{ "cells": [ { "cell_type": "markdown", "id": "7d413e5c", "metadata": {}, "source": [ "# Lesson 29: PyTorch neural network demonstration part 2\n", "\n", "In this notebook, we build a deep neural network (DNN) classifier for the [CIFAR-10 dataset](https://cave.cs.toronto.edu/kriz/cifar.html) using PyTorch's `nn.Sequential` module. The CIFAR-10 dataset consists of 60,000 32x32 color images in 10 classes. We convert the images to grayscale (single channel) and use only fully connected layers (no convolution or pooling) to demonstrate the fundamentals of deep learning classification.\n", "\n", "## Notebook set-up\n", "\n", "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "9e9e35c0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda\n" ] } ], "source": [ "# Standard library imports\n", "from pathlib import Path\n", "\n", "# Third party imports\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", "from sklearn.metrics import (\n", " confusion_matrix, roc_curve, auc,\n", " precision_recall_curve, average_precision_score\n", ")\n", "from sklearn.preprocessing import label_binarize\n", "from torchvision import datasets, transforms\n", "from torch.utils.data import DataLoader\n", "\n", "# Set random seeds for reproducibility\n", "torch.manual_seed(315)\n", "np.random.seed(315)\n", "\n", "# Check for GPU availability\n", "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", "print(f'Using device: {device}')\n" ] }, { "cell_type": "markdown", "id": "4798f610", "metadata": {}, "source": [ "### Configuration" ] }, { "cell_type": "code", "execution_count": 2, "id": "b7611744", "metadata": {}, "outputs": [], "source": [ "# Directory to store image data\n", "data_dir = Path('../data')\n", "data_dir.mkdir(parents=True, exist_ok=True)" ] }, { "cell_type": "markdown", "id": "b397c04d", "metadata": {}, "source": [ "### Hyperparameters" ] }, { "cell_type": "code", "execution_count": 3, "id": "07125b1a", "metadata": {}, "outputs": [], "source": [ "batch_size = 2500 # Images come in batches of 10,000 already\n", "learning_rate = 5e-4\n", "epochs = 200\n", "print_every = 10 # Print training progress every n epochs" ] }, { "cell_type": "markdown", "id": "7d7fbeb7", "metadata": {}, "source": [ "## 1. Load and preprocess CIFAR-10 data\n", "\n", "CIFAR-10 contains 32x32 color images (3 channels) across 10 classes: airplane, automobile, bird, cat, deer, dog, frog, horse, ship, and truck. We convert the images to grayscale for this demonstration.\n", "\n", "### 1.1. Define transformations" ] }, { "cell_type": "code", "execution_count": 4, "id": "52cac877", "metadata": {}, "outputs": [], "source": [ "# Define class names\n", "class_names = [\n", " 'airplane', 'automobile', 'bird', 'cat', 'deer',\n", " 'dog', 'frog', 'horse', 'ship', 'truck'\n", "]\n", "\n", "# Data preprocessing: convert to grayscale, tensor, and normalize\n", "transform = transforms.Compose([\n", " transforms.Grayscale(num_output_channels=1),\n", " transforms.ToTensor(),\n", " transforms.Normalize((0.5,), (0.5,))\n", "])" ] }, { "cell_type": "markdown", "id": "560f0523", "metadata": {}, "source": [ "### 1.2. Load datasets" ] }, { "cell_type": "code", "execution_count": null, "id": "03b141c1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Files already downloaded and verified\n", "Files already downloaded and verified\n", "Training samples: 50000\n", "Test samples: 10000\n", "Image shape: torch.Size([1, 32, 32])\n", "Number of classes: 10\n" ] } ], "source": [ "# Use the fast BrainChip mirror for downloading CIFAR-10\n", "datasets.CIFAR10.url = 'https://data.brainchip.com/dataset-mirror/cifar10/cifar-10-python.tar.gz'\n", "\n", "# Load training and test datasets\n", "train_dataset = datasets.CIFAR10(\n", " root=data_dir,\n", " train=True,\n", " download=True,\n", " transform=transform\n", ")\n", "\n", "test_dataset = datasets.CIFAR10(\n", " root=data_dir,\n", " train=False,\n", " download=True,\n", " transform=transform\n", ")\n", "\n", "print(f'Training samples: {len(train_dataset)}')\n", "print(f'Test samples: {len(test_dataset)}')\n", "print(f'Image shape: {train_dataset[0][0].shape}')\n", "print(f'Number of classes: {len(class_names)}')" ] }, { "cell_type": "markdown", "id": "64e239dc", "metadata": {}, "source": [ "### 1.3. Pre-load data and create data loaders" ] }, { "cell_type": "code", "execution_count": 6, "id": "af2112c1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train shape: torch.Size([40000, 1, 32, 32]), device: cuda:0\n", "y_train shape: torch.Size([40000]), device: cuda:0\n", "X_val shape: torch.Size([10000, 1, 32, 32]), device: cuda:0\n", "y_val shape: torch.Size([10000]), device: cuda:0\n", "X_test shape: torch.Size([10000, 1, 32, 32]), device: cuda:0\n", "y_test shape: torch.Size([10000]), device: cuda:0\n" ] } ], "source": [ "# Pre-load entire dataset to device for faster training\n", "X_train_full = torch.stack([img for img, _ in train_dataset]).to(device)\n", "y_train_full = torch.tensor([label for _, label in train_dataset]).to(device)\n", "\n", "X_test = torch.stack([img for img, _ in test_dataset]).to(device)\n", "y_test = torch.tensor([label for _, label in test_dataset]).to(device)\n", "\n", "# Split training data into train and validation sets (80/20 split)\n", "n_train = int(0.8 * len(X_train_full))\n", "indices = torch.randperm(len(X_train_full))\n", "\n", "X_train = X_train_full[indices[:n_train]]\n", "y_train = y_train_full[indices[:n_train]]\n", "X_val = X_train_full[indices[n_train:]]\n", "y_val = y_train_full[indices[n_train:]]\n", "\n", "print(f'X_train shape: {X_train.shape}, device: {X_train.device}')\n", "print(f'y_train shape: {y_train.shape}, device: {y_train.device}')\n", "print(f'X_val shape: {X_val.shape}, device: {X_val.device}')\n", "print(f'y_val shape: {y_val.shape}, device: {y_val.device}')\n", "print(f'X_test shape: {X_test.shape}, device: {X_test.device}')\n", "print(f'y_test shape: {y_test.shape}, device: {y_test.device}')" ] }, { "cell_type": "code", "execution_count": 7, "id": "2e87c84a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training batches: 16\n", "Validation batches: 4\n", "Test batches: 4\n" ] } ], "source": [ "# Create TensorDatasets\n", "train_tensor_dataset = torch.utils.data.TensorDataset(X_train, y_train)\n", "val_tensor_dataset = torch.utils.data.TensorDataset(X_val, y_val)\n", "test_tensor_dataset = torch.utils.data.TensorDataset(X_test, y_test)\n", "\n", "# Create DataLoaders\n", "train_loader = DataLoader(\n", " train_tensor_dataset,\n", " batch_size=batch_size,\n", " shuffle=True\n", ")\n", "\n", "val_loader = DataLoader(\n", " val_tensor_dataset,\n", " batch_size=batch_size,\n", " shuffle=False\n", ")\n", "\n", "test_loader = DataLoader(\n", " test_tensor_dataset,\n", " batch_size=batch_size,\n", " shuffle=False\n", ")\n", "\n", "print(f'Training batches: {len(train_loader)}')\n", "print(f'Validation batches: {len(val_loader)}')\n", "print(f'Test batches: {len(test_loader)}')" ] }, { "cell_type": "markdown", "id": "554f5690", "metadata": {}, "source": [ "### 1.4. Visualize sample images" ] }, { "cell_type": "code", "execution_count": 8, "id": "8abbd2f0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get a batch of training images\n", "images, labels = next(iter(train_loader))\n", "\n", "# Plot first 10 images\n", "ncols = 5\n", "nrows = 2\n", "\n", "fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(ncols*1.5, nrows*1.5))\n", "axes = axes.flatten()\n", "\n", "for i, ax in enumerate(axes):\n", "\n", " # Unnormalize and squeeze for plotting (move to CPU first)\n", " img = images[i].cpu() * 0.5 + 0.5\n", " img = img.numpy().squeeze()\n", " ax.set_title(class_names[labels[i]])\n", " ax.imshow(img, cmap='gray')\n", " ax.axis('off')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "80c6da6d", "metadata": {}, "source": [ "## 2. Build DNN classifier with nn.Sequential\n", "\n", "We build a fully connected deep neural network using `nn.Sequential`. Since we are not using convolutional layers, we flatten the 32x32x1 grayscale images into a 1024-dimensional vector.\n", "\n", "### 2.1. Define model architecture" ] }, { "cell_type": "code", "execution_count": 9, "id": "dc22e56c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sequential(\n", " (0): Flatten(start_dim=1, end_dim=-1)\n", " (1): Dropout(p=0.5, inplace=False)\n", " (2): Linear(in_features=1024, out_features=2048, bias=True)\n", " (3): ReLU()\n", " (4): Dropout(p=0.7, inplace=False)\n", " (5): Linear(in_features=2048, out_features=1024, bias=True)\n", " (6): ReLU()\n", " (7): Dropout(p=0.7, inplace=False)\n", " (8): Linear(in_features=1024, out_features=512, bias=True)\n", " (9): ReLU()\n", " (10): Dropout(p=0.7, inplace=False)\n", " (11): Linear(in_features=512, out_features=128, bias=True)\n", " (12): ReLU()\n", " (13): Dropout(p=0.45, inplace=False)\n", " (14): Linear(in_features=128, out_features=32, bias=True)\n", " (15): ReLU()\n", " (16): Dropout(p=0.25, inplace=False)\n", " (17): Linear(in_features=32, out_features=10, bias=True)\n", ")\n", "\n", "Total parameters: 4,792,298\n", "Parameter memory: 18.3 MB\n", "Gradient memory: 18.3 MB\n", "Adam optimizer memory: 36.6 MB (m + v moments)\n", "Peak activation memory: 19.5 MB (batch 2500 × 2048)\n", "Estimated total: 92.7 MB\n" ] } ], "source": [ "# Input size: 32 x 32 x 1 = 1024 (grayscale)\n", "input_size = 32 * 32 * 1\n", "num_classes = 10\n", "\n", "model = nn.Sequential(\n", " nn.Flatten(),\n", " nn.Dropout(0.5),\n", " nn.Linear(input_size, 2048),\n", " nn.ReLU(),\n", " nn.Dropout(0.7),\n", " nn.Linear(2048, 1024),\n", " nn.ReLU(),\n", " nn.Dropout(0.7),\n", " nn.Linear(1024, 512),\n", " nn.ReLU(),\n", " nn.Dropout(0.7),\n", " nn.Linear(512, 128),\n", " nn.ReLU(),\n", " nn.Dropout(0.45),\n", " nn.Linear(128, 32),\n", " nn.ReLU(),\n", " nn.Dropout(0.25),\n", " nn.Linear(32, num_classes)\n", ").to(device)\n", "\n", "trainable_params = sum(p.numel() for p in model.parameters() if p.requires_grad)\n", "\n", "# Estimate static GPU memory (float32 = 4 bytes)\n", "param_mb = trainable_params * 4 / 1024**2\n", "grad_mb = param_mb # one gradient tensor per parameter\n", "adam_mb = 2 * param_mb # Adam stores m and v moment vectors\n", "static_mb = param_mb + grad_mb + adam_mb\n", "\n", "# Estimate peak activation memory: largest layer output × batch size\n", "peak_activation_mb = batch_size * 2048 * 4 / 1024**2\n", "\n", "print(model)\n", "print(f'\\nTotal parameters: {trainable_params:>10,}')\n", "print(f'Parameter memory: {param_mb:>8.1f} MB')\n", "print(f'Gradient memory: {grad_mb:>8.1f} MB')\n", "print(f'Adam optimizer memory: {adam_mb:>8.1f} MB (m + v moments)')\n", "print(f'Peak activation memory: {peak_activation_mb:>8.1f} MB (batch {batch_size} × 2048)')\n", "print(f'Estimated total: {static_mb + peak_activation_mb:>8.1f} MB')\n" ] }, { "cell_type": "markdown", "id": "2496a914", "metadata": {}, "source": [ "### 2.2. Define loss function and optimizer" ] }, { "cell_type": "code", "execution_count": 10, "id": "12755a11", "metadata": {}, "outputs": [], "source": [ "criterion = nn.CrossEntropyLoss()\n", "optimizer = optim.Adam(model.parameters(), lr=learning_rate)" ] }, { "cell_type": "markdown", "id": "2f686db9", "metadata": {}, "source": [ "### 2.3. Define training function" ] }, { "cell_type": "code", "execution_count": 11, "id": "3e0085a3", "metadata": {}, "outputs": [], "source": [ "def train_model(\n", " model: nn.Module,\n", " train_loader: DataLoader,\n", " val_loader: DataLoader,\n", " criterion: nn.Module,\n", " optimizer: optim.Optimizer,\n", " epochs: int = 10,\n", " print_every: int = 1\n", ") -> dict[str, list[float]]:\n", " '''Training loop for PyTorch classification model.\n", " \n", " Note: Assumes data is already on the correct device.