BKRVJhO5syPjmjbhoNpRxkGbh8daxGxeY4U7bVGEaJJYGZAwIVIzjodYMUhxSNmg+SGbECyVWKbCMloNZ2LTq40tCAwGsfGdfTzTJQRn7V6znKdCMtuMRVVsmN39iWDiQw+cbkUzCX0jVZ5OVkwEeuzkueMRXaiOiI4o5U5NVjugqbyaeqoXQ3YWUQRNtH7PaNrwlTlTdcapLVY51RQKQpRDN3OHj5nRSLqZ7JiSCVC0gDd+YKESMxClAkyOyA2AyVDLhGfM0JLtIXBRaIbiEvD1bqusaL9fqN2kKoW63TPMBhiKNU0KmNKVMTHqB03NY8woqM8Lit3LGLVX6AJap7mDZQRnMN7R99fEH0i4uiTp20yZMtgQx1BrcmyrXoGRffXaLYqOV8cIRhs7PC5gx23Y3+LiMaHeq2NGGz1pShmtxtX7kfatT0NJR1z0M7BWkJISLSEFLHFMGk7jHWqJYGAeNqmIcVICAWKVQ2YoujBrku46fsqvNcwxghWkR3feCWy5ogYw5jqWkM9RErKinh9H48fzLVwMiXakdZapp0j9QlTdf8b60jG0HhPPwzaKnCWFjDG7IlBO5vhEDSDNNZUByeHN6o0N46jGmXkjPM6LpgrzyBntSQOIWC9Y9J1+3/HoGYOUtTONYVA43QGP29HPAbTdWQKw6h9lxgSaTtytzlhki9pxxHzxrvcWm3pf+f36J89ZC2RIRSe9SPnZcOZ2/K76wvOBYJR0M5TMBaM1YTHWlOhuDqaJYKTolBaDXy7OKYa9Nr3EiN4Ck4MHkUNioBzBmdEe0VWYTmxVFjV4Lwhywj5b9HyW3RuysJYDn1Day13fMNks6T99iPuPXqCy1FH16wnlaESkzVLz4A4UdlgNCiNdfKiOT7EzqdgjGrjX6zhfEXmjOGd91h/449YXGyRqw0pBGIRSoxUb5j9ZlaJtxQRghMdcdpvuHWOW2qLoH5ZocbdD7F/vmOyf69E4BMfn/QLQtWaN/ikG4HLnsnqZT74u0vKTHj9rxyynb5HcSo3aoqawZjcwaMp731lxVurGduYyDmqWyCZgPZdrVjaVnkvYoGU62zENalqd3ClbkM3CXx7CgGf0BLRk7QvfK5bDob9RBvfnVTohgllx80gVRW8PXn/xtvoE1tUrT5YhR1UZ6ihPJjzwVff56f++heIh88JRjSQR6lupxOePhTeeOecVdhqi0AKbTtl0sHhrMHEgaeP3ufeq68w9IGzF5eqKFcEbxxWVMq6iCFHKEaRKhCME4wzEKjVnKJqrq4rm6yOt9ZgIcVgU6JhgO1zbQNki9StcQ/d189va6DO1JaEUXfNdrLlaBIxh4FlE8GqmFaOAZFc3TeFnEu9pyvfqW4ExlRX15qsmYqIaY9fk+AkysHBVs2HLGqOlCyNz9gYaMcAEnDZYI16teySvVSu1SdzLiRJKuaWMyENtNliTcZ7Szy/wKUtmcxGEk3KirEjSBTED4g/xXaO1naqZLizzrWGnIoSFHNNaFBfmZQ1Imd0u5GIZvpFm62SDTYnTImU4qCf8MQvOTu+oD22iPWMQPBrJlvP4B2XdwZy7rFmwNiWoXVQEtYmrNVzZ23E2UzjBNt1WD/BNhNmt2asvlzIHFCyFqNk5bbFGCF4JDndlpJqplBAUoFRbeHVgKqQYyFHGNMLHj7YMu0XfPC7b9K90mGaQkoR4y390CvJsWiCFEPeG/FZaxmHkaZR0b0Yg469+gYRNfdrJ60W3F7dY511bPoNTTdR07wUiVGLOGc69iZ6f8LjB0oGcs7kEPG+1erUe9b9lqbxbLdbwhjojhpKTHvTIBENzDlnYlRHw5tJwe7vzWazPxnOOTabjfZd6ligiM5mWqs3kKnZ6Haz1Z+xVn+uKHTmrGXatcShp7UdB36KsYarcckwBrbLFQeLQ6wYFnj+mXtfYBvep2x7Zr2jjYHZsMW8/ZhTUSe5Tzcdz33Dt9sZf28V+MBbglNRD6+dAgiCcw5bhBw0ICgJqlZ4+538+q+cs85CO82Sm1ToUsZnbXkEdGySrIx8nbHbZaU1QJZCNlPM8IypfIXPHx7yCy+/QiuOI99xsrrg4PkZ5fEV0xFNPthVGdDY3U2bKalQnMJTqSgvojk8VJiyZML5JSVqpZFyQawSqZKHxZXDVUVDsY1uvFb0RkrKgN4Ru3Kt2ELrCGk3wfBPDOGf+LjZw/5+H98LHUim+tQXQ8pCF04Yv7bg3T/4Nn/2v/sZ0q1HZLfSKhNBtHuF7+ec/QGcXRzzzcuRAUNKmRCiJk1ZBVaatuX2rVMuLy50wqKo8NFHP8N1mlPgBqP8uz/rfuip/shuie06A7IbkTKFZAsYt0+CdhBuoVCcULwGnFIKJhV8ErJ41KxlNz6mbyTCXmSoiZaMoRnv8MGv9UxPpxz9rGE9uSBLpimJZDVwuWwZ1oHLh+9yEjpKbojikWEJz1ZsXmRmVrjnMvLkLaal4JuetniSSzAFJx5b4eDoBGysnAvAVySjDKRsKq9wJNhBP6/pETJFHKao/r3NLaE4QjujkIhSFM4vUq9P2SMqsZIxE2r2E6VQLFy0MIsF01tSmoCBkAckO4rvIKrzqORdvBFKvuYQKIdK10mqro6NcZB2iniCmBZnK5pZZB9ETW7p+44nB4XkIphAFyGJY6hTJTsNCiN6n6ecwGXU18iyaVv6NwJDSTxZLHl8klmJGpelRmgaA01QfwJpGBcHrC6Fxa9MESwlJFJQlCvHTNxG7KiJV8qJHNOetEqCMEbCGHUqKld+0hC1fYiu4xgia2v4zL/4JZp/uVDMABZCmfPw27e4/N/+LpOfWvCT/+an8DwFtyVkx1gcxWiBY+o4o9TW4uhgEjU931CYfDDna//TL7P4QGWcSyn7SZpSJa0tO8h/R6qtlYQIruwaMNUYKVu17557umQJD684eekVZjaxzdt97MoFOu/ZbLY03lNqrEs1KUgpMY6jirfVtneMka4Wv4LQb3qctWqK1k0pCOv1hqZ1jCnRNIbtOBDiPwUCIanQWEseIs20xXpXL5zi3JO2w4ujdS2hZLVlLAVrHdZatltNHHZzxCEE2rZVaN9aRQRq/zOlRNu2gAZL55xW184p9BojxiliUFKiH0aSC1gxVZEPJCSmtsVnw9S0CLCM2peetFO89XiEk5QIX3mD4xHyOGJoGJ3gs6W5GlQcp4C3A7iM+fQ9fmi+YF0SyyotaoqSFI11WOexTiUnQwjkMOIwhDEwmUyx1hGjwlYFwXUtrmvYSGQTBtyY8EPExUDjLaYyd1NK5KSEHZ19RrkUtSI0WPLUsvXCC+M4u/sab16cczz2TItwuB4xRZW7XDJI44klkZ3s+18FFXEBUcMn77C+pQzqI69TAGr9WlpD6RxDa7EHB+R7R4R1r+ORQ8ClghkjRCUNMmqbgKCjhlidkthYoa9M6ton2FfDn1TA/+fxkE943VKUuFhECCbh4xR3dpcv/51HvP7zL9P9yJrorvbtHVMsRhLFGrr1EV/7rUseb17hRRzZllB1zlWnvm07jo6OQITbt27x9re+Q0qRXHTDKTlRxO4TgP10wO7fIt/Necg3EpodSlAhaA0sapAjxpBdRkSlta8JiDdGC01VbzBFledwmOzV/13Vfaq6nF6Z0dRgKgFcJidL/FB4+I+f88N//dPEo0cYetoEkj2jjbXvH3n1s5lf/MtzHj90OOno5ga8pXiIacA34NyEycxzctTwSvdjvP2ffQ2fE7EJ9NNMioMSs7pCUwBp2FA4PywgI4yZiMVGgz8zsJ4gFNY+Mc5WrKaevOnIpdDnzMVx4uk04ohgY+3K7HgJwk6bfwfnFasoUjZQrLCZeBILZi9OaEpBkpoAWaySHscEQdn8JRdKghK1912AUoulGDNNUsfAMiSqH4+iNCQkRdI+wVSUNMqWtHD86H/rUxgXsI2622UvFK+9RxGDFVHk1Ai5RBWVslByy/34Q/xf/ie/xvCo5f5f/Sw/8V+yZPuIQqNiRYyI7YFEsB4bplz8hxe8+F+9z2zUMUqykIoSMJX2sK7tA9GgLEYTXyMgRpEP01CHjLUNWgpBhGLAGbCHkCdH9PdH9YIwiSEBjx2Nc/iThrOTFb45o1gVoJPkKuSgKbGOGlbUwiRCKUSbGUuHb4/xQ+Fo1dJkv0dq9tLIN/aifVuSeovtSdY7foree8UafCOMIbEmcbW9IrqIeEdKuqONQ8+27wHVq1ivlsoPSAljFdXJRcfgd8WkJgdG+Xl18ijHwuXZBc5avGuY+rZqR6iJmThbxyj/5McPlAy0xtG1DW03IZXIcqmCKTEmvHW0vqFxDdu0xTpD07T7wD+Oo85SVsnKnJUkuOtZOueYTqd6AUqpdo6qnNR13b6t0Pe9cgxyrn0coek64jAybTtyTBzNDpCcmU2npCFgouCKQ3LmdH7MKo8sXMN6vaI1humYOH/jXQ7GgMl1NsA2pKIEtlw82TmSRatg5ZLotIIpqlaYEiYLnoRJAZ+9ZnoxqnCSs6QScK3gnSEPgRgixjom3ZTppCEPga0EaKuCW3F431Ji0MrZGoXzk8oJoy0mfRTBiVXIshPk8BZP773O1dHL/OSPfp7m9/+A8MZzpiHRZEVXsjGkHPGTlhLVEasISC6kkPHTCcUaQskMJakjndFM2FrP7PYJ3ckCfzglf/6HmPz8TzN+7du4D55iP3hKWa+gizAExFtw+nzfx68qahsKI3sNu7o7fnfl/v/vpMB3PT72UoqwqF6ET0K3PubJb/aslz0//Zdfpp+8AZIIVscpfYYiBcmO/v2WZ48C71wNxJJJJVCytsgmkyl37tzGGMt0OiGEEectr999jQ8efMjh4SGrJy/2/fmYEk7UjMrYjyUH5fpYd1MHumXVSRahoj06YZLIZFuIDbgsmHwd0PTH6wuaBKZQrM65J2kZmVCsfl2KbvYUDU6+zo2XJAziaeNtrr6iwe/4T3XksmIytjRFKKVDXFCf+uTpTjb8K//Ga6TxVFtqXu/tkkFGS79KbFcDMWV8K3SXlmfZs3lHKPduc/VXDN5bXVNeWH+rEB51fOAGur94zPEXjkEy0jj8OOXyb14Q/+aHOvX0U3Oaf/aQdtZSfnvC+I+fIt2Sz/zXPsVrJ0pE08QpYrVTpMTKyt3BWnVMdYViaxPaWkpa8ORXX/DsP/gai1Eoo2colpGEKQmXVQZXcq59eHQTqQtxxwMVMdjkdR9K3EiO9RjMDiSqCyELBFtY/ZTh3l+6y/nsglIcPkN0RY3WoqKT1th9FmxMoS1RJ5fKnOHihJEA2TA2ifOFAzGUiKKDuYE4h2gZc8Qky0XjeXFgmY9t/UxCBMYiRBFyZcWHccRaqaOrlq31DClXdEU9HLII0RdKNUvO6o5Eb0eGv/2E5a8sGcKGW4sZMVzywcMnrGLmwdM1m/EVIJLtiJdCU9Q1UlExJQUqQVFqW0q0sC0dNuk0mOiP6MmtI5+7c7xPAIBSlLRHLjoZQ21H7VuVAqNlYqfMpCVRGGVAGg36KYGxOtburFU0Nmfmi7ny44yoRDPXIlTW6mjqLg4aY2h8o+dVBOM8JWUmviWnTB9VmjzlRByrieD38fiBkoGDyYy2Ey5WK8Qblus188MDttsNjfVYYxi2WyzCZqsWioiwWq30zZy+XV/JEDln7f1XVMAYU0kT10Iyqfo8932/V/IKQatkMYbZdEoOka5pVQDHOVwqOus6KAFt6AfWo9CKoTnq2CzPmUwgj4FYIjEkvnF1huumnBwtiEtFF6QEctYLYpwgVjdcmwrT4mnHyKT1SI44acgxgikkdsFaST6C9rpwkT4lSlVJtBPPGBNm4mknLVNfeHq5IljBGcO0FNpJw3o96AgeilaaqBr6uVbvujcIo2SSjEzdITFaJrnn8QcPeX9+xOlqxYlJzEyhlESqn0eFbQwSK5FZNICZbkK0ho0tLIlcMHIxbLjIkc63vDQ54TQFbncdxTakizXj732DfHaBu9joIp9MiaNOiKjICsrOrpi2QnKWvoyM5boz/l1JwCc8l0/6wf03PuHxfeYQ0SYoDd04YfLwhDf+k/f44r9wH7lzxciAqXrzWVABnQyLYcaH34o8Xy14uBkwKHyYrcW5hsPDQ05Pb3NyfMJ6s+SNb32Tadfxcz/3c/w//uZ/wPNnz5jVueiUCiFEMJmQ1X1OoMrY7s4f++c7jYVdwNp91GgArwl1doXcGYIpbGvrbvdnhzyE1qnteJMZxdDECbKZYkyHkFWaOqqgkBSBkMkxQz+B5DGXh7z3K29z/+X7tOsp6U01YEnbTBwMaSyM20zeCnltYX2JCUviNhD7TBkiMibKOlPWhTJkYl8wIXExwK0reO+Df8QP/fc/S/c3dLoHlC/w/O+1PP9dC92C/GMj5ucvGU1PsJHJ+pD4B57BjQTJND8uzP+6JXeebj0j/+6IzMD9cCG/tCXlwFgGVTJmx+8pe1aZiFcVzzxQqv10ymrIlC4Kd949YhoDOXfkou9rS8AWNZwhFc0qRJT0U1V39smAUW0HQYNNrolDrn0Zi+BEk9FMIZtC7yLCyKQZ2U42JKvqeFZ09r7dEUDZ5dlCxtKkkWQCvSkQRppOSCHx//nb7/I7X+4ImxWHswWuLVxtB0q2NNJS6gBfWs+w7W2sK9iqBpUBKgOelNhut1z2a85evODO7VvaQm2nzA8OlSi3m+MXkGIpMkKJYBoGsbickWeR1eOGh+fCrcNjtmdn0Art8SEPHpyxfAx3P9OQHDgsphjUZHVHIhSsacg5oWHR0qRIyZHEiBGPuEb316S9L1N/z7CbG7nuvzl8vVb1fH5kkgVS54ltixk2kAMz1/GwH8gm75VvTeXHGSPEFGmayZ5X1zYtq/WKnDNN02CM2aPn1lrEVEQpFYoxWHFMZi3EjEeICEOMRKLqq3+fbdQfKBmwpYEcIBec8cymM+aTqZ6mnHGYfY+/k8KQgrIonWY6jfe64YrCXI334KVmPXqxlPmqAiilFKaTjhgzbTuh7/t9/8R7R8yBzXaLt05Z8EPAG0fqI13TEIvKgvYpUKLh9PY9luOae8e3OTt/xmTWMTcN/dMz/nizokjDjxzfYdw8BauBfGszXhLSdMpsnbZ0bcurCG9vLzBlZFoilpZgErEAGExKiAhjStpCEKFLBVsKrgRMrqSmITBcLLlYD/QlMsmqMmaKkMJIML0iAbWvrD38pNuQSZRs64IEMS1iGoYAk0744q0TTgXK5QPC22/hxoAR7TcV11A507iUrqvxAqlxRBfZmMyTOPDB6pKrEIgiXHjL+0awF8/4a7MpJ9s1vgGzuiJuVkqwCZFMQKgWqlnHl6jsaBEDFqJL5GwoJRIkV1SvTj9nRzGGVJmHBVvHdfbAeRVbuiE5uoMTKoHOlDqRXXa11TWKXmpjUjkt5Zq1XaBNgh9OefdXrjg4cNz5M4bBPNW5aXHVX8YQrVYCriy4etJzflkYhxEkIiHQ4CnWEtcrPnzzLd4fv0UeR+KwIeTM3/m//ftMUoL+grYUaBoee0tXFlgMoVZLAb3JjegYXpMLpmSMgCuCBTorTFpHKZG+TfRHlmFqGJ+PnN33bG9ZwkEmOKHxjqYRXGPxTR3RnTbgE6YbOGynPPx/Pqe96GmGBhmFHAJphDwWUoj4viBDIW03pLFA/4iji8zBrSVP/ugJOfWUIJgAkqQmsBnJFhc9JSQcha4YJO9c4lXqV/ZjgQWfVC743AXMRLChJzZnbNst0Vq6tIBpS5SMbSakvCG5NaPbUEyExmIXRxQStgBEQrdldD3GLjDW6FjYNJNnawwDrezcAneJ1i4ZqKJJVMheBIwlZ0PTO2JnKP0GCdCkhAvCxCQlPMqu5VMDhwFkpFSVB1FPZUj7ZV6JpaosmtHRWpKuUVECgLLxbWY0wpBaUmqJuUdiUVdGm6+tAsQi4lDtIc8wRIpRWDv2Qon6/uO25cHbLdtVos09dtqxGRpefekVmvkc771OSy08cmBxTujarla60HQtjdNWhRbYig6slkv+0W/+I+7fu82f/6Vfoml1YsU6h7MOGwoiOpFQxBKNormSlag3lsx2veJv/nv/Vw4Pj/kv/vW/yqI9Yzb7JnHQ1ksoQpFELkVHzosisSKacEWx6oVCosSRNm2xklT+OAm5ak6o4+d1bVGoKpe6i1CnPak6SUSu+STZNMCEQqbFYxC6yYRNHHC+qXuiXp8SsxLZNz3T2ha3Ypg0LTEk5t2UIYy0TUtOkelkwnqzIcaIbx2SCxPXqpttFIxTt1brGrIthCEzm4zfV3z/gZIBbxo1kRDDrJuxWa9V/DNlSs50k4b1dlC3t5yqnoAuxpy1Cm2sI1c1wsYqQUaANEbdpbNKNmLBGsPYj8TYqz947d0vl1d0kw7nLF3Xsl6umR603D6+Rd6MuGLYjFvOzs9pZx3eNIQhUsRwtVxzaGaElCCMHM+muLZjmYWvnS/ZvvoZOvNIpZWNEhbXbWF1csJkcYzpPKVt+enW8srdCVdmSRqFEhr6PDKUgZTUTjmJYfRCyIlUEsGow1ocVeaTmOnHTE5LHdsLUdsBtadL0NbKNCdCzlV9TWo/zpBTS0yexKCVd1Z405eBL730CrLtaSYO9/yc2/3AJBR1DsRhxFEl1ilJt7iSs45EeWGbIy/WS7YxciSWI9sAhg9nLb+eIhdx5Gc2a+5/OHKwOcKcHmInnbYaxkCJeo0tKiiQiWSJlRxVq8oxE0V5A70VklEY2pqMr4E61plrUwqm6GaT0VbSXmCmot5cI3tVBc2Qs6n67vV36s8bKapfUSoJqNQRIrG4bIjvHPL2b73Fn/lv/Ah2tqIbFzRxBlhcBFNnl1Uv/hav3V5w6+Kb/MjasBFLjyPYzBgT47aHDBKyciaIerw5s5MwaUrmN8uaPxgTbdYWShQIVl0NV2QSghdhXgoLhEOBuRiOmoYj33BnPmU+aQh3Ow7/yg9x+6UTfv//8B8z/5de5v5fFYb5FcmqnWk2kWgjBoPLiWCXIHo80/cO2fyPz1m8a3EpVgSnYKpokGBUMyJZKDp73Y8jiGH6NCDBImWKVLZ7nbZXAux+LFQLBCmaue2NpG5UMQV1U0ylwyGU0pMNROcYfcaSaaKKffkyEtxESXm6m2NEEww6nV03RZCAcoBISO0DSBbEZMQEIJATFREUdl4BpZIJBQvFoubWqu9fssWNrRIKO8HYiZIlva3GYOw/6/5sCCS660ReZH/fN0WlbguK4oE6ZhoyYq8dFTVd0YilXCBHsYbiVWkv59051eRGjyPSNE6Jok3Wcb5icaHF2ZbeZH7+z/xpfu5P/xxhAG8L//C3f5s//P0v88XP/jA/8RM/ifaxE2MYlRcVIynF2o4IlQiXCTGyXC3ptz0Xl5dcXVwwbAfWL8746u/+HjkXRa4q9yFVRcWUqi5K/fqmH+mHwPmL59iYmHQdTx4/43//v/l3+Lk/N+Nn/wuv4CcZaCjFUxirXojW9Dt1WkTUwKlk2gSmndA2M8ZSWIWESw6Mq2tR8cwseU90LsbqejFWye6FasGuvJxiNSFYTydsu444Bky2dM4zcQlrWrXaDopPzJuOMQ6MFCaTDu8bhjDijRaRk7YhV2Q8J1U4DeNA631NpAphGMkp0NkJoRSMOEpUNUOTM06u+Q9/0uMHSwasJYXIrYNj+j7oLHvMWGNYzGZIzLTOE+MAqMiQd45EJoTEdKonyDmHtY5UhUZiVLLVWNUHG99hnUIjXddinbIsyZlu0qmlsNFxxjiOeFEZ0TCMTNqGuZ/Qhobi1Ahp6ic0TUvOmYPZAmcMk6ZTYqM0WDwZx4dj4O0w8uO2YdoIm6aH6YTLz9zlzn/vv8MwOSCPPW3KfCpveCV8g1y+QewhhUAaHVXNQ4NEFFKEOCZSVOOOOEZyyPssP8akrQKMSsdmzc5LKhAjRiwFo1luZa6LGIUPY0NJmVKmlGxI2WCL4I1w10zZ9gNn/SXu3SfML7Y01UK4DhhhiioN7iYSjBid5BhHUh84ypZT8VrZYJRjMDnkeN6wjVv6LIRnS9I6MV6umbx0ShgGNk9fMLl7gp21lCEQN2vSdqTJQlr15D4T+4DPgM2YDjBqletGj4QJdjhAQqeWwmg7oVTxGSu2yiDXCYid6hI1U0h1080GiQrN7gJTSVpBkIQSCiXWHm7KlCi02wbZFh7++gWvb2/Rve+IDx2lnxOGgX4zEPsMW5C14FYwhPeQh4afWcPrU88HJfJ4SFytM5txYDsOpJSxWQNC3BMirkfOEHjIDhwpKmBTMiUIvfW8yZYLB22Bo2K4Vxwve8ud+ZTvXFxgVyua83Pm3YTZ44b5+WOOXz4kXUWiBPJiJE2fsvXasitSBxoFQjEEqyptTWxo7CHNKEw3TbWCrTVt5QwAlFwV8xTQJvaqMOqKwUa5bmdk9qGrsCNB7tUQarC6DoQ3+zz6swEYcDkzFkguker0wCTuGvoOsm6AOai6nFQ58CIF23hdHkWTjZvvnUshhsLqErq509FBAzEUjLV452pVWaWyzagVfVGTNEMlndlC8lCqJohkqWTUhMv5RpWpyICUnbjTjaOpSa3kwM4syikmpvtpJS6UXRIvdfDUqdueF4svjlIMpjFIEsDvlYx1XBsd7ytbiOpiap0h5Z4QtzQy42u//1Uev/GAoYcPnj6gdQ2JzO9/7Y/48te/Skmptq4gY0hF5cd362Sna5AKbFZrxs2Wy4tLFos5TdOw2ox89evf0uNK18qjuXLJSkpIbZVQMv0YWa1WhH5g0k6YOMt6M+BnntVqZL0dsdkrr6FYRLbYOK1IiPosSNVY2BKwdLjiKaVlU055fnpGeK3DJFsLjL2CB6U4lZMWIYmQaqcnGvYTMqUUIhCMpvlL63hHEr2FKJl+HAhRiOOIOF8tiFvyOKqHS4lYPCUE8mZgFZZIgda1XF0tca2HkvHW0Dqne9hWJw3idmQ2PUBCgpi5vLqg6SyuaRhTpGk66P8puBbmYWC2aEkpM8XjZ0cst2uG1YomQWMbfBEYI4bMQTslxIAYj7Qt3niWKRAjFe43bFdbZrOpmgVt1xQK3gshZvpxSyaQMzo2aA0xJ0KKtLYhxkhjHX46Yd5NyCGqWlOKHMzmLNcr0hhZXl5ysjhlWG8QL/hs8NkSt4k+bCmXa8Q0xIMJbw1bfsS34AtxYpDjjuGVO/if+hLp9n2MyUAmuys6CaT0j8EswW7w2ZFLQkO7Q7JXC9lskSRIiOQoVVERDUilIcVKYBlzDV71T2yIIZNCIYyJOBZiyMiQkBDIQ48MLax+mLK9Q4gZGQZCGgjRcFkshwfHvHJ6m8kbDzRWWhXPdEaQrFCnZIWcS4qazZbCQfba56xKW8lmkrO0tqU4x+x4hr1Y04Yt/sUGlhsEw/D8Bc1mIKVEc/eUfLFl+/gFTclqHhITuWjFJzmTilCy6qQjjubCU/7TBtoZKXhiqEprSQO7SRkTCgyCjBmqh0VKVbRqxxcJKgRikiodEkWr+aQISI6qEiapqGBILpgE07FhDOBj4W57SPxfv4HJPTYKDmGCzu9KKrhoMbnjeS48NcK3hoG3XlxwNmYV2ikq3zqvvVslqBsQrwhFUeKfeltcq9dpFSdqgVpgK4a7jedZuCC1ni4aVlE4N4YjN2XRGfIYuHLwjTRwOWz5mdM/y+Pf/xqvdAl++RlrDrj/C68grz+l7y5IRJqshNTRBF2fVUcfTOUKZiQ75SvsAldFzCXXGbnKWjCDIi1OPCUPUBSWJdcGjVBbb7qX7JUtS6Ve7chYO9KWoE6YNiFGOTIpCqb3TNdTUuvxscHmBe5qgh1W6sR3I7iU+kSsVAGisv8M+l4KnTdtYXaYWRyNCMoX6KiBtqjU+g65iBRyDVRWVDdCssHlqEJSaVAJ4ChIrp4n6Hx+NhpMMqXqMmgCbqzZHxNAcX7fJlHtiZpGSBUiQtOpWk8wSs92O7K5ElbZktpWxX+SoWQ1B6IYVcuzRkf8zJySBOt0BJHSYs2cxky4vDjnxePHbNeJbeg5OTqkaWe8eO+xTgoVHam1uxHvCn0YKslRdMzTGTjKGeMs906OuFquOJlNuDub4lBelCbDBmcNM7F4IzijKoVeCt5ZnBgWRjBj5o8ePCC5xA9/7kv82rtvQILnD+5T7ASw5AQxbenXhRAy4xAYBhX0CUEI2RAGQ+kz235LuHjK9uoWrZ+SnVQNxepBQNVEqUs/iVGPmIIimub62hQxJKltQwoXuWc0hmwNjWm4M58ToxbCY0o460gmYpophMRiNienxPx4yma9pm0atsOIPbqjE18l44yep+ODI8IQMAJjPzCbzFlerFnZgaebF9w5PKXkgu8srp3ybPpPoU1AiLhk8Rhignk7hxA5uv0KXdty0Cp/4HK75mx5yZ1bd0g58eTJE6aTGSFHxn7DpJnQeM84jrRdy2a5UU8B62m7lpjV7+D45FR5A92cs/NzhWaM5fRogRFh2PZMm46TxRFxOzDEgJBJZWA7BG7NDlmVDQfHB7x85yWeP3mG61rGzZppaSjOcDo/IUwTl+fnvLlc86azMD2luMDk9iHSOvLlkvjojNCcEjoQb8g54vxAmTwiuQ/JdsBlh6kz3RStmEqp4iJFdc0Fw45USFEVqyjsRXlM0eoeEQarSmNSVMa0KYamCG0WjAg5zynbH2HKv0bYfA6TFfLNRcUyPo/FjGuu/k//LotvvEnarJR4VFXCKCj7SQeRKCniTO3vV8ieAmINzqm+fShZDaLqzLDJGZsyrlfnwm4MuFAYnq0Im4BZBuYjiCQyqroloiIeuYHQQmy0czopwvHDyPbffgMjG6QIPlmMU56ICTqnLYi2DLC1eox13O/avIks+5tZdiJG9U8RS3R7igKStRqXYkjFc2kSVjzTKPhRoUObbO3VGvVXyJYRzwtp+YYYvjpuOU8GyjFHotav2e56xTrmt9dnx++DVdkJwVRIvNyAfW3RZKCzGWtbrvLIhzGyzsrwfkHg0eVj7ifPwjZcdo5vbJesfceTN99k2F4xXQe++NU5L7838Km/b/n5v3abl/7iPcLpA7KsgUJMI772yTOJUs1XrFTGdL5RxdYAX2tYPfKinAtTHCmJogaVxSF7m17ZBw3ZVei7arkKuehZuCZ9lOhI2ZKKKrGZq8Lwh5bU3yFIpl8l0lXi+W8/xN26ixOv7acayEErdXEaOK2RPTIgtQwvJTMOmdWFYTKbYNipzdmbDWPl62TNjo25jtxphDhquyJvHNYu8E0HTiA5skRsqZK5Ymj3fgTK/1HgSyqZTl/TVj0RNfqpmgIiSIlYBuW8iCIPYqAxiYmD6YElHgnRGVzajYbaCper7oWqIFpC8RVZg5IasAdqblQCn+omfOkzn6WYlrBa8fY7b/DDt0/5/P1P6UhxSntfqKYUJkVF0qyRqsYqug+PWx0jjomUIu99+AEAn286TDVNEqDESOoTNuvoMjkpSJ+i3jdj4XAYScZhGiFse1554y2+3m/5ozct//b/8hvgMqn0UBooO5ShXsddgx/l2KhPjIDxlOJw/hRzuFNypY4+6h9TSm0YaMDficApt2W3z98Y/0XUh6MXfHaY5Pjx176IvX/AcrPmarUkI0ynMy5enDNtO6bthMPFAeMwYq1BTsA7z3K15OjkmCyFbd+zXa/w1jKZzvCLhn67ZnF7wWbTs5FDPtg8IbaBz915je1qQzOxiG85cg+/r/D+g00TzOcczR2tbwm9wkINhsOTY7z3xM3AtG2ZuSn3FrdZtFOGbY/IhglT2sWUn/r0jxJL4snTpwyDLuw4SczmM66WV8QSObl1iyKFTb9R++Om4bNHLxPGEd80rNdrrZwWhrjtOe0OwCbyNDNfHFDqTGbOwg+99ClMEQ7mB/QXK6xvePneMcvtmsliwUQaNi8K1mQ67wgZxDVka5kcz0hkDohs332L6euvspJMykIbB5w9YD0eIXKBz1NMJRupgYVuraWomUmRgpiixBQyUkLNiZUgRHX1KhWKUmg8sXOz13aBbkyhNCQiY3ydZvJjhPgqYT7BBTVHMgI2NtgS6H/1N7j41b/PbLmkq2Msob5mLrn2VmXP3TDG6lw6VckOvQFijArYWmjblrvzKV0fKbaQU8FkyJs6IiYOHwpc9JWELVAKyQhXbctyccjaqetWKIExrzF51F7yGDjpPS0tktX8BzOSbcZkzy4I7TT7FW2vMKVQ4eFaee6r1/pbZh928UFfS3bfrMFjlExIkRN7SLvdqiRt8thU1KGOgk3CUAyPvfDl3PPNDQyuRX0oW+3rlpGdWZgi1HrcepVvjPrcCCw77X6zY3zpiqApmYON4zOuYVsSLxrLshI1r1rP47SlKQPD1jC0U8YIzy8umIpwcv8zrNsp/+DdNzl+EPn6G2t++svH/MV//T7tDz1k65/hnCZDuyPZQf8KUGv/fc/F2C1CNNAqf0No51PCCGMAVzooWQOx0U2WAgS773Xv+t6KBF8nA7tjEDQJKYofY3xmOnqe/ydXxF/egMk0xZGT4D3wuYboMynE+rs1uybjG6evI9omkrq267IkJ8EwpfEzxIzAtrre7X5I9sRXMQUxaZ9Hy8xipMGOE4a5YYwvaKJBosHkzGgjY521l7pgS0VNklP4ORsVMUq1ChWv/JVU9E/B6OideJ0dF7U5SxSigdFPOE/C9oPbDI8nytNKmZQtoUDfB8a+MPSZcYB+TGzGRBgKcSNKGhze5cVzR1PgZ2n4cx8uuShXTGPiSjpuPXlG9/yskrxvKIFWlI+sK8aJaIsjZ52qygUyxJL4vBTEW/zZRUVFdF8pVCGymgiLaMuJUkgxsQiO2yGwPJ5zMW743OEhi1zoCYTgMdwlIxjXI6lTRJaoiSioroPo2rVSyOI1Wc1BjeCsjiFKVXvcJSmCqKhUTWZVJKzU/QfNMajTHrtWazFIyTpCKg6ZHXL/1U8zdIHJaLhzcoj1DSFEXrt/i8Y3pKRuuyUm8piZLuaICLcXLRPXEWKgazyz4iEXTg9v03QTUhh5+uQpx4sTjGxZXr3NnTt3mc8WnD1+Tk6OoWypmOSf+PiBkoF7J3c4PvQ427BZDwybDXdP7oAx9EPP+YtLprfvEFcDBsNmtcRby098/scxzhIpWGcYhi2LWy8znUwppXC1XHJ8fEIu0I8Dr9x/hfOLc8YwMj9YYIyhbRrGMPL82TPKUSHGwHJ5iWuPOZzN0ekYteAcCdw+OeHs/JK0GunHkf5iw2E352qzgVa4fHZB6zrEWu6c3KL1jqlNFDFEZ0lGb86QC7Mx8Pwf/AqP33uLcdFSJlPG2Rw5uoKjH6K4OdOm0E4GJs7SOcE4sE1BXEZ8oZgtYjfKdJWkOgXohIANBkQnH6jfh4QrdWOTjHHq5sVONIgWnz6HHX6CEo+xOSIlEavpeHI9zfaSi7//dzl5/gQ7BkrKGGwlzClLHWeqNbUSxKjkGLODKesGbX1DlALW8ODJI1YfDPzCYoFMlGiZ407AxpByVpdCDKm6JhaBddvxtU+9zt8/OOKdnDg4PKBdLfns5Rn3zh4gRGwquAwGB9kqZpGNQv87yWKR66pSy4D9xl20Sa0Jzn50q/5cyvsEQu2QrwmFO3JhyBlvPCZvEDZI8ZhqspNJys3wngduypdD4evjGmyLHSDZQipbJCcyAYt6FmhlEcloHzVh1IyFgsuFqRgOXcOhjTRFQRtnXHVpBCkWYzxL5/iCbfiNcMETU9iMhQNp6clsYmC6mNP5lrxckWPEWcfT5+c8SOds8bxIcPFh5vnfesqzt874q//Ga9z60xPM9IqeFdkkXJ36cFEw2ZB21XTdLPVU6nXWlgZ7qDikCMmQg9lX3mpgowHM4vbJxK5NkEsB6/abdb6RvFlXwGl3IVTyoWsL4bWGOIvkzkJn8PccJz97wJtfeY5NRidRisMlwY4evJqmWUCSw4cpznikNDhpMHaDn4KbCIYDRObkIqghkABer3uCPBpU3EMrwhAhjgXTH3PeBx7PV3Rjpz9TDIOBobaAsuhIakadR4M0xKKujZGs3xNhU9QLT/NoQzEqRhXEkMTsEYudDHMxsDwbWP3vnuCSpSRIpmoIpIpGicWK8gkUmRCMOAyqGJtzYhhO8fkcGxPPt+e8NZzxs4sTPounbEfOtxfkMagqnzFUlx4VnivaOiop1XaY4Kwy6Y2om2GiUAK0SdVLrTVKeqzrw2EryVL1DcQYsinaEh239KYwPz3g3sERl5c9S3EY25GKYRwzCYdkHS001UZ9Z2G9W1NZRMmTAq4anxlB0VyjPjNlbxRV95q6No1TMrKgiNIuydAfq4meFJJkxjLS28IHZ49458F73H79LsvVhjAGrFcNGmc908mUtu3YbntW6zWlFJ48fcZ6s+HVl+8x7TqmsxkxBa4uLjWlNJY79+6Ti2N+eMr5xSVvvfcOF5fnONfwHnC16cmrkaNb9zhfLr+v+P4DJQNxE9ikEXEj1HnOy7NLzi8uGIaBO3du8/DRoyq00nF8+xRjDC8uz/He0TQNw9WA9x5rLecvzrh//zXCEFhfLYl1HO/9N98i54R3liFlimlITVRRoj6zWa54/vwZISQWB3Ounl3QesekneBcQzFCHBI2G54/e4E1ltunt5jO5rz73occHR5zuDgmjwVxhavLpd74qbCMkdh6hdpLhynQLlccfvubPP/ON3kxDHyQI7+x2vJuKfQ2kIyhNT0H08ikKXS24L1hPnc0rafrLF0H06kwm7f41tC2QtN6mtbQTT1t62laS9NppeO8YNuItQ7nwbcR0wjWtWRXaN0BNv0MRk6wTglKiYwNglhPkZHy1ltM3vmQ04MpthkIVwNp2DFMNbkQX6HsLOy0x0HIUse8UlbColRZ4QLNbKa6CwK20Z4epSAx1Rn0sq+CbMpQDMEJ2+mEX5MZ7/35v8Fbw4hMWw66zOa3/j7d1VMa9JoZSbW9UiilTgbnugHLvp6/hnFv4LlS552vb+iblbdWedSbW0V72Mke6CYZwHUWsjqNaR+hSqkaZY6fGcdX8sgbA5Q8ocSIywXyiGFgQebEGOZimVnHzHq8axnSSEiJmA2hwvJT4FZx3PIdnQU3ZsSoVoZP2sMYNVckY9m2Hb94cMDzxnMZBpw4osCQI5ODQ7Zh5IltWGH4YHnGg+WKpxbEdwRxXJbAw4tM+5s94/lb/Iv/w8/y0s9bmG+xFExpSBjIkYKiMVKUiU/aEeGuCVYa8TNSRiaNUFymtBoUSq6ok+6Wej3RE152JxzAVJOXora/148MJuNyw5gzfbem/cuvc/tvHJJmV0RXQAItXieUvgLpbE73/A7ebPC5YNcN64eGNnsd23tPkN88xgL2OxEJhr54fvXvrTm5d0zYKHcpJGEYivaaR9TDJFAl1XUd5WxIsagFcgjIpsHM7uDaBmgIRivLyvnXwLHT5RdQ0SG9T/ZJkKg+xX71lh23Qe/PG5SHPY9BV3mGjVTMSRMwI5CrPkIBxkpKpIDJhYjUZM1BicQS6HJGrGPbCn4+56CxzNeZ1Tjy0vyAtO5pUNnyXG+nXd0pFooreKecmCiyN/eBXYJ+ze7XEecbWJBUZLIefxYQawih0A+FIQ3MvEPSJVY8kixFVJHPG6tfUygJsx9llo+cq1J2hMzr5efY8zV1fd84r5SqGIma4t2cdrn5mrm+QCmqJVAiOAuLmeCkh5RZLA548eJsb7QnIoxhAIGYR1559R5PnzwlBoubT1leXdA0p7w4e6Y+Cei+mkvmyeNHnJ9dstr2zBdzZrMpB/OOznuePbvg4uIcS+HZxXtcrdZ8P48fzKhoNiUNl+RUGGNi4hyr9ZqUM5PZBIwwxpHZdMbprROQREyBbb8iJo8xcOfOLbb9to6eBDbbFePY8+DhA8IwUnLilVdfJqXE7NYJ2/WSMat3gTWqYjWOW05Pj+i6Gev1CiHRtA1nF5e8/PJ91v0GmxNnlxe4xhPGwPnVJa7pWBwe6EyvCJuhR8bI8XTCbLGgywLeYrqWcQxMc8bGHrfp6TDMred2O+HYwu/4Gfn+j0BzyHCxYrt5Sties376hFJ6jNFAZiSAKKnIZN0YzK5Rjd5ILdeiMVLNjKwRGqOSk86A9VnhQ9cgzuLoCKvvUMzfousmnE6POZ0dMZ3MmXZT7s9ajp68x6fXK6ID0zlsglTGKpah0K1z7qOZsN4PuuhzrQbNbhPfYQVwuDhgXiA+WxFi1hljp2NaKcb9PD/JIDgilqXpeD8a/uDZkuWr99mIw+Yr4q3bfL6dcdqP5P077ADl3fPdsxs36kee6793N+v38iuoheo1qsB1QiAFJGRM44hQddy1BsQ4TCm8cJ6vBOGNdVSz2zhAGnESeM1b7vuOW85zmIVpzLhYsLFgxkwxHpEGi9nr3ZucdZQsBYKxBBE2XpiPhiYpUtVFrUCGzpJS5HPPEp9PA9lGEoGMVmn5xQZxFsQSrHB1cJcHDr42bvlmHnjoE2uxyDqpetvX4T/6n3+Hf+F/9Hle+oVjSnuBTQ4TPKRCyQmJrs79lyp8VOqGiRIgpdRpgJpcSUHciPidGsTu/4aM2y2u6z9A9dW9rrLqtRpTVLJnSToSJsL4wRUXf2Dp85phHZFNIl8Jm80lF99Yc7oufPj3euU5RIuN0F4YjvopV2WL+50zXnz1OSvn6Zu7ECObbPi1f7jGdy0lt1CmZMbqf6IIgRGHiL3e+Hd9fKomvVLjkcZgG195E5CNJjQ7Ipoqe+jD5V1ipZ4E1+c11WS63kS1F11y2idTH1nTZtc2q0l4bcvoxMFNcqJePwFtd+wS/2oCBYpaxZhg3PDa/SPs8ytW6wFvtfU3cZ2OIVO5R1KQG06Ysj8+we/4Crv2XN3kck2CdsF/v0qcJg05xmroVDBdi28OGEnEvKXvL+huv8rZeqz+AaVW6bLXAFB/muvk6ubj2pL95kr7+B7x0VHXciNRu5lcfNJrA1hn2KZSq38hh4Fxs+RiOSJYDhaHfPjhBxwcHDCbzwlhZOg3kA45PjwgDlumkwWXyxUlFebTWW2dqI6PEeHs/AXvP3jEo8dPOT45rQ69jvVmxfnFFV3TMukazq+2pI85lX6vxw+UDKSko10pJs7PL4hdi/OOtI0czQ5YLi8xxjCbz9huN7StZzqbcev2qXo0k7laXtC2LcMw0LaeBw8+qMpLOoq3ODrm6OiQ8/MztptNNelwfObTrzGOI5vthhB6hnHLYn5A1zaMYctsMWd+eETbzViFnkdPnvCt73ybO7fvspgvuNpsmIWBdd9ztVqScuZieYV0M84/fKRQ+KRlNELufB1lRJn8zy6YZUcnHj9f0B9M+OyX/gLpL/11ls2cstySzt6Cd36LD7/6O0gKOGuJYQQK1hogE8MAgPfNflPJMbHt476XGGKoTl+QYwKrTmI5bAjAVlqCndHNXsEZT4gr0uVAt30bs36Bs5ZFsfxLd1/mZ2YG1wkRT7M1EAu2NPuROopKY7LzUr8Rf3dbuCYNGZ1AhzEnJdSJICEpcchqMDC7DMAIxdb5VquwW0bojXBV4GIs2JPbmCS4dsrVi2M2vuWkV/icCttftwTKzUP7yM338Rty9/X65PqLcp1G7F/rRnJDJbS5KJiROn6pHhcYCCJcZs8fi+F3+4GN8TrNwZaXvfBT3ZzPFcfBGLF9ZZqbUqcmRCsM2ZGNTG1zVEtZUUKgz0LfWS5OJ8wuMmbZ11aBJ4th7DraT7+EfPVtmhRVaXPnZxCUoW5MQcoAJnPnUnjdeb44aXn3aMHvbM/443FLWCxYrVZcJUv59sDf/bfe5V+RL3D3T8/JdqS5OKDZdDqCGStqhMoU132eXSK178WjtrVSyYY7nZFST3gBcol1HLHUSmz3GlV1lEKsAU/EEIraJBczMDiHW1vSr52x+r1nuvFnRZ6K9fR+jpwnZmNmNiiJkOzwYmicqrxNpHB4aWieNyysZ/pyjbUWSlqQwlxdCIs6daas+vZKh7uZpNYlkz8OQ1tCSRiXKRIxuRJek6mxVijGVD5lqezzGp5NhZ8r3FzhgP377QciP34jyK7ZVXb/XeNkRdg5YX40eKl+wR7dqWiPFJ00EiM4iZhxRWMyKUXmkwmTpiUHHfG2xmkgd1Urv56PHCMpJox1NN1UE4FafBWj17VQ3Rp3mfnuPjSaYNIYTUSNIVMIjafcOYH+GSH3hNZxlddcjiMpKemTau4j9YqpOdF1QP/uc/BdOdWNU/rJScJHNDBuXPebF0ZzfL0iicLV8orNZs2zN99icXKPbT9yeXnJ4dHR3qhvPptiBR4+fMjLL73EYq7SxNOJjsSLWI6ODhjHkafPnjKEgLGebb/i5NYxxlgePHjESy/dQ8hMuobV1RWWOYdHh+Ty4JM/6MceP1Ay8OLFczaXT5gdHDGOI8k7bOMIKRJiYL3dcHx0hG8d1hjabqLECmNx3uC8OvyJWIyx9P0aEcNsNufwwBGGgYODBTFEUsxcXFywWCxIKe4NiPrtlpPTE54+fcJqeYUxQtM0vP/hh6RisL7lxfkLSkn4tsG2njFFzs/PuViuGFNivdky6yYMKbIyIzklhu3AB0+e0BwdEX7c0hoDxiK2JQ5Qxow1hTBuyFFoYse7z69oPnXK1XbJ9tElPHgPWNOKVYKjpfbGLIjT3l8B2zSkWEUDSJRW2yNGBBtShdD0d/10wmLasjx/TorQHtzhC7/0X2G7eJVnzy7xm5HP3z1l8vTrbL7zW7z77W9iAnzx6JgvmMBiuKLBgiSyLbjO6EZQWdd6w7GH7XZBcxfYRVQvP+Wkmuz16yWkqmlgkVIFpqqOwR4SFlFhF8kYk8lGmeo2Z4btqgogJcaxJxjth+YaPUoue2fK75WB35St/qQbeNcG+Ngvf8+fB6EzjrCKqsoXEhgheLjwlm+4hj9cj6ysox+XHJP4kbbhJ9sp91eZSQoUqQZGGtE+snHv++WSro+rzihr0abz6cNqCUOjGyMqMZ2thSGxeusNDuNQ/eU1SFSOfjWLqdlL1vrN5sjtmJjFyMvzBffnnj8sA8/mt1ktL7iImfS1yK/+Ww/42Z+f4dOIe/CA9u3MsBKGuK1yuMqzKOhzUUUf/XhVjCXXJE4LzVo9im70KWdKY6pBnSF5JanuqrlUZ+0ydo8ypCKMxZDFI65VqdUQSOtCQvZ99SCG9VDo+4IxnheGyssx2GJxeeBEMoehoXMOly2hGFxI9T7NmJTUlrlkHXMpu978LiHeYUimnnHd15DdiKRO4XijQmtGrLrmFfYkYKjtgJpR7QhzH1nThT2/QL9eE4Lay/puLOz6/x//aimojv6N9S41AJvdyFwNXntwvqioWYyJ7UUPrmM2ndJO1H8Ap/bO1nmoGijFqrKsAVx7M+WuSYKA7JKdUtgbLOzGTncJQdREQxdZru6ThSg9zZ0DyoslMUdGPKtaXKikr9mjvVXy8GMIwPU5/pNQgZvX4uZ52z3/aILx8Z+T/bV1zul94RqevrhEuikXHz4AMdy6dYsnT5+yWq24ffs2n/70fRaHB1jn2PRbigjDOOKbjhdnZ/R9Tz/cphSVd15ve67WK1JOfP6zr3O5XNGHLakEFospB0fHXL24xCA8Ol/u18Cf9PiBkoH1ak3btJydnZESuJK5fPIQrGG+mDGbz5gfzLHWMp/OWC3XPH36hFdeeZWUlFk/DgMlZ168eMHx8TEhBIY+MBBZLBasNgOHhwuOTm8xmXR6E2bDxdklxhpOjm8xxoG7d19ic7kkl0xjPU+ePeHkzss8fvIE64Xl8gpB8G3Lww8fEEIkxhV3XnqZi7MzDuYLUho5u7ogPn+Bqxn0mBOhsWRrKM5igq3jRpWdnjM2Re75wusHc4amozs84r2rkf7Zhon4uiAraccYbBX2oBJOOusopjCMmVhESXwVSkslXd/gxpGtsI1BeQDFkP2cC3eM//SPsJlecfX4gkTgeBhZOE+yKgMq257WR2xIClGnXOFuquBMvUHr5mRMpYbfXNyifXtjBImJlLOSkkTZ5w4l9u0EoXawY6lJgWbnSmgy4hDrdJMrheKElAZaY2mKsCmJKLvBro8dx+552RH+5Lvgu4//zl5tcI90fOxnvweqQGMxAYgOKQ0pFa4cvOMm/MF2xQWWvF1zyMDPThf8tHTMVoEmO0RU4EXKLoQYdpa/O2nbuqAx+2OroaVAqhWWS4UikSQ7l8iEyxY/2jqhEMk2VbLUNc/jZhVZUCfNQsIUYTZAN4z8wlHDZL7gHw5r5OSYYehYX61552trXn8YeWkdIQZkKzxHuSLXbPc6sgVgr8esYqmGSIj+vNNPnyoaglUCWc5Z5TMMjAaStWQx6nRHNcQR9XnPJVOytk5S6WijIY4bUhMZYyGmaoNeEkOOnKclybZ8VUZyGrExI3lNyXCQ4a9OpkxDIVlLbz2X7ZRQiXmlCIWGUnY67gF1kCw39/f6ZHcd9amS1HaBouyvVymQxWjfPF/fWDvHud09vl+fFdbeIwj17czuPtzX/7t++3cjZbvHrn+NyH5f+WjgqsncXsOgrphSER6EKI4giSyGtmtU3XS3xlJR85usSI/QI2iiU9Iu8Fxr9QOkGFXYKyUspXJK8nVwrQikVITO5Ou2ioghLCfMf+Q+T9/8Go8+vKDfZibFsxZDTjqHj7nW4f+kIP7dycH18505kH79e+9BH0cHPv78ZiGVxLLNgukWbGLh5PiY8/NzHj16zOnpKYeHR+RSeOOttzk6PmTSdqxXaz3LzrPpB3IpdJMJ22FgNpsxncM2BO7evcsdyWQZ6aaOycyx7Xva9pAcM5/+1GusLpe89+QZxn1/Yf4HSgbEWsRl7ty9Q9NOWF1dcWcxYTafVSfBxPnFBacnpzx8/IR+O5KxxAzOt/TDQEqF5eUVV8s1xjW8/PLLCEJKiednZzRtw5iUpbu9WHHnzl2cGEpv+eCDD/CtZ3F4gDG6kQxhIKTEa69/iu2YODo6Yhi3TCdT1qs1CNx/7T5tO+Htt99lubxSXWfv6ErDs4sLTE68dnKbP37xjJwjWSy+ndRxwFRFBVWOQhrLbOY5Xj7Effm3uLjzCtv1FfLO73Fw8ZTpQQYRbJa9yI5IIIU6qleAnBABZ5W5n4eItXqrpSQoSF0QCeSQ1eo0DthiSSFweDDlw+2Ss3FDO22hBOIQePL4KaU6drWNpy2ZBofJiRwDVBnU/d5mFYajXAfN6+/Kbg9ShMBoMpRyoWtaTucL2hdLQilqGW1UDqUoXny99RhlVYvxSoDKWStD64jTKb0EnGvZpETPdV9aPnIsuwX4seBekVTZ79j1e/s2wUdW775i2EGUpXz0hwqFaAumsYSkrZFoGy6mDX+03XKVhO24YloCP3twm5+KidN+VLta3xCzTjMYriFiQ6ZIAsm10odcdinPbi65QutSSEbd5kIq+LFUQp0hFqOGKknZyqlo8MmSa2JTX61W5TtMRMfVBBMiHmF+PvCTeIZpx9/ZLHmSDMU05GHLN85XZNfgyMjUMEpWiBuj7mtVIllHYaFUVCnL9fNdcKXOzRvviTmxWa3xxRKBAdiQCFIIxrAVwFq6ScdmGOjDqGStbNhIYrAj0o94iqp5FiVcBYCiMrgZQ5aRZHUCZx48jUCxwl1jWIkl+MDGZ541jvePGp62mTBsidKpc15BMx4Se8+A/fKp16zsPqVUdESuYe5Sm2lZF+autbCTI9bHNaGvyPU3ds8/EsR263xHTqs3quzXT9nxYT8S2G62yT6qRKufSEqVF6kz8vswKJpsqPugJUpD0x3h/IjJGalicVIM4XJF2PRIKaqwWH//I6lH1TGgBndPRRpJegZrNb1LjNTHUI/d1BcpRUd6zfmS2VXgp09e52gTeYdEadTG2NQx5Y9+0usjyTeTsY8UANfPY4yfWFx8vLVwE2HZ8R0++sbX+hkiMO8O8O0BL718m8W0ZX5wzDAoib5tWvqhx0+qj47rKD4hYlSQaQIYw9APRAPLMXHnzj1WoWC9Yb1ZEsegicLBgoPjY+azI7arkSwGP5ly6+49Zk83332cn/D4gZKB05dfxhJxVnDek5zjYD6n8Q7vPSllZjGyXC5ppkccnE5pGo8xlnEcCJLAOQ5uTVic3sW7hmxaEGE7bjm68zJt2xJCICA0kznn60DOibZtaY9uqYNTsSr3OT1kvjghhMBxfR8xhqHvcc7hnCOlRIiBSTdlMT/mxdklhwvlGrzcNvzI57/I7Crw6G/9I9KjxzwdVpg+kq0npUhrDdF5YuNoD+fYgzn59JjDEvjCB3/Eo6//OqvlJa+snvClY0/r1Skgi9Ab6FNmG3vGkChYsrE4b4nGIk3Lcr2ijQO2XoptiHsoPpcqyylTRmMJObKgYM/PODl+jdI1/1/a/vzZluy678Q+e8jhTHd69401oYCqQg1EoTASAwWQFCcJkrrltjpsy5JbirYdYTnsH/0H+Fd3hMPREd3hDrVttbolkVJTlChSBCeAIAiSIAmAAApAzVWv6o13vmfIzD0s/7B3nnPufe9VoX5gRlS9e8/Nc07mzr3XWvu7vuu7ONm7RdEG4klHbFoqoxgFITYtEgI+erT3qcuhpJ2biSTN/4FJ9bkC4h1YC/RoQX7oJrFyTaEgOFoXuXPnNic33obxJaQsUa1HqZAMZkjBU7KJHqMV2CR+UklkrBIxrTAJirVaKLXGB8+ddkHQY/pSNhHJOynoocR+wen11yTniJf/7+viVQ6regPTaxAkE9RD2IqEdKStmEHXMdXmqoLbXvFH7ZQ9FAfNlEI7PjnZ5tO+YKtxaF2hBgkmNcEj3iUtCVE5ZZAhS60ImYgZ+t2fJCcaSFKnvijYG1tu2I6RHjDTDlGp2Uq0Bq8Aq3HOpH4gOgmflJJQujoI4zZiY2psVUlBFIWNCXHxRihiYOtwxufMDm8NDd+5+xYzsRyXhkpbqCdpV6xsssgqjVxSz1MEncqznLAUaPEx4oNPde8xIQVRUslccI7T+ZwgAS9NqgqI5DK5jAxkEaVwcpQg8uyKfU6r0QWkcxjVtwlKXqeXcramwKLQGgwlFkVrU1BktKYNgYihwOO14Ue246Udx51Yo9vEmYnisLqELEwVs2PTeXfeBz3r86h3VuuHoFA6pUN7alwS90le0fs1yFavQfj5c5YohFrzrP2fJSY0on9ZLcOF5XHG2a1/Bn3oubZOdN695xI8VFJX1AEKDzevn9BduUyUloCnUhYQusWMou2wEogRTMiIoM5jpMnd9QQXI1ErUAYf07rSIaVjJAuw9emEZJ8UXoO2huA9RjQGKKKH6zd44bkPcfPuPjMP88ITSE3OYlSJXyMpiEsRmFragX5szu/yz1cbvNexqhroEb+znyVKZeEBT+0CF/WEz33yC5jLV4iyQk2SCNkKFVGZP7B+nTEja3HJTUntjbcffmbtmeVJk1MkEvNLMQm8PRU10/gb/Nvf+aP3vLf3FQw8/dyn2ZoMCN4RYtoB9xKLSmUBiSgUZQFkJrw1yHKGyzLHA31e2CyJFJDqjvtoUum8uzZ62cWwh3u01kjUS7is72a4elAsF4IxaRJ/6Omk5qVJrZG1TkujPDql+J3v8g8uf4hFd8rlxQJfgIhGKKi3LzAYTPB1xbyaYP7Oz/PcT32cR1XFF46mSNcyaK9Tu69C9wpIQdsJPmhmC8e8aQgLQbWWrgss5o6283RdRzNvaecNWhX4YGg7S+uEzkUcyaEGmeEtnLaCW9yCb/8Op6++Chiq6SGLO3cxb/2Ah+ICYzQfUoadTlDzGWFxjEPQ9ZBcyL0cG22y1+53zMJy672EBMkMaK0QXbDQEbtZo09aLI4yuJRrJYJJ8hZLQLGXr0XQKjAkMo4Ng6pjMjS4pmG70mydnlDFQINP7Xa9Xl7mKgBQ2WGT4c31fZtaLqzemqr+X9Xv4zizi0t7PxBRSSVXVovYY3Gm5Ja1fNMteEtpDptToOH5yTaflJrtpsUUJbqsEymqc+BD2kEt4eTUO11UyqcvEFxVsNAV88qyrz0HSjhVwiJGmijclY43FnN2bdLBb4OjFZXmk0REK7q2y3M8pRtKmzguF7F8cDTmUVPzQYErp4FBkEzCTc+0EEOMns39I/72hS32N6/wW7MjjrXhh0ZYaE3jfGauRxbisyIotMHT+YALIaUM+qBV5eI5lRylihlxUqmLWuq+rFO/DmsRk7QyokooghXQqkj2JKb2uDEHfAoIXUAXJkHLaolbJdnbfA4qrWudd8NRg1OCV5GdK5cJxw0RwSIgniuXNjg9aFLqT5ul35Qlz+SsoRdWwjLrZYDr56wb875FbT89+5+1XkcDVp+hzer1eO67+6mrlVmev+4g1o97+DXnf1kuEzn3Uv4ebVDB85QueW7nIXayKKDJq8Z4CIsOCoP3Dq8FYyy6LAlaEYwhmEQ21YXBDCqksvjsKLu2g9al8ULhQiK+BgFfFHRG4UzS/ffeE33gohOuHp+io2d++xaDh67QXvepwDE7QZ07vUoOSvqS1tSVdBWArQdv64jBg8Zw/Wet9fL5KXXvWKdnl82sb5GYUNOt7QuEjU2aTPY98zZJZdOq16eW1edGQurgmDc+MSY7bbRJpc45UOg3P6lag4xQQRCFtiWD0dZ97/P88b6CgdOFR2uPVoC2aeHYEp+ZnKJSLtyFvKkIIF2/QPKHqAQ/xxhTPWrMUVWGjbRSxCwOE6NgTAHKEnxcPliteqdPaoQUUzcx8YLKzS6UUilgESHEdjlwxpjcCjbXbQoMguLCR5+jdgbZu0kxm1FYQ4yCr8BcGeOMxkTFfFgwfu5J4pOPMoxjnlJJxMLaS4j5Y7x+m4hDUyC5q5tWFiMVdAodKnxboUKBbwLSQWw1voXQKEKr6eYRtwi4RhEXgbjwhEUkNJrFfMib05avvfZnbHewOL7FxDs+dXWbK36DiS25EoTHtybMXz/GnjSIhqqs03OTzHhVpELYPsKUTJRa7hzWg4GUzxYN5EqIrckmpTcoiYlYlpUPldFLeVpI9bZpl9QxccLnypofvvgNjo6vw+wUrz0X7t7mYtsyDZFCIiY3eclrZblrUn1hcx9cqhwI5tw1fbCeb7Cvhl83fH16IcHZad75mAMhIYuGFNwpDX/aznjZaA4bR4gtzw5G/AxDrswXiHgwI5S1hKYhNA2252UAoAkaOuMJWjGzA64PN/m+jnxvMeX6yQl3xXMELGLaRQuBYC2dUhCOkwHWQtR2WWNOTBoQxhqsslnpLI1/iWfSHrHrA09aw+fHm3wsWh5aREadZ0Vyi4TY8NDBCf+Lq7u80c75puu4qWHv4JAku2pAabwJuXwwrV2xBdiSXnZnGZst/12RuSSv92XJlSn6dyydkgLcUsQHxCaJJul3ecFjygLftjn/nSo1+nRRnx7R+TUtq9eMQIHh9O4Bqhgm6p8EkMCgjsCUvrWtxJ50lnPffXAgqxLTJc9jzRGsQ8tFbtG+/np/3K8r4/rvZ19d/vUM7B4zMnD+M8//zNp71nPZ6zDBPWsi/9log1GKK8FwAZPQLmMgFOjgCd0UGQinXjG/fIFbBloCpq5ZICxEaEToUDTG0CI0eGauo3EOL8I0OJxEnKQS9dZ7WueYq5RC6oi4GPEhtZ3+XDXk/zS+wGXvGU5bQttRX9zC3T6g17uRxHAl6CQbrWWFuqwc+FneQP+87scnOD9O/c+9b0lz5d70g6ymNtqYJDIWEgpie10J1ZM1U6Du8WiTA8j+mSuVekuQ01EojFqlnaL4tJnNRNdk7RQxI7v9WojKEn5M1ON9BQOjjQmDYUVmhC1FagRZioVorVNpiTKrKKc31NCH8csbSLu3ng+9Gsm+iQlKpfK6bEOK5epI8r59e9X8YrqG/KtdG4P1h5WsfrH8zjJE/OPXOHj7LTaqTbr2FOUixkVUkbuWxYYYW8QbTu9ch8UjaKWw2uF0A/YUZEYsjojFPJGgFAkKQ2VFM8FIhuJzK9R0JGa+zU1hJjF15StjiYpFhn9G+DBEu8/w6fglfmG+w+w0otwU286oFi32+BT91k2af/c7FPtTqq2LhNOAn58kPfGciJPcDlkZvcxHqlT6sCxtkr6Fa15IQWLKM6IZa81WMFgnSMxpBJWrFGKG7CXXAOfXtXhGreMXqLHddf7s5g9xOKoCdrpAIS1tRpf83C0DgDNEwczdihkWS5t5Wc6tMxoDeRdHDyaQ44ilA8sRt2S4Hg067U4Oq4rvRM+r1jDzHunmXNGRLxabXD1tKSTgqwK9MYLWEbsOlQWzUhyS+k10VnEyHPLKwPI1v+APptd5o2uZI3RaJRgcg0EnlT3dEXRS/lNWo0ntU5OjS5K9SfkttX1udVKNLGIKdJ0CVxjmtuB6aPnm4g6fxvK3R9s8awy7nVD5nhMv6NDx2N0j/sHVq9y58zovI7gyGSyvwas0e/vVmQKsdKSpsEJmpEcC+nXc4zFqbU2vBQDr9LJl++j8nhXHXMAWSSBIa3zbpC6dkImZ6dOS8UvOX6sUSFqBAYqBKOoQMUYwojDWgPHM3TE7l7eQ23dXuzzVm9QcXJBQI0iNc1a8gZWDWHckcr85ew6a7o9l2WVvAaTH0+7v2Jdluw+w6/d1Zue/W84GL8u8fR+saZ3ST7WirEqK1hFUasoVokF8l0o9Fdzd3OCXT0/4w70DDmOgizE5cp1Ek6LErMTJkkiaHFQqrcVoQsyIY47xl/efyY1apcDkK4sTHh8M+U/UgKuxpL19yDPPfpDf3z9gFhWl0niTnKZRac6ptaDpQQFYjxicDwYeFGStP0utFSojNfcEfgChQ4Cm7RBtc/ms5LWhCDERxbVWyfaubWZyxwq0UYSQgnitl3qpOViVJULV+0ohd6QkNetCm9w4z/PjHO+vUdHyTvWy77RaGtUEWwTSaz7rjau8mPoxTeVeihjC2ppKNew+ri46DXz6uV+AqwXU33zMuwhJOao1GLhXmJO1z+thYpXfm5rtCK0SyqeuYatPM73xDndvvkO8dRdzeIoRw6gTau8IdSBaw+zNV3mk/RiOAViLqiqkLVHF46j2A9hwB+hQ2qFS9xmiDklaU7sk0pG19NOtJZa92ET48jkCbGKK9UATZZvYfYSR/jB6eplhMaLesih9FeUdJjqKwyNufP3bTA7nlK3DFpry6kWaqUF1Tfq+uBzBPMYaYyzKkMq/8vOKPWoZJclIFwWjuuID21t87uIWlxcL6teuE3XERU0leumsk2BNvu/gCBKwUTBasX26z18fljxnhWM8ylhedzNulAYJmohm4dL5q0e9muwx/y6KTDdKRr6v+AjknR2Jza/yCEZyeRsprxl0vk9S9zGvNUFrToqKV1TgLWNwWuOm++zg+cJwi2uzDhQEW1DtbKfPWizQ3mW/mJ2ogcZqbm2M+G3j+PWTfV5bNCyIqfWpytK0WtBWEhNfwIZUoidGg080q84IaHLjokRtE/oUR8xVMBqfyYcNkUYnHf25HvI7ruWHi9t8qdzib5YbXJs2lFFTeRANw2bGT9wN/GcXrvH/ObjOXaPxRic+AmBizjOvraXe3bNuwPuVLAlShtXuvZ9vfR6+DwdWa50zAf2S41GUSAhE54gZ2UhrOq7entEdTYpNTMxOXZEbUKX/PAGvyOK3QutazGiyMvDLPYtasy9rWNnSKdzrdO8H1a+nAx50rKcGVkjH2c/q0wH3O94r4Dh/tfees7KJ6UmmVJwyGlcUuC5J7hYxoHyg61rQlpOy5vdx/POj2xwoi7YKdJH4RUajrcUojRFZppOVQHApzRQl223DUmdDAK0yf4d0WVHSGj9Qln9zepfHLj3BSBSTEHn07j4/fekKX9k/RtoWb1K5+rrtf/B9p6NPKz+odPnd3nseGVgf0vxGlFLUgxE+JojfRbcadvoKNdDB0BcIr6+NqCJ9zjyurQ9Eg5jl2lteEwLKJUnnZbr3wfdw/nh/LYwDqamHSsQcoxMBRPLCCd4v1eeieO57DZLK8/pOWssBUImxvvx17S065RKWNbr94kxQb071urh0Gkr1EWLv+Mk7lLwjJ+t19y+L0HqFevRDlI89yYUYsV3H3evXGSrFn/3736Z7422MX7AIR7jfPWby5nXK4RXK4QA9EAY7lnL7NnZzm2pUMtksqMeCKQKmAGMjVneoIoL1iHVgA6mXcYshghKMSq4LMvStTxGlcaGi1J+A9jlCHBC0x+uA9gVVhLLx3Pm1/4D+vd9lMp2hu4APCm8EY8JSBSx97rpYjOCCQ0eVUgHZzmpbJhlRlRqu+BBwpzMe8pFtM2Sj7bg0a7DRITFJOadeCznQyAGiCSlI1NEQosHryGTRMBYIRcmJ61iMBtzCY0NEizDzbukc+rklpBaikeQQg2SHuPZzIrflgCCZF1LZWMpPpvuWTG5LkscBQ4umUxqnDIcEjnVFbUfMj+5Q4/jEeMJzTlORu5ptTLBlgdw5gMUitXkmsfy9MUwryw/GNf9yccDX5kfcMKnRjI4KRVIZVCQnVWCJ/bzXSZQmakWtNGDApkZQStSyQgGVqwfyXHEq4nViw5sgdBJQRuF8QatrToxmNjtmPoD/dFzxyCwZZysKa4RN1/LTYYcfDHb53eaEeaHRCKbP/ffzhpySoTdZa4S01WlLZ34eEVy5Pr10AEje5StZOcT+TTFtlebzOVYkt7btvzl/vyIbP5LgUf+1CrxORMdWhMZEnBKsJPlgg8HEXjhmdR9nApz82dlwLW9ptbNZuz/W7nttB55OP+uY+lz/mZz1AxTz1o8fB3E4s1Nd21D1d3nmXFZ2QK2VGYoyRF0g0aNiLgFsppQuclLWfHs04lfeeoWZrTB1DSpgrcFoRVFYCmsZjyZsbu6AthyenrBYNMlGZG0V5zpm0ylNs1g9b3QmaWZHmaOCGDXXQ8svH73DB3c/yIdiw8X9Az518VFetBWtMYTCEKTvMKhYDcGDSYMPQgbe6zmszll93hluQf6bQlGVBRITcVRZuzZz8xPIaO1abLucRylFlVx0n55IZ0t+TnLPU9UUZ8ZTY3KF1nsf7w8ZULLsVIYIhB4WzhGMipj8iYq1FqD9JSuyqESkr3FdX4Qodc+EBZImvCRN6RjXmtUsH8AaitCjB/2iXnvIWulclnPuwQsYSTnemVV4LNYW2Gc/jOs69jcvcLrpuLwx4aWXvs0VJcjLr1PKGyymR1w/uMNiMuKVkyPmuqGsIpvjisnIUpawsTGkHlpGE83GRslwqKlHFcONgsFGwWAMo3HJcGQwhaeoBFsKqnIY65OmS3yMSj+DkjGgaLQFn5p+iHFwcJfFn/4xF02DLRUmgtiYdP6NJIJcSOSaYA2+c5RaEYioYYlWFSoaYtBIANXFVBvsmpQmAawSLnanqOYVLGAdpEY+5L7pSTGxU8lpFjG1bRVyyiQLEXlliBo6CcyN5bRxxMowjy23naUjMeV7UZqQdwhexbVmL5mFL0I0iTDWE8+Mzs2XvM/SpDFzU1aVCREhKoMzA0615o7xbI82EaexhaFZ7FGFE57b2OBjMmbULlDa0m0MKXa38PtHmNkipa+MwiE45ZkNKv50Y8R/e3CTb/kFrVZJGlWlnVAqUc0pDqALLjkxpUDnlqkBxCa3V+Q0meToIYSQiURp7sYc5JmYG/EohcoGRLQQlEO05s1Byb/yM7zz/OflBo/hsT5iAtTRc3Vvn79z9SIvuTmvhA4jGmxJVGFlnFil5DQKdW4dpYW5LEGgh+HUudMg9bCI9IRhnXfTiS+klUab1B9eomI4GuCbJtfDkdIqsoY2kpATVEpXllnxr1QGKylto5RJqnrB4KqCu9NUpSHKEGNCiMyZK8/Eth6SWt9YsIJmzxxnnHBvkM5ubNaduV63T+uSvWv//ji71PvxF5bft/a9cd0WskSle84ZSgxCwYkp8XUJRwtUgNaBlgIxgTuDAf/+6IA3bElhC3SpsXZAXVm8a7l29SpPP/UsVVXz3e9/n4P9O/ggiE/tk9EWEUVVGiZXN5jPp+zt7aXKqTV5JqX6vDpEkwSmvuPm/Opsj3+0u81FF3j48IirJbyMIMFDtjXr+gYPQlXuN4bvVVlwPyGj9deXacIel1TC6d27uOmM4tLlhPj1Pm756GUt4OzjzHsRHGPXZJvvdw1LNCvZEXpUIfZP+b2P9xUMrAYjrY4+50qGd3rYeVk9cJ8xVbrvKKWW0G8f3fTG7D7fvPxJa33fqPhMvi7BA/mT9RmoRNbGZvUZgjaaQlKHNEXK5VilaPc9k2oXNoXCKkamZkcVbDQLrBamIhyLReyEg27GcaGIc49MI0aHpCJYdPjYEGJHQWBghXFdJEeNwhZAJoSUlaWqCqqqZDQsGdea0TBSFa8zrP4d49FfYO0GphgwHE4YmYJybLG399BHx4yqEkXAVhqNT+ADqWwnxITshLbDi1AVBuUNkUjnW3RP0FOCGEElf5CrPhRoTSGChA7vPU2vGEY2lErTAqeDimOraLNeeKsSYhBUqlVvJOAE5hr2Y4MTzV6EWFT8EM8gV6OkoC6VlyVov2/ykpnoJKY+Ga4Tk0VWQiR03dKFoU1KKEUw2qb/VLFMD8yBmdZMbEUJKB1wfsqzozFfZMzmoiEWBnNxh+H2BmrW4I6SOEjEEgVcUXBcb/CNjYL/ev9NXgwOrzWpJ8u6R1hbP2enNl27tlPJeUSVUTit03ozyqSGO8uUzr07z7M/p7UQjOZAwW92M4ZK8/frCdvNgsqnSvOB8zx+NONvbF/mn++9ybQsaUKHWJUQpKWj62+lxwfy2us3lqzKPMnBw4orsHpnQgNSE+8ko6wpbIGpk9FLgkKpFa+uNaaqWByfZu5LZiVkdCEp1ZG1GlL+uJAEUxM8EyVcDsLQKwgFRSzYf9MxH7aI2OUOX9au/MwGY2Uwzjir8466Tw2c4RAo7un9sV4R1Y/tg5zMex0PIibmWziDRNg1YR0tq/FTElEqpVqdUrxzekhzeRNXwmDeUpwsiFazXw/4ion8+XRKOR7jtDAuC4pBxXg85LOf+yzPP/8CX/7y7/L1b/xpqtLQOmmXmZS6gr40M21QqmrAtWsPs7d3l67r7ncL4IVoDYfB8xsHt3hqc8IvVkOi8hhMmkcq2QWQVNGiV0/y/VYNhLWGROdTPvfjiJx/Xa3N/xgCivSsXexhf868/95g+ezf16/vQUJrK0JojlpVP/fUPfPvQcf75AyopTGQHJn317sqGUwXGnsDcc/FZuZ0lq1dSnuSBlHW0gCr9+Z3Sv4lvTXlbPr7zBOhZwT3AUq+alaLW90zoCnXHClyCkRCREUYeKF57W2em8PiOCI0XNu+yhUVmXiIOnIYYVBFftil7++URWtLNIJXGq0MwVhQAXIjGgcctaDKJNtcNIJ3LlVRiBB9JMY5Wp0mERnAmBN8uI3Sip3hkA1bU1UD8B7nFtRty6ZzPKIMH6xqCrdgpIQ6CJZEhEqEl2QQTFmwIxpDgSoVSnkqKyjvl3k+TYK2RRQuBLpcOuo7txznXpwlaMOpgVsDzZ+2B7zReho0xpZ0pA6JAcFJKkvTGboaaOEJM6E57RhZw9vKp5x1Sopn1cf0XHtKAksnkOddnvuojAqIpAZAKgkhWW0TS9oYIuCVwagKpRL2MLAarw1b1YRKt5wc3OBZKj6vR2y1Lb4IyPYG5SMX8Cdz1O0DbBfwOV8tAqdVyVe3Kv67W2/xo+BxpVm2OF0thQx/5kmt7pnjq1219ysD1onDmHT9fRlvMpx9ULwOB68bid5zp7F2WnF9WPMf5jMeL0p+tlAYYlIy9IFLp8f89cku363GfD22uQ6d1SI/s2bWdp3r36zI63l9Hfabh9V6g0z4MpayqPImIZ25WCw4OTlJCIFIKrvyPpVt5i/UiiW5sf8v7exVJmEKHscOkRfKTa450Lkr308y4mKEF2PB92K7JMn2z2hp41jZifPG+H5lfeslbGedw+o4X9r2XsZ9/Xgv6Pqev6dd0Jnvyx+e1m5eR8SAipJK+SSiO8fixi20j7jZFCSwKGu+tzni3956h7vDEVrDxnhEpeHTn/0UP/vXf5aoDP/sn/9PvPjDV6iqIcFHQudzGbdJDdogichJst/aWEQiF3evcHfvNs519FU+/WGUQRlwhfC2NvzLt9/mA49/iO0Ey6X7XiuJFpI0+nuN24OCrXU1wvud927VB7AWPNJvTlNAH806KiBn5scyUL7PWvtxeSTSf06felAp5WjXuCnvdrzPYCB9XVxqHWcVpqVzXk1s06tznb8pRW+5MzyYoVuRMxHMjzMo58+7X8TG+ah7bVEv64LRoEuU1ZRdwLYd6niOPjhm55UXWfzli1yYRSg1YaTYrgoqLQTfMQqKh3cfYtsH3plNeccI8xBpteALQyeCtgU+OgIKokrRGgbfKSKRJjiUsknHH0gtXZPFS8S31E0sXb7lroajdoFv56ke3DsInnHUSD3iUjGi1oo2dlAoojLExnN8vMANBuz5DiNw7WgBwdHg8K5lojTaezwewqo8BVSG7HPuXfoc/jqZTTN1irfDjDdqw21T48RSVwXa5HRSDCgxGECLofSGYddxcjJHo9inQdNhJTlvJX270fT8kmM3yYnoVO5lMllOoTBGURqN8p5ChFIZitgHmkJqxZuMkIkBrQQfPd4OCcOKclQw2D/k2mDIx1XNaD6jM4FqMsZeu5Tg+v0T9HyR8nlZ0fGo0nxrp+C/ufMaP4iJ4S8xEPPCOOs41fK38w7lvGNfTVuV0wMZJs+BQeI99FP6AY5CVjtDlCaI5q1K+LX5AU/UF3nKaeqcax8Ex0N3jvj5Ry7zvYO3UronslY1cH5trZC4FUFX1ncI6Y516gPPMkWnMFkUzFhL6vxHJvQmcrHWmsJYDIrgUimaVnmXGXMDqD4gkCRAlILetE6MilR4nqkGfEpXjBczvI5EadhpBbTles+8VgZjM/ksm2VZe0b3szHrNqnfwKz3IEjzYwmJnHvGq59/XHLX+bz3+mv97+s6B8vhX0l2nrkPI9CnM5Q2qIzoGK2oF56tmUcvGpzzSFHw+mTIL+/d4EZVEqylmhg++OgjPP3hJ/ipz3+G1kf+f//sf+CV196gLCt8SKiOZNTHGE1ZpgZwMW8qjDF457G2IMbI7s4ud+7cwge/RDXS/ZBy39qCt7zqPH90ss8vXby0tO89GL3OG7vf+J33K/cLwtbH8d3RGfWAnyWPbUpNG5vWq+g+OF+bY+eey/lrXL+O/vX7kVNXvm91OUppjAN9zyAAAQAASURBVFqXpH73431XE6TGHiV9PJPGLd6zYM7DLkvlpjWYtL/4Hrpf392sX36UPnhgCeflb1pdVzYC/YJeva7OQjv3zZ8IIZNb4uu3GFzfozyZs3jnBs0f/QHz2Yzb45rOacpZwWlXYYJGxwoTHMX0lC3f8Z9ujjnWimmEuVbMtaJD4SMsYscUjwuBNgqNRBoEpwyhLpNam+pz35EgEH2Jo0na7zESoyN4kGggCqEPEUwuXfGexzbHPGELqq5BeU3bBVptcEWFt0I3uYDrZjStJ1SbEAMLOnwRsJjEGpaIimk8vGvx3tGFjijSCyUnjXkJmaxHDhXSgt3qLGYywJVVkpXNIjY6KkyMFDGVrJUhcKH11CJYDJiCARrJkDGANRqjVWaKC4SI1Umukxjp2gatDUVRoBGs99gQUF1HSW4PLYlYpEVWJDYNDkWjDJtbu/hCcXFS8PhBwcOiGfiORSkMnnwCYyzF7g7Nq9cxh6foXlVNUgXCjd0J/+L4Jm83AaMMTRmXX9Ib5LNGaG1uL4lBmY63lrrKENzy7wDOOWKMyZGurY13P/L7JfEWZtrwvdLwG67lQr3D1ekCpZJS3qh1PDv3fLwY8vuLKa3uUcBzxlVY9rVYrkmVhYDUOs1PIORdoErPElRCvFzAu5A7GCc+i9Ka0WDIY48+RlVVFNbiupbDvX1u37xJWVhszAJUMS417iOaIBEdPGVQDIPnSWv5TDXi2qxDS/oeFTQ6GgauwIQKcvXT+hinW7n/mJ6vWZd167t+3ns6krWxfJdzV7noexGE+0HZvTNbJxHe83359T4sVap3jD3amhQsVQRjaw5HA36nnfKd0OHGFUOt+aUv/jQ7k4pPf+JjtD7wq7/667z2ypsYWzJvOsqiRCHE6LHWoAjEIBSFpYsRYzQx+qQaq1imKba2tjg4ODhzr1FFCpV4M5ZAVxhuxIjoElRcXrvKSLMsU9Xvjq6cJ2Te71m82wb0QWkGenR7bbefnku/llfO7n6BwP3SD+fTFfe9poz2pI+OqXWxaCT8ePPwfQUDtkhtK2PwOQJZ7WR6xa3VTuUcUmDM2gIKLKuXMzIgZ6OB9WW5gj/6SLb/i9KrE/vP6KPE5e6EFU67VvN85lCg8Iwksvetb7Pxxj62bVHNjKEdM9zdxoWWpm3Zdy13whzdBloJTAuhrU0qE1sESm0o64pJVbCtFQMLlY+UZpJK4SSx3TtJiEArSaJo0TmmXYeIoRWhi5FpjDRAi8UZgzeaqAu86OTYjaBCpJMAAT6yMeJnN3Z5pmuxyqHFEA2JUa0jtzbG7AVBLSJVNeISBq8Ve8Ez6xyVE4wYvLG5Z0FElwXROk7nx0lVTOkUFKgEt6cGNqnznohiIELtHBunEa/mxJi6zwVJYYOFJCwkUAJ17BI3wVpG5YCJLeiUJPZxDDSuRSQk2V00ViXGvTKJJFhqhXiHuMS5qKzBBo+JkVKlpjEqa8brHmlQ4MUQjWVza4dJUXNtPOTywnOha5kohXNzdFUiommvXEb7SHtrn0kX0CRWf2cUNzdLfsOf8senCxZ6gFOeqCKrSpk0LutlautTcMmB4Xyg2lfe9041Gw8kw64678TzGjm7fM59k+onOSG0lNpwVFZ8edbwgcLxS7Vm0kERUknhxcMpP3P1An92csqhzrLH54ykzrJxZ+HOvK+WXJefV28v6WuK4kxttCwDnlypoBM5tCsKZodHBJUIfM51FMby0eefRyEYbVPgIQI+UETBz+fM9u9g5jOKkwXXlOEL9Q6PzhaUwaMkkdAQRRkiVQipx8Jy/bN0kGeMCmcdxHnnvHrG98/798/4fse7pRzW3/sgNvz6bnc9RXH+mtfvZfXTamat/0GRWOoKwTihMSXfHWn+4809FlsjWlnw05/8KXbrAU998DHqquQrv/9HfPs736coBsyblsoWIIEit2u2GnxwBBEUFpGQhL7QmU2f7HiMkdFoRNu2zOfzfB8QTUC0TYqFpacQw9xHgrYoccuZ3jvaXhiqf47nnfa6X/px0j/3CxjOj/WZ35cTKgXrvXIgksmNaqWPss5H6b/rQcHIu/JD+kfao0FJaCCtqx8vFnh/wYB3Ed+FVWtZWCr8xBjPRKS9zHC699VNaPSZRiqrwc88g36b0Ud7sJSW7EHWZcQoYanIpXT+zLzz6CPeGHvoIZ9zT0SfHogoi9aenaHh5I3vsxUUJhrKD1yjthXj0yllF1KfbYEYDdMycPMDV3noH/xvmBWaxeEJp/t3OT06YH5yHdf+KbPmDvunim5uWczmhFkgTANlqClVTaEUJngmtebCsKRWllJMkk31HqW2iWKIGboPLrLwPil0KU000IaIjoGnY80T0znD4DA+Yh1olzgaXQxsSMkTpeWj451EClSK07pg0QlBG7qmpQueJkbmXZKddXg6CVQScBIJ+FS3LxpHCjSCysx4lUr7qigMvMdLQo48yaj7XFNciqKQVFajlGI8HFKVNQWa1nfsu462dWmcdaQAahGCtkm61icH7wUMhkJShz7dFyZnFRMlCf6MORC0CNYYughdUTEYjnhu+wJ675jJUYNdNBSXNjk+aalFmFzYwm9sYK5eovnGtyhOF5gYgJSXPhkqvrZV8KtvvsWpNcxtwIeYyymTNoM2JUU1SP3dq4LSGkqd5LHLwjAa1GxuTBgMa4aTCT54ptMpJydT3nnnHfYPDvE+JJ5NlOU8b4OjLivuW+ucZ3W/DljuejNqFhQNwpu18DvdAS9UV6n9AkLAaBi5lucXgWet5fbp/vKTDCqX8SVRHwuUKEoUBVCqJJ5klaLShoExDJRmoAyFsliTlAtTf4yIV4FRXVMEmJtAR2QuERcVSjTH0vJ2bLhpFY88+QyoCq0CQWuULSnrQU4/QBGFrQuXKY4OMK+8zGeU5ZmuYRI8QfprT8TYFK94RIesZ8/S/iS58jUdg2SkVr+uby5W4U/vjZKdeYAzOf9z7+h7e/Qg+P9+x3mI+34EM5Vw6vSaUrnyq7+NHGJKb1NXY1NGQSR13FzUlj9vF5xMhogxPLp7iY88/SHwkbIc8Nrbd/mdr/0xdrDBfLZI5E5xWA0SfOqcGQJGpdRQjAGrderRkMszhsNBcv6S0mGj8YjZYopSJpEBSSXBFs1wOGDDFLStIDoJTGmlQOdy27w7Pjt2K7t/vmnRj8PNeK/nkXxYP669z8p6IhJz2XXvqmQJ+vW+cdXW+uz3nQ9W3hNpOh9PqvR9Wj3IRpw93l8L4/kMJCZ9gbxzibkw/YwWN3nXzsrZnxngJSTVw6QsIdL+ptdhrz4oIEMl/U5K6RXh6kyVwQMeXiLmreQk+/MV5LImYWYVW49epH3xNTZ8yeLObXj+CfRoiFw/wJ2eUBlLJQaLohkPGH/oYcywZgPNFRQqROryZRr1DmKPiaJQYQh+A99qwtzSzQ3tTGhmkcWp4XTfszhq8SeexdEcf9rgTiKLqcc3Be2pI7aeUgW2igETUzFyQoEwNoaJKbAiHM0XNFpRRYPxgvbJ6RMDetGgTjsqRYJYC82FRy/T7p0waiKlz2kKrfCi6VSSB11oaIqajpB+jpEmBOYS6AAHLEiBV4yCQ5AgdKT39wuhQ3AxUCpDBegIWoRhEJx3zGNk7gOhldTKWSmMJGa4xWCDBhWxpaVSKW8c0EuHqLQlakXnPInlkJxVr35mUcuOiqOy5vlrj7Fx+4R65tC0IIG9/QOOfMsj4wnd1UvIs08Q53PaGzfZ0Pm7RHBa8cbmkN86uMOB1njJzVKMYVgPGAwqdGEpigHGFlRlgS4UpTU8/vDDPPXkEzz66MM89NA1hsMBIQZaFzk4OKRtW2azBTFG5vMFt27f4ZVXXuWll17izp07hBCwSuNcIhbGGN9T5KZPzymV+gKgNJ0SXnaOb4Y5u1ax5dOaqUJk52jK3928wEUXqbRhbDQFQqE1A1NQi1CIUKGoBGpRVCTxqTImBMcqhclojBIgKqwkyViU4LaHVHWFfus20WiiTY2LBIuIodHbvHV5yFcGkVeKinnuEmfLkmI4pipr2i7gXEi7TjuArR0uPfEk27cPMLfu4HWkpAC/auGN1nkDtV7f0O/gk3zVGdQ3xHPjeK/D+HGP+8H8/ev3+8zzyEB/7oN2kOc/p+9LcTaPvsKa1FreVamEzJj8kmjBW8U8JvKvAX72Cz/N0cEhH/3o84ix/MZv/S6zRYtRFh89RgkxOIqqRIiJx1OWKX1rFF3rCcGv9acJLOYzYpCkP2MUZVUxHk+Ync4S6VASH2R7a4trly8w1obijZtrWIdaojsrFP7+AdmDpIl/3ON+qMJygFldw5LIJ6RuryEsG1096DPP/3z+nPcOXHq+UQ47VNJS8edQowcd7ysY0FpjC5s6IsVksPvBDRkZ6B+EZGOscm53PYeljF7Bcpnc0MvgotRSerMnqqX8G1k/vFcuFB70LPuXH5TvMbl18HKAJe1YF8GjP/gB9mdTBgLNX76CfnOfxp1SFQUsHMeuI5YWRWQ+Vxy8fR350UtUFy5hBwMYVhRFlaQXCoPoFq1PEBuxtUaNhPKiokIY5gVWeA3KEsWipUSHgugHNOEiLH4G032a+ekIv4DFdEZz2nJycog/2sN/+/vc/cNvctgu8DFF4CIpT69iUgOzVqNNgDoFBrW1jKJmB83gzeuMAgyiTjtDn/QEBqSaRNHgYkBEgTGEAAFDVGXuba8Sv0EnC+IAr3rZUaHRSTZXgE4LQSdUoIgKCQqrLHMdedXPeasw3Oo65iTRoMIoLJIqD8RkKDxSFSUjYhKQUYAq6BW3dN7dkbkCSfYzpwky73wyHPHsh59m8+6U6nBGFSUpRCLs2JLhsMCbIfbDT1E+8xSzf/YrVKdTJGo8CmUVR6Oa31Oeb85OmVmL1gVbwxG6sFhrKKsSbSzWGMrCsL015vnnn+WF5z/CI9euYm3Bnf09/uLbf8EPf/Qjbty6xXzaEEKCfEPoG9Fo6rJmY2ODL3zup5gv5rx9/W3eePNNDo4Ok1zxWhOvfo4/0FmpJBykRaOk4LYRfmtxyPODLba8RrzDENlqHJ+zBc/aHQoRhl4S7wO1bIutY1jHH+hlp20k6zj0KmopGCiCSoRApYla01QFdELdekxM4582p5qgUvvo3Ss7TIcFt13LoqwRY6jHY0YbWzStx0skYLBVxc/8wheQboa/+QY3fuf3efTolK3ZKUMykyjvKqRHHdXKyPZ2oMda7zHQ9zE2543z+dLCdyM+3/NY7uO87oti3mdz9W6BwXIX2j/8tXNSq4cVYqRYAr3pcxPAluSEiTz5xIe4sLONREdRVrx5/SYvv/wKw+GY46PjtN5CQCSkjq9lidaauq65cvUyRWE5OT7mnXfeScREFMrYVMFgNMYWhJjK+kbDEd1iwaiuuXRxl7osuHX7LjpEyrJKQZlWCQm8ZyxXaPT57fKDnO2DUjEPOufs0eMB2fdIvx/N5OE+GPgxiXz3u9Z3Cxwf1KL5x0IT1o73FQworZYCQMpoLLkZUPrrmRy+yheZ++JlP58W45I0dW533pcW9gPY/82tt/3MkJdSq4ZEJnc9lPz3EJKRMsYs82nrBIy+nrUPCrROMppRl5hHPkA3GnNnNKbrHC8cHlK8douh08wQrBWO8LykI19rZpwcHDD7v76EKWv0sGQ4nrA1rrl62XD1kbts726wuVUznFSMtgYMRppq6CmHnrLyiG4IlcNHh7Hg4xylPaY0KH+RgX2W0D7LaEMjUrCtLOI8wTjU66+x9ycvsrlxkcp3EFL7WB99IvfFRF7sotB4R6sjrUqLzUjEdsLYp2Y3McvaatXXICf4VUWhFIOWRPpKbXjT5FdZOSflsT1epbazDoUJkUopok87aa0U0ahcVigUkrQPiBFXaLYnW5y4GdMQmBcVgqIWYUNS34MARN1xURmeFIN1HTELEwXJJEatQCIqpKoBHdNMNKIoxVDrgmo8YefqNS46obt7SKkUonziFZicvjhumF7bZvQzX2Tx6uvoV99h5FIw6hUsrOXF7SG/uf8Op4Mhqi6pVIFRlrKqUYXCFpZBNWBjMuQTH/8on/3MJ9nd2QYRvv2t7/D1r3+Dt95+m9YFVC57ZLl4FdrYRDgisev37txFo7h79y7GGD7+wgt4iXz3xe8zm06Xc/pBBqtfe3mlYjEUIdLZkpdsy59Jw2NmzCR6iGBjYNTMqcZDuugo5y3WJ0VJwST1S7IgeHYYqCS+tEhNAhLvJO/CtbHMxOCj0FYW0ZZyc4O2aSiHJUWIRITKeawCHQLQYKZHfHB0kQsucFB5pB7x8GOPY4qSt956J6tKJjTI1AO2L13g03/zF/gX3/tL7t45ZGc6J9WpJiGiZVOr3mHkzYvWKnfAW43XyqmvkM57xvRBY73274MM8roC3v2QnfuhBe9GKDz/nncLCkWSqFKPDKyfZvPaDzESROhioCgMX/qlX+DGjTd59tlnODo+5bd/7ytU9ZCmS3LcIoGiTNB+XdVMJiN+8Rd/kQ8/9SSnJyfMZzOUSvb3L//yu3zjT/6EmKuXhqMxSOKDNG2H0Yann3qSQWUxIlzc2aGdL1AxKdtKRuOEvqIo+4sc8D+Q2HkOwb7fmN9vrB50bp/iXm1BSfdhzAqxVJkTs56meYBzf9B3vVsZ6uo1IQQFfZpr6Vd/vON9IgMGbXTO4ScXX1m7nEl9AJC6NCX0AAUxxNRNMMQco6ezRWJeEPlyz+XTVvFWfzuSWhqn+8zszNRRL709sy7XnTxQluWZBbo+sCJJGCK0DmMNPij2o8U98jgfeuhR5Nf/LYObhxRNQ7Vo2AmRre0x5cWr/O7pbV6PkXk7xXYtcuII0YBaoFUDIdXvWuOoLJRWGA4Uw4FmNLJsbtaMhpYLWyWbuwM2dgo2Llg2NgzDYUk9fIrOaLS5ja4KrN1EG02tFdLNeOtXfpONV99mHD1ViKiQnG16HprEl1KpFWZRorNKXxcdda3wfo4pSgov6CD0Ld+S7lBqrCGapMSkFRiFzT+LVokZlPXIE7Rqcbsb2A8+zOI7P8LsT9HOUXYhfT5pp5FaEUca67HVENO2bDUd1zY2CJ3ntDC4eogJARaeovNoabkmkc8Nt3mo9Wgpcfk6ezMqOTDRpOY+UaeOilpBmTUPQjFke7hB9+ZNahdzyVoWv7EGJxGJGtndJI5K9n73K1yYLZKcsnikrLi7uclvuTnXtaCKEqxBK0tV1phCU9SW0WjAR597jp/7uZ9ha2uDrmn5kz/5M77ylT/g5s3b2NyNU6kkF+ragCiPcy6V65LRMBGamLgqd/b3CBJxLvDam2+gjeHJJ57Ae8+LL75I27bvsRNQS2EykYhB4QVOCsvvNXNeqDd4JipqlTQBolJ0taXevYh7+wb702NMbfESaQYDOhJapMoSCkM0mnI8gXqIHQ7QowF6MsIMB5jhAMYTGA2xW2NMUVDt7FB3nm5vD3cyxx0f097aQ44Oid95ie27d5DFjHGzwcBECIHN0YS//sWf5et/+k2CzyV9KuIl8uff/ibDqmJ+cMBRPeRWZXnSlrShpYgZw1AsS7x6m9rbGK2SiJVKIhdnnO75cf1xdvvn3/sgp3/+897Nib/b9y65VGt6AksEloTSLi1p/5r0xcEAKpuAfJZWYDQ+CJ/97Gewuvcxmul8wds3blIPN2lOD4nBo1UqJxyPJzzyyKP84//yH3FyfMTrr72WSm1DXyAdefaZD3P12jV+7d//OvO2YbGYMagHBJ8rDDKyR3Q5SBB2tzdxrqXzjmFp8Cqjz/2GUmn6Xi5a9WP/wOG6L5pyv2ex/vr9HfHqexTZd8W8GQ0B5xzKe8SsUj7rn3tvSei9c239v56fd/6c1Wf1aQKFUgb/ANGl88f7RAaSgw0SVuWrOTKSXl1JaUxh0Frhfcppeu8REWxRLDXr+5teTx+sqTKehT5kFc2l2KN37NBDeg+Kotf/7aPCdTgvvddgSkvUjiIIW3HIbD5nsXfEyEWUtoTZIuW2YyAsGja1sLO1iT89xpWGSo0oY8BZwesCrXZSjOotSi1wMdLEyImPyJHj9M0jXLuXWNYk3sRwUFMqwUqkMgpbfJ+q+o9U5YRRtclkMGQ8KtkYbrBtDZuvvsnDocPYwATNQCkMQkmgjAHbBQpRlNrmUqGE+0mX1AaLEHIjmiyOY7IBVCDRpUmu0nMnky991ChlUTopfwmCSCRqUFZTmYLFoqU2BYOiRA0KxEdoOsTlRlShrxO3zLuOgfcMRSBEbnRzTkcTnvnoR/BRGLqO5sUf8PhRxxcG2zweArVvEfGEmHqBA0u