From 41096b0d8acf2ec8d94606432080c908908b9b12 Mon Sep 17 00:00:00 2001 From: ValentinaSanchezMelchor Date: Wed, 10 Jul 2024 19:21:36 +0100 Subject: [PATCH 01/10] added modularity_maximization_lifting method + .ipynb file for it. --- .../modularity_maximization_lifting.yaml | 4 + modules/transforms/data_transform.py | 4 + .../modularity_maximization_lifting.py | 86 +++ .../modularity_maximization_lifting.ipynb | 524 ++++++++++++++++++ 4 files changed, 618 insertions(+) create mode 100644 configs/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.yaml create mode 100644 modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py create mode 100644 tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb diff --git a/configs/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.yaml b/configs/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.yaml new file mode 100644 index 00000000..3c33a6ab --- /dev/null +++ b/configs/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.yaml @@ -0,0 +1,4 @@ +transform_type: 'lifting' +transform_name: "ModularityMaximizationLifting" +k_value: null +feature_lifting: ProjectionSum diff --git a/modules/transforms/data_transform.py b/modules/transforms/data_transform.py index 59253ecf..d1a7e8df 100755 --- a/modules/transforms/data_transform.py +++ b/modules/transforms/data_transform.py @@ -12,6 +12,9 @@ from modules.transforms.liftings.graph2hypergraph.knn_lifting import ( HypergraphKNNLifting, ) +from modules.transforms.liftings.graph2hypergraph.modularity_maximization_lifting import ( + ModularityMaximizationLifting, +) from modules.transforms.liftings.graph2simplicial.clique_lifting import ( SimplicialCliqueLifting, ) @@ -19,6 +22,7 @@ TRANSFORMS = { # Graph -> Hypergraph "HypergraphKNNLifting": HypergraphKNNLifting, + "ModularityMaximizationLifting": ModularityMaximizationLifting, # Graph -> Simplicial Complex "SimplicialCliqueLifting": SimplicialCliqueLifting, # Graph -> Cell Complex diff --git a/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py b/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py new file mode 100644 index 00000000..c1737031 --- /dev/null +++ b/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py @@ -0,0 +1,86 @@ +import torch +import torch_geometric + +from modules.transforms.liftings.graph2hypergraph.base import Graph2HypergraphLifting + + +class ModularityMaximizationLifting(Graph2HypergraphLifting): + def __init__(self, num_communities=2, k_neighbors=3, **kwargs): + super().__init__(**kwargs) + self.num_communities = num_communities + self.k_neighbors = k_neighbors + + def modularity_matrix(self, data): + A = torch.zeros((data.num_nodes, data.num_nodes)) + A[data.edge_index[0], data.edge_index[1]] = 1 + k = A.sum(dim=1) + m = data.edge_index.size(1) / 2 + B = A - torch.outer(k, k) / (2 * m) + return B + + def kmeans(self, X, n_clusters, n_iterations=100): + # Initialize cluster centers randomly + centroids = X[torch.randperm(X.shape[0])[:n_clusters]] + + for _ in range(n_iterations): + # Assign points to nearest centroid + distances = torch.cdist(X, centroids) + cluster_assignments = torch.argmin(distances, dim=1) + + # Update centroids + new_centroids = torch.stack( + [X[cluster_assignments == k].mean(dim=0) for k in range(n_clusters)] + ) + + if torch.allclose(centroids, new_centroids): + break + + centroids = new_centroids + + return cluster_assignments + + def detect_communities(self, B): + eigvals, eigvecs = torch.linalg.eigh(B) + leading_eigvecs = eigvecs[ + :, torch.argsort(eigvals, descending=True)[: self.num_communities] + ] + + # Use implemented k-means clustering on the leading eigenvectors + community_assignments = self.kmeans(leading_eigvecs, self.num_communities) + return community_assignments + + def lift_topology(self, data: torch_geometric.data.Data) -> dict: + B = self.modularity_matrix(data) + community_assignments = self.detect_communities(B) + + num_nodes = data.x.shape[0] + num_hyperedges = num_nodes + incidence_matrix = torch.zeros(num_nodes, num_nodes) + + for i in range(num_nodes): + # Find nodes in the same community + same_community = ( + (community_assignments == community_assignments[i]).nonzero().view(-1) + ) + + # Calculate distances to nodes in the same community + distances = torch.norm( + data.x[i].unsqueeze(0) - data.x[same_community], dim=1 + ) + + # Select k nearest neighbors within the community + k = min(self.k_neighbors, len(same_community)) + _, nearest_indices = torch.topk(distances, k, largest=False) + nearest_neighbors = same_community[nearest_indices] + + # Create a hyperedge + incidence_matrix[i, nearest_neighbors] = 1 + incidence_matrix[i, i] = 1 # Include the node itself + + incidence_matrix = incidence_matrix.to_sparse_coo() + + return { + "incidence_hyperedges": incidence_matrix, + "num_hyperedges": num_hyperedges, + "x_0": data.x, + } diff --git a/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb new file mode 100644 index 00000000..32fef66b --- /dev/null +++ b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb @@ -0,0 +1,524 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Graph-to-Hypergraph Modularity Maximization Lifting Tutorial" + ] + }, + { + "cell_type": "markdown", + "source": [ + "***\n", + "This notebook shows how to import a dataset, with the desired lifting, and how to run a neural network using the loaded data.\n", + "\n", + "The notebook is divided into sections:\n", + "\n", + "- [Loading the dataset](#loading-the-dataset) loads the config files for the data and the desired tranformation, createsa a dataset object and visualizes it.\n", + "- [Loading and applying the lifting](#loading-and-applying-the-lifting) defines a simple neural network to test that the lifting creates the expected incidence matrices.\n", + "- [Create and run a simplicial nn model](#create-and-run-a-simplicial-nn-model) simply runs a forward pass of the model to check that everything is working as expected.\n", + "\n", + "***\n", + "***\n", + "\n", + "Note that for simplicity the notebook is setup to use a simple graph. However, there is a set of available datasets that you can play with.\n", + "\n", + "To switch to one of the available datasets, simply change the *dataset_name* variable in [Dataset config](#dataset-config) to one of the following names:\n", + "\n", + "* cocitation_cora\n", + "* cocitation_citeseer\n", + "* cocitation_pubmed\n", + "* MUTAG\n", + "* NCI1\n", + "* NCI109\n", + "* PROTEINS_TU\n", + "* AQSOL\n", + "* ZINC\n", + "***" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imports and utilities" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "outputs": [], + "source": [ + "# With this cell any imported module is reloaded before each cell execution\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "from modules.data.load.loaders import GraphLoader\n", + "from modules.data.preprocess.preprocessor import PreProcessor\n", + "from modules.utils.utils import (\n", + " describe_data,\n", + " load_dataset_config,\n", + " load_model_config,\n", + " load_transform_config,\n", + ")" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading the Dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we just need to spicify the name of the available dataset that we want to load. First, the dataset config is read from the corresponding yaml file (located at `/configs/datasets/` directory), and then the data is loaded via the implemented `Loaders`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Dataset configuration for manual_dataset:\n", + "\n", + "{'data_domain': 'graph',\n", + " 'data_type': 'toy_dataset',\n", + " 'data_name': 'manual',\n", + " 'data_dir': 'datasets/graph/toy_dataset',\n", + " 'num_features': 1,\n", + " 'num_classes': 2,\n", + " 'task': 'classification',\n", + " 'loss_type': 'cross_entropy',\n", + " 'monitor_metric': 'accuracy',\n", + " 'task_level': 'node'}\n" + ] + } + ], + "source": [ + "dataset_name = \"manual_dataset\"\n", + "dataset_config = load_dataset_config(dataset_name)\n", + "loader = GraphLoader(dataset_config)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can then access to the data through the `load()`method:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Dataset only contains 1 sample:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing...\n", + "Done!\n" + ] + }, + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " - Graph with 8 vertices and 13 edges.\n", + " - Features dimensions: [1, 0]\n", + " - There are 0 isolated nodes.\n", + "\n" + ] + } + ], + "source": [ + "dataset = loader.load()\n", + "describe_data(dataset)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading and Applying the Lifting" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this section, we will instantiate the ModularityMaximizationLifting method to apply to the data. This method is inspired by the spectral approach to modularity maximization for community detection, as described in the paper \"Spectral methods for network community detection and graph partitioning\" by M. E. J. Newman [1].\n", + "\n", + "The ModularityMaximizationLifting algorithm works as follows:\n", + "\n", + "1. Compute the modularity matrix B of the graph, as defined in equation (4) of [1]:\n", + "\n", + " B_ij = A_ij - (k_i * k_j) / (2m)\n", + "\n", + " where A is the adjacency matrix, k_i is the degree of node i, and m is the total number of edges.\n", + "\n", + "2. Perform spectral clustering on B to detect communities:\n", + " - Compute the leading eigenvectors of B\n", + " - Apply k-means clustering to these eigenvectors\n", + "\n", + "3. For each node i, create a hyperedge H_i containing:\n", + " - Node i itself\n", + " - The k nearest neighbors of i within its detected community\n", + "\n", + "This lifting is based on both the graph structure and the initial features of the nodes. It creates a hypergraph with the same number of hyperedges as the number of nodes in the original graph, but the size of each hyperedge can vary depending on the community structure.\n", + "\n", + "The computational complexity of the algorithm is approximately O(n^2 + nk), where n is the number of nodes in the graph and k is the number of nearest neighbors considered. The n^2 term comes from the eigendecomposition of the modularity matrix, while the nk term is from the nearest neighbor calculations within communities.\n", + "\n", + "This method aims to preserve the community structure of the original graph in the lifted hypergraph, potentially allowing for more nuanced representations of complex network structures.\n", + "\n", + "For hypergraphs, creating a lifting involves creating the `incidence_hyperedges` matrix.\n", + "\n", + "As before, we can specify the transformation we want to apply through its type and id in the corresponding config files located at `/configs/transforms`.\n", + "\n", + "Note that the *transform_config* dictionary generated below can contain a sequence of transforms if needed. This can also be used to explore liftings from one topological domain to another, for example using two liftings it is possible to achieve a sequence such as: graph -> simplicial complex -> hypergraph.\n", + "\n", + "***\n", + "[1] Newman, M. E. J. (2013). Spectral methods for network community detection and graph partitioning. Physical Review E, 88(4), 042822. https://arxiv.org/abs/1307.7729\n", + "***\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Transform configuration for graph2hypergraph/modularity_maximization_lifting:\n", + "\n", + "{'transform_type': 'lifting',\n", + " 'transform_name': 'ModularityMaximizationLifting',\n", + " 'k_value': None,\n", + " 'feature_lifting': 'ProjectionSum'}\n" + ] + } + ], + "source": [ + "# Define transformation type and id\n", + "transform_type = \"liftings\"\n", + "# If the transform is a topological lifting, it should include both the type of the lifting and the identifier\n", + "transform_id = \"graph2hypergraph/modularity_maximization_lifting\"\n", + "\n", + "# Read yaml file\n", + "transform_config = {\n", + " \"lifting\": load_transform_config(transform_type, transform_id)\n", + " # other transforms (e.g. data manipulations, feature liftings) can be added here\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We than apply the transform via our `PreProcesor`:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Dataset only contains 1 sample:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing...\n", + "Done!\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " - Hypergraph with 8 vertices and 8 hyperedges.\n", + " - The nodes have feature dimensions 1.\n", + " - The hyperedges have feature dimensions 1.\n", + "\n" + ] + } + ], + "source": [ + "lifted_dataset = PreProcessor(dataset, transform_config, loader.data_dir)\n", + "describe_data(lifted_dataset)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create and Run a Simplicial NN Model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this section a simple model is created to test that the used lifting works as intended. In this case the model uses the `incidence_hyperedges` matrix so the lifting should make sure to add it to the data." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Model configuration for hypergraph UNIGCN:\n", + "\n", + "{'in_channels': None,\n", + " 'hidden_channels': 32,\n", + " 'out_channels': None,\n", + " 'n_layers': 2}\n" + ] + } + ], + "source": [ + "from modules.models.hypergraph.unigcn import UniGCNModel\n", + "\n", + "model_type = \"hypergraph\"\n", + "model_id = \"unigcn\"\n", + "model_config = load_model_config(model_type, model_id)\n", + "\n", + "model = UniGCNModel(model_config, dataset_config)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "y_hat = model(lifted_dataset.get(0))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If everything is correct the cell above should execute without errors." + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Example on a bigger dataset" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 8, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Dataset configuration for MUTAG:\n", + "\n", + "{'data_domain': 'graph',\n", + " 'data_type': 'TUDataset',\n", + " 'data_name': 'MUTAG',\n", + " 'data_dir': 'datasets/graph/TUDataset',\n", + " 'num_features': [7, 4],\n", + " 'num_classes': 2,\n", + " 'task': 'classification',\n", + " 'loss_type': 'cross_entropy',\n", + " 'monitor_metric': 'accuracy',\n", + " 'task_level': 'graph',\n", + " 'max_dim_if_lifted': 2,\n", + " 'preserve_edge_attr_if_lifted': False}\n" + ] + } + ], + "source": [ + "dataset_name = \"MUTAG\"\n", + "dataset_config = load_dataset_config(dataset_name)\n", + "loader = GraphLoader(dataset_config)" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 9, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading https://www.chrsmrrs.com/graphkerneldatasets/MUTAG.zip\n", + "Processing...\n", + "Done!\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Dataset contains 188 samples.\n", + "\n", + "Providing more details about sample 0/188:\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " - Graph with 17 vertices and 38 edges.\n", + " - Features dimensions: [7, 4]\n", + " - There are 0 isolated nodes.\n", + "\n" + ] + } + ], + "source": [ + "dataset = loader.load()\n", + "describe_data(dataset)" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 10, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Dataset contains 188 samples.\n", + "\n", + "Providing more details about sample 0/188:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing...\n", + "Done!\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " - Hypergraph with 17 vertices and 17 hyperedges.\n", + " - The nodes have feature dimensions 7.\n", + " - The hyperedges have feature dimensions 7.\n", + "\n" + ] + } + ], + "source": [ + "lifted_dataset = PreProcessor(dataset, transform_config, loader.data_dir)\n", + "describe_data(lifted_dataset)" + ], + "metadata": { + "collapsed": false + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 47d548707e2ec20667bc9a338711baa7ff46e8c8 Mon Sep 17 00:00:00 2001 From: ValentinaSanchezMelchor Date: Wed, 10 Jul 2024 21:52:18 +0100 Subject: [PATCH 02/10] added some comments to modularity_maximization_lifting .ipynb file. --- .../modularity_maximization_lifting.ipynb | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb index 32fef66b..8188d39b 100644 --- a/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb +++ b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb @@ -178,13 +178,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this section, we will instantiate the ModularityMaximizationLifting method to apply to the data. This method is inspired by the spectral approach to modularity maximization for community detection, as described in the paper \"Spectral methods for network community detection and graph partitioning\" by M. E. J. Newman [1].\n", + "In this section, we will instantiate the ModularityMaximizationLifting method to apply to the data. This method is inspired by the spectral approach to modularity maximization for community detection, as described in the paper \"Spectral methods for network community detection and graph partitioning\" by M. E. J. Newman [1]. This method extends the approach described in [1] by applying k-means clustering to the leading eigenvectors of the modularity matrix, allowing for the detection of more than two communities. This modification enables the algorithm to handle more complex community structures while still using the spectral properties of the modularity matrix.\n", "\n", "The ModularityMaximizationLifting algorithm works as follows:\n", "\n", "1. Compute the modularity matrix B of the graph, as defined in equation (4) of [1]:\n", "\n", - " B_ij = A_ij - (k_i * k_j) / (2m)\n", + " $$B_{ij} = A_{ij} - \\frac{k_i k_j}{2m}$$\n", "\n", " where A is the adjacency matrix, k_i is the degree of node i, and m is the total number of edges.\n", "\n", @@ -196,11 +196,13 @@ " - Node i itself\n", " - The k nearest neighbors of i within its detected community\n", "\n", + "The algorithm is initialized with default parameters num_communities=2 and k_neighbors=3, but these can be adjusted to suit different network structures needs.\n", + "\n", "This lifting is based on both the graph structure and the initial features of the nodes. It creates a hypergraph with the same number of hyperedges as the number of nodes in the original graph, but the size of each hyperedge can vary depending on the community structure.\n", "\n", - "The computational complexity of the algorithm is approximately O(n^2 + nk), where n is the number of nodes in the graph and k is the number of nearest neighbors considered. The n^2 term comes from the eigendecomposition of the modularity matrix, while the nk term is from the nearest neighbor calculations within communities.\n", + "The computational complexity of the algorithm is approximately O(n^2 + nk + nct), where n is the number of nodes in the graph, k is the number of nearest neighbors considered, c is the number of communities, and t is the number of iterations in k-means clustering. The n^2 term comes from the eigendecomposition of the modularity matrix, nk is from the nearest neighbor calculations within communities, and nct represents the k-means clustering step.\n", "\n", - "This method aims to preserve the community structure of the original graph in the lifted hypergraph, potentially allowing for more nuanced representations of complex network structures.\n", + "This method aims to preserve the community structure of the original graph in the lifted hypergraph, potentially allowing for more detailed representations of complex network structures.\n", "\n", "For hypergraphs, creating a lifting involves creating the `incidence_hyperedges` matrix.\n", "\n", From b124f9cbc50e918bf6cd75ad2b342e1f7184e0c6 Mon Sep 17 00:00:00 2001 From: ValentinaSanchezMelchor Date: Wed, 10 Jul 2024 23:13:45 +0100 Subject: [PATCH 03/10] tests PASSED, first linting issues have been resolved. --- .../modularity_maximization_lifting.py | 28 +++++----- .../test_modularity_maximization_lifting.py | 51 +++++++++++++++++++ .../modularity_maximization_lifting.ipynb | 2 +- 3 files changed, 66 insertions(+), 15 deletions(-) create mode 100644 test/transforms/liftings/graph2hypergraph/test_modularity_maximization_lifting.py diff --git a/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py b/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py index c1737031..dd320ee0 100644 --- a/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py +++ b/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py @@ -11,25 +11,25 @@ def __init__(self, num_communities=2, k_neighbors=3, **kwargs): self.k_neighbors = k_neighbors def modularity_matrix(self, data): - A = torch.zeros((data.num_nodes, data.num_nodes)) - A[data.edge_index[0], data.edge_index[1]] = 1 - k = A.sum(dim=1) + a = torch.zeros((data.num_nodes, data.num_nodes)) + a[data.edge_index[0], data.edge_index[1]] = 1 + k = a.sum(dim=1) m = data.edge_index.size(1) / 2 - B = A - torch.outer(k, k) / (2 * m) - return B + b = a - torch.outer(k, k) / (2 * m) + return b - def kmeans(self, X, n_clusters, n_iterations=100): + def kmeans(self, x, n_clusters, n_iterations=100): # Initialize cluster centers randomly - centroids = X[torch.randperm(X.shape[0])[:n_clusters]] + centroids = x[torch.randperm(x.shape[0])[:n_clusters]] for _ in range(n_iterations): - # Assign points to nearest centroid - distances = torch.cdist(X, centroids) + # Assign points to the nearest centroid + distances = torch.cdist(x, centroids) cluster_assignments = torch.argmin(distances, dim=1) # Update centroids new_centroids = torch.stack( - [X[cluster_assignments == k].mean(dim=0) for k in range(n_clusters)] + [x[cluster_assignments == k].mean(dim=0) for k in range(n_clusters)] ) if torch.allclose(centroids, new_centroids): @@ -39,8 +39,8 @@ def kmeans(self, X, n_clusters, n_iterations=100): return cluster_assignments - def detect_communities(self, B): - eigvals, eigvecs = torch.linalg.eigh(B) + def detect_communities(self, b): + eigvals, eigvecs = torch.linalg.eigh(b) leading_eigvecs = eigvecs[ :, torch.argsort(eigvals, descending=True)[: self.num_communities] ] @@ -50,8 +50,8 @@ def detect_communities(self, B): return community_assignments def lift_topology(self, data: torch_geometric.data.Data) -> dict: - B = self.modularity_matrix(data) - community_assignments = self.detect_communities(B) + b = self.modularity_matrix(data) + community_assignments = self.detect_communities(b) num_nodes = data.x.shape[0] num_hyperedges = num_nodes diff --git a/test/transforms/liftings/graph2hypergraph/test_modularity_maximization_lifting.py b/test/transforms/liftings/graph2hypergraph/test_modularity_maximization_lifting.py new file mode 100644 index 00000000..37164d2e --- /dev/null +++ b/test/transforms/liftings/graph2hypergraph/test_modularity_maximization_lifting.py @@ -0,0 +1,51 @@ +import pytest +import torch + +from modules.data.utils.utils import load_manual_graph +from modules.transforms.liftings.graph2hypergraph.modularity_maximization_lifting import ( + ModularityMaximizationLifting, +) + + +class TestModularityMaximizationLifting: + """Test the ModularityMaximizationLifting class.""" + + def setup_method(self): + # Load the graph + self.data = load_manual_graph() + + # Initialize the ModularityMaximizationLifting class + self.lifting = ModularityMaximizationLifting(num_communities=2, k_neighbors=3) + + def test_lift_topology(self): + # Set a random seed for reproducibility + torch.manual_seed(42) + + # Test the lift_topology method + lifted_data = self.lifting.lift_topology(self.data.clone()) + + expected_n_hyperedges = self.data.num_nodes + + expected_incidence_1 = torch.tensor( + [ + [1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], + [1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], + [1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], + [0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0], + [0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0], + [0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0], + [0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0], + [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0], + ] + ) + + assert ( + expected_incidence_1 == lifted_data["incidence_hyperedges"].to_dense() + ).all(), "Something is wrong with incidence_hyperedges." + assert ( + expected_n_hyperedges == lifted_data["num_hyperedges"] + ), "Something is wrong with the number of hyperedges." + + +if __name__ == "__main__": + pytest.main([__file__]) diff --git a/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb index 8188d39b..52885fd3 100644 --- a/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb +++ b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb @@ -202,7 +202,7 @@ "\n", "The computational complexity of the algorithm is approximately O(n^2 + nk + nct), where n is the number of nodes in the graph, k is the number of nearest neighbors considered, c is the number of communities, and t is the number of iterations in k-means clustering. The n^2 term comes from the eigendecomposition of the modularity matrix, nk is from the nearest neighbor calculations within communities, and nct represents the k-means clustering step.\n", "\n", - "This method aims to preserve the community structure of the original graph in the lifted hypergraph, potentially allowing for more detailed representations of complex network structures.\n", + "This method aims to preserve the community structure of the original graph in the lifted hypergraph, potentially allowing for more detailed representations of complex network structures. This method is particularly suitable for cases in which the global structure and community organization of the graph are important.\n", "\n", "For hypergraphs, creating a lifting involves creating the `incidence_hyperedges` matrix.\n", "\n", From 6d8b2fe8d32d26f1d7e5ca84f7afaa834ade08cc Mon Sep 17 00:00:00 2001 From: ValentinaSanchezMelchor Date: Wed, 10 Jul 2024 23:52:40 +0100 Subject: [PATCH 04/10] added comments to modularity_maximization_lifting.py. --- .../modularity_maximization_lifting.py | 78 +++++++++++++++++-- 1 file changed, 73 insertions(+), 5 deletions(-) diff --git a/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py b/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py index dd320ee0..bb0f5b3d 100644 --- a/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py +++ b/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py @@ -5,23 +5,67 @@ class ModularityMaximizationLifting(Graph2HypergraphLifting): + r"""Lifts graphs to hypergraph domain using modularity maximization and community detection. + + This method creates hyperedges based on the community structure of the graph and + k-nearest neighbors within each community. + + Parameters + ---------- + num_communities : int, optional + The number of communities to detect. Default is 2. + k_neighbors : int, optional + The number of nearest neighbors to consider within each community. Default is 3. + **kwargs : optional + Additional arguments for the base class. + """ + def __init__(self, num_communities=2, k_neighbors=3, **kwargs): super().