\n", " '''\n", "\n", " history = {'train_loss': [], 'val_loss': [], 'train_accuracy': [], 'val_accuracy': []}\n", "\n", " for epoch in range(epochs):\n", "\n", " # Training phase\n", " model.train()\n", " running_loss = 0.0\n", " correct = 0\n", " total = 0\n", "\n", " for images, labels in train_loader:\n", "\n", " # Forward pass\n", " optimizer.zero_grad()\n", " outputs = model(images)\n", " loss = criterion(outputs, labels)\n", "\n", " # Backward pass\n", " loss.backward()\n", " optimizer.step()\n", "\n", " # Track metrics\n", " running_loss += loss.item()\n", " _, predicted = torch.max(outputs.data, 1)\n", " total += labels.size(0)\n", " correct += (predicted == labels).sum().item()\n", "\n", " # Calculate training metrics\n", " train_loss = running_loss / len(train_loader)\n", " train_accuracy = 100 * correct / total\n", "\n", " # Validation phase\n", " model.eval()\n", " val_running_loss = 0.0\n", " val_correct = 0\n", " val_total = 0\n", "\n", " with torch.no_grad():\n", "\n", " for images, labels in val_loader:\n", "\n", " outputs = model(images)\n", " loss = criterion(outputs, labels)\n", "\n", " val_running_loss += loss.item()\n", " _, predicted = torch.max(outputs.data, 1)\n", " val_total += labels.size(0)\n", " val_correct += (predicted == labels).sum().item()\n", "\n", " val_loss = val_running_loss / len(val_loader)\n", " val_accuracy = 100 * val_correct / val_total\n", "\n", " # Record metrics\n", " history['train_loss'].append(train_loss)\n", " history['val_loss'].append(val_loss)\n", " history['train_accuracy'].append(train_accuracy)\n", " history['val_accuracy'].append(val_accuracy)\n", "\n", " # Print progress\n", " if (epoch + 1) % print_every == 0 or epoch == 0:\n", "\n", " print(\n", " f'Epoch {epoch+1}/{epochs} - ' +\n", " f'loss: {train_loss:.4f} - ' +\n", " f'accuracy: {train_accuracy:.2f}% - ' +\n", " f'val_loss: {val_loss:.4f} - ' +\n", " f'val_accuracy: {val_accuracy:.2f}%'\n", " )\n", "\n", " print('\\nTraining complete.')\n", "\n", " return history" ] }, { "cell_type": "markdown", "id": "d54042f5", "metadata": {}, "source": [ "### 2.4. Train model" ] }, { "cell_type": "code", "execution_count": 12, "id": "47e76789", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/200 - loss: 2.3008 - accuracy: 10.54% - val_loss: 2.2745 - val_accuracy: 14.24%\n", "Epoch 10/200 - loss: 2.0097 - accuracy: 26.77% - val_loss: 1.9120 - val_accuracy: 31.73%\n", "Epoch 20/200 - loss: 1.8897 - accuracy: 32.47% - val_loss: 1.7837 - val_accuracy: 36.68%\n", "Epoch 30/200 - loss: 1.8181 - accuracy: 35.60% - val_loss: 1.7191 - val_accuracy: 39.12%\n", "Epoch 40/200 - loss: 1.7780 - accuracy: 37.15% - val_loss: 1.6719 - val_accuracy: 40.67%\n", "Epoch 50/200 - loss: 1.7410 - accuracy: 38.45% - val_loss: 1.6506 - val_accuracy: 41.62%\n", "Epoch 60/200 - loss: 1.7108 - accuracy: 39.88% - val_loss: 1.6184 - val_accuracy: 42.54%\n", "Epoch 70/200 - loss: 1.6827 - accuracy: 40.80% - val_loss: 1.6010 - val_accuracy: 43.29%\n", "Epoch 80/200 - loss: 1.6722 - accuracy: 41.34% - val_loss: 1.6033 - val_accuracy: 43.26%\n", "Epoch 90/200 - loss: 1.6495 - accuracy: 42.13% - val_loss: 1.5917 - val_accuracy: 43.58%\n", "Epoch 100/200 - loss: 1.6359 - accuracy: 42.55% - val_loss: 1.5702 - val_accuracy: 44.66%\n", "Epoch 110/200 - loss: 1.6172 - accuracy: 43.41% - val_loss: 1.5703 - val_accuracy: 44.50%\n", "Epoch 120/200 - loss: 1.6050 - accuracy: 43.90% - val_loss: 1.5565 - val_accuracy: 45.09%\n", "Epoch 130/200 - loss: 1.5797 - accuracy: 45.01% - val_loss: 1.5508 - val_accuracy: 44.97%\n", "Epoch 140/200 - loss: 1.5798 - accuracy: 44.99% - val_loss: 1.5415 - val_accuracy: 45.57%\n", "Epoch 150/200 - loss: 1.5647 - accuracy: 45.46% - val_loss: 1.5392 - val_accuracy: 45.39%\n", "Epoch 160/200 - loss: 1.5534 - accuracy: 45.92% - val_loss: 1.5288 - val_accuracy: 45.90%\n", "Epoch 170/200 - loss: 1.5524 - accuracy: 45.99% - val_loss: 1.5285 - val_accuracy: 45.98%\n", "Epoch 180/200 - loss: 1.5473 - accuracy: 46.38% - val_loss: 1.5264 - val_accuracy: 46.02%\n", "Epoch 190/200 - loss: 1.5326 - accuracy: 46.85% - val_loss: 1.5230 - val_accuracy: 46.28%\n", "Epoch 200/200 - loss: 1.5249 - accuracy: 46.94% - val_loss: 1.5183 - val_accuracy: 46.52%\n", "\n", "Training complete.\n", "CPU times: user 6min 53s, sys: 3.68 s, total: 6min 56s\n", "Wall time: 6min 37s\n" ] } ], "source": [ "%%time\n", "\n", "history = train_model(\n", " model=model,\n", " train_loader=train_loader,\n", " val_loader=val_loader,\n", " criterion=criterion,\n", " optimizer=optimizer,\n", " epochs=epochs,\n", " print_every=print_every\n", ")" ] }, { "cell_type": "markdown", "id": "9eabe1a2", "metadata": {}, "source": [ "### 2.5. Learning curves" ] }, { "cell_type": "code", "execution_count": 13, "id": "2ea87c85", "metadata": {}, "outputs": [ { "data": { "image/png": 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UJpGXkhmxaC/JmXnsPX+dPeev89mTjQh0K/lvhTPxaTjbWuDpYF1uMT4wSXdYWBjHjh1jx44dd63r4OBAZGQk6enpbNmyhSlTplCtWrViQ88Bpk2bxpQpUwpfp6am4u/vb5SYPRysAMjI1ZGRk4+d1QPzcQohhMnFxsYWHv/000+8/fbbRRbLtLe3LzxWFAWdToe5+d3/HfXw8DBuoEIIIYR4IOXp9Ow4l4SDlTnNgm6Nhk7PyWdX1DV+P3yVjcfjyMnXU8fHkSvJWUReSqbjJ9vo09CXR2t54OlgzfWMXE7Hp7HhWCxn4tN5qUtNJnSqUW7v44HIEsePH8+6deuIiIjAz8/vrvW1Wi3Vq1cHoFGjRpw8eZKZM2eWmHRbWVlhZWVl7JABsLcyx9bSjMxcHQlpOVSVpFsIIQp5e3sXHjs5OaHRaArLwsPD6dChA3/++SdvvvkmR48e5a+//sLf358pU6awe/duMjIyqF27NjNnzqRz586FbQUFBTFp0iQmTZoEqD3qCxcu5I8//mDjxo1UqVKFTz75hN69e5fr+xVCCCGEcSiKwqKdF/hfRDRxqdkAdKjlQQM/Z/6JSuJQTDL5eqWwfruaHiwY2oTrGbm8ufYY284ksvrQFVYfulKsbQszDTcyy3fHEJNmiYqiMGHCBNasWUN4eDhVq1a9p3b0ej05OTlGjq50PB2suHAtk4TUbKq6y3BHIUT5UBSFrDydSe5tY2FmtBW3X3vtNebMmUO1atVwcXHh0qVL9OjRgw8++AArKyuWLFlCr169OH36NAEBAbdtZ8aMGcyePZuPP/6Yzz//nKFDh3Lx4sVSrxEihBBCiLKRm68n5nomAa62WJoXXVJMURSW7okhNjmLSZ1rYmmuRZcUzby/jvHZEXUKr6udJWnZeWw9ncjW04mF1wa42tIxxJN+javQwE/9cd/OypzvR7XgyOVklu+J4XxSBglpObjaWeLvYkPbGh50CXHDyaJ8532bNOkOCwtj+fLl/Prrrzg4OBAXFweoPSI2NjYADBs2jCpVqjBz5kxAnaPdrFkzgoODycnJ4c8//+SHH35gwYIFJnkPng7WatKdZpqkXwjxcMrK01HnbdNslXji3W7YWhrn6+Pdd98tsiaHq6srDRs2LHz93nvvsWbNGn777TfGjx9/23ZGjBjBkCFDAPjwww+ZN28ee/fu5bHHHjNKnEIIIURlk6fT88eRWKq629HQ37nU113PyOXLredo4O/MY3XVEWw3MnPxciw+Rzpfp2fEor38E3UNCzMNjf1d+Kh/fap52JOdp+OVVUf4/fBVAHR6hcmtXdF/2Zbxumz2a1+jQ/cBPBMayJUbWXwZHkV2no421d1pE+xOgJstKApE/Q3JweASVHjfBn7ONPD713vKSIKIOXBwL6w/Du1egXYv38vHdk9MmnTfTJT/Oyx80aJFjBgxAoCYmBi02lu/iGRkZDBu3DguX76MjY0NISEhLF26lMGDB5dX2EV4OKpD1yXpFkIIwzVr1qzI6/T0dKZPn84ff/xBbGws+fn5ZGVlERMTc8d2GjRoUHhsZ2eHo6MjCQkJZRKzEEIIUaFlJXN585d8f0LPwhuNsbM0I/yVDoXrVZV4Sa4OawstGo2G2RtOsWLfJQAcrMzJzNOh0yu80D6YqY+F8MOuC/y49xJPtQwgOjGDf6KuAZCnU9h74TqDvt7NlC41+XZHNFGJGZhpNej0Cl9HRFPn8Af00WeABhbZfYFlzZ6QfpVqTm7MGdiweGAHFsO6SWDpAENXgo0L7Poc0uJB0UGjoRDyOCwfDFf237ou4aQRP9C7M/nw8rsJDw8v8vr999/n/fffL6OIDOdZ8D/OREm6hRDlyMbCjBPvdjPZvY3lv6uQv/zyy2zatIk5c+ZQvXp1bGxsGDBgALm5uXdsx8LCoshrjUaDXv/gbRkihBBCGEKvV7iWkXvHhLjUFAX2LiT/7w/wy0nmDSDLbCRLc7vw6eYzfNCvPmnZedhammOmVaeR6fQK/7fpDAu2RfFMq0Amd67J2kh1nrSLrUWRudELwqM4fCm5MMl+c+2xW+eGNiHEx5GwZQc5EZvK62uOAuBmZ8n8oU1Yd+Qq2/bso3v2n6CBbPsArNNjYEFrtQGnABi7Fezcb72f6+dh4xvqcW4a/NAXdHlqsn1T1N/gEQKJp8DaCXp8AlWagMu9TWu+V7Ly1326+X+AhLRsE0cihHiYaDQaow3xfpDs3LmTESNG0K9fP0Dt+b5w4YJpgxJCCCFM5JNNp/kyPIoP+tbnqZa3X9sEgKxk2D4Hki9BnT4Q0hPMC5L1nHT4dRyc+BVzIEFxxlOTzPsWi3Akk5/3dUQBft53CV9nG17qWhNLMy3f77rA7ujrACz+5wKJ6Tlk5+kJ8Xbg9wltOXE1FU9HK9YdjuWDP0/yT9Q1rMjlxepJuF7eRIg+Ci8HS3xPVIeAmfw4thVjvt9P5KVkRrYJYlyH6jhlxtDUczvn7b/HMk9Hmt+jOAxeCN91gxvn1fhTYuCXZ+HRqfDXm5CTqibYeRkQ0BosbCBqi1o35HGo1UNNtP+Zpz5rtDBgEVTvVBb/me6q8v3FVp6SL9H1whwszZPZljbZ1NEIIUSFV6NGDVavXk2vXr3QaDS89dZb0mMthBDi4aQo/Hb4KooC038/TuMAZ2r7OAIQExvH1eiTtAx9VF3c9Ogq2Pg6ZBRMrTqxFhx8od9Xau/wL89CwgnyNea8lzuUzbaPs6XBZqwPfM2rFj8xWVnFkUPVqKUNYumNLkxckQlAbc1Fqls64OobzOEL8Vw/tpkvLTbRJe04Fsua07DBk3D8KGMu7eFxz1yupWZQW3MRs8v5ahxaIAM4eQJSr+I0cj0/PVOTvMsHsdRegc1fwcEfsFB01AQUrTkOPd8DBy8Yvx/ys9QfERZ2hOit6uPfLO2h3wJw8FGHmnvWhqrtbp33bwHhs6DFGJMl3CBJ9/3JTaf6hR9xMXNgZeo4U0cjhBAV3ty5cxk1ahStW7fG3d2dqVOnkpqaauqwhBBCiPK152v0f71No6xnuURrcvP1TPjxEAuGNiHu/FGqrh9GK00iSbtq4e7uCRe2A6BzrcFlz0dxP/8bdmlXUZb0Qa81x0yfxzWcGJs9iQNKLX4Y1Bjr6l3AqwY5exdjlXSMppqzNNWeZZD1Pnozl25mB3k55wsA9Knu6K1vYE7B0G0dEB2uPgr4FDxQAHtvqNkVqnVQe5l/f1GdU/1DXzSxh7HMTS/6fqu2g4BQNLV6gE/B3G0zczBzAK868Pj/wdrn1fKGQ6DuE5BwAgJCby2g1vK54p9j7V7qw8Q0SmkmVlciqampODk5kZKSgqOj4302dhXm1iZPMaOF9kcOvWOa+ZVCiMovOzub8+fPU7VqVayti68OKiquO/23Nep3VgXysL5vIcQDID9H7RWOPQwd34L6A8CQbTIVBc5sACd/8K5X8vnL+8CzDljZl9xGeiLMawS56WQqVrzk9AkHsnzISrtBR+1B3rFYgqumaNKqmFuzu8pIxl1oy40cDTZk87b5DwwxV3uGN+sa81reWCycvJjSpSYDm/kXuT4n4RyWcQfRRMyBpNMQ3BFi9qjDt9GgZtJwXbHnkncXGj42Gs7+BVFb1fdZvbM6lF3Rg3cDNRH+9+d2ej38+OSt186B6hxrB29oOwUCQ+/+2Z5cB5Z2ENzh7nXLSWm/r6Sn+35YOwFgodGRnZVObr6+2N5zQgghhBBCiApAr4PVY+Hkb+rr1c/C4eXqXGAb51v10uIgZndB8lwbGj9969yhpfDbeNCaQ5f3oNULt5JPvU7t8T20VJ1zPWgJKVl5fLM9mvDTiZyKS2VS55qEZX0NBT3BtpocPsr5EAtXXyzzIjFHHbZ92bYOnzu9jHvMBmpaJvF5dm/OnfYEIMjNlrq+Puwzn865uE5YK9kkB3TjrWpu9Kjvg4VZ8XzFyrM6eFYHt2D4prO6ABlA0CMw5EdIPA32XphZetHAxkJ9T1UfKf1nW6s7dJsJJ35Ve6Tr9jPsxwyA2o8bVv8BIkn3/bCwRdGao9Hn40gmSek5+DrbmDoqIYQQolx89NFHTJs2jYkTJ/Lpp58C6jag27ZtK1Lvueee46uvvjJBhEII8S/H18Le/0GXd8GvGWRcg3ObISMRkmPg0m61h1trAU2GQeQyNflc0hu6z4ajK9X6Ny4UbdfeC2p0gZQr6rxqAH0+bJxGTvwZpuWO4Nil60xJn8tjijoMnBO/kXX1BCPW3uBQTDKg0Exzmgubt6Kz/BYz4FUmMVlZgk/OVYgv2MvatQY3gnrg99hUJmeZ0fX/7EnNUhPxau52TOpSk8fr+6DV3kxoGxn2GVVpCqFh8M/nYOWkzgm3clA/L8DJsNaKCh2nPh5CknTfD40GjbUTZF7DUZNJQpok3UIIIR4O+/bt4+uvvy6yR/pNY8aM4d133y18bWtrW56hCSEqo5w0ddEsQ3tHb7pxAda+AHmZsGwA9PwENrwO6XFF62nMoP83ULcvNBsJS/qqifh3/55GqgGvemRgjV38Pvg1DIau5Pra13DNSSXPpykWjQbDhtewilxESq4rg7UneMx8O3mKGdes/PHOvcDe5TM4lDQMJxsLVvv/THDMSrV5BSItm/JzagvOWvnxS6sLaL3rQkArzFyrcXPTLG9LWPpsS/aev07bGu7U8nJQF1W7Xx3eVBPuqo+Ak9/9tyck6b5vN5NuMkhIlW3DhBBCVH7p6ekMHTqUhQsX8v777xc7b2tri7e3twkiE0JUOLkZ6kJbFnfouDryM/w6Xp07PGQF2KvDqFEUSLkMeVmgNVP3Xtb+a+h03FF1znGVphAxW024NVrIugGrRql1XILAr7naW+1dv2BhrkD1nHd9fm28kJY7RuFOCpe9OhLU+TkIaMnuq/mMWBjB7xZvUCP9CnzdDlcgR7Ggx4Un8TZrwNSAZ2hw8Xs+tfgSB00WAJPzx3M114XVVtNplbaZAIveLGmdStDOlYCGONdm7E604pO0/gC4BzdG+9iY2340DfycaeDnfE8f/W1ZWMOjrxi3zYecJN33q2Be982ebiGEEKKyCwsLo2fPnnTu3LnEpHvZsmUsXboUb29vevXqxVtvvSW93UKI4jKvw1ePQHYytBgLrSeArStkp8DuryA3DdCoey0DXDmgzjduOlydV31uM1yPLmxO51qDCJf+NA5wxjl2B5xaV/R+5tYw/HdY85x6XXAnGLio8O/5/9p8Ip7Jf2dho8zBkjwyrzrzh3MoHnprpvwUQbZiycS8MFZbvoMl+exVQlhtO4jo3CpEnbvGQDrwp+VfBGtj1QbbvUo/n2d5b90JDmfVpqH+JFutXsZsV656vsMbeD/6CjWvpuL8yxEuXUmhR335AbMykKT7ft1MusmQpFsIIUSlt2LFCg4ePMi+fftKPP/UU08RGBiIr68vR44cYerUqZw+fZrVq1ffts2cnBxycm59h8o2cUI8JLZ/AqmX1eMdc2H3AnVYd/Q2SLtatG7jp+HCTrhxHrbcmr6C1kJdBTw3E7PrZ+lw/SOIunlSA0Ft1eHhOanQ6W113+Znt8Dl/eoK3WYlp0PRielMXHEIvQKPN6tJbGo2EWcSeWrhHhxtLLiakk2gmy11g9ry6IH/Q4+GCX3aMjs0iAnXM3nr12OEn07kU/vJzMubgaZmN2g/jU5aLZ1qe8H5j2H5YMzyMtQb1uoBj7wEQB1fR9aGteFqchZ+LjJ1tTKQpPt+/aunOzFNhpcLIYSovC5dusTEiRPZtGnTbbeuGzt2bOFx/fr18fHxoVOnTkRFRREcHFziNTNnzmTGjBllErMQoozpdXD9PGQmgYWtOkT736t1n9kAGUnQaKg6tHvv15CeACE91UXNANq9Cmc3qsnx4R/VMtdq6jZUyZegeido/qzaTsTH6vxuW1c1gQ7uBFb25GTc4Is5b9NB9w/XFQdcAuvRtHeYurp4XjakXGbpOQvmz9xSsGVWVxLTcthy8iqRl5K5kZlL8yBXWge7E+hmS9jyQ2Tk6mhR1ZX3+9XjekYuPedtJyEth4S0HMy0Gj4d3IhG/s6srOqKl6M1j9b0AMDf1ZZFI5pz9EoKgW52aCxHq8Pf/z3fuuoj8NpFda556hUIaF1kaLyZVoO/q4wQqixkn+779dsEOLiEj/MGcbrmWL4Z3vz+2xRCiP+Qfborr4q0T/fatWvp168fZmZmhWU6nQ6NRoNWqyUnJ6fIOYCMjAzs7e3ZsGED3bp1+2+TQMk93f7+/g/M+xaiwjq9AU6sVZPZKk3hsY9uvze0oRJOqgnykZ8hLfZWecOnoMsMOPaL2nOdfFEt92+lJsqn/yzaTtVHYdiv6nHMbji4BBx91V5fy9snnVeTs7C2MMPVzhKADcdieX7pQSzNteTm67Ew0/Db+LbU9lH/DUlIy+bR2eFk5ekA6BTiyc6oJLLz9MXaNtNq0OkV3Ows+XPiI3g5qv82p2Tmsf/idRLScqjuaU/zINd7+eREJSL7dJeXwp5uGV4uhBCicuvUqRNHjx4tUjZy5EhCQkKYOnVqsYQbIDIyEgAfH5/btmtlZYWVlZVRYxXioaEosHm6mtzW6Kruh2zjAifXwU9Db9VLOKHOie67AHwaGrYKuKLcqn/xH9jwmprI32Rhqy5ulhyj7mt9ePmtczYuoMtXt+MCMLMC9xoQfwzQQNf3brUdGKo+gPjUbOyUfOytzEnJyuPbHedpE+xGy2pubDuTyPDv9gLgamfJ6LZVOXjxBgAjWwcRnZTBphPxjFmynzXj2uDhYMUXf58jK0+Hm50l1zJy2XIqAYB6VRxpV8MDRxsL/om6xsGLN0jPyUergU+fbFSYcAM42VqoQ8OFMJAk3fercE53JgmpknQLIYQxtW/fnkaNGhXuAR0UFMSkSZOYNGnSba/RaDSsWbOGvn373te9jdVOZeLg4EC9evWKlNnZ2eHm5ka9evWIiopi+fLl9OjRAzc3N44cOcLkyZNp165diVuLCSFKSa9ThyFnXleTWPfqt84dXQU7P1WPj68BG1d4fC788bJaVvcJdQ/pzdPVxPt/j6ordYc8Dk2eAZ9GatKbmwlHf1aHYtt7qMO2rZ3Uedc750HDJyG4A6wcCflZoDWHmo+p5TW6grkVnN8Oq0aq+1671VD3ZG7wJKTHq9tqpcXCEwvVXvezm9RVsn0aFnu7288mMnrxfmwszQjrEMyKvZeITspg0c7zRLzSgf/bdKaw7vWMXD7eeLrw9YCmfrjZW3E2ficXrmUy+vt9DG0ZwPI9MQB88VQTEtKy+eNILE+28KdDLc/CbbaefzQYvV4hOikdrUZDNQ8jjQoQDz1Juu+XtTOg9nRfz8hFURTj7I8nhBAVXK9evcjLy2PDhg3Fzm3fvp127dpx+PBhg5Kxffv2YWdnZ8wwmT59OmvXri3skb0pNjYWFxcXo96rsrO