54z49oCRJ0yr6XhoKFyIyqFCdo5o6TEjO0JJypVJVmMZzakA//BDHX/59Bi++Qu1SiNFYYVbBj8YVX7l9HTcqQMOgqtAYoopsjEeUdcnf+dIv8tlPvUDbddy9fYNf/uVf5fU3biBolLF0IeC6BTGXWRZFQRcCPniUStU2aX6CEBCJdKfH9AqfxhgqXXH79m3KsuRTn/oUr7zyCnfv3r2HWb50RqiElijBm0ibceFOaV6xBX9iWj5QaKpGEGUovcUdzQgCtt7AfPqjlJ/9BMPJNuOdLRiPsIMBxWiI3RxjihK0wVRDxOjUu94WSaLatTjnGQyGeKOZn0xxo0HihMwWaIlUREzboNwM/t0fcvJf/zdsaoPtArYSUIKxhv39Q/Zu7+XnHNNclcCdt15DguL6D15CT/e5pB2ftoZhTPjkUmQnl6r2JZBLm5OD1PVUgfQOdQ0x+HGOB0G855/N/c7pj/vltd8Lvj4fcOi115f2NgcCuSM0Elb2VKksNa0yEiaRwXjERz71SV5/4zWee+5ZtNZ8+zvfwRYVp7P5UiLeGE2hNQ9de4h/8k/+z/zJN7/B4cE+Gnj46tXUbt65NMZasTEZ8aUv/Q3+3X/4DTrvabuWwWBMbJKMePABsUkddnf3ApPJJt978bvUxSA15kqRzhlYY+kbWN3T+hCm39UZP9CP/7uhLfd7fel3yKhkzyjJ9P26rilJ5cA2RkSrpZz3eWh/3Zmf5yWcv7YHzQmlkogXWZ4tkua4/jHn7PsKBrq2JdRV2ulnw7sk5MESclMoPDEppmmNtklswuWJoFkxXFfRUDyT/ulJUQoSgz/n/HQWm1k/lvFF7/yXOcw8gPlzehEM6Bu9JKaq0ookDKxx4igsXNqdsGkDoTSoykBokaAIxqK6xJC9/PAF3OkeWkpspaBTGIlElyFJY/BiU294E1G6SNehDIONC1Q+UJQlPuN0uihoQyLlzWJABYidg/kpOiyIrkG8R3uVauhjR+09o7pmoA0TL2xL4CcmEx6zll0FV8oaf7DPwJZYPcI1LeJa5k1HlXqGrACuKNiYDIjTSZPeKE1ss1PVChUglQT1ven6HX9MI/jmHcqcBiB4olGZPZ4qAFLomKxy0IrOCBOxuChYlTgFVz74OPX2JjffvkmH58MPXeJTquJhFxkQ0642+YasIZA+T87NC5MVIEVrjGg6Y6h3t1ncPGAgKXgo8r/RaMRYyuiR8ZDJ1cu0v//HjE4abBSiKgi24OZ4yH883Wda10QlFEWFwlCWBXVZUBrhH/39v8cHH/8AISq++tWv83u//1V8UGhT4XwiBSoSvBkJhBjxXZuEWvJ6ilEw2iTt/qXNUkmQJYL3gmtDMjiF4vpb13ns0UfZmIx5+ZVXSR3UVWZ3S24R2+8W0hpxKpNLURwq4U8XC3663maj69BRKEJgrCLT0xl2exsXAoOPP4/+8PMMtzZx7YLgIwsTcESilxRciiM6IaqsptkluBltOJ7PEQEdImE6AxQmhtR/Qntqq7CxTL0pBCpTIt2cgVhi6Zk2c77/wxdZLBL8L9FD9Ikgq0DE0zQNZVTcxjCzhs0uOzmJuaOdELVm1VMlGXSjFIIGyXK0eY4tR1/1xZ6ybPF9fxA2s9b7Py3J1GfPUqwQgPOO6UHH+b+d3witM+bPXFm+z2T+Emqb48Ks0RKWiGJAJX8NiIl8/FPPs72zyatvOKpBwfFpwyuvvEE9GHAyO8gbvlQ6eGn3Iv/l//H/wK/8m3/Dt7/zZ3z0ox9lWFV878Xv8xPPPcdoNKRzbUIQhkMAPveTn+arf/g1ogdiROtE9p4tGgaDDXavXOaNt65zcHREzHLcRhmcGIwKeTOjVn5IpYqQVaKgD6rTc1tavDWDYbJ4Xl99JjntrIzJ/mWNk3MG7s8aOtEjMbKxsYGtBxwdH9J5z8wIsbQUlU1E8v6paL12fWvBjLHLACYi9wQHklOu62mrM8HE8sknX6fQSw2e9zreVzAQOofvHMv8o0qkotXA9BFW+t2Y1NnQmNRRKp0jqQ1rNuK672wkqxLCFOFk7bkoKC3LYGB5k+eiwfPMzihrxKD+wSp9JmekYBkcaAU6GqJRDCcTwvEhcVHilELqkmZS04TEsi9iRHwk3LjDRki96S/vbDOfLjhZzBHlMRYUESVdnnQJLYnkgKKoUwc6YyljgtecD2nnpwBriVYQChDS3xjl+yxoYoKPj7xHx0BwHlPCsGl4aFjzvCm5GAKlyiSu0xmtDoQoVJVGipoQNV1wSDYOykeKmMl/ubqCvrukJK6OsjEzlFP41OdfU3peMNpTkfKNvhBwgg69Cl82igqUMogR5rplQxXYGLgSIw8XJYPRFsenU4KxdNOOSg+4NFLUvqE7Ps5tezOUmEKT5e5tPRzUpNKjVCalsaMRKgj6ZIEK6dq9yVUxdZHkWKOn3L1G3D9E3zpAu7RL9zrQlRU/mAz48xt7dLXGVDUiiScwGlZYFfjH/7v/LY898hDz2Zx/++u/xZ//+beS8zMFItC5DiSp3fmYIpgQU6qqXzjGaKqqpCjscs147/E+pNJcSDLXPrKYN3RtS1UVvP32dba3N3nuuWd48UcvnQ3UyWOjsuhxshSJ96EhVpbXpp4XlefhsmDUCkJA+1TKqV3L5JW3eOu//5dc+yc7xEHNbN4gXuGNI+hAVqJCm5z+y2syhJB2mS4FQq3raBYL5osFi8WcZnrKycmMo+kRxkXs0ZSLf/hNfikmZnvwDYUaQAh413Gwf5fZ9DiLmQWid3jvefKZp7i6O+b1H/6I/et7tMERbTbY5HLo3gP2TCa15rOX6cp+sFg6gqXT1awFAfcPBpTKkrbLj3tAamAtp3z2/e8OWb/X+WcqrnKqtq9v7+eAMdAzBFMjrx5aTo8x2ViNHVY88vjD/ODN17l86RJlXXHr1bc5PJ5SDmqEiHcBpYThYMDf+NLf5M3rb/Frv/arWKt5/iMfoaor2mbBS6+8zMc+9jFKW+M7h0Zx7cplUIofvfwjbt+4QzOfk7rdpWZnnRdu3rpLoZP+gbYlXeNAwIvGqLTD14XCBJV8klorfYclz02As/ofPQIEUTzBpx21yVVDCgguZG5Fv2FcQ1myH1QoTmZzjk+OaV57jZ2dbaQD5QNvxoYbjWOziYQH6Nw8iPSnjVmqf66/nnza/dGBqPpgJwnXKQQf/grSBOPxhHpQZ310IEPEaZBZ/l9kJUHZGzJIC0TZxDtIgUNcBQ9KnYEzemEVY82S4bpOGlyf9HCvXrPmLKTS/9uLPaTP62MoUm/xLL16eHJMJcKgLFGFZVaV/GB3hzfrIV4MI2spxgN2RxM+d/FRFq5jNptiZzOqtsWrgHQFj3zwcW7cvsW8UzjRqdQDQVsQPJEI4pJTFaEwGqJCxWRIvGqTWxNQZlVGieQmNUpQNvUb0IVB1TWXzBYXDjvq2R7aKE5nC6qgKIMG6yltygX/YDHjRl0Q6xQgKa0plcEIWIE6uqT2p0zaYQsgOaXQj2W6mCUWl4xlSinYukoOzgWMTwqPMctjhZAi71YcR/kJXGkjlzrPT042+PbtW+jdHXbGm4yrLY5f/iF30XxwMqS7u4fWKbfZz7vAag6mXGOeQzlIsQjNQFNd3sLtH2VdgnTpQWlmAwU7I8qjBZ2F+vIO7vuvUUzny3neqY474wlfPj7gbqkp6oqgLXU9oVCCd3P+8f/+v+ChR67RtIH/8X/817z+1lsURUHTdDjfpgBIMs8leiSXu0kMkEsph8MhxqSKBGMsWisWiwWTyZjxeELbdrRty/HRKf1mUiSyWCwoSsPx8Qlb2zt87KMv8Off+gu896tccYIGsgHrK83TyDkt7BWBbzQHfKq8wLDzBBOXVQBx0bDdBeJ33+D0q3/AwfyQU1MhTnE6P2banjKbNzTzhnY+S1oJpyecHJ/QtS1N2+DaBfN5k1LRJqlGFoVFKyHqxBBXXeBi6/jg/iEjH2C2oBxAYQTfdXTzGQf7d/FLfoRglKCM8OqPvsdYPc5DF3c4fOsGyi1QUShErfpanDuWFkfO/rB+7nrZstxnM3IWhl7bea5Zxt4GnbVR9xcwuucaHwBTv1vKYp382F9L4mytxTp5p9pfc+JzJacbVarjj0ZTTcbsv/MOz338BTrn+f4PfsRwNOZ0PkWRmphZbXnkkUf56Z/+Gf75P/sf+Guf+xzEyOULFwnB8+gjj/Kd7/0lb7/zDh957lnKoqDrOrS2XNGGj33s4/zWrd9e3pfkNEHXdQzrEUZn5NZ7JsMxpq4QJQyrOiEYwSOS0R5UQmPzvcccCCQyuVuO0brPaOcz5rMZ4/GYyWRM2yywJnWvVTESYlwS6LVSlHWFLS2TyYTNjU3qumZQ1xgN1996le9883v83b/399jZqLh85QrBrmlSnHt295sDieApaZN2brObNrVnz1VrCBf5SSYDrf9q5IirQUVV1/niE1zby0kiGWKhz82zLBNRvXwsZIu9yoMsZYrPDUavWNg7/15WuHdckqGcXrBh6Yj6AYrxTODQD3gf2fWf1RtnUYkw52Og9Y7NjS2sKmirEjcZ4a49xu4XfoZv//AVtic7HJ/uMW87bt+5y1gFwuGMhyYTPv/wB6m6OR0VcxdpLu4y7Tzv7N0EbbHDIXenU046RytJkCcqhZeI8y1RW4KOgMGEPH1UqtqQ/MADST3NE9DG0AZP5x0fuvQIw4MDdtEMupagA9vjDWITlg17JHoa33FDBX6za5jJkE4Skc6WJYO6wihNXQ+w2hJ8Um+zfa46puceQ2DRzFPEHAPWlFzZvZqiZ2MoRjW7Fy9yenTAYn6KNgVGlwmmjZFCKwZlyYZ3nLx5k+2DPZzyPGmH2M7z7Rdf5IbSTJ3wUSdceewR2rt3KINQRJbd8HS2tzEHASkg6KWpEzpglEGPh0StUbMulTWSdhBBQ/voLqLB3j7B1QWDukTdeIuidakNMIq21Hx/YPiL/QVxXOPFM9ZjiqIAv+B//b/6z/nQE4+zmLX89//0n+NdQlW6riWK4ENIaLEiSeiGRApMGvwaZXVq2hIjaCFk/XalEvfGdS0InJ6eMhpN+PCHn+Do6Jjbt24n3QGr8c4TQ2TP73Fhd5fnnn6GH/zwhwRJc0diTEFywtPR2mB0CiYQoSk1P5h3XDeGKzpgQgoaEKFrWkrt2TjY5/pv/Cb//ve+zA+HQzqvsVrRqhYw2LLIcyQFGyYbT4vCVENKW0NOYaTOhEnjQ2IWY1KOcrFgtxMGAiwWDKqaSil81+KaBYN6kNJxMaSyNAVIxLmOr3zt62wNJ9RRU6cYiyQ3FVbBj+RJ0+Ox/bwRWULHvUtfL0Hugw/UKgBYN1srLhLL7+l7zq+fo5bfe/8d27vlqPvXz+eRz/Og+mPVRSYT2pa/C+SW3mcIi716XSYJO1IFzWyxoCgLTuYN12/cRJsi2QYEq5Nw0N/523+HN19/nYeuXeEDDz/E/HjGjVs3efa5Z7l5+yaXr1zl7Rs3ePaZp9na3mHRtMznMy5fucKTTzzJn2z9KUdHJ+CTvQ8Sl+kyReDC9jY37xzgQyop9RKIweG7Fqng4oXLFHXJyemC/cOjJYLdu8iYbZeQSe357zEEjFZUZUHbzJHgmZ6e8tnPfIar165S1QPqwSCR561BYsQFT+MaZqczpien7N25wenJKW+99Sada5Cp4//7T//ffHAy5P/2f/knlJd38NokBHxNbKp/ZutpnlV6e+W71hV8EbknfbX+vFMasE8UmqwL9N7H+woGXOdwpcsXkBZxyORAUFkHYH3y3ztZVzecjRD3wl9nIJHc+S2mPyQmpXP3DKjKf1/CY/dZUEqnRib9LilFWMkodM5TGE2IUA8GbF24yGDoOB1N8MUx25cv8HYVuRsP2L54jec//VPMWsdPjibcfPsNXDfj+7/1Bzz3N/8mpZsyP/LE+Snu5Bj8KTxqoO1oO898Y4QPinnj6LyiCTVT17DfzDj2gWmIzKOwIPTIaxK1URrR4KMCbXAhtSX2YiiUIh4fUbULRoMBm9VFBgOFxiInLTJvkyxmCJgoPLm1g//IE7y8sclhM2ewtcFoc4Oyrtje2WZrMs55szQ+Rhe0ruPw6BQfAsE7pqcnaA3DwQBrBgyHW2iTpIJtVYJSXLEG8Q6lLbUp0G1D4VtKA7Yq2bxxhP0X/zOYYw4tzI6P+USn+Ige8U7sUNrwE8OKazdvo6czSp+g48SZTc/eSi8Vk9z/Er5VGjAENOVgwvRgyrAD5RNq0BSao0sj7O4W5nuvo4ym2N1En84xJ9OkY0Ck1Zq90Zg/WExZVDVIpBwMGVUVs8UpX/obP8cLz3+Eg4ND/sX/9CvcvL2HVgXOBWIkVTFIgrJTkOqxOvEulEpIoFZJf0PrlNOPMVLYgqZtQYSqKnGuS+cReeftd1AKPvShD3D79m1OTk4QSdK9xlj29/a49tDDXL1yhbdvvLOszjG6b+qd1pjRNjmtHJjsacP3Y8dP1JZimtZZqgAV4lCjrGd3/4DnLl3kHe+ZmTqtKV2kkTcaryKEiFKaGFN1hEBuox0TDyXkvLVOBCtxiTRWiEft7zM2miAulXo6jwqeiMe3Db5rEz+A5FB75VJbFIy3dnFdwM4W7HpNSQRjUSEsHcPKIbLcra1sRiqZjfexS8mGJM7Syo/fm+vvbcoSsD1PZskGdD1XvH6sk8vWO+itC+as//turPjz5MX+r2nMVrLZKn+OIWmf6JxeUtpwcHxKVVd452k6z8HRCUU5SSk6lcbkws42H3vhBX7lV/4VF3Y2GQ5rNAZ7sMdssQCleOihh/nOt7/N4f4hV69cYzgZ4UJEacO1q1d56smn+NNv/tmSK0aMhOAxxlBbS9sscG2LGo2IJm2gDvb2OJDIW6cHvMEr7Fy8QNsGtncupMBUG4qyoKoq6rpmMhkzmUwoi5LBcMB4NE4bgxjo2objoyNe/P6LfO/WTRbzGW+8/hrzZk7TNOm/+TwRY0UjIY2p9y2z6SnzxZzFYsGFjR0ujDcYDRVbXrBzRzN3OOMIGSVfDwR6R3/+eUWENZ+/eu7CPT5uidYug7psu0UnG/JjHO+vUZFmmcOIMWb4X5ZhtFJ6qQrY7+TTha1/yArijVl+so+kozobHPQRUwxniTbru/0zn9yfY8wy5XAGcei7RvVou0jaceesXhJGi5wenXBYn7K1e5WNS9fwb11nS8N//PpXuXN6k09//jN8++Xv8NhDj7FrNpg2UyKezaceZ/dLv4jVit1QYtUcXCCGN/Hx36JnP6I7VYTTCn8QiCcF7ijg7gZCq3HtBNeUuKbCNQWxNbQ+0ATPIqZeCF2MuAheKRrnOF7MmbsOJxF/+5APbY3Z3t7GhhaJTUZHkl6+VgaMxkhgUyIXhwW3r2zzzhuHPPfsE1y5dpXxaMRoMKIaTDBFiSiNR7B1jWiFqQbM5wuMgcODParC0izmFNWQi5euUhQF1hYsmkUK6oIH36Ei2K6lWJwgR7eYHdxmUBhCc0TXHEGIOGr2XcOumvFBJzypwRAZN3OUagmSCF4+w9pes9S9j0otmyj1P2MtpSlwCEo8rfPMLQyVgeiZDwqKJx/j5KXXuapKFsyotyf4uwfokGByLUJnFa9tjvn23bdxgwpdaIqy5riZ8cmPP8NPf/GzSBR+7X/+D9y4cQdlChZNm/hp2tA5l4xGRgPqwiaXpEAtuyqmNZCma6oucd4lAaMydXVr23YNVQsMh6Mk3zoaMRgMuHXrDsZoQohoUbzzzttcuXKFxaLh8PgwTfoooIWNyYTLFy+mXbsxHB0fcXp0yFRF/qI94edGO0wWCjQUQIhpTJVWbEdh63BKFWvmI4Vog6gOfES6LnFYfHI8EiI+pPJN3zVIiFRVRde0LGZzBoMaoxTzO4fEmILEiw3sVmPECDEIJnvftmvoWkvbNNiyyFvwvJPNy1ubVNqp3rnNh7Rh0E2zmetRtrMmbYk66rWwQCmsWZVMn92t5ffpdcO9UjTNluUBbv7coe4fDlhrl9f2oBTCeQTggamG3jbTb5jWv1tlu52DIJUCRSNLdg8ml46PxyMWiwVv37hFiCAucceCd5RVzfPPP88779zkj7/xx3zxC59nOBxw5/iQG3t3uXO4zwsffQHnPGVZcnR0xOlsyqWr1+h8QhkvXbzM008/zV9869v4GJf2O3FlHOVgRAye4HxaAzpxfqw1lIXlr/3U59mox+wd7fHmG2/zS7/ws+xeuECIEdd1LJqGZrHg+OSEw7u3WTQLFouG+SyltA4PDzmdnnKwt8/O9g7j8Yhv/dmfEaPHKEWhNNYYog8MyortyYTtnQmTQcX2oObCeMikrji4s8fLP3iZn/r4x7hgYf762wzaBt8GfCHL1Pn5xlLvFQyc3/iqtVTVur+UrA6MSmnZ4P09ZYgPOt5XMJDWXpIgViQGplrOsBWkregbNMS1N64uPuZ6cGDZxUyUOrPAkgZBD+WkPFBCyRVGp9xrD/Wk9/WjlqO1JUcgLuFWyeCJIgUMpmd0qqRNgMSU/yosJ0f7HCwausUslYdcf4OdO3e5ZDynf/F9LtQVg+qYV1++zqPXdvjjL3+Zy5MdfGxoh/VSw11FhSkUUt2itN9Hi6dQJd5plDIQLbYdoZoCmW0Sj55AHX4cfzymOzxkcXBMe/eIMF3QnS4Y3rjNzuEci0lNXKoxMkhRstegxwVbkwHT4z3q0FESsKVCNREdUgvboAMdHWFooCooJhM+8OQTbG6MMAjeBZw4qnpIMRhQjUaYqmIwGhMp0+5KAqPRhK6ZE4JwYfciOxe20VrjI0RjKY2mKiNKR/zMU7QzTl59hRF3qbmD31fsHd+gUA4RKFTFAYEfuBk75ZgLnSPimZYKT5G7lFmitbSVwdcWVVmiLTCDQSIIDgdQlqnefTxALmwx2NpClxVVF+gWHbP9Q9z1mzTRQ2WI28cs1CmiO+rxiO6126gQiEZQopiXNV+fzznRBUKSS3Wu49ojl/lbX/olyqrmX//rX+Oll18HbVKtdN7lh5iMXXAOEaEsUxMXbUwqOdKp8ZMGQjawWuucckvyzmQUzhhLVVUYY3C+Yzaf4r2jp0Ztb29xfHy81PoYFAMO9g944kMf4jt/+Zc416I1bG1u8oFHH8UoRQweheLS5V22N8bcfec2rx9Nua4Vj9apTtqISj0FYqRWBdEHdiqNPThEuZbF6RyvPSWCFYhN2tFbEvnQRCiMolCpztwKDIqSST3Az2YMtGFzOOBCPWHDGh6m5JILDOoKv3eIz4TVrm1pFpaynlHrIX0l0NIFS0xcjMYzms2pTIUOHhFPaou1YgQokSSktbRuapk1ICMz93Ovyzbrsm6I70UhE69gaZJWr6+lKfq/35svXmUwzr6eOFrvxhU4f6Q28Rl5ghW8nLb0KEkpX2Kvs5BKbW10KBRewfXbt3noox9hY3ObvW99H2NNDkzT5qwqSz77uc/z21/+bY6OT9g/OERZyz//F/+KRx55mKODA5z3PPv003zgAx9gOpuxWDRoYxmOJsynM0bjCY89/jjjjU2Ojk6WGJ+s23FRDOqS8XBE0TR0OuItfPYzn6Eb1bx5/Q1uvHOD2cmMr/7+V/Des5jN8F2XVQB9ElLKQXlwDqN06oQZIlcHIy7sapxreebSRZ559APsDGo2y4qxKahQ4BzKeUw7x54eYuctZv8Y1SxQXUfoWj7RtWx/408wKA62RtRbFd24SJ1VtU48nrVneD9BoTPVdst5tEp79EjOmYAQsn5Esh2iNCFICpx/jOP9IQMiSPSryR31EiUTicuLl3zumUVw7sJXENq6CFHKqQhgbYm1/ftWSl0hhKXqobZm7QtigvZ6wkVGMDQGZc/mXtblW2OMhNjr6keUaHzrOTjaIy5mbM5PmIii3L/D3zAFL4y2OP7u92l8y5ET5kozKyJXTk+4dtFhb+9himtEHRFtEVEgQ2CDJjjQRxgbUUYTBYSAqxWyMST6R6mu/jUq/zlwF1ASKD3UQTA+wt4B+//P/5bNg5exrs0LZBUtRoTQdOgO/HgTZzRu7xaTJbE76ee7GCjNgOFoA+cDl649ysbuRSobMSqifCIotr7BLyI+euo4To6hHDKaTDDKcu3aZe7eukm3GKBEU6giEVusxZDKfoyOaGMpBoMUaLQzmoPr1O0J1cY1DjYGSAClDMEWHG2MOaoGPPz0s5SXd6nHFX44oJ5sUl3YwY4m6GoIVU25OcYOS6Kxqb59c4Kqa5xPu9FyUCI2NWqazRuKeoBVCtqWerpgQ4FyHcVLr3Dn//7/YksnLQY1nWFU6nswt3Bne5vvTO/QWc1kOERQFCX83Bc+z+bGNl/96tf51ne+hzIWF1JJmbWG6Dxtu8j5YaEyNu3MlWQ9geRTtNLEkPk1asVkjjGm3Uhugdw0C5pmQVmWDAYDrLVZaIhc3hXY3t7i8PCQEALz2Zy6rjk5PuaDH/gAL7/8EpPRkMcevkppFV3TEjMMG0UzHtZw9SKzheONCJ8qNDZ6MCkN46NHYkmpFdt0PHKyR30ijM0AUyiGlWZiCoabGwyMZWQsI2sZmoJKaQZaY0UoomBDxMZIbFroHEX0FKcdsZvjRVD1gE4i0Rii1gQcTdMxKwzRHLKJUFdVElHKjtUTsUrRHJ5Qth2v6chz5RBpk8B1nxrpuUNmaZcAEkoYUKhcFni/VGNfWtjvpOWeFMCqmmoVJqwhnWvnne8mdzaYOKsymP6DXmfix6ksyB+0/sdlMJRUWlOlkNK5AyQpHVkphQkujVhd4XO9TtM4bt/ex2pDIx0qN+2yRcG1aw9x/Z0bfPGnfxbvHW0XaRYdi3mD1Zb9u/tc+PwOTz7xIf70j79B5zwxQlkNca0nKsWVh64xGk84OZkSw6o0s3MtPhSgDFVRcPXiRY6Oj2mJHHcLvvqv/zXHQdhrD3j84jUKKq6/8SqFMZTAuCzZGo3YmkzYGA3YGo3ZGY3YLCtGxmB8YNAFqsYxPdjn5dde4vG6Zuv6Tcq2xXQdtulQvkMTKfLcVaRGV6UXjEttzTsDWM2piuxf3KH8/E+iHn6EmDcJq1TS2fRS/4z7DfQZcSpZ+yFPKuHeIEL65xtTCigFa2YFZ73H8T6RgV60Iv3eRye8y7/9hcIqF7ZaPznCWUatqzRB1yxWA9TDgbBcuJAgyOXi1qn2UqsVyXD96LkE0Qdc7ICVUJJCo6ImEPEh4OcdBMPCKwaDOvVhn7VUbsFo/wRCpDSemTGgC0bjIcOtLQYSeemPv8kjn/ssthpSbQywRQ3dBlI+zoxrGG2J4Sh1khJQPZkKDXIV/MeYuwFdCIgqsFbRaBiploOv/x72pe8i3i9rVpPwSpodJsQkoMMMFUqMFhadQjArw4b0dYBU9YjGBbauXKKe7GBVh5KAcT4Rv3LnSaWgXSzoOocyHc1iTrOYoxUMqoLNjQkuGpSyFDoZWYWjiC3KOWKIxOiIi0MGpUrlXgqaOnIYHRNJz8JsbPDpn/5FnvmZn+eJF57GDi1h0aCUQaoKdMQ5R+dSgBGsxntH0zlsVRIkpPbaMXPHmyYxckN6XbVpJ6AkYq0QRUNZYHYm7CnY2Zjgjk8RH5J+vsBRXfENPeftMEfVE2xZMGtm/MTTz/HR5z7C7Vu3+cof/GFCsXRBYTS6MLSLGa51hOBBUumqtXlXILns1picr0z57hAT6tb3PY8qQ9+6b0aUgt+maeg6lzq4bWxydHSIc466HtJ1HZPJhMPDw2Uq7+DggIcfeYTJZMLlyxcw2TBZazFFalcd0RgRxoMB5sIONw5ntKZmQFKA00YTfEfPPN9up/yjRx5BmQqrCqJv0aFD+4D4iCzmiM/9C3JJZPR5Rx4ipTboKKiYcsZRIkFCKhULoFuPLks657FlhdKa1jvmjcLFDgmwubGBNTrrSQAEullDe3jCSdPxJg3zapOdpustTbYFOTg+5zjTJqEvH1xH1NdRgFUwsXT6cva880e/yz8PA98v53/vex/0mfcGKv3vD3xNJO8aE6lWekYrLIMfiUKR9VdQCozm9HTKVtMw7QJ37twB1ZM/E0l09+JFBLhz5w5t2/DYY4+wubHBF7/w1/jBD3+AUcJTH/4wH376WXYvbFMPhhmR1QwGQ1zboXX6eWdnh1s3b6XxzRw07z3e+SS1qxU3btxgW2sKLexe2uZjdkI1HDELp9x6823++mc/xYcvX6ZSMECh2xbVtkizQJ8cw/EJummxjcN2HuM9yjdYH7hiNI9KQL/+CiMHRUx9PCASVUSUYIjYYBFlcSagjaC1ZWE0p1XJdHeX4idf4PJnPkHY2qFTKdVidA5IWfkjkVTFodfK3u8nPLR+rKcWzvBIcrp05W9Xpd8/zvH+CIS+w3mddurSV3evFtm79e1e5klUzqj1uax+Ud6HFJFuqO/IdhZzWy8rXM+39CUZcU3p68x5Oa4IwS8fSL5IdPDUIbJrKm4fHdDMpwQHiKbsPKrtqLG0wNti+crhAV85PSaqMkWMSsO3v8Ngc8R4vMHO7jYXdq5y8fIFdh+6w7VHrrB1cZvxjqMeB6phQJULlGlBj9D+aWx8BKGiskMiDpEGoy167yaLr3yZa4s7hAVI0MuUaZLP64sVBeMLQqPQWhhBYnejUhqk7x+hSw5Op5xqxUgZoqnwEbQWpEiwrLFF2rmaAq1T852AwbmOGDyLpqE0E6zR3Llzm5M7t5D5SeobMDuC05vEk310aOi6PbSfoxdH1G6PQjneOtnB+WuMtUl9DUT4hf/sf4l94hGOpCV2LVWIlAq6+YIuerRJgjzONagsjRwFYhtQKiIxJPRKgcWAAx0DVgQdAtF1RN8Q4wLTKrqTOdNXXiHOZ1QPXSK8c5tCG8R7lDYcjUZ8ozlkVliqqmA2n3L58i4//cUvYLXhy1/+XZomlUiprL45b+Y4lwOBvAsrix6qSwvfqnUUzKZUgVFMRqMkn42i7Tq6rmU2ny6RAwBjLCLCbDaj6zo2NjZRSjGfNzjnGI1GjEYpx9t1HcPhkP29PZ555mlUTGiFBgqbuAtK4Oq1a+xffwsE9KDincMjTs2QLZ1hRy2ISpUOIkItCv/6bepOEZWmyOsn6ogyZonMxRgyWqhSUJf7Lchav5FOukSQlZiEf3xARyh8pIqaLtsGH1Nb7dB6QneMuJAUH41JaKFrkZMZ8bShE2FfHFMUURUJ4WBlY5a7qDVDuUQJZFWKdt6O9T5yHco/yxc4846Mkr63Nb7f+98rHXBfkvS590TJipxrti7Zyri87qXdVSrNzRzO+xjpdBKtsWVJ0ziaJgXn3nsqo9CZ/Le3d5eTkxPKsqAsC5RW/MLP/xyf+fSnaNsFP/mTP5k2TaMx48kkS8YbqqqmKEs0wsbGBg8//DAv/ehlWh9YBl45jRt8amiklDAyhsve8/kPP4Onpl00dM7yRn3A1VffZPvF16mAUkWKGLAxoKNgRZYVTVoEYpKMVyEF6eIiQaf5UUhKo4AmKr2qWBJQREQSMhCUYb8s2Luyy+gzH2f7hedxW1scmpIQNVo8SiXVxfWp0AdfVmtCDJk/d7ay4H7Pt5cjPh8orJCBSOrVYPNG7K+AMxBjWOWsEi7Nej/1XmrzfpFuqvFMDYT6vgExNxDKd4nRKleJpj7QSycfWUoha50EJWKf+0kfvoTklNaJG7CeS1mD0nsB0p7gmAIHR91F9K3b/PDr32BzsMXlsuLmG69x8+A2DxeGIYo6RlQIDEUoKXl+9xp/oDVxsAEKpr5jgSO2C9R8jrr1Dip8H4kao+ZUpqEoApOJYWPDsHOhZme35uKFITu7BZsbC7a3/pyd3WuMx7sMBiVqWFCUNe2brzGYzinGQ0yZZIQTpVklYZEQsNgk+hKT4Y6EBGepxKmQGEBrnAJfWuaSm5Vow9HJnEFlKKxC2yoxcMsCY1OtrdEabdJuwocAozHHRwe0zlNXFVpFBsqj3Ax1tMekO0Yfvk53fJvRxoiFP8A3J+jYUJcJkTkqA75IYjza1qTyrwatoWgjojXBQBsc2guFNvimRUdP7TrwAQmROF9gfMCfzmiOTwizGaOypJtOOb11k+b4mIm2lN5zcvs20/0DJkozMgO6/RM4POKiSsqT3XSKxNR+d6EVb1cFrx41lDs7oEFp4aMf/QmuXr3Cn37zm7z+5lsobVIwgCb4kJqvuG6p/KV1QupC9KmLobHZIaVA4KkPP8XHPvEJrly+gvee+XyOiKSyRWBv7y4vv/wy3/3udzk6OkrPLKNgIQT29/e5cOECW1tb3L51mxgjg8EA7z1d19E0iUjatR2aBFXWgxoVha5rKcuKxemUrZ0tjo9OqIYD/NaYw87wiLGomNANs15m16fdJIJKu5ugBA/oEEhp6CTUEkVSoynxhKw0mqD/VHLpQxKpEokoCajoKRRcjYpBNCgKrLGMxyNcYfDOYXVBs2iotMHHgG8bpGuoFp5CCqIEAuDUqsiqF4lJyKE6kwpIfj6rbEoiYYk6TwwkC271CqarVEFv35Ipe+/eAucRgrPn37udO0MgexdU4Mxnq1W6tL/H/kioVL/JkiXHCXK1idaIAT0ZpPLnbHO7riWaOjulFMBeunyZt6+/jbWW3d1dDg8Pcb5jPp3z8U98nGvXrtE5Rz0YUlY1g8GQoqgS2bMssEWZ2p8YxebmJpDSbIR+A5nWldaGSKRtFmgP284x/sEPsVSpAiI6nixK1PQE61VGXQUlgV4VBcqsOC2ZDG9B5z4IIiwJlSq1+lY6EiWlVHQEFZOPwhqcFqaF5eDSNuVnPsHux56n297k2GoKb7ERWuOIOlDEiIorUur6M+t1eM4jR8tAaI1s+KA506fnU6o73Ysyqbz/ryQYqOuauq7yh6tMPjl7zhK2X7vYM8GBkNXPFCr3Yl96cp1u3Fq77NO+KkNMn9uzI/tgYEW4iit4Ran7KjelVMTqUpYRlggjD+/83lf5SAtbsaPbO+byzDMvtihHMTWZSHYvtcNVHVfLLS4PN7hTjYgi2KJCS4PWhkIsRgJaBdCWoC7SyZxoIk0XuHsHXnnHQexQYQ68Q4wvoeQ3KKxmVNdcrmtGOxfZ2p5weXrKw9MZl6Rgq6pSD3mgDJEqBKxJAZHRkdqF1O8gxgz3GVJz4WSwWx3pSsutkyPC5pjdi7s89dTTVKVB6wBGZ4nflMMGwWTBjZifxfT0lI2tHYJLu1fnA7YsqOqKelJRHrfEeIBwQFEYxFs6X2CrSGktjWsZ7ySJ5MYarGjGJ3Pu/MdfZ/zGT9AcnXJ46w4hOGLXUCvFeFJycPcGxrW4kyN001KKJhzOGUWDPzxBzxrqkNjgpnNcjLmLYUYHLsQkZawDKK2wIdIo4WB3lLgLiw4BghKmA8Of+ynTsgLRdF3HQ9cu89nP/CRN1/C1P/4jIhAESpMY/65N6nreO8qyzMS/Ylnrq1AYW1BWFR//1Cf42Z//eW7euslXvvpVXn/1dRbzBYJQVzWj8YhrV6/x0LUrfOQjz/PJT36KH/7wh3zta19jOp1iNPn5BI6OjtjZNozHY5RKQkXGGKy1eO8JITCdTbl0YYv5dIprOwprk7CKUiyOT1lUQhsdiKItLXtdzG1fVmt3KcUqmhPf0UgkhsRX8QgdkioIcofHoBQua9w7IGpFMBonimgtuq7QqgSdtBXd0QET59k1BqPMcs0NBwM+86FPc4dUXy4e5ifHvPKD72NjxEqgJCszRk9pNIV3aBUQHXJfjpyY7KOz1LlreSSF0JS0i2t24zzXKUEC9xr1VRlg7F9knUOwbg/fbdffp0Lf7ZwHpQPOvXAGUD3LSZAet8jogFrdG4ouBEpj8KXFSaQeDTmZNYQQiaRUnOT9yObmJnfv3uXhhx/Ge09RjJiMJ/zoRz/ghRc+yubGBqezGfVgiClKhqMxRVVRlDVFUVEPkrpkURo2NibL6+kbzkURqrJisejw3jHa3KY4nDG0lolVmJDmt41CJKZ+FWtKkSKGfhYvN68iy43hMjDI6R8jWbY+o0DpMSa/EgvNotBMS8t0ZxvzyecZf+IFuu0tTm2BB1AGXwlaIgMAMYgpUoOsPMZ9V970ay8Adn4e3Dv/7vecV+l7tYYA9ZoE95k8DzjeVzCwUkULJIlafQbm79XyoIfxV9BbP/E0CnJOtG8xnK/9zPrqo6H1jk6rweujqDUhibUFFyWLfQhLLkEetTPBQHopLYph57hQl4wO9jnZ28ednDB0gSufeAE/6miv1+hFB53QRcH7loud48kIrltwbEC0YINDxYi1GlGCaIeYQJSKUmoKKwQd0XUJyuRrd5Bli0NnCLHhwDfsn3aE/Tm4BbWbI0pRhsgoCGNr2SpLJkqzaSybZcVWaXiotFwzis0gjFVB7QJFFzAkBS+URpQilIZWK2IMaCUYnXLTiX6QWgMjYE2Gs1Vfwa9o2obpbMbx8SGFNRSFxavEPDYSCUbjC00sYXBxgBlrjo9mxBDY3JxAqSi846FyC11f4mUdME7YPZ5z/Ju/jfv9r1Pszbg2m2NEcLHFb4B/OHJh5CgGHltE7IbFqhrZN9iXFtgmtVs2UVKZKBqJ6qw2d86tRCVECVgJLKzBjmvkaIHqPEoMQQsnkwF/6Y5xZYWKkbKwPPv0U4xHA775Z3/O4ckpphgkWFUrurajaRukJ/5lFc2yqpbwXlXXXLv2MP/gH/5DpvMZ/90//ae88uqrqQKm84yGQ4qiYNE0CMIbb7zG4cEeh4eHXLiww2OPPcqjj/59vvzl3+L1115N1S/WEmPk6OiIzc1NFosGnzkBPZqmlOL0dMrmeJjKxRDatmNQlSigmc0wRYW2ltJa5ifHzIwhGIXN5Y+iJMH+WjGVyKuuRYtKuhNKEwtDLCwojS4KgtKps1hhEGtxGDoUTiumwTGPnlnnWDiHdx7rHJuh4yO64IlijOlUVsOD4DyL+QwGVSZIKYajIUYbdIgUyiRpoVyKWIhQKigTDpH3iHnfoXTiBehkeJaS2rnMOMqqtO38cd62vnfef1U1cO97HvS5ff60Pz+9ln1bgq57e3iPo1h3FnnRrnEbluZaVtecZRHQ2rC9s01s99Ha4IAZMJiMKQpLjCHV2Jcphy4ZQq/rAXt3DwjB47qGaWnSzh7F8ckxZVUxkIi1iVFfZ5XNqiyx1lJVNcF32CKVgKaqkECUkFKkJtUQ15XBy5jHPvABiqPvM8hcEokBrEF8Vt5TfSVIGrC+3wAiWOVAxeX4SB5rUYYlGTTGjJcITqfSWUTjleHAKGYXNxj85MfY/slP4ja2aXWFUgatki3VukJUwKiITa1jiWgint4TSlz12NF9kMq9CNB9WxerPK+S2EZGq/IflEr9HZSgtEVHobJ/BdUEElIL4b65SYI6ZZkXXF1PGsr+nCU0t4TVknqgJ2YxlFzup1Y7/LODwBnSRD+RV+qFZLGW9L1asYQElyQ9nZCIdP4q4uprbYMKDK5ucfv6a3z/9h6f3N1BXb8Nr7xEYzomuqANgvaCLsZMqprKjPm7owEfDh0/7KbclpZjrWi0IhrDIiii1HhiMjxR8F5AlUmnmq4HMIkURIFg82QKhkKSPHCUki4M844F5g5u+dSPgBCha5HFglFwfG5ng7999SJlVEyKCjNtQBw4QcSivEWL4iR0+LoiaoPvEqs8UqGUTRUFBhCLQafd7nxO186Zns7wPuBCh7V6+XejDcSA1VlxcjTBXrgAJwfoxdtcmnR4Sc4FBKsDsYtImaoIlDSMiag7+2xVC4rDFpoGMYoonumOY+fzV5ALC2I9Q5lImHcUrcU1kfaHM2pfo0TnJka5lFTHlH6QdQHe1DxJicYpRasEWxn8yREGKGPk1Gretpo7TaSsNa1OCmif+uQnmE2nfOMbfwK6JIqiLCwhekLokqCQSUqPhc2ttLMFHg6HvPCxj/P3/+F/wb/65V/mD7/2NQpb8cTjT3D12kPMFwv+8A//AO8chTV88IOPEYPn9PSUl195mZu3x+zeusnjjz/OL/7iL/BHX/86f/mXf5l4HiI433E6PWE8nuCcYzAYpOZgkIMDze29PR669hCha1AGOu9oY2SwOWIRPKNqgDYBtTlh0S3wRlG7vIeyNu15g7CYVBxc3SUWNS4a2pjW9AkdixhwUXHSdCy6huPpHAf4osDHVCFQDFLZarG1QTkoqYxlo7AUbYu8s4+6s8AqwetAVKnOWxC8eFICQGEUqREaoDP73GiLlZS+qI1hGDU2Vwn0CJcok6DhFOEgRoFRyzLniD5Tx73uqRPZ8ryd65HQPo2yEvJJRlvuHyzoe9MB6Tv61rw9Ern6bnIKQqteJyAHBnoVPyztG6vqgfUbiZJg/xB8KvXEoCQ1lRIFUpU0pzOYDODSVaIsUDHV+yfF18TPURi0KTLyCLPZKV3X4EOLUoK2Fd/887/gK1/7A770pb/Fxz/+iZRyLGqqekBVlRijsNagdZXRM0VRFHjfYtDYwuIJtHGBCYIOmpd+9Aofjx01A1RIBHAjglKpLTcYoqxUcgGUSc/Ha4OEmPU9ki8JOc0cRPA6BaudEoJSzEtNqCpsNSZsbFN8+EPsfuwniLsXmBVlEqESloJiRilEutyXx2Yie9qcEFcb00hc7uKVrNCinlu3zpkzxiyFiUIIiSe1hNMlp7VUnlI5nRt9TuvyV9O1UJuEDJgcWfY10P0O/4wgUJ576Sa5h92vzXpZICCyrL+8H/x1vjQR7lXnelCUvhpYIcT78Bpyzt1UJTcWU17B8ZlHH8bc3Ke4tU/lFrBTY7cnqAaslMSiotKaj+gRT1VbHG5eZI+Ww+h5u52zL3BrPueWCNMy5drFpC59nYp4L9hQJiKYCSn/69Li1GgkWnyhiDqx3n3Q2JgeetQBSoUtbVpAkiQ16RyjwZgnty9xoTmhCoFoNI1SDHRFdIuE65WKWJY0SrFQBXowoguRQsBqRWGLFL8GYNFx9PZNmmZBUVnadoEymkFV43zHoKiYLwIqL8PClgzNEBvmxFATW0PpOorhHGWHnMwW6BgpC5g5h4qaspzgTYuoSO2FssiknpjaIWEiqvCo8hBVzpCyRZWpLEoKzyxjeqIyqVInZENJGr+04LJpFED6v2XzqBUDU2GPDzExsfidsbwjAacVTgllVfGhD36Q3d0LfO1rX+N0OgNTUeSou2kWTKdTCmsIIWBMmu9FVZJKEUu++IUv8KW/9bf5r/4f/xWvvPoqzzz9DF/84hd5+ulnGAwGdD7wpS/9Lf7iW3/BG2++ydWrV/jIR36CN994g29/6y+4desGh4eHHBwe8vGPfYzPfOYzxBj57ne/i1IJIWiahqqqqeuaxWKxfN17T9t1GKuX5blWK4hQFiXaGip0kpjNwXssC/y8TeIneVeZ1rnhKJb87q2bvFMIxz5g65KdjU1GG2O2dnbYvXqFxzY32drYoh6MqKoB40Kxk8u8XDsnth2lCK7rIKYeA/V0yuBHb+B/++vEzmcHrzAqa+XltWwKhTSe8WSMl4j1XcobB8ES0Vq4YEqqIFilck+efjed7E0Pxy/NQIyZ6xCTIV/uD9fOU+oe49rD0Uv339vApd3xSxt2Zte+FggkSej0klZZ2S+jCv1ZWpmMbKQdOShkme9ev5NVELMu995vptq2pW3nlNZycXeXQmva+QzvGo66jmNrOFIwriqauuDk7l2CT+lAa8wysOorYSSmKp8YA6PxmPF4zGg8+f/T9udBtmXXeR/428MZ7pzTy3xTzRNQKIAoTARIgCAGQpQsUSBFmiJFyi07QlbY7f8d3W7JHdHh7uiI7lZH262W2nJLIdkyRdoSxcEiIREkAQIoVAGsQo2ouerNL8c7nmkP/cfe596bWa9AlCN0Cg8vX+a9N+89Z5+91vrWt74PYxxvvP4G58/v8q9/93e5fPEyDzz4EEopOp0OWZYv12fQjbGUZblCLCJ5MSPFlYLBcMB0dkguLAMlg2OhMCG5l2ClD2x6L4LehZNYwt5rA3uAxkMjHLVymFRhc43q5phODz0YIPo9xKCLH/XRgz6jvIPodHGdDnWS0qQ5B1KFyRhTvKOf32rZyFi1t9W7B6zz0bNHLfkl1lq0uLPHzjpfYP0IicuqaG7RvxCHCcgAHusLkIqqad7xGnc63ptrobExMwEpgpmKYyXq42KPuhUCaaGP9kKfIuK44JRl1lj/kpX50JKotJYxee+XCcD6DbcOrZxlY66/BrTjQ6cVoITwpImiLBvMomFr7zzZ+QsY+TzuaEFnUVAuFqiL21jhI8rUEPx8DZmvOV/BeQfWS0o1oMo10+6ACY59U3FsDXMUx1iOhOGgqWkklN6xmXUoqoJGhprACYFBBu1156P0qcZIgfWE6iB+hpbY4zxkiWaQZKTWIaTFlSXKuqis6HGmoVQwyzJcbxOtMlTdIKuCW2+8ytbOFrWp6XVzUpXSNA1CJ5iuJR11EUow9AlNHUaBUtkNttbSoJRHeo+SCZmWSFezaLZh6z5snVHX19FJn8arcM0TTyWGiKgbLymwwiJ8Asvph8A+d4kMVZQFaoX0OcLliEoj6i7dVFDJw9CCEkHJ0giBdgrlFE6w9D9vk2iPwEhL3nhQkqSxyLJG+qBsWKQpbytPLaH0lu084WMffZzpdMZ3//RplNa4aHsaevINSkka0ywrTJVopFLkeYcf/eQn+Us/82X+9//Ff8Fzz72A855PffKTfOGLP0VVV8GBr6jY3dvjz/35v4CxlkVRUJYl9z+Ysrm5xTf+5Gu89urLVMU1ep2cT33qU/z4j/84BwcH3Lp1a5lMF4uCPO/gvafT6TCfz4NmQaKw1rFYzBn0unhrlkIoWZZii5IsSWlshRCSY1Nj2j7n8v4CLwV1lvLRf++n+cKHH+HccMTOYECOQE4K1HiCNwXVySF+/yZdryknC8S0ICkLlDf4piaxlqQuwQUfDu0lztbIqqAjPdYbpFdo4riq98uEwHqJ6PV5+Ed/lHp/nze/+12ENShAe48WlvN06Bgi9tZWU+uFQFtdhUMpBTKYVwm/CtoiwrKsPWt9D1ppFawKlxXb+3SP99TXq1cKUHVMTkTcC8/yroIEd/w83q8SiMi7al/6bGvVLy9cSDqassLUBdfeus748DZahHM7GAzp9odYU1FoSZqmTMoFaTcNKK5StNC6VApbW2pfs5jP2dre5uKlyzz62KP8yq/8CmmS8iu//Cv8zM/8Jc6d22b/9n74THEP73a75HkGrAKZbQwnJyehxeD9Eu3VOkemKT7J8Aq0achFSiEViQKLwEqFERLjofKCudTUCAqpmCNZeFh4zyIXPPLYB7jn/nvpDHuYVCESRZLlUe5dYonIcpJgZSCzO8CLYAqnnUcpjYmI+OliNcSTUHR6ZAiWy/Fh78E7TyfNAponzJKHI4RYkobXSaLr0wPtnq+kPpVAtJe4XW8y9A/wSsX96M8+3lMyEPr8EpxdshSNMQTDIrnKZPxqmYdRv+iWFRekWPvZesVvWZH62qC/btDgvY8jW/YdP2/RieXN004b+HVGZljI66iAcw5vDYumxgiPzHLyrS3ERj8shtLRsQmT/TFuZwSJQGFJvQATKgiJCoGLAAt3PQwXNVki0Be30UJzedaQmgbjK4xwlAPDwhpKp1jUME0SjpqSI1NzYhtqKWgaR9rrIntdFs4yns1wQtA4Rd0Y0ixFJwnHJyeoJCWrCnY7eWDP+uBLEPTebfieDDTC70vPm7YiGwy5T0huvPAiB6+8TpJkdHpdBqMhKsvpbvQZ7GxxdHxMMZszP5nQyYJ3QVGEnnbTGDY3t0jzDN/rYrRmYg2m9tD9AF5d5tatVynLDXpyg6lRVLMp/Z7Eih3qI4+VEqUTTC1A5tgm2JeqOL3gvMBNDZMXu1Q6oTE1ZWFo5h63mJHYHt3uFpXxeBmmKJxQOKeoXRi3dMIFgycf2lO1MJwbjZDTGquD+I2xYfzIJoJZp8Or5QkiC33NyxfPc/H8Hs8+9xzzosILFcecoDEVxpigOGj9Up8hzXLSNOXhR97HL/3SL/N/+Nt/h1defZU0SRiORoHgl2ga0+CBQb+PUpK3336bt99+K6oJWpSATp7ywUcfQdiamzdvIITg6tVrPPzww3zuc5/jN3/zNymKUKm0BmEtsbatRNp7azKZsDkaYqyJkyKC6XRKv9OjWFRk3RSZSGYKGiXW7t1YFQsYmJJPOUiefxV9OKY7r3FVjSobVFMjmpqhaRDWYm1D6jxSaZQtwTlGuo8GNHXYVH3wQDDOoZzHl3UciQPhPL4x3LpxA3nvRbRMMCTUSc6D73uUn/uPf5L/6j/5TxlfuwI4NDB0nruTjNTWS56I8KGSdcYiExUninhH0A6x/3QS9G7HeruyBfTP8pvax50tXJaS6RAtnoMXRCfLEEQpXmuj616Ql/XR+IloLtVOZeGDz/06udpaS5Zl9Ad98iyPXw8Y9PuMhjlaCfIs4zd+/dcxdcXP/ZWfpd8ZcOHwgK0//BqFKUm2NymvHC+LOylX8/FSSrxzjMcnbG5uMZ3P+eof/jE/+1d+gbvuvpef/4Wf58KFC+wf3OIjH/8Y5y+ep6rrpWiW0hrnWCYD5aLg6OgIY2z0gAgx5eqNm9SuoddJ+MSHf4QdD8nc8HJlEVKz8I6phKkQTJylABqdUgGlkNg0p5YaI8Bh+M6Vfc6X8NCDD7Czu43wAmU9/UFGmgQ+jZSh9eytRSFDoYMHYfE4GuviOPEq0LY8OedtcPaNSZvz7jQSDsvr0z6vjZ8r0vw70e1VGyFODpwZRWxbVRLCyGQkff+wx3scLYwL360T9lj2QdpgfXbhnxr1W2aoKyhk/ev16YBglSyWJ235pvXqbbc34/r4xFIBIRIzBCJkSfgAF66hBeEiKLyDJpdsXr7ITaWw2pMmoLyhqWsUirev3KR//yVUJkmNRQOZtGgc3pnQ//fB6EM4xVTnjH7559h54FHcfk15fJ3q9lXcrWO6hy/SP3kJWUp80cM2Oc6NAInzTbS4zTDArK6Y25pSDahxzFyAuaRXdJMukxzSNEV1DR/bOYcqpiinUAhMU+DrBlMHXkIpPC/NJjz9ne+y/dZbuEwxnc1RaR5UspSCLEN1ewQOUBj/Sjs5zqvojx74F5UxVMYw3Nig080pixJpLKlUpIliMj7GmApjFohmhjeCshbYYo6oC7pkbPkOH2wMw84oyCZ7g1GCuq/xdRX7rx2KhWX8rRkGifGexkqcC4mnZc6wCuM8RhkQFoEm9SpMfrjokqg0Usbr4zNGpUJ5ReFBLIIJkCP0UydJwlHlMdrRSRI+9OijWNPw4ksvBbVDlYQExtrYlw/cGa0DYtbpdEjSjHPnzvErv/Ir/PNf/w2+9+yzKKXZ3d3hMz/xE/zCL/4iAL1+n8Y0PPe953j2e89QzKfgDHdfvsj29gY4h1Kaqq7p5ykvfv9lDg4OuHnzJnfddReXL1/m4x//BF//+teWSW9VVaRpeupehGBk5G0QcVFaB9Em04AULGYzjIGinNNVGXMcjfShVeNilRNueM41Nfrb30NWJam3dKzA6FBV4T3ahl5pIWua3FDmFk9wJcyNQC0KEpEAFYHC6MJIpwtjbvWyoAjUv06akBrHeD5nczRCA3Vd88b3X+Ha3fdy18XzLG5dA+OQzrPjFBd8QuKqJZkY0YLzEalsJcPPQPbLvSX+OdW69O/0HWgLkzawtfvS6u/V16eKnxgQgtlNw2w2o9vpUmtNXVYIKRiMRhFBNZgov26tIdGaNNVkWrGxs0O326E/GDAajRgMBgwGAzqdDlKEgD2bz6mqiul0wmQy4a233uLWrZscHOxzMj4hVZr/7h//Y4rJmB+18LeGO9T37LDQMJuVVLN5HANMaKKjphKBlHnr5k0ee+yDZFnOcLTB1tYOXij+o7/5N5nPp5ycHLO7u0tZ1hwcHNLpdOh2u0v5YwjnbbFYcHx8HCS2/YpkLhuDtJayqvn9r3yVLFFsyJT77n8feW8HI0UkMCt8lhDZ0LEjGIvAtpUjPQvrmd6e8fL+n4IOrcjEWfpZxqOPPMhjjzzA9qiLrWoSFIhAjjYymKSpyAkxogl74Zkkz+JOBegARYbpAu9XGhbBE0OeqvxXzzndyj71Mx9bSfI0Bw4RP2cb20SQQz/bdn+3473JEccekZIKF9UivVtliMTEoJ3hbT90C8W3h1x+GTYoCIlGC7uscwHO9kSamD2vB/8WKWgviG0z5XZBREW6paoW8UL4qI3gLdY7EqXR4xm6bii2r9NNQfUkohb0bcZG7Xnq+2/QbPW5sL3NdpYzsIauc0ia0DP3gZFcSYVBMn77Otsf+gRmq0eqd0j8h9A2Q/snMNVvQplQn3wSO+ngxwI7KbCzKc3kEHt4RPLmdR663dBpUqxIqLVHpDpUON7jC/DJRjibSiCPCnRXUzqDcB5lfVAbM57aCK6nFbnO+Rs7d3FBWDqjHLd9gSrV2GGfst/Fj4aorQ3ceIJ5+wZ2XjF3QfqzNg1Ka6pFwbQomZUF9f4+VVXgy6A3rqId9HZL2nIe3TiUV2idkIqEXpKx4RI2yMkSw7F3VPWCjUyCSSm9pbIFWEkuenjRoWNrlJSBIGZBu3BzIjxdI5BCYZQEDNoqUqMiUSgArDKq6YVeq0YsCmrtQQny0qItIBVSwFQKCgRFVbGzfY57776b6WzKtavX8UjQYQ02dU3TNCjRkvQUWmWkaUan2+Wn//xfYDKd8/obb/Cf/+f/O+69914unNtl9/weQml0mnJwdMjXv/51rl+5wsawz+LkgK/94R+wszXkf/OrvxQJVoI/+vof851nnuXHPvNZHnvsMV54/nlefvn7fPGLP8Wjj76fp595msV8jlaKujYxoVYYEypf50I/0znPfLFgY9inqSusdXQ7XZyrSVNFR2dIAz5NsVUV7t+4Afm4yTjbIMdz+lLiVECihJUoAcpbcFAmDcWlhuxjI7JtS55JlMjhekLxx2PsMbS0/tDKAunDfL9VEoVdRmQlJN28A4M+XhqkF6RVQ3E85p/9g/8PI2FIc021sGjv2NMpQ+cDv0msoP52Gwp7TdiB2mpXiADnrlhd6z39NUg/7oXhf8EjpS12jFlV/UuIvt07zyQIUgI2iNcELxbDdDohU5qmqtnc3uLShfN0+302tzbpdDoMBgMSrej3engf/BoWRUFZV5ycnLB/+yZvvvka0+mUoijD+qwb6joIhRljaZqayXjCbD6j08kZ9nvUZUm5mLOtJKM6+EwcCctsMqU/6CJUgjUlSkbHSR+Iwo6gSnjvvffx1//6f8ATT32X5196hce7PUb9LlInDDc2qJqaLM8oygW9Xo9ut7uCtWNL5ObNmxRFcarNoZSi0o5aety8ppgXjL2n2tym3+uSJtH9M0q/O+9xjQl+XCIy7lubPymwXiO9R9bBCVPLsFeVIqVaVHz7yed44ZnnefThe3n8g4+yvTUKe5iAILa3HMjERaSsjTkiJsqrlk97rVvE6fQaMD6QOIW8M/dNtq+3Fkfb4rdFZk6hS96HJMiGqQbrobaeuv53wRlwNqAAIjC8nbVhKtfaqJMf2Y9SoqJvgGmVxkQLlcnlvKVcG/uTElJWJ+VOWZFzgS3qjMW5ILjf+hTUdb1kXeokijusZWGt8YgUAqn0MqGQUW4y8Y7GeLq+4a4bV+kIG6CWQQc1dQgj2JUJjycpTx/s8/Ub+3idMhgOObc14lxXcyFPGDSgmxqRelJpOXzi22x87OPYuy9jySi9gcSj0y5Nv0Y4Q37pPkR1GW375Bikt0grSU4m3Ph//N9Jb+2TeEFuPLkVQT8g9heXTE3C5uXrMMMtUk21GJM1NRpJYwpmac6bOO4/d57H5g0DVeP3Z0ifYKTCpIfYfhcx3KDIb2J7iubZ16iNxObwwOYGvbomKUukl0ivcd0R8wScHFFKgd0akFpFd1EjjEE6g2o8rmqgNijrIVrWSuOQ1oBzWGmpdIdC52wjSI7nONcjsYElXPngGyFjwAh/xz6ytwECRuHrdlyoWm78ISVZ9YARDu8rnGzZxQLrojseEisExzjmSiKTjPPndtja3ODbTz2FNRbacUtPINy5sEa1TEikIk8zOp0ODzz0MD/26Z/g//3f/D0+89nP8Yu/9FfpZDmmrqgaS5Ll3L59k2e+8yST/Rvcf+kcmVL829/+Ho9/7JM8/8KzNID2huOjMW9fucb73/cYz3/ve3zpJz/Ddj/j5dfe4Nb+TS7eew8ffPzDPPH1r2NM4C9Y16AQeOxyjA4nlvdC0wTRrk6nw8Zwi4k7ojYNidRIV9MISS0ScBpvA9rihUBaEUZVdaiqdZTGDtoUAiebUEGRoi9YBh8qQc8QGryRuLJH3S1IpgplQ+UlvMdJj/LgcVjRhHlvJE4IyqbGqSQEXq24efsA3zh2egO8NXg8edKnahoGNDzQSUmLMI1SiQQhHR0P0oSswysV1hGeYb9PJ89p6mirHKd/Wti3McGPxbnQAqIV6GlHpJHB9EkE6N77oIRpfeBEVTZAu0pAohRZmjAY9Oj3coaDIYPhkMFgQL/XJ00zfv/3fo8Xnn2OrdGAxx/7AOPZhEVdcu3aTRazGbPpjKqqqYqKqgpGVdab0EJtTGwThNl72wSjKSlAS+jmHc51e/zI7nmyLGX/9k0Sa/jiJz7OA3t7pPtHyD/+Jh1Xc6Wc0j+3gz88oahtEHsSQWI6kUngM3nH4cERJ5MZh+MFVnV44fXrTErPZ3/0w1jj6HX7TCfHZEpTFws2di+RpR28Cwm0UoEj8MILLzCbzZb7WUimfJAPx0OekmQpRVEyHPQQpmHhS4RKwtiei1yqyGloyYQhLtk4Ol1HIazIH3OtgJRBSkntBCe14Inn3+LJF9/mgXsv8Phjj3D3+V20ByU9MpWhGHYB0QqyFWHvwEOkEgUUx7nQ0okVfZuUt+6iaZoAIrRGRNQfaNGCtTjYct3aP20BbtaQP2NsLJxjvHWORKmlzP+fdbxnOeKqqpBSxP6ojZaJLEU6fIRLXYvsr8FAbRbVvvmV1PAqYLcBff17xrZZfMjsvQs3rZeQJMny9ZomeMa7df5CvChpmp4iY1TR43nZ25FBaGZza8Smd+R1QyKh6UrMZgolKJ9wiZTNrXt5VBjeNCXPT0948tYBVoFKBRvdDntbfS4NB+ymEjNf8OI3v8YD5/8SC8Ji0MIgmh2E/giNu0HqQ1bbCALBjTDmlNy4RvHWGzTNmNwngMdLgVEyBsEoj0nLlNcIK0gmgdioqhCobFHRWM8BcFU0fC7vIK9dp+kk3B52KbodusazOZ7RPzxCihmdzQHze/qU50dcvXYLu7uHnlnkURHOlQzvIZWCHIsSCUW/g9vcQs8buHIExuDrCl0ahA2a9MI6vInJo5RhjCeRSGvQpoGTKdJnZE0YKdPxZgpVo12RrtZaak6E9k/oZYYRNHw4ly3JrxUH8oSvnQSjFJVOELUB1+AxWC8wOmMmHIVpSAdd3vfoI3S6XV555dUotRtYztYGq14lJU1do7UmSTRpmtLt9vipL/0Uzzz9DBubm/zsz/4svV4/9HelotvvMB6f8OrLL3N8uM+lvR26GJw3lE3D977/GnXj0DJB+ZpF0bA/rjic32Crl9PBsrcxIHnkQW6PJzz8yPv44GOP8d1vP4ltmkDwsnYpONQ6IUqp8NZwdHTM7kPbNHWwOU2SFGMNWZ5hK4uSQY7Wy+jzIV08j20lErQ8gshL2FCd9EinkD44ZAjp8ZgQPCOr2tYeKVO8nYNXKBKEs7EQD9LGRgRKaZAyEVgFpXDcnhxzVE0om4Yk7aCAra2LnFwZ43RKqlM6UrDtBPeojISGaZbTXNgmvX6brGpAahAK4TVeJEAZFPOUJlE51lo2tjZJ0qB0WJYVxjryLA+TgC33Ipa1rfmMFpI8SRmORvSHA3rDAb1+n8GgT97R9LpdOp0cvKeuKow1TCYT5rMZ48mYK2+9wcH+AW+88UaYTW8MN69f5Tf++T/H2TBpVbkaRKgmnWkCl4LA5pfeM+z1uLixydZgyN7WNqNul91en41Oh40koYMnNQYzm6GnE2bjCbPBJjdff5P7n3iOnn2WTtOwWVZMOoJ548gteGNZLIqATAwHjGclLcHPo6nqhpe//33G84JBN2d6vM8Tb76KbqZ86IMfIM+CiunBwRGS0EILxlrh3CmlmM/mfPvb36aqQntESx2nYBqEiGiyEngnwjnNs6AHoFp0WqC0jjMDLraWgzpka9azUtAMscUag1+y8COELwNHqYlx6vuvvsWbb7zJ+d1tHv/Qo9x7+QKJtXG00+NcGLFumjBeLWXwG2mP09D/KtYFISQi6Vcu0YV1rk+LvrQcjRZ5kFKuHHfb1/YerWNhDqvRWHHniYQ7He8pGcjSjDzPlzBXO1bVwjrrxL7Wfnj1RtZIES0RQqulJaiQMmhax0e7CK9IJRFKLgkszjmUVighw3iFX00brAf8dmRlXbyo5R5oHTbsJRwFJDqjyoLYTCYh0wrvGlLl8QONTTxYSeI0I6VJseykOR/q7FBtBwj9djXhpCy5+daYJ8wtJljqrEPz4kvsPfVdHnj0g5y/+352Lp1jZ3ebbv8jyOQqQudhBjUuyDAW56iPb6AnJ/i6oPIV0tcII3EkyAiJhYQgLHCnZRB68SC8w9UN0glqLznKNU8XJenOFhuTBVI6bmWaPzm/xcf+xi+xOxzxxv/1v+Gul6+SVXOUNWRJjU4l9+mM4taCaZJx/Z6LbD1wD9JazPdfZ2P/mO25wVcF+VGJuznFFCXahEQucS6o/dEmLeE/pwT7meLFTcV4MuYxp+mlAr1oyGysZ72JehGClmNNFKGJ3kxB8lYIjAgVvVUKowSGODMsJBWOEkvhHRWOQngW3gVzHVPwETVk03tqXyFRLCQc+ganQgJ7/sIuV65e4+atfZwLQkxJklBOF5imXsLFCEeeZSRJwuXLl3jkkffx3/5//zv+0s/8Zc6dOxeqNe8CP8NZbt28yWxyzMagjwquEshEcv+D9/D1b3+Xh++/jwRPohr2dnto2XA0PuFTn/gc83pOY0qyRNNNE6Ynh1y8cJ777rufV17+/nKcsN1sXdsqE8GAqh0xs6ahm+fcuH6Dpq4QWtI0hn6e01gT1pMKVZAXIsw4izB+6SI8IgiojXIeQYMVFT6q+bkjRf1ah6YR2EJTLirk1CLNFlamNICUJupAhNG5Ugaxlzz2W70QOCWprEE4RT/rYp1jNOzyqU99hD+ZnlCOC+h36Ngul6eSc41D4JjmmvyBy/jjCaZqEAmgQPswvSAQIegXBbKjaKqap5/+DttbGzHIKDY3tkg6gm63z7mdLfqDHv3BgG6vR3/QDw6SicL5hnJRsVgsmE7nzKczrl87YD6bMp/PWSwWlEUZzrt3NC5wN5w1zMYTFvM53jm2+gNwnvH4ACVDkpHrhK1en92dbfY2Nxl1cs4N+wy7HfoiZUhG2jTI2RQxGeOnU/zhDSgWmGKBqmq0MSQmyKknztAVipFU7HY6yLrEG8tJKrnZhRspzLa3KW4dkKjgYaG0Ymtzkzfevo6P60gKyaIsef6F5/n85z/PV//oj/md3/ltut0OT3ztX/Orv/qrfOmLX2IwGHFweEK3P6LfHywJrW3MeOWVV3jzzTdpTIOLAl9aK6poMrXsvQtWRDtnI8/Hg3OhMhYBGfASvGsrZhdRjFUhuv5nHXZvY0Ur5FUbh08kr93Y540bf8D57S1+9PEP8/D995AmQf9CK49WIk55EBLoM33/kACsEoO28G1jUJIkp95HIB76ZbHbxq728caenmQIhOWAnEUVI6wNU1n6DHnx3Y73lAwkaVCQahWivA2QhojsxnYOFkAl7ZwuEa6Ps7ORT9Ae6yqE7dc+Brmz44JCiCAuEs4oqUpOTQysn5h10k+bHKxzEdpkASLSEB3sdCcLaEFVhNlm70B7VBLGQCpAaYVIMwaVRdYeoRQXez0e6eaIxjPxlrF3jI1h3NQcj0tu/METvPl7f8iTTnGcKuq+ZrC3w8V7z3F+927OX7if7b1LDLc3Ge1sM+z3mRzcACWo0xzXOIxrUFKTGh8q5iBKsIQylRIBIvbRCCeO082ylGfKkmf9gs/2L5LcPKJMJM+PNPf+tb/KXZ//Et4V3POf/Arzv/P/ZHC7xk2npPUCm8BIJEwGCW/++MN89D/663TO7yIFqFsHzL72La7/97/FuTdv0zMOhMM2DtV4rPdov+KFnOq3OonRGcc7PWYZuLGg8oZZClp0kMpT1QVeRZEYL7FWYISnlp4FjlI6auGpPVTOUDtHLQQLY5jVFSWwcI7GO0SSMG8aGmdp8GRSM/SCe2VGJ8vIrQUfxKDqRHJAQ2M9W70eW5sj3rpyHetAqmBI5IzFGhPJTpDoUGEkaUK32+ETn/gETz75JM+/8Dz/6f/2P1t+fikkSkvqRYG3DfPphH/8//tHnNve4Jf//S8j3IIvfPajPPLog8ikx7WTOfgSpQRf/ss/TTdNuXh+B2dKFmXF17/xFPc++ADp4QF33/MADz/0EK+8/DLtmNJ6xUFMpnUoNZZmXdPplDwJpK6yqpBSYb1HJTo8V4GwxKkgiVeSsqmCl4gXYD3Kt7CWRzgFTpLYlMHNnOIrNdZolMyQTkINmUmQVuKkoxI67h0JRsNJ7pmVM7SEnggy4MoJMp3iVRo8HZKE2WTMd//0OxyOT1BOMS8W3LO1yR4V7niOEZ7uvGH+5Pfpli5MAPkmtDbwaCxaSjKV0et2ufvuu7l04SK9UZdEKX7nt34bYwxf/MLneOihh6irmsl8wryYMZlOOLi6z3g8pigKJrMJdVVR13UM8C5OWzmsCWiYrRt8Y9EiIH9WNEghGPW63HXxAr08xzaG29eu89EPf4gPPvQgF0cjOs6TNDXZdIGezajHE8z+TcS8wC/miHlBbsNUVFATjVC5VDQuCQQ7raiU5iSRzI1hQsrtqmLflBzYmkorJtUCoyy1sKhen/dtfjCom26PuHbjOpcu3cXW1hbeR9dQa/EojDO8+uqrfPGLn2ejnyN9w+c/+0U+8rGP8uCDD6C1Zn//AI+kPxiRJBlNE4i3SimqquFf/+vfZzwe09RNqNi1ikGzhcQD1wVCgRlQrzA+7YVGqMCjClgVQUgqBuDVWF62ihcErRvZctxYVeNAnA6Ko9vGghIIqbm+f8LvfuWPeGp7g498+P088vD99LRCavBnYlEbZ9ai3al9MMSgNLTJICiDRsRpSaqPiJrSesVrYU0jI6IcAZF3UcgqvIbUQYbZn3oP7368NwVC15IXHC1DwlobsxD7jvHCMBoSP9/ygwQNLyUD3Np++NCTc0uIRcTZTOfWxzLC7DZuRaJoM7g2Y2onEJZGRmvIwdlxjRUyIIJgSaeLSxNUnkFREen0OGmRPqjredcERnYlUD6MrymVhh6/DRd2IxGMhEc5kM7SYCilpfE1lU2YobjNCTdvz9m/OubIvcxTZcHcW06aCpMldEZDRhoueUcqNLsqZ5j0SIWmlxlS6UiQpB5kY6MOvUAnKTKe+3lmGZual24f853ZlO2tbR5cWLrzBpPn9C/exWM//uM4n7K/OGHzwjnczgh3MkFbj7IW5wVVR/D2XRs89h/+B5i9C5wIiag9+V33sPE37sGlHQ7+639CfjxDqDDehxIIJwm22nG0dLmIw9eDwnD31SlsdNje6bG/f8h3bc1BBjNbsKE8zhuMCzd1IUMfkHgtY4sWr2WoBLwDL2iMozGh0my8C1UMKaUX2FhZJFKRu5oH0py+NzgZ+wreYrTkyFToJOHy3nkSAW9fuRLZ3BKlAkdFCoFp6iCJ6pPYJghjgx947DH+T//n/wvPPP0M//C//Yf87f/ybwOeJNFYWyN8Q55I/uAr/4aHH3mEl154icm4YNTv0JSONOuzPy6ZzeYYX5EIy107G6Q0iEVFlkl+70+e5PWrN9kfz/jSn9ul3+tz7733kOhkeT+22gMQzw9RfMtaiqKk381OteW8AKUT5sWCkXd4FVQcpfRLVACCWp20oWpxQIPAyWANY6VAakEjoTaeehoY3l4IjNQ0ieYw0yyco0Kw0DlHznJ7NqNqGspFyaXSMMh7JC7I5LZuo5EjhdCKPBvxvWe/j5YKUy8YjyeYecIrGzu4boJuKkaNZigzaqk5Jz0bSqF9EP+yIrh4Zonm53/+59nZ2ubk+IirN6/xxrVrVFWQdf6jP/oq3/jGn1BVFXVThTaosVhr8NZhGxMCvgV8IASmqUYryajbpbvR5+K5HfZGG2x1umz3+2z1e2wmitR6xLxALSrcZMbs6JgXDw7ZfPtNzl+7SXdWkZV10MGIvfBUybCuVeBfNRrG2lNKzdh5TrzjuKmZ1jULu2DaNBzXDft1RaU1J1XBtC6pfZjRR2m2t8J4sNUC2UkYpjmDzS2m4xO2tzc4ODzi3LldNjaGKCWXU1lSghCeyWTCN7/5DX7hF36eBx56gAvnz3Px4iU6vR6NMRwdHdLp9ej0OgEZWYPEX331Vb75zW9S13VYt0rRyXNA0NR1EFYSAq1bCfywv+MdpqlxWKSO4mLx/pa+jTt+2ZJoqjKgxS1Bj4hWejDW4GOMOqtBIwRoqdBKLfkBh5MF//brT/D088/xyY//CB98/8MoHYpY2sL1DDzv3KptvT4S6FzgFKwXwxDQz5aYuiQKRt5dS1BdRyC8D2RWhFze66ekKf+M470lAz5sgkIE8p9SCiUE1tnlLPN6JhQ+x+rfrWJhYHVGScg1mGb1PL+02hUxC2xfycZNQQiBieI3Z9sB6y2B9ZGP9eNU9obAOUHe62OlCrCzaUisIzOe2lsUddB7VpLcCIpigR4MghNbU+GdoBQSrVJ0lDht/1MypYcHofDase0U98hz+CxA/Y2HWjjGrmLqLeOmYVJVjOcNx7bguJpx1VRU0lIBVeAKor2nmyZsjTbY2dpiMp1RVnU4Uc5TlhUaiTQJF4d7fGnvEufe3KfjNDekRiQZSTelUQKhMxadFC5s0Vy5TtIYrAsJ4ElHIh9/P/3L91MpR+kb3Lzh9qs3uZk7dh6+h+bBixRPv0zPucCa1RLrJMqw6qGtZbN4S9eUPDTx6LKmsPvUgwGvS8vzynMwX/DhjRGJC1CucipIjrYvEy4ixPQS4ZBKIJxAGCJXTtIa14qYMSdCkSMZec8lBe8XgqGdhTEpF4iGTknGdUXaGXLPpctoJTg4OAikJBsrag+mruOm5PFa0/oEXLx4AR8JUUIIvvHNbzCfL8jzFCUFVblgMR1TLqYcHh7SrS1OZ8j+kBmKKnoTXNwZsn33AJF4qsYxm86pSstJWYHUvPTq6+zd937efP1lOt0+pq44v7vHxsYG48nJ8l5abi4tydSHK9LOK6dJim3C+WtJc51eD6bzNT/0tmcJBs9Mhv5qpTUkKVYKFhIaL6nRVBim2rFAsrCSqTHMnGVeGxbScuRmHJoasoTppGFsLJ28h1KK0cYmO4/ezfjGbfKjMZkEAzQCahkUBrtpl15ngHOaRTFjbuYc1wsql/O9TsK3jo44OTkiczBSir1E88WNEZ9yKZckNErhlEZ6hzENf//v/T16vT6mqbh9dJud7W3yrAMSrlx5C7wIxGjvSYUkS1JGWc7O9iaboxE7oxF7mxts9boMhKAvJV0pEVUFizlmMsWdTFDX9vHTWejbl02w1jaGlMCPGXnHCIFaSBLhcUox0wkHmWamNRNrOalrpgKO6qAYODGGqbMcTCfUwlN4i48GQyKROAtJmtFoSd7pYLOU6Xg1WeKcpesasiylmTf0Ox0ypUiEoSqmbA/vJpESrRWDwYDRaMjJdB45ccFzYDab8dzzL/ChD7/Khz/yUYaDIbY2dPMeV69dJcs7DAZ9EI6yLDHG0enkLBYl/+Sf/FNOTk6WKoZKtSiubzsDCClRSuNsCO6tvoKL4tSeBu8CGonwwd48Nie11kFGX8ogpNYmA2sIspB6KXJEiy7TxtJgf44JPKYGECoUBSQ5Ou1SNpZcReaei8JDayPxIUfQy9hzKgatJQWnNHBiYtEebfugjWnrj18RDRXQkiUBFPrfBWegLCu0Wo3pyNhDXGc6toc6JT4UoRPVQjIs4cvliGBMAFp2p/F2dXHWWgAttO/W+AnrQg3r+gHAsm96tnXQPlZFqMhai847NFJSuhqhLKlzGGfBOxwSvEM5EM5i6xqBRSUOnYQApZ2gMSVz57FekRuH1ArpMyQJwgZmr1Ye5+KicY6ODOdgC40XKWR9fOrxXUPlHZUXzHzDgpqFqVlYRWEci6Zm4QzTBopZQe1gbgUoRWMq+lLzYNrjvmGXh7o5/ZuHdEyNTzTp3oi82yXRCtOTbKZDzGJE2Q/6AsII8A6bJFResnfPvYheQuZBJRlzM+Xo2gn37V7i+OYR3fPblB3Iiqi0hUA1gfkTgKSYqsd8UHmBs46eBVGVSA3SGYQS+DShVikCSe402oqYccdMMB4tadCJ2Lv2MRnwILBY7yNqFsYRG6lQ1jEEdqTng0mXbeNJSQLbWFhqoFSKRWkxQ8fGuQ2c15yMZyF4eoeIxDnjg0Kk1hJb1yRqhJCSex54iGeee57xeIwxjp3t7VChyLApnRyPmR4fUJUF99x7iT/+5rfZPn8Zl48Ydjvo2QmDBLq6JBc1QnpcJtlQCUXpuX37JmkyIOnkPPWdp9jdGdLLJK6Z0ev3uHDpMuPjo6BNHjeNumnh8XAPBnhUU1cNtQniNB7PznDEoqw5mU7ZUSnaOKSskaKmwqIQFDrheZ/wymxG5TXWKUoBtRIsLEwbgcxTjBM0eEgU2dYGXmuyvMvWzjbDfo97z+2ysblJmnd44P4HmM1nHM9POLe7xeP3PUDvhRe49Xf+K3RRUOERWoJoqJ1noEIbLO8kJGmfk/EBw26Xfpbz1vFBGH0cDfFSYrRkgsEsFty/tc1WOcNrSY4ndRZpGiSOYnyAFnB+2EVWBYkQXNrZ5tEP/gj3nzvPZq/PVprTl5LEGOR8gZ/PqCdjmM6Q169DUaLKCooSX5YoZ8lcGIXEyUBwlRKnFFY6GiVYpAk3BEzxzK3jtvGM65KpsRyahomEY2uYWEsVkRjrI18GEYKhlLjuAOcbBIFgmOokjK9mmtI5dDdlYRt0kkCWURZV4F7hmJYlo+0NpDJ0k5S8k1NVDcZZJvMpnU6XxXxB3u1xfuccx8dzvPR4YSISqTk6POF/+d3f56677kbrhE7e4frNG3R6ffr9AQhFWRlMbUmThKKs+K1/9Zt856mnqIsSXCD1ddIOSgiaukLLEDeIwTm0CoJJkrGGxhOEvlSCQAaVQCkig15AJM56IbFeBHv3OCKotFpyEJQywRZeBLEj78LIorUOK4LcsfCeJA29fSV8QAhuHfLb/+p3ePTh+/jspz9FJwvvoz1CHIpy3mI9OVjTuTkTP5fIh1zpBLStkfYxrVLh2cNGsr33lrZ0qo2942PPHu9ZgRARfdl1Gu1CLWZNe7s9XJsVLQOzwJs4p2lb1S6/6pNA1EBfczSMXgLt94HANo0/F4jlc+F0UnBKvnEtg1pvIwDxsYGoIfMM2+0GkwklMUqirAUrECIqHQJOBVOLoGgW7TI9YaN1DY3UFN089LqVJ6mCm6F2ZvnZLaCFCiMmIhqjOIHyAuGauHjC5p0jGQmNEDky8fgkkOacEFTeM0slN0XFvG7Y2Rgh6uAHn7iajm3oKYmdz0ixqEFC5QXJRs6go/GLit7GOVQmMY2guj1GNhKMxPqGSknywRBTwTDpUChPVwhGOz2qWYFSkot3343rDpDGrXpC8a+Q8MRz1a4jViDBkhTkiYJNccRPBEtb5QkjPe36EFHymtXvCGTCMEa0+hOubSqC6YhOJB0bHA273vFAmnO3ytFVGeBWF3jyDk8lA5tYJZrh5pDxdEa91PeOfclW5U+pCNu1Y6uKu++9l3/5m/8K01i63R5/7a/9MloFmHF//4jbN2/h6hnYip/9mT/P3t4u5y7ey/ndPVLpmFbHKGo0AYXDufD6zjLsZdjNAdZbfuanv8A3nnyGj3/8cZSrsNWc3XP3srW1FdaqDJKyxphgp4wA4yKW4lksCoa9nN6gy2w+I1OK+XxOknWXxDVZNQip8MJjcUFPQUpe1Zrv7W3hBn2UztCDPtsX97h/6xx723v0BgNkonjgoYdwAtIsRaWBSe5izzlJkoiFSoT1NN7gFLimZmE9cmPETGl6UrDAk6Q5GoPHBhExZ9GJorENs6Lm3MaQ+y9fZH//Nt5FjwgpcDgalXCM51Vf8vCwS+bgolV8xCf82Ifex4VHH2LU67OJxkymvP76a7z66vf5xMXL7NU1+ntPIxYFdlbgiyCKk3jQxrDR7l8ywO5OKSohaBJNIVNOnGRqLMfecYTn0BlOmpKDqmJuDFPrmFjHQkhqwCiLweKVpvHgUTip8F4FH5UAaMe7IOxf1tlIYg2SzVKFpKOqG3pJQtU0SK0xLliI6yxB1sEpVSlNWdfUjUGnKUVZcvnyBY5OpvT6A/YPD9je3uHg4IjLl3MeuP8+XnrljdCGsjWIoM1RVzXXr13jN379f+IXfuGvYEeWLM8RUlJVDUkiaUyN8KGt9J3vPMn/+Gv/jGKxwFqDMRU4SydPcdagJHQ6GUq3XDRB0gRVRu8s3plADrRBREoKjY2kc522ujOOsmpCYBSSVAY/F6mD1fWSa4bAComUHmubeP9EkTIZyHiJDqZueM+oO2RjOODyxT0und9hZ3tIlibLXn6LXpyOnzImMyxRdLc2StgWp8uilpAkrLf62gm81oBsmVCI1sAv7E3WBc8GJZMlSf/POt5TMhCcmFTIPFzYodM0BcEyALdH6xW9HuClCiQIZJuzRAJEzJycXwVzWMk0OlbthFPzlmujie3j2/fRBv32++2xPsIIBNiIoKFgOjl+a4PqSkamEurEkFgXs3oXbzDC5yXITIaKFNp2SLMouT5dcP3uy9xuCk7GB2yrlJFS9BPFKMnJtSBTkq4X5IAXFqIjIo1FtywGIRGoIIfpRNRLFzgRDVyEDJClsfS6HfAZncov+9pCKUxTUk+P6QJKBXP4xHjU1WsMUs3s6WfZHG6CcsyeeIL87et4A95G5ytj6CjB8fdfQ07HJOc20V5jlCIfjWiObyKv3mL8p89z0QQFOQjXUlkZNq/lWgxGIh6iJfJK/a3t3YVPHv8IgRJB8EPSKgWI1bParCK+/lJbJL5OkB8CJwWJAOVqMm+5S3d4TGZsVBUJgfToIZCNlKDAh/n+RCOkYDw5oVgsQoIS11KLammlkRKUCOOrvW6PSxcvcevmbX7yJz/HL//yL/OFL3whImGG6fSE2zevcWkvCLH0MsGXPvsZapdw/0N388ZrL5EncY16H3vQgU3sPHQSyc72Fjdv3uC+i7vc/3N/HgtI3+Cbil6ug3NkXPvrpNmw2YT55nAfhIS9qiuU1rG3aimKCbnWVPMxUqRYH8YKWxU3KwQf/dwX+PSXvkCdZczGCz7w4R8h73dJZKhKTBRTsc5ibJBUVlHGPPSbG5qqwgGVMYiiwS5KxtMp45NjJjdvI599jg8tCoSWzH3FbFajRyP6vQFChPfqpOTKzX1KC6URvH31JpcuXaCTp9R1gSSgc3XlGDQWqxLqsiI1NTuN48takRxPmH/921AY5MmMtDEMvOX+cs7W+Bl6XiAbE4iUOsGiqAQUiaTMMwpvmQL7Tc3RYs64chx5x6FpOGkME+MogEIIaqlwqDAxpEIi7LTCSImPDoRWCLxXgVTpfSRvGvAsjdYCL2u19kOzPO61MhQz3vloPeyWrPR2yiRPEiqlMMbFvRVm8wV729s0RcHW9jbz2ZjtrQvcvn2TwXCT6XQKCHZ3NhkOcqZlESZGnEMIh3MN89mMZ55+mrJc8OUvf5nLd92NNw4nPHVdh73BOf7wq1/l1/7Hf0ZVFpimxjuDFp5ev0uepRTFnEG/BwTdGq011lhKglOltcEhUMQWoUDgXRNbeZaqCr+rlTUO6LKKGgMi6MvIlownEF4hVVB31EkQ+ZLCkkroppper8uF87tcuLDHhfO7XNzdI1VButj5wOcIY4xBK+CsKm64ZqtCtBXJ01pjrF1en/Y+bfk768jAskheaw2sF7VtQqCUDmilB0H4LD/M8Z6RAalkvAihcm8rNDxLC0qx/nixQhTanymx0iVoK0nvg0Zce6yrUEmIFzRu+JGYuPbwJRKwPiWw3iJoX2s9w/Lek+c5Cok1DV5o5NYOZdolSedUVY3XDhGdz5CRKJkEUZ8w1hgSg7ZDZTz4/iZ/cPuQa70OejBiA8+mteTzGZ1mgjZB4avnBX2pyDsJ/azDRpLTTRS5l2RS4bxBOIMg+FNjQ9DSUuKtCOfcBl3trstwUWAkOBtZGtMgZWC6423gRnhD4mFQ1vD2dQ5/7dfJrMUXcyb/7Ne5PD2JzqqeRDh0YzHTMTtXr3Prd36H8z/3l3HdPso1XOymTJ6+wsk/+g22rt4iq0Ny5AjkPhHRn8ibCdapWtLg0GmKagIjvx2N9LH/LpHImBBIgnywFG01FNdWmxpEZSER2wTStZoLPiYU4dEdG3gZI+n4UNblYhXg22VWEddgIwRz6TASsqxDb9Dn7beuolWoqtbbWy26Bat11Y3I0sc//nH+47/5t+j1utR1hVIS5wyT8QmL+ZSyyljM5+0UEOf2tsmVwcyPyZTDtuN8LhAilU4Q0lLXJakOMrSZDHamVmY4G5KZRCt2tgMyYK3F+HBfmKZBxSkBpKSJzoUej07SgIwIQVnXCBTOGLpaIZoAzzsrcQRY2kjFQz/yQTY/9XGm1uLrwOCu6iKYQVm3EgUzhqosqeqasig5Pjlif3+fw8MDTsbHHB8fc3v/gOpkSrNYcHJwhKoN217xE2XJ57tDSBSFtCSpRKYhEFgfoF/jHed2L9IdbqOFxNc1r984CklwvSBLNXVdkac5O1nGZLgBRRPbAIYdn9BcuUoiJM4GhVWjQCYZWXebfSSvWcc4ybjpG47qgklZcrSYc2QaxtZwUlXMvaeO/WmdZBhPkMcV4GiCnK0I6nDKSRSCRq9aoNKfljn2ALYJKE4sQFQ7OkQU1lrCb8TXCWs9uB4KvA9BpmkakiShrmu63S6LYhGCbp4ymy6Wu9dkNuPc1hY6TRhPJuAth0cnVFXDZDylk3c5OjxmY3PEww/cwxPfeRqV5EG/wwdSpU801ja8+OJL3Lr59/nIRz7KBx77IP3+iKppuHLlCn/y9a/z2quvLqv7IEVtAUe/30WIUIlv7+wAwbUyS1KyLGMynjCZzCiKIniaqNh6FC7q8NuoPBv0ajxBMRdaLYKV70DYE0ErifA13U5Ot5vT6XbY2trg3M4Oly+dZ29nh26vQ6olHhtROo/0JiABSiJVUNIMG0lb1LJ0L233iPVW91L4LrYAzgoLtXT69ZbAuuhQmxycjm8tedBjXZug/DvgDIRfGOQbWxLfOgTfko/aN9Yu1OXGKQN8a9xp0kMbpM9aErdHq2qo4wd/B9+A02OJ7XOW7YQzGdf674w/INUJXkiy85eYbW1RFjM6pqJ2HozF+5XEpFQgMk3jLYnWsY8skF7gvUQKzUwqXq1rFAk5jo0so6tTek6gm4bUezrWM0KQNQvseELClESIUO0rzUgINtKEzTxhd5CRFgGpUO3MN0H+takqdOPwIjgpOhzCxYvrJE0k13kD0isEDoWn21RUzz7PyRvXyKYFl6djclPjnMCLWDF70OMZo5deY/yPfp1bb99m+KmPID0svvMs9qtfZ/jKa3QqC04E5TVr8daDT8JUSLTKbdEUkWpkJ8c1M2I2FQK4C8qCinAuFVFtEAihqEVHVnlgC5Wy3NKCOp4XoOJztYPceQbe8UCSc08jyE0U0RHRCtkHFTsjFXMRBIk2BgOqumYynbyDrLNKVkOLwYvWja1D0xi2t3dIkiwkuS6olFlnGE+OEMLx5JNP87/87u/ykQ9/mB//8R9juNHn2puv4OoFIvonhNtkZXna6WQ0dYWzhm6nE8RFVMoT33mWuqr5xCc+jkhSeoM+3W43CHDV1SoBjgmSx0fdckvVNGgR7i3rPDrJsLUjkZAKSJQMyZySGOdJCBDv0eEB5dtv0miNLRqOT44Zj0+YjiccHB2zf+s245MTqqJkfHzM8cmYebQq9rbB21CdJkoHJCq2gFLvSMYz7u1s8omdXRLnuJYrrtY1jUrAGpROcS5hUZZYH8yNGusorcNZS11bmtoiREpZNEgvqOoFzbziWjbk+sYmRzanlAlF7ZgiOGwMR7bioCm53RQcNY5x3TA1DZXzTOqaKRYXC5IwWSGxUmJVUDzVMhCqiXudk2FdeGFjzWNXOJgXYHXU0Qj+D20wx7drOYwIiij97qIdb1iDYrnXtv9ukYHGxVE0IZbje+0eKYQgTRKcsXQ7HZra0hiL9dAYy3Q25dzmJrdv3+bC+V2OT8aMhkOOjo4ZDkccHR6ysdHjkYfv49nnnqcy4T27OKZqbU1derROOTw84vd//yv8/lf+LUJomqZZKsV678BZpAgtMKEFnbQLQlFUNZWxvPrmFYQUJFrT63RIdBJjiccnKaZxoYhzAQ2RKrSBlVRR9M6ilUQKi3eONElIc0G/16Hf67IxHLG1MWJvb5fdrREbowFplpEkOsYZh/WRjOdrvGlVEcP5DvyEiEYbu9TZb8chZUQwlvHwTMxb7iNrX68T8NuvjTGnnrNsL4h3uvsqpQO6oWVYPV6+A6F4t+M9JQM60SRaB2Wx2JvF+6hIuBJaCBVoEARqR1CAOAPJkkjWzkcuq7y11sZ6MpBEiEgIoi62W3kirG3Q68TBU8F+7VhnYy4PJUOPWGr8xgh590Xmk30wC9K6QejgBBUkUwMUpPKMqihIkw7OmfjakgToNoZhR5GJ4CMg8oyJFSxqxzxLMLmn8Ibp5IQNqdlVGXmvSyoEynkSIXCNIVeawWLBPdMJHx4NuCtNUS4Q2KwMsK1H0MganQQlt+D9CE5KFklCMRwwdw2dsmBUCHIDStjQmkCwOSuR09tIJxFW4FwaM/YwLy6dRFkBTcGwvob5R7/B9Nd+i8ZU9IqaTecRdYlAYRAI66JfQOSJiHCPyOABGuSkrcdMZkjnVt7wyyAfxDtk20bwaxKjS82ClqIjEMKzHEcl5BZLP3gBGSHQSAkXRMpjus+gCGJGVrbEpJjoCY+TkrmzWKXo9/voNImz96uplnVeCsjl+vfe0+31KMqC0WgjPj44eyIU88WM27dvUcwm/Mb//FuMNnb41ndf4PFPfpK5WXBytA+mxngTKkUXZJJdHBVtmhoRNQCzJEHnfZ55+S1+74+/zbDfp7+1y4Mf/jh+bcJGJnrJswlJiVqiy84H3kA/7wQmN45uZ4ipCqSIs/hKghR4JZEywXpB4zy/9Vu/wzf/5f9MrRXSeBbFgqouSJRGJunSZ0B5gZaSRCl6pkF5Ty4l0isyDwOtGXU1XSXZ6XfZG/TYcYJLKmOzLDiZl/zpfMqrdYZJBtTVgkU5x5hWmCW4+uFDommaGudCEAhtkJAeWm+pvea5yvD29C3qqmJee6bNgomzlFJjIsHPSEA4auGoCWtUpxqLwoTclVYuRQA6jvkZGSZwlIjk6bjRC2SQWY77YSVD+1S5ZmmBIEQM6JwyNqZtiy0rK+9akHWt/Ra/IdoCzdM0lizRob1AQDTTNKUsS9I0oWlK+v0Rxjgm03lI4IXg4PCIzeGQ2XzO7f0DUh04MXVZ0On00FoxHh+Td3MeuP8BnnvxdXSa0pggeW2ahsYblHIkabrUIxAiENqUSvCunToLxllKeLI0pTsY4JyjNBaRpDgZ0FdjLGZRYu08VtXhflBS0c2zUOULEbleijTRjAZdhoM+w0Gfc9vbXLxwnq3NTQaDPp1OTp6mJFHJ1RqDkIH4HKYNQvKktcbF/1rHTuFlvGAyDkxHJ0e/8hJoi93lpMJaHGrjzjoS0HronI1bjjWDv7Xnn4156yh6KNY1SsVU0os1dOIHH+/NtdCGkT0Rm75ShN4Uy6wmIAOtUMLqZMSsJiYGzruljsBqIxfxhrgz2UGqIAEbfi5Btxr0a9kRPhLBVojAWXWps8hA+zwJWC8okGy/71FuTaecCElSe7TzdBuDbhqkTzmZTOglHbJJRQ9NrYNngvYapXPUomBvmJNXNfdcvo8bh7cwCSycpRYGkSpEkpKKHgjN7XHBsNunKOaITFOYigU1XSm40Mm5yyRkxwX6vAroihChN4tASGiCTSJGgXIaJxyFhsPzFxn+lS/TyRXZwSGH/9Pvcv7WIUqFLNY5S2odwoXeK1JFxnNoScgQy0ikxyhHmnfJjqfI2QwvIKWVqk0QERIVUkaqc4BcvXcI1942AcpXkcTmBAihQ7CRnjoMbOBw5BouyARZL0BZBBLtVhBp4B60ugUhMTWiNYgBhEU5RyKCVW1mKu5POly0rQFO2IVDODdIGUZdcZaFE9RKkScSaR1VYWg5OO1aM8bErB5krN6NMSRJEsYIOymNrWks1HVDR8JsOmFycsL46JDpfE5/Yw9jNVokXH3jDcRijvIGLwI/wAuB8QKZJGSpwpsykKWEwiqJzgY88+Lr7OxdYP/ggJOiZjJbsFgUIAV13cSeaSA2Cmz0LHAgFEqnTCYTLl08z3xckKYd9sdHzI4nNFmGRZBGYSsjBfPG0CWl8J7KNKiiRhPQhg0EPslw1iGqhl6S0lOKriDK4aZs6036acpWp8sozciFQDpDQoGYF4iiwVw/oKprjpqG173gZp7xB7MJN31CXVQ4b5cQrHM2Ejndcu68hUgREuFD49EL8ImmcYJnDvdxvo4pp8YlCcgM7yXehDXhpcCJJmhSEEZOnSe2rliu5bgilsWNti1Mu9bOj0j+aluLgYO1b8ZrvfTSWKuKPCK4Lq4lvOF1zxQ6a2gtHmpnsN6S55omuhw2tkEKibGGJMmYzxf0e12ausHMg25GYwwHRyfcdfEiJ8djdna2uXFrn43RkLeuXGVra4OT6ZRLd13krrsu8fKrbwZESaqYbMaxcSze1BhTg1SBTB33C4HHVBVSBkdRJQW9PAPnMdbjhUbp0OvX3qO0RCqFSj3gkB56nZyt0YBhN2N7Z4fNjQ1293Y5t7NDr9el1w1iYrpFbhG0/gRtTJK4yIPTWBHaZ0mWLX0LpAitPRX5BhBI30LIIKgW+XNhCbglUS/Vd2b6y7Wg7NwKsW5fg2W8CldeCQ2xZeJP+RuEUen2MyFEREfCC3kfy2shsT6MZP4wx3tKBoyxscrxaKWxLpCiVmzGVeXUHqfgEFbQRyvFeLZ6bx+/jgzY+HrGNsvXybIsmMZEtKA1u2h//zo0sv7v9SmD9j0oGd57MBxLcL0Blz/1Y+zv7TB99RXmV6+RzWZk85LcQI3i0Bq2F5pcenwCwsW50I7GzRybWUpdVBilkUrQVRrZuGCI5Bo4qrjQ3eBGU1CkisYZnJZ0OjnCaLK8gxCKo8Zw4+AIrzyGhtRrAnkhVghxU8T5MIfvBE47Ggnph9/H4XDA7HDO3r0PIh97P+Xtr5EIBw4yI0IVI8OoH9FwKjT3idyD8HuUAzuekdmgKrhsA7XnOY7N+Dg90JqGhCkCF24Y2jcceCNCAFGXHoJIDQhyY9h1lg+SsiEH1L6iQlDS+gt4XNQE8HiskBzmilwKtuYGbS0WiRQejSeRjgvDAZvzhqwq8N5FTXwZk4FosuWDPNLceqyWjAYd8iRlPitW+3ZMBla8AYs1kLY6G0BVlghBYEcLiXWWpvE4Y3B1TTdJ0cLy5msv8v5HPkAuIbEG5xqCAarHOI9zEiHTqLITZoi9C7r9aW/I9vmLdLodvv6Nb5LmOVtb29y+vU9dRaSorleIgIgTKDZsiEmSBYW6pkYqRdbtUBcGnQadBDedoeYF3ldUZcPt6Zxbgz56kFNrwVYx5dPDIaKx5FIy0Cn9LGOQZPSFIpWCDNDWIJsGZ2vK6ZS6qXHWUtqGuQ3M8EoIhEpohKLJcoo8oerl7OP50+MjXveG2kukKfE4bEz6l0kAUevhVNW0sosFEE7icXGNpfFxHkiWFbZXrL4v5JIE3fakYhkSH3Nm32q/v9Z6FMu+fps6xL2vhYzPFmztDc1qn1z3PVwTfbjjsWKhh1ex3lNVdRRmi+dFOoTQS+Jg0zSh/dQE9UQnFQfHJ4wGYcx1Pl+gUx0STOeYTGdIAVfevs5w2Oe+ey/z8qtvkaYZtQn3e5amga/SmAChWBmTmogeW4ttGlKtSdOEbqeD1gm1CeiE1gHVkVjSCLcnmUYqyac++Qk+9viPMOh0GPZyuqlaSvmunzcZyb5StgY+oYW7pCHHONPGllDps0RdPB7r7eq6+bDmGtHGrEBebJFNG3v/IUA3q8cs45vH2KXqSWzjhK+tNTFpFEt0YX2JBS6efAcY1F7rZdbpfEgKW0RMCKJ4yg91vKdkQMpAlBBxYxKI5QlvRx3OEhzuBNW31fpZo6J1puS6aND6h28f0xoNtUfbV3m3vsvS+CG+p9ZH3LmgYe59g5AJAk0lPHWWkD34AKO776E4OmJx+yaLq9c5unVAfTLBVwVl4znyhl6S4F0gNWV9jdq3jJKMSk15+eYVdoVlJ+uwX0+4VDm2dza4nksqBIUA+hmNddEm1JELRa4zJt7ghGaaeBoX5vUNLni+h3IiICrt+J4FH/v8GImoGuz4hGKyYHauR7ffpUFhvEQZh2xCph0hG3AOYVxINNxKnMYjSCzoyoJ1SyOod17YUCUtpyuWGy6r8ihmwGGUMiYMcZv1hBHL80ayrXIuzKbszh1WegQKr2TwJYBlG8IB437KK3d1kSczHlkIhjJozxthSQiTD9pIktqROo8XgiaMqYc2X8x/GqBJJFNnoldGGpJdJZaV13qPbrX5++V68h6apuaf/Pf/A957Pvz441R1DU6HNVI3ZELwq7/4Za5cv8Fj738UUx6hhxk1DS272RqHVGnoTcaJDCllNF5K6PRGDAd9Pv3JjzE+OmB37zwX9/Y43D9iPl0s1/z6/SWlDDLfgLWGuqooy4pr164zGg2QUqGbCu8c3Vxxnj71pOJwsuCqk7zZ6/G6nfDBZMhPDbYRdYVpDNZZrJlijcH68GfiXRizk9HHQGhqnWKVxCcJNu/QiOBDPyZhYi2HVcVxUzCtFxTeMfWWKZ7SClJnwTkaYXAQ+Cm+5XFEhPEOQbpdfKsYvQq2Z1HIU/tVrMbbPePscScE890ee/Z3/K8+ziQDy/cgIGbvp74f1mK8t3x0tPOCxgUSXJqmVFVFlmX0+33G4zHWgsXzxttv8+jDD5KqFC0C/N/rdllMp2xsDDk+OEBi2d4asbMz4vDomG6nT93YMCKNwisXyZ4NS910wuhokmiSTJN1cryU1N7T6XdBCi5fOs9Pf+kLFPMZ9XzOeDpnUZZUTUU1H3Pt7Tf46I98iK3RILRNhDgFubftsPbQMTE4e33Wr6FrL7tYjaNDRDrXL0FEnsPrsTQtS/DLBGD995ziqa3FJrHcCwOBsW0nrYqO09d3vQW+2n8A2hHKUDBYZ4Mug4/kwTPckh90vDfOgFaxFymWbQKt1XJ0ZV3+d/1rKeWSEblOfmgD+9kL1DIu2++3G2378/ZirY9ptHObZ0mI6yMeZ3/X+glW6DDEFzNEg8ClCoMnOT9g88Jlzn3IIhZzqpMTisMjzFvXeOOlF9HCkBYF3cqyJQXzXoKTQUOgcQ3eWHYvbXJwcsSwFnx84wK/dv0lXqOmUglD4kJQKmgVNA1bacbW5jY+00yu3sQYArweGaJLsDJoVsYYKyDmt7nRzL71LBceephqJ6PfkYyvXGfTSHzhcI0By5LBjw/ZNDYmFvE3tL9Kh1IjyNG2UyTrxxIFeOfRZq9+/bG0UGn4HU4E10YrBJ2mYddZet6RCYnxkDqLaCcPaKVvQzLgvGP7pqNTOjYqT9eFJKkRKug2yAQvFUYlSC/DSJczoRcowwCiEQaDp9IZcxmQryzNaGwT3PnWCIRtkA2TKwkte7hpGhbFgizL+eM/+iO+89ST/J3/8v/IRz7yEZRPA6nHOWxV8MiDl3jfgxfxTuCtoak93ptQoThC28W3CJqlrix5Fixcs2zAaHsPD2xu9PnVX/73scZjSHnljSscHZ0s77/27/V7sbHhWgXt/CaObTlGwyG57HIyOWHQ6aFsxRvVmKtNxeu9nBup5kgpusZgbh+ibUAVPATxMa1Aa6zOcWlKkySUUjF3jtLB3MAsKuadlCUzaymsobaeCoeRAidVmAqxwesEIZHOBct0b2mkAWSo9NuWAKEiaguks3vJnY47JQJnHrF2T73zMetkrvXXfLfHv+Oe+CEft37tTt9D7Q6wGo87+zwBS66LMWbJI1EqcCiMaciyjLIsSZKE0WiDk+ki9P1NzSuvv8HDD9xDL8/od/vUdcVoNKKqKra2t9nf32f3wnkefug+nn+hYjqd0+0Oqaom/F4XqlotV0Q7KSDp9FBaodMEqUKbcDDcIE0TEuX5yU//KI8/9jCJDLLCOkmpo9FQY2q8dWGUb2mNuzr3p/k8q/Pb/lkfK1//mY2JvRBBDK1VNBNnHhcQo3DunQiVhI0ciNaPoi2U169tuzO2HDljTSjkZGSEBEvM2IhiieSEr+/c6j5LLAzcqNBrFVEoz6Hf9R44e/yvmCYIGTleBsKOWW2Ud2oP3OlNr3olp+cm17+/PirYnoD2++0Gp6UiUWFuVkkRZk+VwrhAKjpLJmz/3foZrN6zgDjT24olKSGQSJwSUexGUzlLNkjRvT6j+x7AfujDbP25L1JUU/xkir16i+P9fWYX3+TmjSNGVZ9ZqpmqmifefAXjGt7uJMjJbcosQ5pQifuqZtAbMfYmOLMJj6wb3OGUW75iO1FUxiN9kN5ZEjFjr1zqMFsrhMTGUZvECQbTCUf/5ivsvf/9mBs32M002lhUZahdQ+bl0u87llsEL4EWBlsSZJeHXBb7dw77PygJPf3TtpIDK0JVXgGNVijhqU2oCAuZoBChanYusM/jjSKFQgtB3zruP67QImx2FR6nMgoRFN78pW3Y3iAvDNM3bpJ5jzYGbR14g7AGKyxGOiotmAmLNYJBf4AQgjRPV+/6DPLlXGCwCxW+f3x0RJJolFYcHx/zD/7B3+fv/t2/i3CGQS/HO0tRzlBKxv5qEDupY6IjPJjGIqQkSRTWNbTGYLUQJHlK3u0z3NljPjkm1Sl1WZLoDO8F+weHHJ6cLO+XOkomt+/Z2pBQ6iQJrQQhyPMwUuUbw70P38vV2xnF0YRrWN4qp9xOPQdbXRgMSJTioFpg3YBcpXitaCSU3jKvKxaNYVF5ZpMpc2soEZTeY5zFY6mtwwmJl1FIR4R9xMogzY0xKOdD/x2HEYIm+JaH1K/loSwrp5Z3FO9j/84ge3Z/+bOOsyntejA5S946G9TX97B3rP877H93+vvs+/9ByMSy/+3jmfCn9+NW/bP9vjEmTBjEgrfdm1tjnl6WUEuoasu8KHjh+69y+cIFdrcF3U6HsjZ0Oj2KqmL73B7HxydsbI54/yMP8+JLrzCdTeh1B6G5GNn3zjqEMySxd62URCuJlpK6Kel2u2BKNreHfOFzP8EnPvJBMhWuOSicaVAikpHTJAi8rcWCdfI6xCIwVsoCQWNNnAgLyUjrlNgWraEHryKQGYTwpGhb325ZmRPjw7IUiqhg204S3oexbwGtN0Bb4Yu2iBIxyXCRYG88xpkgtdyiEdE1wblgpCVkbLWbFfEwSRK0Cm2/dc6CcYJUBYMl72z4XGtJ0w863lsy0PYwlA5v2BNJGXIJ4bcXaP3GaINveK46lbWFE7a6wdqRDGC5eFuy1jpa0P7cRnUmZ1fBpf09d7rxTulRL7HD2GqRPqgJCrGcHsDbaE0pQGoq1wTxpMpjCZ7brttDbO7Sv3Q/fec4T8m5kxlP/b/+MXI2w6geOOhpyVFZcGRrpsbirEDJoA3f4GmSkMg0TY3IcnZ7Q17dfwuZwtGioSEL4i1SREJbxMxlsHNGaYywkb3v6ZgCXn4F9/p10HHhywaVBmKKsDK0+p0PVb9tx1VWl/tM+P6Bwf7UNV1bMnd6TvtzF1EBpxUVntIH7XkrFCdZxu2NPnlZcWlmSFyGQWCTgCI0giB3qwRWSUyvQ/fuu6mUIh2NkMMertsjffgu3M4Qezxj9twrOCnZf+NV1Bs32DtaMJwXQaZUWioFlRZLqdJ1uLhdo6eSXiBJNDpuLCcnJ3Q6HbqdLnVZcOPGDcbjExj0yDRs72zx/auv4VEUheXffvVPkErwqU99mL4O8L21giQN445tP9xai6+h8RW6sVSN41/+5u+ibc0HP/D+UG0Yy/7RIVVdL22623ZauEfsciQzz3Lm0ylJktIf9BkN+1THU968dpVpWVGXDU+NDyh8g+132Lt8kVnlcYniyqLkhckRtYXKWqwUGIh/RLhGzq9ExAhkUi0lUiVYHyRk29ly2c6GxFge0gaPl01AkWyofN0ST4oTRYSAsZ4MtJXVHdfkDwHjt9d07f9OVefvJYD/IFThz/r7bCKz/vOzJGglROQ9nV6nEElrnnd836+1ats921mLdB4tQGQZjVKYpuHKtZvs7x+xuTGi2+3Q63Xo9bsUdUOv26OYV2RZykMPPMCVq1c4GU9wCPLOAO9BJqEVKEScmZcytqlKNkZDHn3/+/nYxx7n0fd/gNGgA6ZEE8Z+g2PpadQxUJpW+/mKs7badVrSXAi+q3Ojo1bMOu9HiNhqjfbvpmmWCHFtqqCYGUuZQFQNCU0rrd/Gs9blcFkvnVkXoSW6SirbAlUrHTVh5Kq94YP1sJKrgmMVNwV1XZ3ivbX77LK16x202jz8cMd7Ex2KWYqNYhHOhI/dCh80TbNahGcEFNqF/E7FJL+E+e8EZ7RGRAGS1adkGJOoAGVtiyIQLqgTS112OM0/WMG7K3OjuKfghItCD6EfI7xHuQAZeYJDmEgyvPAIBYmQiMaGUUDhqZXDSfBaw16X//A/+1vcunmLa9ducOXqVW5cv0ZVN4gs4ae++FM89dR38dagvcFa0KbGxc3wminZv32LRgiaJOGmNBwZx2YqMJEVLAhMUemhKWsa5VkAfRfbBXVNvzA4aZBmpeDndFiUToggZIILfIFlxrsq/t8Jnt55cbUyKKt/rz/jnTeHj5utwGOlwyddFloxbRakxmDyPrd7Q17rSTpDyaKbkvY2SDY3SDZHqK0RemNIZ3MDtbeD39ki29yCXp+0P0AmCQZPbQxJv4tPNFiL/NKYbq4ZHB1QffdFTv5v/5De/AZ4gXAaJzULamprUAI0gjRJ126yACe2EHJYW2He3HnPyXhMXVVsb24wPjni4sULaK1YLBbkiSbv9VjUFeNZwTe+9ae88Po1prMxOxd3+eADd1EUUzp5jjdlmGMWAhxY56kjTHquN+Kf//qv85Xf+zcob9m7cAEv4DtPP8f1a9dRUlI2TTR+WZtHxqN0gm3CvTabzwJxrGmoFgVlVeETSVUbvFLYrW2ujGfsndtmsijxSrOoF1R4bnmLUwlOibbLFIoDEZwhfbxvlPPRc15ivMYKgTUWJVWoqLxfblqyXXsiArHCRuZ9yBKckCFALBGAkCS0K0zEdlu73pbObdwBs4pV46m+7PJndw7k71bt3+l7K1h5hbK1/ydipXkKgm4ftdzH4vtrfzer4BPOWYDgBe1j2x6yD3tC+75kGDWMkWLZ4w5tIhvPW0QtnOXS3jkuXbrEwfERxydjjo6OqYoaaxsW1ZzpYoI4jOdbSDpZSifL6OQ5eZ6zMdoI7YbxhEnkroRZ/xA/Br0OO+d2eeDB+3nooQd4+MEHGQ766GhZHMYOQ4vBIZZjo+BCi1KEiaHGtkWaWypqLvcWgtCTFGKZiKoYj0x8nGtH++IzAv+EGOjVkgTovIumR2CsC++TOM5nTyPizgV5cudsvJZrBa4QpzbBdt2Ekc7VZV3y6WxIhIOOzYpfF2JleK/GOqxzAVWI+5KM946SCudX7Y8f5nhvBEIlkEpgmtCX9gJss+rlrwf6de3ldUGgs8nCOvGv9V9f5wOstwvWs3MhRHTdcuGCIeIJcFFZ7Z3tgfb3rPePWHucIAjetJ9N4EEGiFgQFqEiLGpLGOkgzqoqQOigJNZ+xt0LHc5f3OOxDz8G3mPqmtlsztWrN9i9cJHPffYnKMuS77/4Av/qt3+LQZpAmiIGfYx1NLWn63LUxPGKrtiyDY/2R+iqCSQdJ8iFjJCZYVo5Xkoa7htusnW0ICEJRB5nV8HdB2WrxIVM1SobgqRviXyhFy/WWgHrgXzlA7D6XtyW33XdrGfKy4UvRDCREWBSKKznVqfPbJSzubfNg5/5Ahc2trnnnl2ybs5m0sVlOdlwiOr3qAXMyxKdpiR5By8F07IImuN5Ds4znU7J+32cDjdLWRnodEIlO9qivLDFQSI4Jw1OGBqhmTlPKTxGeUaDPsJYdnZ28f4VECznfn3cWNtpCk9gbxdFwe2bN/jUj36C++6/jy//3Jdx3oUJA2Aw2qTTH3Jz/5CX37zC9qW7mLxZg8pYGFA65eT4kF4nI6UDIkztNC6M9p27dInxZMa/+b3f45677+L1115jXhm+/dRTvH3lGnXjyWMfWEeJ4VaCVqmE2jTR1CXaMCvFeDIhcY6yrkh9NxAJewlXrx2yef4CWb9LfzRgNpvSUSlVnVEJzTLULquyls3eJpUSr2Qw0vEt89mhVRvI20kUt3ydswvOI7CyXWcegY0PE7HilasEdS3Ahvezuu/Xg/Z6ZR32yvde7f+gBGH9seHn6yp0oWAJiYJbBuKWSS6FWOoOiJj4tHK6LVm7zQmi3l1IEkSoJENrIAQ/KSVEC942QXAR6k61YDjoMxoOOHduh53tLba3t7nnrovsntsGQqAy1rJYFExmMybTGcfHx5ycTCiKgvHJhNlkxnw+p65qjGnwXrCxscFjH3iMwXCAFDKI+uzusbu7S5al5JmO4+crj5q2yAvXp/0q2EGvCsnTTrRi7cHriK+LE1sq8iWUlLFwJY44hnPb6gGsk86992FKbe37iqDc6ZzDurX287KgXaHfzrZFl28zUtodcD1hOeXwGxO2NSpDMBOL62bdX8c5h1SBS7OMqQhaqfRlYixBCcX6BMWfdbw3C2MX+hLBRCgEx0TpqHduTzH21xmZLXll+UHXbqT28WmaLj84nFYQbD90mzi0z21/flbecT0JWO+ftY//oaHC9ot4DdssVax9Dac3l7OHXSZIjryTknUyRlubYTFah3d9zu99hgceuJdbN29w4/p1bt64wbXr1zmp5oDH54qtL3yKSV3yXL2gMy5JG5BlSV409KUlSRR1ktG55zy3JhO6SoG1AcWQEi890hFEi5xdav17G7Jr6YOoTxD2kQjWzjWrIC7PzjevHe+eDrRJxOp1aim5Oexx3dVccAafafY++hg/8/nP89FPf4okz0hVMFTxwKyu0N4j0lCNFk0NWRehFU3jsJUJ1bmA8WIWWL9aMK9KKMNYn5YCnKd2Loy2zQuOvWGmg6RzLT3jRKF7XbQJUr+Naeh00ljgneayiOUGvfLEaJqGF154gc/+5E+yf3hI3ulQVxVNUzNrGnY2NhiMNvn+Sy/TyVO+8+S3GI367O1sR60CSTbYomwaprOaopqhVMpgY4vN0YiyKCnLik4ieOKJr9MbjLBe8t3vPhdkhYEkUUvCbtM0yz5jEB/ReBfV6KTE2oY6Ino6SZjP5wgpqeuaxWLBffdewDQVs9ksICEuyBhb65bJwPpGuo74tT9bboJnWizLxdWukXdA4qubb7lnnFlvZyvs9effCWJvvz4L469//+zxZ0H/P+h1Vl+vIQJtPxq1WkdrHvVerB67motfCWkJgpyuEiImAuFcKK3xsYccjKkcuYLNzQ12d3fZ3t5me3ubra1NtjZGDPo9siwljMiF9dEmVd45RJqSJAlmMOT83u4SxVUqoWlMNNCRy8AELNu5UsogFhcVSU/B+dacGvE+Oxa4Xqitn8OzInPrbeElwVe0+jMsJe/bBGEZD+JrtrFlnVC43o5eD9jte1ovHM/u/+1nNKZeokti7bysr8sWZZQicN2cX7Ua2vtIxZFQJUTwSeF00r1+j7XouotFnYsJc/MuiPudjvcmOtSS9yKkrFWyvDvbk7p+wdYv9PqxfrOskzna57QnrEUG1kmG6+/l7E139jFn+3xn2xZnTR/WLzjEbSguruV78kENb/1Yf/9npyiW2aolGFooBVGiMtFxNNAL7r/3bu67+1IYM/HhPB9OZhwdnbC/f8Bj73uE7U5OfXLMc088w6vPPo8qCnpNQ79pSIsKV1V0hKCTdXhr09Mxnm4TVBET45HOok1w4ZI2iOz4OHYknCeVGu2CctxKIyCeA0EcxROsgFmW11/AGlpwh8XXIpXxT51ovjfq8bIR/NjEMehK7nvf/bzvL/w0TaZovA29xTbwaIHxKthxmjY7c1SNiW5lAZ1wTSDiySDWH4K4cUhnEbWlKQooS+zBIQdPfpfF4T4NDWAoEsXtVGG0xFYVlhAgd7c3iYrK7wgGSzOtuFaNMTz//PN85id+ghdfeom8k+OHQySe6XyBRrB38RLXr17lsfc9jNIp9993N6NuFmSX0w5vvn2Vre0ddCrpdzWNg6NZiT2Zs7W5SaIFX/r8T/DU9zbZu3QP3/jmE+SdAdZZOp2UqioAliJIi8UiuAU6t6xiZrOQMIEnzzOQgtFgxKIoEVJyeHjE3XfdHQ1vJFoJmqbGxV6mtTZOYpwO4mc5FWcXgRCnW03rfd71tdQ+tv3X2YB7Jz7Q2eOHq9pPP/aHTQjeDT14t9c6u78JIZZ9EdnuFS2mEic02j51OM0ucC4iCK6VRuDwzpFlCcNhj42NDe6+fBfb29sMh0N2Njfod1IG/f6Ks6VV7FPLQD5zTWD7Y/HG0ji/RCGEFyzqxTIJVFKAVTSuWsLfzluUTpbOtVIGfQ2lJMaUWOvijD/gw5RYqx7buvGtm3+t6/W3v6PljN0pKVi1en30Y4i25TKcV0P43WnUPmjVCtcTkTslke36au+h9XgkhDjFg8P7KMsSxfTa1guBs3EqKZVh7E8pvWohsGonrBfIABaLxaNE8BMJPgunpybaQrmdJghcmpAoav3uHJqzx3vjDMBy5nk9+K4TKJbBz53OdNY/ZPtB2h5I69h0tqJok4t3C+jtsX7y2ueeDfanYJm1563/vrNznGdv5Dbor7+Xs6/VtkjWg0RbGTghlhCUj6QUiM5USLyQNA4gKGFtbvfIupugezz5ytvs395n//Y+89JihzvogUPVJV3nUE2DLeb0taLTNaSblp6zjCyoYsbA1WTWkRYl3caiipLUWbQzSCtRxtN1IMsKKotwcQzJB1vldorARRnks+tCtdkCRPh2vY/QQnSr3V56S99UXBz02NA9ZtKSbu7QxLn6HEVtTEgGfHBarH0D0W4YHwhqjTWYpqAuK6r5nHIyoZlMKMcTysmEajZhcTKmPD5henufxdExtliwIeCSShk1FVNTgK850gmvu4YFOXnexcQksJMlaBnUAFW7icXPvV6Vttf6xo0bHOzvg/fs397HOUev26EoCuqiZPtcqNL2b97kr/7cz6CkA1tSe8k//bV/wdvXb/LpT3+GT378cWxdsn884V/8y99GGMOv/NIvsrM9ZHdni89/4ad489ptHnrfDqiUbz/xLS72d5kXRZjAqGuKolgiZ+H9BRLX0dFxrJDC/WWc4/jkhI2NTbIswzQGnaQUZY0QPm7qQd60razaAL5+D71bRX6ney8shVW1A6dlyN/tNWKdHX99mzq8s6V19vnt733H693h7x/0s7Pv8WyAakldsu3pE2FfKeN5jdr3IgQwFV9Ptq2PeL9IEcS5slShpKTb6bC7u8PO9jY7scLf3Nxg1O8yGnSWsu2h0g0sd4uPJlnrCQkI4eKoaxxJi0Q9FWfeV5V2/HwiBNHWh2X9GhoTxK38kg1P5IVoWtVRAVFauEFJvTxP67FivXhri0vvPWmanvp3+9j1QjMgFmpZXHoR3oNWSXxfK7XcOyVu6+ti/XXaJAKIaob+Heu8fS8qSZBSBInsWMS2o53tPbgeM8/GsrNaOC06oWObc50ULziNSoYkKCo8RnQgcHVim+mHON6bAmFtaXS9gmdcUFJ6t5bE2X5/e/LbAL9O7GuzsHVdgPXHtv8+Cy+dTUjOQpVt1rSepLQ/W//+sh9zZpoh4mZhMUdkBBHMM9rjLOLQLppTF1sIEEHpJkwp+GWHXkoVGNYxIbh6/SYvvfQKtw8mHM9mmKqhdqBkQuM1OIlzkto7hE4ohcAri01HXMVi6ooektRatHWMxwtS0zBQiu1Oj+2BZuA9uTX0bUMmIGkMndqQLipkWSMbj7QhCGcWUhsMfxSRGeyJngERLViTTEWs9W7xrADlNbTF1byvXHDXoINxFVet52u/96/Zm5wwGA7oqgSfBbiurCqa6YJyfIKzlsl4zM39A05mM46mE6qmwtYl9XiKLkrO6Yy8sex1umwkijxNEE1FJqCPp58mbGhFeeMmyltuZAkuUdzu93jDGkSeo4qSsi7J8k2E0vS6XY4mM+D0Zr++9mAFy3/rW9/iE5/4BN/41jexzrIxHKARzBYFjbdcuHiR+fiYZ59+io9/9MPoVPH8868xKyrufuAhTmYLkjQl9TXPfO8Z7r7nbg5v3GIynrCzvYEDrl7bx/mcvb1t/uSbX6fXz4A4R21d4AScSnBXG1TTNLTWpnneIUkUZVEyHo8ZDofBfU8q0jQhyxKOD/eRUqCzPG5ArUvcnSH4swnC2WM9oJ5NHn5Q1Q1E74p3IoIe1sZuTx9n39O7ve8/KxF4t++tf5524w/fj4Zb7Z6XRiRUCvAmyuHKWOnDoNdna2vE7rkdLl44z2jYY3M4YGtzE50kITC2BYYPfgNN3cTXB5UE+W1BRLJkKxEf3ytgrKVpTGixSh3MdLyMJDSWSYCUMfGWYZoqEPvi7xbhPTsfVGiJQcd7v3Svdc7HkddQ/CRJO6Lrlq3j9vy1KoLrwb9dG2cr5vbvJEmCQyqhGjfWIqQIvBgpl6RBqVT8GoRfxYn1v9evbctfa78+i0gEpMSFtkzc85T3UWo5LEQRSYM2fiYbJ99aVExHoTof2xbte21jB/E6qTaR9wFtCDwIv0og5dokX7wnl/wvIeKI5L+DNkE4EYF9rqRGahlmOP3Zx6wgsfY4W9mvn+iqDuYiLXy0Hpzbin49E2wnDM4G4bPvtZ2xbp9zNrk4K0rUbvCnMtUW9hFhXtbYcBPVdf2OTcx7h5IqLBLvaRqDEG3GF0+T9xA102VcoF46jBO8eeU6z774Cm9fuY5xAoOicIbECoIEcUPlPUKEyjSQWjxaJVjjkVZiygavM+aJZE6YejAX7uGNq68xPz6mIzyiLtDO0NGaXCgSKekryXaaMhqNGGwper4gB3peoAtD1li0cXTKBmUMGIeyPrQVrCNxFt1KF7f1Wqz4vGjPD2EEUoQf1dOGcV0y1prn84SvPvF1Dr/7dRKVBkKSCkqCQkoSJF0E/U4HITSLqqLyHiMkSIewDaqq6deWfj+nZ6HvLTQLhNNkniCX2+lSzGYczQ3eO5puxsTUeJVwu9vlxFYY7xj2OxwfHaHuuoxWjrsuX2L80ivRKCuw1mW84VpJ0/bGLIuSZ599lh//8R/j+OiIJ598im4nZ2tjk/e97/0k42MubPbZ2t7h6ttv8fzzz/GhD7yfomy4ees2+aLmA48OEc6SKqgWC159420SZCAbCcEbV27x8huHPP7xT/G9732X1177PnddvoSp6zBv3DSYuP5WKEZAy4qyiImwRyqYTibo4WC5CS7vBxtaLXVZkaVZIOfakAgqqU4hRGdbA+8WUH/Q1+/4txDL997+2/uWaLdeg6wS7lbchvZ5bXLS7j8ummOtXpSlPfpy8yTe8+vvKbb0pFwio20ADhXZ6nNqpZZKrcJ7hLN4b0mTjHzQJUlTBv0ely/uBuLe5ja7e7t08pzRYIiSHiVDiAtwfkOiVDD9cUFO2HuHFDpC8Bohw2x8GB9e66235EsplpK5SikUaQxMEiU9UuooXmZxziBbr5HILVEiJAs6TVbnzAc9lvXgfXp0fJWItpV2kAc29HrZcs9sf74eCM+iA6L1CVABJg/kSCBeTyEEVtq4xjUxnwmeCdYuPw/YwPqXYpkch5l8FyB959GJblfGMti7eE+dDb7EGCFl8HxoWxFKKRpjIkoREYc2+WHFJVNaLxGV9RjVFqpaB6OnJDpj4j1ZpgJRcS15QQQkSLatJN/yJ+6cjN/peI8KhHp54xgbFrgQq6DaEjHO9szX+z7rZA1P6GEBpHKlEd6eiBZGaoUy2mzwLLHjLLGk/V77/XXdgxYCap/bZqfr/IT1122JkVLIYJ7R/kyvRIqsNWgZZ0ytpazqU/1l56OJk/MozTKrhIS6trx19Ro3bh+S5UM2Ni9w+6Di8PiEylahvx7PV10F9rcTBJUsQHiBa4JMcO08Xga4rq5MTKYMuJrRzi4ySZmNj0KW6QxTH0xmyqJkPJlglsIcgq5zdBNNL03pCkE/SeilKb2uoiMTulKTo+h4SSoVmW/QzqC9R3uHdg4VIUgbN9NgshQTIBHaBpVIuJmlPLEYU+QdpPF4Y1FCkoignY/wWBnGJqtiEQyr4m4u8fH1BKQJjYdSQZ4FTf+ukGz0BiwWFROv2S8NMyfxIkcNHEI5Gp3Q6JQxgkrkKO8Zdnu4wpKlHZwxPHDfXbz40stYoWgaixYr9rdTazKiDoxxFEXBH/7hV/nMpz/NH/zBV+MGKfjO08/w5376C9TlkF6Wsrl7kdfeuMZ4UnLX/Y+wORhQ1HMef/RBpK/x3vHRD32It964xub2FtsX9/jad/6U116/zed/6i9y9dpVvv3tJxgNhmiCY5q3Plr4ho2hhXDTCHtOJkfB4lkpEgW9vBNGTFWyvP+cswgF3hmqqqbf7WOdozIGIWJvd22Tae/1s8Svs8cPqq7fkdC3ZkPeIpXECYXzIaDIOI3QMupbueh2w/VR4CUQ7CR2SVSIY7QRmUMmy/7tqfcnbEDAZDDMWUGzipbnLUVom2oVqi+tQo82SxM63Q4bm8Ei98K5bfb2dun3+2xsbDAYDEi0RstAwm7v5RaCb9dSO3OudBIktJ2POvtRsMpFu2+12sOCYWIcjwZaiNizIritB+zwecM4mpAegSYhCYQ7sVY4JaeFfVb7bXj19men3fjaay7RelUYJkkLmYdBbiFD0JZidR+dXhsr/sA68uR9EJ6TEYkQ0UGUNvlrkdokWaLZWqXLwnKFBgu8DIZX1gcCZhvcVwUwQeY3vi9jo0hYAGgwPpiAqQjph4kOhYqKmu2+CjHhVHLZ6lLpO7k3bUtOEN8/q+JUCIFKgg20cxalV+OjLrpauoiSePFOLt27He9dgVAKArdLtsnHqep6fVOo63pJvljCK0sN9wAHtdW4dUFdbB16Xa/QW17BOmyznnyc5RrcqfpYT1rOti1aQsi6fOuSdKPU8n0tnxeZ6eG5KTYmK0JK0ujIqLTENA1pmuCjQ54XAuE8Ds3R0Zw33r7K1775Tcq6oW4cQiTBJ935mO1D2MU8Urs4vhKFVlyAn5xtNzexZKkSqXpCeoRQeKcZbe2QpCn7t24gRFD2st6hs5z+SDKdz6gbgxNw7BRHzsGiIE0UVGWQ24zVv0agvSTxoHzQ/1ZItIBEiWBCohSSYLrTJoPtezQCFji6aYfN8+eZjTapDg5xpsJLgkypiD2veKPbuAG2o5JKapJUo9IE0xr8pI4jnVB7hUtS0s0LvDYvOJGemXUcVxUL72mArlZ00gQrLD5RLBrDzsYG8+mMJA2M6clkQqIFFy9eQIiWeBpJlxH1aINJG/CttdRVzXPPPc8jj7yPv/QX/yK/9/u/T1GUTKcTXn3tdXZ+9OMcTSZI6+iONjiezjh46gm++Nkf49zeLuf3zqExSDz333sPv/zXfpGXX3+Lf/RP/wWVk/zE5z5H2tE899yfMp2MuefSHnXdYIyjroNvvLMOZKjPgpFXuAfKaGkcdEPCz86d28EZy8n4BOE9TV2jOzl5JyVJQlLmiTC0D6Y/QpzePtY37PX7bv0+/EGJwDuSBxGlVZFBVEcEZTkpdUSeAgcijoGvINv13mq8XojIG5JpCC6sup2t+lvb/lBSkcTfIUJsiUEGkkjwzbOUbt4hSxN2d3e5dGGX8+c2OXcuuOZlWUqv1w1tozXEsy0wTG3wa1A27d7W7qFSLu/lUAUHNGQdWg8VYSxo1rgXMrrpCRnc9dpKdl0Jdr1gWkdtpQiV9zoau96OPVuEndoT4967nhCu98Hb4xTnQqwQGPwqEVp+bsK5DwFZnXqv6/s+eJJkbSpgbS8UsCrqbDi3xjTLIi8kDkS9GhmkvV2zbINJFZLpLM1CMWmCH4dYO0/rx3qHPpA1xfLznEWyV59h9f1lq3rtfKwf3rdifyIkVssWbRRbipwqY4J42w9LInxPyUCSpiQ6AdUyGoNimohQ0TozU0pJlmXLfxtjlidtHeY3Lior+aAHfzZxaEc91oNzewHOvmZ7cu/EUm3nWNsRxtMXYrW4z2oPtI+pqmq5yQSf68DwDDPcwa2uvRGMrZFC0lR1kJ+ty7A4dYL1kum85o//5ElefvVtytqCDiIbxoEQBusDYSuaQMb30hJVPLg1vfm42JeEFJZ3U6g0pIjthLAxJHmfC5fvYzI+Zjo+wdua2lpQCb3+CLGYU5QL8BIhFChFZT0eBRIcFiEcDa1KYzyZgU4b3qtzULfqeQQZThlHkKJRkJWabLiDHm1y23vq2tHtj0BX1KYCEWaPvdBhAkOF5wsR5HOV1PFGiciQM6hEY73l0FqOrOVKOePp61MSqZEiNDEqFwyPrPCU1nAu7dHUDRvdnOL4OBKAHFVVs7m1yWw2YzjskacJ25sjbh1OQgK8PNcijta2fdyA/BRFgZDwla98hV/91b/OZ3/yJ7l27RrXrl8j73eDW2KShorEWpJeH9UYbu4fcu32Pr3XOqRKUJcFb13b5+U332JhBGn3PD/2mc+Rdnv80R9/hZdeeIYLe+ewxlIVNYuyDi0CY8C3I2OBUJYkCfNFEWbNCZtfN89Js5yDwwOyNA15pwyBVarQBgw9UhMgxzhuKeSqSjobyM8G+vXAfKeE4CxJ+PQR25JL+L691wX44EzZEvUkhvc//AB5mpHlwaL3+PiIoiypmhrrJMYF/wMXh2uFM2gVqrDwPsJek3rod7pkWUKnm7O7t8PO9iYX9nbZGA4YjYb0+32SREXxH4e3DVorjLForQKi8f9v791/LEmuM7HvRERm3nurq6rf3TMcznA4FMkZakhKIkVp1wtJWAOGdmHAwAI2DNvAAgb87wn2QtIPNmTDMna1oFaQKMokh4/hvHqmH9WPqq6qezMj4viHc05EZHbPcPoHwoZZQQz7VtW9eTPjcR7f+c45YIQhVMUBiwtDPdkqt1o01ebN/k4kNQJiToXMR2wFbVyBkC00YtC3XdeQVSPaVfln6yAesJX6tr8bkvC88O9SqS1/Z7L7M4caA4LmLBUkivHEEE9bvOFlITuB/uU6ErKRGLvMCZODdxJvlzoLE7yjom+gwc0QLASisL4iPrvdFhQCUpTmXqasl4Zvy2lo58IczDZdvj0rld+nKCcz4qTn7Tkwv3MOfa8cC3CzZhlT3IFjRPAeoLrOn2e8MGfAeacgmUAeEmNMRQE/T8Ha63INi9U3k+YXMGMbg2pj+y2jf24Z1mu3i9IuQhuLKTCT5sS2FvAybRHAM4xW+4tY2+qZM0vsxnvkDCSW8quhDzgfR+xixkd37uL//L++jwePniKpYqp2HRSeE2gokcxrTlmraemssxBPsnEZcobFWCyMYTm2UrdY1ko5tYAj7F++jvX6Es6fPsbTpyeYphEJGXv7+/B9h+OzY3BOyFnhRW2F2THBSr6qPStKmbLAk4TyPEKWNO+KARIqoQsem80aXe9xdn4CkFSty5wxBA/nJBTkArDpB/jgkVNGUsEVU0ZMtd42ZfnGOEbkJpjsySFkSU0kTAAJtJ05YyJGyhEjgGG9kaYtXUBMEevNBokTbty6iQ8+fA+//Y2vgxDx5S+/iqPHP0RMUhEwcgYnLjX+xZoXWDlzxvn5Fg8fPsKf/dmf4V//l/8aT44fYzfusHs8YrVaS26598iIODl5ivv3HuF8t8X+/iU8ONnh5PgEj44e4cnxMTh4rPev4jvf+xe4efMmfvLDv8Pf/e3f4Ma1y+iCx243ImVpPGSwraUaicE6wQeP44dP4YP0eyACVusNfBdA2SFmwHUDGEC/WmNMDOcDpnGH0K+EpMWMcZrEU3Vz6Hip6D/rdSsXWk+xVTQtmZe0NWvnRfYwixB0JC1vr1y+jD/+59/Dn/yz7yAEzbnOwl7PIDw5PcPRw8d4/84n+F//6v9AJgdyHquuw2a9wma9waVLl3D79m3cvHkTNy9flvK76wHDqod0/QM4yT5brQdxMLR+PnkPF9bqqcv9JUfwfaeRZ+U0qHDvuw4xicEuSsj0eYWluWmhy8o5sgJE9j5m4Q4JGVQr9rVEaKrzOlurpgT0bNCzRkkbhrXReuZLz9++r02/W4YYqmxu0Ao8GyaQ3HlJHG7PPKuyN2VqvFFLexYDzSAjranCEtY1g4icECQFFfJl3o1TQCorgsb1XQjoFbKXiVsawCUWVbx9KSYk7YrrGhhXwu65DjNsmFHuwa5fz4Y4nGhQ0zInlBG6TkKYPiDBa32RXz1eLLXQbqikTXh9KDdLnVgqaQAzaN5eWwETAFqHWdIMY4wlzv882LG1GpfKH6jlh+09bZ5o+97Wgm0/0xJilmiE917LLkuLVl1ayMKLgvahQwJhIofjJ+f45fsf4pcffIAHDx/h6OgYjACQxxSF4Oi8F6WZMqBNlhIzHDE6Ikw5quEkEkE6rasqbsiPRFoqM1qhCStwwboZJXwRrXyz77DZv4zN/gG256c4O32KcbeFdxMO1nuYYsQ0iqcpSt0B6EoTEADaxAlw0rAWYAtqVBKh3IvU3R5WgwhOJvB4hkQCARIAl4HsHMYcCyknIzdVLhuFAns+gLTKgEyJoiiQtKpEjZFUStU6IDmk7PDoeIvXvnAbu7Nj7B9cw8npMa5cvoKnxydqOHoxENY9vvTaq/j+3/2jtDTWr0w5wWVfBDog6WNgICdBlD748AP85V/+Jf7kT/4YDx8e4cP3P4L3AZvNBienZ/jgg/cRE6Mf9jCOOxycCYx/vp2wnTzc+jKu3byNN9/+Ni7tbfCzH/8dfvC3/wHXLx9iNayAxOAMnJ2dSqlwPXohdIJiqHG73e4AsNYHkXkapwm//OX7uHTpEpgZwzBgb+8SzncT1qs11usNmB1yyphixJOnT3Hy9Exrv889/VbBf1oYoD3Ddr6Nud1eQ+5fU+KcB4HhOeFgM6DvBXW8cf0avvjKK/jy61/CSy/fxt7QY3BZ0yAZQMZ61aPrO2w2A165fQtfevUVUJpw/eZtXL9xE4f7a2zWa6w3a/QqJ0AEV9jfXAVrjPB9Bx7UUPFei3pJbDZlVl4BIYQeMWVIfQCUsxC6TkI4k7TJTjmD0zyrqa26J/ME3bcqhwDlMigaQG5+NpxwABgSUmsdKlPQZEhLgz4A85opy3CpXX+5xksHsA0v2Pe28rZ1xuw+5FmehwzZnpiHKZZhi/nPVAyB4lmrnm7D1qwy3xFpcaDapC4b+gqR761xJPdf+yPU0d4LNaiLDJlGk8W+rKuVhTb9IlyR+bzP14ELJMv6f2YsGl7JAOIknVhjfLbWz/PGCzYqKuZXYcgL/IQCJy3hkudZlDMB4i2/1ZcWkK233m5U21RtxkFrmZpxYHE1m0AzGErbSJrHuxiM1Xot92oHgCUWvzwcJXTRdZLeoe8llvhdAiHB4f07d/CDf3oH7753ByenQgQchgFhuCRFdHLGajVgHLdwYPHMY1JlKsqOfEaOSclKuvhknrCk9CXIgRdPKTWbfx5Py1r1CyBYcymwwMVxmsRLWq/BnDGNO1Du4EKHPgyYUsQUR0waK7NDU9ZU/792ONRDAxHkzisJiEjYzQSMUcqFggiOBNngnJG8Q0IGMtX8ZCN2ZmEwS4U2eRYwkCghU4KHA2XN1yYALJ5GLufR5lfmyRFwfrrD2fmZpIpSW/HN4fz8HLdfuoUnT45x49Z13Lh+DZcPD/Dg8Yl2EqveQRGcurYqubHdbsEA3nvvPfzFX/wF/viP/givvPQKvv+3f4t3fvKO1AQIAaEb0Hd9MUSnmNH1a+wf7OPmyy/h6299E4+fPMIP/v4/4qNf/AgvXb0K3/UYp4jtbsS420k4LIohEaiTluMa9tisN3hwdCRdzFB9mGmKePjoMR48egJmzGBkImDV9yBmHOwfwHmPew+OkKA5zfqmpSf5vHCAKSl73SJ8QsqTG3LKbRCjxatiIwRP6Cjhf/of/y1u37yCLnh0nbDp4ygkU0eEyAG+9+CsRXqc1MUfXETX9ej7Dv/Nv/mvEPUsOBLvXOLHuSpZF9B5qaDnvUCy5DtZdydIRdcJWSyzhAmDM3RIyoP3Xox+lPCGsLt96OG88CDiFCHblVS+ciHbtTnuzNB2t7K350qGiwHodJ5FVuYm9Foh9xoOVaWWc6OYKjoKzB2upcJvZbshUWaT2w1VwmLddbWjH0PS3qjcI/hZA4VQDRxT9qY82+8ve60YAiqfslYdZCBanRf9vCtlfBPqJIqzFZOFH+b6wgyyJqIymxtL+2O0RZFQWh3LnD+/k2BKdW7KQzDPfmepggZGtOvP2srbKj6Uef0c48UqEIIRc1ZChPxODrU9SGWSLi3DpVVor51CMSnWyn3GBWgh+/L+BrJqQwozKwrN5DQxFacxffm75pLa+1SZF4ibUVJ02tQP7wldNwDwqnCjtq30GFPGP/7kl/i7f/gRHj58hGnMIHj0vtc49LYUHSIipCjNQqY0gcghdALzpTiJd0MBgG8MZlblRgo5QskssiFISW1ZDR+bf4IeiCzVI1NO2MVJINQ4aUpMREqCeLjgkF2AY0ZmqVbmQkDHVoGyGkxgWxdV+IuNqw9r0wyGGnSeyka3UpzkJJRBJj2ZFWHQWKaRKNQSLhclKqErse9ZrCaDWRfQo4RQSCBRl/Hk5Am++NIt7M7PsLfZw/HxMa4cHuK9997D73zzG/jpOz/HF1/5Ak75HN96+0381V//B6z6DudnYlTI3kvqLVseNoGCkI12ux2Cd3h4/wH+/H/5d3jz62/hX/3pn2KKE+7ev4+jRw/x8Sd3cfRki+1uwq1bL4Opw+XD67hx4yZyPsXPfvSf8OP/+4cAT7h14waIM7bjFue7EdvdufZ4l5Q/MKPvHIgTUiaQ9zjdbrGbIuC9AcRl7sh76cmhSsZymkGEXYxwcHh0clKMheBEkUlqpavsaCKAxch0jtQI1Hr7jpCdK2hicL4pNS4GgQ+VNe71ep13II5A2uFrX/kSvvL6SwhaIMd2R+hXEhrIDa+oVEOVR6XgMWWGC0GMQ+0jDxekt4g3BrkWrcmQPec1a8Ku5RbpyZzh/FBkhEybAykZkG2OZTuj6wIihAjo4OCHAa1iI0VsRL4xCF6VliBbxSBoZJ0nwwH0+1nY+YDIu9KzgFXeNIWJgBZJlXNsSKmltS1DtzOjABW9sLz7pJXyHFmxK8vIsDMohgqRVchTDljKRZa4xqCxM1/wPUODnU5qY5BXIiWK88oke1t+n1Ve1MtmGOoJ3VfyWd+FUh3Q/ta2NnbK3Ic5X/oemDwDQNUTgTeHzm7ZLuvmTgUMXi1F46sTbsagyEDTi7YT5ERkSdUCkS+O2ucZL96bgDOmSRSVd3JXKVUWfks2WXruS3heHuT5cak2HbC1EtsQAdHzq1cJ0UQrAeoilxxW1zCNGxiHVagbyYQKK7YufoG1HECcZHGcwxgzPrxzF//7X/973Ln3GJGlXewUo2E3CvPXe7Y0vmrICLxrwpiB8h4ziOohdFrsIxUEQLIxopALZUI0o0M4BxIbS8g5KTIRkfT9gKnReohaIdaWmQ7KvP401Mf+Xf5tud71F+X/sPjlTON/pnWrCALPNv2zH5gbKPXlk+NjXD7Yx94woOsHnJ6dwTmHk5NjbHc7XL9+He+++0vcuHkLX3njy/inH72Dh09OpMVrjOo9iIG5v38JMSY8PX2KHBmrocc47qQuRWaMuwl//4Mf4Ec/+Qle+9JreP2NN/DdL38He/v7CP0KJyeneHp6jnFKOD/b4qc//zk+/OUvcPr0BPvrHpwDODG2U8QYpTOhrJFTvoDEozkzXCfCYLVa4d69e6XeQ7sOLaK2XBsiEvKnvg5aLbRrOBLeazU9ez/MMxKLLbER3iAE1JQQfI+cErrgwZnRa0U+U0pd7zEMPS4fHuLg4BL29zb42m99GV9+/VUAyuzn2sXUUAZHXFJ+ARRFA6iBqJ5/TA3cmqs8Ig1ZSAjNlfNoSMmSVd/KNnb198sU5dR0T2zb55aCQORK174qa+bV6AoqmeZZW7bN2zO6LIm+lJHtvT2z3pg/cwnpqqPXymPjfbUld2eZXI2H38a/xaisa27PGnyN27f3kFIsRkEr863lOlD5JUaUbOeuePUAvDWeew66Ie9pwxkAMOenmeHjnDfcHyZ5SJX4p3fLrBaAARzMqB0m619V9sqb5ggIgCYsVD5nxjGR9v2Sa7jF9T9rvDBngBRWypTAKRfvbsnEt1EXfA7Z2/uWBoM92BJhaIfVCphB/Vyt3LahkX3POI7l5/a76ncmRSUqKc+YuuXacSpWWNZmFM51+OT+I/zZ//znON2xVBLMLALAEAzoc2hRCrDEGXPOakRSCR0YlAZAhXt9BlY3Nyq7FhDvwXpdMyexStWYKGmcOReijMSU7XuqMSIQ1pzv8bzXrYAhenZDLj/3vD3Urn37OZQnf9YL+axrfdZ7Pu29BCpkx5gy7t69j6/91ldwvt3i8OAQx8fHePWVL+Djjz/GzRvXce/efVw6PIQj4LfeeB1//e//phSoyZyRswiN8+0ZNps94JSwWa+x3W7RdZJpM6VYmPyZGe+881O889OfYb1eY7PeiKEF6Yx2fnaGs+05xmlEgEOAw7iLEqpJgp+c7U7FiwJhSlLNrgvKP1F4ve97PDk+RmbhEFj9iyW0367hDOr39lrri+QMjhMYmt2BqRoTaI0LQQaKkkOGR0IYvFbc67FarXB4sI+Dzbp0z7tx4wauXr2Cvb0NLl3aQ9d3Za+Mo4RAQIROFUXX9xVhaCu25Vz4SAURUqh6WchMQiMBu90Ofd+rkpW4OjPPmPjLvdTKivZ3Zf/q9z1vH8Y4lZ+nqU2h008u9nW7TktvfVk7pf1MW9u/RTWq0VQrJi5Ds/Y8LSdsFkIwQ6+5v0LUdlIMhyAykcgCoECOuTiP9ll5hjSbP+/d7Dvt+q1xslxLZn4mVGzXi7EaEDLX9roaACVbRdcgJUOamzAiWHKqWU0BttdV7gN2Du0HQy+qPBcbuRLSS8tqMwYWRovsfyfnr1kjyN1K6jeJsQxD+z6lKudyvFjRIY0ndp2Hg9fDkovCNvJfWx0QQCEILYXOUimbZQdgZly0RkZLGLQDahugbBIV0DYsL9+MCG4Ouro0AIT5yQatEylj36AqWTCn3lXoKvQ2dB2GvsPJ+Tk4OSAzckyllbLzHilmgHOJ71shiqy9HgR6z+pQ2SacYKzTamzXebW4H9TQyE2NBGYuqUViwWclxeTyX+s8O3LIXI2o1hhr164VJK2wWt6X/WxNWAAUSHE52sNffodnfftPMz5QlvHTC2y0QlrxLLkfJX09PTvHh3c+xhe/8BIkVNJhigkgL10C9y7h/v0HuLR/Ca9+8WXcuHYVD46OEbz0UMhZCnClBOx2WwxDh3G7AzJjb7MHr17sdnuOmEZBn4iwt9kgxYjjJ8dwLAqJkXF2foakRb2kBTAA1rbdiTGliE7Rq8xRC99QqeIJksJY/TBge/QQpQ1uYwjMPY7nGwitN2ifMSTA4vFB+0V0Xgq1CBLrsO7X2Gw2uHLlEPuXNrh9/bLW1b+OK1eu4Mrly9is1gjI0pVNvSpLiXVkHo+kaw59D6mZkcGQegBRjaOctZCXCU+Nh0c1kiycJUrEa0tnJymqGRjThOA94iTFmqzErskyU3CmcNrYuym1Gt+vP4cQ5P5jlPfruWzlV6mn38hD+11b+tqu2yrjVqG2Z9/+boZP+57239bTtt8vDYL298thMLl9bxseplkNAS5ryQ103tY+eN7ZbREBG60xt1SUy+drjQYZltY3R7WN2yDzKyitGQUyFVLYR2L9ZiBXvS+hLg1XOhSBnc0QLM5c5VZYDNMMXHstskEdrjLRZGAb2gLvRATna4iDwHAshnlKktLtfh3ZBA5OY5IJ2Q4taSUzZWm2QmSpLOxfs9yW3Qhby64VWMuGRc9DC+bQkFTWm8E6kJafnRK0WmPEvP12Q8MsM2awFlmRezOykTI+mXHj6iH+7X/3X+Pvf/gT/OMPf4xHj44xOYeYHTILy9h3PWISSLekVGatGKYmImWz8OXnLkjcTwyD2oqSoJuchAwIZoWsuPxnkJWsBVRJaIqStikWxKDOs1XnatdrOdr7WCIHzx3MtX/R4v3G9F9+nrRzGrdWEMzYnXtl8jm1gvEZBkOzT1rLnQHtREm4/+AhDg/2sbcesLe3h6OjI1y/ehkPHz/G5StXcffePWzWKyBH/LM/+B7+3Z//b/DeweV5Jss0Seqgdw6bzR6ePj1FzOLx37p1C6CMh0dHCD7g5Pi09J6PE8teCR7kOuSoa82yxo6EhMRgBG9pqIyscVSCNr7xXrk9He7duy9ZBd4DVMmjpiCeZwQsq3C2587Y6I4YQx9waW+Dq5cPcbh/CVcvH+Lg4AAHB4c4ONjHtWtXsbe3h/V6gPcOAVmejXVfgOC9FMlBQ4qq8Lk09mJIui6zEqxc9fKznl0XvKIW5j3JKei7AeMkdT+CD0hxxG4clRdQlbEjV8JyMUaslVBs6FoJRbiad29yzPpRLBX3UjmV8EGjpJd7tfXw27NmaxLVqHie8d2y9tuW8m2WxxLB/TRkCJinI47jOPO2C9piDtXijDGzNmCTtZgRAheeakVuns96bz379jP2PMtha9gimNVAotk1ZDmUS8ZR64UAYihELERQc78E6V+roRetbZByKuELIhI9UXSMKvwK/oqCN5FE0NLW+icyl0Wft7n39qnLPiFBUoTcK98/5VxCS79qvJgx4KRHdc4Ka8ekD8LFGDAG7NLrt2HkFOu97L0VEOEibFrvs93odt02c0GmmIqS9iFo3Fx6y7fXbA9Xy0mwxbfv1BfFWjOTLE5T2RhZu+txTnCcMXjCd7/9NXzjzddx9+4D/OLd9/CzX3yAew8eKUPFg1jqYhFrW16NleWUymsj54lv0xDy2jg9CXkm54Qao5IwwfLgMOT9UhhH+o+XcIAjIDdGk2tQhcbKb9fveVUflwd1hhowF9rtEj59XsqSrOenXJcqJNkacxaRWQrXTx2kukc9ZTgHYolNfvDBh/jqb72B8+0W6ALuHx1hf28P9x8cYW+9wSeffIzr12/g8sEa3/7W2/hP//ADxBwxjrE8LgCMux02qzVWqxUeHD3E1WvXcXxyinGa8NLLt7BZb5BTwvbsHGenp9htt4gwIyjAhw6rYa2eAAtRVLvDURZIHGo0dVoQpdcsnJgiNpf2cX6+RT+sKv9Dy8K2SqAKVapdz5bIgArcLgR0fY/XXn0Vxw/v4drlffwP//1/iz549MEhF2/bY5xG9H2n8LKVYhUlH5zU7oeiYlkFZvWSBL0ZU8KYpPIbIEZiF7ykJLOQudixepdyv1I7Xz1Oktg/YkU2+l7CE9VrdgX6tf203W5nisYcl1YGEdWa/NbPYabwiIrXa98728t6jpm5Eie9B1jLnDcs9vactPX7lwiFKW8zTNpS6+1ZKnn2RLMzuRytIdjWDJjxAszwauRGRWirLJ9R9hZOQNUVxV2e2RdkHvfi/ct7Xxpera6x96es5PQmbCJIGkoZYfE59Nn1tqn16GV29FwxMjdhEGpJ9QtjD1X2GZdNJL1lNEgdD+kxISnnNhLnSoRHlZFljkjuL6ZYkAGrevt5xwsZAz4EOOfhPcF5hu86mLPGCnlkbURj8XYAs03E9qWEmQUFRQDqAtth8OAYoSWkmtjX3OomKALAXDzI9WoAG8O4WF9U7qUKADxjYRYvXFEB5spuJVJihu9ApEYQEaYYsbq0wuHmZbzx2m380R9+Bw8fPcaHH36Mn7/7Hn754Uc4O9+BncOoBXhSYgAOxE49/VrzQPJDBR4yUiRzVotbrEjhUjE6ckhZmpGYoaXitaxLZfu3BoAaYjwnNRLVPG/7TD2vimSQbkmWP9j2TGyHFoAzBjmXddXlR3BGalwQJPUw6bfKemB+6GdCoBgxKB4lMAMARKnOBEdl/EoiiUB1Y2L87N338dU3XsfEjCcnT3F2dobV0INzxGo14MHDJ+iGFb78xqt4/857+OjOOfquR0wyL2OKSCyFkWLOuHRpgyePH4KI0HnCT3/yDroQEGPEW2+9hUePHkkzFeewt7dXiFkpJux2O5zvzhEhLZTjBC0ulAASxZsVTbCSkMMwlD3fdR7kZQ2cErQMQQhOOAbD0OOVl2/j8eMnOH16BijECBAQHELn1XCXSnoff/QROh7xO//iD3Dt8ADTuBUoNQTJbU6M9XqlwlSMUOcDwNLTJHOGh8M0RT13qTSJEePDLD6PLjgADilKDxAxNCZV4HI/wQuR0fZRzhl914lHxGJ8mJI0ToDJFqlJoEqXZd6H9RoNwbsa586hDx2C1hoxKFcyIbqCSBDEUei6XhV1ZfIDgkYIhymVLzFEkEmKZbV7vNYGoFn9lUkb57ShgLacuhkJba8Xe54WmWjRDOe8/leJ08XQalr4zuQkGzZHpfqPDx2MMG3vq5+rxkl7Jkv2BzRFsihU+5zKGZMtKvMLEtFwM0y+PxNCyfZdpmid7nU21F6VvKAakhGjSpsBKxFMxDBVa3uJyn7Jug9Yryqf9aRltFHrtAAS+mPoGikPyYc5QZSZCl+RQBJm1hkxo0HCBwlO5bXs7TBDQz5rvGAFQoUmUSePGmOJYAKYdFLnFlwhvZRPiCIEW2yJC4xZYjOo7R0FnlRvBo3Ctu8376L5mYKUGAWU2NfE62bGBC03pf4t2WHI6LpqnfoiKaqx04UOjAwXPDp4rLoee+sBX3z5Nn7/O9/GyfkWR0cP8e57H+CX73+A9z/8EOfbCQgdYkw1vgWvGQ1Jn0e1sLrA0ujDQTgIETmZfcnqAVZlL6U8hVmdF+U+zUJmiGFhJaXlcxX6bD8TfHny6nHooRWhCY31qkBbWMfVIhbDjagVPO16zHm4rSH8PG9myZiuHzJ0qjUOFp83J0cbkUwx4d33P8DX3vgSzrc7bFkaPj168gg3b95CjAmXL1+GH0d853d/F48e/hXOzqdqJDWs7uOTYwzDgCtXDrG3t4fT0zNwztjf38e9u3fx8OFDfPLxJ7h69QqOHhzh1q1bGAapbmcNulKchHwaI2Kc1IhT6JezVBAkqVNORGBymBKjX2+q8aytcsUIIFGyOeH3f+9b+Fd/+l9g71IPsBinjx8f4+7d+3jy+BgPj4/x+MkTHB+fSLhjEk7QrWvX8a2335YGSEOv51dKxXZaL2GaJul0pwRKgNANg5B8c5b4VYnLeklpbbxgSy80Jc4sXr9VfGRmzRiwCm+CBBT2vxq3g35nS4KrHm9FL5laqNrklTQH8opwxElrVZCky3kvsWQHRqa6b00WmiHQbrQWdWgRGLs3+/d5itfS/UzByzxV1KJN7zZk1BAMm7PWs2+zOMSQYjCn2fmwTBmAZ7Kxvbc2u6F1sloDbWkMLM+wOXn1+WUd6tw9G3pp17JrGvo879rLebY5K9wAmssqM3QM+QCeDakAkHRtNu4DSrto+7nek5WpmxtBcO18Jq2jQgqo1j3jrTOm/s8cHLaaBQTUVvLSKCqjlgH4VePF6gxonvoYR2VFE7rQwTVim6h5UDUIDJa1SksiNCz9JgFk8RaZ0JyoWNmANaeZE0WWkLBZwva6/X01Quw55oQZmbhGKDSbqcTnSAwC+33W6yTtIsZ6UMCkh1XTGnU+gvM43PTY9Nfx2hduI/7Bd/D09BR37z3Ahx/fw/0HR3j33fdxfHquNdQTfGcWH6kSEGpAzhHmZDNbGWBSkmA1dsziz1ofoIULZaM/a523n2uh03LYMyObd+8shUw/yw0QZsaG7QNjcjfFNtprL8fy0C3Xe/4zF9SjRQDmH6GFhfzsoQagpBvC2dkZ3vnpL/DG66+i7wKOn55hb2+Dj+58gls3b+HOnTs4ODjAarOH737nO/ib//h9pLwDkysloNsUs8ePH2O73WK9XoPAePjgAa5evYLgHW7fulnud5x2SDkixVSMAUkHjdKSWOfTUCFHYhAwHLp+hSlFnO8mdP0K0nKik5oA3iE4Qh8cNkOPb3z9q/ij/+wP8cZrX0TOEfBJBVnA5cNb+PJrL8n6uh5Jz975dosUxfhYdx2GEKRolp6Rvl8hhKp4hmFYrFXlHZiSBwDvRIiP41hg2+W+aCFw85TN67UiZWYk5VyJuLKmqUD5z8alq/ea0fKTNE0NhPVqpYojYug7jSXXfiXeS+iCFE5gFgVRq7TOQ5vMFlatIYf2rLWyxxT/arWahR3aebX3tWREe+6Wv9ByBdr4f71WDUu0IUKRB9QgIfOib0DtPTN3tCoh+dnz+qy32sqnuYyvCrRl+gsq0Kzfc8KOreNTvr153XLdqgJvn41Rqv3NkMb5Neszt6gka+ZPIyOb7yjP1xZkqp4sMtfCRu37DTVpjRX5UpImbybX8ewcf9Z4MWMgJSAnsVCypcul2iucK9vVU7VIykOzWCvMrH2+Fb7X2GFoDkvtfy0HU2r81CZErbAwhT+HnuaWdbvA9tnKzOUCV7eesHMOXNJKZIHZrgWB5JmgecSafVAK8khlMrvmOO6kQAkReNoBnLEOhFduXcNrr7yEzIQf/PBH+MnPfoH3P/gYZ9uE7ZgLKu/YAeSRc4QnuT4IIB+koxxJGKcjmmVkOOeEdJbm7aPtsFvszJ7ZnlugwvmBTynpZtXDZ3NZ4r+NAbAYzyOULtOcWiPGxvNQgPYz8m9avL++XgrX5T0sr+29U2OHcHJ2hh/99Od4/bVXceXwAGPMWG32cPTwIfb39vDBBx/iytVr8CHgra9/DT/6yU+wHUc9+1pMK0WYJDg/P8Pp6SlWqxWGYUDXBTx58hhPnjyBcw6hC0gpYhx3RQmklMAKkc88Skg/D++EoLp3aQ9jjNiOI7yXGiCSaij/9sHj5o3r+N7v/Q6++fZbeOnmdfSeQJwQ+g6ZeiTWGu2oMLV3CcELlNpfWklIxUl/e85JukY22TwGmdY1res0TbHsI1M03gu/IE61Z8hu0QzGOu4V71KFc0yTtijOZd9ZyCelVIrtWFqxGQ527sXL5pmQLRk6nAEmRXnMw52XWzYegKBjXJS1yDcAkGcBxGs1RWvefUrTTLHb3m8bsy3rtixlnmU5zJyemXE7r3Rn92DpknOjW8Kgzlndg5py2HIlrLbDfM3nCEPLMbC9NMsycvPaFjX8W+Vya8TUOaghxecp5HYu298vZYaNNkTZZmkU2YG5Ewp+9prLkVP1zsnVlHD7vjYLBdAebEBBzO17syJQgBiXpmfhDK0ROeWdZrIQIUdIPRFAIQou3/2rxgsZA1Mcsd0ROkfC4mVCHCflDdiGECa+pEOxGgCVhBSj5p6SFOuRMJNYOpQV2shZSRRJvSED3ubxLdtULTFQ/jaHtMqiUYVWUkrYbrdqcJAK7aok+74Xw4PNUk7i1bJkAGQGeiU2xWlStrNAQSkq/O0JgAix4D3SlEtsWASmHhrOcCB8++038a3ffgu7acInd+/j/fc/xnvvf4A7n3yCs/MdzrcjNEkT7Ksl7Y1XAUbb0asVIIFqNbH2MLaV0+aj2awqjFsPrI05iiCuhkCdbzSHRzauxQXlHquH0cKebZ70Ev5fGg/yLB41zLM0Lox5PjcsWmEyNyLVuyMAxEgZeOfnv8RLt27gpds3wbsJwyAd8S4fXsbu7ByrzQbBE775zW/gRz9+B48enUgsH/MKnDlLHDLupDb9uN0iZ0bQKn45Zzx9+nQW9805w6N6MGDhBzgiLTRFuHLtGk7Pz0EANkOP0AUMfY8QHK5fvYw33/wqvvX2b+NLr72Kvc0KYJZURAhJlZxDjgxij5ygvdCN9CaKrVO+QSLLo5bMAI+qFGwOTVkA0LhlLRPewsU2H+ZF2xqZLDGkwIwGG+LxavtWtIJZDCPrcjeOY1HazklBITOU7V7npD/ANQQ9EchSOKxN32rT+8q1MDc2jRNCJHNQZY3T3ibVMWrnruUAEFF5htagsTPZZjg8z7C1c1r39lz5WSr4Emlou762xEj7t82msD2ac571mLBrtAp2KbfNkGlRInuvPX+r4O055ud1/rxL52H53hZNWX7e3jdzRhrIn/Pzv3P52vaiGKeii5hrWvriG5UY3comI6pKm3Zgnl6fICi6rZEYnMqDcK5UnyXnAUq/pt4ELKUOUkpaltOrUSBKqLX2izC2DWCbkgAiqTnuIOzHpPn9oVjGRvgRj31p5dWHd9hut8WaBCzNIushTLooXPRSC53Y5McoMXIRFhHOkbSghUBjlqYhKWBScjOnhN04iuWHCrmDPMgarEMZwupNEzt4yLPGlATW0UyAruvgIIdv1ffYf+1lvPHKbaTvfRtjTLh7/wh3PrmLn7/7S7z/4R08OXmK7CR1se97hL197HbbQipi9fLkLjTlJaeZ4SR3Vedi7pHPBUzb7MkQgdI8CdZTXXV/E/drDYJWeMjPdS2s8ttytN5EeyBKFoq8q3xJFRoov2uvYTBuez/1ENp/ckApGNdkxCf37uPx48d4+fYtXL96GZ132G13WA0Dxu0WFABKCb//3d/D97//90IUnep3F28GrE1RGHFriklCGAlzbxDQODijqQTowCmDncOwWqMbBjw5eYoQPPrgsbe3wfVrV/DWm1/FN976Or782hexWQ/wmlGStahLZqlE6X0AK1GVFXplB8AxttNOyXcaDgJLmqIjcH5eMzEpMmSZPbYepiwKUtV4kFIbvq5Hm01kHBYb5lHbe5eGoXNOOlxmMVhIuSGmSM0QaOH6tlpc2c0kIcEQ2oJpikhirhCLckWGUc+ZJfvDK7FRwiNNX5MgaJ6dMZufZWpim09vz9eiBu08Lo1c2TtzFGGprG0t2rWSBmGEmJKgkQpxc86IEbM5t7CE7XEzeHRLi15glbhEpW8CUIvDtYq/jfmX+ynIQFY523jQcDOlvlTMS7lR9pxzzzgz7evWa7cWy/ZQrrQFlh3zvO/Mue6rEDRtloFMkr2yREwS1/CqOS5y7p8NldY9S0gxY8rSQRQMZB7hLJuOGUQJ/OtCBrxz6EMAWEIDTCQNetAUqWGAOYpSdM7EsW5yyfdHYlDWGK5tFi+kQYIpSSke5Bwhg2Yboz2IbeyrxBMBBC+NhEwAkHOwAHZS5AFU22JKDXCBXcdxRGi7W3Fl60aNRzpySJwVEgK20w5gIRFCww6wEIeylJlEQJF3jZWoTYRY8snFIVUmeO/RMaPLDq+/9hJe/eIt/OH3fgfbGPHg6BHu3PkEH3zwoXANTp4CnQrMXHsICE/DYeiEREWDU5RDPJ4YreCJVi7kCrlCjRwLpbDWSifzoLUwi1PDjuyYlqiQoQXVq2+VgcHGsn8sB94XDgppGMSuJfNpn6hWxvMsfGi8LudU+sfXBikA4CTsRSjKqyADDf/AOQcXOhAL6e29j+7go4/v4PqVK7hy+QDsSGH0iDwxTo+f4He/+RZOz7b4hx/+E3ZjRoYrQsD7gJxiY7TJvbJie8RSnc3Sk7quk/nmypwmImz29rDdbeEQcfvGZXz59S/ht7/xJl7/0qt4+eWX0AWvLHsHTwJ7S6Mplqp95KS7phomRdHAvqueNcIcxgUYLnSyr7N0y5zPt595j4YYOqcGo2bO2Ln1vp5tU3JL5Sf1GyxVWDIjzFObYsTQ9wBnxHGsmTSZ0Q89uk7WvyXIVgRwKOvM4Mr30doc5R71GcjVebBnszMGGHLpIQ0DDMoXo995gBzp83alJ4shYdMkDklWeROUEGoNvVLMzZzVDImlAbA0oGKMFVlCVeTAPE0wpYTglP9g54oZbE3BMDcyLBxgr22dDPFxwcFZuWd7Dtntem1T7FwQlFZuFNSm6dBncti+o0U65kpdDGfJFOEyD3PlbWiMF+PHmYNT5YuD19CTyWvJDrG0UJJlLvchITRz8uQ6huLJ3p0jhcZvaY0c5xymUeSzTw0i0Bh/5AStIiJMcVKHWLqRMhjBk57tT6/fsBwvZAx0PghUTKLkEwB4e6gEch6dCvuYDWImeApiIHCGlCVV74wZWkgZgFil5mFmXQCR1pbzqfHpAjNXb4uzeOECx0+imsgh9ENJtVMQG875UiyErLxkZhh7o+9XckeOQK5airuW4ATSedDNo49hIYq2nrkQC5PUJNDfW61ug8rN+pXFlGcvG5OMoc9wlLHqCF+4fRVfuH0N3/vONxFjxuNHj3Hn7j18fPcuvPe4ffs2fvazn+HnP/85jh4eY4pAJkLMCc68xCyZD957TNEUd031NF6Lc8KkztB68uU8BV2fWuWQ5BTKGpI2WKG5h9xCvyY8zLCrdeaNUasCabEX5yiCxfzmnr6lSMnhA7zvyvfFKOlPZoTYYZ8JiyzenjR3MmEHMDl8/PAxPnn4COsu4ODSHvb397FZrwEesTuPuLR/Cb//3d/Dj3/8Ezx+fKLoF5UKl9YDw+sEES1Sq9Q7S3GCAE0Ze5tL2OxtcHBwgJdeegnf/OZv4+WXX8KN69dw5fKhnBdWZan9Kwiyj3ImdP0afZPua+GrUpZ5quQ8clKkR6a5htxMyJmA6bq+xPOdc+i7oB0yq0eSktXQAKamQql5QTZm4QRuDdGqtKogrd6jhFhEMHsXFGFMmp1gqF1FCWpWAVTxO61IKIaPcJeaSnzqeXnzpAEQGVFX7iFGTTH06n07KkY2sxmkmjKa5LvSVI3kWV0Alm6DOUmWU4pzz9bmvz1P9jtTGK2StHmVtZjXgGnRDQlHTM33cFFMLazfxr1bpMIMjhJmyILYTlOcfSfAihTUMG4NvbTZUGqQkCCMlURqezeUPWahTPksdA5kv9p+8b6GgNpwFZFU62znsRhOWR17cxRAsjesCRpEiYculHoXKbZOjnFO5F6maSqOgP3dQuEWhiUiCTH6ui+X4ZYYJ7lmFrTOkdNU5qQtmDMshTEvheenjBfrTQBLaeBSY928A0EuxPu1EruZI3jKgJe0CLMII0eF7qnkFMuECTRCRJI5BxWS5ArE5Jz0Vq9xEcm1ts3ALIWPhIFfF6WFnuqm4fI5XzZhfY98oLJnN5vNzLpur13Td1AEewtPM6MsNlCLHtmmXMbJW2KfkeBjEsayb5AfThEdATevHeDW9QN8+603kKL0Sv/aa7fAf/LP8PjkDJ/cP8InH9/Fz37xLo6OHmG3mzBFKd4i+4YQM4GcR2agCwZh1uclZLjA2tbVI06TGrUM33kE16lXaTX7GZYOWaxg20v6bG3c02LNuUESqJnvpt3DYm7nB6VsKIK2qNXNHsSYzSlhmlItSRtWQv5kaXsLSPosMWPVSytg36+x3e5wen6G8+0OzL1a+wmPjk/x8PEJcmasVyusViusVx2uXjnEq198BV/96h4++eQu7t67h7PTLRxJyVNPACgVtCNnhncB3jus1ytsNnu4ffs23vz6b+H69Rt45ZUv4Pr16zg8PFR2vITBHFnwiyFdA4GdKr3i52ghE++pxKwNmhXykayZcUNsiNFo6ME8fmveXKvcc2aQC8VDLl4cCWTe8bwCKIqRboJfUAxkqadgsXpqFAdYeDI2byEE7Hbj7DzbfJoylEZOhoLJ9UKgYqjYmbdnt3LEJuDNoC17u4H2q0FbFRszKypp6Fy91wTjuVhpcLtXUdRd12G3G8sZaM+M7FlTgtWwNh5SSlHDKYJIxJg0RBF1Liq/QgyhyqOS61TuBnNWmQowt8V7zJgPxSuWEs/y92FYFaNEKvpJCqaNGGMx9luUd5qe38PBBVfupeXgxBgL6dwMifbzrQG5RA5sVOXLRfHa7y3MbAaQ8cicGspTGnVujMeiiFjiZ64v318ztbqur4aT05CnOmvMimQT6fuyEuqD7qvYGO1iqKYsGTNIGYManpMW3vq1hAkyLI6lRRVICoJ0CsNmoFjH4zQhcRS2fZKJEC/Iwfkedu7bwkNSHa0qS0AgQEBgHlavFiovGCRs/+Yg5pSlLCmq97JarbDb7bDb7WbWoH2Pc64U+jDvFKhxtWWIwhSX/d4EjmxQEQD2d0A3tBIVUe6LkBPDBxH+xRNSgYYQBHZvjBjP8n7KAlua12YNT1KK8MFjx0k7wQkZ7MbVA9y6cRnffPMr+Jd//M/x9Ok5pinh3V++j4/v3sWHH32M+0ePcL4bsYsZmSX11RitkvapHoRD9X6CEhCJwEiAWrMpxdLExzkrptR6MVyMrlYxmOLoQjXsZuulXrq8JxSj1Gk7WuOOOPW6++AQPOHg4AAhBAzDgLPzM2xWG4CBR48eiSHjpH73OG5x49o1PDy6j/3NGt/9vd/B1776Fezv7WnxnISYGB/eUWLnx5/g3tFDPH7yBKPWBZAiQac4O4t4dHQPIEIIHTZ7l3Dl8gEuHx5i6Dfoeo/T02Nc2t+g6wJu3bqBL3zhFbz00ku4euUqrl+/hr29S+j6DsFJRoh46mZAStjNkDTSfZUmqWFslUBb2LgYl841SlqN4uBnBD9TqCnVjnVLaNlIbC0JbGaQ6ShozCQkXK9oXE5WDKx6p3JGhEdQFU0tFUwkax2bGvHOAaHrUYjADXTLnLVIUShevO0R5720/2aGJ0FiQBb6gHrpKJ4lM4E1O6Tss+JVVw6LcRRMJiyb5tjrELpSG8Dm3sIURBI2mFdkFcQUsGtUuVcNO8Y4bsvPzCiKx9auKsY4c6IAcTi6zowJB+fVQOB5/D0lVmMjlkJOYsw7bLe7JoyRSyaFGRPLfg92T22GQovwRQv1ElQOWRplLtkj9tmUKjJhe7yEu2he0bF1yELXF7gdEL1kaM3zuC5mKNg6F2Qym2Fd66Q4c7C8L3VussX1nYc1Y2IAXTfAwi2mw4hIizjJXhd0OWu9DSXpkqyd8bAkTAwNST+buv288WIEwtloGLzJCEhAzBHOSa+CQFKhkDWWKOxBD+m0Sur9Nt5yTPDecsYhEL4Thu80CVGCOSL4ANd16gFLjL8KqgBPCaPGFwHg9PS0KIMYYzmstthxiuBgrYVjMQpEkQHjNBbmLVC9AttIbTw1pQqpLeN4xEbokQ5y8GLRlR7qEGjah1D7Dqhll1NuWoVKOWMjRnqvxCrfIYIQhg1iznB9QBonxGmHvN2CQPBdj826R14Bb7/9dbz99ptIiTHFhCcnT/Hk5Ck+unMHH33wIY6OHuLsfIenZ2eIyGBNYzPh1HWdIEUQdqvTtq9+WJU1bRuNtMKkhXqByj6epgk5JmGwh24GE+eY4LseUIHRDwPAjGHVo+87jKOs06VLl+Sa4xacRlw+PMR2t8WTJ0e4tHcJnifs7x/g1rVDhCBK7tq1a7h56wauHB5ib7PG0HcY+gDHjO32HJ0jsHdIzHj7q1/CN7/+hrTDJY+T0zNMKeL4+ASnZ6d4cHSEaTvCZTknMScMqxXWmw260OPK5WvY39/DlauX0XUe+/t7sofJlcyUGWSoCBirEBTDRXgtOUfEmNAHYcoHZ8asKBvxWqqyNgVj65dS7fRnws6Y96Z8LYXO1n15fkxwm4DMbGEwg11lH8szZHj9XiuuorEoZPWKOQv6RF7kCNQItrirgylGMTJSs49sX4UgIUMR9CqQG0WcspB4vetgFQgDmcGTSuU5ycIxRngN9Vi4Eaj9Hkwhlf4NDewMJRHaZ5jRZBW4RhlK5c9xHDEMKzlPut62dq3yNiTBPEbzAs0bNtkgdRNqmLOVUTXk00nhLRC6zkvYD2asJTXwK/fH9oM9h33v0gC1jAjjRJAT/oAUWrPiRCj33joBcu1cHAtLfWR1iLquwzhOyDkiBI+zs3NZe50nuw+7r2e5LCp7MyP4btaMKmfGbjeWJlMt0gCyMMayF0U1RIuu2Kl+ItawpOzD1WpVCnOBCFFfd510F81J6voQSPkBc7TLkSv6w5wrch45S2h3iiOCqw72rxovWHQoF4szc0ZkoEIz1GwUL2rK3H9bZ1ISn7PKYfNOWjlhVhecFbazRiDFMyBRQDFVdnyN509lM1qxESMR2iS2cH+M4k1PY+2L3h5qUIbP1WJt0QI79LbZLa5k17ED4JzDarDSyIy2LadAuZU4U+OGXAtQgEqVOQCSkcBZ2KRTUm6BF6WsBydGQVZEQDsQdUruc4g8Fe8p+ICYJmzWPfY2V3Dj2j7eePUW6A9+FyllPD3f4uT0HPfuH+Huvft4cPQAT55IAZ3z7RZgMSScH0Bklq9cWzx0p/c0L8Jj8L6ttc3Zer3GeL4FwbJWvCi9lEAdMAw9gheBGuOE/YMD7O2t4DwhTh2uXr2GKYohuH/9EHvrHlevXsPlwwMcHh5is7fBahiw6sVgmeKIoe8xTjsYtCtWdcRuJ/snDCsENT477yXklSU2v/ED9leS4//y9VtInODUg4cS3MiR1i5gOylq/Bk8OiH4ANb9asJl3O0K+dH7AOcFker7Ht4F5JwQuoCuEx7P0K9gWT0xTg1pjBRa9FithqJMTIhzjOiGAQYXm4LJOWMaoxoVc5jVeYc4ZWzPT5uzDyXCVuViBoIvcD8p2ofGsyGNy2aMo6XJi86gAAAhfUlEQVSYksLh0PbagJH0AElHdt6X+iNJC6IZDF4MZJ3xFOXsGYomCmNu5NgZJtI+DVbQxmetg6DKMNRshBYxaVG89rX9ZyEFKNlSzkgocy3fLSXAre21eO4CEXfdIP0m+pWiLQJNWxjSZJ3MuzhlMaWSIQUYZF7DpHqbuueo5Mgnrr0PvJe20xL/lzLMFcGQMrlixPiCoJhRZkbHNI3KLxEEMTlLNY/l2dtaDC1iaHvLlHdNOXXIeSrztN2OOm81pFGfrdZIsKwFC0vGKOWyLTuhchPEyFvt7RVDrGZ4SProdrsTR61wfwhes1DMgWz3A8ClB8L2fJSzypaF18F7j904qUyQZlrDalULxyXhUBDV5nU1tCPZbha67/teOXG/BmOAYSQ08UlZFXyBuHKTLkdChJmmCNKNJTyDDPKEMYp3kRurZuh7hNUK291OrH+IkGhherM0c84Y+g7eO0zjWBEI/a6u7xBYFs9pVQeCeDk5ZUzTWOBKyozVaoVxt5NCQiy122OMCH1A1w+IcSoHL+cM38QNTeg5he6X6TqtwBcos9ZBIBLySpwkdlTSi7xD29zDOTmIu91OWMbOa/qb1EWPMSMQY3AKnUOtzCAMUzmEQOaMdd8hpog4JXjnsLdeY4qTFCYixrDuxTtLGc4NuHywh1e/cAOgb6gRJ4bY2dkZTp8+xfn5Oe4fPcb9o8c4Pj7G9vy8FMzJIJzvRowlRKOVElMuBV0sDdKY/+urB8UossYyhwcH+OpXvoTbt25ht9thHEcRSNOE0AWs1itsNhusVqsieLvgEKcRRtxpU5ccCbTWBw/nGL0SgCgEuH5QQpEYN845hGGF6XwrxaNIPN8pMbpAkrliTX60gZXzDnDQOL2HY9Z0PiGRWhXJYVhhHCckTvDeqddbvTURdIKwTeMII8Q5cnqdalQFVZ7jKFC5VfR0zmNY9UoqrLU9pF+ACMnE3AjciBgJ0zQC7GbhNbmeeCQpRqmR4byGrTR8pkazkPU6jdfnklbmIWQ8K8hiMPaSh2NzYEI4KMnLuh628G8JKzmFSMFqlMkaZIW9h2GYPQs3nrT3QYzklDHFBB9Q4r9C9pQMDF+8Yvl0StI0ytjrWdE9S0nOEN6BEM16mbMASI0HUsROejcIj2JeZ8KUSoypGHhmOIjHSYXr71S5ibcpvCzx16jA+na9YRiKI+Ocwzju9Ixo0ZsUtdSu1hxVJwU5F1KgyTjzpE3hWo2Kiv4Zf0Eh/lwrCIqRJh0Dh6HX/WbhrKAecTXsjKvAVp/fCXmOUeswtN05W7Jgu88MuRGkzBUIvxgIaphMarCM4wjnvZBgvbQ2L04jKhpjRstuJ383RNrmuf0v5wzK0u7eULa+7xV1RSHG55gFTQ6Cag0rCbUnrUxr3yl1gS3bxCFhnj77WeMFuxZ6LXsL7ZNskJdsOq/uJunhcSAtVlJj68S2MR3iOJaSvd455Kh5wODyOiMDqrTNgjYLkrRiVrdeYdxVUkXoOvFalXyYUQ/PdrtD34lnJdkNyggG0A9D2XSW5kJM8MaJUMMFanC0UFn1FLxYZwBMXBTEhOx9Ct0CYGTtoW5zJFam9x4ptp6NtCzebDZg8iAftN5Clvx0JMAHUUiZsd6sMJaqbbIm4ziqwHSgDKyHAZ2zOH2FNs0TSClirYSWlCZIPQSp2hZAWO/v4eqlDRjAW1/7KqZUUzDtIEj8Vzb5yclT9L14L857YeSyCGHrbhdCwNB1sr90YXa7EcE7OGTkGMG8RtcLWhCjKFdGA5nClI3DjuRwrlbrAjMuQxQAsFIh653Awqa0Y9IqgClhCAH7m7V6U1VYO4XuU0ronKVqCUJmwleQKknxbAVOTglDFwrqBFQE7tKlSyIkJ6l0KQaApbUmxCnLPLB6kFo4qx+64onbKB4vayaDfkfp1VGQC0uFk9ixdz1SqmV/i9IFEDoPcb612mZKCMHBkUcfArISEqOG8xxQ0bWuw/m55KVPjXCucGtVNC35VMIEVJiktqcLhJuyoCYQoZlYGqoF96yhEVOUZmtOklnZeAJ6btNU0cJuEBRBsgH0XDI0L98XxSsQssWXFfZ22s2FDSmqyIJkeiS4rGggM4Lp72YIP8O4C1zqcixjywDQNZ1jRZbVUsVCxBMv9/z8rJFfQjrb7bYF9bSwgjl9FgpKQAnZrBrjyubFjG5L5TRHqdZ9aTgQamR1/VAM0yoLxAFiAEPfFzSFyBc0xjhWhjCEIAauV3TOB6nqaee9Jcfa/jL0zhwYe4bcKGgz+gY9A1Yq3PgSrRFgaLA5NGaE2hlqjQfhqxF8qD0mSrjUHErv4JprBXW0o6I/wVk4TEKJOWcEFwRl9wEpj/g848WyCUhSvhykyx0n9doBaGUUWWR5MxzN63Ezs7yFIESIPgiEIacEUmSo1hGogqPGeroQMCo5L6eapuQVQhVo2ZW4JxGhBwrnAERISALlRCm1SkSYNN2HNOWOhUGHlCfkKUkXNE9KZHKlwQ+yEv7IiIKVdV3MdfUgOOdmQ1evxFiiRUBkSUcihe6g8w0lTPogaczrvgcrWTF0HRgMJkJMkxDjoM2TcgT1AzbDSjy6lDF0Xal651RYIcaS+hhjbO7PgVlzyc1SZQYI2J5tMawGEay+xo9NEDhyWA0reOdw9XC/HG4fHDJPxViy9QYAj0r2Silh3e+JomMGazc6coSuG7BSpIWUREgkaTdGqlmvNwUOtOsROXS9NFxy3trAarMczNuGBhWqLbmuxA3LbueZh2CGp+TfVzaz7MfqPS6L6izPihlURsYsXpvulb4LcL4KRqnIR4U5bkaH3ZP195Bn0LlWiFG6A6K814SnCfBWwAPSQ8GQtjZ+LedZlUluwh6EkqJVPDOSNKxOCxkFJVjZATFDBc3eAGs1wAZFaD1AIb3p+W/WyoV5up09G7u6PvN1aq7XeJC2Xi2KYc9CXDv7FRSqBAGb9zb3286HKU4qNT+aM+E9mKmw8u0zwiGpxrd5/WYAQBUiIAqcnHBYPDcKNc97ERhr3u5NQpk0qwhpBkBQTkcbhy9cCVWidg/WYErqGNTnENQ4l9+5oOaCIymVnQVpFoM7A4WrKXuDUXkuWZ9RDrf8a/rCLCwrf585I1DAbrtDyiw1JyDwvw8eAUH4MYpa27PbGVitVrN1sx3Rdd3MWWwRZNt3Rr5lrkWNWmKjGRNtdoPt0ZxTQX299+qkspDgWwfdzgx+DWECQq2eBgCZU1NIQtdGfxL9LhNUvN5c4XFHVGotp2SdwEiFpSudxoZhAMgXQRNCEEuIM8hJgR9yvnQMM5a995VtLxMrByNnuecuOPT9CtszsY7lqajcW1arv9PYLGtMsg+WmiTwCzuGEz2pz4oCy5SWrGQx5nlJ4HZUwl3LoK/pU62idW6ey2rhh5gi4BjDIIqeACHjOVcOQvABBO3URSIYcspIMSIMFtPT+9Z7yDmhX68klZBFaQ6DePj7+4dyAPVA2yEA1PIlAtjiox59L6Q2ciixLntus4zbuSn8DHhklnhzgigW7wKYhFkue0JTzjzQBdlLKWd0/VA8LeGzqL6xME2JP9aqjeSctPgdJIWQY2XKt/0xrEJmrdJHsLCOCO/K9TDPwconi8FTCU0iu6uyMgHCqRoedZ+IYhin3YxoCdIUVjV8pnEU48v7esaceBCS2msxWvXUCq9jno61jIcbDNwqADO0wMA0jYhZ6xXo2fPOF1jazoH3UlrZoHn7DkAMXieHuX6PoTrNnNr+MWXNmcUgbhRU7+eNecxztri3XaeN7Ztit7Hdbst7DEFrjRTv6Nn5glV2pNnebqsLtoaIV0jYjLe2HknLm7L1FjLdvOx1CKEontrciNBp/RQhptUKghZ6MIXTEk3tut536Lr6zG3aNnR/2Xmy/6yibOVDSMZGPwxi7OnzJN0nhn6G0INIyHvr9QBLrRPZRJoGLHs9AwjsSov7CqnI2k5TxHq1LggBZ0llTSkDWhti/+BA9h4Rels7EqSmWw2lnozzQUPdQmjdavjMe6nE23WdItzzbq+ukTNtXZXyO90fu90Om81m9vfWKC1rSZLl4c2gJyrZELYngg/wvkOCoCqfZ7xgC2OxSnyjeJFz8SCh1her1whZr6KUWQVMTlrSFlril4wsZqlTosw7i+NSjfsYBEOoJK6cNSZIBN+Jd8Hg4qGId6HeWPBgTsiTxGiHXgiKYtSkorSDF0MDKcE7AGwoglVD4mLhWsVAecwqPEg5DwCrcLYDbFCy7GgrcQkA7FsjwRRMk+PsAEvhqx/SxTTBZKl2LHyEshDATJjYNZ0nkCqE9rCbFe9DQEwMOI/eyGSZ0a8GUViuL50M5fkaJQtoPHUuvOWZ5mCo7HWpDGlGkAviwZMHPBx8N5RyzilndD5gGOY9KKzYkJXbXT63Va+TltYa6yVfeRgqCDwFTFMsRo3B/9Km17xESR1svUvnDG2YIz4m/FoPq1WmS1SsVtRM5domGEIQ5W7r0eZb55g0zdcVzx8KySYGPGkeilVa1L9bnLRlq0siAM+EEhEhK/HW1tk+K5yYBHJAr6iAEDUj0hjBnIuXKMdLwgut4CvOAzJSqim6OWf1sl2B5Nu9BqAIYTSk1Xb923RL7z3CojyszXGppEdUFHdB0RYKXz/cVM6snnPKUrmy/R2Aknq8TNt0zoFckDorXMNQuVEqZjSU66gX2aY723WH9QpR002tf0cIAdZozubCnt8M8mEYZogIo4YoWuXUIkO+QQVEnlNpoJZZDFuvHrR9xpCj8/Nz4VmQQOB912MTOmy352CoU+EIfSf3lWJGyrlkFLQIi/yrLb2dOHpyzgPYSZjJBwIGQ101W6XZh7PQh4ph4x05naO+UbJlf1A1jG2e2r21RFZMV+acpaMp0UKWuJlR2soKZlafn6SaKgTp807QAu/FkV2GRD9tvCAyIPOSs8apyNViPfqGEnsDQA08YRuNedkpT+BcP3TI3DLNa/xIIBHNTTWCnXPIEOzRKzRiStbluuHYvBMNARQXiBkpjiAGNn2PKVlxEVHu1BzsOsTAIIXtrfAJs0XBxGNrBzfeWPCu+I7mSZogtuHIQgVWmlksWZtJksDm/J5McaK5JiA15lurTF84AJwJaRwBbeG6Wq1wvt3KHOs8C9Tk9UB7qfsepdKk14It/aDFlppuYq3AhO4HlomSsp86Hz5YsY35PjNosUx5+YPWqvAEH7QRjXq5UrBFDLDMXHgYQdEVM3xKyd1mGqtXKwLHyKuTPavzpSSweKAC9wv7fSoHV6A/8UAAJc1BvUMGpjhpjJU1fU6EmSlcyy6orHNNudQ91HWhlM9uIWT7uVVOrQJ1zhVPrxZ5YaQ0FuHfAAswFrpUBNUnaPachJVqxo6td+sF5ZxLPxIjD/eug9OCRHGcanw2BHSWPqz3IDKipmtBPTKCIHapEZj2HUVJQ0I8No+W8toKWiKBvdlV4W/7l8oZnCtLWxv7e5tF5CBonYWKyvuA2bXtnpZKfaeZIzlJiMBmm4iKocXMwrOaIVq106Fdq/zNkdZYqGWAiYQT4ahmPVlYoWXLF5RF19WMAaCGS5xz8zbOmt1l6apsbPfOI0fGydOnJQQjWVy18Vlt0UwFYmUG+mEFkKYWal2bnLMUOWucGpuDgjY1SnhZ8Q9lXUQOW2XJtrSy/Wt6xBCA9ozZZ4wTU8IduYZJi9JeIFjlbFPNNGlrPrRr3J4tm18iQQbkHvX6LDI5OK/oWGzSd3/1ePE6A6Qerwb+269ReQ9A8yFz3cTAvA52CSdke5D6eZsce3hT6K2RYGgDKRwuhKlaC9zuQasTicUGlC59jFzCDWBGaLzz0nOEa0ngYhzoW+ywlQ2sfxG4zLyTBjFhrfSnypqhZEQY27PGscRTrbNEOjl15nw1Purbyh2yGijCIdC7r7pVNigBw2qFZMVcHEn6o77mzLVFsatQp8HeQoRpGd0Vem03Mzlp3GRCsRwMgjbRsDmw1wRpnSpzOvO+MpfrgEgJn7J+5pFm9Qq88xIrVdsveO0O6bQWQm+lYudC36kQKixzVSaGCth6GWRXmfAWyhEBQ2SQdoX8gpdKed68qmFQIqkaIfo9FgIyb8WQElEexlfhslcYczjfkVXb06p0ORVSGVQ4tV5dCJ1klmjqmJ1BzgwKtQRs2Rtcjfn2nLYCU1KkRvEK9fmtNbH9vUVM2u55psDF66XSI8D+a9P8bLTKrHBnlGnts/S7oMYrdSpofVfLL7eFwkqhlnYva4xajE1JsTNZE3NtmQzUpkgMIPQ126gWc0qlJHX5Xr121qJDpey7Ev+GXuD1yUonO2P9a+JqrrHpzAyOWdtS11LSJnNcI2e5Ub7Q30UNJci9SuqdoW01jVP7MqissmyrYuxoyIqzEL2HoYdlHPTDAOdIGs15Kchmadc5o0GnVFrmiL4fkKKlkPty3s1ANLkAXeO2+FCLPNnf7cwbWXhSYqXVb0lKGC/ySsNTjqRscx8kK0tS0DW1dpJQhhm6Jjftvtq28IZoJP253X+t4Wo/A1XGltLPWdbJmUMOKfltOjJnxjjNQzqfNl64a6HFsUw91pr/AEeNz2txFrYGHcWD0QfzvihlCrLxcprQN00chNENnQgGkOC9sJwBKVLhtUOapX855wTXlLJ5sDZJlElg4ec8EhGKp1gfUxAAueOZpq0/s7D2Ja5fP6w+hKkN1b4AIT+3XbATN6gsZOVl1O8yQYFi5c3hydnD6HvJjAe241TfT2bacF3L+nF97VxNbFQFI0pLftdCagbLVQFvz2K52r6GEQwlKEaQ8YFyNWbKM7EYQmqUWTjFvpMBBO/RhQ4pZjgSJWHvsXioCWFPNWRiyg2QioqioBSAttivE+RKTpUo+cRJ6t/rZ5yvxgEbqz8yuuCRc1sZLan35gCWpj0S4mzJadKcRMIQAqM7wxYU0gfL/QqpCmokyv414Ra6Hkyx7Mds1yGHnCXlr9eeHcwke7O5R1tbEYISDgMBzkNSbLtOU6u2RSi1ZDQTZENfUwYdSEtfVw/Ovm83jsIRylJVMXNGnIxZXyFz0Dz+bkZpZctHNZwEQXIavsnMJeWYyuaUdYZ64jlFdD5IiI1IoGSdzxyFfOwACfulXMIzVkjJuCYtUmHGpT2r3WdBbZQjEchkFyM4h8nliswRAZwRfC9NsYYeabcDHGFslC5rqJIdYVQFNY1jqUQp92a8Cw9o9UIr3GRkw+ArIRvaJl2QQEHCgqVR6xpK5oqx4EWJrtZ9kQmAhHC97VNkEBNcFtS289IPgjNKWNiKQM3SIPtNCcuZDOSc0BXCXEYax4YQnmYhzxaptDUq/SiIMCrCkWPVEgXm13Nnc5NTljVj4S0J8qAVKVMq2SjONxUHU0VZek07zVn1hK6hDSui13Ko7Dza2TQkSTgHuZJUSbh8ppvhhAz5ecaLGQPEAHFh0mcrzGGRC7kDGMjOelOwmBmghwewGD4hl5zplKcS+7KDBq7xUKKaywmYF10VUoFY0KAUam3L/YlVB2DucS5+bmGnT3sPkW1MQBSb/AvmudXBJZEGRPPv1N+aw1nnEFD9TM1rKIxs8fQ59LMwEWY2QvvW1nAxD9BGyYJAVbhtbKuiMs+DnYw0atc0z15zfq0t9cIgKldiWjxEXbPMGjNUJKh9DhMMzgFQwyzFCAbBecIUx0JydeqJERE8/DPPZEZPhYVV2DbeRBd88T5BpvzmMLXA6Gok6z4eQqcGjfRGaOHDNh64jF+3XoTt79psx/YHNZ4Ma7rdvOe9pUOF4KTldRA+BKHdD1z+NWMqxlSIoRKq6IpyAVC8/aWwaq+Xc9YUTcZmsymfL+TQBpKeGkiciEp4wzxf2TNuvmZtWEofZ+ZVoWZD2DW5eJQOvXPatc6pA8Mqv4zYORemLSzeCusWGbH/xBCoac+meIW/1EnFyQamHscRvihF2bejGkv2XbbOLb+kXbuSeaXPbN9nylFiyrEY2Z1lB9l5awwaSxMOXgi89p42D9+g71lYQeek67rCmSjechb1ZeGr1WolBmq3KvPazl8xrFwlhcvvCSZsDRls96+9tjlpSaJAiz5gFv9vUbYlmmC/F3RVnr8LXbMHXWk+1vJfZvKBKqIuaI4YEPbsgyK0MUZsNpsZb66t+EmL75CfRS6RojwAo+0L8VnjxbMJTKkxtJMeiuYReIUgqDYDmgsJNRIJmr6lrUwdWXRWP03AFMdSiKMUqIijOkFWPAgoYYWcS/lTyTF2VYgvFP7zflcOkfxQhJNNtG2EZ5QgWdJQNQjENI8Lrdz80+Q6E6hsHqCyYMscNvcMYHYfxfCYP5wu/tzKxGfsg+fp9OJ1m2Wvm0qEvd5j+X6qCEhBFww1Kvk/xWKWOXA6zw3iUebKriP/LpXkrFkNKlksaXzb62cstcxSBpO1MZ5jJBDjoj6zZJGYULW6+Uqa1Y6HsQlpVPgV1QgoglGhfUBT/RQC5wzooZbcaLteTUm169TnpplAKAKzzH0V4laP3gSqKT4px91jmkb1UlVpzHpG1LSmgjIo+QuoaXNAbWj0jDLW0ZIdu64D9U678FGzNvPytnFhCCyfy3KvWbv6mcCszZa4yiI21EeEcNQSyi38SiTV4iz1LGVFSpp7aufEXrfPXRjxTay9PUvO13BRu0favW/fZymw0xQRulC+Z71ezwzFllTWGgL1/NXnN9LbvFgRgaR0o7bbZQRNXwUzet+JR4uqgOyM2fO31zMl3CIfS1nLzbOmZBVo6xn23mPc7WoYUP9dGl1tOV/rV2MIVbDKkBBj3/ZUbaS1cEQaRW/raMPmtTUqbb29ohl2hts4vyPSrpZz47g11gzdqns0lEyUdl5tXz9vfW1ezMixtHopqidcL09SIDClVuZ9+nghY2C322LXAUMXSltEzhb7RoXVksLfyOhcVQqmOBxrS+ESv1fh62oKIpEw8Sm3Dy5QlemMxqcRoQbpziUbwmB1+WaDC83it4ltLT2bXPMSWijTFqgQQbItqlyfQApj6qI10Hs5/GY96TMyMGsvKYrJFYVUn1CrxcHgeZTvLYpTJ5LU6GI92HaNmRFkAmHhUVhzEqnFHYoyM16H/V02tKZ9FaGW1VNmZbDXcEHOqRgonCSFR1Km9KGtCRJsblBS3pbWvK3VHLl49qCLgKp8jLYKFzOXevayrprW5bzWgtDmKTnD+6ZYCkvKnMVZ67WrkmtrGuSmKh2KAGiNm1bhSdlou6f2+QxiNg/H9mnlQFTFZ5ClCdLtdlvQNhOkIty193yS/GoblqtdjE/nwHEu0GxNjPBkArP1vipRUb3CGGFplPY95vHJHrF2wdX7bcvTWtVR+Z6uvL/lZAiRq85fCFKYSwqkzRnnS08xZ8nQyVmqVQ5dp7FuLp45gJLPX4wJX9PzbD5sDvVIzozzdq+0joddi0hKV9v9mSFUMksar71FWGzftSiFeebAvOmafX6Orum+jNILoAu+VKu0tEYzEpeeqclHq/7Z7luTmbY+3kuorJ27YnyRryE6vfd2jUjlhoURLGOkrSpZPOXG6LI1N0N6ucdb2b78d2kY2vV88AUVa43bKUYkrmtm39USCKEOgFWyZJJw3vJ8lYJdVFNZl3qodRBq/w19L5EiML8GZCArcSSlqMpHmyho4SBrKGEKdyn0srXrxFwwiwHA8ORBbPFhVXCZkaS6UVH05oBQo+hMGEn6VPXYTamEXg93mgthWwCrDGULt2Rf23+z3gQqYCx+K0x2GECs91jRE6u+aJ8xqDcXnW1ZGRqnasIBppRBTuaPa/odzYRNu2JUJdHM6NADndrDIodRmkXVLmOVw1Gtf9kLGZHbjerKepjynKMFqK/1v6KgmWevM1uqY/U6TBDY97VKgJpURHtYs1HaSnxFQEHrDSy8O3sOwAhNco9dVwt51LRQlHmzOWxT0Or31dxfQJ+BqxfV7kO7P1Mq9rdW4JqScM4hNS1f231p92WEpHoW510FiQhD38EqDJp3aqPve4DqHNm6t/faVllrQwQ2p6UQk4XQUGHrkibcGOWtgrQ1tuduOSmWLdJW4nPqLJjxBMi53u52cLkaIMXT1Bi0ToYa06JcDGVi5mIIOOdK+ldRCqpc7Gd73rZRjlf4vzW8wUB2uZzL1iiwSohmiLTfZ99hc2hKyJre2Htt2Hq3+7JFGdq9PE0TnBq3iWtNg/a5WsOhZeC3BFLLTmiLN+Wca08YnjdIqmhXrIRyVBi/9X6JBAW29sXeOa1UGGGl3rtekI02nNXuaancOtcb7TlZGhBLdGC32xVOSWtgyd5uy8jXjIFZAzz14crfcpYqg43BYHrIPrNc11Yu1jCWrmWOs3VrP/dZ43MZAzYR5+dnCMjIedJYkMKsMEvUDrppnlrDuz5EhNPiKkKC8MpalQI/BtXmlJX4QGASi8s2lwl6uTczPBpPFJA0pKL0VTEQlZbJy+czRRNj22MgFzhrhiaAQOSReSf1Axp0JDGX8LdzrhgDVMIhNgg5SxETpqo0jcXchguKIIBVIrSD3M49IXOdA/tc85CyIkpWitbfvPm++ZxUfoUJe2bjcaCsqcx/hPEhmK0mvBHe1JBqbRIiZf/qnFqcS+dNZHRFUeocTOV6ZlTI71N9b+P9tV5Se3hknaoQrDFV6bOezeh0hDiNSsipOfWtYG0Rl8wSPzRFuDQ6s8LbCiQi76TYlpErrR1ra/kDkjuc0oiknePsX7H6xaiZtAFPIYhBilB5Jw2RSl8CZfTYEfWaubE02HLO2I1PQY7Rd73wCxZKW4xjaUvchQ7n2/NnKjW6UYyLcZqExJuspHWaxbKrx6PGdLMurXLoux6Amxk6xTvSGiK2LrmsgaA02+2u2d9igDqGliOWcwwl1JppmzTk6F1bMY7K/QCKkKRY1j5q59IS7vNutv+KIfEpMbxsCNliH7d7zTlX6pyEEHB6ejYzLpd73uaoGIJeivxMcdLwrRr1QGMfze/P6kFYerc4cZqJMdaOiC20bYZHazykyGWN7fmcc2AQEjcNhnSv21x7Vf6GsllUqBqnygGgrRRBa5S4GS2nZ2czpWvr2nITgBqWFb6SPNeoITZBT4W82PImuq4DCKUsu8lM2+tFyYNK9U2RjdKbwkJfbXaQd9IDoZU7raKfI6LqdMcRDsDECYkJp2dn5Xk/a3wuY+Dk5AQA8L3//N98nrdfjItxMS7GxbgYF+P/Q+Pk5ASHh4ef+nfiX2UuQKykO3fuYH9//3NDDhfjYlyMi3ExLsbF+H93MDNOTk7w8ssvzxDH5fhcxsDFuBgX42JcjItxMf7/Oz7dTLgYF+NiXIyLcTEuxm/EuDAGLsbFuBgX42JcjN/wcWEMXIyLcTEuxsW4GL/h48IYuBgX42JcjItxMX7Dx4UxcDEuxsW4GBfjYvyGjwtj4GJcjItxMS7GxfgNHxfGwMW4GBfjYlyMi/EbPv4fdW/wcaGQrVkAAAAASUVORK5CYII=", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "import json\n", - "from PIL import Image\n", - "\n", - "# Choose an image to pass through the model\n", - "test_image = \"images/test-1.jpg\"\n", - "\n", - "# Configure matplotlib for pretty inline plots\n", - "#%matplotlib inline\n", - "#%config InlineBackend.figure_format = 'retina'\n", + "print_size_of_model(new_model_quant, \"\")\n", "\n", - "# Prepare the labels\n", - "with open(\"imagenet-simple-labels.json\") as f:\n", - " labels = json.load(f)\n", - "\n", - "# First prepare the transformations: resize the image to what the model was trained on and convert it to a tensor\n", - "data_transform = transforms.Compose(\n", - " [\n", - " transforms.Resize((224, 224)),\n", - " transforms.ToTensor(),\n", - " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n", - " ]\n", - ")\n", - "# Load the image\n", + "# Convert the model to a quantized version after training\n", + "new_model_quant.eval()\n", + "new_model_quant = torch.quantization.convert(new_model_quant, inplace=False)\n", + "print_size_of_model(new_model_quant, \"int8\")\n", "\n", - "image = Image.open(test_image)\n", - "plt.imshow(image), plt.xticks([]), plt.yticks([])\n", + "# print(new_model_quant)\n", "\n", - "# Now apply the transformation, expand the batch dimension, and send the image to the GPU\n", + "# Save the quantized model\n", + "torch.save(new_model_quant.state_dict(), 'model_cifar_aware_quantization_2.pt')" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "id": "a47d0044", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Loss: 16.680493\n", + "\n", + "Test Accuracy of airplane: 80% (805/1000)\n", + "Test Accuracy of automobile: 87% (877/1000)\n", + "Test Accuracy of bird: 68% (687/1000)\n", + "Test Accuracy of cat: 55% (551/1000)\n", + "Test Accuracy of deer: 66% (666/1000)\n", + "Test Accuracy of dog: 58% (583/1000)\n", + "Test Accuracy of frog: 75% (754/1000)\n", + "Test Accuracy of horse: 83% (832/1000)\n", + "Test Accuracy of ship: 82% (823/1000)\n", + "Test Accuracy of truck: 77% (770/1000)\n", + "\n", + "Test Accuracy (Overall): 73% (7348/10000)\n" + ] + } + ], + "source": [ + "# quantized_model.load_state_dict(torch.load(\"./model_cifar_2_quantized.pt\"))\n", + "\n", + "new_model_quant.cpu()\n", + "\n", + "# track test loss\n", + "test_loss = 0.0\n", + "class_correct = list(0.0 for i in range(10))\n", + "class_total = list(0.0 for i in range(10))\n", + "\n", + "new_model_quant.eval()\n", + "# iterate over test data\n", + "for data, target in test_loader:\n", + " # move tensors to GPU if CUDA is available\n", + " # if train_on_gpu:\n", + " # data, target = data.cuda(), target.cuda()\n", + " data, target = data.cpu(), target.cpu()\n", + " # forward pass: compute predicted outputs by passing inputs to the model\n", + " output = new_model_quant(data)\n", + " # calculate the batch loss\n", + " loss = criterion(output, target)\n", + " # update test loss\n", + " test_loss += loss.item() * data.size(0)\n", + " # convert output probabilities to predicted class\n", + " _, pred = torch.max(output, 1)\n", + " # compare predictions to true label\n", + " correct_tensor = pred.eq(target.data.view_as(pred))\n", + " correct = (\n", + " np.squeeze(correct_tensor.numpy())\n", + " if not train_on_gpu\n", + " else np.squeeze(correct_tensor.cpu().numpy())\n", + " )\n", + " # calculate test accuracy for each object class\n", + " for i in range(batch_size):\n", + " label = target.data[i]\n", + " class_correct[label] += correct[i].item()\n", + " class_total[label] += 1\n", + "\n", + "# average test loss\n", + "test_loss = test_loss / len(test_loader)\n", + "print(\"Test Loss: {:.6f}\\n\".format(test_loss))\n", + "\n", + "for i in range(10):\n", + " if class_total[i] > 0:\n", + " print(\n", + " \"Test Accuracy of %5s: %2d%% (%2d/%2d)\"\n", + " % (\n", + " classes[i],\n", + " 100 * class_correct[i] / class_total[i],\n", + " np.sum(class_correct[i]),\n", + " np.sum(class_total[i]),\n", + " )\n", + " )\n", + " else:\n", + " print(\"Test Accuracy of %5s: N/A (no training examples)\" % (classes[i]))\n", + "\n", + "print(\n", + " \"\\nTest Accuracy (Overall): %2d%% (%2d/%2d)\"\n", + " % (\n", + " 100.0 * np.sum(class_correct) / np.sum(class_total),\n", + " np.sum(class_correct),\n", + " np.sum(class_total),\n", + " )\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "201470f9", + "metadata": {}, + "source": [ + "## Exercise 3: working with pre-trained models.\n", + "\n", + "PyTorch offers several pre-trained models https://pytorch.org/vision/0.8/models.html \n", + "We will use ResNet50 trained on ImageNet dataset (https://www.image-net.org/index.php). Use the following code with the files `imagenet-simple-labels.json` that contains the imagenet labels and the image dog.png that we will use as test.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "b4d13080", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/heber/.pyenv/versions/3.11.7/lib/python3.11/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", + " warnings.warn(\n", + "/Users/heber/.pyenv/versions/3.11.7/lib/python3.11/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet50_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet50_Weights.DEFAULT` to get the most up-to-date weights.\n", + " warnings.warn(msg)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted class is: Golden Retriever\n" + ] + }, + { + "data": { + "image/png": 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bTBT2Dgu3KVTd8fJ+HhvTEIEQIEWojBWbHOdyMV7brDcX7E+8PjMykza5NY7DeIB2hLIP+pb+XhCjwh4kocVwKS9uzTQbSNnz0kko0MIAKpC0Gez40o4hCtop09R1IlOBaAGq5FyNUOXVUpFDHz9Py7UwhtBNUj9n4hA/EBnRdEQ1IVnQeOYQB8bRfOJJBR98MUDtI+o3UuNdtV8/9sJuVDsP7zasVHS07/WeSbfGO6b9l+hJ68ZqNoja632e2uYrr8g9g6nbO+94o96ba8h4e/bHHbfatuluzVcsiIlmU/Hl3Wazkk/mr5ujl0JNEzUMu1GM1M2852eoCr6kIXgPqTA1QxQOX1SENj9tXXbRqDiS7h4axBrUXHNiPp2Bl1GYZo7KKAk0FmFujMK7XIRexnUekb92fR6jKJu2J5xGFvLCkn/DN7pvKgtX3QOiiivpNs+gLXv37K4nSreYTWMpzKJtgqwG3ark79Qau8cgK7oTpDEaW6Rc2c+NAa+MrxKaFGnZQ3bhxufuvMcPB5JmcvKoDAiJGCcjLp8QD07Nd1+DeWp7zQ6S97mpBsiXjKJaVywyr9uISjfu+q8imlo+jc2da1AY7fn0i/fc0Gpdi9x9/iOIpzeY3jxb16dTOes817l2HrR4HCozarRkFNFQhVbFybB4jZS0EPYd/SgvEaLc/t67FrWJom6u9/9W5ttQQJNKe1i1VlzYDLM7I5WuL9bzKrqK8fJma1RksPfjdufQgrp60FFVtyYY9G/EKFonqhRq8/pS5PQLUK3j3TB6MfWJ3/0l4ffveDkdn/Sskwp7X+vrG5Nqg9AqEqmZUhZOnlt47Y5MuhnvkMRtT3VvvmZZqoUQ+zCiWcni0RyATMoO1UBWCMUtBwZVq8JR28gl4KfOu1Mh1SxbqjeiI94qxbuNRGUgO8wyhNOMYvVHdjtE3QjdjtrRQ12X2taPr8ouAPp/b6eu479FxTN8J6ZwmgFSC7GzI9H67y0a6Pvcr+GnG6zd103LPlRHC/aSHWX2uSVaJq43BdXhNgQhdS13pFX4YlFjtDGLrF2sh/bRy/sEteC/MpefIL5mb+rfbc4A0WwpKvwNGUXjRLJbjEX2iauh1G062n924tgtyWXCmkV2z/uwz8sLXvahEV2vM9umr1KvQdv2fV1Ye0v7OOfWsyYtDIpAZRQ3wqtu/t2AuTvAdlTSPKlFDRK1OH4dRtR5chos9FZBcaCelDOkiMvO8kdEbnhoLm1V1JP74ZXPnXQyrpOcXSvdYGrPc2FmRQJjOQ7SsHmVpNotR2UU+4a0zS37t/su3NdNlU+p2u6RlkYuBW0LTh2pMkcqkzRjotZoRM1ksQTCPfnOQrSrSpxzan1wTro+uVsSKUiy0qarzK8yms4ulnPDw92M2G/aGDNUyN8CA5sQKBa4Ps6h84IpFs+jZVydqOp53w1C2fdYHZ8iMoCutFD0FIuHBPRvxShySg1e7n74vYP1qoT1Eq7uBFalRiV8a6JuVinsdDfK1m92K628+PdmS9xYc18up+6xHB1A2e3JRT9uMFrocyZd+Vu71jWXVOebDaS7BFJMcksmeMh4Uo8zhWKos0jB6lqrdTlcET81arAOxUmtS1D6TPMVtPuBpm7kbFxcBNOlKWHO5SkfAqpDN9+fbmotkvTmsz8DJV4mf/3o543Z9DEJpZOq+Bt1RUFy4dO+0aJXRUJN8S3sT4QUi1Gzro0YlHf9at/A48r07b9Oerfrvra76rKvdY21uB1sFTSue0f9vsZitjsbLbzY9/u8dU3Li//WNU7lfdZeCUhUB3lDNTbU6l8uyl+5Ps89mjYkb0U67IRu4+4swxUNdNbhKs3rqksdQDNG/gi76Ra+v/bItt6sYy38GOPq23BV0lbppuyz3G7VXVq15K8mf+mBn4EZNWWlMojCqPeoPGHPUTYmVXM+rLfFZZm5oadma+m7Vd5saCZbNF+bYml6b63p0NSnHukIkCuMznu9C4m0IDQ8Nyn6L+ax/+t2DYoZttIAJcqwzfetKa7B/mJv2XnCviWkzNVtTQoagzNVTZtnC1UMqBUJXssAoFg4uGtCqqaGt7gSoK+xYpGt5k5ukcbonrVa16UbQ/tCaHRaUSoFbYjsiHjnC/kW5fTTSiOf0k4xrdagMKnzYX9UkhUBTY6k9bNMToZW499M9dCEaCqxC1X9kLbf2ma9IZ06YzsnrhtDOz2jcnjavzuj0L6tBpHr+yqbqZ98KgV5eZdWv7RWX1RhfLnB21o1KaVKUF1LL4jd+rlHIFYDfks/b7v9dvytX/W7olLQPdIzi9sxV1isxTVeGKeaZb8mPVXjauENtPVp+va+PaVE+uVcia8yGmugaXQ3496vPVpyRwFtQ75Yi9oT2nyXvhRyaSoqvcq1S/D6szOlSnc1jtXqiNT1SjWzsqO0mvncMpzbOLX1oc6na/NHJefdwFj72jGxfp705q0/fu1hhLcBi/3T9b2t8R59lEdc91RlsrkZU3faNXr48/15eX0Wo/CSceQSr753ScWh0nkxpAdVbRiFOcBeo0JvpTm0wjEVMtrc6z4jzncZei+jN2t0vL2tNd0IxFDCTcKTjYxdBKQmJjRnUsrd60uvO+hpv1TOfOsmtoAsae1VYla0plm05+pYa8Zim4+KGDq6acFfolS1o2KXStxtQ6mpHLthr6op4LztBillCZ2TUs9ACkTNpUqZ3Kzp7ZxXBt7xjW7jaAkp1m6Zd2dN71buN0Y3h2VOtaldpbxPHyfRmGndbNKEkABpB7I2v1IYaOExVbL7zn6hqi2rVzKFrnYPW6OhF/aw2+xS9j7+yNXmQ6T7KW74F3PSmGjNWti3GrtL2sawh2uXe9xeYyc1IpEbL9pfuz7TmKklZl3aAu2h0WaIsZDTH4v42qFhQ5ANldT2u/ArhZt6T2W3qgpkIXeKnO4N3CSF+pvF2nXgdkNlyyXoRUTRBLUUWkUIO+TbF6hXR/6SpCjikF4K7s/fMqCdLKS7r6VQ3EqoJtGqqlAZQs1SrapTL71rdSQITvjl29e8eji2gilZleCqK1F5Os/M80bKtcBLnQttqAe3M6YdecnN/Nk4e/G3e2925vJS928z0ObxRopXxv/JZO+/1/gFyMjoSMkSxVLKtnkKithDpmtGpxRDouV2uPJOdb7UonB7ta9aw6LMcS3/+LJnf+kyNcT63FfD/gSJOLmlgZtWCsuuc9irvVhimRCspZToBdpPuT4PUThfsu8q97ut/OSlEBmFFHaRW54xqqpy4QaQ6p7xCALO47KgxUvRDbkjJKX6p4HObWQ3V8gorUe1FWn/0MriVaKuzKGLR9g7aYyKaujcv9s5fEE6mgt0h1pgpz5hlvhOKlXorZUhfOpqvCnFIdXq7wqSMI+H3+GT5UwIDM4RvOcwDIzTiPee4D3D4Pji9T2PDycrVJYTKcXGUFWVV3eeZbNCtikp66Zcl63Nia8GklZj0phsjLkxF7KyxWz1KQsjyZq7fL5bw/AeYUnjIk0vxxj+rQu0GiT3B+uciGCRkM6To+U3iLO0KIuQLFShlV7UPBRO8H6nFlVFMiaBRYp4rsyxhFgrO+rau/fJ9YldotDLHq3Zj7V77sXvu+u+MMzufYYG666wfJKsHtQM4Lkgsr8dougg0m2ny9YXZzEIVTWQ/i67uij+2mjjAv3mUyjBUn2EYp8DUv59MVmN46ruuZJl893CuVuAW3/qIuzj+nOTuRNLCwRrQy5SiCpqurwJKPCXNkdSmNo+Fbc6/g2Z3FQD0ps+9qhDSnHZcQwcxoGH04HT3YEhBHxwBC8cD4FpKupQhuR2OKpqANi3zeRI2XM8eIvnkJIHQUTwbW5VlZi0SG/D/GtUYjI1bouZZdtaUdtud++roP3YXhpSd0N2v3Y530rJT+/pNqnjJiy7MhZjFNryMyoOzRhqc0LLAbq9arBVT/K38v5238i+Xu1zI4S+6Vt7Q/dNpZu6b0pbVQVpzLPOXmVgzuHUgbfs2b92lkd/fV7AldSOV51pH7BZlJMNXPeiutqIvzzbjbeV0Ws4tN5k/5iduGMWvaejcuK+c6UfFVkY4+iI3cAhFRHUTV01ukrsFS1JHVt1CUsf3CIdYXbEXq3oZXw71683UOrxiNX8rON6Ab2lVvWhupFpTKXtqjaq+s6afGRVlo/TwOk4cnecePV45P7+SAi1hoESt5VtuxpzUEpZ/D2tOcUVzRER8D5wOB45Hcf2XidKjgveecSZl8S67IsR0KRWVCEnJcbE03nlw5NwXSPrVmNJaFJZXxDBjhcrkNZ9YQAawtP2U+s3WB+0xGK4vfhzs72Ud5cq4FKK0mTtg+2KXHaGblVNHblBkztJN4RUBVsLr+4ZQn9JZRDSCgnV61a8AE21q0Qi7a72ZxFzTfWTqhIWRkGw9XeOdf0bVbiqQTh1irqULWoIklm4dz+fNFLemUpft6mpLs2y99JlI+299e8bhNKhkF36SruzSSiRYoY1yN4vw41NRVJZWGebVV5CtH0c/dt20vkxV++LsajueSJiAUYBaWdK0DZDYWDiblrUQghCtUkIIQiH0XMYR07HA68f73jz5o5xdPiiWuQ0sy2ZFBMpJguHrvELavUXWi3JcpaGbSJAInGLtHgHzVghjUQYBpz3O1PFoeLBDdbtZLU4DkE4vBq4n+D5uvF08TxdI9clvmAS+2XrW8vTV9FQWUe/9vW4B9eea3QqDrxSjU2pqptSrGKdYUsxdOc7WrJaD1oYqhn0fenGbiTd3c/9Vc/XaGpFt5Yt0raMo6rrUtpTdA/BaE/Voru37Kl5NQBTSbvvKrMTATcgeLLL+CF+2uE/c/1nJIVJqVGi5Aqd2DfL/nvCgmIqx9uHa9l2dr/DYvT7+ITm7qvEo1UMVylSxSv0W7TVkCx92pGJslexl9bZfNOM7NW6XS66QCYILQy3CrK9iEr5KT7NHTZbtmYNwunVh2ahfoFQ6mtwFp5dbTnW5R5O7Nuj2jScg+A9Yxh583jP61d3vHp9IgQrvhq3RI4bmmJjRjkltmW9MTJq3IwxamESOHKMTSKui3kMXC1Dnzd8cERdC5R3LMtieRnOI6UOpQ8jznmyA9HEEITX9yMPp4F1S7w/bzxfNq5LYo0WeGbLXtdW2xwhO2RuRkQRnIRmvLXANFtLAZzr7BjQlQAskreUaNhRzQt6bcLBUtrRVhMJiuE3Nomne+6MmMrW6L2td1lPX2m8UU9HI+W+LLuKUplb00mkId12aSn/J2UMzrV5gMKnzHmMCyM/9frsXI+9epz0U4i9fufiNljLmGgl7dA/85Q1bIGD0iZNhRZUZzNaHeOVYbAvfod0brn0DgerBG/6v+5P7MRQdqsk8x6I3GbK9v+WxbBqacY16iLnEl8iBfbtmnbnObhJtP/rdvIaoi3UqZCCJjz3x4k3r068fjxyfz8wBMh5I8fNCudskZy2xgSMYaRi+DIDnsZIzhuqqVW5TjHtgy4i04VgY8qJPAYjzgLx12VFQkmXF0cYDozHQAj1QCiP83Za2wCMQ0ScMHgYAzxftRlQm/Spc94ZAivUrjNrEnhXB9vBUr1s7Rn8/qlJYOm2a6mLWvAFNTm/pWaL9P44EMFJ3oskF3qouKeTE/BylStt2YtvBt3oh11I3SKJ/a9b2u88HgqUehU3IQudwPsp1+dFZnaMrnHU8kFdQqFXHswnbN+UwKKWD9+aovK8Gkuv2qkk1aLcd+Am0qV6PipR9FNXM+X2T7T6GiuxqPWuIQalY2d7gk6VAtL1QwuZym13CnzdA51a3Q46RkHtjLMNWXrdz2n/aw1+6ovHeCeMIXCYBt68OvGLLx84HD3BCzktxHUjbhs5RXJMVhcjx8Z9VYVtXW1czkq7b+uM5mjznhIpbjvzz4bsXDA9VzTj00SKazmyL5KS4kKgWAw53Q+EqVKI4PyI9zYxUjIZ748QXGYMiiPxXoWYzDNkU1rPyLAZ6gsU132VtAS/1rWUzrZDlcj19+rVqlRSGEth9oY07ZwPGvOp3j5XNnBu27G276QoSVUgITWtjBaXkSv99wysLnMX71Lf2P7c903LZM3VWL9HfUIRgC0uJ4ME6pGEFYX+Van04vpMRlEhnLysbrdvzx9ncTfXbfiqDSiVAi3VNJf6gexU0jV+ixukf3GhDvcj775t5/aGBlzqRpZPbukmWNraGDOQViez3lddfe08D2FnHrVx/ZF3AFU566M498Kw9pK7w8QXb+754s0db16PJYgrkbaNdb6QUiZta2ESqZz9sEKOUAKh0mqbW7Gj7fK6GvLIiZSVuFwQH3A+IOKJ2wbrQs6Rbblyun9gma/EZJJ3PBxJ14VhPHC8u+f+8ZEwBoYxMAyDJUFpasSeELZtxenGXUgcHoUQBt4/rcxrNs9V2S26Ly0h2N8pZbYu8/w2Gzl3hNltyD7PqMyxo/EJYwA5lU3ldiOtGlKsp9L0hu6qHdt7BLqKZagWT2AdwO2i1zivT0geoR5LeCMksPemqp72qRIAhQF7IPYfv/jlMyK4P78UXl87qkrgnWG8pPpqVLHPajGVXcrSpLBHid297eoSvCorqTCRCu92aEDbwDcoSwsc3EVMRSE3r2r7fM/icyJkZ3UQ9roUNpqdKWgbkx1b2DWmQqrFcbQip8owdtRx0w924mnSxdEKjYg47o5H/uFXr3l8GDkeHY6VtGzE5cI6X1jmMzmupS6GBaplHDku5GQoQ8QR15V13YgxmrQPkx3gqwkfgtWaVG2HBMdk8RYWF+E4Xxc0O5wLjIMnx43j3SuOpxN39ycGnwkS8XlDVyXmvTALiLk1UyqHBtt7HyeHZM/ZC+c5sqS6oWkBUbHEZtR8lp7ODC3t7lfVgmbdbR5FXQetaORGyFUkm/ebcdDRUGMQBfVmoEcEfZesDzU2xz6rRW60Jes59lwPo8EWktDRh2razyBVqAZSV8/VbSX9lVBHUPqVsRifuk9+6vWZjGJ3/dyyBCnf99K4Skxpz+6zxm3A0U07Nim+wLjKWCr8poP6+iNjrWjlFn/Yezqwt6OH9ly9uS6aNErqg7r2hefFL/Zl1StvO9CFZTc92UScqt54gRpvEIpqszMMEZiGgePxwBdv7nj1MDBNFlqPZnJcWC8fmc8fWK7PRc8vTDpbKLPZKYr6kxPbcmZbN9YtgxsYxqltMh8GlmW2E7d8KLxZiXGzugnDgZwtOMmX+pDhcOB4GJlGj5cEeSOvqxXtQVE34v1oUYZl/LkdDlxF3crkIY8Qk7BGbROjaoy4hmW/zCKpdouaQFbbd802tbu+e7WhftY+7yB67soK2NzlRut0bfZRCb2aXg3y2lp5CVZLDJDmmnvexlHpD7R539pp63uR14ZAXbFuN5e+c5/Q/249+enXf8ZJYdrBq+5qC9kZDhsGeLFvgJaroXsDnW2RUs2rceCm8XU7qt/47be64L2C2vpe7u2ppDzUtM3euix7rMOnDLiPo6jPUWol0HMe+1pvyNC+0T2ytMxGYwr64m4njnEIPNwfefPqxFdvj4yDpa6TzFMRlyvL5QPz8w+s80wWg/qWFJWIsQRBYUbFtC3E+QPbFolRiOoZx5mqX4sLxG3DhQmfaTamFCMqVtpN1aS8L5GO0+HAOHqCU2MSUQsKSRYpO4JMVgUqAzFBjBvtfBHJpLjhgckLcfDMi5gNgnK8QZXkt6txw/Sr16zt6BIodeOq1J126kbfoxKaw39nDjXYqoLFou/UNfNAzw70JY2U73dU2e0O3e+olLLf0zGoThr39LgzntqfgipEimexZ0uV/vjJ12efZl5ln0U+0ow47R6RHWIRaQkuZWB2GE2FQMXcqLDLVJvi3I+mbb68T5DcMqEbFa307+VEtk9u9zefzHpDQbff1UWuz7WIzO4NiOJLUdVckFOmBDl1PB0s5N0CpOxT14iiY67lj2mc+PWv3vD29YmH+4DLM3G9kFM9FCRz/fAtl3d/Yrk+I8M9iJ1vkdLGuqxc1xK9KA6RwDpf2S7PBfoOLNvGupzxISBuICYIIViimFjCWNoWYrJ09Lw9gwxk58EPjIcDXhI5zmzZEaVItpJq7pxD1wtbOrNta2FQiTDdlY2dzYBafncivDoEkAPfP1smb0MErjLfsnNfMGbzPLrizq1r9lLV6wzLReqXhbB8Iq31V3rhV+IgGuM3m0VFsTXQ7uVmrPul7gcntbhtfWdVN0u+hzjkBqNQUISWm+vhV/u+lJIJ3QSV9MkL0pI2pfTnb4YonNS4RrrZrkpFJ9Xr/UCNgtTySalFhMKeI18WX6HUSbjFCm0ztyV94erpMIv2C14/f6k31rY//aibyo5HN2gqHbLYGUaNrW8fd7/68o6Wcl4uLzXDXZuUrArOrvUI0zTwcDryj//wJY+PBuc1nklxsbgHtcOF5udnPnz/Dcu8kdKI8560XchxJW4L6zJzXSIpexCrYPX89M7WSEF1swI8DmIaEG+2jZw2BjziJ/wwsVw+sszPpBTxfuDx8UsrZrttbHohXiAMAz6MSJgsx4B9k5IT2zazrSsxZcSNqH5HcFYucBjvCdNgGysl4nrhLsxwOvG8BZ5m63BjqgWFtTT0bm3Fg50ERqsQ1uimk+BabDDVIFoF0b6Ou2fN3lG9Kn4nK+1oVYqTX3dakXJMwCfvoNZkqQCnjyC29+RqH6NDqyKYg7k5iBtN1uOw7Xcph1rdXqaS/a3qUUg3yJu30lWB2meu31A1TaVK2Mo8en1p11FpT9bN3HhFr+P3XdA+FHs3GlUDUW13J6TdmLm3TTej0pagwyI39o+KAv/sfMGNJdw2Zc2T6BlVxyCgpXzfnw68fjzx5dt7Xj0OONnQNJO3GY2r2UtTJG8L23IhbgsxbqQMEle2+SNxndmWmXm+skQh5gDY2RIxJpPiOaIp4mUgOcGrQyjoww/U+AEvSk6RbdssA1NGRCCuV/KW2CTj/UTOGZ8SEjcSQ2FMGdHIulzNbZtSyXa9ssxnnKiFnZ8emO4ecJ3EJCcmD26YGP2B50VY45741Na7MvPKDqR8VxBCL9xyFWC66/43NFLd+HTqJyXehHImSIMn1U1eFrvQoj3jWiCf9GGWhTaqGoLUMz52D0djAWKBWzaP1em/0/Velj/v54nuXGtXq+o+1QQ5oWn788T74vr8yMzur7bRu03W44tboG0TnGH3j3eQHn25+bszKLhVI27e2do3+N2DLXsqtxv3jb+/82Zwuv9yiyxeMKzbB+z3zhK+95P2bP9cZRR93dDdfWoEMw2BN48n3r694+2bI4O3SMq8LeRtQXRDEHJc2ZYr6+Uj2/xE3DIxQ44Ly/kD23wxNDHPJAaiHkCC1fDM2TwgcUXTxjg4c+aUI+oU8H4oZKkIyWIyUj3Xk+K1mNG0omTCaHPgU0ScY1OH+AnRiKaZy/mJlLSka9sszdcrmha8U9brMw9pww8jPgScH8koXpUxKMPoyTqiCjHZppRKOy8kWCsaDLdVzbt0+Z3mbqREY+5VujdLUql9mTGp3rssqyqqUquducYMtLeNdC/ZDdZ7irkr6kmXxVFsbsZopCuaSxOKxaaiJYWixZ4I4nbVx1Y1I1gRqp96fXZkpivb1wJLdojRJ1uhhQuWibDj0AxKZW3nGLXJAkrI8B43cMuU9gXUtpnr5y+3dJ2o3f6h1cNSNuxure5a14I2ZV+eyh32MOfdPVpdYznvkPfTHH/72zd8vzN6pRLvbgxrLNUJrx9OfP3VI/f3I94n4nIhzhdyXGxTe4U0s81Xrs8f+fDd73h+90cSIxHHvCxcr1eW65llWVjWlTA+wjjY2ZyayXFt56JqjgQfASVrQlIEPzAMgEbQBU2RFNeWYZnzwjI/Q5rRtJFSJEQzPA7R4UhclytueiBvV7b5A8/nGcUqTuXi3XNh4PLhe9I2c3c8kVNknAaG6cAw3SPDhGyRYYiMx8yX928QP3C+RuZltfKGQjHY3eLUG29b+TY3+0JX/MZ24Cdr5xojkA7yC07qSeDSCYISPl5yLXpvmbLTX9d6bYKqbBi9VSFWrBqFPrQyEimisOlCfX5RVYPVGIvmYvwoxf8V1Fk/w09PHv18r0c5X7nZGnbns5QSai+l8afxCntrFRIpCfMzt/PJS80FV42STVXoA8X7y7g9VYdsqGaPiehVib84Tr3Ztp9ARrpFF+nt7eXhbgb2J6Qk+OwIpaKUqoY5cYxj4PF05O+/fsPdncfJSlxmtrPZBZxGvEaIK8t15vzxHe+++4Z/+c1v+P6b36Hi8eOJ6f4t13lj24SkI/hAJqDbhiZFhoAyWpi3CkhASazLih8OjCEwDkcGb8cMrPOF67YiLuACaIys14XBHyyPQyEmz7ZAkoR3EZdnPr7/FvVPrOuF6+Udlw/vLHDMDYgP+DBCjoh4gh8QLzw/vWdYBsZxZDpemY73JHWsYWKLKyfg7fTI0Q989Cc+ni87oy/zmfTlpt//lnJM343dAOXWeGjP2EHBRQo3wWEEIrIfCFUN7t7VIwD38HyjJ2mZ1Ohuu7J134MDe5Z2IyyFvSZoeVCL0bQGr7UGVFGN5WGF5HcPSlVHvMf/rdLMq1sqV44mndEk70pHja5sJketnLz3lde7bDy+iNv6tEhRVHT3NFhT9l3PgKqREfbd176r+1bq0/WN9a8XKghU50qnitDt6hcaS2Fgt8cM0IMd62E7Sq62WR+wJDAnwjAEjoeR1w8H7u4CjkjaZuJytYCoPBe0lJnXxId37/jw/gfev/vAh0vmmg92indayf5CdgPKBijOD+BsucUJzge2dSaliOaEkFnWhPgR50ecGwhhYiiJZesWyWrp2UPwpeqT9WXbMioOGUZyiizriiNCWrjOG4SF+Xrl8nTl/Hxt/TE7hBK8IzhP8o48Z4Yv/54w3ZEZWeaIk6tFNsaVuFoC2qjCEE68Ph1ATjxfl3Z6uFZhonWFexvTTh3SXKZ1RQs6LJLipqwhhnpbEV4pqeploWtMT13fqlaWqPeunU7IdDTUC44WUXpDaFXI7BzFVA5DGtWLYepPtT1lQ4diUbUt4EzMnR2qe+4nXJ+neijFY9GCkttYWi2FnsN2m+IWle/btZ+s25npISRt4916V25lds8E9o9vGU3b6Nr+fAkhmopA7cGNmrKzp9rvnTV1EEH2e4BWuLXDFO1r54TghHHwHKfA3WlgGBTdFnNHbit2UE8EjcSYOT+def/+Bz68f8/HpwtL9GycSKy4nAnrioyu6a7igsU+lHBscBadSdV/hZzspHUfTD0ZhgBYJGZM9dyMTE3priHjtWivBTVl0raBJjRvLGtE0sK6bCxLIiXY4oZz2dylOTL40KhqDMLxYWG684gbETLbuoFTlBVlQVHuEMaTMoyO++OJLQaWLRHTHhxVN339Xx9V2w6lekEMLXKyPVuooBrLq8FREqjb6baikk6uqBY1oRMut/aq7rMbQtdGgx0O6vrf3dp6WOiuDUQxo6Vl/2pBGjWb9CXK+mvX5yEK8WQ8uWZxthJu3UtvZuXWV9sk6k2lVfbn2lXb2m8y8Od56VsuDVv/2uM9UXQYr/W1n6LeR65tzdtpluKKsexlH3fm5kXIlkNNxVXNki7yoi+dqqI0Di9eGIPjMAWOxwHRlbheSetKTplQjE9pXblernz3pz/w3Xff8vx85nJdSW4guhOJA56NmC7IfAUSSAAC3jn8dELEkzZjONM4IDqgyYq3hDDg/UDwgXF0zNcLMUFWz+idFbNB0JyRHMnRwrcR0LyheSNtV+p0bVtCY2JZN2J2uHAgLQsxFmicE1E2M2hm5e50z+HVmbtXkRAGDtOB56fvgA3UwrbPT+9BlJwj00m5ux+IpxEuGykvJTu22o9sw1Q3amdushXpNtcNk6CS8i6wsipaPFK+rmd/gLFZMncb1A0FVrGoL0iyv6txqPaRvGhhJ9V6b/HelEzgpgoXREFOdpgUCuJw2bf9mtPKT70+U/XYVY3a4ZsCqjdcSm43VmWxt5pX4+L7RAjVDmE1LSz4pOp8t6pFLW9foeRLhNNnn+gn/32JQW75tYCWWDt9MZaXN6ulgN9UqKrvfsmwfuTKOTMNR7768pHXrw4cj8J2nombJSYNzuF0Y7le+OZff8fvf/cbvv3hA0ue2LJn2zzz5Zmn80cLknLw9l559XAAcYgLDMMBNwzgDrbRveM4viW4SIqRdd3YkhCGkWEYCMET40pMinMjwQWEzWJfstW1iIwch8GyR5fNKlallXm9Ijh8GBinA9frGS/CNE7McWZdN1LaTMD5QFwiUsLH3ekVGxOXOTIcVsbDiS+++Jrr5T3btuBSIsaN737/Gw733/Pw5he8Qni4+xrwZAKX64p3xuyzZnLqse++lr5blqy6o74q7ITm2qwHQlmavqlvprJ1Qklzu981D4fu+6RDk320kDQ7GjsD+NGrZz+0ceQciSmaGokixa7STgKTUnnOCal4roRMjH8jRqHdD1Di6e3HULXe3ql78nR16bz0adzogbJvst5HvTOIWo7/xzfdC3nfMY38o9/cMra+leo/h5Yg1hhBdZPtqGCXAqVdlSbBgAbtd47k2ri9d5ymkV//3RtePY4MQUkl1kCK9JK8kuPG9999yx+/eceffli5xntSVq7LynleOD/NfPhwISUrDOMZeHycGIJ5XbxsqAZEV5tLDyIZp5lYXKTDcE8YDuaWLL5750ZCKAFcqaAGFZwbOAwDOW8sS42t2FiXZ7Z1RpzHj1OLQDQvmXlVnJixMScrVJNyILgBYWCJyrplPn58R9rObNd3fPHFl0yHI2GYWJar1eTMifU68zH9ES+eO3GM4ZGH08iyRrbNUgydmOGuRwaurF8ffNVwQUMcfcCU3ZtqDQ+1AK1xGNndphSEqAXqa2tvZxBFeGkXYQyYUazCy44SVVtAXK12plSD/U66PTpugleE/VAut5cq1ErdP4rN/+z1mYxi31p9R+ss7Yhpx3a9NO8ZYoPobdR7W7vxx7WJhhqoVW0Dt33r9bcq16W2390ruo9C6rkhLy5pwTZ0763PUFyodSB9C501pOuP7Byj/a1ioe/TGHh8OPL4cGAcFNSIXCm+Jd3QtLBcznx4/57zZWHLnsvlwrv373j/fObpPHOdN5bFzpicgidw4BdfZbwrx/LlQJaMY7OakuIRL6QllrJ4wuF4xzQdy0axaEDvLebCOUoItUOcwzmHHwbW64ZKAEmoLsRtJqfNNlq0wC4Lg04W2JWjSW6FGDPXTYnq8Ckz5ERiYzzMxG3hehHOzx8A+OKrrxkGQx3bthGSktLGtq5cn9/hxhPTA0zja07TyFOqkZayC7LG6DFGUfpR1eEm4TtGUSlKFVxO1O2qpb6owk1RmBpWXo2WL0HATuy3dL8Hi90QYtd3CvPZT4xv+63U/mjn01TPBlBDwcW5xiDUFb+g+xvVzFQqKtM9JFZk9/NqncY6AP8JlKoF5u3//cTIJwwD2XMpXsr+PZ6iHuijfDLPlbXJiwfVnLs1QKsyn2aR3lcAwWL+aXH2NmZpz+z39uh2V8duhkMzHgoMg+fuOPL21ZFpEsi2aVPCIuziBY0X8nLh6f0PfHj/kXXNOBf44bvf8t//j/+Rb9898/GyoQjDdMKJZxoGND7wD79eCURkMGSSNDGGjIjHixWgXbZITuDcgYfHtwzB2QaMGyklxsGXOJCEknDel+K1VlA3qyOMJ3COlJ7JaSkAq6Sjq4dYArXyRtxWEEfKMG+Zp3NiVcF58CFxmA0zToMUJCSkJPjhxKvXrzgcJsK6MmbHJp6UNubLM7h/xYlwfDXw6v4N1zW28nT12IS96nep6lW9DT2Bd6QoWlfY4LxLGXUdA9GSm14ldTN+9JJpjxLtafCGlm9omt2VWZBPx6+aEGymwPLePZxcLeejfOmat62EkSNotpgnF/5GkZkK7eBd6BWI7oMbXcvgba2S/JKLNgtCxxBeXrd1bbW120+1dFy0daP1GEvfLVLAzl6MJuFqNFutjIQxvfiiwG+KpVKGlLMstADOGz53Qwkdr7hFFju6gMe7I29fnXjzegJdrRpVLEle+QLbM2l+5vr0gT/9/rdc18z3737gn37zG/7P/9f/G396v3CYXnGaHonbD6zv/oSIcDyeGMeJZV1ZQgIVwuBAHYz3DOOBwzSQ1pngjxwejxzv3/Dq9VtSWkhpZEiJuC14Mtu6sMWI+sA4nahoDecYT6/IaUHzhZysHobzDlVvCWv+SE6edc2W0bouZIXnOfL9+5l3z5kcFFwEBI/y7fsf+OXbB948PvD48Iqnq+OPf/yGGDd++ctfME4nYnrG4cgS2LYFuVxw7ls0Kw+/OPDq7sjzdWPZtrYCNyVXG330m7qnmv6rQhveUwrGmgojUkpBKGQTlNXT1y3zj171812VrnE+Sk042wO2bgVwbqil/m2oIgzGgFu6QKVF2WlPykSIOrz7G7lHVff4+u7DNpAbyFMHd4MoqitN9zvUUQNG6tkWdlU2cttuf15ip4bRMj4r76FTezpJYsk/0eI+SrJNbhtaWlnOxmQq7uvHnR3qdl/5LdaRG+TxyVRhBPuLN4989cUdD/cDPmS2VcnJ+ufIlstRqlVdrleerol3T1f+x9/8nv/Hf/3f8v37C//hf/m/xbuB+fKO73/3PcPdF8ScyJr59rvv+NMf/0h+c2IaR5JmXr2943g3MARh8hvueOQw3uHCRBhGPCZhxAleHCEc2ZYr+IEgA37wODeQyklTinA8jCzXhU21BA041utsEs8FsizEKCzLzHw9s5zfs8bM5RJZYuIaYV6vbPUckFIQ6I8/fODx7sDXbx/59//Vf8nT6PDhieCFL7/8CieppLaPJBms4ta6sszPhKc/8nD3K3I2b9S6baV8fx+yvQshERMmNSDppTJZ6cg5qxWqLuDQ4vnIBSHsxxz0Ze5qKYE+XbzW4TA6LaEGJXEN2emmUX1Dq/qCZezJ8A2tuj3nRQrT2d2v2pCxlr781OszDynORToXWN+gVvnJFVrXcXUGwN4n9WNDfYG/mtGzhbM2s9ENc5KW7LPDvqbrSWU3FT7ebngtfWpMpb5yxzoUwdm8O00H/RFVp+//3oey6FIL4TorYff2xN0pEIKarptSmx5BLQcjJ9Z15vnpIx/PV/71mz/y+z/+iT9995EhDPzqV79A3ZEPH+5Yzu8hDGzrTFzPzPMHrteZyxTs9GqAHBlcJJAhbqjzjNOxBFm5G8LRgq4sLMEXu4RtDbM7lDT6tHXCQBgnC8Fe180CulhZlsy8LMzzleePMzEp51W5bpk5ZpaU7MCgbn3OcybGRIyRV6cTSCY4U50eH05Q1MGcHCKWeKbqSDGxXD4SpgcO/kSePDFCLdZjS7QLql5ZcC8WdA8btGW1codVnc4tx+SGATUoqU0t6N/ZmETpQHOYdD3Sm7dDrarV97f7srtTqYdN7VrQjv9bP6u35EfI989dn80onNYKJl08fe/5gGZZvQ1tftEWdCpHZ2CsTxUvya3MrpV/CmfMehMWjZaw3NJ2K9HfqykFhqjTwsiEdvJSgSLNk2vNNNeYvaL9cjOO/jvp/1PadeII3nEYB754c8/rV0ecxGLgS2iMHSTOUDwR1/nMu/ff8/37d/zmt7/lD3/6lvMceXX/wOM9JD8Securr/8dKV0sDfysXK7fk2JmWTbMVekY3cokMz5DXBdkPBAOHl+iNi3SNlldSAUhlSpZVnpfxJFLuLWIxSms87Wcw2l68uF4R4orW0xs88ISI+fLyrJsXOeFd08bOQuXBOeYuW6x0Y4XZ2eciDGhNSrfvLtwF/7AYXIMLhFc4vz6nnG0YwLjlnDj0apmiSNn2OaZ7fqe4ei5m+6YF88S477J2NPO63/2xIM90L9+o2XD7QJF2CvCd1molDBwsb/dn2MSOx9p9C3QGfEr2u7+6oTI7ly0vKYdLXTM70aQ7UziFlH9jRCFuTu3NrBWO+Lmfb00b1qDPd4X3CxZHSat6wlVXStuz/GoC1lVhArtVLVkO2pbcNFdCvQTZZNqHzjnjbDV5IgqpTQbJb+VVhhXVHHiSrm2tPezHKunP2JIVWhwsx4AAzCOgfvTgbdvTgjWVj0xPacFcIha4RfRhfn6xLsfvuU3v/0N/93/6/f8N//9b3j3dOV0OvHll3/Pf/pv/u/IFHCHI4+v/47r88p2/oikjzwcRw7TA6iwbQmRC2+OJ3RZOc8Dazrx+ItXKAO4ETccAIh5wXmbi7hdcT5YKTxnGaXeT0iJ1kzbagbNtJmBTAJZlcNxwntDHt/9/nueLhaZua3GJL47wzUltlwNlyckeHzwjIMnLWdEE1vMXFb4/bsrr779gEVvbrx/PPL2izdG+Hljft4YxwE5PqLDCAxcnp84EhiOwpuHB759/9w2xo9J0grzfwwk3lx10+uOO524dkp4O6ZC7Ni+Spo1EKrG+tQ6ljWS2dyVXci51nTyjp5vKMxSHGqcZUXNe4T0Hj29o37YCfXlvv3L1+fZKErgUzvghCKN6+8CrUAo3T21Yw0hWDapUiy1UjI+qz+5zkWx5tbJLOfhAqmoQZE9W87aFWeZfXteRYV/xVJcXVkFyqXsbow9VvFYq6OpwFtPDTHOmokN+1FtWw1mVitzbyhSVU6Hia/ePvD2zYnDQUjLlQYzlWJo3Sxde31G4sy7b3/PP//Tf+L/+d/+M//xdwkJXzCM77len1iXC8fTwPL0ket330D4PTlnlusVTZm7uwd+/Q+/gnzFs3F3cASnLGnCT2+4f/t33D9+wTgc8IOFdasmvPekGIkpoUyMox1s7IshLyUlbYriGccJFxfWxU5Xm46PXLaFZZ2BwN39PV984bguP7BxRklE9fgArp26BfePv2ScRkJhFk9P38P1B5xLuMnztCS+efdcaiisvL4/cXc3MQyjpcu7kXXdyPpkuS4PgmNkm8+Ic9w9HFlOB87XhTUmi6RtcS09arWN1guonRi734rKoIB4K7jrKk3duFHK2kptbv+iTyarhKTNQNbw821DNJHZdpDsXzXhqPUeca32y6fXT2KL7frMwjVWPKNpUmo6EUXS26a3JADrQr7pSl/rsEvTsQ7XY7IKs6gGmLogWot0WJ6steB6b4lQszydc5aEBc14tDOyglCKuuScTeuOWzrO2xs6q6FLWo0v609lfkWiWNFgG7t3lux0OAx8+eaeV48ThxHydiHHDXwAxOpJ5ghpg7QgaSGuF7750x/507fvOS8TX339Jcd5ZXp/4v27b7lcrmi8GrPMliqeUsKrYzo+8Hdf/z1vXt8jGvBsnEbFhSOH6Q3j6Q2n+zccjnctmEqca+eOZhUkC2H0kLXEUQj18CCCFbPJORPXDS+Z7AS8w4WBmL1tWDKv7gbOrx5MVUE55sglrpZiL2KxLPmKE2fZjLoR40ZQS4P2wEeF6xp5nleeLwNP55n5erHN4EarpjV4VDPbthLWmYAQtwW3BNL4xN30QEpGuzEp3hVRVuRcrsVqCxNwzlcS6MK898tAqGWf2jkaBd73N3RysheZdc9UtbtXwRvtQTnwqSrjdfNkasZVT3dGpjtz24+sLKpI/bw3tL8wtv+l6zPrURij2AduBTpaAJKUsk1lw+7dFm5KeZW5qtceel2fqA5wqFW193mXdl+rXNQXgBFpFZ5pTKJOWGPt7S37hGtXPbucNalWZGcHbza2dghyGYe0LlTK2g8KrofzfPn2xDgoogvr9RnFF8YmBuOjMQmXZsgL1/NHfnj3xHUW7l/9Hf/wy/+CH94/cTqcCG7gm29+x9PlzBgcg3doSjh1TId7Xr1+y6//7u+4P1nORpDIMWT8+IbT41dMpwemg7lQfRgbgzX/OsWbY8zBqiaZumeZpsWY6SBudliQF8jeztgQZyHjaTU7xd1RefPqRNJMTInBbzytCYnJmKwqcXsibYrIWCqDX/Hk/UR4YEuJ6xo5XzeeLgvXeSYExzB4HEIYD8RttQpc6wzOF3TpWMNHjg8Tp2kAHJdy1mm1g6txihIvUwWidhK9t1vITrwCUqJ2pR5b2BkyX7CHRh4mLPUG/dfd0QK1Kk2izWZWC+y6sjf2lDVu39HEHt2//9Ouz2QU3SYtf0opiAGFizUDDtzUcdDK1+wny233peeGVB3jNlrCtLgaT++s+1KrCIF0Sf75BrM0TeZmKEKJ99dcXNfF5anFot8ZJyvx7GzmNmimBbYgHKeJu9PEw539PD4MiEuk5Uycz2zzFX+4N7UKiOtKnM+4vKI6I+mJ3//udyRe82/+8R/4D69/gQvCb//0A396c8erV3fc3R/4/R9/y+V84fm64VX4xVe/5Jdffskvv3zF3391wDvl7jgyDicGHzg8/ILj6UgYDoQwEEIgBF8roaDeEYJlsZoxjrYOWTPLainhaGZdletzJKvHyYbTiG5X4jpzPB3wHq7PieenD9zfvWZLR2KMDKxcNuW8wdNslZi26zNP67kUlYW0KYwWobtF68caM8/XjeBmPj5duc7K4QAhRObLe6bTa8Rb0eBtW7EKxyWoThwhBB7vvuTucODdc+DjeWlVs3MljHJAtIgBW3GhMMmSO5HLYcmNVnYBId7KBZDzzgioasAeMr0nLu4bvNZlqwdU7zKnSn/anoJqXN3RUCXoXA8qqvutwfHKZLQ9oJ9Q8F++PotReMn47sSf5mGuBpQSqaZFomaVfWOJYOVpOlWFqm7UJqv0d02StxqCNz0xi4FNjqf6grLVb2ZvqRo+q7rRcWv21G9z5OwoYT87u46yShApELycPK5gZ10JQTwheMYQmKaB093E/d3A3UnQfCFenlkvz2zLTFZh9AccloOQtivL5ZkxZHK+MD/9wHV1fP2rX+P8kSzCdVO+fnvkLqy8GWcex7d8+frA9bKQc+L14yN//3dfoNszPs8cQuTh7oGHuxOH48RwOHE8vsYFK3wbwtgk4+7aE4SA84JqRHICsVPDRDNjAHWJuK0EFzkeD4yTJ6WJdT3ihwPrZhLdCbgwEtMj4hwP9yd8GHn33Td89fqOTCD4kfP1yrpdcSnj8l7R6bJapugSlYzjMHqc88yL8pt//YavvzxxHGEcH0GvzBct6fFmnLUzU1dyNhdrxpOz43C65+/e3jONBz6eV5YtIdmQsR10pOaqHm6ry1vHquVqn69eWchZuwBeQ5a9Ct3TZX222hByUSEakm4vzU3KKYKm3iZX0B0l7SFTKsuVZrRqJjvaqQJTs50V+1Ovz7RRlLpWL3yzlI5VLmWTZvUGasBHuaVB+BsE0bPMItW1cEdPFwnRYF31tnQMS2qlwMqf93do9yPlMQFyLY5T+rDDuzreIml1Rws4Z4Ql1Uq9G2ilxEncn0Yejp5pUERX0naxQKOrJXupBNy44Z3p1etyJm4zHiWvFy4f3yG64mQF8Wh2xTW9chiE149HcjrxcPTkdI/3gTdvXiHOMT8vaMyc7h55eHzD3WliHAfCdORw94D3Yzl53LIOrd+l/843dSunjOqKYbOdoHKbD8c4OeKmoIlxCDg5sT2+4nIO4AaQoagimeAcRwLPw4GwXbmbPOl+5H6CD2e4ritbLKetq+5oThx3w8D9YWQKgSDC+brx/bsnHu4n7u5GxI+kaEzB+cRw8ORUhIRmO4Xs6ftm4BYyj8c7gvNcV8dlTixrJqkjy352Rq6iu+306posAoZdhZCO/tt89a7IbMim20z2c1N13tDMfq5v/cb+cihWRK6qLaX0njis/N4tRthV/V0I2olltXt/I0ZhL89tp/Wmv92QU0NZtS1MPeuxU+ZpUY1l4LWwxq5X1amq7VP0s0K4zQ3aBauW0OodOHzKKCpH2+uWyO7irLCuN0p16taeBbpH2lmMhMH1wxg4HQce7gaOEwSJaFxIy5n18sQ6L5aAJQPhGBFvLte4LmYYjBvb9Znzh++Ja8aPZxufHC3vAWUMDjlNaDzycAh4NzBMEw8PdzydZwZOiB549eZL7u7vmabAEIxRDNPRYiYEk5qipW5GZcClEHGRQCknar4uhTkUezZefPEeKD4nRBx+GHnIr6w61jgThhkfPCnOgMN5mI53zNcrx1HMlpEc3gkfzo7zvLBsteKWVWGagufV3YG748Q0BLwTPj5nni8Lz+czy3LgcAwWy5EiLkd8CJYdm6D65Ndla4WC0czD4Lk/HBiC5b14URYRthL8hcjtRpJ6ZseO9/eyzbsQ2w2P1G/qL2VP0OBFQ8w1BqMIH1e/LNyoj4UW4ZaOtbKmfOMseJnHsq+yNm/+345R1PDPKmmpBr8+DLpAJy1W8lKJuLqd6tFnLZS7Qf4Kg7tNSc8oilWawiwqty/P1IrOVd82gFZrWexWZaXq3oUjN2Z3O2l78JQUOOe4BZplsZ1jGgfe3B94uJ94uJ84HgTR1QrKLhfWyweWyxPbupBiJhOYHr8sZ27aieO4wBbPXC7vef/uD1yujiwjh4cD090bxtLnbVsJ24J/uCcmNXvDMOKccrpzvHn9wGE6cP/whtPB3LRhmJiOD2aPqNQjgYAjrXM79zPGCARSzhamnTaEhIjHeU8YJ9Pr1SRZSuCSEGQo+rsVvjncPbDMpbjvfGG+fCSlxBYT6wbPH7/nqDAOnk2totfjceDj88h3Hy8oicE7huCYguft63vujrapnRMOk1UQP5+vfPzwgXGYUBU7lDkCqgynNyZRs63V5WoFbdI2Y8ggcffqLfeHIw/HwHke+P7jwmVemdnIVJVXSyzNLnag4KwC528DtKDK8nrGZ4X7Rru9iXQHFv1xPvsOF+oJZ/ZVEbzZQglcYYJJ7YyOlC20vuZ+OFc8SaU/dYvUHn6OmfMzy/X3ksftTCJbZe16nqjFEWBHkle3QH8GYrPClNyRLkikhKWUAdUIwU7qdb2xcetNLU4tNpI+DLvmqFCfKKc9N72xpFTTmEMNzxVwid3S4iwQTGCQAe+EMXhePxx5vB8ZRyEEy9PI65m4PLPNzyzn9yznDyUzVFkSPPJfknMs8N/sNNvlA/PTR9bZIf4LRAKkC3n9juHwlmm6IwwnUrYCMpIyw2C2kZQix8OR+7s7TscDhymg28pwuGM83jMd78EFRLQwpyvLMrf8EtXEFhdyKkywEKUXxzBN+HFCCXZkQLZowGEceAiPbFti26IZEdcLwSVkdHgJBDexza54SBKv377l+z/dkcIzkNiyVS17dXfgl18kfvHxwNN8ZXCe4D3DMHC6P3F/GBmC4Fzm8U7QvCGa+fDumYfTvVVxUgDHqhk3HhAd2/kg27pwPT/x/PyBmCJxfoMiHE4bYTxyDANvHgbC4OEcuCzrTi/ShWgVxGli6FOarIX2s+it3QGHqJAl7965Vi/ihZCqTKJrvX0kJTERD7nENOUEkjErXRG+aoWmhFIvUz6v/sTL6zMRhZZw5t1nXFUCG1AtjEGzCNumlIIAXZPsNg1mNtw5syEAKaczV1uEVu4nBe41b0o99s2eN66/25gNSdQcCmNI0sVp7CjxNry19bHVnVCTBGL+9eA8h9EzDoEpeO7uRoYBnCRIkZSu6DaTtpW0LWzzMzmtrMvMtiWi3FkIcS6nNYkVe4jLAuo4PX5NOP0CHwKqkTg/M4wPDINDsqKbErwnaclgRBAZOByOTIcDw+DRvBKmA+PhyDgdcMECpuI6WzbouoIEMqupPOtslaq2zfiEc4RhRIaAywmXMy443DCxLTNp3ch5MaYqHucdg5vQFO0QomRCxDlhGAdiGsl5xQ/w6tVrLs+JZX3GaS6hN4ofhS/f3HGcB7y3qtzDOHI4HQkCQkTzwhjEUj3iyvUceXr6wOn+oSDLhANSXEuVKbN5zfOV6/MT3gtoJHztCecBgAOOJCtDmLifPF4CzplLtpU0fAHTO2WgoWFHp1qoKynp2m6WTudVKBv8ZVu79+Nm61FryXfvd7vqrRR7Xq5FcHYU047VKHun7s+X7/hL12eWwtNWbbu9onHM3WjZ+3Pawa5ogWu0eAWRnUnQbc7aZtaqAmg/m1SHE9IPuCwSNXGrqg2lSxUiVrdrz9B6JtGNt0FDQJy2k5y8gyF4pmKXGAaHl4hoRHQjx8UCoOJafjZSXFjnM/MaYZwsbqKqZE7QvFiJMjdyfHzFeHxtdovtWtLPZyTUsZXCtC437BqGgePxyOCFGh4+HE4M4wE/DMaLts1O6oqRrIL3AdWVlLOVUotbKY+miPeEYbB4hGaEE1wIuKTEqCzrQopXg7g+WGVt76nHBeUsaE5l01uVbdGNh8cHcr6S4kzStZR1sOjPYQyI2OE/3g8Mw8B0HE1hTUraAI1kNmJeWePC+ek902FC8WbcA3LcyG4ALfkf68oyz2iyALWHh7cM44R3gxl4vWdwwiADMgZidlyWev7IiwJHu5miEmT7vFVl54Zk2x894ym2+4be6nbad9SLVxaVvkVI1Jgg54pCL0W1qSXw6t4zu6IhmdLyp7zoL16fxyiq66cbwa5jFZel7F4AZbcgKxQIVyCi5rIJq0TcDTRVJdFcD3Ytr+zCxXevSV/ot6KHMplitRgqU9nb151B/Mg47S22HBYxSLNGN2LQ4gEQO35P2HC6QVrJ29rQhOnEEJdnrpePXObMeP/Aej0zyallZcbtjOaMH44cTl8j4qxSFBYItC0fIQarJqWWe6Feildh4HQ6cTpOSLpYiroEDsd7wjjhvANNbNczy3VGxTMcTggWkZhRqLkJZYzOCcMwMo4HfBjKuSCKD57J34MbucyJp6cP5HTBe+FwOHJ39xrxwUqvIaQYcaL44HDJkZczD6/vyWm2kn/LhcsaS8XvgKgyeMF7xYeMd5ngImPwaBK2rGzxGXQlx5m4rXx8v3K6P+HCBHhSTgxxw7sNHMScLVZlTWzLzHp94tXbXzBMxxKZGhiO97As+CExhJHHY0DVMa+ZzU4XavTRgwu92dVCHxGJQm/83PeRFltCLraEW5vcriTvpK1CszXfKiVFWDhT4QZX8IpqKdefW9ervaWi+MZQfsL1me5Rb2Xfcd0oqksSqm94P6jElc1e7BHNrWPfScsG7Qav6ZMNXEHHbQUhecG9LUPDGMSO56rK0tqhW9wfrScB1R5BUTyCd9xNgcPkOE4e7w1RBO+sPqVeyWkmbwtptfDr+fqBuFyt3H7eWOYry7yxriDbwjo/E4ZAGEecF+J6YRjuEH9HOH1BONwzP/9A1o+EvLHOV9K2taP81J8QNzId7piO9xwnxzgq2zUBntPjV4zHIwrEbSNukeRGhvsjWZWYVp4+vmNdVrPyZ1AdwIH3hhzEO5TN/O2SCYPDBxjCyOF0x+nVW/AjP3zzB+b5wrotiFyw2ozCui2YephxXjhMgcsiBNl4fHzEiedy/kDIlkFKzqgkS22XjPeZMXhIhoI0rqT1StqeLes2bUiOrOvK+++/4Xh6ZBjvAGGbLuYlcwNZhcv1yho3O/tD4cO777l7eMU4WjxJRoyppogLG8N4x8NxYAzmQr1e400avNFRxwRU9gN+0BcJkLsQNENwIqVEKmq592YsprinW5vS0Wf5qDUrnW2j0LOT/X0KqPOwCU5qCb/aVk0m+xupHjiHii/IofSxbLjd81nDowwiW3h3tQD/2FUsslqiJNun5ZUCfby3FH1B+zu1LF/Jw6huqzZv1aaiVTvsp6ge4tKFlzezjxloY0rMmyLiGbxwGJTJbXgybJFtubCtFpUYlyvrema+PJt6oZkQgtkn4sIWlfXDd1yfPzAd7whDQLcZGPCHI86fEGeniIv3uDDAOpDlQNqeSXkzo3EW/BgYguNYmFha3wEQpiPH+wc7PBiP4iFMbMvGhw/PXGc7YvBy3axQrTpSdqxzDcKxHJjDMJPzCmL2H+cE74Xj6Y7T6Z6HV694+4u3PLy6Y1tWtmVF0xVzPZiqul6fYDPIn7ZIFs88Lzg/cbi749WbL0k//Knku5iaYhstk7bIysJhGlGNxYYyg0YTC84h3s4e2ZaZECwk3fmBbbtaTUjv2ZIZW814mzhMEzlGtnVhXS4lzciOWQzDgSDOivM6IbjAcfSgwhJLpm8peJQq/TexQomL2Kmp0mCHR+xzJzg1qGpHbgovbaYVCuS+LVdV7IqU9YYJVLWb4mX0DlIuJ8NHY1DO2+E/8mf35KfXZ5bCcy2DtP9U90qYTe2oBh35ZPT7U/0U7iBAGrRvTXU2iHYQrO7xEs1mAV1MRH/ZwtbzTevytQoDIg2uVUBSmdNNVJ1A8MrgI07XcpL4yno9sy5XtnVmW65s64XlejbVxTlCyKVe5MxyjSzbhfnyTIwbox4smCocEXdC/AEXRlNpnLc0bz/hQkS2S2F6ibReGKY7y3cInsErSzJCHw8nnHdsMYELJIR5Xnn//iPPzzPXJbJsmcuiLJulc69b4nqx07YoatbgzVtRM3uFbDU1DmdOpyfuH5/55S/ecjcdGA4HDscjcfakbcF5Q4s5bqXQjZ3DEUJgWYrz2sHp/oHnpx9YtMLhapTOFj0YM8llO9MkFRtKQR+ixiycCJrUUIZGxE3lMGVz98ZtY12tmI7khIZQEtoWtuVq6dohlApWHvGBTDIJ78zD573gcwkGrAGBWhMFLBDKvVBnFe1qotAMm+Is6c5LPezYdTS874tKxq2JPgGz0ToNIuvNzV0kUmEU1RXv1TfvzE+9Pj8prISE1E5UBpaVEjhya9SsEe5SJX9DBGVjFsbgXPF6VJgltLZ2n28fxNVYzJ7T3+bNos9cXbRmwOy4T7Gn7GCywsMSZl5tL14IXpgGx2GA4xgZZCYv5tXYloX1emZZZtZ1YVsWtu1K3FYz8LlALtWn43rlej7zfE5crs92AlhWRBxhvCPriLgJPxwNZcVy1udwwOdM3iYyZpTc1ifuBYYgDIPgJeFkYDrcM57uSDGSOCDhyLKsfPP9O77507ek7InZMyfH8yVxvsxcrzPX65Xz+QxIqbztEVHStrBHH0bG6UDwF3x4jwvf8Hfffs+vfvGWr754zZdvXzE+nNgWTxgCg/ekdWa5DqxFbRynUE4zT6gm7u7uTMInSxpzZMSXUGU1xr7OF5wTcjm7wtBzsXF5x+AnYtpaZWwRT07Zkth0ZVujrc264jQSPZBfEdeF5fpMTjNhMONpdp7kAzAUpplBzIXtXRFQWL6LSD1/hiYob34vH3RhiU01cN05udr2VVV26zbQnajZ1fY+A1oKvfdeyJ2aS2/sNKQSt7PiZCS7zGcAis+tmVmFdeWk9U2Ve1UJ3Xpa/jZLOE5LOmYuvmDLnWh6RmnOApyawkfd5M2rUbwPuegY7i8aZfqla60BqUC73CXqSLvHyZ5V+nhwvLm7cvIzbn1ifr+Wk7ZW1m1mvV5ZNjtoxuJKLLowA8kJ3oOKZ91W5suZeXZcrxe2uIEIYTyxXs4QjrjhSAiBbXkib+di0ATNkTCecGHEh80SrIJnDMLgM3m9cvfqLePR7rmugjs98O7de3744Qe+/fZbMp6nxfH+aeGb7594/+4HluePphatV+brmRDsECDnA8t1IZXS+4jghpFXr7/gcLCw8PEw8v/+T3/iX37/LY93I7/44oF/92//kce7E8EH/CHw+s098BU+eJ4/vuPju2/MhpEhi+dw98j9/SOaNuYSu+AUUrqQc0K8NyOqM1fw4Efw9WDj4m0JnlgQWlxnhqMRRtpWNiKXOTIvV5Z1xpEtxiSvrOsFJLJtlkdiFBnxPkIY8ViBo5SVLSsxleCmaquodstuc/Z7BUrx3I5rCBWlGt17w2vUIAD6dqRvcSfnXGwbdn5MDUQE0apGy82z3gXzPjpFQ8Z5j/dSyhz+tOuzGEVK0aoZUbnaDs+t6IZ08KgOuXS4pCzjnGXZ1ZhINS66c+PabgmS0vpPCTcuk2yT7fjEo3GLzvZ+aOlbd1/LLszdR2rZhILDBcf9JDwOH3HrzJKtSnZakx1Os11Y5yfm5yeWTYmpWLKdVaqyU75Hgr9DgS1G5nVF5UBclyI1DTJv2TH4YIfveI/KDo+XdWHbMtN0QOMF8kLwFmvgnRAc6DBwuDsREyxLIg+PPH0886//+q+8//DEnDx/erfwzXcf+PjxiaePH3j//TcQV1QjmiLz1fR1V4xrOSnzPBvjU1Mxv/3TvzAdj9zdP/D2i6949eYt4gfePV34+PEDToR/+PXX3E1WB8Nr5u7VG3CeGJWP778vaoEZLnOcuXt8zXz5yDLb4TqpGCpVE1GTQXW1kG/vAooSDlPJfjXVzA9H0jabYbYE8aS0EnNmvSa2LbFuieDKybkirPOZFBdLxR8OIIGYMjltHARk+grEVAR1iayOnExaikLKe1xvo/SGAEpIdd7LKILipVgXGio2T5226jYvSzTUJ7stVei0Um2uElPs0E1Eiier2P2Cw8uICwGfBxS1imXxtqrcX7o+MzLTdMWCd8pndUgVMvUh0U1LamOscKhma768s56l0G1dGvvoGQLVJ7wDNu361feabmH2AmNadMyeu1TkYuHDdxM8HhNeMpodKQ9GLGrW8xQTcctmoFwjMVl4u9VzvLIpyLrhw8iyLqzrSowJ8Y4UtwK/1WIahiN+mGyDljMxMt6iKV1mmCaQxZBKyoQwMZ0eCcNgtpPDHSlnljUTVXCj4/2Hd3x8vvJ0iZw3x29//0d++O57Lucn1uuF6/mjVQrDoGlOkVjrTzg7c3VZrtaXnOykLE0Ml5HrxapspRR5fPVI8AJx4be/+WeOx4Ht/sggkVES4zQRwsDx7oHpcMf1+V0JhFO25WoH+0wT/uKJywU7ADhR3euDK/EOxWaT81psN5Yt6sPE0QdW78l5MwVWHDFtxDWyRWVbzZjnQ6WhSNwSMQqbeMJ0xOS7KQEhODwDDA+ov0PwhFKf1QuUw/tu44AakdUNrHvcBHuQn6olJAq1YM5Op5WQC8soIrOoHWqu0L2kQS9cOx5S8bMW+YgFvqlzoIOpIp95fSajsCQhqfpT+dTqKmjT+YFOjShbMddMzUxN7ipDaJzY1c3aWi6jrYbFvi9S7zQ8siORTutp95q7rgabaIdW+mSePcJTOAxwf4C7aYPoyHIw6JZX4FLK/UPWQNSRLWViUnCOgxtZoxWUjeoJ04HL+cKybqQMIbiiU6cyQiGMR4P8IqR1NtuAOvCTeTdcYL1cLKlMPYfDPaf7V4TBxj8c7jk/X5hXJYojbIkfvv+O5+vK0zXx7ftnfvvP/4nz++/Z1qsV79VSDcwWiJoIhoJkY64pm5qTYmRLqx3lt87M85nr8wfStpHWrzkeD3gS//L0Da/fPLAtjxyCMjrl4f7IEAaOxxN396+4nt/ZnGtmW2bGhwfG6cAwHrhePuJchyZRvB+NkTqzm5BSOSLPgwy4MBKclTZIabXyAc6zrquFlyfPskbLX/FFTOSt5ShpFvzwZCUUAVTxkpkAOSRkFPAngphRM5UdnxViLvFFJaO4UrCqklIt4Q8i1bBZ3l/lqu40WyMpd9d8F++jCXLGlf3mapEopWUhtf2hfU2LZhYx5iOu9e8TmfoXrs8zZuZkdQvLMHDuljnQczmzA6juk2GsIbe4C9ve1Znp9/DsjjcK5fCd9lYpeSM7eGgRbt1C1P/Wz/cMXzFbgu4uWy3RUzXmYvDC4DKOxLpsHIZAIKOyEdOVqBeT7EVipKRsUc3Xr0qaHOv1I5fLwhI94uHD+wsxjvjgSm3LGcTjw0SKcyEEC2nP24qmlbieUQUvgbw9sywJ5MDh4YG3X3zN8TjixSI7wTMviSXBklaePvwr//qn73h3znz3w0f++Z/+iX/9zX/Hen0u3gA4HO8YxztUpdRvsMQii7QsJQ/FWcBXXol5MdUsl2rdeeVffvc/8OH7P/Dq4YG3b1/jBH77z//M+e0rXj2eODjY1oPVxZgOPL79Jc9P71jmC3HbjDGhHE/3dobJ8webg2z1UC3OYCQMk23EvCFuQiQYg5hGhukEJAYnhBxAIzKO6DwTNRPzwLJuJadHICfW+YofQrGfec7PCym+Z7nOLKcTmh7JaWM6XQmnZ/LpH4kqpGxFnpPaUQbVXVqFp3nlLLXdilHLTreFptvfoviW1lBVEmk02aKHkzG5um6jjoRhwAdHkBrYWAVst/vLrxkMwWsJsCs1LXL6G6ke5mKxQqo43x0l6PZNWXrYp7C6Cn8orq/ijtRc/BnV1Vl9kVKzNRKOvViI1MYwhFAyRfZZKe/fU8DLonTe3JtKP5WJiOBKdSw79dmzJbgskPxgYcp5gTjbhv3wOy4f33G5nDmfZz6cV5bNjJKn+3t8+oHl/I5lVuYYuP7rmes1goyEIfDxw3tS8XCI88T1ShitrmRKiXVb2baVFq/iMnldORyP+HBgOpx4eLxDtydkPBKGIxlhjRvn68b788Zv//SRf/qPv+HdhzPv33/g2z/9ge3ygXVdTZXQzLLOnI4L43DEh8nqUGjxuWdDjts6s21Xts1OC6PYYLz3DMGC757Oz6zLheX8A7/4+u/5/ocLcUusl3e8eThC8sT5yN3pnuPdK073j+TCCD2RbRaGIXD3eMf9+Z7leiFrKYCrDi9Gaz54nAzGSNXOQtGUywZ1+PGAo3hAikE8ZWFeE5d54zDYZonbhes1ce9f4cNIFk8ikxS2pMgSeeJSUv8zhxgJCnL4R1QPRHXmVcmGjhvy7aSXA4YS7UqHGroaCEXoVbrcyZh9G1i+TN1TYiqE8+xqt/Y0XfZpUy06CVpvVyUVAfnyRLy/dH0eonhhYdFccjkadO8kdP+QUqRebUP2Ta+37SpF02inQRcvxwt7x94Pw1fVxVlVkhYe3ve3HKSyP1p0zMZYijdFMcmRQb2Q1RnDElfsn2rBP+vMcr1wvUZUJg7BcXccyOt3xsi2jXVeWGNkjooPx+anH6c7xDnTUfGE8WQMLmWTcm7EuZXq2vXhwDiemA4nDscDPiRSlFamNGZhjcLznHn/NPPh/Xt++P4d795/4OnpI8v12WwyumfbqmZiXK0cvw/tszr9MUZz9caVlKO5S1WRVonKCvWgFpR2vibO54/44YDGgTzDIfwCL8GMkSqM44FhKO5XhJwyS5o5nA54L0yHE/PlubiNjYHbOacBsBJ9Ks5sFMEK5GhRxrXQVHATyzJbUczsWJbIum2WTIYZlVMUNEeyJmJZ52W+ksspaN45ljW0c1bH6YwL3+HCK7w7ksWRshKTeUVuikXpHhXRXPQ/tpc6taQGUe1fSWMWqIUi+nKfVE+haqn8oD+y7zq43X/S7SXXS9C/cn12ZCbl7M16LqIZmIuykXf40w7iaVcbdfm+DrazKVTbxwt1oepvN0PWosUVdePHFuOld2lPpimtFibR6rUUZpNLYI0tVk0LDqBjMS5a9eyccjGIZYbDwDSNnA6e9f0VVWfoYD5zXRJzguloacwijmE6lsNkFZwZ5FSTGRG9xU5I0aU1Z8bpxHR6xeF4ZDoEcnyye4tPPWYhEpijcJ4Tz89PnJ+fOT9/5Hp5NjfnC+uNiJCyBTKlNBgTKYhRsaK/W1yJaSup5VJcm9ryFbwYXWjOLDFyuXxkCCPEEd0GvvgiW/r9lhn8ZgFOzhPCUJLSFlKKxG3DeTgcjnx0HjQhUsObnQVDlYpg4rAjBsKAKxXBUbMTZIEQpmJENKQ7L1tRC4Mhipggl8zjFFlTRlRIcbECvTm2cGgtJ5JNgzJKJEwzbnhDcq8a/dXjAH9c5ZduHxhNtdqyrXpStZ/dbpWWjt7Qbt07xdv3gjnVvXJL7fuyVxvdngn9YoP8hevzamZ6bzUJwQxJ2kU3QtHJrGdedim/s0aooWr1yep1aIkrhWPcIAEqt+xRRYV0NVKTyqAtUg+rvtTyHsUaF+8QfCmC2gXLFGChWsLKxNyOY3C4auATj4RDsZHkUiwkkxI8Hu85TAcc0c7RTFtJMb9ynTfmRRA5oFg4t3NWMt6gpEPVDtP13jNOBwRYyeQoiCuBSccJFwQ0EWMhGBnADcQE/nCHHxV1T1wuT7Y5amCSMyNW0lz88BC8Z4tbMdqb7cZcZxahmKLZEFK2sYYQGJ1jI2Iox0LMNStZrMZlnC+k6YkUXhHlgSV7ZDjhxoB6x/nyzPFoByWPxxNbymZwXFcrBnx/z6s3v+DyfCHlzBCM3oZxwg8HC7XeZlA7T1RcyWhViKtl2vp7Z0chhIHEyvN5LuE7ZouKcTOEqEpKmXU1b06OSs4X9MM77u8+cppGDtPI5TByfT/w8OCZ7l/j779me/hfMef7cjBUpnckVETQjq1QbQdKUTd/qXROMfDXZC0nIOWsGe+tvoVVExey+pt3VOTsavHfuofqdqx7qLdo9vvZ/fTt/1mMIoSRIYzUaDJFipFELYoNAxxOtJzT2J9jtPcZ9pCtG7ikSoufsKHQ1+ERtBx3p+3HgkZ6Dl0K1zSOvOtydXqlVO7Gmd2l5fa0iVaiwqYOdQFls+CotCLxiiwfcFlw4UQ4jjyMjtPDPWHwbGnBOVjmJ66XC9fLxvPzhcTIGBM+ZXIO+HBANZrvf7PYlJw2UtxK3YqI855pOFndi9ORuF5Zr+ZWHcaJw3QijAfUedK88Pz0sZzIFfnh3YUfvv+mtLWxbQvrZmd/pGSzn+YZzUoYBOc3k4qJkk8QSXktLtyisqSMOlNdRAxRSUluSqV2w7wpCYeEiTDescWVlFZEzCCZUyJFQ07jNBG3xWxUGURM5//iF18zTBfmeSVpwntT9SAThskSw+JsNTDGkcEL4XBvcSvbSpyt9J66QCRwuZzxwegwZyVlIRY0SBDCMJUDhCycPcUE6cI2bszjzDwFttmzXOH09J7j/Q+MW4KH/w1RD6QcaJnSGIaotVGA5tbvRWTdssayXQmeSjhVnBTvRoLewLa7+Nk3fntpOV4B3dX8sqfa0YHtWAt7PPxYQNefuT4ze7RpHs28qGqS2+o9uHZPH3Gp0M7JMHuC4bXKbbtRQT1KEGMisn+DqiW4NF26tinF/oC5jqp/pZBG4bAVkbTVLBF10v6u/9xUIJKAF8HLgnABZpKfwC2obsTiBbpezzgGhkNG48xyXbheFs7XhWVTJCjrtiLlRC5bUyMaV2o5VjOY+InBTQRv+RYhOFTE4jTUAqKCE2tLPDFLcf8JMQl+uOPv/ot/z2/+4z+zrs+s22zwPkWCHwjebApVpfCFiVqsREJyLLaaanMqa0i2Q6HLhykn1m0rqcxGETF7MgEkgHMsy8blfGb0MHhl9EKMK6oZ7wPT4UTOCzFixX3WlYP3nE4jzgnPz08WmNbcmto8YzkrMeZy6peFnotayLcPgZxTCd/e8KHYFKKiXrnOK36Y8QSSC6S4liC2CdUBBy34DfE2Hjwpe7Yt4c9/wh/fIe4rVKZWB6Puk1obolJvjbmoQqn6B2s9WWMe2jGchnVpoL1DvY3uq52NygCk/btv3BfbrBLbT+cTn18KrxpequxHQLKUittFK3QUWFz4aDU7KFRXTgu0yDszqJzOmn05OtAsxfddAqOaEQfqLNbNVnQQSk27Yh7Z768FTZ3spQaqhuSKSuCdWC0FVkQviJ5RXVHx5ExRO8xQljKMPsHoiNvKPK9crwvXeWWLFsadcirxE7HMUfGJ+51NmAFvwDnPMJj64xxsW7SKiy4QPAV2BxRvxtekVqvCZYbpxNe/+keOj7/kfHkizWdiMjQRxgEQPObSda6EL4tHk3lEdjddhbP2e9aOtsSOLFi1hJiXu8SPiBssR8U5Uk4sy8KyBLZpILiBVNOcm6FwBDJbjpbhuK2EcGAaPWtwbNtKFod3wZ4JHkmltKL4EuNrYxEfLBPZWVHfdV2IMRGCIyUlOssIvs6RYVoY3YQOiWVZrUqZswLCitUBSdm81ikJyIjKQMqOeH1PWL/FTw8kNzUnf0fNNiciHaNlB7cdojYPn9Yd1oo9GZOoaKCsg2qb69pW+6qwm+5EjbIbLFJzz0Ltxe9Puz67FN6+eW/P0PCuGmUKsUv3SOOOmGfkBhFYe75IcdHdl9yUllY+rKt6Vf+tt1CLrli2X+XCmilGQ7vRjE/a0EpRJRszs7HAODimQQgyI9s3uPgEaSFlS2lelgvrOhPXjQ8fzrx6M5Rxbcxz5nKeOV9mLteNTQfGoahNWYph0IMPiLfK0prN9QjWH8sKDUiJV4gx4ccDXjJBUll6iwEwQgmEQZgmz51khqPw63/3v2berszLlW1+AoRtW20+xObvdPeKIQwIWipfpWIs2ydFhFZOhCKtlBJD0Cz2do3HB/w44YNVrAqjLy5XMxLHDEMYULXM0m2bGadTmXwlbwvrsjJiWbGvXt3z/bcX4rrhfOAwjeCVnAdEPH6YjFmkhARnB/+IJxGYl5Xr5VzoRokZtgQxwrLCMG1I2AhBeb4sxPUjTrTMvTAMA6P3bMGhK0zHr/FywDOwLh9wz/+MD28Ywh2ohZZXW1o73a4EHNbi0zta6HKM6t7oa1iUea3n6FRULt39lBABWxNDJ/VdcsNg6ibR/X1lH/zU6zPTzNt+a5CnVw+qgbKI853IAEm2AS12ArJKPQ4IyiSYNVbauaE3yKizH7QS5dXSrBXtUDiDMZeci2TIqWM+tynsVhrdkEp9h+XvK+RseRSMxOTJK8RlI65WXfp6OXN+njlfV16/zQiJuG7ktHE+P3M+z8yLkMPAwY+ktDHPm+Vt3D3i/WCME4eqN6gvlvjkg5Rj6oRMsKIxziGlqKz3IwxTYT4ZcVaSbxzh+frM73/3O968OfFv/u1/YJqO/P4//tecr+/ZUsRlZQwTv/6H/8DDw2vO5w/88N3vS6lD8yrUyXfOFYSR2WJqc1+rLjmknHZuwkHjZpW9szGM6Xgi6JmsiXl+QpMj6IkhDPhwwIeFnDLDcMT7I+IPpOXJNpoIfhC++vW/5cP335PSynz5wHB4ZDiNu+DSaow2xHV4+IJlM0/Hsm7ELIxZkeIeXSPMqzA8r6T8xLBpKQcQzHMSMymDJ5JRknjWBX744295/fV/hX/zNRBYPvwOP/wC5++Q8DVaEvhgZ6o50QnEvfZJIb89QrN7sEr+RJF71cNIX22ley6XdmQvvVC/rFWtmkdSaPkq8TOywj6zZqa0079Ub3liDaqqE9AjAfus7vT6gEl5yfumb3DNMFu5vx7RVlWGfMtVb64C6nLeGYjstgrghmFIyUgEKahiz1BNObFGxxodjiNZF5JuxPjEcnmy8OCoRALjFBjHUE6xiyzXa0vUceLIqlbbYTFbQTi8ZjrelfqSlNOecoHsrqhxGyJT0cc9+ITkZCqLBvx0IuZaE8FgNxpJaWNdLnx89z0fnhecU169/YJt/nf88ff/RNgWxmnk1au3vPnql3x89x3z+cNew7OuQZtPy/vwxaiWXhCXLyXhg7M07JwWVB8QcXjnGQeP1wAF8i/zQihjHIaBYTiwrUsLqBr0iKbNIjNzghwJB8/dq0dL6V9nOyzJD4ZgsejenE1lUZ/BD8TzR1Lc0N7Oku2sumsq6rCaMMjrxvNzKmpemX9vtiA/DIRpZLq7YxxAwoS6wPD498g6WJaxzgzBsRXhlFVLgdzdftDQdPmr0XDnkWjGSi3G/ixkX0Vm2zhlPC+oX+29SBeNXHaUa4K13FNL8f3tEEVXv6EKYOmJqkKgNjXtWZuLXZSX7UlN3awD0QzZlQMDi/2gGS0brym96LnnTT9vYVfuJlXq+aEiJYu12jHK95VZ5ExOEKPgdARG7Fg6LFlLRjsIx0eOwcrKe28SNm4WauuDIwx2aK+dn2lS7vAwErw3gqyzly1/wbqdbIwlOKZ6GMjR+u4CuLHUZ0jkGG/IyA4WF3KcyZslfR3uHjieHnElCSuMB1JcuJw/sMxncgmo6larCOs9rd9K398WLbIEpUIdYuHLYbDq2SF4SyKkMmgxO0GMpJwJCM6PoFesbJ1nGEZSPCDJUvW11J+wmppKTMk8HpSYDoBSRCYXfV/Ek+Na1DmjlVQ9ZKV40SGYultHsywbqVR+8gGCN7tHO+MkJ5yMZsfZruBHJLyxdUrW/55J2Kbd61VUC0a12VWDfkatLmvVgwtzMaSgIIpzuVUU7+2Qjap7d4jWsAR7hytf9SxBq6rzI3vnz12fl2YOdp4EvWpQNl7jjLU3e0yFlAHUvyk2DM3FGVohvxUpsPtdsRSjzaZQoVRlQu1M4uIavZmM6l2ppckqh5XqlVHLCJXcwIu5krJVsjbIRM4ebWcjBNQN+Okt4+nIlC9M+RnnA2MYGQMMzg6PGYJnGjPJORjuzJWbLPV4Gscyb/a/nCOaVpwqVjVa8cPYyEJzJi4rklfCMOCGkaSm46fNjHWa7XCcIXhOxwNffPUV13nlj3/4A8/PT8SUOZzuzA6QE+enD7z/7l+4zhfzfrRDM/d10noUAhXW+1KqztbdvrdNlKph1nmOd/ccTyeG4IjzBRciGiYkDIia4TcmZVAz3JqU2xARhnBkGw6EsRyJo5l1/gg6I6IM08i2Xiz5y7ni5SooyA+44WC0kKzGZS6q5hoTOBhK8YjBgfcO7x0uCEkdcYl4lxgHjxRvV46RNF/w23vCq1d4PePZ2B5/wTA8GkNbLyzDxrpVQ/0eeFh02xu6NXVYjQmKIdubA74RyJhqrpEQXKkCv6egV1lcabsikvra9q5clRUTiF5rUtsO2n/K9Zlej6oOVFiT67Bu7rr9q+AQ7YyMJERdqzNYkQOaSYDLdSDSGEQl4v6gnoaxbiuZ7pfxia4KMY3Dmv0it0ekqE5OlHEIjMExBBCxAjHCgcyd1YPw70l5JqVn8vbEuoC8vrOUZzdxenjgiy9XsjyzfVjxo0AITPlg1Z2Uki4dieuleBqUMICXwUrfOSvhlrMhBlQJ4xE/DkgxBi5bQhjxg8eTCJuwbhfWLfHw8MBhGnEetvXCx/ffs62pJDEllhRZ5mdiWtnT7aXN0w3PL4Zn5wIhDICWk8WsqI13nmkcuTve8erxgeAEjVfiLAzTgGAeC+8GkhzYFNYcCDlwdzri/EdSWkl5KZJ0IanD+ZFxukecI87vEdnwAeJ6Yrl+xM56HdA5EcYM0wmcsJ3fk9YLaV0tcjbBIObGT1jMnwhMB1MZ15QITnhetBjVgdUm4TgFwuBxo7cSAzGStyu6vSdOX4E6yILThaze0Ec7cKqEmvdxDXWX1witYhfSFmXbSNf2Q05I8gjmHasIqIRpvdh3tXF98fntf2sG6WcEZn4mo9AaZlU7kz/pRlNASnEa46AWSKOFI+w817icdJ3uVZS+dF1f8BiR/bBYel2wupX2y4qUVKkorb3WfqYUAK5MyxKBpsGqbHsXcXlB8wXdPhCv33F9/pan99/x8enM+RqRcLDsRudZ44Xj3QNvvoCYPVt64po30rLgVPDjgcP9G8bxACKGokSsgIxzlmznpBRD3Qrstci9YRqL4XAgxsQw3pFdIGW4PH3Hh6cL62YFfVUzW1w53Z14WB45P73nup1LwFEilkzEW7ZgcN6MmqlLLqqqR0E/aswmp4RzMI0Dh6JqTIcDPlgin91bdOq8WnKsaDlxPGBh4hk3nIqKaVXBcs5QTvhKyapc+emEREu/nw6HUpdjK1Bb8eMdOSXW8wfickHFqlHFbMInaEkJL0OOOdsxBk5YV1hSYktKdhBUCWppN8tmNH4YMqdjiULdZuL5Ww6v/z3iRvBHhIwvyWW5JIuZ3ctU63Y2SiFkix6uhuKymyoKpqrihiyqHcY5bbYiudWY+11KB05MuJd1rKjCtkx300+4Pts92krS6c127yBQ7Yf0QKDou7UGxU2jVHvD7ateDuL2uTq5N9par97U/3aGHYBPmm0dtl+yQky5HQlvxlAFjZDtLAmrqB2JCQtw8g7nLTlp3RKH4ytQz+maOV0S6aqc1411yUj2eD8UA6ZtCsmpHP4zoKGEoGvN1jU0UdW3eoiUAi6UOIpUCuSua0lqyqzbgip2gM40MY6Wpp3Saof9ZCsMs8+ivJyMbuaroc2gcN0Its6WSeqDLxC5GohBs8VLqGZS3NjEzPPTYAFmVs0q44fJTiOPBfGoq7nRDY06P4Am0rYgJVckFYblxhPiBnJa0Tg3ZlYT4EwFocXd5BJb46UakqVFbIK5UEMGn009tZKTamqOA1VHmp8QEuIm1I9N62+mhk4YqaoZ/nWPmqx5Pk29LOvb4wEtBJszZGd9yIK1oWV+2gbUfelk70u/RZTdPre/+6ddn39SmNa4dm19UupBPdbTmjBWPzImIezT0E1PQwY0l9I+Ommbv+V6aGUSO4Kob+7ZhDUr+7y17zolr5unLq6OLVm6cUzKYXC2qIVgtbhOlcli+f1m3gpxxLxxXRNf3r9FJHC8ixzvNra8cr4szPOCLmWhyuJqyuQ4k2LC+Z05ZcXCp7OpJUgxyqZMotQ5EEFLEdmcXTM+ppy4XC6W1yLCEAKn0z3npyfm+UKM6x51Wdq2kJ/cjJdFUaPnsrUil21C+9iXIyBr6rlq2qVd4Wo5Z7atGGNVOZyOoCVXJmWGMOK8J0W1g5OyoBpt3cKIxo1x3IO40IgPHs0WXBUOj9anFMlFHcoxkQszy6okrcdBFFcqWoLqrGoWXFEsC9dF8D7jvbOqVlqK+2BxLzhIywVJVxgfwE02TarNQJ07wqy5MABe90S+nTVXobsb7XeSLdHP2dz2zt8el32LKSqz6JhE87rovi+6ffJTr8/zelQ42sU5vPTSiHRWXq0buFp/X3A69syOznME3URWBrMHV2krZlpvv2UT1LeXNqQkovXWZ7oGbqdcKGXUU8bKL9RzpgPIiPoJDSPiVqyEXGIcRrbVCrnG5JhOr1mTMpwi0wMc9QPD0zP3d3cMx0e++OKNFVHJqUFVBMuS9IGM5/L0nSGEIsmG4JFgJ1i7rDgPKV5J6pAsHI4n7hPE/IHt6YkP797hNBHXlZzh8fE167xa1aXLR67LubmRXTFC5txPTLfuWusyVkZW3aKew+FQLP15dy2q5YVsW+KH9898/cu3hCB2LIFIsdPkJkSc9wzjkRQ3zh//aDVClxVxnsPpnuF4B3LHEAbG01vW5Y+IC4TjESee5ek7gi9QX9SOYYwLOZrnKmdt510YijMIL5rxDo6jnSc7DRYCgBPmBMslcgiJbRNG57hfLoxTqWGRNiS+J4Rfw+E1qK3RdcusMbU0+RqYXemsLPWfzdyU/vRywEr5J2MUyWKErNLXjRVp34xdSf+/jBi6PfUTrs9GFJVetEi0fX/uNSAqvq/eiJsBUVFSiW6vEZroLs3quF0H3+rgKqNp54sW30gxcrYDjG8msqhB2dxRtwhD2ddRiZh1eSzenawbmhY020/aZkgR5+wkK+8i03Swoi4kOyDJecQPDMc7jo+ZZbnwxVe/ZF5XJEwMox3Pl1JCiObK04SEr1AJXJ8/8Pz+eygE4bzj8PAV42FCwgGVgXVb0exQsboMx9PA8/nCtq6kmHj95gu+/fYbptM9uIGzPoGDMIwMw4GUY7Fn1NyJasPZUWGd+/5yzpezNBzeGVoZp4khBHKGbUtcrjPOOU6nI84JMVoM6eCFYRz3tHLnGYbAukacjIThhHMjInbQcdyeuJ7fMU4PTKd77h/f8PD6S+7e/gOX8wfWy3vW6zvmyzvu7t+g6m2Ncw3la34zijmqkYbFfMRSvt4TguCiqXwihiRjsvyay5KZh0San8kH0PEef3gknb/h7s0Tw+EXbO6e8zUSilxJBUkoVdiVwLhubl9siyJbhZpN2qPcrBmNpVSTy83jU8FpVfX7/fjn+YTe2EN+yvX5BwCV6lJtZO2yJZFWTbjvNN39txK8ga6iY7XOdwzDjJfaGOZt47de4Z2wi27Rcha0eUBuet/bW7T7sKg3Fl9kUZeQELH0cC8ZwQ6cyWljXmZ8ECtbp4KVuRuYpgP39494d2H7YSZui1nqyxkUWjwfYTxZTAHCMl9Y1plcysSFMPDmy7+3NGs/kPFIGpBhKCqKMcHr9WLFcX1gGOwdrhghFcUPAy4EwjAy6gmkBDaVuU1pK8x6n89ag8LC8k09cQVNDCXuYwgD4zia8bfYLGpa+/F0V4yXFHeDBdqllM2tq2bQxFmBxKzCtiWQAfGWqJYZ2KKyrBvTujCMU8m6nUu8RCJuC86FgmaK21FqSnc3HmAQCKGsb0okXZkCnIvE8MU1NnlnG16VeSvQX5QQhOFwhx9OdnhQXnC+pnzv85RrsF+Rp/Ugvx3b3P533xpFd9sdI2UIanRYPNSuFM3YbQ79ruhRd2eP0F2ofgag+M9kFLAzg5veVd3700IyN8FRAqKCyfeds7U9W5uue31/rCku1eKBaCkCVTtSZrWhmg7F5J3LVzW8RmvcdLgaqLv+iNQyfq6cSZLQZCeWL9dn/AjTYSKMB6uYhMO7gWk84B5fIbryXjfiahsr50jOAtlCwofDq3aGxbpeWdeF+foRFA6HO4sRCCMqHlHB+wHxg5W222bWxWwgiCMMI3q+WJCWDZqcEn4YS4l7SwwTCeaWLMf55eItUd29SMYUQkESnphXLI3aFYZXAoZ8sMrVJcnLkMTGdDhY0Vqn4Mw9GZwVyUklVNrC70txX4V12RA/4txkG2A8kFRZloXL83seHh9JyzNpmwsCCMR1NkZRYh9adG+hU1cW1IkSnJrkxwzXW944BNoGckBOmWnyeC3ejwixCMHgPePhyHD8EiVYRKjbaGfpGiho6rltCbGDjQpR2T/9tu5oXAyFVKdBq0iWseMLpNIkSHcQp+wtGG1XhlD3kEorONTB6J90ffYBQEDJxXgZQtKPubMGyN79fdq6e7QbHNU4tm/6T9HLDsesBx4LiNemolSjnnT+o8ooXoyoMALZJ7/cK84RvHAcMgOQNkNSWZUt2VF0y/zM5fyRy7zhp39D8IHk7VSqJSYIB47DicHNXD84Xr1+y4MbOYzZ3MR5Q3UjU+IqotkktpSZr9/z/XffMoz3jKcvm9sSEVQCfjD32ratnJ+fuM6RV2+/wl9n1h9+4Id3H6gVnnIW0pIIbiiRj1Yzc2AwVCPacghsnsx24Z0nDJPlmJQZa+XTOs6/rhs5ZWZR3rx+ZfaXuLKkmev5mbu7E+IH8J5lXXDHI95ZHfbL9crgwR8Plm7vDygLOdkp8FmF9TqjeWN53ri8y4R/848M45G4LcyXD4zjVKJUt+JhSaS0NkTmRQjFdubEvB1jiczMWdmWyBiM5moE5+gz67oxBM9xsILI7z8s3B0D9/cbwzjA4Qs2/4ZN79A1l4K7uannPXKwDFGrzmdq8AsU0aToS0nf0b8YyKiHRjuw2sBlX2l/X92rReeq6Radqe8zKmb+Z9TM3M/7vB0G3Wf93zUUe/+kRyIG0Y2hGDiz23pOq4339BP/4/2TNgN2iGz1H7sfNezcgLXCoKqKk+LGtmZWZrx+z3b5nvn8juePH3j/7jt++OF7ni8Liud4nBgGix1Y15WnpyfET3si13Ti7tUdy/rEsq7lTNESqpvqnOwu0bRcuZyvHA9vrWQeG+v80VK4Q2jQc12vqEIYj4xq8RN+hWkMvP3yLesW0bjgYiAcJj58967kdFhNyLisxLSWitEZ7wJRNijJVfX0rObtwCpO+YIoRBw+HDic7szYqsnyI0IwOwYZ1Vj0aYPdwziWkncHSy/XTN6uxXMyMBzuTNW4fiQuF9b5QvbBJPg44ccj83XheHqFOE+KkSVdccNUEKKlBahM+MExjMrknhic0eLo4BBgCOaaXhPMi3A6CE6VFJVryhyO5mHJCkuC4+BYI7z/cMH7zHT/wJtX/4jT10BEJTK6QPDGmLdkqf+poNicy4FAspP3reLeKL3pGoYi8o0h2b7Wxsy11uyTznhZNmkDDsl+MbRjnCoXpvhTr888e/TlVXBCgUE3xTvaj3YqxG4BbqE8ctteS5LRHSFU28XOKDqGk/e3SWMs9X8Vx/Sopvulopn29+7PjgnWLZPcDMzkFNm2levlIx8/fmSNgoQTh8kqa2spMYcK5+vK6TSSkzEri5sQpsORMDqmcbSZ0NwWPKWtFI6xOpVDOLJuG5fn91zOH/nVv/lfMKSIyGbSSIQcLSs2DAPrtuFKLkMuQVppm5nnmWVZUMHUlHYeST253MqxGbAqMkksESyU4i91TWrNkZZaLhbPIM5ZMR0/ME5WySo4wanV35RykLClsq8MwdyoqFrkIhPOeTRFak7JcHjE+RPqLlyWK+tq8RtoJqVHK5aTEzGuCBteKcY9i+gMzuMdeGacqNklHIwepsFQ8ZaFZbOgqtMoLeYCVZYtc5CMC76UoRNwEGNmvkSe3n3P4fG3TArD3YKf3jAe3hAZWBFi3choqQXRSOyFkO1U307cV2bQaLQ9Ywc+q3LjbfpEcpeNo/l2z+zlHzvG9BOuz2YUzY5ATRbae9cHYt16f7SDItqeh/LxC11NUVo6eeWK1OCufphS3F57P6Qoh4LrdSWaTtZx9MYjbtovi5tNkpKvqNjhuOu6cD0/cb2uZDkyTEeGw9Rg8v+Htn95liRL0juxn56Hmbn7vTci8l1Zj+5Cgxg0QQAEyZkRIYUywqEMl+SfyQVFuOKWK1KE5IILEAMO2EBXd3VXZ1ZmZDzuw93tcc5RLvQcM7uRhe6MFimriowbft3NzY6p6tHHp5/mnI05KsEwNHwDhN5AVv1wQAn0fW/fUlpvAAbXzqXuIAa+mqcHzuczKRlxStGC5IWiCXGhutZV3Goewpiz5/XPPE6Voj+T8sYKVrKtr68cqKXS3rckYJvtYfM1KrmK+K1iVcMg78OqDOKcJUydzbb04iqTmwGOUYy8NkarONTZolbucxt1Qcm40IEf8G7A6SMln8nF5r2WnCurVnPzqyvubECPcxEkIIyQi7F2OOiD/ancPSxZmBJMs8Jxq7wpsORCpxmP3QcqRu6LsYhdz1fGx9c2uCl4XNcR3avaXS1r+LtudvIsKl/lvWFO6kM0sXxmJNojXjuD1reWoqjTLUO/T9zWl0pp3oSwYWSaBv3Yy/7PHf844poP4qnmFRhNnl3sdgntbssqZM/ciN3iwLartZ/3VtWM7nbuQoN/7wgUxFkGeneZVrK13ah5DO2vWtQAGnuXCXxwiSGM9PJE0cJ0feDy8Ianx0fE39J3N0YkEyPjORG7nnmaeXi453T7VTUYNg2s8wPH21eUPLGkhdBFgx+3eFVgma6V0MZ238eHN7x+/QbcwItPfkERg9loWchJEU/1chLzYnRvl+vE+enMpZZJiwR87HApMU8Xy6FoQwlCCIFhGEhp4XJ9YlkmnBgWwlXD4MSbJK+w+dY/s81Z1VLqtPCRED3ROcKhJw4dDmUaz1BLqA5lmSa6zpiy03glk/H9AcVRSuby+AOqM+oiJdzS3XyKl09xuuCZyKkg6vD+QOhekPMF3/WmsM3Y5JF5fGKezgRn3sTQwaGDvrN7WLJVM64LiGZCTVjnYoZFtOA0ExC6YEbI2s4jvr/BxRPqjPUKf2AugTEpUyrGOKYYERNN7lkVWMRyJybnjSZPNh2ru9g+q2d/e5qf0pKca9NU25Chomf1mXHYE0J5HP5ZJ/Dff3xcr8f+gtgs1D7UkWeW7dmnaUbDrKJb/YfVy2iQXTbDuAUU1RJKs5Lswhlou952rZaZ2C7DrddlhDA7a79ehv3LixJdYfAg7kAZH0nzFS1KHF7RL1eD7TpPyQXvei6XM09PI49PC1/94hXX8w8s84xI4JNPPmV+/C0C9P0tMXqu939HPNwh3ozGnGZul8kSes4Th5d8+fNPWJaReX7Df////r/yP/2v/luG0wvEi7nECF6N70EkkxDCcOBwU+inhZvbzNxPIPD+/Q8VCZlQIHYdLILzgSBCXwbG6Wp0c0LNQQgx9m15KNmwD77SxeeUWJaREA50XSR4A209PF0A5XjoazpFzHAtY+X6tBA05QS6UJaJMl8B6w+J/Q3zcrVQ7+k1pbyj63u6vmc4DBB6e9rB44eefL0yXh4IwRO7iPdC8D19Fxg6TxdaAlPoO+g74bo4liLMWbkmZclNdivewpkMeQchKHgF79AQUN/hwoFwuKU7vSIcPiHLics1MWfB0k5bLk50o6xZ+yI3EX6mOxs+aU8ItQuPnwXUJr+pjRpEauK5oaNNkUS2UqqdoYVDPz2d+ZFVD6WR4q5cALvb3RLhtbYr+6qFPndG1huVncF4vnCrPd3zJKhYqW09mS1sC0jWMzfvhe2BtXkkrSgLpbaw513waNecimMpkeI7uwrfI+GACxMik5USi9XrixauTyM5O47HO9JUh+1gIcE0XhFVuu6AhIHp/Jqi3uZpiqA5Gy3cfKUbAsPxUw6niYeHdzw8vObN97/DSc+v/uxf8lnoCN2BnGbEWedoFE+YE6ojIh4fOvr+SIxnrpcnlnnBuUh/ONJ1vSVqlwkRZ5T9OaFFOfRHYtdbfiMnci5WUSjZwGG1rOpdAIFcSXJNLsRYw/tI9J6u68gF5pToQkBzIqWJJIaNCN6ShZoTHq1NZktdO2VZCvNiz2KpCVjRhGdi6SH3HfPlgevTDzQ4eClKydCFA4qxWUdX6LzxcwSvxjMhsGRnFQ6tjOuloDgbXaOGeVCcMcmLEKISulgrM8Y4FocTxDuSO5GzYymlssRvG9S+9C97GV1h/Jtoi1ATj83O6Pbe3Za4xTGOVPI6wbx1ha7funrOhpRtHkWheoR/LIarjfpuF+tsXhKbwWjKudvvtRnKTXm3xWy3/9w7ASrR6M62ttLps8HFsss9bMXaRj/WPqKra7Z35pqg63pBpagZCvUUiTbpqg2gEUNdaoZSOTeWZWGeEs739H3HdH2i65ztuHNiHK+cvEe8R6UwPr3G959SslHyU4pxRc4jvr+lO74gxO+ZpyeeHt7w7u1rhIH7d2+4uXvJKUbSkkxwKzmv88EShmIKG2OP93YNOSW8D8TY46KSFkcuC50YgY4WS7j2sed4OpGLVW8u5yf63kITMM6KxksBClXZ116PEOlipIuhTll3lQ+igsuycX/kZSEtMyF4NCV8F7DxfTPz+ERKmXnOzClTZ63bCD9ZKClXEmCb1LZcn2xgsdu6XsGMkZBxUghSyXw8OK+oOOZkQpEr70PTGSfW5NcwQ6X+cd5wI84HEFeJhkBdROlWw1NUtj3nWUJCn//zA3TmcyOiu/fvDE39yE6F1g1RV13ZvH2tm/NeZ5t33mgPf+rxkYbCADmmX9VXE4foLtaRZ3av+VP7ZQCM4Xhv8VoO4nkX43Mjsq7tOutgF6bs/l3KruZRB8UqLaNtSEMzwhtV2eaSWMXDxsQ5VDoIx7prTZSi9IcX5OuVtEzktHC9XMENII5SJq5XJcYTTw/vuX/3jpevPuH21UDJV5bpwjRNHF7eQl5s2AuFeTwzTiPxBDeHGzTPXB7fcj0/UorQxcj9+x948eoV/TCwzAlchzi7ThFHjB3TYlOuuj6Y91RMWIILeLEdsySHFCX2PUN3IMaBEAdOQ+Tm5kjB5nW+f/sO581oOJm4ziNdf0Cz4RNiiHSxp+s6+qHnMByspwOrkMRuoAsDJV0REXzXEX2dWauJPF/RNCHdS3LOLNPE5fGe6zRxnSamJaEihNjZpuOM6CZ0B3tcRaEIJc/4rq+5KCXNM1kLmrMBQqvI1JnaFOA6Gw4hpdZhalLmnKcTIzwuImQcWRyFHh8GxAm5FK7nJ/L1Df70S+iqrNQu082bfW4PnsHhV8uwf4Oxvq8E0tsHN+95/WDzSDzKBlk3CW4bH1UfoEEPpE0zLxjO/CceH131aFbKLrumaaSsD0nrDYPbYS6qO2SlBBry6XnL92Ys9keLqtYSklSui2cWWX/0CdTiMC3N/NYr0QKadpWo5w+2maA5CZdZOMbIDY4Qext+VB64nmckREIcKHhuP3nJ47u3pHnGS0937Hl8+x3nh7csy2IClFt4YxO5pvM7Yt+DKCkvhHhricNSez9CYLh5wd2UEOk4P038xV/8e5ZScLHnk5efsMxXlIVCQLQQnOLFXO7OwTD03NzdAcLVeXCOy+M9pWSG4cDtyxcMsSPnzDh2vHnzLe8fvq1VEuHly885ne4MFTmO5DevCU5qD4ojdj3Hw6EmD23N+/6Ec8ad4buIiBL8AacLjmQ5ClU0TyQdEYSlhjBJC2OC+6eJy5hIOVfSW3B9xEVv3lIILPNo/JlpIUaH5GSVEhe4jhdECl4yXTA5E9e6nW3DKWqx/dyoOYEiYh5QgaFS7zXpmxM8nC8cOo9GeMgL7779Sz6JL+j8QO5umJKB1rbq3+blNllzDUvwweb2XH5tA0bb+fTZ+56V/WXnTbCzKTsfxSD8fj2F2Rz9kVfz9x0faSjMAOxUf5cJrzHQOk+xXXFb7LK599UtQp+HKW1bb2otsgsj2BKnP7Ivq/F6HqbsfbRmoQ288ofr09TQKBXLXHuBqRMOPq7ndU7oDwPjNNW4zzL1oevx3mjo+q7w+O5MzoUQDzZiMBxxuYBeSOMjUwr0N6+I/RGHo7/5lKKFeb4Q5yP9cMfh9JLL05MhOEmk5Hh6Gnn/7i2fvLyjZMHMYaYUG+N46I0b4TJOTOMFh1rjVRfJl7Ndf28hR5TC+7e/ZxxHruOV1z/8HrAJWkWVeVm4vdwyHI6EEHn58hObsZEL4oQuGCRcxIYUiTj6oceJcU6ixabGOajDR2itWTkVVJTYRZbpwvXxHdfLmSWD728N5USxSkbwhNDRdZF+sHBnvDwyTdd16nrnFeNfVUQCeTlDgztjVQxDtQJt2txa7WqvV/StSas1jmH9IK4slKRc00L2SjwWpjExPb7B9d/Rxc+Z3HHNDezd/nWHNwGqDV9t33sertum1eTyOT/ptqlRw3o2naubnWVadl72mqLbvsdGSsofb/bodmydas0PaAu0ukVsRsG8Dl0f0Pa+5zfRqh7rAtCMr+7Kp9upV9v5gbHYX+d27L5zNTa7VFPNNOeilQdC8Qjj4kl10E5LFJK1gpqsRfp6fkTVsBIxOspiRsL5SPAD02QcC60HpuRMEsM8lFKM+i505DwbH2SazW3vBmLXE2Kk64174v27t/zub/+GP/mTP9nWGZsT4r3DZ0s2N3YsUwRL2GrJ1qdSIKeJ8zTy7u1rruOVcZq4XJ4Ac60b6UuaJ26WW46nG4bDLcF7G/JbgV6IWMUjVMo45/A1Fdjg4a45gIJdK65ejzGypLxweXrg6emJWSP4QOyPeB/xvlhlJgRitD8ijnmazGiVNinMDDaSgGj9K/X+baBTi1iN66OBztbcWd2edP1TI+u639gMV5OLrMZJkrNWcuMZXya8O9jAIKA1Ia6Got7+NptjL6a1gvihVnzgOD+Tb7Xg2ooZG2hOdQ26f6QBW5LDfv5RF+vfc/wjGK5+9OLeNOxeq09jZxTWhrJ14WT9l6zVlD/gEWkNIURZa7S6BSrr+q0PoX6nyPqg23nawu67UNuDzVpIebEhtjX+e5o8d9EAPD50dP2R5ekHUilAIHjPw7vXxOElfXS4Aue33yNifIziO54eH5mmO3rXUI5GwpLTQloWhuEz0Jk0X4BMXl4Zq3eIxOHI6eUnhFF5uH/Pt797y+vvv+e//K//10aigi1aEBu0cx4npmmsFPi2I5WcbIp4yTgP03Th/u1rni5PPJ3PTMvCnBIinpTT6n2N88hU/8zzxOc+crp9RapxuBMhl4UQDUQWQzB6PIw52yDWmT742kjnjZFK6t5XEnm2JObleuX+6cplvnB8ccfp9hWoMk+PxGDhRgyeEGzAzzgtLEtquwTW02K4FecCOSlLsmqNNattLGolS90Q7HMi5klsU8YNum2doJY3SKXQezEshTMCZMSDO4Ab0GyUA0U960Q7dhtaizbKRsdgPKSsz3ANGVr00QwB5bne7fNqq8LX3IO2/FwzNKYAG5v97kQ/3U58JB9FTmhe6oJubtEf6rG33WJjZ9K1dLNuLc+utNnTNf+xTjpqvha0pEdjD/I7v6CsBmEbyrqeXVo852nTlPYr72BtILKztfZnmJbEkgpRIorjen7P5enCcHpFUTg/vUMLHIcDhz4SWBjHiet15PHpwvk64/uXfPayQ/sFKRdymZmv73gUY3/2wwuGPiLlSp4T4/Utpxc/oxsOHE8vUBXGaeGv/tO/5fFp4ebVL7lMC4fj0aoF2dCT45KYpivzdEGXCdFMXq7k+YrXTOcSl8d3PN6/4/27t7y/Xs21994a33Je12RfWh7nmXT/jsvlwldf/Yzbu1fE/kDJNhFbi7FLibdBuZILTiC6Sr03zuZZoOQ0oZIN2CUCaeS7777ju/vM46WQ5kxa3nD3SjndveLV5/+M6fEH+pgZYmCIkcf3r8lpqU1rA1K9FDQB1mg3Z2FOBvMeukD0xvFQspAyNg+20vb10VeYuYHFmkXJuY48rS76shQIRtpTXCTPGdEFEZjlhjFvuYdnHK87mbdE4uYdVzT+j3wAq1I0FdiQnvtDam+Eva+272OG3mo2DQ6wNYU9Oz/Pz/f3HR9Z9chVoWpM30bT1UfVGk6Mmr66vfx4EWA1hrvEqL07q7Kn8lrjrabgGwvcGkxUZ2JzuWRvvDa/xeJSc733meXmejonpjh1Wby42uBjngKqeFfohxtKKUzTlcvTPc513N3cELlyfvcN79++YVoK41woxfPiZkDLQqlowm7wPPzwBtwNvl84P76j6z6rqMJCmq92LbGnP9xQcDw+/RUx9vS9gE78D//+/8O//p/9LykK4ziTUjEez2mubrJwfXrP0/t3TOOE5kLvA49LYpkXsipdHY5cUCOjFcWJX9vNgTp+0IRtyYm3796SU+Z0uuN4e7fj3ug4no50ncMXJTolBKwdfr5S0kQpM2kZLXzwnlTg4eHMf/jtey45kLKQ54kYOsbrmRgjnO64/eRz/PJgYYgI49N7lvGMIoQQQBZyTtVrEHK6UtRTklCSErzacCa1kYbzDHNSYjAO3+CNgKeFRyI26XtliW/y6prn0iochTSfKfN7BnlklE/J1M7NXe5hH040edvyZ80IbN60sH3e9G7zFMxR3qp+G21h8+NNhyxvvgU9f4iI6I/GcLWmYBSQUlm3WoaikTi0HX0fFsj6+62F3C50jz1fcw+6W4Tqun2Y0VBtUdnzrEQ1EfW7Nq/H+vtrK3W9hzUBur7L2eZR+x9AKDgyERUT7uA9TpRpmZmnkbRkbo43dG4iXR843781Nuh5QogcDx13tz1pnshxqA1iBdQZhHmZuZ4fuLk9ruujZUHIdF1PGoxwllK4uX2BcmbJib/97W/41Z/+M4bjLaqsw3iNW8L6RZbpwjIZH2ff9TS4e+OYaENuzLDY/TZpleq9+TousE13H8cRw4TC4TggvrdhznV6vSUvKyhOjHLObKzxd5ScIArztPB0mfntN/d8++6K+NoYlhKpODNWeSHPZ8IxEvse7zJaJkoaUU1QQ4aVwAUAIxlGj0avX8Qg/VVmUoZxgVSUDqnYE1eh6lsfxQqIaknDVdLcqs1t4JFqxulCcEoprn6XVg94I6/ZKdLzF1q3Z/vy9W367KcWxuyRms/SFjRdabxeTYrbs4VdzP1Rx0cZihXBvX5hYQMwbQnNLaGy/XebSKDPFHsLt3ZGaP3dBze7Tkiv4ca6erKzrEJrV22Viu0K28NR9iZu9SwQbLq4W5NLVkvvUN9ZziAEVK/GxD0vOPG8enmA9J7x/APnpydC6KFkhqHn9sWRu1Nkmq70vTFBgeEsnHOUNDOe75kuB7rhBu89TjNaFvp+sDLeNOFd4OXLT6EI797f883f/Q2/+c1/5Gc//xU3ty9t+lY2Q5FTZpkn8mzeRQie0+nE8ljoYlexDzYiMWtlTdJKTdgWXywW70Ksg2dstZZl4XI94xzc3Z3oDrFyVRZSmiBERMoaL9dkRVUErcoN9+cL33z/yH//V+94mjKHQei7QHSQy4L31lC2zI8wObrbO8vDjFeDQDlqU9hSjbcHsRzQdJ2QcETVkyujtxiujSXBZbGBxVLvseW91k1MMV7YNgVNpE7AbIAzez1UoJuIh6KEqCQ10FXbiFZ9eRYO7xS9etAr0VLzwuuHpSlJS7zCBjvQRt23E+vmpUj1KGSTf1OhrdP0j5bMFBdxLrA2zTaLuWYgmwWteAXqCDrZX2pVwNUIVEXfWc+2Nutvd5/fkjJbd91W5tkZix/FX1uY4QSb21LJAewB6O6TW/kqqzImOErdKcqM5kxaEtE7Pv38jht/5vc/PKLF8+lXP2d8eMNw+Jw4HOgPPXm+IPjKeuQgO4bbT8hpocxXVCPj0xMhngjRmeCUQoyGivReq5GwBqvLRbjkkf/z/+n/yH/xz/8F//Jf/Wt+/st/wjTOpHkmTRPz9YrvDnz2+S1913PsB36YRvo4MPRHUiqIjIxLgpQraMtwiAXzCo79kS70WwWkJLrY47HGrt9/83f87GcwkfF6hHgErfiDnMkpkTRVA9zjIwxR+f7tI//hby781bePvLsmnAhzSkSv3B4iQwhE76w3Izry9EiJC9IPdMMNfX9iymeWZLT8aZkZDjd470gLPJ0Th0MiFyVjCdUQTKnmyla1D3kdjiUXvKiVRHdK3fZE28XD6iH3weNjV3tjHAnHlIxjszRj0YzlzkNporzm+dkAgi3v12QR1/Jnz72MBk1c/ZwfhRDmHa3YCtomuKmJNmX4icc/Akdh3oGiKw7eLF+ziPU9O3zE88txu5ulmUxEW1+c2Z9SFxM2ldfCtkvtjuc142Z9m9fQHvL2qXY9rn7XGqCoLW7Doqx+R4GkHinBXHcKL296olNiUL799onD3aecesfgJ36fF5w7VaZqa3v23gQnFcX1t8i0mCucEpouTPOBQzKXOYaBEI9kjGIu9pHj8cA0HeieBnzsyFflm+9e8+b+/8Fv/uov+Vf/8t/wi59/TcrJhgOFwNdf/4xDd8LhmK5XK7fGnq470BdFJaJ6BTVQWHY2VT2ESAgdd4dbRLB5n7kQtbNdlQKaSXNifnpk6AZUtaIcjV7Ok/FUcJ0z9O6yKH/73fd888PMt2/OPI2z4RvqQ3QYT+WhH+ij9YxYwlIgz5Ql48LM8dXPGOffgU5brkkXnESci5QcmWYh41HJzPNC33lyKaRsT74N1XZS8G7BApGtVTE6Gztp2AvDHgTvTfZV0JKJQ0c4fYEbvqxqkCl4ct14VumtbsVK/IwlUjX/ASOwk9NcdB1O9aG8/yEowApTaNKtSlLDA1ky2XSxIolIfyxDobRBKlUF1+/ZYsQfRUCqz5WR/Zt2GLNmV565v9v791l42BvDPxTfbcZEtxPQ8BhbOXkDjG1mpf5mZ6VTccza4eVAN5x4ceeYpol5nnh4mlB/5O7ujs4tpPFCkcFgx5opanT+7Zyq4OORcn23NuekeWKeE8uy0KWl8lTYrXkndCHSD8faPXnkcLzhcRopRXn37t4g4YeX5ALn8yMC/JNf/xk/+8Wv8OKN+j4rsR/o+wP9nOrO55mXYsYrZ6SxVvmOvjtwON5YOTMlcqq5D7VhxqIeKUKeZygLTpNNBskZoeEwMuiMAy7jlYf7B37zzXvOVxjntBNrI7QNzhFD+2OuvXcGfFJNpGVG85XQvcDHiKQFzQkXenxlDEupMBcheo/kSgpUjUku1kKuKF2w0qPDODStdG5KhVqg3BzV5iFolVPvrLksBGe4mnBg4oakDX+x956rVsj+32vQ+0xV5IO/Wx5uZYnT7XXQ5zqwO1vTqWZLiuzkXyqORMUS+z/x+LghxVo5CHa39jyoeK6c672tXsDuwrTQuku3+93x/lF39WceRCPLkefn2n0nz86w/dZO0/DuH7yhoTm3C97doQ2Fmeno3Inh8IK77HjzZmacZt4/jLx4+Tm3N0eW6YGn80gqkShYg1JJ+DCspUfBIb6rE7HMTV2mmXlcWKaJ1M+UvNT5KSYMIRjpTR97DocTp9sJ/7DgQ2S5XLh/uvD779/SDTe8fv17gnf8+he/5uuvf8V4vXJ+eGQ+j8T+QD+c6Odi4/PwTF1myRlZZit7IwQf6LsDw+FUafUT2Rl5T8pVwUTxGqyDNs1IniEvLLOCFMsXkHFlAi08Pj7wd9+95W+/fyRGA0Q5EVIxOQlOiMHVuB+Cx7o9xVqztCRymcmaOHRHQuyQcSTnRIg2FiBn4+aYMtwGj0vW99KkohRZuST7aPiIVsY1fohaZhfbdxsdvkJNjDrEGzFvjNZ450KguI6RW5aSaN607IVQd1K5qsEuFKhKv5fLhgp4loPY25xnElrP8eylJvO13wfTN0GsL0VtaPZPPT5ySDGsI/bqxW1HM3fFyFXrijRaVmnNZLukWasNqxiLUKlJUJXniroagTXEkTUXAjtjUle12dfnpkmfvSpYCQyBxAb9FlEaO1b7REHJ7oB0Lzncfcm7+9e8/uH3PJ1n+uGOV5++YJ6vvH93z3dvzgzHz7i/f0sXAqfBiGW9j7juCKFnSUZnp3mhLFeWyyPXp9dcTwPd0DOUW5wP5DRSkoUoXd/TDwdOpxumeUH1O5wEgo847zjeviAXx3WcQTP3D1dubk+Ukhl9wMeB2B3oDzccMhTnYRqZijCmxHJ+ZJrPiBhL92G44XC843q9Im4heAuql+WKlmTDc3ygl4DOE+P7N0zn9wB0MXA4HDjdHLk5KExPPN6/55vX98ZFUVItwW7mPXo4RIhBicFVD0OIEfPMSrJmtFKY7r/lcPyElDLjeGYaH+lCTyFQ6JkX88qCKJ2H2bWRgaBFKpGNw2upnoONXvCuju8TZcmZ0NVqCMZslbP9zolwOHT0t79Cuk8prkfI+MrStcnsjpCmvuZ2P1un76asW5GuIXiVlcCihkoIqxf8o5DkmZdif6dkvKWqDSdknyoFrteRn3p85JDiTfG3i/vwogXqFCapF7+ixT7wRjb3yGjct5M2TMa+yNM+swFi2hWY0amP5oM08J7Opp3LQC5uNSgiLTatZkjZZkTWCCu7AwuKyhOSrpyGAyI9Lgws04WHp9fcv7vn6WlkXl5zPb/nxd0L/OnWrtpB6AZ8f2NksmVhud4zXh64jo+U95HDzaccbzO4jvHyDtFk5cSc6bobbo63lGVmvDxyd4jcnowVSnFM1wtv08LT0zv66A0arsZP2fUDwzDTH24Jw4ifF/ySCAXm5QfmyWDjqBBCx/H0ghevPud0c2uJvnmyqkrJOO8oywwlmYK5hVj5Lt893fO7v3vNL774hK//5E/57NVXcPmOy+MDT0+Zy2yhQKo5pDZVzq/uvE3tagOPnSuIGqWfsXs5NGXmKRHSPRI8x5dfcH3/e/JyJS2wXIVhCIyXK8Oh59TdMucnlnkENaaqPgS8U3ICT8FLwkmkiCEvVYwctyTFBZvgVtSRtVR4u6MbBuTFnzAPPye5hifZGQEw4qRdzqHNm5WK0VBVfKlARN2BorThwM04Nx7PbVjWxm7lduG2Ukl8awuC1hGYbX6MAD7EOhZRSHnmpx4fmczcdoEti7v5TGbxqmJqbR5bXXlbvn0o0ZSy3Sjt1Rpy7PMO5slsWI0tTLFv3oO3trPpzjOAta1c9t+nq6W2cxlu3qo529eB2KRxMfq4vrsyLYm8FEpOvH97z+PDkzVU5ScawYHBD3pcjDYwxgVyupDSyFJZppeUCBmgoxRn9G1Pb/Ah2L0heLUpX11/4DAceXFrf2xiuliC8nAidu9AF8bpEUrGu0iM1i/SD/aeaU7MUyKp2CwM52nM2113YjjccTzdGclNb7kL5xdSmknZ4aG2xyeCQIiOJRkdnzhhuLnlcHNL7Dvmh8zj08zTdWFMxZK7q3tuW4kTR3Se3rsK17YchZNCrueNMeC9XWcuhWm+otIZ23Z/S87vbMcvwjQvTEvilcDh1HPz4o7p7Ei5EPoTN5/9EtLE09u/oyxnvAfvPXNu/qZScKSMdZ06w984kTVE6voI8Y4sA0m9heUrv0M7CyvtIEIdgrz9blX+Omtjnauyo7Gzt7XqSX1vo15SO9Pes855mw+7lQ61ht2KqsNhJV3nfrr6f+TsUbsJ2kPehfa2PDt05k4ZV5VWgxorpTZ5PUtd7t+5GYldTLf9pi74WtmQ7bWdcWrnkN3n93Gh/bc8u/4P3gTUkizVC5HIMBzx/gHBcgnT5cz9+0eu1wkQ0jIxxEDwHeIP+P4TfBdxYQDNLOMDab4yj2fm6WqzMV1nPI7LzHh5wDtHiEaU4n0PWjb+h/7A6XTg9ubIeRZYHMebF/THG/r3t+TpkevliZxsp/Te+ka6/sDQH5n6mambSEDXHwixR3zAuUiMB/r+yDAc6TpPmhdbElfBaFgfjNSZpxEhBOpg4cLpMHD74iXHmxPBwzXPPJwnnsaFOWeGyo7VvEbB5mtYKdQTveUpgrPcRFoW5iXhQyA4w7jIMpHG2dTFCS4MlMXK3UUd0ziyTAtDL3S9YzgMaB5wKTHcveKzX/05ZZ6MV/MxI8x1UHHaebGepOAKuFIqpsIRvaOPnq4/UFxPUkcqNXHbypxs+bXGdGai2BR6/++y7v65UfNrfpZMbx5Hq+Y11Cy7d6yedaX233PGtoYSoc6M9b6Gw/zk46MNRSkZca1V1XgVWzPNhqQ01mLzONTchpZ/gOpt2NE8kpZP1LWTZhemrHMKqmGQBhop6wK15bIfmoXeHpqs+Q0zDi3nsX5ub1zqT1tXagufHBpuiN2NDZspM/1w4u/+5j/y8O6JXJQYPY6F4eZIf/qM7uU/Zfj8n4CeIb1jPn/L49vfMs+e6+Mj18sFN9zR37zicn5DKU+U9DnDcGS8vMe5SHd4STfcEruO2HfEGOiHnhcvjjxODpaOz372J8zzmeF4YCwzD08j16dE6EAwiHWM1o3aDweGm0K5XLl78SnjPHE+P1KyJUhjI6LpInmaLLgRIVVnUIrgtP7BEnuqmcFHji96bm5P9L3H6YTLV94+nrm/Tsy5cIhtQABAhc1XhuwhQgiO4BVHRnNmmiaWlOlKT9FK96bWz7DMF5Z8puuPgCereVdpsXF+47wQn5R+KbUjteP08hWf/fJ/hMQXiBQev/0fGN/9DcVFHLm6/daUoMWTc1Uwr0SX6SOcTj397acsGeaykNT6mqrorQbgmUTVv7ZJXbWqsnqtdePTBn5r73Hbxlw/s1LGis0iQXO1vZUhTty2eTavv53Pe1Qi4jtstNVPOz7OUFQYbysTbSiFD/IWOydh30IOrlrD/Rv2nzWY9d6atjyHVUlaXqPstPt5Z53o1g1atLY4r9ex90q2s8PeRMDK5KW6ovAa52L0mct8Tx8dwcH9/RvefP+WkgXnFKcLp9sTX/6z/w13P/8XHD/9FUEWJJ8Z37zm8vgNT+++ZSqWfAzDS06f/oz3v/8LxHtuXnzG4fAJ4/mdGWZZuKYMPnB7+9Ko3aLjMBz5/JOXnOcLcvG8urulO37N4/u3TOcnCAcuTxMvPnlB30WucTblPwzMy8xlWpCYOZ5ecjfNTOOVN8tMPxw5HG4YjicCWkcL1PV0Qh+CcS1mI6AJzhNcQGLkxc2BBc/x9pYuOpjvmS9XfjhfuSzLipmIzp5HKZavuB06DgEj3gngdaEsdcbJMuFwkEaWMjOVxHQdWZbZmK6LMp3f0wdhmRfGa0EFuuCIMRgJsVMeHh7oDz1pfGQ8/8DdV1/w2Z/91xxOr3j/V/Du4T1TtvBExVi7U65kNs56fYJP9MHR9wF3+hlFjDBIqky3cLwhky339UFObZ8kr5vq3iNuobEIKxv6HlvR6A6bnJrHLGvILzVHuIn66pKb3hSbaKYipJ9Owv2xk8LqBe2SMlseoYE5NqWWDxSzcfexMvbUxZGapGwpINmUXypQsdkFXUOO9r07t6u5Z2wLW9Mmq5fSrOz6cZph2L5kzyFQihJ8a223h9APA945lmni/t17xAmhLETvOdzc8dV/8d/w4k/+5/R3n+FigDRRlmsdqrtQMoTuyHBzYEkL14ffM08jsT9RstZReQ/4EFEpaBGu5yeCN+7Ovr9h6A+8epl4+1SYUiYtIwd3w+F4g4893/ztXxtVng9rSLgOHMaDOqsiaKYLnpvjDdPxli72hNjhfYfXhEhAXKr9IY6c6ngE53GaLOmrhegdt8eed4+Z5enCzIIy8uZ+4nFMLFlXKn2pIwqdA7JyMziGznAT5h5Hcm3315Lpgs33TFpIOXOdCmnReg5jglqW+icVlmLYiW4xQFwX6vyRXNBkFRs00x1P5BefM7z8mn4yxq0xmYxGv+m3YcaUQyccjx398YgSQGyGSdDdrr0KnxoMfDUUBv1uMryK25rfa8rfvGCb+9ryOPswWqTJaf1sLXtu+lb1skHDV9G2vKFoxvhA0j+s8/X4SEOx4eJZ16MmgOqO0xKW+wtf9+ydS7UquVgD0gplEEErnJj2TWtKQtfzbWfeXLv979vHZLMLNOTbLnrbjjV5pD/+1ZoysgcfYweaLM9wPRvLs48MN6+4++LXfPqn/yXHT3+JeAc6225cFkQV7yLd8ILSH9FpIucr4/UdSm9rVwrzdGEaoRtuEOfIaebCAyEE+uMtsRvou47TEDn2ni5YA5jmZRXu6Xq2cYTOV45LsT6SCjkWMA64nHEYqGvoDkQf8M7jnMdpMeJaaRTwVD6JjYTWjLolKY+HgaenC+P9e8Ic6EPh7ePENWVyqQzYJsFVESB64TR4uqg2vEdAJFAKtRku40WYl8VmpeTMnDxLMjBWJw7wpKx1UBK0qfVLUpZFKZ0Zp5IzaZ7RZazNf4F4uKG/+4rj9RH35kKZkk1gw7ybGksQRDkMwuHmRHd6gfqhJre9SUWdgL5ZAGhsOW2X33d9qrLOkl3zZztdAepayKo32gxFe88qxpuBWPfED85lv636hmJUCs9qjX/v8ZFt5obmaqVDG6jTZiOKuVlU66rCTtVZ9/kV81AVtwqgGT/lgwZzWr9nu+VNmTdzsS6T7KnydHsG0txAvzvPbgnXN249++Yt1cy1ymq9ffOolgukM9FlulgYXv6Su5//Kz79s/8VL37+Tyl5RIv1ImQJ1mUZbzicPiP8vOfx+sR0/pbl+hapE8hdEHKZuJ7f0nUOFw+ILsZGdXkw5fUd8RTpOk8g0btM7zJ5uZDmC+P5njJPfP2zX3B7e4ciLEumZOj7AyFerZGJ6tjlDClBHU3nXcCpM8yUc/jgcHN91nVUYRETYueltqUUJDoOxxN3l4mH198wx8DN6cT3D2fmXHZrrSAFp4ZjCX3gpo/0sVj1oXadaiWA0ZShs0FHUyosGfBCIoCa5+AQUs4277NsApGLkdfMs5oBSQvz9cz48D0hmKcVugPDy5/jQ8fduyvLnHmaHpmBzin4TJBM7+H2eOB09ynDy18ih88RF+pUMl/zhQVyNsl0Dpsg3FwAt1UA1TwGKXVS+R/YnKjOgLDJewtLVqRm3ZQ3b0Ofa4TuJFp1N5Fvw4f+1OPju0eluf+Q1VzXpryqm3vblA1Y/6Zh/3ULLVQzIsXcYee3pGY7J7s8RTvH+q+dW/UBtqLR9EujX/7gt5snYg8WJ4haOXIzcnZeBZaiXBbHG3pi9+fc/jLy1fB74qdvcTe/4sUv/g3d3eeE4UAuY7WJNrC2EIn9CzjcwnxCS6a8+UucFmJ3CyXg4skgwSh5GUkpkeYRxJOWwni9Mh3vWOYbcj/YDj70/OyLzzjceC7acz5/T57PfPrJJ/xv/7v/PcfjwMPTlfE6cbmMhOhWbmOp+RtX3dhGHTf0R7p+wIdgbN4+oiGiITCpWs+FKklAfCG62kNQQFLhiy97yB3TWHjzdOab90+AQbQFIWcDtCkF75SXN4HDIXAYHEMn9FGYr++Nxq4UVIWn88ichVSaVycEb4Ke6/OfM6RaEfRsCtKSi6KVOGc68+7b/8if/pcO8QPeB3yI5NMNv3i64qQjL78xti5jRUbJRFe4e/Eph7tP8acv0f5zy1FUD231eqtn0a5T20TpvSO9/3t3re2FVZ11e20NUGTb6MxQ7CALyocE9duxmwusruKcPqLl/KPp+i0rK6DZEJjVLVqtWXW/ClIzttuirNZRd6q+JmYaoESefd+WB7G24nam9pndmwGpsx/te4ta6W1ltaoffTZbpAptg5Kt8xD234NZ/rkI93OH8DPyJzcMp5HPvl6guyMON4irw4oLtH6HZsSceHBQmFkub8hLXsfOBR+Mes1FK12BEc6KIhLIanMz5nHicj7jfU8IR27uPHSCDJmH794jc+J//Gd/zqeffMUvvvw5v/vrv+Eyjsb05DwPjxOPj4/r0GJDE9kfkUBwgb4/MPQDfexsByrF5pSWOgy5mW1Vck6gmd4HbBygsowjiPCUFn7/MDLmvLrLRZWgYk1KWJjxagApFzR7NHvIwQYFLcs6lHjOjmkxziInNq1dBHIq1gDnWnOVyWHwwlyrFc5hIQ1U45cZ77/n/P4bTi9/iY89URUpiZdf/ZrL5cL9m98zp8XwI6oEJwxdput7fH+DxBtyTezvyBdoJqqJcOsg3dHRV1mtf7UqRTMOz8qnNdnpVlOz+93+fB8UCHTrq2ob+jOPXDBPpzhEfnp99CM5My0etXWoGVc+VNb9fWglQNkbh20x1mTR+vEfO2EfttBq9SJMWLdXt+yu25iW62XaTNGdx7HjKdtb+O2hrfHLs1yIAnNxqPZIDEhQ+pOgEtb1sLq57EKbthgJ0hVdzuQ8ksvGbZC1rBmQZlnTPFk4EHokHkAK0/WC84943/Hqky84xAPZJy55RLPy8y//lLvDS07Dicvb9zw8PXKdJkMcHk5cpoVxmpmmiZxSZWKqE8DFEXwkxo4QOnwIlHm0CoeCuDa53KgDvChBhC4Kzgs4wxLcP428P8+8OU/8cB4pKKF6d16E6KrxdtbfceoDngWPri3VOVlfSa4eRSpWLC9FKAIxqwHXMPo+0efNhcHVkMRbQ5lzsuY/oFCmM+e3v6M/fU6shDkSOk6vPufu06948epz3r39Dhx4dfResEmGPS72iO9sZEH9vibIW6Ok7jan50LuVknaS75UZu5dNk1tLQTrpHb7d8ve22hhs2vCuybmVtktTYLbNRrXx57Y6R86Po4zs+g2XaixAcHqrtt8D2octSUot1zCtssar1/9XcNi7I69EbDQbEv67I1EQ6xRBW2lXa8Pq0h5VlJa8RQ/Mly6+1KlTYhev7XmMZwrpHlZIbT2CWNbeka5rnVNqJRq6ZEyviWP7wATZGOxVqbzZLNAq0elpZDmkbwkusEz9IElj4yXB/NWfOTzn/1TvBfG8oTIRKDnf/Fv/lsub97y+u/+ht/89b9jWmbG8Up2jnB7i/YHJERKKXXaua2/kzpj01t7eQg2dSzlYiTC3hOkAymE7oAXiN5x6Bynw0Cer0iZUB355vWVb98/cT8tnFNaB/FGJ3TO0Qfr63DOUJjHoceL0MdIF906vtAMBswJcDaYx/IthWlKHA423lAV5iUR6n2Ic8Rgz6ULQghGOjP0ro7RA82Zx+/+ktOnf4YLNyYCzjPcvuLVl79kenzLdH2P8XkXDiFwPAm+O9TZsDYtrbRu0SrHLaO2KuszOW7asgul22ap+nzGje62psoNVXZZ+WYYW7FgpXyUPV1U+77mbVTj0dICztmUup94fDxdvzZM+mYNm7HQ2jxjltZtnXu70qRWl8p23Vau24yA7L+I3Y7/I1+jvt5Cn3oVjlwp8iwEMXbtLb4zc1WvfPWItHo9pRqven87tzBnGz3nZIen14aSq9cvbk30aqWkUy10MuOX7wk+4YcDl6eZ29MdT+czuUx4HxC3xYxFHfOUOR6PhhjUheV6psgB5wJDf2tJzWFgKMLdovz660A533N5eM/D+3c8vP4d58uZIjZuYHm4J2nBHQ640Fm5kG1IUww9pYOus+pLmhN5MdKZvu9B4PqU+fKrn/PZy0+4ORxxTpnGK9f3r0njPfNU+OZp5N24VCKYxt9o3sdNJxyihZDHPnJ3DAydgnp8DIir+ZmcLcdaHIsKWmwwsvOOwUfGccb7ZFUDV7FO3ioPrS09BOg7z/HguTkULnMhSK38BM/4/V8z/fIt4fApLh7ARRQ4fvIzvv7zI5eH15zffQM50XUdruuR0FeIgoVcWoGDz6sMP/55/68PpdjmnG6vl+aVFtMZ+697lq+wEMsMYNtsN0ChARJN71pCip2ewRa6P9+c/77jI/kopOIljXVjtYyrR+DWKditVt5oMpr11coqZfGjKVjtuN9yBM+ima1s2Zh/nq9Zy22UlT+gxY3KBr/e9P656W6GprUca7vm+iVF2jfZC06kxs77bHXbV1r4UNb3CgYgcmWiVOEK3nNJiXlO5Cx0/VDzL8bxWMpikzHUXOt5sQSijwHIzOM979/8li++/qd0XcfpdIP7pOf9735D1o6+H5C8QFnImilrr4KynJ9QcYjvicNxpUYLPkA0QmHNxWaOqKPrBkIX8cFzOp744pNP6EPEoczTTLo+8vT6G673b1BN3B3vePs0koq1kXtxDF3gEOrsTwHEMUTHaXBIUKLvEBJ5mZmX2QYmFY/WIcr4DpurUsFvMVJpRI16PyulNpgZQbJw8MLQQ/CFcc5EH+pjEaMgnB5Zzm9Yxq+I8QQu1BkrnsOLV/ziX/03fPcf/l/MD9/j0oWcHZLFKkJiU7eMsr/1UNTtov7HFLt2IWvb0JrHq6vUtHGGDVuxsl2tf2Q9P+08rnmtJnHe7zfCKpGlrAanYTzs9yZX2uDiP/H4SEPRVqJ94eZV7EMIqbv2llStr+kaqLS7rq9ZXN86Rk0JWzZ3Q0k2s9KupblvqtY7kquiaiXRbQNezEDtHb96BmH9vAqoa4nTXf9HFc5tt6/nkOZFbaHJxpVRUWI1tgzFISWRl4llHklpYhzPtcfDV6yDrNR8uSgu2DDcolAWyycEJ5QyM17e8/jO8cnnv8DHA4f+QHYLv/+b/0T34ms8gtOM5FzBRVjC0oGmTKlJOJdznf0hiPPELhjEVws5LSBiHBYVNh69cHd7Zym7lNGslGVkShPjPMIy8/nLl3zz9i1zMgBaFzw3nSNWbglEGfrA6dBxHCLeO2IXICcbRFyUnCtcHIfzsXo/vj49JYRQ+Twsd5G1YRKqoRDoo804behNJza0R6SGKDqTL29Il3f44+dsw6cE8Z7bz37O8ss/Z3z/knJ9RxwE7V6SZUB2vBZahato3d3XJouquKvONwMg6weboVgBWE0Wn0lq2zibrNtmK/XfpeYrthzcVgl51li5wjs3DMeeXesfOv4Rs0frHewZhtvr9afqNdHmC2zTmTecu9Xfc2VobMpVb6qWUbfxf5uL79vAF60kOruqCXVXZv/a84tjU/IPYku1zsP1ftrzdjwr+Ta3j52RWPMfUOc8bhUaJ47gApom0nhmvDwwXh65np8Qb9OwLESxAT5GAy90oQdnlPYl59qUpOTlymW+orowjo+cugND33Oer7z5m//Ey19GwukFXhVfrENUBCgLKivZIIo1IRkYyCNe8H1vSqnFZno6b30hw8DQRYbg6GJA1CoQ3nmWNJI6xxIcXCa+fvUl/7H7HUta6GPg2HtOUfG1+ako3J16bk8Dx6Ez5GT0ZBwlCVocqQhLsVAu+kCQYDkKVZt2Ftxa5bANYWOWcl7wQAyOJSkpa503mrbdVeAoQjr/nnT+kvjqT42urz5VKZk4nPj0T/8l8+PXLOc3BGZ0CCR/Qynedn6RlZ6xtJxWNRTShAxZN6Mf6VKFCTRDsXnHulb7Vq+9qUY7HzV0rpuTQ1HXQHHb5gqsm/e2eWoFpf2RDEXJxUbXu71ZaLu1jZmnGS6h5geaN1BwuLUd1yjimzbuQ4IKDKmaui5w/crcFm9136rhWd2XWmJ9Fn7tUjyVeGS1+PX3red/jT+keRNmEKmVgf0592GQhS+yIunaZxBFx0eu998wnt/a1PLLA20qV04jRTsIjjJNtovHnuF44jLNNsC3FF68PBoEvOU+KJzvv6ePHTEcWPIDvLqF3iOa6ABXFcMI05WkmdwMXLGd1oce5x1OLVFps0Rb1scbZLzrOQ4DQxCGGHGhYx5Hnt78QHh1wD32lLMnP1mi8vObnlNUuhigXGmxtjghOs+Xnxw5DJEQhCCJvoMx2z0pHhccIdtgwlSEkgpddHV9PUoCL7WDFWLoEJlpV60K01LIRcjZCGdUoQtmyIuC94789A3p6XPIM2iH1jk1glBKwseOw6c/Z/jsF7ZxqTKqbV5SNxXbqGX9PfU158AwQu5ZuLtvHTdx1G33322kzVj8+NBVwZoGGPGxoivkUZ/JdlOGsnokf+C0/8DxcVR4aSYnA5g0rJ2F8OYFuDZwZPWudh6EXX61nnX3rwjO7ffPaWZadPCHjlUh16N2su7du7paK0t3BVKJk3WZAcyvsQX1SMXoS4umaEEPdbrVVvlpb2idpvY+o4I3haPM6PyAlNnmZ3YHHA9QzBUumlGXyYuQUiLEjnjsuV4W7s9noHAYIqTMlBcUqS3R1v8xHs/I4Mi6IL/4Aje8ws2ebjjB5QlyXe9SkDpyoPFPiDOAl6utyTH2RnKSbc3c8UCMHbHr6fqeQxT6Phrye5m5XN4SXngezo88PD5yQLk/P+AlEWRB0wKu1NKmPf3PbjuCFCTbBHP8hTTZFHehsCTFZrwasS4+rh5DqWue1VVvWvFBEDKaGuTZcZkLMbgKKlOyCEtReueIwbpVnSplek++fIdef49/9edomaqzbMqtRVGxXJw8k2Uzvs41pVPEyToBTNH6s7DNktnkdvNaN91wNfG7d38/9Nf3G1NLWqjW0EvM83RiDYzeOZzfkJtNVdZwQ/jPGKI/fHycoSg2kalBpdtEr9boVbbwrOqP7u973f3XWnLV6eYWrRdufiTslF5aT26Lu2DXb9u+V9Y4c72IGibtwa3N+W4/t4yE+T32fldjP6031GY1UL9nTVJh4UIrAzbi0gaRs48Uuv6ILk9rgrMl5gQLwVJWWpScSuFy/0DSTAx2nnGqeYoY8N6SydP1ien6hHceIZOne3T4At8f6W5fIg9vrWSm7TuN1RtvZDUudmaMncOHUGdc1DBPxZrDQqy9HzY4SFwgTSPzdGVJZ7w4Ltcz9+cnrqnw+O4tc7I28FSlMxclODhEz20fDObc5sK4mnCj4Gr36LzUZHitIrWgT+pTK7Wfw5LmtohZt/wDTrZns27AbgVfGeDLgGTp/APTd/+O0+0vEN/Tkn1rJWK/FwkfyPP+F3slbj/r8w+J7Bip6lufheOb77F2SkmFGrT7YfOy97kLkzLDkJjnq6xh+GpU6nrUS/oQo/T3HR/JR5EolUB0c+XtTxvlvuIN6p2std56odJajOtn90otzUR/aC/WRXNVqOoNu62bRNaL2RaoXgqlyBqOrEai7VK7B4BW27NiLiwGdYIFVtl6EbxsQ1/t/KydvQ2/sT08wXlPd7ghje8RUZwXXACPQzM2GHkRfOhRhXFeuH985HQ84CRY9+iUCCESWyVAC+P1kcvlHu89wcNy/5o0fI3evGR4+Tn++29wruBUkWy7njgHPiAhGmENYlPXO4OF44KFkRWAFbx1SDZWKsQzjyPT9ZHEiCY4Xx55d35CCvhyoRfL+SzFjGYphUPw3A2RQ/TmtWil/UfW3c45oevgPFX3HfMaWkXKAAWsAk8zDIKRzNRd3vmaw9BWbqzDepzJkRV6MqgjXd5x/f2/4/Dlv8Tf/Qn4fjX+e3928+S3zalFmPacN/lrxum5+TANldZO8AfCjVVvaBuJrJtg86jkR8nP59/hFNRt3vu6LWudN8JWofmYCOQjAVc2e9StiZ/t27TdHLKWSMNqA3beQmPggXXXhR35TdXmtnayc5EUEFcXVvQ5SL5ZBSpke+fFlRpybAa0WaKWeWZ7uGLeQdl/np0xodCHWiauT2qLU7edJOcq7FIYugEXreUbH+lPJzIXuKo1My3Weu58ZF4WputkkGNvuJRpyQjWdBW7aDF8iDw+vDG8CvDpy88ZLyOv374myQu++PrP+Oab36HLjOREWqylOOeCdxB9TwgRVw1G19lowDgcrceiFEjJeiGqF+S8p6jj8e33PL7/hnhSvvvuW354944fns7gPMfkuOuF6CypuBTl2EU+ve354jZiIY63eaBihfHcZm044ebguYzKuFhptzPmnZoYN7Lb4D3XlFaAlUiHlsm6qKVOH2+GXO15HjoLDXKGoVspnykpMT38wONf/F+4/fP/A/72F4gb8E6fK6Luw82dc7kqR5XjKgNrxWEXjrSdqEWsH+7qKxVAPbN5TO09duKmeQV9JqPmGtrXlVLIuW2Om2/zgfT/8TwKV8fONybhtg23xMuW+JPtavavAdRxfexusmExbC2qC18/buHM7ny0B/H82loUsvcIoO5oPMdTrEaO7TJWm6xbHLcSkdTfVigZqWxhjLD7YLt2kxAcitcZr09kLcThhtOLhJaFy+NT3VmtsS5loSwjKp5SjKIupULWBCL0w5F+6Oi6iFB4uH9gnmdOx08I3obbvPzkS354/54p/ZYv/vU/5Vf/4r/i9be/4/7xHpYJWWYD7/hABSDTD0ecs3l7cTiZ8RAz9jFGQ1QGTx8jSODN3/4179/9jim/5dB5/uIv/pLHxwud89wdB8ZlwddcgACyJL66Cbw4eEK0AcjeBePOFNA8mxGWGho5x80hUYCpFJY00/WeXMwzcRREIsH7yt1RrBzsW9gkz3AJTqCPynUpBKm5F2+JP5uoFVHXsdx/z/W3/3eGL/4F/ef/kiQ2i+XHO+9zldv2nq38/9wHeP5ZXeVo25g2b6V+cq/87Vtkl2dfne7NpdmpR6VrLasHv3Wutjb+5rj/sQyFyDphqXmC5n7Js/cVLbseD1s4i6vt5p55S+uxd9Z2Jnd3O/r8GcEOGdeMR24r2R5YdTxaRroBX9b0RftuaafdL5/uyuJrJmV3H/Y/61FYbZ15NCiBRGBC0pnQ3aBpYZnOpOVqRKpSS7+lUIqDUmN39djErWQJOe8Z+h7vPUtaWKaR8TpxOBzoepst4WLPFz/7BaV/4jx7/uqbv+Dzmy+4/fRLZDgRLg+48Wr9EwjiAr4/0HVdbTcvdHFgOBzx3llfRvQchsHmrZbM05u3vPnuN0zlkRwSjw9PfPfdGzMywdlOVqxsvSRb81AKkhekVlCCOAykVKpRtvBjHTonheitpK5qHlAsIHVNjJrOYPnmDWbwhrgUKWSsJLpt+cZ7cZls9rSTltx2qASKenIS+s6hT9+RuyM5HnAv/qz28DRJ2ODRa3J7J3sWSuyUtglDhQZYPn3Lt5jHYJ7K6jU3papy2uZwtF6plgtsYVlwmwfT9KSFJ20ur+T1gnaK83FGAv5RQ4q3LtHnXymrK2/Jw7K6jHtXq1303rTsf94qDM9/s8Zku0+3bpH2oD4s/5it2qjxaDtNPfPq/u2+ahsutHMJ93/X3EeLk0W0dqzaShg0ve4AJIKOSJnw8UDyj2jJpGW2ur1Yi70WSx424mLEQFd5STgPvQ/0XUfJmWkeuV6e0Cy8eNkRuogLAR96Pvn8S0Z/YHr3yDevf8NNf6K/ucEPB1wX8dcL87KsxsJ3PdGGbYI6uq7neLB29+CMv7L3VpGY5itP999z//QtHBKlTJzv73l6uhrdvheW2qNRipCw1vUgNjbRCG+UEAOaF9qTaAA2356HlIrgtAeZs2XzfZ1cnrKts6+4krYpOFfRkprJyno+qeuZEmikGqTabiCBUpxNEFNHmc+Up9+TYk93/ByJNzROibLKxiZbTS73IYQ82+GrHInJ7N5ItM3GOq+3jasNuRBp7QVup2FNdu2cXmyDWlszV/luirCHJ27qJ6s+/JE8ij1dHLpBQ1VlI53ZuwsVjroaCdw6IVoaTRjPP9JiqtWUNG9h94+WONK1fmILVyoIseHlywcG6dm9wDMij/Vo8XgbSqxrrpmWmnVO6ji2iqKrT2Afn3rvCMxEnqx2DyzzhXl8rPBpR0pPOFnM+/A7g4Z1j2b19IOn6zqCdzw+vGUcr6SUOR3vyGpj+cR5JPR0dwfkktFwBj/ym2//v/zq63/O3c0r+vgJp/mWcZqZl4Ulpcp9ac/JiXBzPHE69AxdJIQKcDrf8/TwPefrO2Y3svSJ5XLPPD7xdD5zjJ3N98yFccm1lOlskpgUG/K8aJ0wZizisybEmQrk4s1VVmij/LyXOk5QWZLtmmnlMPHkoqv/7Z0hEZ2YN2mU+GZEXK2YZHM66lPe2gVEAirGtn0eE10f8fMTcv/XdDdfEl7+CfgDxXlErAmtrIagKq3slLfKT1WWTah1U1BzNNrv0npFTROUssqRJXBz25pp2yjVq0ftfCY3zVhs3vGPN/AKtKqxR/pjTQpbk1zCTonqkjUvYluSdbGsQqG2e1rGiVJs11DZFlTwbB1w9sqaH6jWsqwEHM9dKUvcbD0a9cXdtMDNGDyLC9erle09+5xKPZ9bIdxKKUYE6wQoNlVKtIGtLAPf4Sz00BnFMBISeoabT02Z3r8hTRMuLPiYWGZqrd7Kdtc5E/ueLsAhCo8P73l8eoeqDcs9P70GfeTm5oaXr4xt6fbVJ/D9G5YlcXt6yVIKb6d7JgcvugNMDwxdYBh6xL9AcczXK6h1sr58eYfPCR2fGNPIPN3zt//p35KiEu+OvPrqC97+h2/4/ptvOJ8vlOA4DoH7a+YyZa5L5sUhcHeMvOg9R+9Imihprl5YqfM+MyUvZC0ktRGGYIOQLR5Jpjwq5AVKZ0OOrCvY/O6cE06sizMtCymZnBVtvl1LrNtPzpnhaHuZUtCSceLpo2fJmXEuiMuEOFPu/xMcXiCHgJfOmLad4FdZ3zIQrchlhqzpQP25Ju/Xyde0/ISFXy0kWZP3gG94pLVpa/dLbe3yDf7Nc3e7bY+yMWqVXM+x84iKVjDkTzw+mrhGy0bM0a5e95q3lm9qEXT9VXut+gCq4BtIxRbCSqqmpGsIsqIsG3hEny2q/fA8VGinaZZ8/7m1u3P3+RZSOWkPfTN+pRo7sx26JjsLijg13sadz0MFBIHiNBPIhDjggiDlFskjaXo0UtiKFbChOEouhVxgTg5UGDpH9AZ0WyoRLlhYIoi5zEnJSfFx4HA6cTqeGPoDl8uZ8XIFd8bHA8PpjilELm9fU1ImxgPBB+brGSeOrj9w/8OMC463r/+ON9//jqQL33/zN8Sh43h3w3h94P2798ypkHDMi5ItKUQfPYdOuOkj0UEIgeNpwDsoZeQwBLouUHJiSXl1ohF5tr2UUgwingslCxRPXsB3BhDTSkvYlMQ8VjPSRlnYQsJtAwAqI7sBkUpVzLYfOOeQMGCwdmFJSri+wz/+liCKHAPOH5sU03JvezyQrD/L+trqOVRYdnG7EZvrdrfbUJ9p1SanbbPdZF5XI9DCkPX79+ERZqdKnS3SNjPXdOKnRx4fH3q02Ebh2UU9J4aBFba7f012NWOBXMpev2r7ejMOtQ0d2UKb9caaF9HCgebi7WLCmkz9wCbXa99dd/3txqIsNaEo6/2uRqbtBprrszVjEf1WPDXj4vBS8GSCFILvrWMzH9HlaDBpZ9R/RtDqcGQWrQ1RqRCCo/O2+y7zRMo2nAZnrr24QC5Gk7csCcXhQ+Tu7gWfvPqEaZqZpgX8mdjfkELksXgeriNlnui7BaeZ6+N7UCWGSLzvCaeB77/9W7775rfghKfHR/qu43K9cD0/8v7hiSVn8g7zEoKji44hWG7AicPHyHA60nkHRKK3pOKSEkuGBqbyrra660bNoqrWcFY3vJwhUMFVWh1HaZ4DazhbH68Z8X0EUHVRajWnAg2gJuedE7rDTR2QLKhATgvl8h3Fd3gX8YcvrcOUjYEezGA1+StN0nS9k+d/iq79GMrGRPV862pJUX2WcJf1ZvYmpW5izVKs+bMKZq+bWm75EyowsMn1Hy9HsasetBekLlrrK1jvvFlO1oWhZnLXe177OBo4Sg2/vy6DVu9icymFLSzIartwq8bYetlgmmeZhXpdZY1zf4yjX1Glzdtpnf5iXo/lG01KvRgjVbud3lfprfeCgCfRuUwUCMEQf8SeHHskdIjvEdcjbsG5GZFUmaft0XfR4Vwhp5l5ntAKu/YSKxHvQMrKZZx5ejozzxdSKXzx5Zf42HF/vjL//geWx3tc6HmB8PoxcSkHnA9M4ri8/443r79lvjxSlhGHcnj5knEcGc+TcUAQGRflOl/4/s1brtMT4mwQ8c2hJ4mnV29doN7b/Iz+yHA4cnNzCyjBdZQ0MS8j16VQ6HBSUYSh8niSaKpfyLVU1Z5NodQOUATE02ZKAQZoI+0UwB6c7eK1x6gpt3Uobx2zTgzGfrx7STx+jmiC+YGiV9L1Cad/g89nohTk8BnFdZTKu7JTbdbqV9v4qmFq+bNtq9LNdmBiYefZm43NI9nrVAtt2r23KWQtabs1K27NannHT2vnaOOv9hfxDx8fD7haZ3bANtykGoV2wcDaGLVfnNXBbK8H2qptnsbOkMi2GPY7o2GD3elosZpBc4E1ZrQQoZ1s+9Zqk9adQKuBacnYUiyf4pwQvWPWOhlNFe9qeaoa8VwU9cLABcEwAd69wDlPLw4vXf3GKvnO0x0/px9mYrzgXKlANlenSFmMOnRCySPLUjP/rjceBoUlF0Rmog/cv/sOpHD78jN8f8fp9lM+++wLfv3rC3/xH/9/PDxdeXj6G96+fUe8+xmUxMP7d7z5/rfcv3/NNJ8r96Xxhrr7R0MwOqHzRnk3ziPzMlleAMvXxBm0jNYkRqGkxLgIr159wtdffsnt6UDXeWJ0nB+/5zJdmOaRGCLBN+JjXeemaPHW/1IWcu1ZCIDmggt1tGGtCw5DvxpmVUF8h4gHsZDGieFCpPbm1JGl5pE447lobdZOCsEL+fIDx09+SXd4iRdHmt7D9I7MDOMj7v1viOVKHF5CvCUxWE+Is5DHyHbyPqDAkvds8rzTzVUzim6s9jv51KZDbN56wz/Yhri6Lbv32XcadmjnSciqZVA9jT9EO/n3Hf8Ihiut8bxj7asQLPNe71J3r9sG3rb7DbXfTM1WOcitotO+qArvFps00hPdvtl6BeoCbL0iLXPcXDk739ZUukZ09ZtkxUu0RS87qx6dtpnDlmythqL9KThEFJ+vkB5x8oTv7ojMlqBsYZNEnD/gw4yPPd55vIBzeT1n8I0MNrPMSlbLeQSPua6V/zNEG/0Xux4nwvs333L76bcIEPobvvz8C/70V3/Ct9/+nvfvH3j35jvC44WUC9M0UspCCJ6UfK27CzkZuKuoQlbSojUvZTT9TitGxpmCLklRMp0zQNbxeOQXX3/N3c2BGKNVe8rINS3konjfVcYuRcTyLVvpuuZgtOZdSiGr8WRqRTO2kIQOQxW17ds7nFd8EZt4XpG5Nn5Aq+EH8a03pGYXilIcqPO4MpMefkeURLj7Cn/4BWW6RfIVKSNZM24+g4s4DDKvIZjRsVh37QsyuW+5ilU62RoZN4tRnYTV82jvae/Yy2Q7ijYuDt0R00hbvhW2XtO5NE0A88IpdRr6H424prXY0mIo2UKP5jHtbsqs4rN/bT/WxW2f2RyKNQagTW1upqV9yb46LFtou5npffFjR6S7GeHNrFcb0vwJW1pXERFVOKPT1Zq7uhO24mxcdwwBTfjyhCsPeLfgvK/lsxrKiEecEdQ67w0e7UOlsrfEqNimR87F6PdUrP25Gr6W0Xbe12nnyjJPXM8PXJ/eEnzkgHJz8xm/+tWvmOfENM3cP7xnnn5gnhdSTgbmoljZ0AlSoEiL7U2Ich3FsALsUJuMFRzeN0pBT4gDh+ORly/uuLu9oe88zpvBmcbRynAuEF3z2jLW7Vuf8TNDUSquodbQxKpArlIb5KKUVFqWzta2JKtuSH2faYvN3xHryrRmvB08eieR7bkyP1Gme0q6IRzu8OFTa0HPI6SzSV5e0HStG+WAEeq46mk1oTMJ3ecG9vk8WuiwvpNNf9h2+53kbh9VtbCinWQ9n+lNaTQL9fPuufhXI1ON5B+LuMaSeGXTTlmj+upcVwtaL3o1Eu2exBRmI5uxGnhLkDpAHRu+QWtdGUOFqjhwZbXYm+nY1H91sbSyZ+1ilPV9uksAte9RMwDBOaKzIFip80u91eGN+Ha7fScQnX1jaa3PuiDzGxwL0t1AOGDiEGjGAgEfhNB1xNjjXMC5RIyshCLTUsE3lpYnqdHKUSd6G7O0Y1lGm55+vGF8emsVFAc3L7/g17/+M57OV54uF969f8vD/TvGy5llmQ0R6RwiCSEjlSbA13tTZzvUxrEBJSeGbuAwmHFLKXEcBu5u73hxe8OnL28rg721z6dl4vHxPTlDHzu6GBinCaX2AzmpTU51hkcxQ5GKGg8Fxn+Zc8F5S3oWNZo+V8mNVAuk1jmaKWTrgnWsvCmlgBePM5baLbdRNTvnYkzcQJkvLE/fEw63xNPXgENzQvMEy4OF3mk2L0bj2pnrsAY11SZ/7GSNzVDIhneo2wfPTMYuybh6F203Yzsn7FDDjfmdRt2/M4li/ymtma4aiP08kJ9yfDSOwgaiKDhoPI9aCrJrfik7a7V6G8Jud2+1YLFKh67qvXZ1rrMKWijgpNK6NXdpc6xWt3Q1CDxzZ7bl2My2Sm0yqi83d61gNfouGujHyknGrCUUijOjsQ2P1dp/IHUYjLedMV+R3CGhR9WR07UyD2WC74ghVnShZd37o4e5MC3KPJsnkTH8gGZrsoo+VIH2+NAzTRcTUhd4vH/H4/0bm1+q1mz22Wef8fkXX/D+/p739++tx0I8l/Mjl8tjdfONGr/Uen+ppcdSOzzXZ4gp5dBHThXmneaRX//qV7x8cbKhxBVIFbue8fLIuzff8ebt7zkc7+j7Ad8diAiaJ7wUU+xkYWtG1uFEWbF1SOZxFAxNWrdMSsm1actCkSknCwUq9Z8IBK+VRc2kwnkbizClhCtK3/XVo3MmRZpwXutQ44Be3qJxQLpbXH/AuyNLflWJgxLChMzZaAwFUuWF2Ot02zwV62x9VrqsRiCzZsfYfvv8WHMTf+D1XXzCxmO7nUkItOYyFEoRnJa1e/unHh8/UrAuvnNqiluPjVmb1bVZ76TqewNUASshiK53a30CWzVCnwtqKTbwq3FAVuIVu9/mKZTVeJTa9l3yLi6pNstmZsqaZymqz7v0oFKdYROxRayejnEwDrHFRqZYgYTHAEASbiy8YHsPLKAJMH5M53ydn+HwQYhdx2W6MM/KvMCSTWmMpt7iau+9YVicrtkp5wxB2XUDh9MrxEVympgv7znff4vvBj7/4iuu48z3r7+n5IU53VheQBw5LYib0FlZyoIXV3MDufJMVowBioijCwHVTCkLx8OBr774GV999ZkN9CVXLiJlfHrH/ft3vHv7FrIn+ljRrEudj+rw3ohpSl5qt6PBrCnKssCchCUbIa9Zh6pK6sip1Lmg5qTmUmjDsUUU78qmO8UMu8mg0CRE1WDfNq1eqsFPBGdsWt4rpLP1vXgBDEchzlHomYuRB0mRFY/xLLpQ1k1mK0WuMfX2B2rP1GYsVi/CtQxDO+ceT7FVVLbEf1XEHSzAPMZgOT6E4GwDcmAl7p94fHR5tMXJq4vVqsfNE6grsblRu4XDMtGwlX20xsTNAIjsl2GLXRqeQtZqytp1smZxmzlvC77V0tuVSXXN3UogU83b9rnKfWAoSQONeVxNXNrs0QZPVpqFFrxmKpQHcRHa94ugaamGs/FkWEkvdD2xPxC7K04u2zJUIVsBQRV/UopxkCLW/xCCI4SO2B/oDjeIj5ScmKcnrk8/cLj7ipvTDZ99/gWff/4FT4+PDIfjCnFPi9/miqrtjsuy4NU8xuA8beCTc+Cd43A48vLlC169uOXVqzuOxyNCgpLQAmm5cn58x+V8T1pmnIursSmaLbwQAV8nmntvRL2lWF4mGdw7a82GaQ1FGx8qamCsClJrGperB2vIT9uotl14LydS54JKnc9hcqkoWpKFjsx4f7I2eE1IHlEcQQKFUNs4/YbB1K0jY5c2WH/HJprrdWzXpaunrTWcqD+Zx/HsRM1zfvbp9b2bV77eck0D1LyFbh6sKhs3xk84Ps5QiKyxEEXqrt08BrX4e32zrgkbrYuhNWO+LpNst8rOO2m8FlBWbd+mOrc3tc5RXQVgX/BpcaM6o5zT3bkbgUnzZDZDYeGGay5QNRautkQ7MXCR5gUvVvcvzqMEXFYcC05ny0ZWg2ZTtBdzcSptvhmKQBxu6I8j3dOZ4IRQkZ71bZaYa4zipRK9WL23hkddnZ3Z4UIPEkjZmK8Qx3R95ObVLZ988im//OWf8PtvvwNfmbbLQp6DfV/NTRhMWlG1HMgQO8ZpMr0Wm7b16uUnfP3zn5mR6APBiYWLBTQnpuvE0+N7xuuZtd9C7NmXDFpT81onHYuznI2KdZ3OS2Ep1lPRRu45c1NtpxRlKYVOXa0A1fzYJio4Cktphr/JGGhxUPzqirvWdySVv1UzmkfIZ4L/lBg8SkHzhGohdqfKeh2s8U1dxSTsmMB3FkGkyVCTv7ap7rVqS6zChqK07FxTj7b9PvuPbW27D2u1OfvAw+47s6akq2fRpo/91OOjDIVUmvf1WssOttHiWNlw6y3DCmCTxHWdJSD2Yo1O9p5J8z5sCV3NEzQDY+XGUhOrLRX0HHvf1k8wD4B9FQN7cHvAVWiVidoX0HWBlEtt/xYOB7eS73rUGKs1m2EgszAgPlSwWKLkEYisDyrPlOKrNHsQzzC8IKdMXhbO3RtCdPTddv/L3nYKRmdPWNfGjKhjSYV0vnKZvmPOyul45HgYcG5kfPiW2A30wwv+2T//F7h44He/+1u+++4bqwbMM+M1kJaBtCxcr2dLUuYEKIdhwPuuGkbl5ubIp59/zu3dHcNwIDhQcp1qdqYsF+blTOgCIUVyyYQIqjMl+Yp4TMRofrJmXT3E4KEEZXZKyS00tKeYclrzQDhYEiTf+m0KTjzFGhpqvqlCtqsh8FBBXYVGAq1FQTu8c3Q+MAwDXYgVubjQeyF2niyOrIKnIOUKTvHi6GOHUxuMnLKSKqP5sy1oF16wvtpyDrs4RdgIaao+rOIpm0ysBkaaTsl6vr2Xv5/Xux7r+rSmOGEjpP6Hj49LZtYMvF2DVoVsdwGqblPasgNRtXhqZ+vavzbBf/41re7cGnlQjMC0eh8WttQEZsVpbA252k5SF8XVSkq162tXqyXtnDeqtFBzAtFDdK6yOBdyznTBjJVmxTPhJON1IcqVyJlS6gzPcDTiA7FxgSVPLPMZ5FiRnYYnCN2Brj/QH44MN7ccny7kfKaQKAK+CEvW2pdgO0EI5ipryWTxXOZEHhOqVw6ngoT3hh0IkZgSj++/Iy0z8fASd3jJ1198yvHQ8fnnn/Dmqy8Zxyvz1eaLFFUe37/hfD4zjRfm+UqaRkJ3REvCO3j54o7PPvuM0+lAjAY7n89PLOMDOY1oWZBc6KJH+65WNAqugtVsd10gm79XFLSk2mgYEC84v9BVRTdIe92MioHdfD3PvCgEoQs19+QsNHTOoWTjxvSGvFRVltna3JuEhhAs8amWs4oxMBxONawodIcjLga8ROOl8B2pRNAAGPZkSY0XokpfzR21UFhh5WzZq6TJ9g7yvZoXduE4eGT1UraQpIl3ve8tvq6VwU0HtL6u61Q7rBLU8Ex/tKpHPbaOTF0TNc1daurYcgatLt+O5iltRkJXj6TlFdZCyboI7YtN8LZF3ZuYuuC6hUiglWm6rDlQMKFTzOVUNTCVjaIT+tCSV7YLJTEaeREhoBTJOC34ivq3wudIqchABIp4QwuCua1pwUUrLxa15JLvLGSIceAw3NLF98Q4kbK1ZmuqLdMKrQu7PfScDOdQUguNPGmZWaYZLbl6TsL1+oRSiOmKH5/w/SuCJk6dwN2RcQgsx25luT4deqZ5trmk88R4OeN8xInR550OPcehw3urXFwuD5RlBDUYvdEDmtfnHMQukJfFdjPntgphlQ8r1RWKceEh4gihJ5fZ+md02wj3MhVc9RpK6wexdbDwRWsKxBKmzhnPavHWIRtiIIS+jnHENLDiLWLfg1glrqQz3XBayXvtSzsrh6qwZKke1dY42KS5eQxr6N3KFjujYSC/VSLX5/uM3X79+4OwuirJj1i0d3mJsrNOZZevkdXSfODs/APHP8pQrKnGXWxUlNoy/oGh+sBqmVHYfrf+u1pJkbbgm0Ct9eSm0WvEtYEa1ghGwSjO2rUC4lC3VVFaGNFQ743wBqCv8yNAwUN2tsl4Cl7MbbWwI1dD4XA61zRbc20F5wJooSRTXoCSF1JKIJ1NxXYdMQz0/dGqIDESUiaqJfZc23W0XmMNhQpKTpmi2focAqSlDripxlkRlmXGuwL5ysw9ob/aKIGk9JIRn4h9LcGKow+3tBF3uSjj9VKNgOlJkMIynsnLlXl84vL4FocwdB7vbIfO4moYYNBsiiCa7bpqEplaZcg1gdliaDAQmc8LQa3ys7RQsckahl7NVfhLrbTA1tshqoRaXfLemyHAG5I1dvjY4b3D+YL4bWNxPljviRbSdE+4+wzv2xQ5pTibASrFytexhtmGIM3r1C4zAlL7h6pQrgaitRxUea961IxN0VKTv9uOXx1jO++zkGTnpzePo23azThoZZBfDdkWHn2Mqfh44pp6kYJbm6zW3MD6veZaWlu2CY1uPlO9gboIsnkGWbfKg+DIdTq61JAgq+LWykdrd2+V6p3FVY+I31GZNcyDHd7bFLKiRiMPVIpze0B93LwZwQhhAwuuJKSMUGa8LNWVreXiMq5Z+ISVflOaWKYL1Bh6mZ+YpyupOHx/AxiASl0gHA7ESkqTSyaGzJJtbJ8BkMAFwWWQoixpsR0PgdppORxsB8xpQXPHcRhwLkGZKXlmnq/MKbHMM9M4sWQrxYrvcN0A4tGU8KEnhp7hFM0Al4WSFtIy8fvf/SWXx7dQFk7HAyknYnhF6AJeHFF7ymOpHBRq0HNyewpGiFONhObCsmSUUgl8xVwI30NZzEMjoTTgV+UFEcWFrbStaohR0xapTYIB5wM+BJx4usGMmfc2ENl5y4uE0EBmSlpGhnBgGHp0uRLKIyGeUNcxixA0IRU050PEo6SkFTnqav+PW73U5h2r2nzUFje0xLhtgEYhiEIy+q7V+2h61d5r0g6tUND0Kn9ACNskFxrK3W9himwm448XenyQJFn1/Ufft9rO9kG2SUpuW4z20YppaP+ulIaWTa+ZY6PEN9y/umZpq6PWskZCbfstJmQu2YmsYMYWDyp1I64MSZulNte0GC5CE5SM6AyaEJ0JXBAKUiYrnbXW+UZBL0I3vKLgYZkp2XpY0jKRlkxOBeWRNN0Qu46uP9lcz3hkOBWKepblDZquaPFI8dVzKWhZTJnFoGLLvBikOnr6vqOkkXdvzty/89zcvuLlqxtCqJ2d0ePKCDlBnpB8gRk0WU8FF093uCVfnyihx4WenGe8Czw+PPLw/p63737gh/sHpvHKceh58fIOElwvj6TFczj2lsiMgZIdpSy1wrOVIRshXK4bTVaoY0TW7lDreQloNK/iOs6rAlTRWJPmqoUlZ2sVD3affWejBrxzFTEJMVZErChBinFsuurleCMSbmVYqUpV8gSc8OGAy4VURrKcKC7Sk23co4OgEL3xiuTq5eQKYEsZllKsR4bG4GUzUpY6azVl86zA7rt50qVunI135kM1a/f/4S+2XIVUr9nCumdVRtaA5ycd/4jZo9WNevYdsin/6nVsg1JN0bcKyBoWtHOImtsmsrrN6K7FthmmaiRWGPl6DTWUqFbLXi5IqZDpuqPZWwWcmgA5Mer6YANtvRO0FIKzTlQpBcqIlDNogrIgZcSVpRqOgttGIwN1mI3rDZJs2SO71JRqnT4juqBlRtwB3x3ohiOx67lxHf3xFadXP+Ph3Xtef/+acrmSU6YPHV0/WGkT4Xq92vm8r9OyEtend4ZEDBHnO2NrCpGui5yOHVFqGKQ2WFCc4sUwHiULmvvax6D44BBmG648nbme73l4/5aSilVrciGnxNB1lvycZkQzNzc3xNiRlpGUMiF2VUhtJGOpxDP2KIKJjrdnl6vbnlJd0wrMMk+iFsy18mf7Bv5zBATvAyFYp2jwvlZNTEyc36pnrVfHS6kKa4C21nawclaIIUApCaczgQx+IEhaUZWCEMQhwa4vYyMQc8Fkrypy688o2cBcJrpbsl9oOBUzXm1YczMUzw7ZAoctS7oq0hZY1DetU/Jo3s0zrf3Jx0dOM2+x1i6UqBfwzEq137VEZ2lJT2CDqexuUthp/XbOXflmjVNFa9mw9iooqzHarOV2zg/P3DpEpGbIvVOG6FZDYT0PrjYZFZAFp1dzhTVBmXBlrNdTEDLPCHlbHVxzFTwPzqHlUt+bcZIoealZ6EiIB0Lo8F3H4HskHBhuryT+Et6+pjw+WIzt63QvEeZ5xqjvbZc0vocZJBL6IynNXM4F7wNp6Iw+3yfaJEznPb4kiiu4OhncmrKStV47XV8TXSh5Ji0TTnwNRwrLvHBzOjJPyjLPlGXmeDiZW+4DGxrRNFbE0VjD2jQ1dV1lwTIjq6WQa07HPL1aKq09QFpHJbhKQOIcSLKQJngb0GQiaAAtJ21DcKuhcB4bjCQ1XJBdWN2kRFydtTsjeayDkivYikxWQaikQ868pLGNcZDWH9NQmUJxApVsWNVCSa3zS43hzJtHUkpN0lYDs1dnoRIy/VhfmtrtQ2xD1Faj3PSk7fIrVumnHR85KUxrf8fOSrF3JnSLR+rfmnNlfaYKSzMSuxpJc/21vafFU5v3slrJXKybEtiwF3ae5pbWL1jjsGf2SLzFr1V4umAkrofo6WPDQSS8JBzGko0riM5ImUEXKBNSDGuwVldsa6xgK8N5OBF86MhZKTqD5IrFMsVy84zzHbgOqmKJZLpO+MU/+Z9w+vRP+f6bv+Z3f/lvuX/zlnmeiGJDel68fMWyjJSSyMvIeRqZS+Z4esHgbWrHPCW8T9ZqnQdGNdYs74Suc6gm0mKekHlvuXaHBmIMLLpAKYTOMRw6DoeB6zjj1Lo353nBOZtcNpfE0/mR4XgwYuHYEUKsk9gtBFBx1siWlzWzhA8QHEEESiHPMyEX5iXV9nC3omHBStSGa7BkqZPAmAwVa3Brx5LMePtqTIILhIoQtbGC9lylVdCqZqVkOZMQMyF48jKT5ivBO6MzlEeUgEqkuIE+gDhLYc/FZqXUCNjCLTHvBpQ5JQ6dgs7MizIu4LqhejWWC1rSwjQt+4D9g5+qi1S9CpP7RitoN9JaD5rxWrVh53EDa1L5px4f71H8odfXfMPmOVgyL5nr1dpZHSCB1rmp2lxBqbtvczE/vIHacqw1QdSCWrM+6/n2x7N/7gxJy1FIXeTOd/TRmwKjBIHIjNMZ0cU8iWK5Clqjmuvs55LYV8OpU8YJlgCVmnVP+YoPHah1XM7zRJ7fkLIifmCaroyXC7iezvU4cbz+7f+Nw93X/PLnX/DF5/87/v2/+3/y8OZ7E6bLIz5G+m6gFE9KM9eUOPY9QwApI+P5Dcu8MByPQCLlzOE48PmrG2IM1phVUZ1KQnKBMhOi0f+rWNbe4ei7ntPpwOkwgBau02yUdinhdCF4oYuBJXqeHt5yOt1YOTl0TMtEG/ZbULyLlSGqIWuNcNkcDIfrAqEYmc9SEmkeUescswjfVYuvDdinHAdHykZQnERsuDGFtMx4Sm0YKWuo2VRISytHCmlRgi+kZWEar4STY55KNYSWfyhE2wtE8C7hnKO4OoWu5liydxaaCMwzTLXnqe8ikcLDw8hSQCQQqrfTqoZLxoB7aznT3J9tgpg8Cz20VRL2VApgz24NQrZek73XVLv0f/LxkQxXluFdjdEa8+jqbWjNwKqwtp1bgqjRkbG66iuwyrGecx9/6Qq93lyK7d5+bFDMidm9Q6nJRtmZierWAZqEydsO7sRt8O1SQDNakuUjtrrO7sTmhq69C9Sbw4FzeOltGK/aLo1ECoWcZ9J8ZpoXSnFIODLPMylbUxKqhHgkdrcs4xPiF8Qd+Nkvfw2qPD68Y7xcyCWTloTz1m5+PPQ4Hyg5M+aLEe24QMg9UcGHwGnobJet1HLiIs4ZOMnieb+WjnPKNW+Qcd7RddYmPgcb6Veq0QNTzBACXYykZbZmM7FdtcwCFfehXiF4GkGuUgU2FUsGeisrO68WGlAQ5vXZrknGUqd11+ftPHTek3Kdh1IHEjlnQ4fabI4mh8bjUarMAsVmkOSc8cWvGA20kFJmXjK+g+g3rI+TYt5lrqCy9XW1XIViSWcnljtxQk6B0A94Ne9TxLHU67USvcnPXke0ekW6bqA1D6d1TTWvaGcTQVeN6N6b2Kgcarz7n9mQ//PHR4cez+i5tOUknlusFn3srn5NFNXbZjUJNYEpbv+7doP1Z2npCq3dpvVbqrC1EGX1eerHKr8ubchMTXFQUJxao8yUEv0iRAfaGJDad9cFlvXzLc4uVtYs1RVcyzQtEGuWT2kDf+10rUKSyGliWa5IhrQsGJeALZwZz568jJR8RWWh73uON7fM02h/lkwqBa+WEIzR5nDknEm5GoIIy5KIybAdMdTZFK2F3XnEJaOg946CIjnb86wGMJeCOJt1GmOki4EYPEuy72rsUd4JIQSW+UpKcx3xZ+uRakm3qOUGKuk9VDTjknPNCVnyMgQhuYzIUhWzhpFts9CmsK1aZXR2sO5LNqzYOeslQaqymGwY/4c3oJc2O6+Vm7PUblZrXc05s6RElxXvLQEsrYmOnZ+6A0CV1duRlTpRRdBiXcPNKORSCYq0YSt2XC3NxYZqJJqumVerpVRUa15zQQ2IpWzeNs/yidu1Pt+V/+Hjo0OPBoBam3DaNdFy/5uit+yxitaWWVkfSjsaWEaa+7QzBCs5qb1zl2sw1zO3TPU+hmsCVbvlWlSmgFYyFKnsR15BZ3vg1ozjif3Omq+eiAB+TXrZNZtgq1NwVrOnuuu51sNLsRxNyUpOM6oJ7wohemLuMDyBISHFdZWOHpbpiWW+Iu5ASgvX8YHrZcJ7R384Mc0LuTytcN1pziypsDXGGXw5p5nr5QoSOZ4KuTiWEi2zjnkFllZRxAnTNNbOSrs/7wIpzfV8BnFOOdHHCdVkSrSMVm6UmrUH8jJbA1YdR7BkW8cAhFKfnzgUa1Ar1yeWZPJj1YuIDwXxS+UNacbCnnGuxj9U8h5DdmZLCoY2TYxa/rTAVYsNS1JnOaoYD2RXaK3pzguNcCcvM4t3SD9QsvXjzPNs8q0GI5cCEqzV3Ako1bCqUNSj6ip7WB2646wCpzjmpRglYcosa6K/PTu3aUdLBtd8nkgrk5u3qzkbqEus+dCYzc0jQqRC6HdGQ4DWOb1uaj/t+MeR62oDKNVyjJOV+GQ9mjfgNlbtPww5bWam0IqM+3et+IpdqUhrr4Zb55mum039z95wtP7Q9qcZDVYUooiSS2ZaMvMcuOuhq4Jd/Q/2lHZFXSVIaVbfWetz3Y1K3TGzerL0KFd87ECUTKIBv1PKLGlhniaWlOgPL8EdER/J05Vxeo/4jr6/ZRod8+UBNHM49PgglgRzViu/XJ4YrzMiRrPnfMR3Rw43rzieXhAPryjxBZMKmgpQ2+K9lVbRRNcPlGLeDeKNX4KtdNj3kWnqiH0ko/ggjNPIcYhIiAStoV2eKKWWN8Xo/nJx5CzMqSBSKBRUlNg5QuzNG8JbGzeKVPg1mYqyrljcYhtWKoovlcoPR0pV4cVCBEqy0NWpIWznGQkWYi6j0QAaR6jDh47iAjk1f1BZ5sW6cp3ilswynuu92f3EruAItTLmwEdSDqRSPTOSMZJ5SAmbllaUcSnMS2ZKee1jyblU6Llf97pnIXRVbqO1M+nJ1IBYHN5bCbqSylY2tuZka92AmuRTDdNC0R1s4B84Pnr26IetqU2xpd5EDUy2m9yXDtcX2f7dwpedgivyzKjIeh6enePDktaPLKRgFHU7I7GH1TZXf5HNqnvNBAxI0wlEpHLo15BAQg212nVrLaXZfM2ck8WN4lcwzZIyhUDRRNaAjzf0TnBJkVTwoUemEaWwLCPTeMHFgeXxCXEZHwLRTxwPkRAcyxLwkzVVSU12RR8Z+pF5ntehPNEFPIBmUpq4jlfAmaDHjsJCkIz3PT4crAoyXetW7Cs7txpoLG+NVkjraVCWJbF4V3k0LdwouQBlzawHF7FWbPMuvNQkorNNJ/qOeZmNxbpCn1dXWtf6yBZqVte7ZCPxiwEzTDvRc1IbASsxMH5zVlXFqAeqi1pyoUjtCcmJkqxS42fzVMDBbM13OURCjCjgccY94iJaPMmZQfX1OhKOOSlTMsauVGDOsNREoiLVSLT8xH4rs2szGLqVgR1GnGRYZzMMIsHC4F0V43lTaNOtDSquOa3NhT/1+Lg2c6qSraVNVi8AWr876+vrT/snuDvXs3uB7ZyyLVU7TzvHaiWfLQY7yn228GR3bev7dE/Ya35MThu6bUTpPEgQc9MASsNMVFIbMfdcKxmsoegahVyFtYvU5K+xN6mCSsD5HsQZDXy20lZuXaI5scxXJu/xcTAui5LIy4UYDIjk6u5vZdwM2chdLQdhjWgpJ3I20pWyXEmTkGJgvAZ8tGFETo35yVfBjzFS0tWMYs2x5NpurmrKZi6u7Wy+5iXysrB4AQI+WOhQ0sIa8GnCSVqbxop6KAtZs3lDHZbsVa1jC6xsuSXrnj9oLbJiZ3LlnAjhg+1L2PIXNd/SwoQmp7oKVe0RKdl2dDXTkJMZeMPMe3CWaxLxiCuWy8nGFSV4Y/NuuTqxa5uLcp2VOSlLbrNR2cnkVt1oCczmU0st8TUOVNO7stukpMrhVgZtG187r13PBiGw9WwJUOCPxcJdfaJnJmsDUgmNNKJ5GBv4ajvWfX9N2tirqwFou9V6/nrq1eJWEWzGwhmQ24THEidSa8hlt+tvl1+TQRZQsHW+2nVMqlwX46XEGyFrUAHNOLUuSO/F3LwidfETNhfMmbUvlglvD86w/sXCgdChaaKMV9IyMY0z56eRIjZdTHNCinL32c+IQ890XZiuT9y+esn16ZE0XZlHAz/NUyFlNUp7dQy3t8RoCMVlnknpiZyNmt/5SCmO4TbigpLygo8QhxN91xGcJ1WeBnP4ClMNy8CEiyqcHogVMr0sM62npxdP1/XkeTLDggIGfbcOj0ghGu1dSSCZvhzxwVxj88oWM+Bpqd22ZUvwqXkO5ilinCGqdLUZThEzJLUb1NUeIeO4NK+mqCOrw++9Vi2UPOPDobr/9ryWxUITFQfeE6JxU4iCq52rst/JgVSUpRg/xXVJPC1mHCrXor1PDM9RasLYwWqATWZkfY/zbq1sqJaaSzMtssYxC9vbDtmg381orT5Yk33NIHlnlH7a8XGGwrl1UdYwQ/ZhxXNMg9u9t1Skov37g/Pua7xt8V07o27/la3z0766rWxzhWvip2Va1ypLY/ip06bWEKl+pRbIbTE9j5pIxZFCh4SBI5OZAMmUMlsTUC1vqXTVUADikHAg5ZHz4w+I6wjxRDzcUqbzyiY1LUrOC8syW2m0FG5Pt6ALWhLLMnN5uieEnsVdOT+8wXeB4D2dd8yaSNWlLrUDsxR492ZEvCVWu2jJ1dAFkMCyFDIT4ZjwOaDOcffiK24GD5pq0jLQdQ6wCWWal0pYa4lKQqCkd6CJ4ODYDVzOT0zjlVwc4ga8F/ohkhclV89C8wgsOIK1cCMstfnN+wun0w2abZhxHq1FPM1X0mxrLbuKRlk3k/rvpMxLqc15toH44PF9MQU394KUZ6JEitT5JTYoBQMsFcT1luOInhh7UKPck2UxXk7xzDKSSyaXDpWAuurVFOvDKTKSiWT1pGLJ4s7VEqcY4Y54c9rWHAM2IU7UStjBb5WPkjOkhVQKKedKjmPPwsqbjtJ6OZqe0byHuv1V3k2aquDq5x1z+SMlM700XHzDSNjrKy7CVYRiMxYq7K3o9oH1P/XQ6oLsSqy5eVXPq73PyrPVdWmhylom2oUwruI3VhdvNRjbNbiaB2qw+FSEMQmox3HEuZmo2XwGKQZpBmO0Eiszkit1fBF8f0tc6r1I5YZ0wcIINZYrCSeyLuRsyaZhODLPZ5aykMrEskxoyYzjzMN5ZtYnXtydiH3HkI/GVTFbGzilkLPUDtVUOxcFHwP90RGTwy1w98mXiAj9cODli1ecjgNlGSl5IueFYehJaSYtiSVPaJ7Msa5zRlULeZmt49Z5vIPgDeykqc7bEEV8JDhP6CIlTUjl1kg5k9PZBgFhvR3LPJK7aB5EWkgsiHPk+UpOE1lrnojmB1YJa5GNQkpKkC0HNV0WRCP+YCFk8JgRVmsqTHlm9s4IdaQgzpjUW4UDhRAHaoqEnG1EAM7h1Rn3pyxoDbecVo+38ls4Ih4bNdl76/+Ys1UhSsqkVNYStnkTtql2dVRlrmjmxma/ynZFXW5BekOWbviOFnY1IBeoPb9V+4yhy4kgLv1Ezf/oHIVsarj+x1zrBqha0wNrbKmb09EigBZ/bCd6dqzGQGtY0c7J5uatKC22BVidmbqYW3l0y5/Is/e2i3ge4ypW456Bq/NEBuxfCUh4F7ZvFezzDshlJZD1oSMXc+VzttZu6++wuH9eMrkILvQch97Kc9TmuaIGXFoS85JYspDOE4fjwVq5Y6AfDizZchULhUyhYhdrkkvw0Uqu4jyx6zmdjpxOR47HgaGP5PlKSRNoqcKk1Q03pV3p6HYw5Jxm6zlxghTjxKBhTlIiS510VkulDgOdKYorSnBKUrcmxjXPlDSSkwG1cvX68jKTciEVsVEubv98NvlqXkWudK2lmOFYlkIZfA0/rNFKi4UyCEzTSBBDanoPhWTl2ApWKmRE/UarX3MSOI/kjMtWHkYSqkawTBBUCkhZCZFTHeS0LLBkZUmlAqwq/oS2odWwuuZpSp1sv28OfcZgpU3Oq7/d8BO016Cx7G6FZVZrUvgjIjPXSKL+u6G9zDho3d0bKky3m6sfsg1fVwXdZTp2hmU7dymyAbF2iZ4WVrSJ1s2Jc7UU2wq19r0mrlu01q5h++62E6EmOIg1KS21ASfKgJMRYUZYaivwGquwNjxJQnUhpwtULgwbhJMYr1dKWaA2kV3HkYIn9gO3t3fk5QmlgmcKpHlmmmbm2fIf43XidsoMnVUY+uOxoiYTbs7okpClEGq/iasJUec74nDk5u4lL17ecXN7wzD0OMlcL/e2k4VADLFS5y/VUKSKbPR4EUvQXc+UnOi6gHfOGsUanyUOiu2EXuJaihTXoWoYEnWGA8jJRgMYP2Qhz9ZXkZe5Ttcq1neRCnMRXNE6V7YKecHOVfNNuYK+VLdJgyUlUF+rQtUolQxSwAXmaUS9Q72DynVqXcGWsDTYuFBV2ZKslY2riLMepmzIVGr/johHXa4DpS2HMS3KlGxjWIrBtJsyOdea7rdqx1Lh63YfO++czXNvu/Hef26Vwj2lf/OiVTfdhcbL+ayn+h88PspQ5GYU6jNremKZ3rLek9Ayspvh0/o/+/8+bGn/ft5sth6tJFa2Trj1aHZi+6Eebb/yq8HYwo/1xNbc1DLstPgOsJwl6gRXHJcF1J/ITjhS0OWK98F2AZ1N2Cs4y4XIMp+5XB/No1Cs7dw5YhhAlMvTGfEHDr2Bi1wIpFy9ABESUjEHwjQrl0siKZwvC2jg0FkY2B/ucCET+2w+z5zNGXUOF3rjuDjeMBxOHG5uOA4Rl0fm85VZla4fOA4Hu1dNzPNIWWZQiCGiabbn6CNoYrw8MgyRED2lFK7jzOW6cBwCMQQOvefh/p6lzLjjkf7mjhA8ZbkyjyPjOHK+XvGS6Lxl9OcFpqWQ0lKBRMqcClO2EHCTnZrhtxQKbR5QgyepOuZkyd3oYRgghKYKvgKvHCoeVQ94liVbHiCqJXvxlOLIGaIkk2nfgYvWAZxtfTPK0gieQ4eGSOgGNDuEQKGVQotxVjRNleoI13DOVc+3UEFZBQNgIdXr/iA8Xzko/5CeVPq7atR01a/9lsjaL1VUaxn7px0fB7jSLbT4wAFgb7Z2XlEt5ezCgzW2NHQkpZU6dTUs6+zEFsK0lEe9cakEJ/vgwa5v56XILqhpVkLNWm+8FWUdFsN6zZWjoFrCnDMLxpgkckKc58BbaxYTgyObsamSKwYg6gvkYu5pWmY6DyHY3FFOBRcCwUeKKpenB8brBe8CLg4EdSgRzhfKMoEuDJ2RwqhzTNl6IQphBRRF74lDMICa8ygeH3u66AlOIU1MUyZ2PTH2dN2BEHtyySxpJqeRnBLBe4KLFFFSWoj9wJIMcu7JDIeOUgrznHk8z4xLYhgiEgPhMODOT5SSmKcriDAMXS3DBmLXIZcLbbBuEAdemOZslPyiSFGuS7FSsnN0lcY/57q8CnPWdVpb1TzEO7yCk8xhEA6Dq1PAamt5cLg4AJ6UapkyG7v6vCih8xS1fEJZlLQseC+EVPCxEDtvIUop5BrneOewociBXASvNvcjqyOpshRX53IYT4bzgY6tIpGbYahKkqsO7bNyH25w77IgEwABAABJREFUUgF+a5KGXSGgKs1ePxuSeDMcroYdTWZ/2vGREO52AbpmmNeLY1du+lBJ2w87twi0wtYbA08rVcrmcbQE0TNPxngG9tkJsyerz1Kv01xYKjVZS8appmqTTDA3egzzXHY8H2tEZPkKQfB41xPlhHAGVVyd7wHs6v7bDE+wkXjig5GtACUvlXPLrslq+B0+eiRUKPCSUV1QcmXW9nT9wc6RZq7jSCoJqSXXNszF12YoXLQserShwsYyFUxQSmFeLIPvKiwYKvmss1GByzyhUqd5pStpupjHEyLLODHOmfPVMvG4du5QocTGV+nEkodFavMVzpi4JK/di6JajUQjOlYjro1GdGOVHSPrac5jygUNFhZKS+mLdaw7EQ6D1HWQVRYzugKMjAfCvL+WzrLZsdUfrgmR/z9tf9LkyLZsZ4Lf7swMgLtHxGlux9ewSWZRJCulOKhp/feSGtYoJQeZQlaRj+TtTheNuwOwZjdaA9VtQJx3+d4JSl3cGyciPOBwmGFv3apLl66lLVhRVzuX6X4ngOEIOv+zm18ZWUx/3dZmfyhhLdJqI5fCXGykXPozdQ+1vpbbPVHADk9LC/ZAAHC/D20DOKQ3BPtZa/ei2br+awYKuW3Inauxl1H9D7czftenuF3n/rix7u5ev3+PfcPnmcn9nbkPFp+/QX2Nym2AOOoNkc5tqHRXvg7x9BuqAadHObu7Jk5azNLO+8SQjjjTAsUcwjRhaSZ9l3Ho9KNgsnphUC2FZmIoonVwrfreYpqIKeBMA2PJr2CvE4O27MbpiENYSuH19UqVwHR8IMRx/+BFbtOH3vUej4JnXnQOpaBqWzGqZkSMgRQTwxChbtSysa2z4QtiMn4LPiSqFLbcmJfKsjVCMhakCzTTKlULxGg6lv0UNo3SYSBKoZSmVHKpphSmjMPclFyebPKy2ubbr6tjEri9K+a9jp+rP2tgHG/KVTgLg6LcDB3oUm8V1YIIOPydzL2tTesaiHhaheKy4k5OpQl7oGhih6QFB7U31M+h59b930LwpBiprhopzng/7hYM+h7QZlYPAB3J3XPnz9f8vn5vkeGGVUhfxhYg3L6ffk5m+6ceXyyu+4/9OvpbF5z4vbqwa9A3urc43d0OFW7OYj162texDMNqt1uwUB8GHTazCU7/ecC43dL+LrJFUn3fYW+r9u+4pT9KMxakyq54FaMqcAuQmyOvnsGPECxYSUPKi6kv6cBOLqtqU3QFLISQBjtlNqYhkWtgywXJK5I3BhN8USQ8MUs2/QTl7j+9/YbD6cS2Lqy58f0PLxyPB/1MigrYHB4ead5ROq6zZb0eUeYoTnUVfNAuyNuvf81pOjAMI9F7YOX19T3rPKsD+enIp/d/Zl1mmgTSOHL9+J6Xl4XzecX7wJuHyRzHC7k0XIjUsuJqJtSbFmqphXXLLJtQWkCMpqjDWrBWpTdX0SlXbw5iOGM67Ol50zTeHMhCcMQhga+MwTEFxzhEoBC91/IAVUdvTayroCu21kZMKjEYwoB0xMOWiA+WGZm+hWIoDpGISNBsqlaaKzSKcvBELR204hB0i9lAJFiHA6L3ynW520c6Ik/veH++mvc12jfYPWjZ96SgHrd32ETfcp+3Gj/77y95fDEz83OqkuzpeaeVNbEJzR1klH2o57MswPWbpplFNYn3/ZVF7soR+xYHNNHWldcPInw2Jervspt+I2TvA91H7rsUwmKF8UPkzhuiCUIgDZBC1yAwH0cXUDPiA14KtVwVDLXUmxBodVMdSD9Yx0OQsvLp03cEP7FthVLMh6Mt4CYtEUIiRDXyOT4MPH71yK//9l/y+vIDnz6+56cffsLFxNt37wjR0Woh5wyXmatoiRCHSdN7S7e984TpRDg8MB2eeHjzNW+/+hXTqEBl3i5cnn9gmy/08e/nn/5A3jbwERc855dnLueFdc2ICNMYd2WqVgqtrhyPJ67nyrZtzOuFt2/fEkJQijiRHz9daVI4xMYQIGfPvFkF6B0Bp21jrx/bUrX0c5YRCTo1qiP82hlIUWXqxhRIURmUIlkHuoKOv9daqKXRnDqI1aqkt2bEtXAM4CPSPKUKQ/RQGsXa2T54XFTh22JLq3N5FIh0BL9Yky2hqmXdvlA1ImptOFduOhh3j31lui7JaBmF+3w736BA3Vs7AC/3z1FhJt0/7P/Y5R+/ID7sjy/GKPQnWoC4yyikNXvTXV0HQ1h1895mQ/UiRXReoF+08059O3722APLXsbYa7Rex/UXsVTPuR0cvkXeHnod3emsk7Q+A4+cw4tZArieCWkdChoLUxSGUIiuGUlL25A4cFVbi/jC3r71Ee9HWt2gqRHwOB3xLrHlDFIVWBwiaZzUmEYKIQwM45EggTg9kLeVbZ4p2woIh8NJW6BBNRyapZx5WzTVF29Tm81OJ0eKlcl74jAwHg7EaAzIfGWbX1mXK84F5TPkjbJtiIu0UijbSqtKFlI8wGvJYhhICHp6j9PAtia2WqhZ8EENhnItzCtcF53lCAIuempVh/ses0vruIIG7Fx7s9sZAOpoJpRbmmYlh2a5gBjt2Rv7sfbPvuHDqGWS9I5JwVXFq1oTtnVmAJAIEmjO4eNgfAibl+hlqmjJWVtFZ9or3iubFRsfEDdQDJ/ZAf0Gueh1lcauM9HTGOedRUVd+DoZvC9r2w3N/qxfdHt5csur75KJfevs+0Fk/9pfrfTooeHu3Ec3vX6ldx32f5d7yne/Cn2X933dv/T4RxUC9+WEpTG1qSnLXs5odtG/qYvcyM/v5X34Fk1j90Xgeoooe8ajviKeGGBMMIbCoIA9Ho/3g47al0B1bhd9iUGFYkKc2JZXJWLhmI4PSAUfZnyoDOOgNgEpqa5Fs8DqI8HQ/3W+UGyGwnuvwKHzhJCslodasgFwFXJR4MzSWecdIY2M04FxnEgxqiDvciavF/J6odVqKllFwUxM36CtilPUYuIznhA1WAxDIlnQUAn8oCrgvigHxke2tTKvjetSWbMqYGczuanGXemnbK2Q0i1Q1KbeK32KugcLTWQM/CyVENGdaArtDgUFa58HCaN2nIzFqINW0I1ySsn6/m2Nl+J1yM4FywgU9RYb9Gu+4qqKJTvfaFF5Fs61PYmtBpRrE942Zms2HHaPLdwduH2H7VWC7EHic46SFfO939mzhp6q72Dqvbfe/UNuG+MXPL4sUOydjp/vOI3S9R6gsBPbtRtui+tU6RtbswM2/XTvr6okGftZ1trUm9LtXNkri8/6ytKzHcxVjH1O/2aA4ndpsX2AyPWAJ7aQujK3Z0qBMUXG5JmS4xAdsSkPw1HxYqVGGAhh3G9WCCM+DIpVeGVc1lq0JXq9kJLWxmkciF69PKU2Sl65nF/YtqbaF+tKGo/mzam4zrpcCV+9I40T3jfm+UV7/SGyqzs72GoGHON45He/+y2Pb75mGCYAXj7+wLZeoVW8V6AxL4sGGh+Jw5G8XlFl7Mb1esU5lcUL0mhSSMPANI3EqBOg6yqIJEIURq+g5etlYV425kUJWs5Drqbq6NRjZc1NZyFcUIq4OJPv96RgWpdeP8sk6jLuTWRn3TbGmLSDVCtSVcOzVDFbgUzNyosQtKWJ+Wx0Qp/3TtuwrapmRS4IypcJIeBD1OBVq86lNE8iWgRTCn+MA/hRx86dSfXZYVQrqgEqd5tdOjfo/pTvMyv/ePs5p+tyxyRE/Uaba7d1uz+3M0y6MJN9/e6F/xId47/3+GKFq7ZfnP0w+smtKbsmaY3OjGlWB1hZSQduekD5TKBjBz3B7W2cXl/1592XJ73scNZlvctUFPrHqxpq/2EK7AF9Qi/6+5ur70tnGBxDDJwmx9tjZLCZgRiEFCOhHREZaE29RUHNeCX0fnvFhwHvI9t6IfgRaUoq8unEONnJta3kdaE6IZRNA0ETynqlbODjRJoOPL55x8tzNt5D4fT4loentzhZWecred2Yqy4yNcNR9aevv/014/GB6fSWNB44n5+p5SdqLXgXOI6JkLTyzttGrg2fjsRpIG+Z15dXrpdPrMuMIEyHA9uWyTnTxHE8nhjHgVoL18sr26b8Ax/Aec+WF+blqgpWTtW0g3dE14heqc7bdo9FVUJX32qaORyGiPMFceomX1FXrRADhxiptbJtmehhiJ7ShChOs60QjA7d7JBQl3pn+pneWKwOLRMbjq02Qs2GHVVq0TM/jQMxqCoXom3uWiOEZtOkVQ9G74BAdQOlesPtbL3Zudd6V+Kud9lsrqSXOv+IYIjsGh+afX2Ovbk9i4BOO+hQ3K0S+Lwm+KWPL+569JrPWYrf0/v7Zka/KH2Td2T1PRf4vKDo/7JDBb2OunvODuL0YHOHb/yj92k3U9tcfu+Lq9mwBrT9Z/fsw/VMAssaYEqN0yAcfUfQNb32iA3dBBwDLfRxJXBBaMEruCeqnCU4lvnKts5UEabjIyXP1n/3pOFAswnUVitOhDQosSlOR05P74jDSMmFklXcJRjlGlR1rNSN80XT7jEl/HFg3TYaZwUAhyPiHNuiMnbRw3SMOJQUJq0BgTgeyLlwPV84v75wvTwjtRBjwOMYhmhpujPilhn7SrOWqyPEri+hn0EyMDG3SnDCGANjEpJHuSDudkj0Cd/OZgzesxVIQUgm2Re8sBnp0nnHISVq3mitUqojWcnio7ZrvSmQ7ek6qvNxv3RCiPSpCBHYSqbRlFtihsa1ZDvmzGlMuuS/pgFONrwMOEngCviEdyq02wf1ZJ9fcjR/41voHuqtUsdnnUU7WVu7BYqeQfTSpRfmcvvPZzvMOWf7qs9OuX8kQvVPPb6s9Nh7sPYf5+5OfH1Lfi+hxMRtRf+M+9mWtou7Sy96PqLf3m9Ev1Fdp+LGcd9fhp9FX+f4bIpoXyC37KaHov55dDGWIcAxwmloHKJwiKJ04+AIwdikrpvI9ncT7yousfoZ8zQpVLHJSa2H8HFCXPdDN1MfSdSq4KaIMB4fKW0lpEQYBhyNbV0pWW0SdVCp2OmdQGBbswKYIepAVV6t2+JI44XY1OXLIcoTaIWtFptQ1OBTC1znhcv5hevrC7SiKLyP4FUGrmM3h8NRZ0RQzQgftKXYA7NvahsYUySUhndVT/2k9zm4m5BLP1iD2/FmMO5Krip5J1YmdOd50I2WUrTnomWeC+AaNwKYw9Vio9d6sjtrzevpbviCCF0MRjCsx3ubIfLGB7Hs0QPEvSwWU21Xe4cNmoLY4kS1WW1XV9mX7D4H1dc3Jrl4X9or3HArTbqYcUcDbyPkrq/oG4Jxl107gwzukIG/iFz89x5fmFG4nUiirWi5AxK1POgCurJTTD97BTp40csY3awW6QyH6FG9L7gbUXv/QT9LQe4zlf5h3xZO1/e0F9tfrb8952x2IjoeR+FNKkwxMwZhiJGQDsris566OL9zJLDv7TwNRMB7GtlarUGFU8KBMT3qpvYRFXGJur7DpPqKXgfHahMe3v6apfykswV5RVxlvl7IOSPOk/OqegdxxLlACBPIrOBrE86vZ6JfkaA+KueXZ46nRhyGvc59eX4lZ2N3ppEowvOn98znF9blTHDCw/Gw4z5xmKhNyzzvPI8Pj2oE7MG5itSEGjJbN2jwXK+v1h2JtFJpQ2BKotyUpiVqESzYwBQdMei8Sz+IijRL3TVI+OCZkk5jFhtem4aAd3rixpB0/LvrbuKJrZG3olhnSMQ0ci+zV5tOxnqfSGnCx4lSVXXGuQKo1UFr6mhfvSPIpKxSsx6spSBu1fXqArjJlEk9t+FE2YcWbwNdttHdbc3f9kXPRAB0otQjvY637EDzhG5B2PG+fnYG0X8Xdys6OsD6Sx9f2PXorcJbEJA9WqJOSXaRP9vanyVCziZIP4ton6E3/c8qStEl9P/RP+vRpj/NgsXtRusHA5oWd2u5O82f/eVS8jwNjjcjvEkbQ7gqgBYjLg7EYcLHAbyKwUhTDwgA5yMuDDdQShp5W4jphDO7PlygZGXjlbxBKVyuBR8fGIZAc8J6fWYYBmIaCVLJy0e2+YwQSOnAEPtiUM5CSg8cH94wjJGSF8QHYhhA9CSsrXJ4OFByZplntvKRl5dPJjvXEMlKNpre4nxDZOFy+SPbciEEzzAmHo4T02CIvwuMxyd++v5P4ArDeODh7deq9kXGrZnNqY5njMk6CB4fjzRZVaSnVE5TADbm3NRJ3UcaMESlk49Jy5t1C1AEjMIeoxBiw0ed0hySB1R9fFkKbx9VeMZJo9Ssn4m/bbYQEtWLGQUtpPGosv3oye5DoIaBVrO6g6VKq42yNjbgeHpgmgZEvP5qqv7dWqGJmfnESIgHiAdamBB0lqQZVtc6Ea7jc7ZK75e+Kl/1rFk61KYli+3sfgj3tmuwM1K/l9tavNthP2dA/XUDhfu8PboL1tifu0owYumS3L9dwyysDrtPfW5JSect9Of2i2T/Ob1dqZmBpYnGWdAb7u/uT3favB/ZtXan/dxDdLwZhYehcUrCmDwpPuhUp520avvn9YNHGZgumCaFs+AkFfrAmXOafRig62Uijg1voNq2bYzTE2k64Dxs8wtpPOgizSZztxXicNDFJYK4hAsjMRUIcDw9Ke9iCDRzVa+o7kJEeDyNSjTKmVIyWzkT40R16nDl04gLJ5a1sK2vLOuFJsJxmpjGkWkaOB0npG3EOOl0Zc3k5co0HTk+vCHGSByiao7aBzWMx9tnYGIK58vKh5eNy1z56iGRs564wXsOMah9Y9Tux5Ci3lvnwAk+iOFDTYWT6O5dwTpoej9bGxiTdSh847qspNjsc9T74oInkig50+qKSMRpr0lZnjFpS1RApBIlU01d6nJ+xvFIGhIu2WSyQhOqH9IasWw4v2mWxYAE2/Rd+Fcqnf3Zy/dGn/lx+3q9QXr3x+wtaNxtitvWtOf7vSy5bR757Fl3Ueqv1h61seye7th7owuZOnf3pizT2PMGsSziPlB81j3prMqfx8FboNijx/4GrMF+V4bI/ry777HvF9RyfojagksBHgbhTapMURiiWJo8EtKgcu0hainRb6wA3lDyvYfttXXc1aVdMBl8Bbu8iAYcAdcauQrD4Yk4mIR/WRUvaKoluZVGk6icBDtdeqDz3pO8qmEr9RhqDnQ4tVb1PI0xmvO5ToGueSPEZmK62s7MubCuC+s6k/PMMB1Iw8g4jUyj8iNEBmIcEBzL5YUYPIfjicPpAR91YRZjf4Y0kNKk4Gj/7ETYSmUtja2o5+aWHWPyDCb7ppiD34HQPQibGI8yFW9lqBLfbhmiisNUJOk1hzjgSjFNzUJE5e+8TwZfmY6mQMeyWnFqBek9wWQOQ+ybN1PLqsZG3hF8pMVb+arcimr08Kp4B71U/3wL3W1Vm+C0uYz7k/HzTbevavauoIWCu/3SD1j32SaEPpt1e63P99YvfXxhe1Tly7WtpHWud8a71zTCUhqx/vQtqt0UnP3tbt2lSNJrLuNJIPo6e9vMNn5jz2HuXv8WDMzcrR/2e6bSM4kxeR6nxHHwHAbHQ9wYXd0zlRAH4ngiDKMBd87IMVVbWpam/lxyqTlTQ7IhI0ef8yg4L8Q4IqL4QYgNnwJinYJhOKovSmnm0RlvqtEWjErVjMU7MbRPmA5HkMoynxUUlN5jhxDCTrjacuE6F2BjOj4wuIQEoW7PLMtVS7MQOByOTNPEYRo4DBHvhTScANjWheX6zPHhkdPjE+PxaH7MmVo3BGE4PGjWslzs/mtrspvUhOAM0HWk6JkGLYNC8AxJ27nOew3OVMWXgC6yfaPo63Su855GZN1UHas1tW5MwxGRyjovlG3D+2D4AUZW0/XRTJzG+YCUShGhuUDziZgG9SrxBR8jeVUgs9Zg9oOFKJHuwI5pQPQBPBqUoiIxsmeeNsQgOrNSzYKzl8IdS5PujIbsnYr97JP7DX7TrhK6XMO+/O0ZRnXnVq58tnB/4eMLMQp9a844CCGoR4NHpbsE9N/2OGetyTuM4R6dkN5aunvLdUdn/X7RmkDohdb+ZBHz0ZT9VcXdhtN0qExTYo8oUHlM/PrNkaeT1t5j0lOpd2zAFnTUE02k0UqmFhUskTuAyLnAbuHWqoYGJzjXfR61H167MngakGrTqwaU5aKWeYfjO5Z1oRStZcfDI3l9ZjqMlFJptbDMF+LgOYQjPo58/e3veHzzNS+ffuD8+sLL6woNUgwcpoHj6RFPMfKP2g4eDqoDmdcL23Jlmia894zpwHQ44XGk4DhMBx4ejjrbguN8fmVZZg6PjxwfvtJSDB2w6q3TNDwS08hyvtDKqnqPLrHlQik6ip9iJEU4jQPjoH4VtWwMQ9KWbnBUo7mXnClZPUTVt6NSbLI0WGkbgycMgexXqKrnWZMHVzkcj4CwLAvLstpW2hAfCFGFhDqvR9czdOPjbMzUlJJR1COeg64+H6ni2MqGX3WIz1v2iBSkbDS34vyKTyviBwSbokWzCM0MHQFvFO+emdqzWi81NEDsbKm9+3GXZex/v8/EuZX/+068vcz/yOMLpfBUIyD4oAKdPYtojdo6mutuKZLTul7EW1TrUVEzECfs05yCgsf75nM93bSYeFda9UAhTW7C4FaOeLQzoTinZ4zwMEZOo+fxEHgzwTigegcx4qPSpnVK0E6bVnSgq65KftlzTL0+H5M9tyeG9UagwWtXI1Qgag/fVVzL4DTTisNIXRsuqOt5Mx6C/gInnuPjN3oqbasK8Dr1Aa3iSMMDb3/1L2jSuFxeeX5+JpeCSGEcIodpYBgP1DwTUiKOEwMQh2CswmriMxsNDc5FKqdp4t1XX3E8Hkgp0NrG5eVsZsgjaTxCiIRxIsaoY9pS9BStVYOaNMbjScuaZdsnPHubb8uN4KPKT9piH5PTzoKoLN8GFKnKY4iBlDzzwm5LgJ0PDqdTmDHuAbrVgmuFMBwZRqgtkMtVD7N+RDlHTEd1SpemmFccVArAaRnZirq3NbFyNEQc0bK5BuIpZcVXb4I1ELziSM6rSnfDcW/GXEsz8x5d4+1u56qYj3qqOO7KhZ2mecMdetnez7euMdH6v7q7TELsz/KzUkP4R944/9Tjy5zCvAJQGvyqXahukHonZNsvpqf8+82y1+nwQbeJ09dw+lFKf47spKreddxrlp2QJXdf12xGFbX1tBmC43HyPI6e4wCHWIg0XHNGR1fzHDPghF1tWmvOlgs1Z3WVcsohdkQLRFYWiBKV9p44aGDwUU8qqZaW9nkS5T8409lsrRoYd8NjGo6UjgzTgRCC9v+dsK0J3zR9XteF6/mFTx/ec71ecGi3YJpGpuPRiFNXq7+UrTh5dfFuTf0z6tYQpyPnh8PEV1+942jj7sVO1W3LYB2VNJ5Iowri9HXgAOnuaKXgnSeOR3Ab25opRa/f9cUqWDrdLMuA4O3k8zozsmz6EXuEaN4coBIAtZlPqJhkshPzBdFl0JrpTqBWezEKzqmAcA/stVaiV/yp22TuUx6mSdfXss5sKKDqw57/7xuvVdVEDTETRiXL7QeZLVWVupO79XpfGvT1vSMXd8/p70Lufi7/HSyjv6bs5cyu+Lb/sLtGxP3Xf8HjCwOFqTI7VZvWQNEHcO4Dhdu/fgMZ+ymwf8k6CbfL3MVmpNPE234T7xWDbk3O/icraEQvKDhhCI3HMfDu4HlIjSFUoqvQHLU43fQh7qPLYpmRa4WaV8qmYq9t2xQ/8JZ9dAUpbqI73kftUZtWh45JR01lGziyGus2xTu2bVVZPJwpbq/00XW6lkFIhOGgAjA4mlTma0KybvJPP33H5fzC6/NH1nnRwDgkTg8KNIY4GlimiuLzWjgdxl2VWlom1wJhIKbE27dv+fbbb/EOct4M5FwQHGmYSOORcTgwHQ/cRHL09UtVH0/doA7vB0JQtmPO2XgGOrDlcASnGzN4GAZRCwSnKlwhBurc9tJyDxROeQKlNqNQd96K4jEqOacbIeeNSfRzCVH0s2h1319qxqQ6mTg1SwqtIc68Y6uyRb3XnKdVoTrtmuw8IQScp1XRQBFW7XqEjPcF9Zu4sSX30YG7R0foxGwtOq9o3yBi5Kq7A3PfTz3q9ZLpLuWu7fMM4i8FhS+tQr4MzGxNh5pMO+IWFbXEwExWd4BFbi0dx2dQhelS3k5RDZRxB2+kaf/554+OV/QxcH2oe7S6rFdigKN3vBsyD7IxNG8gqkeY9mGtvlD6hhbRUeG8btS80vJGyaojEUYtUUJK7O5VTssMhyYX3aMzRt1MlbyzAWsV1mVh21bwQXkZpdjJGEjDkaHo/IVDyEXw8QGCziUcnwYul5ktv7KuV8rlrEIvpZj828Tj2zccj4/ENDDPZ7qje82V6/nCJRbePB1I00BwlfNl5quvnvjN737Fb3/7KwT4+PEj83WmlMbx8R2P33zFME06HYqexq307KBpmWauXiKN1+czpX4gDANhGIiDJ3jZM6sUImNsHJJjSNp5cli3w6v/57qq6VAyFqd35h9S1H5RM9G2n5jDmHTGxGvwKWVjXS+E4ag6Ek41LlR1SzUjt3wmRV0D4+GRkjdV9XZOS0cp1FJNgVx1xktVnCWEgI96ZPmgcoGCdlacX8Ap+7ZLO3exwb+AJNCTBS3R612pqwOLvlMve1TY55buNvvPwYdebuir7O/iH/30v5yY/MXHl4nrmmlJT9F6gHNGae6di05X1bf5WTi8XYuwb/Q9La1Zb6uzGkz8PiK75ykBFCTt32niIJa/TNHzODae0sZYz3hXoB1x4YALE/HwSByPSo0OGtjU70Hr27ItLPMLNW+aUtNIMe3vtTXBRzWGvflbNmrT904IGjRKAdc0gjgzyXEQx5FhfGRdZ4Dd9HeTBC7iQiP4wPW64ER9RJCCD6r0PE46AVnrwpA8dUhmOqt6FmkcdA6ExrYmclMZvxh0xLrhGIeR0+Mb/vZfv+V0eiIOI9fryuX1E/P1DGFkPLzh6Zu/4TAlHGp1uOYr6zwTvXUojJS2rRoEr68vPH/6kdoqx4c3vJ1+xW9//Sskb6TQ2LLwcAwchkp0fW4BG0fX03vrZjtGk05RQergHNV5Oy3VfhHUgU4dtiKdyBd8Ii8zuISPI9PhxKUsNCkg2lkJIZJLxTXUMzVNgDfxZWVARh8s1gqlVcYQdh3N6B1DsoGypMQ88VHBS5c0P5aqYKXtaqmi4Latf5yjOX9fTVuWplvc4/By03MR9LDen3wDyegGQfvmt2DRsbNevoS+L90XxYn/AXFdum5DV6vqoi52Q9xN28HtHYW/8OgI5B5FNV3T8ONt49tIubMiw4LD7Xe3v4zKi8FphFMsjG4lygpVaC6DT1rS+IiPndprE4A2+VdLIa8zebnuJ6R6PyrC32pRLwdvWovO7zHQuYDWMaJpZ4/3ztNl1GM0TQRnJYkxA0vb1IUmRHuPAVhZ1gUnlWjTnTidpYhxIIRMzoXgPMMw4pwjBk8aR9IwEdLA8/NHSlXLgBB1UbfaKLnivepuQiCum27SdUMIxHQgTQ+G9jfqNlO2K8t6xdvgWEzRMjCVsnM+EYcD0+mRVlULI68rQ/JK/nKVnAPDGHQyZseZbObB1nlreiB5JzrHYie6D4KrZqjT0HvidDM6m/PYdUJd140oOp9i5DnMt9Pd+YC21mg544awH1i9rC21WhvWSmkXzKtEHdurr6pIJuhnFob9l7hI79w5W5/evq/1y7dDpmN59+Cio7c7O64h+164qzn0HoDhD/dpxr5hbwFB+nfeOC6/9PGFhCvjKNxlDPp/Z5v1PsG5J2nf3tAti+h0VuUo0IrxT+35XSegv9rdDerdJBFU7syCxJQcj6ly8CuDW3CSkaau3OJN0cjwDASaVErJplmgXP28zeq7uSsUGz/fXKF09jugxte26Jxtbp0EY69G3a22DjHi/QA+kLcVUE5Js0DifNyHu/RmerYt46jKELUT1AdPTIkQPOuiuprDMALV2pQj4+GIXzdyqbucWgjeRq6hFAUfn58v5G1hmg6kYVI2aUykQYlXnkpdF/L6Sl6vOt5+ekscRkII5E3JWpoBONIwcuQNpWzUUpmvV/zDyOGQSH6kZqeaENWc3vvHbVhNbQ1pQTUhbNRfP3tPCILzTX04BQYDk8XWjx42nXAhyoFrBWpWzCSONm1722S64dWw2ftIN5DqXbtaqy1F7fJ1Ls6+4a3b5wXEeZVGjANECxZG+bfzE7+f4n2XuL016ui/305WB9yL4HYxJfxtNFJEM56+J+9boo67nWcbpuN5nwOo//zjyzIKF7QnrziuRSu3b4idWIJHvN8j3GcX7+4vQdCRdbHx+U7T9kp/dj1fMaBTrNrbX8ODeFJ0HJPj3QGe/CupXfBt01STiFDxLiN5Ia4zPiQl60hj26znbw5NKoEfCD7tbVZwSo9uhbY13fDRQQjWDXG4VtgnZr0yBGtbqXUDGoeHr2itkXOm1Kr/XqqqYufMcHhkGDPZCXldEO8Vx2iqKqX2gAEf1DsyJE1v9cQc8a6RpqOpckc+/vgd81zxYWQYhXlZrZ2cDJSu0K5czjrS/vbpCRcmctZU3rMRypXnD3+i1A0fE0/vfss4PVLzwuX1mfOnH1nni2o92CdSqorybNtKKZmcH3lzHPBDJresw2yla0Y6cFEdwHPVTedVseowwpCERmEIkRQda1EQr2SB0Vi5aHlXqs7fxBaMPh8VYG2qxJWGiZLZxXzxycBVZc7mbdUA6NWX00dUSBfNYoYh2qZUglaKSU2FXKSZUrfzXgHvNCLxiDBSq+w6rM3KDc9t5GCH8y0T7/oZvaujYtZ6SATfMybrLYrQnDp+7Zl7z3C5NVptC+luE9lh+PZXyyjuTEf0/97ikzcCoVGbuVFuf/7QAGoXb1LtGrbZPc7U3j1by7HjD2LByZk6ttaIhyFyTI6DL5zcmVFeQTakVnWAlkpwIylpXQo2cWhKUTo+vCoFWJqe3sPBUj8xazm7lgZ4p87fecZLVQWkqECuCwEfBs1OtrO6eYswHd4heEqZVdPAOke1ZXJZVSvBB3wccbVQ24V13ezHGXdlmGguqr5FFQ7HRy6vnyh5obTMeDjy8PTOMIOF55cXXl4/cjg8cDieGJJnPb8gUqlNy6lil7blxpobf/e7v2GZPyJ1g7by8eMnAKajit54AvPlhfX6rBqb1wvrdlWRHu9Jw0iInoeHB0qZyFkD5etlw1PwTRmX3mv3o4k6oi2lGo9FWaS1FaKPRK9YTzo45hVqcVQz7ekHkJZylZQGNVfOlRAbUCzgqTFyLV3oNigYLxXvojJpI4rfGFPS+0B0nsM06gECVBpbaTplGiPTdCAOB0JMu0AOtUDJ4DKQlZuxk/J0U2oppbtINT3R8mM/8W2diSnGIewiNA21UtSEk32c332Ws/8sE+kZFDbDsv+VXx4mvrjrcfvhKlBqdaY0uofDHiD7f34GUojVp2LRvM+xeQfN9xewQNTMLdxqsRQ9p2ngMCWmQVWXI4VYV6IsxHaFthltWFR81Q90yXXng6b5O3XX34BQi/AIxiRUeXZq0ZPCrqcBeZuJeSVNB/zhEedPOKeUbCUzZb0+H7TH7zxlXSl5s/o9KPmsByBLT/W01yGCvC20WozYFZAGw3CiboVtm5lOT0zHE8v1SqtCSiM+6BDYOs9s66xTrtuKN/GV8PRkupPKEB0PR702u75tfaHkq57ENvXqnGptdBPhdTkrC9cH0nTExaAcilYpWX8PQfU/UxooZSEvr9SWaVJ3Cn8zvKEUVaIKXoHKLVfG2ElaXaxFy5Kuf1mlHzg6+9KMNOVDtBanEvH0NG+2q5otK6dTwKI+qYIZDe1ZbsdLmrWSTWrfMAQRR62wZcHFBk5lDjEAXjd1wcuGyEBzUZnCaBejR4mbW52teFFGZnPu1lEShTB7/tzbpw5MFKhpUn2fsfcE4me1R9+GOx3grwlmttY1BPoN7W/ciEqfvTMLXXt91cNYu2ET3C5cn3Prjf+8lgzB83gc+erpwMNh4DAGohNkXWnrCnnByaqLVm4eCSl2b4bO8TcijP5EdIw97KQowFzI1SRHcjaNz44U98ym6lDSeKQLsEpPE7tEvtf5j2rj5U1zX0IcdeLS+CLeqOg3ANdpB6j1RR5QVasBnNMOisDh+IQ0WNdVhWWctujUCX1VpahaaM4RTLw3Rb9ndN53py99j5fzx92UaB8Xd93LslLzqm3HeNDyLaioTquZnDdKXeyajL0bo8oC5plGpgvRdO2E2tTeIdkkaK1qTDwm05sUXUcO0760Eqe1vmp6EFUxHh+sBS5Nqfytl8f6WTfb6G4vKZuR2fpqM5VWUX0MwXgT+4ySZcou6PoqyqZ03ukQ336Caw6iXauw74mbrkRf8D1I9DXZMZfuYyKGa9ywvr172i9MfnYWW3nUf563HdaFaz6PDr88VHxZRlEzraVdH6LP82kiIIjZxO8dEbldxU2cZv/kLMC0PcvQJ964E/0yhhR4PA387a/e8vWbg85oUMjzmW07U+RKldVat8E8PxVs6gCUoIHO442yrYpNeItpTWwWQ99KraIYwrpQixoKeu8IUYVbO9Wr9QhtRJ1W1r391kxRquRF5fpBf3YYKeWFUrMBnYlOP5amp2P0ntxkHy0TH5F22e/p+fzC269+DS7S+GhqVs1wDA81k4KyCZ0Tcs7M88w3337L8fiAD5Hz+YVtUzD3+eWZXDOn0wPBe5BCWV5pweGnA8455ssnQlRLAR916Xh/YL48gwscH56IMeloe97IeSVFx8PTO1oZKduFvM1QOsfGM04R71VDI9eqKtxWpzvRMXOHyvaXJhbkHOr2pc5djkqrm+IL0enMTPeJMfasD4PhUGphOA4DSCO3wpaz8jic3y37eldMN7IGihCTTaCaeJOIOp5RCH6jjdXCgteuh+jwVxPZTaw1cZB9nMFQlhvIeGcw3PdOFwDWPeZuB51he+E+mW83jk/vAO2ZlDUEmlld/GVw4C8/vrA9qifpji73WOcUcXbeVI5/nu/s5UTt8y7WOtWugRiY6C193C/aO949Hvj6zZFv3h756nFijA6pK2W7IMtPyPyM5IyYZV2pjWyUaHWbarS24QpUdEq0xaSYwF4XGq5iad+6LCpjv82UVQNQTEENf9O49+xFMi1fKOvBzGEcMU2UbdYMoxYjcM24oAAYOEpZcE5HqwkqhydSdUzdGT4TIskwoFobLo7qUD4MDDFwuZzZ5hMxJQ4Pb3j++IHWPIeHR3wceHjzR17OV110IXKYRi7njcvLJ6Q1nr76Fe+++Rvm61nl3Rwcj284TEdaUaWtdDiQpom8XFmXmTQceHj3LzT9r5l1XVk+fre3m0WEbVtIMTGlI44jZbsClRAmQgxEP7BxJQ6qmq1TsZl1c1wXWEpBcGrkExzjIAhVzXuqGAlJVaNKtZO7z0ZaTh1CsqCiC0mJWRUhIQ5yrbi8EdNIChHx2YBy/QYFDyOEQdmY/fDzyh25abDelnctlW09a/vaOf3+Ydg3tzH6LGOwEOFu3OVdAc9ridPfi4ddPwVhH768P1tb7dQBub2hO2wCd78Vu7mS8CWR4guHwm7cBa3rbxOeHejsU5630kNrLW8isHtx0twemaUqh8FFBQRjCAxD5M3jxDdPR56OA6cpElylbBtlPVPWV8p8oWbVfFQ+vUqz45yd3MkYWjrO3aqjlBVXVtU88EG/t2b129wWtnXhen6m5oVWNlpRSIk44fxg2pHYPVAfUZFK8CPO9Q8t0NBR5Fo3vaY4KQ+jZGrNxBCp6KBXE+1OBGuXevtkQ1RNRifK+AzpwDCeqOOVeb6wrVdCmnQOIw3M52dta8aB49uviT/8xLpVqOqsNgyDZkG1sC0X3ZBDJNH1I4uWFq5p1uAi6+UFh5CGA+P0lmCy9TgItTIeH9htEAz8VdJSpc+zaEaVNSOtWVF7A+68g7V6Xq6Fl6u2c6cIyatb15A8ram8f22N5HRaVzFwHeCqtapmhbPa2wVlglpq30TboCHI/l6bBRDnPCklSq77ZtO13Yl8WppGH9j3ohM6x2dHHsE0M7VkdaahqUEhwF0Q0qxCaeudSNX3Re+IYK/tb99pX7njM/9MKa5D/j1pvz2vP+uGw3zeiP3nH188Zg4do3Q33MF9ntq4Pdw1CxSmY3F3EbfobTwKA0SnIXGYBk6Hka/fHnh7mpiSI3lB6kZZLEisZ+q26gfuujKQaD/bBWtRqriqPuSGi4imoyqI2lRZqmjrbl0uurBLF2NVmEC9HcJdsLxhLnScoX8EPiBZhUwEIcRBAcyaaU0BSgz4arWoAG08sHeQrNPhfAQpOAtkPqi5ThoPxKSKU4oVDMQ0kPPKti4kJg4Pb0njyFYWOpoe06CbVUTLqTwbeatL1mPgnKbaCmBuDOOBYToxHB6Uk7KfjIK3LEnsfrKDwmKfO5Yi1531eHvoIn5dGuelsm6VMapwbgiqnRm8Z6vadtXhLGegsQ4bOrTU8MnAQgtizvv9xHUWkL2XfY2KKVThVAfCuXb7/Kz0+ExkyXfOTF/zd9nyDj7eQEiklz99q++iGvT69tZUvq0dOmHsDqvr0If0p3e4YZei78Ftv923+66fzp697M8XPvP4+OceX6yZ+dlFYwCNu4tOlnF41+t9bUW5zlq8ex1Noyq4Rkiew5j4+u2JN48H3jwceDoOxIC2UGumbAvr5Zmaz7SyqK+Bs7656ARrSAPQpzt7QOtKWMFaWXFHqJsUSsnm2N1VjAIu2UKqhRCdejpEzU6wTawAYlDvEP1k9kVWs6azPgzEOFLyuntdpvHEui2UslDLrK/R++c9GzLyk67DjbxewDgQ8fDAOD2zzqqMhWksVIH5om3Zw/EN4/GRNTfDXoSQEltTOTbvA62uLHkjpoHpcGAaJ+IQcOKQkrlePjE+nBhObxinR7yHnAu5qK/Hui67SlQTDbhOKrEbDBuop0NcAaQgIShb1NaRiOPH50WtBkUVz4fkVWwqajuxNbUPVOp0lzXwVlJoEMjVkbwz8yDBubSn6D44srU2nfNW46tqmdcPWfef9PUbjFgF+/g6nuhV6Uu5MrYWOhOi3YGOnWncmpGhLOO41Uc7rqglj+6JTg/SA4+bDOIejO4P6BvWd/eHWzC5f8jPvtargi9IKb44o9hp0/YD96tDDE3u2D3gBAnQW0I9qOxBVV+EFBPHQ+Lvf/WONw8ThzEyJE9wFSmqnSC1UDZN5WuttGpx1A+qiu3A2QCQiJJwwi6m1Wm5aIo/aL3vnAMTolUVpoFxUr5/KZom96HO1jrQpjMXPiRrHXqlXhuSLs6RL59oIvg0EX2ilY11NZet6ZEQEq/bVVNUGxATqRpIRFWxxboq3o8QPNu24sCmNDcOxzes83c4u05kI+dBuQCuEofKm7ffkLeN+XIlb43hpECcksQSMXnW64Xz9crzh488Pp04nQ4a2KUwnY68/fbvVAqvFl4+/si2bdTaKCajF9PIfP5ErVk7HcOAtKrTrClqq7isSN30z01Zr00cW3Z8eK68nDemKEyjY0jCYcK8TDUzhC4wJFSpBK+pvIgzfY5EzptpaWoAqq03FnV5huAMH3N4H9hKZXR9GloQpx4sRvWjVkdMytbsGWCrWQ8Ipx2mEAacNBX4Cc5KHBU/9n4l+qQOci5S8Krb6b36ykhXa/s53+H+IL5hDv0ZPbD8fJPfT1fz2Xfb97ZqGYXfn3+vh/HPPf4HCVd+7zHv6ZnpOIa9L983p5Ygmko5qw2xEkRIyXMYI28eJt6cEocRUqh4qdRs6ZsItKadg70/tJO7lTEKKHBZ9lHqG03BwKhgvH+vvp1NhJJVwQqx8iIqxdo5E5pxSvWureGbR9yAcwNSNbj4FEhpIMakQ2VFEf8YR42PrZLzTPARZ5L/ZdvobdmAUys61wFVpVr3LFetDSPVb4qlbAslzzgqw3DShdAK0zhxnV8p2bGtiZpVNv5wfETEMZ/PxPgAToHenAvTdOJqWZ1zjXm+4BCOpxPHx7ccHo6kYSCvV9brmbJelVBWwfnEeBhYrx9oZdYZlRDZlisxBiqBtQnI7TPTGaDIlgvr1ljWymURYlS/0SHCOPTNXu2E1895ip4SNYhjTl+2AwhBuwke7Vz5GPaOA2j5EnyySsjYjWgL3Xkh+UCKt4xAxFS5q9jnlBSjcA5MhKlWE/ntcz/B0Qjabq6F2CoD+vrVRhuKYSp9BPyuisD2tK5Xbpu+szI9mCyDu68tPt+fe7bid6xCbL6lv54q29+/xi97fJkehdXiIejYbwxB/+4d3lSAorlaK69G9t5yR2ub3ShEa/8hBQ5j5OmYmAZH9LJH2ZuDlRjPofT8UG+dBQDs5mmd3HvXPYuxm99r/j6UZe3IUjad48DdOjFiH6ZFNGna6fF3XZ3WqrXjxpt0XlMAs5dDYnLuiNxasnYy7UHBOWIa1d26A2POgpbvLS4brG5Zf1UdoPMh2HsTwpDwvpG3RstlBxW986p9YVhNjInaGuu68ebtGz3hLECO48B4GJkOR8bDiZQStazkdabkZb/vmqFbiVU2nYC1rylJSLMAsTxYA4RHaiBvlXUTtixsRenaXeg4RRPNdbpObiCDI6VAKs38WHWEQDeCnsDe0vEmDYUIvYKGiE6I7tmmBgR/h3UQlAFrMhe211SYuIm2U5XvEoBA5wuJ9IFNx+dHo9DzGW8ZKSiWRulZwW3uQh9iZabcIsieJfRS4abEch9iepZxo2sL95yM3UBIX4x92PIL9v4XBYoYnGkYaqtwTBoYYvSMg9bwMfjbAu8ZhZhi1B3Zyoly11NSVexp8AyxA6EgTQNFt0ITKiLZovHedlABGhErFwo3HrjWoKGDWs6b/kSwYKVBouSNPpjjTUhHqby3X7Woia/zjYrQDNXGTcTxAR8j1TAIadqdqLXSJFsaGgEV5NX3uZr+psMFT0gHnVhtPYNqKhtvrlwaOLWT0GcbWmlGxjGgymtms24zuWhAqeuiw0noDEIphWGc2LaN5XpV4Z44El0gRs9XXz9xmA6k4UAIWkKsyyt5XdTpfJjIBcN7NHujNdKkmU3ZVEDHuT5Z62gtGt9AKFtjvhYljNlWqmYzmILqmqbk9vL7hht47c6U20xIF+VRncsubKv3qYkH153cb2BkP1R0Xbjd57OJWkTGGDXb3Y2t9LVrzUgIQNzneIKzMrB1HKaX4d4OJcU3ghcIqHSkBHuf7aai1W7nfZ/BuIMxftZZvA1I9OsFo4Wz1/LQw9Wedd3KkB5fPoMQfsne/+VPhTcPI0+PB+1MjIlxiAwxaOCIlu7bG+pTGvuGq33O3mjbJkGWYiQMA2mMOk2J9b09+GHQ2NeKYhWgFFfnd9cTER2qqrUgVVtyrTQaVTU+XMAnwy1QwE1M/FUXLMa3sHfeCiKmylSrtkvnM2lIHF2j5QlXE2JjxXE8Ij3zcQEfD6pl0Yqevz5SaiakpJ2VsqHpMITDAQ0gXT5ef7VaCUlbuyq24uD8gR3oag3nI3l50YWSRlI6kOKFtn0iXy4wTsSUuF7ObFtBXOR8eeXt178hCGz1A8uSiXFiKQuvl8wwCbWuHMQzTpjYjM5hSIyIn5BtxVFpbWG9vnJ4+ka7OTUrc1Q5xeSc2TZ1L1+WzPk8M89Xnh48D4cjueqMScNxmjynSRhNR6g5IQTd1MUYrEHUoDh4yPq2kHjLtrz3FjQc0roCmZrmaIek6untTNou6GYWgTXXm2s50GUJ985W6/oi0T4jiCkyjhPcZYEaIO3zNOk9sBIyNDxqI+myIxfTQDV5pnvbwP0AvGtj3Mvutxs9k949vK9COgO5f3vXoN4hCctavqT4+MJAceDt45HDqIFiiJquBQfeVV1YvdwwKnNPgXuAuCkjVYiD+mckbWXq7LbpZooqErW6aZpp9n37Q0y2TNRkt3cMVNJON6kLwXCGG8hZtllRfeftw/F2UgMokUhEx5H3BFEqtXQ1KU8TT4oT0XQf+olOtfkQ+7AUWhFcGEz9quCkEeNAjUrGaU3YtuveXnNoWSfFKaYSVDbfB/ClA1ma/dQQKHmhLoU4Xnl48w2X1xeW8zN5fiU9PgHacYo+cV3PNJOESyFwfvnIw5u3uOAo+UrOD7jTCVyiitOpyqLLRPDkTcV4ar7QataNEpwuI+dxTkFF7SBp8E7RsZKZRmEcJh4fRp0ezUqfjtHx5hRIvnNwdMPVHb3TIThHM8k8RxEoTWhWb8cQ6IpXSg3H3g/gHKWBq2ItUM0w9Sk3/9FcGz4qgJqiUtpvmL3f12aTjIi6gw1pwFsLVxW6wu7t0ppqZdAKrhSQLpfY9pIE583mz+n31dZ/4F59IHew3B000ZXe+/ORHjT2d20zKhowartlIvuB89dqj54OI6fjwDREphR3PMG7CpKV294vQIoqRFk93TfBnlcBLqgCkfPa0uw+B1q/O0sjdTG4oLP+sq5ahgAueCR3PKHtv4NFUzPD0R8rlKJCNh51oxLLeNR4lj3VvFnFlT0d9EE1M7uLlYsDPo5G9e0YjM2EeE9Xuu5VZlcu6tRlnffYdszBOxD9D71MCSHZSZmJcSCv2+3IsVIqNH2v6/zKw/TIeDgwHEbm89kQe7cL/4aQkCYEHzgcHliuZ46Pb1EqvWO+zkzTZJR380VzFtAQ6L4u3hFIhDAqNVkytYo5cClOI3bKS6sqhTfc5m2qZZPOCafJMSbV3ZQqRNcReV3ywT4TjxCcaFyyANxav5+Y43E/KJp6jlh63poQ91TdwD5h158QNMso1bQ7rX18AxW7Z6jsXb1aC8UJkUBwES/eBu4+xxwMSNESpqMSztq+loV0yQbdIJYp216RO0zvPiHYfW4/exhS0enP0nENbnvuS4CJu8cXBorEcUoMKZC8wxtHQkVnVgUSTURVWkaKEoxum7cPyHgICZcOuDhpO9BhbksAHufFGHhqQquj35CXFcj6KvHWK9/1PGs20MkGj6QREEuPC7hKdINO0Xk1EM4G1Dnb9KptkKlNFzzeqNvpgPNJP2zT3VQKus2VGAimiLpOS4rleD276L1w7wdy2/TkkqZq2xJsg2ovPyb1z6jrql4U7mwxQls6zidCElx1zPMLp7e/ZphUZWq5ngk+EX2kukxtlZhGOrfj+PCOH//8XyhbsSndyOvrKzF6/cwOk3mQHvXvUvBBtOMQRlxUcLhuhVKUNr9ts6bulub7ENjWlRAcyaZ3S842tanZxGFUzkUujVqtjVmb6kg4nd2QDiY6Bc7FMjGFc3RTOG8dBVSXQrzsa6MZ8r/PGznNKALs06xFGsV8VtSsyJtptqObQHnpRCyvQHjNeNfU5Mf7/Xv3kxtL++0Ebz0YWFOghwRXb9Ru2YEZ+611HgUmqGvdDG6xxRvGhvRrvpHa7mLGZw/HHWnwFzy+KFAcxsSUgkX1DamrZg5Na1a64IaIUXbXPa13Lho6ayfh+ATjEyH1IbNGdIGSjSuRxZSckrIH4wBDIgyTajQY0Fe2lfX6yjq/cj0/k+eLDfgAruJcoBQFLLWdCT4VqJ5mQiqlrHpCixKDRDDPyUzdNrO7GwghGeCoJCe83T7RLoV4Na7N6wJmkuS89vTX5UxnLgafqHW1kgx8GmxE2iOuUKQwnEbSoLMSpa5I8wQ/kKLgnJ7gVVcPfZZgub6CNIakTM2QImk8UCss8xWJk4qwhKRK3d//A68ffwQXqLVwfvnAcn3h8emRN2/f8PD4DuGqMy7BU6sjTSedzSnqC7LOF9ZZgdgQomEzllEZNT9EzSS6SEsIkRg9McAhNv7841X9PoIw2hi3B1zs/AfNRjtjs9qJajCSTrqGRAjasl5rJjajWVtU6MNkzUA+36xNGhzBeaILqnhWO2lONTTxbidf1VJxeGLyTOO0d4I6HbxJIfSRctz++br9V6MR+oXpxGzb9mnn+/LiVhqIAaYY/mEZtJXnIHeUb/teUT1SjzNof09X9h/wZQTuL5brFxwFaZlWVmh5xyHEwJve9hGwuf9g0VDTuRAGfJzww0E3liHnIm1XW3YYkFaEdNJefoyJNDxq2m8zBB291QW5sS0X1usLra60slKzqjrlnG10WnBuoBUlDYnzSL1HhgWk4JyCiLRKs9O45JW8Jeo40Jhu78EAMoenVmUt1ropiao2dRO/fkLwhHQk+EjJr7S64hzqk+l1erTWWdPk8YD3yoUoeSFvWSXlo2YE6qbVaNuiWZd1ac6fftCAWgtlu5ggjgfvaZKZXxeCz4xDguMTpzdf8/ryrCx0H0kpMR2OHI6PjOMjMSV8imriK5DSiVIzW57VTHnLLPMrQj8h5cZE9Ko3om3eSK2VnDV7CcFrwKPx8Vx4f24MEabgWDMMQYWJQvA7UhSjDciJY83azq6iU6UKeSlnwodIqNYa7aew55aV2PchQunrOmlAiZ3R2xo1Z1MuUzxoGDSLarWR1xUGYZiOZi1hW7uf/g6d4KVLKDbEoQHODVrOObNNRLtZrcnuKmevpplDVWzPOUfA/GGqlfcOtR+8wyf051vwsoWto/Ruxz76nEf4gmDxhcI1RScxW6aVTbsRKPnFdQKUzmxbkPD7W3FOF4yPg24iO43bjmlomu6k4lGTF3GRNIwMw0BMCuw579X7MW/kvO0syZCOTGEkTQ/k9cx2/UTZZkTQsmGw1hieXBQJbwI0bWliXqk75fvOYNYZoauJajbqVNidvkVfJHdpYWui49bbakHioN0D6YK0TlF074lpYp1fLNvyeK9YQt5W8rZqezYMODQTEsF4/n2Barrd8lWVvXJWanfP7CQTo6fmC3UbdLBuywyHN4xZRWocQTGDh0cOhyPDqH4fMSacmD1iLVZiqP5E3XQKto9kO+nEOuh1dhPPlq0caOq6FXq3YROeL1WVngyf6foc0fg5Hd/xTteEYi4GBvbTvOmJ3w+RYDKD0LP42+CVwhm6ifXfdTOHGHpVYHW9KIPSysoaguJUWCApWcWHu1CzqufuJc6+FqTdQH4tNFRZ3jLBJjaK3tR+0od4Ky1EwyQot4fKDSuh5wgaAOwy6WGgyS0j6Q/95y8ZLr89vixQiE5gupZ3dyhDTLQ1tPPfm5JMLIp3sorvArIh7YHi7hLoPhEOsQGoSBoGyyg8il1ESs7kdeby/EwYT6TDyQalJlI6gPM7P6KWTIhHPWlipLhAcw2qaFuzWivU2lq7UaywR2JvrElNL7UN6rjhIM4AtC6lLk21LErZKGXDBXUQb03Hzmu1YOM93kdCGqmXpl0Om1bc8rJ3D0RQanS1OtbAsRAiTarW9LXq9ZpWpTPgTQxfiDGAaClQNg1gcThyOGZTtBJChGkciSlqOejVSU03k1iQWLXtmTdaKfpc6zNKrfvH6Zye5q3C1r1RvNPMoFXW3LgujcvcDRn0visPpwcE88MQS4wcSsvfQUOdA2ntNgkK6onbmqiwe6/9bYBKE4zb6aukKwjSZ5bc/v57p0w/z7z7ggiOVjfVwDBldWfG1X1rth1w1MzKOTExHu3U7QClrZfOMdpJW4ZrKcZlTMsOVt62DHt3BPuDcTk0n7iBE7deyK0E+Tlu8U89vlDhyuqlfUHcjHpdiLhuK2+LVKne+itYSSFOue/OJXvbphzTT3dnJ+RWmIZHUtIN7nxQhWMX8K2Bn5mvrywfPzIc3zE9vuPNV99Qy0LwI+PxG/yvhB//2//B5XzGhZHx+AY/PlKa6T/URtlWfZ9WD2tgE8ueenKqrTVn79OHhOCpTWvL4DXbUCWrmVY28wytBoQekFYp20zOKxCodSWmSUVrmg4xRa3SqKZb34qmv2E6AlByMX9PaGVmOh4p2SGonkSMk/b7pRG96jnEECk+qXL1NJJLZlmvjHkmugdiOoFbgYUQBi7nK+uWGbeNY4XFO/K27BtFzGoQGtPhgThGZaCWQnWevGmQ1A3sWZcV7wLDmBjGSMmFn55nttwoam2uJWnU2j8mHezqniutinqleAUfY+i8F2NGNgtEXtU7OhfPh6BAoNEcvA/GeHC7O7ozRTNtZYrNbmlKH7zyerRsEw2mIe/Yj0se2oYUZ6WGZouO7mbvjUGr68Z5SA6WeaFW9VpR2cP+rrBhumAlQzPgWxW77pEO3WF9StXKlJ0gFuh2Q59Rt13PzvSeV6D8tdqj+rrJPCi0VbVnDDFpve3U9yA4U1fa5/arGeTKXjv5kIxYI0j1tNyoPoJTwVrnHaVUhKJt7FLwMVBqpLoD/vgtKc3M88paPjIcH9mun8irqkxNh0cevvlXzH/8z1zOZ8rzzPS4UpYL3qFO1aO2ObXtqYuidTc00U5NiIqtBBf3KH/TNdQFW4q6dtciVPHKn0D78iKiGhp52zGFaAEQp+ZAmmVb65XC9fqB2vKerZXtCk3NgUiJxsA4DDgqeU2UvBBCQichVTV321a6vHzZLowpqUL24tjmMyFOLMvVwOAzKUVyUaFeEcdy+Z5tfeH09BWH0xPShHWb1ZV80GlTqOQitKYgZGueJtolaLUSU2AcT4g45jnzw4cz25oNzPSsTrkWo7nLR99U0Mfq7FJvabZK+LMP+3VsoOEsSzOF632D6LGsjbgbG7SIeonulb3T9x471bpC8YJPWLtUX6OYepn3Ydc62asYUeC8+4k4HHEcEVF+UXSV5nSOqVQFUJokxUvMrpA+s2T4xP5wTn1OOg/Jyo+ebWmfrA9k3nKFXQoAZ4eRWMZs+/kL9v4XCtckxRj2ckKBHhWRVZMV39M7h6avoiSk7jJWO7BppYC357RmKZeRTprzlFpp17OdIEbLRScKRXQIqa6RXDekrLx8/Aiyqdy9CNu6MaZIrnCdZy6XlccqlO3MkBLu9MDjw9eMx0f74J2CdOuVus1aZnVdRtDyYucx2KJC9OS6q0trrdx0OJs5jpnXqVHKffBWrpS9dmw0WqnkbWFbVPau62q0WhGnLeGQAhJ7K1eVq1UcJ1KlUrwDKazXF615a9YysdkmE+3MpGkx4R29pm1diMOgHiBOZyqmw8OeSYg0pmlSzChqybGtiqPotG3dg6x3yl7EOWoR1i1zXVbWNZO8kpTAAkDQTZqiI4U+G9K0q1Ha3RSFKbB79snHndgmaj7dA3l1rjfh9lS+g3nS5CYuaydxaxUJnTimAHm5G3SMSR3ZNNAXnSI1TEUxAstOpEJV3E5SQCRqSdqq+p065YZ41H2sdv6PoJkHd29YbgxR5zAsMO/zJQ6VVtAbIXti3nVgeolyU+9iDzTe9ZvyVwgUPqiRivd6UvpgwrVBdR5c6ICQQjYaJAoNJR+V1myja0QOMeoNte/pm6rZVB8hUNdZa/MGLibEDaTxaEKz3uzbAqVmzi8vmt7WhtRK3jI1NubrzPV85uXlVVO5MtPGiZBGfDowTE+kccQFTy2Zss26cEDduFFiVnPViFS6Gbq8e2fciQUG0H57xzS6IrfvNa9tEEW7G8HEX6phGnlTKTrv4t7rllbpWpwheFqGZbmQS1GORBxu7UmnNWpZteRSIFExDK3xRWX+82ynn44/l1wYwmSUX3VJOxyOJtiji+twOBCjKYXnwrpad6kWC6TFnut2Sv6WC/OyMS+qkD4MymatppYdoidGFarxPuwlXbVSt3f/nBGuooNswF0HKjtPRd3DxIyV3H5qim2tHSS0D6EP3alyesdD3D53o/L6bgcZ906GKHdjV/fSf6LDjdoeTkhLeu9rBa9CNp0Tgv0M2Xd0u4EOHePQC7/bhV0MR7jJN/ThS3sTO8P1dv3Qg6Xc/vLXChRxOBCGEz54Uhp0dLqPlftoV6h0bT2ptG1VirUNm8P5SPBJN4cz8owxMFUbUVH+Jp4AbNcXluuVbc2Mhzcc33yLqiAr3hHHA0MTZJ2Z1wX8EVzCxQiS+fG7/8xPP/yB508fOJ9nzYKkkXOluZGnrXKQhPMHhnEiPiaG6ZHh8CeeP37Py8eflMhlg1YheNb1lbgc8CESoxrx1LLR6kpnUZaSrVWop81tWlFbYXm7WrqqG0paIS+vChIKDGnSwSzn9yna4XBgnA7EkDi/zszzmZwXnHMcjydAqeTOMrC6qUJ5sc/AG2tU52OubMtBO1eiw3PFO7BWsNBU/GYYCd5O/TQSo82srCvX65l1OeuMj/bycK4xDEFBzCKsW+U6F9ZN3dNjDKQUlafStH06DZFxcMTkdk5ArkUDvgih42BOcEFU2ds2fUOFkNUCweZMmm6YDmDquvQ30FU0de8eGxoYvHqROh1y9L5PETfEHPLiMNLqpmS8shKmB8PjZMcLuvB0a+pjG/phGhPNZUpNNHG7Nmbv0WrGqvtHjB+xx4wOatJZu7d/cHZtn6OWqrQOBvoKWk/ZEdVvyZdwKb4sUMSJNBwtgwg2urtPgnFjzBUFt0o2UFCoMjAenxgOB1KKxCBs61UdpfJKy5liitDburItK26eKa2wLAs5N05fv+Xx3a9V0g3HZV4IAY4npS6vy5Vmi2uZLzz/9Aeev/8HXp9/5P2PP/DD9z+B6Mk1HirNH3l+/oRLD2xNGIvWx2V5QZowDBMxDlwvr4gUdYdCbgbGhlHgVGZOB8AKm3mXtlKVihyT6Xlu+z3xpvzkTPr98vIjeVvxPjAeHqhl0Xtas0rvh8AwqZiuSGW5nlnnK2VT493xeGBZNioFcZ4waHa3LtbVKFk9SXE6ASuNss7EMSmzTyqHw4HpeKCrQC3nF7ZlZjwcGceJVDa29cWMfdS7ZOgS0PTRb8e8VLZc2LaGd5Fl1Xkc7xxDUJWuXI1a7WEa1e0NtIxq4smlWdtWuao0bT8G73Ch2fAW2l7wNj7urYyojWrEqQ7itdb2iWYnDSfhTo9SwchSMqU6Qg0k61J11etWtBUfgnqC9CCghME+CFahKYYR49EyM/N5KZkQxVi8bg/OPkbl9OzYnW3gbm+4ByuhOcE7bRh4w8juyyd3h7v0tGSnre/5FHu59AVx4ktLj5uOoAYG/Y+m3rKfmFKrSaZj0djjY2CYjkyHSRdFy5RWcXWDvFJWPUkFZShWacg2k6sgJMbTkcd3v+Lw+KQYRRPEJ90IrUDx+KB07FI2rpcXPr7/M+fnV+Jw4vjwhunlldeXF46PjyTntbQxI5qcCzDT6srzD/+Fur4idVWlJcp+8ux2bpZvNmmkoCPN4oxvYEQvbfHqIs/m06HlwwiiuhW1VpbrB8p6tvax0txDCEpLN01PHwfttojiKHm9GjMQQkyWNWgbMqbEYXpgrWeKLwzR4/0A3FTQaaJZUvC2wXQx5U0NjxzKRJSqStnLciV6Ty0rXc4+Jl0+tWZKUa5EKU2NhO1XEWVoOmkErwByT/9BhYvGFCyQtn1oStqtPOhtS9vzBH9ja0I3AVIMppcDzYhQvW6/Zdk3ToWeqvoV79VZ3BmvgthMS9M2lXem4mVzIN5raW3j7k7CTl0XMywKyQYdgSaF2FaG4GjiqZZJ6MyH2zEGbqtL95hFMhGhKK9zf1++E1Lg1hXt39Qzin7dnj1T6UHjrwZm9sduUmLUUi13qpI8qhJ4am9NGRiYhpFhHIkx4J1tgLIpSzKv1JypRKUmm+BIXleWtRCnJw7jI9PpwZiMWi9GHLkIUjEevuoJ5G1lXa9s68JWhPF04vjk+apUrucZDB5r0kz7UeX1W82UfOX1+UfW83uoG6fHR1JSRNoH9fPove++mPs5gNwAz07JdkDJK7SbKrXytBTMrLWoHibK0gwxgaggb89MpFVCPCCd/bmtZleogsTOqcsWdL1NcHLQrK4JPlQGvAbRav1CRFvE7VbzOufI67Ij+8pmVKOb1grNOxAjJ3WeQyumo6mt29pM58F+TDZDZG+b0Qe3Gwx5ZwxM78hFOxwas24noXRk/Geb2jdovvMePGIjV3Q+hbttg94JsJGsz09TW8vB+Bv7Z9h6J6LjAH3KuAetzgxm75wojnU/Z9GDIjYLlIl+2hXDWzOcYX+X0FdTZ5I6wzw6+1YDgtvXke8HlwPcjWtx/+jVR9+rHST9kscXBYramtKHpYNMt8xC0zQxVSdTIRLBO20tTscHhnEATDBmXdQvYr2St9V8HSvZ0vPW4Hq9cn69cno78fT1qKh+rSpm65QMhIFRqpeoojTLrEEipJE4niA+8nD6irdf/4o//MN/xKFdhG2Ztazwgbyupi+wseWF15ePbNdnlsuJ3/zLf40PkwaX1oNkNlDTBHbsw0VEQdI4Ka9im8nrCz4cdPrUR03bnVoH5O2K1I1heiCNijPkvBDjxHX7QMmLpsZe+/I1L6yL+nWkOFoWppssjJMyFEVd2w8h4oIK1jgXiJtXslQplCIq9WamODgVEbpez9pBSSPeO8ZhtGFWZ85fo7JHnQaNbV1Z+2tW/byRDhw6ctZ5Hx880fwplq3uqfeYVDEqV9WpnFKk9LUE6HcoONtxuhQ9tTWVC9iP0c6K7Juj20UaBiGN9hcmPHt24/Z7rK5kuWYGo8w3hMStQ6dBxGwq7WQPPlC2propRl+v5YadqDZLJUQjlTUhl97kvL0XSx/0T/ZPytsy3VgnhNCFfwHareUpIM5o4Jax9fykF3E9WwOjdv/Cx5cFilopu9rTDRjax7utE6CIr154NK2JcRwJMVC2TF4z6zKz5sI8mzP2y5nTm1+RDkfidCBvC/Lpg0q4V21JzZcXznNjy9q3n6Z0ew9oG3a9fGA5f2C9nqkVHr/+DeCpUsiL+kGezx9wr59Izx+Zn585vv2Gw+kNx+Mjj2+fiOlEmk6syws/fv8nStn4+jd/x/HpK9Kgteu2vNK1OE9P7zS6+2D6l2lvfbZWNFihBsPNdA6a6MxM8IHjm9+A9+T5dR80yssrODUUUgCysFyftVyojcPDt4zTE/PlleXySr4+M339W6bDEe8923ABNzAcrszXM+eXjzx+82/YlhdtYxK4nD+Sl6IO66XaFG2l5kzeFpDAmmYOxyPDdGA/9Rraht1W2qoYSG1aavogdp0dY4AheFJSkLC2xrIVxYlSJMWRnIWaNXf23lO2RTUlcET8Xr6KZQneNnUVMdp4318953C73kOv2XtmfjO+xoBmyyBwlimp+1cuFZMaQVqjlI1p7NSA/nUx7U7FSdLhRF5malV5RUeiOpAaaSWSvCOlE9HpnEUXuO1t3P3m7gIUmgrsLnRts/KzmkSfw3mlgO9ZjuhM1l5u9Y4RyjFpTajbbIdLJxT+/zlQKOW56gfU+jBVpy9XS5H07602fBwZpyPHhwfGw0jNM8XmF7Q8WNiWmbyulFpxYWSYHihlZZ0/8vH9n/nDf/vIVyuEwyMfP/7I73//I8tS8X7gq9/8ltPpyHhIDEMixUSperrV1nShuKDDTW6kpkTBafZSNvy6Is1xeHqnKXTZyFtlGA5MhyfKttByZcuV88snROD09AbnHBsqrjoc3qD2AB038zinLULNdKJOf6pwhi7WOCKqKYe4gPNptyL0PtCkl0PRCD0K/DoaTgrBQTg+MJ/NbDlEDo9f67BdnADHVmbOlxculyvX85nr6ystnDgd3zDGuH+fPArbujJfNbtzKUHTcmO+ZrI0zeKuV8Q5G1U3hp8rRBOMwSkLtAv3Vhu2i8aZ6FoU66bixzEFreG9Z1lWSikELwgBabosO7u3gwq9y6EWow7f7fW64Ittrip6dnpuLcKbZYO/pd72u7dvDjaC0J208raRUiLY6H0pzrp9SfE6bke+Uuo9aZyQGlRwye6LM4nFbbuQ6kyKicM4spZC3e5LQTP8cft/rFRsOC9KYvR+L3d0xqiPwvtbCbJHCaHPdnTDJUH5G8rb+StlFK3rLvQf0EGxTizq/2vKloshkYaRcVLuxVbK3oPeL8BF4nDg6EdCTDpLMF+YL6/M1zOvnz7g0oHp8QmpC3/6hz+wZdVEeHn5yOO7d7x994aHpweOhxPdyVw/Iy1PnDMzoJCI0wnii0rzoVN9quKtyPi2LhwOiTiemE7vlHiTF7ZcCMuVNOhIeEW0W2PCvOLub7olfK4DX2GX6ev/1iya33ALTRdrVcfwkldCGpV/sq2I6ECVOGgUUwRTzYeQEq15avOsmw6dvXx6Zdlm1rWwlcqWG9fLhXEaiV4Fg4ZTIMbEmDPxOJOuL7g6Q6vmS/LKsmi7uhYjwZVm/ATFL6JnV3nSQ0Jb4nLXZdA5Hy0Tcm02s2Gj21Vd0DHx+lqbjXq7/ZfYWhNrZ97dYbuHst936buln6a91NgR/o5/2PcaHqL8l7DnHw7TRwlKx+6tfGkN8Y1d9u5nJY/OgkR7zbxjLXivdgx1w8VGMnFqHQ0AJ/16+09nL+HYwdybAVXffnopVq4YctuFh+0C9+263wKjptN++YDYF2MUSm1mR2J3YO/uI+hU2RAH0jiQBi0Rmp2iLiRCHAlxIE4n/HDilAZKqTx/fM98eWE+axsuL2fOn97z43dHQshcX35U5N4HPv34Zw7vvmX53e/4avuG+uYdKbl9wMb5gNjMgQ7uJMaHt4TzGUF9Q9LhAHGgWZtyWa6k4RGfjownBQovrx9prrFtmev5YiZDzoR2jFcvtwXYP0jn9dQOIkjbDFdxtKLTl84YqspijeRaycuF6/mD3j+fKNvCfHnm8PgVwziizuEKnHkcPkZcTZSLgpvzfGGez7z/7o8cTiq0E5Oqc23XV9bTqAHTH/HjWw6nJxqOtG1MywVZPkJZaHkmRs+PP/60T2J6D8WIaNjmyE0YTXIw16ptTJv21AZOsw2lzy+lMkRVW/c08qqiyMk0V3Mu5Nq0jod98+z8IOeNa1Fva5DuI6Mbo+swSEcbcbf1abtLpOts9m7d54HeG6ekA5vBPHG1rIYWtCzUAGLtW6m3TekitWWjjkeCU4/dUjOxFeWldFsJKyGCqYnvAQDNnlrrg4h3Qe8uc9AgAx1B3t3YTFTJ3V+Z8/u4ws9Bz3/q8YUZhdbc/QerYMd9o+UW/aQ5BRPToH3zbcGlAzEBeeV6vVIl0PxkdaLnev3I+eU9tRbieKBJZDwd8Ckg4vj2d/+KIqPSlreV8/N/5ON3F0q+cr2e8X/fGJLn+npmW611OAXWWii5si6bArLVgVNH7pBGlutVSXHTRAwjORfNhI4T0/GBSoSmxsjff/dHtlJ59+2vGR8ceFVqktZMKm2/EzZxb8NdDlpT39G8qD9GSKOpccH1/Cfml+8peeH48Bb8yHp9ASmMh5G3v/obpZWXFeeDMiKrcHm9cn75RKvC4QTP7//Mp/c/8Pr6yttv/z2OSHQLdbyqOEuunJ9fWPKZ6APnhxM4dROP6UjygypSxYFfv/2Gh7fveP74nvPLC+ta8FJphiUMUcWDCPsKoXaauO3R4CNDHMilsWSV8htT2IOIkpyUhSnFmR5Jn6Ux0xqCgbbOaNPWdbHUeydQWTeAKrgG3Z1OENvQf2FrOIcjWldD9rXcJQ2RSitCCNO+SRvNAOOClkaKIeS16hSpHSItrxRXdZbISsJaMr6uuLDt39vZod38u+8ocaIljo0s3CG1+lvP4u3A3s2T9xaHBukOd/TiLcZk7eP7EPJPP74QzGz78M3th3O7+/sbVZBvmnTR6WitnvAKlK1sy4WX5498+vSJdc16wvvMy8uLshNb4fV1Znz6huHwlunxHYenb/mqjdTm2JaV5fXMT9/9kfX8wiVFXt4eGUJkWRaWdWFZVpq/MAwDry8v/OkPv2e5nkmycTok3r555N3bbximCTxs26pAnPM8DEeG4UT0ldObr3d9i5wz5/MLLgz4+MDjOxtP9g5vo+ca6Bvc0aPF6NmtZONLGHtOiokAbYynt8TaKKWxrRdlnR4f8XGkFuUziEBzgZxXzi8fyPMrwcPjm99RZcO5inMZ7z3P778npRHvYTomTo/fUEvhcj7z8uEjwRUuzyPDODFMR8KhslRlnw4pMU0jb77+W6bjVzy9O3M5v/Dx4wdF67Xwx3vt+lRLy4P5u/ST2uOUyFQU3J26wY+YQK4Y58AmvbSb4vbyRH+GWgpapYvKDThw6me7Kz3ZklQpfttYOhixl3b2tvd903VUdAkrKKht37prXmi8LzgX7XtuGeMur2fjCpDouIq6x+kUq05cR8UqS4GQCf5A9I5alC7gXNARyl4y3XVwxAmfi+GKidbILjGxU9O5bc5dk+JnEVIp9n+lQKEIrOwl4N1kDXr77ttT98Qsx65i3Nq+6Nd15np5YVk2xEWGAXXpXq7UvLKuK3484uKo7bowcnp4qzLvLSjTM/1Eq4VtvnA5v7D6wHVema8z58uZeamMh5HL+ZXvv/8j6/XMV6eJ4/iOOBwZj29I00G5HyVTcybkQs6VNIjNtCSlCjdBnGeZZ3x4IQ4fmE7f8+ab3zAkTfOq4TBi9agGAaAZocY5G7tPO52aVrRMEatB/S2t7Z2VWnXMu4F5pAjD9ADOmfZGZr58Iq/zrk3RaiGeHpiOJ9I0EdOR5XrBzwtIIefZWpaJFOBwGKnV2rCtsmyVMQz4eGA8BMRFtk3nO3LOOmeSy2cZZdeMxOnnrieeYhDByT5HgXO7BBxWXnSjZ1VO71yBrvthw4J3+39fa7bGpAHelKz2WsQkEPn5ptgBDH2/9y0CbIM5ZYV+vsdkDzgixqXYr1329L/XDztvwajyrSm5LEhToNdauNoy8siN6Hyfp99wC+wQ6kW+s2tzt5mXzy/V5Cl7FsKekKgV5S98fDHhql94c71IsqBgN3SfhPP25y4w7MzItollJur90Lsg4pV1uCxX1suzLfiNum2k0hDUpWmaErWt2odPehqu60JeF84vz4Dn9fXK+Xzl9fzC68sr4zSwbgsv5w+EUgiPB4bDienpa6bHr0lD0vkGgVI2qk1khnXDk2hVKKVSWsOHxLqtcDmD+wnnJ7757d/z+HjAUfVaaqUZ9bqWTRdbVeDMd0nANOr9bGLODm4fNHMe0nhE1bDyzsAcphOF1TQ5PY/vfk3OM/Plmdf333P++APzfLHR/EZKiePDG05vvmY6PbEsMz5nfIzEAPPWSEm1ItIwcDidEIR1nVmXhXndqFKtT+8J8cDx+EifmdCAURWYDH0iVIexep7fUSvvxXhTjdpuuEGnVoc7tfA71O1WEvQA4XVPdWKbdiat0yGCVCVxee/2f/+8Mu5r9t6t3EBTueFsgM2v3AUGy146aCvCzqXQDSg2O9O7IW3/flVwU9n8YLhB6AI9O7LXduB0L+/396L7bBdHkpt85D/KC+6ChXqO3hHN8JaFONW+/YWPL2uP3r1xvWeaJnZketdvFJUb23Jmqgma0VhbY8sb67aRC8r3x5Nr5Xq54oBtWXS8nMZ4Gvnhuz9xXSrNP/B3/5Ma6Eo7U7YLkje6AkEpK+/f/8Tl9cL7j5+4XmdrucE8awbjmvA//9t/w9ff/o7T09dMb76CdGJ8eGCUxpRXtuWK95FcKvX8Ql4DZXtVJD5OhOkBWXTzl7zy+ulP/MP/+f/md7/9mmlwuLZCa+oGJtmmA6NOofoJlx4I09dmTFyoFbbSmK9XwjARhxEHWuZsqy0Gz3h8JKRpd173YeDh3W9Y5mdKWaDMsJ4py0zOhRAjb3/1K46nJ6TCpx9/4vnjHynrzDZfkLxScmMtCVcGJCf8OfP47htOh684tI1PP33H5fJMWxek5L3d14rS0b2YzID170VQv1ing1wpBEJ02lJv2matVRhSb0gaDRmry1vbO0OdebiPS6MqVbVCcUoo6zMQHeTrGEQXxOkZmfvvEIt6x8lbsFg3Xd3BnO520VoRpOqUr3faBRFRcH83xrb3GMKgAb4VAw178PHE8QgUGxyTW2XkIHqroPp+tp1u3fG7Pdi7jArXNroUobPg03FDDXSftXCbjcGDEiF/8c7/wkCRq56qu82ZXWSrKu8F7BH6RhJpdM+LLWfmeeZyvXKdZ7ZcuFyvnF9fmWcF6q4vn1jni6oqtcbL8wv+ApkHfvrhR56eHgjBMQ6qDuRpxODY1sJ3P/7I+TKzbDqwlIInRZ0KnJLndDiwbEIRpTyXbeH1ww8E54hJa0sXRhzC9VXfh3dwfHrCuQGCI46CT2fWbdGF34QPP/wBKa88nAYeDh6aMitF1A2qlDNlW8ibOrHjRqZ3f89wfIc4mM8/qI2fyfOXspHzokxOF/REl8DzT79nm1/ZljOvz+/Z1plaM/P5E88fvuc6X6m1e6Im25g61Xr+9IHXj+/ZrmflsOTKkivLD98T/E+EoHyTaToyHo4M00SIajrs6oqXTV26cgEHwTem0cGmClOd3emtvReCivdIvrlmu460i01omtubqnbdRFluqXYv1P2+eQQVqQ02CNaa7JwGv+cvmAnQrSzQg72/uj2kj7ArWFqymiO5qE5it1REI1AXv1WeqF2fORWpK3rVVry1xPM2k+tGw9FcJBGUVVobUjI1KY9GOzg6on8zU7L3bV1G6W/DDmN9W5pF7dmUGGYR/G1OhZ4JYSlZsWrEU8tfiXBV7YNxrtc8sqOxzdKZfWCvqz9ZS7XWxrosXC4z58uV1+uV50/PvD6/cL1cdBR9vTJfF+Z5ZpkvzLMK6Lr1hcqf+O73/0D+9a9w6Jh0iMrpd1Skrszzhcu8IWgrTxDmLRO87GPe799/ZBgfgEhMIzkt5OWM1EHnPZoGva7knWsmpGjqUTqVWC21aobWr7nw8vpCyZG8JB5Pkfn6iT7m3ES5ECVvlJKp5Uxp4F++AxcRAtNXX+ODDlghWUlJwwHngtLN11ekbvig487eC68f/qgiN/OZbVvJ5unpfWAYj4Q44XyCrp9RtOtS7IT3Tg2nvdfSAFmpW+Gar1zPyoFRS79M9I3DGE1VWpef7yIyXnW1xGr9KtoBapZddnl9RPUwgjl+4dg7E/3xczS+d0D2mGGCNqGXDr4DZm5/jia6dzL62Kh679CJU98P6XJzmHDSLYx4nJZQdsKro4QCiN3VS0Kz0snjo99xgg54BiOgITbX5BeaC4SWcNR9TqMLF2vZKQaCWqCUyr3wjKePtYtygO54TF3PwpPuhKNUF+UGE6hnjkadyi99fFl7tKdK9JSoI7HGcJO7G2UQRmta32fjILy+vvL8/Mzz80fev//A+eXVNBihbBu5FNY1c7nOnM+LfWpncnV89/v/TG2LtSOVleijh1yQuirHoFbtwZvQ6bJtnKYECFvJvLxcOBweiHFgGA6k6NmWi9Kpgw6VNXstUMr1Ol9MRNVZO04XXbP0M1dhWdVKb7s6puEbrpernlhm1rOu6+6ita2zqliXjHOR4fRrHr7++9uClGp+JiPiPE0WWl2VYRr0tIop8fL+B9b5oq1g53eAz/lACKMGmcYuXEMr9uHpohuiZzwkq7OVlRhQ7GGZZ9Y5gNd7F7x+203mVUVnoocWdXahNRWjuQ3Ndf6C3idpjeY90TZURLsmuoB1R9bm9m6DQwOB1H44ibqB0aDPO3inU6Md5ddoQrC5jT1Q9FXa9MDQH6u5Qedn3OZKLVjtA1vYDE2HHPRndI6FeOM5+Eh3pPc4A6x7cLKuSLOCwelAVxcJUse4igvKet6nVndOxA1X0a9bqQcmoFQ1qzJym/e9vQtYRk//937Af8HjizUzm6nq1H3y0BBqryPb+qGrrKYg1FpY18L1fOb9+5/44fvv+PGHH/j+uz9z/vQ9QxSi1WzOq6JTa411yzivBrJio8sfvv+vlPKRbduQ5vjVb/6e4eGBZf5AqQvHMXFdqonksrNIvdeFuqyZYUj4unL5+BPbPFPyv2AcIo4jRHXe3uazuZHDMCWWywu4REgDw6TWAbmo10YuDfzAND2xrWdezx8Yj294OD4hbVW1rLrx8vxJO0YiLKsOddVtU42K9l9JD7/i7bff7hofcTyp74iBV9PpK7yPbOuFcv6AMID3xHFSa8M0sawL122m5IZPK/PrR67tJ8q2slxfCD6TkvmsVCGNI9NhUI3LCqfDowKS/kpuV3LOHFJA3cgrHz7OPD4cLItTVmYKniSN0tNj54iGM/S0OEWd96jNxGyyidYUwbvGw/GI8z0DUDEbp20QIOJd0c3TNxnarvSuj5jr4uzpepNqsnH9FDZlsWZhzqY2b21SY806oE9/Km1Uu3Q4SAY2moiND+pZ2Gqm0qjeMR7Uo8XBrjgljPQ+pw8JFyacn3BOT/1A2x33RApUh5FAdhEc772ZXnU3Mk/bMwnLgry220OIBCtZ4RbrXIcM+t9FCDX94r3/hRiFApA4bb3RepBwdmMMvXV6I3NphFwITij5yvs//0f+y3/8//KnP/6Zn376yHScePfuER88ta7aLy/qBD5EveFK6VXx2h9//A7CylZVFOXT88zf/O5bXi4rn86F17nu2pedQqv29A0JWheneOTx6Q3JO1qbefnh95wGyI+PDNOoA0DbatRoHRXftpWadRQ8DolpSrg0meAL1FzVYbsJOS/85//wv/Gv/92/5/HxLafDI5eX9zjv2NaVshXTwNhYt4V1ndmuF9r/9v/k3/77/wdvv/kNaThqABIdLirbwuvze05vvmFbLlxf3vPxhz/y+M3fU3Lm8vyR5z//H7y+zKxLxofEmzExjZFtXfGDcHz4hvn1RbOFsICrpOlArl4D3raSi3CcDvgQOBwGcsmsW+YwRQ5TYtucSfQHA/8KkqwnH9B0s1gd7x3BB9YtqxuC/f00OkvHRU9XA71jVEnFMUU69ujMTOjW2LMT30q+3mlxuL3e9tzYl/1kt66pYgr2v9b83gLVb7BJzqZlizNx6NagNsWihkHTCmmFWr2qqBkPI9dKKJnYJSFjRDGGQrerCGEEl5Dmdo7NNCaqjIgT1R1t3ko4vQfefY43YBmFD52xKjeRG3uO4kV1/5qDXdfi9rDS5hc+vqz0qI1ciqU6OhSln2WzNLt/pA7nKvOy4D0MSVPMUi6UPJO37lnhmZeVJqrGXa21FIJnHJIas/hbStikcLlcIehX1uWF777PnC9nrutGaWLalLZQLHuspqUYYiCGgZgODCmAbNSyMs+vSrgq2WzjIA4DkYBvQmk6addaYcsrtMOt5w84l5kvr9AWKo75/JEfv/sTtXzLmzdPpOMTp1yAT9Tyqp2dXMlFZfHwnk8//Te+/8N/QgTeffutmtg0lf+fL590YOv8TF6vrOsC3nF5eSavmfl6UcBMlMTkELbiiONb4nAEqk5bbqo0NdSIDEIuG/Oi+iGeBk3p4SF60hB5eDhwuSw6wh4cp+OBkvOeDqcUyXlV4M9B8EJzPR3Wk/u2JvSh1Om+cpV7oIQ8t7cA3Q2QAMmI9PajPd9S8q4J4tEUtrMUvb8FiyaNKn0Gw8rn1qhB1auaAE3vj9gUae0yCfRSWv1Dut6ldjlMpMnfOgxSK817aw3emJIddOxFuhP1tpWaEVTrdBxGnIvkbNqj7q6c6mWCAbT7XJFlUVo63TZ+0/aG3nfriNwDot0iQ/5agaJUXdzVaNwBIwQ1+5EGujgHrlTWLTMM0YZfLBh6b6BhYdsW1kUdu2MctCMA9ndTPw5BgWCnRrbblvEpaFvNFV7Pz6y56LxC/FzuPDjsg7wh02E/LaIKiIj6Z5bW8LMNfwV1KFP6uWe+zkac0lOA1khD2gVIvPNsi8P7gvhALZnnjz+qDWKaeHg6MB2f9HSfr7dZFOfxYSAmuDz/yIcffs8wPfD2m18R4kCeZ7b1zDq/KM4xn1nnV5bLCyKN6/MH1nVjW1fERW2LiaNV4ToviBsZp4Nu4JrteoLpalbyoiY+zqkxTzBhmg7EHQ4HZc2KnuApmRRgzbpBnWdrUG3isoOjrSrPANr+ubN/LrY+rNzsWGRX0VbMwncwQOtr0TTaSnMDADVetdrMk7SLGYutQ8FZ0FRc3ZAVyyxUMrFZrd/ssNPnNfrwI7fN1xTwVB/VXvpXRLz9MmCzNcQ5o7K7ff9qMDR17qYizV2WQd3NBnyrULp/TPts8/fORRe02b/2s4fYPrwxRt3+fj/PIH55kIAvDBRrKZDVizPFaJFTw1y4vRu8g+abGf02SvMEHOPhDcPhiTg8I1K4XmZCHBhGnXnYatEsxevgzxCDWbYJeBVqXUwJKSAcToltLbqAvSoUzdcLy6aovotaFtWqEunRq6xd3VaqB5884zDwfLmwPp/JTVi2gognxmgbfeR6+cSQ1HdiSlC2hePxqOZEQQGjEMOeXqaUWOczr88fiGlgGH8DfsQHxRO6tkOX4asls15fOX/6gefHr8j1/8bxeGR5/3uur+9Z1wtPX/095+fvmF++4/WnP1OKM3HbVecl/KCnngu02vjw4/eczy9Mh69JYySv1ZSkHaU01qWxzpnjSVXHQvAErzWrGMYwDANvHlSLUzkwSu9OQbO9vBUTe1FkPgZHCrf6uTQhdeWou8pBf2/7PmjidJ5K2k7M6kPK3gVq/6bePu0teAsM3hlIZ2bNHZyMFjhLFxbqqmTNNDUl3hibTQWRqmAqa9UOFc0YSiv6Ot4Toie4LqdQ7aIipVYd0hMMxATvbZK0FVqZCUnNjxW/Myd0zec0wO1ll0bYe06F/cseHvrvN8uA/Zt3jMTdZ75y9wHIl4WKLwsUy0Y3xBH8bs7inaMawOodhOA5nU48no4MQyR4oTaPT086Cr0sLOdXAOrRuAWo94N2D8yHIsFpOuDQdDFGhy+NLWuLbhwPHCbVPyi5UvLGmAJpSCrSm1dKaaTgCC7YtJ4jr2eCb6R0JAyB5+8+8eHlynnezPnLM40jYxoIMbKuM6fTCIdEdI5aZqRVxnFiGAfE640fj0emaVRT5Lxwvcy8f/+RKo7f/Iu/I06ZtG6kstn7VR0OH0a+/dv/C59++jOX5x/46Y//ia9//RsuH/6AiPD05reAY5uv2uXYVnAjy3plma+U3Gws/sjjG82Ualk5f/gvjMnB268ZDw8s6x/IDbYM87wxJEXI0zAxHk44HNuymD+HtqBTHElJR+rLtiAxMI6J4FWcJ9d21zFoQGFIRsfOsFVhtI7Jfj5a9qGZha5bBUz1lB6iNWa8Uw8YtBXd9T69AxcNTDQJQKngYyD6ZDqjheQ9LsDmCk6adYCMe2C/O8MwdMoy3JUZfRu5PSOqreJbgKbmRc4JXabOWZct50xtjciAC87KCIcQCChxS5zoIJ1Usz/Uksp5iEOk1T5Dok2CZtyJXsSJmIhP/9pdeScCHu20fZ5x/CwyfFnT40uHwgwtxltm1AkwguRqcmmJGKKetl71CLrTeRMdMy7ZDHT3NKqxbbNuAEt7xYNvznrKHjXI8rQipKGBE4YxgRTTYFzZsnZDXEjgPMMw4C1EB7za7CV1IfNO0/HrdeHDy4XX62paCVruhKDoc94W63crDiMuIbVxeX1lW1eODw8wDjjXcNdMy55cNj49X9i2SowvvHn3huPpCcjgI+JG0qjmxA0HfqBuF0R0GOz86U+kVIxpGFiXhdIuXF8/Kts0TZS10PKCR2nY4xDwFdJ4IiZ1EKtNeP/+O9ac+fv/6d/x9O4b1m0Bf0acMIyjgb2ZdZ55ePpa4b+snI9ajfkXPZHYt5SSnDxq0rtmm4ERPcXDLSWuAoZ5q8G513mMrsrRf3lvixtu4/MdhDMHLv3HjkFY27TrALrbnIU0Z5wXaKjre+pQwR3tW3UzhBbE1qbaINbqqc1Rct5dzvdePxrIXIXmVXUd+txFw/uRzhAtZVPJSFewpgwVIUYBF3AtKYtXDspctlIZ4zloCdQ7QdyVHRieq9mju8+wfrb7Xb9mvXr9mr9hH1/y+ML2qNhNU2TW2de68GdwikV4Q2G7kKv35sJg47hSq/WPFdmuNTNfM+uaAWdIb1C7NRxdTFTrWyEmb7qBXgOD9aNj8tRN00adMMSGuiLRB1JMxJDwsftaZra6smxZ36vTxRyCBq/aGiVXUlJj3VY9rakDWF5Xct7ACdGfCF5wToNWyZnLdaEWmA4JEWGer8r/EE1TfUwErxaMzY1c1gutNVzJ1HxlvXzcF3RZVnJrbMtZpfScI+cr3kMaEupb6jRr8wEfRtKQyHllfnlmvryyrRuPX/2Gy/XMvCzE60xKCvyqt+ZGzsXusd6z1p3eMWyp9ToZRJzRmTGcwfRE/S019pZJNFGODdzwip4E9xXdM2Qd1Vex245j7PiWc3cbw15s52FgGXWzoKRdBy9iQLl8tpHEQE1RCoQFmWqzSF4VyIPr8lfa2QOw2ZzmK763QukB7faesYDU/WrV+UxZlt5HJPXJ134IAagI8Z35F13bxWC2W5fGuTtH+z641g9m+fzm9iEyB7dBzvsP4J9/fKGl4OdBQjX/NE0NTnAuGsHIkYtShMfoGROkJECBmqEVTd0CiCus28L5srFcs3p+RJ0TqNJ0kMquSclKhTQOxEE1BDTzjYwjHA4Ty2XjMm9sZaOJY0ieYVApvnFM2qduSr/RLkbWkskW5mi96myj7rU1YhioWcg0VteIvrulV2qdGaNjTMlUyFe2dWNdG8N45PHNtzx9+zeW7naHqUATR/RJOQOiDu21VHzSmr6VK1IqOW+qMuWS6lFk1aicLx8Yxgd8UGHHsm4glbptODcyTE+EFBiHBdrG+z//kX/zv/7fWbOWV9syE7zsIHLJmdfn9/h4MMwiEUXI5gq/Z67ilY/gvG5Kp7Z7zbQl6maZA8ps1IGtTtZzDFGDn6DdEe2qmvystVXxHfPRQcI+T+Q8ePF0AQxty9ugVLhlHa1VQtQT37mgYrlrtmCjGZHDxKLF4fGGixRrmwZqVRMjB0qCupPkQ/S5YjoWAGqwYybFRnpyzpsLnFojrKbGXkMg1Ingwg60O+Nk9FgmfSObgLD+6IJOF/avgw553XIEZ8Ctbdjba/WX65+lv5VUv+TxxUNhfWpNHbltCAyUjGQGKbXB62xoeQo4EsfDieg9La/UTfUfv/76ERcby3bm8nwBCl4irnqL8rqvO/03LyvruuH8A8M0Mh1OzE2Vn/3oOBwH6sPC9Hrmel2Z18K8COPDgeHhG95+/Q6ZXzg/n5GS96RxSFpqeKeA15qv+zV3D4nSGpRMm0uH24lBGAjUfKXJkeQS4h2fzleWreLHBOMT01f/M4e4UdYX1usztbwS0kiVgJgy9Dq/QtuQCvN14c2737KcXykVcm28PP8BCmzrzLJcdXbg+E6XT1Zvk/N5pslKGld14DqeCI9fMV9f+a//6X/n+bLy23/xt7z9+u9wLrFeP+nGqoVSVrZt43L+yOoCKQ4czGe0lkyrAkTtBhjXQH1QB7y5W3nv2TYVDK5oar9VVXJCFLj1IVhJer+qAv1464rSexYhmBUllnLbH8w9XFolxaRZi/c2Oy3UthJ81PswHXZ1tmIdmeDVt6R6IZl4kNKhq+EXiVwbg/dEvAUyIz+ZtqbUjEsHnI80Ktt6JQ0T3g2IdW48jhhGYjrR3KBrBVFxZQw4LSZQXDYNcCZ51xAk5510dxvJ1CxPxOnkcdPyvLuC7dq8dAxIHc6dNDDNjT7Y9ksfXxgoZJ9w6+2j7iuhFOeoF29yaWFvxQVtOaZEGiAE9Qb9l3/3W47HQF5n3r+HZVUi1bpVtq3g/EAaJ/sQC2n0jHit5aoy+B5OR7ZVqcnDdGQ4nfA+EuOFcF1obWM+v9CzsadjAFfNrMeBi9RSyaZCtc8kBE/wnhD8jsO4ZiPBxvzDUusU/d45aAXWrTKvmTBktq2yZJiGAXEJUDHdXAUXI2odoKddiIEqheePP/Du29+yNUdukIuAG1i3M1tWla6YDpR1Vcr7tpHXlW3L1iKsLJfINAUlmwmMh0c+/Pn/gy9nhmFUU59rZhyjOrWniWEUgn9hvl5YlwtSC8fTwURwIa8rIJRSdK1mzxATXfY9WBlQbECs62jWqlmGd9qBEndXa3MTwe0zpapCV3DiDQsJ6EiIZrNaXnkVfLG1qROUvRTWz65b9IUYGdNIK4t+1raTanEUDzV0GX9rqdPI24Z3leojwQUV/m2YfFfPGixgoN6yIo1SM17AtwGkUgRIkMwisuaz0bVX3dC+S/Y3Uxfv4/bOeEF9g+s9Cz2o2XW7him6K9grxpLey5WmQVrFd52uXYe2cf9acv1YLOofSGeceR8IVhM2Q146E++mwOzVAChoXex94Ouv3nKcYFuDTji+zJzbSjZiUMmVMDldKFFLEryewq5pLZqS6XEKBJ+YjoMCTkbk2dbKeV65vj7rInmaVK68aQ25bitb0UEpXShuV/9RPoe5gImZ6nagzWpm1Zdwe5oLfu+Zr9vK6+srH376SGwJykzLCkb2cXqcXov3Ko3XtoXl+sK6bkp53iqXlwvXeWGbF2PvCXHwrNtVweGq04c42dPr2opiMU0dy8bpyLacWS6fqFkzv7zMhHAgDaO2Rr1nOukhUEyyvwyRmKLeh1psPsXAttpowSjhzUBro2Jzt5xLU2PhXVGpt/IsO5C7Eryn1F3IVjkG3sQEer1uKlRW/kAHxfVXbZ2+rd00kUqMgRi8igHTjGylQayUSgyAAakhOBzV+BZC80K3AtBBqgBmIN13hP7XgpNUkAzGtlTsQg8IPVgNZ4C7U70DuDvNC48QnJ5wwm3N9QCrP1fUS8RIYjhVNr8RpW+FhxZQfq8CvmTe48swCvoIeT9Bgv4KNqPRhToQor/5k/Z5+el4YpgmhnHi4eGBt2/foDbuwjg+MLsCbaNVIZfK63Uhjif8cVD16DiSkgaS1oRWKmEYDGxU5CSNB44oaaXVzDZnliVzvr7w8eMnPn4cmZLfZwTWZWHNZsUXtO2lJ4XWmDFEqjOLegHXHEO8UXx7LeqIGHNfQbwA6zbz4f2P/P4f/gGWE2MoDKFxfHjkcn4l45UV6RohToR0JOfMtl64ns/ENLCtmecPH/j0cla/U5Q4lEpmWa+6wLxnGAJh0Ho1RsWKwnDAt0W7IQTevHlDXhdqmQl+ouQLedNhJh+wqdMn3Ry1cHn5yLbOeH8kDSOHw8TlUmzsXdhaoeYNR9901RSsnA2oaYdiqxoUvAHVzhBOEbHWIXTdS4d1JGDPOlJw6tqFp+Eo2QKBCepotmgnqYDUVfEt64SUsnE4PO7BIhjrU/UtGrmoYExfQ9EHm2rtMglK+U5RR8JFin3edgju6jF+53aImDWjZDIgXnkpPgzK+/iMI2GyiF5VecTSGyeV6MSU0O6yCHcLE953kFKJgK57hRtzFWNQ060K0MNDMHLaXyNQaHanKZgPXgdQbICnj7o6hwWIsLeKmvlXvnn7Ff/uf/m/8u23b3CsfPv1Oz59+KDCNBLIuWqZ4gM02PJK3hZitInJ8cQwHHFxIeeNbVsYBjWUdZjGRBZCPDCdQFpmy6rX2Gpl3hY+vMyEHpltgQaPtkSt4+GDdlgEWFdd/LXqSZtR3crjYP18L4QYESqlOkrzjIcDw1X5Hsv8kf/wv/+/OH//Db/+5olvvn3L4fiAk0JZMtk+bKUZjwQ/ktsrP/z+/+S3f/e/cDgeeXh34B/+83+gcGA1wZ/jYWaaNKMKzunYuh+sPtVycH5VEZt5vnB5+cjxOOBoxJQYj0ce5CuVypdKCFou1LwRw8Dp4WscopyXRWncj2/echRYlyu1VYYUVQvT+AydTOmclofSlMMyb5VcdC3UpMzIFPVe12bkKu8RBwE1dhbnaU5FmqUUEn3zdpWnQHCOFlTfoQUtG5z3TMcDl/MzISTtevnIti6klPDuoJYIqyqoN9ShTPYNpxyGISTNKgFXq2peOjsEvGiXyzIi7yMhaSbbN6d68JoNY9MyR5IeBt41syQVPeG98ix2wRkLA5phWbYorjPDQfr8h5Zb3pS1m9eWqhht1aOZdfAO8ZgQj4PmNGOvf6Ux89pECULeM4SBPtrs0I3o9ywimtKvMjM3KvNVOB4n/tW//V/527//l5xffuTlw08094kqjdIKzXnSMJK2SvBwnCIpQc4L61qIw0g8japgLT3yB9Tj0UMI5CKMgzIk4/TAeFw4bpVcC0vWduj/j7Z/W5IkSbIEscMsoqpm7hGRWVlVXX2Z+9DQYoFdAtEQ4Q1v+P8XEAiPwGIxl97qqsy4uZupiggzHg6zqHlNDzqiadOKojLTw9xMVVSEL4cPH35jSDOiBNHl4YrWwiCC4d9Sw6J7jCuoWYZkGbHEhO5hHcd+h6BiWxe03tGGYykdt/srjrZShbuT6bjvX2E2cFk3tBsnh7fjjhEDkP78x/83nj78Fr/9w7/Dv/8/7fjzH/+E/egwKD48XbC3Ng1aO+7kr6wrSkwru91fUNZ3KJcnyO0zhg1slwuk8tp++N3f4vPP/xXuA613fPjN79DuN7x8+YTb7ZW4hfucR/Hy8gXP13dRFbpjtI5aC/qDbqaFihLp3IIqQC0Ig+AEa9uAmWJbFLV6COfGPFhoVBAGqhP7ycKmCrVGx2h8dIGD3PcdS61RGlVslyvW5YJ2NAw3rOuK1l9RjJWU6+UC91scRJ9d0EVYNnehTJxWmRGzhlw/8a8VtdZ5kN0EwIKyXGHd4Oqo7jA0goiiwRMRDpsWxDBqTkH3MAKucRyjy1OKQmy8iWwQcoM+SVX5K2zft5meRWphxiqUMMVjhZuYiP9aehSZ06Tw6aMeReaJHFKioeswYDLgA6jieHrasF6eqTp13AH9BcM5D2I/OhycSs0Zp45tWwFxKnd3irpen1ZGF5WYhGoJKyqA07vsu0GEtOZlvWC7HLgeDdd9wcveceSk9bhmc1rZrPen9LkIQ14tCzsJh+PYj5mCiSqknGPvqXFJevBSK2p1SOt43e+47htabzEIecewRlJTb1B37PeXIDkd0QkpuL98QkrD/fS7v4EbcL/d0XoHxmAVyQl6HUejLsSycOTAiJL7YN769P4n+PFK9XBlG7JoxeX5RxyhLm7mWC9POI4b7veYL1vouZMH0BrVqGvdACdXxpNC7Bohr3GAsHMzpxpVpgjuQKeDDpUrTLTeIqweFgi9EVcAMr1I+bxkBWOG++Ls7+hjEDjUEIQxA1DZV4GYUtbKFJWhuEukOAEkzv1clN2ggUFJRCipPuYOIMq4Vdg1zerJyUkRIaYx0wepkMD0EqSks0+eTaAeIhQeQkpMerS587Cn0hX3X65QYh/8shSYSmUQdSM/Kf/8GoYijUTm8NNQuE/AMjc2yUoH4A1WgEstkWtx9oM7F7n1gfvecLsdcBHm6K2hdcPl3crcN9p87/dXjP7MGnstJCxVhQxDznHsY+DYSYRa1gpV9pJs14brfcdWC/rg7GtzCa6/EJ0WQfEEKYP2XSqbqSAYYhiNqLymUdQanAKuO6/XUeqCbXMcY+DT5xte7he2q/cjooYjOmhpGNr9BUlIG+xtxrG/Ekk/7vjxr/89fvxNw+v6Ba9fv+Djpy+ohWs4huO+D2gfWC4FLgv21lC9oLeGUhc8vf8t7l/ADRqEqt4HLu9+gr98xrH/jON2w/vf/Bbr9Qnr/gW31xeIcBIZ3NF6w32/Y9tWDnASQb/dIvcFZp9F7IvkURQRdpXOtVWqXnWnJJ6AkZGzvq9SwhsCYo7K8WjpgNlUGGGzpKEIwVoRCu9syxO0hJ7EoPzAsA6RgVI0IqERICGjFtHY23LicBCBayGIjjI9uZYFWhdM4V+eU3JKhI7OLKohIDZgBqghCITBBQlBXRWhStjj2VXO9KA2hoCU7VDSikjIPUFinYaDj8BmwYHDwp009ogm4ua++dx/N+Eq68jDUsYrI4psnhkwONBJy1YMKBi+rcsCQccQglIve8PPf/oFf/rjz/jllxe8/7Dhtt+w33fmisMgxrbhZRGMtuP1dsfz83uG0KWirCvUHGgdt9evABT9eIWNjttr4QwJXVGXC7Zrw7I21EZrPGaOeYZwRSUYnRxGsy4L1lJgdgBquG6Fk64KKz0qC9wrvakCdVmxXS4kVK0bLtcLhv2M+37D6+2Vc0W2T7i/fMXx+oL9/orX+w3b6tiWOlmJzHcb+mEY7UD5+R8w0NH2G+6vnOUxBvD55cDn1x333bDWgXfvuQn7uOPeBkSMOMXLnWCarjAt6BD0w1EvG8r6HnVr+PM//Gfo+oxSn/D8wx8w+v9Go2X0euta4KOze9QVy3rFfr9DTz/GJCFyYbdA6CVBPu4UVZLphrEdfq3ZWs5nMACmlUIHcAyyXjUOcjJWUwkLWtB6x7KQAHXcbljqU4TuJaoCHe4jcDbgctnwMu7kL6lQBFiFk9xDwKgPh5uiGKt5re8Y5hgokK1g0wVFFBkSiFZGG5Fi7LcvGJ3T3CGIhjD2h5gPloPTyoRGx1SxF05Ihy4QXSEFEGcLACXuLNKmB/2NWUnxM9rIdGqK7OZc8xOn+1UMhTsHlgjGuUAiULdQhy6AcmF7a6gKyLJgu2woRdCOgdvtjs+fPuMf/ut/wp//+EfcXu+4vvsBdbFoUY5h9mNgRGMQRHHsBz59egH0Al2fcdnWCAkNagMqhteXV87TGExXVAtUmBKIa4isnANuJXJpZn70CKIB1GqJnpAXwHcUHdgua0znrii1AlrQXbE35uDdgHV7ZsgbXZW/eX/Fxy9k1R3Hjv3+BT//6e9x7C8YfcfwA9ftPRDgU60rEHgP9QQKPv35P2G9vketKz785ne43+/45eePgB1YZODuzh6B8BhrIUV9XS8YY+Dl859xrCvqwsHR1+f3aO0G+RQlOVc0c/zx7/9XvP/ht3h6egetF/T9Ro8EQMv2gBGwfLnUFT72kIQLnkOEu+YxZ7QU6BjAYMVGC3s+hg32wygxnuwIdbGJWbgbWqNeBscUssQ3QsMCUKy14H50aKGYjcFx7HeOaywber9BLJS7TYLXwTkmnOI+gEhhmyn6ASzLirpQQ3W/H9DCsifxsldY7yi//Rss2zLnwHLLDiC0UqVu1Knwjt7uEAHMVlQjN0iWhuGC4QPmCngqWAlSC3QOOg5g1a3BvSDF7RA2g3b2L8E36peq6wRIp9CxyuSe/O9uKGjJLXL7uIHIpXpYsGIc7JrvLbViW1dsG8HN+77j5etXfPzlZ3z6+RPu+4DLgvXyDrX2AAZ3IFF4AxC5o6Cj7RxHWCqnkBXhQxcRLEvBcWf9v/WG3jtEFnrm3nHco9HJT9a/qgR3guU7gSBK19yYMlCkB9pNXshSCxvLojnJHKccvaWoywZT9mX4dYOWinfPG7QW7PdXfP36Ce4NKjZLsgmYAhw8VOpKxS5Z0Mcr2nFjw5su0LLg+vTEPpalQUvI6fuADUOtBa3vUH2CCFCrU3cjmH6iivWyoY+D6c5xx+iNzMqSGMaK3pkSDTgwOkHDCPNRWJKMXRrqz5iRpkRFAMaUQDV7f4itJCendcNSdbKwzWTOz5UA5oZ5yBY0FGWzH8uoI3AFjzImhyIf7Y7q6yRnWT9jnhGt4eRokJx09BYVEj7nPjoW2QAQWKSuazSQ2UC5fcH6+gSDYVmfCLRH+72NESLKLVIifhdZnwcd0ajUEeVFRao1gsMTHA3x2cYgTvDRbAASojqOcCQZiTxEFLm/i8w1PPW9JqTxza/vMxRR9on/wmR7CYJjDpQRYjNBJ13qgsu6oUROfL/d8OXLF3z85Wd8/fqC1hzQld4SO2cnlAJRC3kwGoKlFIgPHL2jHzv2/YZtp+5grSSxLMuKUkiwGb2hHw0Go0L10dCOTlWpTD+RBgExUp4rR+KVo4ihKrUhSymz9l1LkqyYnhPE7JEusN6ndYHKwqALGy4XY3myKPbbC/b9leXYVaP8G/qYoZdQ4IHyr5BywWKG/fbCQ1oEQMH18kTNjLVhXe+432l43AbqWtDbDQIqhl2uF9xffwbccAQxa91+x4FH7UA/9mgtp1qXSMGyLDHGkA/XRvTFeDb1VYjQmzLXp0dHDgAyD6EiQIozP3d+NwlTjCD6sLmembbkM0qSlj8Y46IUITKEQE68x/wczdf7AThQKjVDYgxGhOcOGyEnp4IqBffjgNtAKTROzR0C8lFEBGN0ZPemm+Aor7i9fIyPFEipWJbLFHX23mJcBbUwRLMtvlObwjlnhvlTmsyokEimVWkoRjTIBDciJpjNjjU8YBKxTtzHTKfmTNW/wC6/w058/+zR3vssq4jUfEYYozN0F8UoHCL7w/MTni4XrOtCzYg+8Pr6FZ8/f8Sf/vzn6LQcqOuGp/c/we6/QKWGZ+d8i6MrLnXBVlfIUoBDcLmuuF4XuDfcbkwv6lLw/Lzi/bt3KOgo6PiyH7jtN3z+8oL96HMwjCI2YGxYdaBWqjwtC5ekKst6S2gcEDQzpAZA0F2gqBTIDc8jArTOYbxaQu9hWVCUv9eOHV+/fqRsfUrCOXNvs4FhA/3ogN8hUuGyoBbD87sfMAbHLPbjQF0+ALKiLAuui+P5+Rn321d6C20o+gwtinb/imW54Mcffo92fwWnu3fcv/6C0RoxCsmqPQ/4/fYFvR149/4H9iBkuIqC/b5jKZxUfhyOdb0G6t6nR0vPS9CO6UK1U9AmR2aYKSxUsMcgUFeX5BA8VtQUiPdZ5t8aepZRyUi6eO8dVSuK6pyJeq0XSK0BrjsWOQdSpeLau6crbi939KNzsPBS0fsN67JgWVYs6xX322ce1khX7y8v8GEYbSflHIr1csVyuaCsK4oK7i8fYf3AgEN8RdVl+vWIwZlmuc99NU+wAz44YsEz1Y+UD4KZngAIMZ54Bh6pi5DQZ+M0HEWjoV/l18MoxmiwXpEj8NyPsGREl1V0su+QegGRnqgWPD1RJq7td9xvDT//+U9orWB794ynd+/xX/7+f6GakoN55+hRlxdACi7XFc3p1VrjA3p5/UyJOS34zU+/w48/rNiu76F1QV1X9H/4hKqKUZKai2gM4oPZFuD9+43phLK9vdYauSK5gPAAw4ISjIik3BztOLBuqfeZINKB3ndUVJRoAS91w2h3HHdOOVOlfBwnh2+cO5peQgWuit53ILgD9foOP/zmr3G/fcXr18+4vfwCkwtDGlUsywXP7/9qhruM/Ar6QSGaUjeoUkwlfDRu91fYuEPLQnJS2dCV9Pl9vzFNEVY7SJK6wEdDU0ctwLZplE7pOCyavgBqO7gLmg8MC2DTleF2bORSDDF1AR5RRB+OpeQVAi7kYmTZXaWcVYMwBJT9j7GCxiUspQJC7sHtdsO6LgGqUsqx1JVp9KA2imjB07tntNZxv93QjzuWunKswuhY1xVPTx/Q2o2RlRnMOnUn9lDJdkNvT6jrE+r2jOv736GuV/T9K/r+GbABkRVaNkh9B/MLRgeyCsEUgftqCPddO/aQTqRB00g/3IxgfzXYbPAqADrc2oy0PHdV8EFQch6K/pqGwtAt+fOYG5JlGp8ddgLm/PfR8SV47aUoarngdmt4ednx9dNHfPnTRzz/9AeIFnz65WdKq9WCZS1AH7D2QD0VYdXEiPrv9xuWUvB6+4L7/R6e2eD+A8NvN7QerLlaoXZa1qIIabuCp63i+nSZNPTUytBsw41GBBFALHtZEPqHA+JKgk2MpnfrRKbFUUQjchCMdkPbX9GPG6jRSDboUitKpE5zFiaT/IjWuCFHP6B1xdPzj7hc3uHr5SNevnLamjXgMIOW95CyMtcfUQ6zjjE6Xr/+zEMyfJYoS6nweA+btwyjR67vVBTPlMjcsY8bfBi6AkvlYV1KyyMd7d5Z4otKmGf5kqpSvXcMY3t9rZXYw3g7DcvcSZDWB4MBRF4eIKd5RLhMxajdivgekgKVlp4jKgdnqLpSqKdEWTE/28xw3w8ALKubkQKukl3FHaLAUlegcoDP+eJcjmEH5Cjk5AyBr6E/UVaU5R183GkklA2C3eVNmpCO1gA+u9FhznYFpnZLUN4djkh122CaqySTDSunIfGImIRGJjvf5DtAzHx9pwp3w+gnh2KMHkbifNAZPrkK4AO3G/97XSu2BXh5vePzlxd8/vnPaHcO/hmj4ePPPwf/oGCMClhHd58LgACeCugRzBq6Cdpxw2gH3IHb62eWkTJEc0q1SYj0WjDuSlFsGyXotxJsuaCcjy6QQOvlITVwL/MA846S8EJDKTVH1rNKcUq/0Xj044be7hjhwVTZR7LU1DTIDRPXP1k4EVZ2yvAv6xV6XSBLBeQXlNuOY2/o0bBVlhQOVujOw9JHw3H7Ci1BMgJ5DeQL8J4cY4KxHJxj6KNjxsEPpTuyLJlWrEvBVE3yzJVPPkA+C3MPdD95JtH3IRIKWD7FbYIDdS71PBx5qDGBSx8OE0OtdX4PD7kEFoLoWh0h8kxDw0awnMhFgL73EI1WivUKwmEkTcSNLM1Utn5YF4OxwmAD0jvc7wBsivuQYLXEOAlOhzPEFC+RmHTPj1RnR6mFA2YTV/A7wmmyopr95DW2S+Ajosj5JNzH+ni58/WrNYW1Y0c2o4zRAXDTn9+em12xgtzzfae+5LoVLMXw8y+f8Od/+BN++S//GZfLFe244fjUMIbjw/snSC3wpmgmOExRayyuFAwD1lXwbltQlgWvr3fcboZtpcWs1fDl80fsjSFnTYRaHduiKLXi+VLwfH3C5XrBsq3UnOxBOdYCrBXW7rHZ6PXdyBi1ISx3WZSr1AEM9PsrZOmodUGppObSww3YONDuUbJNJRQ41mXFsq7QWulFR6QLHiBmpRCuGVCCOj5aA6Aoonh+/we8e/oJt9fPeHn5hC+fP6P3Hf0Y0HrB9d1PsLZDxdEOxKQyQHUJTsAxd6bODl/27Axj5WQM45jCqOuzKSqutbPzsi4aZWqmQDb8baItCjILQ6NSwoj4ROymoUhmLJXNOEt0iSiraIr0GsYo0XujgJDvsCwBLhsrJLWe27KUgvuxg01cBaIX3PdXXDaqarsWFKEhagebCC+XFdu2TjC15DgAkCekZUGqaI9hKKm1GakRhKnxgE2HIQJKKQqNBVAhyjT+zALCASVlO3gQcDDlD2wtTCZTigfHolLgRafkQynh2AVINqf7Cf5+6+s7DcUdOR3ZH0Omh1CGQCEC2CunR+kN99uOz7/8GZ/+/Pd4ffkF0A8Ynw7U7YrnDx9g445+7LjdDw7zUTLf9vsrMA789OPv8B/+x3+L53fvoGXBx4+f8O6//D1++eULXl7uuN17iJvysG2Xir/76x9xfb5wQwDwTpXtUlaUsqIWDsCZ8xpsoFuFFzL1lrpwXgMMZgVWlYN6gemxgIHRXiG+QOXCunpvGONAazfsr58QHd9wZ9VkWSujg7Jg9A6PvgCIRHmO3A+NFudSr+hoJAHtB75+Iulqu17w42//Gj/89g+4f73h65ePuO93tPtHrE8fkPMxVAX73jEGDQSHNxNgJpVZUdc1wFyfQCDFZjmPdW+Gp7VGBMuo4/X1jqLRlVkoIUdvxsoMIl1g4hBq7eBAXjci/DADJKjPQoKducfHcFShVIlO5Oht6R37Qf2SZZE4NIFVjI7WHbXU4NEIFpGYo+FY1hVuC0vBVnG5XuEwLAsJU3UpGPuNB24JFTLBFNXJKLMul1myHMeBqge60qmtla0GbiOqHI4S4LRhATwqg6gRNUU1JkY/5lxUskBjerqnzSgRYfB6SH60xDopeZBq9lFpSRoDwnkOMzQ2Nf3vbyh8dPgoCWXOwzWrB+FJNTZEFM2yUoqj7dhfPuF4+Qy1huP2iu3HD1hXwOyOr18PfPl8w8ttx+ve0PsdpRT8/vc/4V/+i7/B/+F/+Nd4en6HumwQLXj/4Y6/+sO/wJdPH/H161d8+fqC/b5Di2JbK969W7EW6iGMwc1/3F4wjIuppWDRdZa0srIx2h0wQBGdqQsX22yBrytk36MlOcI6T6KQEMOxDh8HZevaMY1KUQGCrluqTtKLVIrnSClMakaPUYMk6zQRLGMHaTYtGvGAZg3t2LDcrtguF5Sy4Pr8AXW9UjdUBL5uNH59x7IW2J3oOGUaI4qK5r37/ZURkbBSM8w49xMZHwzcm0dFSLAUiVkvPViJqTNxpk0W+IZ5CuNS59QdUa1gOojp3RLZB5W3BaFX6nAFpNTQCqHRbd1gDmwbjWEpJFQhojCBQOOw98b0DABq5TwOM5bsl8salQdKHS6XK7L1fGCwbSBz/ZCmMzNoyihMLgdL8weAWmP8QUTdpUY5GSex7LHEmfcvWljm7Fld1HBiCEHqE19pvaE6xaeh2f9S8BCiRLR4/myMTjVw+5UiilM6RPKW4p+ZSp4kGs+atZztx73t6PdXjP0VYobr8zv89d/+AWVb8OnLZ3z85Qs+vxCgcweenzb85qff4l/8i7/Bv/nXf4c//OGvIOUajTKKy2UAavjxx59IhX6lkjdVkQTbKthvr7jdGo7WcRwNPjqKIYREKqwDZQ2ADA64oRWW7bLLrxaWQD1UrQCOjM8czyyFhAE1A9CJjPcGD51MIEVuiLek8pdE2D9Go4dwRhX5mC1ARorh0DvlSIHRD7ZY9xBlVa5bKRxibFZgvrF0t1Mgpyg3XA/NxxTeEUFENoELhRq5DX5vAgQjysOZp7sTLCxDg6na87EjYIsTT/CH/fvAk6AjidQky6JhWIY4qiOoysHVmJqU/JjeY/jO/HlgGiHb6HBoqZBOtuzoDl3ZRp49SVoipHc2l5VyNm3NvooAG1kO1tkMF0SRE3SdIHKWIOMAx4Bpl4c+KWT0lYcGM1KAWExPIymMWRxni2hR+AjRZzUKOXFBYx/7PJjZH8Kv8Ic/3372v0+PQnLWI69DHwxDPnzKj/DBMrrwGNHmlCJrN3gjiPmv/t1/wP/0H/9HmDT8P/8f/3f8L/+f/4T73qCieP90xb/7d/8K/8f/+X/GH/769/jw/hm32wHIhuzIm7z97V14bNKCe2d58ri/QuRnOO4QZciteCaZJxau+4CUDdkx6DbQtxX92MFRfMCyXSN/79DK/o77fmOXpxmGD3y5N8AFa1FU5bCYFFsoJCRiKoJFNyJLVpyU1o79BK58YKs1SnkI8hE3nQV46kr6Oqd4Hdh3wX7cg1PyhKcPv5/SaGYNVRe0/opa6RHHEe3VAZ6WokCXwGscpRSsSw3MIgyVZMUnqz/sDGW0BshSIUJwO7E5BcVhckCzZtcxVxs5COi8dyD16U1oJBFUaot2blVK3VUVFAX2w4IBSQM3lbQixRmjUN+zkgPU2k4wVTVwIMN+eyV1Pg+TIUqqYHTSs51cUYtgvTyFDmfI7QgxJcSzgsSIQiFhUEuB1AVSalDds739rEJ4/L/EykFr7MokVzEtm+3lpcc2PlkZbsLRCaoQJ17GalKMKjB7MFLf/vouQ1ErUIpzxD3irMUzsWB/ZZMuQ6XOfMoLQ+He0MZB9eXrT/iP/9f/G/7Fv/wDthX49//m3+P/8h//X/j4y2doWfH+x5/w27/+13AI7vdXvLx+hQ5HWbLf3qcXgRPV3vsBSIHqiloWlOctMuVPDLGlYN2e+EAjf7vbnwEpkMIuvd5ueHp6hq8F8A7RhqoGWSp6Fxy7UUC1OToOtH7g08uOnz+9YnRDUcW7pxWcT+FYFHheSKUtRVGWEhuyQEDpPDOgtY5aK4ou3Cpu2BZFG4Ot3E4NB9KOiRe5hy5pUfT2CgXYkr/fcPv8C+r2BNeN5cZaAVvRjwNFgHVZIX28obTXqmiNsoCcChac6nzOD1EA0zXOSgHY4bt3Knb3BGRFGYUYNUdBvDM2NAFTCfr9BHCCBSqS0QVFW0TofS06JiN9R1VgD6LVUgtSxnBuTDhs7LDOlJTjDZycBpXEU+HG4T0aFQ/4wNEG1nXFstCA9H5g319xP+7Y+sDz+x9R1JCivFIC1BXlsxWBCLGTUitQLkAJ8VwHuncAy4yeEBHtCM4IdAljohOApJMk4UxKQS2UMMz2+NMIEHhHMHXTQLx5/VpVj7BzgDJSmJ7hIXoC8k3xkJwoemsDMozzEqTg8v6v8MNPv4WUhXM/6zv87vd/h9/8+Ae4FKBe4V5xHBRIYf9FgfUD7Ofn4SaHvoeyEB6QVJJgal1RtysWKDZdQjNQYtCtYzGWLE0WuBCo29Qh2Bjmd7IlERWI237DS5R1Wx/4+rrj85cbtSv7wN04yHkphqfFcd0c2+WCdVnI5yg18my2erM8yE3LA+ABOBnxAhW4BHgKouCiCkELFJvRm04vZczF2wEbB3S5wkSpdQlSmjEYHZXQUUCUSItSMYrpT2AZsU4qbL/BQ6pAbxpMv9CrSF4A4qD3yZPw0yh4hujkeqgi8BgPr5ydjqGj4DmygfwJH8QeJMJxERK1Rh9RHSHYLpIpEis1mfuUSlavKt+zeMHhbBoDAnuovC+mnAPbdsW6XdEHAeDj9pUdxuuVfTrWYb3zWQUJTuuFEWhEEygXcigcgA8KBkuWkz1AXVBtK9SyzUakftnyRYCbDFGm0PYG38FcO4+KCyKFjtCCeIo7SlV86+v7Ug+crb0TBvHzn28MOXDmnMZeiEVZNxatePeb3+Hp3XOE9A6XirpcUIvDRTGwoJlz8S3mPqQOgRqZjNlrEtbK3cm0Q5CYorGqLhsWA8zJcuReFiLdeAfvB7oLmglsKLbLJdrHB/b7Hd4QCDsrKrf7HSKC1jvuRzs78iJlHTZwqYalUPKt1oqysDFMNbtTF24eUOpNVeeDFCEWUJDpic+QNhWac/p2hG8QFUgMXEK0MR/tzgeslZsu8vVMNyYoJhbtGTJJSQ4AswHwBObnv8/H7hNToXw+3kQfjIYCyIScILhniE9POpkSHliYAznYiQf8nCSewQfLgQjcxaYkP9XGss+EESdwzCueQrwz7QKKpTcmN4FGOyQeYWhNsa7srREpFB5ujGBLZc+R9QOeGASbYQLML6BYEHU2Idzj4nloE9M7z83j62T8xhpZ4IOBc6G3EOXBjGgQTkfgnFmDE2COJBtlfPvx/35x3fgyBZt6SDn9S2BTHm6WlnL0jutTRSkVl+sTfv+3f4fr9YkkrpD374n7gVbVo4FGnERUEcXAOAewTvnmDFmzdyRVkIC6bKijh1hOjPGzM9Sr6w9Qa9hbx+04sN8d6xYGy6OBrDR8/vKK235goOB+tBBl5QChUqlZoFKwoEBl4MOFuprbgogiltNQiEDrFvJqDhykHLs9LADIKxDR6DURSPpVAXL4jUiIAUeuKpETi1IEyAWodUPRC5od03slJ6dEBJbitumB49FynokE1gECfQkYpj2YhsN8DrKCMHLrY5wez889QjwIGBKdyPPlMyBlO8CZTyf12KLNHKCh4xhSRkBjAGtZ2FshOoHANEUSxpgMT0RTIccIsu+Kjs2Gz/mmGMDeX6GhmLZsGaUMVrXcocsKHw02ahhtodMqnGuTKle5DoLQv4h1FPEw0IlzxM/4dDDBWTDWSF0Y1YaBFiVYQZH1AfMBTA2LBqlPHtcf0PIrSeEZTtIMgOi1fzCFKMix9vMVB9mtA3LFf/if/s9Yq+Lv/u7fIiXYVbmYWJ+QY93MDN52joKHzzFrpZTY7APD2rwOcQVTT1JcDBR4LXVDrQfcHEUWrJdntM66tgpwWZ45obzveHn5ivt9x3q5Yq28Y60LtrXSCP1vd/znP34FRPBy75TUHw3XhSW7tSreXRXvrwVLTQ2FoCILSTDshXCUZQNQKI03YgRi9LeLU+cBCO9C5Iosvhy6FNWQomWuDTcZE0RVMlkZ+3VAHcu2YL/fZ7+FqsRgn6SODx4mZXOfiWNRjYYtCuUAAcpKGimy/gxI1DUAQoeITcXsbISKB0apRKfyUnZLRnAR1O3AKWJ/i8dzjirB6D1SI5uA3rCBo3mMF4iZG7ZTkn+QFk7/YROMjdYaXLYLu1M7S6jDBqyzwoIwTF++fMK67dguT7hcPuDYv4R0o2DBBqmXSbEm2YTeXGsF6kbNCTsVxEU4cU2duJ6NKAQ8nJ1Tnp9OIxYwnDGg9QLpHZh8jYoy5fSYzYzQZcloI4Kxhy/6p1/fKa47oo03vVBedHgW8Wmt5j/5hAFnWeqH3/4N3r97wtP79zQGEX6JLtC6wfsBtwPed8jYAecAlJzDKNGl6W6wfg+PgZmbkx3YMZpAdUXZFkhZwH4YYeiYAitasG2KbS3YrDEHNcd+71gWllgvz++g7vi7v3V8eHfB++c/4s+f7tiK475X9OZ4flpxWTasxVGLxexSmTly6iyWZJlCUJYV/WgYrcHdUMtCNejou9AYKGMeYWqt1CSwB1FUJ3nG4VCT2X3KnhZGOOWB2apYUHTAx4FuJLSpGChEFaF65PYiQHGFmYDy8owM3DJiQT51hvniKEIOQymMfMbwiDbTuCAIZGwPH8QpUWpU0yS5Fhk1Ue06N1NK3vWI9Dyi2Zp5ugEmQG8d61rmTqxV0Ufj8CHLaPMkzUGB4zgoJaACVGUPRRgspmxclNYP9FBY39YLAM5nbe0eH1Yj3WHVwnSB6gIIJROFbYaYJyf3d0SDNBT+xmCchMYHqbyAAKhtcQ3dWILJFmmdOQ2im6EUo3xkrTxD9l124jsjCo+uy2mwTrMgmfcCD7eYgSk9GPscBKlhkLV1TAtbYTg7UtnSfea4w4zIcpjYOanZg0loA7pskWPSYzBdYgOU1BBFdX6/CFHwdSuAk5Tzww8NX/SFLeeVG2fcX6HbBn3/DuID18sdX9/v2HcK4qxrRfGO7PsYxilXEsAjlExQLQtEuZEcEiInBghnVA7rkVcKPDaU5RrGDuEminw8KgQahzxZgAkUJP5jPiByAKhnecwIWMLPKlXAHRO/EJQ3/+2gcLDMkDnSGPEA2+T0ViDJLTe1ZGSF/BI6EQvil4iAJOko2YY+RdFIP+Bz/92PTgLWA7g6s5e8N08JOIRn1gDWo2KXUU6mAUAIHSE6W/Vhi6eqVmS5Y2DIDqs19lekyaNR/6HYGyeI0Nk8MX95OKVneoEw2DMamMsX+31G60l05PuoOtYByYlhYYw9U5YAuv2RqwLg1yJceYSLSaaZKYhEMCQP+WfmgnBIVAx6b2iNf0YfKDWaYpDEm/nbZ6gaSA+JR40T07VGDtwiZGN3oMOgpQbjjCBSMkVRKkq9AFORieHzsmxYFoV4xdCCH34A3EsQrQqKG259B2yBXK5YlwWXK3UhWuskWjnnXxzHgaMdwHEPlmqoL6uiLGuAWhQG7n1gdNJ/03jMbSNhKPw0+54GehqKVJem11PQcM5hucIy6+gDjgFiPJw14SGCYinbFkOAs6KVnawqnKWh5pxPIYAo06QZSbrN5q7TQ8lp2AMLIQcnN3oI6gqNGEHUvJN0OowsEn5xIYYyhuF+Oxh1II0n5j7MdUiFLcTvINIyc4N3NqVJNq+FHshx7BABFtGoEowJoKpW9hClS7cB6wdKXWZkwGiwzsiHKTENBSeTTRsJVoTtYcUEObBA0qhYJFrTMwfYm6lsnr8gcokoBx3H7BlOhs94P2IVS+PhsF/TUHgavGS8SSpvZ7n0DQVrWjYRRx8tSpkjrDKHzwAgsDOXrARCfEwABwHjcE6nRK7FlMbASkitK9WllCFWne3bvMa6rHAIOwCFnopDcxlxrHLB5foBy/aBMz7bjnH7jKKGen2C2RXHsaP2VzgKysJI6f5yQ43BNqMfwcngnNGcu+EDKNvCa3BBPz7DrAEgzjB66CKk+/VxVgbc0PuYUnEwCWp1aCobgeVhnWGtMNUZUQHI6MmtgSF3Nmk1mBeWo1VRwHx5enQpnDY+LBqwFCLxHekwAEaHc8wBbU+qUJeooFDIWqEasvWBTZjK9JSqPiOSWjigXLODl1suUsMjekv4O9ktmnM7iwIkfdEQtGZgvwmfxfABtWBTepZDV5QxYL3huB9Y14VRQOImRbCtlRPbh4V2BglTrhxynXuZaR/jWcCDLGYY6BRm0pNAxRvLVNUyZAkDw+ubwHEYKQtnQLFi554Xclp2v4cUBD+zFDYdMjPjGXJxygWMX6nXI/dwwGanh8vSTd4w4gYekqDUTDSLuQ9pgYPBCaVxkLJAzaBU9Ig9kp8bltX5X3XZiHpnWBqgZlmuqOuKuixwOwAQSFzWFUnyyKlgDkepG5b1glIXPlRUmP0M2w/AD8jyngYFBqnUrTR7HyInO3rrMDswFFBxjqzKbSAE3moMfskKkA+2NENjavVos+UYAFKKnaBetLOHxFwyybNTIMlIWgQ+It0YJy9AgOAqMPwv5MviaMnoy1ZogUgI3UZfisBjPgZp3GVZKWxrHDRNsEJmOlqKRoVJojzJvp9a2B8CwSwnE1tiT4frGZGICMqyoFZA0NEbMYJhgt4NR2tANEXNKlzgJmy9YS7iHmSv1EvRQs8tUeVJZiQEww5GmbUCrhTEeRD5gXdoXVlBGE5ZxcborFYaZvMSYHzDsAUGiaFCOp8E8WiHyIiKU0bfjAtlcDK9OdBR4VLnsynJNxmRQsVzKJXrqrVCDg3jnK3wgbEM0AnAw2m8PZ//1OufkXpkzpQZaeSZ7kDOKpC0fgluTlADyNJkhNWnx+cQV9EGaCPbTAtkynsxzzzTkWh+8RHMOIa6pZ5y7uaTO41SK9b1Ahs9ogpScQFg2Z5DEUkCO0jku2Ogom5PqJWSIkULlvWCdnRAbmhHY3OUkAhTawmqcSGyb/HzotF9KLFBiStQbCWirPz5mcOltZn0f7xZT5nvPbEe/iLxjqjRG6JkEdtVom1bbEYCCGmoCehpzLiI8ijPHnkFMB4uy++f2EQacj6j3AdMJfL++e/Q2MqCiT8kG5NOKPgWYO4yDDGTNmZTSJlYyMz8Aw4g/yEMUZYJw1hM/MWZNpHyLJzHYdkbwoWnpKXgsXdEpHLf1OSIWKT6oTORWA8cUOpUaDhNRtfnPBJGDelgI6oOFuUwJ5u1AKl8VlSgnkSqALaNXc3pSotqAP+KxG887jUz1bluj6H/P/H67klhCSDNVGP+kbl/I9CI/3sol6YRm3VxXi09TyUxaP7JsfIR0hlmFgeA9XyJ7sQxMDo7IAmUGqAdavmgSXBalg2dgTBKZdOTqnLegoSBGAPW9xjEIzC94HJ5h6UAAsMoFQz7XqBHQ47OU6EHwloDQKQ2w8AIMDMnqBH4yqlq3Cs8WCliK3Nu6wlsJQb0CGnO2mEuLpKURGlCpgTRlNVHeCX+DpvBMlr2aYxLISWcVOZKHMNI5hIMtrkPzFOZrcyIq0RwEdLgufn09BrsU03iXRzcE+U/jccE9eT0wn04ereH+/3HXCLXrQ9iLdknwzmjoXJdKPgLd4bhrud3xh7mEKJgP8rJmmXnKiOTKQUZGzs5MgncnoI35/kZD4OL9MFQuEiUTz2caQrpBo7nRt4Mgjkbf9wNPiK9jLOk6VyicW2MjPizGOF/QXP/p1//zJGCAHsUBs49knMYIhQEiDVkHVxYsM4qACRzL+aKorTIpayMErzDxxWlUx2ZaDiZbScq76xBR6cmu6cLFgBSHEDhSDxLRmRFXa+88cqmp+y74EQpw3H/zJF/vgC14lIrPrz/wJKtD+j1Ga+vr3D/CkcM91Vg3RbqIviGoxv2RrCyjAKUBcDCTWtMO0pdYe2YXi7ZdALEQyzogxLxJTZm4gxuDRCPcNceDArzdFqfhhwOQ/l4IvoeCk0igqqI8hk9DoSTrepSQ6puwRgO7R1DO4YebDiSNBzRbo0xDcQY3MASzVmqgJQsf/L9BWxtd4l0yXOPcINrzdQHkUoBvRl6RBQZwpv5ZGZOxvCg0clILqMcHuxseTfUNbRSnGlSaxwZoCJk9C5PuL9+jL9PghUmL6Ysa4jZRsThA2IDReoU2amFIye9VFjcezJVVTyPASfNTdyiBgYU4E5ndyhTNEHRBbHojKRHhwYAOvcROC09u1o1lMUez7Hrucbf8vo+QzG72MrMSZM6jXmRsdkhEM2wM/PIWBlJWvDpDYcdyCxVykqhEXNovxOHaB29Jy1XISU7jBagdigGanHUteDy/I74hA+0xjkVupBnLzigwingddli0xmsN/Rjx/32gi9fSYKqy4Lf/PA71IXUbrMeQ2tuEG+oYmiq2C4LLtuHCYzVo2MJQzHMqI84BL1xapQWAEWgPQ7nsmA/QjNQcsQ9Q35VRV0KBKF14OQ9IN+TKQcQnakVqpTAb8cNQHSoSoFZhxSmZDY8vBNmWM3PWLEuG+rK92+1oBdB7wXaK1R3zqyQgeFRzjWFSZRrbdBbBlgp0RD1ZlMKqMdhEnNWM4OnYanKNMXNcex9VpeSsa6xNxhdRwr50JWaOMjclmFAFTHxPnJ86n4C2eo9BhhNQWFtx1orlc3cAESnbsgDllqwrk8Y46BTkwG3e0TclViHIprnknauMLAr2H2Q5g2BSYGhwFyhMWqTQs7kD2GMGaUYdKqhUW8j8uwiM4Wn0NLg+oQifkFS1MPYwed5+5bX94GZbhP8QuaBYZEnSQb55wybgbPunpDk/LsE7yK8mqU2UYjeIXVlKOUFavskq3iMHBwZojEhhQibX8YYMZ2Jor4UqlHOKwViuhMZl6M3dgW+fsWnLy+43RquT094evcO63qBj/v0YP046FpiF9a6oNYfISJscW8dunTUvU0NyoEKbYySzDhtuzWmAkkQc+/I3hWLkJLlRAU5CvaAQxQaW6SXFsySWFQA6rKgtxvxkCjR8fPTMPCzCIBGPh7hPDVGF1ioQ3HI3wCZDoaSqZKxjDga9U0NPj2uKECZt6CY5zPGgyd7cBiJd83UAATujsa5s/PWNeDohEPEZzo64hlN0HvusyjTI1Igj14aJ3uXzixb4GPaV1LLY9/OtBmBfQ2mjxywUwOQ571p0TDYy8RfkpVKjJgRI/J3hArsKoE4Zw9TcUag05gLrI8YvMz1KpGOUoCXFT9LVZ9M/xM3kSRsJVbzK0UUb/KiBLYekHryK04rNc2Cn1FFRhhZBpRHtBtJmQ1cQpP2DMDY8j0FbCXnc2auXiPULDEvkx69LmQn1hgEU2cNOiz3MLS+Y9/vuN1veL1Tl3LdLrhen1GKorew4GNQYMZHhP4ENkvZQDISr7HYgMoehsI57QwHeisYhR5+tK9QUZY1o0tT5JywRqakTJLSAwE6Qv6I7kSDD0CGJszgSRiSNCB5GqY95WNTemdLIxvPR5W04xzgDAmVLgADC5JCXjy6VkeG7I6SqWHCJyITx2B6k1WxeTMP+hHn9wNhmIfNFOMRhDuhGYJ+AgsdzTAIWUqe33SmIYmVZAQycZHA3iz2Oen2Z5qc72O+z4pPttxnA5pGo1YpTKNHeHKLXpQEeakQrlFpynY5GrukV2gJ0tjIURAc7tNG8kTietQhEW2VEoQ+y+a2PB+nQT5/9msZCgRRx3oYK/LWNTzcHBcmONWAEk9Q5sGkEsVipUR+PHwNqnM+RPYSLFzMIhilwF3hhZRYwx6fvZEGHN6W498AXQq2yzMulyu2baNoS8y4sFA2Gv3A7faC2/2O+0Ec5P2793j3/AGX9QIfHZzf0GDjALxjONWo6nqhFHu94rh/BaRDyxroOHUv1RzSG4ZRKdpthegFx+srW83RYaOj1gtSNwBBVNK/eJYawJa583uoTAPqStLjJ0mrlOgrGYmS5+wNqmC7gfquGQXEASCEVKBl47BeM4w07mrosgSWwkNi/QhMAtFfIfNsaoa+ErwNGA11RIFiHlJ8sbfESfBSmRUIDrBx4haPW1ESi5BYLwnpf3apatHT66YwL28xxGjDYBoo7QkCiqxGZCqWKldpVKPkmL9vxqYv1Rj2FN2+SlW0ZX0HN0UbHAp13wdUg8hX64xiNNZ39BDrbRQxulyfYypctE+E4+EWCYalODA8msQqgfWyoDunkXG/J0MZ5/VDiIN84+u7hxTnakt4wHxoGeLlw+CkegkElj/TmOWwLAtq6DLAzvbYOccSAENWgmqUgONfJVqe9JF84qMfeHn5gna/4+nDT7i+/wGX5/d49/4HPD09QRVo99cYxLMz3287Xl6+4OMvH/F6u6P3jsvlih9/8wMu2wbAqIfRD9BIDox2g44BKVegbtD1CWINoitKzIzsvaGuQuk5c7jvKGVg3S4QVRyHQWoFjhu8H5wzuizozZnWCNcjOR8AzigutA6J95DfkO3mHobcDWhjYMzUMPbGDJ9pbChZTw9UIiwtdUHdNqzbhqRVFwXHGMiBTVZ0VwxRDBEM9Eg9gz9hp3dmuzcjhGQcCgCooQhJYmE3Ii0IgE+dhLzRIx93GouSey42WHQP9xG/43l3wQBJY+CcbJaQjiF4NMrqBwOuEySn0G/2NOn8DM0KjzPEJ4eLHI+ilYON6yVmxhZAHd4NoxmOg3tYjG0MbgpYgYVokmi0nbdXeNsxDGhqWLYrUyIBmnX0Tho9wvAmCkz/QGo/RyV6yDBqVG9OXgX3w4lLfcvr+5mZ8XUqM7ablur83kwtMtRlaFRrxbIuHLFXF1rERB0cQS/NhqdAzrVEz0OPUhbQG6eJjdEhD33666p4fv4J1w+/w/b0Hst2xbKt6OOADF4VBhWl27HjdnvBx5//AUd3bNuKH378ET/85nfYNlZeUlLPQ+R2jI6eMnTLEzv36oZx9Gja4oYrUjhTrBO0ktJRlwrzDcMBtDuKgs1WBVjq9TSYiNBbY44D2LsgwJxqhQA2Ebm1h8iJPITNUwglngarGx57JULs4eiIhi4VIAxWDQ0PFc5ckWikm6plJVKconAvKE4CkQyFxVzQ6VQi9QCC8BPt5w7MVCVl5MmhYCUsK4C5KBYfx1600ysayNas8++zz4G8A6a2XDNI0pezuxUsORpQQq9QoPE7yfmg0TMbEFkwuzklzoDK+by0QMoSg6Rz8hs3t4RQTTY4mgj2wwGwRC9hBMcELqkxazZCvxNQt6iUENTk9HN/6KFh5KGFWqhFBKM3Pqd4HhZ7KRvHvvX13YYCcRjmE8xIMwCXx9DmtO+0MOuyYF0WzuoQAbw/7Aac3HPJ34vvmvhG6i4kTsJwXiPXc7mi1guWdZu9E72zIsLQucJGR2sH9vsNt/sL4MDT0ztcrs+4Pj1h267TKFgMmoWn1gFFaqReofWJmyLo4VrXsKIxVnEMTuTOvolSocWg2pGCslIUxQpQqNHJNIohYUZrSYEvucbxENw7a/0zEs51PpmvFiDvxCXSE8cip3CMlIgQE4QrJWjwcYhVIaaAGYdAGzseIQXwGviGQEIMVgOHiLOZwAOyUc8jhdLg4IiCXZ0T3CQRLfP5CX46o4QHStPcd544mMjcqFkpYDbMMF1iT7oTlFQ/wfU0YFz/0K/Iy2fujJy8hTQUwn2ZDYDJA0qx3TQktVSOIsiIOIDvEQ0g5Hakc8hTY9xzGW0LUxrSLRKQtgeMJ+474ADXgo49WLo8SzlvVWdD5re9vhPMTHIVS1s5zekNfClZV87ej1hsBbZ1xbZesNYFIhZoP/+SXi9KZbkvZnsv68Glbtzs0pl7FcXT8w80DKXCoNhvO46jAZ1cBVXB09OFE9adWAPVul9g444ffvNbfPjxrzlfYxi+fP6CpTR6SO8BjFJabvQO84Jl+QCtW2zKHuMIc4YF10S18+AI81IvK1Q51q4KsMNm+7dIpaHQAgUJZHMmhHvkwqmbGB7SWtjp9JRGok72FQRb1ewBBnUgZaqYIhlEguWoQpp63osoyrJEyZOcByyGYh1sbnOgDZitcRDJKXFECB3fquNUzyJkQHRfnExa9eBjSFYl0mnQiOnj2QfABq5Mg/NIxe47s9ZZYTmTjTASwhRnpCEK40AfxRBf4zoi/oCAfUI8cKd6+uyWDnBdA8xUqRBUVoFKjMhUluHRD/jolBfoA/txhH9RSiSW0/hzsttAM45I3LZnLOtlrg9xHJ3rkGLWEgCXBDPU247C2i+GG+qy0rH+Wk1h+TI3jqy38yFp5kp+0rZthG5hUVwuF3x4/wFP1ycs2wpBg7fBSxAK8Gps+CnMEh5I9YK6VHRpEN/PIMWBT59v0HLEBtuDFcNuItOKD+/fo3e2g/fe8fLlK8Y4sCwrLk8/ol5+gz/+6c94fXnhPNMF+N1P71FDYLX3HfCG3u4wB8ryDro+B8OS+EDRhSh7eujU9NQsSdKi5rzP2QNRQugVQInBO94MbgdqLejWmA/P3pGGkxLN0BSx1lIvGP3OZ5OpR4TzwIlV2OD7AZ0UYNiAIFrvY+1cFHW5kugzOkw6avSB9NYIBDvH55W6AoWAiGUuD0aIww+UUAtPR0NxWaYo3enhEKlhrTHyb9gcgQCkxsVpFiY+BUHREMqNwzvm9G4amjEj4fBBQW7Mvu8csFPDONgIrQ49q1ClLFi26zygJaIG0Qd8QwsVtiMKlsF5JzSsAR7WiPYi8ta4XwjTKHP2MBHvqNQOOXZ4zAupbecewl+YSZbwAFCLReYaLzjGneJDopBS0HuHFY+mtm97fV/qIZi5DqI7jw9ETiwCeNPcRHae4rJtuFyeot2a9GbSjLmBJPQOJeris7+DLiA0Mjk9+ri/4NhvOPaGYYK6XrCsK6sa7hA1lGXBVgtGP9COA6017Pc7gIKnp2cKx3TFH//+v+Dl9QvaQfR++eEZMPYTeFQ77q+foKWiLk/Q5T2AmMMBagFYtLszxXAUVzTlxtFasZix6Us1QkzlRisW9+uoyxqGpsMiJ01FMRXlv6dLdEQpMGdsCsV0rU2CkMdbT/YhKwIZrjo8CHFn+qhao5LDlKrUimGceKW+QNzQW8OwWxh5IviYJW4aIAAxi6Rjjscw58wTpeFM6b1SSSZzJ/p/9lzEJ+pZfkxcxbWcBlMJuGbJUUUh9VQL83gmc2x67smq06AApxapiEwDkamFGXD0gevKxj4JJwHldHXyJiQ4EQGIOjkOQYmKyLRxH7TOxkABn3vok4xBBW5zIVVeDFUqKgebIEH7pIgm70PSSDjL99aduitaUevGzzXnWkxJA5nn91te3xlRnLnQY4vxDLnPHz7EipRLu6wLqcHhbcYYUc8NVxdMtDNvegDEfH4NS2bGduDegoDVmc+5VYgCVVci9gKi5xYb17hx9mMAxx29D3z9+hn3+wvcBst7/jQbiDiUmXJ3Wq8cPlQuaGPM2r6LUtVJ2C9AVWWfHZKnt9Ezwgjvx/kLzLurL7DeJrsS6f0kNRMipPQsG4ZsXYTHFi38jCYQeWpGEv7f/hOCVB/L6yuFG4sCO8y3S3WYcLIUa6oWbekVpa4hbZ+fTaBwjAH1qP1nWoQQSBbm2jnTIv8IkoJcCMA5ryunq6ULZTGIZL/cHqqnYYBk825+NgBY1H8zVQCknAeF0xtCIi6a4UhDoFEjqMtpZWyao7xcRnY6jVSOCjj3KZTp4Mjp8n1MGT+DzwhOUNiLEpUcM4N3UJVqNo1Qen+4QSz2FIgdIdmeRgOdhmRiaJqGIqjrE2f8ttd3GooES07/wQP9NgzKrFjBEtlSC67XC5bQh+DCkYshDzkkcPYt8FBRBp0AU0QeaTFEJ0vPbHAqlxlKJVmK2prUUUhhXS0bugEfP31FP+7oxx1HO8jgVMF22QBkWzIHDFvnYOZSn6DLOzgK9v0e5DqBOCXptUQrcRoys9mQxA2hOAcXabAyBWIhaFuiFFwUxeosx6UQMMPdMsVezDpZlXBWcnqboOU0spJGITyxJwmHERvLjREJxTAilvYydYo5nDgwvMEGImRWaF2wKBvLJFiyfXSM1mF+cNoWov1/7hRAdQk2Ko17goTEqegRuDd84iYM/1nlKcFmhWSV5Cy/AnRWRSWcS3IH+PkTqnFACyndGbloCaJetAdoVhWCncrGwzGnmbv02cgtCAB39k+wKsXQfpD52oM/2we6dYyMyJ1ON5vPJCp/ZswTPWgmZCunEaFEQaqopTwiFd8YXbgpXCPqSaYmIj2LKH1WS77h9c/CKHLFackxDVMB0WzOdnCUpeDd0wW/+fEH/Pa3P+FyWVk/D8WhuVDwCaCZHSSK2EApy5yROPEQodCKEXbGfjSIGGoxrPUdyVWXZ4bNvePjpzv24459v2O/v8KsY7+9YISWgCxUx163SzA4SyDKlLTzcUDKE6AXmJXJ4rxcNmoG3DuZhxLTrk0wBxMhNjhiA4bHqYV1drEgzAhJOqXvcGMVoQ+bczYpXEPGqKhClwUSwsKp7wEgwD8WGEeQjXjIfNKgp0EPD120oi4r6sKUAxNMPA0dTbjhaAfMBFovnGcRacJoB3prcOzMu1UgXRgCO0uLXgpQeSBZRg+o0CgMmzRnsxxrGIVS5XEcgjAeBLarJNgbIw5j/R+2Zxg7iRI6kBoV5sYxiCVZrYEXRJ40BrCuV/TuEz8oC+Xm+oi5LOuVWNr0zrGkUWmiuhXlCtpt4P5yj88PYeNClbYxPIxrQ1ZrMKMMwdgHdAlcq3D0AMvugfmgB/OX6wI/4IhoZvTYbyEsJBpDnZL/9O0n/jurHvFH3gZ2GWF0I+FjOBl4H97/iN//9rf46Te/wbt371FLwWg7Wr+T6egUT1VlSOXRt5DlJw92mcV4eThQdcG6rPBxgcOx6QVZfx82sN8P3PdfImrZcXv5itY5SLf1zo06ODlcCpt7PLsgw0B0qrAGoAqYF6gJpHfs+32yIzEcvRmWjcg/cY0RDy6puwzHM7QmQM5wmiEhwmsprC5ItqvZHSqOAQKktSzsa0l6sSrcB1K0hi0CwaaIbM6BEE9i5DHs5BQUEUS5n9WOuqHUDf1oSHXt3jq0AKlIZv2YojQmAo3utB6DgrWsAAQmnSChCPsdyhJ4CasJx7GzVBgRhMf0Kw/d0WwkYzSUfIbTcFAflNwK99TW9JmiMSKN/cMoPJiu8VnKvSLBSUjDpZP7QMyg1MANBgcLQTkvZYyGbb2EUYh0OaJFRBrYnY2H47jh/vUVXz5+xfL0HpfrJbx6lGBDqGbEXFQtHH+YHAzKf5CgN5nMs+IT0WEhsMrobInoimtbRIAabOcZdyGEo36tqocz90Lmk/NieRE5gEXgWOqGd0/vcL0+Y12vIKWZYGRrB/rghsww2MXxiNKf35WeMQ5nAmbCByo4+zCmWG3MMRBJPkF/+EPGnwgBxdSIyPCb4N+JxTgEKCtH7/UD99sN16crbBi6Edxb1g1E/E9RVcvDysQXM8GOB63Rw2KW9FuG8yXURbQdLKs6vVQOjMkVyJJhfpeGAcqfzWdjkjhYXIvMkmNWXySk87SsHAEwsrRK1N4T7QQb6LKUqDpmFyNS40DIOXCeXkhZAXlgPojN+0WAhnzYp9uRaKvPQw9H9J3Q0CS3hiU+kH+hQtzMfUYZyKV/eCV2haCgS4AaIpFuRO4+tUBjH3BwVeIPuVeFUcqjy/QoUXsPkSR2i7a+w/sFi18x5RdU2PdlRoKePxi7KAjkoCcfAWDWFdnJylg8dFsky848E5nGkSoexp2PkB3NVHb65qP/nW3mQZBh1o3k0TmyrkuVpqKCbSFnouoCd4Rs2I5xHHNuAjUOA2Cb2IefYMebGwmDQEfOUXXmobXAcl3bb9j3G+pyRV1YCdFagW4AKOXWe4tyVwFKjWiCmzfJWwzhIhR0RSkb+mC789EOvC/v0Xqjwesd796da0NDkc86ALTIESXq7XyAZJxyVH12HBZ4pVajlpzP0CY3YtLm3RE7axqFLB+OMFQimOxGs/QxZEI+GgrEnEuWzhaCkebQkU1uZeIeEGD0/azfS8VoPa5dOQgUCY7Su+p6iV/1GDfAIdRFFVJrzGGJDleLNjRVpFxdnhsJ3IVGkvR25vbcN3oitzzUeJA4SMB8/rdM8Dnz9qIxxSvuk+mSzEjInBWIdJCM5nQarYnchaFilLeTpVk4I6XbQDeJ/hecGqKh4zEC4J0NX4WCSxTtJR1biwKycK8RPTufn6QW1rlXtERPDsBWLIxolY9n+o2v75wUlssxYUw+MAgAgw+W+0qIdtxuLwAG7vsLLpcNSz3TFA7opQ4iRFF1BbzDRgvKcjwkFCAqCWN09DbQjx1tv+P++pmf4axqtONOKrQPnE1QaanjEMcDQISv0ILL5Yrr03tsl3e8Q61Q4/WxulFxv7+g94HrlVOsj4ORkTtQ6wKzxhQjN1N6daFX9cFGMoan7GiFasjuh0PVAinkGdRlYYTTABshkIM1OliB4RrzNHTK+vXW46DSJBgcvRPvmP0UEVGoAjWiKBehRiQEUjYam/1Ock80+vFuWHWRKMV5b/DugF7ivnkADAe0sGxdtnexyQfgHf3o3COhotVFgCEABiskBg5q9pAFzHB5TtmKcLmUaL9h6sWKCniVrkBUWuasmUdg07MikIaAx0s15BDpjOfBVS3wEc5l5nP5mTp/34ahiAOgdD+6oFzeY1k3LJdnYnCgjddSoMuKKjUqXQK5U9gGInAtqNs7Rgv9jpOOwAjCnOzYAsC1TEORW4/GuGBZUlmNzrUPDrUC8Njo/U++vlNc9wE1zdoQAJ8W/Ewbxuj4+vUTbrcXrOuC9x8+4N3zFctSUYRevA+qCuUDZGTCFAIQ1LIxtDM+tN47jkYw8dhvaPsL3Gu0clPGTqUG3mDTG41BFWtLA5R1Zxm4XDaILBjdcOwHBFdqMfidzUPLEz5/+oT7voeyd8Xr6ytury8QAa5PT4AKWusQp9pQtpabESgrpUIt+zFiSK6tbB+OWSC1brDKTewYWNYLehswF5QBmN+R1YFksqoqG84lIzpuJC6nox+YNO4ZpYW3KYWRTorMmjUOgxZS3QHHse/QGjKBUEjZsD79GLk8ADPc7/fATsg2VFUs2xW1LmTMSnBOrAMmGGgkaEUEpmbksIgDpkGZZ2s8MyVl1BndW4wyBg9pTKB361F9ic3n0S0bPS0QiUa65EWMiYVlW3iClhKRxujRYJWNY7GAWh6qBZGR5XO1MXA4TVsZO6xXIh7LivX6HoZC0efKGTJM1ylboKqo68Y0QyqoH7uEEtUSFQ48VAwZIXncG6MalobdHB3cW9oUS11ImwcwZAnBHETX7Le9vrt7NHvnRc8wLfZlgGkAS1w5T5SDeUpdcFkXtvzWDO/H9PaOByMUeVsXYhcjZOp44Dv6IMbRe2IO/DvOiwQQ+bZIzFjwE8fgviG4yI1ksLFD1wXLwmrEGIN0aAhad7y+fsayPmFZNrTGhrLeg915eSJnf2Re6AR1M9+MDWnpiYQlNykr1BWOTiBKF5TSZ5pRlgsop8/D3kdnngoi/1oUYgUJQMypYvEsLHUXEy9BjFZ4YDDOcQKGKLGxulKXlRvZuN58PytCtVwiNaAnLReuxRgHvDdMgaBS5/BeYcBASrMqsKyxabjJrXMmi4N9EFoyHeXaMYM7e19Sg4R7RWGwACyzx2SwezSmqJEQdu5Z1TCgks8jjRCmM1TF3AMkg5WZSk5jndc0q1ck6SnSSWVaWHHZrhjuWJcaBh6kcg9Sun0Y1D16OSgLCcR1RooBYVRg2ZOCmBciQI41Msln75HuGkbMLYGW2UUqD2v6KxgKhlge0FJkUoDEZUo22PgcPMyFNOz3G3ojl8KDnXgqgUQun/mep3HogMQUsECf2ZwVnZzDYb1NI2Fu0XQZit5SYc5GrjQWj1iBBC12qSu2bcPl+gRSgFuw7wT7fscYHZdSUbRi33cc7T4JWtt2wXEcAYjy3nuUdGmUAr329ElhbHWBRC2fSD95C6Id0BK055RRc8hOvUpRm5hGajme/Igs/50szICC57PIHD2VsXIEAI0oKxteYqiGk74tYAm5lHUaGea/C+r2hNbvGH3H6DvHJUSDEw2/h0OIQxSCxhM07AOtvFJYVgtHGtYCKn3zWXqmCXGv7snwzOiwzP4Ppe1HMivYik2BoLMPSYgxTFCeVTZzkPAkBVrlnHkoBHzTeCWYngxTRsKcNcsUClGBjGRBC9atoo+B5UE42a1RN9VOomE2c2XjHG8iUgqTALTzC2jExpvn+9ZQUCAnNDr9pNefqdi3vb6bR5EXNML6xuU9/D8CNOwoGjx+GG73Vxy3BWtV1Kqo9YIpG19ScZufQq0ENnY5KD1P4LARCB0jDoIwPA9psBMs5CIyRw9l7REeK4Cp0aj9WErBX//Nv8b7H3+L7XLBcf8Fo++oypD85esnvHv/tzATvN5e0dqO3m64XJ+xXZ6wris+fvyZmhfCQT5tPyayL1ICeLXYQAqMGDug9QFpjwUUgoQoC2pZgVphAuj9hQh/KiJ5ATSIXTFFSyKSG8PQx1kBycgmKzEAWIrOooIZrHdY3wFrGA2AD2zXH/jeqObQUNQzCrQY4rwtsPUJvR/w40bCUhxuMw5sykansmzs9Yi0p+E+WasOZxkQC3N8BEYVXZUS5Wcv7dRXcPYziARD0j3EXohPcMPSeCHYm+JRShSdITmvNaEljdbuHSkxOPd+rKWjYjhicDJFbj01LFXgsgRjEtEYtsBb44EH06feR/AbapQ8lc7NFAMSvU4IUH+63Wjck5lu+Lw6n3wjtwREBVJOsDM8PFJ4+Vtf/wxmpgUGoJCRyHJSujlYxpwyaYhQMsEfsw5Yp2VLoorkIDUEJCpBBR+BsNM7UrADMalJ4LKiXgpuLy8TpNTwkOZEmKUPHINVDgTQqFro+dSxbCv+9t/+D/jwmz+g94GPHz9hq4ZSKsbY4Q58+OG3uHfB7esX9LYTgLMD757/Gut6wS+//IJf/vQnbH/z15ClYvQRICVOw+U9JNcR4GZlWDsJPRq03lDniJ4VaCERShX9+IomjtEVfSggA1IHZBC0KyqwB4xIwJQjbVPsWTiiKjAMWhxiXGvHgd6+oh7X+aTx+gXXH34/QbijHZHXy1R7MiMNmdqkCtlkfk8Wc0UI5LoSxS9lm9gIhkGUsgCKAVdWw/ohc4hRqRzsjBBgMaSoDF8CEpIm4m8GR2eHc9Da03kkTwIhDJypBEFhTIMEFKzrOqnbifsE3zjshT401TlSWLhMNqdF7w0wjA6jGYKHowCuFL/xBO7jhPkZBTItjLMUaedpN8LwpbnwM+3UqKqUwvGYabhZAfE3TuNbXt8NZqYVl0cKLRBfnhsjwkA9691LEWwrUViqITkMHYtwurKFLgDlxBaoHmhGNuDoht4NbbDjLfkY/ci5CmFmBCczdBgkJntPVmcYrGVb8fzuA3786a/w/v1PVMZqDe4Da1kwOlt/XejJXj79A1rbWY1RxdO7D1hWyrV//vQL6kKVaTOjITOHdcrhqUs0SEUebIBHHR2RB0M0iF8rxV9GY28FANGKUiq26/sZTSkArRXmNZM/qANqHcVCCQtExIcBYkwPS5YXI9JgNcNYPYi2/3G8AAiGijS0/RXLxma+Ag/sqQAT1Mt08zSMmZpK5M5D7jNSUs0tF7+rsZkBuFG8l/NY+bMUA0rqPi+7Rvj6gPJrln2VZVhXgqOWWNhDiptlUA9QVOr87ATqU07h5PIkQM4xjuKAmtPgm3Nwjw+QOGaQxg5YHYYGwzGAZpmYA+5pcGgesiAAjWOWMz9gk0iX15/7mM8u5rvO9CP2euBRElKDDj+Na77l10s9EkvIL3mgmjxkIel1MpetqtgWxbpQCk9L5FWTYBJWU5kf5vyHYYMpR+thKIDW2Ana24F23MMYR86oBL7MbKokJ0iXvQN1WfD07h1++PEn/PDj7+FmuL18QbeBUgRjCL1SIWOztzv226fgMSiKrHh+/gCA+MXt9QuuT89gaE8cJaeWqTGysqRPBxDnYMOVKq/L3VkzT6As8lePQ6KlYL1+wLHfoorh9KK+YVLfISiefjyiCUFgHFxj1fO5TZ/vFpFYsEr7jtmTUipGv6PUGoOBKg9KDqrJDZrkIwA0MamoJICOGTnKZC/GNQRmoLHWUI/DKFAdmFO3ooyLvK9SwlkFfuBMyVS5hRxCoNiU9XGjQMx52OKATiOUXBGf0cWZsmEapfTYSCOb7EZLsaAOJesLY2hUvwxDcgTggwuXU+krl+Px69IAMls4jcQjmY7XcZavAUwJQBqJBGrj7eazI3l+6Te+vjuiSMSbKxY9BkjQJum2mKy3Wjho52kLrczKad5ADMXNFluj2pDbWeVorZOvcDQcrWEP7kJvxCrcesiRkQdfSgyWHckq9AcjoShLxfsffsQf/vbfYKkbehv4+R/+M4DAUrzgfnvF5ekKBT377eUj4Ee0FVMi7v2Pv8PXL5/w9ctnHMcdz+/fs5fCqaFhUZ2gKC9RsrMM2QHlPJFSVnh0S861hbLM6WCfCwCHYn36EVfrkFJx6BdgGAo2htb1wOh1sv3odAxuNMjiodktkeQJuy1TSTooS2Bp4oB1PlWtKzAGxv4CsYb6/BONvBlGJ+FNxbEEQMkDvQSgGmkkyB4EClTGeUAEyKG+Ums8KyrUq1Z0QQCOwb5Ulr3FOkqJXgec3ZoiYMl3ek2HS5/OChIiSUnRtgaRlPgrGJZK6DHT1NloNQ2aFiThhVt/nP+0bPHuMyJgZOTRscz1lDemICICgClVnrFpPDzwl7zmRyMROhIxUiCZqCxtU65Agq35KHc3rzdSlslJ+YbXdxKukr/PUpHM1nBWOFKXYg78qQWlMt1Y1w3bRtVqlQotC1Q5FJj8iIPKTrBgW1oQrBqO48Bx7NjvN7Qjc0sAodBNxWl+ptk4UyAwl748vcO6XfD0/B6/++mvcLvv+Lp/xX7sU5K91gXrumFZVxz3HQ5OBmOz1A4TYN2u+PDTX6G1hl9+/jNur18hItjWS0RF/Nak0PPeGrsZRSPSGKhFUOoF7FDtmL+QoXxMz9KSwsOC/dghy3tcf3jG5f2B4/UTvLVQCd/R9hcspaIvO1o/0I6CfvD5FGWH66MDsUiAcxyiwkBpwgJ4gY8Ddv+IIQK9PMO04vXzz7i+/wGiJOyM4w6HY8wqB6XaNJrkJpFaLxS2EQCuAaRGyuhsMsuc283ghaQ9goNRIlSBmAX4+wR4i25JgoW1PIJ1Avce8ANl39QrUqDYnZ3FZ2gcTAjJ+6jE0oqm1jHASycO5B7t4DarReoc+ZdOohRBVQoqsTfljPPfpgjx3LPCMVV2ApeQt6xPReCBE/9CBDthkONjUnKP4lFR7Yn1cUudzV+pPJo3OC1bgGeSKIWfqUh6dlfmeHUhZTprudn0MkbHvt/w+ctHtP0eoBH760cD500OGpLWevQV8IFS6o5gTbYDY4yonwOiBZfLBU/XC9btirpe8OV1x+316+R5SFFs2xWqFcOAjx8/Q7Gj1BJzOhdIuaJWxXp5h+v1Pb58+Yz9oMDvslAg5GhRsu0de6NxUCOW07Vg0RmxErPIfFoK6rKi7XuspcyDJrowXYBD5WD0MDorEOs7SBkssfWVh6lskLpB+j2eSgMwqBqeWM3swmXD26wWCMhodUYdHN4zMI6X6bXKesXt62ce7PDwsA4MSuOVwupIrcvcwyMxAalwiTVH5s0SpeAyoy5oOm4SqQCBBAmLjpUqW7ACF1Kbl3qJOSbcnyNGF7hmGofAV3qUrcPZRbRArCQHbBNTmyl29s/E00GkaSNLJMlShUfWeOIAJ1mAf0gt5+9PDfmQsvM374zfn9HR6fl5bjyBDpzl2njrQ4kmU41sfc874HXMPPSbXt9d9eCDfsxtsh4bee70DAysPEDKWpiXz/q5k1Ld2oHb7Qu+fP4TXj59pNUMzyQqMXzYA7UvkWhHyaxsMTItmrniYS2V3m1dN6zbE9aVdOjegdv9QB9say+loOgCMyExrHfcbjdc1gCQhGkRdRnYWm1Q3G63yRNJbskYR0xwIoAqKLMPwQZQlrMHhK3hHJibwrs89MlIZARCNSIBEKxCHfRMDriWCHOjdX1wpqk8DIAhB+GANIHo4BpmzV4EMLBiFaK2BANZRTkxjAbr9zhPwijOnIQgKfG8ABSPTY9oruOGjhY3GgeEJ89Dml5cUks/zIiklF45AcbBFEzCA2eKEOou0VkZbM84FuGU4zkEf4JNMjG671wLkcQ9AqOI/F7yUEb5PQ//HBLknCw+T4PGeUgMw6MD9IHbkLjUf3OyAvc5I5x8CnFDPObnZ4ARgvzliczIIX8twA7a0UxhfsWI4vxqnwDPNEqeHtMCsANEB7ZlQ1HEpK5lApXUoxy4317w+uUXfP75v+Af/uv/F9YHlrrhcn2P9ekDQUVXDNngtRKTyN571TcahYBRn3Nbcble8PT0HgaSpG63A/v9gAuwrZcA6Jivvr684Dju6IONYJfLJWrbCjNGJtuFzMzb7Y5j36OScvYFWA5oGWG5Iz8cPtCHYVVMPUvYgPQDHmI1ogvKIrAjNS+BlH9HEIRqWWBQQBp7M447hnGAjpYL1gvQjjvEa+geANAbI5ciKL1wOntqPziglmpYYQOC8yKBayAQd3iDNXaJ6uVDeFCuXSlbHPCYXmYafQj8YHNQEt8LBAvcD2RDobvQ4HjyXwj0qlaoAy41GJQBgCaAmQdAClMZFXiMfxCnpP3ZeJx7dkGBsBIW5eok4DlkCh2RrBdSe6VCZUSlKqINCBIEJnU8Y3/eL8N84j9mnRwasOnLzCbNXDL1AU7D4c7GuMSZ8nNxHnQPJ8PnW2Jtsp8ljYScBi+MRvCpp8E5zem3vb7PUBgexgbKTD3cg9hkfVpKFYU6qbBLLViWjc0+eYDGwH2/4euXn/H505/w9eOf8fL5zzjuX6EQrOsT3v32X6JefwpZfNJ+y3qZIaZ7R84qVlVs6wVPlw2i7P/4+eNXfP36Gs09FGhd1g3H0WH3A30M7Pc79QwCCHMA7eC2hw0cveMSgsBmjo8ff8HL508Yo6HWim0lMAkE1boPqK4oteA4DtzvBNHausQDEs52SFwlAeBSoXWj+M+xR2qgYfcV0IXRRNzvsgqrPm4Yjin2qlohhWMOpXyhunjPDlSPqozNUq95piTCdCeISYIOgIcPWqLxqMOOT5ByYWQhFT4GHKkmLsBwWCfOITH9iXyOEuyDDmsh9KoXuHUMzwiGM0HVFIY14hEHpLL+6x4szcA/pEG9QWrBgHLwc3hztTtTlqDTQyuKFB7Q0QDfQzHKOKRKaxw2RnPiFaVcYOgwsPRJtS2HjyScObpz8tgyo9oe6RtgLpM8BU/mJu+JkREjKUtlqvDwOX+FQZk/GLu3TjoNzUxxgo8x/y4xmwdy1rAHBuq324nvrXogyFA+0eZHWrW7Rd2bkUZRYF0qtm2NbklyDUbIpu37K+63r7jfXrDvd3g/OEkJBLJ6G9AtQtt49d5jLQKQyZkKIjiaYd9fIwUIsksPMEcV4op2NAyLVukgK/lAKELxIb2OAbcF28YoqC4r2tFxv9/x+uUjjtsNEMNSqYzVDvadHMeO+/2Gpa6oS0HvA8dxYFkW9BEH3gU2dpTl3ex+HuYwiZJpAeqKEMtleuMKaF05X9IyLaqoyzbLv6R193NfFB4KFcWoNODW2ZI/bMREqSUiQYKIJw0//0cVdZ9eKraktYgYHBJt5PwMgRUJ6nPQ7y3D5WzUiqhzbu4M5zMkV/S46QwKFAAn0VswGVfyQ5DGXaAx/9V8gIOVlggyibtAF0YnFuSrmB97OuwSQ4a4dxUVUnIclbNUG9U+BaAxzwRRGRlwVFH+nhigHaVyohqTL5/EtxP/iEMrkU6KzMZUOl87q1Vx7knbz+qOZFbEl57PKa46iHH89zybkzX7kDL9U6/vL48+hDCJM4xQhJIIDfPPuhRs64J1Y8dcLoC5RTdoQ2s7Wrtz3mK2mGvoRDyQZCCIm456tJHCDRdYzAVyICZzp9FKa8wSm3nHgEyP6maRfhAdJrlGMJqjVkFdKi5b6GkcO/bbK479hjEaSiW/odYaBLAeYwEaRCpZlsMweme5r42oMBR6M+vEGeY1goYi/K6N8dANyUYgKRWaB2o0Vh9kQAJY07JE+Ex2oISnkkKxGU1h3NEgNiIq4DV4pCSJLUhsXJ2GIqoK6dA8+hqswxDhvwHSDS4NEKYnwzN8jpRGklNyhvMqaUwQKUkeFhoLVkDyUMbBEI3tm41vTEl5JFkaL+pxuAwo9TS0poCvnMtqZ86eOEwaIEWNVFECT6IEvoFpNTTbzmOWShgTFc7MRdngqGeqlRhL3PeZGiUeAWR0OqURMAOHPIRIAzHPIeYRwUnVzs/hd2X6xIFL345N5Ou7m8KmoTDMjkwPtJxVwOiOBLCtCy7bFphA0HAjv2OY3tk7cewY7R4DgZgzSgzGSSKVCMVeUp3HjErEw8fM6YCToVfkBJ3MkwM/GLI6cFb5Y9OmunFoMXYDhim0rKxk3G847jeMY4dZx6KXwBcUbTT00U4w0wOv6AQ2xzDse8e2UuYMAvZAeA1iEJuc0guaOxCT25PUY4OdhSWM8Bg2o6TsWpS6IAZ3kNG5AAaDj3BdRRi6D2U6Ak61yoNvcf/cfNHLESrdKVOIBxDNMYCxY3biikJGGIlQVDKctXwasCiP5lYP6nVGMkkOk8zR43BZ4BfZJZtRIrwAaJwCjjr3YXbKVgjMO1DZ8j3MgS4AKGFgMbt1ROhC/k/QZgUQO5vg0qgqyOswZQRNndQWA4G5DlTwumCgYnjJ3ljIlAFAVD/ysGf3Ks6UwLmsA0LmbW5yeTj0kV4k+DlLofFGM59zZRMLqVpn1P+tr+/kUdBqm2dfnkU+ezLsTjBFsK4Ltu3kTzgEYkH6MUPbdxypLdFieI8Z89EHywmRmJSNmWPDZoGJWIgEZTw89IhwGjgXyDLO9JCfi7HyvR3RNAZkK7K7wlyxHw33l0+BwRzT8CzrBi0Ft9sdqoJ2dLRm6J1d1PfXl2jRJvBoKlBhT0OtF3aoFk4+M3NUiWHDKBBZoHWFdc4aFTVIO9BGyLPpBihFafOgs0xKowHngKa6XCgPpMucQyJaUcYKKzuOMQCwhVoi0uByp5ENwhGCX6HXGPRzrj3cYO0FgMJlgcvlbDgLpDep8JIgWjbBxZGk+gj/Nr8RxsNeSzbVnb8D6YimAaYE5YKMNA1s09a6Q6M4i8R6otwMEZgPCC5QYbXIPSavaVZhFDIQFbiF/TmgijZD+mCT5t7P/iRL9SiFScWQQmGlAJBhZ9sDD3yCoTjX7Awy+e9J2npwfudaPPzrw8mnA8w1QQx7Zjt+KZxm5uVXqnpM1D5NXsQ8GgNFWE6ayQLTjjXwiSysA3AfaMcdx+0L9ttXUpN7o+XPfEwFqHXmxeQf9BmSze5F1Zn3EfuJCCLCQaLa8XLD8EHdiYhSmPockecpig3UbWWT52j4+OevcG8zaqlLxTiA7fqMUla8vrzg/fsPGCHHxylaC2A7I4puUUVUtNYg4lguK/p4RfHZFcEQ03JAbYFagStTAoaNGikIjZ2UBeeOEizLE8xfY1cZYB1eOLiHO7PCbKCqwWulkO+jgYRjCZ2ISA5QUE+RF1CyzlFBxZMs2z1sTmen6DASjMwlxiamM8k9Y9MTOuSNQc9zk31C3R29xexYcNwD9YQ7CyW1xijEsxmt1oK1FIgtEaE0ICe3AahS4bYwDZUQCh7BN5As5QoGHKoLZGGE4OYwCeBRog2cn8KDGl6/iMRoioo+HM1J4c6B2vDklzCPyzJqtqyfcg0ynzEjjzEzVUGcESAqVGfKNEu48Vmjj5ijkwS7TH2+PaT4/mnmb+q/SabxN+8BQK2GdeXk8pLDV31WPDhN/CuO+wv6sQdGwFU4c60T6El+Quyo8/vMASHINbJO7Y/6E4+GzU+FIvEJeo7ZcmvBJCXwtd8puSeK0H/gA1nXjbjDGLi9vuDp+RkpEgMPvGNQ62L0gYoKpuoN7oZ1ScVkXqM7+SJUcM/8MiIqR0jt588togyBIDQnzdCd0QJ8MC3M0lhK/ptBY+AyBy9VsO3qwMl/SXzpfJZTvyBIdcM9ogKZD/uh44cVnTNpQPZ+xM4O43KmIrlu3Bvxac4OYqb/Ng2SA9EproBH1DISW9C573sfgCmqrByDMB2YB+5Ckh7iWuEFghhpljwfswkKI/e4CKMu4YWQUBl7K1KWpEdTYrCSQ/GAQ53b1+f+TQPxBqV4WN9INELBbPqGGWrIw5aRjDIcEPHA8jhfRCWUxjU+89eicLvgzCEzkcwLR9JjuYDLUnDZNix1mVoTE8gcA8dxx+v9K/bb7TQUuSg59SmXzQ3WaWA0Hnpu7DQMEGroKoLZN9lzDbmVVQRVFwhoeHrwHszPfE+U/Setd7TWYP2I0XphhIbj8nSBu6MdVOXuPVqZ48GOzjSidxoL7hyHxz20bcXTtkRU1CG6obfG8XuxSbOMRaCefRWlnC3OAho9OFWPWh+hGh3rFwdcC/kmajSmSRcX5bAkOILtSR/3BugSBzzUmCBQDFDOrsLD684SeaRrrJwzxCWFm8Nx0+jN7pWIME8B3QcSkgRtW/xUooqNNvNylIdDZhgexksA+GCPUV2w6oJaBOJ8DgIhFlHI+UgX7VKRrEoHMMWMgxpuwXvICpso4EXgg7KOQHrpxNgUjoVVGvMwShI6GrxP/tjOtcYZjedQoHlB7mdF5OH/xITlxUxNZgricZTYAj+nmcX9yPyMb3t9Z9UjLshzypfM0AmgbqWAi/v8vGBbV5RKwdJkI/Z2YL+/4nb7jP3LJ7T7a5QCOazEk8MeFo9lTp8b2ebC5qaP8lcYh2YhVgtEqBdiu8p+jgKWHrul3D4fjxbO2lwvF3z+8oXCOWaoRdFan1L0Zh0ffvodjvuOY79BYejHgeMYMVh3oPVXFGHFo3dKtSfQVGvFcQw8PT0TAPOOUkKX0vj5x9FipEBEFAO43e64XC4UYQWFgZct2raFBstESMDSAnGFeQv8QclpKAKXwIEGoLoCi0D0IAgZrc3JcEwHANFpnhZlaXTAMGQFZnkz/V5uKx5gGMcysBSpk0zmD+rRc89GdYViv8ShJrvyMRh3INMfRoQN0p1VJCkoUrBUiZ6avJ6OlLV3G6ilEvMBD/8Y99M3uWN4R102XqsL1B0uFI3xvsBQoIW6Fzmsmk4sBkJpQccTZ6nMyECiuzN/Nk4mJ/Mw5J1mXQORIsy0LM7F+YnBKpWzlyM8OX/d2JgpMbG+1oyc8CYT+Kde/3xmJjBD7VxcCLAsiqfLip/eP2PbVo69i9y69YZjf8F++4TXL79gv79wfqhxwcwQfNdIGaTEjE2Z+ZVHWZTWeECtQ3IUrADW+mn9NTQlY4NwKtMrmltoDwIqK3KyeNGK+8sL9hs1GVQJSNngFJkccde7o+8Hpeq1YD94D711HDvpzt2N/IpGFS2RFJIRtOHYtitqJYtvHDvLaZCItnbcbq8oWtlq3w/qemqhejX4kHUU1KCqW2+47w02ZFaIiiSDkkN0x0iZtkDGB0t8gpXg3KAyV86tYBQSkZIwmQCAQgoRBB0N27llFfBJ1R58VoktMPCngrfZw3OhI+E9hTFQgXiUx80n3wVAFFfK6Q1FABAHIeeAk+GVIt3og4KyGwU7kOVZDIJ6LgqoYVhoUlhUkMqJaTgQUnpBqy8DErocBHxzohmrRiXo3+bnsWce93iOIgrBGTxnAmL5c/fZlcz9mOlcpDgzGsvCsJzHMxxTiZSZe6dybZSG41ebZi4ZfmcIOP8mbkSULeXXDdft8jAnAxGKN7Rjx3FESTRKqwxSz7wccaAAwHpHluMMzPdycaw3WN+hUep0SKDLDE8N4LRtIRDbh8MHabUIqm6WON1BIHK/ATEXNXPC3jveffgR16dnrNuC++uB2+2VepIljFmAiB4hM0AKb2sH7q8d67rOvT1s4NOnJ7z/cMW6VupNxsZJD3m/vwKujFDajnWtISYcAi0KSB/wEHjRuqB0RjRmDgyNaO7cNI+9CxNvGqdRFSxn3ioK1Ticj3l4kI7EI1ITI3gJPIBrZ8rkcNKcU4w5nh2xYYK1mriMC1ILM+d62Dw2p/c7s9IE7s501UGM6GgcDViUBkyXAi0exCfeA9WrI3ISmZEonMYoQfozRI3BRjPlPv26AycfBGCUEvRq4m55sH1GB7PcGQebBnrg7BiVE6MBAtQOsD+ijfnveWJC9yLTo2xyq6Wi1gVaOVZhGrBvfH3npLDTUKQ1EzkfoapgrRXXbSXgVyqyt8Pd0FsP4ZkdvfeHhUaslIbhEEjk0wMd0f00QS/E51k/YO2OEuQqAnhBOEkASyWoyxYHzWCg7FkJcRYXwANP6G2HBInHY8P3MVDqhuvzD3h+d8XXz/8rjv3OKsJ2QW8NcKYaFFkFXB05fm6/3fC40cdo+PzpE9atoFSFGWXwPMyd2cCx7zgODh0a1iB4j1LaHOjCPHRgKFuyS3bRBseECmIFyeqfimPgffl0W9EMLg6gYipXw6ent1BLZ6WiAjagyYKEoeNBCAY4fz/SQRrRECQSel4EJ8fSas0OyDNXn5iDzJ+cSc48IPxpMpLFWQocxknoqhzGvBbB6mEsI39xCX6GAA+0yehuxuwoJRZgk3iWqUOC2/ncyuN1a4VpJdiaiZOHQfOHO8l1fTxb8RmJwUx7kvYql0YYkc7ZJY5JB2d0wcXjgKY65RgQ6vSZ9n3L6zurHsac9A0aGzft7KXY1oqny4ZlXYJhWeAmzNcbI4q2H2g9iEESNV30XAJQSUowjld4vYL1RcmmAXCzWwjDdDTrU5wFUJRlDVBSqd7dSLFuo8NQQnaOq18Km8Z6OyiBN5jKcOapo+8cDvz65Ya63LFennnfMpBTl15fX2LaNccWlsJ6vfXQKyiO/Xjl+RBFXS94+fwzLluFCnC9VLSx4/U4ppdwa/j4y59xtB5t2Ny0NaQE2VvGTaZFsC5kWZbqgHQa5X5BrTy6nFHB8XIjNA9KrTAhXT7TKz7LbJ0ONqhlaTaetcbz8IGCHQrhQKJRKPeJjBQHBWDGgEsNAwdgpiK8NuKV/mAPDHhsWsqAIlIgD4DTH3qNgozx+GbK1LugetoACvYw+si8HjBh2bv3UOOKxr0ckOwgIc4sCFmi6HHQXJLySK4ED+UCXa4osqDqqeaWJlRyDwf3enaWzq7dSLlSRWyCj2FEhevFqzOoEKvrBrgx4gj1wyiFpgoaExQN4SIOLP621z9jmnkyvx6MRLyua8HTdcXlugGl8B2B2HczHH1HOw4SnGyglA2jHCH2QcUqjwdv3qG2Q7EwWLOMKDCRbgCQskRplASkigNqIJX7IDjYOhmZIkvkmcQDWh+4//IzeosSoQ14pxCMA6wcCHUcv778Cd127PsLbl+/YHDgOlp7xeiGulQ4BgfU9gNwYL+94vb6CoOjFmUp0x1yHEzTtguWdcH16TdQ7ZBBmTmHkn8iBmt3HJ2A6bb9DdyZHvTW4e+u05P0ZQEQepoqqHVBHx2QNTbE4OdJieapEhuphMaHnFgMBPBMqTyeOXtr2O7POEUL4KNjkQMCoLuiG9+T0dwkV7nRAGVEEbm2Rlp5ChEzTbXkDMQeOkuxwRR9dK/A/G+PSCjXhQA4sQpKEDIVcjeYsjdjNjkOJ9lPSkAodcrXaZQ5KfEf1SetgbcETcxpSEqpqHVFU0eK6TsQeI1EWvag5TqPkQCp1RF7nQhTtMnP90ZkaB0iB60CBNllyzUDIJRdmHNcZtk9iGTRVvEtr+9MPQgqPRoJj4dTVfH8dMX16Yplu0CUizxiQE87DrR9R2v7RPQ18QEwvKX60xLpQg9v1Oi5DXPT5jog5okwzahINWNzg7eDc07BWZoemMTAwOg3bpRhsJgmnSGyxyzTcBJwAHVZsa4Dox/4/MufcNxvNAqWQ4k5UkDCG2pRUr6POydBAdhbkl6oKl204POnTxAtuDw9oajPWSXDyQ5c1hV6u6Ed+wRxyUG5o7eOui3BM3GMdsQG58i+dbtAayETVohhGPpcQ50VLP59ERCAG50pYDSfeShhT4k2AXkO4FhDFYrWVKeIzjAasjAvkeZ0wCVkRGog/ZJbCKRm40wHYrQCZuVF3gQLniAH5ATuH/3W7KLMA5eq15nTh6fVkqYqKPHy8LtxnYbTeKbclUT1AgUmNYSJR1TZKjKbskEFeQoECVIhfg4xQkYHiNQtIiycDlEDv5PMN/L+0/CGhOBfvidNAhnL8echGj8jr297ff+Q4jdG4swnL1ulobhcsSykKqc+Q2sDbb9xg3dK2ZFNlxiGz05JSosLyMsYHAvvMg2Fzp4DnLlirrgyvPKRvzswgmrrAmAcE+y06Hp1T7Zn4BLBr0jNBgJeJXpTiDe0o83HmTlmO2LYbS241AqzPnN7N4vKRf6OQdcN9/sN+uUL3n1+wQ8/XKlp0TnItgQAlToJo7cgVzk7bQeVyUmm6rB2nC3l4N+tlw1ZvuTYvDgs+T/JQFc4/yE8sZlz80sCtHh48pn+kamYyIoIh1OLhbcD4FHWM6ciOkQpcDOj0MzxM2AIXMhs/ns+2gQQ/9tN+fhZD/8tcWV+9vPws5KgxOdFjEQBb5FKhPcOjjVxT+ISEj05qc6W5+BxLdjN6zMVMQ9+EXTeZ2IPj9ciiUlAzouN+5ql0vi6M00xCuxIxhx5/E/eEPueolFtZgJnQeJbX99pKCS31bwkEWApit/8cMUP75/x9PSMZbnA3NEHJ363fcf99Sva/Wug3AXrsqBr5QAgAG6D0nalkBSigA+WBrshhq3gFGUBmHellNjcEAqLOaMZ7UjhgJY+eMDOdvceeXei0qcHmlUBsJrT+kAfd9xeP2Pf94eQnJfCVKpi257wdH2ielbhhKojGo+yr7z3hu1ygVnD/fYVf/6HP+H5/b+ih/AG7wKrNfoMCpZa0Lrhvt8A50zQWjkvtYVytvedJU7nd+2vL1i2Jzy/d/iFs1Brjb4OCFwMNRReJENvpbqUGvkJ0Ghzj8iJlPjAkvKg9YY0IwJgUUX3Eu3giXmwUYwtWuldc41jOPFDdDozk390D8ajT7swLcD5DncLRSyZmA/fE6VjJU6j5FwnhjmbGeE+rzN7f4Y5Z6HENDcLDCEnl0s4uz4My+OUPJEgnjnO9OjhJqJ5Le8hI6iM9FJmcuIzjH8w0Wjd4A9T1nMpQkYIpaRaXMEMp/Lavt1OfGevB1fzvCgvWNeC9+82/P53P+Hd+x+wrFdAKu77jtajEjAOuN2gBVi3C0pdY47nHfsrH1jRAl3fkSqtBa4VR3fsrRGkgUCkQrs93LCje0zwnocboHhq1rUF3iilPqzRq/e30dD8v0CkKVVPg6gq2K7XqNQcbOYSYJYRY7GXhUjyfv+KPj6g9w6goK4XRj6HT+9hwyKaAmANn37+I3754QOenxYapeMGxROkrCjrFWW5Q+pA73tUYvilbX/FGA2jUU9TBVEjZ6Xny+dfWF59foend+9hluXgAlVBSSIPADx6SQlQLhqsmBZ2oDfY4GRvBAtW6mUqRbGs6SglaNgIVmM0+WWFdNg4MQZkWfJsL58YxF+8zi5UnRFgbMnZRp0YGuQx/AZaG+ijwFChRaAj08ZoU4eTUxP7wMZ9Vu1EAE6r1wdLhSmkCxAXcghMFM2A0joakmHL1O1NpP+QGhHTic8J58uvip96iuKk4Q0npQWQBVlxOpNlsO2/KKAF3SWqx9nnoW/W81te3z2k+MxtJKocK54vT7henlHWC1wKGY9jACgodQNEsbrBZEXrDm8dfQgGFgy5wIoB2wVDN4zIgTE4ILgZMEIinW3Vp1UkefZhw0yj+jY9yrb2YWmR6WlSKiFVkSboFIItooJS1xgbcMfoDSdWj7D64bXiv+GG2+sLSl1gfqAdBz2WBzvVKd5yv9/j3x0iBV8+fgLsGaXQY/R2xxisqS/rSsGZmGk62sC9s2uVGh7sMrWQjpdItwSC0cjadBRslw3bZeFQou6oW508E3dPCgAEOTyai1qiBb6UgnaMaFaLwdDm1OkMjKcAZFRKbttIcRxMuXA6tTedBpmrv3l+uefebuqsIJz/fb5vGoq0HPFzTucKmrnKjBiScUuCHwV13KIxL6pEcwhQpBLmHKXYj/3cDwJICUqAboBUShfOfXHe5+Mr9xEEVJ0KQ5HRw/l2Lqg9pCKJYJTsT3lIKcnOqjApIUUYC5y1Ev8VI4o3AEg8nFLYRFWWCyAF3YCjDRxHj1RAMEZBt4o2Oo7ecTTH/XDsreDwC7oqvBp6RAHJ0+jmGDN0w4Ml4MKbAI8bhtdn57+CltSQG5ULlROuHPGAc0s74GIQ6IkWq6Adx5STE5XHbTw3ogfbUGDYby94evcOqXRMDCYbwCyuXaZUv2rF68sXljnXCk91qMBKtBYUZ08GcR+W7nK2yfRsPpDCJYmfjDEg7QDkTpq8PqNUMlZ3AfS6xnMyOBQq/Ccmd4L3STGxCisCE4OJAnZeSyLqjuiABWZalxvGM4R+eKUxyn6STPv4uP87+cdDiP1YgZsp8YwsMZ8xsY8wFEEdJ6Hs8XmeaUyqu08SXTRXWURD2ROTRktif065gyA1pYFLm6VypiFzyHFs6yhUTIAzt3egCpj4xUxDdMYQ01HRw8WfoKxP04Jz32ea942v72dmWjT2OMU0aMHZKdcGcLSO+23Hy+tOLkQ0LO17x+vLjn0/qPFw3/Hyqtj7FQMbvDhapyw7c+KY3yHZap7kkjxsCWnq9F6PRoQhZHT9efaQgPXjaYExH1pmHrl2GpRtN8Nx3GeEgfmWTFX4X8NoJFQcx/6Cdb1AVLEsK0bMPyWYyc2p+d+R576+fKFRihb3bV2DIEaa9bIUToTvWVoOopeFylTQ4EshOEygNtegw/2G/T5QasG2bRABXtsNdV0oJpPuPYVsxeFgtWLesZCKzsVgKHb0EZqlgmzUohdOzCEOxoNHnl2ksZqa6wmQOJcRQla53hgMbu8iOL0nCErOzZ+H02VeBytwjE6pS1Hm4aMgr87PZ09OvCczzHhOHu0F7KqV2U/Emx6BDawEj51ycw52+7LUmd+Sew9cl7AK4nEoJf8+mZnx256EOJkph4axUiBEgVh4Zhn1LQtzzsDNff+Nr+/Wo+iWZJoCO4DXW8Mv5QaTXyCq2PcDr693fH29YQQA1kfH7U6ilZnHH04CS0YeJdxYcoJEfd9TnyHGBRo3f7a2MyRMtSSAYGCQwlRRFw6ZhZ2ovJb0PJjenf8OItsanH+wy3W0Y2IL+YgT1z8rLukBsoToeHn5gmVZURZOFysfCvbXVxz7Tm/g4INUbqJ9f0VdCkZnqmLvnqC1YqkVxYD9do/UJSKFfQfKkU8GwIBYzqbgdjQbsIMpwroCfRx4/fIFbo6n52e83r6iLhXrukRnKjdgRlIyGKGdE63AsrcNaoXVwrQwwGaGsxw2LBGhDAh6zwUG1tWAh4leDlClLMqX5/N4ICe5xLPOwIVU/Qz7ywP/4mzZfnzxzu7NcR0Cl4paK8Q1hjx31LrMFIbRAv9ItGYbMDuLBTTMKoMYmRvWyhA/gKLIJsYkJ04DkdPRApOJugsiPqK9maEEy/aptD35Gihn1BApYlLiSRTMKhb3ctGY7odzD3O9fiVDcXQDp5UnG81wPwxfXw788ukVEGoBHK2hdYZo7Px0tGaRx/JC3R8OLMDNmF5Cz1bejBhEHFIENtJLGLIDec70SDZfSJGpKAbG9BbmjqIP0dvUSeAPPPU/caYjpQhJUJaeNUqSj9ifJLsu5O/LgjGo7szpUQYbgmVjReh2e5n3OLkhInNuqQ16rGXjyDs4Qu1qnApFmYvHWtoAKEEX6l0hd8a/bBiNhr4dO2qtaAvz6eN2h7ihXC8YY6A7JQKWWrnhLYVZHNAaG13nQc9Wd48Yv/fB1G0GAsRhMnrqSqZpOjP34DklMzOeU1axCFwOTOZmhN9poAGK2+RfPbZYZ8qX/IXj6GiREudEefgAxbPKjIy45vIQZQC1rqywSZ8iimStknlnJljrGmBhBbRCXVDy0MeMl7Ncg0j50kT4jJxz5AVvaBLDwepHyAEAEPVZzXDBTNGTASvik2eTPTPyENP8aqlH6w/17agPA4a9DdxbCJ9Gx+FULfLI48JA8Lqzjpw5Hl9vclLR6SH5OSeI6DjzujdIeaRB2TBzDoWVyBRk1pJduWiP8x2QCwxMzwaR0KXMT+JnZ345m4oy9M3sxz2IZQqooh8H1IP4UipOcDZ4A8IhRAJGYcexw5wlV41oChMMfKwK+Ayv83A4fLZOnFhFY/jdD7SjYr/fsGwrG9K6zmiFBz0bltISM8xmRYUbMCMEUcVgWYrRgflcw/yMfKweHk/eXDseNm985WO09hjyPUR1+X3I8xTPKp8zYm9ZvtERw6TYB7MUCvNmmRPuYbxTIzPDRO6nuiwxOErTOyGFdP0xZ0WGBBKVpYf9gfmQ4v06DYdENEUuhiNFkvMZ8kNSoBgPfx7T4fORZT9Q6mfOk/UXQPC3vr7LUIzOUqZb5oPxRxzN0mJlODhvnxeq5wPPKUupewDwxiwW6uGX5qZBRBBpgsXBeCs6+3we9GjScQBjzAeABDKTVKPKzs/oAQG46BrDX/g/pjFARHphkQmq87rnRsvN7QjCF3kk5o7tcsWwjjHyO9gJmog7vaOQcg1eazbO1VqxrEswJtnQ4JCTSfjoYZGGWfA4mQpI4g8NBjEXwXb5HQHjzhZ5VfbkpCHf1lj/GYazfTuaCuBO4dbuUeKTpDlzrdiqcCLxKgQEWZnJd4Xhyb0Sz/b0GXZ60EfPEOvkCD7EjDf4fPMezjK4Yo6KMMe2Ru7eTzB4dthKjnWMZ18Ey7Li2M+hxyKsJNBwpFIW90vuHw5gP6tuZmn6HA+XzIggtryNkxKuouczDKc0AdG/QDwzooOf/SjCvvT5Or/l+03Fd2MUnkQThLUO3/HojfUfuYr5wMIy5kTmtIo2ggWXzDbkZiGImaSY04rE1kop91yAN0HESZwSSJC1ZE5dJ8V2UBkmfsnndwDUVfCpEiSRgiKunpz9uD8LfxHRVg5Kduu43254enrGsd+IUWhh5CUMdZeFczxnX0GEi20cE6cBGka/h5F+hMXiyqMJLpJ6pF7o6YR5odY7G5p8oB0fQF0C5yjF5ytEC1ofOPrAslwh3mKqOieZJo9GKCoaZDCfBr6oTmlB1kDy+/MyGsQW8kgixMcE3hDXLPN6p79MIxxGA5rgdBjwM9c5HXasC40Spf+7AT06Wc3uGG5wFWiQ/UopAXTixMcAHEYsSZRRqdnJTXjc+zR8jGxV2B2bmNwjJuBIfKJAUGYEnAK4J5gejhUOmbKCBCkxo1rJLIxrouyKLrI8fBvfME9PpNrf+vp+HkU8V1hEDXoukmPMFIwAVDYVPXi2uGhOio56e7ID7eGWIidl30eU/CY6zc9i+ZDh+mmcdW4YCcueQ3ZhbEW3pCS7w3o/FZIBZPtz4hai57Caee+xixiVh+jqY7g8gyeG2r13LOsFpSxYF0roYYaN3GgKOYEviTIbGJ20fcf1uoTnDpwnd6VHWTcMmQ3mqyL2YGh5vUXqaVAguL98wtPze7hTRXy5EMHnFHbD5y87PjzX8IgHhhlKXTG6UUIQLPPm8pzpVDoTGqs0Wox8DCiBowh7faan9fynnenJxGESqAyikU/WAN5Kz59RR+bq6UaGAW0QqxiXZb6HVR+LtnSZ5Km5Vg4Ijng/+RWGFr2eZ3TlRWKHxzxST66JnecApzPzNOo+ZjQwDQ3IGUqQP1MacyBn2qrHeIV5QKMFoqwAlJU4FzzOQ824y6Pq9q2v7zMURfnHUtpezmeZ4dR8ZVXizMlmb32CbA/nj+vgM0yFp39PYCZLcHGjTqMgPt5+DoDMi/IhSojAv6H75teLzIMjouwpQZXjBzsAACWFSURBVHqpqOxLVvl5H4/BjWjwBc5AB5MqiDMtasdBabZS0eSY+WN6O8/QF9nvxMatHJZkFp7OmFacmefjQc0dGD+ee0gfcuuzH/E47mweK1SZ6kd/EIx17PuBY1VKMkr0lIyIAjyHP729+dRIyId6YinTsoWXBLEEPI5RoMF7DAsn4J16oJBznfHwPQ/7Lg9ERhux+0i66wPHMTCch2niGnkYM0JAYDIRfc6UI0R2LM7AGx5FgKbK/JOFyakpinPfY/qycFjntn38OR4+2/NnMCBng8wHz3cxSkl5weCXRNSTOEnuk3+8OvTff32noUgyCQLAySPz0JIyI8AzJ8ubN095epzh0nTTAGQgJ1Wlim/y9dkafOIAbymtsQHPVYtFyRTHzr8XVkdO1N7hRhKWiALdiKLHJlNPwxDXE1beHw7o+dmIvPVEoMOi4jh26MaZpOyYfcyRhCXcXKv8fgnCmLNZjENnOiXsgHP9wpI+bMn4xyPwJnOTe7y39479OLBs5A0ce8O61PnrozXc94LLpqhFAW9sxc88fAyM7qFkhbffnw89uCwTZXDMZ+iGYNaezR2Zu58h/RnCemgwvCFyOWDBlZGk4CMiyVwbz2fHKHQ/Gsyv85rm+2I9BeTdkOquM3UleJnVqiRrnbuY9xQh/RjQOkJkGLPjlnv3XKk3UajPAjt//gYkBc7SagobZ7qGeccup1PIb0kjkafEZgr07abiuwyFgiFtdq+NCQIG0216SV5cKWXKoQFJBor5pM4Gr1Tk4XtixB4k/DZbsrOC0FtGBlwuswcvOlfM49BHyZBBGhIIAspULnIPZL7wfdxkifo/+MlJ8ZdY5ASzYroWBILKaxaaFY0DacgfOdogWaYsC6wd85LJ8xAgwV13dirGZYmBM0zXFakULXqG3ed4hsyL8ABhkAI0p8CDa2ZG6vhxNJbydMXoB2rVWaIFBF9f7oCvuF4qy82dc0v7AHqMYaT8HvDYyZkGgdfKdM4N0AB6zcYZ5UzQNb05Hg5ufuJ54Au4rglwZ7ieB6Nopq0Amb75IYLWOz6/3PC74wmXAuQcTs2SetGYYl4xwesQ0illgRaOiORE8aiCeIHbgY6Q/RvUcvVxQBGYRkY22aOSYTOy6iLTx/nEPM4I+NFkmIEp/wy+8n0KUU5/m9qnOJ8Do5fEfuS/WeP/f6/v6x5tJDxRpe7hwDxGBTPEHOHN/LzDeJ/NBbIYERgRhJ/hXGoFUkMBIW+Wn57ehpv9RLfP4cmzcmGxLKLzeiF4+J2QUU+cQrJYx0V9g19MkxdpBfh+0YICg5nComR8WnkuTY4ysJH5eY1ogx+jM1Q3DOsoSsDs0eqPPibxRxCaEg9/z7Ql1iUwLy2k8j747BmM0/AZ+tEgrqGj0dg0JYIOeuDX2w4bHe+eV4CQJtyBTqEF5vQhv+fzSh7OQl5fGE6zA2IckKMlgVnDmwVJNCsMAeJg8tAUvP1oy0mKdBCZSliG8ABCNU2Nwsi9NXhdIKWglIX3VULmDhRb5kAqIX8EiLGFcfDiC9MhTFvkCV4K2igPQLiij1A8iwtV9QeAU3A6Ii6JqkSp9zGqyIDZptYInWNB0TLHTuZnTmxnYiQeUd73xBP/nAFAjz8QncmHMOkkKux4c3GCmNjtedQyDJJ5CKlf8QD8ZGUl8YaTY4yJvMu52fFweB9bxU9wEg+YAN8vYYoec1XEbIpz8Ew+mDSAj5sZ8zo8Lw2ClJJnnMl7zUrVCSpFDT3+eCxwGheWG8MsanyvPMzYyLBUIo6Yof55TbM6IYqsGOjjJgIA84gMBVVWAI7iikKwAu6cEm8GlDKwLfSwKg5xalMKGMW5n1Ph+Q2nUZ4uMZ2ADLharBXA2C4wodwnD57wTHNPQzydkj0AfvFZqYWRj+uRhAQ3qp75QlanCs6BBIKsJjy2mWeJPqtyUgrMOjCvOtSu47LNwEnunucm09/8gUxpwdSTSKeG3IoZMb9x/EL1NtZw5nCjuUWnM4tfk9ShPWOSBLm/x1J8f1NYemxkrvj4UB0pIfgQ78ViUeCWC5NhoZwPXKKUlOzGuAuzh89+XABkJGPBjQCyejI35kNVQebXyImjZuyWHuhhc/Hz4n7fWsfznvPPNCZx3xFSnxmsszdBci14N9MPnft53tls55fsZfG5mXndTGNmdDW9eB4IRhzy0K85c/KHjeLwKXknj97dJbot2a9jZrjdO8uace0KR+/OMBg0hmNGQSfc+peNU8j2bhtwr+eyRjT21lDQSDxGyXy+iWs9Ylb8IPfHlfSwp4mT8DNbo2qalog2w5jmKtkYKDVSpumoToxMS4X1I5pUw7gg9Dty3cK+pdPKfZmr444JpOfey2f3cLLO/Rc/NjurfAVc+NyPk8wYa61gJJQHQB4+6E3W/k+8vnMAEBckv8EevmkePvf5UATkVPChswIxPyMeYpamWmt4szfC+2d0QhcboFYId0jIrk/vKZSyH+OR3CLzs6axkeQMemz3xDHoRc07acSC837nHnuoeqSHjCa103Dk8N/04A55gERPA8vDyvQJUAnpei0PmyUPmvAgO5DTt7NClPeUdjyJY+ehkcAokqyTl8vvMBB8G3fgenmaXbRmDuhZ47/diEldNkYcSwX25mRmCsuMQ/GAHXEnzGjaQfajkTxmNqAzUsyD9Hb3ekSL00/G/skKUQKD3A+PEaNMpwDw4GvlvhvDcN/Ztr9UVpO6jWmMPNjFWtYp2jNTnzgHEhT5mRmIQmRAETL/onPc44kVyBTzkYg+RStSQWw64fmvZ2qZBuhxj5k5uhgWXZBjFIAotwrHODDF0YcIH2+d+De+/lkKV+aCYckS9Pl9w+U0EPEbFkaj6AmmnU8k1Z4NRULFKi8/9sWUpleJprAzzAcwS7R5EY+kJQE35vAzHAOC/yHZdkxNw1zkMSwin39kETOccYFkaCoFrgp1C3m9yEEfHsaMvB8+krYwRG6lALPXhSlRzvycvAlg6lNMJH2ujz58z7kZVTjDYSrGzBgmoyjMaCTt3NE6lkpDkN8/+Qjm+PRlx/1YcN0Knq4LnvzA691D6zMnYT3cp4cRcwv/UKMY/Ja+/IZFKUCmkrNCkJtiPsg8TfllCSrH7sv9IW+dmAf62fZ24mylAOOcWgYfnBynDoDduYBHeT5Sp8j9Z6oiBsGSm3LuQZvXnusvOJfHJ+kpDQfmWkRkkTfwsB+nEwkV44wgSnY3G0+e5e8/rNLjc/mekOK7Uw/CBw+bH+c95A3w2UbXoTwcCj1vOhFYEqGSskqFoKSapkWcB3xZ0PvbNIKhrc3wcHrf+N03Xkoy5HsAzrQyPHQCn2TQ2VzZ/14r7kSlYxGyfFYCuMwSqLtDNKsMZ1nWg3EZrSCzPXtudVWO1ctDAczSq0jMkJwXIkGdPsPoYLZHY1qGuMCbjtls3op7MnOK6brCSkzwhr9BB9yd5UUzuKzYakGtYWRtMHJhdhGMwngaM6oDeSnm0Uxl0STm05VmD42EMciWAeT9xdXzV2Rqh+RVnilbRoh2nrd4z3403PeBZQUuS4XqSV3noasQ4dBnEUDqElLejhxlgADS+Qr0SAhuS3IwhkY6HOhyAPa0Vz4Fb5leyhluAnF+ZsktzEgaH66XoMNKjcrJjOEAT41On2uTTYj/bWTxT7++O/XgMp7h4lnUkBzWhDQE6QEec65sKHrb9MM/RPLl/HTJfDo3G2Y3JQTTwiPnO85OsdP+zspDfArCOKUp8geLmwd7XpY8hHoP78p/y9/Jv9OYfZmTmoiAR6SQZbikj8fP2bGYEY/Mz0WGtLkO+b/EPx6JPPNt3IyzruEeBKDTq53hq0xDktfvcLJXkcYceOzHyfTGzHA0APeB8pRlxahg+T+yPg+AMuJa3oCDkS44TnIR5ncKsmI0sZWMgOS89kc/nQZFHiKnx05biKCFuFLvBlmpZj4ySgSiAS7K6l5Q6grgmCuT4Gleq3vQoNJIhTbIGBoAb4pC02Ll5c9tFg/zsZExrz//7tFwWqwf3KEPgkjzzW/2bP7z3Jdv3/NPv75/rsdDyJ/kmBmA+aO3TkHZ3DL5oDys/FlKO6dHRUydx+/BUHiEjbMbLjdNHoKH+05DcHrc+B5kzZoJUeJuaSqKCFwVPVH0COvPktZ5J8naPF+ncpLEYKBcJxqRbP/OvJOVEZUojSbegvBNk6ymU0NjmjQRZPPRWVWJFCbKwHMtLCA2yR6Ks2kJYtE+n58cuJCcgB75GnGAw+AhorLb/Y6iG9Ya0U2Uk80x105ibU4Xklw6bnIffYq2zEoVkj3qEe3J/Iw0tmdVMasSmF7ZXfFAbH6jaJZbgsSrA62tMOdQ5Xn/s+cDkKC9lwGI3OZeTn7EQPZxEBeYjgyObVswjBgOG5QzXXlz/qcj5TgHhLGKMzCxNv6+eNCv4xmaOEo/YKU8GLB0vPG8PJ9dPEvBuQe+8fXdhoKbmlYxD+v0ELNEyZigqM6DbvnQkR4F4SliY2v8RUrRpe22h1LYxCMwQyh/KKDH0p23L48b1M8QNkVSHgDD5FeQT1BikWmoRnjR9PpnndpDMCRoIM7eExqGoDoDsNFDWi3EZkOJXCLCSk+hkij96UkSzJ15fH4vsq0uoiIJQDZwoMm3AuZaIj1SXO/JcuRnipwN3zMaMCc+FPdsliO5uAdeXnaMyxb9EQmYRrTmJ8FrOolYVxqFEbiTPjgYzW+euERAVGFoy3QgE92P+8gITMq5l96+0ujxjT2iimGGUhbMaXWiqAu1QNwdGNyRIw6ogB3AacAk/t39gPcdUgVrAWRZ8HILYDzj5IyqJA3zY8PYiTedYfED5uVZFo1ickZJIbNok+Ga7MzHXXCugaoiRyJ86+v7KNyaYa88pBDxdxKh40O5SuIGT0NyhsB8ZIbHtCRBsFmizHb0MB3T0MxY5Lz5aaYMk2YrIrO9Og0TmZkn2DUJLuHV8urOH2bIxm9hydHm3+U7Ne479S1OzxhrkTiZA5ACjoE7jSA3vs11lrm2J/zlD98qISozPerDSswwH+fpMTv/e+JLjujjePuc3eip3D1KnzRAY3BCeU6eygPfeo/xBAXW7fHBcE0eunvnXcQFuDXAQpE8Dd58Ow8BqxkJhj88k3RSSTzKyN+MEwbPYPLRXUQaU3C0HfuxoI0nLFuyXuMZayVl3gbcOSTKAtScCzbpuwZ4g6AjMQwBOPV+hGhPGP8HfDH2TcDXcu4m94yaA7dLI2F0OP5gAEQqI+DhKIPK7wCJfzOixlvHwe84z+63vL6zezRs8sNNPcb9b0UyHkOmNB5/8SsPjy9xC6YCWVOOkp/L/L1gup7//fh3MeMjeQznqjx8nwhOcczHlXr4d8nSW/7JcD8BucdE4OFQZpfkm8+MEFwevyFLVjjd4ANkeJb1zt+Y6ll6ht8K56ZK3YQ8RBkdSYTsf7kWj/863/4IEsbzigOd0aLbye8Ezk1uRu+dBiQjH3rLTEfn0k7Qes4odQ/tBEZhjodLjmeRy2Hmb4zu3DvT+YQBMUSTIdc4PyVBTRGK9PQ+4jMLRPpcn9Qb9ehFoQZp4E3RAn7elIPU/3Nfkdr+EEXlo/5HjFfutdMInvd+np/sicm5LAibxSqkOSt25oacfpapyDSi+VM//3zr6zvLo5gH93x8Do/uzCnqIpi1Yc9Iwf9/7V3bkhw3jj1gZkveiPUPOOz//zA7/DwRtltdlUliHnAOgCx5rO4HRezGFGctrbqrMkkQxPUAlIAIQsyMRlXc4oKwMzClyt/rli0FVJ2t05l/CjrL3FKwNN4Rr+1WiExfL1MwLSNL4kqmjBGbAcmY2smqLkRo4aQTghmBAtWUpoiHC2MRbo0l/Qy9OxeQt5KRytETYaAavtDSa9W1wdBVZailCqojbStBWMD1lYcPiBJ6uUbLCyKvwGq4L2E6rxkZjNnjUE4cAtc9BgFbQ25H1UwYQU+DQrWnB+ugGIaru3S8x3yh+niTpiloyxcfI1KI7tFqYE6WWmdpgIrUgOmLBXlhIc7zDqzqSyK0rIRDHfR441on5lI6u7hOG3GNbyElo3Hdsm6ql4XKG+JD4Xp4+zzLHM4TtocFWGe0guEufitt/a7xIUGx2cA+RhbkOH2vRK1hJtOWHCkgSJBHCDgh3ULrhQAIPEViA7hR8FrSzlvE4MDbrQUt2/CEZwPAYJywazbm6PPzGiEktg30f52b0lKLemO/EBYIRh9h+E3vLoWyOCFUBkFh2xg8RGwgbCP7K66cZyHs4mAiUHjdQqCqivbzFcKzB6sqS7nTWqocS8/ta65yAVb8QRfE+lYWhbkhISg4T0cGZLvbuQ1ZQCHUBx7h94wxpXndpLP+WhOOkzwWfBcCjdbb9sL6oaoPMTPYHldOdgV1zhBWgYtxGpu8+WtOzDNuu5v3G9Z5UHHsGCP445xxdaUo7wjA05xvWMcNtug2W9FBZ0e0vx5XCtd0l9W9HQAig2JbHXJHnEtzwI8Dx9ufwP/8L3umDuzbXvVPFBKycr92SP7z+GAwc0WlI+cpE1HmnCaTsGFbpbEpeQXRlil9HdXGPa0I78FJalL31Lg6SABz0o4KCKmrk0vqC9lpMHb79kTk8dBkwA1ojy6MXB4S6pLlqQF7cDYCjHWrWnS5Vncoo9+60pqK28k2bJth7IbXP/9iBacEk/ptRvGP0xT2C0xbUN6WLuTaB4zNiD0XJfCWWe2c+og6Lba0H6TJ1EHb6huZyYJHLWBWAROilwJrsOTaQ1iMl2gk3Kaa7eTtWr+RF/WIFTSvQVcn09Da94Vov0h6ZGdtgewWNgz2pzgvdDNEnGvOE+f9jvN+i5VuA7YGbE7M+xFNbCycjnMRyEf5dB7AOXRTGNL0F4o33Bh26073KjAQ3RoGaL3wc7p9LfnaZbGHYDtuN4yXz7CXEbfCgZDv9PulNL+n65EvWSkoih0KaefurYGqBlOgeJykmMGvKEvRqd8rActuScK7ZwbCmBRJiSXRNC8WCfRItM/Wby5CT4xpOYV4SQVbdaDqM4sBU8iFGaxabE0SfTnvAan3u9woG/CphCSLy6hVo61bMNdKq4bM8zcpyLoepukubxYFYydJq/a33IVLvKY9H4Aq11K3OQI+v+XFOl3o0sLJvYhGvQtnovMl9B8BQQ4e8YslVcVQZo4RF33QDI+isGw8hJG0gymOUXgW3V7fJks9E/gEgwT0jjUcpzFe8RD/yc5cLd62xB9ajtxsoJ7huAbyFVvhxw1W78nXWZ0oBQAt1rPmCd+rDZ7ObZ/nd3U9JAmTiUAtmgvx/ExvRuLSSCCUN1gZMs1rMD0oJjMrVc41xbV6bEuP0m4psW1F0RHfUUxXx7IHT9s2xwzanihYpkNisiTk43Fec61Lrl6xAbVZ27e4/UtBwjmjp4PcLFX4necEJtjZCjCiHGmLpQaKdJviMRQBJrFg/HRo1jrk0Tot9aZt1F6jGIlMvVwZLLbGzbhRBVmLdl7CQpZixngElCIGopu6co3GxpZtnp291JcjBZCHVtXc4/9ajMKIeWCg1xcrQVWZy8Bk39gQIuH7n+eZLBZTGMTbTAxzbPuGfe7Ytxes5djGWXyTwXRaCoiyBGOQVrG6VECrFbixiDE7UskKG3EW4IPWau3NRXnxXGVGhdm8OSf2dPtQ7gYAuQPf16JY85Kauarefug6+sua4KKASGFRpqnhgl7Nx18qD6EIrkzneObIA7Py4Hov4slvcwZnxVV0L4XWkreBaW2G1AiVBUAehLXA+oHSaACq/NcRAaYkWzxgkxtlBnZpSDcrrIEt+n64QzCs5RUXGWCsRhOiAMkAIOkbOI8F+BlizDaoaXD0xvBs6moGnK22ZN/prij9OJRa5Bo3lWY/8olnStOsyNt0GpvWDphtWPOM/qkyN2SttWeuVRieKhEA5VRPqYKCRHshC1A0CloPAG6G84wCseNceKF7F987MTbD5nGt4MSMFPDcssDOUmhO+DwxAewj3rjhjOAn4wcE2kAFjLABaE25W+Rxv1K0fucXhVe2eKx1010xwlWsrtQZ+Ew+/I44isjOdBMoDvpmdfZlXumgReAuvrOWJJ9FOXJqnpYi6gxF31PPUvfs+B4LqUBty7stoi3+mT0qNnbeTgGwgH6b85pFrJD6xmanqc9o/sV/YwCgwEz5ksKEzEAUljZ4rHhPBKlCWw8bGLuu8ztx3g5WjYalEJtctBgj+loKkUc9kx9Ir9bVUDVcHmMrwKBzXF68rNLYcyk7Udq0x2xEJ1lQqkQckuxyFUyOyWj0XQ3Nqee0uhMohjRh8wybY+wpxCXex6ialMKwDOi2Alk0igGrmXK3VhcPaTzRsWxhEyAMAy/bjs2Ik8g3O4XsxMunz7ifiz5Qxb7CUtTdr0xXe2QgfD/ha0cGi/1qfYXwb9Z5PJVuU9FfUlBnBRLWY8Ami/ZgbC0IgLEVwwh8iFo1WJyhJbV3seb/eXwYmSlS98nHj5pvmaedLM0mFdLCwRDcDGuWgUx3+cpm8GHAQ6enzA03DEW0RZckLUEl7ZbWiCSprJjEPrS55ukrE1hSW81Fuiy2LAu/WjAXUkAuWjD9YFlwgJiiHb51V4IWQw/c5iOXUrEtc3EJ+irFmCcJEbFgSb3mZD1kFiO2pQPrUmZC5kFZ8F9rJEvTttEjlQoytSvaBKx8IS4AVsZMxVLFzF8xtSwtQx4COa66TiJIVLmdnIqRHjS+9mEBPKMls5ZjJyDOaJWtbiWbaMe0Nee/jT342uo+DglY9iPmQY/U5sUMsr4P2lNHJ3Eaixnr8fq3STl5xinWPAB85n4wrrhCYQx8Z0GhZcRlsyX13eJgo0nIGOGnJSHMWAVJa6IVmF04llLTbcCH/Mz6SNCqUq+K0s9ZSExtkD0SpfFwbSgFhsk35++zaCmnVb+L09Yi8vFgCcOELue8KbDYyFfX7MEdbmFNVKeqwCz4iqsY9b5sfZE0EJXLutG63JSPF9JTjW/4h6yAJGrhJELzKQaUkgVC5V5FN4U7hWXhMBiXaG7cGBJunoweWxCHzXkrW7/pqojf9kE80jZVzooEa9Hdy/pAW8eIIOiLalXgNNsd8LhJTMnjaJrL+iXyiWJx7hGc/rQpQMz1JRPWrIMsFB6ynC5Fc6X8HuQItyWUSaCQmZVi6qoyGzHXRSRt/E9JAN6/a01gv2N8OD1qabgsJD+kicpDuhwqqU2V5Q17OMqDGa6nKSOC5s/yzoWkGpIZetbEaXeueVwPkxM4M6KfJUCJzMPZ75uQsFBWRyhDvQPwqgrlTypeEp+RZQQ0aDjqETJofDpONvGNRzQGo9DZTcVbtABkWThQXcSVmlRcofz6uaJKIAOIQnZyynHjG7LvRaSyLeeKMphTU4NzjZqLdmh7jMBr7aUBR641v1Nb2uimClIKtxLJkJsaRWxtWzhnldWn8JCg6VZvyTvAwUDzhn2PeJBP8UQILAMD42vifvuCeZ447wfmccRzV3REF0T7drzhZX9hZfgLCmvU1idoNa4ICs8/rP2jWUxo8YxLpahFO78mUEXPNQ8cxyvxO6RJljldcTffGh9vhQexYx6X0maXkqLOeOSYBwhwhPHKdw+alM885FN2t4aHxlGHVnEEAFG1yQO97Rubtyp4Ka28HiwIzpnFSeusJqipQZvETvQmckoXiwHNSvoqBWnthIg2AGHBJeFXE1z1UQFljGhRmbbtnaQPOO+yhmSROQVoBDJVWt1rRpoIvvRGtmEYo28rv3cRUlZ9KGR5nDN/O7YtD3D4+tHItlf8boppgFmhLmLsSj79MAFlgJrZ5zNkaXXP2CyEy3EuvL6+4fbXK/aX4JmNd8MO7HA/oEt9fB3sfhYIzfN8xTzvhLZvWOuoAOJy/PCyMOE4luFRKF4zbkX0tU4IpVqrs+Jx8THkyvaTGEMxHZjD5x379kME14c1gVFxu/eMDwsKI3S4ufZkaBmjfjFVLzuG5LA8/MmEfm2+K/G/pAZkUShu4Bm+y4kMEdiCWNv2EuAmXUIMBYRoUDrYFJamIOLQ8ZxpquiiAKhgnGgSggn5hTCf612jHx79wWBbxD1Z56CVu9KbWqNoGCZk3Q4VUYe474JgHlhq+LWcB5v7BvntnvuGdOma8COtk5Gcv4dBUXcmaDMmIU7PZjgm0tR1jVqDGpeY+GkM3tcqbInV+2rp+XdShHwhz49OQgrcrDnJGabZAUfcJHmeJ3EUE9v4nNkqs0idzhk3vYW1eiL7maz42ZwT54zWjJvAXh5C5dO2sLlhnlEgVlanlE6JZM03PyNMUruDo4zoUWuyOCODeA9YuEkqDb7gYWwkT4JW23vHx4vCHszxMpnCtEp4dJ6IbiU9SrCmv0yMLr0kAdSJmZIpD3Z/okA1YVYN3jWaNkfpS0FeE/3XcBGQ1pYVAaC1+EtjPPne6mDwu7okN0MX+k6RBIBd/HAFu3p+O83z9rv4fuAfUvDV00FvFOWyxNu6q6DLcurw1Hou9LQuNMsR0fwWHFu6a0iL5fqspgwYkAhtaiWwTYhcHYayVLv5oAY2l8NvcUnTZX76PL//dUSF8fGlSt/AM2zDrgJ3BYT7PO6Y55FCACuKxNac/G/RXRVvxud2m9iH4UyhcD2c2oHrqej/Uvbmuq4epI0lLnhyAeujFoCx4NgSJVwMyc++36D4uKCQpo8J5h882H//vS4pU5pJazVhYfUFGB5KwNv3snAJIrbBxgYnfFiISOczFjWiikTGQN7XoUyEE9ocuegSUBl8a3KqNs2S9t2kA62VDtEehnQD4ruyCqx+fiEg32CGaGtWVyeGexa1DoX+BIusgn6JFkWHUKdEw0WYc276Zwa5VGAnMWkbvx9KwT26ww2UD5xzTwkzKkCafONQi/oSyKNpz6JFCWTph/j57JcNyZUhqxQSslk7TlpGgIbfDessbgTbuVYJjoG5DhzHG47bK477K5HhDizHeZ447gevmHDS3OE7A6Dm2G3iZQPuc8R+G1qMohanS4iTPlqXrgbI9HLbRgiJjMBrDCPQL85D2aIsxGOz5eWW7tx/Oq9/Nz6Mo/gnnHjwqJhLzJRHKv7uPDOJXsPX1oGESxKQ6cCZsQNA6BGlQxVFl6SHHYiisH5A+FpaZAIaDRvAtqWmy6vtzRK8IpPZPZhFjBdxFqeb0Q6mV4GXukZ1LU/CNCulNJ+vxQvMIpWWgTaNQSBPxjYMGJ8b7iQwAEPClVq8kN49AFYH2x9oC7PGw30v2hIELQfC1UiV7lnA19cLsFM0D28hE0NTb+Ol3CBE5qRc0nqO5EBQrawwwNG3PPbGAZVfL6SwMIv0qK+JcwI7hcZcE/O4wc87/IzYw3ncmam64bz9ifO4JQ7H4BHPcFp7PnDe3+BjwhD4FYNuYKNy33pMr0mBi3XLdHn2V+h7xuDktmexoJSaDcPYduwvnwEfvK9IBCOw7P2ex0drPZqAcGm2loqENopblwaBw8aiWYfUsgXkcWoyALyJzGCYIxAk8i0DE1G9EAFDlTBH7GBl0xcn73u6Ijr08v0lih5h5GPsiZqEhMCIxV1dLwAY7PrkKakLG0BIkQfuoUxFzY1PSheEvLDA99fnzYiE7GdFIexsAx9gLTNndSML3vq8YBe21Pu1qdZN1CbUlA0y7o0OMUz7Xge19h1xMRRpY8yWRDdC4VmQjONgChK6FrJZbKhEet1IlpwZqeSM6UjtlAWXKVkS3nxkDGauuAj6E2t0FjzRogG3P7HOCZ8L61Sh2MmOaVVFPZJgDtjCnBH7WOqM5fFzObFXA7IClqrbU3nCXFeeMe7DGAPb+BRnQncCk5abbdh2Nd+JxEK60ijh/N7xQUERZpaYRJMvYIg3xgI/BfKTpysQGrlDOdsw5DVqBgFTyt/WvaL9HZ3to9P3uAgQ4/uTbS6h/PwDImAvmHJpPdRhMwaM0hymcFyId1ujQQpPCq3+tlxyxh7az7JjOddlI668E82Xt3npS/zXsAhutVLt/ByFcS2bc7IriKysiNK8j1sVW26sDfP2+Wb+Einqo1V69Px1c0HD4lKcq0BZOvMmRXO10duH+g87AJA7TzobBa8SUFOZCtHAQ1DM887/jrRSz+NOS2Iyy+6Iln4Ly6Q8icBdE240Xx0wVVN/RUT+v15KIW24RqYq9GtZtXE99Ekbpj8z/vNAi68V5D+PdwkKEfz29saqzTA1Fy9KkXndEZFaaADVHJM+rb4DBCuobZ0o0nXF0iZ60/4eTKW1B5JupYUS81DFqCyL87JB51mxg7BkVhJbzWRcvQrR18QJ8GHZVCT3IFqSxdoipaZGKLExynxUYNQArGEA4p7LfhCiElEFWlGGHhZMS++ihGFMKg3M/Plj3r0IXPuUfvDopo4OaxcypL/jorVzQ7k+mCzHePdmA2tF7cdkS7kur6V1fTlu9xv2fV5iJRJkq0HO5WIJZVh9KTkv4TkIqVc8bJhhjGgqg7eFP/eFL1++RF9T432stz/w+te/cH97xf32BffDcdwO3G+vuN1e8Xa/4T4jsBlIyIlJo27ZgWV3YLvjvt9weMRUnJuSzYKVESIvZj/MQWQtwVJhUYQiiqXcwzr2PWjjjB11oWOGOQZedMRTfgSIb82Jc+oe2QcN8DfD/B2f+u233/DLL79882HP8RzP8f9v/Prrr/j555//8TPvEhRrLfz+++/48ccfP2SuPMdzPMf/3eHu+OOPP/DTTz89YIO+Hu8SFM/xHM/x3z0+kCB5jud4jv/W8RQUz/Ecz/HN8RQUz/Ecz/HN8RQUz/Ecz/HN8RQUz/Ecz/HN8RQUz/Ecz/HN8RQUz/Ecz/HN8W8IoaV7aMwjagAAAABJRU5ErkJggg==", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "from PIL import Image\n", + "\n", + "# Choose an image to pass through the model\n", + "test_image = \"dog.png\"\n", + "\n", + "# Configure matplotlib for pretty inline plots\n", + "#%matplotlib inline\n", + "#%config InlineBackend.figure_format = 'retina'\n", + "\n", + "# Prepare the labels\n", + "with open(\"imagenet-simple-labels.json\") as f:\n", + " labels = json.load(f)\n", + "\n", + "# First prepare the transformations: resize the image to what the model was trained on and convert it to a tensor\n", + "data_transform = transforms.Compose(\n", + " [\n", + " transforms.Resize((224, 224)),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n", + " ]\n", + ")\n", + "# Load the image\n", + "\n", + "image = Image.open(test_image)\n", + "plt.imshow(image), plt.xticks([]), plt.yticks([])\n", + "\n", + "# Now apply the transformation, expand the batch dimension, and send the image to the GPU\n", + "# image = data_transform(image).unsqueeze(0).cuda()\n", + "image = data_transform(image).unsqueeze(0)\n", + "\n", + "# Download the model if it's not there already. It will take a bit on the first run, after that it's fast\n", + "model = models.resnet50(pretrained=True)\n", + "# Send the model to the GPU\n", + "# model.cuda()\n", + "# Set layers such as dropout and batchnorm in evaluation mode\n", + "model.eval()\n", + "\n", + "# Get the 1000-dimensional model output\n", + "out = model(image)\n", + "# Find the predicted class\n", + "print(\"Predicted class is: {}\".format(labels[out.argmax()]))" + ] + }, + { + "cell_type": "markdown", + "id": "184cfceb", + "metadata": {}, + "source": [ + "Experiments:\n", + "\n", + "Study the code and the results obtained. Possibly add other images downloaded from the internet.\n", + "\n", + "What is the size of the model? Quantize it and then check if the model is still able to correctly classify the other images.\n", + "\n", + "Experiment with other pre-trained CNN models.\n", + "\n", + " \n" + ] + }, + { + "cell_type": "markdown", + "id": "d372409c", + "metadata": {}, + "source": [ + "#### ResNet50 - Second image" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "589a12b4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted class is: fire engine\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "from PIL import Image\n", + "\n", + "# Choose an image to pass through the model\n", + "test_image = \"images/test-1.jpg\"\n", + "\n", + "# Configure matplotlib for pretty inline plots\n", + "#%matplotlib inline\n", + "#%config InlineBackend.figure_format = 'retina'\n", + "\n", + "# Prepare the labels\n", + "with open(\"imagenet-simple-labels.json\") as f:\n", + " labels = json.load(f)\n", + "\n", + "# First prepare the transformations: resize the image to what the model was trained on and convert it to a tensor\n", + "data_transform = transforms.Compose(\n", + " [\n", + " transforms.Resize((224, 224)),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n", + " ]\n", + ")\n", + "# Load the image\n", + "\n", + "image = Image.open(test_image)\n", + "plt.imshow(image), plt.xticks([]), plt.yticks([])\n", + "\n", + "# Now apply the transformation, expand the batch dimension, and send the image to the GPU\n", "# image = data_transform(image).unsqueeze(0).cuda()\n", "image = data_transform(image).unsqueeze(0)\n", "\n", @@ -2819,7 +3289,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 146, "id": "472141ad", "metadata": {}, "outputs": [], @@ -2845,7 +3315,8 @@ " running_corrects += torch.sum(preds == labels.data)\n", "\n", " total_loss = running_loss / dataset_size\n", - " total_acc = running_corrects.double() / dataset_size\n", + " # total_acc = running_corrects.double() / dataset_size\n", + " total_acc = running_corrects.float() / dataset_size\n", " # total_loss = running_loss / len(dataloader.dataset)\n", " # total_acc = running_corrects.double() / len(dataloader.dataset)\n", "\n", @@ -3064,167 +3535,16 @@ }, { "cell_type": "markdown", - "id": "f5bc3a58", + "id": "0f45aa8c", "metadata": {}, "source": [ - "#### Modified ResNet18 Model definition" + "#### Modified ResNet18 Model" ] }, { "cell_type": "code", - "execution_count": 91, - "id": "016bbe5f", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/heber/.pyenv/versions/3.11.7/lib/python3.11/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", - " warnings.warn(\n", - "/Users/heber/.pyenv/versions/3.11.7/lib/python3.11/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.\n", - " warnings.warn(msg)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ResNet(\n", - " (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n", - " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " (relu): ReLU(inplace=True)\n", - " (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n", - " (layer1): Sequential(\n", - " (0): BasicBlock(\n", - " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", - " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " (relu): ReLU(inplace=True)\n", - " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", - " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " )\n", - " (1): BasicBlock(\n", - " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", - " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " (relu): ReLU(inplace=True)\n", - " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", - " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " )\n", - " )\n", - " (layer2): Sequential(\n", - " (0): BasicBlock(\n", - " (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", - " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " (relu): ReLU(inplace=True)\n", - " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", - " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " (downsample): Sequential(\n", - " (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", - " (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " )\n", - " )\n", - " (1): BasicBlock(\n", - " (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", - " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " (relu): ReLU(inplace=True)\n", - " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", - " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " )\n", - " )\n", - " (layer3): Sequential(\n", - " (0): BasicBlock(\n", - " (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", - " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " (relu): ReLU(inplace=True)\n", - " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", - " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " (downsample): Sequential(\n", - " (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", - " (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " )\n", - " )\n", - " (1): BasicBlock(\n", - " (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", - " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " (relu): ReLU(inplace=True)\n", - " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", - " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " )\n", - " )\n", - " (layer4): Sequential(\n", - " (0): BasicBlock(\n", - " (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", - " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " (relu): ReLU(inplace=True)\n", - " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", - " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " (downsample): Sequential(\n", - " (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", - " (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " )\n", - " )\n", - " (1): BasicBlock(\n", - " (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", - " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " (relu): ReLU(inplace=True)\n", - " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", - " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", - " )\n", - " )\n", - " (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n", - " (fc): Sequential(\n", - " (0): Dropout(p=0.4, inplace=False)\n", - " (1): Linear(in_features=512, out_features=128, bias=True)\n", - " (2): ReLU()\n", - " (3): Dropout(p=0.4, inplace=False)\n", - " (4): Linear(in_features=128, out_features=2, bias=True)\n", - " )\n", - ")\n" - ] - } - ], - "source": [ - "import torch\n", - "import torch.nn as nn\n", - "import torch.optim as optim\n", - "from torchvision import models\n", - "\n", - "# Load ResNet18 model\n", - "# model_resnet18_v3 = models.resnet18(pretrained=True)\n", - "model = models.resnet18(pretrained=True)\n", - "\n", - "model = model.to(device)\n", - "\n", - "# Freeze the earlier layers for fine-tuning\n", - "# for param in model_resnet18_v3.parameters():\n", - "# param.requires_grad = False\n", - "\n", - "# Replace the current clasification layer with a set of two layers and Dropout \n", - "# model_resnet18_v3.fc = nn.Sequential(\n", - "model.fc = nn.Sequential(\n", - " nn.Dropout(0.4), # Dropout before the first custom layer\n", - " # nn.Linear(model_resnet18_v3.fc.in_features, 128), # First fully connected layer\n", - " nn.Linear(model.fc.in_features, 128), # First fully connected layer\n", - " nn.ReLU(), # Activation function\n", - " nn.Dropout(0.4), # Dropout after the first custom layer\n", - " nn.Linear(128, 2) # Output layer for binary classification\n", - ")\n", - "\n", - "print(model)" - ] - }, - { - "cell_type": "markdown", - "id": "0f45aa8c", - "metadata": {}, - "source": [ - "#### Executing `train_model` and `eval_model` for Modified ResNet18 Model" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "id": "45c95636", + "execution_count": 152, + "id": "45c95636", "metadata": {}, "outputs": [ { @@ -3232,72 +3552,58 @@ "output_type": "stream", "text": [ "Epoch 1/10\n", - "----------\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/heber/.pyenv/versions/3.11.7/lib/python3.11/site-packages/torch/optim/lr_scheduler.py:224: UserWarning: Detected call of `lr_scheduler.step()` before `optimizer.step()`. In PyTorch 1.1.0 and later, you should call them in the opposite order: `optimizer.step()` before `lr_scheduler.step()`. Failure to do this will result in PyTorch skipping the first value of the learning rate schedule. See more details at https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate\n", - " warnings.warn(\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "train Loss: 0.7049 Acc: 0.5615\n", - "val Loss: 0.5555 Acc: 0.7516\n", + "----------\n", + "train Loss: 0.7496 Acc: 0.5369\n", + "val Loss: 0.6664 Acc: 0.5686\n", "\n", "Epoch 2/10\n", "----------\n", - "train Loss: 0.5422 Acc: 0.7541\n", - "val Loss: 0.3949 Acc: 0.8824\n", + "train Loss: 0.7145 Acc: 0.5369\n", + "val Loss: 0.6354 Acc: 0.6863\n", "\n", "Epoch 3/10\n", "----------\n", - "train Loss: 0.3975 Acc: 0.8525\n", - "val Loss: 0.3089 Acc: 0.9216\n", + "train Loss: 0.6327 Acc: 0.6475\n", + "val Loss: 0.5751 Acc: 0.8562\n", "\n", "Epoch 4/10\n", "----------\n", - "train Loss: 0.3532 Acc: 0.8770\n", - "val Loss: 0.2629 Acc: 0.9346\n", + "train Loss: 0.6185 Acc: 0.6680\n", + "val Loss: 0.5228 Acc: 0.9085\n", "\n", "Epoch 5/10\n", "----------\n", - "train Loss: 0.2634 Acc: 0.9098\n", - "val Loss: 0.2402 Acc: 0.9542\n", + "train Loss: 0.6024 Acc: 0.6762\n", + "val Loss: 0.4818 Acc: 0.9020\n", "\n", "Epoch 6/10\n", "----------\n", - "train Loss: 0.2580 Acc: 0.9098\n", - "val Loss: 0.2166 Acc: 0.9477\n", + "train Loss: 0.5188 Acc: 0.7705\n", + "val Loss: 0.4479 Acc: 0.9346\n", "\n", "Epoch 7/10\n", "----------\n", - "train Loss: 0.2108 Acc: 0.9221\n", - "val Loss: 0.2069 Acc: 0.9477\n", + "train Loss: 0.4997 Acc: 0.7623\n", + "val Loss: 0.4097 Acc: 0.9346\n", "\n", "Epoch 8/10\n", "----------\n", - "train Loss: 0.2394 Acc: 0.9221\n", - "val Loss: 0.2004 Acc: 0.9477\n", + "train Loss: 0.4842 Acc: 0.7910\n", + "val Loss: 0.3770 Acc: 0.9542\n", "\n", "Epoch 9/10\n", "----------\n", - "train Loss: 0.2232 Acc: 0.9221\n", - "val Loss: 0.1934 Acc: 0.9412\n", + "train Loss: 0.4645 Acc: 0.7828\n", + "val Loss: 0.3458 Acc: 0.9412\n", "\n", "Epoch 10/10\n", "----------\n", - "train Loss: 0.1900 Acc: 0.9467\n", - "val Loss: 0.1927 Acc: 0.9477\n", + "train Loss: 0.3944 Acc: 0.8689\n", + "val Loss: 0.3346 Acc: 0.9346\n", "\n", - "Training complete in 10m 1s\n", + "Training complete in 7m 42s\n", "Best val Acc: 0.954248\n", - "Test Loss: 0.2072 Acc: 0.9184\n" + "Test Loss: 0.3505 Acc: 0.9592\n" ] } ], @@ -3316,8 +3622,6 @@ "from torchvision import datasets, transforms\n", "\n", "\n", - "# model = model_resnet18_v3\n", - "\n", "def train_model(model, criterion, optimizer, scheduler, num_epochs=25):\n", " since = time.time()\n", "\n", @@ -3367,7 +3671,8 @@ " running_corrects += torch.sum(preds == labels.data)\n", "\n", " epoch_loss = running_loss / dataset_sizes[phase]\n", - " epoch_acc = running_corrects.double() / dataset_sizes[phase]\n", + " # epoch_acc = running_corrects.double() / dataset_sizes[phase]\n", + " epoch_acc = running_corrects.float() / dataset_sizes[phase]\n", "\n", " print(\"{} Loss: {:.4f} Acc: {:.4f}\".format(phase, epoch_loss, epoch_acc))\n", "\n", @@ -3393,17 +3698,28 @@ " model.load_state_dict(best_model_wts)\n", " return model, epoch_time\n", "\n", - "# Download a pre-trained ResNet18 model and freeze its weights\n", + "\n", + "# Replace the current clasification layer with a set of two layers and Dropout \n", + "# Load ResNet18 model\n", "model = torchvision.models.resnet18(pretrained=True)\n", + "\n", + "# Freeze the earlier layers for fine-tuning\n", "for param in model.parameters():\n", " param.requires_grad = False\n", "\n", - "# Replace the final fully connected layer\n", - "# Parameters of newly constructed modules have requires_grad=True by default\n", "num_ftrs = model.fc.in_features\n", - "model.fc = nn.Linear(num_ftrs, 2)\n", - "# Send the model to the GPU\n", + "\n", + "model.fc = nn.Sequential(\n", + " nn.Dropout(0.4), # Dropout before the first custom layer\n", + " nn.Linear(num_ftrs, 128), # First fully connected layer\n", + " nn.ReLU(), # Activation function\n", + " nn.Dropout(0.4), # Dropout after the first custom layer\n", + " nn.Linear(128, 2) # Output layer for binary classification\n", + ")\n", + "\n", "model = model.to(device)\n", + "\n", + "\n", "# Set the loss function\n", "criterion = nn.CrossEntropyLoss()\n", "\n", @@ -3449,36 +3765,44 @@ }, { "cell_type": "code", - "execution_count": 93, - "id": "ee792290", + "execution_count": 155, + "id": "a8a0f8cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "model: fp32 \t Size (KB): 44780.42\n", - "model: int8 \t Size (KB): 44778.106\n" + "model: fp32 \t Size (KB): 45040.57\n", + "model: int8 \t Size (KB): 44844.646\n" ] }, { "data": { "text/plain": [ - "44778106" + "44844646" ] }, - "execution_count": 93, + "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "print_size_of_model(model, \"fp32\")\n", - "\n", + "import torch\n", "import torch.quantization\n", "\n", + "# Mueve el modelo a la CPU\n", + "model = model.to(\"cpu\")\n", + "\n", + "# Imprime el tamaño del modelo en FP32\n", + "print_size_of_model(model, \"fp32\")\n", + "\n", + "# Configura el motor de cuantización y realiza la cuantización dinámica\n", "torch.backends.quantized.engine = 'qnnpack'\n", "quantized_model = torch.quantization.quantize_dynamic(model, dtype=torch.qint8)\n", + "\n", + "# Imprime el tamaño del modelo cuantizado en INT8\n", "print_size_of_model(quantized_model, \"int8\")" ] }, @@ -3502,6 +3826,403 @@ "#### b. Quantization-Aware Training" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "1e6894d1", + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "import torch.optim as optim\n", + "from torchvision import models\n", + "\n", + "# Load ResNet18 model\n", + "model = models.resnet18(pretrained=True)\n", + "\n", + "# Replace the current clasification layer with a set of two layers and Dropout \n", + "model.fc = nn.Sequential(\n", + " nn.Dropout(0.4), # Dropout before the first custom layer\n", + " nn.Linear(model.fc.in_features, 128), # First fully connected layer\n", + " nn.ReLU(), # Activation function\n", + " nn.Dropout(0.4), # Dropout after the first custom layer\n", + " nn.Linear(128, 2) # Output layer for binary classification\n", + ")\n", + "\n", + "model = model.to(device)\n", + "\n", + "model = torch.quantization.prepare_qat(model, inplace=False)\n", + "\n", + "print(model)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "892f877a", + "metadata": {}, + "outputs": [], + "source": [ + "import copy\n", + "import os\n", + "import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.optim as optim\n", + "import torchvision\n", + "from torch.optim import lr_scheduler\n", + "from torchvision import datasets, transforms\n", + "\n", + "\n", + "# model = model_resnet18_v3\n", + "\n", + "def train_model(model, criterion, optimizer, scheduler, num_epochs=25):\n", + " since = time.time()\n", + "\n", + " best_model_wts = copy.deepcopy(model.state_dict())\n", + " best_acc = 0.0\n", + "\n", + " epoch_time = [] # we'll keep track of the time needed for each epoch\n", + "\n", + " for epoch in range(num_epochs):\n", + " epoch_start = time.time()\n", + " print(\"Epoch {}/{}\".format(epoch + 1, num_epochs))\n", + " print(\"-\" * 10)\n", + "\n", + " # Each epoch has a training and validation phase\n", + " for phase in [\"train\", \"val\"]:\n", + " if phase == \"train\":\n", + " scheduler.step()\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 training phase\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", + "\n", + " epoch_loss = running_loss / dataset_sizes[phase]\n", + " epoch_acc = running_corrects.double() / dataset_sizes[phase]\n", + "\n", + " print(\"{} Loss: {:.4f} Acc: {:.4f}\".format(phase, epoch_loss, epoch_acc))\n", + "\n", + " # Deep copy the model\n", + " if phase == \"val\" and epoch_acc > best_acc:\n", + " best_acc = epoch_acc\n", + " best_model_wts = copy.deepcopy(model.state_dict())\n", + "\n", + " # Add the epoch time\n", + " t_epoch = time.time() - epoch_start\n", + " epoch_time.append(t_epoch)\n", + " print()\n", + "\n", + " time_elapsed = time.time() - since\n", + " print(\n", + " \"Training complete in {:.0f}m {:.0f}s\".format(\n", + " time_elapsed // 60, time_elapsed % 60\n", + " )\n", + " )\n", + " print(\"Best val Acc: {:4f}\".format(best_acc))\n", + "\n", + " # Load best model weights\n", + " model.load_state_dict(best_model_wts)\n", + " return model, epoch_time\n", + "\n", + "# Download a pre-trained ResNet18 model and freeze its weights\n", + "model = torchvision.models.resnet18(pretrained=True)\n", + "for param in model.parameters():\n", + " param.requires_grad = False\n", + "\n", + "# Replace the final fully connected layer\n", + "# Parameters of newly constructed modules have requires_grad=True by default\n", + "num_ftrs = model.fc.in_features\n", + "model.fc = nn.Linear(num_ftrs, 2)\n", + "# Send the model to the GPU\n", + "model = model.to(device)\n", + "# Set the loss function\n", + "criterion = nn.CrossEntropyLoss()\n", + "\n", + "# Observe that only the parameters of the final layer are being optimized\n", + "optimizer_conv = optim.SGD(model.fc.parameters(), lr=0.001, momentum=0.9)\n", + "# exp_lr_scheduler = lr_scheduler.StepLR(optimizer_conv, step_size=7, gamma=0.1)\n", + "exp_lr_scheduler = lr_scheduler.StepLR(optimizer_conv, step_size=10, gamma=0.5)\n", + "model, epoch_time = train_model(\n", + " model, criterion, optimizer_conv, exp_lr_scheduler, num_epochs=10\n", + ")\n", + "\n", + "# Evaluate the model on the test set\n", + "test_loss, test_acc = eval_model(model, criterion, dataloaders[\"test\"], dataset_sizes[\"test\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "id": "1ad646f0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/heber/.pyenv/versions/3.11.7/lib/python3.11/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", + " warnings.warn(\n", + "/Users/heber/.pyenv/versions/3.11.7/lib/python3.11/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.\n", + " warnings.warn(msg)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "----------\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/heber/.pyenv/versions/3.11.7/lib/python3.11/site-packages/torch/ao/quantization/quantize.py:392: UserWarning: None of the submodule got qconfig applied. Make sure you passed correct configuration through `qconfig_dict` or by assigning the `.qconfig` attribute directly on submodules\n", + " warnings.warn(\n", + "/Users/heber/.pyenv/versions/3.11.7/lib/python3.11/site-packages/torch/optim/lr_scheduler.py:224: UserWarning: Detected call of `lr_scheduler.step()` before `optimizer.step()`. In PyTorch 1.1.0 and later, you should call them in the opposite order: `optimizer.step()` before `lr_scheduler.step()`. Failure to do this will result in PyTorch skipping the first value of the learning rate schedule. See more details at https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "train Loss: 0.7334 Acc: 0.5205\n", + "val Loss: 0.6306 Acc: 0.7255\n", + "\n", + "Epoch 2/10\n", + "----------\n", + "train Loss: 0.6679 Acc: 0.5697\n", + "val Loss: 0.5974 Acc: 0.7712\n", + "\n", + "Epoch 3/10\n", + "----------\n", + "train Loss: 0.6224 Acc: 0.6680\n", + "val Loss: 0.5652 Acc: 0.7778\n", + "\n", + "Epoch 4/10\n", + "----------\n", + "train Loss: 0.5957 Acc: 0.7008\n", + "val Loss: 0.5323 Acc: 0.9346\n", + "\n", + "Epoch 5/10\n", + "----------\n", + "train Loss: 0.5765 Acc: 0.7377\n", + "val Loss: 0.4919 Acc: 0.9216\n", + "\n", + "Epoch 6/10\n", + "----------\n", + "train Loss: 0.5248 Acc: 0.7500\n", + "val Loss: 0.4573 Acc: 0.9281\n", + "\n", + "Epoch 7/10\n", + "----------\n", + "train Loss: 0.5351 Acc: 0.7418\n", + "val Loss: 0.4232 Acc: 0.9346\n", + "\n", + "Epoch 8/10\n", + "----------\n", + "train Loss: 0.5073 Acc: 0.7828\n", + "val Loss: 0.3931 Acc: 0.9281\n", + "\n", + "Epoch 9/10\n", + "----------\n", + "train Loss: 0.4724 Acc: 0.7828\n", + "val Loss: 0.3696 Acc: 0.9412\n", + "\n", + "Epoch 10/10\n", + "----------\n", + "train Loss: 0.4548 Acc: 0.8238\n", + "val Loss: 0.3533 Acc: 0.9346\n", + "\n", + "Training complete in 7m 44s\n", + "Best val Acc: 0.941176\n", + "Test Loss: 0.3277 Acc: 0.9592\n", + "model: fp32 \t Size (KB): 45040.57\n", + "model: int8 \t Size (KB): 45040.57\n" + ] + }, + { + "data": { + "text/plain": [ + "45040570" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import copy\n", + "import os\n", + "import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.optim as optim\n", + "import torchvision\n", + "from torch.optim import lr_scheduler\n", + "from torchvision import datasets, transforms\n", + "\n", + "\n", + "def train_model(model, criterion, optimizer, scheduler, num_epochs=25):\n", + " since = time.time()\n", + "\n", + " best_model_wts = copy.deepcopy(model.state_dict())\n", + " best_acc = 0.0\n", + "\n", + " epoch_time = [] # we'll keep track of the time needed for each epoch\n", + "\n", + " for epoch in range(num_epochs):\n", + " epoch_start = time.time()\n", + " print(\"Epoch {}/{}\".format(epoch + 1, num_epochs))\n", + " print(\"-\" * 10)\n", + "\n", + " # Each epoch has a training and validation phase\n", + " for phase in [\"train\", \"val\"]:\n", + " if phase == \"train\":\n", + " scheduler.step()\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 training phase\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", + "\n", + " epoch_loss = running_loss / dataset_sizes[phase]\n", + " # epoch_acc = running_corrects.double() / dataset_sizes[phase]\n", + " epoch_acc = running_corrects.float() / dataset_sizes[phase]\n", + "\n", + " print(\"{} Loss: {:.4f} Acc: {:.4f}\".format(phase, epoch_loss, epoch_acc))\n", + "\n", + " # Deep copy the model\n", + " if phase == \"val\" and epoch_acc > best_acc:\n", + " best_acc = epoch_acc\n", + " best_model_wts = copy.deepcopy(model.state_dict())\n", + "\n", + " # Add the epoch time\n", + " t_epoch = time.time() - epoch_start\n", + " epoch_time.append(t_epoch)\n", + " print()\n", + "\n", + " time_elapsed = time.time() - since\n", + " print(\n", + " \"Training complete in {:.0f}m {:.0f}s\".format(\n", + " time_elapsed // 60, time_elapsed % 60\n", + " )\n", + " )\n", + " print(\"Best val Acc: {:4f}\".format(best_acc))\n", + "\n", + " # Load best model weights\n", + " model.load_state_dict(best_model_wts)\n", + " return model, epoch_time\n", + "\n", + "\n", + "# Replace the current clasification layer with a set of two layers and Dropout \n", + "# Load ResNet18 model\n", + "model = torchvision.models.resnet18(pretrained=True)\n", + "\n", + "# Freeze the earlier layers for fine-tuning\n", + "for param in model.parameters():\n", + " param.requires_grad = False\n", + "\n", + "num_ftrs = model.fc.in_features\n", + "\n", + "model.fc = nn.Sequential(\n", + " nn.Dropout(0.4), # Dropout before the first custom layer\n", + " nn.Linear(num_ftrs, 128), # First fully connected layer\n", + " nn.ReLU(), # Activation function\n", + " nn.Dropout(0.4), # Dropout after the first custom layer\n", + " nn.Linear(128, 2) # Output layer for binary classification\n", + ")\n", + "\n", + "model = model.to(device)\n", + "\n", + "model.train()\n", + "model = torch.quantization.prepare_qat(model, inplace=False)\n", + "\n", + "# Set the loss function\n", + "criterion = nn.CrossEntropyLoss()\n", + "\n", + "# Observe that only the parameters of the final layer are being optimized\n", + "optimizer_conv = optim.SGD(model.fc.parameters(), lr=0.001, momentum=0.9)\n", + "\n", + "# exp_lr_scheduler = lr_scheduler.StepLR(optimizer_conv, step_size=7, gamma=0.1)\n", + "exp_lr_scheduler = lr_scheduler.StepLR(optimizer_conv, step_size=10, gamma=0.5)\n", + "\n", + "model, epoch_time = train_model(\n", + " model, criterion, optimizer_conv, exp_lr_scheduler, num_epochs=10\n", + ")\n", + "\n", + "model.eval()\n", + "quantized_model = torch.quantization.convert(model, inplace=False)\n", + "\n", + "# Evaluate the model on the test set\n", + "test_loss, test_acc = eval_model(model, criterion, dataloaders[\"test\"], dataset_sizes[\"test\"])\n", + "\n", + "print_size_of_model(model, \"fp32\")\n", + "print_size_of_model(quantized_model, \"int8\")" + ] + }, { "cell_type": "markdown", "id": "04a263f0",