__init__(**kwargs) self.num_communities = num_communities self.k_neighbors = k_neighbors def modularity_matrix(self, data): + r"""Compute the modularity matrix B of the graph. + + B_ij = A_ij - (k_i * k_j) / (2m) + + Parameters + ---------- + data : torch_geometric.data.Data + The input graph data. + + Returns + ------- + torch.Tensor + The modularity matrix B. + """ a = torch.zeros((data.num_nodes, data.num_nodes)) a[data.edge_index[0], data.edge_index[1]] = 1 k = a.sum(dim=1) m = data.edge_index.size(1) / 2 - b = a - torch.outer(k, k) / (2 * m) - return b + return a - torch.outer(k, k) / (2 * m) def kmeans(self, x, n_clusters, n_iterations=100): + r"""Perform k-means clustering on the input data. + + Parameters + ---------- + x : torch.Tensor + The input data to cluster. + n_clusters : int + The number of clusters to form. + n_iterations : int, optional + The maximum number of iterations. Default is 100. + + Returns + ------- + torch.Tensor + The cluster assignments for each input point. + """ # Initialize cluster centers randomly centroids = x[torch.randperm(x.shape[0])[:n_clusters]] - + cluster_assignments = torch.zeros(x.shape[0], dtype=torch.long) for _ in range(n_iterations): # Assign points to the nearest centroid distances = torch.cdist(x, centroids) @@ -40,16 +84,40 @@ def kmeans(self, x, n_clusters, n_iterations=100): return cluster_assignments def detect_communities(self, b): + r"""Detect communities using spectral clustering on the modularity matrix. + + Parameters + ---------- + b : torch.Tensor + The modularity matrix. + + Returns + ------- + torch.Tensor + The community assignments for each node. + """ eigvals, eigvecs = torch.linalg.eigh(b) leading_eigvecs = eigvecs[ :, torch.argsort(eigvals, descending=True)[: self.num_communities] ] # Use implemented k-means clustering on the leading eigenvectors - community_assignments = self.kmeans(leading_eigvecs, self.num_communities) - return community_assignments + return self.kmeans(leading_eigvecs, self.num_communities) def lift_topology(self, data: torch_geometric.data.Data) -> dict: + r"""Lift the graph topology to a hypergraph based on community structure and k-nearest neighbors. + + Parameters + ---------- + data : torch_geometric.data.Data + The input graph data. + + Returns + ------- + dict + A dictionary containing the incidence matrix of the hypergraph, number of hyperedges, + and the original node features. + """ b = self.modularity_matrix(data) community_assignments = self.detect_communities(b) From d84ca48ddd417b1b189193615897c5b4be596a9f Mon Sep 17 00:00:00 2001 From: ValentinaSanchezMelchor Date: Thu, 11 Jul 2024 00:20:35 +0100 Subject: [PATCH 05/10] added some extra comments to modularity_maximization_lifting.py + .ipynb. --- .../modularity_maximization_lifting.py | 8 ++++++ .../modularity_maximization_lifting.ipynb | 26 +++++++++++-------- 2 files changed, 23 insertions(+), 11 deletions(-) diff --git a/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py b/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py index bb0f5b3d..c4f22cbd 100644 --- a/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py +++ b/modules/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.py @@ -49,6 +49,9 @@ def modularity_matrix(self, data): def kmeans(self, x, n_clusters, n_iterations=100): r"""Perform k-means clustering on the input data. + Note: This implementation uses random initialization, so results may vary + between runs even for the same input data. + Parameters ---------- x : torch.Tensor @@ -62,6 +65,11 @@ def kmeans(self, x, n_clusters, n_iterations=100): ------- torch.Tensor The cluster assignments for each input point. + + Warning + ------- + Due to random initialization of centroids, the resulting hyperedges + may differ each time the code is run, even with the same input. """ # Initialize cluster centers randomly centroids = x[torch.randperm(x.shape[0])[:n_clusters]] diff --git a/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb index 52885fd3..5b4b1f04 100644 --- a/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb +++ b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb @@ -192,6 +192,10 @@ " - Compute the leading eigenvectors of B\n", " - Apply k-means clustering to these eigenvectors\n", "\n", + "Note: The k-means clustering step involves random initialization, which introduces non-determinism into the algorithm. As a result, the detected communities and resulting hyperedges may vary slightly between different runs of the algorithm on the same input data.\n", + "\n", + "\n", + "\n", "3. For each node i, create a hyperedge H_i containing:\n", " - Node i itself\n", " - The k nearest neighbors of i within its detected community\n", @@ -278,7 +282,7 @@ { "data": { "text/plain": "
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" 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" }, "metadata": {}, "output_type": "display_data" @@ -406,15 +410,6 @@ "cell_type": "code", "execution_count": 9, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Downloading https://www.chrsmrrs.com/graphkerneldatasets/MUTAG.zip\n", - "Processing...\n", - "Done!\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -425,6 +420,15 @@ "Providing more details about sample 0/188:\n" ] }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading https://www.chrsmrrs.com/graphkerneldatasets/MUTAG.zip\n", + "Processing...\n", + "Done!\n" + ] + }, { "data": { "text/plain": "
", @@ -477,7 +481,7 @@ { "data": { "text/plain": "
", - "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data" From 47b4df3a859fa3a4bb511cf6359710d426648be1 Mon Sep 17 00:00:00 2001 From: ValentinaSanchezMelchor Date: Thu, 11 Jul 2024 00:31:19 +0100 Subject: [PATCH 06/10] last checks. --- .../modularity_maximization_lifting.ipynb | 38 +++++++++---------- 1 file changed, 19 insertions(+), 19 deletions(-) diff --git a/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb index 5b4b1f04..af04eeda 100644 --- a/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb +++ b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb @@ -282,7 +282,7 @@ { "data": { "text/plain": "
", - "image/png": 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Y7Ovzfd1F08RAPjp3SmsVR2tNzloB+fWqXiug77GltdJaZYvjMeuWlm8ryJ6YwV7KaZ1weunPdr3+GhrHT8TQ0CAAlF76Wf/cU9i+YZ3U5eYjPglGJtFa3976RzSNn4jhkWEAQK6vBy/+eAle/PES6etPylp3bv0DmsZPxEh+9BPF2DH9ybfvqbjjuvuNTWgcPxF9/aNPOFvWPI99217H+ueewvrnnpK63CjXCsit126tTadOwuEjh1EoHn/Pdcua56WPK6DfsbW9D586Cb19vSgUC1h67xexb9vr2LftdfzqoQekrz8Ja3379T+i6dRJ6OntKR3XF3+8pPR8LFsi1rr1j2g6dWJprUvv/SJyfT2erz/qx6xbWg4HackPntixcR2mzphV9mevv7QSUy+bg9zgILr37cb2DetwwZyrccl1N+LFH/9Q6nIzIX3whagga33jpZWYctkc5EdGf2Du2LAOAz2HPV1/0tYKAPu2vQ4AuOS6G3H1or/H0nu/IHW5SVnr679dgamXzUF/fz8G+nqwZunDmHD2ebjgimvwk+/cI3W5Ua4VkFuv3VqnXHo5BnM5FIujvznljq150MMTrG7H1rpWEybe+O1KnHXZFejv70exWET3/t1Y8qVP41cP/wvm3LRI+vqTsFZ2XAcGBlAsFvHIl2/DJdctxAVzrsaapQ9LX39S1jr1siswMDCAg3vexpYXn8cDNy3A1z90Gf5p3nnSv6xF/Zh1S8u3FRozKandr7ZvWFdmTbdvWIcJU89BXWMTtm9YB3OgF/VNTaW/zzY1n/A91lKGgYZMdDNTkLWO7zh7dK0bX8G0D87DBXOuRq73KHJ9vVLXnZy1voxTJp+FusYmdG58Bel0pjT0ZZua0dDcgn3bXseEs8+zvczkrHUdTpt6Luoam7DztfU4f9YVpZcwD+/bgynT3flU1GsF5NYrvA9PeR+yY5rx9mvrMfbyBajJ1GDLb36FC6+4Vvq6dTy21rVufmk1xrWfhZZx4/Dmqy+h7YqrMOcTt+OCOVd7uu4krPX1l3+DcZPPQnZMM3Zt3oChiaeXzuzft+31spfknUrCWre+/OvR43ryOGxbvxYnNTfjqz99pbTe9c89hUuuu9H1uuN4zLql16051rhsGkXThNuGkfveeh0Tz76g7L8vuOIaAMBAzxEc2rcLDc1jS3+fHXOS428j5rHrPCWbDrgC+YKs9ezZ8wAAuZ6jnq83SWvds20rzpp5JYDR3yqnzpiJj/z9PaW/H+g54jgYJGmto/fhq2EAGMn1o7+/H4ViAeufewprlj6MT3ztO46XF8daAbn1itZ6zux5yGQyGOzvQ24wh33bXpcagFi6Hlt+rcViAbte34SzZ81FNpvFUP/o8L7nzc2lt8dk3i5KxFrNIt5+/TWc+8H5SKfTGOrvxb5tW9G9fzcO79sDAFKfLJiUte7c+hrOnjkXDdkGDPX3omP6B8oGA/bzyKm4HrNuaTkcnJLNIGUYkDk9g/+hMHX6TAz0HMFbr6zBWZddgUL+RDea67X/QVrE6Jmj47LRvaASaK1HD+OtV9Zg6gfmeL7eJK319POnI9d7FNt/twbnX35V2df95Nv34Pp/uM/xspK01tJ9+HdrcM7seTAMA319fbjkuhtxyXU34vmHvu14WXGsFZBfr3Wt/UcOY/vv1uDsmVdgeGgIB/ftKns/1y2djy1ba29fHyZdcBEKgwN4/bcrcNYHrgAAXLPoS9xbnktc36dOwlr7+vpw+gUzMNjXg+2/W4OzPnAFhvp7kR1zEiacfR4mnH0e9m7bUnpr0K4krLW/vx+Tzr8I+cF+vP7S8eMKjJ6bkOvrlfoshLges27pdWuO1VafRmONgb7hItJp+5d5/uHx8hNbJpx9HsZ1nIWDBw8CAMacciqQP25Hc71HMfY0+yeefNFEU20KbfXRTXB+13ra2edi9kmLYRaLpfdqvZSktY49vR0fvOmzJ5xEvGXN85g6Y6brS7NJWit/Hy4UChgzZgwO7N+HhoYGTJ0xE0vv/QIumHO17VtjcawVkFuvaK2zx56M+ro6DORyWP+zpTj1zA5sWfM89r65Bd37dqP1tNMdXxXS9diytY7kRzAwMIBTO96HCz/w5ygWizh06BC2vvgC3tn+Rom/1TeNweF9e5BN8FrzhTxyAzl0TJuO06aeg0xNDQYHB9Fy6kS0cs+72TEnoXv/7kQf13whj/7+fozveB/Ov3Q2AODQoUOlr3v1uScxdcZsqeuN6zHrlpavHKQNA9Na6wEDri/LOjXhnD/D3je3lP67e/9u2ydV0zQBA5jWWi99MpmK/K61UDj2qohhoFAowIT89yZpraZZxPDwMGCUf6Tp9g3rUN/UjAvmXI192163/RCSJK2Vz8Do921e+XNs+Nn/Q29PDwATDc0taBhzkvB74lor4G+9RXN0sE2lR58UZy+8BWdOn4Xz51yFsadNxNQZM13fLtL72Jro7R19C6Guvh7p1PEn/7GnnV72w2OwrzfhawV6e3uRTqfQkM2iUCgifey4Tpk+E937jz8+D+/f4/jRw0lYa19vH0zTRF1dHWoyNSf8/dYXV6D1tEmu1xnnY9YtLV85AIDzW+vwu/dyyJtAjcd/MwMGTJhoGncqzrt8AbaseR653qOY84nbbb8nb47eOc5vrQt4y73nZ63sLRP25YVCATv/uL70AR2tp02y/Y06SWsdHh5lmgb3skH3vt1lQmGwvxf/c5X4ZcokrbWsY08U5/35AtQ1jJ50+t6bm3HJdTfa/hCJc62A9/WyAZf9EKmvr8fRo0fxxisvYsfGV3B4/15MOOs827cZdD+2g0NDGB4ehmEYaGxoLPu7CWedizfXrsaWNc9jz5ub8elvOUsq3dc6NDyEoaEhtLS0oFAswoR5/Lg2jcGl192I9c89hVxfL66+/e8dX27Xfa3Dw0MYHBqEAaChoUH4NfVNY5BtFg/xfHE/Zp0yzCC/mofc6j19+MOhQdQYzlve8o3kR8pe3mlubkZDVnwAWUXTxIhp4qK2esyd1OT4tWHlda39A/3o6+0tvV4wduxY1NW638GSttae3h7kcrnSJN/W1iac1EUlba0s/j7cclIL6uvrceTIEYzkR3DyySeXDUosHdYKeFvv4GAOR44eRWtrK7q7u9HW1lb6Tbt1bKvj9+qwXqe1mjBx8OBBFIujv0Gf3NYGwCgd20q6H5swcejQIaRSKbSOHYuh4WEcPnwYY1vG4vCRwxW31u5Dh5AvFJBKpUqPx6QeV6e0fFuBNfu0BrTUpjEicda3qHQ6jaEh560wzWMHqKU2jdmnOQ8RYeZ1rYVCofRyLPtvt5K3VhNDQ0NIp9NIp7zdVZO31hMzDAP5wug5M01jmlAsFtHf33/C1+myVsDbetkTLP92UUNDA4aHh0sfdiVKl/U6rXVgYGD07T7TPPbbpb+XjJOw1txADvl8HmPGjAFgoJAvwDAMpNKV95jN5XIYyedLx1U0qMuky1qd0no4qEunsGBSE1KGgeGityfXVCqFdDqN4eFh2/fjTdPEcNFEyjCwYFIT6jzemVXmda2FfKH0sl06nUaeO/FSVBLXmi8UUCiwJxr5k3WSuFZR6XS6NPRl0hk0NDSUaCNLp7UC3tZbKBSQsRzXuro6pNNp5AYGhN+j03rt1losFtDf14dMJoNUKoVsfdbX5SdirWYRff19aMhmS78x5wv50nOTbIlZ67HjahgGstnkH1en9LxVXGeMqcG8iY2en1zZndM0zdL71nz8AZo3sRFnjJF7KSjMvKw1X8iXTnBKp9KOrxwkda1DQ0MwDAOmaUo/2SR1raLS6TQK3NDX2NhYoo2AnmsF5NdbyOeRzpSf9mTAQEM2i9zgIIpmucLRcb2itfb29QEwUCwUkM1mpTbfspaUtfb19QGmiSbuw+YKhYKn4SApa+3v74dpmigWi8jW1yNleP/xqeNa7dJ+OACAaW31mDepEamUgWHTPLY5hnPpdLr0fp/1rYWiaWLYNJFKGZg3qRHT2urDuumek1mrCRPFQgHpYxNnKp2yHQ6SvNahoSHU1tZKP9kkea2i0qkU8txxTRkpNDU1IZfLYTg/ou1aAbn15m2Oa/bYSV65XK70Z0k5toOFAgaHhlBbV8u9peCtRK11cAiNTU1IcRKjkM8jk5E71z05ay0ilxtEXV3d6HBQYcdVlLZawdq0tnq01KaxYk8fjgwXkDKBjIW38aVSoz8ws9kshoeGgDGjU1veBIoYfa9nwaQmLSc3t7WO0kWUXmpnA5AJs/QeWNLXCpgYGRlBY2Pj6HkHKfvhIOlrtb0PHxtwi2ax9FtKfX09hkYKyA2N4NSTarVdK+C8XsYYM+kTn4JSRgr19fUYGBhANptFwTQScWxPqk1hydrXUddyMsxCAXV19Y73W2tJux8vWfcGapvHoqY+C9M0R1/lg1nGGO1K2loffeVPqG1qgWkWUVtbK33SIZCctVpLxCsHrDPG1ODms0/CRW31MAxg2DQxVCiiIDhxJJ1OwzRNZGpqUISBXL6AYdOEYQAXtdXj5rNP0voAOa01ny8nYGyt+XwBhWNfl/S15kYKMFLp0gBkPbnJNM2KWavTfRg4du7Fsa8bMYFsth5/fO7HaNn2ktZrBezXO8IYY+bEHyKmaaK+oQHp2noMjhQSc2y3/nYlfvT5hah7rxP5/AhqG5tsjy0rqffjt159Ef/+uY/h1PyR0Zfe2XHNj37mivVcEiC5a9312u/w6Gc/iroDXciPjKC+cUzFHlc+rSmjUz3DBWztHsKm7kH0j5ilyTVfLGBocPTl6KHBHOqzDcgNDKAhDXyw/RSc31qH5lq9PonKLetah0dGMDw0hPqG7AlrzaRHP+VrWmt9ote6etseFDN1qKmrw/Dg8bXW1dchk0qXjnclrNXuPlxXV4fB3ADq6rOoyWTK1vqFz96OTZs24be//a3vE6Oijl/v0dwwhoZHRj8wxywKj+3RA/tx6LV1+Mbf3qr9sR0eHsbll1+OKVOmoLa2Fu8c6cXd3/+R/bFN8P14ZGQEc+fOxfjx47Fs2TL0jhRLx7UnN4LB4WFks/Uommbi11ooFHDVVVehoaEBHR0d+OMb2/CNx5Zhy5Hhijuu1hI7HLAKpolDgwUcyOXxXq6AvQcOYdWvf4Mr51yOnz+zDFfNnIGXfvVzFHoO4fEf/Sjumxsottb/+9gTeDeXx5/PXYBVv/4N5l4xB8/95zLMmX4hbrhmHtrq09p92paXTNPEB2bOwtUfvRGZ1vHY1d2LK666Fqt+/RvMu/IKTBzXhlOyaYzLZhK/VsD+Pjzvyivw/M9/gj/rOAN//dHryta6c+dOzJkzB1/4whfwxS9+Md4FeKxgmvjOQ49izYbN+Puv/Y+y9fLHdt2K5fjcZxdj1apVOPfcc+O+2Y5973vfwze/+U08/vjjuOmmm3D//ffj5ptvdjy2Sb0fL1myBHfffTdWrFiB8847/oFcBdPED//fMjz9/Gp85RsPYN/B7sSv9fHHH8edd96Jxx9/HJ/+9Kdx11134Y477qjI42otUW8riEobBk7JZnB+az2unNiIP0sfxfP//P/hoppevL1iGd57bR1mXXgO1v72txgcHIz75gaKrXXbmuXIb325tNb3Z3qwf83PsH/jSzglm0nsnZG1fft27N71Nq64+M+w47fPY3DTb0tr/bP0UVw5sRHnt9ZXxFoB+/vwn6WP4sirK7D71V+fsNbJkyfj9ttvx//9v/8X77zzToy33ntpw8CurX8E9m8/Yb38sf2La6/BqaeeikceeSTum+zYgQMH8K//+q/41Kc+hRdffBHNzc346Ec/CsD52Cbxfnz48GE88MADuOmmm8oGA2B0rbvf2ITht9/A3ElNiV9rT08P7r//ftxwww3YvHkz0uk0brrpJgCVd1xFJX44cKq9vR1dXV2YO3cuhoaG8PLLL8d9k5TU1dWF9vb2sj9ja62EVq9ejbq6OsyaNUu41mqqvb0dnZ2dwr/7u7/7OzQ0NOAb3/hGxLcqeF1dXejo6HD8mpqaGtxyyy145plncPjw4Yhumffuv/9+pNNpfO5zn8MTTzyBT37yk76UQhJ64IEHUCgUcOeddwr/vpIer//7f/9vDAwM4Mtf/jIee+wxfOxjH0NLS0vcNyuyKno46OjoQFdXF6ZOnYpJkyZh9erVcd+kwA0PD2Pv3r0nPLFW0nCwatUqzJo1CzU1NXj77bcr5snGT5MnT8bOnTuFf9fc3Iy77roLTz/9NP7whz9Ee8MC1tXVhcmTJ7t+3Sc/+UkUi0UsXbo0/Bvlo61bt2Lp0qX48pe/jNWrV6Ovrw+f+tSn4r5ZobRt2zb86Ec/whe+8AWMGzdO+DWVMhzs3LkTP/zhD/E3f/M3+MMf/oB3330Xt956a9w3K9Iqejjgn1jnzp1bEcPBrl27UCwWT3hibW9vx+7du10/KVH3+vv78bvf/Q5z587Fvn37MDIyUhFPNn7r6OjAoUOH0NPTI/z7T3ziEzj33HNx9913B9rBNMp6enrQ3d3t+soBMLqXxvXXX49HH31Uu/u2aZq4++67MWXKFNx888145JFHcNVVV+H00+23hU9y9957LyZNmoTPfOYzwr8fGRnB7t27K+Lxet9992HcuHH47Gc/iyVLlmDWrFnan/eiuooeDjo6OpDL5fDuu+9i7ty52Llzp+1vYUmJvTpgfWLt6OhAPp/Hnj174rhZylq7dm3pbGh2rCrhycZvbO1299t0Oo377rsPGzZswE9/+tMIb5n/2H1Y9rjeeuut2Lt3L1asWBHmzfLc8uXLsW7dOtxzzz149dVX8eabb+K2226L+2aF0qpVq/DrX/8ad999N2pra4Vfs3fvXhQKBamhT+deeukl/OpXv8JXv/pVvPXWW1i/fn3FHlenKno4YL9dd3V1Yfbs2aipqUn8qwddXV2or6/HKaecUvbn/FqT3OrVqzF58uTSe+2ZTAaTJrnvi16psR+gTsd19uzZuOaaa/A//sf/KPtUQV1ja5F5WwEALrzwQlxyySVYsmRJiLfKW8PDw7jvvvtw5ZVXYu7cuViyZAnOOecczJo1K+6bpryRkRHcc889mDVrFq655hrbr2PnxsgeVx0rFAr42te+hhkzZuDDH/4wHnnkEUyaNAkLFiyI+6ZFXkUPB2eeeSYMw0BXVxcaGxvxgQ98oCKGg/b2dqQsuxROmDABNTU1iR4OTNPE6tWrMXfuXACjaz399NOlP4q1EmtubkZra6vtSYmsu+++GwcOHMAPfvCDiG6Z/zo7O9HW1obm5mbp77ntttvw8ssv44033gjxlsn3wx/+EHv37sU999yDXbt24YUXXsCtt97qax8F3fvRj36Ezs5O3HfffY7r6+rqQm1tLSZMmBDhrVPb0qVL8cYbb+C+++7DoUOH8Oyzz+KWW26pyuegih4OamtrMXHixNIPzLlz52Lt2rWJJo12J3Kl02mceeaZiR4Otm/fjj179pQNB9X8lgKrvb3d9e2wJNHGnTt3ev7t8tprr9WGNfJ08ayzzsK///u/l/HFSsqJLlrr6urCmWeeecIvLkmJp4sXXXQRnnjiiTK+WG0l8yh6iD+LvxJIo9MPzKSLBZ4wAjQcsJw4I19SaKMMY7SmE2tkdPEf/uEfMDAwUNF80Y0u8iX98cro4j/+4z9iZGSkKvkiX8UPB4wzAkg8abRjjKykDweMMNbX16NQKFQ9Y2Q5cUa+pNBGWcZoTQfWyNPFsWPH4plnnqlYvihDF/mSPBzwdPHUU0/F8uXLq5Iv8lX8cMCeWNlnXSeZNNoxRlaSOSNPGAEQY+Ry44x8utNGL4zRWtyskaeLf/VXfwXTNCuaL7rRRb6kM0aeLgKoWr7IV/HDAc8ZASSaNNoxRlaSOSNPGAEQY+Ry44x8utNGr4zRWpyskaeLNTU1WLt2bcXyRRm6yJdkxsjTxWw2i02bNlUtX+Sr+OHASvySTBrtGCMryZyRJ4wAiDFyyXBGPp1po1fGaC0u1miliwAqli/K0kW+pDJGK10EUNV8ka/ihwOeMwJINGm0Y4yspHJGK2EEiDHyyXJGPl1pox/GaC0O1sjTRQAVzRdl6SJfUhkjTxcNw8DBgwermi/yVfxwYOWMQHJJo9uJXEnljFbCCCT75KYwkuGMfLrSRj+M0VrUrNFKFwFULF/0Qhf5ksgYrXQRQNXzRb7kHMkAWc/iTypplPmBmUSxYCWMAA0H1mQ5I5+OtNEPY7QWNWvk6SKAiuaLXugiXxIfrzxdBEB80VJVDAc8ZwSSSRrdGCMricMBTxgBEGMUJMsZ+XSkjX4Zo7WoWKOVLgKoWL7olS7yJW04sNJFAMQXLVXFcMBzRgCJJI1ujJGVNM5oJYwAMUZRXjgjn060MQhjtBYFa7TSRfZnlcoXvdBFviQyRitdBIgvWquK4cDKGYHkkUY3xshKGme0EkaAGKMoL5yRTyfaGJQxWgubNVrpIoCK5Yte6SJf0hijlS4CIL4oqCqGAxHxSxppdGOMrKRxRithBIgxivLKGfl0oY1BGaO1MFmjiC4ClckX/dBFviQxRhFdBIgviqqK4cDKGYHkkUY3xshKEmcUEUaAGKMoP5yRTwfaqIIxWguLNVrpIlC5fNEPXeRLEmO00kUAxBdtqorhQMQZgWSRRtkTuZLEGUWEEUjeyU1R5ZUz8ulAG1UwRmthsEYRXQQqky/6pYt8SWGMIroIEF+0S++jqTDRWfxJIo1efmAmRSyICCNAw4FdfjgjX9y0UQVjtBYGa7TSRaBy+aJfusiXlMerlS4CxBedqprhwMoZgeSQRlnGyErKcGAljAAxRqf8cEa+uGmjKsZoTSVrFNFFoDL5YhC6yJeE4UBEFwHii05VzXBg5YxAckijLGNkJYEziggjQIzRKb+ckS8u2qiSMVpTxRpFdJH9eSXyRb90kS8pjFFEFwHii05VzXAg4oxAMkijLGNkJYEziggjQIzRKb+ckS8u2qiaMVpTwRpFdBGoTL4YhC7yJYExiugiQHzRraoZDuyIXxJIoyxjZCWBM4oII0CM0akgnJEvDtqomjFaC8oa7egiUHl8MShd5NOdMdrRRYD4oltVMxyIOCOQDNIoyxhZunNGO8IIEGN0Kihn5IuaNobBGK0FYY0iughUJl8MShf5dGeMIroIEF+UqWqGAzvOCOhPGr2eyKU7Z7QjjEAyTm6KsyCckS9q2hgGY7TmlzXa0UWg8viiCrrIpzNjtKOLAPFFmfQ7oiFmdxa/7qTRzw9MncWCHWEEaDhwKyhn5IuSNobBGK35ZY0iughUJl9UQRf5dH68iugiQHxRtqoaDkScEdCbNHpljCydhwMRYQSIMcoUlDPyRUkbw2KM1ryyRju6CFQeX1RFF/l0HQ7s6CJAfFG2qhoORJwR0Js0emWMLF05ox1hBIgxyqSCM/JFQRvDZIzWvLBGO7rI/q7S+KIKusinM2O0o4sA8UXZqmo4sOOMgL6k0StjZOnKGe0II0CMUSYVnJEvCtoYNmO0Jssa7egiUHl8URVd5NOVMdrRRYD4opeqajhwIn66kkavjJGlK2e0I4wAMUaZVHFGvrBpY9iM0ZoMa3Sii0Bl8UWVdJFPR8boRBcB4oteqqrhwI4zAvqSRq+MkaUjZ3QijAAxRplUcka+MGljFIzRmhtrtKOLQOXxRZV0kU9HxmhHFwHii16rquHAiTMCepJGvydy6cgZnQgjoO/JTbqlijPyhUkbo2CM1pxYoxNdBCqLL6qmi3y6MUYnuggQX/SaHkc1wpzO4teRNAb5gambWHAijAANB7Kp5Ix8YdHGKBijNSfWaEcXgcrji6rpIp9uj1c7uggQX/RT1Q0HdpwR0I80+mWMLN2GAzvCCBBj9JJKzsgXFm2MijFaE7FGJ7oIVBZfDIMu8uk0HDjRRYD4op+qbjiw44yAfqTRL2Nk6cQZnQgjQIzRS6o5I59q2hglY7RmZY1OdBGoPL6omi7y6cYYnegiQHzRT1U3HDhxRkAv0uiXMbJ04oxOhBEgxugl1ZyRTzVtjJoxWuNZoxNdBCqLL4ZBF/l0YoxOdBEgvui3qhsO3IifTqTRL2Nk6cQZnQgjQIzRS2FwRj6VtDFqxmiNscaHH37YkS4ClcMXw6KLfLowRje6CBBf9FvVDQdOnBHQizT6ZYwsXTijG2EEiDF6KSzOyKeKNsbBGK3ddtttWL16NXbu3Cmki0Bl8cWw6CKfLozRiS4CxBeDVHXDgRtnBPQhjUFP5NKFM7oRRkCvk5uSUBickU8VbYyDMVq7+OKLMTg4iPb2diFdBCqHL4ZJF/l0YIxudBEgvhikqhsOAPez+HUhjSp+YOogFtwII0DDgdfC4ox8KmhjHIzR2re//W2cdNJJ2L9/v3C3xkrii2HSRT4dHq9OdBEgvhi0qhwOnDgjoAdpDMoYWToMB06EESDG6KewOCOfCtoYF2NkMbr4T//0TwAg3K2xUvhi2HSRL+7hwI0uAsQXg1aVw4ETZwT0II1BGSMrbs7oRhgBYox+CpMz8gWhjXEyRqB818XPfe5zwt0aK4kvhkkX+XRgjG50ESC+GLSqHA7cOCMQP2kMyhhZcXNGN8IIEGP0U5ickS8IbYybMVrpomi3xkrhi2HTRb64GaMbXQSIL6qoKocDGeIXN2kMyhhZcXNGN8IIEGP0U9ickc8vbYyTMYp2XRTt1lgJfDEKusgXJ2OUoYsA8UUVVeVw4MYZgfhJY1DGyIqTM8oQRoAYo5+i4Ix8fmhjnIzRbtdFfrfGSuGLUdBFvjgZoxtdBIgvqqoqhwMZzgjESxpVncgVJ2eUIYxA/Cc3JbWwOSOfH9oYF2N02nWR362xEvhiVHSRLy7GKEMXAeKLqqrK4QCQO4s/TtKo8gdmXGJBhjACNBz4LQrOyOeVNsbFGJ12XWS7NT799NP40Y9+lHi+GBVd5Ivr8epGFwHiiyqr2uHAjTMC8ZFGVYyRFddw4EYYAWKMQYqCM/J5pY1xMEa3XReB0d0a+/r6cODAgUTzxSjpIl8cw4EMXQSIL6qsaocDN84IxEcaVTFGVhycUYYwAsQYgxQVZ+STpY1xMEa3XRdZra2tqK+vR01NDU477bTIbp/qoqKLfHExRhm6CBBfVFnVDgcynBGIhzSqYoysODijDGEEiDEGKSrOyCdLG+NgjG67LrLYeUSmaZaxxiQVJV3ki4MxytBFgPii6qp2OJAlfnGQRlWMkRUHZ5QhjAAxxiBFyRn5ZGhj1IxRRBftWrJkCS688ELMnj27jDUmpajpIl/UjFGWLgLEF1VXtcMBO9vW7Yk1DtKoijGyouaMsoQRIMYYpKg5I58bbYyaMdrRRWs8X+RZY5KKmi7yRc0YZegiQHwxjKp2OJDljED0pFH1CT9Rc0ZZwgiQVAhalJyRz402RskYneiiNZ4v8qwxKcVBF/miZIyydBEgvhhGVTscAKNPcLLDQZSkMYyzvKMUC7KEEaDhIGhRc0Y+J9oYJWN0oot81t0Xa2pq8KlPfQrPPPOMcLdGHYuDLvJF+XiVoYsA8cWwqurhQIYzAtGSRtWMkRXlcCBDGAFijCqKmjPyOdHGqBijDF1kiXZfvPnmm1EsFoW7NepWXHSRL6rhQJYuAsQXw6qqhwP2yoHbbnNRkkbVjJEVFWeUJYwAMUYVxcEZ+US0MSrGKEsX2deKdl9sa2sT7taoY3HQRb4oGaMsXQSIL4ZVVQ8HHR0dGBwcdOWMQHSkUTVjZEXFGWUJI0CMUUVxcEY+EW2MijHK0kXAefdF0W6NuhUXXeSLijHK0kWA+GKYVfVw4IX4RUUaVTNGVlScUZYwAsQYVRQXZ+Sz0sYoGKMXugg4774o2q1Rp+Kki3xRMEYvdBEgvhhmVT0cyHJGIDrSqJoxsqLgjF4II0CMUUVxckY+njZGwRhl6SIAqd0XdWaNcdJFvigYoyxdBIgvhl1VDwdeOCMQDWkM64SfKDijF8IIkFRQVVyckY+njVu3bg31t0svdBGA1O6LurLGuOkiX9iM0QtdBIgvhl1VDweAPGcEoiGNYZ7lHbZY8EIYARoOVBUnZ+RjtHH16tWhvi8tSxeBE/miXbqyxrjpIl/Yj1dZuggQX4yiqh8OZDkjED5pDIsxssIeDmQJI0CMUWVxckY+Rhv37NkT2su8XugiIOaLdunGGnWgi3xhDgde6CJAfDGKqn44kOWMQPikMSzGyAqTM3ohjAAxRpXFzRn5/st/+S9IpVJ48cUXpR5TXvJCF9nXi/iiXbqxxrjpIl/YjNELXQSIL0ZR1Q8HXjgjEC5pDIsxssLkjIwwzps3T+rriTGqK27OyLdr1y6MGTMGb7/9tuOujX7yQhcBZ75oly6sUQe6yBcmY/RCFwHii1FV9cOBV+IXJmkMizGywuSMjDDKvupBjFFdOnBGFjuj/eqrr3bctdFrXuki4MwX7dKBNepCF/nCYoxe6SJAfDGqqn448MIZgXBJY1iMkRUWZ/RKGAFijCrThTMCx3dj/PrXv+64a6PXvNBFQI4v2hU3a9SFLvKFxRi90EWA+GKUVf1w4JUzAuGRxrDPBg6LM3oljABJBdXpwBmB47sxuu3a6CWvdBGQ44t2xckadaKLfGEwRq90ESC+GGVVPxwA3jgjEB5pjGKzmjDEglfCCNBwoDpdOCO/G6PTro1e8kIXAXm+aFecrFEnusgXxuPVC10EiC9GHQ0H8MYZgXBIY9iMkRXGcOCFMALEGMNIF87ID7hOuzbK5pUuAt74ol1xsEbd6CKf6uHAK10EiC9GHQ0H8MYZgXBIY9iMkaWaM3oljAAxxjDSgTOKdmMU7doom1e6yL7HC1+0Kw7WqBNd5AuDMXqliwDxxaij4QDeOSOgnjSGzRhZqjmjV8IIEGMMIx04o2g3RtGujbJ5pYuAP75oV5SsUTe6yKeaMXqliwDxxTii4QD+iJ9q0hg2Y2Sp5oxeCSNAjDGMdOCMdrsxWndtlMkPXQT88UW7omKNOtJFPpWM0Q9dBIgvxhENB/DOGQH1pDFsxshSyRn9EEaAGGMY6cAZnXZj5HdtlMkrXQSC8UW7omCNOtJFPpWM0StdBIgvxhUNB/DHGQG1pDGqs/dVckY/hBEgqRBWcXNGxhhFeaGNfugiEIwv2hU2a9SVLvKpYox+6CJAfDGuaDg4llfOCKgljVEwRpYqseCHMAI0HIRV3JyRZ4yiZGmjV7oIBOeLdoXNGnWli3yqHq9e6SJAfDHOaDg4llfOCKgjjVExRpaq4cArYQSIMYZZ3JzRbcCVoY1+6CKghi/aFRZr1Jku8qkYDvzQRYD4YpzRcHAsr5wRUEcao2KMLBWc0Q9hBIgxhlmcnFHEGEU50UY/dJF9nwq+aFdYrFFXusinijH6oYsA8cU4o+HgWH44I6CGNEbFGFkqOKMfwggQYwyzODmjiDGKcqKNL730kme6CKjli3apZo2vvPKKtnSRTwVj3Lhxo2e6CBBfjDsaDo7ll/ipII1RMUaWCs7ohzACxBjDLE7OaMcYRdnRxh/84Aee6SKgli/apZo1fv/739eWLvKpYIzf+973PNNFgPhi3NFwcCw/nBFQQxqjYoysoJzRL2EEiDGGWZyc0YkxirLSxoGBAbz33nue6CIQDl+0SxVrHBgYwJ49e7Sli3xBGWMul/PFNIkvxh8NB8fyyxmB4KQx6rP3g3JGv4QRIKkQdnFxRifGKIqnjW+99Rb6+vrwoQ99yBNdBMLhi3apYI09PT3o7+/HX/zFX2hLF/mCMMa+vj709fVhwYIFnugiQHxRh2g44PLDGYHgpDFKxsgKIhb8EkaAhoOwi4szujFGUYw2/tM//RMMw/AsDcLii3apYI2PPfYYTNPEpz/9acW3LpyCPF6feOIJmKaJ22+/3dP3EV/UIxoOuPxwRiAYaYyaMbKCDAd+CCNAjDGK4uKMfgbc5uZmfPKTn8S2bdtQX18v/ZYEK0y+aFcQ1rht2zb8/Oc/R1NTE1pbW0O4derzOxzs3LkTzzzzDBobG3HyySd7+l7ii3pEwwGXH84IBCONUTNGll/O6JcwAsQYoygOzijLGK2ZpolXX30VjY2NGBkZ8fS4C5sv2hWENd57770YP358JK9yqCgIY7zvvvvQ2trqa63EF/WIhgMuv5wR8E8ao2aMLL+c0S9hBIgxRlEcnFGWMVpbvnw5XnnlFdxxxx0YGRnBr3/9a+nvjYIv2uWHNbJdFxcvXhziLVObX8bIdl1ctGiR5xMuiS/qEw0HXEGIn1/SGDVjZPldq1/CCBBjjKI4OKMXxsjid1385Cc/ibq6Ojz00EPSuzZGwRft8soa+V0XP/jBD4Z869TlhzHyuy5eeeWVnq+T+KI+0XDA5ZczAv5JY9SMkeWHMwYhjAAxxiiKgzN6ZYzAibsuNjU14fDhw1K7NkbJF+3ywhp133XRLj+M0c+uiyzii3pFwwFXEM4I+CONcZ2974czBiGMAEmFqIqaM3pljKJdFzOZDD72sY9J7doYJV+0S5Y1JmHXRbu8Mka/uy6yiC/qFQ0HlvxyRsAfaYyDMbK8ioUghBGg4SCqouaMXhmj3a6LN910k+uujVHzRbtkWWMSdl20y+vj9bvf/a7nXRdZxBf1i4YDS345I+CdNMbFGFlehwO/hBEgxhhlUXNGLwOu066LTU1Nrrs2xsEX7XJjjUnZddEuL8PBzp078fDDD3vedZFFfFG/aDiw5JczAt5JY1yMkeWFMwYhjAAxxiiLkjN6YYwyuy667doYB1+0y401JmHXRbu8Mka/uy6yiC/qFw0HloJwRsAbaYyLMbK8cMYghBEgxhhlUXJGL4xx+fLlrrsuOu3aGCdftMuONTK6qPuui3Z5YYyMLnrddZFFfFHPaDiwFHTHQi+kMS7GyPKy1iCEESDGGGVRckZZxsjTRbdXn+x2bYyTL9olYo08XdR910W7ZBkjTxe97rrIIr6oZzQcWArCGQFvpDEuxsiS5YxBCSNAjDHKouSMsozRShfdsu7aqANftMvKGpNKF/lkGWMQuggQX9Q5Gg4sBeWMgDxpjPvsfVnOGJQwAvGvtdqKijPKMEYRXXSL37XxnXfe0YIv2sWzxiTTRT4ZxhiULgLEF3WOhgNBQTgjIE8a42SMLBmxEJQwAjQcRF1UnFGGMdrRRbfYro333XefFnzRLp41fv3rX08sXeSTebwGoYsA8UXdo+FAUBDOCMiRxrgZI0tmOAhCGAFijHEUFWd0G3Cd6KJbzc3NuOuuu7B06VJ0d3drwRftuvnmmzE8PIxHH300sXSRz204CEoXAeKLukfDgaAgnBGQI41xM0aWG2cMShgBYoxxFAVndGOMMnTRrb/8y78EANTX12t9MmtbWxuampowMjKCW265Je6bEygZxhiULgLEF3WPhgNBQTkj4E4a42aMLDfOGJQwAsQY4ygKzujGGGXooluvvPIK0uk0BgYGTqCNOrVq1SocOnQIdXV1WLNmTdw3J1BujDEoXQSILyYhGg4EBeWMgDtpjJsxstzWGpQwAsQY4ygKzujEGL3QRaeWLFmCadOm4b/+1/96Am3UJUYX58yZgw9+8IPSuzXqmhNjVEEXAeKLSYiGA0FBOSPgThrjZowsJ86ogjACxBjjKArO6MQYvdJFUTxf/NrXvlZGG3WKp4tedmvUNSfGGJQuAsQXkxINB4JUcEbAmTTqcva+E2dUQRgBfdZabYXNGe0Yox+6KIrni1baqEtWuii7W6PO2TFGFXQRIL6YlGg4sCkoZwScSaMOjJFlJxZUEEaAhoO4Cpsz2jFGv3SRT7T7IqONTrs2Rp1110XZ3Rp1zu7xGpQuAsQXkxQNBzYF5YyAPWnUhTGy7IaDoIQRIMYYZ2FzRtGAG4Qu8ol2X2S00WnXxiiz23XRbbdG3RMNByroIkB8MUnRcGBTUM4I2JNGXRgjS8QZVRBGgBhjnIXJGUWMUQVdZJdjt/ui066NUWe366Lbbo06Z8cYVdBFgPhikqLhwCYVnBEQk0ZdGCNLxBlVEEaAGGOchckZRYxRBV0EnHdfdNq1Mcrcdl20261R90SMUQVdBIgvJi0aDmxSwRkBMWnUhTGyRGtVQRgBYoxxFiZntDJGVXQRcN990W7XxqiS2XVRtFtjErIyRlV0ESC+mLRoOLBJBWcExKRRF8bIsnJGVYQRIMYYZ2FyRitjVEEXAfndF627NkaZ7K6LSWSNVsaogi4CxBeTmB4/nTRMFWcETiSNup29b+WMqggjoN9aq62wOCPPGFXRRQDSuy/GRRu97LqYRNbIM0ZVdBEgvpjEaDhwSAVnBE4kjToxRhYvFlQRRoCGg7gLizPyjFEFXQSAXC7naffFOGijlS46lUTWyD9eVdBFgPhiUqPhwCEVnBEoJ426MUYWPxyoIIwAMUYdCoszsgFXFV0EgJUrV57AF52Kmjba0UWnksYa2XCgii4Coyc0El9MXjQcOKSCMwLlpFE3xshinPHo0aNKCCNAjFGHwuCMjDG2t7croYusZ599VsgXnYqSNtrRRaeSxBp5xqiKLgKjx5X4YvKi4cAhVZwROE4a161bV7psnWKc8ac//akSwggQY9ShMDgje4Vp7969SugiMKoddu7c6Zm5RUUb3eiiU0lhjYwx9vX1KaGLAJDP57FlyxbiiwmMhgOHVHFG4DhpXLlypVaMkcXWunz5ciWEESDGqENhcEZ2WY8++qgSugiMflxye3u7r/NcwqaNMnTRqaSwRnZuyhNPPKGELgKjx3X8+PHEFxMYDQcOqeKMwHHSuGHDBq0YI4txxldeeUXJkz1AjFGHwuCMnZ2dMAwD7777bmC6CAD79+/H0NAQrr/+et9cLkzaKEsXnWKsMcy9LoLW1dWFkZGRwGtlHT58GIODg/jwhz9MzwEJTK+fUJqlkjMCx99a8PKealSl02mccsopOHjwoNLhgN5SiD/VnPGNN97A0aNHldBFAPjZz36GVCoV6K2ssGijF7roFGONzz77rLLbpro//elPGBgYwMKFCwPTRQD4xS9+AQD4i7/4i8CXRUUfDQcuqeKMwOhwMDw8rN2rBqxMJgPTNJUQRoCGA11SzRlXr16N2trawHQRGH3Z+Re/+AWy2Wzg97fDoI1e6KJTjDWuXLkSxWJR0a1T2wsvvIBUKhWYLgKjb8X89Kc/RX19femDsqhkpedPKY1SxRkB4IwzzgAAdHd3K7k81fX09CCbzQYmjAAxRp1SyRm3bt2KXbt24aqrrgpMF4HR3RcHBgYCDwaAetrohy46dfPNN8M0zVg+8tmtnTt34k9/+hNmz54dmC4Co+cuHTp0SOrzKig9o+HAJVWcEQB2796N2tpa7NixQ8EtU1t/fz/eeecdFItFJeSKGKM+qeKMpmniK1/5ClKpFBYuXBj4drHdF2fOnIl0Oh348gC1tNEPXXSqra0Nc+fORS6X04413nPPPTBNEzfccIOSy1uyZAne//7307kGCY6GA5dUcsauri7U1dXhwIEDoXwwTZDWrl0LwzCQyWTKdmf0GzFGfVLFGdmui2PGjFFyrgHbfdHto5K9pIo2BqGLTn3kIx9BoVAokWYdeumll/DLX/4STU1NOOeccwJf3ubNm7F+/Xpcf/31Cm4dFVc0HLikkoJ1dXVhzJgxqKurK9uISYdWr16NM888E+l0WslaiTHqk4r7MNt18bzzzkNtba0S6sp2X3z/+98f+LL4gtJGRhfZ5ajs7LPPRk1NjTYnJrJdF6dMmYL6+nolx5Xtvjhz5szgN5CKLRoOXDrjjDOUccauri5MmTLlhF0a447twnj11VeX7c4YJGKM+qSCM7JdF2fNmlW2G6PfZHdf9FsQ2sjo4r333hvKbWtoaMBrr72mxW6NbNfFq666qmw3Rr8dPHgQ//mf/0m7L1ZANBy4xDijirO9Ozs70d7efsIujXHHdmGcP39+2e6MQSKpoFdBOCO/62J/f7+S3y5ld1/0m1/aqIouOlVXV4e2trbYd2vkd10sFAqlz3UJEu2+WDnRcCCRqrO92Ta31l0a447fhZHfgClINBzoVRDOyO+6yO/G6LeBgQFPuy/6zQ9tVEUXnTIMAx/60Idi362R33VRxeOVdl+srGg4kEgFZ+R3Y+R3adQhfhdGFcMBMUb98jvgWnddVLHd+DPPPONp90W/eaWNqumiU9ddd12suzVad11UMRwsX76cdl+soGg4kEgFZ+R3Y+R3aYy7/v7+sl0Y2e6MQagVMUb98sMZTdMs23WR7cYY5JUDxhe97r7oNy+0UTVddKqlpSXW3Rr5XRf53RiDtGTJEtp9sYKi4UAiFZyR/TbOnljZRynHTRrXrl1btgsj250xCGckxqhffjgjo4ts10V2Hw5yXBlfjGqXPlnaGBZddCqu3Rpfeumlsl0X2W6MQYY+xhdp98XKiYYDiVRQsK6uLtTX12P8+PEAju/SGPerB6tXry7bhVHFTpTEGPXL632Y0cW5c+eWXlVi3xvkbQXGF1V9RLdMbrQxTLroVBy7NTK6yO+6yM5FCXJcGV+k3RcrJxoOJFLBGdl7eoxGsV0a4xwOGGHkN1piuzMGXSsxRr3yyhkZXfza175W+rPOzs5AjDFsvuiUE20Mmy46xXZrjIo1MrrI77rY1dUViDESX6zMaDiQSAVnZIyRL27SyAgjPxyk0+nAnJGkgp7JckaeLvKfhMi0jd/C5otO2dHGKOiiU2y3xihYI08X+V0Xu7q6AjFG4ouVGQ0HkgXljKIn1rhJI08Y+YKKBRoO9EyWM/J0kS8IY4yKLzoloo1R0EWn2G6NUbBGni7yBXm8El+s3Gg4kCwIZ+QZI1/cpJEnjHxBhgNijPomM+Ba6SJfEMYYFV90ykobo6SLTt18882hs0YrXeQLMhwQX6zcaDiQLAhn5BkjX5yk0UoY+YJwRmKM+ubGGa10kS8IY4yaLzrF08Z77rknMrroVFtbW+iskaeLfEEZI/HFyo2GA8mCcEYrY+SLizRaCSNfEM5IjFHf3DijlS7yBWGMUfNFpxhtXLduHX71q19FShedCpM1WukiXxDGSHyxsqPhQLIgnNHKGPniIo1WwsgXhDMSY9Q3p/uwiC7yBWGMcfBFpy699FKk02kAwJw5c2K+NaOFxRpFdJEvCGMkvljZ0XAgWRDOaGWMfHGQRhFh5AvCGYkx6psTZxTRRT6/jDFOvmjXj370IwBAfX09HnzwwZhvzfHCYI0iusjnlzESX6z8aDiQLAhnFDFGvqhJo4gw8gXhjCQV9E7EGe3oIp9fxhgnXxTF6OJf//Vf44477vC8a2OYqWaNdnSRzy9jJL5Y+dFw4CG/nNHtiTVq0mhHGPn8igUaDvROxBnt6CKfH8aoA1+0xtNFP7s2hplq1mhHF/n8PF6JL1ZHNBx4yA9ntGOMfFGTRjvCyOdnOCDGqH/WAdeJLvL5YYw68EU+K130umtjFKlijU50kc/PcEB8sTqi4cBDfjijHWPki5I0OhFGPj+ckRij/vGc0Yku8vlhjDrxRZZo10UvuzZGkSrWaEcX+fwyRuKL1RENBx7ywxmdGCNfVKTRiTDy+eGMxBj1j+eMTnSRzw9j1IkvAva7Lsru2hhlQVmjE13k88MYiS9WTzQceMgPZ3RijHxRkUYnwsjnhzMSY9Q/dh/etm2bI13k88MYdeKLbrsuuu3aGHVBWKMbXeTzwxiJL1ZPNBx4yA9ndGKMfFGQRjfCyOeHMxJj1D/GGX/84x870kU+r4xRN74os+ui066NceSXNbrRRT6vjJH4YnVFw4GH/HBGN8bIFzZpdCOMfH44I0mFZDRx4kSsWrXKkS7yeWWMOvFF2V0X7XZtjCs/rFGGLvJ5ZYzEF6srGg485pUzenliDZs0yhBGPq9igYaDZHTgwAGMjIw40kU+L4xRN77oZddFnWijH9YoQxf5vDxeiS9WXzQceMwLZ5RhjHxhk0YZwsjnZTggxpiMtm7dih07dqClpcWRLvJ5YYw68UWvuy7qRhu9sEZZusjnZTggvlh90XDgMS+cUYYx8oVJGhlhdFMKfF44IzFG/WN0ceLEiSgWi7a7M/J5YYy68UURXXRLJ9rohTXK0EU+r4yR+GL1RcOBx7xwRlnGyBcWaWSEUeZ8A5YXzkiMUf8YXfziF78IwH53Rj4vjFEnvmhHF93SjTbKsEZZusjnhTESX6zOaDjwmBfOKMsY+cIijbKEkc8LZyTGqHf8rosf//jHAcjfhwE57qYLX3Sji27pRBvdWKMXusjnhTESX6zOaDjwmBfOKMsY+RhpXLVqVZCbWZYXwsjnhTMSY9Q7ftdFp90ZrckyRp34ogxddEsn2ujEGr3QRT5Zxkh8sXqj4cBjXjijF8bIN3fuXLz88svKSKMXwsjnhTOSVNA30a6Lot0ZRclqG134oixddEsn2mjHGr3SRT5Zxkh8sXqj4cBHspzR7za3qkmjV8LIJysWaDjQN9Gui6LdGUXJMEad+KIXuuiWLrTRjjV6pYt8Mo9X4ovVHQ0HPpLhjF4ZI59q0uiVMPLJDAfEGPXNbtdF2QFXhjHqwhe90kW3dKKNVtbohy7yyQwHxBerOxoOfCTDGb0yRj6VpNEPYeST4YzEGPXMaddFfndGu2QYo0580Q9ddEsX2mhljV7pIp8sYyS+WN3RcOAjGc7ohzHyqSKNfggjnwxnJMaoZ067LvK7M9olwxh14Yt+6aJbOtFGxhr/9V//1TNd5JNhjMQXKRoOfCTDGf0wRj5VpNEPYeST4YzEGPWLp4uiwVD2Pgw4czcd+GJQuuiWLrTxwgsvxMUXX4xvfetbnukinwxjJL5I0XDgIxnO6Icx8qkgjX4JI58MZyTGqF88XRQlwxndGKMufFEFXXRLF9o4depUHDp0CLfccovvtboxRuKLFEDDga9kOKNfxsgXlDT6JYx8MpyRpIJeieiiKDfO6KZtdOCLquiiWzrQxp6eHrzwwgtoa2vDK6+84vty3Bgj8UUKoOHAd25ne/tljHxBSWMQwsjnJhZoONArEV0U5cYZnRijLnxRJV10K27a+N3vfhe5XA5/+7d/62m3RmtOj1fiixSLhgOfOXHGIIyRLyhpDEIY+ZyGA2KMemVHF0W5DbhOjFEHvqiaLroVJ23k6eIdd9whvVujKKfhgPgixaLhwGdOnDEIY+QLQhqDEkY+J85IjFGfnOiiKCfO6MQYdeGLYdBFt+KijTxd9LJbozU3xkh8kWLRcOAzJ84YlDHy+SWNQQkjnxNnJMaoT050UZQTZ3RijDrwxbDooltx0EbRrosyuzWKcmKMxBcpPhoOfOZEwYIyRj6/pDEoYeRz4ozEGPXIjS6KcrsPA2LuFjdfDJsuuhUlbbTbddFtt0a7nBgj8UWKj4YDnzlxxqCMkc8PaVRBGPmcOCMxRj1yo4uinDijHWPUgS9GQRfdioo2Ou266LRbo112jJH4ImWNhgOfOXFGFYyRzytpVEEY+Zw4I0mF+JOli6LsOKOdtombL0ZFF92Kgja67bpot1ujU3aMkfgiZY2GgwDZne2tgjHyeSWNqggjn51YoOEg/mTpoig7zihijDrwxSjpolth00a3XRftdmt0SvR4Jb5IiaLhIEAizqiKMfJ5JY2qCCOfaDggxhh/XuiiKLsBV8QY4+aLUdNFt8KkjbK7Llp3a3RLNBwQX6RE0XAQIBFnVMUY+byQRpWEkU/EGYkxxptXuihKxBlFjFEHvhgHXXQrLNoou+uiF9ZoxxiJL1KiaDgIkIgzqmSMfLKkUSVh5BNxRmKM8eaVLooScUYRY4ybL8ZFF90KgzaK6KJTsqxRxBiJL1J20XAQIBEFU8kY+WRJo0rCyCfijMQY48sPXRRldx8GyrlbnHwxbrrolkraaEcXnZJljSLGSHyRsouGgwCJOKNKxsgnQxpVE0Y+EWckxhhffuiiKBFntDLGuPmiDnTRLVW00YkuOiXDGq2Mkfgi5RQNBwEScUbVjJHPjTSqJox8Is5IUiGegtBFUVbOaNU2cfJFXeiiWypooxtddEqGNVoZI/FFyikaDgJmPdtbNWPkcyONYRBGPqtYoOEgnoLQRVFWzsgzxrj5ok500a2gtNGNLjolwxr5xyvxRcotGg4CxnPGMBgjnxtpDIMw8vHDATHGeApKF0VZB1yeMcbJF3Wji24FoY2ydNEpN9bIDwfEFym3aDgIGM8Zw2CMfE6kMSzCyMdzRmKM0aeCLoriOSPPGOPmizrSRbf80kZZuuiUE2u0Mkbii5RbNBwEjOeMYTFGPjvSGBZh5OM5IzHG6FNBF0XxnJFnjHHyRV3polt+aKNXuuiUHWvkGSPxRUomGg4CxlOwsBgjnx1pDIsw8vGckRhjtKmii6Ks92Fg9FjHxRd1p4tueaGNfuiiU3askWeMxBcpmWg4CBjPGcNijHwi0hgmYeTjOSMxxmhTRRdF8ZyRMcYjR47ExheTQBfdkqWNfumiUyLWyBhjbW0t8UVKKhoOAsZzxjAZIx8jjUNDQwBGHXpYhJGP54wkFaJLNV0UxTgj0zZx8cWk0EW3ZGhjELrolIg1Msa4dOlS4ouUVDQcKIid7R0mY+RjpPGPf/wjAODVV18NlTDyMbFAw0F0qaaLohhnZK8IxcUXk0QX3XKjjUHoolMi1siGA+KLlGw0HCioo6MDO3bsCJUx8jHS+OqrrwIAfve734VKGPnYDxFijNEUBl0UxQbcrq4uHD16NBa+uHPnzkTRRbecaOPevXsD00WnrKyxq6sL+Xye+CIlHQ0HCpo8eTK2b9+OQqEQySsHjDS++uqrME0TmzZtCpUw8rW3t+Ptt9/G8PAwDQchFxZdFNXR0YGDBw/i4MGD2LRpUyx88Qc/+EHi6KJbdrTxBz/4QWC66BTPGnO5HHbv3o0//elPxBcp6Wg4UFBHRwcGBgZQLBYjeeUAGH1rYd++fcjlcsjn86Gfb8Dq6OjA0NAQCoUCDQch99JLL4VCF0W1t7ejUChgcHAQ77zzTuTMbXh4GK+++mri6KJbIto4PDyMtWvXKqGLTjHW+OSTT2JoaAi7du0ivkhJR8OBgtgTazqdDpUx8s2ePRuZTAaDg4OYMGFCJK9YAKOvkhQKBQAgxhhyP/jBD0Khi6La29uRz+eRy+Vw7rnnRsoXR0ZG0Nvbi4suuiiRdNEtnjb29/ejt7cX5513nhK66BRjjY888ggGBgaIL1KeouFAQWeccQaKxSLGjh0bGb1qbGzEhRdeiOHhYVx22WWRXCcwyhlN00RzczNRqBAbGBjAe++9FwpdFMWOZz6fx6JFiyIlhD//+c+Rz+dxxx13JJYuusVo49e//nXk83l8/vOfj2Stt912G1577TXkcjl85jOfoccsJR0NBwqqra1FTU1NJCcE8k2dOhWmaSplUG6l02nU1dWF+nJotdfd3Y2+vj586EMfCo0uihoZGUEqlYqULx4+fBiPPfYYstkspkyZEtn1Rt3kyZPx13/913jhhRdQV1cX2fv+1157LUzThGEYuPnmmyO5TqoyouFAYZX6Ww8VbY888ggMw4hUCwwMDKCvrw9NTU2R8sUHHngAxWIRTU1NkV1nXHnZa0Fl+XweqVQqtuunkhkNBwoaHh7G8PAwBgcHI73et956C4ZheN4BLkjspLWo11otbd26FcuXL0djYyOam5sju95nnnkGxWIx0pMB2a6LN998M1Kpyn4q2rlzJ/7jP/4DV111FYaGhso+vTDMli9fjpGREdTX19vu1khRoir7ERlRu3btQjqdxuHDhyObzvv7+7F582bU1taWPu8givbt2wfDMNDT03PCzm9UsBhdPP300yP97d00TTz00EPIZDIYGRlBT09PJNfLdl382Mc+Fsn1xRnbdfG///f/jkwmg3/7t3+L5Lni4YcfRk1NDWbOnCncrZGi7KLhQEFdXV1Ip9MoFAp49913I7nOtWvXIp/Po76+Hvv27Tthl8aw2rlzZ+mkpj179kRyndUS23Xxc5/7XKTXu3btWvzpT39CNptFJpOJ5L7E77oYNtOMO37XxcbGRowZMwZvvPGG9K6Nftu8eTN+97vfIZvN4qabbhLu1khRdtFwoKDOzk40NDQglUqVdj8Lu9WrV2PChAmor69HJpM5YZfGsOrs7ERtbS3S6XRpBz8qePyui1HqEwBYsmQJTj31VNTX10dyXJO+66KXRLsu1tbWYvbs2VK7NgbpkUceQWtrK+rq6jBv3jzhbo0UZRcNBwrauXMnpk6dilQqFclvXWwXxssuuwypVAoXXnhh2S6NYdbV1YXJkyeXdmek1BTmrotO7dq1Cy+88AKmTZuGcePGoa2tLfQBtxJ2XZTNbtfFxYsXS+3a6LeDBw/iP//zP3HxxRejtrYWEyZMEO7WSFF20XCgoM7OTkyZMqW0O2PYbd++HXv27MGll14KALjsssvw8ssvR3KSYFdXFzo6Okq7M1LBi2LXRbvY7osnnXQSJk+eXNqdMawqZddFmZx2XZw4caLrro1BeuKJJ5BOp3HqqafizDPPRCqVEu7WSFF20XCgILYbI9u8JuxWr16Nuro6vP/97wcAXHrppRgaGsLLL78c+nWz3RjZ7oxU8KLYdVHUwMBAaffF3bt3o6Ojo7SxVlhV0q6Lbrntuui2a6PfRkZG8O///u/42Mc+hv3795c+5ly0WyNF2UXDQcCGh4dLuzF2dHRE8gNz9erVmDVrFurq6gCMfkLjpEmTQj/voFAolHZjpOFATVHtuijqmWeeKe2+yN4uCnPAZXSxUnZddGrnzp2uuy467doYpOXLl+Odd97BrbfeesLW6tbdGinKLhoOArZr1y4Ui8WyH5hhEqX+/n688sorZbswsl0awx4O9u3bh5GRkdJad+/eTTQqQFHuuii67kceeQRXXXUVTjrpJHR3d5cG3EOHDoXCGRldrKRdF+1idNFt10W7XRuDtGTJEsyaNQtTp07F7t27y4YDfrdGeuxSTtFwEDD22zP7gTk4OBgqZ1y7di1GRkZO2Ixn7ty52LlzZ6hva7DLbm9vR0dHB/L5PHHGADG6GMWui9bWrl2LN998E7fddtsJ92EAyu9HPF2spF0XRfF00e1jxkW7NgZp8+bNWL9+PW677Tbs3bsXhULhhJ1i2W6NxBopp2g4CFhnZyfq6+sxfvz40hNrmO/Zrl69uvTyL9/s2bNRU1MT6qsHnZ2dyGQymDRpUun66a0Ff/F0MarttvmWLFmCc845B7NmzSodQ3ZCIqD2uFY7XXSL37UxKG185JFHSrsvsuch63MF262RWCPlFA0HAdu5cyfa29thGAbOOOOMUDkjI4yiHyaNjY247LLLQiWNXV1dOP3005HJZDBhwgTijAGKiy4Cx/nirbfeCsMw0NnZiba2NjQ3N6O5uRmtra1KB1yii+6xXRuD0EbGF2+55RZkMhl0dXWVGKM1Yo2UWzQcBKyzs7P021ZtbW2onJERRrvfNOfNmxcqaeRPbkqn08QZfRYnXQSO80W2+yLTNiyVnJHoolyTJ08OTBsZX7zpppsAjD5eGWO0RqyRcouGg4BZn1jDPNubEcZZs2YJ/37u3Lmhkkbrmc8kFvwVF10Eyvki27+BfXYFSyVnJLooXxDayPPFlpYWACc+XvmINVJu0XAQIJ4xssLkjIww1tfXC/9+6tSpoZFGnjGyaDjwXpx0ESjniyzGGFmqBlyii94KQht5vshyGg4AYo2UczQcBIhnjKywOKOIMFoLkzTyjJFFnNFbcdJFdv2ML55++ukARl8KZ4yRpYozEl30nl/ayPjiueeeC2D0lQQrY7RGrJFyioaDAPEEjBUWZ7QjjNbCIo08Y2QRZ/RWnHQRKOeLLLv7MBCMMxJd9Jcf2sjzRZYdY7RGrJGyi4aDAPGMkRUWZ7QjjNbCIo08Y2QRZ5QvbroIlPNFFs8YWUE5I9HFYHmljTxfZNkxRmvEGim7aDgIEM8YWWFwRifCaC0s0sgzRhZxRvnipIvAiXyRxTNGVlDOSHQxeLK00coXWU6M0RqxRkoUDQcB4hkjKwzO6EYYrYVBGkUnNxFnlCtuugicyBdZVm3D8ssZiS6qSZY2Wvkiy4kxWiPWSImi4SBAdk+sqjmjG2G0FgZptDvzmcSCe3HSRUDMF1lWxsjyyxmJLqrLjTaK+CLLTSrwEWukRNFw4DMRY2Sp5oxuhNGaatIoYowsGg6ci5suAmK+yLIyRpafAZfootrcaKOIL7K8DAcAsUbqxGg48JmIMbJUckYZwmhNNWkUMUYWcUb74qaL7DZY+SJLxBhZfjgj0UX1OdFGK19kyTBGa8QaKWs0HPhMRMBYKjmjLGG0ppI0ihgjizijfXHTRUDMF1lu92FAnjMSXQwnO9oo4ossWcZojVgjxUfDgc9EjJGlkjPKEkZrKkmjiDGyiDOK04EuAmK+yBIxRpYXzkh0MdxEtFHEF1myjNEasUaKj4YDn4kYI0sVZ/RCGK2pJI0ixsgizigubroI2PNFlogxsrxwRqKL4cfTRju+yPLCGK0Ra6RYNBz4TMQYWao4o1fCaE0VaXQ6uYk444npQBcBe77IstM2LBnOSHQxmnja+P3vf1/IF1leGKM1Yo0Ui4YDn7k9sargjF4JozVVpNHtzGcSC+XFTRcBZ77IsmOMLBnOSHQxuv7u7/4O2WwW/+f//B8hX2R5lQp8xBopFg0HPnJijCwVnNErYbSmgjQ6MUYWDQfH04EuAs58kWXHGFluAy7RxWhrbm7GVVddhUOHDuEDH/iA7dcFGQ4AYo3UaDQc+MiJMbKCckY/hNGaCtLoxBhZxBlH04EustthxxdZToyR5cYZiS5G3/bt29HW1obHHntM+NzihzFaI9ZIATQc+MqJgLGCcka/hNFaUNLoxBhZxBlH04EuAs58kSV7HwbEnJHoYvRt3rwZv//973HnnXfa7trolzFaI9ZI0XDgIyfGyArKGf0SRmtBSaMTY2QRZ9SHLgLOfJHlxBhZdpyR6GI8Mb74hS98wXbXRr+M0RqxRoqGAx85MUZWEM4YhDBaC0oanRgjizijHnQRcOeLLCfGyLLjjEQXo8/KF+12bQzCGK0Ra6zuaDjwkRNjZAXhjEEJo7UgpFHm5KZq54y60EXAnS+y3LQNy8oZiS7Gk3X3RbtdG4MwRmvEGqs7Gg58JPvE6pczBiWM1oKQRtkzn6tZLOhAFwE5vshyY4wsK2ckuhh9drsvinZtDCoV+Ig1Vnc0HHhMhjGy/HLGoITRml/SKMMYWdU6HOhCFwE5vshyY4wsfsAluhhPdrsvinZtVDkcAMQaqzkaDjwmwxhZfjijCsJozS9plGGMrGrkjLrQRXZb3PgiS4YxsnjOSHQxnux2XwTKd20cHh4OzBitEWus3mg48JgMAWP54YyqCKM1P6RRhjGyqpEz6kIXATm+yPJ6HwaAJ598kuhiDDntvgiU79r42GOPKWGM1og1Vmc0HHhMhjGy/HBGVYTRmh/SKMMYWdXGGXWii4AcX2TJMEYWuw9/5zvfIboYQ067L7LYcfmXf/kXmKap/LmDWGN1RsOBx2QYI8srZ1RJGK35IY0yjJFVbZxRF7oIyPNFlgxjZDU3N8MwDOzdu5foYsS57b7Id/fdd+PgwYMYGhpSwhitEWusvmg48JgMY2R55YyqCaM1r6TRy8lN1cQZdaKLgDxfZMlqG2CULh49ehRTp04luhhxVr7o1OTJk3HhhRcil8vhvffeU35biDVWXzQceMzLEyvgjTOqJozWvJJGr2c+V4tY0IUuAt74IkuWMQKjdDGTyeDkk08OcjMTkS50EbDni06dcsopqK+vL6ONqiLWWH3RcOAhL4yR5YUzrl69GrNnz1ZGGK15IY1eGCOrGoYDnegi4I0vsmQZI6OL8+bNw759+wLcSv3TiS4C9nzRqT179uDKK68so40qI9ZYXdFw4CEvjJElyxkZYQzz5DYvpNELY2RVOmfUiS6y2yPLF1leGCOji3/5l3/puDtjJaQTXQSc+aIothvjhz70oRJt9LsjrF3EGqsrGg485IWAsWQ5Y1iE0RojjW6/4XthjKxK54w60UXAG19kyd6H+V0Xzz77bADi3RkrIZ3oIuDOF0Wx3RinTp1aoo2iXRuDRqyxeqLhwENeGCNLljOGRRityZJGL4yRVcmcUTe6CHjjiywZxmjdddFud8ZKSDe6CMjxRWv8bozsuIl2bQwascbqiYYDD3lhjCwZzhgmYbTGSKPbcOCFMbIqmTPqRBcB73yRJcMYrbsu2u3OWAnpRBcBb3yRz7obo92ujSoi1lgd0XDgIS+MkSXDGcMmjNZkSKOfz2ivVM6oG10EvPNFlpu2sdt10bo7YyWkG10EvPFFPutujHa7NqqIWGN1RMOBh7wyRpYbZwybMFqTIY1+N3CpRLGgE10E/PFFlhtjtNt10bo7YyWkE10E/PFFlujxKtq1UUXEGqsjGg4k88MYWW6cMWzCaM2NNPphjKxKGw50o4uAP77IcmKMTrsu+t1+XNd0o4uAP77IEg0Hol0bVUWssfKj4UAyP4yR5cQZoyCM1txIox/GyKokzqgbXQT88UWWG2N02nWR352xEtKNLgLe+SKLMUbR45XftVElbSTWWPnRcCCZH8bIcuKMURFGa06k0Q9jZFUSZ9SNLgL++CLL6T7M00XRrovseyrh1QPd6CLgjy+yGGMUDX38ro2qaSOxxsqOhgPJ/DBGlhNnjIowWnMijX4YI6tSOKOOdBHwxxdZdozRShdFVQpn1JEuAv74IotnjKLCoo3EGis7Gg4k88MYWXacMUrCaM2JNPphjKxK4Yy60UXAP19k2TFGK10UVSmcUTe6CPjniywrYxQVFm0k1li50XAgmR/GyLLjjFETRmt2pNGvVAAqgzPqSBcB/3yRJdI2dnRRVNI5o450EfDPF1lWxigqLNpIrLFyo+FAMr+MkSU62ztqwmjNjjQGGQ6A5IsF3egiEIwvskSM0Y4uiko6Z9SNLgLB+CJL9vEaBm0k1li50XAgURDGyBJxxqgJozURaQzCGFlJHg50pItAML7IsjJGJ7ooKsmcUUe6CATjiyzZ4SAs2kissTKj4UCiIIyRZeWMcRBGayLSGIQxspLKGXWki0AwvsgSMUYnuigqyZxRR7oI+OeLLCfGKCoM2kissTKj4UCiIIyRZeWMcRFGa1bSGIQxspLKGXWki0Awvsiy3ofd6KKopHJGHekiEIwvspwYo6iwaCOxxsqLhgOJgjBGlpUzxkUYrVlJYxDGyEoiZ9SVLgLB+CKLZ4wydFFUEjmjrnQRCMYXWW6MUVQYtJFYY+VFw4FEQRgji+eMcRJGa1bSGIQxspLIGXWki0BwvsjiGaMMXRSVRM6oI10ERpVIEL7IkmGMosKgjcQaKysaDiQKwhhZPGeMmzBa40ljUKkAJI8z6koXgeB8kcW0jRe6KCpJnFFXuggAv/jFLwLxRZYMYxQVBm0k1lhZ0XAgUVDGyGJne8dNGK3xpFHFcAAkSyzoSBcBIJfLBeaLLMYYvdBFUUnijDrSRdbPfvazQHyRFeTxqpo2EmusrGg4cEkFY2Qxzhg3YbTGSOPKlSsDM0ZWUoYDXekiAKxcuTIwX2R1dXWhsbHRE10UlRTOqCtdBIDBwUEcPHgwEF9kBRkOwqCNxBorJxoOXFLBGFnst65169Zp85YCcJw0vvDCC4EZIysJnFFXush69tlnA/FFFmOMa9eu9UQXRSWFM+pKF4HRD7R6//vf75svsrwyRlGqaSOxxsqJhgOXVDBGVnt7O3p6ejA0NKTVcAAcJ435fF7JWpPAGXWli8DoK1Y7d+4MxNxYXV1dGB4exuuvv+6JLopKAmfUlS4Cox88NTIyguuvvz7wZXlljKLCoI2MNa5bt07J5VHxRMOBSyoYI6u9vR3Dw8M45ZRTYieM1mbPng0AyOfzgRgjS3fOqDNdBEZ/u2xvb1dyXspbb72F3t5ez3RRlO6cUWe6CAA/+clPkE6nMXPmzMCX5YcxilJNGxlrfPbZZwNfFhVfNBy4pIIxsk4//XQMDQ1hypQpCm6Z2hobGzF+/Hik0+lAtIqlO2fUlS4CwP79+zE0NITrr79eyf1u2bJlKBaL+MY3vhH48nTnjLrSRWB098WVK1eioaFByWPML2MUpZo23nbbbXjttdcwMjKi5PKo6KPhwCUVjJG1a9cuAEBra6uSy1Ndc3MzcrncCbs0+klnzqgzXQRGz2RPpVKYN29e4Ms6fPgwVqxYgTPOOMMXXRSlK2fUmS4Cx3dfVPVWh1/GKEo1bbz22mvR1tam7EOWqOij4cAl9sqBilavXo2amhpln2muunw+D8MwTtil0W+6igVGF7/0pS/FfVNOaGBgAL/4xS+QzWaV/BB54IEHMDw8rGTQYOnKGXWmi2z3xfnz5yt7RUMVO2appI01NTX40Ic+hMHBQe1PXqXE0XDgEGOMKoeDyZMnl15B0KlCoYB3330X48aNK9uIKUg6Dgc8XQxqzMPomWeewcDAgJLBgO262NzcHPjMeD4dOaPOdBE4vvuiihMRWaqHA9W08brrrgMA/PKXvwx8WVT00XDg0Ntvv62MMbJdGC+++GJ0dXWhWCwquIXq2rdvH/L5fNlHKQdNN86oO11kuy/OnDkT6XQ68GXdc889pR+UKj6ng6UjZ9SZLgLHd19UdRxUMEZRKmljS0sL6urq8NOf/lSb5wBKPhoOHFKxQyGL7cI4f/58DA4O4r333gt8mSpja7322mvLdmkMkm6cUWe6CBzffTHoRyUDo69S/eY3v8Ett9wCQM19mKUbZ9SZLgJqdl+0poIxilJNGxsaGvDee+/Rbo0JjIYDh1QyRvaWAiNMur1ny3Zj/PCHP1y2S2OQdOKMutNF4Pjui+9///sDXQ6/6yI7k10lndWJM+pOFwE1uy9aU8UYRamkjTU1NTj//PNpt8YERsOBQ6oYI78LI787o06x3RhPOukkZW8t6MQZdaaLgLrdFwGU7brY1dVV2o1RVTpxRp3pIjDKF1XsvmhNJWMUpZI2Xn/99bRbYwKj4cAhVYyR34WR351Rp/iTm/hdGoOkC2fUnS4C6nZftO66qGrTMGs6cEbd6SJwnC8G3X3RmkrGKEolbfzgBz9IuzUmMBoOHFLFGK27MOrwxGqNHw74XRqDpoNY0JkuAqN8UdXui2zXxbvuugvA8d0YVacDZ9SZLgLH+aKK3RetqZYKolTRRtqtMZnRcGCTSsZo3YVRhx+YfIVCoWw3RrZLo4q3FuJeq+50ERjliyp2X2R08Qtf+AJOPvlkAKM/RMJ45SBuzqg7XQSO80UVuy9ai2I4UEkbabfG5EXDgU2qGCMjjPxJcOwHpi6ccd++fWW7MbJdGlUNB3FxRt3pInCcLwbdfZHRRX7XRbYbYxivHMTNGXWni8BxvqjyMyaA8BijKFW0sa2tDR/5yEdot8YERcOBTaoYIyOM1uFAJ84oWivbpTHob/1xckbd6SJwnC8GZW6MLvK7LqrcUdRanJxRd7oIhMMXWWExRlEqaSPbrZFYYzKi4cAmVYyREUb+pV32xBr3e7Ysxhj53Rhnz56thDTGxRmTQBeB43wxyO6LPF3kd11k/+ZhnZDIX0dUJYEuAuHwRVaYjFGUKto4bdo0XHLJJcQaExINBzapYIw8YeTTjTMyxshTq8bGRiWkMS7OqDtdBNTxRZ4u8pfT2dmpnDGy4uKMutNFIDy+yAqbMYpSRRtvu+02Yo0JiYYDm1QwRp4w8unGGe1OblJBGuPgjEmgi4Aavmili3xhMUZW1OomCXQRCI8vssJmjKJU0cZrr72WWGNCouHAJhWM0UoY+XTijHbDgSrSGLVY0J0uAur4opUu8oXFGFlRc0bd6SIQLl9kRSEVRKmgjcQakxMNB4JUMUYrYeSLm/ixrIyRTxVpjHKtSaCLgBq+KKKLfGExRlaUnDEJdBEIly+y4hoOVNFGYo3JiIYDQSoYo4gw8unCGa2MkU8VaYyKMyaBLgJq+KKILvKFyRhZUXLGJNBFIDy+yIqSMYpSQRuJNSYjGg4EqWCMIsLIpwtndFurCtIYFWdMAl0E1PBFEV3kC5MxsqLijEmgi0C4fJEVJWMUpYo2EmvUPxoOBKlgjCLCyKcLZxQxRj4VpDEKzpgUuggE54t2dJEvTMbIioIzJoUuAuHyRVbUjFGUCtpIrFH/aDgQFJQx2hFGPl04o4gx8qkgjVFwxiTQRUANX7Sji3xhMkZWFJwxCXQRCJ8vsuJgjKJU0EZijXpHw4GgoIzRjjDy6cIZZU5uCkoaw+aMSaGLQHC+6EQX+cJmjKww1U1S6CIQPl9kxcEYRamgjcQa9Y6GA0FBGaMTYeTTgTPKDAcqSGOYYiEJdBFQwxed6CJf2IyRFSZnTAJdBKLhi6y4pIKooLSRWKPe0XBgSQVjdCKMfHFzRifGyKeCNIa11qTQRSA4X3Sji3xhM0ZWWJwxKXQRiIYvsnQaDlTQRmKN+kbDgaWgjNGNMPLFzRmdGCOfCtIYBmdMCl0EgvNFN7rIFwVjZIXFGZNCF4Hw+SIrbsYoKihtJNaobzQcWArKGN0II1/cnNHLWoOSxjA4Y1LoIhCcL7rRRb4oGCMrDM6YFLoIRMMXWXEzRlEqaCOxRj2j4cBSUMboRhj54uaMboyRLyhpVM0Zk0QXgWB8UYYu8kXBGFmqOWOS6CIQDV9k6cAYRQWljcQa9YyGA0tBGKMMYeSLmzO6MUa+oKRRNWdMCl0EgvNFGbrIFwVjZKnmjEmhi0B0fJGlC2MUFZQ2EmvULxoOLAVhjDKEkS9uzuj15KYgpFElZ0wSXQSC8UVZusgXFWNkqVI3fX19iaGLQHR8kaULYxQVlDYSa9Qv/e5lMReEMcoSRr44OaPX4SAoaVQlFpJCF4HgfFGWLvJFxRhZqjjjE088kQi6CETLF1k6SQVRQWgjsUb9ouGAKyhjlCWMfHFxRlnGyBeUNKpY6/bt2xNDF4FgfHHnzp3SdJEvKsbIUsEZC4UCnnnmmUTQRSBavsjSfTgIShuJNeoVDQdcQRijF8LIFxdnlGWMfEFJowrO+G//9m+JoItAcL74/e9/X4ou8kXJGFkqOGNvby9aW1sTQReB6PgiS0fGKCoIbSTWqFc0HHAFYYxeCCNfXJzR71qDkMagnHFoaAivvfZaIugiEIwvDg8PY/369VJ0kS9KxsgKyhk3btyIoaEhLFq0SHu6CETLF1k6MkZRPG389a9/7fn7iTXqEw0HXEEYoxfCyBcXZ/TCGPmCkMYgnHFkZAS9vb249NJLE0EXAf98ka31oosukqKLfFEyRlYQzlgoFPC9730PNTU1uPLKK1XftFCKki+ydGWMohhtfOihhzy/ekCsUZ9oOODyyxi9Eka+uDijF8bIF4Q0BuGMzzzzDAqFAj73uc95/t44CsIXf/7znyOfz+OOO+7w/L1RMkZWEM64dOlSdHZ2YsyYMdrTRSB6vsjSmTGKuvvuu3H48GH09/d7/l5ijXpEwwGXX8bolTDyxcUZg5zc5Jc0+uWMBw4cwOOPP46GhgaceeaZnr43rvzyxcOHD+Oxxx5DNpvFlClTPF9v1IyR5UfdsF0XFyxYkIi3iYDo+SJLZ8YoavLkyfjoRz+KgYEBHDx40NP3EmvUo2Tc0yLKL2P0Qxj54uCMQYaDIKTRj1i4//77kUql0NTU5Pn64igIX3zggQdQLBZ9rzVqxsjywxnZrou33357SLdKbXHwRZbuUkHUJz/5SRiGgR/+8Ieevo9Yox7RcHCsIIzRD2Hki5oz+mGMfEFIo9e1sl0XP/3pTyfiZWfAP19kuy7efPPNvn9DjJoxsrxyRn7XRS9MM87i4IusJA4HTU1NaGxsxIoVKzzTRmKN8UfDwbH8Mka/hJEvas7ohzHyBSGNXjgjv+vidddd5+emRp5fvsjvuvixj33M13XHwRhZXjljknZdZEXNF1lJYYyistks2tvbPdNGYo3xR8PBsfzSPr+EkS9qzhh050nAP2n0whmTtOsiyy9f5Hdd9LvWOBgjywtnTNKui6w4+CIrKYxRlGEY+PznP+9r10ZijfFGw8Gx/DJGv4SRL2rO6Jcx8vkljbKcMWm7LrL88EWvuy7aFQdjZMlyxqTtusiKgy+yksQYRTGS63XXRmKN8UbDwbH8MMYghJEvas7olzHy+SWNspwxSbsusvzyRa+7LtoVB2NkyXLGJO26yIqLL7KSxhhF+d21kVhjfNFwcCw/jDEIYeSLmjOqOrnJD2mU4YxJ23WR5Ycv+tl10a64GCPLTd0wupiUXRdZcfFFVtIYo6jJkyfjM5/5jOddG4k1xldy722K88MYgxJGvig5o6rhwC9pdBMLSdp1keWXL/rZddGuuBgjy40zMrqYhF0XWXHyRVYSpYKo//bf/pvnXRuJNcYXDQfwzxiDEka+qDhjUMbI55c0Oq2V0cWk7LrI8sMXGV30uuuiXXExRpYTZ+TpYhJ2XWTFyRdZlTIc+N21kVhjPNFwAH+MUQVh5IuKMwZljHx+SaMdZ+TpYhJ2XWT54Ys8XfSy66JdcTJGlhNnTCJdBOLji6wkM0ZRfnZtJNYYTzQcwB/tU0EY+aLijCoYI58f0mjHGZNIFwF/fJGni152XbQrTsbIsuOMSaSLQLx8kZVkxiiK37XRC20k1hh9NBzAH2NUQRj5ouKMKhgjnx/SKOKMSaWLgHe+qIou8sXJGFkizphUugjEyxdZSWeMotj93gttJNYYfTQcwDtjVEUY+aLijCoYI58f0ijijEmki4A/vqiKLvLFyRhZIs6YRLoIxM8XWZXAGEX5oY3EGqONhgN4Z4yqCCNfVJwxjJObvJJGK2dMKl0EvPNFlXSRL27GyOLVTVLpIhA/X2RVAmMU5Yc2EmuMtsq6x/nMK2NUSRj5ouCMYQwHfkgjLxaSSBcBf3xRJV3ki5sxsnjOmES6COjBF1mVIhVEeaWNxBqjreqHAz+MUSVh5AubM6pkjHx+SCNba1LpIuCdL6qmi3xxM0YW44xJpYuAHnyRVcnDgR/aSKwxuqp+OPDKGFUTRr6wOaNKxsjnhzQyzvjVr341cXQR8M4XVdNFPh0YI4txxq9+9auJpItA/HyRVWmMUZRX2kisMbqqfjjwSvtUE0a+sDmjasbI55U0dnR0oL+/H2vXrk0cXQS880XVdJFPB8bIam9vx/DwMJ5//vnE0UVAD77IqjTGKMoPbSTWGE1VPxx4ZYyqCSNf2JxRNWPk80oaJ0yYgN7eXkybNi1xdBHwxhfDoIt8OjBG1hlnnIHe3l5Mnjw5cXQR0IMvsiqRMYryShuJNUZT1Q8HXhhjGISRL2zOqJox8nkljcuXL0exWMS8efOU35aw88oXw6CLfDowRtYvfvELFItFXH755Ymii4A+fJFVqYxRlFfaSKwx/Kp+OPDCGMMgjHxhc8awT26SJY0HDhzAd7/7XUyYMAEDAwOh3Z6w8sIXw6KLfLowRkYXJ02alMj3g3Xhi6xKZYyivNJGYo3hV/n3Ope8MMawCCNfmJwx7OFAljQyujh79uxINptSmVe+GBZd5NOFMTK6OG/evMi2H1eVTnyRVclSQZQX2kisMfyqejjwyhjDIox8YXHGsBgjnwxp5Oni+973vsQNB174Yph0kU8HxsjTxfPOOy+y7cdVpRNfZFXbcOCVNhJrDLeqHg68MMYwCSNfWJwxLMbI50Yarbsu2u3OqGte+GKYdJFPF8bI77rotDujrunCF1nVwBhFeaGNxBrDraqHAy+0L0zCyBcWZwyTMfI5kUbrrot2uzPqmhe+GCZd5NOBMVp3XbTbnVHXdOKLrGpgjKK80kZijeFV1cOBF8YYJmHkC4szhskY+exIo2jXRdHujDonyxfDpot8cTNG0a6Lot0ZdU4nvsiqFsYoygttJNYYXlU9HMgyxrAJI19YnDFMxshnRxpFuy6KdmfUNS98MWy6yBc3YxTtuijanVHXdOOLrGpijKK80EZijeFU1cOBLGMMmzDyhcUZozy5yUoa7XZdtO7OqHOyfDEKusgXJ2N02nUxik3EVKQbX2RVE2MU5YU2EmsMp+q85x1LljFGQRj5wnhijXI4sJJGp10Xw95sSkVe+GIUdJEvTsbotOsivzujrunIF1nVJhVEydJGYo3hVLXDgRfGGAVh5FP9AzMKxsjHk0a3XReTMBzI8sWo6CJfXIzRbddFtjujzunIF1k0HHijjcQa1Ve1w4EsY4yKMPKp5oxRMEY+njTydFGU7pxRli9GRRf54mSMPF0UlQTOqBtfZFUrYxQlSxuJNaqvaocDWdoXFWHkU80Zo2KMfHPnzsWbb76J3/72t467LurOGWX5YlR0kS8uxmili6J054w68kVWtTJGUV5oI7FGtVXtcNDZ2YlsNuvKGKMijHyqOWNUjJHvkksuQV9fHzo6OhwHK905owxfjJIu8sXBGEV0UZTunFFHvsiqZsYoSpY2EmtUW9UOB+wsbydqFiVh5FPNGaNijHxLly5FOp3GKaec4vh1OnNGWb4YJV3ki4MxiuiiKJ0546FDh/Dss89qxxdZ1c4YRcnSRmKN6qra4UCGMUZJGPlUc8aoT25idPGKK67A5s2bHXdp1JkzyvDFqOkiX9SM0YkuitKVMz7xxBNIpVLa8UVWtTNGUbK08dprr8X48eOJNSqoau99Mj8woyaMfCrP4o96OGB08etf/7rULo06igVZvhg1XeSLmjE60UVROnLGkZERPPbYY1ryRRZJBXEytLGmpga33HILsUYFVeVwIMsYoyaMfKp+64qaMfJ0cfr06a67NAJ6DgcyfDEOusgXJWN0o4uidOSMOvNFFg0H4mRpI7FGNVXlcPD222/DNE3HB2AchJFPFWeMkjFad11026WRpRtnlOGLcdBFvqgZoxtdFKUjZ9SVL7KIMTonQxuJNaqpKocDGdoXB2HkU8UZo2SM1l0XAeddGlm6cUYZvhgHXeSLkjHK0EVRunFGnfkiixijc7K0kVhj8KpyOJBhjHEQRj5VnDEqxijadRGw36WRTzfO6MYX46KLfFExRlm6KEo3zqgzX2QRY3RPhjYSawxeVQ4HbowxLsLIp4ozRsUYRbsuAva7NPLpxBll+GJcdJEvKsYoSxdF6cQZdeeLLGKMcsnQRmKNwarK4cCNMcZFGPlUccYoTm6y23WRZd2l0ZpOnNGNL8ZJF/miYIxe6aIoXTij7nyRRYxRLhnaSKwxWFV5D3T7gRknYeRTcRZ/FMOB066LwIm7NIrSQSzI8MU46SJfFIzRK10UpQNnTAJfZJFUkM+NNhJrDFbVDQcyjDFOwsgX9LeuKBij266LQPkujXbpMBy48cW46SJf2IzRD10UpQNnTAJfZNFwIJ8MbSTW6L+qGw7cGGPchJEvKGcMmzFa6aJdMqQxbs7oxhfjpot8UTBGP3RRlA6cUXe+yCLG6D032kis0X9VNxy40b64CSNfUM4YNmMU0UW73Ehj3JzRjS/GTRf5wmaMfumiqLg5YxL4IosYo/dkaCOxRn9V3XDgxhjjJox8QTljmIzRji7a5UYa4+aMTnxRB7rIFyZjDEIXRcXNGZPAF1nEGP3lRhuJNfqr6oYDJ8aoA2HkC8oZw2SMdnTRLjfSGCdndOOLOtBFvjAZYxC6KCpOzpgUvsgixug/N9pIrNF7VTccODFGHQgjX1DOGNbJTW500S4n0hgnZ3Tii7rQRb6wGKMKuigqLs6YFL7IIsboPzfaSKzRe1V3L3T6gakLYeQLchZ/WMOBG120y400xiEW3PiiLnSRLyzGqIIuioqDMyaJL7JIKgTLiTYSa/ReVQ0HboxRF8LI5/e3rrAYowxdtMuNNMYxHDjxRZ3oIl8YjFEVXRQVB2dMEl9k0XAQLDfaSKzRW1U1HDgxRp0II59fzhgGY5Sli3a5kcaoOaMTX9SJLvKFxRhV0UVRcXDGpPBFFjFGNTnRRmKN3qqq4cCJ9ulEGPn8csYwGKMXumiXE2mMmjM68UWd6CJfGIxRJV0UFTVnTBJfZBFjVJMbbSTWKF9VDQdOjFEnwsjnlzOqZoxe6aJdTqQxas5oxxd1o4t8qhmjarooKmrOmCS+yCLGqC4n2kisUb6qGg7sGKNuhJHPL2dUzRi90kW7nEhjlJzRiS/qRhf5VDNG1XRRVJScMWl8kUWMUW1OtJFYo1xVNRzYMUbdCCOfX86o8uQmv3TRLjvSGCVntOOLOtJFPpWMMSy6KCoqzpg0vsgixqg2J9pIrFGuqron2v3A1JEw8vk5i1/lcOCXLtrlRBqjEAtOfFFHusinkjGGRRdFRcEZk8gXWSQV1GdHG4k1ylU1w4ETY9SRMPJ5/a1LJWMMQhftciKNUQwHdnxRV7rIp4oxhkkXRUXBGZPIF1k0HKjPiTYSa3SvaoYDO8aoK2Hk88oZVTHGoHTRLifSGDZntOOLutJFPpWMMUy6KCoKzpg0vsgixhhedrSRWKN7VTMc2NE+XQkjn1fOqIoxqqCLdtmRxrA5ox1f1JUu8qlijGHTRVFhc8Yk8kUWMcbwcqKNxBqdq5rhwI4x6koY+bxyRhWMURVdtMuONIbNGUV8UWe6yKeCMUZBF0WFzRmTyBdZxBjDzY42Emt0rmqGAxFj1Jkw8nnljCoYoyq6aJcdaQyTM9rxRZ3pIp8KxhgFXRQVJmdMKl9kEWMMPzvaSKzRvqoZDkSMUWfCyOeVMwY9uUk1XbRLRBrD5Iwivqg7XeQLyhijpIuiwuKMSeWLLGKM4WdHG4k12lc190bRD0zdCSOfl7P4gw4HqumiXXakMQyxYMcXdaeLfEEZY5R0UVQYnDHJfJFFUiGaRLSRWKN9VTEc2DFG3Qkjn+xvXUEZYxh00S470hjGcCDii0mgi3xBGGPUdFFUGJwxyXyRRcNBNNnRRmKN4qpiOBAxxiQQRj5ZzhiEMYZFF+2yI42qOaOILyaBLvIFZYxR00VRYXDGpPJFFjHGaBPRRmKN4qpiOBDRviQQRj5ZzhiEMYZJF+0SkUbVnFHEF5NAF/mCMMY46KIo1ZwxyXyRRYwx2uxoI7HGE6uK4UDEGJNAGPlkOaNfxhg2XbRLRBpVc0YrX0wKXeTzyxjjoouiVHPGJPNFFjHG6BPRRmKNJ1YVw4GVMSaFMPLJcka/jDFsumiXiDSq5IwivpgUusjnlzHGRRdFqeSMSeeLLGKM8SSijcQay6uK4cDKGJNCGPlkOaOfk5uioot2WUmjSs5o5YtJoot8fhhj3HRRlCrOmHS+yCLGGE8i2kissbyquEdaf2AmiTDyyZzF72c4iIou2iUijSrEgogvJoku8vlhjHHTRVEqOGMl8EUWSYX4stJGYo3lVfxwIGKMSSKMfG6/dflhjFHSRbtEpFHFcGDli0mji3xeGaMOdFGUCs5YCXyRRcNBfIloI7HG41X8cGBljEkjjHxunNErY4yaLtolIo1BOaOVLyaNLvL5YYw60EVRKjhj0vkiixhj/FlpI7HG41X8cGClfUkjjHxunNErY4yDLtplJY1BOaOVLyaNLvJ5ZYy60EVRQTljJfBFFjHG+BPRRmKNo1X8cGBljEkjjHxunNELY4yLLtplJY1BOSPPF5NIF/m8MEad6KKooJyxEvgiixijHllpI7HG0Sp+OOAZYxIJI58bZ/TCGOOii3ZZSWMQzmjli0mki3xeGKNOdFFUEM5YKXyRRYxRn6y0kVhjFQwHPGNMImHkc+OMsic3xU0X7eJJYxDOyPPFpNJFPlnGqCNdFOWXM1YKX2QRY9QnK20k1lgFwwH/AzOphJHP6Sx+2eEgbrpol5U0+hELVr6YVLrIJ8sYdaSLovxwxkriiyySCnrF00ZijRU+HFgZY1IJI5/db12yjFEHumiXlTT6GQ54vphkusgnwxh1pYui/HDGSuKLLBoO9MpKG6udNVb0cMAzxiQTRj47zijDGHWhi3ZZSaNXzsjzxUmTJiWWLvLJMkZd6aIoP5yxUvgiixijnvG0sbW1tapZY0UPBzztSzJh5LPjjDKMUSe6aBdPGr1yRp4vJpku8skwRp3poiivnLGS+CLrvffeI8aoYVbaWM2ssaKHA54xJpkw8tlxRjfGqBtdtIsnjV45I+OLl1xySaLpIp8bY9SdLoryyhkriS+y2MCb9OejSoynjWeddVbVssaKHg74s7yTTBj57DijG2PUjS7axZNGL5yR54v/8R//kWi6yOfGGHWni6K8cMZK44usvXv3EmPUOJ42VitrrOjhgDHGpBNGPjvO6HRyk6500S5GGkdGRqQ5I+OLV155ZeLpIp8TY0wKXRQlyxkrjS+y9u7dS4xR43jaeNFFF1Ula6zoeyb7gVkJhJFPdBa/03CgK120iyeNMmKB54vf+973Ek8X+ZwYY1LooigZzliJfJFl3QyO0i9GG//5n/+5KlljxQ4HIyMjpQdgJRBGPutvXU6MUWe6aBdPGmWGA8YX//zP/7wi6CKfHWNMEl0UJcMZK5Evsmg40D+eNk6bNq3qWGPi38QrmCYODRbwXi6PA7kC9hZOwtVf/l94dSCLmbf8N2TOOAfb9i/B39xyc9w3NXBsrRMuvhzjasbhj/lmXP3l/4X1uSwuufnzGHP2RXgvl0dbfRrpYx8XrTNdtMswDMydNx+//1MnPvxXt2Jivgl/OLbW1won4eDefozLpnFKNoPWuhQeeeQRLFiwAA8++GAi6aLdffj3Q40458N/jbYLLis7rkCy6KK1gmliwvsuwMnTPoDnu7px4Nh6rcf2kUcfSzxftDu2hZFhtL3/QmzpHsQp2UzZsU1qdmu1HtckrfUTn/gEHn30UXz729/Ghz/8YTz66KNYtGgRjHS64tZqzTBN04z7RvipZ7iArd1D2NQ9iP4RE0XTRMowkC8WMDQ4hJqaGgwPDaKuPovBXA5tYxowY3wTzm+tQ3NtOu6b7ynrWvOFPAZzOdRlGzA8NISa2loMD+aQbWhEOpVCY42Baa31ePePa3HHrZ/C448/npjzLdhaX9ndjZ6hPOqzWQwN5lBXn8Xw8DDq6uuQSaVLxzuVH8LqH30fc885Hd/6+j1YsmQJrr322riXIZXbfbi2thZDgzlkGxqQTqVLx3Vgxyb81cKP4nvf+x4+8pGPxL0M6fj19g7lkRscQn19HUwAQ4NDZccWZhEH9u7Cuc0ZfPQDFyb+MWs9tgBQX1cLI5VGyjBKx7YSnp+sa7U+ZpO21rVr12LhwoW488478b0l/45//LdHMXTyGRW5Vr7EDQdDhSLW7h/Apu4hFEwTMIFMykAKo79xjuRHcOjQITQ0NCCXyyGbzWIkn0dTcwtgAGnDwLTWOsw+rQF1ab3fVbFba7FQwKFDB9Hc3Iyenh40NjZiYGAA48aNgwkD+eLoIe3v7cHRN36Pb9x2QyLX2nPkMLL1dejr60PzmGb09Pagra0NNZkamKaJIoD+XA5F00QxP4Luzb/D/7r946jPJG+tovtwU1MT+vr6MG7cKYDBHde+Xhz440v4589+Uvu1AuL1pgzg0IH30HJSC9KZNA4dOlR2bHv6+1CEgYZsA9Kp5D9my47twUOAAYwbNw4pI4UiMHpsK+T5yXo/tj5mk7jWzyz+HArtf4aOP78GqUwG9XX1FbtWVqLeVtjVO4IX9vTh6HABKRioNQwYKfFLNsViEel0GkNDQ6irq0NdOgXTNJE3gT8cGkRX7wgWTGrCGWP0/DAgp7WmMmkYAIqFAoDRcw7S6TRSxuidLp020DfQDxMGTr3kSjy+7Wgi15pOGRgZGYFhGCgUC2XfYxgGUMhjoLcH9fX1KJrAxA/MwxNvJXOtooqFAlKpFNKp48e1PzeAomnijNlXa79WwOV+nEohX8gjnSn/jcqEicGBATQ1NaE2ZVTEY5bPhAkDBlKpFAwYSGP02FbK85NdhpHctc644x4cHBhCyjCQ6+1BQ20N0ob97U3qWvmSMcIA2HRoEM909eDocAE1hoGalOHougvHnlgLhQLq6uoAjB6wmpSBGsPAkeECnunqwaZDg1EtQTq3tRowkEqnUSiMfoRysTA6CLGKxQIG+vpQkzZQl04ldq11dXUYHh5GOp1GoVA44XsHcjmkDAPDw8OoTRmoS6cTu1ZRhWIRGf64mkX09/WhJgFrBdzXm7E5rrmBAQBANputmMestXQ6DQPlf1+paxWVtLUOII0MgMH+PqRSqdJ9VKakrNVaIoaDTYcGsWpPP4pFE7WGgZTEHZE96RiGccLH56aM0Um3WDSxak+/VgdKdq2ZdKb023ShWCgbDnr7+gDDQFNTU6LXWldXB9M0R185sPwQMU0TuVwOqXQaME00NY1J9FpFFQoFpLkP/unv74dpmtofV0BuvelMBgXLZ9abMDGQyyFbX196JQyojMdsKRNlj1drFbVWl5K01sbGBhjG6Cs+ucFBFM2i+4Vw6bxWUdoPB7t6R7Bqbz+KpolaDxNqsVhEoVBAbW3tCRM6cGxoSBkomiZW7e3Hrt4R1Tfdc17Wms4c/62rUCiUPj1uJD+CXC537AfI6OFN6loz6TTS6fTo+3eW4SA3mEOxWEQ+n0djU1Ppw2SSulZR7O0iAMgX8hgYGEBjYyPSqdE/03GtgPx60+k08pbjOjQ0hEKhgGxDwwlfr+N6/RxbE6brhx9VylplSspaU0YKTU1NyOfzpV9OvKbjWu3SejgYKhTxwp4+33dG/i0FUfyBWrGnD0MFb5OgyryuNZ1Ol/3AHP0hYqK3txeZTOaEDXiSuVYDdXV1KBQKKJTtQmliYGAAhmEgk06jwfKDJJlrPTHTNJFJjw59fb2jL2c2NjaWfY1OawW8rTeTTqNYLII/J3pgYAC1tbWoyYjfk9Vpvb6O7bG1Or1ywEr8Wj2UlLVms1nUZDIwDAMDAwMw4f18fp3W6pTWw8Ha/QOl97U83RlNlJ5w3HbkM4zj7wWt3S//PpLqvK41k86M3i25J5vBoSEMDw9jzJgxtq+WJG2tdbW1o8eSewwODw8jPzI6vTdV0FpFpTNpDA8PYXBoEGOamrReK+BtvewtE/YKWD6fx/Dw8AnDnjVd1uvn2LIhV2Y4AJK9Vq8lYa0GDIwZ0wzTNFHI5zE0NOTrOnRZq1PaDgc9wwVs6h5CCt7f12LTXCadLv3m5VTKMJCCgU3dQ+gZPvEEqbDzs1Z2hjf7mZlOpdHb2zsqM2rtXy1J2lrZcMdP6P3HJvba2lrUO7wylLS1lsUNfb29vaitqXH8hM+41wp4Xy/7AcmGg8HBQaTTacdX+1hxr9fvsWWv9rG3hmRK6lr9lIS1jj7v1MPE6Ctdfot7rW5pOxxsPWZnMwHui7USTzKsjDH6CV9bu/1NgkHys9bSbx6miXQ6jYHcAIqFIsaMGeP6vUlaq2GkRgeEY68GFQsFDA4OwgCOrdX5gpK0Vj4To79dDA4OYiSfx5jmZui8VsD7elNGCqlUqvQDc2hoCA0NDcJXR0Ql8diyVw5SHq17EtfqtySstWlMEwzDwNDQEEby/s8biPsx65SWw0HBNLGpexAw4eslLPYytMxvICzDMAAT2NQ9OPqBHhHld63MSZsY9eL9fX3INmSlXilJ2lrr6upKrxzkBgdhmiayDQ2270vzJW2tfOl0Gn19fcfe59R3rYD/9WbSaRSOnXdgACecK+NUEo+tiG7KlMS1+i0Ja82kM2hsbIRpmujv7/d9nXE+Zt3Scjg4NFhA/4iJjMuHagDA9g3rsGXN81j/3FOlP1v+r/dgy6qfu55vYC2TMtA/Mvr54FEVZK3pdBrL//Ue/OFXz5boomxJWmtdXR0MAL/8ztew/udPIZVKYUyT+yskrCStlfXL73wNf3z+JyW6KFscawXk13vCfTiTwU/u/0dsXvkz1NbVlfFFmXQ+tqLj+uz9X8HWVc/5ut6krfWpr38Jm1f+3Nf1JmGtr//6l6OsMZfDU1//h0StVSYth4P3cvnRz6Z2+brufbvRMOYkTDjrPLz44yWjf2iaOGXKOeg58I70y5OsFEZfdTiQy7t+raqCrDWdSuGUKefg8P49ZXRRpiStNZNOwzi21iPv7kVjY6MrBeNL0lpZ7LjydFGmONYKyK1XeB9OpzGu42wcfXcfsvXyrxqwdD22dsd1fMf7cOTdfb6uN2lrnfi+83H03b2+rjcJa33pyUcwZswYmKaJk9vPTtRaZdJyODiQKyAlcVZs9/49mHD2edjy4guYMn0mACBfKGDqpZejbeIZnq/XOHad7+Wim+CCrNVIpTD10ssx9rSJnl6OBZK2VgOZTAZTL70cLeMnevpNGkjaWkefKNhxtdJFt+JYKyC3XtFaM+k0plzy52gZP+GEj1GWSddjKzyuMDHl0svRMn6Cr+tN0loB4NwPzsdJ4yf6ut6krLXh2KZoZ140M1FrlUnL4aA/Xxzdmc2lqTNG74ibf7McF8y5GsBxwnj2JbMBAFvWPF96uWv7hnWul1k0TQzko3OnQdbKTko8+5IPwoCBXF8PXvzxkrLp3akkrZW9RXTWJbNhwCgd0598+56KO67sPsyvdd+217H+uafKXra1K+q1AnLrFd6HMxmkM2mcfuHFZV+7Zc3zUscV0PPY2h3X2tpanDFtdK1L7/0i9m17Hfu2vY5fPfSA1HUnZa2sMy6cUfrfL/54Sen5WKYkrNWAgTHNY2CkjNJal977ReT6ejxddxyPWbe0HA68nJiR6+vBvrdeLx20uro69L27F+PP7ED3vt3YvmEdLphzNS657ka8+OMfSl1mPuKTYGSzrjWbzaLv3b2YOOVsAMCODesw0HPY0/UnZa2NjY3oe3cvTj/rHOzb9joA4JLrbsTVi/4eS+/9gtRlJmWtmUwGfe/uxaQp70Ourwdrlj6MCWefhwuuuAY/+c49UpcZ5VoB+fVa11qTqcHgwXcwaer7Sm8VsTUPeniC1fHYWteaMlLofWc3Jk45G6lUCt37d2PJlz6NXz38L5hz0yLp60/CWgHg3c43S2t95Mu34ZLrFuKCOVdjzdKHpa8/CWttyDZg6NC7mDjlbBx5Zy+2vPg8HrhpAb7+ocvwT/POk/5lLerHrFta7sqY9nBW7OF9e9B62unHvzeVRra+HulUGjs2rkM99xJ0tqkZ2zesK7sDi8pEdFYuoG6tAHDBnKuR6z2KXF+v9GUmca0DvUdLQ1+2qRkNzS3Yt+11TDj7PMfLTOJas03N+PwPni59Hf+yrVNRrhWQX691rcDoD82mxuOP0y2/+RUuvOJaT9ev47F1W+ucT9x+wm/aMiVtrfu2vY5sUzMAYN+210v3Z5mSttZ3/rQZX/3pK6X1rn/uKVxy3Y1Slxv1Y9YtLYeDxkxK+sM26i1nrW9Z83zpAXdo3y40NI8t/V12zEmuv42kDAMNmeheUFG1Vj8lda1TZ8wsG/AGeo64DgZJXSuLvS32ia99x/Xyol4rIL9et7Xu2/Y6pkyfiS0vviB93boeW7e17nlzMwAg13sUAKR+iCRxrXu3bUH3/t04vG8PAOAn374HH/n7e1wvM4lr5Z+X1j/3FC644hqp647jMeuWlsPBuGwaRdOEKeFNWyecjvMvX4D1zz2F7LGzSJ1iD0RRpmnCNE2ckvV+YpTfwlyrU5Wy1p98+x5c/w/3OV5WJaz1kutuxNjTTsfzD33b8Yk1jrUC8ut1W2v3/t2eBl6dj63bWq9Z9KXS//6Xm6/GBVdcU/qNU1RS15rr6x39s2MD/N5tW1xf6UvqWlnd+3aPrtvheLLiesy6peVwcEo2g5RhoAhA5p+Lf5DxtU04o+wl9lzvUYy1vBzEV8TonWJcNrp/FlVr9VolrHXLmucxdcZM1x8mSV9rrq8H2aZmTJ0xE0vv/QIumHO17VtjcawV8LZeu7W++OMlaD1tEraseR5739yC7n270Xra6Y4/RHQ/tnZr3bLmeex5c3Pp7+ubxuDwvj3IVuBaW0+bVPYyfHbMSejev7sijyvr1eeexNQZs6WuN67HrFt6vY5xrLb6NBprDOSLwU7QmDJ9Jva+uaX03937dzueb5AvmmisMdBWH90Ep2qtXkv6WrdvWIf6pmZcMOdq7Nv2Orr37bb92iSvdf1zT2HN/3uo9N8NzS1oGHOS7dfHsVZAzXov/8vbcMGcq3HBnKsx9rSJmDpjpuvbRUk9tq2nnV72w2Owr7di1zplxkx07z/++Dy8fw+muJz3ldS1sra+uAKtp02S+tq4HrNu6TWqHCttGJjWWo+X3x0Y/VhVnydqtE44HRdecQ22rHkeud6jmPOJ222/1jRNwACmtdZ7OpksaKrWCoz+wNy+YR1yfT1oPW2S7W/USV9r977dZUJhsL8X/3PV68KvTfpaL7jiGuw4dly3b1iLS6670faHSFxrBdTfj3dsfAWH9+/FhLPOQ+sE8at9ST62E84+r8T69ry5GZ/+lrOkSvJas03NuPS6G7H+uaeQ6+vF1bf/vevbJ0ldK6u+aQyyzfZDPCvOx6xbhslvpq5RPcMFPPKnIzBNoEbiI2iDNlI0YRjAree0oLk22gmO1hpetNboqqb10lrDi9aqR1q+rQAAzbVpTGutQxGm1IfJBKlomijCxLTWulgOEK01nGit0VZN66W1hhOtVZ+0HQ4AYPZpDWipTWPk2NmcYWSaJkZMEy21acw+rSGU65CJ1qo2Wms8VdN6aa1qo7XqldbDQV06hQWTmpAyDAwX1R8o0zQxXDSRMgwsmNSEOo97rKuM1qouWmt8VdN6aa3qorXql563iuuMMTWYN7FR+YHiD9C8iY04Y0yNkssNEq01eLTW+Kum9dJag0dr1TNtT0i0tunQIFbt7UfRNFFjGNKfPieqeOwlHXaAprXVK7ylwaO1+ovWqlfVtF5aq79orfqWmOEAAHb1jmDFnj4cGS4gBQMZw/3T5/hM00TeBIoYfa9nwaQmbSc3WiutVVSS1gpU13pprbRWUUlaK1+ihgMAGCoUsXb/ADZ1D43uomUCmZSBFMQHzDRNFDH6QRMwmGWtw+zTGrR9r4dFa6W1AsleK1Bd66W10lqBZK+VlbjhgNUzXMDW7iFs6h5E/4hZ+tAKnp+kDKP05401ox9wcb6mbMQpWiutNelrBaprvbRWWmvS15rY4YBVME0cGizgQC6P93IFDOSLyJsmMsboLlenZNMYl82grT6t3SdQeY3WSmtN+lqB6lovrZXWmtS1Jn44oCiKoihKbcl484OiKIqiqMii4YCiKIqiqLJoOKAoiqIoqiwaDiiKoiiKKouGA4qiKIqiyqLhgKIoiqKosmg4oCiKoiiqLBoOKIqiKIoqi4YDiqIoiqLKouGAoiiKoqiyaDigKIqiKKosGg4oiqIoiiqLhgOKoiiKosqi4YCiKIqiqLJoOKAoiqIoqiwaDiiKoiiKKouGA4qiKIqiyqLhgKIoiqKosmg4oCiKoiiqLBoOKIqiKIoqi4YDiqIoiqLKouGAoiiKoqiyaDigKIqiKKosGg4oiqIoiiqLhgOKoiiKosqi4YCiKIqiqLJoOKAoiqIoqiwaDiiKoiiKKouGA4qiKIqiyqLhgKIoiqKosmg4oCiKoiiqLBoOKIqiKIoqi4YDiqIoiqLKouGAoiiKoqiyaDigKIqiKKqs/x9q5w6eZQNfWgAAAABJRU5ErkJggg==" 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" }, "metadata": {}, "output_type": "display_data" @@ -411,22 +411,22 @@ "execution_count": 9, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "\n", - "Dataset contains 188 samples.\n", - "\n", - "Providing more details about sample 0/188:\n" + "Downloading https://www.chrsmrrs.com/graphkerneldatasets/MUTAG.zip\n", + "Processing...\n", + "Done!\n" ] }, { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "Downloading https://www.chrsmrrs.com/graphkerneldatasets/MUTAG.zip\n", - "Processing...\n", - "Done!\n" + "\n", + "Dataset contains 188 samples.\n", + "\n", + "Providing more details about sample 0/188:\n" ] }, { @@ -461,27 +461,27 @@ "execution_count": 10, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "\n", - "Dataset contains 188 samples.\n", - "\n", - "Providing more details about sample 0/188:\n" + "Processing...\n", + "Done!\n" ] }, { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "Processing...\n", - "Done!\n" + "\n", + "Dataset contains 188 samples.\n", + "\n", + "Providing more details about sample 0/188:\n" ] }, { "data": { "text/plain": "