0tGTz5s18+umnZGRk4O/vT//+/XnzzTdNHZoQFZeiqPtKR/2tvtaaw8j16nzmrGTY+LpaXqMrXIuC61GwcoRa5lkX+n2lJsTV2sOfr8C5LWoSvP9b9VHzMXXP6tXPwcUdt+5r7axupXVuk/p679fq4+a9+n4Fdm5FY636CITthaSz6rU35yi7VoWRfxbpMT/p0Io8nZ7/fgOcjktj3NKD5Or05Gbp+fDPU4Xn0rLzeW7pASIvJWNprmXLlEfZcS6Jd349Tq5OT0M/J2p4OQCweGQL+n25kyOXUzhyWR2h066mB6HBasx9GlUp8ePWajVU93S4y38UIQwjSff9+ldPd65OT2pWPk62FiYOSgghTG/06NH079+fy5cv4+fnV+TcokWLaNasmcG9nx4eHsYM8Y5kn+nSCQ8PLzz29/dn27ZtpgtGiMro1Do14dZo1b87s26oawqN3QZ/vQEZCWqv8uCloOjh94lw5Cc1Ob+ZcIM6T/rJZWpP9sWdELkcTv6mLnR2dhMoOrByVFf0jj8G184VJNwaaD0ejv8KKTFQvQsM+kHtpS6JrSsEtCz5XEHCveVkPGN/OIBeUfj66aZ0revNiaup/Bp5hV8OXiYtJ58WQa50revFZ5vPUtvHkUHN/Xl55WH2nr8OwKBmfvi72jKkRQC1fRxZEH6OUW2qFt4qyN2OH0a35MvwcyRn5mFhpmV677rG+q8ihEG0d68i7qgg6XbRqhveJ2XIEHMhhAB4/PHH8fDwYPHixUXK09PTWblyJX379mXIkCFUqVIFW1tb6tevz48//njHNoOCggqHmgOcPXuWdu3aYW1tTZ06ddi0aVOxa6ZOnUrNmjWxtbWlWrVqvPXWW+Tl5QGwePFiZsyYweHDh9FoNGg0msJ4NRoNa9euLWzn6NGjdOzYERsbG9zc3Bg7dizp6emF50eMGEHfvn2ZM2cOPj4+uLm5ERYWVngvIYQwmC4PNr2jHredDBMOgp0HJJ6Cz5vAoaXqucfnqsm1hQ30+xqeXA4j/gCfEn7YtLBWVwMf8C08uxlcgtSE29IBnl4Ng75Xe6v7fAnVOqhtdX0fxu1SFzwb8uPtE+7/0OsVjl1J4diVlMKyPdHXGLfsIDq9gqLAxBWRhC0/SI952/k6Ipqk9FyCPez4+pmmPPtINQ693YWfnmtF/yZVaF3QS22m1fBcu1u7ITTyd+brZ5rRslrRnvd6VZz4cmhTlo9pxfejWlDV3bgjpYQoLenpvl8FSbezNhOApLQcgmX+hxCirCkK5GWa5t4WtqVagMfc3Jxhw4axePFi3njjjcKpNytXrkSn0/H000+zcuVKpk6diqOjI3/88QfPPPMMwcHBtGjR4q7t6/V6nnjiCby8vNizZw8pKSklzvV2cHBg8eLF+Pr6cvToUcaMGYODgwOvvvoqgwcP5tixY2zYsIHNmzcD4OTkVKyNjIwMunXrRmhoKPv27SMhIYFnn32W8ePHF/lRYevWrfj4+LB161bOnTvH4MGDadSoEWPGjLnr+xFCiGL2f6cOF7d1hzaTwNoResyBlcPVbaYsbNUVyau2u3WNRqNux1UaPg3VHvOD36vbc3kV9ARrzaDxUPVxk5W9OkS9lFYduMxH60+SlJ4LwJJRLQjxceC5pQfIydfTKcSTXJ2e7WeT+OOIuvp593re9G7oS4cQT6wt1IUZzc1u9RG+2bMOQ7/ZzRNN/GQ7LVGhSNJ9vwqSbgfUje2vZeSaMhohxMMiLxM+9DXNvV+/Cpal6y0YNWoUH3/8Mdu2baN9+/aAOrS8f//+BAYG8vLLLxfWnTBhAhs3buTnn38uVdK9efNmTp06xcaNG/H1VT+LDz/8kO7duxep9+/5xEFBQbz88susWLGCV199FRsbG+zt7TE3N7/jcPLly5eTnZ3NkiVLCueUf/HFF/Tq1YtZs2bh5aWuZuvi4sIXX3yBmZkZISEh9OzZky1btkjSLYRQKYo6bNvJ/+69xUdX3Zqv3f41NeEGqNNH3U4r8TR0nlF0UbV7YeMMbSbeXxv/kZKVx5trj5Kdp0erAb0C01YfpaaXPcmZedT1dWT+0Cbk6fSMW3aQ3Hw9r3UPoXHAndfRqOPryKG3uxo1ViHKgyTd96sg6bZXMgCFpHQZXi6EEDeFhITQunVrvvvuO9q3b8+5c+fYvn077777Ljqdjg8//JCff/6ZK1eukJubS05ODra2peu9OHnyJP7+/oUJN0BoaGixej/99BPz5s0jKiqK9PR08vPzDd77+eTJkzRs2LDIIm5t2rRBr9dz+vTpwqS7bt26RbbN8vHxKbbFlhCikrgWpa4CXtp9r/OyYe3z6grjZpZQpRl0ertwi6xCWTdg13yImAMoUG8ANBt167xGo15nYoqicOFaJqfjUsnVKXSt41XYO7320BWy8/TU8nLg5+dC6fn5di7fyOJKchYWZhrmDGyItYUZ1hZm/DD6NvO/hahEJOm+XwVJtxk6bMgpHEIjhBBlysJW7XE21b0NMHr0aCZMmMD8+fNZtGgRwcHBPProo8yaNYvPPvuMTz/9lPr162NnZ8ekSZPIzTXev6O7du1i6NChzJgxg27duuHk5MSKFSv45JNPjHaPf7OwKLqQpkajQa/Xl8m9hBAmtHMebHoLvOvDmHAwK+FPakWByGWw60uwc4ecNLh6UD2ny4WYf2BxT+g8HZqOgPwc2D0f9n4DuWlqvebPQvePb60CbgK/Rl5h3pazvNS1Fj3q+5CYlsM3O6L540gsl29kFdar6+vIl0ObEOBqy4971e25nmoZgJOtBbP6N2DoN3sAmNCxBrV9DPvhU4iKTpLu+2Vhq64Oqc/HkUzp6RZClA+NptRDvE1t0KBBTJw4keXLl7NkyRJeeOEFNBoNO3fupE+fPjz99NOAOkf7zJkz1KlTp1Tt1q5dm0uXLhEbG4uPjw8Au3fvLlLnn3/+ITAwkDfeeKOw7OLFi0XqWFpaotPp7nqvxYsXk5GRUdjbvXPnTrRaLbVq1SpVvEKIB8yFnXA9GhoNvXNSm3JF7Zm29wC9HiI+hvAP1XNxR+Hwcmj8DFw5CB611J7v3Ez4/UU4urJoW1aO6irjTn6w9UM4tkpN3je9BVoL0BcsvOhZB9q9AnX7lWoNjbLy96l4pvx8GJ1eYfJPkdhYmjHjt+NcuKauKWJprqWWlwOXb2Ry/GoqPeft4IkmVTgVl4a1hZa+jdVtudpUd2d6rzrEXM/ihfbBd7qlEJWSJN33S6NRe7szr+GoySQpTZJuIYT4N3t7ewYPHsy0adNITU1lxIgRANSoUYNVq1bxzz//4OLiwty5c4mPjy910t25c2dq1qzJ8OHD+fjjj0lNTS2SXN+8R0xMDCtWrKB58+b88ccfrFmzpkidoKAgzp8/T2RkJH5+fjg4OGBlZVWkztChQ3nnnXcYPnw406dPJzExkQkTJvDMM88UDi0XQlQgUX/D0gHqqt3JF6HjbfaSv7ADfngCUKDZaIiNhJhd6rmAUPV464dqAn9kBXjVU1cE3zBVTbg1ZvDoVLWnO/E0NBsJnrXV6/t/ow4t3/EppFxSE27fxmqyXbN7mfdu5+v0rD8Wx9mEdBJSs/FytKaahx0nrqZy6FIyufl6TsWlotMrONlYkJKVx8hF+wCo4mzDGz1r06GWJzaWZsSmZDFh+SH2X7zBkl3qD5uPN/DFyebW6J8R/9rOS4iHjSTdxnAz6SZDFlITQogSjB49mm+//ZYePXoUzsF+8803iY6Oplu3btja2jJ27Fj69u1LSkrKXVpTabVa1qxZw+jRo2nRogVBQUHMmzePxx57rLBO7969mTx5MuPHjycnJ4eePXvy1ltvMX369MI6/fv3Z/Xq1XTo0IHk5GQWLVpU+MPATba2tmzcuJGJEyfSvHlzbG1t6d+/P3Pnzr3vz0YIUQYU5fY9xPEn4OfhasINas+1Ph/S4iAvC/xbqKt6K3pY8TToCjpU9ixQny1soet7au/2583UvauPrCho+xgs6QuXdgMaGPqzuip4STQadfh482ch4xpkXQe36mXas302Po3U7HzydXre/+MkR6/c/d/bR2t6MGdgQ/p9uZPLN7LwcbJmxdhWRVYP93Gy4afnQll98DKf/HWGG5m5jGgdVGbvQ4iKRqMoimKqm8+cOZPVq1dz6tQpbGxsaN26NbNmzbrjUL2FCxeyZMkSjh07BkDTpk358MMPS7XSLUBqaipOTk6kpKQYvJDObf2vPVw9xMjcV4h2acO2VzoYp10hhCiQnZ3N+fPnqVq1KtbWpdsfVVQMd/pvWybfWRXAw/q+hZFs/RB2fgZDVkDwf/4mS4uDhZ0g9TIEtgGfRuo86jsJCFVX997xKTj6QJf3wNlfPXdkJax+Vh02HhoG4TNvXdf6RTU5f0DsirrG0G92o//XX/6O1ub0bOCLl6MVV25kEZ2UQTV3O1pWc8PZxgJbSzNaVnPDTKvhfFIGP++/xFMtAu64XVduvp7M3HycbS3L4V0JYVql/b4yaU/3tm3bCAsLo3nz5uTn5/P666/TtWtXTpw4UWSF2H8LDw9nyJAhtG7dGmtra2bNmkXXrl05fvw4VapUKed3UKBgMTVHMrgmC6kJIYQQQphG4hl11W9FB7+9CON23VpdPDcDlg9WE2636urcamsndQvG+GMQ1BasHODSXkg6o87l9qwNQ34EGxeo1b34/RoMBHtPcAtW52nn58COueBV//ZD1stBfGo2GsDTUf0hL0+n5+1fj6FXwMXWAr0CbWu4887jdQrr3E1VdzumPhZy13qW5loszSXhFuLfTJp0b9iwocjrxYsX4+npyYEDB2jXrl2J1yxbtqzI62+++YZffvmFLVu2MGzYsDKL9Y4Kkm4nTQbpOflk5+kKt0wQQgghhBBl5L/DyDe9fWvYeEqM2vPc7QPISYefn1HnZNu6wdCVYOuq1uv1aenavp1qj9467vgW+DVXh6ibW93+mnuUmp1HalYefi4l9zRvOhHPwoho9l64robmYUfHWp4AnE1Ix9XOkq0vtcfJ1qLE64UQZeOBmtN9cx6fq6trqa/JzMwkLy/PoGuMriDpdtFmgQ6S0nNu+4+hEEIIIYS4B5f3w7rJUKUphPSEQz/A2U3QfTY0eQaitsKZ9equMl3eg43TYPeX6r7X8cfVhNvcBp78EVyr3f1+9zK3WquFkB6GX3cbszacYuupBBYOa4aHgxV95+8kOjGD5x8N5qWuNbEwu7XY2sGYG4xZsh9QQ9cA0YkZRCeeL6zz2mMhknALYQIPTNKt1+uZNGkSbdq0oV69eqW+burUqfj6+tK5c8mLVOTk5JCTc2tF8dTU1PuOtZiCpNvLMhvyICk9V5JuIYQQQoj7octTVxmv0hQs7WH1WLgeBXFH4MCiW/X+mKL+LfbHFPV1s9EQOg4STqiJeWTBKElbN3jqZ/BrVv7v5R7sjr7GgvAoAF5bfYRWVd2ITswA4KttUew8l8SUrjVpX9MDvQJv/6qud9S1jhcz+tTF1sKcXdFJ/H4kls0n4mlR1ZUBTf1M9n6EeJg9MEl3WFgYx44dY8eOHaW+5qOPPmLFihWEh4ffdmGhmTNnMmPGDGOFWbKCpNvdPBuAa7JXtxBCCCHEvYs9Ar+OU/fBtvdW51tfj1KP/ZvD+e1QrT3kpKqJ+c/PqNf9ey5178+h4RB1L+yUK/DYTHXu9QMgJ19HZEwyjQKcsTIvPiUxN1/Pm2uPFb7eee4au6KuAfB0qwB+i7zK0SspjFy0j5pe9oR4O3LsSioO1uZ80K8+Hg7q0PbH6vnwWD0fdHoFDaDVmm7PbyEeZg9E0j1+/HjWrVtHREQEfn6l+wVuzpw5fPTRR2zevJkGDRrctt60adOYMmVK4evU1FT8/f3vO+YirJ0BcDHLAtTh5UIIURb0er2pQxBGJv9NxUMr8zosGwhVmkCPj2+VH/tF7dXW56uv0+PUxBmgx2yo06doG1+1hdQr4BQAT68C64IVhDUaCGqjPh4Aer2CVqshK1fHiEV72XP+OtXc7XitewiudpZYW5hR19cRjUbDV9uiOJeQjru9JYOa+fNleBR6BZoFuvBen3q82LEGC7dHs2xPDGfi0zkTnw7AlC41CxPufzOTZFsIkzJp0q0oChMmTGDNmjWEh4dTtWrVUl03e/ZsPvjgAzZu3EizZnceImRlZYWVlfEXsiiicCG1TEAdXi6EEMZkaWmJVqvl6tWreHh4YGlpiaYM93IVZU9RFHJzc0lMTESr1WJpKav9iofM3v/Blf3qI+RxdUGyY7/AL2PUxdBq9YRu78Nfb8GpdVC7F9TuXbQNW1cYugoOfg8txoKDt2neSwFFUdh2JpHGAS442dyaO/1r5BUm/xRJQ39nzDQa9l+8AUB0UgZjfzhQWG9AUz/a1/Lg/zafAeCNnrXp1cCXPeevc/xqCtN710Wj0eDpaM0bPeswvmMN/jway7ojV3Gzs+KZVoHl+4aFEKVi0qQ7LCyM5cuX8+uvv+Lg4EBcXBwATk5O2NjYADBs2DCqVKnCzJnqvoezZs3i7bffZvny5QQFBRVeY29vj729vWneSEFPtwPqPBvp6RZCGJtWq6Vq1arExsZy9epVU4cjjMjW1paAgAC0Wu3dKwtRWeRlqUn3TRvfgGYj4M9X1YS70VDo/YW6MNmgH9T52R4hJS9u5lUHus8qt9DvZOWBy7y66gh1fBxZE9YaK3MzUrPzePf3E+gVOBSTDICtpRlfDm1CxJkk/jh6FStzM64kZ7HqwGVWHbgMwNCWAfRtVAWNRsPyMS3JzNHhYlf0xzknGwuGtAhgSIuA8n6rQggDmDTpXrBgAQDt27cvUr5o0SJGjBgBQExMTJE/RBYsWEBubi4DBgwocs0777zD9OnTyzLc2yvo6bbV30y6padbCGF8lpaWBAQEkJ+fj06nM3U4wgjMzMwwNzeXUQvi4RO5HDKvgaMf5KRB/FH44yX1XKOnofc8NeEG9dm79IvslqeEtGxeX32MDiEePNUigG+3qyuFn4hNZe5fZ5jWozbzt57jWkYu1dztGNDMjz3R1xnfsTrNg1xpX8uTt3vVAWDLyXjClh8kO09PxxBPZhT0agNYmZuVOPdbCFExmHx4+d2Eh4cXeX3hwoWyCeZ+FCTd1ro0QBZSE0KUHY1Gg4WFBRYWsuWLEOIBl5cFK4aqC6B5N1CHhjcYCPm5sGu+Wqf1BNDnwV8Fi591eAPavXJv23WVM71eYfJPkew8d42tpxPIytVxOj4NCzMNeTqF/22PJjYlmw3H1FGZbz5em44hXoxrX3J7nWp7sWZcG/6JusaQFv6Ym8noFyEqiwdiIbUKryDptsxLAxQS0yTpFkIIIcRDKD9XHR5uYQN/vgJRW9TyGxfg5G9w9SAknlITcWtnaPw0mFsBGnX4eI2St4B9EC3YFsXOc+qK4jq9wvt/nARgcHN/dHr4cW8Mvx1WpwM9UsOdDrU879pmbR9Havs4ll3QQgiTkKTbGAqSbo2iw5Yc4lKkB0oIIYQQD5n8HPims5pU+7eEC9sBDfT8BK5Hw64vYPeXal0LWxi4CKwK1uNpPd5kYZdGVGI6k1ZEYmGm4fEGvhy+nMzvBQn11MdC+DoiiuTMPACGhwbh72pLHV9HMnPysTLX0quhr0wjEeIhJkm3MVjYgNYC9Hk4kkFcjjVp2Xk4WEvyLYQQQoiHxD+fQ9wR9fjCdvW5w+vQfLR67NMQ1o4DSzsYuhL8W5gmTgPtPX+dMUv2k5KlJtUHCxZDAxgWGsjzj1bD19maiSsi6RTiSQ0vBwBZSVwIUUiSbmPQaNTe7swkfKxziMuGuJRsSbqFEEII8XC4cREi5qjHHd+EzBtqp8QjL9+q02AQBLZRy21dTROngXZFXWP4or3k5utp5O/M4w18+OtEPD5O1ox5pBr1qqijHfs0qkJdX0d8nGxMHLEQ4kEkSbexFCTdVe3yOZQNsSnZhb90CiGEEEJUaCd+hcM/QY/Z4OR3q/zk73BoKcQdg/wsCGyrJtq3G0rtVKV84i2lpPQcfth1kVydnsmda2JpfmvxssOXknn2+33k5uvpFOLJF081wcbSjGcfqVZiW9U95e8+IUTJJOk2loJ53X62eXANYlOyTByQEEIIIYQR6PLVRdHS4yEnFYb9pm7jlXkdVj8HeeqWqVg5Qs85D/zK479GXuHXyKtk5uYTeSmZ7Dw9ANGJ6Xz2ZGN2RV9j1YHLbDoeT65OT+tgN+YPbYK1hWzZJYS4N5J0G0tB0l3FWl25PDYl25TRCCGEEEIY7tJe2PkZtBoHQW3UsrMb1YQb1Lnae/8HrZ6Hfd+qCbdHbej6Hvg0AnsPk4VeGueTMnhl5RFydfrCsnpVHDkTl87G4/E0fncTWXm6wnNtqrvx9TPNJOEWQtwXSbqNpSDp9rQoSLqTJekWQgghxAMuLR52fQ4tngNnf9jyrppYn/5T3TO77RQ4uESt61YDrp2Fze+ASyDs+Uotf+QlqNHFdO+hlBRFYcbvx8nV6WlR1ZWnWwXi52JDY39n/j6VwHM/HCArT4eLrQV9GlVhYDM/6vo6mTpsIUQloL17FVEqBUm3u4WabF+V4eVCCCEquY8++giNRsOkSZMKy7KzswkLC8PNzQ17e3v69+9PfHy86YIUd7bhNXXV8T9fgbQ4uLBDLVf08Pd78EMfOPuXWvbkcqjeGfKz4ccnITMJnAKgbj/TxW+A9cfiCD+diIWZho+eqE/vhr40CXBBo9HQqbYXa8a14bsRzdjzemem964rCbcQwmikp9tYCpJuF20moK5eLoQQQlRW+/bt4+uvv6ZBgwZFyidPnswff/zBypUrcXJyYvz48TzxxBPs3LnTRJGK20q5rC6QBnBmA2yfCyjg1wKaDIM/X4bzEer5gNbgURMGL4P1r9zq/W49HswerD8nT8WlsubQFYI97PFzseHyjSz+Oh7H5pMJAIx5pBrVPOyLXVffzwmQRFsIYXwP1r+SFVlB0u2AmnTLnG4hhBCVVXp6OkOHDmXhwoW8//77heUpKSl8++23LF++nI4dOwKwaNEiateuze7du2nVqpWpQn54KQpEb1XnW/93m669C0G5OX9Zgb1fq4f1B0CTZ6BKE/h5uDqkPHSces7CGnp/DsEdIfE0NB1ZXu+kmLiUbH7YfYFeDX0J8XYEID0nn9GL93MlufiIQ40Gejf0ZULHGuUdqhDiISdJt7EUJN12+nRA/Uc/LTtP9uoWQghR6YSFhdGzZ086d+5cJOk+cOAAeXl5dO7cubAsJCSEgIAAdu3addukOycnh5ycnMLXqampZRf8w+b0n7DiKfCqB2PDwazg75LsFDiwWD1uNhr2f6sea7RQp6967FUXXtgJqVfA9T/bZJXDkPLM3Hy+3BpFu5oetKhafF/vV1YdZvvZJBZGnOelrjUZ3jqIWetPcSU5Cy9HK6q62xGXko2fiy21vB0Y2jKgxB5uIYQoa5J0G4u1MwDmuak4WpuTmp1PbEq2JN1CCCEqlRUrVnDw4EH27dtX7FxcXByWlpY4OzsXKffy8iIuLu62bc6cOZMZM2YYO1QB6j7aAPHHYOen4N0A/noLks4ACrhUhe6z1WHk185C0CPg4HXrenOr4gl3OVm6+yJfbD3H/PBzjGpTFTOthv0XrjO2XTXc7a3YfjYJgFydnpnrTzFvy1kyctWe+7mDGtGmurtJ4hZCiP+SpNtYCnq6yU7B19mG1Lg0YlOyqenlYNq4hBBCCCO5dOkSEydOZNOmTVhbWxut3WnTpjFlypTC16mpqfj7+xut/YfGpb3qHO3Yw2pPdNORcG7zrfPhH4E+/9ZrGxfoPF2dk93lXVg3GdpOKu+ob2vDMfWHGkWBb3ecLywfv/wQAa62ADzZ3J9G/s58tuVs4dS+IS0CJOEWQjxQJOk2ln8l3d5O1pyKSyO2hPlEQgghREV14MABEhISaNKkSWGZTqcjIiKCL774go0bN5Kbm0tycnKR3u74+Hi8vb1v266VlRVWVlZlGXrlF7MHFj2mrjoOagLuHAgZiWBpD/4tIWqLeq7Fc9DuZbDzUCc6A4T0UB8PiPjUbA7GJAPwft96/BZ5FR9nazJzdWw6EU90UgYWZhrGd6yOn4stg5r5c/hyMmcT0unTyNe0wQshxH9I0m0s/0q6ffxtAFlMTQghROXSqVMnjh49WqRs5MiRhISEMHXqVPz9/bGwsGDLli30798fgNOnTxMTE0NoaKgpQn547PxUTbgDWkPWDUg8Cb8WLH5W9VF4/P9g6wfqAmh1+5oy0iIURUFTkPgnpuUwfvlBOoR4Ymel/onaOMCZp1sF8nSrQADydXpeWHaQTSfiGdIiAD8Xtcdbq9XQOMCFxgEupnkjQghxB5J0G8u/k25H9df6WNmrWwghRCXi4OBAvXr1ipTZ2dnh5uZWWD569GimTJmCq6srjo6OTJgwgdDQUFm5vCwlnVUXTAPoPU+dv71yBKQX7I9eo7M6T7v3PJOFWJKTsamMWLSXJgEufDm0CV9vi2LP+evsOX8dDwf1b6nH6hYdIWFupmXB0Cbsu3CDpoGSYAshKgZJuo3lZtKt6PCzVwDp6RZCCPHw+b//+z+0Wi39+/cnJyeHbt268eWXX5o6rMrtn8/V51o9wL2GujiacyAkX1TLq3cxXWy3EXMtk2Hf7SUxLYf1x+JYuf8yP+6NKTyfmKauZt+tbvFpCeZmWkKD3cotViGEuF+SdBuLhQ1oLUCfR6BtHgAXrmWYOCghhBCibIWHhxd5bW1tzfz585k/f75pAnrYpMXB4RXqcesX1WczcwgdD+tfAc864PxgLUqXkpnHM9/tITEtBxsLM7LydExdfQRFgRBvB/xcbNh8MoEQbweC3O1MHa4QQtw3SbqNRaNRe7szkwh2UFcGvXQ9i8zcfGwt5WMWQgghRBmI+Bh0OepCaQH/GsLfbJS6UnlQG9PFVgJFUXh9zVEuXsvEz8WGpaNbMvh/u4hPVXu2n380mM51vFgYEU3HEE8TRyuEEMahNXUAlUrBEHNnbRbu9pYAnI1PN2VEQgghhKgMFKV42fXzcGCxetzxrVsrkUNBb/c48GlYLuH9W75Oz+YT8Ww/m1hYdvRyChuOxfJ1RDR/HI3FXKth/lNNCHK347XuIQBUcbahZwMf7K3MmdylJg39ncs9diGEKAvSBWtM/1pMraaXM0np1zgTnyZfGkIIIYS4N4oCS/pA5jUYsU7dW/um8Jlqb3ZwR6j6iOli/JdVBy4z96/TXC1Y1+arp5vgYG3BsO/2otPf+uHg30l130ZVcLCyINjTHgsz6Q8SQlQ+knQbU5Gk259/otSkWwghhBDinsRGwvlt6vH61+CJr9Xjwz/BkZ/V405vmyS0/9p/4TqvrDqMooCVuZacfD0v/XwYczMtOr1CoJst+TqFJoEuPP9ocOF1Go2GznW8TBi5EEKULUm6jalI0u0AwBkZXi6EEEKIe3Xqj1vHR1aAf3O193v9q4ACLV8A38YmC++m7Dwdr6xSF0Pr08iXD/vVZ/T3+9gdfR3Q0cjfmRVjW2FtYWbqUIUQotxJ0m1M/066A+0BpKdbCCGEEPfuZtLtXR/ijsIfL9061+hp6PahaeL6F0VRmPnnSc4nZeDlaMW7fephZ2XOF0814amFu9HpFf73TFNJuIUQDy2TTpyZOXMmzZs3x8HBAU9PT/r27cvp06fveM3x48fp378/QUFBaDQaPv300/IJtjQKk+5kahT0dMemZJOanWfCoIQQQghRIV2LgoQToDWHp1dDja7g4Ksm4G0nQ+95oDXtHGidXuHtX4/z/S51T/CZT9THycYCAHd7K9ZPbMdfkx/F09HalGEKIYRJmbSne9u2bYSFhdG8eXPy8/N5/fXX6dq1KydOnMDOruR9GTMzM6lWrRoDBw5k8uTJ5RzxXfyrp9vJxgJvR2viUrM5G59G00BX08YmhBBCiIrl9J/qc2AbsPeEoStNFkq+Ts/hy8n8dTyeswnp2Fqaka9TOBmXysVrmWg08PbjdegYUnRutplWc5sWhRDi4WHSpHvDhg1FXi9evBhPT08OHDhAu3btSrymefPmNG/eHIDXXnutzGM0yL+SboCa3g7EpWZzJj5dkm4hhBBClJ5eD8fXqMchj5ssjONXU/ho/SkOXrxBRq6uxDqW5lrmDmrI4w18yzk6IYSoGB6oOd0pKWqy6upqvAQ1JyeHnJycwtepqalGa7sYa2f1+WbS7WlPxJlETsfJvG4hhBBClJIuH34NgysHQGsBIT1NEkaeTs8LSw8Scz0TAEdrc9rX8qRFVVdy8/UABHvaU8/XETd7K5PEKIQQFYFBSffJkydZsWIF27dv5+LFi2RmZuLh4UHjxo3p1q0b/fv3x8rq3v7R1ev1TJo0iTZt2lCvXr17aqMkM2fOZMaMGUZr747+Nacb1J5ugBOxZZjoCyGEEKLy0Oth7fNwdCVozKDfV+BUxSShrD54mZjrmbjbW7JkVEtqeTvIcHEhhLgHpVp94+DBg3Tu3JnGjRuzY8cOWrZsyaRJk3jvvfd4+umnURSFN954A19fX2bNmlWkZ7m0wsLCOHbsGCtWrDD42juZNm0aKSkphY9Lly4Ztf0i7D3U57R4AJoGugAQeSmZ7LySh2QJIYQQQhTa9pGacGstYND3UH+AScLIzdczb8s5AJ5/NJg6vo6ScAshxD0qVU93//79eeWVV1i1ahXOzs63rbdr1y4+++wzPvnkE15//fVSBzF+/HjWrVtHREQEfn5+pb6uNKysrO65991gzoHqc3oc5GVTzd0OTwcrEtJyOBhzg9bB7uUThxBCCCEqnmO/wLZZ6nGvT6F2r3K7dWJaDj/sukDvRr5U93Tg2x3nuZKchYeDFU+3Ciy3OIQQojIqVdJ95swZLCws7lovNDSU0NBQ8vJKt0WWoihMmDCBNWvWEB4eTtWqVUt13QPLxgUs7CAvA1Iuo3GvTmiwG79GXmV31DVJuoUQQghRssTT8Ot49bj1BGj8dLne/p3fjvHn0TgWbj9Pp9qerDsSC8CLHavL/tpCCHGfSjW8/N8Jd3R0tEH17yQsLIylS5eyfPlyHBwciIuLIy4ujqysrMI6w4YNY9q0aYWvc3NziYyMJDIyktzcXK5cuUJkZCTnzp0r1T3LlEYDzgHqcbK6X2VoNTcAdkVfM1VUQgghhHgQ6fWQeR1yM2HlCMjLhKqPQudyWoumwLX0HDadUKfGZeXpiiTc0ssthBD3r1RJ979Vr16dDh06sHTpUrKzs+/r5gsWLCAlJYX27dvj4+NT+Pjpp58K68TExBAbG1v4+urVqzRu3JjGjRsTGxvLnDlzaNy4Mc8+++x9xWI0hUl3DAChwWrSHXkpmczcfFNFJYQQQogHiV4HK56C2VVhZhVIOAF2HvDEQtCWfc9ynk7PhmNxpGbnsebQFfJ0CvWrOPFSl5pUc7fj/wY3ZErXWmg0Mo9bCCHul8Fbhh08eJBFixYxZcoUxo8fz+DBgxk9ejQtWrQw+OaKoty1Tnh4eJHXQUFBpbrOZP6TdAe42uLrZM3VlGz2X7hBu5oeJgxOCCGEEA+E8JlwZr16rOhBaw5P/A8cvMrl9p//fY55W85S3dMenV79u2pwc3+ebhXIhE41yiUGIYR4WBjc092oUSM+++wzrl69ynfffUdsbCxt27alXr16zJ07l8TExLKIs+L4T9Kt0WhoFSxDzIUQQghR4PQGiPhYPe67ACYeUR/BHcvl9uk5+SzeeR6AcwnpnE/KwNpCS+9GvuVyfyGEeNgYnHTfZG5uzhNPPMHKlSuZNWsW586d4+WXX8bf359hw4YVGRL+UPlP0g0ULqC2/exD/oOEEEIIISBitvrcYiw0egpcAst1L+4Ve2NIzc4nwNWWqu52APSs74ujdenW5BFCCGGYe0669+/fz7hx4/Dx8WHu3Lm8/PLLREVFsWnTJq5evUqfPn2MGWfFUULS3a6mmnQfu5JKQtr9zYMXQgghRAWWkwZXI9XjNhPL9dYXkjI4FHODb7arvdxhHYL55YXWzOhdlzd61i7XWIQQ4mFi8JzuuXPnsmjRIk6fPk2PHj1YsmQJPXr0QKtV8/eqVauyePFigoKCjB1rxfCfvbqxsMbTwZr6VZw4eiWFbacTGdjM37QxCiGEEMI0Lu0FRaf+SO/kVy63zNfpef+Pkyz+50JhmZejFX0bV8HK3IzhrYPKJQ4hhHhYGZx0L1iwgFGjRjFixAh8fHxKrOPp6cm3335738FVSLauRfbqxr06AB1qeXD0SgrhknQLIYQQDxddHqReAZcguPiPWhbYpsxveyU5iwMXb/DzvkvsOJcEQBVnG8y0Gl7pVgsrc9l/WwghyoPBSffZs2fvWsfS0pLhw4ffU0AV3s29uhNPqnt1FyTd7UM8mff3OSLOJpKn02Nhds8j+4UQQghRkWx5F/6Zpy6aVph0ty6z2yWkZTNn42lWHrjMzQ1frC20/N+gRnSvX3KHiRBCiLJjcNINcOPGDb799ltOnjwJQO3atRk1ahSurq5GDa7CKky6b83rbujnjKudJdczcjl48QYtq7mZMEAhhBBClAtFgWOr1ePNMyDrunpcRj3dx66kMGThbtKy8wFo6OdEI39nhrQMIMTbsUzuKYQQ4s4M7m6NiIggKCiIefPmcePGDW7cuMHnn39O1apViYiIKIsYK54SFlMz02p4tGCP7r9PJZgiKiGEEEKUt2vnIPWyepweB7pcsPcC12pGv1VCWjZjluwnLTufur6O/PJCa34d35YZfepJwi2EECZkcE93WFgYgwcPZsGCBZiZqXOBdDod48aNIywsjKNHjxo9yAqnhKQboFtdL9YcusLKA5eZ1LkmNpYyl0oIIYSo1KK2qs+W9pCbrh4HtlanoxnJ1lMJ7L94nS0nE4hNySbYw44fx7aSLcCEEOIBYXBP97lz53jppZcKE24AMzMzpkyZwrlz54waXIVVmHRfLFLcubYXfi42XM/IZdXByyYITAghhBDlKrog6W47CTwKtuUKesRozS8Ij2Lk4n3M3xrFqbg0HK3N+WZ4c0m4hRDiAWJw0t2kSZPCudz/dvLkSRo2bGiUoCo816rq8/XoIsXmZlqebaue+2Z7NDq9Ut6RCSGEEPdswYIFNGjQAEdHRxwdHQkNDWX9+vWF59u3b49GoynyeP75500YsYnp8uD8dvU4uBMM+RG6fgCNnzFK80t3X2TWhlMA9Gnky9THQvh9QluqutsZpX0hhBDGYfDw8hdffJGJEydy7tw5WrVqBcDu3buZP38+H330EUeOHCms26BBA+NFWpG4BqvPmdcg6wbYuBSeGtTcn//bfJaL1zL563icrCIqhBCiwvDz8+Ojjz6iRo0aKIrC999/T58+fTh06BB169YFYMyYMbz77ruF19ja2poqXNNJPAMRH4OdO+SmqX8H+DQErRm0Hm+UW1y8lsHbvx4DYHyH6rzcrZZR2hVCCGF8BifdQ4YMAeDVV18t8ZxGo0FRFDQaDTqd7v4jrIis7MHeW10w5Vo0+DUtPGVrac7QlgF8GR7F70euStIthBCiwujVq1eR1x988AELFixg9+7dhUm3ra0t3t7epgjvwbFjLhz9+dbrau3VhNuIft5/Cb0Cbau781LXmkZtWwghhHEZnHSfP3++LOKofNyqFyTd54ok3QCP1vTgy/AoDly8UfgDhRBCCFGR6HQ6Vq5cSUZGBqGhoYXly5YtY+nSpXh7e9OrVy/eeuutu/Z25+TkkJOTU/g6NTW1zOIuF5f3q88OvpAWC42fNmrz+To9qw6oa8M81TJA/o4QQogHnMFJd2BgYFnEUfm4VYOLO+B6VLFTDfycMddqiE/N4UpyFn4uD+HQOyGEEBXS0aNHCQ0NJTs7G3t7e9asWUOdOnUAeOqppwgMDMTX15cjR44wdepUTp8+zerVq+/Y5syZM5kxY0Z5hF/2slPg2ln1+PkdYONstF7uv0/Fk56jw9bCjPjUHFxsLehU29MobQshhCg7BifdAFFRUXz66aeFC6rVqVOHiRMnEhwcbNTgKrSb87qvFU+6bSzNqOPryJHLKRyMSZakWwghRIVRq1YtIiMjSUlJYdWqVQwfPpxt27ZRp04dxo4dW1ivfv36+Pj40KlTJ6Kiou74N8K0adOYMmVK4evU1FT8/f3L9H2UmauH1GfnQLBzM1qzJ66mMmqx2oNuaa6ug9uvsR9W5rL9qBBCPOgMTro3btxI7969adSoEW3atAFg586d1K1bl99//50uXboYPcgKya26+nyt5G3UmgS4qEn3xRv0buhbjoEJIYR4mOj1erZt28b27du5ePEimZmZeHh40LhxYzp37mxwcmtpaUn16up3XNOmTdm3bx+fffYZX3/9dbG6LVu2BNTtRu+UdFtZWWFlZWVQHA+sKwfU5ypN71zPQHM3nSk8zs3XAzCouZ9R7yGEEKJsGLxl2GuvvcbkyZPZs2cPc+fOZe7cuezZs4dJkyYxderUsoixYnIr+OPiejQoxbcGaxqormh+4OKN8oxKCCHEQyIrK4v3338ff39/evTowfr160lOTsbMzIxz587xzjvvULVqVXr06MHu3bvv+T56vb7IfOx/i4yMBMDHp5IvGno9GlYMhUt74cpBtcyISXfkpWQ2n4xHq4Glo1syqJkfEzvVIMTb0Wj3EEIIUXYM7uk+efIkP//8c7HyUaNG8emnnxojpsrBpSqggZxUyEgE+6Jzrm4m3SdiU8nMzcfW8p5G+gshhBAlqlmzJqGhoSxcuJAuXbpgYWFRrM7FixdZvnw5Tz75JG+88QZjxoy5Y5vTpk2je/fuBAQEkJaWxvLlywkPD2fjxo1ERUWxfPlyevTogZubG0eOHGHy5Mm0a9eu8m8hGj4LTq2DuCOQl62WGSnpVhSFT/46DcATTfxoW8OdtjXcjdK2EEKI8mFwpufh4UFkZCQ1atQoUh4ZGYmnpyzmUcjCGpz8ISVGndf9n6Tb19kGHydrYlOyOXwphdBg4837EkIIIf766y9q1659xzqBgYFMmzaNl19+mZiYmLu2mZCQwLBhw4iNjcXJyYkGDRqwceNGunTpwqVLl9i8eTOffvopGRkZ+Pv7079/f958801jvaUHU046nPxNPU4u+Aw1ZuBjnB8a/jwax/azSViYaZjYqcbdLxBCCPHAMTjpHjNmDGPHjiU6OprWrVsD6pzuWbNmFVkERaAOMU+JUed1B4YWO90kwIU/jsay9/x1SbqFEEIY1d0S7n+zsLAo1WKo33777W3P+fv7s23btlLfs9I4tQ7yMsHcBvKz1DLPOmBpd99NJ2fm8s5vxwB4oX11/F1l4VUhhKiIDE6633rrLRwcHPjkk0+YNm0aAL6+vkyfPp0XX3zR6AFWaG7BEL21xG3DANrVdOePo7Gs2BfDC+2DC1cjFUIIIcpCfn4+X3/9NeHh4eh0Otq0aUNYWBjW1tamDq3iOrxCfW47CS7sgAvbwe/+hpbn6/TsvXCdr7ZFk5SeS3VPe8I6yA4xQghRURmUdOfn57N8+XKeeuopJk+eTFpaGgAODg5lElyFd3MF86SzJZ7u06gKn/x1htiUbNYcuszg5gHlGJwQQoiHzYsvvsiZM2d44oknyMvLY8mSJezfv58ff/zR1KFVTKlXITpcPW4wGJoMg90LoMXYO152O8eupPD9PxfYfDKeG5l5AGg1MKt/fdkaTAghKjCDkm5zc3Oef/75wv25Jdm+C++C+VwXd4IuD8yKLmJjbWHG2HbVeP+PkywIj6J/Ez/MzaS3WwghhHGsWbOGfv36Fb7+66+/OH36NGZmagLXrVs3WrVqZarwKr5jqwEF/FuBa1W1rOt799SUoig898MBriSrQ9RdbC3oUseLQc38aRroaqSAhRBCmILBGV6LFi04dOiQUW4+c+ZMmjdvjoODA56envTt25fTp0/f9bqVK1cSEhKCtbU19evX588//zRKPEYX0Aps3SDrhpp4l2BIiwCcbS24cC2T9cfiyjlAIYQQldl3331H3759uXr1KgBNmjTh+eefZ8OGDfz++++8+uqrNG/e3MRRVmCn1qnP9frfd1NnE9K5kpyFlbmW5WNasu+Nzswe0JBmQZJwCyFERWdw0j1u3DheeuklvvjiC3bt2sWRI0eKPAyxbds2wsLC2L17N5s2bSIvL4+uXbuSkZFx22v++ecfhgwZwujRozl06BB9+/alb9++HDt2zNC3Uva0ZlCrh3p88vcSq9hZmTOsVSAAaw5dKa/IhBBCPAR+//13hgwZQvv27fn888/53//+h6OjI2+88QZvvfUW/v7+LF++3NRhVkzpCRBTsL95SI/7bi7iTCIALaq60jrYXUa+CSFEJaJRFEUx5AKttviXgEajQVEUNBoNOp3unoNJTEzE09OTbdu20a5duxLrDB48mIyMDNatW1dY1qpVKxo1asRXX31113ukpqbi5ORESkoKjo6O9xxrqZ35C5YPBAcfmHwCSvj8ziWk0XluBBZmGg681QVH6+J7qQohhHj4GOs7Kzk5mVdffZXDhw/z1Vdf0bhxYyNGaXzl/l19Lw4sht8ngm9jGBt+380N+24vEWcSebNnbZ59pNp9tyeEEKLslfb7yuDVy8+fP39fgd1JSkoKAK6utx9KtWvXrmJbk3Xr1o21a9eWWVz3pdqjYOkAabFw5QD4Fx/GV93TgRqe9pxNSGfLyXj6NfYzQaBCCCEqK2dnZ/73v/8RERHBsGHDeOyxx3jvvfdk1fL7cbLgx/+Qx++7qew8HXuirwHQrqbHfbcnhBDiwWLw2KWLFy9SpUoVAgMDizyqVKnCxYsX7zkQvV7PpEmTaNOmDfXq1bttvbi4OLy8vIqUeXl5ERdX8nzonJwcUlNTizzKlbkV1OyqHp/87bbVutf3AeDPozKvWwghhHHExMQwaNAg6tevz9ChQ6lRowYHDhzA1taWhg0bsn79elOHWDFlp8L5gj3Ja/e67+b2nr9OTr4eb0dranja33d7QgghHiwGJ90dOnTg+vXrxcpTUlLo0KHDPQcSFhbGsWPHWLFixT23UZKZM2fi5ORU+PD39zdq+6US0lN9Prf5tlV6FiTd284kkp6TXx5RCSGEqOSGDRuGVqvl448/xtPTk+eeew5LS0tmzJjB2rVrmTlzJoMGDTJ1mBVP5DLQ5YJbDfCodV9N5en0hQuptqvpjkajMUaEQgghHiAGDy+/OXf7v65du4adnd09BTF+/HjWrVtHREQEfn53Hlrt7e1NfHx8kbL4+Hi8vb1LrD9t2rQiw9FTU1PLP/Gu2h7QQMIJSIsHB69iVWp62VPNw47oxAw2n4inb+Mq5RujEEKISmf//v0cPnyY4OBgunXrRtWqVQvP1a5dm4iICP73v/+ZMMIK6MpB2PS2enyP+3HftCA8ii+3niOt4Md2GVouhBCVU6mT7ieeeAJQF00bMWIEVlZWhed0Oh1HjhyhdevWBt1cURQmTJjAmjVrCA8PL/LHwO2EhoayZcsWJk2aVFi2adMmQkNDS6xvZWVVJFaTsHMDnwYQe1gdjtageK+CRqOhT8Mq/N/mM/wvIpo+jXzl124hhBD3pWnTprz99tsMHz6czZs3U79+/WJ1xo69v8TxoZKdAiuHq73cIY9DizH33NT8ref4eKO6TaqLrQVd63jTpU7xH+WFEEJUfKUeXn5zeLaiKDg4OBQZsu3t7c3YsWNZunSpQTcPCwtj6dKlLF++HAcHB+Li4oiLiyMrK6uwzrBhw5g2bVrh64kTJ7JhwwY++eQTTp06xfTp09m/fz/jx4836N7lrlp79Tlq622rDAsNxM7SjBOxqWw5mVA+cQkhhKi0lixZQk5ODpMnT+bKlSt8/fXXpg6pYov8EZJjwDkQ+syHe/xx/Me9MYUJ96uP1WL/m12YNaABVuZmxoxWCCHEA6LUPd2LFi0CICgoiJdffvmeh5L/24IFCwBo3759sXuNGDECUBeB+fc2Za1bt2b58uW8+eabvP7669SoUYO1a9fecfG1B0K1DrDzM4gOB0Up8Yvaxc6SYa2DWBAexby/z9Kptqf0dgshhLhngYGBrFq1ytRhVB6n/1SfW4wFG+d7aiIlM48P/zwJwISO1RnXvrqRghNCCPGgMnhO9zvvvGO0m5dmi/Dw8PBiZQMHDmTgwIFGi6NcBLQCMytIuwpJZ8GjZonVnm1blcU7L3DkcgoRZ5N4VOZ3CSGEuAcZGRkG/UBuaP2HTlYyXNypHtfqfs/NfLMjmrTsfGp5OTC5c8l/CwghhKhcDF69PD4+nmeeeQZfX1/Mzc0xMzMr8hC3YWGjJt4A0bcfYu5mb8Xg5upCb78eulIekQkhhKiEqlevzkcffURsbOxt6yiKwqZNm+jevTvz5s0rx+gqoHObQZ8PHiHgFnxPTVzPyOW7HecBmNylBlqtjGYTQoiHgcE93SNGjCAmJoa33noLHx8fGf5siGrt1YXUzkdAy+duW61HfR8W/3OBzSfjydPpsTAz+LcRIYQQD7nw8HBef/11pk+fTsOGDWnWrBm+vr5YW1tz48YNTpw4wa5duzA3N2fatGk899ztv5cEcLpgT/N77OVWFIWPN54mI1dHXV9HutUtedcVIYQQlY/BSfeOHTvYvn07jRo1KoNwKrnANupzzO7bzusGaBrogru9JUnpueyOvsYjNWSIuRBCCMPUqlWLX375hZiYGFauXMn27dv5559/yMrKwt3dncaNG7Nw4UK6d+8uI9XuRpcHZzepx7V63FMTX/x9jh/3xgDw6mMh0mkhhBAPEYOTbn9//1LNxRYl8G2kzuvOTIJrUeBe8uIpZloNXep48+PeGDYci5OkWwghxD0LCAjgpZde4qWXXjJ1KBVXzG7ISQE7D6jS1ODLfzlwmU82nQHg7cfryHotQgjxkDF43PKnn37Ka6+9xoULF8ognErO3AqqNFGPL+2+Y9VuddW9Ojcej0enlx85hBBCCJO5sEN9rtYetIaNClAUhfnh5wAY1z6YUW2rGjk4IYQQDzqDk+7BgwcTHh5OcHAwDg4OuLq6FnmIu7i5mFrMrjtWax3sjoOVOUnpORyMuVEOgQkhhBCiRDdXLQ9sbfClRy6nEJ2YgbWFlnEdZHswIYR4GBk8vPzTTz8tgzAeIv43k+49d6xmaa6lSx0vVh+6wsr9l2geJD9oCCGEEOUuPxcu71ePb67NYoDVBy8D0LWON/ZWBv/ZJYQQohIw+F//4cOHl0UcDw//FurztbOQkQR27retOqRlAKsPXeG3w1d5o0cdnGwtyilIIYQQQgAQexjys8DWDdwN21c7T6fn9yPqlm39mlQpi+iEEEJUAPe0F1VUVBRvvvkmQ4YMISEhAYD169dz/PhxowZXKdm6qnt8Aly6c293s0AXQrwdyM7Ts6rgl3IhhBBClKObQ8sDQm+768jtbDudyPWMXNztrXik+u1/ZBdCCFG5GZx0b9u2jfr167Nnzx5Wr15Neno6AIcPH+add94xeoCVUinndWs0Gp5uFQjAst0XZdV4IYQQ9yQoKIh3332XmJgYU4dS8dz8rr6H+dwr9qmfd++Gvpib3VM/hxBCiErA4G+A1157jffff59NmzZhaWlZWN6xY0d2777zityiQEDBF/eFnXet2rdxFewszYhOymDTifgyDkwIIURlNGnSJFavXk21atXo0qULK1asICcnx9RhPfj0+ltJd0CoQZdGJaaz+aQ6GnBoqwBjRyaEEKICMTjpPnr0KP369StW7unpSVJSklGCqvSC2qrPsZGQnXrHqvZW5jwdqvZ2v7H2GDcycss4OCGEEJXNpEmTiIyMZO/evdSuXZsJEybg4+PD+PHjOXjwoKnDe3Bd3gvZKWBpD94NDLr0m+3nAehc24tgD/uyiE4IIUQFYXDS7ezsTGxsbLHyQ4cOUaWKLBJSKk5VwLUaKPq7DjEHmNy5JtU97UlMy+HNtcdkmLkQQoh70qRJE+bNm8fVq1d55513+Oabb2jevDmNGjXiu+++u+v3y4IFC2jQoAGOjo44OjoSGhrK+vXrC89nZ2cTFhaGm5sb9vb29O/fn/j4CjpKKzcDfpugHtfqAWalX3s2KT2HXwrWYhnziOzLLYQQDzuDk+4nn3ySqVOnEhcXh0ajQa/Xs3PnTl5++WWGDRtWFjFWTjd7uy9sv2tVawsz/m9QI8y1Gv44GsvG43FlHJwQQojKKC8vj59//pnevXvz0ksv0axZM7755hv69+/P66+/ztChQ+94vZ+fHx999BEHDhxg//79dOzYkT59+hQupDp58mR+//13Vq5cybZt27h69SpPPPFEebw149v4OiSdAQcfeOwjgy79Zvt5cvP1NPRzokVV2fJTCCEedhrFwG7T3NxcwsLCWLx4MTqdDnNzc3Q6HU899RSLFy/GzMysrGI1itTUVJycnEhJScHR0dF0gRz5GVaPAd/GMDa8VJfM2XiaL7aew8/Fhs1THsXa4sH+rIUQQtwfY31nHTx4kEWLFvHjjz+i1WoZNmwYzz77LCEhIYV1jh07RvPmzcnKyjKobVdXVz7++GMGDBiAh4cHy5cvZ8CAAQCcOnWK2rVrs2vXLlq1alXqNk3+XZ1wCr5sCWhg2Fqo1r7Ul0YnptPt0wjydAoLhzWjSx2vsopSCCGEiZX2+8rgnm5LS0sWLlxIdHQ069atY+nSpZw6dYoffvjhgU+4HyiF87oPq/PFSmFch2C8Ha25fCOLb3ecL8PghBBCVCbNmzfn7NmzLFiwgCtXrjBnzpwiCTdA1apVefLJJ0vdpk6nY8WKFWRkZBAaGsqBAwfIy8ujc+fOhXVCQkIICAhg1667T6V6oMQdUZ8DQg1KuBVF4Z3fjpOnU2hfy4POtT3LJj4hhBAVSuknKP2Hv78/MTExdOrUCSsrK2PG9HBw9AXXYLgeBRd3Qa3H7nqJraU5U7vXYvJPh5m/9RwDm/nh6WBdDsEKIYSoyKKjowkMDLxjHTs7OxYtWnTXto4ePUpoaCjZ2dnY29uzZs0a6tSpQ2RkJJaWljg7Oxep7+XlRVzcnadF5eTkFFlNPTX1zouMlrlr59Rn9+qlviQjJ5/P/z7H9rNJWJprmdG7LhoD9/UWQghROd3XppHdu3fnypUrxorl4XOzt/t8RKkv6dOwCg39nMjM1bF018UyCkwIIURlkpCQwJ49e4qV79mzh/379xvUVq1atYiMjGTPnj288MILDB8+nBMnTtxXfDNnzsTJyanw4e/vf1/t3bebSbdbjVJVP5eQToc54Xy1LQqACR2qE+hmV1bRCSGEqGDuK+mWVbTv080ha1FbSn2JVqthbLtgAJbtiSEnX1cGgQkhhKhMwsLCuHTpUrHyK1euEBYWZlBblpaWVK9enaZNmzJz5kwaNmzIZ599hre3N7m5uSQnJxepHx8fj7e39x3bnDZtGikpKYWPkmItV4VJd+l6uhdGRJOQloO/qw0LhjZhfMfS95ALIYSo/O4r6Rb3KbgDaLSQeAqSS/8HRre6Xvg4WXMtI5ffDxffvk0IIYT4txMnTtCkSZNi5Y0bN77vXmq9Xk9OTg5NmzbFwsKCLVtu/ZB8+vRpYmJiCA0NvWMbVlZWhduQ3XyYjKLANbXHujRJt6IobDuTCMD7fevTvb6PDCsXQghRxH0l3V9//TVeXrIq5z2zcQG/5uqxAb3d5mZanglV5+Yt2nleRhwIIYS4IysrqxL3y46NjcXcvPTLu0ybNo2IiAguXLjA0aNHmTZtGuHh4QwdOhQnJydGjx7NlClT2Lp1KwcOHGDkyJGEhoYatHK5yaXHQ266+qO4S9Bdq5+KSyMuNRtrCy0tZXswIYQQJbivpPupp55Cp9Oxdu1aTp48aayYHi7VC1Z5PbfZoMuGNA/AylzL8aup7L94owwCE0IIUVl07dq1cAj3TcnJybz++ut06dKl1O0kJCQwbNgwatWqRadOndi3bx8bN24sbOP//u//ePzxx+nfvz/t2rXD29ub1atXG/39lKmbQ8udA8Hc8q7Vt55OAKB1sLts5SmEEKJEBq9ePmjQINq1a8f48ePJysqiWbNmXLhwAUVRWLFiBf379y+LOCuv6p1g6wcQvQ10eWBmUarLXOws6de4Civ2XWLRzvM0D5Jf14UQQpRszpw5tGvXjsDAQBo3bgxAZGQkXl5e/PDDD6Vu59tvv73jeWtra+bPn8/8+fPvK16TMnA+d/hpdWh5h1oeZRWREEKICs7gnu6IiAgeeeQRANasWYOiKCQnJzNv3jzef/99owdY6fk0Bls3yEmFy/sMunREmyAANh6P50pyVhkEJ4QQojKoUqUKR44cYfbs2dSpU4emTZvy2WefcfToUdOvFP6gMSDpTs3O40DBaLP2tWRPbiGEECUzOOlOSUnB1VXtVd2wYQP9+/fH1taWnj17cvbsWYPaioiIoFevXvj6+qLRaFi7du1dr5k/fz61a9fGxsaGWrVqsWTJEkPfwoNFq4XgjurxyXUGXRri7UhoNTd0eoUfZPswIYQQd2BnZ8fYsWOZP38+c+bMYdiwYVhYlG501UMl6WbSHXzXqtvPJKHTKwR72OHvalvGgQkhhKioDB5e7u/vz65du3B1dWXDhg2sWLECgBs3bmBtbW1QWxkZGTRs2JBRo0bxxBNP3LX+ggULmDZtGgsXLqR58+bs3buXMWPG4OLiQq9evQx9Kw+O+gPh6EqIXAYd3wTL0n9xj2wTxK7oa/y4N4YXO1XH1tLg/6RCCCEeEidOnCAmJobc3Nwi5b179zZRRA8gA3q6V+yLAaBLnTtviSaEEOLhZnCGNmnSJIYOHYq9vT2BgYG0b98eUHut69evb1Bb3bt3p3v37qWu/8MPP/Dcc88xePBgAKpVq8a+ffuYNWtWxU66q3dWF2xJvgjHfoEmz5T60k61vQh0s+XitUwW/3OBce1lb1AhhBBFRUdH069fP44ePYpGoync9eLm1lY6nc6U4T04dPlw47x6fJekOzoxne1nk9BoYGjLgHIITgghREVl8PDycePGsWvXLr777jt27NiBVqs2Ua1atTKf052Tk1OsN93Gxoa9e/eSl5dXpvcuU1ozaDZKPd63UN0jtJTMtBomda4BwFfhUaRkVuDPQQghRJmYOHEiVatWJSEhAVtbW44fP05ERATNmjUjPDzc1OE9OJIvgj4fzK3Bscodqy7drfZyd6jlKUPLhRBC3NE9bRnWrFkz+vXrh729PTqdjsjISFq3bk2bNm2MHV8R3bp145tvvuHAgQMoisL+/fv55ptvyMvLIykpqcRrcnJySE1NLfJ4IDV+BsysIPYwXN5v0KW9G1YhxNuB1Ox8FmyLKqMAhRBCVFS7du3i3Xffxd3dHa1Wi1arpW3btsycOZMXX3zR1OE9OG72crtWU9dcuY3M3HxWHrgEwLDQwPKITAghRAVmcNI9adKkwi1DdDodjz76KE2aNMHf37/Mfy1/66236N69O61atcLCwoI+ffowfPhwgMIe9/+aOXMmTk5OhY8HdpVWOzeoP0A93vAa6Es/1M9Mq+GVbrUAWLTzPNGJ6WURoRBCiApKp9Ph4OAAgLu7O1evXgUgMDCQ06dPmzK0B8v1gqTbJeiO1dYdiSUtO58gN1va1ZCtwoQQQtyZwUn3qlWraNiwIQC///4758+f59SpU0yePJk33njD6AH+m42NDd999x2ZmZlcuHCBmJgYgoKCcHBwwMOj5C+9adOmkZKSUvi4dOlSmcZ4Xzq8AVaOcGU/7PrCoEs7hnjSprobOfl6xi8/RHaezM8TQgihqlevHocPHwagZcuWzJ49m507d/Luu+9SrVo1E0f3ALlxQX12qXrHan8djwOgX2M/tFpNGQclhBCiojM46U5KSsLbW12l888//2TgwIHUrFmTUaNGcfToUaMHWBILCwv8/PwwMzNjxYoVPP7447ft6bayssLR0bHI44HlVAW6fage//3BrW1LSkGj0TB3UCNc7Sw5EZvKzD9PllGQQgghKpo333wTvV4PwLvvvsv58+d55JFH+PPPP5k3b56Jo3uA3Ozpdr190p2Rk0/EWXVKW7d6XuURlRBCiArO4KTby8uLEydOoNPp2LBhA126dAEgMzMTMzMzg9pKT08nMjKSyMhIAM6fP09kZCQxMeriJNOmTWPYsGGF9c+cOcPSpUs5e/Yse/fu5cknn+TYsWN8+OGHhr6NB1fjp6Hqo6DLgaM/G3Spl6M1nwxURyF8v+sip+PSyiJCIYQQFUy3bt0Kt+asXr06p06dIikpiYSEBDp27Gji6B4ghT3dQbetEnEmkdx8PQGuttTyciiXsIQQQlRsBifdI0eOZNCgQdSrVw+NRkPnzp0B2LNnDyEhIQa1tX//fho3bkzjxo0BmDJlCo0bN+btt98GIDY2tjABB3VO2ieffELDhg3p0qUL2dnZ/PPPPwQFBRn6Nh5cGg2EPK4eXz1k8OUdQjzpXk8dibBo53ljRiaEEKICysvLw9zcnGPHjhUpd3V1LdwyTKDuHFKK4eV/nYgHoGsdL/n8hBBClIrB+3RPnz6devXqcenSJQYOHIiVlRUAZmZmvPbaawa11b59+8K9QkuyePHiIq9r167NoUOGJ6IVjq/6IwRXD6l/BBj4pT6qbVXWH4tj9aErvNKtFm72VmUQpBBCiIrAwsKCgIAA2Yv7btITIC8D0IBzyftu5+n0bDlZkHTX9S7H4IQQQlRkBifdAAMGDChWdnMVcWEE3vVAaw4ZiZB6BZz8DLq8WaAL9as4cfRKCj/ujWF8xxplFKgQQoiK4I033uD111/nhx9+wNXV1dThPJhu9nI7+YG5ZYlV9kRfJzU7H1c7S5oGupRfbEIIISq0e9qne9u2bfTq1Yvq1atTvXp1evfuzfbt240d28PLwgY8a6vH9zDEXKPRMKptEACL/7nIleQsIwYnhBCiovniiy+IiIjA19eXWrVq0aRJkyIPwa09uu8wn3tt5BUAutX1wkxWLRdCCFFKBvd0L126lJEjR/LEE0/w4osvArBz5046derE4sWLeeqpp4we5EPJtzHEHVWT7tq9DL68Z31f5m05x/mkDAZ9tYsfx7QiwM22DAIVQgjxoOvbt6+pQ3jw3WXl8qxcHeuPxgLwRBPDRqAJIYR4uBmcdH/wwQfMnj2byZMnF5a9+OKLzJ07l/fee0+SbmPxbQwHl9xTTzeApbmWZc+2ZOg3eziflMGQhbtZN6EtLnYlD5kTQghReb3zzjumDuHBd5eVy/86EUdGrg5/VxuaydByIYQQBjB4eHl0dDS9ehXvee3duzfnz8tq2Ubz38XU7qUJZxt+eq4VQW62XEnO4pVVR+64cJ0QQgjx0CocXl5yT/fqg+rQ8n6N/WTVciGEEAYxOOn29/dny5Ytxco3b96Mv7+/UYISgGddMLOErBu3fn2/l2YcrPniqSZYmmnZfDKexf/ce1tCCCEqJq1Wi5mZ2W0fgjsOL09Iy2b72UQA+jWuUp5RCSGEqAQMHl7+0ksv8eKLLxIZGUnr1q0BdU734sWL+eyzz4we4EPL3BK86sHVg3B5323nmJVGvSpOvN4jhOm/n+Cj9ad4rJ43Pk42RgxWCCHEg2zNmjVFXufl5XHo0CG+//57ZsyYYaKoHiC5GZCRoB6X0NP998kE9Ao09HemqrtdOQcnhBCiojM46X7hhRfw9vbmk08+4eeffwbU/bN/+ukn+vTpY/QAH2rBHdSk+9AP0GDQfTU1vHUQfx6NY++F63zy1xnmDGxopCCFEEI86Er6fh4wYAB169blp59+YvTo0SaI6gFy7Zz6bOMCNs7FTu+OvgbAozXcyzEoIYQQlYVBw8vz8/N59913ad68OTt27ODatWtcu3aNHTt2SMJdFpqOBI0WzkdAwsn7akqj0fB6T3Ubsl8OXuZkbKoxIhRCCFGBtWrVqsQpYw+d+BPqs2fdYqcURWFXQdLdqppbeUYlhBCikjAo6TY3N2f27Nnk5+eXVTzi35z9oVYP9XjvwvturpG/M4838EFR4J1fj5Odp7vvNoUQQlRMWVlZzJs3jypVZI4yCcfVZ686xU5duJZJfGoOlmZamsiq5UIIIe6BwcPLO3XqxLZt2wgKCiqDcEQxLZ+DU+vg8Aq119vGBR59Fcws7qm5V7uFsPlkPHsvXGf4d3v5ZngzHKzvrS0hhBAVg4uLS5EVtxVFIS0tDVtbW5YuXWrCyB4QhT3dxZPuXVFqL3ejAGesLWTROSGEEIYzOOnu3r07r732GkePHqVp06bY2RVdUKR3795GC04AQY+ofwQknIB9Bb3dbtWh4eB7ai7AzZbvR7Zg9Pf72XP+OkO/2cPikS1wlf27hRCi0vq///u/Ikm3VqvFw8ODli1b4uIivbfE3+zpLj68/OZ87lAZWi6EEOIeaRQDN27Wam8/Il2j0aDTPdhDllNTU3FyciIlJQVHR0dTh1M68Sfg6M9weT9c2A4Nn4J+C+6ryaOXUxi+aC/XM3Kp7mnP0tEt8XayNlLAQgghjKFCfmcZQbm+78zrMLtgxfJpl8HKofCUoii0+HALiWk5/DimFaHBkngLIYS4pbTfVwbv063X62/7eNAT7grLqw50ng6PTFFfn98Ghv1WUkx9Pyd+fi4UHydrziWkM+y7PTLHWwghKqlFixaxcuXKYuUrV67k+++/N0FED5CbvdzOAUUSboCoxAwS03KwNNfSOMC5/GMTQghRKRicdAsT8m8FZpaQegWuRd13c9U97Vn5fCju9laciU9n9obTRghSCCHEg2bmzJm4uxff7srT05MPP/zQBBE9QBJuv3J5+Gl17+5mgS4yn1sIIcQ9MzjpfvHFF5k3b16x8i+++IJJkyYZIyZxO5a24N9SPT4fbpQm/Vxs+XhAAwC+23meiDOJRmlXCCHEgyMmJoaqVasWKw8MDCQmJqbU7cycOZPmzZvj4OCAp6cnffv25fTpoj/Ytm/fHo1GU+Tx/PPP3/d7KDPxt1+5fNOJeAA61/Yqz4iEEEJUMgYn3b/88gtt2rQpVt66dWtWrVpllKDEHVR7VH2O3ma0JjuEeDK0ZQAAz36/n6+2RaHT39/wdSGEEA8OT09Pjhw5Uqz88OHDuLmVfp7ytm3bCAsLY/fu3WzatIm8vDy6du1KRkZGkXpjxowhNja28DF79uz7fg9lJqHklctvZOSy78J1ALrUkaRbCCHEvTN49fJr167h5ORUrNzR0ZGkpCSjBCXuoGp74H11QTW9Hu6wsJ0h3uxZh4S0HDadiOej9ac4cPEGC4Y2wdxMZiAIIURFN2TIEF588UUcHBxo164doCbQEydO5Mknnyx1Oxs2bCjyevHixXh6enLgwIHCdgFsbW3x9vY2TvBlSa+HhJPqsVe9Iqe2nk5Ar0CItwP+rrYmCE4IIURlYXBGVb169WJfugDr16+nWrVqRglK3IFvY7ByhKwbcGm30Zq1sTTjf880ZfaABliZa9l0Ip5XfzmCXnq8hRCiwnvvvfdo2bIlnTp1wsbGBhsbG7p27UrHjh3va053SkoKAK6urkXKly1bhru7O/Xq1WPatGlkZmbeV/xl5noU5KaDmRW4BRc5dXNoufRyCyGEuF8G93RPmTKF8ePHk5iYSMeOHQHYsmULn3zyCZ9++qmx4xP/ZWYOdXrDoaWw6W0Y9ZfRers1Gg2DmvnjamvJc0sPsPrgFXycrHmlW4hR2hdCCGEalpaW/PTTT7z//vtERkZiY2ND/fr1CQwMvOc29Xo9kyZNok2bNtSrd6uX+KmnniIwMBBfX1+OHDnC1KlTOX36NKtXr75tWzk5OeTk5BS+Tk1Nvee4DBKzS32u0hTMLAqLs/N0bCtY40TmcwshhLhfBifdo0aNIicnhw8++ID33nsPgKCgIBYsWMCwYcOMHqAoQce34PhauLwPjq6EhoON2nznOl7M6t+Al1ce5svwKB6p4UGrarI3qRBCVHQ1atSgRo0aRmkrLCyMY8eOsWPHjiLlY8eOLTyuX78+Pj4+dOrUiaioKIKDg//bDKAu0DZjxgyjxGWQiwVJd2BokeI956+TmavD08GK+lWKT6kTQgghDHFPXaQvvPACly9fJj4+ntTUVKKjoyXhLk8O3vDIS+rx5nfUoeZGNqCpH4Oa+aEo8NLPh0nNzjP6PYQQQpSP/v37M2vWrGLls2fPZuDAgQa3N378eNatW8fWrVvx8/O7Y92WLdVdN86dO3fbOtOmTSMlJaXwcenSJYNjuicx/6jPAa2LFG87rfZyd6jliVarKZ9YhBBCVFr3NS7Zw8MDe3t7Y8UiDBEaBq7VIC0WfhwCeVlGv8XbveoS4GrLleQsZvx2wujtCyGEKB8RERH06NGjWHn37t2JiIgodTuKojB+/HjWrFnD33//XeI2ZP8VGRkJgI+Pz23rWFlZ4ejoWORR5lJj4cYF0GjBv0WRU+Fn1P2529fyKPs4hBBCVHqlSrofe+wxdu+++6JdaWlpzJo1i/nz5993YOIuzK1g8FKwclLnpP3yLCjGXfTM3sqcuYMaotHALwcvE346wajtCyGEKB/p6elYWloWK7ewsDBo/nRYWBhLly5l+fLlODg4EBcXR1xcHFlZ6g+/UVFRvPfeexw4cIALFy7w22+/MWzYMNq1a0eDBg2M9n6M4mYvt1c9sL6V5F+6nkl0YgZmWg2tq7ubKDghhBCVSamS7oEDB9K/f3/q1KnD1KlTWblyJTt37uTAgQNs3ryZefPmMWjQIHx8fDh48CC9evUq67gFgFddGPKjuurqqXVwYcfdrzFQsyBXRrQOAuCNNcdIz8k3+j2EEEKUrfr16/PTTz8VK1+xYgV16tQp4YqSLViwgJSUFNq3b4+Pj0/h42bblpaWbN68ma5duxISEsJLL71E//79+f333432XowmpqAzIbDo0PLwggXUmga44GRj8d+rhBBCCIOVaiG10aNH8/TTT7Ny5Up++ukn/ve//xVuE6LRaKhTpw7dunVj37591K5du9Q3j4iI4OOPP+bAgQPExsayZs0a+vbte8drli1bxuzZszl79ixOTk50796djz/+GDe3h3Shr6A2UH8gRC6Fk79B1UeMfotXutVi88l4Ll3PYvzyg8x/qgl2VgavwSeEEMJE3nrrLZ544gmioqKK7Dzy448/snLlylK3o9xlRJW/vz/btm27r1jLzc1F1AKKLqK2rWBU16MytFwIIYSRlHpOt5WVFU8//TS///47N27c4MaNG1y9epXs7GyOHj3KnDlzDEq4ATIyMmjYsGGph6Pv3LmTYcOGMXr0aI4fP87KlSvZu3cvY8aMMei+lU6d3urzyXWg1xu9eVtLc+YMaIiVuZbw04kM/GoXH60/xUfrTxGfmm30+wkhhDCuXr16sXbtWs6dO8e4ceN46aWXuHz5Mps3b77rj92VUm4GxB9TjwNaFRbn5Ov4J+oaAI/WlKRbCCGEcdxzd6WTkxNOTve3jUb37t3p3r17qevv2rWLoKAgXnzx/9u777iq6v+B4697GZcNArIUAScOxE1qzpyZ2zQzR1qWqWVm+fVXmtrQtNRKszJnmZblSnPvvXGLgigoS1T25p7fH0eukhMFLuP9fDzOg3vGPfd9OHA/930/610AfHx8eOuttx44ImupUrElmNtCYgREHIfyDfL9JQIqOrF86HO8sfgo5yITOBep9gE8HHqTP99qjKlJ/swVLoQQomB06tSJTp063bf9zJkzuebZLhXirwGKOi6KrZth84GQm6RkZFPWVkdNj0IYzE0IIUSpUKwypcaNGxMeHs6///6LoihER0fz119/PXBE1hzp6ekkJCTkWkocUx1Uba8+PremwF6mboUyrB7elLdaVOT1pt7Y6kw5HhbHDztDCuw1hRBC5L/ExER+/vlnGjVqhL+/v7HDKXzxd6Yks8893dnGM1EAtKvhikYjU4UJIYTIH8Uq6W7atClLly6lT58+mJub4+bmhr29/SObp0+ZMsVQK29vb4+np2chRlyIqt8ZvO78P/k+ivm9PB2tGNexOp92rsln3dSakW+3XWLW1ouExiYX2OsKIYR4drt372bAgAG4u7vz9ddf07p16yeanaTEib+m/rwn6c7K1rP5XDQAL/o9fHozIYQQIq+KVdJ97tw53nvvPSZMmMCxY8fYuHEjV65c4e23337oc8aNG0d8fLxhCQ8PL8SIC1GVtmBqCbdDIfxwobxk1zoedK3jQbZeYdbWS7T6eidNpmzjf3+fIjEts1BiEEII8WhRUVFMnTqVKlWq8PLLL2Nvb096ejqrV69m6tSpNGzY0NghFr4HJN2Hr9ziVnIGZazMCPBxNFJgQgghSqJilXRPmTKFpk2b8uGHH1K7dm3at2/PDz/8wIIFC4iMjHzgc3Q6HXZ2drmWEsncGmr1VB8f+rFQXlKj0fD1y/58/bI/zao4Y6LVEBGfxvIj4czccqlQYhBCCPFwnTt3plq1apw6dYpZs2YRERHB999/b+ywjO8BSXdO0/K2NVxlnBIhhBD5Ks+lSnh4ONeuXTOsHz58mFGjRvHzzz/na2APkpKSglabO2QTExPg8dOYlArP3anxP7cG4q8XykuamWjpVb88vw4J4NSn7ZjSww+A5UfCiEvJKJQYhBBCPNiGDRsYMmQIkyZNolOnToYys9QzJN1qlzO9XjEk3R1rSdNyIYQQ+SvPSferr77Kjh07ALXJWtu2bTl8+DAff/wxkydPztO5kpKSCAwMJDAwEIDQ0FACAwMJCwsD1KbhAwYMMBzfuXNnVq5cydy5c7l8+TL79u3j3XffpVGjRnh4eOT1UkoeNz/weh6UbDjyS6G/vLXOlFcaeuLrZktKRja/Hbxa6DEIIYS4a+/evSQmJlK/fn0CAgKYPXs2sbGxxg7L+P4zkNqFqERiEtOxNjehSWUnIwYmhBCiJMpz0n3mzBkaNWoEwJ9//kmtWrXYv38/S5cuZdGiRXk619GjR6lbty5169YFYPTo0dStW5cJEyYAEBkZaUjAAQYNGsSMGTOYPXs2tWrV4uWXX6ZatWqsXLkyr5dRcuXUdh9dADcLf1RxjUbD2y0qATB/byhDlxzltV8OEXIjqdBjEUKI0u65555j3rx5REZG8tZbb7F8+XI8PDzQ6/Vs2bKFxMREY4dY+PT6u63B7iTdJ8JvA+osHTpTaQ0ghBAif2mUPLbLtrGx4cyZM3h7e9OlSxeaNm3K2LFjCQsLo1q1aqSmphZUrPkiISEBe3t74uPjS2b/bn02/NgMYs6CtQv0XwVuhTv/ama2npbTd3I97u7fgpO1OYteb0StcnYyDYsQQjyhgiizgoKCmD9/Pr/++itxcXG0bduWtWvX5su580uBltWJUfBNNdBo4ZMbYGLKmBUn+evYNUa2rswH7arl7+sJIYQosZ60vMpzTXfNmjX58ccf2bNnD1u2bKFDhw4ARERE4OQkTbKMTmsCA1aDqx8kx8CSrpAaV6ghmJlomdmnDr0blOfjF6vjV86em8kZdJ69F59x/9Jmxi4uS823EEIYRbVq1Zg2bRrXrl1j2bJlxg6n8OX057b1ABNTAE6E5dR0OxgpKCGEECVZnpPur776ip9++omWLVvSt29f/P39AVi7dq2h2bkwMhsXGLQOnKpASmyhjWZ+r0Y+jkzr5c+bzSvy+5sBtKxW1rAvOCaJN5YcJT5VphUTQghjMTExoVu3bkWulrvA/ac/d3xKJiE3kgGo41nGWFEJIYQowUzz+oSWLVsSGxtLQkICZcrcLZyGDh2KlZVVvgYnnoGlA7T+GFYMggM/QMDb6jYjsLUwY9HrjYhPyeRWSgavzjvI5RvJvLvsBAsGNcREK83NhRBCFJL/TBcWeC0OAG8nKxytzY0UlBBCiJIszzXdqamppKenGxLuq1evMmvWLIKCgnBxccn3AMUzqN4VXGpCejwcmGPsaLC3MsPH2Zp5AxpgYaZl18UbTN1w3thhCSGEKE3+k3TfbVoutdxCCCEKRp6T7q5du7JkyRIA4uLiCAgI4JtvvqFbt27MnTs33wMUz0CrhZZj1ce7p8HyfhBj/CS3Vjl7vnm5DgDz9oTy3bZLLN5/hS3nomW+dSGEEAXrvqQ7DpD+3EIIIQpOnpPu48eP06xZMwD++usvXF1duXr1KkuWLOG7777L9wDFM/LtDPUGABq4sA4WdIDU28aOik613Xm3dWUAZmy5yKdrz/LmkqMM//04CWnS11sIIUQBMfTp9kSvVwgMjwOgrvTnFkIIUUDynHSnpKRga2sLwObNm+nRowdarZbnnnuOq1ev5nuA4hlptdDlexh+CJyrQlocHCz8gdUeZFSbqgxo7EVNDzta+7pgZqLh39NRdPl+LxFxRXvqOSGEEMXUPTXd1+NSiU/NxNxEi6+7rXHjEkIIUWLlOemuXLkyq1evJjw8nE2bNtGuXTsAYmJiSua81yVF2WrQ6mP18cG5hT6N2INotRomd63F+nebsWBQQ1a83YRyDpZcuZlC33kHJfEWQgiRvzJTIeWm+ti+HMF3pq/0cbbGzCTPH4mEEEKIJ5LnEmbChAmMGTMGb29vGjVqROPGjQG11rtu3br5HqDIR9W7gEsNdWC1g0Wv/30dTwf+fLsxFRytuHozhT4/HyBE5vMWQgiRXxIj1Z+mlmDhQEiMWsZUcrE2YlBCCCFKujwn3b169SIsLIyjR4+yadMmw/YXXniBmTNn5mtwIp9ptdDizsBq+76F6HPGjecByjlYsmzoc3g5WRF+K5UeP+xnw+lI6ecthBDi2SXcSbrt3EGjMczPXamsjRGDEkIIUdI9VVsqNzc36tatS0REBNeuqX2jGjVqhK+vb74GJwpA9S5QsRVkpcKf/SEtwdgR3aecgyV/D2tCHU8H4lMzGbb0OP6TNvPaL4c4GxFv7PCEEEIUVzk13bbuAIbWVJJ0CyGEKEh5Trr1ej2TJ0/G3t4eLy8vvLy8cHBw4LPPPkOv1xdEjCI/abXQcz7YlYebwbBulLEjeiBnGx3Lhz7HoCbeeDpaoiiwNziWl77fyzebg4wdnhBCiOLoP0n3ZUm6hRBCFII8J90ff/wxs2fPZurUqZw4cYITJ07w5Zdf8v333zN+/PiCiFHkN2sn6L0YNFo48zdcO2rsiB7IwsyEiV1qsuej1uz+sBVd/D1QFPh+ezD7Q2KNHZ4QQojiJjFK/WnnTlxKBrFJGQD4lJU+3UIIIQpOnpPuxYsX88svvzBs2DBq165N7dq1eeedd5g3bx6LFi0qgBBFgSjfAPxfVR9vm6z+jAuHzDTjxfQIFZys+K5vXfoFVADgk9Vn2Hgmkq6z9/LdtktGjk4IIUSxkBCh/rR1N/TndrOzwEZnasSghBBClHR5Trpv3br1wL7bvr6+3Lp1K1+CEoWkxUegNYPQXTC/PcyqBctfBUUxdmQP9VEHX5xtzLl8I5m3fzvOyWvxzNhykZXHrxk7NCGEEEVdTk23rfvd/twycrkQQogCluek29/fn9mzZ9+3ffbs2fj7++dLUKKQlPGCBq+rj8MPqj9DtqlJeBFlb2nG+JdqAGCi1RDg4wjAuJWnGb70OC2m72DJgStGjFAIIUSRlXhvTbf05xZCCFE48tyeatq0aXTq1ImtW7ca5ug+cOAA4eHh/Pvvv/keoChgzT+C6LNg66aun/kbdkwBnxag0Rg3tofoWqcczjY6XO0sqOhszeDFR9gZdIP1p9UBcr5Yf5421V3xcLAEYOu5aJYfCWdUmyrUKmdvzNCFEEIYi6Lk6tN9+YY6Nogk3UIIIQpanmu6W7RowcWLF+nevTtxcXHExcXRo0cPgoKCaNasWUHEKAqSTVl4/V/otQDafQEmOrXW+/JOY0f2SE0rO1PZxQatVsO3ferS/zkv3n2hCnUrOJCepWf6piAS0jL5ZPVp3lhylK3no/li/Xljhy2EEMXalClTaNiwIba2tri4uNCtWzeCgnLPKJGWlsbw4cNxcnLCxsaGnj17Eh0dbaSI75F6G7LujFti4yY13UIIIQrNU83T7eHhwRdffMHff//N33//zeeff45er2fo0KH5HZ8oTHbud5ubr3q7yI5q/l/2VmZ81q0Wo9tWZVKXmgCsOnGd56du57eDYYbjDobeJCIuleT0LP45GUFGlkxxJ4QQebFr1y6GDx/OwYMH2bJlC5mZmbRr147k5GTDMe+//z7//PMPK1asYNeuXURERNCjRw8jRn1HTi23pSOZWnPCbqYA0qdbCCFEwXuqpPtBbt68yfz58/PrdMJYmn8EZX0hKQoWdoQTS40dUZ7ULu9Aj7rlAEhIy6Kyiw2/DmlEgI8jigKrA68z4vfjjFx2gq9lvm8hhMiTjRs3MmjQIGrWrIm/vz+LFi0iLCyMY8eOARAfH8/8+fOZMWMGrVu3pn79+ixcuJD9+/dz8OBB4wZ/T3/uqPg0svQK5iZaXG0tjBuXEEKIEk/myBC5WTvBG1th5VsQtB7WvANRp6Hd52BSPP5cxr9UgzLW5vh7OtDJzx0TrYaIuFQOhd5i9vZgUjKyAfjt4FWGtahEGWtzI0cshBDFU3x8PACOjuqglseOHSMzM5M2bdoYjvH19aVChQocOHCA55577oHnSU9PJz093bCekJCQ/8He05/7elwqAB4OFmi1RXP8EiGEECVHvtV0ixJEZwt9foMWY9X1Q3Nhy3jjxpQHZazNGf9SDbr4e2By58NURz93dKZaQ8JtfufxYhnpXAghnoper2fUqFE0bdqUWrVqARAVFYW5uTkODg65jnV1dSUqKuqh55oyZQr29vaGxdPTM/8DTlAH28TWjQhD0m2Z/68jhBBC/Ick3eLBtFpo9X/QY566fnQBJMcaN6ZnYGdhRpsargBUd7djWs/aACzaf4Wxf53irV+PEhgeZ8QIhRCieBk+fDhnzpxh+fLlz3yucePGER8fb1jCw8PzIcL/SMxJuj0MSXc5SbqFEEIUgiduL/y4QVDi4uKeNRZRFPm9DAd/gIgTcGQ+tPgI4sLAoUKRnVLsYca298Xe0oyhzSri6WjFt9suERqbzB9H1Q93Oy7c4L02VUhIzSQhLZMP2/viKE3PhRDiPiNGjGDdunXs3r2b8uXLG7a7ubmRkZFBXFxcrtru6Oho3NzcHno+nU6HTqcryJDvSbrduB6ujmIuNd1CCCEKwxPXdN/b7OtBi5eXFwMGDMjTi+/evZvOnTvj4eGBRqNh9erVjzx+0KBBaDSa+5aaNWvm6XVFHmg00HiE+vjwz/BbD/i2NmyZYNy4nkIFJyu+7O6Ht7M1JloNX3SvRbMqzrzZzIc21V3JyFanGvtp92WWHQ5n8KIjpGRkAXDs6m0GLDhM19l7iU5IM/KVCCGEcSiKwogRI1i1ahXbt2/Hx8cn1/769etjZmbGtm3bDNuCgoIICwujcePGhR1ubgl3BlKz8zD06ZaabiGEEIXhiWu6Fy5cmO8vnpycjL+/P4MHD36i6US+/fZbpk6daljPysrC39+fl19+Od9jE/eo0Q22ToT4cAjZrm7b/726vXx9Iwb2bJpUcqZJJWcA9HqFeXsus/lcNJXKWrPpbDSB4XG8/OMB9Aqcj7w7qM/wpcdZNvQ5zEykd4YQonQZPnw4v//+O2vWrMHW1tbQT9ve3h5LS0vs7e0ZMmQIo0ePxtHRETs7O0aOHEnjxo0fOohaockZSM3WjYg49T1darqFEEIUBqMOR92xY0c6duz4xMfn1KrnWL16Nbdv3+b1118viPBEDhNTaD4G/nkPXP3AzgMubVLXh+4AEzNjR/jMtFoNb7WoxFstKgHQp+Et+v1yiLMR6gczE62GrnU82HI2mqNXb/PF+vNMeKmGjHorhChV5s6dC0DLli1zbV+4cCGDBg0CYObMmWi1Wnr27El6ejrt27fnhx9+KORI/0NRIEUdl0SxLktEXDSgjl4uhBBCFLTiMQfUQ8yfP582bdrg5eVl7FBKvvqDwLuZ2pc7LR5mN4Do02oz8/ZfFrv+3Y9T38uR34YEsPtSLDXcbalXoQwudhZsPhvF0F+PsWj/FY5evcUnnWrwXEUnY4crhBCFQlGUxx5jYWHBnDlzmDNnTiFE9ISy0kCvdheK11saZrKQmm4hhBCFodgm3REREWzYsIHff//9kccVytyfpYWTWguMtTO8+DX8PUQdZE2fDfblIC4cmn8Itq7GjTOfNPB2pIG3Y65t7Wq68Xm3WkzdcIEz1xPoO+8gYzv48lbzimhK2BcPQghRYqQnGR5eT1G7BjnbmGNhZmKsiIQQQpQixTbpXrx4MQ4ODnTr1u2Rx02ZMoVJkyYVTlCliV8vSL0N/46Bwz/d3X4rBF5bWeJqvu/12nNedKzlxtQNF1hx7BpTN1zg+NXbdKtbjuZVy2KjK7b/VkIIUTJl3Em6zayJiM8ApJZbCCFE4SmWI0EpisKCBQvo378/5uaPntKpUOb+LK0avQmdZoBdeajaAUwt1IHWTvxm7MgKnJONjukv+zOpS020Gth8Lpp3lh6n9dc7cw26JoQQogjISbrNrQ1zdHvYS9IthBCicBTLpHvXrl0EBwczZMiQxx6r0+mws7PLtYh81HAIjD4Lr/4BrT5Wt236+O7ULCXcwCberHqnKYOb+lDOwZKYxHR6/3SAo1duGTs0IYQQOXKal+tsDNOFSU23EEKIwmLUpDspKYnAwEACAwMBCA0NJTAwkLCwMECtpX7Q3N/z588nICCAWrVqFWa44nEaD4dy9SE9Hta9r44WWwr4ezowoXMN/n2vGQ28ypCYlsWABYc5dvW2sUMTQggB99R035t0y8jlQgghCodRk+6jR49St25d6tatC8Do0aOpW7cuEyZMACAyMtKQgOeIj4/n77//fqJablHItCbQ9QcwMYeLG+HUn8aOqFDZW5rx65AAmlVxJiUjm0ELD/P7oTB+2hXC4v1X2HY+mtik9MefSAghRP5KT1R/6mwNzcvLSU23EEKIQmLUEZ9atmz5yOlHFi1adN82e3t7UlJSCjAq8UxcfKHFWNj+GWz4CCq2VEcz3/wJXNwM/VZAmZI7xZuluQk/9a/PwAWHOXLlNv+36nSu/VoNNK7kRM965elU2x2dqYycK4QQBe6emu6ISGleLoQQonAVyz7doohr+h64+0NaHKwfDaF7YP/3EBukzutdwlmZmzJ/UEN6NyhPgI8jXet40L6mK9VcbdErsC/4JqP/PEnTqdtZfjjs8ScUQgjxbO706dabWxOTqLY4kqRbCCFEYZG5jUT+MzGDrnPg55ZwYR1c3X9337nVEHYQKjxnrOgKhZ2FGdN6+d+3PexmCmsCr7P0UBhRCWn8b+VpgqIT+aRTDUy0Gv46do1vt12kb6MKDGtRSeb+FkKI/HCnpjtNa4WigIlWg6P1o2c/EUIIIfKL1HSLguHmB83GqI9Tb4GVM9Tsoa6vex92TIEjv0BqnNFCNIYKTlaMfKEKe8a2Yky7qgAs3HeFtjN2MXzpccasOEn4rVSmbQziq41Bhu4Xl28k8dOuEOJSMowZvhBCFE93+nSnoNZuO1mbY6KVLzWFEEIUDqnpFgWn2QdwYT1En4b2X0DFVnBpM8ScUxeAzRPAtxM4VwWf5lAhwLgxFxIzEy0jWlfBx9mGsX+f4nJsMpdjkwFoU92Fredj+HFXCKeuxdGialm+3XaJlIxs9oXcZPHrDaUGXAgh8uJOTXeiXh2x3NlGZ8xohBBClDKSdIuCY2oOA9fCzWDwbKRu6/MrnP9HfRx2UE2+T98Z5XwH8OLX0OhNo4RrDJ1qu9OiWln+PRXJ9gsxdKvrQYda7iw7HMaENWfYH3KT/SE3DcfvvniDlcev07N+eSNGLYQQxcydPt3xejXZLmsrSbcQQojCI0m3KFhWjmDV6O56pdbqAuo83lf2qsn39WNwcQP8O0ZtBvj8+1BKanNtdKb0buhJ74aehm19G1WgWRVn5uwIZtPZaPo/54WZiYavN19k8rpzHA69hYmJhvfbVJUPj0II8TgZakui21mSdAshhCh8knQL49FowKeZuigKbP8c9nwN2ybBlT1Q+xW4dgRca0CDwcaOttCVL2PFlB61mXKnK3xmtp4NZ6I4G5HAH0fDAbgQmcCyoc/J1GNCCPEoGWqf7puZZoA0LxdCCFG4JOkWRYNGAy+MB1s3dU7vkO3qksOuPFRtZ7z4igAzEy0/9a/PiqPXMNVqmLfnMsfD4hi1PBA7CzMS0jJ5q0Ul6ng6GDtUIYQoWu40L4/NUEcsl5puIYQQhUmSblG0NHoTfFrA5o8hKQbMbeDqXlg7AoYdAGsnY0doVOXLWPF+W3XUc7/y9ry+6AgbzkQZ9m8+F807LSsxsnUVzE217Lp4g+u3U3mloSdarQa9XkEBGbVXCFG63BlILTpNbRUkSbcQQojCJEm3KHrKVoV+K9THmanwUwuIDYKVb0CvBWBZRt2uKGBuBck34dZltRm6ubVxYy9ELau58Hm3Wiw9GEYjH0dik9JZdyqS77cHs+18DDU87Pjr2DUAohPS6BdQgQELDnMrOYOZferQtLKzka9ACCEKyZ2a7og09WNPWWleLoQQohBplJyJgEuJhIQE7O3tiY+Px87OztjhiCcREQjz20J2BtiVA6fKcHUf6LPAxFzdDuBRD17fAGYWRg3XmNafiuST1ae5nZJ53z4Pewsi4tMA0Grgfx19Gdq8UmGHKITIg9JaZuX7dU/xhPQEOjOL02kubB3dnMouts9+XiGEEKXak5ZX2kKMSYin41FHTaYdK0LCdQjdpSbccDfh1ppCxHFYP1qtAS+lOtV2Z/P7Lejk505lFxuWvhHAoCbeAETEp+Fub0G3Oh7oFfjy3wvsvniDtMxs3lt+gtF/BhJ1JykXQogSQ1EMzcuj0tSB1MralN4vZ4UQQhQ+aV4uiofyDeCtPXB8sfoBqlpHsC4LqbfB2hnCD8NvPSBwqVozbm4FzT+Equ2NHXmhK2urY06/eob1Rj6O3EhK50psMj/0q4eXkzV2lmYsOXCV8WvOULu8A/+cjABg89loxnaoRr8AL7RaDVnZejadjWZN4HXa1XSjl8wPLoQobjJTQNEDkIwl5iZa7Czl448QQojCI6WOKD50NtB4eO5tFneacVRqBW0nqyOfx5xVt63/QJ0T3MSscOMsYsxMtMx5tV6ubR+2r8ams1FcvZnC1ZspmGg1VHO15VxkAuPXnGXlietUd7dj+/kYohLU2u+9wbG0reGKvWXp/n0KIYqZO/25FTSkoMPDxhyNRgaTFEIIUXikebkoOZqMhGH7od9fYO0C8eFw5m91X1o83AyB6HOQlWHcOIsAWwszJnWpaVif8FIN/hn5PJO61MRGZ8qJsDh+PxRGVEIajtbmuNrpSMnI5s8j6vzgen3pbcIvhChm7jQtzza1AjQycrkQQohCJzXdomRxrakuzw2DbZNg7yy1ufnhnwzNCzG3Uacla/cZOJXegcTa13Rj/Es10AADGnuh0WgY2MSbdjVd+WnXZRRFoaWvC40rOrEm8Dpj/z7Nov1XKGurY/yaMzT0dmRi55qcjYhn3alIejUoT6tqLsa+LCGEyO1O0p1hos5uIUm3EEKIwiajl4uSKS0eZtaC9IS728xtAA1kJKrr9p4weBPYlzNKiMVJWmY2jadse+Co6Dk0Gvi/jtVp4F2G2KQMmld1RmdqUohRClHylNYyK1+v+8o+WPQityy9qHd7Cq809GRqz9r5E6gQQohSTUYvF6WbhT00HKI+tiwDff+A/7sO/wuDobvAqYra/Py3HpByy7ixFgMWZia8GlDBsN63kScBPo4A2FqY0qyKM4oCX/x7nu4/7OfNJUd5b1kgpew7PSFEUXSnpjsFS0BquoUQQhQ+aV4uSq5WH4NrLfBqAnYe6jatVp2CrP9KmN8eblyAFYPgtZVgIv8Oj/LG8xW5GJ1EsyrO9H/OC4CT1+KpVNYaG50p8/eG8v32YCzMtNxMymDj2SgW7LvCkOd9jBy5EKJUS1dbNyUp6jRhknQLIQpadnY2mZkPbx0oig8zMzNMTJ695aZkGaLkMjEDv14P3udQAfqtgPnt1Hm/t0yADl8++nyByyDmHLwwoVSOiF7G2px5Axrk2lbH08Hw+I1mFRnyvA8ajYbF+6/w6dqzTPn3PKkZWbSs5sLZiHhuJKbTs3553O3VGqe4lAyWHQ7n6s1k3m9bFVc7mTtXCJHP7tR0J95Jup1tJOkWQhQMRVGIiooiLi7O2KGIfOTg4ICbm9szzXwhSbcovdxqQfe58OcAODgHzK2h5Ti1Nvy/Ik7AmnfUwdicq0C9AYUfbzGQ82Y0oLEXR67cYt2pSL7efJGvN180HPPTrsu80awiITeS2HIumtTMbAC2no9h7mv1aOjt+NDzh99K4ct/z+NgZcaX3f1k2h8hjGD37t1Mnz6dY8eOERkZyapVq+jWrZth/6BBg1i8eHGu57Rv356NGzcWcqR33Jky7HaWmmxLTbcQoqDkJNwuLi5YWVnJ55RiTlEUUlJSiImJAcDd3f2pzyVJtyjdanSF1p/A9s9h9zQIPwRlfcHMEmp0AY96oM+Gf967O/r5nhng11utHU+Lgy7fg6l8iLuXRqNhZp86NK9alpXHrxEYHkdND3sysvScvh7PzK13k3BfN1v0isLF6CT6/HSAl+t78mpABeJTM7G1MKWOpwOKAn8cDefzdedIzlCT9O51y9PI5+EJuhCiYCQnJ+Pv78/gwYPp0aPHA4/p0KEDCxcuNKzrdEZ8j8zISbrVFkpS0y2EKAjZ2dmGhNvJycnY4Yh8Ymmpts6MiYnBxcXlqZuaS9ItRPMPwa4c/DNKbWoeukvdvm8WlPEG67IQeVIdnE1jArdD4Zc2EH1aPc6xErQca6Tgiy4zEy29G3jSu4GnYVu2XmHhvlB2X4rFr5wdrX1dqFehDKmZ2Xy86gyrTlznj6Ph/HE03PCcehUc0CsQGB4HgJW5iTpn+NFwSbqFMIKOHTvSsWPHRx6j0+lwc3MrpIge406f7rhsNdm2tyx93YOEEAUvpw+3lZWVkSMR+S3nnmZmZkrSLcQzqfMquPnB2dXq3Fe3QuHCOrh9RV0A2kyClJuw/bO7CTfAnm/UvuOleM7vJ2Wi1fBGs4q80axiru1W5qbM7FOH156rwDebL3IuMgEXWx1Xb6ZwPCwOAGtzE95vW5Xa5R3o/dMB1p+KZGKXmtjo5G1MiKJm586duLi4UKZMGVq3bs3nn3/+yJqf9PR00tPTDesJCQkPPTbP7tR0JytqbYW1TqYyFEIUHGlSXvLkxz016qfVx/ULe5D09HQmT57Mb7/9RlRUFO7u7kyYMIHBgwcXTtCi5HLzU5ccaQlw/Sjcugymlmpinp4A+79Xm5W/NAvOr4WQ7bDyTWgzEbyef3CfcPFE6ns58vubzxnWYxLSmL8vlJT0bEa2royLnQWKolCxrDWXbySz/lQEfRqqU5lFxqdia2EmSbgQRtahQwd69OiBj48PISEh/N///R8dO3bkwIEDD60hmDJlCpMmTSqYgO706U7GAnNTLTpTSbqFEKKgeXt7M2rUKEaNGmXsUIoEo346fZJ+Yf/Vu3dvoqOjmT9/PpUrVyYyMhK9Xl/AkYpSycIOKrVWF8M2e3h9AyTfgIot1OWHJnD9GCzuDOXqw8B1YH6naZGiwKXNEBcGVk5QsSVYSZPoJ+ViZ8G4jtVzbdNoNPRu4MnUDRf4efdl3Owt2X4+ml8PXsXRWsecV+sSUFH6UglhLK+88orhsZ+fH7Vr16ZSpUrs3LmTF1544YHPGTduHKNHjzasJyQk4Onp+cBj8+xOTXcSltjKl3JCCJHL42pxP/30UyZOnJjn8x45cgRra+unjKrkMWrp8yT9wu61ceNGdu3axeXLl3F0VBMXb2/vAopOiIdwrXH3sWNFeGMLHP4ZzqxUk+/tn0GHKer+HV/A7ul3j7dxVZPyslXz9pqKApd3QvBWtbl728mlujl7j3rlmL09mJAbyQxccNiwPTYpnVd/OUTt8vbcSExHUcDWwpRBTbx5pVEFDofeYtTyEwx+3ue+Ju5CiIJRsWJFnJ2dCQ4OfmjSrdPpCm6wtYxkAJIVC2wsJOkWQoh7RUZGGh7/8ccfTJgwgaCgIMM2Gxsbw2NFUcjOzsbU9PHvpWXLls3fQIu5YtUOdu3atTRo0IBp06ZRrlw5qlatypgxY0hNTTV2aKI0c/NTRzB/eZG6fvAHOLEUtk68m3BXbgP2FSApGhZ1gpgLeXuNHV/Ar93gwGy1r/ma4WoiXkq52Fqw6p0m9AuogIOVGdVcbVkwqAFd63iQrVc4ERbHtdupXI9L5UJUIv9beZpfD1zhnaXHiYhP46uNFwiOSTL2ZQhRKly7do2bN28+01Qrz+TOQGpJWEj3EyGE+A83NzfDYm9vj0ajMaxfuHABW1tbNmzYQP369dHpdOzdu5eQkBC6du2Kq6srNjY2NGzYkK1bt+Y6r7e3N7NmzTKsazQafvnlF7p3746VlRVVqlRh7dq1hXy1xlOsSp/Lly+zd+9eLCwsWLVqFbGxsbzzzjvcvHkz19Qk9yrQwVmEuFeVtlBvIBxfrM7pnaPNRHj+fUi+CUu6qoOwLekKgzeCo8/jz3v7Kuz7Vn3s9zJcWA9hB+DUH+D/yqOfmyMxGlJvg4tvni+rqKriassX3f34ovvdfvitqrnQu4En8amZuNrp0Go0/Hn0GssOhzF+zVnDcZnZChPWnGHpGwEPbFaVrVe4mZSOi51FoVyLEMVJUlISwcHBhvXQ0FACAwNxdHTE0dGRSZMm0bNnT9zc3AgJCeGjjz6icuXKtG/f3jgB3zOQmiTdQojCpCgKqZnZRnltSzOTfBvU7X//+x9ff/01FStWpEyZMoSHh/Piiy/yxRdfoNPpWLJkCZ07dyYoKIgKFSo89DyTJk1i2rRpTJ8+ne+//55+/fpx9epVQwvmkqxYlT56vR6NRsPSpUuxt7cHYMaMGfTq1YsffvjBMI/avQp0cBYh/qv9F3AjCOLDoYwP1OoBDYeo+6ydYOBaWPQSxJyFX7tDze5qAm3pqCbEGi1kZ0DFVmr/b40GdnypbvNpDj3mwd6ZsG0SbP4EnCqrc4k/avC22GCY30ZNutt9AU1GFMqvwhg0Gg1NKzvn2uZXzp7wWynsDY7FVmfKnH71eHPJUfaH3GT29mDealEJc1P193cjMZ2Vx6/x68GrXLudylc9/ejTsAJZ2Xqu3U7F21n6Jglx9OhRWrVqZVjP6Ys9cOBA5s6dy6lTp1i8eDFxcXF4eHjQrl07PvvsM+PN1X3PQGruknQLIQpRamY2NSZsMsprn5vcHivz/HnPmzx5Mm3btjWsOzo64u/vb1j/7LPPWLVqFWvXrmXEiId/zhw0aBB9+/YF4Msvv+S7777j8OHDdOjQIV/iLMqKVenj7u5OuXLlDAk3QPXq1VEUhWvXrlGlSpX7nlOgg7MI8V86WxjyiDdXK0fovxLmt1Pn+9474+6+oPV3H+/7Vp3/26W6WrMN6pRlGg00HgGBv8PNS/DLC2o/8SrtoHpn9adGo/b/DjsEHnVhw0dqwg2w+WO4cR58X1L32RaReXQLkKmJljn96jF/byitfV2o4+nAyNaV+XrzRb7ZcpE/j4VT3c2OpPQsDoXeIlt/t9n+VxuD6FDTnVF/nGBH0A3mD2zAC9VdAfXb6w1nojgRdhs3e0v8y9vTwLvkf1MrRMuWLVEe0b1l0ybjfMB8qKw0QB1ITfp0CyFE3jVo0CDXelJSEhMnTmT9+vVERkaSlZVFamoqYWFhjzxP7dq1DY+tra2xs7MjJiamQGIuaopV6dO0aVNWrFhBUlKSoVP/xYsX0Wq1lC9f/oHPKdDBWYR4GrZuMGA1rHsfrJyhUiu1z+GNINCaQlYqnF0Dt0LUBaBmDyhXT31sag59l8P2yRC8Xe0nfuJXdanaUR1BfccXwD0fih281Kbou76CE7+pC4CtO9TtD63+T03WSyh7SzNGt707eN07LStjb2XOt1svEX4rlfBbd8eF8Pd04NVGnvy8+zIhN5LpMXcfITfUgZh+O3iVF6q7EhSVyP9WnuLEnTnEc7zbujLvt60qc3QKUZSMvcL3W84Qvv0KzaSmWwhRiCzNTDg32ThdayzN8m96xP+OQj5mzBi2bNnC119/TeXKlbG0tKRXr15kZGQ88jxmZma51jUaTamZhcqopc+j+oVVqFCBcePGcf36dZYsWQLAq6++ymeffcbrr7/OpEmTiI2N5cMPP2Tw4MEPbFouRJHlWBEGrHn4/g5TIXibOjVZdoY6R/i9nCtD7yWQlQFX98KFf9W+5Bc3qAuAV1N1jnGAfiugbDUo3xDOroKIE3DjAiRGwu5p4BkAVdoUzLUWQVqthv7PedGjbjm2XYghMS0TRYGmlZ3xudOE3NFax5tLjhoSboDdl2KJiEtlyOIjXLudipW5CV3reHAjMZ2t52P4bnswJ6/F42RtThVXW95s5oOpSbEar1KIkkejIT7DBAWt1HQLIQqVRqPJtybeRcm+ffsYNGgQ3bt3B9Sc7sqVK8YNqogz6l/Bo/qFLVq0iMjIyFzNFGxsbNiyZQsjR46kQYMGODk50bt3bz7//PNCj12IAqWzhZrdHn+cqfnducTrD4S/hsDNYGj/JQS8dX/tdZW26gLqNDqbx8PR+Wof8UqtH903vASy1pnSxd/jgfvaVHchwMeRQ6G36FW/PJdikjgZHseQxUe5djsVVzsd/4x43jDY2tJDVxm/+gy7Lt4wnCMoKoFvetchOSMLE40Ga6llE8IoktKzAGSebiGEyAdVqlRh5cqVdO7cGY1Gw/jx40tNjfXTMmrp87h+YYsWLbpvm6+vL1u2bCnAqIQoptz84J0DkBav9h1/HHNraPUxnPoTok7B+bW5E/3sLLh2RK2Vt3UtsLCLKo1Gww/96rH70g1e9HNn+eFwTobHcT5SnQHh/TZVc41u3i/AC183W/YH3yQjW8/cnSGsDozgyJXbRMSnYmaipV0NV3rVL0+zKmUx0T68CXrIjSQ87C2xNM+/pmFClGaJd5JuGb1cCCGe3YwZMxg8eDBNmjTB2dmZsWPHygxRj6FRHpX1lkAJCQnY29sTHx+PnZ2dscMRwvh2ToWdU8Cpipq0a7Rqn/DjS9Tm7VbO0H+VWoO+ZYLa77xCY3h+lNpkvZS4lZxBoy+2kqVXqFTWmk2jmj+y6fi/pyMZ8ftx9A94h3W10+HjbE1MYjoNvMow/qUa2OhM2XnxBj/sCObIldt4Oloyt199apWzv/8EotQorWVWfl/3oIWH2Rl0g+m9avNyAxlMVQiR/9LS0ggNDcXHxwcLC5lytCR51L190vJKvvIVorR77h04PE8dDf3IfNBnwp5v1H0aLaTEqqOtZ90dbIzboRC6S03SLZ4yKdw7Sx3QrdPX6vRoCREQfx08Gz7rFRUIR2tzOvt7sCbwOh93qv7Yvtov+rmz4u3GXI9LI8DHkRuJ6fx17BqrA68TnZBOdEI6AJdvJHPkym11sJXIu98Sh99Kpcfc/bzk504VV1u61PGgnIOMXSHE00hKu9O8XPp0CyGEMAIpfYQo7SzsoPUnsG4U7PxSHZwNoO1nUKcf/NFPnUscoOl74N0c/v0Abl9R+4R3+S73+aLPwrm16rRlcVfBvy80HwPXj0HUGajXHxKjYdtkULJhaW+oN0BNwLNS4fnR8MKEIjma+tSefnzYvhoeT5j81vdypL6X+tjVzoJa5ewZ96Ivey7GkpSehc5Uy2frzhEaqw7WZmVuQr+ACrzcwJOvNlxg24UYVp64DsCcHcFMeKkGz1dxJiNLj5u9BRb5ODKpECVZkqF5udljjhRCCCHynyTdQgg16T0yH6JPq+sVW0KTkWri+9pKODBHndc7Z4TzrnNgUSd1xHStKVg6QPw1iDypjop+r70z1OdnqzW7BP0LOjs14TazhsxkODIv9/EpN+GlmaAtWkmlztTkiRPuR52jTY27feQDKjrxzeYgXGwtGNDYizLW5gDMG9CAXRdvcOZ6PNsuxBAYHsdHf5/Kda4KjlZM7FKD1r4P7nOfnpWNzrRo/Q6FMIbEOzXdMnq5EEIIY5DSRwihJrcdpsDil8DMCjp/e7em2dwKWnyY+3jv56Hhm2qyfHR+7n0m5lC5LVRtpybVWz+FhOtgbguKHq7sUY/TaGHIJji6AEK2Q4v/qdOjrRulJvOQO468yExV+6p7NVXjKMIcrc35orvffdu1Wg2tfF1o5evCO60q8/Puy/ywI5j0bD0mGg2pmdmE3Uph+NIT/D2sCTU81H5E8SmZrA68zh9HwjkXmYC1uQleTta80siTl+t7yuBsolRKkoHUhBBCGJGUPkIIlU8zdcA0Kyco4/3449t9Do4+kBgFWWlg6w5OldXzWJa5e1y1jmrtt0t1uHYUlvZSk2v/V9UR11+amfu8Ohv4+w018Ta1UL8MyGuN986psG+WmtCPOq3WxBdjJloNw1pW4u0WFdFoNCiKwu2UTN5bfoI9l2J5c8lRetQrR2hsMpvPRZORdXfajuSMbM5FJjBhzVk+X3ceWwtT3OzVWvXudctjblq6pokTpY+iKHenDJOabiGEEEYgpY8Q4q5KrZ/8WDMLaDz88cfpbKB8A/VxxRbwyu9w5m9oO+nBx9fqCVnpsHoYHP4JYs6p846jgMZETe6tHB9eAx59Fg7MVh+nJ8Dhn6HFR09+XUWY5s41azQaHK3Nmd23Hl3n7OXKzRS+3x5sOM7XzZY+DT3pWMudlIws9gbH8sueUMJupXAzOYObyRmM/fs0320L5pve/jxX0Qm9XkGjufsaQpQU6Vl6su9MI2AtNd1CCCGMQEofIUThqtJWXR6lzqtqX/F/RqnN0X9qlnu/XXloOEQd6O3eOcTjr8Had0GfBfYVID4MDv6gjrC+Zwa4+0PzD++OkH71AKx5R/3yoOEbT34Np1bAxQ3QYSrYuDz58/KZvZUZv70RwOL9V8jI0mNnaUbbGq74lbPPlTxXLGvDawFeXI9LJTkjiz0XY5m35zLX41J5dd5BmlZ2JjA8DkszEz7tXJNOtd0ByMzWM+XfC+gVhXdaVcLF1oLMbD2mWo0k56LYyOnPrdGAlQw+KIQQwghknm4hRNF1M0RNoiOOq4Ov6TPVQdbu5VxVrf1Oi1cHckMBcxt1OrNfu6vzi/9Xi7HQchz81Byi7gxO1nayOjp7joxktX/7f5PL2GCY20QdGK58Ixj4j1rrX8wkp2fx6dqz/HXs2n37utbx4ONO1Zm2Mciw39rcBJ+y1lyITKSMtTkv1Xani78HdTwdciXgaZnZMqp6PiqtZVZ+XndobDKtvt6Jrc6U05Pa51OEQgiRm8zTXXLJPN1CiJLNqRK8vj73towUOLcajvyiTkMWe1Fdcng3g5b/A4cKaq32qrfARKc2Mb91GQKXwq5pkJmiJtwaE3Uk9S0T4PZVeH4U/PshXNwIDl5Q7UWo1kEdlE1rqg70ljMS+7XDsPptaDwCXGqog84VE9Y6U75+2Z8X/dy4EJVIgI8jO4NuMGdHMGsCI9hwOoqMbD0mWg1VXW05H5nAmevqPOI3EtNZuO8KC/ddoYKjFeXLWJKYlsX1uFRuJWcwsLEXk7rWyvV6V28mU8HRSmrIRaFLkpHLhRBCGJnUdAshiq+UWxB+CNKT1ITXtWbuQeAUBUK2gWMlddA3gNXDIfC3u8c0/1AdsG37Z49+LTNrcPBUB4UztYSOU2HdaDVhB7D1gMEb1Nc/9SckRECTd0FbvAYqCwyPY/zqM5y+Hg/AlB5+9Gngye5LN0hOz8avnD2XYhJZezKCzWejSc3Mvu8cWg1sfr85lV1sAVh2OIxxK0/zop8b3/etx+UbSaw4do1Ofu74ezoYnpeRpSfsVgqVXWwK5VqLg9JaZuXnde8PieXVeYeo4mLDltEt8ilCIYTIrTTXdLds2ZI6deowa9YsALy9vRk1ahSjRo166HM0Gg2rVq2iW7duz/Ta+XWeR5GabiFE6WblqI6O/jAaDVRuk3tb+y/UKcoSI0Bnr/bntiwD5erDmuHq9GbOVaHrD5AUrfbdvrgJkm/cnYO85VioPwisXdTB3iJPqufbOhGeewdWDgUUdUC45mPUUdS1JlD/9YcPAKcoEHMe7MupfdBzZKap07JV7aDW/OfVtWNwaTOYW0PZalCl3SOnYavj6cDq4U1ZdyoCnamWDrXU/t0tq93tu17ByYoXqruSkpHFnkuxpGVmY6NTR0WfueUiW8/HMGvrJWa/Wo+0zGxmblFbIvx7Oork9CMcuXKLlIxsft59mR51yzGsZSXMTLS8/dsxLkQl8uNr9elQy+2hMV69mUxUfBoBFZ3y/vsQpY7UdAshxMN17tyZzMxMNm7ceN++PXv20Lx5c06ePEnt2rWf+JxHjhzB2to6P8Nk4sSJrF69msDAwFzbIyMjKVOmzIOfVIRICSSEKF0sHaD7j2qz8xZj705vVqmV2g/8yl6o2FJNUgGqvwR6Pdy8BLGX1KblNbqr+3xfVJeoM/Dj83B2FYQfBu40INo5BS6su9tv/Mo+6Dondx/wzFQ4PA9O/Ko2k7dyhhenQ83uanK8ezrs+RpO/QFDd92fMN8MUWvW6/UH+/J3t6fGqXOkH1uU+/jnR0ObTx/5KzLRauhap9xjf5VW5qa0r5k7Of6gXTW2no9h/elIRkQlcDDkJjGJ6dhbmpGQlsmuizcA8HG2JjQ2mZUnrrPyxHXMTbWGqc5WHA1/aNK9LziWNxYfJTUzmyHP+/B/L1bHRCtN1sXDJWfIHN1CCPEwQ4YMoWfPnly7do3y5cvn2rdw4UIaNGiQp4QboGzZsvkZ4iO5uT38S/qipHi1exRCiPxQsQV8cAEavJ57u4U9+Ha6m3Dn0GrVWuLqL6lTmv23ybhbLaj7mvo44bqaOPv3BRQ14TazVvuDn/lLnadcf6dJ9oX1MLsRbBl/t196Siz89Tqse19tPn/oJ3V75EkI3Z37dS/vhHmtYNdUWPii2qQdIC4c5re9m3D7vgQ1uqqP985Q+8MXkOrudnTyc0dRoN+8Q3y77RIAH3WoxtQefjham/N2i0pseb85q4c3pX1NV0y0GjKy9Pi6qc3Rd1+6QXxqpuGcZ67HM2dHMFP+Pc/ri44YmrTP3xvKkMVHCI5JKrDrEcWfoaZbkm4hhLjPSy+9RNmyZVm0aFGu7UlJSaxYsYJu3brRt29fypUrh5WVFX5+fixbtuyR5/T29jY0NQe4dOkSzZs3x8LCgho1arBly5b7njN27FiqVq2KlZUVFStWZPz48WRmqp8FFi1axKRJkzh58iQajTqDSk68Go2G1atXG85z+vRpWrdujaWlJU5OTgwdOpSkpLufEwYNGkS3bt34+uuvcXd3x8nJieHDhxteq6BICSSEEPmh1cfq/OOZKepUYjW6QnYGpN6GF79WpzNb3k+dAu3gXLVWesVA9bl25dSB3nw7q/OK754GxxaqteYZiXdfY//36hcGAOfWwF+D1enRNFqIuwqLu6g176f/UpN/u3LQYx54N1Wfs/Mr2PklrB8D146qA86V8YakGDi6EK7uU2vOy3hD/5Vgqnv0NSuKWpNv7wkedQyb/9fRl7MR8Vy5mQKAh70FL9f3xNxUS+8GnmgALm2mztEF/BR5hLge0zhu04znK5flpe/3cDE6ic1no+hU250Zmy+yYF8o+ntGH2lXw5WOfm6M/fs0O4NusOviLl6q7cFH7avh6WhFWmY22y/EsOFMFF6OVoxuWxWt1IaXWonpknQLIYxEUdTPBcbwoBlYHsDU1JQBAwawaNEiPv74Y8OApytWrCA7O5vXXnuNFStWMHbsWOzs7Fi/fj39+/enUqVKNGrU6LHn1+v19OjRA1dXVw4dOkR8fPwD+3rb2tqyaNEiPDw8OH36NG+++Sa2trZ89NFH9OnThzNnzrBx40a2bt0KgL29/X3nSE5Opn379jRu3JgjR44QExPDG2+8wYgRI3J9qbBjxw7c3d3ZsWMHwcHB9OnThzp16vDmm28+9nqelpRAQgiRH+zc4bWVEB8Ofr3Ugq7Xgrv7nSqp/cn/eRe2f64mygD1BqhJek7teqtxYOUEGz6EmLPqtnafq6OrB29Rm7Jnpan9xvVZUKuXmjwv6ao2gd/3rfoc56rQf1XuJuctPlK/BDg0F04uUxcrJ0hPVL8gyJFwTR3lvcHgh1+vXg//jlH7mwNU7ahOu1a2Kp6OVmwd3YK1JyNYfyqSwc/7YG6qXq8mJ/bzaw2nctg4gtZvbIHgo3xls45fbjiz6qA58/eGciFK/dKhta8LnmUsqVjWhn4BFTA10eLrZseMLRfZci6af05GsOlMFFXdbAiKSiQz+26WHpWQxlc9a0sz9FJK+nQLIYwmMwW+9DDOa/9fxP0t9x5i8ODBTJ8+nV27dtGyZUtAbVres2dPvLy8GDNmjOHYkSNHsmnTJv78888nSrq3bt3KhQsX2LRpEx4e6u/iyy+/pGPH3GPyfPLJJ4bH3t7ejBkzhuXLl/PRRx9haWmJjY0Npqamj2xO/vvvv5OWlsaSJUsMfcpnz55N586d+eqrr3B1dQWgTJkyzJ49GxMTE3x9fenUqRPbtm2TpFsIIYoFr8ZA44fvrzcATq9Qa7tBnd6s00ww+c9bccBQiA1Sm4G7+alTkl07otZuz2ulToGWlaYOrtbjZ3WQtsGb4PhitY+4hQM0HKIONHcvjUYddb32y7B1EoTuujvvefmGahP5W5fVxH3vLKjbX+0vrs9Um9Xr1Obf6LNh/QdqbTwa9bwXN0D4QXXecjc/TE209KhXnh717kn6U27Bsr7qcSbm0PBN9YuFyzthXmvIzqAuMMcc4m/8wqsZH+Ns48v0XrVp5evCf1V3t2PegAZcPH+SNVt3sjPCFMfIeIZpQoizrUBa1a78fSKCv45dIzohjT4NPWnk44iztY6QG0kcDL2FhakWH2dr/MrbozOV+cVLoqQ7Nd22UtMthBAP5OvrS5MmTViwYAEtW7YkODiYPXv2MHnyZLKzs/nyyy/5888/uX79OhkZGaSnp2Nl9WTTpJ4/fx5PT09Dwg3QuPH9n5X++OMPvvvuO0JCQkhKSiIrKyvPs1ecP38ef3//XIO4NW3aFL1eT1BQkCHprlmzJiYmd8t8d3d3Tp8+nafXyispgYQQorBoNND5W/i5pTqg28uL7k+4c3T4CryagGeA+rw2E9Wm39Fn1Fpp11rQ8xc14QZ1OrPWnzz4XP9Vrj4MXAsZyergcCbm4FpD3ZeRAid+U5ur/9IGIgPV7ZvHQ51Xwf8V2DEFLm0CNNBtLpRvoA5Md/2YWuM+cN3d8+W4fRV+66nWxuvs4ZWl4NNMTcTntYbboerUbTW6En1mB676GL6y/BX7YdvxdHrEN/Xx16i6ujMfpsfz4b2t4TMBTRgte/0fI/8KYs+lWPZcigXUgeKy722vDpS31zGjdjgNLa6hSY5RR5ovV+/Jfp+iSJOabiGE0ZhZqTXOxnrtPBgyZAgjR45kzpw5LFy4kEqVKtGiRQu++uorvv32W2bNmoWfnx/W1taMGjWKjIyMx5/0CR04cIB+/foxadIk2rdvj729PcuXL+ebb77Jt9e4l5mZWa51jUaDXq8vkNfKISWQEEIUJqdK8N5JMDG7W3P8ICamau1yDseKMGwfxFxQa4p9X3r085+EuXWuvtjqNit12rPtn6kJt8ZETehvX4FDP6oLqAlyt7lQq4e6/tpKNeGODFST6ze3q03uQW0S/1sPdQo2u3Lw2t/gUl3dZ+Wo1o6fW62O2G5fnps1L+D4Rwtq6S9A9FZw6vrg+BVFHXAuPR4sHdXB6syt1C8kLm6EM3/x4q3LVH1nGX+djmPT2Siu3EwmW6+gM9XSwLsMGjSci0ygX/IiGh355+65Q3ZwoecWlh6/yf6QWBp4OdKzfnmiEtK4fjuVvv4OOETtV6dge1zfd2FUSYY+3WaPOVIIIfKZRvPETbyNrXfv3rz33nv8/vvvLFmyhGHDhqHRaNi3bx9du3bltdfUAWP1ej0XL16kRo0ajzmjqnr16oSHhxMZGYm7u/q54ODBg7mO2b9/P15eXnz88ceGbVevXs11jLm5OdnZ2Y99rUWLFpGcnGyo7d63bx9arZZq1ao9UbwFRZJuIYQobP9t9p0XLr7qUpAavqHOLZ4WDy8vhkqt4fIOdZC3i5vA1l2tqb63JtjSQe1DvqC9OhL7sldg0Dq1dv7Xbmpfcpea8NpfYPef/m0OntBkpGG1RjVfaPYe7PpKHfRty6dqv/M+v6nN7f/sr47mXq6BOge5iTkM3qiOMJ/jyj744zWIOE7l3e/xv1d+538dfcnM1hOTmI6TtTkWZmorgfSz/6JboSbcK7Ka08n2Elbx4ez5eTQrsl6mrjaYwFhbVh91Ix1zTMim9b4vccg8D9U6QZ9fQWtCVraevcGxrD0ZweSutWTgriIiJ+m21kn3ASGEeBgbGxv69OnDuHHjSEhIYNCgQQBUqVKFv/76i/3791OmTBlmzJhBdHT0Eyfdbdq0oWrVqgwcOJDp06eTkJCQK7nOeY2wsDCWL19Ow4YNWb9+PatWrcp1jLe3N6GhoQQGBlK+fHlsbW3R6XJ/6d2vXz8+/fRTBg4cyMSJE7lx4wYjR46kf//+hqblxiKfCIQQQuRm6aDWqpuY3/2GvvIL6pIYrW7T2dz/PCtHePUPmPeCWuM9xVOtfdZnqgnya3+r534STd5VR1RPjoHkO9uW9gKnynebvF/apP5s8VHuhBvUEdtf/RMWv6TWev/WA7yex8zFl3JOVSD8jJqwJ0aiu34CgONuvfnwSjc2JJxkgdlXDDbZQD/zXVjp1QAyMWGtZTeiUzRUyzyvvk7QejI3fsyP5oNZfDCM2KR0NfxKzvSqn3u+U2Echj7d0rxcCCEeaciQIcyfP58XX3zR0Af7k08+4fLly7Rv3x4rKyuGDh1Kt27diI+Pf6JzarVaVq1axZAhQ2jUqBHe3t589913dOjQwXBMly5deP/99xkxYgTp6el06tSJ8ePHM3HiRMMxPXv2ZOXKlbRq1Yq4uDgWLlxo+GIgh5WVFZs2beK9996jYcOGWFlZ0bNnT2bMmPHMv5tnpVEURXn8YSVHQkIC9vb2xMfH57lzvhBCiCcQdlCdzizhurpeobGaAFvk8T03/AgErVcHeTv8szrgGqh9wjtMgWuHQWumPjZ5SNPhs6tgxaDHv1a5BmQOWEevX45zMjyO782+o7PJneZvNm7qAHXpuT9g/J39PD1N9gJwUV+ODfoAQs2r4O1bjxebN6aq2/3TmeRVaS2z8vO6W3+9k8uxyfz5VmMa+TxDKxMhhHiEtLQ0QkND8fHxwcLCwtjhiHz0qHv7pOWVfO0rhBAif1V4Dt4/q87/nXwDXGqAVpv383g2VBeAiq1g5ZsQeQp6L1abttft9/hz1OwODl7qSO0xF+DGeYgNVqdS831RbfJuWQZ8mmNmas6cV+syc8slbKrOgaR/wL0O+LRQ++VdWAdrR0LqbS6XbcNH1wdzVu/DWNNlVNVep6p2JeiBc0DFWeD2et6vWeQ7madbCCGEsUkJJIQQIv9pNGDrqi75wdxK7UeuKOq586JcvSceibx8GSu+6e1/Z+393Durd1Zr3S/vpGL1LpxUzLkY3YQj8aN4Lv0Apld3q0n9jYt3B4orgXbv3s306dM5duwYkZGRrFq1im7duhn2K4rCp59+yrx584iLi6Np06bMnTuXKlWqGCVeG50pKelZ0rxcCCGE0UgJJIQQovjIa8Kd32zd1GnTABugXoUyQBmgMjTorx6TnWX8OAtQcnIy/v7+DB48mB49ety3f9q0aXz33XcsXrwYHx8fxo8fT/v27Tl37pxRmlzuGNOy0F9TCCGEuNdTtPfLP7t376Zz5854eHig0WhYvXr1I4/fuXMnGo3mviUqKqpwAhZCCCEex8T07vzpJVDHjh35/PPP6d69+337FEVh1qxZfPLJJ3Tt2pXatWuzZMkSIiIiHlvGCyGEECWVUZPunG/L58yZk6fnBQUFERkZaVhcXFwKKEIhhBBCPKnQ0FCioqJo06aNYZu9vT0BAQEcOHDgoc9LT08nISEh1yKEEEKUFEZtXt6xY0c6duyY5+e5uLjg4OCQ/wEJIYQQ4qnltDz773yorq6uj2yVNmXKFCZNmlSgsQkhRGEoZRNDlQr5cU+NWtP9tOrUqYO7uztt27Zl3759jzxWvj0XQgghirZx48YRHx9vWMLDw40dkhBC5ImZmTp1ZUpKipEjEfkt557m3OOnUawGUnN3d+fHH3+kQYMGpKen88svv9CyZUsOHTpEvXoPHplWvj0XQgghCoebmxsA0dHRuLu7G7ZHR0dTp06dhz5Pp9Oh0+kKOjwhhCgwJiYmODg4EBMTA4CVlRWaEjyoZmmgKAopKSnExMTg4OCAicnTj9dSrJLuatWqUa1aNcN6kyZNCAkJYebMmfz6668PfM64ceMYPXq0YT0hIQFPT88Cj1UIIYQobXx8fHBzc2Pbtm2GJDshIYFDhw4xbNgw4wYnhBAFLOeLx5zEW5QMDg4Ohnv7tIpV0v0gjRo1Yu/evQ/dL9+eCyGEEPknKSmJ4OBgw3poaCiBgYE4OjpSoUIFRo0axeeff06VKlUMU4Z5eHjkmstbCCFKIo1Gg7u7Oy4uLmRmZho7HJEPzMzMnqmGO0exT7oDAwNzNWETQgghRME5evQorVq1MqzntCYbOHAgixYt4qOPPiI5OZmhQ4cSFxfH888/z8aNG40yR7cQQhiDiYlJviRqouQwatL9uG/Lx40bx/Xr11myZAkAs2bNwsfHh5o1a5KWlsYvv/zC9u3b2bx5s7EuQQghhChVWrZs+ciRXDUaDZMnT2by5MmFGJUQQghRdBk16X7ct+WRkZGEhYUZ9mdkZPDBBx9w/fp1rKysqF27Nlu3bs11DiGEEEIIIYQQoqjQKKVsMrmEhATs7e2Jj4/Hzs7O2OEIIYQQD1Vay6zSet1CCCGKlyctr4p9n+68yvmOQebrFkIIUdTllFWl7PtxKauFEEIUC09aTpe6pDsxMRFApg0TQghRbCQmJmJvb2/sMAqNlNVCCCGKk8eV06WuebleryciIgJbW9t8mbA+Z97v8PDwYtsETq6haJBrML7iHj/INRQV+XUNiqKQmJiIh4cHWq02HyMs2vKzrJa/p6JBrqFokGsoGuQajK+wy+lSV9Ot1WopX758vp/Xzs6uWP7B3UuuoWiQazC+4h4/yDUUFflxDaWphjtHQZTV8vdUNMg1FA1yDUWDXIPxFVY5XXq+NhdCCCGEEEIIIQqZJN1CCCGEEEIIIUQBkaT7Gel0Oj799FN0Op2xQ3lqcg1Fg1yD8RX3+EGuoagoCddQUpSEeyHXUDTINRQNcg1FQ3G/hsKOv9QNpCaEEEIIIYQQQhQWqekWQgghhBBCCCEKiCTdQgghhBBCCCFEAZGkWwghhBBCCCGEKCCSdD+DOXPm4O3tjYWFBQEBARw+fNjYIT3UlClTaNiwIba2tri4uNCtWzeCgoJyHdOyZUs0Gk2u5e233zZSxPebOHHiffH5+voa9qelpTF8+HCcnJywsbGhZ8+eREdHGzHi+3l7e993DRqNhuHDhwNF8x7s3r2bzp074+HhgUajYfXq1bn2K4rChAkTcHd3x9LSkjZt2nDp0qVcx9y6dYt+/fphZ2eHg4MDQ4YMISkpqUhcQ2ZmJmPHjsXPzw9ra2s8PDwYMGAAERERuc7xoHs3derUInENAIMGDbovvg4dOuQ6pijfB+CB/xsajYbp06cbjjHmfXiS99EneR8KCwujU6dOWFlZ4eLiwocffkhWVlahXENpVFzKaimniwYpp4te+SDldNG4DyDl9LOQpPsp/fHHH4wePZpPP/2U48eP4+/vT/v27YmJiTF2aA+0a9cuhg8fzsGDB9myZQuZmZm0a9eO5OTkXMe9+eabREZGGpZp06YZKeIHq1mzZq749u7da9j3/vvv888//7BixQp27dpFREQEPXr0MGK09zty5Eiu+Lds2QLAyy+/bDimqN2D5ORk/P39mTNnzgP3T5s2je+++44ff/yRQ4cOYW1tTfv27UlLSzMc069fP86ePcuWLVtYt24du3fvZujQoYV1CY+8hpSUFI4fP8748eM5fvw4K1euJCgoiC5dutx37OTJk3Pdm5EjRxZG+MDj7wNAhw4dcsW3bNmyXPuL8n0AcsUeGRnJggUL0Gg09OzZM9dxxroPT/I++rj3oezsbDp16kRGRgb79+9n8eLFLFq0iAkTJhTKNZQ2xamslnK6aJByuuiVD1JOF437AFJOPxNFPJVGjRopw4cPN6xnZ2crHh4eypQpU4wY1ZOLiYlRAGXXrl2GbS1atFDee+894wX1GJ9++qni7+//wH1xcXGKmZmZsmLFCsO28+fPK4By4MCBQoow79577z2lUqVKil6vVxSl6N8DQFm1apVhXa/XK25ubsr06dMN2+Li4hSdTqcsW7ZMURRFOXfunAIoR44cMRyzYcMGRaPRKNevXy+02HP89xoe5PDhwwqgXL161bDNy8tLmTlzZsEG94QedA0DBw5Uunbt+tDnFMf70LVrV6V169a5thWl+/Df99EneR/6999/Fa1Wq0RFRRmOmTt3rmJnZ6ekp6cX7gWUAsW5rJZyumiQcrpolg9SThc8Kafzt5yWmu6nkJGRwbFjx2jTpo1hm1arpU2bNhw4cMCIkT25+Ph4ABwdHXNtX7p0Kc7OztSqVYtx48aRkpJijPAe6tKlS3h4eFCxYkX69etHWFgYAMeOHSMzMzPXPfH19aVChQpF9p5kZGTw22+/MXjwYDQajWF7Ub8H9woNDSUqKirX793e3p6AgADD7/3AgQM4ODjQoEEDwzFt2rRBq9Vy6NChQo/5ScTHx6PRaHBwcMi1ferUqTg5OVG3bl2mT59e5JoE79y5ExcXF6pVq8awYcO4efOmYV9xuw/R0dGsX7+eIUOG3LevqNyH/76PPsn70IEDB/Dz88PV1dVwTPv27UlISODs2bOFGH3JV9zLaimnjU/K6aJZPoCU00WBlNN5Y/rUzyzFYmNjyc7OznUzAFxdXblw4YKRonpyer2eUaNG0bRpU2rVqmXY/uqrr+Ll5YWHhwenTp1i7NixBAUFsXLlSiNGe1dAQACLFi2iWrVqREZGMmnSJJo1a8aZM2eIiorC3Nz8vjdfV1dXoqKijBPwY6xevZq4uDgGDRpk2FbU78F/5fxuH/S/kLMvKioKFxeXXPtNTU1xdHQskvcmLS2NsWPH0rdvX+zs7Azb3333XerVq4ejoyP79+9n3LhxREZGMmPGDCNGe1eHDh3o0aMHPj4+hISE8H//93907NiRAwcOYGJiUuzuw+LFi7G1tb2v6WlRuQ8Peh99kvehqKioB/6/5OwT+ac4l9VSThcNUk4XzfJByumiQcrpvJGkuxQaPnw4Z86cydXPCsjVZ8TPzw93d3deeOEFQkJCqFSpUmGHeZ+OHTsaHteuXZuAgAC8vLz4888/sbS0NGJkT2f+/Pl07NgRDw8Pw7aifg9KuszMTHr37o2iKMydOzfXvtGjRxse165dG3Nzc9566y2mTJmCTqcr7FDv88orrxge+/n5Ubt2bSpVqsTOnTt54YUXjBjZ01mwYAH9+vXDwsIi1/aich8e9j4qRH6QcrpokHK66JFyuuiQcjpvpHn5U3B2dsbExOS+ke6io6Nxc3MzUlRPZsSIEaxbt44dO3ZQvnz5Rx4bEBAAQHBwcGGElmcODg5UrVqV4OBg3NzcyMjIIC4uLtcxRfWeXL16la1bt/LGG2888riifg9yfreP+l9wc3O7b9CirKwsbt26VaTuTU5BfvXqVbZs2ZLr2/MHCQgIICsriytXrhROgHlUsWJFnJ2dDX87xeU+AOzZs4egoKDH/n+Ace7Dw95Hn+R9yM3N7YH/Lzn7RP4prmW1lNNFg5TTRa98kHK66JByOu8k6X4K5ubm1K9fn23bthm26fV6tm3bRuPGjY0Y2cMpisKIESNYtWoV27dvx8fH57HPCQwMBMDd3b2Ao3s6SUlJhISE4O7