", - "image/png": 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" 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daI8tZuNO2eHes+5kRykb3dFOMGK0GrRT/r0aOhM65d4KDU4vKzohhcunjyG/4AGYD+8HAHz/dxPmLv8p0vv0l/xbOsgTNLjlDAygCzJ9J+xEY0O1o8yzuVN2VF+L3k60xxaycafsBN+z7mRHKRvd0U4wtAC8DIObTi96xXeeIbnznAkHN50+aGV2KFSUHoOzzYZR0zawn337112Yt2Kt5N+SzTKCrdB+muodtxONDdWOss/mTtlRfS1yO9EeW8rGnbJD7ll3sqOUje5oJxgajQYaDdDg9GFk1EdTDp0yOWj30rcelJzkoATPb/+Y/XdzbTVcbW2y7Ait8PAt/dwJO9HYUO0o+2zulB3V1yK3E+2xpWzcKTvknnUnO1I2GDDQyIjv0drx/3XH2wnnevhAMwwcQgzlu4ROmRzIJWY011QBQEBp59r5M8gZei88lAex+li2DOS0W5HWu38A21SeFX47V8yn0XfEWPhoH3RaHZxtNpz86x4AwEP/518D/l6OHT4bNy6akTPsXtxsvIn09HRcOFIMp92KG+XnMWra3BDmbDR2MgeNCLCT3rs/bpSbAQATfrhYETtVZefQa9BINLc0IyUlBTqtfwtT8+H9MCQmK3Y9Vy3fofewMbDarEhMTMTu36zFtCeXAwDO/f1vAdl+ND5w+dwp9BtRwPoAAHz95w+R3rsfAD/DWQk7V83foc+IMaydP21cg8f+fSPv+mc0PtA7yNe44F5LtHZ6DRmF5uYmpKSm4vTf/oL4pBQ011ZjUMED6DNkhCw7LQLHJj5EeSnUXLuKC4dNiI83sM8fQEhM6Dt2ouA1SNmx221oaqhH5fGvEKOLCXj3g2OC2D0TulfETlNzE9paW3D1xCFoNNoAO+bD+wPigtj1SNlpaKiHq70NV45/xWuHGxdGzV/Ia0Pusyn7ej8MhriAZ8O1RWJCpD7goTyoq67Chb//DQZDoA/8aeOakJgQqZ12Rzua6+tw4fA+xMWFXo9QTAiGVyUkSkMnU3ji8uljGDRucsBnF44WY9DEafB4PGiuqUJF6TGMmjYXE364GF//+fcBv5Wb5/HZKfvmIPLvnwaa9md7l0uPwWFr4f17OXb4bJi/3o+8CVNBURSqL1oA+AfquSt+ij9tfFFRO4MmTgNFUXDYrDj8pw/QZ8gIjJo+D5+9s0ExO5avD2DQpOlwu93sfXO22XD4Tx/A1WZTzA7xAafTCZqm0VxbhQ/XLoXpg//EtB+tCNsGvx0G5SWHMGjSbR/475/9Kyb8cBFGTZuLw3/6QCE7HF/z+dBcUwXz1/vxf380G7/5h4n4xcwR+PrPH4ZlR8rXHDYrmmurMWraXIyaNhcVpcdCjhGtHbfHg+qLFvb9fOj//CtMH/ynbDuV3x3nPfao6fMAAG63G1fPnYK9pQlcEVi+mCB2LVJ2nC4Xrp07BaetNfT6g2KCmB2he0XseDweXD17Eu3WwBhTU34eQGBciNQOTdPw+ny4cubbEDvkPeXGhUieDc3QaGpqwrVzp2BvaQx4NsG2SEyIxI6P9qG1tRVXz34LW3NTiB2+mBCJHbfbDbvdjitnv4WtOfR6xGJCMGI6SHApUnTK5MAYo5W1+1VF6bGA2WZF6TH0zh+OOGMiLp8+hsunj8GQmMh+H5+YHBDohCwEm+azk507lLUD+DPCjD4D+I8nww6fjT6DRyA2wYiq70vhslvZc49PTEZCciobGKK1k5M/DHHGRFSZT8OQmMSWz1pqqpFfENq6E6mdXvcMYe0QmP9uwujp8/mPF5GdEmTdMxgGYxKuf18KAJj25HL8cu8JPPPWhyGzbTEvE7NT9u0RZOUORpwxEZWnj6Om/Dx77Jry8wElSLnXwn89x5Cd5/e1S6XH0FxbjfWfH8cv957AL/eewGNrNgTM7qLyNWMiqr4vhSExCSf/upv1L+47FK2d3oP87+f170tx5bvjSOvdN+Dv5fr0ldP810DecYqiMHjSNKRmBx6fLyZcOR2a/Mi14/P5MHjSNKTzvPvBMUHsngk9k/jEZJSf+gYMw2DwpGlI6x1IgHPwxIW6S4H3UK6d7785CAAY8sD0EDvxickhcSH8Z5OE7w7tB03TuG/2D5ES9GwIgmNCuHYMiUk4+3URNBoNRjw4C6nZfUL+li8mhGsnxhCPc0eLERsbiyEPzAi5HqmYwIVWo0FCTOcajjvX2dxCVrwONMPwZpVc1Fw6j75DRgX8e+R0f9nGabehqeY6EpLT2O/jk1ICZqgkAQm2EpyY8NkZOuVh1o4U5NjhszFq+jy/1rejDXkFk/DYTzew3ztsrSEl2EjtDJ0yEwDgbrezn5/8624c/tMHePJX7yh2PYMemB5gp6b8PG/yEY2d6otmDH5gBnQ6HWun+uL3MB/ej5N/3Y2Tf90ty4aUnSvmMxj8wAxoNRo422y4UW5Gc20VWmqqASBESS0aXxvx0BwA/mc+aNwDbMA5+dfd7MwyHDt8NkgwdrX711HnLv8pCp9biMJnF4ZUW6KxM2LqbAB+H0jN6YuW2hvs9y211WiurZJlp67igvA1tNng9d7SuQuK+HwxgfgJnw+I2XHarZIxSs61aDUa0WdibbrpvxSeCdOgcQ+ExIW+Q0ZGZMfW3CRoh4AbF8J9NlabDW3WViQkJMBg4N+NkC8mhGvHZrXBYbMiNTUVGi3/EMcXE8KxM2raXLS0tMDrdCIhIYHXhlRMIGBujXW94nW8398tdMrkoFd8DLQaDW8PeDC4A+SgggfgtLXi0vHDGDxxGu/vnXYr+9/BMgqMwOf8dqy4dPwwhj84S/Ic5doJttHe2uy/lknTA3732dsb8I///mvF7LS1+O0M4diZ8MPFmPDDxdj//tuK2MkrmAinrRUVJ25fT3NtlWgrUCR2eg8fA5fdiiunjrJ25q1YyykjfwhnQIIYalfKDgMGfW7ZuXTiMEY+NAfONjvik1LQZ8gI9BkyAjfKzQGz4Gh8zWX3+9qQB2awnzfXVPltBlVCIvUBh60F5ccOYfAk/3tTffF7PP+7jxGflIL/XvtMyDlG7Gu3fHrIAzMw8lbS42yzsbNfg8zrEboG8+H9GDVtLnw++T3jbk5MCMfOkMkzQv5ODFL3TMjOwAJ/SVuqe4vEhUjsnD30N+Tf/5DkZlPcuBDOs7E13cSZg3/D8AdnIiUlRfD4fDEhHDutjQ049/d9GD9nAfQxesF7xhcT5NrJK5iIpvpaVBz/OyY+8rggMUYqJhDQ8D/brE7Uxgh0UkJihkEHo16DNg8NXXATOAf//v/2B/y7z5ARyMobjJs3b8JH08joMwDOttuzYUJAItDidi8rgQahGROfnanpz4GiKFkzBzl2+GxkDMxDU3NzwOfmw/sxaNwDvMSWSO1MSc3wB9NbL5KzzYb4W2SgP218MYT8GImdzIGDMOVHK6HT6cAwDL7ZvQOZfQfCfHg/blw0o7mmCum9+we8hJHYSe17D6b8aCVSU1Nhs9lg+foA6iousCREQ2ISWmqqEX/LDp8NKTtutxtZ9wxGTv4w9vmn9+6HdI5v+Ul2Vez1RONraQNy0dLSEjDgffvXXRg0bgqCEakP9B4yHHV1dWAYxs8NGTcFfYaMwDNvfYjP3t4QUo6O1M60nL5ob29nP3vyV++gpvw8+g4dCUNiEvoODWzmErLz7//PFHJsbvJGeCDB4IsJGX36C/qAmB2rzZ9UyN2cR+ye8d2rPkNGgGZo1NfVSR6bGxcYhgnbjtVmRXt7O/SxelAUxWsjNC7MQe8xkySfTa/8IRiX/C/QAMjIyBBk9RPiXnBM6D14uCwfyLgnHxMXLUWC0chWJrRaLYI7FsyH96P64vchMUGOHQYMErL64MEfP4v09HRoNVrQDL+vScUEAi/NIDFWiwyDWjmQhE6jwb3pBkCDsMp2XDA0g/yCB3Djopn9rLm2KiDAaTQa6LWBpSS9ViOrJYWcl1AQ4iJSO95bgwH5VUXpMRgSkzFq2lzUlJ9nmcfR2AkOpKe+/BiH//g++++E5FQkJAVm+pHYcbv92uExMf58dMripSzhLa13XwwaF8pUD9eOj/axA6hO53/R/B0qtwdRV5s9wA6fDSk7ZHCLjY1lP8sf90BASbyltjpAajUaXyODD/c5Wb4uYhnQwb+NxA73PXParAHPfNC4BxTxAQABCY6rzY4/bVyDPkNGwGmzou+QUaGckAjskCUFvkGbPyZMDtsHAD9JMBxEci0etwcMyCDHj+C40FJbHZYdBgycTicAwBAXx/ubk3/dzRMXUiXtEAIiwzBIS0tnu3r48ND/+VfemCDnvnl9XlitVsTGxSGRwynRaDQhSV+6QEyQssOAgdVqBUVRSE1NRYzOH8sYhuH3NYmYQP4WGuDedINsIv6dQqesHADAyPQ4nGhwwssA+gjuGc3QSOvTD6Onz2NbffhaZmI0APcVl8sJIcGU/H9F6TFWKCO9d7+QmX0kdnzsuqkGzTVVAR0KrnY7Nh0MLVGFa8fr9QYMDKOmzcW1sydvXc83mPDDxSGDdiR2SCCN0cUEzEwqSo/h8unjaKm9gT6DR4SUFMOx43K5AAA6rZYNpn0GD8fFb75iZwtL3/x9yN9xbZA7IWSHpn3stcTFxrJJT3xiMu7/4WKc/OtuONvsmLv8pyEDXaS+RtZCuQOrITEJ8cn85dlI7HATj/vmP45vP/2IbVkjpVEl7Ph8PjbYGhKTMGicX3WuubY6YO08GjveW/5VZT6N69+fAigPMvsOxKhpc5Hepz9vTAjHBwD/e0+SkCrzaVSePg63oy3g3eeLCeFei9PlH7RjYmJQ+d2JEDtCcYFmGNl2PB4PaJqGBhro9bG4/n1piJ1R0+fh8q3r4cYFMTsMGLbilZiYiDhO4lF5+njIsyHgiwli941maLS2tkKr1SIlJSUgabh29iSqvi8FvBRrp8+QETAf3s8bE8TstLW1weVyITU1FbH62xMDmqZR9X1pyPXIiQlexj8ZHpnOn5TdTWiYSKfmdwBfVbfhuyYX9BrxbZu5oLwUbt68CY1Gg169eolmqgQuLw0v/I5h0MmJ2Azq6utB0zSSkpKQlJgk69zCtdPc0gyXywWtVouMjAzoY/SK23G6nGhpabml0qXpEDs0Q6O+vh4MwyA5ORltbW0dYqepqRFujwdxcXFITk5GU1OTbDtuH81u2avXAnECM7V2RzusVit7r5qbmzvs2RBQlAc3Gxuh02qRnZ3TIXYoL4XGxsZbM7w0xBviO8ROfYP/vekoXwPAlsjJEpbSPgAAbo8bTU1+Al9HvZ8MGNTfijNGoxFOp7ND7LS0tsDpdCImJgZpaWlhvTdidmx2G9ra2hAbGxuynEB5KUXsMGDQ2toKykMhPSOdnc0T2NvssNvtyMrKisqOw+mAzWZDclISEhKMAb+32W3weDzwer1hXY9/m3AG92UY8HC/0I6gu41OuaxAMKV3AlJjdaBkdC6EgIEsUhIp6+g0/iV3OXZozm/knlckdnw+n+z1zEjteAXWF5W0Q3moW+ugGtHyaDR2aIaG59a1cMv9csGtTglXqhg4HA7/b/TCZCfBv47ABwCwXBCaEd7FMVo7/pkj5+9lIFw7ZAkrXCW5cO2QylS4vibPB27ZuFU96kgf8Hg8YGg/f4Asxylth2ZouF3+6pdQB0EkdpwuJ9rb2qHT6pCelhb2M5drp72tDW63GympKSGJAcDpQIjCp91uN+w2G4wJCSGJAQA22Q33eiiGQWqsDlN683c73G106uQgTqfF7H6J0Go08NDyEwTNLVqJVHLAMAw8NAOdVoPpfYyy7XC/l3NOkdqRw2eI1g5FCa/PKmXHQ90q1Gn8Jf+OsON2uwEGt0qj8jJ3rh2K8c8W9VqAovmfK+X1sqXkOIG1WSWuRQwd69PyA2kkdsi5a2TsthqpHQa3y/1yq43EjhwfIHDfSg7CtRHOtbjdbn8yqNGElRyEY8flcoFh/AlbuEm1kB2Pl4K1tRXQAGlpqdDKqN5GYsfpdqGtvR1JSUmIi+V/H0krY6Q+7fL50GptRZzBgMQk/gqxEOdAyo5Wo8HsfomIk1lBvNPonGfFwYAkPWb2DTOYagBoNKBFAin3Ac3sa8SEXvGy7XAHbakBPFI7NEODCSM5iMwOA8pL+ZnMMp07Ejtut/vWI5FfOQjXjtvlwq3sIKJASl5UsWTU6XT6TWjCC6TR+FowOsqnGZpmma9SfhepHTY56EBf8/l8bJVKqMddzI6UD5DfU9St90Ynb+AL91oYMCyHRsvh0Chtx+l0+mtRmvAqbkJ2AAbtTjcYhkFSYiJiBQbtaO0wDA2nh4LBYIBRQGcAuO1rcpLjYDtjDS44HQ4YjIlITk4WrH6EUzkItjMgKbyJzJ1Ep08OAODeDANm9jNCq9XAwzABZX0xCM2yaIaBh2Gg1Wows58R92YYwrJDHE0DcaeLxo7P5/M34Mhwukjt+GiSgMgLpJHYoRn61kzuVmLQAdfDgIHL7WZt6GQGbD47YjYIo1ujkV+diNbXguHz8Q/c0dqhObMfsXOJxg5JbOQMdJHa4YofRWpHyoaH8twqP2tk+Vok1+L1etllxY7yNa/PC4/HAw38y2RSGgdSdoYn6/D9ng/gpTxISE5FvDG0BB8OhOz0RTtO/M8WaBgG8YnJvFtuE7DJgUjCy2entbUVr/zr/4HlLx8i3hAPihF+LxiGkTW5ErqezopO260QjHszDEiN1aGoug2tHh+0jJ8wIjZ4BgdShmHgZQAa/rWe2f0SQzI3OXYY4o0ajeDMIlo79K1z1wjYUMKOl/KyswatViuYTEVjh/AN5MzoI7Xjo9ysDX2MXlbbnpgdPhte6tZ+EJrbgdQH8Vm8Er5GQD7z0YE2lfNpWnSWpYQd0qkgNghF79OU//lLxIZIfIDY4PINxAjP0VyL+1bVQM4yWaR2XJxkV07VQMrOunXrsGfbNowzn8GPXy1EG+0fEKXidDh2KIrCihUrUF5ejp+/8Dy+c+lE3x2xhFfIjtvtxpIlS9DS0oI//Nu/QpuRIvru+CsH0fl0Z0SXSQ4A/xLDPw9JwTe1DpxrdsPDMADNIEar8QuMBDmGj/aXGGn4hSb8RBMN7ks3YErvBMG1Hik7XNELEkiVtuO9NQhoNZqAXSqVtEORtjKel0opOx6GgS5GD9rn5Z1lKWKHBuISEuH1uBGj53fpcO0E26B8DGtDKJB2hK9xn4tGo2HL5sr79O3ZT0f5tM/nT66COQdK2iHHIPcrGjvC7w3NJu3aoL9T6lq80EIbEwPa6+VNqpWw44UWsQlGeD1u6KP06f/93//Fe++9B4PBgNdfegHjR2TIjtPh2NmwYQNOnjyJPXv2oCC3D0b6aFE7wQmvlB2apvHCCy/g7Nmz+Pjjj3HPPfcAgOi7wzCMIj7d2dCpWxnFYPP4YGl241yzC+0Uw5JCvLQPLpcbYBiAYZBg9K+3GfV+YaWR6XFIjpVPkOGz4/VS8NyadWs1GiTEx7P2lbLj9nhAedzQxsSAoRnEGeIQo9UpaqfR5vAz4GkaMXo9fD6f4nb2nbsMXUIitLoY6GN00MbEwO1yK2anxenByg1v4Z4H58CYlglDfDz0MXp4aZ9idq7W3sRPNm/BsJkLkJieifgEI2J0OkVtcO+ZkE/fotIg3hCvuB0/+c1fbdPF6BAfF6f49ThdLvi83g7ztXPNLjS02AGtBrSPRqwhDl7Kq4gdYuNsoxP1rXZotFowNI04gwEURSl6LUcqavH15TokpGZAG6NDvMEAGlDU10x/P4Itu7/E6HlPwJieCWNiErS3fC1cO8ePH8eCBQvgcDiwceNG/PSnPw25b3w+Ha6djz76CD/72c/wxhtv4KmnnuJ9PrzvjtMFvV6PuNhYSTuvvvoqfve73+GDDz7AD37wA97nw7VDMwwc7W2IjYsDpZCvdRZ02eSAwMcwaHL5cNPpRYPThxs3m3Dg4Ffwul3wtFnx0+VLMSgnHRkGXVQKVFw7fztyHGWV1+Dx+qDXafHUPy1Cr3gdsuJjFLPz2m+3o77dg1797oGtrQ0zZ0xH36wMRe3MX/gkfAkpyLxnCAaPHI0btXWK2rHZbBg+YiQSevVBdv4w/PjZnyApoxcOHvq7YnaOHz+ORx99FDQD9ModjP/8YCfis/rixs0mxey8//77+PnPfw6NVoe+Q0bgv/d8DhsTo6gNLvh8en9RMUD7oPNR+NmzzyhuZ8fHe0HHxKG+8SayMzPx6NzZil/Pip/+B2IzsjF8TAGuV99Q/L7dbGzE9B/+I1L75aFX/lBMnj4T58suKmrn8JEjWLnmZWTcMxg5g0dg9iOP4sTJU4ra2LZtGzZs/DXS++eh7/DRWPfaW6htalXU15599ln89a9/hS5Gj7FTpuG1325nfS0cO9XV1Zg9ezZqa2sxa9Ys7Nq1i7dCyOfT4dg5efIkFi5ciCeffBKbN28WvC4+O38z7cfQwYPw0KT7Re3s3LkT69atw69//WssW7ZM9P4RO5frm/GfH+zE5Gkz8b3ForhP31Uw3Qznzp1jMjIymLS0NKZXr17MyZMnFbexYcMGZty4cUxKSgrTu3dvhqZpxW3MmTOHGTp0KLNw4UKmd+/ezLlz5xQ9vtVqZXJycpisrCymf//+zNq1axW3c+DAASYzM5PJyMhgsrKymKNHjzLnzp1T1M6vfvUrpm/fvkx2djbTr18/xul0MgzDKGaHpmnm4YcfZvLy8pj8/HzmkUceYb9T+lqEcO7cOSY5OZnJzMxk+vTpw3g8HsVt/MM//APzz//8z0xCQgIzY8YMxY/vdruZPn36ML1792bWr1/fIfft66+/Zv0tMzOT+fDDDxW3s3nzZqZPnz5Mr169mN69ezMnTpxQ3Majjz7KDBo0iBk8eDAzZ84chmGU9bXW1lZmwIABTHZ2NjNgwABm/fr17Hfh2HE4HMzMmTOZtLQ0ZtSoUUxDQ4PscwjHzo0bN5h7772Xeeyxx8L2/XPnzjGxsbHMqlWrRH934MABpm/fvswrr7wS1vEvXbrE9O7dm/noo4/uSCy4k+gaix9hgrTM0TSNqqoq6T8IE1arFUajEVqtFl6vl205UhJVVVXQarUwRsn4FcKFCxfYNkyKogL0yJVCSUkJEhMTodPpEBMTg/79hXdgjAQMw8BkMiE5ORmZmZkYNGhQREIuYrBYLLBYLLDZbKAoCg88ILzFdEeC+BrDMLhx44b0H4QJm83G+nRbW5vix6+pqQFN0/B4PB3iawBgNptZcSqdTtch705JSQnS09ORkZGBjIwMxMfLU5KUi4aGBpw6dQoOhwNarRYjR46U/qMw8fnnn8PpdMLn88HpdGLy5MlhH4NhGKxZswbfffcdYmNjsX37dmRlZSl+ri6XC8888wz0ej0++OCDsDVMAP94IObTZ86cwbPPPot58+bhlVdeCevYVqsVADrMp+8mumVyQPqCjUZjhyQHNpsNiYmJLNnFZrNJ/EV4sNvtaG1tBU3THeZ0FouFbfsj2udKgwTSzMxMaLVa9O7dW9Hjl5WV4dq1a7BarR0WSHft2gWDwQCNRgO32x1RIFUCJOFlGAbV1dWKH99qtbI+3RHJQVVVFRiGgU6n61CfzszM9HeTaLVIEhCtiRQOhwNnzpwBTdNISEhQPNkFgKKiIvh8/g3ErFYrRo0apbiN3bt3Izs7G0lJSYiJicGkSZPCPkZhYSE+/vhjAMBLL72EKVNCdwiNFgzDYO3atSgvL8eOHTuQmZkZ0XHEfPr69et4+umnMWLECGzdulV2GzQBif1qctBFQAbttLS0Dk0OSB81yR6VAgn+Xq+3Q2dZOTk5HRawbTYbzGYzGIZBamoqevfuHVHWL4Z9+/YhNjYWNO3feEXp5ICiKHzyySfIzMxkz3/ChAmK2pALkvAyDNPhPs3dUlkp3KnkICkpCRkZGQCgeOWgtLQUHo+H3eSnI5IDk8mEfv36QafTQaPRKO7Tly5dQmlpKVwuF7KysjB8+HCkpaWFdYzi4mK8+uqriI2NxcyZM/HCCy8oeo4E27dvxyeffIJ33nkHo0ePjvg4QtWw1tZW/PjHP0ZiYiJ27twZUdWRJAcdVeG9m+i2yYFGo0FKSkqHLSt0ZOWguroaDONXSOsop7NYLEhNTYXRaPSzahW2c+LECdA0jZs3b0Kv13dYIB0wYAAMBgO8Xq/is6zi4mI0Nzfj5s2bSEpKwpgxY+7aDIH4dHp6uuI+TVEUHA4H69NOp/O2mJBCqKqqYgftjriHLpcLFRUV0Ol0SE1N7RA7ZJmMvJtK+3RbWxu+/vprGAwGDBgwAAAwfPhwRW3s3r0bBoMB7e3taG9vD7sSVlFRgVWrVsFgMKBXr14oLCwMe7YtB4cOHcKmTZuwevVqLFiwIKpj8VUOuFoGf/zjH1nfDBdWqxU6nU7x5aXOgG6bHCQmJt6xZQWlKwdVVVWIiYlhd31UGhRFoaysDAaDgV0nVNpOSUkJMjMz4fP54PV6FQ+k1dXVMJvN0Gg0bC/yiBGh2wpHg127dqFfv37weDxobm6+a3wD4HY1LCMjQ3GfttvtABDg0+QzpcBNDjoi4b148SJ8Ph/cbrdfaz8uLqINuMRQUlKCgQMHAgBaWlrQr18/RY9/6NAheDweNDQ0ICUlBQMHDkRycrL0H8qEz+fDxx9/jLy8PMTHx6O5uTms5MBms2HJkiXw+XygKAqFhYUdwjOorKzEc889hxkzZuDll1+O+njB1TCulsH//M//sPEjEthsNr+0clftSBBBt0wOALD7h1dXV4e9gZEUSOWALCsoXTmoqqpCTo5/a96OCKQVFRWgKAo+nw/p6ekdYocbSG02m+LJwf79+xETE4OqqiqkpKQgJycn4uyfDzdv3sTBgweRkZGBPn36oLW19a7xDYDbUsAdsVTGXTftqKWyqqoqtnzdEQkv4dC0trYiPj4eKSkpih6f8A2MRiP69u0Ln8+nuE+bTCbcc889aG9vB0VRii8pfP3116ivr0dbWxuGDBkCALL5Bj6fD6tWrcL169fR3t6Of//3f+8QnoHdbseSJUuQlZWlWFUiuHLw2muv4YsvvkBhYSHGjRsX1bGtVqvivtZZ0K2TA71eD4qicPPmTcWOyzAMWzkA/JLAHRFIe/XqBaDjAingfxGJYytZgiV8A6PRiD59+qCxsbFDAunIkSPhdrs7ZEnh008/hUajQVVVFXJzc6HT6e4a3wC4XTlITExUPDngMq47aqmsqqqK9eUEkY1yIoXFYsHAgQNht9sRFxen6Iwb8PMNKIqCy+ViKwZK+jRFUTh48CD69euH2NhY1NbWKp4c7Nq1CwMGDEBVVRXi4uLC4hts3rwZBw8ehF6vx0MPPdQhPAOaprF69WrU19dj586dij1DkhwwDIOdO3di27Zt2LhxI6/IUbgglYPuiG6dHJBAp2QwbW9vB03T7Fp9YmJihwTSjprRA/5AOmDAANTW1rLta0qumZ04cYJdlyUlOyVLsC0tLTh+/DiysrKQmJiI6upqRQMpwzDYtWsXxo0bh5aWFgC4q3wDwB/gDAYDEhISUFdXB4qiFDs2l1TVEdUwj8eD+vp6xMfHw2g0hrVrplyYzWZ2sNZqtYrP5kjnzbVr19gBVUmfPnbsGGw2G5votra2KprwWq1WmEwm5OXlscmH3ErYZ599hq1bt6JPnz5ISkrqMJ7BW2+9heLiYmzbtg35+fmKHZe0tX/xxRdYv349li9fLilyJBdWq1VNDroajEYju5ygZHJAgiaZBXVUckAcrqMqB/n5+fB4PIiPj0dSUpLsLWHloKSkBH369EFlZSVbAVFyllVcXAyapmG32zFmzBg0NDQomhxYLBZcuHABKSkpyMzMxOXLl+8q34DAaDQi7passZJaB3yVAyWrYTU1NWAYpkNm9IB/xnn+/PmAZSWl7ZSUlGDMmDGw2WwwGAzIyMhQtAJCuhTKysrQt29fAFDUpz///HP4fD60trZiwoQJqKqqkpUcnDt3DmvWrEF+fj7q6+s7jGewd+9ebNmyBevWrcPMmTMVPbZGo4HX68VPfvKTiLQMxGCz2dRlha6GxMREOJ1OpKamKpockKBJZvSJiYmKBlKicUBmqUpXDhiGgdlsRnZ2NgD/skhHzLLuu+8+NDU1sevYSmocmEwmjB07FufOnWNnb0rOsnbt2oXMzExcvHgREydORH19/V3lGxAkJSWxMzYltQ5sNhs0Gg0SEhLYrgglE17y/nXEjB4Auw6ekJCAuLg4eDweRZMDwjcgPCCaphVNdmmahslkwrhx42C1WhEfH8+2/yqF3bt344EHHsC5c+fY5EOKb3Dz5k0sXboU2dnZqKysxE9/+tMO4RlYLBasWbMGCxYswKpVqxQ/PlkKzsvLi0jLQAzqskIXBBm0+/fv36GVA6PRqGggJUHfYDD4NwuJi1Ps2ABQW1uL1tZW1qE1Go2izk34BiSQajQaRTUOnE4nDh06hNGjR8PpdLKlatL6FS2ItsGMGTNw7do1ZGZm3nW+AYHRaGQ3dFE64SXVI5IkKJnwVlVVsRWJjgikZrMZwO1BW2mSGOEb6PV6ZGZmorm5WdHk4Ny5c6irq0NKSgri4uJgs9kwatQoxRjwly5dwunTp3HPPfewm2xJ8Q0oisLy5cvhcrlgt9vx4IMPdgjPoLW1FUuXLkV+fj7efvttxVn/NpsNbW1t0Gg0WLduneIKqiohsQuClPs7KjkgM/qkpCRFAylJDmJjYzukRYaQEUnFwOVyKerchG8QExOD5ORkxTsVjhw5ApfLhbi4OCQmJqKlpQUjRoxQbFmkuLgYLS0tMBqNMBqNaG5uvut8A4LExES0tbUhOztbcZ/m+oDSS2Wk+4ZLgFUSFosF2dnZ7KCt9GyupKQEGRkZqK+vx8iRI1FVVaWoT5tMJqSlpaG2thbjx49HWVmZoksKu3fvRkpKCmprazFhwgScOXNGshK2detWnD59Gn369IFer+8wnsHGjRvhdDqxY8cOxbUC3G43fvnLX4Km6Q6b3auVgy6IjqocBGtpK105qKqqgl6v7zCHNpvNSE1NZe9NRwTSvn37oqamBiNHjkR1dbWigXTfvn0YPHgwysvLMXHiRFy4cEHxJYUxY8bgu+++w4wZM/Dtt992Cr4B0LEJL9cHjEaj4pWDjvA1AovFEjBoKz2bKykpweTJk2GxWDB8+HDcuHFDUTKiyWTC7Nmz8e233+K+++7D1atXFUsOiLbBD3/4Qxw5cgSTJk3CtWvXRJMDp9OJL774Ag899BAuXLjQYTwDu90Os9mM3//+9+xSh1IgWgYXL15EamoqdDqd4twwQK0cdEkYjUa43W7k5OQoqnVACEmkTK4056Cqqgr9+vXrMKKLxWLBqFGj2EFbabYtN5AqnRx4vV4cOHCADaTjx49HRUWFYoGUaBvMnj0bZ8+exX333ddp+AZAxya8HV056AhfIzCbzayvkXdHKTuEbzBmzBj2+EqKelVWVqK8vBzDhw+H1WpluUBK+TTRNhg4cGAAF0OIb3D27FnYbDZMmjQJhw4d6jCewZdffgmHw4F/+7d/w8SJExU/PtEy+MUvfoHY2Fjo9XrFkwO32604v6UzodsmB4QTkJ6erqjWwZ0KpHdqlqVkEkL4BgUFBbhy5QqGDBmC+vp6xQLpqVOn0NLSgtzcXDidTuTk5ICmacUC6aeffgqtVovY2FjExMQgJiam0/ANgDtXOehIn1Y64W1qakJdXR1yc3Nhs9mQlZUFmqYVs0P4BqS1mNwnpXzaZDKx8t9xcXHw+XzQ6/UYNGiQIsfftWsXhg4diosXL2LYsGGoqKgQ5BtUV1dj48aN0Ov1uHjxIqZMmdIhPIOTJ09iy5YtSEhIwKOPPqr48blaBlOnTgWg/PIvcLuKrCYHXQyEE0AenFLBlK8Ea7PZwDCMIsfvqNIo4D/3a9euYfjw4eyMXskkhPANMjMz2f8HlOsHN5lMyM7OZrsg3G43dDodhg4dGvWxibbB3LlzceTIEUyePBnfffddp+EbALd9rX///opqHfAlvEoFUqJx0FEJ7/nz5wGA3U+B/L9SdgjfgFQMSQVSSZ+ePn06Tp06hfHjx7ODuBIEXqJt8MQTT6C4uBjz5s3DsWPHeCthTqcTS5cuZSWnNRpNh/AMampqsGzZMgwfPrxD2rSLiop4tQyUXv4FbvPP1GWFLgYS0EkvslLJQXBpNCkpiVVOUwIdWTm4cOECAKB3797weDyKJyGEb0A2WyIBTolZFsMwMJlMbICbOHEiysrKMGjQIEUYyETb4JFHHsGxY8cwd+5cHDt2rNPwDQC/T9vtdvTt21dRrYOOrBwQjYM+ffp0CCHRbDYjISEBPp8PwO33XsnkYPLkyTh//jzLN1BK46ChoQGlpaWYM2cOjh8/jgceeICt7CkBom0wYMAAWK1W3Hfffbx8A4ZhsGbNGlRWVuL+++8HRVH4xS9+oTjPwOVy4ZlnnoFer8eGDRsUPTYAnDlzBs8++yyvloHSy7+AWjnosiBBwufzKap1EFwaJRUKJYIp0TjoqMqBxWKBXq9nZwfZ2dlwuVwdEkgHDx6M2tpaxTQOysrKcP36dcyaNYslCZK1ZiWwa9cuZGVlwePxwOv1Yvjw4Z2KbwCA3RGQlLiV0joITniVDKTkvSNlbKUDKSEJ1tTUIC4ujp3pKvHuEL4B19eU7FQoKiqCRqNhB+/7778fZWVlihFsd+/ezZJqe/fujdbWVgChfIPCwkLs3bsXK1aswJdffonExETcd999ipwDAcMwWLt2LcrLy7Fjx46wt4mWwvXr1/H0009jxIgRvFoGHSFWp1YOuihIcqD0Gm3wLIuUxpQIpiTYd1TlwGw2Y9iwYaitrQVwO1Ar4dyEb0DIiKNGjUJVVZViGgf79u1DUlISK241adIknD9/XpHkgGgbLFy4EEVFRRg7diy7/W9n4RsAgdUwJbUO+BJepQIp0TggSXRHJLzE1/r378/uJqnEu0P4BhMmTMClS5cUJ9iaTCZMmjQJFouFVY/0eDyK+DTRNli0aFFAxS2Yb1BcXIzXX38dy5Ytwx//+Efcd999HSLZvn37dnzyySd45513MHr0aEWP3draih//+MdITEzEzp07eSuJSnfgALeTA7Vy0MUQHx8PrVarOLs7eEavZOWAJAdKM64JuGTElJQUliehhB3CN5gwYQI7aCs5yzKZTJg5cya+/fZbJCYmIikpCQ6HQ5FZFtE2WLBgAb766ivMmzePlcvtLHwD4HZy4HK5FNM6oCgKDocjpHLQ3t4Or9cb9fGJxoHT6QSgbCB1uVxstwqXq6OUHcI3YBgGFEUFJCHRoq2tDV9//TXra+PHj8elS5cAAMOHD4/6+ETbgLQVz58/P4RvUFFRgeeffx4PP/wwLly4wAoFKY1Dhw5h06ZNWL16NRYsWKDosd1uN5YsWYKWlhb88Y9/FNyZNSkpSfHKgdVqhU6n65CNxDoDum1yQJT/OrpyQAK2Elkp0TggPAYlZ1kURbEly+BAqoQdwjfwer1wu92KJgfV1dUwm81sICV8AwAYMWJE1Mcn2gYNDQ1wOBydkm8ABPqaUj5NZtrBhETud9GgIwZtgosXL8Ln84V038TFxSmiLMpty9VoNBg8eLBiGgeHDh0CRVGYPXt2AN9g4MCBUd8jom3w+OOP4+DBg0hOTka/fv0C+AY2mw1LlixBTk4Ohg8fjmPHjqGwsJBdslIKlZWVeO655zBjxgy8/PLLih6baBmcPXsW//M//8Nu8saHjiIkdoRQXWdBt00OAH/AI4FUKa0DPmY3oEzlgGgckL3HlQykFRUV7B7x3ECqlB0u3wCAoiXY/fv3Q6/X48EHH2T5BhaLBTk5OYIzBbkg2gaLFy+GyWRCbm4uYmJiOh3fAOiYpTI+H1A64eX6mpIJr8VigVarxbBhwwJ0O5TmG1gsFuTm5qKtrU0xjQOy5XhbWxusVismT56sGIeGaBsQn549ezZOnToFwM838Pl8WLVqFRobG/H888+jsLCwQ/QM7HY7lixZgqysrA7pfCBaBoWFhRg3bpzobzuqlbG78g2Abp4ccCsHSmgdkA08uIGUCGwoGUiVnNETENnk4cOHKz6b4/INzGYz+vXrB4PBoJjGgclkwtSpU3HlyhU4nc4AXkO0INoGjz76KA4cOMCWXzsb3wC43XmjZOWAz9eUTni5yYGS7Wtkd1GKotj3XKnlOMI3CObQANF331AUhYMHD7KVsLi4OIwdO1axTgWibZCcnIwLFy6wdgjfYPPmzfj73/+O119/HZs2beoQPQOaprF69WrU19dj586dii+RcrUMfvCDH0j+XumWc6B7SycD3Tw5IJUDUgaMNpi2t7eHyBprNBqkpKR0SCBV0vFIyTIxMTFA40Cr1UZNQCJ8A24rFmmzi7YE29LSguPHj7MBLjExEaNGjVJklsXVNrhy5QoaGxs7Ld8AAPR6PRISEhTVOhCrHETr01yNA6vVCqPRiJiYmKiOyQW3gwDw+5pSsznCNxg0aFAAV4fYiQbHjh2DzWbD/PnzWb5BS0sLWlpaok54ibbB4sWLceDAAcTGxmL69Oks3+Czzz5DYWEh1q1bhz/96U8dpmfw1ltvobi4GNu2bUN+fr6ixxbSMhBDYmIifD4fHA6HYufRUYqfnQXdOjkglQOlkgOh0iixEy06unIwcuRI3Lx5k9U4sNls7G580YDwDfr16wez2azoLKu4uBg0TWPOnDks36C1tZXdBCcaEG0DUn7NysrC2LFjOyXfgIBbDVNC64CveqTUsgLROOiI7huapnH+/PkQX1PKDlkmu3HjBmw2G5scKKFxYDKZ0L9/fwwdOpTlG5CdJaP1aaJt8Pjjj8NkMmHatGlobW3FtWvX0Lt3b6xZswZPPPEEHA4HSkpKOmTfhL1792LLli1Yt24dZs6cqeixxbQMxKBkNYygoyTuOwt6RHKQlJSkiNaBUBmeVCiiAVfjQOnKAcMwAfrzABRdnyWB9ObNm2hqamIDqRIaByaTCQUFBUhLS2P5BoTXEO0si2gbTJs2Dfv27cOcOXNw/fr1Tsk3IODyaIDotQ5sNhs0Gk1AlYS0SkYbSDtiRk9w/fp1tLe3s74WFxeHzMxMRZKDYL4BAMUItjRNs62FZWVlLN/AYrEgNTU16veFaBvodDqcPHmSbWGkaRrvvfcehg0bhsceewzvvPNOh/AMLBYL1qxZgwULFmDVqlWKHltKy0AMpDqqJO9AXVbowuAO2kqs0XZk5SB40Nbr9YrtPV5bW4vW1taAWVbfvn0Vce5gfQPgdiCNVuPA6XTi0KFDmD9/Ps6dO8fyDcxmM4xGIwYMGBDxsbnaBpWVlbh69Sq7pNAZ+QYExNf69OmjiNaB1WoNqR5ptVpFCFxE40ApX+OCzLRHjBjBDtoajUaRJCSYb5CZmYlevXopQrA9d+4c6urqAvgG9913H8triIb5TrQNFi9ejOLiYjAMg9mzZ+Po0aOsguSbb77JJgVK8wyampqwdOlS5Ofn4+2331aUxS9Hy0AMhOuiZOVAJSR2YXAHbSWTg46oHPAJICn1cgUP2ikpKUhOTlbEuYP5BqRtSolZ1pEjR+ByuUL4BhaLBSNGjIhqOYRoGxCRGKPRiAcffLDT8g0IiK/FxsYqonUgVBpVIuElGgeEsKv0Mll2djaysrICfE2JJITwDQYPHsxW3EgiFq1Pm0wmpKWlYcKECSzfIC4uThEyItE2mDNnDvbt24cJEyYgMzMTe/bsgcfjwfvvv4/f/OY3HcIzoCgKK1asgNPpxI4dOxAfH6/YseVqGYhBrRyEj26dHChdORBaVlBCYINoHGRlZXXILIuULDsikPbt2xf9+/dnA5xSgXTfvn0YPHgw8vLyWL5BTEyMIp0KRNtg2LBhMJlMePjhhxEbG9up+QZAxyS8fB0ESlUOlPQ1LriDKdeOEkkIWSbTaDSsHZ/Pp4jGgclkwpw5c6DValm+gd1ux9WrV6NKDrjaBhRF4fDhw5g3bx7effdd1NXV4dlnn8XRo0c7jGewYcMGnDx5Er///e/Rt29fxY4bjpaBGDqCc6BWDrowkpOT4Xa74Xa7FdE6IAIrZG8CAiUqB0TjgKg6Kj3LIiXL4ECqRHJAAim3gyDaEqzX68WBAwcwb948UBTF8g24qniRgqttUFNTg7Nnz2LevHm4cuVKp+YbAB2T8PL5mhIdOEr7Ghd8vsbXahwuuHwDq9WK6upqjBo1CvX19VFrHFRWVqK8vBzz5s3DhQsXWL4B2RAtGp/mahscPnwYHo8H2dnZePXVV5GQkIDp06fj7bff7hCewUcffYQdO3Zg06ZNmDhxoqLHDkfLQAyxsbGIjY1VLDlwu93weDxq5aCrggQ9pbQOhAKpUiXYOz3LipZty+UbtLe348qVKxg5ciTcbnfUGgenTp1CS0sL5s2bF8A3KCsrA03TUQVSom3w2GOPYf/+/YiJicHMmTM7Pd8A6JjKAZ+vdYRPK5XwNjU1oa6uDiNHjoTNZmPfb9JqHI2dYL4BgIA2xmh82mQywWAw4KGHHgrhG+j1egwaNCjiYxNtg3vvvZcV83rllVeQlpaGMWPG4D/+4z86hGdw8uRJrFu3Dk8//TSeeuopRY8drpaBFJSYxBF09x0ZgW6eHJAHp1Q7o1QgjUZgQ+nSKIHNZsO1a9cwcuRI0DQdMKOPNgnh8g3KysrAMAxGjRqliMaByWRCdnY2xowZE8I30Ol0GDp0aETH5WobpKWlwWQyYfLkyUhOTu70fAMgNDmIVutArHIQTSDlahwAyia83G4VbkeEEl0+XL6BxWKBwWBAXl6eIhoHJpMJ06dPR3x8fADfgGyIFil5l6ttQCpuDQ0NiI+PR0pKCpqbmzuEZ1BTU4Nly5ahoKAAv/nNbxQ7LhCZloEUlGo5B7r/joxAD0kOlBJCEgukFEXB5XJFfOyOqhxwS5ZcjQMg+iSEyzcwm83Q6/UYMmRI1LMshmHYdi+tVhvCNxg0aFDEnRxcbQOr1Ypjx45h3rx5YBim0/MNAL+v2e120DStiNZBR1UOuBoHPp8PdrtdsUBqNpuRkJCAgQMHBviaErO5YL7B8OHDodPpotY4aGhoQGlpKebNmweaplm+AYCoyYhcbYPjx4+jqqoKTqcTb7zxBi5duoSGhgbFeQYulwvPPPMM9Ho9PvjgA0V2XiWIVMtACmrlIDx06+SAu6yghNaBWCAl30cCrsYBoGzlgFuy5HZEeDweuFwuRQPp4MGDodfro9Y4KCsrw/Xr10P4BgCiVkYk2gbTp0/HwYMH4fV6WYXEzs43APy+xjAM2traFNE66KjKAXemrfReIcGDNlfjAIh8NsflGwCBvhYtwbaoqAgajQazZ88O4BtwN0SLFETbIDs7G5s2bYLH48G2bdtw9OhRtLW14cUXX1SUZ8AwDNauXYvy8nLs2LEDmZmZih07Gi0DKaiVg/DQrZOD4EE72jVaoeSAOEikwZQ7aIvZiQTckmWwxgEQuXNz+QYAAjoIotU42LdvH5KSkjB58uQAvgFRxYs0OeBqG8TExMBkMmHs2LHo3bt3l+AbAIG+poTWQUdVDrgaB0orfgb7GtE4iHZZgcs3oCgKly5dUoxgazKZMGnSJKSlpQXwDS5fvgyPxxOxT3O1DYqKivDVV19h6tSpmDRpEv7rv/4LmZmZ+PnPfx7xefNh+/bt+OSTT/DOO+9g9OjRih03Wi0DKZD2bSXQERL3nQ3dOjkwGo0s+x+IPjkQIyQCkVcOuMmBEoxrLoLJiETjIFrn5vINvF5vwKAd7SzLZDJh5syZ0Ov1AXyDa9euweFwRDzL4mobuN1ufPXVV5g3bx4AdAm+ARDoa9FqHVAUBYfDIZjwtre3w+v1RnRsrsaBkoE0uFslmKsTjR0u36C8vBwURYUkIZGgra0NX3/9dYCvcfUNAP+GaJGAaBvk5eVh+fLliImJwSuvvILVq1fD4XDgn//5nxWdfR86dAibNm3C6tWrsWDBAsWOq4SWgRSU2gMH8PuaTqeLWkq7M6NbJwcajUZRdndHVQ64GgculwsURSkyywouWfIF0kjtcPkGV65cgdvtViQ5qK6uhtlsDgikhG/AVcWLBFxtgyNHjsDhcHQpvgEQ6mvR+LTdbg84JhfEz8lvwoWSgzYXFy9ehM/nE+y+iYuLQ1xcXETHDm7L1Wg0GDZsWNQaB4cOHQJFUZg7dy4v32DgwIER3RuibfDII49gxYoV0Gq16NevH7799lscOXIE8fHxmDVrVkTnzIfKyko899xzmDFjBl5++WXFjquUloEUlF5WUFKorjOiWycHQGhfeDRaBx1VOeBqHCg5y6qoqABFUYKBNBo7wXwDAIqUYPfv3w+9Xo8ZM2aE8A0sFgtycnIimlVwtQ0AsO1egwcP7jJ8A0DZpTIxH+CSeSMBn68pkfBaLBZotVoMGzYMQKCvRcPVCeYbWCwW5Obmwmg0Rq1xYDKZMHLkSPTv3z+AbwBEx6Eh2gYXLlxAY2MjcnJyMHr0aGzZsgVz5sxBbGwsJk2aFNGxg2G327FkyRJkZWUp3vWglJaBFJQmJHZnvgHQA5KD4MpBpFoHYuV+g8HASsRGAiVn9FwElyyVms0F8w3MZjP69euHlJSUqDUOTCYTpk6diqSkpAC+AbmeSJcUuNoGPp8PBw4cwPz586HRaLoM3wC4rRGvROVAzNe4ZN5IwJcc8CkxhguLxYL8/HzEx8cHaBwQO0rwDYgdbsUNiKz7hqIoHDx4MKASRvgGDMNE1amwa9cuGAwGnDlzBhs2bEBlZSVOnz6NKVOmIC0tDcOHD0daWlpEx+aCpmmsXr0a9fX12Llzp6Lr7J999pmiWgZiUKLlnKC7SycDPSA54GaL0bQzigmsBC9fhAslZ/RccEuWfBoHWq2W1RwPB1y+AbFDAlw0GgctLS04fvx4QCAlfAMg8llWsLbB6dOn0djY2OX4BgCg1+uRkJCgiNaBnMpBJD4drHFgtVphNBoRExMT9rGCEdxBANz2tWhmc1y+QfCgHY3GwbFjx2Cz2TB//nzWDuEb1NXVoaWlJaKE12q14pNPPkFTUxN++ctfoqWlBXa7HYmJiSgsLMSJEycUq4S99dZbKC4uxrZt25Cfn6/IMQE/z2Dr1q2KahmIISUlBT6fDw6HI+pjKa342RnR7ZMD7qAdTXIgNWgrlRwoXTkgAS5Y44C0d0ayeRGXb0C2g1ZillVcXAyapjFnzhzWDuEbNDY2or6+PqLkgKttAPirE1lZWezsravwDQiCq2GRah3IqRxEUg3jahwAys2ySLeKkK9FY4e7TFZdXQ2bzRaQHESqcWAymdC/f38MHz48hG9AODSR+PTWrVvR3NyMhQsXYuXKldi2bRsYhsH27dvh8Xhw7do1RZKDvXv3YsuWLVi3bh1mzpwZ9fEIyHbVU6ZMUVTLQAzRLv9yoaTiZ2dFj0oOotE6kCrDR7qeFaxxoFTlgAzaXB4AAEXWZ7mBtKGhAU1NTQGBNFKNA5PJhIKCAvTq1SuEb8BVxQsXXG0DhmGwb98+zJkzBzqdrkvxDQiCeTRAZFoHNpsNGo2Gt2ISzUY1Ss7oubh+/Tra29sDfI1oHJBzjeS94eMbAIiaYEvTNCvmpdFoQvgGFouF3RAtHNy8eRNvvvkmsrOzUVhYiC+//BLnz5/H448/jilTpuDYsWMAEDXfwGKxYM2aNViwYAFWrVoV1bG4uH79On7xi18gJiYG69atU5S/IIZoeTRcqMsK3QDBg3aka7RSpKpIKwd8g7Zer4+6x7e2thatra0hsyyyY1qkzs2nbwAEBtJINA6cTicOHTrEll+D+QZmsxlGoxEDBgwI67jB2gbl5eW4evVqwJJCV+EbEHB9LRqtA6vVKlg90ul0Ee/MyNU4AJQLpMHdKlyNAyDyJISPb5CZmYlevXoBiJxge+7cOdTV1fHyDYgdsiGaXFAUhSeffBIOhwOvv/46bDYbnn/+ecTGxuI///M/WTvR8g1aW1uxdOlS5Ofn4+2331aMlU+0DOLj45GamhpxZ0kkiJZHw4VKSOwGCB60o00OlK4cCAkgRfsy8g3aROMAiNy5+fgGycnJAUs2kQTSI0eOwOVyCfINLBYLRowYEfYyyPHjx1ltA8BfnTAajXjwwQdZO12Fb0DA9bVotA6kBu1IE16uxgGgXCC1WCzIzs5mZYCDfS3SJITLNwBu8xrIOxipT5tMJqSlpbGJJ5dvQK4n3CWFrVu34tSpU+jXrx8WLVqE1atXw263Y/r06cjOzgbg5zlEWwnbuHEjnE4nduzYgfj4+KiORcDVMnjjjTciWtKMBmrlIDx0++RAqcqB1LJCNIGUaBwAys6yuCVLJQMp4RsAtwNctIF03759GDx4MPLy8lg7hG9A7ESypLB//35W2wDwB+yHH34YcXFxXZJvACib8EolB5FWDpTwtWAED6bBdiJNQrjLZMF2otE4MJlMmDNnDmJiYkL4Bna7HVevXg0rOXA6ndi7dy9SU1Pxox/9iJVIjouLYwWJbty4ETXfwG63w2w24/e//z1b/YkWwVoGSh03HKiVg/DQ7ZOD5ORkuN1uuN1uAJFrHUgJrERaOeBqHADKzrK4JUu+QBppcsANpMEdBJGUYMlOcqRqEMw3CFbFkwuapnHixAmWiFhTU4OzZ8+ydroi3wBQNuEV87VIFeWU8rVgiPlapMqiwXwDq9WK6upqNhGNVOOgsrIS5eXlrK8F8w24G6LJwdmzZ2Gz2TBx4kR4PB4MHjwYb7/9Nh555BFoNBrWTrR8gy+//BIOhwP/9m//hokTJ0Z0DD7cKS0DMcTFxSE2Njbq5MDtdsPj8aiVg66O4GwxUq0DqUAaTeXgbsyyImHbBvMN2tvbceXKFdZOpBoHp06dQktLCxvggvkGZWVloGk67OTA5XJBo9HgscceA+CvIsTExLCs667INwDubOVAKZ+ONuFtampCXV0d6wPBGgdircZi4OMbAAhpYwzXp00mEwwGAx566CEA/HwDsiGaFKqrq7Fx40bExsYiPj4eubm5ePvttzFlyhQYDAYMGzaMVRWMhm9w8uRJbNmyBQkJCXj00UfD/nsh7Ny5845pGUhBCSGknrAjI9ADkoPg9pVI2xnlBtJwBTaUKo1yYbPZcO3aNTbABWsckN+E69zBfIOysjIwDMPOsiLVODCZTMjOzsaYMWMA8PMNdDodhg4dKvuYDMPA6XSygjDEzuTJk9nr7op8A4A/OYhE60BO5SDcQBqscQAok/AGd6sEd0RE2uUTzDewWCwwGAzs8lakGgcmkwnTp09n1+uD+QbcDdHE4HQ6sXTpUsTFxSE5ORklJSVwuVzQarV49913UVxczCbVQOR8g5qaGixbtgzDhw9XRKyKoKioCOvXr79jWgZSUEJCuSfsyAj0oOQgWiEkOYGUoii4XK6wjtsRlYPgkmWwxgEQWRISzDcwm83Q6/UYMmQIey1AeLMshmHYdi+ytMLHNxg0aFBYHRwVFRXsdsyA/3qPHTvGBtKuyjcA/L5mt9vZpbFItQ46onIQrHHg8/lgt9ujDqRmsxkJCQkYOHAggFBfi3Q2x8c3INtBEzvhahw0NDSgtLSU9bVgvgGxI1UJYxgGa9asQWVlJV599VV4PB7Y7XbU1NSgsLAQlZWVsFqtrJ1I+QYulwvPPPMM9Ho9NmzYENbfiuHMmTN49tlnMW/evDumZSAFtXIgH90+OQheVohU60BOIOXakYNgjQNAmcpBcMkyuCPC4/HA5XIpEkgHDx7Mzn4i0TgoKyvD9evXBfkGQGTKiPv374dWq8X48eMBAAcPHgxIFroq3wDw+xrDMGhrawMQudZBR1QOgmfa5ByjDaR8g3awxgE5Z7kI5hsAob4WCcG2qKgIGo0Gs2fPBhDKNwjeEE0IhYWF2Lt3L959913k5+ejvb0dFEXhZz/7GaZMmQKTyYTevXuz2yZHwjdgGAZr165FeXk5duzYoYjcMuDXMnj66acxYsQIbN269Y5pGUhBrRzIR7dPDvgG7UjWaKWSg0gU5YIHbTl25CC4ZMmnccA9ZzkI5hsAoR0EkWgc7Nu3D0lJSexxg/kGRBUvnOSAoigUFxcjPj6erT6YTCaMHTuWTVy6Kt8ACPW1SLUOOqJyEKxxoJTiJ5+vcTUOIllWCOYbUBSFS5cuRU2wNZlMmDRpEjvQBvMNLl++DI/HI+rTxcXFeP311/Hiiy/i0UcfxdmzZ0FRFIYPH44XXnghoOJG7kEkfIPt27fjk08+wTvvvMMmGdGCaBkkJiZi586dUWu2KIlIO3C4UFLivjOj2ycHRqMRWq02ana3HEIiEF7lIDg5iJRxHQw+MiJX4yAS5w7mG3i93pBBO5JZlslkwsyZM9mEIphvcO3aNTgcjrDaGIuLi2Gz2dig5Ha78dVXXwWszXZVvgEQ6muRaB1QFAWHwyGZ8La3t8Pr9co+brDGgRKBlK9bhY+rE66dYL5BeXk5KIriTULkoq2tDV9//XWIrwXrGwC3N0QLRkVFBZ5//nnMmjULa9euhc/nw8aNGwH49znQ6XQwm82oqalhRcOA8PkGhw4dwqZNm7B69Wq2FTJacLUM/vjHP0a0g2pHItIOHC6sVit0Ol1EctpdCd0+OeDbFKmzVA6CNQ5cLhcoiopqlsVXsqyqqgpQFoxkNhfMN7hy5QrcbndUyUF1dTXMZnNIIOXyDYJV8eRg165dGDp0KHuMI0eOwOFwdAu+AcDva+H6tN1uDzgWH4i/k9/KgRKDdjAuXrwIn88X4mtcn5ZqNeYDX1uuRqNhNTEi0Tg4dOgQKIpil6+E+AZkQ7Rg2Gw2LFmyBDk5Odi6dSu0Wi3efvttXL16FfHx8azQkclkQnJyMttuGC7foLKyEs899xxmzJiBl19+Wfb1iSFYy4B0UHQmKLWsoIRQXWdHt08OAP6+8HC1DjqichCscaDELKuiogIURUm2MYZrh49vACCqEuz+/fuh1+sxY8YMAPx8A4vFgpycHNkzkJs3b+LgwYNscAb8gTQ3N5edIXZlvgGgzFKZHB+IRFFOyNeiSXgtFgu0Wi07aAOhvhYuV4ePb2CxWJCbm8vuVBqJxoHJZMLIkSPZvwnmGwDCHBqfz4dVq1ahsbERO3fuRFJSEo4ePYo33ngDcXFxAVUuk8mE2bNnsxWacPgGdrsdS5YsQVZWFgoLCxXjA3QGLQMpKEVI7O58A6CHJAd8lYNwtA7klPsNBgP0en1UgVSJ9Vm+kmW0szk+voHZbEa/fv3Yc41E48BkMmHq1Kls61Qw34BcTzhLCp9++im0Wi0efvhhAP6Ae+DAAcyfPz9gbbar8g0AsPcrmsqBHF+LRFFOKDmIpj3OYrEgPz+fbQskGgfcGX24y3HBfANiJ7jiBsjvvqEoCgcPHgyphHH5BsHbQXOxefNm/P3vf8f27duRm5uLhoYGPP/880hJScGwYcPYStjVq1dx4cKFEDty+AY0TWP16tWor6/Hzp07FVs370xaBmKItOWci54gnQz0kOQgOFsMt51RjsAK3/KFFJSY0QcjuGQppHGg1WrZGZIUgvkGxA43wIWrcWCz2XD8+PGQAMflGwDhdSowDINdu3Zh7ty57PVfuHABjY2N3YZvAAB6vR4JCQlRaR2EUzmQ69N8GgdWqxVGo5Ed2CIBXwcBgKgqB8F8A75BO1yNg2PHjsFmswXwAIL5BnV1dWhpaQlJeD/77DMUFhZi/fr1mD59Onw+H1avXg2apkFRVID/7t+/H7GxsZg+fXqAbTmVsLfeegvFxcXYtm0b8vPzZV2XFDqbloEYUlJS4PP54HA4Ij6GUoqfnR09IjkIHrTDTQ7kDtrRJgdKVQ64AY5P48BmswnuxseHYL4B2Q46mlnW8ePHQdM05syZE2CHyzdobGxEfX297OTAYrHgwoULrFwyAHzzzTfIysoKmLl1Zb4BAV81LBytg3AqB3KrYcEaB0D0syzSrSLla+HaCV4mq66uhs1mC0kOwtE4MJlM6N+/P1u14+MbEA4N1865c+ewZs0aPPHEE1i5ciUA4N1330VJSQkWLFgAhmEwa9asADvTpk1jk3u5fIO9e/diy5YtWLduHasSGi06o5aBGCJZ/g2GEoqfXQE9MjkIV+tAbhk+nPUsPo2DaCsHZNAO5gEAgbOfSGZZ3EDa0NCApqamkEAajsbB0aNHUVBQwG6Ly8c3CFbFk8KuXbuQlZUVMKM6cuQI5syZw66rdnW+AQEfjwaQr3Vgs9mg0WhEqyfkO7mBlG+mHe367PXr19He3h7iawaDIYCHEk5yIMQ3ABAxwZam6ZDWQj6+gcViCdgQ7ebNm1i6dCmGDRuGt956CxqNBkePHsXbb7+Nn/70pzhz5gxmzJjBXmtLSwtOnjwZoooIiPMNLBYL1qxZgwULFmDVqlWyrkkKnVXLQAxK7MyoLit0I/AN2uGs0colVYVTOeDTOLBardDr9RH3BdfW1qK1tZV3lhXp+qyQvgEQGkjlahwwDIOTJ08GlF/5+AZmsxlGozGAlS4EiqLwySefYOHChWzlwev1oqamJmRJoSvzDQiCfS1crQOr1SpZPdLpdEhKSpIdSIM1DoDoAylft0qwxgEQXhIixDfIzMxkk1UgPIJteXk56urqRPkGxA7ZEI2iKCxfvhxerxf//d//DYPBwPIMpkyZgh/84Ac4ffp0QCXs+PHjYBiGFVgidsT4Bk1NTVi6dCny8/Px9ttvK8Ky78xaBmJQYmdGlZDYjcA3aEeSHChZORATQIr05RUatFNTUwMIYeE4txDfIDk5OSDhCGeW5fF44Ha7JfkGFosFI0aMkLX8UVxcjJaWFixatIj9zO12Iz4+Hg8++GCAna7MNyAI9rVwtQ7kDtrhJLzBGgdA9IHUYrEgOzubbfcldoJ9LZwkJJhvANzmNXDfvXB8+ptvvkFaWlpA0hnMNyDXQ97P9evX47vvvsOHH36I3r17szwDjUaDwsJC/OUvf0FKSkrA0tvRo0cxYcIEVhkSEOcbUBSFFStWwOl0YseOHSypMxp0di0DMaiVA/noEclBtJUDucsK4QZSrsYBoMwsi1uyJHaiDaRcvgFwO8BFGkjdbjcGDhzIbm5D7HD5BsROOEsKY8aMCWh3c7vdmDhxIhucuwvfAFAm4ZWbHIRTOYjG1/jAx+znsxNOEhK8TMZnJ1yNg6NHj2LOnDms//LxDex2O65evYqRI0fif//3f/GHP/wBmzdvZiW+Cc+gsLAQ6enp+Pjjj/H4448jNjYWgN9/T506FZBUS/ENNmzYgJMnT+L3v/99QEUnUnQFLQMxqJUD+egRyUFycjLcbjfcbjf7WThaB3IFVsKpHARrHADKzLJIyZJrhy+QhpMcBAdSvg4CuSVYr9cLt9uNKVOmsJ/x8Q34VPGEQLQNuOXXhoYGUBQVYKe78A0AZRJeOb4WjqJctL7GBzm+Fo6yKB/fwGq1orq6OiARDUfjwOfz4dq1awGDNh/fgGyI5vV6sX79eixduhRPPvkkAATwDKZMmYKvv/4a9fX1AT7t8XhCOhfE+AYfffQRduzYgU2bNrFiSdGiK2gZiCEuLg6xsbERJwdutxsej0etHHQX8GWL4WgdyA2k4VYO7tYsSy7blo9v0N7ejitXrgTYCUfjwGKxgKbpgEGbj29QVlYGmqZlJQdE2+Cxxx5jPyspKQGAgKDYXfgGwJ2tHETr05EmvE1NTairqwvwAT6NAzmtxgRCfAMgdDkOkNd943a7ERcXh4ceeoj9TIhvoNVq8eqrr+L+++9nd0Dk8gxeeOEFALdVPu+9994AO7m5uQGzdSG+wcmTJ7Fu3To8/fTTeOqppySvQQ66ipaBFKIRQuopOzICPSQ54GtfCaedMdxAKkdgI9rSKN85Xrt2LSDA8WkckN/KuR4+vkFZWRkYhgmYZYWjcfDNN99Aq9Vi6NCh7GdCfAOdThfwOz5wtQ24AfLo0aOIjY0N4BZ0F74BIJwcyNU6CKdyICeQ8mkcANElvHzdKkJtjIC8gM3HN7BYLDAYDAHLXOFoHLhcLowfPz5gPZ+Pb3DmzBk4nU4kJCTg/fffh16vD+EZ6HQ6WK1WmEwmLF68mK3YURQVUnED+PkGNTU1WLZsGQoKCvCb3/xG8vzloCtpGUghGgnlnrIjI9DDkoNIhZDCCaQURcHlckn+VunKASlZSmkcAPKvh49vYDabodfrMWTIkIBrAaRnWQzD4JtvvoHBYAhYThHiGwwaNEiSBc2nbWC1WnH27NmAv+1OfAPA72t2uz1gWSwcrQOlKwd8Ggc+nw92uz3iQGo2m5GQkICBAweynwkJIJFzlYIQ34C7HTSxI0fjoKmpCRRFBZBe+fgGDMPgk08+gc/nw86dO5Geng4gkGdA+Eeff/45fD4fHn/8cfbvv//+e9A0HWCHj2/gcrnwzDPPQK/X44MPPghrh1QhdDUtAymolQN56BHJAd+yQjhaB+EE0mA7fODTOACiqxxYLBbo9XoMGjSI/YxP48Dj8cDlckUVSAcPHhwQdORqHJSVlaG2tjZgNsXHNwDkKyPyaRscPHgQPp8vwE534hsAfl9jGAZtbW3sZ+FoHShdOeCbaZNzizSQCg3afBoH5FzFwMc3APh9TS7B9vjx4wAQcEw+vsF//dd/oba2ltUFAEJ5BgS7d+/GjBkz2E2WAH/FTafTBVQ8gvkGDMNg7dq1KC8vx44dOwI6GiJFV9QykIJaOZCHHpEcCA3actdo5SYHchXl+NoYw7HDB7PZjGHDhoUM2kCoxgH3XIXAxzcA+DsI5Goc7Nu3D0ajkWVfA/x8A6KKJ5Uc8GkbAH4FuWHDhoVUJ7oL3wDg97VwtA6UrhzwaRxEq/gp5GvBGgdylxX4+AYUReHSpUsRE2zJ8hXXdjDfoLi4GJs2bUJCQgJ+/OMfA+DnGQDApUuXQrQNSMUtLi4u4LqD+Qbbt2/HJ598gnfeeQejR4+WPHcpdFUtAymE04ETDCUk7rsKekRyYDQaodVqI2Z3h0NIBKQrB3zJQTiMaz4IkRGDNQ7kOjcf38Dr9fIO2nJnWSaTKYQ1zcc3uHbtGhwOh2Qbo5C2wVdffRWyNtud+AYAv6/J1TqgKAoOh0N2wtve3g6v1yv6Oz6Ng2gCqVC3ihBXR44dPr5BeXk5KIoSTELE0NbWhtLS0pAuJi7foKKiAs8//zxGjBiBxMREDB8+nJdnQLB79+4QbQOz2YyGhoYQO1y+waFDh7Bp0yasXr0aCxYsED1vOfB4PF1Wy0AK4XTgBMNqtUKn08mW1O7K6BHJgdCmSHercsCnceByuUBRVESzLIqiUFZWJivAyZ3N8fENrly5ArfbHVFyUF1dDbPZzDtoB/MN+FTx+MCnbXDkyBE4HI4AO92NbwAI+5ocn7bb7QHHEAPxe/I3Qohm0ObDxYsX4fP5ZHffyGk1FmrL1Wg0AT4kV+Pg0KFD8Hq9AXa5fAObzYYlS5YgJycHU6ZMYTdE4+MZELvB2gaAP6lOTEwM+IzLN6isrMRzzz2HGTNm4OWXXxY9Z7nYvHlzl9UykEK0ywrRCNV1JfSI5AAQ7guXo3WgdOWAT+MgmllWRUUFKIqSHUjl2BHiGwCIqAS7f/9+6PV63H///exnQnwDi8WCnJwc0dkKn7YB4A+kubm5ASS27sY3AKJbKgvH1+Qqyon5WiQJL2n74w7aAL+vyXk/hfgGFosFubm5ATuUytU4MJlMGDRoUMDMn/ANJk6ciFWrVqGxsRE7d+5kly6EeAYAeLUNiJ1gHQPCNxg5ciSWLFmCrKyskCpEpGhra8Phw4e7rJaBFKIlJPYEvgHQg5IDocqBlNZBOOV+g8EAvV4fUSCNZn2WDNpkNzg5dsSuR4hvYDab0a9fv4BzlKtxYDKZMHXq1IAgzMc3INcjtaTAp23g8/lw4MABzJ8/P2RttjvxDQCwS0WRVA7C8TW5inJiyQF3WUsuLBYL8vPzA9oD+TQOyOeR8A2IHb6KGyDefUNRFA4ePMhbCYuLi0NxcTH+/ve/Y/v27bjnnntgsVgwYMAAXp4BAZ+2wdWrV3HhwoWALgViZ/jw4fjlL3+J+vp67Ny5U5F18M8++wzt7e1YtWpVl9YyEEM4LefB6CnSyUAPSg74skU57YzhCKwILV8EI5oZPR8sFgtbsiQQ0zjQarUBg3Qw+PgGxE5w1UCOxkFLSwuOHz8eoOwG8PMNAOlOBSFtg9OnT6OxsZHXTnfiGwCAXq9HQkJCRFoHkVQOxHxaSOPAarXCaDQGLBnJhVAHARA6aMuZzfHxDRiGEeTqAOI+fezYMdhsNt5Bu3fv3njvvfewfv16TJ8+HXV1dWhpacHBgwd5eQbkGoK1DQB/xS02NpaVWObaB/y8m23btiE/P1/0+uWgqKgIW7duRUJCAp544omoj9dZkZKSAp/PB4fDEfbfRqv42ZXQY5IDvkFbTnIQ7qAdaXIQbeUgOMAJaRzYbDbJ3fj4+AZkO+hIZlnFxcWgaTqAZEXsBPMNGhsbUV9fL5oc8GkbAP7qRFZWVoAqXXfkGxAIVcOktA4iqRyIVcP4NA6AyGdZpFtFrq/JscO3TFZdXQ2bzcabHEhpHJhMJvTv3z9AOImmaRw+fBhlZWV44oknsHLlSgD+RKe9vR3l5eUhPAMCPm0DYmfatGkB53Ljxg1cvHgR3333HdatW4eZM2eKXrscEC2DKVOmRFTp6UqQu/zLh2gUP7saenRyIEfrIFxSldR6lpDGQaSVAzJo8/EAgNDZj9xZVnAgbWhoQFNTE28gldI4MJlMKCgoCNgOV4hvwKeKFww+bQOGYbBv3z7MmTMnYFZ248aNbsc3IBDi0QDiWgc2mw0ajUZWJYX8RiyQCs20I12fvX79Otrb23l9LVjjgJyb2HvjdDoF+QZAKIdGimBL0zRMJhPmzZsX8I588803qK6uxtChQ/HWW2+x333xxRdwOBxYu3ZtyDIEAZ+2QWNjI06ePBlSCdu9ezdsNhsee+wxrFq1SvA85YKrZbBu3bqoj9fZEc3OjOqyQjeE0KAttUYbLqlKqnIgpHFgtVqh1+vD7iWura1Fa2ur4Cwr3PXZtrY2QX0DgD+QimkcOJ1OHDp0CPPnzw/4/NKlS7x8A7PZDKPRiAEDBvAeT0jboLy8HFevXg0JpGfOnOl2fAMCPl+To3VgtVolq0cEOp0OSUlJooGUT+MAiDyQCnWr8GkcANJJyPnz5wX5BpmZmQFJKyBNsD137hzq6uoCfI2iKPzkJz8BAPzpT39i3+OGhgZ89NFHyMnJwYsvvsh7PD5tA8BfcWMYBrNnz2Y/a21txRtvvIGUlBQUFhZGzZoP1jKQ6vjoDohmZ0aVkNgNITRoy00OlKocSAkghfuyiw3awRoHgLRzf//994J8g+Tk5JBkQ2qWdeTIEbhcLt5Bm49vYLFYMGLECMGBi0/bAPBXJ4xGY8ga8JkzZ7od34CAz9fkaB2EO2hLJbx8GgdA5IHUYrEgOzs7pPwu5GtS13P27NkQvgFwm9cQ/M5J+bTJZEJaWlpAwrl161ZUVFTgoYceYlv/iJ6By+XCk08+KdhJwKdtAPhFwyZMmBCgdLhx40bYbDY89dRTAWTNSOB2u7utloEY1MqBPPSY5CDSykG4ywpyAmmwxgEQ3SwrNTU1pKwfaSA9c+ZMCN8AuM1rCDeQ7tu3D4MHDw5YmyV2gvkGxI7UkkKwtgHgD9gPP/xwyMzn7Nmz3ZJvAESX8IabHEhVDiLxNSHwcWjE7EglIWfOnAlZJhOyI0fjwGQyYc6cOazvOp1O7N27FykpKQEM/3fffRdHjx5FfHx8QAtvsD0+bYP29nYcPnw4IKm22+04e/YsjEYj5s6dK3h+ckDTNF544YVuq2UgBrVyIA89JjlITk6G2+2G2+0O+FxK60CuwAqBVOWAT+MAiG6WNWrUKNmDthTbViiQCnUQiJVgvV4vDhw4EFI1IMcLHrSFVPEIhLQNampqcPbs2RA7Pp8PTU1N3ZJvAESX8Ibja1KKcpH6mhDC8TWpVmOGYVBWVhbia1arFdXV1SGJqJTGQWVlJcrLy1lfO3v2LGw2G6ZPnw6GYVhfI3oGixcvRmxsrKBPC2kbHD58GB6Ph7Xz5ZdfwuFwYNasWdDr9SG6B+HitddewxdffNFttQzEEBcXh9jY2LCTA7fbDY/Ho1YOuhuEskUprYNwA6mcysHdnGWJsW0ZhkFFRUXIYNre3o4rV66E2JHSODh16hRaWlpCBm2yc2WwnbKyMtA0LRhI+bQNAH+7V0xMTAhr2+PxdFu+AXBnKweR+nS4CW9TUxPq6upCfEBI40Cq1ZiiKHi93rA4NIBw943JZILBYMBDDz2E6upqbNy4EbGxsRg+fDi7nwJ334TRo0eHbIjGBZ+2AbEzbNgw3HPPPTh58iS2bNmChIQE6PX6gP0UIsHOnTuxbds2bNy4sdtqGUghEiGknrQjI9CDkgOh9hWpdsZIA6mQwEakpVGhc7t27VpIgBPSOCB/I3Q9Ho+Hl29QVlYGhmFCZllSGgcmkwnZ2dkYM2ZMiJ2EhARevoFOp8PQoUNDjiWkbUDsTJ48OeS6PB4PhgwZ0i35BoB4ciCmdRBJ5UAokAppHACRJbxC3SpibYyAcMD2eDxITU0N4RtYLBYYDIaQ5S4pjQOTycR2ySxduhRxcXFISUnB999/j/HjxyMmJiZg34Tz58+HbIhGIKRtQFEUioqKMG/ePNTU1GDZsmUYPnw4kpKScPbs2agqYUVFRVi/fj2WL1+OZcuWRXycro5IJJR70o6MQA9MDsIVQookkJKZMR+UrBxcuHABQOjsR0jjABC/Ho/Hg169eoX8ndlshl6vx5AhQ0KuBeCfZTEMw7Z7BS+heDwejB49mpdvMGjQIN6ODSFtA6vVimPHjoVUJxiGgcfjCUlMuhNSUlJgt9tDlsSktA6UrBwIaRz4fD7Y7fawA6nZbEZCQkKA/DUgLoBEzpEPHo8HY8eO5eUbBG8HTewIaRw0NDSgtLQUc+fOxZo1a1BZWYlXX30VWq2W5bYE75sgVNkDhLUNTpw4AavVihkzZuCZZ56BXq/Hhg0bQNM0ampqIk4OiJbBvHnz8Morr0R0jO4CtXIgjR6THAgtK0hpHUQSSPnsAMIaB0BklQOLxcJbshTSOPB4PHC5XILXQ1GUYCAdPHhwyOxHTOOgrKwM169f511SoCiKd9AWU0bk0zYAgIMHD8Lr9YYQtG7cuAGapjF27Fje43UHJCcng2EYtLW1BXwupXWgZOVAaKZNzincQCo2aAtpHJBzDIbT6YTX6w0p2QPCviZGsC0qKoJGo8G1a9ewd+9evPvuu8jPz4fX60VbWxuMRmPAvglCG6IR8GkbAP7qRO/evbFz506Ul5djx44dSEtLg8fjAYCI+AZcLYOtW7cqsgdDV4ZaOZBGj0kOxAZtsTXacJMDMUU5oTbGSOwA/gDHV7IU0zjgniMXbW1tbHIQDKEOAjGNg3379iEpKSlklnPp0iUwDBNih6ji8QVsIW0DwB9Ix44dG5KgnDlzBoC4mFJXh5CvSWkdKFk5ENI4iFTxU8zX+DQOxJYVzp8/z+trFEWxGyEFQ4xgazKZkJeXhy1btuDFF1/Eo48+CuA2t2Xr1q0B+yZcvnwZHo+H146QtgGpuGVlZeHTTz/FO++8g9GjR7N28vLywuYbBGsZhKul0h0h1YHDh2gk7rsiekxyYDQaodVqw2Z3R0JIBPiTEKHkIJzNnbgQIyPyaRyIOff3338PACEzeq/XKzhoi82yTCYTZs6cGZI4nDlzBhqNJqTace3aNTgcDt6BQUjbwO1246uvvuLthjhz5gy7/0B3hZCviWkdUBQFh8MRdsLb3t4Or9cb8p2QxkEkgVSsW0WMqyNk5+zZs9BqtSFLFOXl5aAoSjQJCUZbWxu++uorlJeXY9asWVi7di37HZnR63S6gH0ThDZEA4S1DcxmM65evYrS0lKsXr0aCxYsCLATbiWsp2oZSEGqA4cPVqsVOp2uW8cULnpMciC2KdKdqhwIaRy4XC5QFBVWEiJWspQKpHx2iJJgTk5OwOdXrlyB2+0OK2BXV1fDbDYLDtqxsbEhFQAhVTxAWNvgyJEjcDgcvHyDs2fPBvSNd0eI+ZqQT9vt9oC/lQPi/+RvuYhk0BbCxYsX4fP5wu6+EWo1Jr7G15ar0WhC/ElM4+DLL7/EzZs3MXDgQGzdupXl0dA0Dbfbjba2tpB9E/g2RCN2+LQNAOCjjz6C3W7HnDlz8PLLL7Of19fXw+fzhcWh6claBlKIdFkhEqG6rooekxwA4n3hQloHSlYOhDQOIpllVVRUgKKosAOpkB2hQCrU8gUIl2D3798PvV6PGTNmBHxOURTMZjPvoG2xWJCTkxMysxHSNgD81Ync3NwQJvqVK1fQ1NTU7ZODSJbKIvE1MUU5KV8L592xWCzQarUhgzYg7GtC76fD4UBZWZmgr+Xm5obsTCqkceDz+fDLX/4Ser0ef/7znwMqcl9++SVomsaCBQtC9k0Q4jUIaRvY7XZs374dGRkZ+N3vfhfACzh79iyA0MqeGHqyloEUIiUk9hS+AdDDkgOxygGf1kEk5X6DwQC9Xh9WII1kfVasZBnubM5ms6GiooI3kJrNZvTr1y/k3MQ0DkwmE6ZOnRqyrHHu3Dm4XC5ejoLQWrOQtoHP58OBAwcwf/78kISmpKQEOp1OcL+H7gJyf8OpHETia2KKclLJQTg7/FksFuTn54fIAgtpHJDv+N7P0tJSeL3esHxNqCNi06ZNuHLlCv7lX/4Fubm57OcNDQ3YsmULNBoNyzMgENoOGuDXNqBpGkuWLEFbWxt+/etfh1zT2bNnERMTIzsWqVoG4pBqOedDT5JOBnpYciCULQq1M0oJrPBBbPkikhm9EIRKllIaB1qtNmTGdOLECTAMIxhI+QKckMZBS0sLjh8/zrukUFJSwgq5BINvliWmbXD69Gk0NjYK2hkyZEi3L/8RTkU4WgfRVA6C7YhpHFitVhiNxpDlIzGIdRAA/EReodlcSUkJUlNTQ+yLDdp8RN7PPvsMW7ZsgdFoxOrVq9nPufsmxMbGhiQ0dXV1aGlpCUlChLQN3nrrLRw8eBCZmZl48sknQ84tnGUyVctAGikpKfD5fHA4HLL/JlLFz66KHpUcCA3aQslBpOzUcJODSCsHfAFOTOPAZrPx7sZXUlKCXr16hbQ3ke2gw5llFRcXg6bpEKIVsUOY11w0Njaivr4+5HqEtA0AsIzu++67L+Scjx071q31DbgQq4bxaR1EUzkITqyFNA6A8GdZpFslHF8Ts1NSUsJL3quurobNZhNMDrgaB+fOncOaNWuQm5uLoUOHBlTp3n33XXzzzTcwGo28fAfCoQm2w6dtsHfvXmzZsgUDBw7E3LlzQ5L3GzduoKamRlZyoGoZyIPYkpwQIlH87MpQkwMIax1EKnrBV6EQ0zgINwkhg7YQDwDgV3gTm2XxBdKGhgY0NTUJBlI+jQOTyYSCgoKQbXApisK3337LO2gLqeIJaRswDIN9+/Zhzpw5IQnNlStXUF9f3631DbgQ49EAoVoHNpsNGo0mLNVI8tvgd0dMTTDc9dnr16+jvb1d0Nf4NA7IOQW/Nw6HA2fOnOHVNxDj0HCT95s3b2Lp0qUYOnQofD4f5s2bx870yb4JP/7xj0FRlCCvgW9DtGBtA4vFgjVr1mDOnDloamrirYQdO3YMACSTA1XLQD4i2ZlRXVboxhAjofCt0UYqesGXhIhpHFitVuj1etn9x7W1tWhtbRWdZcldn7XZbDCbzYL6BoBwIA3WOHA6nTh06BDmz58f8vtz587B6XTy2jGbzTAajRgwYAD7mZi2QXl5Oa5evSq4pKDT6bq1vgEXQgmvkNaB1WrlrR6JQafTISkpKeTdEdI4AMIPpGLdKkIaBwB/ElJaWiqq2ZGZmRmSvAK3SY8URWH58uXwer3493//d9TX17O+xt03IT8/H7GxsaK8Bu45B2sbNDU1YenSpcjPz8fDDz8MhmEwe/bskGOVlJQgLy9PdJlM1TIID5HszKgSErsxxNpXxJIDJSoHcgSQ5K6RSw3afBoHAL9zE74B34zeYrEgOTmZN9HgWyI5cuQIXC6X4KCdmJjIuwGNxWLBiBEjAgYsIW0DwF+dMBqNePDBB3ntjBkzpsf0IgslvEJaB5HOfvjeHSGNAyD8QGqxWJCdnR3S5kvsCOlp8F1PSUkJMjIyQvQNgNu8Br53jdhZv349vvvuO3z44YcoLS1FWloaJkyYwPIMyL4Jx48fF1T05Fv242obUBSFFStWwOl0YseOHTh48CAmTJiAzMzMkGMdO3ZMtBKmahmED7VyII0elRyEWzmIdFlBKJDyaRwAkc2y+EqWxE64gbRv374h+gbA7QAnFki52LdvHwYPHhyymQ2xM3HiRF6CGh97XEjbAPAnBw8//HDIWi/hGwRvHNWdEUnCG2lywFc5CMfXxCC2B4GYHb4kpKSkhHfbcTE7ROPg2rVr+MMf/oDNmzdj/PjxMJlMmDNnDmJiYgL2TcjIyMDx48d5k2q73Y6rV68G2AnWNtiwYQNOnjyJ3//+90hNTcXhw4d5k2pyTkIcGlXLIDKolQNp9KjkIDk5GW63G263O+Q7Pq0DMYEVMfAlIUIaB0Bks6zgkiXXjlgg5UsOhAKp2F4HwR0RXq8XBw4c4A1whG/AN2jzqeKJaRvU1NTg7NmzvHYI3yCaXeu6GiJJeCMJcHyKcuH6mhjC8TUCvlZjwjfg8zWr1Yrq6mreJaf6+no4nU58/vnnWLp0KZ588klUVlaivLwc8+bNY3kGZN+ECxcuwGq18g7afBuicbUNPvroI+zYsQObNm3CxIkTcfjwYXg8HlG+gVByoGoZRIa4uDjExsbKTg7cbjc8Ho9aOeiuEMsW+bQOIg2kQpWDuz3LCmbbEr4B32Da3t6OK1eu8Nrh0zg4deoUWlpaeAMc4Rvw2SkrKwNN0wF2hLQNAL/AUkxMDGbOnBnyHeEbTJgwIfTiuynuZOUgXJ+W++40NTWhrq6O19fENA74Wo0J34DP18SW40pLS9Ha2or77rsPGzZsAOCvUBkMBgwbNozlGRA9g5KSEsTFxfHqjPBtiEa0DdxuN9atW4enn34aTz31FGtn2LBhvLP+kpISDB8+nPeZqVoG0SEcIaSetiMj0MOSA7H2Fb52xmgDKVdgI9zSqBBsNhuuXbvGG+DENA7I33Kvh/AN+GZZZWVlYBiGd5bFp3FgMpmQnZ3NO8MhfAO+Y1ksFuh0OgwdOhSAuLYBsTN58mTB9rUxY8aExcTv6pBKDoK1DqKpHHADqZjGARDeuyPUrQJItzECgQGb8A2CVTMBv68ZDIaQZS+n04lf/OIX0Gg0+PDDD1kOhclkwrRp0/Czn/2M5RmQDoCSkhKMHz9eUDiMuyEa0TaYM2cOli9fjoKCAvzmN78B4K+qFRUV8SbVgL9ywJfoqFoG0SMcCeWetiMj0EOTA7lCSNEEUoqi4HK52M+UqhzwlSwJxDQOgNDrIXwDvt+bzWbo9XoMGTIk5LvggE12kps3bx7vsokU32DQoEEsu1pM28BqteLYsWO8gbQn8g0Av6/Z7XZe6W8+rQOlKgdiGgc+nw92u132u2M2m5GQkMBLIJQSQCLnRiDFNwjeDpphGKxZswY3btzAPffcw8aBhoYGVmWR8AwIX4imaRw/flzQ14Ire59//jm77KbX6/HBBx+wicOJEydgtVpF+QbByYGqZaAM1MqBOHpUciC2rMCndRBNIOXaEdM4AMJLQvhKlgRiGgcejwculyusQDp48GBeJnqwxkFZWRmuX78eNt8ACF1rFtI2AICDBw/C6/Vi7ty5Id/1RL4B4Pc1hmHQ1tYW8h2f1oFSlQOxlllyLnLfHb5Bm2tHTOOAnBsgzjcA+HkNhYWF2Lt3L6ZOnRrwThUVFYGiKBQXF7M8AwLCN+DzNb4N0Xbv3o3ExERcu3YNO3bsCOhIMJlM6N27N684GOEbTJo0if2strZW1TJQCGrlQBw9KjmQUsUKXqONNDkIVpQTa2MM105wyZILKY0D7rmJ8Q0AYf15YoercbBv3z4kJSXxHkuMb0BU8UjAFtM2APyBdOzYsbxdGj2RbwCI78zIp3WgVOVATOMgXBVGKV8T0jgIXlYQ4xtQFIVLly4FJAfFxcV4/fXX8eKLLyI2Njbg/fzss8/g8XgwderUkH0TCN8gWJ0TAC5fvgyPx8PauXTpEo4ePYqGhga88847AUkAt+LGd32Eb0CW1xiGwX/8x3+oWgYKga8DRwiRtrV3ZfSo5MBoNEKr1cpmd0dDSARuO5RYchDu5k5SZEQhjYNg5xbjG3i93oBBm88O91pMJhNmzpzJm7CI8Q2uXbsGh8PBfiembeB2u/HVV18Jrs32RL4BIJ7wBmsdUBQFh8MRccLb3t4Or9cLQFzjIJxAytetwoUUV4drR4xvUF5eDoqiWF+rqKjA888/j1mzZmHt2rUBdqxWK/72t78hKSkpgGdAQPgGfF1MwRuibd68Ge3t7XjxxRexYMGCgN+azWbU1NTwioYBgXwDj8eDlpYW2Gw2VctAIfB14AjBarVCp9P1GP0UoIclB2KbIgEdVzkQ0zhwuVygKEpWEsJXsuRCTiAldsT4BleuXIHb7ZYVsKurq2E2m0UHbSG+QbAqnpi2wZEjR+BwOFS+QRDEKgdAoE/b7faAvwkH5D0gxwhn0BbDxYsX4fP5Iu6+4bYaS7XlajQaDBs2DDabDUuWLEFOTg62bt3K8jJIxW3NmjVwuVzYsmVLyDsrh29ANkS7dOkSPvroIwwbNgy/+MUvQn5rMpmQnJyMiRMnhnzH5RvQNI3NmzfD6/Vi06ZNqpaBQgh3WSEcobrugB6VHADSfeFcrQOlKgdiGgfhzLIqKipAUVTEgZRrR4pvAPCTHoHAvvP9+/dDr9djxowZIb+T4htYLBbk5OQgIyNDVNsA8AfS3Nxc3llhT+UbAOEtlUVTGg0m88rxNTnvjsVigVar5U0IAWGNA3IucvkGFosFubm5MBgMWLVqFRobG7Fz504kJSWhvr4eXq8X/fv3x9GjR7Fr1y7k5+cHbI5EIMY3AG7zGux2O5544gkwDIPt27fzcgNMJhNmz57NW33h8g1ee+01HD58GCkpKbzy0ioiQ7iExJ7ENwB6YHIgVTkgWgfhlvu5MBgM0Ov1sgJpOOuzwSXLYMidzUnxDcxmM/r168d7TsEaByaTCVOnTuVdyhDjG5DrIVUQMW0Dn8+HAwcOYP78+YJrsz2RbwCAve9yKgeR7MhIEEzmlZMc8PlEMCwWC/Lz80O2PCbHEdI4IN/L4RsQO6NGjcLmzZvx97//Hdu3b0dubi57LQCQkJCAVatWQafTYfny5bzHEeMbkO2gR4wYgdWrV+P69eu47777eM/p6tWruHDhgmjFbfjw4fj888+xbds2rFq1KmwxNhXi4Gs5F0JPk04GemByIJYtctsZ+QRW5CJ4+SKcGb0YuCXLYMjRONBqtTAajaJ8A2JHqGrA1ThoaWnB8ePHRQOcEN8AuD3LktI2OH36NBobG1W+AQ/0ej0SEhJkaR0oUTmw2WySGgdWqxVGo5F3KSkYYsqIYm2MxA53mUyIb0AGbZ/Ph8LCQqxfvz6gG4bYeeutt+BwOJCQkIBHHnmE16YY36Curg4tLS04f/48Dhw4AIPBgH/5l3/hTWj379+P2NhY3q4cwF85yMnJYbUMnnjiCd7fqYgcKSkp8Pl8cDgckr8NV/GzO6DHJQdilQNuchAtO1VuchBu5UAokEppHNhsNnY3PjG+AdkOWozXAPgDdnFxMWiaxpw5c3h/K8Y3aGlpQX19PUaOHCmqbQD4qxNZWVmCs7WeyjcgkKqGkTV1JSoHVqtVVOMAkD/LIt0qcnxNyo7YMll9fT2am5vxxRdf4IknnsDKlStD7DAMg2+//RaTJ0/GwIEDeatzUnwDs9kMl8uFL774gl0u4FuaAG4LLBmNxpDvbty4gYqKCpaAq2oZdAykluS4CEfxs7tATQ444GodRCt6QSoUUhoHcpMQMmiL8QAA/jZGIHSWJRRIm5ub0dTUJDqbIxoHJpMJBQUFvNvfSvENLl++DMCviiembcAwDPbt24c5c+bwrtv2ZL4BgRSPBvD7h81mg0ajiajCQv7GZrOJtswC8tdna2tr0d7eLuprQhoH5FySk5Ml+QZnzpxBa2srRowYgbfeeivE748fP46Wlha8+OKLLLmW792Q4hscPHgQbW1t+Md//Ec0NzdjxowZyM7ODvldY2MjTp48KVgJ27t3L1pbW3HvvfeqWgYdiHB2ZlSXFXoApEgoZI02WtELkoRIaRxYrVbo9XrJnuWbN2+itbVVcpYltT4rxTeoqKgAIExGJBoHXq8Xhw4dEmzDkuIbVFRUwGg0onfv3qLaBuXl5bh69arokkJP5RsQiCW8XK0Dq9XKVo/ChU6nQ1JSEqxWq6jGASA/kBJfEyLZiWkcALeTECm+wXvvvQedTof/9//+X8h71tDQgP3796Nv376YMWMG6urqRH1NiG/Q2tqKDz/8EOnp6Xj++edx+vRpwUpYcXExGIbB7NmzeY/z6quvIiEhAX/84x9VLYMORDg7M/ZEQqL0omA3g1T7SnByEG3lQK4AklSLDJlpR6JxANx2bim+weXLl5GcnCyYZJCAfeTIEbhcroj5BpcvX8aIESPw1VdfCWobAP7yq9FoxIMPPihop6fyDQjEEl6u1gHDMFHNfsi7Y7VaBTUOAPmB9PLly8jOzuZt8QXEl+OA2++OGN/AZrOhtbUVDz30EPr06RPwnc/nw+rVq0FRFBYvXoyioiKkpaUJJppifIONGzeivb0dzz33HPbu3YuUlBTB5bZ9+/ZhwoQJAUqJgJ/su2TJErS0tOBf//VfVS2DDoZaORCHWjkIAkkOol1WIIFUTOMAkO90ly5dQmpqKq86IBBeIBXiGwBgBWmEkhViZ9++fRg8eHDIJjYEYnwDYocsKQhpGwD+5ODhhx/mDcgq38CPcBLeaJMDUjmQ42tSEBM/AqR9miQhQstke/fuhdPpREZGBqZOnRry9++++y6++eYbJCYmYujQoezmSHw+K8Y3sNvt+P7772E0GjFx4kR8/PHHePzxx3k3ZWpvb8fhw4dDkmqapvHCCy+gtLQURqNR3WXxDkCtHIijxyUHycnJcLvdcLvdvN8TrYPW1tYAgZVwQZIQMY0DILxZ1qhRoyQHbSEQtq0Y3wCQDtjV1dXo27cvDhw4IFg1kOIbMAzDnq+YtkFNTQ3Onj0raEflG/gRTsIbTYAjinJyfU0KcnxNyA5pNY6Li+PlGxw/fhy//e1vER8fD5fLFVLBOnr0KN5++20sW7YMOp0OOp0O5eXlgr4mxDf48ssv4XA48Pjjj0Ov18PhcKC+vl7Qpw8fPgyPxxNi57XXXsMXX3yBp556Cnq9PmA/BRUdg7i4OMTGxkomB263Gx6PR60cdHdIZYtE66CmpiaqQMqtHCgxy7p8+XJUsyybzQaDwSDKNyCsdiE7ROOASLkKBVIpvoHX6wVN07hx44agtgHgb/eKiYnBzJkzeb9X+QZ+3MnKgVyflnp3aJpGY2OjoK9JaRyQVuObN2+G8A2qq6uxfPlyjB49ml2z59ppaGjA888/jylTprCbeFVUVMBgMOChhx7itcfHNzh58iS2bNmChIQE9OnTB3q9Ht988w2GDh2Ke++9l/c4JpMJw4YNC1A53LlzJ7Zt24aNGzfC5XIF7KegomMhRwipJ+7ICPTA5ECqfYUEo+rqakUC6fXr12WVRsXAMAxqamoEA6mUxgHgv97m5mZRvoHX6wXDMII8AaJxUFlZiezsbIwZM4b3d1J8A6/XC51OhyNHjghqGwD+QDp58mTB56DyDfyQkxyQHvxoKwekBTXahJfs0RBNGyPgrx5x+QZOpxNLly5FfHw8fvWrX8Hr9SIuLo5d/iI8A41Gg8LCQtTU1ADwD/TTp0/nFWMCQvkGNTU1WLZsGYYPH46kpCRcunQJgwYNQlFRERYvXsxbmaMoCkVFRQFJdVFREatlsGzZsoD9FFR0PORIKPfEHRmBHpwcSAkh1dXVRR1IKYqSTA7CCaSRahwA/uutq6sT5Rt4vV7ExMRgyJAhvN+TgP3dd99h3rx5gkslUnwDr9eLzMxMlJeXC5ZfrVYrjh07JlidUPkGt5GSkgK73c7KfgeDaB3cvHkz6oS3sbFRVOPA5/PBbrdLvjterxcGgwEDBw7k/V6OABLg35uBLJMxDIM1a9agsrISO3fuREpKCrxeL3Jzc9l2wHfffRclJSUoLCxEVlYWqqqqkJKSIrp8Fcw3cLlceOaZZ6DX67FhwwYA/sqeXq+Hz+cT1DY4ceIErFYra+fMmTN49tlnWS0D7n4KKu4M1MqBMHpcciC1rEC0DpQIpAzDoKWlJerKAUVRiImJCdhvngspjQOPxwOXy4WrV6+K8g0oisLAgQMFWehVVVWgaVq03UuKb0B+wzCMoLYB4O8Z93q9bNk3GCrf4DaIr7W1tfF+T/yvubk56oS3qakJgLCvkXOQencoikJeXp5gD78cjQOGYXDp0iXW1woLC7F37168++67bHskRVHse0N4Bj/96U8xZcoU1k5cXBw0Gg1vayEQyDdgGAZr165FeXk5duzYwVa9rly5gtraWkFtA8BfCevduzdGjx6N69ev4+mnn8aIESNYLQPufgoq7gzUyoEwelxyIEcVq3///mhubo4qOSDSnGKzLHIecioHubm5ooM2IK5xwDAMqqurRQdTr9crmIAQO7GxsUhOThY8jhTfgKZpeL1e1NfXC2obAP5AOnbsWMHuDJVvcBtSOzMSrYNoJWBJt4KYxoFcFUY5viamcWCz2UBRFHw+HyZPnozi4mK8/vrrePHFF/Hoo48CAPt9fn5+AM/ghRdeYI9TXV2N9vZ2TJo0SXB5i8s32L59Oz755BO88847GD16NHstbrcbN27cEKyEMQwDk8mEefPmwWq14sc//jESExOxc+dOlhdB9lNQ+QZ3DsSnxRBtW3tXRY9LDoxGI7RarSS7O1q5zOTkZPh8PtA0Lcm4lpMcSAVSMY0Dooev0WhE+QZerxf5+fmidtxuN2bOnCmYqEjxDWpqatgEQUjbwO12s9KxQlD5BrchlfDGxsaiV69ecDqdUSe8DocD2dnZgs9fTiB1u92ykwMhWK1WeDweZGZmQqPR4Pnnn8esWbOwdu1a9jfXrl0DwzDIy8sL4BlwqxVXr17FzZs3JX1t/PjxKCkpwaZNm7B69WosWLCA/d7r9cLlciE9PV1Q28BsNqOmpgYzZ85ktQz++Mc/BlRGVL7BnQfpwBGD1WqFTqdDQkLCHTqrzoEelxwEb4rEh/79+6OtrU2RyoFOpxPUOHC5XKAoSjQJoShKsUCak5Mj+LsbN26AYRhRO5cuXUJbW5tkIJXSN2AYBkOHDhXUNjhy5AgcDofKN5AJqcoBAOTk5MDn8ymS8Obk5Aj+Rs767NWrVwFAMhGVqrj5fD7cf//9WLp0KXJycrB169YAHgxRYDx+/HgAz4DA5/PhypUrACC4fEX4BkOGDMFzzz2HGTNm4OWXXw74DUVRoGkaixYt4tU2APyVsOTkZPzpT3/C2bNn8T//8z8BHQsq3+DuQO6yghyhuu6GHpccAPL6wl0ul6wtZ4VAAmlaWpogcU/OLIso20UbSCmKwsSJEwUdnCgwitm5ePEiYmNjMWPGDN7v5fANzGYzAOCHP/yh4G9MJhNyc3N5Fe8AlW8QDDlLZVlZWfD5fFEvK/h8PsFkl3sOYkkIGbTJlsl8kOq+IS2MZWVlaGxsxM6dO0Pe14qKCmi1Wvz5z38O4BkQ1NfXw+FwID8/X9DWhQsX0Nraii+//BJZWVkhlQfAz+lhGEZwSQHw+3Rqair+9re/obCwEOPGjQv4XuUb3B3IJST2NL4B0APlkwHpbLFfv36gaTqqTNFgMIBhGFGnkrM+SwKpkBIh4E8OhMhUgH+DG4qieFXiCC5dusTq5/PB7Xbj5s2bGDdunOBvpPgGgD8IajQaPPzww7zf+3w+HDhwQLAdDFD5BsEgz0MsyKWnp0ddOSDVsPT0dMHfkPdKLLG+fPkyYmJiBPcNkNI4APyJKk3TqKysxK5du3gTjQsXLsDn8+G+++4L4BkQXLlyBW63W/TdOXr0KNra2pCYmIi//OUvIckVwzCgKAp9+/YV1Da4evUqTp8+DY1GgzfffJNX/VDlG9wdkLGAYRhRfktP4xsAauWAFyT4CakoyoFGo5HcAU9O5eDy5cvQ6XSCx5GjcfDdd98BgGBnALEjtBQAAOfPn4fH4xEc1AFpvgHgT3ZiYmIEr/n06dNobGxU+QZhQK/XIyEhQTThTU5OBk3Tgn38cmAwGEDTtKi/Wq1WGI1GUV8iPiAEqTZGwL9UQNM0NmzYwOvXXq8XpaWl0Gg0WLduHW9XxMGDB8EwjCD3BQA++OADeL1ebN++nbeqdvXqVTAMg6lTpwoOLu+88w7sdjtWrlyJZcuW8f5G5RvcHZCE1+FwCP4mWiJvV0WPTA6kKgfEEcQcRg58Pp/ormpyKgekf1oIcjQOzGYzYmNjBXvKGYZBRUWFqJ29e/cCgKCaISDNNzh69ChcLpfoPTGZTMjKyuLd+Y6cq8o3CIWUTxuNRgB+ZcFIQd4Hciw+SM2yaJqW9Gmp5ODcuXMoLy9HcnIynn32Wd7fbNy4EU6nE4mJiYKVjq+//hpxcXEoKCjg/f6zzz7DmTNnMH/+fEGVzs8++wwABLUNzpw5g9///vfIzc3Fq6++yvsblW9w9yBnSS5acnpXhZoc8MDn80Gr1crakEMIRJRGLAhKVQ5IH7fYLEtK4wDwb3uckpIiOLNpaGhAa2urqJ2vvvoKsbGxbPtWMOTwDT744ANotVrB2SvDMNi3bx/mzJkj2P+u8g34IVUNIwlZS0tLxDaam5sDjsUHqfXZ69evw+l0SlYOhDQObt68iX/5l38BwzAYO3Ysr08fPXoU27ZtQ0JCgqCv0TSNc+fOoW/fvrzHsFgs+MlPfoK4uDj87Gc/EzzXw4cPQ6PR8AqHXb9+HT/60Y9A0zTWr18v6NMq3+DuQc7OjOqyQg+CVCC12WzQarVobW2N2EZ1dTU0Go0gGRHwO6RerxcMtrW1tbDb7bJKsGIaB3V1dejVq5fgMSwWCwAI2nE6nfj+++/Rq1cvwWRHim9ApGONRqNgkCwvL8fVq1cllxRUvkEopBJerVYLrVbLSmBHgpqaGmg0GsHnB0gHUkJIlfJpPo0DiqKwfPly9p3gG5CJnkG/fv3Qp08fwffv3LlzsNvtvKqjTU1NWLp0KZKSkpCVlSVYWaioqMCNGzcQExMTcq6tra348Y9/DK/Xi9TUVDzyyCOC16vyDe4e5OzM2FMJiT0yOZAKpDabDTqdDo2NjRHbqK6uhlarFZS0JXbEWmTIoC1VghXTODhx4oSo1gKxk5iYKBj0jxw5ArfbLdh6CEjzDQ4ePAir1Sp6DJPJBKPRiAcffFDUjso3CIVUwutwOBAbG8smk5GAqAmKLU1IBVKLxYKMjAzRpFmo+2b9+vX47rvvMH/+fOh0upBlMu6+CSNGjBDtvDGZTNBoNCEDP0VRWLFiBZxOJ0aPHo0JEyYI7sy6e/duAAj53u12s1oGo0ePxsSJE5GZmSl4Lirf4O5BrRwIo0cmB1KBlIhe1NXVRWyjqqoKOp1OlNQoZ5aVlJQUUSAlKCkpgcFgEJR0BfwBWyyQ7tu3DwaDQTI5EOMb7Nq1C3FxcYKMbsAfsB9++GHBYKzyDYQhJ+FNSEiIOjlISEiIKpBK+RqxE+zT//u//4s//OEP2Lx5M65fv464uDikpqYG/Ia7b8Lly5clfTomJgYDBgwI+HzDhg04efIk3n//fZw7d07Q13w+H/785z9Dq9UGJO80TeOFF17A2bNnsX37dpSWlopWwlS+wd2FWjkQRo9MDpKTk+F2uwUHbrJPPFHziwRkRh+N01ksFsFef64dqeQgOTlZ1I7ZbBYMpF6vFwcOHEBcXJygHSm+QWNjI4qLiwEI6yjU1NSIbn4DqHwDMchJeJOTk6NODqSSEClmt9lsFhXaAkI1Do4fP47169dj6dKlWLBgAb777jtWzIyAu2/CqFGjUF1dLfjuVFZWoqysDHq9PsDORx99hB07dmDTpk2srK6Qrx05cgQ1NTUwGAwBCfFrr72GL774AoWFhawyqZhPq3yDu4u4uDjExsYK+rTb7YbH41ErBz0FUtkiGbQpisLNmzcjslFVVYXMzEzJ2VxHzLK4xzebzYiPjxdMDtrb23HlyhXBgH3q1Ck0NzeDoihR9rgY3+DTTz9lt84VsrN//37ExMQIssIBlW8gBjmVg7S0tKiTg7S0tIiZ3U1NTairqxP16WCNg+rqaixfvhz3338/NmzYgNLSUng8HsTExLB2gvdNIMtxQnZMJhN0Oh1iY2NZnz558iTWrVuHp59+Gk899VTAfgp82LVrFzIzMxEXF8cmBzt37sS2bduwceNG/OAHP4DJZMKwYcMClBCDofIN7j7EEuueuiMj0EOTA6n2FRJIAUQcTKuqqpCdnc0KbPBBrHJgs9lw7do10UAqpXFw4sQJVtxDyLnLyspEZZNNJhPS0tKg1+sFSY9SfINdu3Zh+PDhiImJEQyUJpMJkydPFn0JVb6BMOTM6DMzM1FXVweKosI+vsfjQX19PTIzMyNeVjh//jwAiFbDuG2MTqcTS5cuRXx8PN5//33o9XqUlJQgNTWV1crg8gyIeqHFYoHBYBD0VzJoazQa9OvXDzU1NVi2bBkKCgrwm9/8BsDt/RT4lrhsNhv27duHfv36seJLx44dw/r167F8+XIsW7aMJeCKVQ3I36mVsLsLsXenp+7ICPTw5EAsWyQSsdEkB3369AFFUXC5XLy/EQukFy5cAADREqyUxkFJSQn69u0Lp9Mp6Nxmsxl6vZ5XA4HsJEdmT2J2hPgGFosF58+fR3Z2NgYNGsQbbK1WK44dOyYaSFW+gThSUlLY9lk+2Gw25OTkgGGYiDoWampqwDAMcnJyBAOpz+eD3W4X9bWEhATBnTaBwO6bNWvWoLKyEjt37mS1CkpKSljeSnJycgDPgLyzFosFw4cP5yXYNjQ0oLS0FP3792eJkc888wz0ej0++OAD6PV6dj8FIV/7/PPP2U3VBg0aBIqi8Jvf/Abz5s3DK6+8AsCfmFutVpVv0AWgVg740SOTA6llBZvNhvT0dKSmpkaUHNjtdrS2trJkJ6nlCz5YLJaQNdFgSGkckEHb5XIJOjfhNfB1RJSVleH69eu45557oNVqeYO6FN9g165dyMrKQltbG2/bGODvZPB6vYKb3wAq30AKycnJYBgGbW1tvN9brVZ2m2XiN+GAvAd9+vQRDKTEtpivCQ3aXDsGgwF//vOfsXfvXrz77rsYMWIEAH/HxZkzZzB06FAAfslvwjPg7ptgNpsFfa2oqAgajQZGoxH9+/fH2rVrUV5ejh07drAdBRcuXBDlG+zevRvTpk1DZWUlMjMz0drairy8PGzdupW9NpPJhN69ewvqggAq36CzQK0c8KNHJgdylhWSk5PRv3//iJIDEnxJyVEomIpVDsxmM4YNGyZLSY4vOSB8gzFjxgAQdm6LxSK4HLBv3z4kJSUhPj4evXv35j0XMb4BRVH45JNP8Pjjj+PChQuCAdtkMmHs2LGiM0qVbyAOqZ0ZyTq+RqOJyKerqqqg0WjY7cz5IKX4KeZrXDuJiYnYvHkzXnzxRTz66KPsd6WlpaAoCnl5eaBpGr/+9a9ZngEBRVG4dOmSqK9NmjQJjY2NsNvt+OSTT/DOO+8EDOJifIOKigqUlpZiypQpcLvd+PLLL6HRaPDqq6+yeiWk4jZv3jzR/VlUvkHnACGf8kGOxH13RY9MDoxGI7RarWgpKSUlJerkgCwJ8AVThmFEkwOLxSIY4AjENA4I32D48OEA+J3b6/Xi/PnzooF05syZqKmpEV1SEOIbHDx4EM3NzZgyZQocDgfvb9xuN7766ivJtVmVbyAOsYSXoig4HA6kp6cjOzs74uQgJycH6enpaG9vh9frDfmNWCB1uVyoqKiQ9GmLxYKrV69i1qxZWLt2bcB3JSUlyMjIYNspdTpdyC6J5eXloCiK19fa2trw9ddfY968ebBYLDh79ixWr16NBQsWhNgR4hvs3r0bKSkpSEpKQktLCzweD9LS0gLaKs1mM2pqajB//nzRa1X5Bp0DKSkpogmvTqdDQkLCHT6ru48emRwQgl5HVQ6qqqqg1+tFKwculwsURfHOsshWtHJmWVJ8A+LUfHbIrnSkbMtFdXU1zGYz5s2bJ2lHiG+wa9cujBkzBk6nEwB47Rw5cgQOh0PlG0QJscqB3W5nfxONT/fv358d+MkxuRBbn7148SJ8Pp9ocmCz2XDw4EGkpqZi69atIfoeJSUlmDx5Mj755BNQFIXf/e53IdtHm81maDQaXk2OQ4cOgaIoDB48GOXl5Rg1ahRefvnlgN+I8Q18Ph/27NmDf/zHf8SWLVsAAJs3bw5ZJjGZTEhOTsbEiRMFr1XlG3QeyBkLotmht6uiRyYHgDQJhQTS6urqsLUOqqqq0K9fP3Y2wed4YrOsiooKUBQlq3IgNmhPnjyZDeJ8dkjLF5+d/fv3Q6/XY8aMGYIdEWJ8g8bGRhw8eBCLFy+GxWJBTk4Or1a+yWRCbm6uKINd5RtIQ6xywPU1pZIDvndHbH3WYrFAq9UKCmn5fD6sWrUKTqcTy5YtC6mGEb5BRkYGTCYTsrOzA3gGXDv33HMP7+ZQpEvhpZdeglarxX/8x3+EDOxifIMjR46gvr4eVqsVZrMZ06ZN4014TSYTZs+eLbokqPINOg/kjAU9ET02ORDKFrnl/v79+0ekdUACqcFggF6v53U8sfVZMmiTJQEpO8EgfIPJkyeLzubMZjP69u0bojQH+APc1KlTERsbi/r6el47YnyDTz/9FBqNBo899pjgWrPP58OBAwcwf/58ybVZlW8gDjKYSvlatMmBGJmXfMa3zEU0O4Q2Qtq8eTO++uorJCUlYezYsSHfl5aWwu1245NPPkG/fv2Ql5fHexwhX6MoCgcPHoTNZkNtbS1SU1N5ExUxvsGuXbuQkpKCv/zlL0hLS+Otdl29ehUXLlyQtUym8g06B8hYwNdy3lOlk4EenBwIZYvt7e2gaRopKSks0S/cYMrdOEYoCRGrHFgsFgwcOFBy61uhGT3hGzzwwAPsJlJ8MykhXkNLSwuOHz+OefPmsW1vfKRHMb7Brl27MHfuXKSlpQmyx0+fPo3GxkaVb6AA9Ho9EhISZFUOwtU6IBoH3MoBnx2r1Qqj0ci7xCTWQfDZZ5+hsLAQy5YtCxAm4uLo0aNwOp2Ii4vD1KlTeRNahmEEffrYsWOoqanB9evXsXTpUuh0OkGf5uMb2Gw2fPrpp6itrcWPfvQjAOD1+/379yM2NhbTp0/nvVbu+aiVsM6BlJQU+Hw+dktyLqQUP7szemxyIGfQjjY5ELMjVTmQWlIQ0zggfAPCLOfbn4FhGJjNZt4AV1xcDJqmMWfOnABRGj47fHwDom2wePFiNDY2or6+nvd6TCYTsrKyBFXoyHmqfAN5kONr/fv3D1vrgGgccCsHQssKfIGUpmmcP3+e19fOnTuHNWvW4IknnmCfMZ+vffTRR/B6vdi2bRu8Xi+vnerqathsNl5f++1vfwuXy4VXXnkFqampLLEx+DyF+Ab/9V//hcbGRjzyyCOYM2cOAP7lOJPJhGnTpvEm4wQq36BzQWpJTl1W6GGQCqTJyclISkoKW+uAaByQACdUoRCqHJBBWyo5ENM4IHwDjUYjuGbW0NCApqYmwQBXUFCAXr16oaqqilfjQIxvQLQNpk+fzqriBQ8MDMNg3759mDNnjmjfu8o3kA8xX9NoNEhMTGT9MhytA27LLKneCL07fL52/fp1tLe3h/hac3Mzli5dimHDhuGtt95CdXU1DAZDCDeluLgYZWVlePTRRzFlyhTBJIQsxwX7Wnl5Ofbu3Yt7770Xzz//vOBynBDf4Pr163jzzTeRk5ODDz/8EGVlZUhNTQ15JxobG3Hy5ElZqoiAyjfoLJDi0aiVgx4GqUGbBLlw12hJ0JVTOdDr9WxvNEFtbS1aW1tldSoAockBl29A/h0OGdHlcuHQoUNsG1ZVVRWvxoEQ34BoGyxcuBAxMTEwm80wGo0hu99dvXoVV69elbWkoPIN5EHM10j1qE+fPmFrHRCNg759+0Kn0yEpKSmsQGo2mwGEdqts3LgRXq8X//3f/w2DwRCwHEfQ0NCAZ599Fnq9Hr/61a/Y6xGquGVkZKBXr17sZzRNsx0J//f//l9oNBrB5Tg+vkFraysef/xxuFwuvPnmmzAYDCyvIZgnU1xcDIZhMHv27NCbGGRH5Rt0HojxaFRCYg+EXC5AtMmBWBLC1yIj1kHAhZDGAZdvAIgH0qSkpJAgefr0abhcLnbQFpplCfENiLbBokWLWDsjRowIWdb45ptvYDQa8eCDD4pep8o3kA8pXwOA2NjYsLUOiMYBSRDFkhAhX8vOzg5oO7TZbLhw4QI+/PBDdgYe7Gtk3wSHw4Hc3FyWQCiWhIwcOZJ9pyiKgtVqRUtLC+655x7W18R8mss3cLvdWLJkCaqqqjBgwAAsXLiQvR6+93Pfvn2YMGECq7QoBJVv0LmgVg740WOTA6FAGszuDzc5IBoHJBCKJSFCAY6vZMlnR4pvIGaHBLjg5OTo0aMYPHgwywYXs8PHNyDaBiSQC7HHv/nmGzz88MO8QjMEKt8gPMj1tUh8musDQopyUr5GsHfvXjidTrz44osYP368oB2yb0J+fj6mTp3K+qpYEsL1td/97nfweDzo1asXfvCDHyAmJgY+nw83btwIqbgF8w1omsYLL7yAM2fOIDU1Ff/0T/+E2NhY2O12XL16NSQ5cDgcOHz4sGQlTOUbdD6olQN+9NjkIDk5GW63G263O+Bzm82GuLg4dtAKV+uAaByQmbJYEiIW4KREN8QGbcI3IHbEZll8f88NcHwlWCG+AVfbABBWxaNpGhcvXpQMpCrfIDzI9bVokwMhRTk5vnb8+HH89re/RUJCAn7wgx8E/I7ra0ePHsXbb7+N1atX4/r166yvCSmLWq1WVFdXs3Y++ugjfPbZZ0hMTAzoiKmvr4fX6w3x6WC+wWuvvYYvvvgCzz77LOx2O+vTZEO0YJ8mW0mrfIOuh7i4OMTGxob4tNvthsfjUSsHPQ1C2SJfIA1H64BvlhVO5UBOpwKfHXJMLt+AfBachLS3t+PKlSshM3qKomCz2dgA53a7eTUOhPgGXG0DwL9xE03TvLwGnU6HmTNnil6jyjcID3eyciCX2d3U1IS6ujqMHDkS1dXVWL58OUaPHh2yHGaz2dj9HxoaGvD8889jypQpmDRpEiiKYn2N22rMBXc57uTJk1i3bh3+4R/+ARqNBnFxcXjooYfYayH3gAsu32Dnzp3Ytm0bNm7ciGvXrmHo0KHsTpBkQ7Tg3VKPHj2KYcOGCW5JzrWj8g06H/gS6568IyPQg5MDofaV4EAabjujUCANFtjgqxzYbDZcu3ZNMjkQ0jgI5hvwXQ/gH7QZhuEdtDMyMtjNmoQ0DoT4BlxtA8AfSHU6HbuLHoHb7cbYsWMlXzqVbxAe5HIBwtE64GocEMjhNhCQbpVBgwZh6dKliI+PZ4mFXHB3fVy9ejU0Gg0KCwtx4sQJZGRksAqaQl0+FosFcXFxMBgMWLZsGQoKCvD888/D5XJh/PjxrPiSEJGX8A2+/vprrF+/HsuXL8fixYuxb98+LF68mK3ECW2IJrXlOPd3aiWs84Hv3enJOzICanLAmy1ynSHa5CAlJQUURcHlcgX8ji+QCpUsgyGkcRDMN+C7HsAf4GJiYjBkyBD2M4Zh4Ha7MWXKFHZJRGyWFcw34GobcD8bNGhQQEeG3W6Hx+Phlb7lQuUbhI+UlBTY7faQJTC+yoFcrQOuxgEBXyD1+Xyw2+28vpaQkIB3330XlZWV2LlzJ2+wJb72t7/9DSUlJSgsLERWVhbvMhk5By4sFguGDh2KFStWQK/X44MPPoDNZgNFUQGk16qqqhCNA8I3GDBgAJ599lnMmzcPr7zyCj7//HP4fD48/vjjAXaC30+Px4O2tjaVb9CFoVYOQtFjk4P/z967R0dVZmnjT91zq6pACAmEyDUQbqKIYqOtIIKhp21UvHSP3XRwSavAGqE/1nJ+dLobx6bh+1ijuJrQTNstUUdngjOIONMpIBhpIOFiIIlVCYSQBBJCKlQuVUnqdqrO+f2R9R7OvU6BtpI6zz/dVp1Tbx2ya7/73fvZz5YrKwgdaTxaB0KNA0A+QyG1aculLIWQ0zgQOtJwOIxgMCjpSPPy8mA2m9nXWlpaEI1GRY5UqHEgxzfgahsQSPEaTp06BQAxgwONbxA/bDYbGIbBwMAA73WpzAGgTutA6qQt5UjJmlK2lpycjP/5n//Bjh07JGcRcNfZvXs3fvnLX7KTPGtqakSZMPIduHA6nXC73WhsbMSePXswatQonDx5EgB490uV4xoaGtDT04NPP/0UM2bMwM6dO2EwGLB3714sWrQIWVlZAOQHooVCIWRmZvLGPktB4xt8d6FlDsRI2OBAbVkBUF+jFbYxAvLT8qTWkUtZCiHlsOX4BtzvQCDVQXD8+HHodDq2pEDWEWocSPENhNoGwA1VPGFwcOLECV43hxw0vkH8UGtr8WgdcDUOCKQcqZzi5/Hjx9Ha2or169fj8ccfl13n/Pnz8Pl8ePDBB/Hqq68CGCL5cfkG5FnIdyCgKArnzp1DS0sL3nrrLXaTPn78OMxmM+9aqXJceXk5vF4vRo0ahZKSEiQlJaGpqQnV1dW8TNilS5cQDod5Ns3NuMUiEWt8g+8upDpwlCTuEwEJGxykpqZCr9fHLCsAtxYcSAUhcozreMiIQo0DOb4B9zsAQCQSkdy0jx8/DovFwgsEpE5ZUnwDobYBAFy+fBl+v593XSgUwqlTpxTbF7nraHyD+CBlaxRFwe/382wgHq0DocYBMBQADA4OIhKJsK9J2ZrL5YLL5cJdd92FjRs3yq4RjUaxb98+mEwmFBcXs4qZlZWVPL4BIJ3q/eCDD9DX14d//Md/xPLlywEMZTKqq6tFtia06VAohH/913+FxWLBf/7nf7LqjHv37oXdbmelksnzAPyBaBcvXhRl3OSg8Q2+u5DqwPF6vTAYDCKZ7URBwgYHckORbiVzINQ4AKRPc8FgEBRF8YIQuZSl3Dpq+Qbc7wAMpetDoRAvOGhvb0dTU1NMR0rWEfINhNoGgLQq3rFjxxAMBmMGBxrf4OYgZWtkZPfNBrxSNkB+H+SzuWtyA5Sf/vSn0Ov12Lp1q0gEi4sdO3bg2rVr+OEPf8j77QjLZORzua3Gzc3NKCoqgsViwdatW9nrKioqEIlEeLYm1DigaRr/9E//hM7OTrzwwgtsp0E0GsXHH3+Mp556ild6kxqIduLECeh0upglBY1v8N2G0l4QKyM0XJGwwQEgT0KRcqRqtA6EGgeA9GlO6pTV1NQEiqJuuo1RzpEK15FSYDx48CCMRqNo0xamYKX4BkJtA+462dnZPJ18h8OBnJwcyal9XGh8g5uDWlsDvp7ggPvb4ZawotEo1qxZA7fbjZEjR+Kee+6R/XyiZ2Cz2Xh2JcU3IGuS32d/fz8KCwthNBpx55138n63DocDU6ZM4c3tEGoc/P73v8cnn3wCq9WK5557jr3u2LFjcLvdIpuW4tCcOHFClHGTgsY3+G5D7V6QSEjo4EAYLcql+9VqHUg50qSkJJhMJp7hSZ3opVKWateR4htw1+E+j9PpRE5ODm/kLRm0xA0spDQOpPgGQm0D7vNwsyDRaBSHDh1SlX7V+AY3B1JmimVrwK0FB1JkXvL/rVYrtm3bhi+++AKPPPIIpk6dyrYRCtHd3Y21a9fivvvug9Fo5HFopPgGZB2bzQaaprFu3Tq43W7MmDGDx5WhKApHjhwRkV653TdEy6CgoAA2m403T6G0tJSnbQBIj4NubW1Fc3OzaD6KFDS+wXcbUi3niSydDCR4cCCMFuUEVtS2M0o5UqnyhdyJXpiylIKUxoEU34Cso9freeNjhQ6ut7cXJ0+eFG3aUhoHUnwDobYBgfCUdfbsWXg8HtXBgcY3iB8mkwkpKSmqMwextA6kNA64n8Vdx+v1IjU1Ff/zP/+D4uJiFBUVob+/XzETtnXrVuh0Ovzyl79kvxOBFN+ArGO327F9+3aUl5ejuLhYJGdcVVXFkhu5IL/fCxcusFoGBoOBN0/B5/OJtA0AoLOzE729vTzbP3jwIEwmE6/0IAeNb/DdBsl4+f1+9jU5xc9EQUIHB2o2beDWggOpdeQyB2pKClIaB1J8A/I8ZBofcGMcNNfBlZeXg6ZpUWAhpXEg5BtIaRsAQ6UGt9vNex6Hw4HMzEweL0EKGt/g1qDG1gB1WgdSGgfczxKWFUwmEzZs2IAVK1Zg9erVqK+vl+XQDA4OoqamBsXFxRgcHGS/E4FUmYys4/P58Pbbb2PTpk2YNm0afD6fyNZyc3PZ+SAEbW1tSE1Nxfr161FQUICioiLePAUAktoGwA0OjXCdefPmxaxJa3yD7z7kSnJaWSFBIedIhcGBGq0DKY0DAmGGQhiEkE1bTXAgpXEg50iFNbOuri50d3eLHNzcuXN53ABArHEgxTeQ0jYAbqjikY2BYRiUlZVh6dKlvBqwFDS+wa1BytZ0Op0oC6NG60BOTZB8Fve3c+3aNbS1tSE/Px/bt29HW1sbBgcHJW367NmzGBgYwMqVK/HAAw+gra0NSUlJrA3K8Q3I9z137hyWL1+ONWvWsOU4Yms0TcPhcKCgoEBy4mlnZyerZdDY2MibpwBApG3AvZc7EM3j8eDMmTMx9ToAjW9wO0COR6NlDhIUcpu2VLQYq0Yr1cZIIBWEmEwmtlZ57do19PX1qe5UAG44bDm+AXlPiYwYCARQUVGBZcuWSa7D1TgQ8g2ktA0InE4nUlNTcccddwAAGhsb0draqkpeVuMb3BqkbI2bPSJQo3UgpXEAAAaDAVarlf3tUBSF/fv3Q6/X491330VSUpJktwowFKBu2bIFZrMZzz//PLtObm4uu5nL8Q26u7tRVVWFjIwMvPnmm9DpdHC5XMjIyMDo0aMBDNlpZ2enyNb6+vrw6aefIiUlhdUy4M5TACCpbUAgHIhWXl4uWcqTgsY3+O5DikejERITGGrLCsCtBQdSQQi3RUaqg0AOQo0DOb4BIDZul8sFq9XKfkfSWii1aQtLJEK+gZS2AXedGTNmsBuSw+FAamqqxjf4O0DO1oRQo3UgpXFAwP3tFBUVwe124/vf/z57sna5XMjKyuK1JkajUXZugt1uZ7NIUrYm5BtQFIVf/OIXoCgKzz33HEtyJBk38ltyOBwYMWIEL7gMh8MoLCzE4OAgfvrTn7IZCjJPgfANpLQNCIRlv7KyMtx7772qNnyNb/Ddh5Y5ECOhgwOhI1XS0o4VHEhpHBBIBSHCDgJuylIJUo5Uim8gtQ5xcMSRlpWVIS8vT1SblVuHyzeQ0jbgrsPNgjgcDjzyyCOavsHfAbFsjQs1Ni1lV2Qdr9eL999/Hx988AFmzJiBiRMnsu9LcWh27NiByspK/OpXv+JlMqRsTVgm27x5M86cOYOsrCzetVK2tnTpUl42a9u2baipqYHNZmP1CMg8BWJrctoGwFDJkEt6HBwcxNGjR1VlwjS+we0BLXMgRkIHBzabDaFQCKFQCIBYYIWLWFoHUhoHBFJBiPBEz01ZKkGNI+WuIwxCiIOLRCI4dOiQrIPjdkQI+QZy2gbAkMBTU1MTu05HRwdqa2tVOVKNb3DriGVrXNxKcGC329HY2IiioiKsWrUKVqtV1taAG3oGv/zlL3ltgwDf1qT4Bh9++CH27NmD3/3ud6AoinfKa29vZ9dpbm5GY2Mjz9YGBgZw9OhRvPHGG9Dr9ew6DQ0NPL6BnLYBuRa4kdk7evQowuGw6imMgMY3+K7DYrHAbDazwUEoFEI4HNYyB4kKYbQYy5EqaR3EOmUpnebUdioI11HiG5D3yfMMDg6ipaWFPWV9+eWX6O3tlXRwQo0DId9ATtsAGNLIp2mafR4isLR48eKYz6bxDW4df6/MgcFgQHl5Oe677z5s3ryZZ2vd3d3o7OxkbaCrqwtr167FAw88wM5N4H4/n8/HcmiEfIMzZ85g06ZNWLlyJZ566ileq7GwHOdwOJCUlISHHnoIALB//34MDg5izZo17ARS8jxCvoGUtgGBcCCaw+FAfn4+q6ioBI1vcPuAG1gn+kRGIMGDA2H7ipIjjdXOqCY4IAIb3CDE5/Ph8uXLqoIDocaBEt9A+Dznz58HwzA8R5qVlcUTjyEQahwI+QZy2gbAkCM1GAyYNm0au86CBQtU/cg0vsGtQ4qQqBTwymkdyGkcAENEVjJd809/+hNMJhPP1rjdKlyeAXduAoGwZZbLN+jo6MCLL76IuXPn4o033hBxglwuFywWC1sWczgcWLhwIZKTk3H48GHs3LkTKSkpWLFihYjIy+UbyGkbEHAHolEUhcOHD6vKGgAa3+B2Ave3k+gTGQEtOAAAXrQoZwy3EhzY7XZQFIVgMAiAv2kLU5ZKEGocKPENhM/jdDphNBoxdepUMAzDtntJlUGkHDbhG8hpGxC4XC5MmTIFSUlJ8Hq9qKqqUuVINb7B1wO73Y7+/n62/BUrcyCndSCnccAwDDZs2ID+/n5MnToVI0eORDQaRX9/P8/WUlJSMH78eJZnUFxcLMnHkbK1BQsWIBQK4YUXXoDJZMI777zDUxnlBgfTp0+H0WhEV1cXqqurUVBQgJqaGrz88st44IEHWOJuW1sbMjIykJKSIuIbyGkbEHAze6dOnYLX69X4BsMQWuaAj4QODoRlBSVHqqR1oKRxAIgzFNxNW5iyVIJQ40CJbxAOhxEMBnmONC8vD2azGefPn8eVK1dkHRxX40DIN5DTNiDg1pqPHDmCSCSCxx57LOazaXyDrwc2mw0Mw2BgYABA7MwBIK11IKdxUFxcjAMHDuDJJ59kpzKStYSbdlVVFcszkNMD4GocEL7B/fffj40bN6KxsRF79uzBqFGjAIhPc1xbO3z4MHQ6HaZPn46VK1dixowZ2LRpE28dOb6BnLYBIB6I5nA4MGbMmJiDlgCNb3C7Qcsc8JHQwUE8ZQVAvkar1MYIiBXluOtwU5axwHXYavgG3LW5rO6ysjJYrVbZe7kaB1y+gZK2ATBU9uCOg3Y4HLjrrrtUdWFofIOvB0q2JoSS1oGUxkF5eTm2bt2K9evX4/777+cFu9y1XS4XJk6cKMszEK5DNA4I3+Dy5cvYt28f3nrrLd4mzC0rUBSFixcv8mztnnvuwZo1a5CWloaSkhIesZhbjuPyDZS0DQDg0qVLCIfDmDlzJi/jpoY8rPENbi+QDhxAua09UZDQwUFqair0er2qsgJw88EBNwgRDneKl4xINA7U8A3I2pFIRLRpL168WDYg4Z6yuHwDJW0DALh8+TL8fj9mzZqFUCiEzz//XHVtVuMbfD3g2hpFUfD7/bIOTknrQKhx0NTUhLVr1+LRRx/Fxo0bYbfbMTg4iEgkwrM10q1y6tQpWZ6BcB2urSUlJeGdd97BunXrsHz5ct613FRvY2MjKIrCrFmz2I6EK1euoLe3Fx999JGk4id3HcI3UNI2APgD0ZxOJzo6OiRFw6Sg8Q1uL9jtdl7AazAYkJKS8i1/q28PCR0cCIci3WzmQEnjAOCf5oLBICiKYnkI3JRlLAgdXCy+AVm7paUFoVAIM2fORHt7O5xOp+KmLVyH8A2UtA0A8FTxjh07Br/fr/EN/s7g2lp/fz/vNSko2TS3K6awsBDZ2dnYuXMn9Ho9+zvp7+/nbdoXLlyAz+dDS0uLLM9Abp3y8nL09PTgkUcewWuvvSa6lttq7HQ6odPpkJ+fjyNHjqC7uxsejwfvvfeeqIsgGo3i6tWrGDduHI9voKRtQMAdiOZwOGCz2TB//nzFZwI0vsHtCKm9QE2GaLgioYMDQExCieVIpbQOlDQOAP5pjnvKampqAkVRN9XGqMQ3IGuRdbgtX2SS3KJFi2TXISlYLt9ASduAwOVyITs7GxkZGXA4HJg4caJoqp4UNL7B1wc5W5NDrOAgGo1izZo18Hg8KCkpYQl+XDIvt4S1b98+DAwM4P/8n/+jau4AsTW3241jx45h9OjRstkGIVdnwoQJSEtLw+9//3tEIhH827/9G+655x7Rfd3d3YhEIsjNzeXxDZS0DQi4vAaHw4ElS5aoKgFqfIPbD/HsBYmAhA8OuG2GajIHUloHSp0KAJCUlMSyrbknem7KUg3IOrH4BgA/Bet0OpGTk4P09HQ4HA58//vfZ528ENwWNi7fQEnbgIDwGqLRKA4dOoRly5aprs1qfIOvB+TvKrQ1OcQKDrZt24YvvvgCu3fv5ikgcsm8JDgIBALYvXs3Ro4ciY0bN8b8rgMDA/D5fBg7dix+/vOfIxKJYNeuXbK/QWE5btasWfjzn/+M6upqLF++HD/4wQ8k7+vs7GSflcs3UNI2AIYyWqTs19raioaGhrjKZBrf4PZCPHtBIiDhgwMSLQ4ODvIEVqQg184YKzjgli+EJ3qSsowFrsZBLL4BMORI9Xo9UlNTWQfX29uLkydPKjq4rq4u9lm5fAMlbQMCcso6e/YsPB6Pxjf4FmAymZCSkhJX5kCodUBRFNxuN9xuN4qLi1FUVCTqTuFmKLxeLzsKORgM4oc//GHM6ZvAjU37888/R2VlJXJzcxXFsshpjmzaBoMB/9//9/8hOTkZmzdvjrkOsel58+YhFAopahuQ+3p7ezFr1iwcPHgQZrNZtktHCI1vcPvBbrcjGo3C7/eL1GUTEQkfHEht2nK42eCAu44wc6C2pNDb28tqHMTiGwBDTttqtUKn08HpdGLWrFkoLy8HTdOy5CtAfMqaP38+Lly4oKhtAAxJKrvdbsycORMOhwOZmZkimVwpaHyDrx9StiYHKa2Drq4uUBSFjz76CCtWrMBLL70kuo/LbfD5fAgEAjhx4gRsNpvqDFBnZyeCwSD27t2LCRMmYOnSpYqZJnKaa29vR3d3N/bv34+cnBxMnz5dMfvW2dmJjIwMJCUlsXyDWNoGwA0ODbHphx9+GKmpqTGfS+Mb3J4QluS0skKCQ+hIlYIDKa2DwcFBRY0DApKhIEGI1WoV6c8rwe12A7hx+lHiGwA3TlldXV3o7u5mHdzcuXPZ8bZS6OzshF6vx6hRo1i+QSxtA+CGKt7MmTNRVlaGpUuXqjo9anyDrx9cW9PpdIoZGSmtg4sXL6Kvrw9Tp07F9u3bJe2MfCYpcV2/fh2rVq1CNBpVbdNfffUV+vv78Q//8A/wer0xA0QSHFRUVKCvr48dIharfEXKZFy+gZK2AYHL5UJ6ejpMJhPOnDkTlyoioPENbjcIeTRa5iDBIdy0Y0WLwhot2bTjyRyYTCb09vair69PdacCOdETDkGszZQYN+E1TJ48GRUVFTHbsDo7OzFmzBg0NDQgEAjg3nvvVdQ2IHA6nUhNTUUwGERra2tcJQWNb/D1gmtrVqtVligLSGsd7N69GwzD4IMPPkBSUpLkfQaDAVarFe3t7fif//kfjBo1iv0bzpgxI+Z3pGka//Vf/4W0tDT85Cc/4c1TkIPX64XFYsFvf/tbmEwmbNq0CW63O6atkeCA8A2sVquitgEB4TUcOXIEDMNgyZIlMZ8L0PgGtyu4PBqNkKgFB3GVFYCbDw64QYjNZuOdtNWgs7MT6enpqK+vj8k3AG5kDlwuF6xWK1paWhAMBmM60s7OTtaRpqWloaurS1HbgMDlcmHGjBk4dOgQUlNT8eCDD6p6Lo1v8PVDaGtKEGod+Hw+tLW1YcqUKbjjjjsU77XZbPjggw9A0zQefPBBnD9/HllZWTHbFymKYtt6Fy1ahOrqanaeghK8Xi8OHTqEvr4+LF68GKdOncKIESNiBpZcm543bx4+/fRTRW0DAlL2Kysrw7333ssqNcaCxje4PaFlDvhI+OCAOFK1WtrC4KCzs1NR44CAG4SQ0396eroq9UCyjlq+AcDPHJCSQl5eHjukRs068+fPx3/9138pahsQkFOWw+HAI488Ijn2WgiNb/DNQGhrsUBs+sCBAwgEApg5cyY7OEsJfX19aGlpwezZszF69GjVHJo//vGPLH9m2rRpqspkNE3jwoULcLvdGDt2LObPnw+Hw4GlS5cqZrQAsPecPHkS8+fPj6ltAAzpN7S2tmLy5Mk4evSo6kyYxje4faFlDvhI+ODAZrMhFAqhu7ubFVhRglDroLOzU1HjgIAbhJAT/axZs1SLbHA37ViOFADLtnU6nZg+fToOHTqkysERR3r69GnMnj07prYBAFYVb+zYsaitrVXtSDW+wTcDoa3FAmlb/cMf/oCUlBQkJSXFDD6PHz+O9vZ2zJkzB0ajkbW1WMHBhx9+iP3798Nms8Hv9yMrKws1NTUxA8QtW7bA5/PhH//xH9Hb24uMjAw0NjbGtDWaphGNRsEwDLxeL1JSUmJqGwA3BqINDAwgHA5rfIMEgMVigdlsRnd3N8LhsJY5+La/wLcN4jy7urpUO1KKotDb2wvgxqYdC8LTXDydCmSd0aNHq+IbAEPRb3JyMlpaWpCcnIze3l5VDq67uxs0TSMQCGBgYCCmtgEwNA6apml4PB4YjUbFdjQuNL7BN4N4Mwc2m40NBq1Wa0yb7urqwtq1a5GVlYVJkybB5/PBaDSis7NT0abPnDmDTZs24Uc/+hGSkpIwMDCAQCAQk29QUlKC4uJiWK1WtmOos7MTSUlJeOihhxSfLRqNAgCuXbsGi8WCmpoaRW0DAjIQ7auvvkJ+fr5IdVEOGt/g9obdbmdLxVpwkOAgBuDxeFQZA9c5kf+NJzjo6+tDcnIyLl++HFdw4Ha7EQqFVPENALDtZQzDoKOjA1lZWZgzZ47iPcSRdnV1IS0tDcePH4+pbQCA7Tn/6quvsGDBAtU/Ko1v8M2AS0iMFfAGAgF89tlniEaj+NWvfgVgKECUs+loNIp169ZBp9Nh6dKlbBAyODgIALIE246ODrz44ouYO3cu1q5dy9u0lfgGhw8fRlFREf7xH/8RKSkpuH79OiwWC6qrq7Fw4UIkJycrPh9Z58KFC5gzZw4OHTqkqG1A4HQ6MW3atLjmgwAa3+B2h81mg8fjAZDYExkBLTjgBQdqjOFmgwMyS6Gvr48VnFEbHNA0zSozquEbADcU8oxGI7788ksUFBTELH0QR3rp0iVMmzYN58+fj5l+BW5I2Z4+fVq1I9X4Bt8c7HY7O/NAKVBjGAYbNmxAd3c30tPTEQwG2RS8nI3t2LEDlZWVKC4uRlZWFjvDoaenBykpKRg/frzonmAwiBdeeAEmkwnvvPMOTCYTa2uNjY2yZbKamhq8/PLLKCgowAsvvABgKMiYPHkyzp07p8rWotEo0tPT8eWXXyIlJSWmtgGBy+XCiBEj4PV6Nb5BAsFut6O7uxuAljlI+OCABAR9fX2qjIFoHXR2doJhGPT396vOHABAT08PBgcHYTKZMGXKFFXfkbtpq+EbhMNhBINBdHd3Y+zYsWhvb1ftSPV6PZxOJ6LRaExtAwKn04m0tDREIhE89thjqp7p6tWrGt/gG4LNZgPDMOjt7VUMeIuLi3HgwAH8y7/8C4xGI9xuN2trJAjm4vjx43jzzTfxy1/+Eg888ADsdjtbXuvq6sL06dNF2hYMw2Djxo1obGzEnj17WMZ/NBqF2WxGfX29ZIB45coVrFy5EjNmzMDOnTvZzERrayssFgt0Op2q1sJoNMqO4r1y5UpMbQMA7EC0wcFBjBkzhjc2Wgka3+D2h81mY21ayxwkOLjtK2ojRSI5Sxyp2swBWaevrw/5+fmqBrgAYE9zzc3NqvkGwFDK1mw2w2q1qrovGo0iLS0NwWAQFy5ciKltAAxlNerr69Hf34+77rpLdfdFTU2Nxjf4hsC1NTmbLi8vx9atW7F+/XqsXLkSOp2OtWmdToecnBze9YRn8MADD+DVV18FAHbTBYaCPamSwu7du7Fv3z689dZbvE2W2FokEhHZZl9fH55//nmkpaWhpKQESUlJrE2Tscz333+/qro++Y0aDAZcunRJVSbs0qVLCIfDuHTpEgoKClSThjW+we0Pm82Gvr4+9v8nMhI+OEhNTYVer4+rdYVMkYsnOOBKc16/fj0uvkE0GoXJZIJOp1PNNwCGZJ09Hg8WL16sKhCJRqMwGAzQ6/Xw+/0xtQ0A4PLly/D7/WhpaYmrNltTU6PxDb4hEFsbHByUdHBNTU1Yu3YtHn30UWzcuJHVOiDBwahRo3j2wuUZcCcm2u12diZJR0eHyKYrKiqwZcsWrFu3DsuXL+e9R4IQId8gFAqhsLAQvb29+Oijj5CRkQFgKNCJRCKIRCJobm5WbWtEKz89PR3p6ekxtQ2AoZJCJBJBb29vTNEwLjS+we0PUpIzGAxISUn5tr/Ot4qEDw7IUKSBgYGbyhwYjcaYGgcA2IExZKiNWmVEAOw68fANotEowuEwurq64nKk4XAYFosFd911V0xtA2CopBAKhRCNRuMKDmprazW+wTcEu90OmqbBMIwo4PX5fCgsLER2djZ27tzJ8lC4AW92djbvHi7PgGvrNpsNNE0jEomAYRhecNDc3IxXXnkFixYtwmuvvSb6jmTT5pbJaJrGq6++itraWrz33nu8DgES8BK+jpryVTQaRTQaxfXr19HT0xNT24DA5XIhOTkZ6enpmD9/fszrgSHCsMY3uP3B3QvUZoyGKxI+OABunIDizRxEIhFkZWXFJPoBN+rAkUgENE3HnTkIh8Oq+AbAkCOlKAoURSE5ORmLFi1SvU5vby96enpUpV+BIUdqNBoxefLkmAp33HW6u7s1R/oNgdgaTdO8gDcajWLNmjXweDwoKSnhje3mBrzcmryQZyC1TjgchtFoZIPJ/v5+FBYWIjMzk5dp4CIajYrmKfz+97/HZ599huLiYtxzzz28671eL/R6PcxmM2bPnq0qSCbEsmAwiFAopNqmnU4nKIrCkiVLVJf+amtrAWh8g9sd8e4FwxlacIAhJxcIBOLKHJBNXnjKkkNSUhIMBgMikQh0Op3iFDkhotEoBgYGVG+mJAVrMBjw8MMP8zYBOYTDYdA0jVAohKSkpJjaBgROpxPhcDjm8BvhWhrf4JuD1WoFwzCizMG2bdvwxRdfYPfu3Zg4cSLvHm5wQGxaimfABcmGRSIRTJkyBcnJyaBpGuvWrYPb7UZJSYnkb2pgYIAVESM2XVJSgl27duH111/HD37wA9E9Pp8PkUgEgUBAdYaKkIZJMB5L2wAYIlDW1NRgYGAg7kyYxje4/UH2AjU+c7hDCw4wxDugaVp1tEiY3JFIRHVwoNPpkJycjEgkgnHjxqkORIjCm16vV52GJ5mDUCik2sF1dXWBYRhEo1H8wz/8g2ond+bMmbhLCuFwGFOnTtX4Bt8QTCYTzGYzGIZh7Wz//v0oLi5GUVGRZAdKbm4uPB4PGxzI8Qy4IGUFhmHYMtn27dtRXl6OXbt2YfLkyZLfjztELC8vj9UyWL16NV588UXJe/r6+jA4OAiGYVTzALjBwY9//GNVwWtnZye6urqQnJysqlOHoLa2VsuEDQPY7XZEo1FVo7mHO7TgAEOnemEKVgkkOJCqz6pZJ56SQm9vLxiGwciRI1WlUoEbmQOTyaSKgAXccKQ6nQ4//vGPVd3j8XhYEZu7775b1T0kDR1LkEnDrcFisbABb11dHTZs2IAVK1bgpZdekrw+NzeXJdhmZ2fL8gy4INyGSCSCWbNm4cCBA3j77bexadMmRZVMYmt33303amtrWS2D3/zmN4r3RCIRjBkzRnXWjQQhJpNJlbYBcIND89BDD6neIAghUwsObn+QUlksca1EgBYcAKJTVixYrVakpqaCYZi4ggOz2YxoNKoqvUngdrvBMAxmz56tOm3f0dGBaDSK/Px8jB49WtU97e3tAIYcvtoTk8vlQjAYxJIlSyRPllK4evUqaJrGXXfdpep6DTcHi8UChmEQCASwatUq5OfnY/v27bI2lJuby6b6PR6PLM+Ai7S0NLbNNiUlBRs2bMDy5cuxZs0axe9GBpfl5eXxtAyUbKi9vZ3Naqn9HVy4cAEAMGfOnJjaBgSnTp1CJBLBk08+qep6YCgTBmh8g+EAkg1TQ1wd7tCCAwydLKSY3UpIT0+POzhgGAYAVJ+ygaHhRABUs6YB4OLFi2AYBo8//rjqe5xOJwDgkUceialtQPD555+DpmlVLY8ENTU1AORldjV8PTCZTDAajXjppZcQiUTw7rvvIikpSfb6sWPHssHBv/3bv8nyDLgwGAzQ6XTQ6XR4++23MXnyZLz55psxN2+XywUAcDgcPC0DJZCAYsWKFYrXcUGGJz399NOq7/n8889hNBpVZ9yAoeBg0qRJGt9gGIDwaNQSUYcz1O0CwxwGgyGusgIANuUYT3BAThjxbIxkM40nOKivrwcA/OQnP1F9z5dffgkAeO6551Tf8/nnn6safsNFTU0NTCZTwvcQf9MwGAwIhUI4d+4c/vu//zumOJXZbIbFYoHP51PkGQhBavqRSAR79uxRlY5tbGwEMNRF8L//+7+sloESPB4PzGYz7rvvvpjXEly9ehUA4rJPp9OJ8ePHs0qOahAOh7VM2DAByRyozYQOZ2iZAwB6vT6usgIANrKM57QQCASg0+lUqwgCQxMPdTpdXEHI1atXYbFYZAlhcvfodDrV7YjA0AkwLy8v5phrAoZhUFtbq6Xs/g7o7e1FMBjEtm3bMG/ePFX3hEIhAMCvfvUrVdod5B6GYfDnP/9ZpKooBZqm0dzcDGCodVHttMNAIICxY8eqzmoFg0EEAgEYjUbVp8DOzk709PTEFUwQbQiNQzM8QDIHatrThzu0f4G/I/x+P5uKVYv29va47olEIvD5fKqdOzAksxwKhVQ7XmBI5Mbr9cbF6G5paUF3d7cWHHzDOHnyJK5evYrk5GTV2aPjx4+zI7rVlr0+/PBDRKNR2O121ZmtzZs3IxwOw2w2Y8aMGaruqampAU3TcXF1du3aBQAxyxVc/Md//AcYhlGthwDc0DfQggMNww1acICh04xOp2NV2NSAKLWRIR1qMDg4GFdESsbuxrNpHzt2DDRNY9q0aarvefvttwFAdQYAAD744AMA8dVzKysrYTAYtHreN4j29nasXr0aqampqhnXRM/AaDSqDkLPnDnDKh+qKQsAQ1oGO3fuBIC42ODvvvsugCE+jFoQ+4xnnf/93/+FyWTCww8/rPqe2tpaGI3GhNfhHy7wer3Q6XQs/yaRoQUHuDGNMJ7ggJyySLtULPh8PgSDQeh0OpaYGAtVVVWgaTquzfQ//uM/ACCuGmhpaSmA+IKDsrIyWCwWkZKdEiorKzF16tSElyX9pkA6E5KTk3kEQyUQPQOGYdiuHRL4yqGjowMvvvgiJk6cCJ1Op8o+iZbB1KlT4w4Qy8vLodPpVLcA+3w+NDQ0wGAwqK4dUxSFs2fP4o477ojru2llsuEFwrkhbb2JDC04wBChSKfTsRPm1IBM7lIbHBDmtE6nQzAYVHVPeXk59Hq9amfFMAyOHDkSF3fA5XKho6MDRqNRtSP1er2or6/H+PHjVadtGYZBVVWVln79hsAwDDZs2IDm5maUlJTwpLqVQPQMfvOb37B//66uLtnrg8EgXnjhBZhMJvzwhz8EgJjZsJqaGlbLABji66i1ta6uLrS2tsJgMKjm93zyySegKAp2u111IHrq1Cn4/f64iL9Xr15FR0eHFhwMIxCZ7lgBciJACw4wFBzEkzno7+/H4OBgXJkD0r5lMBhUr3P8+PG4HOn58+fR2dkJo9GIkSNHqrrno48+QjQaZeWd1eDIkSMIh8Nx9XW3tLTA7XZrrO5vCMXFxThw4AB27NiBGTNmIBQKQafTYWBgQPYe7twEMiNEp9PB7XZLXs8wDDZu3IjGxkbs2bMHTU1N0Ov1LJFRCleuXGG1DP7f//t/uHjxIpKTk1WX1w4fPoxIJAKz2ay61XjPnj3Q6XSsWJka/O///i8YhomLQ1NVVQUAWnAwjEAyB6SzLJGhBQcA60jVbtpEMMhgMKgODpxOJ0wmEzseOhZ8Ph8uXLgQV3BQVlYGYOhkpsaRUhSF//zP/4TBYFAtlkTWMRgMcbWVEb6Bpm/w9aO8vBxbt27F+vXrWW0LUsKSszXh3IS2tjbWzuRsevfu3di3bx/eeustzJ49G06nE0ajUTY46Ovrw/PPP89qGbhcLoTDYYwdO1b1s/31r39lBy6pqes3NTWhpqaGHQamBgzD4LPPPoPZbI7LPisrKzFp0iStTDaM4PP5oNfrEQgEvu2v8q1DCw4wxB9Qu2kD/OBA7pQlhNPphF6vV52hOHXqFMsEV+t8/vrXv7I1YDWO9MiRI2z/+Pjx41WtEQqFcOjQIRiNxrgd6Zw5czR9g68ZTU1NWLt2LR599FFs3LgRwFDQp5QNk5qb0NbWhszMTOj1esngoKKiAlu2bMG6deuwfPlyBINBtLS0sHoKkUiEd30oFEJhYSF6e3vx0UcfISMjA5WVlTAajaptbWBgAJ9//jkMBoNq0t/evXsBDOmQqA1CnE4n2/4bz0C0qqoqLRM2zEDKCn6//9v+Kt86tOAAQ2WC5ORk1ZmDtrY2GI1GGI1GVZkDiqLQ0NDApm3VBCGVlZVITk5WnRptb29HXV0d9Ho9jEajqsxBaWkpUlJSYLfbVWsvHDt2DP39/bBYLKpb0QjfQO3gKA3q4PP5UFhYiOzsbOzcuZNN1ff397PKhVK2JjU3oa2tDdnZ2ZIBb3NzM1555RUsWrSI7VC4cOECIpEI2+HQ39/PXk/TNF599VXU1tbivffeY7UMKisrkZqaqlqzo6KiAsFgEEajEampqTEJs9FoFHv37mVFzdRKJjscDhgMBkyZMkV118HVq1dx+fJljUMzzODz+eLaC4YztOAAQ9Fiamqq6sxBW1sbsrKyWEcai/TV1NTE9narzRxUVlbCbrerdqQHDx5kZT/VZA48Hg/Ky8sRjUbjEllyOBywWq0YN26c6hY2wjfQBtN8fYhGo1izZg08Hg9KSkp4I2ZJalSqVMblGXDnJnBtmhvw9vf3o7CwEJmZmTzVRMKhMRqNoqzb73//e3z22WcoLi5mu1n8fj9qamriGlbmcDgwYsQIjBw5Eunp6TGvP3bsGKuKaDQa414nnkwY4RtowcHwQrx7wXBGwgcHDMPA5/MhLS0trswBOWVFIhFcv35d8XqXywWGYVi1tliG5/P54HQ64960x44di5EjR0Kn08UMDj755BNEIhHo9XoEg0FV60SjURw6dChuR0r4Bvfee6/qezQoY9u2bfjiiy+we/duTJw4kfce6dUWbtpCngEXXJsmwQFN01i3bh3cbjdKSkp4NuVyudgyBDcIKSkpwa5du/D666/jBz/4AXt9dXU1QqEQotGoqhM9RVE4cuQI0tLSkJGRoepEX1paipEjR8JiscBkMqmy6dbWVtTX1yMcDsc1LbWyshLTp0/X9A2GGbh7gdqW8+GKhA8OBgcH2dG28WQOsrOz2TQuGQojB5fLxbLBbTZbzCDk1KlToGkag4ODqhxcb28vTp48iZSUFPZ7xRo3W1paiokTJyI5ORkmk0mVwz579iw8Hg8CgUDcjnTOnDlIS0tTfY8Geezfvx/FxcUoKiqSZNcTxnVKSgpra1I8A4JwOAy3280GB93d3aAoCtu3b0d5eTl27dolIvc5nU5kZWWxdubz+Vgtg9WrV+PFF1/kXV9ZWQmr1ar6RF9VVQWv14uBgQFYrdaYZTKfz4eysjKMHDmS5TSosemDBw/CYDAgHA7HnTnQMmHDD16vFzabDdFoNOF5BwkfHBDnabfbbypzQP5bCS6XC7m5uarXqaysRFZWluoULCkP9PX1ITMzE1arVbFVzOVyob6+HhaLhdVDULMOSb/29/erDg40vsHXi7q6OmzYsAErVqzASy+9JHkNCXK5tibFMyDo6OhgJ4waDAYwDIOSkhK8/fbb2LRpExYvXsy7nqZp1NfX89L9586dY7UMfvOb34i+U2VlZdy2lpWVhWAwiOTk5Jgn9E8//RSRSATd3d0YPXo0MjIyVKkjOhwOTJ8+PS6RJcI30IKD4Qefz8fadKLzDhI+OCCOdMSIEaqMob+/H319fewJ3Wq1KgYHDMOwpyyyTqwMBUlZAupOPw6HA7NmzWKj3linrNLSUowaNQpXrlzB2LFjodfrY06hYxgGZWVlmD17NgD1kyU1vsHXh56eHqxatQr5+fnYvn27bBcLyRyMHDkSXq9XlmdAQOyXZLcikQg2b96M5cuXY82aNaLrr1y5gsHBQaSlpWHEiBGIRqPYvn07ZsyYgZ07d4pabwnfICsrC0lJSTH5AzRNw+FwsJu1mk6FvXv3Yu7cuRgYGEBKSgobjCvB4/HgzJkzGDNmDNLT01WTcgnfIB6dDw23B3w+Hyu2lei8g4QPDkhAkJGRocoYSBsjOf1kZ2crBgfXrl1DX18fRo0aBZPJFDMIIXwDMuEuVnAQCARQUVHBBhOpqamKjpSiKOzbtw8PPPAAAoEArFYrxowZE1OFsbGxEa2trRg9ejRSU1Nxxx13KF5PoPENvj68/vrriEQiePfddxWVKb1eL6xWK2w2Gzo7O2V5BgRtbW3Q6XQYPXo023kwcuRIvPnmm5IBiNPpBDA01CglJQX9/f0wGo0oKSmR/F7V1dWgKIrdtGO15tbV1aGzsxMjR45ERkYGQqGQYsDb1NSE6upqjB8/HhaLBRRFqQoOysvLwTAMGIbBrFmzVLcMk+A9nomsGm4PeL1elmitZQ4SHMQARo0apcoYhMFBVlaWYnBAWN02m4091SsFIadOnQLDMLBarUhPT4/JHTh27BiCwSDS09NhtVpZ/oQcjhw5gp6eHmRkZCAtLU21I3U4HEhNTUU4HMaMGTNUK9xpfIOvB2RewF/+8peYJ1yfz8fa2+HDhyV5BlyQMhm512Aw4Ec/+pFsWp5waAKBAL766it2kqFc90plZSUyMjLg9/tV2xoJomfOnMk+jxz27t3LllDmzZuHq1evqlqnrKwM9957Ly5duhQXh0bjGwxf+Hw+NouqZQ4SHMQARo8ercoY2tra2AwAEDtz4HQ62TQqcdhKQUhlZSVycnIwMDCg2sHl5eXB7XZj5syZ6O/vV3SkpaWlmDNnDi5duoT58+erdqQOhwOPPPIIzp8/r7qkoPENvh4cOHAAgUAA69evx7x582JeTzbT5uZmdHZ2SvIMuGhra0Nubi7++Mc/sqx9JRt1uVyYMWMGjh8/jr6+PsyePVtRxbOyshILFixg14kFh8OBpUuXoqGhgS2XyQW80WgUH3/8MZ588kmcPn2atelY+iCDg4M4evQoFi5ciNbWVo1voAHA0H5AsrVa5iDB4fP5YLFY2PSlkk48MORIx40bx56cs7Oz0d7eLqt14HK5MGvWLPh8Ptjt9piZA+JI29vbYzrSSCSCQ4cOoaCgAE6nEzNnzmR5B1LweDw4cuQInnrqKZw+fRrf+973VK3T0dGB2tpaPPLII2hqalLtSDW+wa3j5MmT+MMf/oCUlBRea6ASvF4vIpEI6urqkJubK8kz4KKtrQ1+vx/79++HzWbD1KlTYwa8XV1d6OjowLJlyzBu3DhZR0r4Bmptrbm5GY2Njfj+97+P9vZ2zJgxQzFzcOzYMbjdbtxzzz3wer2YNm0aIpFIzHWOHj2KcDjMCjSptWmNbzB8EQqFEA6HkZGRAbPZrAUH3/YX+LZBTiXkZBLLIISnn+zsbFAUJat14HK5eKlRpcwB4RuoPWV9+eWX6O3txcMPP4yWlhZeECKFTz75BDqdDlOmTEEgEMC8efPgdrtjrnPw4EEYjUbk5OSApmnVjlTjG9wa2tvbsXr1asyePZsnchQLXV1dqKurw8SJE1UpZV64cAFnzpxhSwlK2bDu7m60tLSguroaY8aMwT333KNo04RvcOedd8Ln88U80TscDiQlJbGZuYkTJyqWykpLSzFt2jR0d3fDYrGwWbpYNu1wOJCfn4/e3l6YTCZMmTJF8XoCjW8wfEEObWrKv4mAhA8OuJs2+W8lCDdtkoKScqY+nw+XL19mT/R2u511pFICG4RvMH/+fFWnLNLuZTKZwDBMzPpsaWkpHnvsMTidTqSlpbGOVI3DXrBgAS5fvgyDwYBp06YpXk+g8Q1uHoFAAKtWrUJycjJ++9vfqr4vGo3ixIkTMBgM+OlPf8qTNZZCa2srLl26hClTpmDt2rUAhmy6s7NTcmzte++9B5/Ph5/+9KewWCwxHSnhG5DJhWpseuHChWhqamIzegAkbZpoGzz77LOoqqpig11A2aYpisLhw4fZjFt+fr7qsega32D4gtvWrkaPZrgj4YMD7qZN/lsJ8QQHDQ0NAMDbtO12OyiKQjAYFF1P+AZJSUkIh8OKjpRhGDgcDhQUFKC+vh5GoxFTp06Vrc8SbYNnn30WlZWVmD9/Pq5duwZA2WF7vV5UVVWhoKAALpcLU6ZMUWTKc7+fxje4OTAMgw0bNqC5uRklJSWqRxUDQ3oGHo8HP/zhDzFu3Dj09/fLlryCwSB+/vOfQ6fT4be//S27QWZnZ4NhGFaKmKCmpgZbt25Famoq/u///b/o7++P6Ui5ZTJA2da6urpQXV3N2tr06dMxODgIQDo4+PTTTxGNRvHEE0/g5MmT+N73voe2tjZkZGQoDvg6deoUvF4vu47GN9AAaJkDIRI+OOBu2uS/5UA0DrgOLjU1Fenp6ZLBgcvlYlOWwiBEah3iSIlTVjr9nD9/HleuXGEdHBGYCQaDko60tLQUmZmZeOCBB1i+QVtbG/R6vSL7/ciRI4hEImzGQeMbfPMoLi7GgQMHsGPHDtXDrYAbcxMyMzMxa9Ys2Gw2MAyDgYEB0bUMw2Djxo24ePEi0tPTeSRT0rlANnRgSNtg5cqVSE1Nxfe//3123r2SI+XyDdra2pCUlKQ4j4N0VixZsoS1Ne5pToi9e/di0aJF6OnpgdfrVV2OczgcGDNmDPLz8+Mi2Gp8g+ENLXPAhxYcxFFWkDv95ObmSgYH3JSlMAgROlMh3wBQDg7KyspgtVqxYMECHukREDtSom3w9NNPo76+HoFAgF0nlsaBw+HAXXfdhaysLNTX12t8g28Y5eXl2Lp1K9avX4/HH39c9X3cuQlJSUmKtgYAu3fvxr59+/DjH/8YJpOJ1dUAwOodEDvs6+vD888/j7S0NIwbNw533nknT4VRzpESvgF301bSEnA4HLj//vuRlpaGixcv8oIDYcBLtA1IJsxiseDuu++OWY7jZtyam5vjmqmg8Q2GN7i2ZrPZtMzBt/0Fvm2QE31qaqpoUI0Q8QYHJGVJhjspBSGEb0BOWUS3QA4OhwOLFy+GTqdjN205R0q0DZ555hlUVlYiLS0Ns2bNinnKCoVC+Pzzz1FQUIDLly/D7/erPmVpfIP40dTUhLVr1+LRRx/Fxo0bVd/HnZuwY8cO+P1+RVurqKjAli1bsG7dOmRlZSE7O5sXIJJZG21tbQiFQigsLERvby/27NnDcmi4tma32zE4OIhIJMJbh/AN8vLyYtrawMAA/va3v6GgoACNjY2gKIptYyTrcEG0DZYuXYrKykrMmzcPFosl5jpOp5PtsiAaJERALBY0vsHwhtfrhcFgYMfYa5mDBAfZtMkkQyWDIBoHwp5xqeCAoig2ZRkMBkFRFK8rQhiEEL4B+SwlB9fe3g6n04mCggK0tLQgFAqxpEdAnDkg2gb5+fks38BoNMZc59ixY/D7/SxxC4CqNLfGN4gfPp8PhYWFyM7Oxs6dO1WLTAH8uQmEDyJna83NzXjllVewaNEivPbaa7I2kJubiytXruDVV19FbW0t3nvvPQSDQUSjUZ6tcYMQIfmRlMlIFkLJ1ioqKkBRFFu+0ul0yM/PZ1uNLRYLey3RNnjqqadgNBpZvkE0Go2pceBwOGCz2TB//ny4XC6MHz9e1WRFjW8w/BHPXpAISPjggEvgi0VCEWocEOTm5oq0DpqamkBRlOiUJXeai8eRHjx4ECaTCYsWLWJPP3KZA6Jt8Oyzz4KiKJZvACBmCtbhcGDixInIy8uDy+VCdna2Ys2YQOMbxIdoNIo1a9bA4/GgpKQkrrZF4dwEJVvr7+9HYWEhMjMzWcVEpeDgyJEj+Oyzz1BcXIx77rkHLpcLer2e3bQByJJ5uXwDQJ2tzZw5E7m5uXC5XJgwYQLS0tIkCbZE2+DZZ59FQ0MDyzdwu90xNQ4cDgeWLFkCk8kUF4dG4xsMf8SzFyQCEjo44Kb7AajKHMg5UqHWATdlyT3RJyUlwWQy8QyPyzdQWofA4XDg+9//PqxWKzuHIT09XTIFS7QNnnjiCdTV1bF8g1AopKhxEI1GcejQISxbtgw6nY7lNaiBxjeID9u2bcMXX3yB3bt3Y+LEiarv4/IMyNwErq2RIMPr9YKmaaxbtw5utxslJSWsjcjZmtvtRlNTE15//XVWfMnlcmHy5MlITk5mfyfcccrc3w6Xb+Dz+RQ1DiiKwpEjR1BQUMCuQ2xNqjWXaBvceeedPL4Byd7J2XRraysaGhpQUFAAhmHi6lTQ+AbDH1J7gVTLeaIgoYODwcFBnsCKmsyBlOMhTo9bWuCmLLmnOamUFZdvQNO04imrt7cXJ0+e5DlS4uB8Ph/0ej1vHgPRNhgxYgSPbxCrI+Ls2bPweDzsOvGcsjS+gXrs378fxcXFKCoqwsKFC1Xfx+UZcOcmcG3NZDIhJSUFPp8P27dvR3l5OXbt2oXJkycDAMLhsGSAWFVVhSNHjiA5ORk///nP2de5NuD1epGamsqbmMi1aSHfAJDftKuqquDz+bBs2TLRpi3MHHC1DXQ6nYhvAMjb9MGDB2E2m7Fw4UJ0dnait7c3rk4FLRM2vMFVl7Xb7YhGo/D7/d/yt/r2kNDBgTANf7OZA7nggOvggBtcAOE6XL7B9evXFTUOysvLQdM0li5dyo6D5p6yrFYrW/bgahuQdbh8A0DeYTscDmRmZuLuu++Gx+NhZzfEgsY3UI+6ujps2LABK1aswEsvvRTXvVyeAZcDI2VrVVVVePvtt7Fp0yYsXryYvbajowMMw/BsgKIovPHGG1iwYAHS0tLYIJKmadTX10ue6KW4DcIyGaBsa7m5uZg+fTra29vZgUvCdYAb2gZPPfUUaJpm+QYAYmocOBwOPPzww0hNTWU5NGpsWuMbJAa46rJqRfGGMxI6OBCm4ZWCAymNAwIyQZE4QbJpcx0cdx1hhoLrSElHhNzpx+FwYO7cuRg9ejS6urrQ3d0te8oi2gYLFy4U8Q2UNA4YhkFZWRmWLl0Kg8GA+vp6AFB1ytL4Bupw/fp1rFq1Cvn5+di+fbvqccGAmGfAhc/ng06nY7M2RqMRn3zyCZYvX441a9bwrhWetMl48UmTJuFf//VfAdzo0Lly5QoGBwclbY2sRexcyDdQ0jigaZptLSTlKwCyZQWibZCVlcXjG5B15AIQj8eDM2fO8DJu6enpMSdcAhrfIFEgLCsAiT2ZMaGDA6EugFJZIZbCG7djgThZ4uC8Xi9MJhPLJOcGIVJ8A0A6OAgEAqioqMCyZcsAgEdGJJ9FjJqrbWA0Gnl8A7KOnMZBY2MjWltbeSWF1NRU3HHHHZLPzoXGN4gNiqKwevVqRCIRvPvuu6oUJwmkeAZceL1eNnvU3d2Nixcvwmaz4c033xQFIG1tbdDpdMjJyUFfXx/++Z//GTqdDr/73e8wceJE3qlf2K3CtTWDwQCr1cr+drh8A7KOnMZBXV0dOjs7eZt2RkYGRo8ezT4P+X1ytQ0A8PgGgDLpsby8HAzDYMmSJew6s2bNUhWUaXyDxICQkAhomYOERTxlhXiCA7lNmzgibhDC5RsAUNQ4OHbsGILBIM+RWq1W9jtxjZurbQCAxzcg6yileVNTU/Hggw+y68yYMUNVe53GN4iNoqIinDt3Dn/5y19UnVwJ5HgGXBBboygKv/jFLwAMnXiTk5NF17a1tSE7Oxs0TaOwsBA+nw8jRoxAeno6zGYzq3UADNlAVlYWW8IQZqm4vx0u34Cso2RrI0aMYINJknEjvxVuEMLVNiDrEL5BrHXKyspw7733YtSoUezzxNOpoGXChj+0zAEfCR0cCMsKSpkDOY0DAm5w4HQ6eSlLYWpU6EgJ34Cso+Tg8vLyMGnSJAA3HJyUI+VqG5B1CN8g1joOhwOPPPII63TVdipofIPYeP/99/HBBx9g27ZtmDdvXlz3/vu//7skz4ALYgObN2/GmTNn8Oijj4rEiQhIay7RMtiyZQsv4BAGvNzNVMqmyW+HWyYj6yjZ2tKlS1m7FNoaCUK42gZms1nEN1DSOPD7/Th69CgbVPf396O1tVXjG2jgQcsc8JHQwYFQYMVmsyEUCiEUComuldM4IOBqHQhTlsJTFjcIUetII5EIDh06xDo4QNxBQNi2XG0DACK+ASCfgu3q6kJtbS27TjAYRFNTkypHqvENlHHy5EkUFRVh1apV+MlPfhLXveFwGO+//74kz4ALr9cLn8+HPXv2YMuWLewwLim0tbXB7XazWgZCgSthwCtlawREUU7INwDkba29vR2NjY2srXm9XrS3t7PrcFuNudoGAER8AyWNg+rqaoTDYXYd7kC0WND4BomBUCiEcDjM2rTFYoHZbNaCg0SF1KYNSEeLsbQHuFoHak5ZpPebyzdQWsflcqG3t5d1cIODg2hpaeGdsgjblqttAEDEN1DSOKisrITRaGRZ7efPnwdN06ocqcY3kEd7eztWr16N++67D5s3b47r3u7ubni9Xtx9992SPAMumpubUV9fj5UrV+JnP/uZYqmspqYG9fX1PC0DLkhw0N3djc7OTpFNS5UVhHwDJY2D48ePIykpCQ899BAAcTmO22rM1TYAxHwDpY6I48ePIz8/HxMmTGDXIQPRYkHjGyQGpDRiEl0IKaGDA6lNm7wuRKzggDi/hoYGVn+eQK4+e/LkSR7fQEnj4MSJE8jKysKcOXMADG3aDMNIBiFcbQNAzDdQ0jg4fvw4FixYwP5buFwuGAwGTJs2TfbZCTS+gTQCgQBWrVqF5ORk/OlPf1IcdCVENBrF1q1bAQCbNm2S5BkQdHR0sHbyxhtvAJDn0fz1r39Fe3s7lixZghdffFHy83Jzc9HZ2Ym6ujoAEAWiUo5Uim9APkuIEydOYOHChSwfwuVywWKxsGUz8r0NBgNP2wCQ5hsA0jZNRo4TcAeixYLGN0gMSA2tS3QJ5YQODqQ2bfK6EGqDg1OnTgGAYubAbreDoij87W9/4/ENlDQOTpw4gYKCAras4XQ6YTQaMXXqVN7zDAwM8LQNAGm+ASB22AzD8EoKwJDDnjJlSkxGvcY3kAbDMNiwYQOam5tRUlKCkSNHxnX/jh07UFNTA7vdrnhvMBjECy+8AJqm8eSTT7Ibn91uR39/P0/au6amBi+//DKSkpLwT//0T7KfmZubC4ZhcOLECaSkpGD8+PEAhgKW/v5+SUcqVSYjn8UF0U0Q2tr06dNZOyW/w7Nnz7LaBuReLt+ArCOlcRAOhzEwMCBaR+MbaOBCyxyIkdDBgdSmTV7nQknjgIBoHdTW1opSlnJBCDmlE0cqp3EQiURw7do1kYPLy8uD2WwGMOQEg8Eg6urqWG0DQJpvIKdxEAqFEI1G8dhjj7GvqVVG1PgG0iguLsaBAwewY8cOVUOruCB6BitXrmT/zlJgGAYbN25EY2Mjxo0bx/u72mw2MAyDgYEBAEN6BStXrsS4ceNgs9nYDV8KxN7Pnj2L6dOns1kL8lnC305vb6+IbyCncRAKhaDT6djWQkBsa+R3WFFRwWobAGK+AVlH6vcZCoWQmZmJ2bNnA+APRIsFjW+QONAyB2JowYGKskKsNkaC3NxcNDY2ilKWUkEIwzBoaGgQOThAHByEQiGkpqbyrhWyusl3/vLLL1ltA0DMNyDrSGkchEIh5Ofns5sLOd1pfIObQ3l5ObZu3Yr169fj8ccfj+terp7B888/r3jt7t27sW/fPrz11lugKEoy4PV6vejr68Pzzz+PtLQ0/PznP4der0dOTo7s544dOxY6nU60mUpN/7TZbLh+/TqPbwDIaxyEQiHceeedbOmLoihcvHhRFBxEo1G4XC5RJozLNwCkSY8MwyAUCuGBBx5g17906RLC4bBqm9b4BokBqaF13A6cRERCBwfCE31qair0er3IIOIJDq5evcpzPMLhTsCQ0YXDYUSjUdEpS0rjIBgMYv78+exmHolERJu2z+dDKBTCwMAAq20AiPkGZB3hs4TDYdaREly+fBl+v1/VKUvjG/DR1NSEtWvX4tFHH8XGjRvjuleNngFBRUUFtmzZgnXr1uEHP/gB/H6/ZMDr8XhQWFiI3t5efPTRR+jr60N2drZi3d1sNmP06NHo6OiQPNFLdSuMHDmS5RsA0rbm9/sRDod5ttbY2AiKokRBSCAQQHp6OqttAIj5BnLrXLx4EdFolNXrAPgD0WJB4xskDrxeLwwGA68sRWw6UZHQwYFw05ab4x1L44Bg7Nix6Onp4Tm4YDAIiqJEXRHhcBgZGRk8hybl4Do7OxGJRHiOtKWlBaFQSER6DAQCmD59OqttAIj5BnLrnD17FgzD8NYRquLJQeMb8OHz+VBYWIjs7Gzs3LlTlXgUF3JzE4Robm7GK6+8gkWLFuG1115Df38/AEh24Lz++uuora3Fe++9hwkTJsTk0BCkp6ezo8cJpOqzJOCdN28eL0sgtc7p06clbU2n0/Fst6+vD6FQCE8//TRbVpHiG8hpHJw4cQI6nY4tKQD8gWhK0PgGiQWhUB2glRUSOjiQmhUvRUKJpXFAYDabEY1GeacSuXQVRVHIy8uL6UgrKyuh0+lw3333sa8JW76AoVpyKBTCk08+yb4mxTcApFOwx48fh8Fg4NWgXS4XsrOzJTXxudD4BjcQjUaxZs0aeDwelJSUSCpdKkFpbgIX/f39KCwsRGZmJptdkLO1gYEBHDt2DMXFxbjnnnsAxCbYEphMJtA0zdu0peqzZrMZkUhElGWSsrUTJ07AaDQiOzubfc3lcmHChAm8zNO5c+dA0zSvpCDFN5DTODhx4gQsFgsvO6KWQ6PxDRILaveCRELCBgdS6X5AOlpU60hDoRAYhlGckgcMpfClnJnUOidOnIDZbOaNYXY6ncjJyUF6ejr72qFDh6DT6fD000+zr0nxDaQ0DqLRKKqqqpCUlMQLVtQqI2p8gxvYtm0bvvjiC+zevRsTJ06M695YcxMIaJrGunXr4Ha7UVJSIuqy4dravn37MDg4iKeffpqnZaDWpiORCIxGI09+mfw+uIFPe3s7GIbhdc9IaRxQFIVTp06Jul+kbO306dNITU1ltQ0Aab6BVEdEa2srmpubeesIx0ErQeMbJBaU9gKGYb6lb/XtImGDA67AChdymQM1jrS3txcGgwF9fX3sa1KnudOnT0On0/FOTlIaB729vairq+PVVgHpVqwvvvgCSUlJPEcsxTeQ0jg4e/Ysent7ReuoPWVpfIMh7N+/H8XFxSgqKmK7RdQiHp7B9u3bUV5ejl27dmHy5Mns60JbO3z4MDZv3gy73c6Tag6Hw7IiWEJ4vV4wDAOKonivpaam8kpV58+fh16v522mUpt2VVUVBgYGeLYmtWn7fD5cuHBBRGaU4xsAfJs+ePAgTCYTr8ujs7MTvb29qjsVtExY4kCo+AmAle32+/3f0rf6dpGwwYHUpk3++2YzB1evXoXJZGKdFSB9miOnH26ZQkrjoLy8HDRNixyp0+nkOTiXy4X29naMHDmS95lyfAOA77DJ8Btu+tXj8cDtdscMDjS+wRDq6uqwYcMGrFixAi+99FLc96vlGRw4cABvv/02Nm3axKpYEnBtjWgZFBQUYMKECTyb7ujoAMMwMW2apmm43W4YjUY2qASkT1m1tbUiuVk5W8vOzubZZHt7O3w+H8/WPv30U0SjUV4mQopvQNYRahw4HA4R/4FwaGLZtMY3SDwIFT8BZVG8REDCBgdSpCry31xjUKNxAAxtkhcuXIDVauUFB1JBSGVlJUaNGsVbR0rjwOFwYPr06bwNv6urC93d3TwHV1paipSUFF5/uxzfQKhxwDAMysrKRI6wvr4eAGKesjS+AdDT04NVq1YhPz8f27dvVzUGmAu1PIOmpiZs2LABy5cvx5o1a0Tv+3w+6HQ69PT0YOXKlZgxYwZ27twpyoYpqQlyceXKFYTDYRiNRtY+AXF91u/3w+l0SgYHXI0DmqbhcDhEz0g4NFxb27t3LzIzM9nRzYA034Csw/19ejwenDlzRnId7kA0OWh8g8SDXFkBSNzJjAkbHEiRqsh/c41BbRvjtWvX0NfXh3HjxokyByaTia19knkKY8eOlTxlEYcdCARQUVHBa8MCxGREiqKwb98+5OXl8Z5Fim9A1uFqHDQ2NqK1tVXkSJ1OJ1JTU3HHHXcoPrfGNxjqBIhEInj33XdjKkkKEQ/P4Ne//jUmT56MN998UzIAIen+n/3sZ0hLS0NJSQmSkpJEAW9bWxt0Op2ixgEwZAMGg0GUDRM60urqakQiEaSnp4uCEG5ZoK6uDp2dnZI2nZGRwQYCTU1NqK6uxsiRIyUzbly+ASAmPZaXl/NkybnrcAeiyUHjGyQe5AiJgJY5SDioLSuoDQ7Ipj116lRJR0oc0qlTp8AwDCZOnChypFyNg2PHjiEYDEo6UqvVyn6fI0eOoKenBzk5OSJHKuQbkHWEad7U1FTMnTtXtM6MGTNidmgkOt/A5/OhoaEBf/nLX2KeSIVQyzOgKAperxehUAh79uzhkQO56OnpwfXr11ktA3Jil8ocxNI4AG50q4wZM0YU8AptLSMjQ5QNk7K1ESNGiNL6hNtCfiN79+6F3W6H2WwWZdyEfAOpdcrKynDvvfeKNne1ZESNb5B40DIHYiRscCBXVpBypGo0DpxOJ9LT02WDA4LKykrk5ORgzJgxio60rKwMeXl5otQvcXDEkZaWlmLOnDkwGAyidYR8A6l1HA4HHnnkEZE8r5pOhUTnGxw4cACBQADr16/nEf7UQi3P4I9//CPC4TA2b94se9qnaRr//d//jWAwyGoZEEhlDtRwaIitcUc3A9I2TYZ1SWUOCBwOB5YuXSqySa6tRaNRfPzxx3jqqad4dWA5voFQ42BwcBBHjx7lSY0DQ+XB1tZWjW+gQRJa5kCMhA0OfD4fLBaL6BRis9kQCoUQCoUAqNc4IA7ujjvuQHt7OzvoRuqUtWDBAtkULDDUPnbo0CGRgwP4HQQejwdHjhzBs88+y2PbyvENAH4KtqOjQzRoCRgSbmpqaorpSBOZb3Dy5En84Q9/QEpKiuS441hQyzP48MMPsX//fthsNl5LnxC///3vceHCBcydO5fVMiCQCnjVBAfE1oTBAdfW/H4/O09BqCjHtbXm5mY0NjaKbM3r9aK9vZ21tWPHjsHtduOZZ57hBSFyfAOhxsHRo0cRDodF6zQ0NACITUbU+AaJh1AohHA4LDooWiwWEY8mkZCwwYFUpAiIo8WbOWVRFIXr16+zn8NlvTqdTvaUJXea+/LLL9Hb2ytycIODg2hpaWFPWZ988gl0Oh2eeOIJ3ilLjm8g1Dg4ePAgjEajiPV+/vx50DQd05EmKt+gvb0dq1evxuzZs+MWOQLU8wzOnDmDTZs24Uc/+pFsKQEASkpKsGvXLtx55508dj/BzWQOuru70dnZKZs5ILZWXV3NzlPgriPUOHA4HEhKSsJDDz3EW0fIoSktLcW0adMwefJkXquxHN9A2BHhcDiQn5/Py5yQdYQD0aSg8Q0SD3JZZCCxhZASNjiQqjEB4vYVNY7U5/Ph8uXLmDlzJusMidPiBiGEb/C9732PJ7Ah1DhwOBzIysrCnDlzeOucP38eDMPwHOljjz2GESNG8J5Hjm8g1DhwOBysU+fC5XLBYDBg2rRpis+diHyDQCCAVatWITk5Gb/97W/jvl8tz6CjowMvvvgi5s6di7Vr18p+3uHDh1FUVITVq1dj9OjRkgEvd9NWq3HA7VbJzc1FZ2cnq3UgtLWMjAyWEEscqdSmvXDhQlGQ43K5YLFYMGnSJPh8PpSVleHZZ59lpaC568jxDYAhm6YoCocPH5bNuAkHoklB4xskHuTI6UBiSygnbHAglzkQklDUBAfclKUwOBA60pycHOTm5sJut4OiKASDQZ7GAcMwcDgcKCgoEJUynE4njEYjpk6dCpfLhfr6elZalvs8SnwDYMhhe71eVFVVSTpSl8uFKVOmKDLvE5FvwDAMNmzYgObmZpSUlEjaTyyo4RkEg0G88MILMJlMeOedd2Q3NK6WwW9+8xvZgNdut6O/vx80TavWOHA6nUhJScH48eNZu7x69Sqi0Sj6+/t5tkbGjnMdKdfWurq6UF1dLWtr06dPh9FoZLUNnnrqKd5pTo5vQNYhGgenTp2C1+uVXUfjG2iQgpY5kEbCBgdKjpS8r1bjgJuytFqtSE9Pl8wcCB0pWYercXD+/HlcuXJF1sHl5eXBbDajtLQUmZmZWLhwIcLhMILBIDuzQY5vwNU4OHLkCCKRCB577DHRdWqUERORb1BcXIwDBw5gx44dMYdRSUENz4BhGGzcuBGNjY3Ys2cPRo0aJXndlStXeFoGBoNBMeBlGAYDAwOqNQ7Ipm0wGFj7b29vx8DAAPuZXL4BAFHmgGgcHD58GDqdDkuWLBGtw7W1vXv3YtGiRcjKyuKd5uT4BmQdbnZizJgxvEFLwBAHRzh2Wgoa3yAxoWUOpKEFBwJIbdpqTlnclCW3RkvW4fINgBuG6PV6eQ67rKwMVqtV0hES0iPRNnj66adhNBp5xi3HNwD4GgcOhwN33XWXqP2OpmnROGgpJBrfoLy8HFu3bsX69evx+OOPx32/Wp7B7t27sW/fPrz11luiTY6gr68Pzz//PE/LAIgd8BJbU6NxwO0gGDt2LHQ6Hdra2ngqjFy+AQBR5oBoHDgcDtx///2iOj5FUbh48SJmzpzJahuQTBi31ViObwDcID1yM25CHYP29naEw2FVNq3xDRIPcm3t5DUtc5BgkDtlpaamQq/XsyxqQJ3GAdfxkOCAO9yJyzcA+EEIV+PA4XBg8eLFolRyJBJhN22ibfDMM8+wn0E+U45vANxw2KFQCJ9//rlkdqKjowN+vz/mKSuR+AZNTU1Yu3YtHn30UWzcuDHu+9XyDCoqKrBlyxasW7cOy5cvl7wmFAqhsLBQpGVAURT8fn/MgFeNxkEoFOJ1q5jNZmRlZaGtrU1ka4RvAAwFDIODg4hEIqytDQwM4G9/+5ukrV2+fBkURWHWrFmstsHSpUsB8FO9cnwD4IZNO51OdHR0YNmyZaJrmpqaAIA3LVUKGt8gMeH1emEwGHjy2wTCDpxEQsIGB3KnLG7tVI3GgVTKkgQHwWAQFEXBbrfz+AaA+DSXm5uL9vZ2OJ1OSUd69epVhEIhzJw5k9U2IGN0uac5Ob4BcMORHjt2DH6/X3Id4kiV0uaJxDfw+XwoLCxEdnY2du7cGbOlVQpqeAbNzc145ZVXsGjRIrz22muS19A0jVdffRW1tbUiLQNC4FPqwOHamhJaW1sRjUYlA17hpk3KZOQ18l3IOhUVFaAoSrJ81dTUBJ1Oh7y8PFbbgOhtkFZjk8kkyzfgahw4HA7YbDbMnz9fdN2lS5cwfvx4yd87gcY3SFwIheq40MoKCQi5zAFwo3aqRuOgra0NFEWJHGl7ezs7nVHJkZIgJDc3l50kt2jRItE6ly5dAgBkZ2ez2gYExHiTk5Nl+QbAjRSsw+HAxIkT2ROfcJ3s7Gz2RCqFROEbRKNRrFmzBh6PByUlJTfVtqiGZ9Df34/CwkJkZmYqZhbeeecdfPbZZyguLhZpGcRKjZJr1AQHTU1N0Ov1bPAJ3AgOyDomk4nHN+CuQ7JuxNZIO6TUOhMmTMC5c+fgdrt5Nk1+n0p8A67GgcPhwJIlSyQzImo0OzS+QeJCzV6QiEjI4ICb7pcCN3MQy5GSTZubsiRaBy0tLQAAg8HA4xsAQFJSEkwmE+8053A48P3vf19yE7p48SJycnLw+eefs9oGBMR4r1y5Iss3IBoHOTk5OHToEJYtWyYZKTc1NakqKSQC32Dbtm344osvsHv3bkycODHu+9XwDGiaxrp16+B2u1FSUiJrk4FAAKWlpXj99dclRZekpn8SEHtSmzm4dOkSJk+ezGs7FAYHjY2NPL4Bd+2Ojg74fD42kJXKUJF1Zs2axWobcEWeyO9TaeiWhAAAiRdJREFUiW9AuDo6nQ4NDQ2y66gJDjS+QeJCzV7AMMzf+Vt9+0jI4GBwcJAnsCIEN3OgxpEKU5aECU5S9C0tLaJBMKR8QU5ZI0eOxMmTJxUdKSkpEG0DAp/PB71ej3PnzsnyDYjGweDgIDwezy070uHON9i/fz+Ki4tRVFSEhQsXxn2/Wp7B9u3bUV5ejl27dmHy5MmS11RVVcHn82HFihV48cUXJa9RyhyYTCakpKSgp6dHlcYBsTUuiNZBT08PUlNTcfr0aR7fgLs2CZh7enrg8/kkeQDkusmTJ7PaBtxglZzmYvENgCHOj9lslvw70TQNn8+nqlNhuGfCNEiDq/gphN1uRzQahd/v/zt/q28fCRkcKDlS8no8KVihIyXBAckc1NfX8/gG3HWuXbuGcDiMrq4u0DTNErKk1hk1ahRP24D7PFarFSdPnlTkGwBDmgyZmZmSJzGapkXjoIVIBL5BXV0dNmzYgBUrVuCll166qc9QwzM4cOAA3n77bWzatEmkUklQU1ODN954A0lJSXj55Zdl11PKHABDttbe3q5K44Cc6LkgHQFtbW2SZTLu2sTunU4ncnNzJYmA0WgUAwMD6OnpYbUNuODatJytEY2Dzz//HA8//DBSU1NF1xDhJiWb1vgGiQ2u4qcQQlG8REJCBgdKohfk9Z6eHlUaB1LBgVDr4Ny5cyJHCgw5046ODgBDAcTcuXN58+sJaJpGX18fOjo6WG0D4fPYbDZFvgHRODhx4gSWLl0qeZKNRCIAoHjKGu58g+vXr2PVqlXIz8/H9u3bY473lYIanoHL5cKGDRuwfPlyrFmzRvIaomUwadIk2Gw22ewDMOS8dDqdbDbHbreLFDKlQE5JUpkDYGgjTUtLE/ENALBrE40DMgBJ6t+Q2NrZs2dZbQPh80SjUVm+AVknKysLZ86ckc2ERSIRWK1WxYmZGt8gsRGrrAAk5mTGhAwOlEQvyOtkNoJScKCUsszNzcXVq1dhNBpRX18v6eBsNhvcbjcYhkF1dbVs+pU40i+//JLVNhA+j06nk+UbAEOOdMSIEbICS2Sd5ORk3HHHHbLPPJz5BhRFYfXq1YhEInj33XcVFSLloIZn0N3djVWrVmHy5Ml48803JTdPrpbB7373u5hBitfrhdVqlSXPEluLpXFAbE3YrUK0DtxuN2iaFvENgCFujdVqRUdHB0aMGAG3261oa6mpqfjqq69EmTDyPKRjQSrLBdwYp84wjKTAElknLy9P8d9P4xskNmIREgEtc5AwUFNW6O3tBaAcHCilLHNzc+F2u9nTntSJ3m63w+PxwGw2S06S466j1+vR39/Pahtw4fV6EQqFZPkGwI3MQWpqKh588EHZdSZPnqzYnTGc+QZFRUU4d+4c/vKXvyieNOWghmdAURR+8YtfIBAIYM+ePZIDlYRaBunp6THXVjr9ADcC3lgaBxRFISMjQ1QKIVoHHo8Hfr9fxDcgIEEITdMYMWKEbBBJURTMZjPS09MlS2k+nw9dXV2yfANgyKa7u7tx7733yipJEptWgsY3SGxomQNpJGRwEKusQIQvYmkcKKUsc3Nz0d3djWg0Ksk3IOuTICQvLw+TJk2SXUev1+Ouu+7itZcR+Hw+eL1eWb4BALZH/ZFHHpF1tpFIRHFq3XDmG7z//vv44IMPsG3bNsybN++mPkMNz2Dz5s04c+YM/vznP0ue4JW0DJQQKzggtharTBaJRGQ309zcXPT29qK3t1eyTEbW6e7uRnd3N5YuXSprj5FIBD09PTxtAy68Xi+uXr0qa2vRaBTt7e1oa2uTDaoHBwcRjUYVgwONb6BByxxIIyGDA5KulNskbTYbgsEgxo4dq3iKVkpZEkfq9/tlHSkJQnw+n6yDA4ZOP/39/ZLpVwDo7e1Fd3e34qbd0tKCnp4e2XVCoZDixkA+YzjyDU6ePImioiKsWrUKP/nJT27qM9TwDD788EPs2bMHW7ZskRTrAYDf//73sloGSlBycMANW1MTHMgFiGRgl5Kt2e129PT0yA5AAoZ0HSKRCCiKkrRphmHQ09ODYDAoa2tutxt+vx8Mw8iu09zcDACKAa/GN0hshEIhhMNh2cDaYrHAbDZrwUGiQI0jpWlaRJISQillmZubi0gkgoGBAVkHZ7PZWLlZOQfn9/sRiURgNBp52gZcdHZ2gqZp2XVCoRDa29thNptlWfGEYa7kSIcj36C9vR2rV6/Gfffdh82bN9/UZ3R3d8fkGZw5cwabNm3CypUr8bOf/UzympKSEuzatUtWy0AJajIHfr9fMTjwer2KJ20ih8wwjKytJScnIxAIICkpCQ899JDkNaTV8Y477uBpGxAMDg4iGAwq8g3a2toQCoWQl5cnm125dOkSdDqd4jNrfIPERqwsMpC4QkgJGRyocaTRaFSxpBArZTlu3DhEo1EA0nwDYIjdHQqFkJ6ejjlz5khe09raCoZhcO+998o6MLfbjaSkJFm+AZFenjNnjuxzE4etlMYebnyDQCCAVatWITk5GX/6058Ua/FK2Lp1qyLPoKOjAy+++CLmzp2LN954Q/IzDh8+jKKiIqxevVpWy0AJsQLelJQUdiy4HIgNSHEJgBviXmlpabLX6HQ6RKNR3H///ZJ8CmCoU4NhGDz++OOSGTWfz4dwOIz8/HzZ7F5LSwtCoRB++MMfyj7PxYsXYTQaFf+uGt8gsRGLnA4kroSydEFwmCOWIyXBgRIRLFbKkgQHaWlpig6ZYRjMnz9ftnxx4sQJAMCTTz4p+xl9fX2YPXu2bH23oaEB4XBY8TTa1NQEo9Eo64wJ3+Dpp5+W/YzbCQzDYMOGDWhubsZnn32GkSNH3tTnDA4OoqamBvv27ZMMJoPBIF544QWYTCa88847khtVTU0NXn75ZRQUFOA3v/nNTX2PWAEvTdOgaVqxU4HMOpAjY44dOxY0TWPChAmy7H+/3w+aphUnV/7tb38DAFlNj97eXlAUpVhWIb+LH/3oR7LXXLp0SfY3AWh8Aw1a5kAJCRkcxHKkBoMBNE0rXhMrZWm1WsEwDNLT02Ud6eXLlwEADz/8sOw6R48ehU6nk80+kBSsksjLoUOHAECy04GABAdyGG58g+LiYhw4cAD/9m//pjhkSglnz57FwMAAfvGLX0jyDBiGwcaNG9HY2IhPP/1UklFPtAxmzJiBnTt3KmoZKCFWwBsMBgFAMX1ObEDuO5CpdUo6CURLQShqxEVDQwOMRqPs/I66ujrFMhkAnD59GikpKbJjrYl8uZJNa3wDDVrmQB5aWUHmfQCSIzwJYqUsiR63Ugr+7NmzACBLTiPz7o1Go6yTO3nyJBiGUTxlVVVVwWq1yuoX0DSNS5cuKaZfhxPfoLy8HFu3bsX69esVT7hK6OrqwpYtW2A2m/H8889LXrN7927s27cPb731luQmxtUyKCkpuSldBYJYNj04OAgAkiqCBLFsgJQdpIS6CK5evQq9Xi+biWloaGAJwXI4ffo0dDqd7KbNMAwuXryISZMmyQbely5dAkVRMW1a4xskNmK1tZP3EjFzkJDBQaxTVk9PDwAoOrBYKcuTJ08CgKJzcrlc0Ol0siWFQ4cOIRQKKX6Pv/3tb9DpdLInqFAohAsXLmD8+PGyn3H58mUEg0HF5xkufIOmpiasXbsWjz76KDZu3HhTn8HVM7Db7ZIn7YqKCmzZsgXr1q3D8uXLRe8LtQyUpmDGAkVR8Pv9ig6OzKwPBAKS74dCIVy5ckXRBk6fPg0AstcMDAzA4/HAYDCwYkpC7N69GzqdTjEQqqmpUWwjdjqdGBgYUGw5dblcit8V0PgGGm78LpQOgqTTJ9GQkMFBrFNWe3u7YgujmpQl2bTlnHF7ezsrkiQXlb777rswGAyKwcGpU6dgNptlN5djx46xZEQ5OJ1OAPKOdLjoG/h8PhQWFiI7Oxs7d+5U/BsrgegZ/OpXv5L8jObmZrzyyitYtGgRXnvtNdH7N6tlIIf+/n4AyqnR3t5e6PV6WVu7cOECotGook2fOXMGBoOB1eYQoqKiAtFoFCaTif1OXESjUXz66acwm82yQTNN0zh//jxSUlJk7f6vf/0rGIZRLAe4XC5W1VEKGt9AA3BjL1BS0NTKCgmEWJkDog0vZxBqUpbHjx+H0WhEb28vaJoWvX/w4EEwDAOTySS5jsfjwdGjR2GxWGTXoSgKdXV1MJvNssGOw+GA0WiUzSwAQ4501KhRspvlcOAbRKNRrFmzBh6PByUlJZJjsdWAq2cg1WbX39+PwsJCZGZmynYv3KyWgRzUpEavX78Og8Ega9Mulwt6vV42OPD7/WhsbITBYIDH45G8xuFwwGAwsKPIhTh27Bi6u7uRm5sr64wbGhowODiomEn57LPPYDabFYMqp9OpqNmh8Q00ALH3AiBxCYkJFxwwDBMzc9DW1oa0tDRFRwrIn7R9Ph8aGhpgNptB0zQ7p4ELh8OB1NRUmM1mScP75JNPEIlEMG7cOFlHWldXh2AwCJPJJPk80WgUDocDer1ecV6Cy+Ua9voG27ZtwxdffIHdu3dj4sSJN/UZseYm0DSNdevWwe12o6SkRPJvcitaBnKINZERGNLCUMpSkQmKcrZWXV3NBsTXrl0TvU9RFA4dOgSj0Qi9Xi/52yktLUVSUpJioEpsTY7X0NraivPnzyMpKUmWDMwwDFwul2JwoPENNACxs8jAjcwBwzB/p2/13UDCBQeDg4OgaTpm5kCJhBIrZXnq1ClEo1GYzWbodDp2OiNBb28ve3KRC0JKS0uRkZGBqVOnyn7PyspKmM1mWCwWSaLZ2bNn0dXVBYvFosgwdzqdMYOD25lvsH//fhQXF6OoqEg00VIt1MxN2L59O8rLy7Fr1y7JjelWtQzkECtzQEaCp6SkKAa8sTbTlJQUpKWlwe12s3NFCKqqqtDX1weLxSKZofD5fPjrX/8Kg8EQ09YyMzNlN+2DBw9Cp9PBbDbL2nRnZyd6e3tltRjI972dM2Eavh6QibZKsNvt7LTSRELCBQdqUrBtbW0YOXKkrCONlbKsrKxERkYGTCYT9Hq9KDgoLy9HJBKBwWCQJLu4XC64XC7QNB3Tkd5xxx2y0/gcDgesVitMJpPsKcvj8cDtdss+z+3ON2hsbMSGDRuwYsUKvPTSSzf9ObHmJhw4cABvv/02Nm3aJKlC+XVoGcghVuago6MDDMPI1k5pmkZ9fX1MW8vNzYXdbgfDMGzLIoHD4cDIkSNhMpkkMxSffvopQqEQAMjaGk3TOHnyJEaMGKFYJpswYQJGjRolSyIjHBq5dTS+gQYCn88Xs6xAbDHReAcJFxzEEr3o7+9HX18fMjMzJY1BbcoyLy8Per0eI0aMEAUHDoeDfT8jI0PkSEtLSzFixAiEQiHZdSiKwunTpzFmzBhJ42YYBmVlZcjPz4der5cVtqmvrwcgL+Z0O/MNaJrGr3/9a+Tn52P79u0xxx7LIdbchKamJmzYsAHLly/HmjVrRO9/XVoGciAju+UyO8T+pGyNfL+BgQFZG/D7/aipqcHo0aPZFkUyLhkY+nd2OByYOnUqkpOTJcsKe/fuxcyZM6HX62VP9A0NDfB6vUhLS5P8fXo8Hpw5cwaZmZmKwmIulwvp6emy3Q4a30ADgdqyApB4kxkTLjiIJXpBnN6YMWMkjSFWytLn87H1W5PJhDvuuIMXHAQCAVRUVLDCO8IghKIo7Nu3D/fddx8A+U27rq4OgUAAGRkZksbd2NiI1tZWZGdnY8yYMbKkRqfTidTUVNng4XblG1AUhb6+PkQiEbz77rs3rSGghmfw61//GpMnT8abb74pCkC+Ti0DOXi9XtnsETAUHOh0OowaNUoy4CUcGrmpoIRvQDZcYamsrq4OnZ2dyMzMZDNZ3N9OU1MTqqurMX78eGRkZMhqIFRWVsJisUCv10v+PsvLy1kSb6zgYNasWbLBoMY30ECglpAIaJmDYY9YZQUSHOTk5EgaQ6yU5alTp8AwDLKzs2Gz2ZCbm8tzpMeOHUMwGER2djbS09MxatQoniM9cuQIenp6kJOTA6vViuzsbMl1KisrkZaWBrPZLGnchPBoNBpjOtIZM2bIbiy3K99g586diEQi+Jd/+RfZwCcWYvEMKIqC1+tFKBTCnj17RLMEvk4tAyWoIdhmZ2djxIgRkgGvy+VCVlaW4qadkZHBZsKysrJ4Nu1wODBixAhEo1Hk5uaKyhd79+6F3W5HJBLBzJkzFTftefPmYWBgQPJ5ysrKcO+996KrqyumTSsphmp8Aw0EWuZAHgkXHMQqK7S1tcFkMmHs2LGyjlQpZVlZWYmcnBzo9XrJ4KCsrAx5eXkIBAKSjrS0tBR33nknuru7YzrS+fPnyzpSh8OBRx55BB0dHapOWVK4XfkG77//Pj777DNYrVbFTSIWYvEM/vjHPyIcDmPz5s2imQVft5aBEtQEB1K2RhBrM62srMSCBQvYdYQ27XA4sHTpUly9epVdh/x2otEoPv74Yzz55JM4f/68rK0RvsH3vvc9ydPc4OAgjh49yq4jR0bs7+9Ha2ur7PNofAMNXGiZA3kkXHBApFvlBFba2towbtw4pKenIxQKsSQqAjUpS+JI7XY7cnNz0d7eDpqmEYlEcOjQIRQUFLAOm9tD6/F4cOTIETz33HNwOp2yDo7wDYgjFW4MHR0dqK2tRUFBAdrb22WDg2AwiKamJtl1bke+wcmTJ1FUVIQnnnhCdiqgGsTiGXz44YfYv38/bDab5Njhr1vLQAlqdDuEtsaFkq0RvgHX1rjBQXNzMxobG3m2xiXZHjt2DG63G8uWLUN7e7vsOoRv8L3vfU8y2Dl69CjC4TDuueceRCIRWZtuaGgAANl1NL6BBoJQKIRwOBwzc2CxWGA2m7XgYLgjHkcKiKNFpVMW4RsIT1kUReH69ev48ssv0dvbywsOuKe5Tz75BDqdDkuWLEFLS4vsKYvwDbhBCBcHDx6E0WjEgw8+CLfbLetIz58/D5qmZZ/nduMbtLe3Y/Xq1bjvvvvwyiuv3PTnxOIZnDlzBps2bcKPfvQjyQDkm9AyUMKtZA56enpw7do1WRsgfANhwEuCA4fDgaSkJNx1113w+XwYN24cb53S0lJMnTqVLVsp2ZrFYsHUqVMlW40dDgfy8/PZ/5azaZfLBZPJJMvV0fgGGgjUTGQkSEQhpIQLDuJxpOR6glgpS8I34KZGSfqzra0NDocDWVlZmD17NnvK4gpslJaWYunSpXC73WAYRtGRpqWlYdasWZLP43A4sGDBAlbCVi4F63K5YDAYMG3aNNl1bhe+QSAQwKpVq5CcnIw//elPiuqVSojFM+jo6MCLL76IuXPnYu3ataL7vyktAyUoBbzhcJgNEKWCA9KtIheIEr5BXl4eL+Dt7OwERVFwOBxYuHAhq5rIzVD4fD6UlZXh2WefRX19PSwWiyzpkfANSKaOa9MUReHw4cNsUA3I27TT6UR+fr7s31/jG2ggUDORkSARJZQTLjhQmzmQIqHESlkSvkFubi7rSIkTu3LlChwOBwoKCtDd3Y1wOMw6UoqicPbsWdTX1+PZZ5+F0+mE0WiUFUAifAOj0Sh6Hq/Xi6qqKp4jVTplTZkyRZJBfzvxDRiGwYYNG9Dc3IySkhJZYp0aKPEMgsEgXnjhBZhMJrzzzjuiDeib1DJQglLASzQOiK319/fz5LydTidSUlJkB3ORMhlN0+jv72czBwzDoLa2FtXV1SJbI470008/RSQSwYoVK+ByuTB9+nRJVVEh3wDgBwenTp2C1+tl18nIyJDVOFDK7Gl8Aw1caJkDZSRccKDkSInGgVxZQU3KcsGCBdDpdOymbbVakZ6eji+//BJXrlxha7MA2BQsMFTDzszMxMKFC+FyuZCXlwez2Sxag8s3CIfDCAaDvOc5cuQIIpEIHnvsMbS1tSlqHCjVmm8nvkFxcTEOHDiAHTt2sC2iNwMlngHDMNi4cSMaGxuxZ88ejBo1ivf+N61loASlgJd70rbZbGAYBgMDA+z7ZNOW+r5cvgG5h2QOgCHhJ1IGI/NIMjIyWEe6d+9eLFq0CFlZWYq2RvgGpHQB8E9zDocDY8aMwezZs9ngXQoURSmSHjW+gQYutMyBMrTggAOyacuVFZRSlly+gXCd3NxcVFVVwWq1YsGCBTyHTQzzs88+w4oVK2AymRQ7CIR8A0DsSO+66y6MGTMGbW1tshoHRBXvducblJeXY+vWrVi/fj0ef/zxm/6cWDyD3bt3Y9++fXjrrbdEswF8Pt83rmWgBCWbJhoHOTk5rJ1wT0BKtsblG3BVGIl0+Oeff47777+fFfoisxlsNhu6u7tRXV2NZ599FhRF4eLFizH5Bnfffbeo1ZhhGDbjptPpFAm2ly5dQjgcVlxH4xtoIFCjlkugJKc/XJFwwYHSKYsbHKSmpopG3CqlLLl8A+Fwp9zcXDQ0NGDx4sUwmUxoa2tDeno6rFYrbDYbQqEQent78cwzzyASicTctLl8A+CGcYdCIXz++ecoKCgAAMVT1uXLl+H3+xVrzd91vkFTUxPWrl2LRx99FBs3brzpz4nFM6ioqMCWLVuwbt06LF++XHT/r3/9629cy0AOFEXB7/crBgfZ2dm84VzEbkKhUMxNm8s3AIZszWw2IzMzEy6XS9LW7HY7enp6YLPZsHTpUjQ2NoKiKEVbmzdvHiwWiyjV63Q60dHRgWXLlonWEYKIOU2fPl3yfY1voIELr9cLg8EgW6LiQkrmfrgj4YKDWKcsk8nEqsBxU0mxUpZcvkEwGARFUWwQQpylnCMNBAKYOHEipk+fjpaWFoRCIUWHzeUbkM8AhtrG/H6/quCAiDlJpeFvB76Bz+dDYWEhsrOzsXPnTlkRJzVQ4hk0NzfjlVdewaJFi/Daa6/x3qNpGl6vFxcuXPjGtQzkQEinSmUFrq0BNzIHFy5cQDQaVbQ1bpkMuLFpWywWhMNhPPbYY6J1UlNTEQgEsGzZMlgsFjidTuh0Ol63AQGXbwCIW40dDgdsNhvmz5+PaDSqqHHgcrkwfvx4yd+3xjfQIATZC9TIqmtlhQRArPrsuHHj2I2GS0JRk7IkjlR4ou/p6QFN03j44YfZdYgjDYfDCIVCmD9/PoAbpx+pdbh8A0CcFnM4HJg4cSIr7ayUgnW5XMjOzpY86X7X+QbRaBRr1qyBx+NBSUkJrFbrTX+WEs+gv78fhYWFyMzMlMwovPPOOwgGg/jVr371jWsZyCFWapRra8LMgcvlgl6vl9y0uXwD7j3kt+P3+5Gamsp+NtfWWlpaQNM0lixZwq4zYcIEySwUl28AiH+fDocDS5YsgclkgtvtVtQ4UOI1aHwDDUKoEUAi0AiJwxzCdL8QwpM2N1pUSlkK+QbCE/2lS5dgNpsRDAZF65SVlUGn07Gf63Q6kZOTg/T0dNE6XL4Bdx2bzYZoNIpDhw5h2bJl0Ol0CIVCihoHSrXm7zrfYNu2bfjiiy+we/duTJw48aY/R4lnQNM01q1bB7fbjZKSEpHNlJSUoLS0FFarFd///vdv+jvcKmJNZOTaGgmiyD1kuqiUVgOXbwDcCA6sVisoikJnZydLmPX5fKzGATAUcBmNRlY1MpatEb4B+Szyb93a2oqGhgZeJgyQ7r4hA9E0voEGtVAjnUzAbTlPFCRUcDA4OCgpsEIgDA640aJSypLLNwD4p7ne3l40NjbCYrGgra0NNE3zTll79+5lN3eyjhq+AVlHr9cjNTUVZ8+ehcfjYR0pGamr1A+utM53lW+wf/9+FBcXo6ioCAsXLrzpz4nFM9i+fTvKy8uxa9cu0RwNomWwYsUKVfXKbxJKmQOuxgEAmEwmpKSk8AJeNXwDYCigILM6qqqqEIlEQFEUKIribdo+nw8nTpxAcnIy+vv7VW3ahG9A1iG/z4MHD8JsNrN/ZyWNAzIQTalT4buaCdPw7UBKXVYOdrsd0WgUfr//G/5W3x0kVHAQTwqWXEfuibWZEr4BwD/NlZeXQ6fTscHB9evXWY0Dl8uF+vp6jBkzho1KnU6n4imL8A3I85BpfA6HA5mZmewJTOmU5fF44Ha7JZ/nu8w3qKurw4YNG7BixQq89NJLt/RZSjyDAwcO4O2338amTZuwePFi3ntcLYOXX375lr7D1wGlzAFX44CA2DTpVlGyNVImA/inLNJaaDAYcPXqVZ6tffrpp6BpGklJSfB6vWhvb4fP55O0NSHfQGqdhx9+GKmpqQCgqHFAODRS67jdbo1voEEEKXVZOUh1rw13JFRwoCR6wdU4IOCmkmKdfoSOlNzvcDgwb948jBw5Em1tbTyNg9LSUnbMrdfrRVdXFztwSQgh34A8j91uB8MwKCsrw9KlS9kTsJLGgZIq3tWrV7+TfIPr169j1apVyM/Px/bt21WRiOSgxDNwuVzYsGEDli9fjjVr1vDe+za1DOTg8/mg0+kkszxSJ22SDbty5QoGBgYkbS0QCPD4BsANW6NpmuUBAENcA67GAdE20Ov18Pl8bDlOytaam5t5fAPyPDabDR6PB2fOnGEzYeR5lMpk6enpkvZeW1sLQOMbaOAj3rICkFiTGRMqOFASveC2MRIQR6qUshwYGODxDYAhAzKZTGAYBhUVFVi2bBmrR08cdlZWFvbt24cVK1awbTJKZMSLFy/y+AbkeWw2GxobG9Ha2ipypHIaB06nE6mpqbjjjjtE79XU1Hzn+AYURWH16tWIRCJ49913b0lHQIln0N3djVWrVmHy5Ml48803eQFIX1/ft6plIAev18tmj4TgahwQkICX2JpUt0p9fT2PbwDcsLW6ujp0dnZixYoV0Ol0rE3n5ubi0qVLqK6uxo9//GNYrVZ4vV64XC5kZGRg9OjRonVqamp4fAPyPCTjxjAMG4QAsQm2cgPRamtrNb6BBhHiJSQCWuZg2EKprCAVHBBHqpSy/Oqrr3h8A7KOzWbD8ePHEQwGUVBQwAsO0tPTcfr0afT09OCZZ55hgxCXywWr1SrpAGtqanh8A+CGcTscDqSmpuLBBx9k34t1ypoxY4bkhlJTU/Od4xsUFRXh3Llz+Mtf/iKr9qgGSjwDiqLwi1/8AoFAAHv27OGR9EKhEAoLC781LQMlxCLYEo0DAq6tZWVlSY6irq2t5fENAL6tjRgxAgsWLEBWVhYvONi7dy/sdjuWLl3K++3IjR6vra3l8Q24z1NWVoZ7772Xp0QZy6blMnu1tbXfuUyYhm8fWuZAGQkVHCiVFbgaBwRcRyqXsqypqeHxDQC+g8vLy8OkSZN4wUFubi5KS0tx5513Yvr06bzTnJwjramp4fENuOs4HA488sgjPCcby5HK1Zpra2u/U3yD999/Hx988AG2bduGefPm3dJnKfEMNm/ejDNnzuDPf/4z76RN0zReffVV1NbWfmtaBkqIp/sGgMjWpFBTU8Mrk3HXcTgcWLp0KYxGI8+mc3Jy8PHHH+PJJ5+ExWJhFeXitTWv14ukpCQcPXqUlwlT0jhQGohG0zQ6Ojq04ECDCFrmQBkJFRwIBVa4EGocAGDVC+vq6mRTllKOlLBgDx06xDq43NxctLe348qVK8jMzMSRI0fw3HPPAbgRhCiRHp1Op6Qj1ev1qK2t5TlSQD4FGwwG0dTUJLlONBpFd3f3d8aRnjx5EkVFRVi1ahV+8pOf3NJnKfEMPvzwQ+zZswdbtmxh9SYIfv/73+Ozzz5DcXHxt6ZloIRYuh1CG4hlawzD4Pz585K2Fo1G0djYyLNpwqMhrbPPPvssu87169fR3t4uuU4kEsHAwADP1kircUdHB8LhMM+mlTQOlAaihcNhABrfQAMfoVAI4XBYdebAYrHAbDZrwcFwxc04UmCodCDnSJuamkSbqc/nQyQSQW9vL8+RUhSF5uZmlkT2xBNPABgKQvr6+tDS0iJ5yqIoCsFgUHKdrq4uGI1GHqteSePg/PnzoGla1pF+V/gG7e3tWL16Ne677z5s3rz5lj5LiWdw5swZbNq0CStXrsTPfvYz3nslJSXYtWsXXn/9dfzgBz+4pe/wTeFmMgc9PT24du2aLPE1EolI2tq1a9eQlJSEhx56CMCQTbe2tsLn8+HChQuYOnUq5syZw65D+DVytmY2m3l8A9JqfP78eeTn5/OyNErdN0oD0cLhMCZNmqTxDTTwEM9ERoJEE0JKqODgZhwpwzC4fPmyrIMT8g2AIcPr6elBVlYW6yxJOrStrQ1NTU1YunQp67CIw1batFNSUkSBg8/nY1u0uM+lpHHgcrlgMBgwbdo0yXWmTp36rfMNAoEAVq1aheTkZPzpT3+SJFWqhRLPoKOjAy+++CLmzp2LN954g3cf0TJYvXo1XnzxxZte/5uGXMAr1DggIEORAOkOgnA4jPT0dB7fABiytUuXLmHhwoUsHyM3NxfXrl0DTdOora3Fs88+y2bQ7HY7rl27BovFgkmTJkmuM3PmTBHfABhqWRVmwpQ0DpQGooXDYdx1112i1zUkNuKZyEiQaBLKCRUcxJs5sNlsiEQiYBhGdtMePXq06D5yyiooKGDLFOPGjQNN0/D7/bz0KzBkoMFgEAaDAVOnTpVcZ/bs2Ty+AQD09vayY6CFzwLIn7KmTJkiYtszDINwOMwGM98WGIbBhg0b0NzcjJKSEowcOfKWPu/f//3fJXkGwWAQL7zwAkwmE9555x3exsLVMvjNb35zS+t/05ALeKU0DoAbp5/k5GSMHz9edB/ZTLllsmg0Cq/Xi7a2Np6t5ebmIhKJwO/3g2EYrFixgn2PBCHTp08X2S1N06AoSmRrXq8X4XAYgUBA0qblNA7k+BNutxvRaPRbt2kN3z1omYPYSKjgQM6RSmkcAEPGQFEU9Hq9ZMqSoiiRIwWG1Nr6+/t5Ds5qtSIlJQXBYBCjRo3iqfvZbDZQFIWJEyeykrTcNaQcaTgcZjUYyPAbAiWNA7la89WrV0HT9Ld+yiouLsaBAwewY8cOyTa7eBAOh/H++++LeAYMw2Djxo1obGzEnj17eIz476KWgRLkAl65kzaxtby8PNGzBQIBRCIR3HnnnbzXBwYGEAqFYDAYeK2Fubm5iEajCIfDWLx4MbKystj3iCOVsrXm5mbQNC2yaZ/Ph1AohKysLNFYbDmCrdJANKJvoAUHGoTQMgexoQUHkG5jBG5kDsaOHStKWQ4MDLDBgRDXrl1DcnKyqG5LHPPTTz8tai+LRCKScwIuXrwIhmFE6xBHOmXKFFEQIKdxQFTxpBx2TU0NAOlU898L5eXl2Lp1K9avX4/HH3/8lj6ru7sbXq8Xd999t4hnsHv3buzbtw9vvfUWbxP6rmoZKEHOpqU0DoAbtiaUhAaG9A2kbM3r9SIUCmHWrFm82v3YsWMRiUQQiURYci0BmcwoZ2vceSLCdR599FFRwC1HsFUaiFZbWwuj0RjX6VBDYiCWWq4USAdOoiChggO5U5ZccJCamopIJMI7ERF89dVXAMSnEoZh0NfXh1mzZok251AoBAD46U9/yns9JSUFkUhEsp5KHKkwc3H9+nWEQiHJoT9yp6zLly/D7/dLBgA1NTWs9v63gaamJqxduxaPPvooNm7ceEufFY1GsXXrVgDApk2beCfkiooKbNmyBevWrcPy5cvZ17/LWgZyoCgKfr9fNjgQahwAQFJSkizrv7a2Fnq9XlRu6OzsRDgcFs2yMJvNoGkaRqMRS5cu5b1HyIVSEx9ra2thMplEWbKvvvoK0WgUP/rRjySfR65MBkgPRKutrRWtoUEDMLQXGAyGuPwdEatLFBhjXzJ8oHTKEmocAEPtVjRN89LOBERJMDs7m/d6U1MTwuGwqCUOGBrdbDAYJE9MDMNIBiE1NTUwm82iuu3Ro0dFCnLc55EigRExJ2G6nmGYb9WR+nw+FBYWIjs7Gzt37pQUZ4oHO3bsQE1NDex2O4+z0NzcjFdeeQWLFi3Ca6+9xr7O1TL4r//6r++cloEc+vv7AUinRuU2U4/HAwAiuwVu2Jrw1F5RUQGGYUQBACkpZGZmitqDyTrCzAUhL0rZ2qlTp2AwGEQBr5LGgdxAtKtXr6Kjo0MLDjRIguwF8ciwa2WFYQyl+qxQ4wAYSlkCN0bdciHnSD/77DPodDpRScHj8aCvrw8GgwE0TfPeu3LlCgCITqsURcHpdEo6uIqKChgMBlFtFpBPwbpcLmRnZ4vWaWlpQXd397fiSKPRKNasWQOPx4OSkhLJf+t4QPQMVq5cyXue/v5+FBYWIjMzU9S18F3XMpCDUmpULjggWTJha5/f78f58+clbeDYsWMwGo2ioPbYsWOgaVryb+Z2u2EwGNhpowQNDQ0YGBiQXOfcuXOw2+2ibIeSxoEch6aqqgoAtOBAgyTiEUAi0AiJwxREYCUeR+pyuaDT6US1Z5/Ph6amJknHc+jQIZjNZhEP4JNPPgHDMDCZTLh+/TrvvcbGRhiNRkQiEd7rdXV1CAaDImcZjUZx6tQpJCUliQxcSeNATq2usrISBoPhlloGbxbbtm3DF198gd27d0tyLuIBV8/g+eefZ1+naRrr1q2D2+1GSUkJzwZuBy0DOShNZJSz6UuXLsFoNCIYDPJer66uRiQSEdkARVE4e/YskpKSREHABx98AL1eLwoAyPomk0l00qqsrITZbBat09rais7OTsnsmVz3jdJAtMrKSkyaNOmWBnRpGL6IRzqZgDuILxGQMMEBqYHG40hdLhfS0tJEjvTUqVPsRs9Fb28vzp07x8rHcvGf//mfMJlMMBgMrLMjqK+vR0pKiqQjTUlJEa1z9uxZ9PX1ITk5mR1nS6CkcSB3yqqsrMTUqVP/7o50//79KC4uRlFRkaieHS+U9Ay2b9+O8vJy7Nq1i0fEu120DOQglzmQ0zgAhkSwkpKSJG0tPT1dVL6qqqqC3+8Xvefz+VBWVgaz2Yz+/n5QFMW+xzAMWlpaYDQaJdeRssGDBw9Cp9NJDgOT67xQGohWVVX1rXfeaPjugqjYxgO73Y5oNAq/3/8NfavvFhImOLiZFKzT6cSoUaMkHdzo0aNFrWDl5eWIRqOwWCy8IMTlcsHpdMJisYiCA4Zh4HQ6JckulZWVkmUDMmhp5MiRolKI3CnL4/HA7XaLHDPDMKiqqvq7t3s1NjZiw4YNWLFiBV566aVb/jy5uQkVFRV4++23sWnTJp6K5O2kZSAHucyBnMYB6VaRszWpzdThcMBms4l4N59++inC4TCSkpKg1+vZoBQYKl0MDg7CZDLx0rA0TePkyZOStuZwOJCVlSWpZCincSA3EO3q1au4fPmy1sKoQRY+ny/usgLZOxKFd5AwwYGc6IWcxgFJWY4ZMyYuRzphwgTo9XreOqWlpbDZbEhKSkJ6ejovOOjq6kJ3dzcyMzN5jpSiKJw+fVqyG6KsrAyTJ0+WzYJIaRzU19cDELcqtrS0wO12/11PWTRN49e//jXy8/Oxffv2W85YyM1NiEQi2L59O5YvX441a9awr99uWgZyIDLcQkVLuZP2lStXMDAwgIyMDJ6t+f1+1NTUiPQNaJpmbVpoa3v37sWUKVOQmpoKvV7PchmAG+U4YeagoaEBXq9XZNMejwdnzpxBRkZG3GU/qYFohG+gBQca5HCzZQUgcSYzJkxwICd6IdfGSFKWd9xxB88YyBha4WYaCARQUVGB6dOnw2QysTwFiqKwb98+dqLghAkTeMEBacUSBiF1dXUIBAKidRobG9Ha2oqcnBxZRyqlceB0OpGamipK2xK+wd9L34CiKPT19SESieDdd9+9ZS0BubkJfX196Ovrw7hx4/Dmm2+yAcjtqGUgB6/XC6vVKpk9ktI4ILaWnZ3Ns7Xq6mpJzY66ujp0dnYiOzubZ2tNTU2orq7GhAkTMGHCBOh0OpFNjxo1SkTgqqyshMViEREby8vLwTAMkpOTZVuNlTg0wuCysrKSnXaqQYMUbpaQCGiZg2EHubKCXHBAUpaTJk3iGQPhGwhPJceOHUMwGMTEiRN5LTJHjhxBT08PJk2ahPT0dEycOFHkSK1WK7Kzs0WONC0tTaRvQEoKNpstbv7EjBkzRBtJZWUl5syZ83fTN9i5cycikQj+5V/+RVLBMR7I8QwoisLrr78OhmHwxhtvsLMAbkctAyUoEWylNA5cLheysrJEWarKykpkZGSI9A0cDgdGjBghIr7u3bsXdrsdZrMZ48ePR1ZWFs+mCbdF2PpVWVmJefPmiYi8ZWVluPfeexEMBuPOHMh1KnxXJotq+G5CyxzERsIEB3JlBTmNA5KyzM3NFTnSnJwcUZ94WVkZ8vLyYDabRSWFO++8ExRFITc3lx1zy11n5syZojpwZWUl5s+fLyKIORwOPPLIIxgcHIzbkQqzA4RvIBwc9U3h/fffx2effQar1So7mjoeyPEMNm/eDKfTifT0dJb9ztUyeO+9924bLQMl3Ez3jdymLRw7DgzZ2tKlSzEwMMCuE41G8fHHH+PJJ59ER0eHrE3PmjWLpyhH+AZCWxscHMTRo0dRUFAgeZqT0zjo7+9Ha2urLN9ACw40KEHLHMRGwgQHPp8PFotFJNYip3FAHJzdbkcoFGLVDaUcaSQSwaFDh0QOzuPx4MiRI3juuedYh52bm4v29nZW64CcsrgpWMI3EDrSjo4O1NbWsuvISUELN4ZgMIimpiaRIyV8g7+HIz158iSKiorwxBNPsCf5W4Ecz+DDDz/Enj178E//9E+8k/PtqmWgBCXdDiVNAK6tEb6B0Naam5vR2NgosrVjx46xg8OIrXGDA6/Xi/b2dlHAS/gGQls7evQowuEwHnvsMclgR07joKGhAYCYjEj4Bvfff7/Cv5yGREYoFEI4HI47c2CxWGA2m7XgYLghXkfKPdEDQ8EF4RsIHdyXX36J3t5eFBQU8BzcJ598Ap1OhyeeeIIXHFAUhevXr2NwcBAtLS3sKYs7sjYQCIjWOXjwIIxGIxYvXizJtpXTODh//rzkOGjCN7j33nvV/BPeNNrb27F69Wrcd999eOWVV2758+R4BmfOnMGmTZuwcuVK3myG21nLQAnxZA56enpw7do1UeaA8A2EtuZwOJCUlISHHnqIZ2ulpaWYOnUqJk6cCJ/Ph3HjxvGCA8JrEK5D+AZ33323aJ38/HxkZmZKthrLdd+4XC6YTCZR2Y3wDaS6HjRoAG5uIiNBIgkhJUxwEI8j5aYsue0rhG8gPGWRNqw5c+bwgpDS0lIsXboUdrudPWWR9GhbWxvOnz/PjoPmCmwQvoGwDOBwOLBgwQL2WinJWEDMUne5XDAYDJg2bRrvdcI3ELLdv04EAgGsWrUKycnJ+NOf/nTLQktyPIOOjg68+OKLmDt3Lt544w32+qqqqttay0AJUgGvnMYBt1tFuGlnZGQgLy+Pd73D4cDChQuRnJzM2hrRNiBZAwBswNvZ2QmKouByuWCxWDBp0iSeIyV8A27mjqIoHD58mA2qAemyHyC2aafTifz8fJE9aXwDDbFwMxMZCRJJQjlhgoN4MgfclCWXhEL4BtzrGYaBw+FAQUEB9Ho960hdLhfq6+vx7LPP4vr16wiHw6LgwOl0wmg0YurUqex46GAwKMk36O/vR1VVFTsGWup5lE5ZU6ZM4THz/x58A4ZhsGHDBjQ3N6OkpIQ35+BmIcUzCAaDeOGFF2AymfDOO++wGwZFUXjjjTduay0DJUgFiHIaB06nEykpKRg/fjzsdjv6+/tB07Rkmay7uxvV1dUoKChANBpFf38/7HY7Pv30U0QiEaxYsYJna7m5uWAYBlevXoXL5cL06dPZaYg+n0+Wb/DVV1/B6/WypQtAOjiQ0jiQIiNqfAMNaqBlDtQhYYIDKUcqp3HATVlyywpSjrSlpQVXrlwRbdqlpaXIzMzEwoUL2VPWuHHjYLVaWa0Dl8slIjF2d3dL8g1OnTqFSCSCxx57DOFwWJLZLadxIKWM+PfgGxQXF+PAgQPYsWOHaNjTzUCKZ8AwDDZu3IjGxkbs2bOHFeu5du0a+vr6MGnSpNtay0AJSgGiVPZo+vTpMBgMsNlsYBgGXV1dknyDkydPQqfTYcmSJRgYGAAw5Ej37t2LRYsWsd0JSUlJyMjIYH8/7e3tPFsjjlSOb3DixAmMGTMGs2fPlj3NSQXvFEXh/PnzosyaxjfQoAZa5kAdEjo4UGpjJClLck9nZ6ck3+D48eOwWq3s6z6fD6mpqdi3bx9WrFgBk8kkctikRsvtICCGevr0aUm+wYkTJ3DXXXfx9BCkHKlQ44Co4v29+Qbl5eXYunUr1q9fz6v/3yzkeAa7d+/Gvn378NZbb7Fqkn19ffjnf/5n6HQ6/O53v7uttQyUIGXTShoHQls7fvy4JN/g+PHjuP/++zFixAj2lNTf34/q6mo8++yz7Dq5ubnQ6XQYO3YsdDodWlpacPHiRdbWiCOV4xucOHECBQUF0Ol0iq3Gwt/npUuXEA6HJW1a4xtoiAUltdxY4HbgDHckTHAgdcqSCw64KUuiAHfu3DlJvsHx48exePFimEwmdrhTe3s7enp68MwzzwAYcqTp6ens4Jrc3FxcuXKFt2kTQ62qqpLkG5w6dYrNTijVZ4XPcvnyZfj9ftHnfZN8g6amJqxduxaPPvooNm7ceMufJ8czqKiowJYtW7Bu3TosX74cwA0tA5/PhxEjRiA9Pf2W1/8ugqIo+P1+SRsQahyEQiHRpg1I8w0YhmFLCgB43AS73c6ObebamtlsRlZWFmpqakBRFC8IGRwcxPHjx0V8g0gkgq6uLixbtgyAcqux1O8TgEhMSeMbaFADr9cLg8FwU9ouUtLjwxUJExzInbKEGgfClKVOp4PNZoPT6RTxDaLRKJqamlhHGgwGQVEUzp07hzvvvJN1XkIHl5ubi6amJoRCIV4KFhjqfBDyDUKhEILBIK90wb2H+zxyYk7ctP43yTfw+XwoLCxEdnY2du7cKWoRvRlI8Qyam5vxyiuvYNGiRXjttdcA8LUMtmzZMixLCQT9/f0A1NnAhQsXEI1GRbZ25swZUZksHA6z5Svghq2Vl5fjySefZDd4KZsmssn5+fkA+AGv0NaCwSDS0tIwf/58ANKtxnIaBy6XC+PHj+f9njW+gQa1IHvBzci2a2WFYQi5+qxQ40AqZWm329HY2ChypKFQCEajEYsWLQIAlnzldDrx3HPP8dYROtK2tja2UwG44UgbGhpEjjQUCiEnJ4c94cWTgnW5XMjOzuapAX5TfINoNIo1a9bA4/GgpKRENOL3ZiDFM+jv70dhYSEyMzN5mQSulsHXwXH4LiOe7JHL5YJer+dt2gzD4MKFC5Kb9pQpU9jP8Pl8CIfD6OnpYUsKgNjWcnNz0dLSggkTJrDZKJvNhkgkgr6+PpGthUIh3H///WyGQ+r3KadxIMWh0fgGGtTiZgSQCDRC4jADSfffbMoyJSUFnZ2dkg5u7ty57Cbo9XoRDAah1+vxxBNPyK6Tm5uLYDCIrKwsNu2dlJQEhmEQDAZ560SjUYRCITz44INsYCKVgpXTOJBSRvym+Abbtm3DF198gd27d2PixIm3/HlSPAOaprFu3Tq43W6UlJSw/wbDVctADvFmjyZPnsyKT1mtVlAUJeIbUBSFUCjEE5Xy+XwIBAKYNm0aKxlOND+4J/rc3Fx0dXXxbM1utyMcDsNkMvH4BlevXkUkEsGDDz7IW0eujVHYHSTVqaDxDTSoxc1IJxNwW86HOxIiOBgcHJQVWJHaTIUpy0gkApqmeacscqISOrhAIICHHnqIdVI0TYtOWePGjQNFUTznqtPpoNPpYDabeQ62oaEBNE2L1tHr9UhNTWVfk9M4kDplfRN8g/3796O4uBhFRUVYuHDhLX+eHM9g+/btKC8vx65duzB58mQAwOHDh4etloEcpDIHchoHws2UnNZTUlJ4fIPa2lowDMOztc7OToTDYTz33HNscCq1aY8bNw4DAwNsdoJ8t3A4jKlTp/LKBZWVldDpdOwwMkB95wUZiCbVqaCVFDSogZy6rBrY7XZEo1H4/f6v+Vt995AQwUE8KVipzbS/vx9JSUm8a0+ePAkAvIChtrYWkUgETz/9NPsaV+OAICcnB5FIRDT4h6IojB07lsc3OHHiBC8lTJ5HOI1PymF7PB643W7e83wTfIO6ujps2LABK1aswEsvvfS1fKYUz+DAgQN4++23sWnTJixevBgAUFNTg5dffnnYahnIQSpzIKVxQLpVhJtpJBLBHXfcwSuTnThxAgaDAZMmTWJfI22NK1asYF+TsjWLxQKapjF69Gj2NZKhIEEcwfHjx2E2m3mEMLnMgVDjgHBouDat8Q00xAMpdVm14IriDXckRHAglYaX0jiQS1n29PSICCzHjx+HyWTibfAHDx6EXq9niYMAeBoHBIFAAAB4MwYoisLg4CDbp0++z7Fjx2CxWHjkOrlTllDjgKuKR/B18w2uX7+OVatWIT8/H9u3b78pko8QUjwDl8uFDRs2YPny5VizZg0A4MqVK1i5ciVmzJgxbLUM5ODz+aDT6XjZH6mT9pUrVzAwMMCzab/fj2AwyNvIaZrGiRMnYLFYeH/D6upqjBw5kh1gRdYhGgcEg4ODAMDjmbS1tYGmad6YcI/Hw6ooCp9HbdkvPT2dZ+ca30BDPLjVsgKQGJMZEyI4kNIFkGpjlEpZ+nw+9PT08HrlA4EAzpw5w3uNoiicOHECqampIgcJ8B02IYhx61Z1dXVgGIbXetfY2IiOjg5Rn76cIxVqHDidTqSmpvKc89fJN6AoCqtXr0YkEsG77777tegJSPEMuru7sWrVKkyePBlvvvkmdDod+vr68PzzzyMtLQ0lJSXDVstADl6vVzJ7JNQ4IBwaLkGzuroaAHi2VldXB4/Hw/t3bGpqwtWrV0UTLLkaBwSdnZ3Q6/WsaBIw1H6r1+t5ypjl5eVgGEYUHMi1GstxaLhra3wDDfHgVgmJgJY5GDaQKitIBQdSKctTp04BAM8JHzt2DKFQiOfgjhw5goGBAYwePZrnuIQaB8CQg0tKShKNgjabzbzTr8PhQHJyMsxmM+955DIHUo50xowZvO/+dfINioqKcO7cOfzlL38RqTLeDKR4BhRF4Re/+AUCgQD27NmD5ORkVsugt7cXH330kag8kwiQCxCFGgculwtZWVm8dt3KykokJyfz7MLhcMBms/Hu3bt3L4xGo2i4kZStnT9/HmlpaezviqxjtVp59dmysjLMmjVL1OIaT+ZAqlNBKyloUAstc6AOCREcSJUVpDQOpFKWRChG6ODGjx/P28hLS0sxevRo3ueRdaQc3NixY9msAlknJyeH7V8Hhhw26QPnIh5Hys2CfJ18g/fffx8ffPABtm3bxiOW3QqkeAabN2/GmTNn8Oc//xk5OTk8LYP33ntPdKpNFNzKZlpZWYmxY8fyTj9kqBdBNBrFxx9/jOzsbNGJXG6d7Oxs1qbJPIWMjAz29zc4OIijR4/yuiEIhAGvlMYBdyAagcY30BAvtMyBOiREcCAlsCKlcaCUsgyFQgiFQohEIjh06BDPwXk8Hhw5coQ3i4G7jhTpccqUKWhvbwdN06AoCqdPn8bkyZNZR9rR0YHa2lpZRxpL4yAYDKKpqYnnSL8uvsHJkydRVFSEVatW4Sc/+cktfRaBFM/gww8/xJ49e7BlyxY2SOJqGdxzzz1fy9q3I9Rmj4QEW7/fj5qaGkyaNIm1tebmZjQ2NvJs7dixY3C73UhPT49pa16vF+3t7Zg4cSIbHJB5Cjk5OawjPXr0KMLhsMimpVqNpTQOuAPRCDS+gYZ4EAqFEA6HbzpzYLFYYDabteBguCCeNDzX8fh8PjidTrZH2+fz4csvv0Rvby/PwX3yySfQ6XTIysqKeZobHBxES0sL7rzzTlAUhevXr6Ourg6BQADTp09nje7gwYMwGo2ymQPu80hpHJw/fx40TfOe5+vgG7S3t2P16tW47777sHnz5pv+HC6keAZnzpzBpk2bsHLlSvzsZz8DkHhaBkpQkzno6enBtWvXeDZQXV0NiqIwbdo01tYcDgeSkpJ4wVZpaSmmTp0qagGW0jjg8hpIcEDmKeTm5vLWyc/PF819kGo1luqI4A5EI9D4Bhriwa1MZCRIFCGkhAgO1DhSqZTlqVOnwDAM7rvvPvZzHA4HsrKyMG3aNPa60tJSLF26FMFgkOfgpDQOzp8/D4Zh2E2/ra0NlZWVSEtLYx02GQO9YMECSW6A8HmkNA5cLhcMBgPve94q3yAQCGDVqlVITk7Gn/70J159+mYhxTPo6OjAiy++iLlz5+KNN94AkJhaBkoQBrxSGgdS3SqkTDZp0iTepr1w4UKWjDgwMICysjI8++yzIluT27QtFgvmzJmDzs5OUBSFyspKzJs3DyNHjoTX6wVFUTh8+DCvk4dAihMkReTlDkQj0PgGGuLBrUxkJEgUCeWECA7UZA6kUpaEB0CEYvr6+uBwOFBQUMCWI5qamlBfXy/pSKU0DpxOJ4xGI5t5IMHB/PnzMXLkSFAUBbfbjaqqKklHKvU8cg57ypQprMO/Vb4BwzDYsGEDmpubUVJSwmOg3wqEPINgMIgXXngBJpMJ77zzDkwmU8JqGShBaGtSGgdOpxMpKSkYP348+xoZO56eno7+/n50dnbyBi0BQwOtIpEInnjiCfT396uytenTp2PChAlgGAZtbW04efIkvve977GO9NSpU/B6vZI2LccJEmocCDN7Gt9AQ7zQMgfqkRDBgdCRSmkcyKUsiSMFhpztlStXeA7O4XAgMzMTCxcuFG3aUhoHLpcLeXl5yMjIQHp6OlpbW3H69GnWkQLAX//6V97wGy7C4TCCwaDIkQo1DoS15lvlGxQXF+PAgQPYsWPH1za3QMgzYBgGGzduRGNjI/bs2YNRo0YltJaBEuQCRKGtTZ8+nf03I3wDYmsMw+Czzz6DTqfDkiVL2PsOHjyIRYsWsQqcQlsTahwQWyO/pxMnTsDr9WLBggWsI3U4HBgzZgw7VpsLqdOcMHgXDkQDNL6BhvihZQ7UIyGDA7k2Rm7KkvANFixYwN579OhRWK1W3gZ75MgRrFixAiaTSTYFK3TYxMHl5ubi3LlzCAQCrCMFhgKOu+66S7I9UM6RcjUOiCre18U3KC8vx9atW7F+/Xo8/vjjcd8vhe7ubhHPYPfu3di3bx/eeustzJ49O+G1DJQgZWtSGgfczZTwDbi2VlZWhvvvv5+t2UejUTYTJqXCKNQ4oCiKHQc9duxY6HQ6/O1vf4PFYsHdd9/NOlKScZMSyZJrNeb+PqUGoml8Aw3xQk4tNx7YbDYtczBcIHeiF2YOpPgG3/ve95Camgq9Xo/Tp09j8eLF7CYcCoXg9XrxzDPPSDKuhRoHkUiEt2mTMbdpaWmYNWsWe29lZaVsSUGuPst9lsuXL8Pv94tqzTfDN2hqasLatWvx6KOPYuPGjXHdq4StW7fyeAYVFRXYsmUL1q1bh+XLl2taBgqgKAp+v19kA1yNg1AoxG7aBIRvkJeXx2YOhOWrQCCAtLQ0LF26VJWtNTY2gqIozJo1C2azGVlZWTh37hzmzZsHi8XCZg6uXr2KZcuWST6PXFlB+PsE+APRNL6Bhnjh9XphMBh45ap4YbfbtczBcIHUps3VOJBKWRK+ATklpaSkoK2tTeRIp06diunTpyMYDIKiKMXUaEtLC0KhEC84uHLlCubPnw+j0Qi73Y5QKIRAIKDINwCUU7BEzImk/2+Wb+Dz+VBYWIjs7Gzs3LlTJFxzsxgcHERNTQ3LM2hubsYrr7yCRYsW4bXXXtO0DGKAaGEo2cCFCxcQjUZFwQEZO04mJlIUxZavotEoAoEAFi9eDIvFomrTdjqd0Ol07OyPcePG4dKlS6yt2Ww2BINBpKWlSXbeAOJWYymNA+FANI1voOFmQPaCW5F518oKwwhS9VmuxoFcypI4UmDIYel0OixatAgA0Nvbi1AoxG7iak5Z5PRD1hk7diz6+vpYp2mz2RAKhZCZmcmblseFmhQsEaQhp+2b4RtEo1GsWbMGHo8HJSUlPIXHW8HZs2cxMDCAlStX4oEHHkB/fz8KCwuRmZnJZhE0LQNlqLU17sAuLt+A3BsMBpGbm8ved/bsWdA0zQYLcrLjwnUmTJjAZqTS0tLYMhlZJxQKYcGCBbLdLcLfp5TGgZBDo/ENNNwMbkUAiUAjJA4TyKX7lVKWXL4BweDgIHJycthN8siRI9DpdHjkkUcAqD/R5+TksATHcDgMmqbZdU0mE8LhMGbMmCEb2QpPc1IaB8Ja883wDbZt24YvvvgCu3fvxsSJE1Xfp4Suri5s2bIFZrMZzz//PGiaxrp16+B2u1FSUgKbzaZpGaiAWlubPHkyO9yLyzcAgKSkJIRCIZ6dOBwOGI1Gtv2VBAfE5uU0DrifEQqFwDAMqw0yMDCASCSiaHux2iWlBqJpfAMNN4NbkU4mIJkD7myc4YhhHxzICawIN1NuypLLNwCGsgQ+nw/Z2dnsPQcPHoTFYhGN8CT/LaVxIHRwHR0d0Ol0LCv83LlzYBiGNzJXCJ/PB71ez94jpXEgPGXFyzfYv38/iouLUVRUhIULF6q6Jxa4egZ2ux0GgwHbt29HeXk5du3ahcmTJ2taBiohtDUpjQOpzZTwDQDgyy+/BAC2O8fn8+H48eNITk5mA1Ov14vU1FR2hLiaTdvj8UCv17NZubNnz0Kn0/H0NoSI1XkhNRBN4xtouBlIqcvGC7vdjmg0ypPUH44Y9sGBmhSs1GZK+AbAEFtfp9OxJ36Xy4VLly7x2PPC05xQ44BhGDidTp6Du3DhAsxmM65duwZg6ORmNpsVjdfn8/Gm8QkdtsfjgdvtZp8nXr5BY2MjNmzYgBUrVuCll15SdY8aED2DX/3qV9Dr9aioqMDbb7+NTZs2YfHixZqWQRwQ2ppQ44B0qwizR9wymcPhgMViYYPMTz/9FNFolGfTsU707e3t8Pl8rK3R/3975x4dVZmm+2fvulelUrkAIZcCERJzQZBLGkURFIHgaKuHaXqc1ePS7nZEu6dH5tizVju2R5txtMeWZmagj6MHdTndR8FuRlv7UAhpBFFUxAtWIIQQAgkJCbnVLXXf+/xR+TZ779p138Gk/H5r9Wolph521Vvvfvf7vd/zcRw6Ozuh1+uFovWDDz6AXq9HKBRKeD1KOmKPA/mBaHTegJItcnfZbJA/EOYreV8cyNvwco+DRC1LeSItKysTEtyOHTtQXFwsOatBXoTIPQ76+/sxODgo6ITDYXz++eew2Wzo6uoCz/PYvXs3ysrKJIcvKV2P/ClL7HEgd8XLZN6A4zj8/Oc/R21tLZ599tmchnbEiP0MFixYgEgkgmeffRZ33HEHHnroIeplkCFutxsMwwidIPmT9rlz5+D1eoVYk88bcBwn+HOQuN25cycaGxslQ6dKsSb2OCDLcSTWTpw4Ab/fD71ej+7ubgwMDODzzz+HwWBImkjTWfYTH4hG5w0o2aLWsgKQ/ycz5n1xIB+qkm9jlLcs5fMGfr8f+/fvR11dnWADu2vXLolpDBALFJ1OJzx5yRO2fBiRnKdADqtpa2tDZ2cnZs6cmXEiFXscOJ1OWCwWzJgxA0D68wbhcBgjIyOIRCJ46aWXVPMUkJ+bMDIygpGREVRVVWHz5s1wuVzUyyBDXC5XXPdI7HEgPusAiJ83OHbsGC5cuCCce9De3o6jR4/GmW4lummTorGlpQWlpaWYNm0agFismc1m6PV6dHV1Yd++fQAgOZkx0fWkGnoUH4hG5w0o2aLWQCJAOweTnkRP9CT5yFuW8nmD999/H4FAAAsWLIDb7UZzczOGhoawevXqOB3xFhm5x0FLSwusVqugS85TqK2tRVdXFxwOBywWi+RkRiWUnubkibS+vl64caQ7b7B161ZEIhH84he/UDRfygb5uQkcx+HJJ58Ez/PYtGkTWJalXgZZoHTTFnsctLS0oKysTNiqK583cDgcKC4uxsyZM+FyubBz507YbLa47lKqWCPLceKbdmNjI8rKytDV1YXdu3ejsbERxcXFOXcO5DsV6JICJRto5yB98r44kC8ryD0O5C1L+bzB7t27UV1dLRxxu2PHDsybNy9uaDDdBCdOpEuWLMHMmTOF4uDmm29WJZGSLki68wavvvoq3n77bVitVkkSzhX5uQlPPPEEnE4nioqKMHXqVOplkCWZ3kyVlslWr16NoqIiuFwuvPHGG7jrrrug1+sz1iGxxnGccJ6C3W5HR0cHDhw4gKamppSOcuIiRO5xID8Qjc4bUHKBdg7SJ++LA7nBitzjQKllSRJpJBLBu+++KyQ4v9+Pffv24bvf/W6cTrpPWUCshU/OU7Db7Th79iy++OILNDU1pdxDK5+2FbdgA4EA2tvbBZ105g0++ugjPPbYY7jzzjuFbW9qID834Xe/+x1efvll/OQnPxEOVaJeBtmRSazJ5w06OjrQ1tYmxNrZs2fR19eH9evXK+okijWXy4Xu7m5B58SJE8J5Cna7HV9++SVCoZCgkyiRyrcayz0O5Aei0XkDSrYEg0GEQqGcOwcGgwF6vZ4WB5OddNrwJPHI5w0+/fRTDA8PCwkuEAiA53nceeedcTrJnrJ8Ph/OnDkjPGWReQOSSL1eL1iWxcqVK1O6b4mnbeUeB62treA4TrieVPMG3d3duP/++/Gtb30LDz74YPI3MgPkcwZHjhzBo48+invuuQe33347/H4/duzYQb0MsiRZrA0NDaG3t1eIAfm8gcPhgNFoxI033ojCwkJ0dXWhpqYG8+fPV9QRPyWJPQ7kMzQffvihcJ6C3W7H6dOnUVtbiyuuuCJpTMu3Gst3RMgPRKPzBpRsUeNERsI3wQgp74uDZIlU3rKUzxuQXQrz588XOgfXX3+9YmISFyFyj4PW1lbwPC9JpOQ8haqqKsFSubCwMKXBhvh65B4HLS0t0Gg0wp7yZPMGfr8f9913H0wmE1544YWE7nWZIp8z6Ovrww9/+EMsXLgQmzZtwuHDh+F2u7Fu3TrqZZAl4liTexzId6sozRusWLECJpMJOp0Ow8PDWL9+fcIDkcTLcYD0pm0wGITltQ8//FA4T6G8vBzDw8PC0G6yRCqfCZIP8soPRKPzBpRsUeNERsI3wUI574uDZJ0DectSPG/A87xwkhzLskK7c/ny5Yo64kQq9zhwOp3QarWoqakRdMh5ClarFaFQSLih22w2hMNhBAKBlNejlLDnzJkDo9GYdN6A53ls3LgRHR0deOWVV1BSUpLu25kS8ZyB1WrF97//fWEZoaWlBZs2bYLRaMSGDRtU0/ymIY41uceB0+mE2WzGzJkzAUiXyfr7+3H06FHB8vvUqVPgOA533XVXnEY0GoXH40kaa3V1ddBqtZJ5AyBWdHMch2uuuQZA8kSqNBMk9jgQd/bovAElF2jnIDPyvjgQJ1K5x4FSy5Ik0tbWVpw7d05IpPv37wfLssINXo74pi33OGhpaUF1dTX0er1k3gAAPvnkE7AsK2wHS2awEQqFEAgEJIlU7HEgXmtONm+wbds2/PGPf8SWLVuE7W5qIJ4zWLp0KR555BG0tbXh5ZdfxujoKO655x5ceeWVKCwspF4GOaBUIIpjra6uDhqNJm7eYO/evWAYRniiP3r0qMQISYzX6wUgvWmLPQ7EsSaeNyD/rtFohI5VOp0D8fWQ76f8QDQ6b0DJBdo5yIxvVHGgtI2RtCzl8wa7d++G1WrF0qVLEQ6H4XA4YDKZElpmKrVgxQlbad4AiLV5i4qK4gJXKZkqJVLicUBc8VLNG+zbtw9PP/00Hn74Ydx+++0ZvJPJkc8ZPP/889i1axd+/etfw263C14G//zP/6yaudI3FXmsyT0OSKwpzRtce+21KC4uRnt7Ozo6OmAymRRjTe7CKPY4CIfDkuOgxfMGPM8L/06+b8kSqdJWY/L9lB+IRucNKLmg5JabLal24OQDeV8cKD3RizsHyeYNVq5cCZ1Oh+bmZoyMjMBsNisGhHziWuxxEIlE4m7aZN4gGAziz3/+M+bMmSMUFMk6B0rrs+Razp49i9HRUclas3zeoL29HT/60Y9wyy234JFHHsnuDVVAPmdw8OBBPPXUU/jxj3+MpqYmiZcBsaCmZEc4HMbo6KgkBojHQTAYjLtpk3kDr9eLgwcPCp2wnTt3wmq1JnQvTBZrbW1tCIfDklgj8wZOpxMXLlxAeXm5ENM2mw0+nw+RSCROR2lZQfz9BC4diEbnDSi54HK5oNFohCWrXEi2AydfyPviQH7TJh4H8paleN6gu7sbTqdTSKQ7duzA/PnzUVJSohgQgUAA4XBYsTV65swZYeCQ6JB5g/fffx+jo6NobGyUJFJAuXOQ6GkOuGTmVF9frzhv4Ha7ce+992L69OnYunWrxCY3V8RzBh6PBw8++CBuuukm/PSnP6VeBipDrLWVYuDkyZOIRqOSWCPLZPv370c4HMaaNWsQjUbxxhtvYO3atQCSx5rSTdvpdIJhGNTW1sbNGzgcDhQWFuKqq66KK3iVbMHFW43lHgfiA9HovAElV+RGdblAlxXyAPn6LPE4UGpZkkS6Z88e6HQ63HTTTRgYGEBzczO++93vJlw7TfaUJd7yJZ83cDgcmDVrFubPn4/u7m5wHJdR50Dcgm1pacH06dNRWloaN28QjUbx0EMPYWBgAK+88org2qgG4jmDefPm4d5778XUqVOxbds2/PKXv6ReBiqTKtZYlkVtbW3cvIHD4UBDQwPsdjvef/999PX1CX4dyWJN3HUT61xxxRUoKCiImzdwOBxYtWqVYO4l/rsmKkKIhtzjQDzXQOcNKLmihgESgQ4kTnKU2v1KLUv5vIHD4cCyZctgtVrx3//932AYBnfeeWfCajHVE31lZSWKiook8wbRaBTvvvsu1q5dixkzZiAcDuPixYswGo3Q6XQpn+bkHgfitWb5vMEzzzyD9957D88//zxmzZqlwjsbQzxn8Hd/93f48Y9/jL6+PrzyyivYtWsXfvOb31AvA5VJFWuzZ8+GyWSSzBuEw2E0NzdLOmE1NTVC4ZCs4LVarYoeB+JYI/MGnZ2dOHHiBJqammC32+O6YYmKEKXtkvID0ei8ASVX1LBOJqTacp4P5HVxoGSwIr6ZkpaleN5geHgYH330kSSRrl69GsXFxWl1DuQeB/IER+YNPvvsMwwMDKCpqUlIumS4LFER4na7wbIsLBZLnMeB+ClLPG/w5ptvYtu2bXjsscewYsUKVd5XIH7OYPPmzdi3bx9+85vfoKOjA4899hjuv/9+6mWgMuJYk3scyGONzBsQb4m1a9fC7XZj9+7dWL9+PfR6Pcxmc8KC12KxQKvVprxpk3mDPXv2QK/XY8WKFbDb7bhw4QLC4XDSbliinRfyA9HovAElV+SOn7lgs9kQjUYTDqjnA3ldHCRrwcpvpmTeYN++feA4DqtXr0ZLSwuOHz8uWMum0zkQexzwPA+n0yl5yiLzBuTI3AULFkiKg2Q6brdbOI1PnLAHBgbQ19eHhoYGybzBsWPHsHHjRqxbtw4PPPCAOm/qGOI5g8OHD+Pf/u3f8Oijj6K0tBQbNmxAU1MTHn/8cVU1KdJYE3sckN0q4lgjy2QOhwN2ux11dXV46623EIlEsG7dOgDJY03pib67uxtutxsNDQ2K8wbLly+HxWIR4v/8+fMpd+AoeRyID0Sj8wYUNRA7fuZKsoI3X8jr4kDchhd7HCg9/YgT6cKFCzFt2jTs2LEDU6dOFZ64kyVS8nOxx0F/fz8GBwfj5g14nsfu3buxevVqaDQaWK1WFBUVSdqwqdZnxR4HYlc8Mm9QX1+P++67D7W1tXj22WdV3T4onjMoKirCxo0bcccdd+C2227DPffcg/r6emzdupV6GYwDbrcbDMOgoKBA8qR97tw5eL1eNDQ0SOYNOI4TzLwYhsHOnTtx0003oaysDED6sUY8Dshy3Ny5cyXzBgMDAzhy5IjQcSNFeHd3t7BjJp0iRNwFIQei0XkDihqovawA5PfJjHldHIiHqsTbGMUtS/G8gd/vx/79+7F27VqEw2Hs2rUL69atE6xbkyVSnU4Ho9EoSdjiYUTxvEFbWxs6OzuFREr+Xul0DsSJlHgcOJ1OWCwWzJgxQ5g32L59OyKRCF566SUYjUa13lLJnMH3vvc93HfffZg9ezYef/xxfO9730NBQQFeeeUVVTUpl3C5XJLuEfE4ILFWX18vmTc4duwYLly4gKamJrS3t+Po0aOSQ5bSjTXicdDS0oLS0lJMmzZNMm+wb98+8DwvGCxVVFSAYRh0dXUJBXCqIkS+HEcORKPzBhQ1UHsgEaCdg0mL0hO93W6XtCzF8wbvv/8+AoEAmpqa0NzcjKGhIXznO98RXi9VIiXJkHgctLS0wGq1wm63S+YNHA4HLBYLbrjhBuE15ANc6TzNiRNpfX09WJbFhx9+CL1ej6+++grbt28X3BPVQDxnsGXLFjz44IPw+/14/vnn8eCDDwpeBsRFj6I+8ps28ThoaWlBWVkZpk6dKpk3cDgcKC4uRmNjI3bu3AmbzYbVq1cLr5dprJHlOHLTJvMGu3fvRmNjI6ZMmQIA0Ov1KCsry7jgVZqfoPMGFDWgnYPMyOviQLysIPY4ELcsxfMGu3fvRnV1Na688krs2LED8+bNEwxYgMSJNFWCI4lUPG9w8803C8dIA9l1DuRPWTzP409/+hP6+/vxzDPPYPHixWq8jQLiOYNt27bhyJEjeOGFF/Cv//qv1MvgMpHOzVS+TLZ69WowDIM33ngDd911lyTuso018byBz+fDgQMHJJ0wID6mkxUhYo8D8YFodN6Aoha0c5AZeV0ciA1WxB4H8paleGthU1OTxNtADNlCGAqFJH+e6ilLPG/Q09ODL7/8UjGREq+DZE9zco+DQCCA9vZ2NDQ0YNeuXeju7sa3v/1t3H333aq9j4B0zqCzsxMvv/wynnrqKTQ3N1Mvg8tIqlgTzxt0dHSgra0NTU1NgreBeEkBSN45kMeay+VCd3c3GhoaJPMGBw4cQCgUSlocKDnKibcaiz0OxAei0XkDihqEQiGEQiHVOgcGgwF6vZ4WB5OVZG34hoYGybzBp59+iuHhYTQ1NUm8DcQkqhY9Hk/cU5bP58OZM2cwd+5cybzBnj17oNVqsXLlSslr2O12wesg2dOczWaTeBy0traC4zhMmTIFDz/8MAwGA7Zu3arK+0cQzxksXboUjz76KO655x5Eo1HqZXCZUXqiHxoaQm9vLxoaGiTzBg6HA0ajETfeeKPgbTB//nzJ65FhXTnkREaxx4F4hkY8b+BwOFBbWxvXNUrVDfP7/UIxLN4RIT4Qjc4bUNRAfpCYGuS7EVJeFwdKiVTcshTPGzgcDpSVlWH+/PkSbwMxibavkCJE7HHQ2toKnueFRCqeN1i6dGlckIq3MyYy2CDXI/Y4IK54zzzzDILBIJYtW6ZqIhXPGfz85z/HAw88gIULF2L58uXUy+BrgMSa2ONAvFtFPm+wYsUKhMNhwdtAvmslUbufxJr8pm0wGHDllVcK8wYsy2Lv3r1xXQPyO8TrQCmRihO2eJBXfCAanTegqIHP5wOgzomMhHy3UM7r4kCpcyBuWZJ5g6qqKmG714kTJyTeBmISDaGQRCr2OHA6ndBqtaipqRHmDXw+Hw4fPqyYSMXFgc1mQzgcRiAQULweccJ2Op3geR6dnZ0oLS3FjTfemOO7JoXMGWzevBk//elPodPp8JOf/EQ4VIl6GVxeSKyJPQ6cTifMZjNmzpwpLJNdvHgRR48eRVNTU5y3gRibzQaPxwOO44Q/4zhO6BzIi4O6ujqwLCvMG3z88cdwuVwJiwPidaCUSOXFAfE4IJ09Om9AUQvSHaOdg/TJ6+KAJFKxx4G8Zbl06VKcPHkS586dQ1NTU5y3gZhEywrkpi32OGhpaUF1dTUYhhHmDZqbmxGJRLBmzZq41xZ7HSh1KEixQBIp8Th45513MDIygp/97GcSj3s1IHMGGzduxK5du9DW1oZ/+Zd/wd///d9TL4OvCXmBSGKtrq4OwWBQmDfYu3cvGIbBqlWr4rwNxBQWFoLneeFGDQCjo6PgeV6INeJxQOYaxPMGDocD5eXluPrqq+NeW+x1kKxzQK6HLK2RA9HovAFFLWjnIHO+EcWBfBtjbW0t/H6/MG+we/duWK1WNDY2xnkbiEnVOZAnbPm8gcPhwDXXXJNweyFZo1VylJMn0vLycuzfvx8nTpzA6tWrYTKZJOcp5Ip4zsBoNGLXrl3YtGkTNm3aRL0MvkbEsSb2OJg7d27cvMG1116LwcHBOG8DMUoFr9JNOxKJCMdBk3mDa665RmKwJEfsdaCUSEnCJt9Ru90uORCNzhtQ1GI8Zg4SLcnlC3ldHMif6EnnQGneYOXKlTh48GCct4EYi8UClmUlSY7neWGym3gcmEwmHD9+XDJvUF1djT//+c+K7VcCKQ6UOgfiRNrV1YXi4mJs2LABer0eDz/8sOQ8hVwRzxncfffdePrpp7Fhwwa88cYb1MvgayQcDmN0dFSIgenTp4PjOMlNu7S0FOXl5Th48CCampoUvQ3EKMWavN1vt9vR1taGcDgszDUsXrwYp06dQk9Pj3D0sxyx14HNZoPP50MkEhF+Lm71Eh3xgWh03oCiFl6vFxqNBmazWbXXVNqBk0/kdXEgfsrS6XQoKioSWpZk3oBhGDidTmFJQe5tIEbpUKRQKCQMXJEEd+bMGQSDQSFhL1myBIcPH8bo6GhaxYFS54AkUpvNhjNnzgjrzDabTdjyRTzuc4XMGTz66KP42c9+hhUrVuD8+fPUy+BrhhzyIo61kydPIhqNCrG2dOlSvPfeewiHw7jlllsUvQ3EJOtSiW/aTqcTDMOgpqZGmDdwOBwoLCzEkiVLEv6d5QWveGeEz+eDwWCAVqsVPA7IgWgej4fOG1BUw+fzCUZ1akGXFSYx4vXZqqoqnDlzRtKyXLp0Kd59913odDrMmzdP0dtAjnztVCmRkqefmpoaYd7A4XBg1qxZqK6uTvjaxOtAyYuedA4sFgs+/vhjRCIR3HrrrSgvL4fb7UZfX58qifSzzz7D5s2b8dBDD2Hr1q2YOnUqZs2ahXfeeYd6GXzNJIo1lmUxY8YMYd7A4XCgoaEBnZ2dit4GYpJ1DkjXjehcccUV6OrqkswbrFq1SnEJjiAvDuTfHZvNJvE4IHMNdN6AoiZkwFZN6EDiJEVssCK/aVdWVgrzBg6HA8uWLRMGuOTeBnLk1aLS+qzT6URlZSXOnTsHv9+PJUuW4N1338XatWuTVq5kIMvj8UCn0yl2Dp5//nm4XC5s2LABvb29QhdEjXkDjuPw1FNPYenSpWhtbUVfXx9uv/12bN++nXoZTAASxdrs2bNx/PhxhMNhNDY2orm5WeiEKXkbiLFarQCUOwfkOySeoSHzBsXFxThx4kTSThgQ3w2Tf3eUZnXovAFFbUjnQE0SbTnPF/K2OJAbrJDiYObMmThx4gR4nkd9fT0++ugjIZEqeRvIkVeL5Im+oKBA8pQlnjcIhUIYGBhImUjJdsbu7u64IsTn8yEUCuHFF1+E1WrFmjVrhKcsNeYNotEoXC4XGIZBbW0tmpub8YMf/AD//u//Tr0MJgjkpm00GgWPA3GslZaWYmBgAG63G8uWLUvobSBGp9PBbDbH3bQtFgt6e3sBxN+0Fy9ejPfeew96vV5xV48Y4nVgMpkAxBcH4p0XWq1WOBCNzhtQ1ERsVKcWxPabLPflG3lbHCRaNxX7G5w4cQIcx2HGjBkJvQ3kyG/a5Ik+EokgFAoJJi7kKWvJkiXYt28fpk6digULFiR9bSUjJEJHR4eQ9M1mMywWi3A0sxrzBr/97W8RCoVw6623Yvv27bjnnnvwn//5n9TLYAJBYppsNaysrMTx48eFWCMOnMSEK5G3gRz51DV5yiI3bY1GA7fbjbq6Osm8wfLly2GxWJK+NvE6IEW0vEMh9jjo6OgAAJSUlNB5A4qq+Hw+1ZcVEpni5Qt5XxxoNBqMjIzEPf2QRLpw4ULh5p3qKQhQTqTApaRnMpkwODiIq666Cp988gmuvfZa7N69G6tXr07pCSD2OhB3KDiOw1tvvQWz2Yzbb78dLMtiaGgIAIQ121wS6aFDh/Dqq6/CZDLh97//PW6++Wb86U9/ol4GEwyv1wuGYYTPnmVZeL1ezJ49G1988QWWLFkibC184403EnobyJFPXYuf6I1GI3p6egDEdh+4XC7U19fjyJEjKTthwCWvg+HhYQDxczTyZb+ioiKhSKDzBhS1IIWomuT7yYx5XxyQlo/ZbMbw8DBmzZoFp9OJxYsXY//+/Vi9enVSbwM58kRK5gP6+/sBXAoUlmXh9/tRWVmJzs7OtBIpIB3gcrvdCIfDGBkZQSQSwfz583HhwgWUl5ejtbUVFosFnZ2dOc0bED+DhoYGhEIhTJ8+HWfOnKFeBhMQr9cLq9WK8+fPg2EYDA4OAri0Y6a0tBQXLlwQPA/S6YQBynM04pv28ePHUVpaipMnT8JgMODixYvgeR6rVq1K+drE66CnpwdWq1VxIFG8HEeWFOi8AUVNSKypSb6fzJi3xQF5oicfHPn/QCAAnufBMAwCgQAKCgqSehvIUZoFICYuRUVFOHPmDKxWK06fPo2CggJ0dHTAYrHghhtuSOv1xQNcLpcLW7duRSQSwaJFizBt2jTJUxaZmch23oD4GZB/5nleeDqkXgYTD/GT9vTp03Hy5EmUlZUJN+/jx4+juLgYJ0+eTOptIEdpB4586JHsIFi8eDH27duHxsZGTJkyJeVri70OUhUhpLNH5w0oajNeA4kA7RxMOsgswNDQEHQ6Hc6fPy/4HFRWVuLTTz9FdXU1Dh48mNTbQI5SIk2U4JYsWYK9e/fi5ptvTrjPXI64c3DixAm8/fbbsFqtMBgMCXWynTcgfgbz589HW1sbtFotOjs7qZfBBCVRrImXyW655Rb84Q9/SOptICedmzYpRBcuXIgDBw6k3QkDpDEt/+6QTkhpaSk6Ozsxffp0Om9AUZ3x2soI0M7BpIMYrFy4cAFVVVXC4Nbhw4dx7bXXYu/evVi2bFla3gZiCgsLEQgEEA6HASg/ZdXW1uKTTz5BXV0dvvzyy4wTaXd3N1wuF1pbW3HnnXfCZDIJ07bd3d2YPn062tvbMW3atKznDci5CcuXL8e+fftw9dVXIxQK4Z/+6Z+ol8EERSnWqqur8cUXX2D27Nloa2tDZWVlSm8DOYkK3u7ubkyZMkVyNoLBYEAoFMqqOBAvyZHzHHieRyQSEQ5+8vv9AOi8AUU9eJ5HOBxWvXNgMBig1+tpcTDZkCfSlpYWzJ49G06nE2VlZRgeHgbDMGl5G4gh1SKZaRC3esvKyoRlBb/fj3A4DK1Wi5UrV6b9+na7HYFAAG+99RaMRiMefPBBQYfsUGBZFhzHYXR0NKt5AzJnUFdXh0OHDmHBggX44osvYLVasWzZsoxei3L5kE/39/b2Qq/XIxwOw+fzwWg04tSpUym9DeQoLZUZDAa43W7B7tjj8cBgMOD06dOora3NqLMkn6MBYgmb53kEg0EAsacvnU6Hzs5OOm9AURVSeKpdHAD5bYSU18WB+Kbd2dkJrVYLnucxODiIsrIyHD58OC1vAzEkwMhMg/iJXqPRCMYxBQUFaGlpwdKlSzMKyilTpmBkZARarRaFhYXQarWCHjHbIEXB2bNnM543IHMGkUgEvb29qKqqwpdffol169ap6jtOUR+v14uCggL09fUJsTAyMoLS0lJ8/vnnWLp0Kfbu3ZvS20COUrufFAVerxcGgwGnTp3CwoULU54PogTxOhAPJIpjGQB6e3tRW1uLjz/+mC4pUFSFxJraywpAflso53VxQDoH5AY7PDyMiooKHD58GIsWLUrb20CM3CPe5/NBq9UiFArB7/dDq9Wio6MDCxYsEAyW0oXnefzHf/wHotEompqaEI1GhScrj8cjLGUMDg5i9uzZgjVzJmzZsgUffPABCgoKwPM8enp60NTUhA0bNmT0OpTLj8/nA8Mwgm+A2WzGiRMnsGDBAhw9ehRFRUVpexuIsdls8Hg84DgOPM9jdHQUoVAIQKzLRJbJysvL4XK5sioOSIImiZQ8zbndbpSWlqKtrQ0zZ86k8wYU1SGxRzsHmZHXxYHJZMLIyAiCwSB0Oh3a2tpQV1eHc+fOIRwOp+1tIIZUn6RzQNZNgdjw4+zZs/Hpp5/CZrMhEolgzZo1ab/2tm3b4HA4UFFRIWwhJB0DUnywLIvOzk7Y7faM5w0OHTqE5557DrNmzUJvby8ikQjmzp1LvQwmCR6PB9FoFABw8eJF1NTU4Msvv4TJZALDMGhvb0/b20BMYWGhUBSQdj9Zpjh9+jSmT58Ol8sFn8+H8vJyXH311Rm9PvE64DgurnMwPDyMyspKtLa2CkU8nTegqAkpRGnnIDPytjjw+Xxg2djlDQ8PY86cOWhpaQHDMCgoKMCnn36atreBGHnnwOv1Ck/0ZFjQ7/djcHAQ11xzDcrLy9N63X379uHpp5/Gww8/jLq6OiHgPB6PkEh9Ph+mT5+O1tZWaDSajOYNyJxBeXk52tvbUVBQgClTplAvg0mEz+dDMBgEwzA4d+4cSkpKEA6HBW+DY8eOZdwJA6RzNCTWPB4PKisrcerUKQCxLYnHjh1DU1NTxifbEa+DYDAomTkAYl0wm82GUCiE4eFhOm9AUZ3x7BzIl+TyibwtDsSJrre3F0VFReB5Hp2dnaipqcHw8HDa3gZiLBYLWJYVnui9Xi8CgQBsNhva2trA8zzMZnNGuxTa29vxox/9CLfccgseeeQR2O12wQXP5/MJla/L5UJpaSlGR0fhcrnSnjcgcwY+nw89PT0oKSkBy7LUy2ASwfM8AoEARkdHMW3aNLS3tyMSiaCoqAhffPEFTCZTRt4GYsRzNCTWhoeHYbPZEA6HMTAwgJqaGvT29mLt2rUZvz7xOvD7/fD5fJLdCWTAFgBOnz5NlxQoqsNxHFiWHZeZKrkpXj6R18UB2S3Q0dGBSCSCqVOnor29HX6/PyNvAzEMw6CwsFDYrRCJRODz+VBaWopgMIiBgQFcccUVGB0dTas4cLvduPfeezF9+nRs3boVLMvCbrcLjovizsHQ0BD0ej14nsfp06fTnjfYsmULDh48iFAoJOykoF4GkwsSA16vF0VFRYhGo7hw4QJmzJiBUCiEU6dOZeRtIEapczA4OCi0+dva2gSfjSVLlmT197fb7UK3jSxfaLVa9PT0IBAIoLy8HN3d3bQ4oKgOz/MoKCjIuOOVDnRZYRLi9XoRDAZRWlqKUCiEvr4+TJ06FSzLoq2tLSNvAzk2mw1er1fyRG80GoWbNgDMmjUL1dXVSV8nGo3ioYcewsDAAF555RXh+Fwy3Q1In+YuXryIaDSKkpISDAwMpJVIDx06hF/96lewWCxgGAZerxfbtm2jXgaTDPETvV6vBxA7jCscDqOiogJDQ0NZLSkAlzoH4pju7+9HKBRCWVkZPB4Pent7sWrVqoyX4Qh2u104X4EMP5rNZkQiEQwNDaGoqAgAnTegqA8pDsYDOpA4ySDtfjLRzXEczp07B6/Xi6qqKrAsm5G3gRzSORA/0XMch+LiYgQCAZw7dw5r165NWak+88wzeO+99/D8889j1qxZwp/b7XZEIhGwLCt0DsgWTI/Hg+Li4rTmDfr7+/HQQw/BYDDA5/MhEAjgF7/4BW699dasr53y9SB+og+Hw5g2bRrC4TDOnDkDg8GQsbeBGFKUkpjmOA5erxcjIyOwWq1gWVbY1ZItdrtdOAuCLMmRrcU9PT2IRqN03oAyLnAcl/L00GwhnQPy/cwn8rY44HleqOiKi4slBUKm3gZySOeA6AwMDMDn88FqtUKn08Hr9aZMpG+++Sa2bduGxx57LG7HRFVVFRiGgdFoFDoH5DyIvr4+RKPRlPMGZM5gYGAAbrcb0WgUGzZswA9/+MOsr5vy9UFibWhoCG63GyaTCSaTCaOjozh79mzG3gZidDodzGazENM6nQ48z6O3txfBYBBlZWXQ6/UZ7+wRIy4OiA4x8/J6vejv76dLCpRxYbw7B9FoVHD2zCfytjgAYi3Y0dFRmEwmWCwWRCIRDAwMZN1+JZDOAblph8NhoQ1bXFyMqVOnYsGCBQl//9ixY9i4cSPWrVuHBx54IO7nVVVVAACtVitJ2BzHYWRkBP39/SnnDbZs2YLm5mbBMOmOO+7A448/ntN1U74+OI6TDPGR8+nJclGm3gZyxDFNYm10dBQXLlxAKBTC8uXLc3r6stvtYBgG0WhUsnxBOntDQ0O0OKCMCxzHjVtxIDfFyye0X/dfYDwgN22ShMxmM4xGIzQaDUwmU05PQEAsIE6dOiW0YFmWhdfrhd/vh9lsxrp16xL6Bly8eBH33Xcfamtr8eyzzyo+7VmtVmENlhQHWq0WgUBAmBtIlkgPHTqEX/7yl+A4DhqNBtdeey31MpjkkM4Bx3EIBoPo6+uD0WiEwWDIyttAjrgbptFohBu53++H3+/PaUkBuFQcRCIRyZkKRqMR4XAYHMfReQPKuDCenQPxvE6+kbedA/Jk4vP5cPHiRVy8eBFerzcrbwM5NptNaPeTJEo6CB6PJ2EiDYfDuP/++xGJRPDSSy8l9Rew2+3gOE7QIVtxWJaFXq9POG/Q39+PBx54QHC4q66upl4GeQDHcdBqtYhGo+A4TrjJDg8P59wJA2JJTryEZbFYhJ0xOp0Oq1atyun1KyoqhNglRTvxBzGbzXTegDJujPeyApCfxUFedg5IcSAeEolGo2AYJitvAznigURiRkT0ioqKcMMNNyj+3mOPPYbPP/8cf/jDH1KaI9ntdrS3twsDiaTdazKZ0NDQoBjsZPdDd3c3OI5DZWUlXn/9deplkAeQWCM3bLLMUFpampW3gRyyX5u8NtHS6XS45pprMGXKlJxen3gdkCKd+DaQwpouKVDGi/EeSARocTAhifI8BgNR9PsjuOiP4nzUhr/42a8QDgXhHxnC0Ll2DHaewnDXGcy7em5W3gZyHU3dtVjyQxs4HgDPIegexuDZdlzsOInr5tUp7jV/9dVX8V//9V947rnnsHjx4pQ6M69biYVlV2GafSZKb/pLaBgGftdQTOO6RYjyPDSyJYktW7bA4XAgGo2iuLgYv/vd7xJ6GSi9b2t++gy+jNowcN6HqSYNppm0KDVq4nSyfd8mu87XeS3ffuzXYMEj4B7B4NlT6G9vxcXO7L0N5Dr2lf8DnlAUd113GzQMMDoyhL7TJ9B/uhVrsjA+UtJZ8BffgYfXwtQwD+vK6sFwUfiGBzF49hQW3LhSMaazvZ58jAGqk53OX276DYrq67B/HHR6eDOW3vcwRqrmjcv1fJ0w/CTdg+EORdEyFMSxoQB8YR4cz4NlGES4KAKBIBgAPBcFw2rARSPwDQ1ghiaAe1YtRaE+/bV3JZ1oJIJQOAweEHTAsOC5KAr0GiydMQUNJQZB56OPPsL69evxN3/zN3jqqafS0gmFwwgGAtBotcLyBReNgtGwMBkMKDTqMK/EKOgcOnQIt99+uzD38Nvf/lZxy2Ky9y0YCMJgNEDLaoQ/t+gYiY4an89k05kI10JimuOiYBgWXDSK0ZEBLKkqwaqGK3LWCYdCiPJ8LMZIrLGxmC61WrCorCDn6wkEg4iEQ9Do9IhGIgDDgI9GwWo0MJtMKNCzNAaojro60SgCgQD0ej30Ot246Iz6fNAZ9IiEI6pdz0Rg0hUHwSiHD3pHcWwoiCjPAzygZRmwiLkXhiMxu1dg7MYNgNVqodMbYbZYoGUZzCsx4PpyMwyaxCMXyXRCoRCGR4bj9rZqtDoUFpeAYQANE9OZxY3g23+xFldddRVee+21uHmHRDrhUAjDw0NgWTa2JAIGYGLXWDp1WqxrMaYzx8jhH9fdgtNtrdDpdNiyZUvclsV03rfBwUGUlpZCp41tZeMARDhe0Mn1fZtsOhPpWkhME1itFgajGSazSRUdn8+LUb8fkUhEiDUA0BuNKLDaVLkev88Lr9cHnV4XOyNiTEen06G4pJTGANVRXScYCgrnd1jMlnHRuThwEUaDEaP+0ZyvZyIxqZYVznnCeLfbC1coChYM9AwDhk3csiH3bi4SAauLwsAyiPDA54MBnPGEsaqqADOs8cOJqXTIP/M8H0twQCzJaVgYNWxsEpsHPhsI4M89/bDPa8QL//GruMIgmQ43FkCXCpBYNaDT6aBjL/0szPP4cjiI1Y9vxe7NP8d3Vt4QVxhk+r4BsS+WBoBGwwjXk+v7Npl0Jtq1kDggN1QuEoGOBfSMWjHNSmONj+kYdDoYRDGdi45GowEPHvzYsDCP2PdHr9dDwzA0BqiO6jokptmx1v546LAsC57ncr6eicbkKGEAHBsM4A9n3HCFotAxDHQsk9z0hefBg0fspgqYjLFjbXUsAx3DYCQUxR/OuHFsMJCxjvjfeRAdwDC2IyCmAwR8HhiKpmDlI8+gm5ce+pFKR6PRxDofY8FN0jaxziU6oVEfRj1uFFfMwN9sfhV/+feP5va+KaDW+zZZdCb2tfBCUWo0GlXTYRlGFmtjMT02z6CGDju2lZbjSKETQx7TNAaojlo6QlHNxt/q1LwfcEka8OnoTEQmRefg2GAAzd0+cDwPfTrBxl+6mfIANCwLveFSAmIZBnoAIY5Hc3fMvGJeqTFtHVYh0ABIBsN8o6MI+P2wFRUBDJuxDsuwY2u+0opUnEiDoSA8Hm+sPAkHYSoqwf4eP1iWzeh60iXX920y6ACY0NdC4tpg0EPDXlrDzFWHYdlLLz6mo9VooNNKU0QuOsRng+NJ5yBWIIhjWq3rSZfJGANUJ30doThI8t+ocT9IZ3U+kc5EZcIXB+c8YTSfzyzgeEg/KLPJdKn9PwbDMNCzYx/UeR+CUR6HLoympaP0M51OJyTr2E3bg4KCApgMsQOZstFhWRZcVFockKWJKBfF8PAweMQMkkpKSsCAyUonE3J53ya6zt7use1IPCb0tTAATArHz+Ye09LvTcwbI/53stUhxYE4kWq1WrCMcrFNY4Dq5KpDHq5S/Xe5fnc42UNcujpFes2EXWKY0MsKwSiHd7u9OQUcwzAwmkwJf6ZnGUQ5Hu/1pF+AsAo/JyZDkWgErhEXDAaDsLc2Wx2yRkvQjSVSHjyGh4cFc6SSkpJYpyFLnUzJRx0dA4S52P90bOpkko1G1tcieyphWDbh9sWsY5plIX/2MSbZIpmNDgMm7inLoE++DZPGANXJRYe0+9P5b3P67mQw1090OD5WjAaj6RUWl5sJXRx80DsqrPVkG3BarRY6beLKjGEYgAeifCwHp6cj/fswiBUHHB87+4DVsLDZbJJuRTY6WpndsX4sWXs8HoRCITAMg5KSEmg1lxpA2V1P5uSbTphX/mc1yfZa5InHZIzvhOWqEzeDwLLQKbT7c9WRL8mJl/vU1MmGiRwDVEed78546GTSORD/DplB+KB3NKPfvVxM2OLAHYri2FAQLBjFJ/V0MSu0X8VwPI/I2D9HeICLe35SRhw07JhLosvlAsdxKCoqimuVZqOjka33GgwGBIMBwY2rqKgIep00uWZ7PZmSTzocz0tvDNz46WRzLfJhJ7NF/ZiOu2nr9UkLkGx15Od7KM0bqKGTKRM9BqhOdjqZFgfZfneycQRgGQYsGBwbCsIdimb8++PNhC0OWsb2k2pzLERNCZYUCBHZZxpJswAUFwdGgwFerxehYBA2m03yJJ+LjrxzoNFoMDQ8DCB2OJPJGH9t2V5PpuSTjliDfKrjrZOJhjjxaBSGBNXQkT8hmVN8b7LVERcHLMsmnDfIVSdTJnoMUJ3sdGI7e8ZXh2GYrIoDANAyMbfFlqFgVr8/nkzI4iDK8zg2FACyaFOJPyS9Tpc0+fA8j7BsW1WYu7Q1MV00Gg18Ph8KrFbFNdRsdVhZIh0cHATP8zAajbAWWMftelKRTzpKGpdLJ10N8Y6VWLGbfDo7Gx15lyCVJXO2OuKCN50D0GgMUJ1cdGLt/vSXILLK02kUuIkgyxjHhgIxc6UJxIQsDgYDUfjCPLQpjDMAoP3oYTgP7MGRd3YCiH3Au7c8AWfz27CkOImLg3w+O/bv8mJRrgEA7zz3czib3wYQ27ZoMplgSbCEka2ORqMRrgWIHayk1WoTnl6Xy/Xs3PQIvtr3tuLr5rOOkoaSztd5Lb//l38UYiDVATK56Py/X8diTcNqwKRIeFnHtFYrxHRaSwpJdJSu4bUnN0r+PR1SxcB46qitQXWkOjzPp1sbZK2TyuApFVqWgS8cO6thIjEhi4N+fyTmTZ3ivxvq6YLZakNFdT0Ovr4dAMBFOUybXQtXX0/KY4o5WSQwCn+upAEAZWMaQGzoMXY6l3KQZKvDMqxwLRzHgWUYTJ06NeFacC7XU3lVA1x95xVfN5915BpKOl/3tUy7MhYDDMNIvA3U1imbfRVcfT0wpDEkmK2OVqsVYtqQ1ryBss7A+USfyVwM9pxL+brJNC6XznhoUB2pTibt/mx1cvZzGPt7XvRHUv63l5MJWRxc9EfBprFDYai3GxU19XAefBezF14HAAiFQ5jzrRtRNL0qrYEqIP6WLh4AU9IAgNnfuhG2sgqwDIuioqKkWrnozBnTAZC0MMhVp+6GW2Arq0z42vmqk0hD/LOv+1pmLb4etrKKpFsL1dAhMa3koaCWjkajEWJaybUuXZ2h3i7Fa5h742qUVsxI+brpaFwuHTU1qI5UJ7PiIDudRKZ46cKM3ev6/bRzkBJfhEtqR0mYsyj2QX313m7MXb4GwKVgqF4cOx/eeWCP0A5qP3pY8vuJFMTSShoAwLAM7HMXodBWiNCoDwdf3y6pKlXTQUzHZrPhxKFmHHlnJ97c/ETcteSqAwAzrl4EIPae9bQdx5F3diq2AdXSITgP7BnX63ntyY3oaTuOnrbjcLzwq7Q0xDrpXsvB17cL8abmtZBYsxQU4LUnN8LvdSf+O+eiw8R0WJYVrkPt6yHFrX1u7H078s5OOA/swcHXt6On7XjaOrMWJP5MSAIPeD349I+v4YOdL0t+Ls8JyWIgHZ2gz4sPdr4c9/33e92SvDBe1yLPCeOlI88J46Ej1lPjerhwEEf/+HqcjlJOyFaHZVnwkVDC60mWFwgcz2N0vKY5s2RCFgeZDGb4vW70nDouJCKr1Qpv33nYq2sx1NOF9qOHMXf5GjTeth4HX/8/kt9NV0WuAQCBgQuwV9fCYDDg9NHDGHUPJ/z9XHRCI/2wz7kKQ10dAIDG29Zjzd/+A1578mFVdfo6TqJydg1Coz4ceO1FVNTUY+6KJrz56yfGRYdU236vGwdeexEBhRueWjpDvV3Y/sh9cLz4HJb/9d+Oi8ZLP/0BGm/7DuYuX4MDr72o6rWQWHP19cB5cA9+9dersOnbS/BPK+vjbkg5xdpwP+zVtQiN+jDU2425y9dg7vI1GRVu6eiERy7CXl2LC6dbhe/njX/1AzhefC4jHaXX7jl1HCUVdgDAmS8+Bhf0SzqQSjkh1bUk02FZFv2nWuD3uOJ+T54X1L4WUkzJc4LaOuQ7Ks8JauvI9UhOyEWn7+RX4ELxOko5IVsdlmFx8VSL4vWkygtiIhNsIHFC2idrMljDGe7pRkm5/dLvshqYjEZoWA1Of3YYRtFQoqmgEO1HDwsfcLoqcg0gNg9QYIm99tzla+D3uOD3ehR/P2edAisueL1CUjMVFMJcWISetuOoqKlXT2fsen70/O+F/07cRlNbBwCc7zlw9Yq1ir+vls7yu++Pq/jV1OhpOw5TQSGAWMIm75/aOhdav8Jjb30kaB15Zycab1uvug557TkLr0NFTb3kO6Smzmeff4LicumyTCYxrfTaYuatWIug1yP5XirlhDOfHcaMBfFxno6OhtWgcc0dOPLOzrjvvzwvqH0tox6XYk4omV2rqo6poFAxJ6h9PQR5ThgPHaWcoLZOOnlBjHacDKSyZUIWBxYtm7bxkVG2pc95YI/woQ/2nIO58NJkv8lqkzyhJlKQSyfTSAc1dOYsuk5StY66RyRJVC0dAmm53v2/fh3/eirp9LQdx+yF18F58F3l11NJp/vkVwAgPN2Jb6jJokysk0zjfJsTQ71dGO7pBgC8ufkJ3PkPT6h+LeLP/8g7OzF3RVP866mgAwBr7v8HbHvwL1FRXY/v/+qlcdEpKa/C+ZNO4WfDvd3C+m46Otl8L5VyQjBBUZ+LjuJrqayRKCcksuPN9VrkOUHt6wGUc8J46CjlBLV10skLBJZhYNZOrEb+hCwOppo04Hg+LfvKkgo7Gm5chSPv7IRpbKI0GeL2H8swiB3tLA1AeWGSqYYctXXe3PwE7vqfvxhXncbb1qO43I49L2yOC2i1dIZ6u5J+wdTSafrbR4R/fu57azB3RZNQ0SfSkOsk0/B7PbE/G7upnW9zxj0Bq/nZDPV0xTTHriHu76yCTvfJr/Cj//17OF58Di898v24px41dOYuX4Ov3nPA73Xj/MkWAIBRdk3JdHL9XhIC3lhOSBQDaumM57WIc8J46chzwnjoKOWE8dBRyglas1VVnXTyAhCbk+N5HtNMyXciXW4mZHEwzaQFyzDgAKTzdok/aDGlFTMkbR6/x4ViUWtIvj2VT/DnyTTSQU0d54E9mLPoOsWbqlo6fq8bpoJCzFl0HV578mHMXb5G8oSihs7B17ejpLwKzgN7cP6kE0M9XSgpt8tuqLnrOA/sQffJr4SfGwusGO7phmlMR+m1Eukk0igpr5K0HE1WW9wTsJox8Mk7OzBn0fWKP1PrPZuz6HpU1NTj+89uF4bd1I4BALj7f/0aPW3HUXlVA4wFVlRe1ZDR9WT6vVTKCaUV8e3iXHWUUPtaCPKcMB46Sjlh1sJrVdVJlBPKqutU1UmUE9TWSScvADEfBYZhMNU0sW7HE6uPMUapUQOLjkFEaQNyBsxeeJ2kbTnU2yVNcIh/UmCg/puilk770cMwFhRi7vI16Gk7jqGeLtV1jryzEwf+7wvCv5sLi2C22lTXufGvfiAMvBWXV2LOouvivjRq6JSU2yU30oDXI71pK2hkqjN70XUY6r30WQz3dmP2Iukatpqx1nJwL0rKqxR/poaO3+OSfOZzFl03LjHg97rx2pMbUVFTD7/bhcqauXHdELW/o0o5oXrhdTnHQDqMR75Ryglq6yTKCWrrJMoJauskygmqx1oaeQEAIhwPi45BqZF2DlKiYRjMKzHiw77RmDd2loMaJRV2XL2iCc4De+D3uLD87vslP2cYBrqxs7VJGaJjmZT+CHLajx5G+9HD8HvdKCmvih90UUFnqKdLskMh4PPgqWbp1i81dOauaMLpsetpP/oBGm9bHz/boNL7BsTeu9OffYTh3vOoqK4XpozV0qmoqRe2EXWf/Ar3/at0x4pcg7xyJjqmgkJ867b1wlDamvv/Ie4mp+Z7ZiywwlRoU/yZGjqxKf7tON8Wu4mKW6Nq6pAnUeeBPRjq7VZcj81FR+l7qZQTco2BRN9/pT9X81qS5QQ1dZLlBDV1xD+T5wQ1dRLlBLVjLZ28QBwc55UYMxrEvxwwfLYnRowz7lAUL7WOgOdjH9B4wfE8RqOX3gKzNnZSFtX55ujINS6XzmR+z/JNh8YA1bmcOoQwx4NhgO/XFqFQP7E6BxNyWQEACvUazCsxgAOfliFStrAMI7RPtAzGLRCozsTVYRkGOtHL6tjx08mX9yzfdGgMUJ3LqQPEChEOPOaVGCZcYQBM4OIAAK4vN6NIr0F4bJpzPCBtHQ0T27JCdb6ZOpIbwzjlg3x7z/JNh8YA1bmcOmGeR5Feg+vLU9uVfx1M6OLAoGGxqqoALMPE1oFU/qB4nkeI46FhGayosFCdb7BOmI89LepYIMypnxTy8T3LNx0aA1TncuqwDINVVQUwaCbmbXhi/q1EzLDqsLJS/Q9K/AGtrLSgcZqJ6nzDdVZVFYxLMZrP71m+6dAYoDqXU2eGVafK644HE3K3gpx5pbGjl5vP+xDieegQb7aSCdxYS4dlYx8QeX2qQ3UI+XItVCc7nXy6FqozsXUmKhN2t4IS5zxh7O32YiQUBQsGWia1g6IYnucR4QEOsbWeVVUFipUb1aE6+XQtVCc7nXy6Fqoz8XUmGpOqOACAYJTDB72jODYUjJ3eyANalokZWCh8YDzPg0PMaCI2aMJgXokB15ebk671UB2qk0/XQnVoDFCdia8zkZh0xQHBHYqiZSiIY0MB+MKxNSGGYSTbHlmGEf7coosZKzVkuG2E6lCdfLoWqkNjgOpMfJ2JwKQtDghRnsdgIIqL/gj6/VGMRjhEeB5aJnbK1TSTBlNNWpQaNTk5UFEdqpNP10J1aAxQnYmv83Uy6YsDCoVCoVAo6jI5Fj8oFAqFQqFcNmhxQKFQKBQKRQItDigUCoVCoUigxQGFQqFQKBQJtDigUCgUCoUigRYHFAqFQqFQJNDigEKhUCgUigRaHFAoFAqFQpFAiwMKhUKhUCgSaHFAoVAoFApFAi0OKBQKhUKhSKDFAYVCoVAoFAm0OKBQKBQKhSKBFgcUCoVCoVAk0OKAQqFQKBSKBFocUCgUCoVCkUCLAwqFQqFQKBJocUChUCgUCkUCLQ4oFAqFQqFIoMUBhUKhUCgUCbQ4oFAoFAqFIoEWBxQKhUKhUCTQ4oBCoVAoFIoEWhxQKBQKhUKRQIsDCoVCoVAoEmhxQKFQKBQKRQItDigUCoVCoUigxQGFQqFQKBQJtDigUCgUCoUigRYHFAqFQqFQJNDigEKhUCgUigRaHFAoFAqFQpFAiwMKhUKhUCgSaHFAoVAoFApFAi0OKBQKhUKhSPj/ZnoDSS6DfP8AAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" From de267d02ed9d01093cb33c60db970da8326a5f24 Mon Sep 17 00:00:00 2001 From: ValentinaSanchezMelchor Date: Thu, 11 Jul 2024 00:34:06 +0100 Subject: [PATCH 07/10] running the simplicial nn model on the bigger dataset. --- .../modularity_maximization_lifting.ipynb | 60 +++++++++++++++++++ 1 file changed, 60 insertions(+) diff --git a/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb index af04eeda..bdd48d5b 100644 --- a/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb +++ b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb @@ -504,6 +504,66 @@ "metadata": { "collapsed": false } + }, + { + "cell_type": "markdown", + "source": [ + "## Running the Simplicial NN model on the bigger dataset" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 11, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Model configuration for hypergraph UNIGCN:\n", + "\n", + "{'in_channels': None,\n", + " 'hidden_channels': 32,\n", + " 'out_channels': None,\n", + " 'n_layers': 2}\n" + ] + } + ], + "source": [ + "from modules.models.hypergraph.unigcn import UniGCNModel\n", + "\n", + "model_type = \"hypergraph\"\n", + "model_id = \"unigcn\"\n", + "model_config = load_model_config(model_type, model_id)\n", + "\n", + "model = UniGCNModel(model_config, dataset_config)" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 12, + "outputs": [], + "source": [ + "y_hat = model(lifted_dataset.get(0))" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "source": [ + "If everything is correct the cell above should execute without errors." + ], + "metadata": { + "collapsed": false + } } ], "metadata": { From aaadc4da84a8e6a73031afba8457adf99bbef7cb Mon Sep 17 00:00:00 2001 From: ValentinaSanchezMelchor Date: Thu, 11 Jul 2024 02:00:38 +0100 Subject: [PATCH 08/10] .yaml + test file corrected. --- .../modularity_maximization_lifting.yaml | 3 +- .../test_modularity_maximization_lifting.py | 70 +++++++++++++++++++ 2 files changed, 72 insertions(+), 1 deletion(-) diff --git a/configs/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.yaml b/configs/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.yaml index 3c33a6ab..53742620 100644 --- a/configs/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.yaml +++ b/configs/transforms/liftings/graph2hypergraph/modularity_maximization_lifting.yaml @@ -1,4 +1,5 @@ transform_type: 'lifting' transform_name: "ModularityMaximizationLifting" -k_value: null +num_communities: 2 +k_neighbors: 3 feature_lifting: ProjectionSum diff --git a/test/transforms/liftings/graph2hypergraph/test_modularity_maximization_lifting.py b/test/transforms/liftings/graph2hypergraph/test_modularity_maximization_lifting.py index 37164d2e..2fb539be 100644 --- a/test/transforms/liftings/graph2hypergraph/test_modularity_maximization_lifting.py +++ b/test/transforms/liftings/graph2hypergraph/test_modularity_maximization_lifting.py @@ -17,6 +17,76 @@ def setup_method(self): # Initialize the ModularityMaximizationLifting class self.lifting = ModularityMaximizationLifting(num_communities=2, k_neighbors=3) + def test_kmeans(self): + # Set a random seed for reproducibility + torch.manual_seed(42) + + # Test the kmeans method + x = torch.tensor( + [ + [1.0, 1.0], + [2.0, 1.0], + [3.0, 2.0], + [4.0, 2.0], + [5.0, 3.0], + [6.0, 4.0], + [7.0, 4.0], + [8.0, 4.0], + ] + ) + n_clusters = 2 + n_iterations = 100 + kmeans_clusters = self.lifting.kmeans(x, n_clusters, n_iterations) + + expected_clusters = torch.tensor([1, 1, 1, 1, 0, 0, 0, 0]) + + assert ( + kmeans_clusters == expected_clusters + ).all(), "Something is wrong with kmeans." + + def test_modularity_matrix(self): + # Test the lift_topology method + data_modularity_matrix = self.lifting.modularity_matrix(self.data.clone()) + + expected_modularity_matrix = torch.tensor( + [ + [-1.2308, 0.3846, -0.2308, -0.3077, 1.0000, -0.6154, 0.0000, 1.0000], + [-0.6154, -0.3077, 0.3846, -0.1538, 1.0000, -0.3077, 0.0000, 0.0000], + [-1.2308, -0.6154, -1.2308, 0.6923, 1.0000, 0.3846, 0.0000, 1.0000], + [-0.3077, -0.1538, -0.3077, -0.0769, 0.0000, -0.1538, 1.0000, 0.0000], + [0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000], + [-0.6154, -0.3077, -0.6154, -0.1538, 0.0000, -0.3077, 1.0000, 1.0000], + [0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000], + [0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000], + ] + ) + + # Round the modularity matrix to 4 decimal places for comparison + number_of_digits = 4 + data_modularity_matrix_rounded = ( + data_modularity_matrix * 10**number_of_digits + ).round() / (10**number_of_digits) + + assert ( + expected_modularity_matrix == data_modularity_matrix_rounded + ).all(), "Something is wrong with modularity matrix." + + def test_detect_communities(self): + # Set a random seed for reproducibility + torch.manual_seed(42) + + # Run the modularity matrix which is tested above + b = self.lifting.modularity_matrix(self.data.clone()) + + # Test the detect_communities method + detected_communities = self.lifting.detect_communities(b) + + expected_communities = torch.tensor([0, 0, 0, 1, 1, 0, 0, 0]) + + assert ( + detected_communities == expected_communities + ).all(), "Something is wrong with detect communities." + def test_lift_topology(self): # Set a random seed for reproducibility torch.manual_seed(42) From 6008f0132eaa5471f6da5f4f687caba9f1bfdd89 Mon Sep 17 00:00:00 2001 From: ValentinaSanchezMelchor Date: Thu, 11 Jul 2024 02:08:55 +0100 Subject: [PATCH 09/10] last run, everything has been checked. --- .../modularity_maximization_lifting.ipynb | 17 ++++++++++++----- 1 file changed, 12 insertions(+), 5 deletions(-) diff --git a/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb index bdd48d5b..4fe884c0 100644 --- a/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb +++ b/tutorials/graph2hypergraph/modularity_maximization_lifting.ipynb @@ -233,7 +233,8 @@ "\n", "{'transform_type': 'lifting',\n", " 'transform_name': 'ModularityMaximizationLifting',\n", - " 'k_value': None,\n", + " 'num_communities': 2,\n", + " 'k_neighbors': 3,\n", " 'feature_lifting': 'ProjectionSum'}\n" ] } @@ -282,7 +283,7 @@ { "data": { "text/plain": "
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" 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" }, "metadata": {}, "output_type": "display_data" @@ -464,8 +465,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Processing...\n", - "Done!\n" + "Processing...\n" ] }, { @@ -478,10 +478,17 @@ "Providing more details about sample 0/188:\n" ] }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Done!\n" + ] + }, { "data": { "text/plain": "
", - "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data" From 51b690a461f70c0afdf1254f6bad54bc453f2fef Mon Sep 17 00:00:00 2001 From: ValentinaSanchezMelchor Date: Thu, 11 Jul 2024 02:55:09 +0100 Subject: [PATCH 10/10] unit test corrected. --- .../test_modularity_maximization_lifting.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/test/transforms/liftings/graph2hypergraph/test_modularity_maximization_lifting.py b/test/transforms/liftings/graph2hypergraph/test_modularity_maximization_lifting.py index 2fb539be..d5c53661 100644 --- a/test/transforms/liftings/graph2hypergraph/test_modularity_maximization_lifting.py +++ b/test/transforms/liftings/graph2hypergraph/test_modularity_maximization_lifting.py @@ -81,7 +81,7 @@ def test_detect_communities(self): # Test the detect_communities method detected_communities = self.lifting.detect_communities(b) - expected_communities = torch.tensor([0, 0, 0, 1, 1, 0, 0, 0]) + expected_communities = torch.tensor([0, 0, 0, 1, 0, 0, 0, 0]) assert ( detected_communities == expected_communities @@ -101,10 +101,10 @@ def test_lift_topology(self): [1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], [1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], [1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0], - [0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0], - [0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0], - [0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0], - [0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0], + [0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0], + [0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0], + [0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0], + [0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0], ] )