uTv369TEzM8t1T4KCgggLCyuS92ThwoW4uLjQqVOnRx5X1O+Bj48Pbm5uuX7vCQkJHDp0yPB7b9y4MXFxcRw7dsxwzPbt29Hr9YYPK8aWU5BfunSJrVu34uTk9NjnBAYGotVq72sKVlRcu3aNmzdvGv52isN9yDF//nzq16+Pv7//Y48tzPvwuPfRJ3kfaty4MadPn871wSrnw2ONGjUK/BpKk+JWVks5XbRIOV20ygcpp4vGfcgh5fTTBSeewvLlyxWdTqcsWrRIOXfunDJ06FDFwcEh10h3RcmwYcMUe3t7ZefOnUpkZKRhSUlJURRFUYKDg5XJkycrR48eVUJDQ5U1a9YoFStWVJo3b27kyO/64IMPlJ07dyqhoaHKvn37lDZt2ijOzs5KTEyMoiiK8vbbbysVKlRQtm/frhw9elRp3Lix0rhxYyNHfb/s7GylQoUKytixY3NtL6r3IDExUTlx4oRy4sQJBVBmzJihnDhxwjBi6NSpUxUHBwdlzZo1yqlTp5SuXbsqPj4+SmpqquEcHTp0UOrWrascOnRI2bt3r1KlShWlb9++ReIaMjIylC5duijly5dXAgMDc/1/5IxSuX//fmXmzJlKYGCgEhISovz2229K2bJllQEDBhSJa0hMTFTGjBmjHDhwQAkNDVW2bt2q1KtXT6lSpYqSlpZmOEdRvg854uPjFSsrK2Xu3Ln3Pd/Y9+Fx76OK8vj3oaysLKVWrVpKu3btlMDAQGXjxo1K2bJllXHjxhXKNZQ2xamslnK66JByumiVD1JOF437kEPK6acjSfcz+P7775UKFSoo5ubmSqNGjZSDBw8aO6SHAh64LFy4UFEURQkLC1OaN2+uODo6KjqdTqlcubLy4YcfKvHx8cYN/B59+vRR3N3dFXNzc6VcuXJKnz59lODgYMP+1NRU5Z133lHKlCmjWFlZKd27d1ciIyONGPGDbdq0SQGUoKCgXNuL6j3YsWPHA/92Bg4cqCiKOh3J+PHjFVdXV0Wn0ykvvPDCfdd28+ZNpW/fvoqNjY1iZ2envP7660piYmKRuIbQ0NCH/n/s2LFDURRFOXbsmBIQEKDY29srFhYWSvXq1ZUvv/wyV0FpzGtISUlR2rVrp5QtW1YxMzNTvLy8lDfffPO+xKIo34ccP/30k2JpaanExcXd93xj34fHvY8qypO9D125ckXp2LGjYmlpqTg7OysffPCBkpmZWSjXUBoVl7JayumiQ8rpolU+SDldNO5DDimnn47mToBCCCGEEEIIIYTIZ9KnWwghhBBCCCGEKCCSdAshhBBCCCGEEAVEkm4hhBBCCCGEEKKASNIthBBCCCGEEEIUEEm6hRBCCCGEEEKIAiJJtxBCCCGEEEIIUUAk6RZCCCGEEEIIIQqIJN1CCCGEEEIIIUQBkaRbCGFUGo2G1atXGzsMIYQQQjyAlNNCPDtJuoUoxQYNGoRGo7lv6dChg7FDE0IIIUo9KaeFKBlMjR2AEMK4OnTowMKFC3Nt0+l0RopGCCGEEPeSclqI4k9quoUo5XQ6HW5ubrmWMmXKAGqTsrlz59KxY0csLS2pWLEif/31V67nnz59mtatW2NpaYmTkxNDhw4lKSkp1zELFiygZs2a6HQ63N3dGTFiRK79sbGxdO/eHSsrK6pUqcLatWsL9qKFEEKIYkLKaSGKP0m6hRCPNH78eHr27MnJkyfp168fr7zyCufPnwcgOTmZ9u3bU6ZMGY4cOcKKFSvYunVrrsJ67ty5DB8+nKFDh3L69GnWrl1L5cqVc73GpEmT6N27N6dOneLFF1+kX79+3Lp1q1CvUwghhCiOpJwWohhQhBCl1sCBAxUTExPF2to61/LFF18oiqIogPL222/nek5AQIAybNgwRVEU5eeff1bKlCmjJCUlGfavX79e0Wq1SlRUlKIoiuLh4aF8/PHHD40BUD755BPDelJSkgIoGzZsyLfrFEIIIYojKaeFKBmkT7cQpVyrVq2YO3durm2Ojo6Gx40bN861r3HjxgQGBgJw/vx5/P39sba2Nuxv2rQper2eoKAgNBoNERERvPDCC4+MoXbt2obH1tbW2NnZERMT87SXJIQQQpQYUk4LUfxJ0i1EKWdtbX1fM7L8Ymlp+UTHmZmZ5VrXaDTo9fqCCEkIIYQoVqScFqL4kz7dQohHOnjw4H3r1atXB6B69eqcPHmS5ORkw/59+/ah1WqpVq0atra2eHt7s23btkKNWQghhCgtpJwWouiTmm4hSrn09HSioqJybTM1NcXZ2RmAFStW0KBBA55//nmWLl3K4cOHmT9/PgD9+vXj008/ZeDAgUycOJEbN24wcuRI+vfvj6urKwATJ07k7bffxsXFhY4dO5KYmMi+ffsYOXJk4V6oEEIIUQxJOS1E8SdJtxCl3MaNG3F3d8+1rVq1aly4cAFQRyxdvnw577zzDu7u7ixbtowaNWoAYGVlxaZNm3jvvfdo2LAhVlZW9OzZkxkzZhjONXDgQNLS0pg5cyZjxozB2dmZXr16Fd4FCiGEEMWYlNNCFH8aRVEUYwchhCiaNBoNq1atolu3bsYORQghhBD/IeW0EMWD9OkWQgghhBBCCCEKiCTdQgghhBBCCCFEAZHm5UIIIYQQQgghRAGRmm4hhBBCCCGEEKKASNIthBBCCCGEEEIUEEm6hRBCCCGEEEKIAiJJtxBCCCGEEEIIUUAk6RZCCCGEEEIIIQqIJN1CCCGEEEIIIUQBkaRbCCGEEEIIIYQoIJJ0CyGEEEIIIYQQBUSSbiGEEEIIIYQQooD8PzUc3ouTBuVTAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n", "\n", "axes[0].set_title('Loss')\n", "axes[0].plot(history['train_loss'], label='Train')\n", "axes[0].plot(history['val_loss'], label='Validation')\n", "axes[0].set_xlabel('Epoch')\n", "axes[0].set_ylabel('Loss (cross-entropy)')\n", "axes[0].legend(loc='best')\n", "\n", "axes[1].set_title('Accuracy')\n", "axes[1].plot(history['train_accuracy'], label='Train')\n", "axes[1].plot(history['val_accuracy'], label='Validation')\n", "axes[1].set_xlabel('Epoch')\n", "axes[1].set_ylabel('Accuracy (%)')\n", "axes[1].legend(loc='best')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "23d2a6d6", "metadata": {}, "source": [ "## 3. Evaluate model on test set\n", "\n", "### 3.1. Calculate test accuracy" ] }, { "cell_type": "code", "execution_count": 14, "id": "748c8a1d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test accuracy: 47.61%\n" ] } ], "source": [ "def evaluate_model(\n", " model: nn.Module,\n", " test_loader: DataLoader\n", ") -> tuple[float, np.ndarray, np.ndarray]:\n", " '''Evaluate model on test set.\n", " \n", " Note: Assumes data is already on the correct device.\n", " '''\n", "\n", " model.eval()\n", " correct = 0\n", " total = 0\n", " all_predictions = []\n", " all_labels = []\n", "\n", " with torch.no_grad():\n", "\n", " for images, labels in test_loader:\n", "\n", " outputs = model(images)\n", " _, predicted = torch.max(outputs.data, 1)\n", "\n", " total += labels.size(0)\n", " correct += (predicted == labels).sum().item()\n", "\n", " all_predictions.extend(predicted.cpu().numpy())\n", " all_labels.extend(labels.cpu().numpy())\n", "\n", " accuracy = 100 * correct / total\n", " return accuracy, np.array(all_predictions), np.array(all_labels)\n", "\n", "test_accuracy, predictions, true_labels = evaluate_model(model, test_loader)\n", "print(f'Test accuracy: {test_accuracy:.2f}%')" ] }, { "cell_type": "markdown", "id": "d9fa2bbf", "metadata": {}, "source": [ "### 3.2. Per-class accuracy" ] }, { "cell_type": "code", "execution_count": 15, "id": "52761fa4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Per-class accuracy:\n", "------------------------------\n", "airplane : 43.40%\n", "automobile : 55.00%\n", "bird : 38.10%\n", "cat : 24.30%\n", "deer : 46.80%\n", "dog : 42.40%\n", "frog : 59.10%\n", "horse : 52.10%\n", "ship : 68.70%\n", "truck : 46.20%\n" ] } ], "source": [ "# Calculate per-class accuracy\n", "class_correct = {name: 0 for name in class_names}\n", "class_total = {name: 0 for name in class_names}\n", "\n", "for pred, true in zip(predictions, true_labels):\n", "\n", " class_name = class_names[true]\n", " class_total[class_name] += 1\n", "\n", " if pred == true:\n", " class_correct[class_name] += 1\n", "\n", "print('Per-class accuracy:')\n", "print('-' * 30)\n", "\n", "for name in class_names:\n", " acc = 100 * class_correct[name] / class_total[name]\n", " print(f'{name:12s}: {acc:.2f}%')" ] }, { "cell_type": "markdown", "id": "ff588a34", "metadata": {}, "source": [ "### 3.3. Visualize predictions" ] }, { "cell_type": "code", "execution_count": 16, "id": "419bbcd0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get a batch of test images\n", "test_images, test_labels = next(iter(test_loader))\n", "\n", "# Make predictions\n", "model.eval()\n", "\n", "with torch.no_grad():\n", " test_outputs = model(test_images)\n", " _, test_preds = torch.max(test_outputs, 1)\n", "\n", "test_preds = test_preds.cpu().numpy()\n", "\n", "# Plot first 10 images with predictions\n", "ncols = 5\n", "nrows = 2\n", "\n", "fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(ncols*2.5, nrows*2.4))\n", "axes = axes.flatten()\n", "\n", "for i, ax in enumerate(axes):\n", "\n", " # Unnormalize and squeeze for plotting (move to CPU first)\n", " img = test_images[i].cpu() * 0.5 + 0.5\n", " img = img.numpy().squeeze()\n", "\n", " true_label = class_names[test_labels[i]]\n", " pred_label = class_names[test_preds[i]]\n", " color = 'black' if true_label == pred_label else 'red'\n", "\n", " ax.set_title(f'True: {true_label}\\nPred: {pred_label}', color=color)\n", " ax.imshow(img, cmap='gray')\n", " ax.axis('off')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "910f5350", "metadata": {}, "source": [ "### 3.4. Confusion matrix" ] }, { "cell_type": "code", "execution_count": 17, "id": "e84a1028", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute confusion matrix\n", "cm = confusion_matrix(true_labels, predictions)\n", "\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", "ax.set_title('Confusion matrix')\n", "im = ax.imshow(cm, cmap='Blues')\n", "\n", "# Add labels\n", "ax.set_xticks(range(len(class_names)))\n", "ax.set_yticks(range(len(class_names)))\n", "ax.set_xticklabels(class_names, rotation=45, ha='right')\n", "ax.set_yticklabels(class_names)\n", "ax.set_xlabel('Predicted label')\n", "ax.set_ylabel('True label')\n", "\n", "# Add text annotations\n", "for i in range(len(class_names)):\n", "\n", " for j in range(len(class_names)):\n", " color = 'white' if cm[i, j] > cm.max() / 2 else 'black'\n", " ax.text(j, i, str(cm[i, j]), ha='center', va='center', color=color)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "55aa4d32", "metadata": {}, "source": [ "### 3.5. Predicted class probability distributions" ] }, { "cell_type": "code", "execution_count": 18, "id": "a4aaabbf", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get predicted probabilities for all test samples\n", "model.eval()\n", "all_probs = []\n", "\n", "with torch.no_grad():\n", " for images, _ in test_loader:\n", " outputs = model(images)\n", " probs = torch.softmax(outputs, dim=1)\n", " all_probs.append(probs.cpu().numpy())\n", "\n", "all_probs = np.concatenate(all_probs, axis=0)\n", "\n", "# Plot probability distributions for each class\n", "fig, axes = plt.subplots(nrows=2, ncols=5, figsize=(12, 4))\n", "\n", "fig.suptitle('Predicted probability distributions by class', fontsize=14, y=1.02)\n", "fig.supxlabel('Predicted probability', fontsize=12)\n", "fig.supylabel('Count', fontsize=12)\n", "\n", "axes = axes.flatten()\n", "\n", "for i, (ax, class_name) in enumerate(zip(axes, class_names)):\n", "\n", " class_probs = all_probs[:, i]\n", " ax.hist(class_probs, bins=50, color='black')\n", " ax.set_title(class_name)\n", " ax.set_xlim(0, 1)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "b8702ea0", "metadata": {}, "source": [ "### 3.6. Evaluation curves" ] }, { "cell_type": "code", "execution_count": 19, "id": "149a622b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Binarize true labels for one-vs-rest evaluation\n", "y_test_bin = label_binarize(true_labels, classes=range(len(class_names)))\n", "\n", "# Create figure with ROC and PR curves side by side\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "# Plot ROC curves for each class\n", "ax1.set_title('ROC curves (one-vs-rest)')\n", "\n", "for i, class_name in enumerate(class_names):\n", " fpr, tpr, _ = roc_curve(y_test_bin[:, i], all_probs[:, i])\n", " roc_auc = auc(fpr, tpr)\n", " ax1.plot(fpr, tpr, label=class_name)\n", "\n", "ax1.plot([0, 1], [0, 1], 'k--', label='Random classifier')\n", "ax1.set_xlabel('False positive rate')\n", "ax1.set_ylabel('True positive rate')\n", "ax1.legend(loc='lower right', fontsize=12)\n", "ax1.set_xlim([0, 1])\n", "ax1.set_ylim([0, 1.05])\n", "\n", "# Plot Precision-Recall curves for each class\n", "ax2.set_title('Precision-recall curves (one-vs-rest)')\n", "\n", "for i, class_name in enumerate(class_names):\n", " precision, recall, _ = precision_recall_curve(y_test_bin[:, i], all_probs[:, i])\n", " ap = average_precision_score(y_test_bin[:, i], all_probs[:, i])\n", " ax2.plot(recall, precision)\n", "\n", "# Random classifier baseline (horizontal line at class prevalence = 1/num_classes)\n", "baseline = 1 / len(class_names)\n", "ax2.axhline(y=baseline, color='k', linestyle='--')\n", "\n", "ax2.set_xlabel('Recall')\n", "ax2.set_ylabel('Precision')\n", "ax2.set_xlim([0, 1])\n", "ax2.set_ylim([0, 1.05])\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "421796e1", "metadata": {}, "source": [ "## 4. Summary\n", "\n", "In this notebook, we built a deep neural network classifier for CIFAR-10 using PyTorch's `nn.Sequential` module. Key observations:\n", "\n", "- Images are converted to grayscale (single channel) before processing\n", "- The model uses only fully connected (dense) layers with no convolution or pooling\n", "- Input images are flattened from 32x32x1 (1024 features) before being passed to the network\n", "- Dropout layers help prevent overfitting\n", "- Without convolutional layers, the model has limited ability to learn spatial features, resulting in lower accuracy compared to CNN-based approaches\n", "- This demonstrates the importance of using appropriate architectures (like CNNs) for image classification tasks" ] }, { "cell_type": "code", "execution_count": 20, "id": "1fdf5d24", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Final test accuracy: 47.61%\n", "Total model parameters: 4,792,298\n" ] } ], "source": [ "print(f'Final test accuracy: {test_accuracy:.2f}%')\n", "print(f'Total model parameters: {sum(p.numel() for p in model.parameters()):,}')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }