From 61e4d1f565a6fd5061646133c310d663e9bacfd5 Mon Sep 17 00:00:00 2001 From: habiba-h Date: Thu, 29 Nov 2018 08:51:59 +1100 Subject: [PATCH 001/116] A shirt demo of weighted random walks for node2vec --- .../weighted-random-walks.ipynb | 1539 +++++++++++++++++ 1 file changed, 1539 insertions(+) create mode 100644 demos/node-classification-node2vec/weighted-random-walks.ipynb diff --git a/demos/node-classification-node2vec/weighted-random-walks.ipynb b/demos/node-classification-node2vec/weighted-random-walks.ipynb new file mode 100644 index 000000000..f5aa146f2 --- /dev/null +++ b/demos/node-classification-node2vec/weighted-random-walks.ipynb @@ -0,0 +1,1539 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Introduction\n", + "\n", + "An example of node classification on a weighted homogeneous graph using the `Node2Vec` representation learning algorithm. The example uses components from the `stellargraph`, `Gensim`, and `scikit-learn` libraries.\n", + "\n", + "**Note:** For clarity of exposition, this notebook forgoes the use of standard machine learning practices such as `Node2Vec` parameter tuning, node feature standarization, data splitting that handles class imbalance, classifier selection, and classifier tuning to maximize predictive accuracy. We leave such improvements to the reader.\n", + "\n", + "### References\n", + "\n", + "**1.** Node2Vec: Scalable Feature Learning for Networks. A. Grover, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2016. ([link](https://snap.stanford.edu/node2vec/))\n", + "\n", + "**2.** Distributed representations of words and phrases and their compositionality. T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean. In Advances in Neural Information Processing Systems (NIPS), pp. 3111-3119, 2013. ([link](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf))\n", + "\n", + "**3.** Gensim: Topic modelling for humans. ([link](https://radimrehurek.com/gensim/))\n", + "\n", + "**4.** scikit-learn: Machine Learning in Python ([link](http://scikit-learn.org/stable/))" + ] + }, + { + "cell_type": "code", + "execution_count": 282, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.manifold import TSNE\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LogisticRegressionCV\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics.pairwise import pairwise_distances\n", + "\n", + "\n", + "import os\n", + "import networkx as nx\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "\n", + "from stellargraph.data import BiasedRandomWalk\n", + "from stellargraph import StellarGraph\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dataset\n", + "\n", + "\n", + "The dataset is the citation network Cora.\n", + "\n", + "It can be downloaded by clicking [here](https://linqs-data.soe.ucsc.edu/public/lbc/cora.tgz)\n", + "\n", + "The following is the description of the dataset from the publisher,\n", + "\n", + "> The Cora dataset consists of 2708 scientific publications classified into one of seven classes. The citation network consists of 5429 links. Each publication in the dataset is described by a 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of 1433 unique words. The README file in the dataset provides more details. \n", + "\n", + "For this demo, we ignore the word vectors associated with each paper. We are only interested in the network structure and the **subject** attribute of each paper.\n", + "\n", + "Download and unzip the cora.tgz file to a location on your computer. \n", + "\n", + "We assume that the dataset is stored in the directory\n", + "\n", + "`~/data/cora/`\n", + "\n", + "where the files `cora.cites` and `cora.content` can be located.\n", + "\n", + "We are going to load the data into a networkx object." + ] + }, + { + "cell_type": "code", + "execution_count": 283, + "metadata": {}, + "outputs": [], + "source": [ + "data_dir = \"~/Documents/data/cora\"" + ] + }, + { + "cell_type": "code", + "execution_count": 292, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Largest subgraph statistics: 2485 nodes, 5069 edges\n" + ] + } + ], + "source": [ + "cora_location = os.path.expanduser(os.path.join(data_dir, \"cora.cites\"))\n", + "g_nx_wt = nx.read_weighted_edgelist(path=cora_location)\n", + "\n", + "# load the node attribute data\n", + "cora_data_location = os.path.expanduser(os.path.join(data_dir, \"cora.content\"))\n", + "node_attr = pd.read_csv(cora_data_location, sep='\\t', header=None)\n", + "values = { str(row.tolist()[0]): row.tolist()[-1] for _, row in node_attr.iterrows()}\n", + "nx.set_node_attributes(g_nx_wt, values, 'subject')\n", + "\n", + "# Select the largest connected component. For clarity we ignore isolated\n", + "# nodes and subgraphs; having these in the data does not prevent the\n", + "# algorithm from running and producing valid results.\n", + "g_nx_wt = max(nx.connected_component_subgraphs(g_nx_wt, copy=True), key=len)\n", + "print(\"Largest subgraph statistics: {} nodes, {} edges\".format(\n", + " g_nx_wt.number_of_nodes(), g_nx_wt.number_of_edges()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Add weights to the edges \n", + "Each edge is weighted by the jaccard similarity of the features of the pair of nodes." + ] + }, + { + "cell_type": "code", + "execution_count": 318, + "metadata": {}, + "outputs": [], + "source": [ + "df = node_attr.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 296, + "metadata": {}, + "outputs": [], + "source": [ + "df.set_index(0, inplace = True)\n", + "papers = df.index\n", + "wts = pd.DataFrame(1- pairwise_distances(df.iloc[:,:-1],metric = 'jaccard') , index = papers, columns = papers)\n", + "sims.index = sims.index.map(str)\n", + "sims.columns = sims.columns.map(str)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Append the weight attribute to the edges." + ] + }, + { + "cell_type": "code", + "execution_count": 297, + "metadata": {}, + "outputs": [], + "source": [ + "for u,v in g_nx_wt.edges():\n", + " val = sims[u][v]\n", + " g_nx_wt[u][v]['weight'] = val" + ] + }, + { + "cell_type": "code", + "execution_count": 301, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "EdgeDataView([('35', '1033', {'weight': 0.04761904761904767}), ('35', '103482', {'weight': 0.02564102564102566}), ('35', '103515', {'weight': 0.05128205128205132}), ('35', '1050679', {'weight': 0.23809523809523814}), ('35', '1103960', {'weight': 0.0}), ('35', '1103985', {'weight': 0.05128205128205132}), ('35', '1109199', {'weight': 0.0}), ('35', '1112911', {'weight': 0.05128205128205132}), ('35', '1113438', {'weight': 0.0}), ('35', 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The two steps are,\n", + "\n", + "1. Use 2nd order random walks to generate sentences from a graph. A sentence is a list of node ids. The set of all sentences makes a corpus.\n", + "\n", + "2. The corpus is then used to learn an embedding vector for each node in the graph. Each node id is considered a unique word/token in a dictionary that has size equal to the number of nodes in the graph. The Word2Vec algorithm, [2], is used for calculating the embedding vectors.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Corpus generation using random walks\n", + "\n", + "The stellargraph library provides an implementation for 2nd order random walks as required by Node2Vec. The random walks have fixed maximum length and are controlled by two parameters `p` and `q`. See [1] for a detailed description of these parameters. \n", + "\n", + "We are going to start 10 random walks from each node in the graph with a length up to 100. We set parameter `p` to 0.5 and `q` to 2.0." + ] + }, + { + "cell_type": "code", + "execution_count": 306, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('35', '1033', {'weight': 0.04761904761904767, 'label': 'default'}),\n", + " ('35', '103482', {'weight': 0.02564102564102566, 'label': 'default'}),\n", + " ('35', '103515', {'weight': 0.05128205128205132, 'label': 'default'}),\n", + " ('35', '1050679', {'weight': 0.23809523809523814, 'label': 'default'}),\n", + " ('35', '1103960', {'weight': 0.0, 'label': 'default'}),\n", + " ('35', '1103985', {'weight': 0.05128205128205132, 'label': 'default'}),\n", + " ('35', '1109199', {'weight': 0.0, 'label': 'default'}),\n", + " ('35', '1112911', {'weight': 0.05128205128205132, 'label': 'default'}),\n", + " ('35', '1113438', {'weight': 0.0, 'label': 'default'}),\n", + " ('35', '1113831', {'weight': 0.02777777777777779, 'label': 'default'}),\n", + " ('35', '1114331', {'weight': 0.08333333333333337, 'label': 'default'}),\n", 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0.046511627906976716, 'label': 'default'}),\n", + " ('504', '89416', {'weight': 0.1515151515151515, 'label': 'default'}),\n", + " ('1102364', '506', {'weight': 0.09999999999999998, 'label': 'default'}),\n", + " ('506', '1106546', {'weight': 0.09523809523809523, 'label': 'default'}),\n", + " ('506', '89416', {'weight': 0.09756097560975607, 'label': 'default'}),\n", + " ...]" + ] + }, + "execution_count": 306, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(StellarGraph(g_nx_wt).edges(data = True))" + ] + }, + { + "cell_type": "code", + "execution_count": 302, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of random walks: 24850\n" + ] + } + ], + "source": [ + "rw = BiasedRandomWalk(StellarGraph(g_nx_wt))\n", + "\n", + "weighted_walks = rw.run(nodes=list(g_nx.nodes()), # root nodes\n", + " length=100, # maximum length of a random walk\n", + " n=10, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = True\n", + " )\n", + "print(\"Number of random walks: {}\".format(len(weighted_walks)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Representation Learning using Word2Vec\n", + "\n", + "We use the `Word2Vec`, [2], implementation in the free Python library `Gensim`, [3], to learn representations for each node in the graph.\n", + "\n", + "We set the dimensionality of the learned embedding vectors to 128 as in [1]." + ] + }, + { + "cell_type": "code", + "execution_count": 307, + "metadata": {}, + "outputs": [], + "source": [ + "from gensim.models import Word2Vec\n", + "\n", + "model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 308, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(128,)" + ] + }, + "execution_count": 308, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# The embedding vectors can be retrieved from model.wv using the node ID as key.\n", + "model.wv['19231'].shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualise Node Embeddings\n", + "\n", + "We retrieve the `Word2Vec` node embeddings that are 128-dimensional vectors and then we project them down to 2 dimensions using the [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) algorithm." + ] + }, + { + "cell_type": "code", + "execution_count": 309, + "metadata": {}, + "outputs": [], + "source": [ + "# Retrieve node embeddings and corresponding subjects\n", + "node_ids = model.wv.index2word # list of node IDs\n", + "node_embeddings = model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", + "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" + ] + }, + { + "cell_type": "code", + "execution_count": 310, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply t-SNE transformation on node embeddings\n", + "tsne = TSNE(n_components=2)\n", + "node_embeddings_2d = tsne.fit_transform(node_embeddings)" + ] + }, + { + "cell_type": "code", + "execution_count": 311, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 311, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# draw the points\n", + "alpha = 0.7\n", + "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", + "node_colours = [ label_map[target] for target in node_targets]\n", + "\n", + "plt.figure(figsize=(20,16))\n", + "plt.scatter(node_embeddings_2d[:,0], \n", + " node_embeddings_2d[:,1], \n", + " c=node_colours, cmap = \"jet\", alpha = 0.7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Downstream task\n", + "\n", + "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node attribute inference. \n", + "\n", + "In this example, we will use the `Node2Vec` node embeddings to train a classifier to predict the subject of a paper in Cora." + ] + }, + { + "cell_type": "code", + "execution_count": 312, + "metadata": {}, + "outputs": [], + "source": [ + "# X will hold the 128-dimensional input features\n", + "X = node_embeddings \n", + "# y holds the corresponding target values\n", + "y = np.array(node_targets)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Splitting\n", + "\n", + "We split the data into train and test sets. \n", + "\n", + "We use 75% of the data for training and the remaining 25% for testing as a hold out test set." + ] + }, + { + "cell_type": "code", + "execution_count": 313, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 314, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Array shapes:\n", + " X_train = (1863, 128)\n", + " y_train = (1863,)\n", + " X_test = (622, 128)\n", + " y_test = (622,)\n" + ] + } + ], + "source": [ + "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Classifier Training\n", + "\n", + "We train a Logistic Regression classifier on the training data. " + ] + }, + { + "cell_type": "code", + "execution_count": 315, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", + " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", + " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", + " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", + " verbose=False)" + ] + }, + "execution_count": 315, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf = LogisticRegressionCV( Cs=10, \n", + " cv=10, \n", + " scoring=\"accuracy\",\n", + " verbose=False,\n", + " multi_class='ovr')\n", + "clf.fit(X_train, y_train)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Predict the hold out test set." + ] + }, + { + "cell_type": "code", + "execution_count": 316, + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = clf.predict(X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate the accuracy of the classifier on the test set." + ] + }, + { + "cell_type": "code", + "execution_count": 317, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8344051446945338" + ] + }, + "execution_count": 317, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(y_test, y_pred)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 20392b1392c9b9532ae37cdb0491834b9da8bcfe Mon Sep 17 00:00:00 2001 From: habiba-h Date: Thu, 29 Nov 2018 09:02:07 +1100 Subject: [PATCH 002/116] fixed the directory --- demos/node-classification-node2vec/weighted-random-walks.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/demos/node-classification-node2vec/weighted-random-walks.ipynb b/demos/node-classification-node2vec/weighted-random-walks.ipynb index f5aa146f2..ff574af73 100644 --- a/demos/node-classification-node2vec/weighted-random-walks.ipynb +++ b/demos/node-classification-node2vec/weighted-random-walks.ipynb @@ -82,7 +82,7 @@ "metadata": {}, "outputs": [], "source": [ - "data_dir = \"~/Documents/data/cora\"" + "data_dir = \"~/data/cora\"" ] }, { From 714995ef5129293537fe7f96ce3fef18ba80aeb9 Mon Sep 17 00:00:00 2001 From: habiba-h Date: Thu, 29 Nov 2018 09:07:54 +1100 Subject: [PATCH 003/116] unsupervised graphsage with one hop sampling of edges --- .../unsupervisedGraphSAGE.ipynb | 714 ++++++++++++++++++ 1 file changed, 714 insertions(+) create mode 100644 demos/unsupervised-graphsage/unsupervisedGraphSAGE.ipynb diff --git a/demos/unsupervised-graphsage/unsupervisedGraphSAGE.ipynb b/demos/unsupervised-graphsage/unsupervisedGraphSAGE.ipynb new file mode 100644 index 000000000..339cdb04d --- /dev/null +++ b/demos/unsupervised-graphsage/unsupervisedGraphSAGE.ipynb @@ -0,0 +1,714 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Unsupervised GraphSAGE on the Cora citation dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this example, we build the unsupervised GraphSAGE model. This extension heavily borrows from the supervised GraphSAGE implementation[GraphSAGE](http://snap.stanford.edu/graphsage/). The Cora dataset is used to test the process of unsupervised learning with GraphgSAGE. \n", + "\n", + "### Unsupervised GraphSAGE:\n", + "\n", + "To address this problem, we build a model with the following architecture.\n", + "First the GraphSAGE model is trained by feeding it a training set of postive links (target, context) pairs and equal number of negative (target, context) pairs. The model first generates teh embeddings for the each target and each context. \n", + "These embeddings are then fed into a link classification layer, which first applies a binary operator to those node embeddings (e.g., concatenating them) to construct the embedding of the potential link. \n", + "\n", + "The obtained link embeddings are passed through the dense link classification layer to obtain link predictions - probability for these candidate links to actually exist in the network. \n", + "The entire model is trained end-to-end by minimizing the loss function of choice (e.g., binary cross-entropy between predicted link probabilities and true link labels, with true/false citation links having labels 1/0) using stochastic gradient descent (SGD) updates of the model parameters, with minibatches of 'training' links fed into the model." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "import networkx as nx\n", + "import pandas as pd\n", + "import numpy as np\n", + "import os\n", + "import random\n", + "\n", + "import stellargraph as sg\n", + "from stellargraph.data import EdgeSplitter\n", + "from stellargraph.mapper import GraphSAGELinkGenerator\n", + "from stellargraph.layer import GraphSAGE, link_classification\n", + "\n", + "import keras \n", + "from sklearn import preprocessing, feature_extraction, model_selection\n", + "\n", + "from stellargraph import globalvar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Loading the CORA network data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Downloading the CORA dataset:**\n", + " \n", + "The dataset used in this demo can be downloaded from https://linqs-data.soe.ucsc.edu/public/lbc/cora.tgz\n", + "\n", + "The following is the description of the dataset:\n", + "> The Cora dataset consists of 2708 scientific publications classified into one of seven classes.\n", + "> The citation network consists of 5429 links. Each publication in the dataset is described by a\n", + "> 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary.\n", + "> The dictionary consists of 1433 unique words. The README file in the dataset provides more details.\n", + "\n", + "Download and unzip the cora.tgz file to a location on your computer and set the `data_dir` variable to\n", + "point to the location of the dataset (the directory containing \"cora.cites\" and \"cora.content\")." + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "data_dir = \"~/data/cora\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the graph from edgelist" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "edgelist = pd.read_table(os.path.join(data_dir, \"cora.cites\"), header=None, names=[\"source\", \"target\"])\n", + "edgelist[\"label\"] = \"cites\" # set the edge type" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "G = nx.from_pandas_edgelist(edgelist, edge_attr=\"label\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the features and subject for the nodes" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "feature_names = [\"w_{}\".format(ii) for ii in range(1433)]\n", + "column_names = feature_names + [\"subject\"]\n", + "node_data = pd.read_table(os.path.join(data_dir, \"cora.content\"), header=None, names=column_names)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define a set of node features that will be used by the model as the difference between the set of all node features and a list of user-defined node attributes to ignore:" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "ignore_attr = []\n", + "feature_names = sorted(set(column_names) - set(ignore_attr))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need to convert node features that will be used by the model to numeric values that are required for GraphSAGE input. Note that all node features in the Cora dataset, except the categorical \"subject\" feature, are already numeric, and don't require the conversion." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "if \"subject\" in feature_names:\n", + " # Convert node features to numeric vectors\n", + " feature_encoding = feature_extraction.DictVectorizer(sparse=False)\n", + " node_features = feature_encoding.fit_transform(\n", + " node_data[feature_names].to_dict(\"records\")\n", + " )\n", + "else: # node features are already numeric, no further conversion is needed\n", + " node_features = node_data[feature_names].values" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Add node data to G:" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "for nid, f in zip(node_data.index, node_features):\n", + " G.node[nid][globalvar.TYPE_ATTR_NAME] = \"paper\" # specify node type\n", + " G.node[nid][\"feature\"] = f" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We aim to learn the embeddings of nodes in a graph in an unsupervised fashion. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the original graph G, build a training set of (target, context) pairs by randomly sampling subset of node pairs (equal number of true and false citation links:\n", + "Positive (target, context) pairs: \n", + "For each node(target), extract its 1-hop neighborhood. Sample k neighbors unifomly at random. These are the positive (target, context) links.\n", + "Negative (target, context) pairs: \n", + "For each node(target), from all the nodes that are not in 1-hop neighborhood of the target node, sample k context nodes based on the degree distibution. " + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "sample_size = 10" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sampled 27080 positive edges\n" + ] + } + ], + "source": [ + "positive_edges = list()\n", + "for target in G.nodes():\n", + " neighbors = list(G.neighbors(target))\n", + " contexts = random.choices(neighbors, k = sample_size)\n", + " for i in range(0, len(contexts)):\n", + " positive_edges.append((target,contexts[i]))\n", + "print (\"Sampled {} positive edges\".format(len(positive_edges)))" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sampled 27080 negative edges\n" + ] + } + ], + "source": [ + "negative_edges = list()\n", + "degrees = [d for nn,d in G.degree() ]\n", + "for target in G.nodes():\n", + " sampled_contexts = 0\n", + " while sampled_contexts < sample_size:\n", + " contexts = random.choices(list(G.nodes()), weights = degrees, k = sample_size - sampled_contexts)\n", + " for i in range(0,len(contexts)):\n", + " if not G.has_edge(target,contexts[i]):\n", + " negative_edges.append((target,contexts[i]))\n", + " sampled_contexts = sampled_contexts + 1\n", + "print (\"Sampled {} negative edges\".format(len(negative_edges)))" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "random.shuffle(positive_edges)\n", + "\n", + "train_positive_edges = positive_edges[:len(positive_edges)//2] \n", + "test_positive_edges = positive_edges[len(positive_edges)//2:] \n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "random.shuffle(negative_edges)\n", + "\n", + "train_negative_edges = negative_edges[:len(negative_edges)//2] \n", + "test_negative_edges = negative_edges[len(negative_edges)//2:] \n" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "edge_ids_train = list()\n", + "edge_labels_train = list()\n", + "for [target,context] in train_positive_edges:\n", + " edge_ids_train.append([target, context])\n", + " edge_labels_train.append(1)\n", + "for [target, context] in train_negative_edges:\n", + " edge_ids_train.append([target, context])\n", + " edge_labels_train.append(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [], + "source": [ + "edge_ids_test = list()\n", + "edge_labels_test = list()\n", + "for [target,context] in test_positive_edges:\n", + " edge_ids_test.append([target, context])\n", + " edge_labels_test.append(1)\n", + "for [target, context] in test_negative_edges:\n", + " edge_ids_test.append([target, context])\n", + " edge_labels_test.append(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "G_train, together with the train ground truth set of links (edge_ids_train, edge_labels_train), will be used for training the model." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Convert G_train and G_test to StellarGraph objects (undirected, as required by GraphSAGE) for ML:" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "G_train = sg.StellarGraph(G, node_features=\"feature\")\n", + "G_test = sg.StellarGraph(G, node_features=\"feature\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Summary of G_train." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "StellarGraph: Undirected multigraph\n", + " Nodes: 2708, Edges: 5278\n", + "\n", + " Node types:\n", + " paper: [2708]\n", + " Attributes: {'feature'}\n", + " Edge types: paper-cites->paper\n", + "\n", + " Edge types:\n", + " paper-cites->paper: [5278]\n", + "\n" + ] + } + ], + "source": [ + "print(G_train.info())" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "StellarGraph: Undirected multigraph\n", + " Nodes: 2708, Edges: 5278\n", + "\n", + " Node types:\n", + " paper: [2708]\n", + " Attributes: {'feature'}\n", + " Edge types: paper-cites->paper\n", + "\n", + " Edge types:\n", + " paper-cites->paper: [5278]\n", + "\n" + ] + } + ], + "source": [ + "print(G_test.info())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, we create the link mappers for sampling and streaming training and testing data to the model. The link mappers essentially \"map\" pairs of nodes `(paper1, paper2)` to the input of GraphSAGE: they take minibatches of node pairs, sample 2-hop subgraphs with `(paper1, paper2)` head nodes extracted from those pairs, and feed them, together with the corresponding binary labels indicating whether those pairs represent true or false citation links, to the input layer of the GraphSAGE model, for SGD updates of the model parameters.\n", + "\n", + "Specify the minibatch size (number of node pairs per minibatch) and the number of epochs for training the model:" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "batch_size = 50\n", + "epochs = 10" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Specify the sizes of 1- and 2-hop neighbour samples for GraphSAGE:\n", + "\n", + "Note that the length of `num_samples` list defines the number of layers/iterations in the GraphSAGE model. In this example, we are defining a 2-layer GraphSAGE model." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "num_samples = [20, 10]" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "train_gen = GraphSAGELinkGenerator(G_train, batch_size, num_samples).flow(edge_ids_train,edge_labels_train)\n", + "test_gen = GraphSAGELinkGenerator(G_test, batch_size, num_samples).flow(edge_ids_test, edge_labels_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Build the model: a 2-layer GraphSAGE model acting as node representation learner, with a link classification layer on concatenated `(paper1, paper2)` node embeddings.\n", + "\n", + "GraphSAGE part of the model, with hidden layer sizes of 50 for both GraphSAGE layers, a bias term, and no dropout. (Dropout can be switched on by specifying a positive dropout rate, 0 < dropout < 1)\n", + "Note that the length of layer_sizes list must be equal to the length of num_samples, as len(num_samples) defines the number of hops (layers) in the GraphSAGE model." + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "layer_sizes = [50, 50]\n", + "assert len(layer_sizes) == len(num_samples)\n", + "\n", + "graphsage = GraphSAGE(\n", + " layer_sizes=layer_sizes, generator=train_gen, bias=True, dropout=0.0, normalize=\"l2\"\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "# Expose input and output sockets of graphsage, for source and destination nodes:\n", + "x_inp_src, x_out_src = graphsage.default_model(flatten_output=False)\n", + "x_inp_dst, x_out_dst = graphsage.default_model(flatten_output=False)\n", + "# re-pack into a list where (source, destination) inputs alternate, for link inputs:\n", + "x_inp = [x for ab in zip(x_inp_src, x_inp_dst) for x in ab]\n", + "# same for outputs:\n", + "x_out = [x_out_src, x_out_dst]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Final link classification layer that takes a pair of node embeddings produced by graphsage, applies a binary operator to them to produce the corresponding link embedding ('ip' for inner product; other options for the binary operator can be seen by running a cell with `?link_classification` in it), and passes it through a dense layer:" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "link_classification: using 'ip' method to combine node embeddings into edge embeddings\n" + ] + } + ], + "source": [ + "prediction = link_classification(\n", + " output_dim=1, output_act=\"sigmoid\", edge_feature_method='ip'\n", + " )(x_out)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Stack the GraphSAGE and prediction layers into a Keras model, and specify the loss" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "model = keras.Model(inputs=x_inp, outputs=prediction)\n", + "\n", + "model.compile(\n", + " optimizer=keras.optimizers.Adam(lr=1e-3),\n", + " loss=keras.losses.binary_crossentropy,\n", + " metrics=[keras.metrics.binary_accuracy],\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Evaluate the initial (untrained) model on the train and test set:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "init_train_metrics = model.evaluate_generator(train_gen)\n", + "init_test_metrics = model.evaluate_generator(test_gen)\n", + "\n", + "print(\"\\nTrain Set Metrics of the initial (untrained) model:\")\n", + "for name, val in zip(model.metrics_names, init_train_metrics):\n", + " print(\"\\t{}: {:0.4f}\".format(name, val))\n", + "\n", + "print(\"\\nTest Set Metrics of the initial (untrained) model:\")\n", + "for name, val in zip(model.metrics_names, init_test_metrics):\n", + " print(\"\\t{}: {:0.4f}\".format(name, val))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train the model:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "history = model.fit_generator(\n", + " train_gen,\n", + " epochs=epochs,\n", + " validation_data=test_gen,\n", + " verbose=1,\n", + " shuffle=True,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the training history:" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "def plot_history(history):\n", + " metrics = sorted(history.history.keys())\n", + " metrics = metrics[:len(metrics)//2]\n", + " for m in metrics:\n", + " # summarize history for metric m\n", + " plt.plot(history.history[m])\n", + " plt.plot(history.history['val_' + m])\n", + " plt.title(m)\n", + " plt.ylabel(m)\n", + " plt.xlabel('epoch')\n", + " plt.legend(['train', 'test'], loc='upper right')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_history(history)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Evaluate the trained model on test citation links:" + ] + }, + { + "cell_type": "code", + "execution_count": 656, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Train Set Metrics of the trained model:\n", + "\tloss: 0.0827\n", + "\tbinary_accuracy: 0.9819\n", + "\n", + "Test Set Metrics of the trained model:\n", + "\tloss: 0.1302\n", + "\tbinary_accuracy: 0.9592\n" + ] + } + ], + "source": [ + "train_metrics = model.evaluate_generator(train_gen)\n", + "test_metrics = model.evaluate_generator(test_gen)\n", + "\n", + "print(\"\\nTrain Set Metrics of the trained model:\")\n", + "for name, val in zip(model.metrics_names, train_metrics):\n", + " print(\"\\t{}: {:0.4f}\".format(name, val))\n", + "\n", + "print(\"\\nTest Set Metrics of the trained model:\")\n", + "for name, val in zip(model.metrics_names, test_metrics):\n", + " print(\"\\t{}: {:0.4f}\".format(name, val))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From bd249a372bcd1c22dd599cb858f712133eadbeed Mon Sep 17 00:00:00 2001 From: habiba-h Date: Thu, 29 Nov 2018 13:43:12 +1100 Subject: [PATCH 004/116] deleted experimental notebook. --- .../unsupervisedGraphSAGE.ipynb | 714 ------------------ 1 file changed, 714 deletions(-) delete mode 100644 demos/unsupervised-graphsage/unsupervisedGraphSAGE.ipynb diff --git a/demos/unsupervised-graphsage/unsupervisedGraphSAGE.ipynb b/demos/unsupervised-graphsage/unsupervisedGraphSAGE.ipynb deleted file mode 100644 index 339cdb04d..000000000 --- a/demos/unsupervised-graphsage/unsupervisedGraphSAGE.ipynb +++ /dev/null @@ -1,714 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Unsupervised GraphSAGE on the Cora citation dataset" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this example, we build the unsupervised GraphSAGE model. This extension heavily borrows from the supervised GraphSAGE implementation[GraphSAGE](http://snap.stanford.edu/graphsage/). The Cora dataset is used to test the process of unsupervised learning with GraphgSAGE. \n", - "\n", - "### Unsupervised GraphSAGE:\n", - "\n", - "To address this problem, we build a model with the following architecture.\n", - "First the GraphSAGE model is trained by feeding it a training set of postive links (target, context) pairs and equal number of negative (target, context) pairs. The model first generates teh embeddings for the each target and each context. \n", - "These embeddings are then fed into a link classification layer, which first applies a binary operator to those node embeddings (e.g., concatenating them) to construct the embedding of the potential link. \n", - "\n", - "The obtained link embeddings are passed through the dense link classification layer to obtain link predictions - probability for these candidate links to actually exist in the network. \n", - "The entire model is trained end-to-end by minimizing the loss function of choice (e.g., binary cross-entropy between predicted link probabilities and true link labels, with true/false citation links having labels 1/0) using stochastic gradient descent (SGD) updates of the model parameters, with minibatches of 'training' links fed into the model." - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [], - "source": [ - "import networkx as nx\n", - "import pandas as pd\n", - "import numpy as np\n", - "import os\n", - "import random\n", - "\n", - "import stellargraph as sg\n", - "from stellargraph.data import EdgeSplitter\n", - "from stellargraph.mapper import GraphSAGELinkGenerator\n", - "from stellargraph.layer import GraphSAGE, link_classification\n", - "\n", - "import keras \n", - "from sklearn import preprocessing, feature_extraction, model_selection\n", - "\n", - "from stellargraph import globalvar" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Loading the CORA network data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Downloading the CORA dataset:**\n", - " \n", - "The dataset used in this demo can be downloaded from https://linqs-data.soe.ucsc.edu/public/lbc/cora.tgz\n", - "\n", - "The following is the description of the dataset:\n", - "> The Cora dataset consists of 2708 scientific publications classified into one of seven classes.\n", - "> The citation network consists of 5429 links. Each publication in the dataset is described by a\n", - "> 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary.\n", - "> The dictionary consists of 1433 unique words. The README file in the dataset provides more details.\n", - "\n", - "Download and unzip the cora.tgz file to a location on your computer and set the `data_dir` variable to\n", - "point to the location of the dataset (the directory containing \"cora.cites\" and \"cora.content\")." - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [], - "source": [ - "data_dir = \"~/data/cora\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Load the graph from edgelist" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [], - "source": [ - "edgelist = pd.read_table(os.path.join(data_dir, \"cora.cites\"), header=None, names=[\"source\", \"target\"])\n", - "edgelist[\"label\"] = \"cites\" # set the edge type" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [], - "source": [ - "G = nx.from_pandas_edgelist(edgelist, edge_attr=\"label\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Load the features and subject for the nodes" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [], - "source": [ - "feature_names = [\"w_{}\".format(ii) for ii in range(1433)]\n", - "column_names = feature_names + [\"subject\"]\n", - "node_data = pd.read_table(os.path.join(data_dir, \"cora.content\"), header=None, names=column_names)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Define a set of node features that will be used by the model as the difference between the set of all node features and a list of user-defined node attributes to ignore:" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [], - "source": [ - "ignore_attr = []\n", - "feature_names = sorted(set(column_names) - set(ignore_attr))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We need to convert node features that will be used by the model to numeric values that are required for GraphSAGE input. Note that all node features in the Cora dataset, except the categorical \"subject\" feature, are already numeric, and don't require the conversion." - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [], - "source": [ - "if \"subject\" in feature_names:\n", - " # Convert node features to numeric vectors\n", - " feature_encoding = feature_extraction.DictVectorizer(sparse=False)\n", - " node_features = feature_encoding.fit_transform(\n", - " node_data[feature_names].to_dict(\"records\")\n", - " )\n", - "else: # node features are already numeric, no further conversion is needed\n", - " node_features = node_data[feature_names].values" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Add node data to G:" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [], - "source": [ - "for nid, f in zip(node_data.index, node_features):\n", - " G.node[nid][globalvar.TYPE_ATTR_NAME] = \"paper\" # specify node type\n", - " G.node[nid][\"feature\"] = f" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We aim to learn the embeddings of nodes in a graph in an unsupervised fashion. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From the original graph G, build a training set of (target, context) pairs by randomly sampling subset of node pairs (equal number of true and false citation links:\n", - "Positive (target, context) pairs: \n", - "For each node(target), extract its 1-hop neighborhood. Sample k neighbors unifomly at random. These are the positive (target, context) links.\n", - "Negative (target, context) pairs: \n", - "For each node(target), from all the nodes that are not in 1-hop neighborhood of the target node, sample k context nodes based on the degree distibution. " - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [], - "source": [ - "sample_size = 10" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Sampled 27080 positive edges\n" - ] - } - ], - "source": [ - "positive_edges = list()\n", - "for target in G.nodes():\n", - " neighbors = list(G.neighbors(target))\n", - " contexts = random.choices(neighbors, k = sample_size)\n", - " for i in range(0, len(contexts)):\n", - " positive_edges.append((target,contexts[i]))\n", - "print (\"Sampled {} positive edges\".format(len(positive_edges)))" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Sampled 27080 negative edges\n" - ] - } - ], - "source": [ - "negative_edges = list()\n", - "degrees = [d for nn,d in G.degree() ]\n", - "for target in G.nodes():\n", - " sampled_contexts = 0\n", - " while sampled_contexts < sample_size:\n", - " contexts = random.choices(list(G.nodes()), weights = degrees, k = sample_size - sampled_contexts)\n", - " for i in range(0,len(contexts)):\n", - " if not G.has_edge(target,contexts[i]):\n", - " negative_edges.append((target,contexts[i]))\n", - " sampled_contexts = sampled_contexts + 1\n", - "print (\"Sampled {} negative edges\".format(len(negative_edges)))" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [], - "source": [ - "random.shuffle(positive_edges)\n", - "\n", - "train_positive_edges = positive_edges[:len(positive_edges)//2] \n", - "test_positive_edges = positive_edges[len(positive_edges)//2:] \n" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [], - "source": [ - "random.shuffle(negative_edges)\n", - "\n", - "train_negative_edges = negative_edges[:len(negative_edges)//2] \n", - "test_negative_edges = negative_edges[len(negative_edges)//2:] \n" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [], - "source": [ - "edge_ids_train = list()\n", - "edge_labels_train = list()\n", - "for [target,context] in train_positive_edges:\n", - " edge_ids_train.append([target, context])\n", - " edge_labels_train.append(1)\n", - "for [target, context] in train_negative_edges:\n", - " edge_ids_train.append([target, context])\n", - " edge_labels_train.append(0)" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [], - "source": [ - "edge_ids_test = list()\n", - "edge_labels_test = list()\n", - "for [target,context] in test_positive_edges:\n", - " edge_ids_test.append([target, context])\n", - " edge_labels_test.append(1)\n", - "for [target, context] in test_negative_edges:\n", - " edge_ids_test.append([target, context])\n", - " edge_labels_test.append(0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "G_train, together with the train ground truth set of links (edge_ids_train, edge_labels_train), will be used for training the model." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Convert G_train and G_test to StellarGraph objects (undirected, as required by GraphSAGE) for ML:" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [], - "source": [ - "G_train = sg.StellarGraph(G, node_features=\"feature\")\n", - "G_test = sg.StellarGraph(G, node_features=\"feature\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Summary of G_train." - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "StellarGraph: Undirected multigraph\n", - " Nodes: 2708, Edges: 5278\n", - "\n", - " Node types:\n", - " paper: [2708]\n", - " Attributes: {'feature'}\n", - " Edge types: paper-cites->paper\n", - "\n", - " Edge types:\n", - " paper-cites->paper: [5278]\n", - "\n" - ] - } - ], - "source": [ - "print(G_train.info())" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "StellarGraph: Undirected multigraph\n", - " Nodes: 2708, Edges: 5278\n", - "\n", - " Node types:\n", - " paper: [2708]\n", - " Attributes: {'feature'}\n", - " Edge types: paper-cites->paper\n", - "\n", - " Edge types:\n", - " paper-cites->paper: [5278]\n", - "\n" - ] - } - ], - "source": [ - "print(G_test.info())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next, we create the link mappers for sampling and streaming training and testing data to the model. The link mappers essentially \"map\" pairs of nodes `(paper1, paper2)` to the input of GraphSAGE: they take minibatches of node pairs, sample 2-hop subgraphs with `(paper1, paper2)` head nodes extracted from those pairs, and feed them, together with the corresponding binary labels indicating whether those pairs represent true or false citation links, to the input layer of the GraphSAGE model, for SGD updates of the model parameters.\n", - "\n", - "Specify the minibatch size (number of node pairs per minibatch) and the number of epochs for training the model:" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [], - "source": [ - "batch_size = 50\n", - "epochs = 10" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Specify the sizes of 1- and 2-hop neighbour samples for GraphSAGE:\n", - "\n", - "Note that the length of `num_samples` list defines the number of layers/iterations in the GraphSAGE model. In this example, we are defining a 2-layer GraphSAGE model." - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [], - "source": [ - "num_samples = [20, 10]" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [], - "source": [ - "train_gen = GraphSAGELinkGenerator(G_train, batch_size, num_samples).flow(edge_ids_train,edge_labels_train)\n", - "test_gen = GraphSAGELinkGenerator(G_test, batch_size, num_samples).flow(edge_ids_test, edge_labels_test)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Build the model: a 2-layer GraphSAGE model acting as node representation learner, with a link classification layer on concatenated `(paper1, paper2)` node embeddings.\n", - "\n", - "GraphSAGE part of the model, with hidden layer sizes of 50 for both GraphSAGE layers, a bias term, and no dropout. (Dropout can be switched on by specifying a positive dropout rate, 0 < dropout < 1)\n", - "Note that the length of layer_sizes list must be equal to the length of num_samples, as len(num_samples) defines the number of hops (layers) in the GraphSAGE model." - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [], - "source": [ - "layer_sizes = [50, 50]\n", - "assert len(layer_sizes) == len(num_samples)\n", - "\n", - "graphsage = GraphSAGE(\n", - " layer_sizes=layer_sizes, generator=train_gen, bias=True, dropout=0.0, normalize=\"l2\"\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [], - "source": [ - "# Expose input and output sockets of graphsage, for source and destination nodes:\n", - "x_inp_src, x_out_src = graphsage.default_model(flatten_output=False)\n", - "x_inp_dst, x_out_dst = graphsage.default_model(flatten_output=False)\n", - "# re-pack into a list where (source, destination) inputs alternate, for link inputs:\n", - "x_inp = [x for ab in zip(x_inp_src, x_inp_dst) for x in ab]\n", - "# same for outputs:\n", - "x_out = [x_out_src, x_out_dst]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Final link classification layer that takes a pair of node embeddings produced by graphsage, applies a binary operator to them to produce the corresponding link embedding ('ip' for inner product; other options for the binary operator can be seen by running a cell with `?link_classification` in it), and passes it through a dense layer:" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "link_classification: using 'ip' method to combine node embeddings into edge embeddings\n" - ] - } - ], - "source": [ - "prediction = link_classification(\n", - " output_dim=1, output_act=\"sigmoid\", edge_feature_method='ip'\n", - " )(x_out)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Stack the GraphSAGE and prediction layers into a Keras model, and specify the loss" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [], - "source": [ - "model = keras.Model(inputs=x_inp, outputs=prediction)\n", - "\n", - "model.compile(\n", - " optimizer=keras.optimizers.Adam(lr=1e-3),\n", - " loss=keras.losses.binary_crossentropy,\n", - " metrics=[keras.metrics.binary_accuracy],\n", - " )" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Evaluate the initial (untrained) model on the train and test set:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "init_train_metrics = model.evaluate_generator(train_gen)\n", - "init_test_metrics = model.evaluate_generator(test_gen)\n", - "\n", - "print(\"\\nTrain Set Metrics of the initial (untrained) model:\")\n", - "for name, val in zip(model.metrics_names, init_train_metrics):\n", - " print(\"\\t{}: {:0.4f}\".format(name, val))\n", - "\n", - "print(\"\\nTest Set Metrics of the initial (untrained) model:\")\n", - "for name, val in zip(model.metrics_names, init_test_metrics):\n", - " print(\"\\t{}: {:0.4f}\".format(name, val))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Train the model:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "history = model.fit_generator(\n", - " train_gen,\n", - " epochs=epochs,\n", - " validation_data=test_gen,\n", - " verbose=1,\n", - " shuffle=True,\n", - " )" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the training history:" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "def plot_history(history):\n", - " metrics = sorted(history.history.keys())\n", - " metrics = metrics[:len(metrics)//2]\n", - " for m in metrics:\n", - " # summarize history for metric m\n", - " plt.plot(history.history[m])\n", - " plt.plot(history.history['val_' + m])\n", - " plt.title(m)\n", - " plt.ylabel(m)\n", - " plt.xlabel('epoch')\n", - " plt.legend(['train', 'test'], loc='upper right')\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_history(history)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Evaluate the trained model on test citation links:" - ] - }, - { - "cell_type": "code", - "execution_count": 656, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Train Set Metrics of the trained model:\n", - "\tloss: 0.0827\n", - "\tbinary_accuracy: 0.9819\n", - "\n", - "Test Set Metrics of the trained model:\n", - "\tloss: 0.1302\n", - "\tbinary_accuracy: 0.9592\n" - ] - } - ], - "source": [ - "train_metrics = model.evaluate_generator(train_gen)\n", - "test_metrics = model.evaluate_generator(test_gen)\n", - "\n", - "print(\"\\nTrain Set Metrics of the trained model:\")\n", - "for name, val in zip(model.metrics_names, train_metrics):\n", - " print(\"\\t{}: {:0.4f}\".format(name, val))\n", - "\n", - "print(\"\\nTest Set Metrics of the trained model:\")\n", - "for name, val in zip(model.metrics_names, test_metrics):\n", - " print(\"\\t{}: {:0.4f}\".format(name, val))" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.7" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From a0de52f70683cebcdbf51ef2066ae94ad42f0c72 Mon Sep 17 00:00:00 2001 From: habiba-h Date: Fri, 30 Nov 2018 10:36:58 +1100 Subject: [PATCH 005/116] Cleaned the explanation for the weighted random walk appraoch. Comparison with unweighted walk. --- .../weighted-random-walks.ipynb | 1368 ++++------------- 1 file changed, 297 insertions(+), 1071 deletions(-) diff --git a/demos/node-classification-node2vec/weighted-random-walks.ipynb b/demos/node-classification-node2vec/weighted-random-walks.ipynb index ff574af73..c32912fa1 100644 --- a/demos/node-classification-node2vec/weighted-random-walks.ipynb +++ b/demos/node-classification-node2vec/weighted-random-walks.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 282, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 283, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -87,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 292, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -121,67 +121,86 @@ "metadata": {}, "source": [ "### Add weights to the edges \n", - "Each edge is weighted by the jaccard similarity of the features of the pair of nodes." + "For weighted random walks the edges in the Cora dataset should be weighted. One possibility is to weight each edge by the similarity of its end nodes. Here we weigh each by the jaccard similarity of the features of the pair of nodes." ] }, { "cell_type": "code", - "execution_count": 318, - "metadata": {}, - "outputs": [], - "source": [ - "df = node_attr.copy()" - ] - }, - { - "cell_type": "code", - "execution_count": 296, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ + "df = node_attr.copy()\n", "df.set_index(0, inplace = True)\n", "papers = df.index\n", + "## calculating the paiwise jaccard similarity between each pair of nodes.\n", "wts = pd.DataFrame(1- pairwise_distances(df.iloc[:,:-1],metric = 'jaccard') , index = papers, columns = papers)\n", - "sims.index = sims.index.map(str)\n", - "sims.columns = sims.columns.map(str)" + "wts.index = wts.index.map(str)\n", + "wts.columns = wts.columns.map(str)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Append the weight attribute to the edges." + "Append the weight attribute to the edges. Note, here we use the word 'weight' to label the weight value over the edge but it can be any other user specified label. " ] }, { "cell_type": "code", - "execution_count": 297, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "for u,v in g_nx_wt.edges():\n", - " val = sims[u][v]\n", + " val = wts[u][v]\n", " g_nx_wt[u][v]['weight'] = val" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just a quick look at the weights of the edges." + ] + }, { "cell_type": "code", - "execution_count": 301, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { + "image/png": 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"
" ] }, - "execution_count": 301, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "g_nx_wt.edges(data = True)" + "import collections\n", + "import matplotlib.pyplot as plt\n", + "\n", + "wts = list()\n", + "for u,v in g_nx_wt.edges():\n", + " wts.append(g_nx_wt[u][v]['weight'])\n", + "wts = sorted(wts, reverse = True)\n", + "edgeCount = collections.Counter(wts)\n", + "wt, cnt = zip(*edgeCount.items())\n", + "\n", + "plt.figure(figsize=(20,16))\n", + "plt.bar(wt, cnt, width=0.005, color='b')\n", + "plt.title(\"Edge weights histogram\")\n", + "plt.ylabel(\"Count\")\n", + "plt.xlabel(\"edge weights\")\n", + "plt.xticks(np.linspace(0,1,10))\n", + "\n", + "plt.show()" ] }, { @@ -192,9 +211,9 @@ "\n", "The Node2Vec algorithm introduced in [1] is a 2-step representation learning algorithm. The two steps are,\n", "\n", - "1. Use 2nd order random walks to generate sentences from a graph. A sentence is a list of node ids. The set of all sentences makes a corpus.\n", + "1. Use 2nd order random walks starting from each node to generate a sample of walks on the graph. \n", "\n", - "2. The corpus is then used to learn an embedding vector for each node in the graph. Each node id is considered a unique word/token in a dictionary that has size equal to the number of nodes in the graph. The Word2Vec algorithm, [2], is used for calculating the embedding vectors.\n" + "2. Based on these random walks generate the embedding form each node. The Word2Vec algorithm, [2], is used for calculating the embedding vectors. Each node id is considered a unique word/token in a dictionary that has size equal to the number of nodes in the graph.\n" ] }, { @@ -203,1034 +222,35 @@ "source": [ "## Corpus generation using random walks\n", "\n", - "The stellargraph library provides an implementation for 2nd order random walks as required by Node2Vec. The random walks have fixed maximum length and are controlled by two parameters `p` and `q`. See [1] for a detailed description of these parameters. \n", - "\n", - "We are going to start 10 random walks from each node in the graph with a length up to 100. We set parameter `p` to 0.5 and `q` to 2.0." + "The stellargraph library provides an implementation for 2nd order random walks that can be unweighted or weighted as required by Node2Vec. The random walks have fixed maximum length and are controlled by two parameters `p` and `q` and `p`, `q`, and `weight` incase the graph is weighted and the a weighted random walk is intended. See [1] for a detailed description of these parameters. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first step for the weighted biased random walk is to build a random walk object. This step is exactly as a simple unweighted random walk." ] }, { "cell_type": "code", - "execution_count": 306, + "execution_count": 8, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('35', '1033', {'weight': 0.04761904761904767, 'label': 'default'}),\n", - " ('35', '103482', {'weight': 0.02564102564102566, 'label': 'default'}),\n", - " ('35', '103515', {'weight': 0.05128205128205132, 'label': 'default'}),\n", - " ('35', '1050679', {'weight': 0.23809523809523814, 'label': 'default'}),\n", - " ('35', '1103960', {'weight': 0.0, 'label': 'default'}),\n", - " ('35', '1103985', {'weight': 0.05128205128205132, 'label': 'default'}),\n", - " ('35', '1109199', {'weight': 0.0, 'label': 'default'}),\n", - " ('35', '1112911', {'weight': 0.05128205128205132, 'label': 'default'}),\n", - " ('35', '1113438', {'weight': 0.0, 'label': 'default'}),\n", - " ('35', '1113831', {'weight': 0.02777777777777779, 'label': 'default'}),\n", - " ('35', '1114331', {'weight': 0.08333333333333337, 'label': 'default'}),\n", - 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} - ], + "outputs": [], "source": [ - "list(StellarGraph(g_nx_wt).edges(data = True))" + "rw = BiasedRandomWalk(StellarGraph(g_nx_wt))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we are going to start 10 random walks from each node in the graph with a length up to 100. We set parameter `p` to 0.5 and `q` to 2.0 and the weight parameter set to True. The `run` method in the random walk will check if the weights are available and resolve any other ambiguity, such as, whether the weights are numeric and their is no ambiguity of edge traversal (multiple edges with different weights between the same pair of nodes)." ] }, { "cell_type": "code", - "execution_count": 302, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1242,9 +262,7 @@ } ], "source": [ - "rw = BiasedRandomWalk(StellarGraph(g_nx_wt))\n", - "\n", - "weighted_walks = rw.run(nodes=list(g_nx.nodes()), # root nodes\n", + "weighted_walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", " length=100, # maximum length of a random walk\n", " n=10, # number of random walks per root node \n", " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", @@ -1267,18 +285,18 @@ }, { "cell_type": "code", - "execution_count": 307, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from gensim.models import Word2Vec\n", "\n", - "model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" ] }, { "cell_type": "code", - "execution_count": 308, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1287,28 +305,145 @@ "(128,)" ] }, - "execution_count": 308, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The embedding vectors can be retrieved from model.wv using the node ID as key.\n", - "model.wv['19231'].shape" + "weighted_model.wv['19231'].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Visualise Node Embeddings\n", + "### Visualise Node Embeddings generated by weighted and unweighted random walks\n", "\n", "We retrieve the `Word2Vec` node embeddings that are 128-dimensional vectors and then we project them down to 2 dimensions using the [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) algorithm." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, the weighted random walks." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Retrieve node embeddings and corresponding subjects\n", + "node_ids = weighted_model.wv.index2word # list of node IDs\n", + "weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", + "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply t-SNE transformation on node embeddings\n", + "tsne = TSNE(n_components=2)\n", + "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot the embeddings generated from weighted random walks." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# draw the points\n", + "alpha = 0.7\n", + "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", + "node_colours = [ label_map[target] for target in node_targets]\n", + "\n", + "plt.figure(figsize=(20,16))\n", + "plt.scatter(weighted_node_embeddings_2d[:,0], \n", + " weighted_node_embeddings_2d[:,1], \n", + " c=node_colours, cmap = \"jet\", alpha = 0.7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, perform the unweighted random walks. Note, this just requires toggling the weight parameter to False. Also, the weight parameter is by default set to False." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of random walks: 24850\n" + ] + } + ], + "source": [ + "walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", + " length=100, # maximum length of a random walk\n", + " n=10, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = False\n", + " )\n", + "print(\"Number of random walks: {}\".format(len(walks)))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "model = Word2Vec(walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + ] + }, { "cell_type": "code", - "execution_count": 309, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -1320,7 +455,7 @@ }, { "cell_type": "code", - "execution_count": 310, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -1329,24 +464,31 @@ "node_embeddings_2d = tsne.fit_transform(node_embeddings)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot the embeddings generated from unweighted random walks." + ] + }, { "cell_type": "code", - "execution_count": 311, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 311, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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smoCOqCjaXIG+MjxrIG6SJC02QyJJkiTpGNpYhadX4do56ClF9VDp4CdkqJXh+auicujNw7DpMK/Si+O1YEnSSat0z0+RJEmSdLROq8LGSoREjRwVQ80MdeAZ/VFd9NDuaEdrHDT1eqaAVoYHuYOZJOkYMySSJEmSjoPuErx6bWxrX0kwW0R10MUd8DtD8ZzTa/Ci1TGnaEcTrpyFb87AZAt+YQd8eHxJL0GStMLZbiZJkiQdJ88ciHlD/zAG+1rwyO54bKC88JznDsKjumPg9ecbcElnzCKaKeAN+2F1CR7bu3TXIElauQyJJEmSpEVWZEgsDKg+2EO74/bjbK7C9Q04uzO2uQfoKkE9w/vHDIkkSceGIZEkSZK0SG6uw1sOwNdnoDPFrKEXroLOIxzyMFPAdAH95Ts/3lWKnc4kSToWnEkkSZIkLYL9TXjeTvj2DKwvx05mHxyD39l75MfqLcWW9xOHbGk22nKAtSTp2DEkkiRJkhbBpyYj1BmqQClBLcGGMvznNNzWOLJjpQS/uQZmcoRP0wXsacYxX7Dq2Kz/3qhn+PwkvG0YPj4OE60YwH3lLFw/Bznf8zEkSScu280kSZKk+2CsBd+djbayB3ZFSFI9ZAZRKUE5wY5GDKw+Eo/ogb/aBB8chZsaMeT6uYOwtbZ413Akxlrwwl1wY33hsdfvhzIxfykTa3vz+pipJElafgyJJEmSpCP0L+PwJwdiQDXE7KDH9UDjkEqaIkMzH3lANO+iTnjzhqNb62L5wCjcUIdN7Z8gxlsxeykT7QkdCfY04Dd2wYe3REAmSVpeDIkkSZKkQ0y0oJJiUPShbpiLregHyws7j4224DOT8djuJqwpRzg03IIn9cEpK6Cy5t8mYVX789HMcMUsHNxFV8/xeRubgqtn4cKuJVmmJOkoOJNIkiRJarthDv7XDnjsrfCoW+DVeyMAOthnp6J6puOgSpnBcswNeulq+G+9MFlEyPSS1fA7Q8fzCo6daoL5Odq7mjEvaV466H40w6enjvPiJEmLwkoiSZIkiaj6eeGu2H5+fTkCkX+fhF0NeN+mGCYN8f7EQmBy8G9dB0rwB+uO77qPl8v64S8OQHeC/a2FYGje/FwigH+fgId0wbk12LgCqqgk6WRhSCRJkqST0mgL/m4MPj8FfaUIhsZasKkdapSJ3cmunovbBe2t5y/uhD87EIOqSbCqHDOHyilmCK1Uzx6IXcy+Mg2N4q4h0XxAVAK+Owev2hOPPbMfXr5mIWSTJJ24DIkkSZJ00pkq4Hk74dYG9Jdim/n/aMSL400HVb6kFGHI3nbLWZHhzfthrIC5DOUcW8DvasClPfC5SXhiH/QcZqjDSCtCk9Xl43CBx0Atxc5l19fh4+PwnlG4pRHXlFmoJCoDp9VgXQVaGf5+HC7sgCf0LenyJUn3gjOJJEmSdNL57GQERBsrEegMlGFjOdqo5oqF5xU52srObAdHfzUCX56BaobeFKFInbi/qQFvOBDh0+RBx7i9Ac/fCU+4Ff7brfDLO+C2gyc+LyMpwTkd8Iq18Ftr4/My/wNFCagSFVkb20FYOUFXgg9PLNGCJUlHxJBIkiRJJ50rZiPQONj6CnSmCI9migh6djXhv/dGZUzO8Nej7e3ey1FZAwsvqCspQqcb6vDxdigyV8Sco+/NRniyvgzXzMELdkYF0nKVEjxvFXzzDPjUqfCmdfBbq+HMGlzYCaWDWssqxFBvSdKJz3YzSZIknXROrUDzkMcSsLUaodAVs9Bdgl9dFQObIUKjmSKqY3KGFlFBVCLe7m0HIz0JvjgFPz8AX5uBfc0IoOYNVWBPE748DY/vPdZXemwNluEJvXHLGa6qxwDwgXYlUc4wkWPHN0nSic+QSJIkSctOPcN4K0KKyn0YiPzkPvjgWAyvHihFS9neFlzSBa9fd/ghy10lWFOO84615xFl4mM7Eqxuv7Ju5IW5Q/uaESAdqpGjtW0lSQl+fx28eBfsbi6EZxd0wNP6l3p1kqR7w5BIkiRJy0bO8IFReP9YtGv1lODXV8NlfUe2e9bGKrxjI7x+XwxfLgGP64k5O3d3nEqCXxqEvxiGvgz7WlBuD6O+oBbHqGdoAM9ohyLndMTjOS8cN+c41v1q9/nTcMK6qBM+sgX+bTJa9S7phEf1LLTmSZJObIZEkiRJWjY+NA5/OQJrStBfifavN+yD/nTku2c9oBP+aXNU9HQm6DvMrmNFjoHUJeD0Kjx3MKpjPjgGvSXo7ojZRqNFHCcBr1gDD+5qn6MDHtYNX56C/vbxx1vx2IM67/vn4US2rhKfJ0nS8pNyzku9hjts27Ytb9++famXIUmSpBNQzrFDWCZav+aNt2BDFf5x8+Ke76pZePVe2NuMc26pwh+vg7M7omJosohWtRJRjTTaivf1HrI1TD3DR8ZjmHUGntwblUYdbiEjSTpOUkqX55y33dPzrCSSJEnSstAAhouF7dXndZdgxyJvKT/WghfvjmBqXSXudzfhRbvhX7dAZ2lh7hDA6T+mdayW4NkDcZMk6UTm7y8kSZK0LFSBM6swftB26o0cW9avr0TFzmL50jRMFQu7dKUUodBoC74+s3jnkSTpRGIlkSRJkk5Y352Ffx6LeT8Xd8DmCvznNHSlmCN0e3sf+zLwM7fBWzfAeR1Hf96RVswjOlTBnUMqSZJWEkMiSZIknZD+ZRz+aH8EQBn4h7HYFWxLJcKh24toBTunFnOA9jbhV3fCv5929PN+LuqAcoqgqNTemauVYzD1BYsQQkmSdCKy3UySJEknnOkC3nIAVpVgqBKVPaUUlTyVEmyoRCVRKUcb2vdm4Qd1uHwWHncrbD/KlrCLO+ExPbC7FecebsHeFvyPPjhzBW5dL0kSWEkkSZKkE9BNdWiyUBE03IowqNV+uzNFhdF4Ad+fg+kMNWJ20GQBL90N/7wZNlXv2/lTgj9aB5+bhE9PRgXTk/vgMd2LcnmSJJ2QDIkkSZJ0whkoR3tXzhHYVFMMpi6I3cLWlGFne0ez+YAoE+1gGyoxw+jTk/Arq+77GioJ/ntf3CRJOhnYbiZJkqQTzpYqPLAT9rQiKDqlvXtZzrCxAv0l6C7FVvTNDHWi8ujsWoQ7ZWLL+kPNFvDOYXjCrfDYW+CN+6MySZIkWUkkSZKkJZYz/NskvOlAtI6VgZ/oghevjuHR22fisQ2V+PNcAdPAzw9AVwneOQJrSrC5GsFRzhEYPaTrrud5xR746gysLkWY9E/j8O0Z+LtT4s/fm4WZDA/uhKq/TpUknWQMiSRJkrSkPjwOr9kLu5rx4rSR4AtTcGMd/nQ9XNwRw6Of2Lews9ktdXjjgagu6krxWAFsqsBEjh3IHnXI/KBr5uCbM7CpHC1stJ9/awPeNwpvHYbbG9G21l2CN62H5w4e50+GJElLyJBIkiRJS6aZoxJorBWzhirt8KZO7Cb2P3fCadXYiv7DE/CMfvj1VfCiXTG8enUZ1pejLe3WeoRDLxyAp/YtDL2ed2t7htF8QHTwGn5nL8zmCIcSUa304t1wXg0e4rBqSdJJwpBIkiRJS2a0FbuRzRKhT6s9nJoMI0VUCW1sv2Jt5WgPGyjFsOrJAm5pRLCzoQK5Co/vhWf3w/fm4ItT0Z72uB44r2Nhp7P5YdjzJoo4Vn85AiKIgGmygLccgA8ZEkmSThKGRJIkSVoy/eWYK1QjqonmZ0gX7fue9oyhuRxVRiXgK9PRigbx5wMt2NFYCJP+chj+dmzhHB8cjeqjXxqMsOjqWRiqRCC0vwUdKcKkQwqMSMRxJUk6WTiOT5IkSUumluCXB2PQdP2Q9xVAOcO3ZmH7LHxjJkKbnY1oEasA1RQhT86xm9lplQiIhspRXbShAmvK0dK2swlv3QA/2xdVSvta8IhueNuGCIRaeeHcOcdsoof3HK/PhCRJS89KIkmSJC2pp/XB7++NkGamHdT0l2K7+j1FvF1LMZdopIjAqEa0g1Xb1UUpQW9pYYB1+aCyoGqKwGf7LDylD353HbymHQLNz0B6ch98fAIqOQKjJrCuDC9dfdf17mvCf07FDKMHd8H9anedcyRJ0nJkSCRJkqQl1QBWV2JINADt1q/vzMZA6hYRIGWglGEK6CbmBjVzDK4+pRotab2lu7aNtQ9Jx0HvKB/ypL/bFLubvXc0wqdH98DvD8HG6p2f9+UpeOXeONdEC8Zb8KBOeOdGOK1jUT4dkiQtGUMiSZIkLalVJTirFtvPd5fifrgVQ63XleHUagRF4wXsaUJHe7h1d4IqUV3UX8D/6I/B1W8bgZkiZh1BhD4dCR7WdfdrKJXgf6+N292ZLuA1+6CDmIm0vz046TPTcNHN0bb2C4OL8zmRJGkpOJNIkiRJSyol+J21URX0jWm4rRGBTCXBSCsqjTZUIuwp5Qh8tlSgkSM8msvwwE54+RpYV4E3DEUr2L4m7G1GBdKbN8SQ7KPx3VmYK2BvKwKiEvEb1xLRGvd/98L+5tF+NiRJWjpWEkmSJGnJ3b8zBkrvbsb8oYESDJQjmPnBHPQmqBcwneH0CpxZg1OBqRZMZXjLhtgJDeDRvfDZbrhiBkop2sG6FuFXo2XaO541437+kIl4UT3Wgv+agqcNHP25JElaCoZEkiRJOiFcNwdba9B3UKDzoC64Zhauq0fVEERIM5PhnFrcP7kvAqWD9ZTgpxZ5Z7KL2mHTwbugzaslmIPDD0SSJGmZsN1MkiRJJ4Qt1WjbOliF2GlscxUe3g0P6Iw5RPtacH0dfqYPXvVj5ggtps4SvGk9rC7HTKQWcd9Vird7SnDpIgdTkiQdT4ZEkiRJOiE8ZyBCl4lWzBmaLmBXM9q8NrQrhdZX4Cd74OIOOK8DXrcuhl0fL9u64Ktb4dxazEyqpXZlUYI/W3/XiiZJkpYT280kSZJ0Qrh/J7x0NbxiD4wV0bl1Ti0qdw5WIqp6Dt3G/njZXIMrzoCPjcNnJmFDFX51VbTKSZK0nBkSSZIk6YQw0YL3jcJpVegtxQvV4SJue5sRxgDkHLuePat/6dbaWYJnDcZNkqSVYlGKc1NKgymlD6eUrkspXZtSemhKaXVK6XMppRva96sW41ySJElamb44BeMFrK1ECFMpxZb2A+239zRhRwP2tGKI9HMMaCRJWlSLVUn0F8Bncs5PTynVgG7g1cDnc85/nFJ6FfAq4JWLdD5JkiStMPtaUBxm57BKgpevhsFyBEVn1uAhXUvXbiZJ0kp11CFRSmkAeCTwSwA55zpQTyk9BXh0+2kfAL6EIZEkSZLuxnm1mEV0+zQ0iFDo1ErMJnpAJ5zTsdQrlCRpZVuMdrPTgX3A+1NK30kp/XVKqQdYn3Pe1X7ObmD94T44pfSClNL2lNL2ffv2LcJyJEmStBxdOQujLZhuVxPtb8L22agaup9DoSVJOuYWIySqAA8C3plzfiAwRbSW3SHnnIHDFA9Dzvk9OedtOedtQ0NDi7AcSZIkLTcjLXj/WGxtf1YNOhP0l2DDfDWRrWWSJB1zixES3Q7cnnP+ZvvPHyZCoz0ppY0A7fu9i3AuSZIkrSCtDO8ZgSfcCtfMwffq0JHgki54YFdsN39NfalXKUnSyeGoQ6Kc827gRymlc9oPXQpcA/wr8Nz2Y88FPn6055IkSdLK8u5heMuB2Na+AjQzXFePtjOA6QLOsdVMkqTjYrF2N3sJ8Hftnc1uAv4XEUD9U0rpecCtwM8t0rkkSZJ0H80WcKAFa8vQsRg15Ufh6jn47X3QIl441gEKqCW4rQEFUE3wrIElXaYkSSeNRQmJcs7fBbYd5l2XLsbxJUmSdHSKDL+3D949AlNFzPz5pUH4k3VQWoKwqJnhpbugnqGnff4yME1UFY224DE98PI1cIaVRJIkHReLVUkkSZKkE9ifHoA3H4Aq0F2CRgHvGIlg5o0bjv96rpyF8QK6SjGXqJziVsswUIHnDMAbDrs3riRJOlaWuMhYkiRJx8Pbh+O3gx0lSECtBJ3A+0ajqud4my5iHWdUoQk0clQ7Ndvv/5VVx39NkiSd7AyJJEmSVricYaSIKqKDVRLMZJgojv+aHtAJpQSDZbigA3pLkIn7N62HM20xkyTpuDMkkiRJWuFSgk2V9mDog8xlGChB3xIcNmchAAAgAElEQVS8Ihwow2+ugZFWrGNjBbbW4BcH4bL+478eSZLkTCJJkqSTwu8PwfN2RptXR4rAqABeujoqipbCZf1w/w749ARMZnhMNzysO2YTSZKk48+QSJIk6STwzPY28r+/D3Y2YagcO4f9+hLP/jm3I26SJGnpGRJJkiSdJJ45ELcixzwgaaVo0GCGabrpoeKPOJJ0n/kvqCRJ0klmsQOi8RZcV4f+EpxTixlI0vFQUPAtvslVfI9MpkyZB/MQLuQBJPxGlKQj5eBqSZIk3Wdv3w9n3wCPvBkuuQkeejPsaiz1qnSy+A5X8B0up0aNbropU+arfIUb+eFSL02SliUriSRJknSffHYCXrYXWsRvHpsZvj0Lj70VrjnTiiIdWwUFV/IdutrhEECFClUqfJEvcD3X00UX53N/1rN+iVcrScuDIZEkSZLuk1fvgSZQPeixAri+DpfPwLbuJVqYTgpNGswxRyddjDDCDNOUKNOgTosWAC1afJ+ruIALuYiLWc3qJV61JJ3YDIkkSZKWuRumYftOOLsbtm06fue9pXnX2QUlIij6uiGRjpEWLS5nO9/jSoYZpkGDMmUqVJhjjgYNuummgw72spc5ZvkqX+Y6ruFMzuKxPM7h1pJ0N/zXUZIkaZmaKeC5V8Fn9kPRhFyCc/4LPvk42LT22J9/YwVG6rQbfULRvn9g57E/v05OX+drXMWVdNFNN92MMEImk0h3VBA1aTLMAeaYpUyZgoIqNW7khwyxjgfyoCW+Ckk6MTm4WpIkaZl63c3wqX1QnYKeJvTU4bohePo/Q87H/vyvXRsBUZMIh1rt25YKPNwqIh0Ds8zyfb5HgyZ72M0EE3fMI2rQuCMsatBglFFatKhTp0mTgoJOuriaq5b4KiTpxGVIJEmStAy1MnzoAFSmoNIu5UlAdxOu2Qg/uBm+OAk/exvc7wZ49M0xaHoxPWMQfnstdKU4dwm4XxW+tNWh1To2JhhnhBEmGKdo163N3ycSnXQCiUymoKBJkxYtCgr2s68dGLWW8Aok6cRmSCRJkrQMtYDZAtIhFUOpgKIGn5uE5+2CL03BniZcPguX3Q7vOLC463jtOth1P/j0qXD5GXDd2bC1trjnkOYdYJgmTUrtH2PmZwvNVxBBonyYH3GqVMlkhjnAmZx1PJcsScuKIZEkSdIyVEtwcRWaXXd+vN4B/bfAv3TDviZ0lKCzBN2lGEb52v0wtsiFFH1leFwvXOgcIh1jwxygQoXZ9n9zzN3xvoKCWWbI0A6MFtSp06BBi4KLuPg4r1qSlg9DIkmSpGXqzedAbwUmqzBdhakOYBxecSrcWMQLvYNf7NVSDLv+5szhj7e3CX+yH558G/zijmhPOx6zje7OdAHfn4Vxu4PU1qRBkyZVapQokdv/QVQTlanQQe2Ox8qUqVGjTIUSJXrb/0mSDs/dzSRJkpap83vh2z8Jb7gcvr4XNtfhf98fLr0I/uZGOHBIuNIEOtLCDmQHG27Bc3fAvhYMlqLa6Lf2wq1NeMGqe7GYXIe5z8Pcf0CpDzp/Fqr3bQepnOE3d8N7x6CZoZzgKX3w1xuh5q84T2rjjFOiRCKRqFLcERJFKNSiyexB3+ERHJUpU6FBnQ467mhVkyTdlSGRJEnSMralB97xyLs+/pLV8JLd0Mjxgq9FBC5bqvCQrrs+/2PjERBtbL867CJa1N4/Cs/sh4HyXT/mDrlJHnsZE3PfYF/RSSk3GZz6FH39L6XS/QtHfE1/uB/eORpr6ChBs4APj8eA7HdvOuLDaQWZY461DDHBBJNMAJkqFZq0qN0RGhWUqACJVntwdSLRTQ9DDC31JUjSCc0YXZIkaQX65VXwwsGor5jMUT10SgXeuB5WHybwuWI2QpiDVROQ4dbGPZys/mV2z3yT7zY2squ1mp3FOq5trub2sbfRao0c8drfPQI1oNJ+pVopQScRFNWXsP1NS+90ziBTsIENdNJJJ11UqFCmRAaqVChTpptuSiS66WYDG9nEKXTTxfncf6kvQZJOaIZEkiRJK9RbNsIVZ8BfbYB3bYQvbIUn9R3+uVurMHdIAFPkaFEb+nFVRMDIzFc50CrTkRK1FOFSJdWYaMG1U1cf0Zpzjla3yiGBVSXBbI45RTp5nc/9GWCQCSaoUqVJg4LMWoYoU6LR3vmsi6477hvUmWOWs7gf53DuUl+CJJ3QbDeTJElawU6vxe2eXNYPH5mIgKa/FO1pe5twaS9srP74j729tYZSKg7ZTwoSmavrvVxwBOtNCU6rwi0N6D7ogHM5KqAG/BXnSa2TTp7G07mOa7mRH3ILN1OlRiedJAaZYpq1rGEzW7iAC5ljjmmmGWKINay9y65nkqQ7MySSJEkSp9fgbRvgj/bDbY0YFv0/+uHla+75Y+sd/52Omb+hlqap0w1k+jjA7ryJVHkAEBVCtzejXWxrNY5/d/5wHfzCDpgqou2sTrTN/d7aCJF0cuugg4u4mIu4mHHG+R5XsoudnMqpPICLWce6pV6iJC1bKS/lvqaH2LZtW96+fftSL0OSJOmklTOMFDGfqOteVO3kDDfU4c93f43nlV5NT2mWRMGOvJV3NN7Me07dwkwRO6VdNweJqAj6g3VwyWEGaM/790l47V64uQGbKvDqtfD0gUW7TEmSTioppctzztvu8XmGRJIkSbo3Lp+Bd4zAD+bg9Co8vgc+OgG7mtEONtpq8YDyDdRKZebKZ/GH6xL374Cn/yies7YclUDjrWhn+8gWWG9duyRJx9y9DYn837IkSZIOq57h2jkoE61fL9kNtQR9JbixDh+biNax09ozi7pLZcbTubxrA9yvA0opgqWdTVh30KvO/jLsbsJnJ+EXB5fk0iRJ0mEYEkmSJOkuvj0Dr9oT4RDAjnYl0HzlT7P9vH0t2NoejL2mDHuasLsF57ZnB422Dn/8BOxrHv59kiRpaRgSSZIk6Q7fnIb3jESV0EAZzqxBZ4Jr6jDdgo2VGDpdLyBlmCxiW/ruEswVsKMBL9sN53TAs/vhwZ0xdLqVF4ZV5wwF8OAfM5NIkiQdf4ZEkiRJAuAT4/DKvTDWihlDwy0Yn4EHdkF/grH2UOu1ZWhmmCaCostnob8EUy2YBTYD35qCf5uASzrhsT3wuSnoSO3WtRzh0cO6l/Z6JUnSnRkSSZIkib1NeP4umCliFlEd6ARygtsbcGoVrpyDyRZUgVubUAKqKYKiPc0YRn1qGb5Xj2Mk4D9n4Lo6vGQV7Cni+E/ogSf1QcXt7CVJOqEYEkmSJInX7YOJAnpLUMnQLKKaqETMFdpahc0V2FiFq2ajdewBHfH+vU1otmJO0Wg7ZJp/kVm0P/7vJuDy06GjtGSXKEmS7oEhkSRJ0klutoBvzESFUCZawmopQqKZDD3EgOoXr47b83fB9XMxswhimPXN9bhNEMHRwTpKESTd1IDzOo7nld03swX860TsvtZVgsv64dHd8Tn4j9kD3JyuY3XX9WwoDXBJfjD9xRa6kgGYJGn5MySSJEk6yc1vQLahArtaMTuoByi1285+tg+eNwgP6YKU4FHd8N2ZhZAIYFUZbk1EytRWEGFTKUeVUf8yCFGaGV6yG66YgZ5SfG6+MQ3ndsDV9TojNEmcRS2dwSX9N/C7k01Sa5be1MllffCSNXHNkiQtR8vgf9WSJElaLBMt+MFcDKee11OCbZ0R+pxSgUaGBhEIPW8Q3rMJfqI7/gzw1D44rQY7G5m9rVlubk4wkqf53aE6q8sRrLSIsKmbGGZ9UQecUj3ul3vEvjIN352NXdwGyrC6HDu3/csENNIoA5VZysCPZlfzoT2P4IfTpzDcmqU3wd+Pw5/sX+orkCTpvjMkkiRJOgkUGd52AJ5wG/zSDnjCrfCn+6NyBuBVayMU6SnBGVU4rQpP7IU3rL/rsfrK8FebmjxyzXeodtzIlp4f8JRNn2D12g/wj6fu55wqdLUDpWlgUwU+sHnh46+fg1ftgSffBr+xK0KZE8XlMzFwOx1UDTTcDtSmc2au1cGOuUHmcjmKpjLsb3ZxWzOzvgyfnIwZTJIkLUe2m0mSJJ0E/nkc3jcG68uxq1gzw9+PRZvY81bB1hp8ZDN8fgp+1ITza/BTPXffOrWrfB33G/waDxrsIxFPmqVgZ9dn+M/Tf55/nUh8fxa2dcEz+hfm9Vw7B7+yM87fV4Jvz8DXZ+DP18PDe47TJ+PHGKrcqWMOiLY5gI6U2FXvoZ6r7ccSdcpUcsHuBpxejYDpQAsGy0iStOwYEkmSJJ0E/nYMBksL285XEqwpw/8bg18ejMqZvjI8tf/eHe8GrqdK7Y6ACKCDTiaYoFYZ5VdWrTrsx71zOKqa1rVfhXaVYLwFbxmGh3XfuYJnKTyxF94zEmvqL0POUEoRlg3Rww2tDiCTSHeESS0qtEhMFTH0e9MKfYV9ax3+7AB8bSYqzV47BBd0LvWqJEmLyXYzSZKkk8BweyD1wToSjBd3rZy5N8qUyYf9yEzpx7zEvHLuzgOvISqKbm3EbmpLbV0F/nJDBGZ7m7C3FfOafm0V7G/1kCjdERHFW3Gt9QwTBbxwVQRfK823puFBN8FfjsDls/CRCXjgTfCGfUu9MknSYlqhv+eQJElaHJN79vD5V7+aW77wBVK5zBmPfzwPf8UrWHXGGcfsnDnDpybhXcMwWsB5NdjfhNtbcEYNXrwqWsGOxE90wdemFyp4AIYLuLgzKmWO1Lmcx+3cTm5HJgAzzLCGIfq4+3KkTRXY2YDqQUHRbI5ZSJ8ch+83YibSz/TCmiV6pfrALvjXLXBbIyqINlXja3JRJ7xiT4mRVialRAWYyYl6jut603q49ARomVtsOcOLdsFYEb9hns/AmsDr98NT+uB8K4okaUVIOZ8Av7Jp27ZtW96+fftSL0OSJAmA4Rtv5G8f/3gmd++mXK2SgZmuHupbz+JH7/owjzltHc/sj6qTxfR/d8M7R6LCp5VhDuhM8IjOeHsqw5+tP7Kg6MY6/PJOmC6gO8FMhmqC92yE+9+HH/ALCr7Mf3Et1wCQSPTQzZN4CoMM3u3H/cckvHIvrCpFxU09w65mBA/VFOs70Iq3/2gInjMI5RNkS/lGhp+5LVrRRooYUF0Fesvwoc0RuK1Ewy04/fr4vjv4Wz0Tu9i9ei28ft0SLU6SdK+klC7POW+7p+dZSSRJknQ3/vN1r2Nq715qvb2klNi7ej0H+tfQOzpM/uRHeOdzfo3PTcHfbFq8FqNb6/DXozEzqJZiq/oy0Yp1cxPO7YDcgrePLIRE352Ftw3DNXOwuQIvWAWP673zcc+swd+fAv84Bt+fg3M64Fn9sZX9fVGixKN4NBfyAPaxly66OIXNlPnxidmlPfCatbHePU3oLMFZ1Wg3mypgRzswmirgZXvgugb8wdDSzyqCCK7evB5+Y3cMs+4vxaDqX1kFF3Us9eqOnY4Ed/fpT0SwJ0laGQyJJEnSSe0Hc/CukQhaNlZiiPOlPVA06uz89rcpV6uklGhUqgz3r6XaalAAgzddx6YK3FSHz0/Ck+7lwOd78tXpCIR62j+Vt4jQJBMzcs7tiBk+N9Xj/VfNwgt3Rqg0WIrg5ZV74fcyPLnvzsc+pQovX7s465y3uv3fvZUSPK0ffrYvKnH6y/DEW6G7BDfOLQQSVeLz8JkJ+Ln+aPU6EVzYCZ86Fb4xE+HIAzvj87qS9ZTi78THJuP7MBH3TaATuKURod8v9kO/P11I0rK2AsfqSZIk3TvzLVhfn45wYkcjApaPTEAql6n29JCLgpwzc7VOEpmUM+VGg9mzzgXiN27b5xZvTYdunV5mYbD0/M5kkwWc3q4AevdIvKBbXY62rL5ShEVvb+8idqKqJFhbiWqp3lJUTMFCxUomZiVNteBTE9F2d6LoLsFje+BJfSs/IJr33k1wZiWCoflbBurApyfglXvg/JvguzNLukxJ0lEyJJIkSSet94/GnJmhSrQS9ZdjVs47hqEolTn/ssuo9vTQmpujPDdLLgqqowdgYICRJ14GxA/LmxexeuLSHlhbhukcA4O7SlFNlIEtlZiHM5Xh19s7zP+gHsHQzgZ8cwa+PAPXzcXQ5cll0gb0c/0wQ1wv7fuZHJU6NzcjCHvybXD17JIu86Q2WIEfnA3/bxM8pRdOqUAHsKr996a3FJVhv7xz4et4JPY14d8n4EtT0Fgm37eStBIZEkmSpJPWVbMxV+ZgXaWYhzPcgoe85CWcd9lldK5eTWVqgv59u9j/wIdy/evfzmiR2T85TS1lfqb38Me/LzpK8E+bYVU7KGrkGFq9tRqVQusqMRfnUe15RGdUo93nh42oHOogwpUdjaiUWg6eNQA/1xdB2HQR1z2doUEEZKMFXDUHL9odXxstjZRikPgHToG5IiqqSgf9/ekgvhdvbNz7Y+YMbzkAF98ET7sdnnQbnHYDfGxs0ZcvSboX3N1MkiSdNHY3ozVm+yzcUo+QqJFjiHNnKQKKUorWps+fFoENwMhNNzGxcydT/av4zW/fwjXrt0LODI7u54U7vsPz/8+LKVcXt++oKOBTk3CggEd3w9Za/EB96ADnb07D426NtrdaKdbeANaX4ad74c83LuqyjqkvTcFr9sIVM9HGVCEqVCoJZnNc09s3wuMXMZTTkZtowVk3xNeodtD340wRod67NsAzBuLv1D35/CT8/I74u9fZHr41m6Erwee3wgUnyCwqSVru3N1MkiTpIN+bhRftgv0t+FG70qEzxQ+235iJQcnlFAHLI7pi96p5q844g1VnnMFnXvYynvqVr/DU08+kUakxMHaAyV27uOa0DVz47Gcv6npLJXjyIcOwD7fD19kdsLkaM32mcsxWOrsabXPXL5NKonmP7oH3bYzQa7RdqTKvTDy2XFroVrK+Mjy4C744HX9vSBEczRHVRG8dhn+agPdshI0HZadTBbxnOAZgNzI8vicGx08WMRyb9rE6ie/l943CWzYc76uTpJOb7WaSJGnFyxlety/eHi+i+qGnFPOE+tozf+aIipWzqjEf5a3Ddz5GfWqKH331q/SsW0fvzBSrJkYolUp0Dgxw7Uc/epyvaEF/KXZlO78DfqobfqIr/jxRwHnLcFv2SimGd5fTnWfb5BwvXE+UXc5Odm/fGN9nUzlmEc0BNSI82lCNXfb+5MDC83OGl++G/zcW4Wx/KSrlvjR95x9IGhnq7a/77UfQtiZJWhyGRJIkacXb14pBzgOlqFqotity5qtT+tuh0UO74LQarKvCe0fgmT+Cp/0I/noEJhqtw/Z7pVKJorF0P81WEvzaKhhpV9m0csxTAnjeqiVb1n12RhXOqkV4VycCg5kiQoin9sEZtaVeoSD+nnx0MzyhJ6rXhkrw8C4YaO/ON1SGr0zDbLvy6+o5uGI2gqVair+DGysRLM3mqITb34oQd7I9uLxZ3Lch2JKk+86QSJIkrXgd7VwnE1UM89upz//8Of/4fP5z4xzc3owdw0Zb8M5heNlUP2sfcBHTBxbKI3LOzI6OcvZP//TxupTDeno/vH4IVpdhuIiqondvivvlJiX4k/VwTg36UrQozeQIjc6oLlSZaGl9ZQqevwt2NCOonMlwVX3h65OB1L4BXD8XO/PtbS0ER0WOr28iQsCCqOoriOD2xiZ8fur4XpcknewMiSRJ0oo3UIaHd8cPqKdW2rtmtYfsDrQrVk5tT2qcKmB3KwKXwUpUGG2swLVz0PHy19DR28vk7t1M7NrF5J49DN3//lz4nOcs4dVFsPLTffDRLfCN0+GvNi3vtqyzO+C3h2Jw+LoKrClHiPfeMXjrgXv+eB1bRYY/2h87Aa6vwJZqfA/OFQstYvta8Kju+BpeNQt/fCCC1+vr8O1ZuK0OB1owC5xbjVlG5fatBlzcFcHgR8aX7DIl6aTk4GpJknRS+J2hmIlyzRysK8fMlIESbK1Em1ZBtGnta0Zlw1kHtTXNVxj9cOPpvPCjH+XmL3yBiZ07GTr/fLY87GGLvrOZ4G9HYaQVQV6ZqFAZbcG7R+BFqyOg0NLY04yAZ137J4nNlWgXG27BzmbsSHdaFf7v2pgx9PI9sVvZmjKMFfEDyC2NqPCrJVhdga5WDMFOKb7Ws0Uc75MNuOXWCEGfOwD95aW8ckla+QyJJEnSSWF1Gd6/Ca6rw/5mzLbpK0Wl0EQBn5iAK2fjxdFnp+J9h9pUytzw6U/zvQ9+kKl9+9i0bRs969YxdN55x/16VrrvzkXAcHAYVE6wqwm7GnDGMmylWyl621+TVo6vSTnBAzrhR/WY5/XaoRigXklw+UzsfDZUgfuX4NYG7G5G+LeqHDvY9ZQiMKrnCIoyMUNspIDTK/F98Dej8PVp+JtTIliSJB0b/g5GkiSdNFKKHb9+qgdOqUZVQjnFblr/cxD+dAP80Xq4X0dUSxQ5Bufub0ZotP7v381X3/hGGjMzdK9dy+7vfIdPPP/5jN5yy1Jf2opTY2Fm1LwiR4g3WizBgnSHvv/P3n3HyXVWBx//PfdOn9ne1a1uY8tFwmDcbewAjg2YmBBMMSE4BYKBBAh5kxfyAgESSiBxAgRCCRC6bWxMjMENN4HcLVnNKlbZqu3T773P+8e529Rl7WpWu+e7n/1od+ozszOjec6c4sKVGej05W8CEuBxHfi7RintjISBHH/c+SIGlsTk+JfE4bXVEgTMWulBNdJ0fTiQy65ypEF20oE2F7aU4KHcCb+5Sik1q2iQSCmllFJqHMfAv7XCK1LSV6XTl6DRzdVZNn/n26Sbm4ml0ziuS6qxEb9U4unvfrfSy55xLk2HDY3DiW0lK/+2RCQrRVXW3zTCpeFzpCcM7LyvHi5MTTzdqjjEHMiNC+wFVoJH11bB51skM2ggLC1MGGh0JKOoaKXkECTAa5EG2EoppaaO/herlFJKKbWfpgj8S6uUyZSRUrW+7V3YIDig/1AsnaZ7w4bKLHQGe0ct/O+wZA0VAilHSjoSPJqvLaAqLu1I5t1If6KFUTlsfwkHPtEEH+6CAU8y8xwDr6uSkjRj4OcL4C/aweRhXlR6Tz1blE+zt5Wll5ExEjScq7sXpZSaUvoyq5RSSk0DQ75M/mlyoVH/d542qsY1yU03N2McB79cnhAoKmWzNK5cWYHVzWzL4vDFVvhEjwQNLJKl8n+bKr0yNV5LRL4P56I03Dof7s1KxtG5STgjPtYQPmKkkXVT+HyrCXsVDfvgIVlkA74Eiy7NTOnNUUqpWU/fhiqllFIVkiPHWruWb/Y7PNR/KgmSJG2aV2cc/rZRPoFX00csnWbV9dfz+Ne/TrK+nkg8Tr6vDzcaZdX111d6eTPShWn4eWpsYla9TrY6abVE4E01hz5+TgSeL0EcyRg6Iw6bilLK1uvDuSn4SOPBs5VG+BbW5uG3eWmKfWUa2sJ4biGAbCCPIaONr5VS6pA0SKSUUkpVQJkyt3ELDw1Xc3/veVRF8mCyWJvljuEWqh3DXzdWepVqf2v+/M9J1NXx5De/yXBHB63nnMPLb7qJusWLK720GStiYIGWl814f1wL7++EeCBlhRYJ9Px1A/xx3cQpdwfjWfhwJ9yfkyCTBb7SB59sgt8V4JYhCSK1RuBDDXBB+gTcKKWUOgkZa/efG1E5a9assevWrav0MpRSSqkpt5Ut/Iq7+fbuV9FbTpF0ywD4+DTYNopBnPsW6ajn6cxaiwlTEqyFp4qSCdHgwgVJiGgmmFLH5GeD8KVeGAokOHh9DdxYNzYp7XB+OQwf6ZIpaCOZQsMB7CxDjSPBIRcYtpAP4JtzZdKhUkrNFsaYx6y1a450Os0kUkoppSqghx7AMuzHiRh/v2PLlG2cQgAxLa+ZtkYCRLkAbuqAu4alLMYCjS58ew5crP1TlDpq11TDa6rkeVTtHFvJ7S+HIYZMW9vrSXlZ0oFuD+YmxwJNVQZ6PXh3O6xKwCuScFXV4cvYlFJqNtEgkVJKKVUBEb+OfmtoiXexOTufeic/elw+iHJKFKp003JS+EY/3DEk/U5SjpS67PPh+r3wwCJYHKv0Ck9+3R58px9+k5cA3PU1cFFKe8vMRBEDzS9ih1Ky8FxRMoVAnofZAIrIYIDaMODe7cH2skxN21yE2wbhuwPwnbkTG9UrpdRspW8/lVJKqSlWCOCrvfDqnXDFTnh/B7z3hcXsKKaZl3kK3xTpLCUY8h3yXjWGGB9u1A3wiVIuw6NPwd0PQ3v3sZ//x4OSTZQIA0QAKSMTub43MKlLnZV6fXjbHvjuoEy42lCED3TAd/S+VaHAwtNFyIYBIhd5LpaQzc4eT0pCh314uiCBJM9CzkJfAPdk4b/6K7d+pZSaTjSTSCmllJoCv8vDt/thTxnafemx0Rp+Sv31Pkg4MZp6X09rzUNc3XoXzwyswCst5fdS1by9xmj2yQmyfTe85xPQ0ye/WwtvfR2c8vvwbAlOj8OrMofviZIfl7kwngF2lKZi1bPLTwelhKgtfNeaQkqDvtwH11ZrmZCCZ4vSZyhuoGAhGHdckwP9gbwm9wRjx5WAWABJV4JFX+uDmxoqsHillJpmNEiklFJKTbJfDMHfd0vTad/KBiYBNCWlJMI18m9XuZpy36vZXArYVTYYDFvz0O/B51qP3Ky1HMDPhmCXJ301XprU7KNjYS188LPQNwjN4eYwZ+BDHtitEElKf6HFMfj1Amg+xIStq9PwTEFOO3L3F8J/N5fgy70SzHgxJTRKxpmn9ntcx4xs9l8oa/Ph2awYwKYSrC8CVkrKsmEUyCCPkVTYyLrLl6yikSCRBbJALHxN3rd/azillJql9O2KUkopNYnK1vLV4Rc4s+FZEm6BDQNn4RZPYcg6PJqXwE8pkE3ucCAbk51lhwCII0Gl/+yXUqVvzTv09awvwFUvSIYFyObn4hT8eP6xNXudzZ5/AV7YOxYgAlh/KhTbILEP0gtkI/l8Cf60HW5ZcPDLeU8D3DosZVCjQb7CsR0AACAASURBVCIrgcGSha/1w48GZZrSfB3lfswWROHJAtSMOyyw8lxp0B4ys9b9WfhotzzXSlammM2LyutqBHlNLFgwFhwjgcakAz3+xEBRMZAg0lx9biqlFKA9iZRSSqlJ9aD/OAvq7qAmsYtYZB8t6Sco4hFgCSwkkQ1K3kLUSjkayH/ICQdijgSL7szC9kOUKlkL1+2WAFHaQMaRMot7c/DZnhNzO2eCsgeOM5Z9ZS3sWwxODtk9IkGfJHBfTnqYHEyNCw8tgr9rlKyWuIFWB85LQ1NEyqSGAviPXjn99pL0qPpCDzySgyfz0iflUJc/211XLX+HoXBn71vo8OCytGZnzUZPF+Btu+HqF2BTUfoPzXGhzpVAUZMDHtKfKOPA+xogYSb2Cxv52QI+UO/Cu+oqcWuUUmr60f9alVJKqUlSoMBG97eUSyksLsZAya/CGB9jXcAlFwYCAqA7gHL4c8pANNy5RIwEDJ4vwSkH6U30XFHKbFJmLMDhGtksfXcQ/q55ym/qjLBsIVSlYTgLmbRsGC1AALFxaSsmLBs8nJgDH2mCv2qE87ZDmzux9K/ehYfycPsQfKJbNqa5QDIhql2YG5FN7j+1yFhuNWZFHD7fAp/aB12eHHZ1FXyosbLrUife0wV4114JkBugaKXUbGVMArTbS3B+Sl4bX54KR9sbaUx9tycZaCkHgkCyjBzkNfbaarhBg0RKKQVokEgppZSaNPvowTXQEnHZkk+yNz+XPcVW4qZEyUDJJvEsRAnLIQy0uNAbjk4fUbISOGg5xP/SA2FGhbNfnxbHysZHHZ1IBD55E7zv0zAUTjWLPwul8yBWPXa6vIWzE0fuEQXgWsj7sLYMZQtVDpwSlSBeysCneqAmzF7aVpLA4HBYfpgP4N3t8Bd18FhBMpBeVw1LtIk556fhZykJDjhIsOCuYWksvkx7Es0aX+6T51LMyOtfNAyoby9DoyuZQ9fXwEXpief7P02woQS7y4CVYHDSwDtrJdiopWZKKTVGg0RKKaXUJEmQwGIJvAbu73kpRevgWYesn8LBUO3I5gbkE/CMA6fF4M5hGe09Ggsw8PKkbIAPZlVCgg8jY9dBSqVKwJWpKb6RM8y5q+CWL8HdD0sD68xy+HB1OEo7DMZlHPhy69Fd3vcHYchKwCdlpInu00UJ+LypWv7WcVfKpQKkNM230ptqYRQeykn/I5D+Kd8agH9rPXDTOxs5BgZ9+IsOeb4ESDbJa6vgbxsPDJqqmee5IlSHr3kdYVaZi7yeFsPgz+kHycRbnYSfzYev9sHavDzX/rIeXqavl0opdQANEimllFKTpJ4G6m0LX+w+g4zr0+AU8a2FIEK/X0U5ANeRErM6RzKFHszD3BjsKssY5oSBt9TAp1oOPaks7cAnmuGvOiUIMZI81BaBf2w5Ubd25mhphLdcM/b7K0vwxV5pRL0qIT1NWo/iHVM5bDq+Ivx7doUlMZ6Vv/WVGQkSER5mx41Dc41MQhu2Uh6TdCSjbEcJ/qYLHlh0dJlMM5m1cl/0eXL/JMNMkm/3wy2DMBjAaXH4+yZYk6z0atVUWBiVMtz6sAdRry+NqS3y800NctzBLI/DZ48y2KumXhedPMMz9NDNfOZzDmtIoLW2Sk0HGiRSSimlJonBsKL0Gny/QDwyQAC4xuHMeIRH84bAyqZ2fgTmRGBjScrDVkclsFAOoNOX8qK6I0xtemcdrIrDl3rlE/VL0/LJeJVOezpu82MvbjPZ70sGUXNENqSL7Nh0pSpHNrhRI6ercSf2Omp04eGilFLFw8a6MSPZYdtL0pB3tpedbShKplU+CGNrRgJqHWEJWsrAXg9+k4Pb5sOFmn0149xYB+/tgEgAp8bk793uwUVJ6Ql2jgYHTwpb2cLt3MYAAwQErOdZ7uUe3smNtKKRPKUqTYNESiml1CSqdZLUkKTeVoEJiBDFOIZWVzKFzk5I1kjZQqcHS6Ow25OGvAZocuHWQfjgUTTlfWkK/lvLJY7a9hJ8rU8yTq7KwO9lDp2t9WLUulL+VwjLAGNh75R2D4bK8NpdctxeD5rD/il9vjStHgzLp6LI42OEizxu0jqPln/tlbK8ETELe5HnTdSMlV5mA/hQJzyyuBKrVFPpFSn4dLMEx/d68nr5t43hBLxZnml3svDx+RV3008/AA4OFkuRIt/iG3yQD+PoAG6lKkqDREoppdQkmh+BlXHYXIzQFP4v61nJDLoyCU+G2SIjAaGeQEZ7m7CnRpcvJWfbi3CKNuSdNN/qg/d2hmVewH/1wyUpuH0+OJO0H4kaeFctfGEf1CDlUAOBTKJrdmFhBJyIlMP0+PDpRmiIwMN5eTwMB7C3LBOYHCPlVQULC6JHV+42U71Qhs/1wNf6ZSqcQd7AFsPjLZJ9NSJu4LnSCV+mOkFemYHL0/J6GTcaHDrZDDBAH70Ao8EggyEgIEeW53meZSyr5BKVmvVm8VsOpZRSavIZA59qhps6pC+NCTf7f1onpRIDgWQNzYnCe9vhB4PSsHo4LDuySGDguj3wvblStqSOz5AP7+8EwmbhIIGY+3LwjQEp3Zss19fIpLqv90np4KKoZAstio5tZqtdmZjW6cNb6uDVVXL4kih8tBv6AnACCYgkDHxxFldfdHvwjj3Sm8kib1w95L4ZLzYuUOBbyGjZ5YxmjDw31MknThwP74DDTdigbSSApJSqHA0SKaWUUpNsbhR+OE+mWg340kx3JKuo1pVvkMNjZqz5tEHKixKOBDb+vRf+pa1CN2IGuWNYmkCPL9lyjGRvfad/coNExsC11fJtLTxRgHd3jAWIhgIJfGQDeLwgpxk57m21ko30lT7JKJsbgb9rhEsyk7e+k81tQ1IeGHfkuQFSkhcQTo8Lg6t+2BTeD6SP09trKrNepdThpUnTRBN72Tt6mMUSEOASYQELK7g6pRRokEgppZSaEo6Bs44wqGVpDBZFYEs5LKEJe9gUw/K0xwsnZKkznrGHOW4qr9eMNZse6UG1vTz2+6N5+FQPfKRRTmsMvLkW3lQjj4GEltLwTDEsJTPy78iYc5BssLSBZTGZDGcDKeV8bRX8Q1MFF62UOqzreBP/zr9Spjx6mIPDEpZo42qlpgHtCqaUUkpVyGVpCQa5yAZ4JECUNJI50awf5UyKa6rlvi0EY4cFYbDhLbVTe901LvxprTTZ3VoaG9dd40jT8luGJBAynmNkxPtsDxABLI/Jc6IxImV8CQNx5DlTF4G31MDvToG1iyV7b/0S+J95ENF3uEpNWw008B5uYgUrSZGillou5CLexJsrvTSlFJpJpJRSSlVMtQtfmQNv2yOlaRErG99FUSk3+2BDpVc4M6QcuLkV/rxDmkOPlPZdnoYbpjhIBPD2WpnK9U/7pJys0YW2iGSOWR8eycGqI2SdzVbXVsEPB6HfhzPisKMMHZ6U4n2wAd5RK43HT4vLt1Kqsnx8etmHg0M9DaO9hvZXRx3X89YTtq4yZUqUSJLEwaFECYMhSvSErUGpk4UGiZRSSqkKWhaH3yyCz+6Dnw5Jiq9v4aYGGdOuJscf1cJFafh6v/SJuioDl6ZPTLaOMbA6KcG/A7LDjASx1MG1ReE/2+Bz+2BdAeZE4AMN8Cd1E5tVK6Uqby97+CV30U8/BfJEiPAyzuNlvJwYsUOer0yZbrpwcGmmeXTq2WTw8HiEh3mODVgsDg4eZXLkiBFjBSu5kItJkpy061TqZGesPUyh/gm2Zs0au27dukovQymllKqIXCAZJ02uNK9WM0c+gNe8IGVu1e7YYcMB/GS+NDtXh+dbCaJqGZ5S00+WLP/DdxhiiBy50bH2ACs4lddzLZGD5CdsZxv38Gt8fCyWFClezWtoZHIai93PfWxgPWnSFCmym11YLFFiOBgiRFjMEv6ANx4y60mpmcIY85i1ds2RTqdvQZVSSqlpIuXA/KgGiGaipAP/0iolZl2efOctfLxZA0RHy9VG3kpNW9t4niJFcuRww68oUQyGvexmBzsOOM8gg9zNL3FwSJEiTZoCBX7O7Xh4x72mAgU28hxp0hgMXXQChJlKFheXMmX2sJtOOo77+pSaKbTcTCmllFLqBDgzAb9YCE/kwUOm36U1IKiUmgEKFChTxoRfY+TnvexhKUsnnOd5thIQTOgLlCRJlix72MNCFh7XmvJhRtNIDyIPD4sdzXIaOa5AgWGGj+u6lJpJNEiklFJKKXWCxAy8LFXpVSil1OSawxxcItjwy2BGhwREiJDhwCZ7RYpYDt76pEz5uNdURTUODgMMMMgAPj4AAcF+PZIMddQf9/UpNVPo51dKKaWUUkoppY7JSB8hgDnMZRnLMRi80a8yCZLESbCcFQecfz7zw2CSnXCZAK20Hvf6IkRYwAL20YOPj4s7epzF4uPj4bGYU2hAx4kqNUIziZRSSimllFJKHZV29vIQD9JNN3HinMXZnMXZXMGVzGUeD3AvWbIkSNJIA5dy+YRMohIltrCZ3ewiQYIBBsKSMwkXncvLDpp59GJ0000jTeTJUQ6/fILRoNFyVnAt103KdSk1U2iQSCmllFJKKaXUEfXQze3chsEhQwYfn7U8QokSL+c8zgi/smTx8KimekKPogIFbuWn9NOHixv2CQpoppl6GljOctqYMylrtVgGGaCKDFGieJRxcbFAgTxv4wYtM1PqIDRIpJRSSk0DuQB+MQQP5KHRhddXwemJSq9KKaWUGvMUT2KBFElASrpSpHmGpziH1aO9ftKkD3r+Z3mGPvqoomr0sCJFsgzzWl4fTh47PkMMsYmN9NGHwWE3ewgIIOyVZDAsZokGiJQ6BA0SKaWUUhWWC+Bde2FjCZIGShZuH4KPNsFVVUc+v1JKKXUi7GPfhGlkwGh2To7sfg2hD7SN54nvd5o4cbJkGWaIamqOa31ddPIzbsPDw8Ghnz4K5IkRw8UlIMDDO+A2KKXGaONqpZRSqsLuHJIAUZsLdS60RKDGgc/sg0JQ6dUpJTYU4NU7oXEjzN8MH+6Asj4+lZpVmmmhTGnCYWVKeJTJUzjktLIRCRL4BFhs2B/IGz1P5DgDNxbL/dyPxZIhQ4oUFsl2AgiwxIjRQivddIXZRUqp/WkmkVJKKVVh9+ckg8iMtW0g4cCQD1tLWnamKm9XCS7ZCdkAEshj8197YX0J7lhQ6dUppU6UMzmLrWwhS5YkSQbop59+MmT4GbdQTwMXcwnddFOgwBzm0EobBkOJEq20sZnN9NCNDb9cIpzGaWQZZiPPESHCKZxCFdXHtLYiRfbRc0Cpm4uLg8s85gEQEJAnP2n3iVIzjQaJlFJKqQprcKG834ev1kJgoUpzftU08JkeCRBlwsdjBIhauC8LG4pwWryiy1NKTaJhhskyTA21JEiQJctmNtFPPy20cBVX8wSPsYMdDDFEPQ3UUIPF0kE7/8XXqKUWCxhgCctYwEJ+w30UKZFlmICAGLEwh8iylz38mB9BeK5HeZjLuIKlLD3iei2WnexgA+sZYACADGnAkCFDP32j2UQAOXIsY9mk9D9SaibSIJFSSilVYddWw53DUlqWcCRA1OXDGXFYoG0T1DTwu8KBPQocA8bC2pwGicoBfKkXfjgIAfCGKrixHurdSq9MqaNXpsz93MdWtgAyASxNhizDRIkRJcImNlJNFa/jDfyWtWziOdLjxtUPk8XHI06CKFEslo08xwbWU001PnkiREfnnbXRRkBAO3uZw1zixEfXci+/Zj7zRw8DyQIqUCBOHBd5gv2GB1jPs7hhzlAXneSpoolmqqhiiCGiRBlmCDDUUcd5nH9C7lOlTkYaJFJKKaUqbFUC/q4R/nkfDHmyyTw9Dp9pmViCplSlLInCs8WJh1krj9UVszxA5Ft45c6xQJoDfLIIv87BrfMhrckK6iSxlkfZwmaSJOmkAw+PPvpwcIgSo4UWUsQZZIjHeYwC+QnZOCVKBAQ4OKP9fgyGMiXKlGmgAR8Pg5SAeeFXgQIAPj799JNlGINDjCh72M1ilgCwmc08wsMUyOES4SzOZhGnsIH1pEnj4JAgQTddDI8LbF3AhSxmMf30U001c5k3GmBSSh1Ig0RKKaXUNHBNNVyRgS0lqHZgYVQDRGr6+GAj/DwL+QASRoJDOQvLY/CKVKVXV1nfH4B1BciM6ytWtrAuD78agtce37AmpU4ID4/nWE+KFIMM4OHhEoHRJtWWXvbRShsJEjzP87yMl7Gd7dhxo+XBEgAlinh4JEkSEITHMVq+FhBQpkwnHVgsPj49dBMQhNfrMUSBJ3icxSzhBXbya+4mTpw0GXw8fsdaOmgHmBCsqqYag8NyVvAKzicTZjrNY/4Juz+VOpnpZxtKKaXUNJF0JKtoUUwDRGp6OTsJ354DDRHIWihaOC8Jv1xY6ZVV3k8G5Q31yHPWht+FAP43W8GFKXUM/PDLwSFHbjToYjBYLA7OaKaQ9BOKspRltNIW9jDKUiBPGY8An1566aGH3ezC4BAngcWSJjPaxHqkcbUXTjgrUAh/liwkF5ed7ORRHuERHiZChBix8LgISVLsZCeEnY2GGGI3u+immyzDbGEzhf0aVO+jh0d4mHv4FU/zNDlylCnrpDOlxtFMIqWUUkopdUSvrYZrqmBvGTIu1Gi1BiDBXZDyOw8YDmTL6gM/H4JbB+GUGHyjD7aW4dQ4vLMWVs7yMj01vcSI0UAD/QxgcIAAA6MZQEJ+LlLgpZxLhAhXcRV38b9sYmOYfeTg4ITBJfDD8rNlLGcnO0aDTi4uESKU8UiQGA1AWSxFikSIYDBkGeZRHmaYLDVUkyQ5upoIERwcYsQYZJBeeongjk5MixLhTn7O9bwVF5eNPMf93Msww+TIYcPgUoIkDTRwNudwFmdrQ2s16+kzQCmllFJKHRVjYG5MA0TjvaUa4gYKFoaCsUyiCBIc+ttOePseWJuHYgAPZOEde+DZQoUXrtQ4BsOFXAxAjCgeHmU8YsRJkqJMmRhR8uRZyWmcxksA+C2/ZTe7aKIpDOBIaKmWWhpoYD7zSJNiFat4Fa9hCUtJkGAe86iimijR0YCRwRAjPjqJzAlDThmqSJGkj35Ko+Vv0gMpQ4ZreF0YYApGS9taaCZFmgJ5OumgSJHf8AAePgUKuLij2VMFCmEw6hEeY92JvuuVmnYmLUhkjHGNMU8YY+4Ifz/FGLPWGLPVGPMDY0xssq5LKaWUUkqp6eDKKrihFiJGsocCwAXOTkC1C+2+lJ41RmR6YXNEgm0391Z44Urtp5U2ruONrOFcWmklRZI6aqmmmpWcyuu4ljdzPZdyGS4uRYph0+gMbhjkkSwcOxrAiRAhR577uIcneIw22milDcL+RSPMaAbSGEtAjBhx4tRShwH66cPDI0+eEiXO4xU00sRLOJ166mmljbnMI05i9HI8PDrpJCAgyzAODj7+hD5KWbKkSPEUT+LhnZg7XKlpajLLzW4CngOqw98/A3zBWvt9Y8yXgXcC/zGJ16eUUkoppVRFuQb+uQUWR2VCYYMLTREJGgVh/6b4fj3Gahx4qnjwy1Oqkmqp4wIu5AIuZJhheuklQ4Z66g84bRZpujVSnpUizRBDGBzKlAHooIM8edKkKVDkN9xPHfUMM4SLiyWgiEdAQIJEWHAmwaMkKRpoCDOMYtRRRzXVgKGFFs5mNfPDZtSLWcImniNKdLREzsPD4NBKGz304IfT1MZPXwPJopKG2S5FChQojDa7Vmo2mpQgkTFmHnAV8EngA8YYA1wGvDk8ybeAj6FBIqWUUkopdRKzFrp8SBmoCsvujIE31sC3B6HaSIAIwLcQBdL75e7nA5i737twD4/d7GYgyNNeaCFu61kdZiOdKEEA/zUg/ZOKwOur4P31kNLywlkpE34dShVVGAw+Pi4uCRJUUc0A/USJ0EcvefK00jraSyhOnH76OY8L2MYWeuklCPsWjQSWzuQsOuggRgwbTlUrIPWZV/B7rGDlAWuZz3yWsIzn2Tp6mMFwKZcxxCD3cy/948rVRgJFI9lEMWJ4eESJTeh7pNRsNFmZRP8CfAioCn9vAPqttSO5eruBuZN0XUoppdQx6fLgd3n5xP+8pPZTUUq9OOvy8Ilu2OtJsczlafhIowSLGiPwkQb4xx7wfMBI2dkf1sC6gvQjijsSIBqy8Fc1kA0kgNRHH3dwG51+jt1li3UMnbnTeKHrIj7W5HDlCUpq+KM9cPtwOK0N+Mci3DYIDy6GmE5cVPuJEmU1a1jLo0SJ4oeTyeqoZw0vpZ8+nmcrSVKj55HG1QEOhuWsDINBcQoUMBjixNnLXi7lMu7lHvbRg8ViMKRIcy/30E8/TTTRxpzRgI6Dw+W8kpWcyk52ECfGUpaTJs33+G/KlGmhlS46yZMfzVYaWVOGDAXyXMjFuOibBDW7HXeQyBjz+0CXtfYxY8wlL+L8NwI3AixYsOB4l6OUUkoBsKsM/9kHtw3BnjLUuVDrQNSBTzfDRelKr1ApdTLZWYL3dkhmULMrZWQ/HIT1RfjOXAkUvbYaVifh2/3wyyzkAigF8PtpuD8PA54EihZG4ePd8A89cFbCclbjQ7jRAtuKGRzANQHz0uvJFhbw7vbFvKMWLkjBK1JjWUqTbV0O7hiGtAEnvI7AwvoSfK8fbqibmutVJ7ezOQeD4Vf8kiJFYsRIE6FAgSUsYyc7DjiPg0OSFNt4HpcIceJEcOlhH/304ePzW9bSSitFCsRJhKVoAR108Gvupp4GHAwXcNFoE20Hh/nh14gtbKFIkXSYETWP+WTJ0k8ftdThYAiw1FPPatawmCUn5H5TajqbjEyi84FrjDGvARJIT6IvArXGmEiYTTQP2HOwM1trvwp8FWDNmjX2YKdRSimljkVHGa7aCbs8mTYUQTZ0qZiUgnykC+5coBlFSqmjd+sQlC3UR2BLCbaXpFH19jKs2ApfaJWsoU5PThs1UO/K2PtnS/DPzXB6HD7QCc+VpIG1AzxV8Hlw75m8tW2QwHpEHQCHnlIDj+er6PPg6/1wy5Cc/+Y2SE3BfOJfSHuZ0QDR6M8W7hzWIJE6OINhO9uopoY08umLxfIc62mhhQRJcuRGM37y5EmQYiEL6aYr7A1k6aRztIcQ+HTQzk52hKVqKSyW3ewO20xbkiSxWH7DA7TSdtCeSQBFCgf0H8qQwRJwPhdwBqum+B5S6uRz3P/FWGs/Yq2dZ61dBLwJuMdaez1wL/AH4cneDtx2vNellFJKHY2bOmRjVg4/evCQINHOkpRMlK2Mo1ZKqaO1qyyvH+0ebCuNjbl3gIEAPtQpY+1v7pXT1bsSKKpzJTvn5j6ZdLapBK2ulL8aAw2RgEIQY1Nuzuh1WQuP9q7Gtw5RA9UOtLjS7PpHg1Nz++qdsesezyKNuNXJzcdnA+u5lZ9yG7ewiY34+Md9uUMM0k0Xqf1KyqJE2cxmrua11FNPjiw5stRTz9VcQ5Qop3IqLg6DDFEOG0qXKOLjU6KEh0c77eTIUqAQlqk5o1PUIkSwBBP6EO2viWYMzoTyMilfc2im5bhvv1Iz0VS+5H8Y+L4x5hPAE8DXp/C6lFJKKQAGfLgnJ6mtvgFjZRMXACULBSubHv8wuauBhScLsM+H5TFYGDsxa1dKTT9lC4/kpH9QjyevCxbpNzTyMpIAen24dVCyhOr2+xi2yoFtZdhbll4/Zly2TpQoLi5ZL0YqJq8/hSBOv1eNE8QwSKDJGJmK9otheHvt5N/Ot9TAx7ohDyStXF8xzMT8i4MnaaiThMXyS+5iB9uIEgMse9nDbnZxGa8cnQZ2LPrpC7N//AkBmBEjDa3rqecNXMcww4A0wx65vlrqeBVXcSe3E+AThJcVJz7aWNpi6aabRpqwWHx8qqkZt2Zz2JH1zTSzhKVsZTMRogB4lFnKMpppPubbrdRsMKlBImvtfcB94c/bgHMn8/KVUkqpI/nxIAz7UAYSVspBgvDbB14oSVbRP/bAv/fBG6vhj2rG+nx0efCedthZlg2gBa6pgr9ukJ+nosxDKTU9Dfjwp+2SOVQMoNOXElYDYZGMTDlzjWTg9PqwIColr+OnkuUstLmwPB6+HtnxZV2GKqqZnxigKT5El2cxNkk5iOP5GRbExqajBRbiU9STqCYC35kHN+yR24iVjKjPtcBL4lNznerEaGcvO9lBJpxGBhAnwRa2sIozaTqGYInF8hAP8izPjIZpBhgAIBPOMLJYSpRYznJAAkZVo/ONJprPfN7AdfyA71OkQJ48Tljs4uBSRYYhhuijlxIlDIYSRcqUiRABLAtZeMj1GgyXcTkLWcgmNgKwgpUsYemLCo4pNRto8qhSSqkZ4x+64J/2yehmC4QtNkY/4zTADk9KN5KOZAZ8oRc2l+Dj4Xvk/9cNO8rQEpFsoy4PPr8PvtYr04tWJeBvGmGFbpqUmvG+3Adbi9AmCQi0RuHhHGQtxICECUtYkeDN5RlIGvhQFzgBZBxpXj0QwPsaYXEMrsxINlCNI9lIfT4si8X4aPoS2p0FbLc5thVbeS5Sw4AxLAyvO7AyFe31B99rT4rfy8COZfDrrATFfi8DKe3ddtLrpgsbjnsfYcLuPl10HVOQaAfbeYanSZMeDeb4+PTTH2YUyUj5ucxnJace1WU20sQKVvA4j2OxBOFXggQNNJCnQJw4GTIMMEiOHHny1FPPSziDNuYc9vJdXJazguWsOOrbqdRspkEipZRSM0JHGT63b+xT9mKYRQQSHIogPT36g7Fys7QjG7q7huHGOtnQ/TYPTa5s7J4pSiZBGRhGPvl/riiZBT+cJ41nlVIz1y+GoWHc8zxmYHUC1hYI2+tKlhDAqzJwRUZO83EL/9Yr/YsaXfj7Rrg6DO58rAlOi0vWYzGQ0rG310KNk6SOl3BaFKiBN6bh3e3SC2mk7e41Gfj9KQwSgUxfe80UX4c6sZKkwobQ+zMTxtMfjY08h4s7GiACqKIag8PZnIODCOt1kAAAIABJREFUoYU25jHvmEbJX8rlJEnxAPfh4FJDDVVUM8wwPh4NzMHBIU2aLDkKFDiN07mIizUjSKlJpm9vlVJKzQi3D8tGKmqkdMwEsnmzyMjqlyWlVGQ43NDlLaSQwI9rZFLRyjA7yCDNZYuW0U4HPrDbk8uqicDtQ/BOnfaj1IzmEDZyHrcHTTqwMgavyUjGTcpIkOePaiVABPDqKgkaFaxkG03oQWTg+hr5PpyWCPxgHjw+rj/aYu2Ppl6EhSwiTpw8ORLhlLECeVKkJoyLPxo+/gFBmZFG0stYRgONL2qNLi7ncwEZMjzKI4AlRw4w1FA7GpSKEqOWGDmyYQNqDRApNdk0SKSUUmpGqBo3mccYyRJyAgkK1boy7n4okJINY2TjNnJ630JbRDKI6l1YF27KRvqOwNg40B0erHCkR4lSama7OgPfGYS2MNBjLXT78Loq+GgzfPIw5zVGMhWPh2vgpcnjuwyl4sS5mmv4FXczQD8WaKCBV3IF0bCZ89FaxnJ28QKWxGiApkiBFCnqDjGG/licyVksYznttBMlSoY0P+QHBwSEAiyNLzIgpZQ6PA0SKaWUmhFel4H3OlAIxjZmrpVAT40jwaE6V4I+mXDz5lno8uHlSVgag7V5mT6UDcaaXYNchjvu572e9CZSSs1sN9ZL2emzxbFm08tjcFNDpVem1LFppIk/5I8YZCBsJF39orJwlrKMbWxjJzvCwA1EiPJKrphQgnY8UqRYwpJx17mULWwmQRIHhzx5kiQpUOAn/Ig4cV7CGSxikWYWKTUJjLWHmQF8gq1Zs8auW7eu0stQSil1krp7GK7fI/2EQAI6b6qGjAu/yUn20CVp6PTgiYKUfVydkQ1fysAf7oYOT8pJfpeDfjvW9DpKWM4GJBx4YRlUaUNXpWY8a6Xka2cZ5kZgTVIyfJSarQIC2tnLXvaSIMESlpI6xt5Gx8LD4ymeZD3PUqbEAhbRQzf99BMjRkCAh8dq1nAuL5uydSh1sjPGPGatXXOk02kmkVJKqRnjiowEb348CP2+NIpdGPbwCMKsopHeIMVANnqRcb8/X5Yx1cbAOUkJLPlIoMgiQaUWF1YnNUCk1GxhjDznV8+gsq8hH+7NSiblaXHp2aaBL3W0HBzmMo+5zDvuy+qhh3X8lnbaqaaKs1nN4nFZRAARIqxmDauRve0mNvI8W8iQGc0cCgh4gsc5nTOmNGCl1GygQSKllFIzSsKBt9QeeLiz3wYovl9WfMxAtSPNqhNGsonOjEupSczAmQkJMmUtvP/42y4opdSk6vTga30S/Mk48OYaeEP1gcGfLUX4s3YYDMtqHeCcBHyxVV4/j0aePJvYyG52ESfB6ZxBG20HPW2ZMpvYyDaeJ06c0zideczTsiBFL73cyk/ww3H3ffRzF//LxVzCabzkkOfbzS4cnAmPIQeHEiV+yo8JCJjDHFazZlL6JCk122iQSCmllEKyBd5WA//WB41GAkM1LsyLQrMrwaElUXhPPVyQrvRqlVJqzIAP79gL3R7UOTAQwKf3wbYy/M243r7Wwke7Zbpja2TssN/l4adDElg6kmGGuYUf00UXefJYLGt5hNM5g6u4mihReuihnb04OKznWfbRQ5QYAT7b2ca5vJxzWD01d4Y6aTzOY/j4pMkAMuHMxWUtj7KClbgcPGU3QxUBE1umDDFEP31EcEmS4nm2spMdXMt11KGjSJU6FhokUkoppUJvq5VMov8ekKbWSQc+0QxvrJbjjX7wrcaxVvpgfXNAJl69NAk31sIiHVOuppi18Mth+P6gZARlHGgvS1AbII405//pIPxxLTSH7/i7fdhaksD3CGOg2oU7jjJI9DiPsY99FCgQIYLB4OOzgQ3UUY+Ly7M8gyWgSJEhhmiljQTS7d/HZx2/5VROI8kMquFTx6yTDmLEJxwWJUqWLHnyZMLg0f5WspKneZIiReLECQjYRw9x4lQh/2FHyJBlmCd4nMu4fMpvi1IziQaJlFJKqZBr4M/q4YZa6POhISIZRUodzHcH4Au9Mi0v4cCvhuHBLPxto/TCWhk7fGDx4Rx8tU8aIp8Whz+rgzN0al5FrS/Az4dgS0me/+cl4bL09OtBdnMvfKMfUo70SnsoB6UwO2ikz5pr5HtHeSxIdKhqMmvlco7GDrZTpDih3MfBwcfnKZ4gSpQ0GRwcivRgMPTQzTzmYzCj2SHddLOABcdxL6iTXR117GY3UaKjh/n4uLijQcWDqaGWV3MV93IPWbJ4eESJ0kLrhNPFiNPO3ilbv1IzlQaJlFJKqf0kHGibnEm+x+XrvfCJHmkuW+3AX9fDBxpPzoympwrwpV54pgBtEXhnrTQWPxlvC0AhgK/0QYML8fA2OMjUvBvb5TbOi8LnW8aap4+wFr7bD5/uhVpHskAez8Of5OFrczRQVCk/GoDP7IPdZRgKpFn9Nx04NQb/MQdWxo94ESfEPk+yHZvHBYRaIpIh1O1BW7jftlYyIlvHvdtvjEh/tacLY4GjwMrtfV3V0V1/ggQBwQE9hQwmzC6Kjo5Cd3ExGCyWIkUSJLDhV/IwQQA18w3Qj49PN91EiVBHHVFi5MmxhnOJHGGbOo/5XM9bGWQAg8MP+f4BpylTppnmqboJSs1Y0+AtsFJKKaX291998J5O2OVJCVyXDx/qhg+0V3plR2/Ahy/0wCu2wyU74P4s1DtSHvOxbvj+QKVX+OJ1eFBmLECUC2BTST598y00uVL+894O+X3EzhK8abf8bV8oweaS9IdpjMibsi/3VeDGKPp9+Nw++VvlrQTuMgYKFro8+Mt2afhs7ZEva6ptLUkj/si4GE1LBFyg3ZM1lq38fGEKFowEjbD4+HysCRpd2OvBC16JLX4/C6uepa7qNwwxeMTrP4NVODZCLvAY8iEbWMrWJ0aceBgEGjEyfWqkf4zFkiNLPQ000jSZd4s6iQwwwE/4MXvYQz11ePh00MEwQ5zLy0enmB2Jg0MtddRQwxmsIkcWHx+AEiUCAs7mnKm8KUrNSJpJpJRSSk1DH++WjZ4Do5/X+8DN/fAPLdJDZLryLKzLw0e6oNeXDXhgpR+KD5welzcgX+2HP6g5+jKX6aTBBcJMjYiRIJ5FMqNSjvzbEJFg0jNFWBWHtXkJNuStbOSTjpz/mYL0M6pxYUOx0rdsdnqmIH+/fT6jrXKNgbIPOyzs9OC63bA8Dp9tGQu8VEJTRB431o5l4sWNZKylDXT48py6rgbeWw8eHo/zGM/wNAM+PNx3EXu9xQzaANft5oK6jSxN9LKeHnawhTfwB6N9XcYLCOiii6JXw8ahl9Ja/RDGlPCtIe9HKTll6l2HXgYoUaSBRqJEqaWWfvrxwq8WWrmCK3W62Sz2JE9QpEiKJA4uVVRTooTBcBZnj2aiHYuXci4GwzM8TYE8KdJczCXMYe4U3AKlZjYNEimllFLTjLXQKR+GTthGuYAH/CoL1x64h5sWdpbgLzsk6+IFT3o6+Vb+dY30ehoKoMqRkd0DvmTRnGyqXBkv/v1BycooBnI7I2aseTDI36+zDDfskwlSL5TBWCgARV9KGy3Q40PKwBJtel0RqXBPOv755od/p4SFiCN/510leE873DL/wNHyJ8opUVidkEBsc5iBNhhISeoP5kkAM2LGgq/38gAb2UDCprit4wJ2FGupjuwlZh12Fxv4n/aLaI0NknZLvKrpUZamn+ICLpxwnb3s407uJMswd/WfxWODZ3Babhnz0ptwIz3sKVXRX1jAjW1P4poIA/RTpkw1NcSJ81ZuIEmSKFFqOIru2GrGCgh4hqfopReQksR66qmimixZcmQPGqQ8EheXl4VZSGXKxIm/qGCTUkqDREoppdS0Y4xkBBT3K20JkA2hNw1KXg7GWvjrTumLEjFjG9Vc2N8lNa40K4Zk0tRM44yoI3lfgwQXvj8gf7OIgZfEpFQJpJGwD3y9Hx7JQwrAQhE5PAC8QAITAz4YF96lk5or4syEBCuHAugPIIr0nTLI3zXtyOM1GQY3nyrAORUazGUMfKYFPtUD92TlsHlR+PvGiQFKgCxZNrORNBnaS3XsKtZR5xbwTcDeYj2BdTFYfAw+hls6z2fR/Ee4YNzl+Pj8nDsokCdNmu25eaSdMnv8ADt4MX30kbN5sn6GbLCBereeNGmGGOQCLmQpyw7bhFjNLnfyc7roGv3dwwt/N0RwiR/nYyUSfimlXjwNryqllFLT0J/VSWAlYOzfAGhy4Kxput/aWpJMmQZXxm8b5DtupHSuHJbIWCtlPX9Se3KWmo2IGnh3Pdy7CNaeAtdXQx65bZ2e9ITJB/CLYRj0pQdMfuS8yH3jIAGjiIFPNcP5qQrdmFkuYuBLrZLJlTGQDaCEfJoad2RS3SgjwaTDseMe7yANdHvoIUduUtZb48KnW+DXC+GOBfCTeXD2QYJWQwxhcHBwGPLiOEaCTKUgRimIEjGBlNVZl4Tj4WPYMLR4wmV00kGOHEkJc5J2S/hW6i376WeYIYqU8U0JjESt4sRJkmI+CzRApEblyfE71h5wuI9PD92cxunE0HRKpSpNw6xKKaXUNPT/mqU86Z6clJi5QLMjQYnl02TK0v6KltFNaEMEYmHTbReocyWzxjWSsfGuOnj9UU5Tmu4iBmpd+EIb3JeVcsBqBx4rSPPqqJH7IAiDDz4SILLIG7EGBy5PwRWZit6MWW9JDG6dD88WYEtJJoD9YAiWRMANP1YtW8DCSw7xHLQWfjIEX+uTHlynRC1/2PQ0A4m1BARYApayjIu4ZMLY7xeryoXDPY2qqaZsYUOuiY5iNXk/QsqAZ2WAvQ1bSidNGYvFISDhLZxwGSXKE35/RfU2ftR1Do6TZ9AMgoVhL83p1RvZ5+wlQgsuDnHiZNAHtRrzJE8CUhpmsQSMRVst8HLOq9DKlFLjaZBIKTVlhrNw48fgFw9A2YPli+Bf/w+cr4MmlDoiY+DOhfBgDm4flJ4or8nABeMyTayFu4akAXSnDxen4IMNUHcC/3ffW4Y7hyVL5uy4ZMhkAynPWRUPx3L70OzCddXwgXqon6HvPqJGAj1XZOQ+uHgHtLjSaLizPDaNaqRa0EH+zkEYVFOV5xo4Mynfr6uG3gAeyUlfIt9KwPbddYfuo/XDQfinHgkatrlQcnfyIA+y1E9S50YICNjMZhxcLuWyKb89/eUU/9N+Hbs9D4tDPoixvdhAc3QQ10bxrUPUKZGK5LDWkKKWK5MTM39aaMEg2R4uLmdk2unxNvGr/gW4JMBGWJbZwnkNj2IJ6KGbWup4JVfgchLXk6pJVw4DjhaLCXPcQPoUVVGljxelpgljp8Msz9CaNWvsunXrKr0MpdQkueAtsO6ZsFQm7EmSiMHjP5GAkVLq+Hy+Bz6zT3r8gJSj1bnw8CJYcAIy9h/PS5Pqkh1rql3nSn8di2TLBMC5Cfhs61hz4NmgEAaJGlzJHHq6AFkfhsLjY4QT6izkLNzcBjfUVmy56hBKFu4eluywlJHA0ZrE2FSx8XwLV+6Ux30yfKzPr7sVN9pJkiSrwthLQECBPDfwzikvrfmLdliXtyQjgwwyiGcDekpNzHVjlG2EXh9aXJ+YE1AIXM5MOHxljjSaH+8ZnuYhHgQIR9oHdPl5IuWl1ERKVEWGGWSIAnks8DbeTittU3a7erduZd/mzaSammg75xwcV4MLJ4NuuvgPbsbHH51uZ8OvK3nVAQ3TlVKTyxjzmLV2zZFOp59bKaWmxLpn4bH14O/XtyFXgL/8JNz1n5VZl1IzRbcHN/fKOPWkGdu09vkSuLltwYu73EIAPxiEW6SKhKur4M01BwZ4rIWPdssbiZHMIGslo+httdK8udeH85JwXmosi2a2SDhweRruzko20TkJ2FaCrWVIhOVnnpWAwhwX9nmVXrE6mJiBq6rk+0hygUwZax337jriZjE2Qm7cZ7IODhZLidKUBokGfSlZbXYNDjVUUwMGGqOS3faDudJQ/adDLkO+yxVpuZ37B4gAzmAVLbSwiU2UKLGYxTzoPkjZ7QlvQ4Q66iiSIk16ygJEgedx38c+xubbb6cwMIBfLlN3yim84Xvfo2bBi3zRUydME82czWqe4LGw/FIyiuYyl1dwfqWXp5QKaZBIKTUlnt4EniebTBuMNe+0wAO/A98H/eBPqRdvSwn6wilM47MaosjGcKTk61iMTCd7OA+1jgQw/r0XHs3DV9omjvze40GXB03jnsfGSC+edXn4zrzjuHEzxIcaYbcHm4phZpWR++usBBSsBInSDvT4M6sEL9vd/f/ZO+84Ocr6j79nZuvtXu93aSSkB5JA6DX03psCgsAPESkKYlcEsaGigAKiqBSlI72IErpCCIQESCA9d8n1vn1n5vn98d3LXRppd7eXu+ed174ut7ez88zuzO48n/l8P1+WPP887StXUrH77ow96ih8oVC2h9XvhExxjsXcHlE1khxFbs4CwqonfyhFihxC5NC/KeXdutSm9FlHyf64f47ctoYyyimjfN3vKdK8wr8B8OEjRYoUSQ5l9o4N/HNY/NRTfPLYY0QaGkApDMOg7oMPuP/II7l03jx8YZ2BNNg5gROZwHjmMQ8bm2lMYzozdbt6jWYQMYROSTQazWBixmRwlQhEQM9ZqpJ8oqdegdOOzNboNJqdnxJLSrk2/CJXSDaOux3V5B8m4Y0YtNuwyJWJZCgTtjw3Dvv2mkwGjIwIzPqTUJueFvDDnQIL7q2ChUnpdjbKC9c0QJsNRRYYpry2HgOO6qWhpBU80wVPZ2rTTsoVR9fO0AmuefFinr3sMtLRKKbHw5Jnn2X+ffdx8j33ECwqyvbw+hUz0+3ux00iAOaYsLxzJlP8SxkTiJDEi41Yxg7j8H6fFOdnBMmFCXEOgQjBHW7flDZOYAIuDnN5ly66CBPmAA5iHLvu+JNvhk8ee4xYUxOmaWJ6ZKNMr5fO2loWPPAAsy67rN/WrekbDAwmMpmJTM72UDQazWbQp3EajaZf2GMKFOX3XMmEHjdRKAhP/icrw9JohgzjfTDFJ3k23ceWrUQ4OiBHuh5tKwsSUhK1xpHnUkCngmVpeKB9/ceWeGBWUEKpe68/7kpAtUYwDNg9IGHWE/3whwqo8srr1uTIY35VBtUZo4lS8J0GuKlJ3ovlKfhpE3y3oed1Howopfj0mWe4/8gjqZs3j0hjI5bPR7iigs6aGubfe2+2hzggnJgLN5dBhVdKzyZ4w1xonsUB5p4UUcSujOc0TmcMu2zT8yZcCcTeZzkcugLubd+6/eFHpZIT1mDDmrQE3O8VgLP74Bg1MJjMFM7nAi7hUs7jS0xk4mbH/1gH/N9auKpO8Vp0+/bnZGcnTjq9TiBaNxbTZMUrr2zPZmg0Go1mA7STSKPR9Bt3/gjOuTaTS6SkhXDADyMrIZHM9ug0mp0bw4CHR8LRq2BVGlCSJTItAD8r277nXJqSlvXdgdPdTiGABzrghrL1u3DdWApfb4DPknLVyUUcCocN/cqi7WaMDx4dIeWCSSXCUe8MmAUZN1eVp6eMMM+EFyIw0QdHhOQ5NhWcnC2abLjrzw/ScesvCba14w0EMLu6aFiwgIoZMwgUFLD85ZfZ7xvfyPZQB4TDw3LrIQTsk7ltO7YLB6+Ej5KSZaWAuXXwnwjct4WyzpFeeGKkdElssGGCX4K3zcz+Yyt4PwFdDuwWgLLtmBkYGHjxbvbvaSU5ae/E09hmOwnSPB33cVZ+nF8UV2+To2rcUUexcs4cVKbUDMBNp/EEAgSLi7d98BqNRqPZCC0SaTSafuP0o+DAPWDhErAd8PtEIHJdODYLDSyUgnufgrsego4IHDoLvvN/MLp64MeiGZyklFxtL7Dk6vtgZ6QXPhwn3ZcWJmGSFw7P3f5yr3RGILJZ3wVoIAHZt7bAjT2RJJR44P4q+CQpIdUT/ds3yRxuGIZM1jfF4qS8/t0iUFrBx0nJLbquAdJIqeF1xXBp0aZDhgeSiAsXr0oz+q93YxUWo9asIq4MXMtL0E7RUVND3ogRQ77UrD+5t0P2gXCvgHpXwRNd8K04TAt+/vJBU5xsG7IiBV+rd1lrp0hjY2Hx1UIPlxV4+1SEfDMG7yVs8KzFYyjysXBUnEc6fByUN48TvXtt9XPtccklvHfnnXTW1GB6RZgyLIucsjKmnnVW3w1ao9FohjG63Eyj0fQbhgF/+CFM2xXGj4LRVTLZnDIOzjx64Mdz2Q3wtRvh46WwpgHuexqOuFj+r9E83AGHr4QvrIFjVsEPG6V0arDjNeC4XPh2CZycv2N5QFP9kG+uH3hrICcLPgNeiW28jGHA1AAcFNICUV9QZK1/BW9ZSsqW0krEo5AhHex+0yJlaNnmpS5obmkjkIzTOXIsNXseSDyUR1u4EMfrI9nVRbKzU0/gd4DnM9lUvYUbM5MJ9kx0+55TKfhGg8NypxXXU4/pacKxGrm5rZ1XEp07PObevBeHBFEwFBaivlsGWBjMSdWRZOutxb5QiAvmzGHkAQfgz88np6yMgjFj2PuKKxhz6KF9Om6NRqMZrujTOY1G069MHQ+P3wYvvQlrGyXQ+pBZ4Ou/rr8b8fFSuOImePVdObEOBuQGMqbb7odffnPgxqMZXNSk4ap6+FdEJi7FJoz1ysTMREqshgvH5cIfWqEl0SMQKaTEpdyz6S5Jmr7lwBxxsrXYItg12j0Or5yMk8SLOLteiMBXi9ZvuT7QfJQC8gqonbonr37hSjyJGPv/6RcUr/yUBrOI6lgHU844g0mnnpq9Qe7kFG3G1WggrrLt4bMULEnH8VhdWN3TAQNiOPyxaw2HByW0KEWKFSynhRaKKGIs4zIt77eeMg+kcPBt9AlikGOmiBDBz2asdZsgt7KS8156iebFi0m0tVE8YQI5JSXbNCaNRqPRbB4tEmk0mn6npBDOPfHzH2PbsOAzSKdhtwmQswX7/NayZBUc8iXojMjvroJoXErecsNgmvD6vL5Zl2bnI+bCJWvgvYR08kJBs5L7ZwbgxQhcUyxdgoYDRVYm52glLEmLQOQDRnjFoXR0P3eXrkvDazEp+9svCOO3ft44ZAiacFcl/KgRFqXEPWQakEOPk6Q7M8oypDwymyLRWC+kvD5ev/T7eBvW4nVs5n75m+TWLsfrOnxxr8kcNHvP7A1wCPC1InioE1Iu+ExxASWU7Cvn5m/fc6YUJI04YWP9DzePYdDqJkmQwMHhSZ6gi651f5/Lu5zCqeSy9cnXR4fh120WccdDyHJRCiJOgAJvlJGBFsJs+weLYRiUTtbdsTQajaY/0CKRRqPJGp0R+OMj8MgLsKwGwjlQXizh1jdcAYftu+PruPEOiCfEOZSOyCRLKQnODgVFNKrQWZfDlteikvXR5cqk2wFQEubalam56nSHj0gE0qb91V3golpY64ggYRkSpLyLB77XIM6Ak3JhbB86Al/oghsyrcOVAbcDFxWIU2a4MdYH91dDvQ3X1MM7cWjtVfpoK3k/HCW5VNnkuDDc0QodZVUUGAZq7WpIJ4mOnUTp+HG8X6hb3e0oM4LwyzL4XhNEM/tBrgkPVEPOdpaXTvSD33BIuh4CprTZUwrSymJKuAaTKfyXt+mikzC565aLEuFt3uJojt3qdVV44PYKkysbHdodP4YyqfS3cULZW8wwpm+Ti0ij0Wg0/Y8WiTQaTVawbfjqjbBoKaxaK2JNR0R+ThwD3/8dPHYrVJdv8ak+l3cXgMcDPq+4hly3RyiKJWUCfM2FfbBBmp2SeXFoc8Utk0TKyxSQAlptaUteOQy/Kcs98NgoeDUKK9PiJHqwA25pA78hIsVDndLq++A+6GTW7sCNzTLxDWQmvbaCv7TDoSGYPAznkIYBlV74STl8eQ00JyCiwGOA35QsqhNz+yYHylYwNy6v9/wEFFvwpQI4J6+nC9bmKPbAbZVw/GqDrtIqzLIqyi3FWJ9Bh7tzBMDvDFxeLO/J8xEpOzw2LB1DtxefAdeVdnFjY5iEHcRAAQbjctZwVMjCh49lLCVIznrLBclhJStQKIxtKEA9NJjLv0cleCa9gGZjDVUexUxjT6Yybfs3QqPRaDT9wjA89dVoNIOBdxfCkpXiGnKVdD5TCiIxSKYh7cC//wsXnLLp5ZWCWFyW83zOJ1lVGaxpBNMPeWFxL7mZK7EeC266Gg6a1eebp9lJiCnZ/xTiIrLpEYqiCq4rkUn5cCRowrEZA8FDHfBpCiqtnpKnqAs/aYIXcnb8NZoXF1dMoJeg4MmIua9Hh6dI1M2uPnh6FPy9HR7tlDbm1V44Px/OK9ix51YK/tEBt7eKo87MrM9W8OsWEUqv2Aqn5V5B+GI+vBGDCgtMwyCdKYk6ezvLoTQbE7bgrD58Pc8L7YJvxOu8GFXEbT9jcprYI5hktiH14RYWar0+h6BQ29SyvjflRimX+A7f4XFrNBqNpn/RIpFGo8kKq9aC7Yi7p5tuh088If+PbKZry7yP4eZ7pEQt4IOzjoHLzt50GPa1X4ZzroVkStxEBXkQjcIuI2DuIxDuAxeEZudltFeEIRcJZ3YzNw/wveL+z+DJBrYSgSdswMIUzImII+HwHOlStileiUKu4RAwEiQlHYeQCU22tNHe1Sci0vKUuJBmBrbsQOnNZh9rDF+RrjeFlog1WyPYbAuPd8EtLdDhSkmhF1iahkkGlFnwj064sHDrOub9uBS+1SBOJCvznl1RCAf0Ub6cpu/x4OEL3tkcVdBMM82EGU0V1etEoClM5X3mESaMgYFCESPGNHbbJheRRqPRaHYutEik0WiyQmWpCER5mUm4csEwRRzyeUVA2nfGxsstWQlf+wl4vVBRAmkb7n1SHEjf+8rGjz/hUPj5N+Cmu+QxhgH7zYTHfqsFouGKUvBUp5RLdbsnfIhYZCFfjIYBBwyx/SPpwu9a4MmuTOaSK+6pAkucU/e3w+WF8OXCDRZULocZ93FtP7DiAAAgAElEQVSx5wEWu+N5wz6IleyFa47HQUSc6xokcBqkhHOsD+6o3HxXpg3ZKyjlL1FXxtJgQ8KVkqoDc7a4uGY7UAr+3Cbvf70j+75pgEfB6rSUsSkl3dXCW5E9VWDB3VWwMgUtDozzQqMjx9gEv7y/msGHgUEJpZRQutHf9mBPmmiilpp1IlEVVezNPju8XgeHBAn8+PFsYjpiY9NCM5bysCZZTG3aoNoL0/09bkaNRqPR9A9aJNJoNP1OKgVvfQDvfwJVpVDTAE/+B5athlUWlBVDfbPkFAX8kErD8YfAHlM2fq6HXpBysYJMGYzPC+Ul8PQcuPwL4hTakCvPg0vPhM9WQWkhVGx8LqwZJnQ4cGYNvBUXccjJlJqlkZwPMm6KSi9E3M99qp2K/0TgynpYlZYv/qAp22chLbRLPNJm/c42OCos5UzriP+Fo427uTjxQz5xJuEjhSJFnYqwd06YN2LiNKry9EzelqXg5mb4xVZmioVNCea9pE4ECoUIWX7g4rXwj2oY1Ych2Rp5jRsdqLIkCyrqyr5hGVImllbyfpZv45niGB8s7oIvrRGxKNeAUg/cUApH5m55ec3gwYuX4zmBZppop4M88iijbIdcRArFx3zEXN4lQYIYMTx4KCCfyUxlJntQSw1zeIWoq3i0fj/WJAzyyceDh6l++FlFhEXWO6xgGQGC7MksJjBxu8vgNBqNRrM+WiTSaLJEPAELPhU3zfSJmy6VGgp0ReHc6+Dt+bLNKVuuVu85FWbtBouWwdpGGFEBI8phr2ni/tl3+qavFi6rkU5lvbEyOSlNrZsWiQD8fthtQp9vnmYnQim4ul4EohxD9sOoK5lEQcQ5Ue6BkAEtbt927somS1PwvUaoT8t2G0CnI86psAmrbRGJvIYIB+8leolEKgWx+3jLOYol7mSKjFYMAzyk8CiLdncSj3aIi6T38VpqiXCUcHuCqLfE9KCIFeUeGas/I9h9kIATa+DpkTB6iLwngwHTgIk+qE1DtUccQykFKOmY1ejAxQUQ2sZ59+OdIuzZSva1ZgUrbTi1Bi4vghvLtn6f0PQdSomra0Vauo3tuZUloQYGpZRRSlmfjGMZS3mD1/Hho4tOUqQAMDGZx1xqqaGJRnz4eKdtOqvjFeR6usCIU6qqeT9p85W2+exV8gayhylWsJzpzOB4TtRCkUaj0fQBWiTSaLLAG+/B928VxwxIK/bffAtmTM7uuPqDOx+COe+KkBMMQKpLSskWfAqz94aZk6G+CS46Db76hc9/rtVr5aS2rglyAj2B1am0TFCr+uYcVjMESbrwmxZ4rEO6mBlA0JDJcNKRbmZxJe6iRle6Om2rg2Iw0eHAP7ukdfqKlIhhNiICpDLuKRuZOCZ6OaYMRJxZh+oCEsxJ70memaLAkBI1E4s8OmhS0h0usMFk00CynZxtGPNbMXEgdbmyrJFxsvgMyT76Yxv8bAe7HQ4X0vE47StWECgoILeqCgDXtmlYuBAnlaJs2jR8oRBXF8FV9SLoTPLJ6x9F3EBXFMHZ29i9PubCDU2yX/kN6HRZ5zlxgYc7xcV2g/6sHlASLnyzQT4PQN6TcT74wzaUhPYV83gPHz5sbNKk8eLFRRElQjUjWMEKfPgIEeb9rlHkepJ4DAsbm5SRxLTamd81mv2KvZgZZdrG5hM+ZjozGMXogd0gjUajGYLsxKfAGs3OSWMLfPsWCPogGoOaeogl4JhL4YlbYf89sj3CvuXB5zITT5/kB4GIO/GktLzPz5W/LV29+edQCu56CP76T+l8Vtckt2m7igOrKwpf+yKEdHaJZhMoBd9thOe6ZF80kHIa24E8S5wSrhIXS5VXJsYn7cRlMa0OXLgG1toihC1NiXMohYhDva+zR5WUiYGUn/mNDYKGjXww8sk3OrCViWlmllc2yijBBWaHpC13wOhxE7U4MCuwbS6UP7XJ++LQc3ISz5SclVrwdnx7Xo3hx6InnuC/v/0tifZ2oo2N+EIhxh55JC2ffko6HscwDEyPh0Ouv559jzySu6vgnjbZT84tEPfQ5gLMt8RnKRGczEzJGsj+0i0Y5hjwYgSuKYb8ARYnhjMPdMjxU9XL8bc0JcL5TwdYsOuiCx8+YsTW3WdiYCMnCC4uTkZetpWBx+jprubikCSGq/zrlbxZeEiRYiUrtUik0Wg0fYD2ZGo0A8xrcyWjp7kDltbI5DQnIELH+d+BT5Zme4R9SyLFukvJVuYTR2XKENLpnsdMHb/555i/CP7yBBQXwqhK2Gd3KMqHT1dKntFPrxYnkkazKT5LwZsx6WTmMTPB1GScNa7kElV64flR8OAIOCVv2zpzDTYe6oC1aaj0SBnYCI9M0F16XB3dYln3xL3RFgHplgrI7T15NzyQcyUn+V7CRZFyDSlBw6CZMYz1wXVFUrbU4ECdDfW2iG/fLdn6MdfbEnica/a4kCCTF6VkO4q1qLBF1r73Hm/87GekYzE6a2pwUymiTU3M/+tfqf/gA/y5uYRKS/EEAsz54Q/pqKlhRgBur4QXRsv7P8orQs5jnbAkuW3rD5vgz4iujmK95BoDKMrkVrVti8VMs8M80QlF5sYlof+OyPE1kFRQSYIE3nWfxODg4kVqSf34sDBRKHYPryXiBFCozN/8xJwcxoWWr7ctCoWJiR//wG6MRqPRDFG0k0ijGWCicXBcqKmT0GXHhc4ouA6saYSTr4Bn74SJuwzMeDq65FZR0j+5SMccAHc/KsKQaYprKJ6Q8jO/HxqaIZwDyST8/G6YMQlm7yMB1t289JZ0PvNkJonBAOw+UTKIvn0xzJrW9+PWDB1WpDNuNhNGeGFVxlKTAmJKgpv/VCklNkOB12PrCz2lHvCkpMwsYMhPByjJ5P98vRgm+2GPwGayYoInMcPM41r1H26NzEZRijLLGeEL8utyyPPA36qlXGxRUkSp2aENxKYtkHClS9o0P8xN9ISGG4gbyQbOz9/+12S48PHDD2N6PLQtW4bp8WBmAtvS0SiObbP2vffw5+cTKi1FuS7LX36ZmRddtG75BQkpP4tlxFPTgDPz4LpiERhcJRlR9bZkdk3yrS88jPPKe9hui2Do0J0aA2UWBADXEMeeZuCwWV+wgx4x1lWb+GM/MpM9WMHydc6hFClMTArIX1dy5sdPDavZv/BDliXyaUuHySFEMx5GenzsX/wuDg4WFgpwsAkRYjw6eFCj0Wj6Ai0SaTQDzF7TRDBxXRFKIlE5gTYMcRS1dEiL92fvXF8o6WsSSbj5HnjuNVl30A/XXAgnzu7b9fzwcnjmVSkP82SuIvt9kh/kuhJgPX+xOIVMEx5/GcY9CX+6EfLC8hzqc7pMuUOoA5Wmf6jyyDGmFIzxQtiANTZ0OXByGH5XCQVD6Nuw2IKadM/vlgEjPbA8DYWWlJRVesS10+TAMRt2M9sU/kM5p+pQjs20NM81Yaq/x3HlM0QYmh3avjGP8sq4I66Uuy1KQVNaJrHFFlxaACfvxCWAA0W0uRnDMHBsG0+36q8UKIWdSOAkkximSbK9HcvvJ97evm5ZW8G3GuTh3XlcjoJHOuHAHJjkhyvqpEwJ5Jg6MAd+Wd7T3t4w4FflcF295N+sTItQVGbKPtip4IfFPY/XDAzHhqTkrKqXCNzswP5BEc8Hiiaa+BcvYmCQJoVC4SdAEKlxnchk9mN/PHhYzjKWeZbxs+qVdMR2pzUVYhcvHBjK4zVzAh/ywbrQ6xxyOIbjKKJo4DZGo9FohjBD6LRYo9k5mLIrnHkM/OJPkIyKk8g0xB2jFJQUQGcE/jtfHDX9xa/+Ak+9AuXFIlbFE3DDHeIo2mu3vltPUT787yH45Z/g3/+D/DBcehacdYys97xvy/b3bku/dDX8/ZmeIOvD94PH/w2OI8uA5DkFfOIo0mg+j938ImgsTIirpsgS8WGKH26v2jbHy87AF/Phf3FxDPky7g+PKWJLbuZnjilukMNCWyEQIQLCR0kJAJ++jVlDW4NpwI/LpPtckwPlFuSbIur9sRLKtfNkqxh98ME0zJ+PYRgo18UwTRw7EwbnuiggFYngy80lFYngz+tJpl6chHZHjpFuLENOFJ/vgme7YElKOmOBfF+9FoW/t8OXC3uWqfDALeVw3lrJNOhyIA60unBXlexzmoHlokJ4JyHB5C5gIR0Nv7UNJaE7iovLv3gRG5uCzD8XlyhRjuYYxrDLep3JJjCRCUyUnSjc+5k8nMCJHMwhrGQ5AYKMZowuNdNoNJo+RItEGs0AYxjwvUslj+d398sELhTMuImAkRVSftYZ6b8xdEXFQdQtEIGIVLEEPPBM34pEACWF8KtvbXx/azt8tlLG0ZuCXCkx6xaJ9toNzj4WHnlRhKLusrVffbN/3VaaoYFhwO8q4HctErDsAvsGZYI01AQigANy4JtF8Ps22VbbFfeUbUr20Mq0iERXFG7dJPHTJHyjXsKoDaQs7AclcEwfO3v2CsJjI+Q9WmvLe3RoSLtOtoXJp53GZ888Q7S5mURbG5gm6cj6XyZuOk2irY2c0lLsWE948OaiaQwkt2ZOTHJs1t1vSAbRfR1wRt76x9KtbRKgPj7z+ayUlJ/Ni2uRKBvkW3BfpiR0aUpKQg8JyefAQKCU4qP3XqKmaAFGS5xgQSF5I0fiCQawsFjCZ4xl3DY9Zx557M6MfhqxRqPRDG+0SKTRZAHDgOu/Jq6aG+6Qkqn8XNhlhIgeXbH+dch0C1DWBhPkgB/WNvbfejfE583kIii5Yt2N7Uj5G4goFE/AtRfCSbNh7kciqh08C4oLBm6smp2bfAuuL4Pvl4pwMtSFhy8UwEl5sCoNb0XhzjbJkNnVENGoyZFW88EtTBLTStw9ERfKMmcMcReub5Ico9F9nONU5YVLCrf8OM2mCeTnc8q997Lo8ceZd/fdNC1ahGtZpP1BfKkEplLiMMp0OMsp6VEJJ/slcLwz0/UP5LM5rWB6EF6Irt/OflkK6tLyfXbUasmM+mrmvftXZGNBqcQDz0XgugF0r2h62NGS0B3hk0cf5YmXHmf5NYcSIkpVwzJiLS1UzpwJAXA3K1FqNBqNJhtokUijyRKGAV+/AJraxDXj90EyJS6fs46BWBzueVzEktn7QGWvcqxuN42xnRPd8mLIDck6cnq1u+6KwImH7tBmbRPhEByyF7z6LpSXZIJR3cxrcD78+kX4XRO0lUOOCxeXwE0niJNBo9kehtO+EzKlpO7GJpn0d+cHeUwoNeCFCExqhRE+OChn0yVk78elE1VZr7OFoAntLrwUgUt1BMigw5+by4wLL2T6BRfyvT/cxyO5o0jkhAm2t7Dvw3cy6Y0XcGwbOx5n3FFHrVvOY8DN5RJcXW+LEJRW4jD6bTPUp6E2LeWGzY500DMQV0q+CX9uk/yvk3N7wqp7093VUjO8SMUT/HBJGx+c8WPSbg5GSBEOdHFi1wPkrK3FO7ZMyso0Go1GM2jQIpFGk0UMA35yFRy2Dzw9BxYuEYHktvvhlr9Je3e/F257AH76dcgLwW/vhcUroLQQLj5d8o22VSzyeOCbX4Yf3ColZgG/rLcoH754fL9s6mb57v9BQwssXi4dzFwXTj0CVibgBgvMSgilIA3c1g6xj+C2Pi6H02iGMglXMki6cZV0IWty4LZWCa4ttOCuSnEb9SamNv35YgCdOjR+UPNYJzy57/GwcD557S0kvV5euexHeGMRdnlnDmNmz17PSQQwIwDPjIQ3YlIu9sc22V+KLcgz4f2klIx159qEMh0DvYa49e7vgPE+uW9BAnb1ifikFLS48MW8TQ5VM0RxHYfbHvgn70zeh9za1QQ6fagpJUQ8ufyr6HTOch9mbw5kFwaonatGo9FotgotEmk0Wcay4Ij94bnXobNLHD419TIJq2+S7l+2A9feLC3gXRda2mHlGpj3CXy0BG68atvXe/SBUFYE/3gOahvg5MNEICor3vKyfUlRAdz7c/h4qbS033WUuKYm3QHGVAgk5HE+gBg82AY3ODKp1Wg0W+boMPy5vSd/pM4RgajQ7CkXa7Hhx41w34j1l50ekJ/dIdggooFC3EeawYlS8p5XFhXQaIDtOvjTCpWIMe+srzBt5ScccN11m1w234ITcuE/EXESdXc6y7EkJ+qzpAiE43wiHnU71LyGCEgXroWkkgyrhpgIRmFTAuQv1aWEw4pn73+Iv4ZG43g8YJkYnSmYu5b86kJacwqo/LiEw3c9AkN7zDQajWZQoUUijWYQ8MIb8NhLkBOAZIcIRH4/JJPQ2ArV5VDXKCf+bZ3yE0Ou8N9yL0wbD2cdu+3rnTlFbtnGMGQbuumKQkcBeDZwKngMSCVhZQwKwttfbqcZeqxMSUcvjyFtuSv0t9s6zs2H12KSIWMAq1IyoR/fK/S9yMq0nbfX725VaErOzO9b5XcTaWl+ZEiCpjck4YoLZU1aXEn75ci6NANLGikJq7QsRuy7L3Xvv08qGsWfTBAZsQuzb7qJ6n0+v31muyuCYG88GcdQZabbnNnrvV2dhoSCsoxwNNIj+4Fhwm0VsHdw/cdrhi5Kwa8abe4s24PmkkpSpoeu4nIqVyzGG4vi1HZglYeYftDpWiDSaDSaQYg+jdZossz9T8NP7xLxpysmwpBCMooME6JxeVw0Dql0pguaAY4LKJmU3XIvnHI4+Po4RDZbhHOgJAq1BvTufB1NSoemL38Vdi2Gay6E/Wdma5SawcKPG+GOVogrCBgiEP2yHI7r4+5bOyt5FtxbJULRhwl4qksm/+FNZBD1nq69HIFbWyWfxgJ29Uop0QS/lCX11g9aHbilGe5qE4GiwBSxaYJPytjytPNvQPECu3hF9MvLCTHqwANJRSI024oDcn3sscusLT7HFH8mJ071iDvdTQauKpJ9o8GGoCFliTEXqj09jzUNGOmTjnoFlhaIhhNvxODBDkW4owUsDw0llbheHw2jx1O96AOSOWHGjyhn5hSdYq7RaDSDkQFqfqnRaDZFYwv8/u8SJO3xSLevnCCk09LRy7EhHBRnDUipmXIluBpkkua4sGSVlKgNFQwDvr87kIKYFxwFnUlIBKFyKYzIlcDvr/8cFnya7dFqsskTnfCrFhEmAgbYiKPh240iXGgEvwlHhaWz1DeKxPHR2yXS5MDufulABfB2DL7bCFEXKj2Qa8L8JDwXFXHgojo4YTXMT4hQfcla+FO7vA8+xIXSYsOnSbinLRtbPLwxDLi6SMSbVgdSyqAzkIsnnMdVlYGteo5JPjg2DPWOhJe3O/L/Q3PgzDz4ezWcnieOtPML4Phc2c82OZ4+3DbN4OfpCAQ8HjyWh7yOFkKxKIZpkQrn0zVqV3IrKrhlUol2A2s0Gs0gRYtEGk0W+fBTsWXn5UJJgXQ3S6Vl8haJQzQBK9bI/TMmSUez7jwQlZngmQbEkvK4ocR5B8DdlVAVhWRQtnvcQpj2mUyA8sKS5/S3f8JbMbhgDRy6Ei5bK4GpmuHBr1tkAuoz5FjwGeJ0WJuGd+PZHt3g5KQ8ODwEjY60MG+wRRz6cVnPY+5uE4dIt9vIb0CdDUtSUGJKe/OYC1fVwdOdUsKWVOBH3oeAIZk0LQ78oQ3+F+v5zNIMDAeF4I5KmOqXoOm9gnBPVU/O1JYwDLi+FG4qlTyhKX64oQR+Xi5/G+ODb5fAn6vEWXR2HiQ3KFFrz3TGGz9EXK6arcNWYBoGhWN3QaVTVNUuZUTdSsKdrRz81rM8Ncpg2lbuhxqNRqMZeHS5mUaTRYK9MkEm7iIn3itrRQwqyofqMkikYHQlHHWAOIYaM9kghtGTyRMKwF0PwQPPwG7j4ZzjJMdoZ+cLM+VW3wQnX7FxqHYoCP9z4fV6mdCGTFiQhP9bC3+qgt31SeiQp87e+GqHB4gqfRVkc3gzrc4/TsJnKQkf3i+nJ5gaxI2V0+sFbHNFaABwDXlt8yx5/V+MilDX2xSQUPIe2Las74p6OD4MPy7VWWIDyV7BTWdHbS2WAcfmym1LHJIDp+XBk13i/vRkRMaby3Wp2XDj2JCUnBWUllPm9dK5uoakchibinDbBSdROm5Mtoeo0Wg0ms9Bi0QaTRaZNU3a2nd0QX6uTJ5ygiISzZgkremVEpfQXrvB7hPhjXnS7YxMeHVZkSy/cIl0BftkKTwzB/7yUxg7Mttb2DcUF4gglEjKa9JNZxTa94dqs8fxUGyJe+GOVrirKjvj1Qwcu3qh2RYBo1vTSCtxvuyzA5PjoY5hwLQAm72aP80Pc+M95We2kol/jin5RN0oBaGMYF1iSQaO1xCXEYg4MMoL5RY8H4GTcmFP/b4MSQwDvl8qpWgLkpBnwgE5It5rhheHh+HwGMyJghsuwphaRKkBt1dCqb54o9FoNIMe/dWt0WSRgB9u/Z44ippaoTMik65JY3vEkN6OoSduhekTJcNo19Fw0J5SnubzwriRkBuC8hIpP7vjwextV1/j9cJXz4HWdnmN0ra8XpYPfOUySe1NngmLU9kZq2ZgubpYApJTrpQ7xV1IAdcVSRcmzfbxlULRoZttSCn5XHKB0Z6ez6PuQOOzC0SczTVFRIq70gHNQrqmjfTK4xRSGqoZ3CRceOC9xXzllr9yzUVX8fcvnsfyV17Z6uUn+OGMPMnA0gLR8MRjwC/LJLT+8iL4bjE8NUoC7zUajUYz+NFOIo0my0wdD8/eCQs+g1f+B/94Tpwz3cQT0ulswhj5+eTv4Sd3wtyPxEkD0sbe6jUhLsqHdxcO6Gb0O2ccDYX5cM/jUNcI+06Hy86GK00pbQn2EoqirrTf1gx9jg9DqhxubYG1tjjKrimG8/KzPbKdm6kBya/5Y5uUpU0LwN458E5cnHoxF2rTEDThzha4pADejEmJid+BTleCjwutHlHJQIsGg51GG877pI3P6h2YtC/m1AN4rbmOc2+4kZPSaXY9+uhsD1Gzk2AY4hrUzkGNRqPZ+TDUIEqSnDVrlnrvvfeyPQyNJmskU/C1G+GDxeIOchw50brpajhy//Uf29El3c5OuVLEI38vUSQSg4Jc+OftAzv+bPBoB/yiWSajAUNyULpcuLVCSh00wwNXiTgYMnX+SX+hlIhA97TDixEpLxvhgbiSLlo/LYPDQuLqOrlGHEjdbq6EK8LRIyNgdD8LuHbmMyCcCTO39P6w1Xy/ER5euAI3HiOSV4SpXCzXYe93X+ast57inKeewtChUhvhqp6LFfrl0Wg0Gs1gxTCMeUqpWVt6nL6mp9EMIvw+uONHcNNVMHsfOPs4eOCXGwtEIBlGhflw7gnQ3JbJKUJKsTq64PyTBnbs2eKMPPhOiUwG6xwpeflFmRaIhhumAbmWFoj6E8OAg0MyER7nE7eezxQhKNeE21vFnhyy4LZKaYfeaEOTIyLSDaX9KxC5LjzSAYetgAlLIGcxhBfDzGXwWrT/1jtUUAr+1QXt3gD1laOJ5oToCuXRmlfM2/sdQ+eaNbjpdLaHOahwFfytDQ5bBQevhNNr4M2oiKIrU9DpZHuEGo1Go9FsO7rcTKMZZPh8cOzBctsaLjoNOiLw+L968osuOxtOPaJ/xzlYMAw4M1/EomQmsFhfydVo+o/FKcn96k3YlE5n3W6KKX54fhTMT0iQ+O6BnnD5vuatGNzQBB8mIJqZlMeRq2ApBYuS4mx6fYzueLgl4gpi4Tw8qeQ6x5BrmHSGCnDHTcD0erM8wsHFPe1wZxsUm1CRaZpwwVoRTn0GoODkPLi2eP3ugRqNRqPRDGa0SKTR7OR4PHDdRXDpmdDYIh3OwqFsj2rgMQwpN9NoNBBxxT1Tb8Nkv3R629qyK6UkZHpzrqwxXliWgoJeOWhxV0Kqex+DXmPH2q9vDY91wEV1PeU+CgnYNhCRKDNPJ63gJ03w6BDp+NgfGJlOdMt9AUgm1t3pWBbBSCc5l16lS816kVJwfweUWj0CUErJMZd2YXpQSh8f64AcA07JhYc7YXESpvrhxFxZrtSjs7o0Go1GM7jQIpFGM0TIz5WbRqMZ3ixPwVfWQrsrbesVsEcAfl8pQdObo9OB21rhuYgsNzskIeDlG5wpXFoIV9WDlcn9iStoc+B7pQPr4ku48M0GEbVCJiR7lfZ0py0aiGhkAZ8kB25sOyvHh+HduEUqNw87mUK5LjmJGJV5QSZP3DfbwxtUdDiQdCG/1/FRa4MX6N7VPBkR6N52eLgDbCAAvBKFG5thF6+4X2cF4cAg7BYQAUlrcRqNRqPJJlok0mg0mj6ith7+9Ci8PV86zJ1/Ehx/iD7h1wwsNzZJiLcB1KTF3bAkJcLPPdWbdhQpBVfWw0cJKPPIsnOiIqw8OgICvcSl/XPgV2Vwa6tMiost+H4pnDbAIvWHCQmo9me2x2OIc6Ob7v96DHCAXXXHwy1ySh480AGOzws5XvwoOtxcfKaIba7SuV/dFGayuOJuj/iaVKAMub8bD1BjiyBU7oG1aWhzAQXNDsQcWJiE57qg2AOTfXBhgbj/cq1NrVmj0Qx2FIo2WnFwKKIYC30wa3YutEik0Wg0fUBjC1zwXeiMKg7ebQ77THicWIPNS/8+nmOOOAYMPUPV9D+tjrSs9wKfpuRnwBSh6KkIHNgOlxRuvNwHCcnuqfT0iJrlHimdeS0GR4fXf/zsMBwakuf1ZTEHrLujoYVkIXX1EonczE+PAq8J3y/Jxgh3Lqq9cHM5XN8kAtyilIELVHvEPTbZD7+v0OIFiPj4tSK4qVmOg6Apx1tcSdleN12ulDuWZISjmozbyDQk2D1sQg7i/OtISjna3DiUeOBnZXDIMCwf12h2Ztpo40Wep4kmFIowIY7iWEai6501Ow9aJNJoNJo+4NGXoDOiuPTYHzN794dI214c18JjvUWq+Vl8JXeC0X8zq3kfw0PPi1h14J5wxlHS/U4zvOjO4VmdFuGk2zVkImLO/R3iUvBsIOqsscV5s6HYo5AuTZvCMHpcPNlgegBGeFJQGnEAACAASURBVGVSnUa2KScjGgWR+0xDMpR+VQ57646HW8VBIXgxB66rF5fLGC+YprjNPkrCXW1wnRbcADg1D/JNCbBea8OxYXEFdbly7MQzP8d5ZH+0EMHIi5SeKSS7y1WSI5afOaaSmQD47zbC0yNFMNJoNIMfB4d/8hh11GXuMeikk8d4mEv4CrnoXIi+opNOFvEJ7bQxmjFMYCKmbtzeZ+ivHY1Go+kD5i+G0WWLOXS3h2mLFKGUfLym0gaj489C+kLw7d8v6376FfjJnRJi7vPCx0vhmTlw3y+gIK9fVqkZpBRYsGdAXETdYbpKyYR0lAUxV255G+iVo72ZkGfVIxRFXMkaarDFoVRkyd9hcJRQBkz4XQVcXge1aRmvz4Av5cGfK6Xsp3uyPRjGuzPhBd6OSxj42wnZNyo84jR7pkuLRL05LCy3btam4R8d4s4b44VzC+CdGNzeCuWGiErdeWHdx2hciZDrMUVEAnEmtdvwVhxO1vPKfqGDDj5kPvXUUUgh05lJGWXZHpZmJ2YNtdRTj4GxrsRMYdFFF3N5h8MYJq2H+5mVrOAJHidKBIB3eYcSSriQiwnSzx0zhglaJNJoNJo+YOwIqFNzcZWxTiBSyMmBx4xAck6/iETJFPzmbyIGBfxyX14Y1jbC4y/Dxaf3+So1g5wflcLLmc5m3Y6hEktKhPKt9fNSuhnvhZEeKTmrsqDWkbIYnwFPdcGTXVJCU2PLJPfcfLhgE46kgWa/HPjPGHgzJkHWewZhXK/KzhwtDm0XCVc62DkK/KZ8lq2xJdx8tK6c/VyqvPDNDUS0CT4RWh/thAITWjKia8yV/DAQB5FSkp9VlhFxlZJSNk3f00YbT/AYKZL48NNOG8tZzrEczyhGZXt4mp2URhpxcPDR80FpAAYGNdRkb2BDCBubZ3mWGFG8SG2vi0sjTTzHs5zBmVke4dBAe7I0Gs1WU1svjpWTvwZfvQH+Oz/bIxo8nH0sJJJBbEcEIlcZJFNeygs78FoOGH17ZUMpmLsQfnQ7rFoLtr3+30M58Nb7fbpKzU5CpVdKVMZ6pT33ZJ9MOuMKri3a2FXz7wgcXSMCUBSYl5L/V3skPLfQguVpeC1qU0YNlvMpf2hu5FdNHVnZvg0psuCkXDgrf32BSLP9vBGXvCeZ3MjJYsCQwOUZgSwPbifEY8C1JfDSaHh4JLy9i3QJ3DdHjs2RXsnQSiK/l3okhN0yYK/NvN5JV8rUNNvHq7zCWtbQSCNrqCVKFBOTN3kDhX5hNdtHIUUA6+1D3f8PowPG+oKPWEgLTaRIEc/8S5HCxWExn5Agke0hDgm0k0gzqLBt+PVf4a9PQCwB+82Am66G8mJo7YDK0h63hGZgWdMA538HojFxqiz4DK78KVx/OZw4O9ujyz5jR8JXz/GRjAQJ+CJ0xvIYUdbCmIrVYHjAf2KfrUsp+Nkf4cn/QNqBplZo64RdR0JVuTwmkYRK7ZofVCxPwbtxKeHaMyCul+7MoFZHHAVVnk13H9tWpgTgn6Pgr+3SBWy0F75cIOvszcoU/KBJWtnne2SCujAJHa50A4u44iCxVIrJ1gfgpAgYBhU082R7IV/Jq6MoMGnHB6wZVCxPSZe7BlvExe4yRL8BB2gn/3aTn3HzgbS7Bznu34zBk53wRgz8yOtuGPCVQhizgfA5Lw6/boHPkuIOPC9/0zljms3TQjMfMh+FwsDAxaWddtKkcXBIkcKPPtnUbDujGU0ueUToWpeP46Lw4mM6e2R5dDsXa1nD+7xPO21UUslM9iROjDd5HTfTmqJbgDOQD8A0Nu8xlwM5KGvjHipokUgzaFAKzrkWnn8DPJYEjj7zKrz0lpTy+H3g88AV58KZx+iMiYHmvqdEICrP2OiDAYgn4Lf3wTEHgtf7+csPB2bOOALV9hfs+NtYVgITG0mDqYaO88B3NIS/DeaOXU36cLEIRN15Qx1d0NIOy2qgpAgcR46ns4/Z4U3S9AG2ghsb4b4OaHLEmeEzYO8A/KYC/tYOr8fksUUW/KAEDuiDC47jfHDTFoTC5yNSUhQFPktIHopSUm70VlwcJDEXKo06rMzUSSHdwizHoa7zfooCP9/xwWoGFeN8so/uERABs7vNe1rBVO0k6lNCpnQPPDoMnyZhTlTK+2aHYNIGOsXiBHyxFpod+WYJ2nBzkwhNVxfLY1pseC4C8xMw1Qdn5m+cQTbceY05600uDQwUiihRcsnDo6dHmq1AoeiiExdFPvkYGHjwcBqn8zRPESOKiyKInylMZSxjsbFZzWpiRCmmmAoq1wkcQxkHhxUsZwmfkSBJBRVMYxq5bDo4cznL+BcvYWLixctSlrCCFYQJ4yeAFy8perpquLgYGPjx8SmL2I/912VCabYP/SmoGTQs+FQEoaBfBCLTBNuBrii0tsPukyR/5Zf3QEUpHDwr2yMeXrz3MYQ3mLgGA+JiaWqDKu1aATOEUfQQ3vhLkHgIUq+DOQI85aAcSD4HxCDv1zu0mn+9DavrYMlq+T3gE3dXawd8tkLEo29eBLtP3PFN0uw4z3TBw50y2Q6ZIhIllQTbnlIjzoLyjDAeceHaRnigWpw8O0qrA093wUcJGO+DU/KktX037Y5MKhscEQC628Y7gNeFgAW2AX7iJJWXNBJmrJRJ2vBSrf4LbnSHhU/N4OKgHCk3rLWh2BTBqNUVYXN3bbDoNyb65bY5rm+S9yRgiOMopaDBhT+3w8WF0GjDObWwJJURfIEbm+H5UVrc680a1mBh4eKucxOpzL8qqvXkUrNZFAoXly66+Df/ooVmwCCPPI7gSEopYxSjuZCLWM4ykiSpppoyylnEJ7zGq9ik8eLFxGQEIzmaY4e0MNlEI0/zJHXUoVCYmKxmFYv4mFM4naJMiV43CsXbvIkv8w/Ai5coUWqpoZQyKqhkNavWW87CopSydY5AfRzvGDqTSDNoeHOeiECdEWjvkglvIikTqvaItPbujEj3pr/9M9ujHX6MrBDnUG/sjCU+P7zpZbYWpWDVGli8HNLpbV8+kZTboMAIQs4p4N0NrIxABGBYYFaIcOQ0bPfTKwVP/hsiMTkWfF5I2RCJgjdzjtHUBpffANNOgn88u3FekWZgeaILYpl8ke7rhT6kjGdNGvIMEYgAwqbkjDzRuePrXZOGs2vg963w37hMJM+uhSW9jpWZAWndncjEJ1iIQASQQAJ2owo8hk2HysNVJinlo1kVcLDnNfKtJBjaRjjUCJjwpyrYNwjvJeD9BHQ4kkm0NLXl5TV9j1JSjuZDSssMA7yGfK7U29Bsw41NEj5vIIJ02BTX0RdqezoTaiBMLgbGutDbbleRick+7JvNoWkGKS4uHzKfe/kLf+RO7uZOaqkhRpxOOqljLU/yxLo8nDBhdmc6e7E3BRTyOI/yDE/RTBMRInQRwU+A1aziIxZmeev6jzRpnuNZmmnGxMSHDxOTKBESJPkf/91omSRJIkTXC/8G8ONHoUiRIkCAfAqwsNa5jUYyChODfArWHdua7WfoypaanY73F0mZjGXJyY/rguPKyU48AZ+uzDxQ6VKzbPClkyUIORqTUOS0DU0tcM7x8vv2UtcE3/kNLFou7rFQEK7/2tY5xeqa4OY/w5uZgOZD9oJvXQxlxds/nj7DqQVjg0u3hgnKBLcFrPLtetpFyySvy+uRk37TlP+3RsAy5W/JlJT/rVwL1/8elq6GH13eB9uk2S5SmSv6G35sdd+nNviDzxDhZke5s01abVf2+qZvtiXP5I9V8nuxJe4hg+5ufD3/d5CsooSCkWYtRUYLC5w9yDOjnOf7J6d5HqHDezoFhk6LHorkmLA4BRP8UJS5pFhvw+V18OQoESE0A0cyc+6z4eeFgXzGFFnwakyu/np7PSbHgJVp+CjZk4M0XFlDLe8zjxixdZkmfvy4uDg4VFJFBRVZHqVmMDKP93iT10mSxMZeV+rkw4eFRQqXGDE+5iP2ZP0T2Hd5hxaa13U9MzBIk6aDDnLJZTGLmMHMbGxWv7OG2nWvWbdbysTExsbFpXYTHd+8ePHiwcHG6iVV2KSppIoIERIkKKSABHEcXAopWvee7M+Bw6KEr7/RX/GaQUEiCR8tkVBqx13/ipdChAO/T26ugtoGKUPTDBx7TIGfXwM+HzRkXF3nnghXn7f9z6kUfP3nsHiFCDulRfJ+f+vXsKJWygw35xBKpuAr18Nb8zPLFsPr78FlN2yfG6nP8e0FKrb+fSoFmGCN/txFbVucdfc+CS+/vf5r0NIux8nEXURUTaUgkZDjIhyS18XvF7HV55Hfn3lVgsc12eG4sAT+2r0+19JIxovHEFGoNwklXcV2lNejIgL1psiCeYmesQRNuVoUzozDb0DvVQdNcRf9xz6KSqOBh8MX8pfQlZzje5QP1SE0+6/e8YFqtom4A891wcsRSLtbfvz28lZM3EPFmQs3hiH/b88ELWsGFr8BE3zyvdktPNtKPi9m+EW0c9WmxWjTkNLT4cxKVvAMT1NPHUGC+AlgY+PgYGBSTTXn8MVsD1MzCLGxeZu3iBLdqPOdg4uJiQcPLi6fsnij5ZfwGQHW/1K3Mm6aoYJCsYqVPM1TPMjf171e0nVMvqi6haFuHGyCBIkQ4SMWMp8PaKYZC4vdmUGMGAkSRIkSIUKKNAdxMMdxAvnkkyJFNSOZylRKKGEMYziF0xjN559ja7YO7STSDAoiMTnxmbUbfPCJuCHoPtnJnPHYDji2lNcU5IqDpKZeXBSnHglHHyATY03/ccR+MHtvESrywjveae7jpbBiDZT1assdCopD6JQrRJDyWnDy4XD1+euv7633ob65J0gb5P+19fDOAjhwzx0b2w4TOBUSj4OzFsx8EYhUHEJf/9z8luU1cO0voaZB3HSWKSLYn38i3f3Gj5b7SwqhKF/EumRaHEZ+n4is3RiGTBosU0S36u0zL2l2kDPz4JUovNAlmUMgV2jGeOHEMDwXlYwRnwGdrnQiO2EHSzgBck2ZQPZ2FdjIuro/Kif6ocgDnQ6EMo+LZM6BPchk1ABcTO5IXcN880vs5llFrVtBl1HN2X7JNGp3YYQH/PrSU7/y93b4eoMESQPkmXBfNRzRB/vLhrRlwpE3xMn8TTOwGAZ8sxi+3SDdB6OOiD/VHvhNuZSdHRmCBzvB1+06UiJIF5siMG1E6n2I3Az2fDBGQO43wH/ckLNrS8bJ23jxkiZNM/W4KDx4CJPHGZxJNdXafaDZJFGidNKBQuGw/oef2+t3E4som76CbWHhJ0CSRMZJ46BwiRFlZq+uZ620Uk8dfvzswth1HdIGOwtZwNu8iYUHC4sFfMhSljCbw2mnDSfzD4xMgZgJGFRQyT94IPM3hYHJdGYwi1ks4hNWs2pdblgJpcSIUUoZZ3CWPl77GS0SaQYFRflQXACJlJQZReMyEV65RgSjgtzMz2KZKC/4FB58Xia9rgs/uBXmfiTt2DX9i2X1XTlXZ0ROcnufj0ZjUFMnIsi08eKWeeRFiMXhhit7Hre2SYTDDXGViEwt7RKCnpOtds1mIRTcC7F/SA6RVQzBc8G36bac7Z3wo9vhqVeguU1CwXcdJe6qhhYRRX/7XQltP+c4+PuzkBMQIS2elLDqUFBePwCUvD6lhXKMlA+GErxhSo4J91RJnsiTmQDrfYJwWp6Ugh0Vhwc75P4v5MBZ+dLaekf5YgHc0iwOBCsjGDY5cEF+zzHnQX6/rVXyZrpLz7zAFL90TTIs6HJFwKpzS+iwS/AZ8PNS+FET/Cciy/hN+HoRnLrpZiWaHWRJEi6vB1RPqVeXKzlTy3eF/D4+o5viFzHRVT2ZWa6S+6ZuxwWCuTG4tkHKnvIy+8rXS7a8nKaH43PleL6rDVanpfvZFUUwK/M99+tyeDMOtWl5n1RmX7msECo3jOiIPwsd54PqQvxGn0Hbq+A/FQrv37hceifGxqaDdjx4aMlko3iwcDHoopNFfMIIRmR7mJpBSpIEdkYyl5DzHqQ020Xh4sNLMRufbE1kEv/P3nnHyVHX///5mdm+V3L90jsQkpAAgVBCM9IEFRREmjRFUUEFQSn6U5HiF8WGqChKU3pHIEDonYQQEkJ6v8v1urd1Zj6/P96zt3fpCdeSzPMe+0hub3fmM7Ozu/N5zev9ei9iIcUUUUUVadKdwkcTTSxhMSWUsIAFLGA+GcQOHyHCVzmdUYzug63ceTJkeI93CRHuLCkLEKCddl7lZQIEO8U1y/UTBQkxhaksYyl+/ESQ3ArJfpqHhUUHMUYwEgeHJhqpp46neZJCChnKMI7jhE1yizx6Dk8k8hgQGIZ0Y/rprVJaEw6JKFRZKr8PKQefe7TWNsrf9p8gE2QQV8szr8A5J8PYEf23HR47xoQx7pVOKxe6vK5GJiKVpTKR9fnEIfT8m3DZuSImgggopinPz054tRYx6fb74ZZ/yXF10lFwxfn9JBYZpZB3GXBZt7u1hkdfgHuehMZWmL6fBLMvWSXjj4TlMUtWiXuqrEhyl5Ip+f1H58HEcSKedSTg3C/B3qPg8t+IQNYRF/dQXkT2zbRJMM5z3/YrPiUtrY/ZjIlsRkRuPc0ZBbAmDU+0y4TRAo6PyoQRZJL5gw2wKCWOIQcJxY0qSCH3jXc/Y2st2Ntt1V3phxOicHszvBDLdWZLOnBjAwz1w8H9Jc7uxvy9WcqL8rpcWI4YIuTd3QqX9bAQPDEIM6PwQkfOZdahxa2yb0Be76DaPtPJu3GYuSYXkN7iwOV18HYcHvK+s3eIz+dt2TlW5IMPx8DtTfLeLPOJCHzcxo/XNrRdCboDkXizqrQFqWch8R+IXNR7G9HH+PARIkQjjShUpztDA0ECrGQ5cWZ0TlQ9PLqyjrWYmJ1CR1ehyIdJgABhQhgYTO3iCtJolrCYNaymhRZsN/vKxOwUiQwMlrGU9awjQaIz3FmjiZPgER7i21yyxVbxA4FWWtCuM68rfvxUsZ4hDCVDmhgdOO72F1PCKEazhMXdQqazDqMFzCfo7tM22kiQwIefDBZhIqxjHe/zHjPY/IVXj8+OJxJ5DBhmHgL/+CXc+5S09z7+MDjnS/DMq/DPR0Q4AMmpqSzNCUQgYgDAohWeSLQrUVQIl5wJt/1HyqTW14gDCCRsORwSocM05DVuaM6JRAdNgknjYP4ScaJpoMZ1EJUVidvJduCJ2SKk3Hx5v23mJtx+P9z5KBTmQ0EUXnkXlq8TsUgZoB0RwGxbtmnMcJmIZa/mKwXHz5BbV576i3T+e+QFaI1BUQGcfDT86Bu7XfWAx3bgU3BNGXyzSAShwT4RcEBEyMtrJIi41ZHSNNzSlIkhmczHHOmMBHBiPlxeIplGIFk1s2JQbuaOy5ABfi0lUZ5I1PPU22yUhiFo9289jVLw63KY0Q5PudEZX4hCjQ2fWyvi1F4BKYE6YBuv949q5JgyyWXmOMBjMViShL13H9NKvxM14MpSuW0RpwGcauRV6GpbNIAUJB7ZrUQiheJApvEMT3Xe57jNzAdRCmhSJD2RyGOzVFFFAQW0095ZFpUVegooJEIYA5NpHMToLq6fBXzMW7xBkBBDGMoGNpAhTZAgaTL48aFQ2NgkSZIh03kMSvc9HwkSLGYxB3FwP239tgkTQbs/XUvAMmQwMFAogoQIEuq8f+PHdkdj45AkSTNNxIi5BWq5KyQRInzKIg73Qqp7DU8k8uhVMhm442FxTQQDcMGp8NXjtpwdNHWC3Lry7TPgc9PhrXmSRxRPwt8f3PS5yhCxwGPX4rwvw8jBcM5PpOTKNKQ8qrkN3p4HMw4QN5GhYFiXTB3ThNuuEzfO06/KhGavUSIsFeTLY3ymCIovvwu1G+UX9RftHXDf0yJiZd1ThQUyaa+uh8Gl0pUsZMgxnUxLS/uZh3QXRjdHRSn85Ftyiydk+7f1HI/dB0vD+wmos2BsACYF5X1R7pNbV5amRTgqM2FRWnKKUGBrqLVhjF9K1F4fJY/3bXQO1uZ2njQ3uj+o5PkePc+xUXikrbt7Mnvx5Lgtx5x9JnwKTi6QG8DvGuA/rVBqSknkuox0O7t3KIzfSgnaIjd8v+vhopB8o6fbPZGoJ7AzGeINDYQGDcIf3oZqp/LcKxKb+6N7pWI3YzL7sZSlLGYRGgkOLqG008UwkJ0aHv1LPgWEiRAkSCut2Nj48RMmzBmchYlBAYXdHDEWFh/wPmEi+PCRJkWaFI7bBU3Qm5RLOTiYdJ8ktdHW25v4mYgSZQxjWM5yokQxMEiTxsBgOCNop40IuS+pJEmmMJUKykmToo1WNx8s392HihKKWc4KfO6+yGYaBQmSJEGQEDb2NsQmj8+CJxJ59BrpNBxzAXz0ae6E9vW58L/X4K6bdszZMH6U3ABa22WS3dwqOSwgDpOKYjh48s6N0zBy5WweO086LWLe+loYOQQOnSKt2LeGUiIIpdKQHxXxpzUmQlHGknDroRVw2TkQ3egiXzQiTqRLzpTfL/klNLR0f4xhiPBU3zwwRKLqOvnX3+V4i4RkjC1tMHUf2f6WdhFZfQUwagj8+IIdW0+/ZTF59At1bmvytZlcrtChYbilYvNh0gktngFDQdjtvGa6IlG9JcHIU4KbikNZBvskVybuSMlTlnYHvtKHF+NbbCnDei4m4smkEBwRljKpsm189uxqnFUAf26CBSnwaSkfTGtpT/9yDEYFYHgvbnO7DQ+3QYUvd1wMMqUU8T+t8IvyLT83z4TYRinYGjlOS7bju9fSsMGSY67Qa1CxCatfupFUzW2ECuI0LMtH5V3I1It+hrGlExsjCoGZkHoCkepM5BVxQBVC6Et9N/g+QqH4AicRp4MY7Z3dzVKk+BwzNymV8fDIsjf7MI+5pEihUOSTj4mPMYyhnM1/8CVJYpEhiKjn9dR3umqywoaNTYYMJiZ55NFEU7dlZMWo4Qzv9W38rBzFMZj4WM5SNJoIET7HTPIp4CmeIEYMhZTgFVHEFKbyIi/goEmRJkmSdtqJEuVIjmYeHxIk4GZBKbTbFS1Dhnoa0DjszT67TLD3roj3iejRa9zzFMz7VMJ0s+VglgWPz4ZLP5GclJ2hMB/++nP42Z8kv0Zr2HcsXH/ZtgWJrixbDbf8Gz5cJA6lU2bC98/yJtc7QyotHcV+/VcRfGy3XGrscPj7L+Q12xqr1otDLD8CKMmYSibFRZNKw2+uECfNtpg2EeYsBLqsL5ORZY4csvPb15NUlooAZtni9AHZV2XFEkDd3CbOqkgICvPg+h/A0Qd5IqbH1rm5QQSiCvc40VralD/QBucN2vTx+wQgYIgYNMoPn6alW1ISQEtmTIMNP6+FX22mK55PwVWlcG2dlKWFlJQflfvhzD66IJ/W8O0NsDwlwtjStIT23tEswtc5hfC7SgjvJueQhiHOrlsa4V/NUio4wgejfPBMB7ySgPuGwrBeEorqbRF1NhYOowYsT2/9uT8ogqvr5XVyKxtxgAIFJ2yjM9tLMfhNg7jXNJKL9dPSXHj3nk7d3BuIBm4kPMyPY/sYeWgbqfZb+fjuAFMvunbLTxz0L2hcA9aH5PrYRSB4LES+0RdD73MiRDiNrzGPD1moF9LqZMhzhuGoQm9G5LFZNJoPmYvCcAsUHVpppZBCjuKYLT4vRAgTHxZWZ1c0Hz4cN5couywbm0oGY2ERcEURG7vTHTOCEYxmTF9t7k4TIMDnmMnhzCBNiih5nQLOGZzJcpbRSgvlVDCGsaxnPWtYjYnJIApRroAGMJghzGMugxlCjBgdxIghNc8aDWgMjE5X18bOK4+ewftI9Og1nnhJTmqNLidyPp+E7856c+dFIoAJY+HhP0BVrVtSVLZjz69vgm/9P4h1SGmS3wcPPif5L7f+dOfHtScy+124/nZYtkbcL4PyYcI46Sy2fI2UG1554daXMWm8W2bmdtExDRHrDAUHToTPH7p9Yzn185LHs6FexpHKQDwO3ztLXEoDgcJ8Kbl84Fnp4BbwiyuuohSuulACqhta4MKvwKnHimC2J7C+BtZUi2ts1ND+Hs2uRdyRzmnlXc6TlBKXx+NbEIlCBvysFK6rk8l6qQkr3QoTP7lw5FubJI/o0M24g47NE1HqgVaossS5dHrB9jlDeoK347AyLdv5QQJSOueHUMC9rVBkwg2bEbl2VYIG/KQUXu6AMYGcABZFHD33tsLVveSYrHTLftMaAl07Ujqw3zbKxa4qg3lJeLg9J0cUKPj3kM103erCgiRcUyfHY7lPnG7PxeTfG3ej13Wn0WlU8jbSCT9ocSykMibB/CTpxn9ip6/E3FLNsVEApe9D+i1IPg4qAsHjIHAoqN13eqBQLLRXscSySTshDFXLYh5jUvLzXJy3V38Pz2OAUUct61lHKaUoIIOFQpEkSS01WxRwfPg4gAN5j3cw8XUKRQYmlVQSJ0EbrQQIYGNTTDGncTqfsJDFfIqJj/2YwhSmditjG+gE3Z+uRIiwH1O63fce79BMczcn0CCK8OEjRjsJEjTQCGgyZFDuD0g3uQB+YrRTwwaGep0Je4Xd91vAo9/Jz2OTenft/l7UA9lBSsGwyp177v3PSsh1OuO2e/bB+JHwxoewusqbpG4vK9fBNb+Xsq+OpAg78SR8skzEnZJB8L9Xty0SHX2w7P/FKyEbpZDJSL7Qd87Y/vEUD4K7b4K7n4TX54jgcM4Xt19k6isuP09Cpf/7DDQ2w357wxUXiFj25Zn9Pbq+JZ2G6/8m3euyYd1HToMbfiCd3Dy2jWbz0SLZzJctcWyeZBc9G4On2qEqA/mqu7Cf0vD3ps2LRCDiwLYEgt5iZVqE5XpLhAs3VklEIgWmhsfbJcB3UBcBTWuYmxShxUA6P/XXNuwMdRbEteRJdSXPgLmJ3ltvxIBvDoLbmiSPKKSg2Rah6qzt+E6/fzj83oLH2qDMgOPyt1069kCrvKZZ15CppJveSx1whdV3guSAxakFnUDbP5knoQAAIABJREFUflSX962V8lEyuoVMPL5lkQjkjRKcIbc9hAV6AUutNpJ2Pv7sBwYZ5ptvMD85himhPf2g8uhKM80AnQJFVrDRaBpp3KrLZ38OIECAuczp7GRWShkhQoQI48fHwRzCGMZQRDEKxVEcs1WH0kBFo2miiQwZSijZqrDVQjPVVKEwOss8NZoWmimimBQp0qRxXPdVtjQPxLHkc0W3dtpZyAJPJOolvE9Cj17j218TgSCdzoXnJlNSRnPGCf03Lq2lW1o8IaVwKLAtEY1GDxMXiicSbR//e01Kp6LuBCudcdvQJyWgORig24nrlggGYNYdcN41ElZtGNKh7NJzxHWzI5SXiCi1LWGqP/H54FunwzdPE1FkTy4lu+9pOY4Gl8nrrjW8+j787UH44e5Z8dDjRA3pJjY3kQuo1lryek7fRunXmAB8v1jyZt6OdxeIQCborQM0w3aEX5wtjs7lMGUxAK1k/tdi50QireG3jfBgW67s6cE2OLtAOry9GhfBaVoYvlog+2egMciUbbV099KvhAMjelHs0lraqZf54K4WKUc8KgrfKdr+ErdKH3y3ePvXWW25oepdMNxOj80OlGz/onZPVBGBaB6J5nZMI/fiGz6LdEcJwUKvm8fGfGyvIWkHRCDqxI+p4jwbb2NKaAcOUI/dnnw2n5egUBSy9feXQjGJyUxiMg008AxPkSLZWTq1L5M4gAN3+VydVlp5jIeppRYHhxAhRjCSFlpwcBjLOA7hUKJuePV61hMgSJIkDk5nVpOEdhtUu93kUqSJ0d4tmNqHvzPbyMTHalaTJEmIXehKzy7CHjw18ehtjjoILr8A/nAPdLhB/uEQ3HUjlBT1z5i0htc/kIBgw6BzVmH6IJOS9umeQLT9NLWK+6OxRUr3bHcyqRBHVmmROHm2h7ISePbvsqzaBnEBbSvLaFdHqT1bIAJ48HnpSpgVJ5SS4+aRWfCDc3cs4H5P5upSuLhacmqyZZuTQ3DuZkrNNsdXC+DGBrAc8Lmvhe3ak04ZoE1/ZkQkQHtFWsrM3PgxTCW/p4FiE4Z0ETAWp+GhNinNy3Zma7fh5/UQURDTIhw9G4P7WuEXZXDqANv+qAFfzYf/tooo6FeSC2UB5/aCJtDhwB8a4J5WyQWaFJRSr4P6IL9veliCuru+BElHuugN28M/OwEw8giUnEskfhvx5iRK+TF9adA2BXtfi/I+QDfBp/MwVQN0K4mRlKyE7U00PbozmCEUU0wTTUSIoFDE6SBKlJGM2u7llFLK2ZzLOtaSJEk5FZQyALqpfEY0mv9yH/XUY2KiULTRxgI+ZghDCRNmGUuopYbTOQM/fgwMTEzKKKeRhk6XkA8fB3EwK1iBnwBhIjg4xGjvXF/G7ZqmUJRR7jqK2jyRqBfwvmI9eg2l4Bffg+98DWa9JRk1XzoGQr38Pm5qkVbiQ8qk/CjL2mr46e9h/mJobAXLdb2EgvKvZUm48eAdzDfakzl8f3jyZVi4TH7PXtXXwLoNMHEcfOu0HVtmySC5eewZdMQhb6O8KJ8poeWOG4DusW2G++HR4fB6HDZkpB35IeEtdyfbmL2C8N0i+EszpBxx2TjIJP2rA0wkyRIy4J9D4NYGuLsV6rLBykj3tgoTrirpnp/zfkLEL7PLfessEZjaNUSVfHelXSfWbxrg6KhkGw0kflAi2/BIG2Q0lJhwXTns38PCjdbw3Wp4Miaf7aaCtxNw3Bp4Yrg4iXqT0wvgqZh0Nss3pPwxreGaUnn9e5uqDKzJiFNqxACNBQkP/yUYPvzRu7ESMWy7BLPoGsonXtTfQxuQHGnux0f2SmzHwlA+QOMzOqhJjOa0iNTVVlPFB7xPI42UUMI0DvJKWvZQDAxO5ku8xZusZDkaCZOewRGbtK/fGhkydNDBMIbv0PMGOlVU0UA9fnwYGJ2Cj0bTRitRouSRTxttrGE14xjPCEZiYuLDxzCGkSbTGea9D/uSIs1HzKOJJlIk8eHDdn8AiigmShSFIkGCKHtIeGcf44lEHr1OZRmcd0rvr8ey4Na74NEXxZXgOBJk/OML3BPd68WlMqxC2pD7fdI5y7akK1p5Cfzw3N4f5+7EUQdJRzLLlrBppUBpCWPWiCNkYwFgoGJZ4ozKOlm8C7B9wzHT4fk3uofPN7TAYVM9gWhHiRjb7hS1NX5TKfk8f2sWZ8qpBdKpLG8AO+HLfXBzJfy6HGZ3wN+aYI0Fk4PwvRIpw+tKxC1V6kqT7eblqdz7PqCkzK4C+CgJxwywzzG/gh+VwCVF8loVm5tuV0/wSUpK8LTOhWQHlISl/7gW3hvdO+vNUuKDe4bA/W3wVlyEv7MKYfoWMrJ6irSG6+thVkwEUxs4OgLXl/eNOLVDqADhYdcTHnot6Bio4u2r895DGWMM5RB9DG+qt3BUCoWmNjGK4enPcXghVLGep/RTgI+I8lNHHU/zFF/gZEYwor+H79EPRIhwLMdh8TmAzhyd7UGjmc9HzOEDHLeN+yQmM51DdouuXI00AHSWzGn3R6FIk2t7mc0sAsgjj88xk1eYTZqU+3yTmRzbGXK9kAUkiGNiumVoPkzMzvxFjSZOB/syiQi9/IWwh+KJRB4DlqYWuPMxeOEtyaw5/Tg486RcvtHG3PeMlK5UlOQCcB9yf58wVjqalbsBBiMGSycl05CuUpGwBCefeGTfbd/ugN8Px82Ad+dLyZ5S8lr5fVJ+1tK+7WX0N5kM3PZfKYtsbBGBa9I4uOlyOPyA3OM21MMbc6F0EBy2/5ZDlbWG+/8ny6trgql7Sxv7yV7TlM3y3TPhgwWyf/0+ERwLonD5+f09sj2TmXly29XwGXB8vty2xlFR+H2TiByR7Dw621WxS/q3o+UESSGlTQOVkNE7ooXW0OJIa/t2Z1NHmqnEubXBgqG97LAp9cGlxXLraWoycHODOPDKTRHejs+He1vgf+1Szph1yM6Ow/BmuGygBiGpkNw8tsnXw/tycGY8s+KtxKwQZ4XzOLhQXHk/a6rnjbZTsXSAUaFGvlCyiKJgHe/xjicS7eHsiDiUZSlLeJM3Op0vSZK8x7sYGBzCAOuqshMMRTI6ssJQNj9Io7t1OVMoisl9iI9jPMMYznrWAzCMYZ0lY1GiHMbhPM9zneHV+RSgUNRRSwcdBAlwIAdxINP6alP3OJTWetuP6iOmTZum58yZ09/D8BgAJJJw9lUi5JQMEsGnuQ1mHCAlbMWbKUc67pviHgqHoC0muTaJNBTlw/WXwfV/FUEIAC2ukWVrpcTs0rPgK8fuOq6XgcSHn8BR50HQL0IRgHagIwG//ylc/LX+G9ui5fDAc7BktTjGHC1i4NknS0cxgJvugD/eK2HbwYAca5YlIeYP/R7GDodLb5CA5Wxv7SHlcO/NcPB+m67zxr/DTf+Q/5sGZCxZ7ux/wf77yv3LVsO8T+VYPeJAGDRAy3n6itZ2ePZ1CY/fayScdNTm3+MeHj3BGx1wbb2U1WWDuVMONDngR0SBpBbRYLgfnhshred3ZxIOVFlQakqu1a/rYUla7l+ZFvdQ132QdKDCB++P6d45bleiOgOHrYJ6WzKssvnsvyiFF+LyfZFBhIN8d9vjDrw+ynOabo0NGekeOMQHU0LdSzsHOj+rg7tjdRSaGUwcYnYQn9J8b9hr+Pz1fIfvdgvR9fDYEitYwWxepJoqtOt/kSQeo1NMuZhLdotcovu4m1Ws6nQTZcig0QxjOEGCxOmggMLOTKLtoZFGHubBTnEtS4wYR3E0+zDBey/uJEqpuVrrbaprnpPIY0Dy8nuwrkYm4yCCQ20j3PkozH5XJvqXfB1mHpIL/m1ph5JCWL4GVle7re390NAkjiJHiwBgmoCCokIYORj+eLU4Qzx2jv33hS8eA0/OBiMj99k27DsOLji1/8b12gdw5S2QsWHVenEMBQMiPL7yHvzfj2H/CfDwLOm6FwrKib9hyLHS0AIPPCvd+O55CkIBOdYcB6rq4ILr4J3/QkEX10WsA/58n4hDQfcCSjAo9//kVpj1D/j93eI0sh33cQER0w6a3D/7aSBQmC8uwd0drWG9K1aO8HsTzf7iiCjMCsP8pAhCE4Pw2wa4rwVq3NKzQkNyaP5QuXsLRFrDf1qlxNBGxLJmBypNKe2yDVifkUBv080kyoprJ+XtugIRSDlZvZ3LoQJIO3BjI4zyQbUtYmH2bTrEJyV37rUCj41IOnBhNTzdLvvIB+wbhP8Og1G9HMHS4cArMViegXF+OCZPAt53hBpLyguLzTRa2SgM8n0pWq0w77UP5cTiVK9NSjNkWMJiVrKCIEEmMJHhDPcmwbsoK1nB0zxBO+2dApFGY2NhEsDEJEOGl3mJ0zljl3+dv8aZPM+zLGExDg7FFDOcEdRQQ5Ik49mbQzh0uwUigBJKGM1oVrKCEGEMFAmSFJDPWMbt8vtsV8ATiTz6FK1hzkJpeZ224LjDxEmxcfbIohW5kzbLggVLpOuORib5a6rhtTlwyBS47VoYOwKmT4bHXhQxCdzw0Yw4kT5dCdMmwgcLZbJvGCI8Hb4/TN+MG8Rj+1EK7rkJ7n4S7noMUhacOhN+9A0R6foD2xY3TzQiZUwgLrFUSgSh8hL4zT/hz9fKY5XqPmE3DTnu1lS7pXRGTow0DHFNbaiDtz7sXqK4rgba4xDdKAcl6JfA9DkL4b//g/Li3DEfi8NPfgfP37HlUkqPXZ8VabiiBhYkxZ0wyg+3D4ZJXnVIvxA24JAuMQb/rxy+XQyLU9BowWA/HBjavQUikByn3zeJgyigYK0NdRaElZR5+RRMD8EHSRFMDNdVc3we/KK8v0f/2Xi1wy0pdD/7HcBviFuo2ZEyu2welwZWZyTzqzczmHZlrqyFJ9vl2DEVWBo+Tolw9NLI3ttvtRZcVC3/Smts+HsL3DlEMsu2lxpLxl2sBlFPfafbw1QW1eko0zi4V8ZvYfEMT7GBDWgcLGyWsYzDOJwDOLBX1unRu7zHuyTdwGUQETCLhYVCESRII43EaCefXdtOHiDAlziFNGkyZDq7wH1WZnIspZSxiIVY2OzLRA5k2m4V/D2Q8UQijz7lr/fDvx6XSbdhwAtvwglHSDlY10n6qCFSsgSSE5OxwDAhnYb8qEym02moqoEf3ARP3gZHHyxOI5Blay3LTKbl5KSiBH57JTwxWwKrTzxCbl447mfH54OLviq3gUBdEzS3ihjU0ibdskDG2dQKY4ZLeHm2K5tGHELZNuy2Iw6iqfuI62jjrzrDELEpme5+f3mxHHP2Rl25LAdK8uCFt+W5Xf+WF5G8rBfegrYOee7h+8sYPXZ9Wm14sg2uqoNGO+dCqLPg2DUwfwyUD9CuSXsalT657Unc0ypOmmwHuDRScrfBgtF++e4MmNIt77oyGOqTTmojd4Nz9EJTnH0pLcJQNnxBIWJBRMnfssKDT0GBJxBtllZbBCIfufIynxLhbXEKFqV6TxD/U5N8nnZ979ZY8OcmCRrfXob5pPNhSEcpVZpmWrCxsHSIY4Jl7MWQnh884jqpYj3txNA4aMR18jIvsTf7EMXLQdiV0GhaaMHBwcDAh7+bSKRdb1ERRdidRa67BwH3p6fw4eNApnm5Q/3EHnY65NHXxBPwr8fg8Zfk/+tqYZ/RksUCMjGf9SacdhxMnZB73nGHwx0PyeQ5mZLyjFRCJtgBd0KlkRKh+iZYsBSWrpZA6rUb5O+mKX+3LHFrFA+STkpHHyzuEZ939O+25LkOAduWcq50hxwPjiO/V9XCsjVwwx3i/EmnpRzN75fHaC0izZknway34PU5OdERxKGWHxF3WldKisQZ9+r74iZSriPJtuGbp4Fjb368Ta3w01shFJL1/Ok+CXTuz3I9j52j63FSZ8EF1bAkCbXua6+Q/BMLaLDhd43SVczDoz+os7oHc+cbUO3+30Y6ezlaJvtTQ5LRtLtwSTF8uxriWt6TBvK+9CFlZweGxZ0Sc8QdE1JygctjU5pt93jZSEQzkE5xiV6KP9UaXoqJcNmVUhNe6oDrt/JcS8OqtLgFh/vEOXdaATzQqhhk5lOp8miwNWMNxSX5vVfcso61tNEO6M5uVxpIkOBj5nMoh/XSmj16A4ViEIOIESNDGhOTAIHOTl8+fFRSicahhBLy2Ea3BQ+PfsL7uvPoNbSGH/1GnEOGAamMTIYXrZCJOLiOH+D9Bd2fW5gP/7geDthXytIcRzqQRULkLush5URZt1AwICVFhfny/3DIzZdx5DEnHQkP/E8Crg8+A75+Bbw3vw93iEefkR8Vl1hto+Ra2Y6INY4jx8eSVdJyvbIU9h0r4mI4JMdXZQl8/yx48HdQVgy/ulSyrjriInTGOmQ5l50Lwwdvuu4HfgeHTpVjMp6Q+875opTfjR0Jjc1QUy/jAeniV9sg4xlcJuMtGQS33w8r1/XdPvPYeVptOGcdFC+GwsVwxCr4KAF3tsgk09ro8Q4yKbWBV+J9P14PjyyHhaWLWZYys4uryIF2GzbY8KX87gJRWsPsGNzeBE+3iZCyq/GNQhjvbpONlIH6gIkBaNOSc1Puk9ONtRlYmJYQ75XpLS9zT2WIX4QaayMxKBv6ve8WuoH2BAHFJn4MB7bqZ3gzBlNXwFGr4ehVcPZ6qMrAFSVwZankGcUdxXF5Bv8eqijtxYuKBoabVdNV6ZIduR7vJGBXZDqHECKEg9NZXma4sdX55GNjESDITI71snU8Biyel8Kj11iwFOYtgiFlItKEgpLNEk+IWFRalHtswWZaLo8aCrf/XCbnl90IL74N9c1yVVMpKCuSMiLDkJbl+REJBN5rtHSPSiRz4cCXnAE3/1NKh4ZVykS8uk6W+49f5Tpdeew+XHWRlCm++LaUndU1QkWxdMkbVCBdtECOpfGjoLBx88fCgRNh1j8lcPqDhTC0HH7wDQlN3xwFeTD737C6Clavl+OxshR+dTs885q4kBatkON2pOteH1aZc9eBtIJ3HHj7I6/sbKDjaJi5RsopQsiE5cMknLAW9gpAkQF1Gz2na1lLxLtU49GPXFQEr8alPCdqSDezkQE4OgLL0nJ8XlYAX+5ysbvVhm9vkJwtjVwQ+nkdHBCBkX44JR/22wWytpSCMUF5D692lVwTWGmJayjhyPs6qeVkudgQ4ejianh0uJSreQgBBdeVwvdrZB8ZiPDmQ0q+djREentRCk7Nl/D1wT75XWtosODcLXTIfD8On18romD2mmNVOzTZ8OxIOLNQbn3FaMbwJm92lidJwLGDiQ8TkzRpL4NlF2MMYzmZL/IGr1PDBhSKMYxlMvuh0YSJMJKROxTk7OHR13gikUevsabazd9wRfKiAhF1EimIJUQkisVFONrShBvkC99xxR6tRWSKhGUy3toOP79EHEQTx8Ol58Bf/isT+VRGStOmToB/PyHuEcMQkWDSeHGUNDTDvx+X7lIePYy2IP0qpGYBAQh9EfzTN9/SyWmRmzkEVM+cDEXCcMMP4UfnST5RRan8+9cHpRzM2OikVSkRFjfH3qPhb7/YsfWPGio3gNnvwNOvilg0uEyO4eo6KUm74nz47b83vwyfNwkZ8MzukMyNqMqVWkSR0NtqS9wXxaa0F89e7daIu8gAvrFr51V69DEZB35RL1lCGQ0nRqUDW+FOns0N9Uv3qQdaYV5SAtXPLIR9tuL8+FczLEuJe8TWsDAleVs17dK17+l2+GkpfHUXOLYnBeU9HDZyWTqWI+VR3yqCmxuhFHkPF/vkPVtjwYsxOK0PhYRdga8VSi7QbxtFYBznl+Pg8F6O1Pl2MSxNw9ykvD4amB6Gi4s2//jzqnPZW5D7PH4nLkHbU/tY4BzBSCqooJ46N69GY+LDIsNa1vJv7mQ8ezGDIwgQQKNZlMrwaoefpKM4Kioh+163zIHFaMYwmjH9PQwPj53GE4k8eo0h5e5VGp1rLT5pPMz7VDJg6hshEoFbfyJlPVvibw/Cx0tFBJo4XspzVldLidBxh8NdT8Ktd8PhB8DFp8MJM2Qd4RAkk3DNH0Sg8vsk8NqypNvZ9MlSrrZ8TZ/tkj0HraH9GkjNBhUEHEjPgtD5kPf9Lo9LQPvNkH4OMECFIXq5CEo9RGlRzrVWkAfHHw4vvd09OyaVluNz4rjc8xwHPl4iouI+Y0Tc2VmeeS3XVQ9EwBo3UtxNY4ZLPlYimXMTpdIiEM04YOfX6dE3zE/KJKNrFodSoLTkmLQ6ko9RoKBd53JefMCUEJy/havdHh4b4zgwfSV85JY7KeCeNniuA1aMg+hOisqVPvhhyfY/flaHiCaOlhKdFkdE0riWoOfqDHyzWvJeLi6CggEsdk8O5bKIcLOXHAUVpriIys1NO2QppPzMY1OOjMqtL4ka8NfB8Gka1mVEmJ8Q2Lxo0mpLl7quf8rmxHUA6zN9LxIZGHyZU3iaJ0mSxMamjTZChCihGA0sZTEpUoxkJLe31fJMw0QUJnlEeaAtzCn5cE2pJxR5eHj0HJ5I5NFr7D9BQqoXrRARSClpOz/jQPjl92USPGHMttt+P/WKTPKzX34lRZCfBwuWSUh1QZ5kED3/prQkf+B3cPwMeexPb5Uw4mBAgouzgdXptLiZkik4cN/e3Q97JJk5kHoFjEpJbwZw0tBxK6QeA21D4GjQHZB+BYwKUKYrGv1Snhc4qFeGdsSBcgy+MVeEQ9uWY+u674gjDSQz6NIbciHoWsPZX4TLztn5k7At5XYW5sGvL4Pr/iTOuKyges3FUobmMbCZEMyVLHQ9NDRwVARGBOCRNhgVkImlRkSjk/LgV+WbOto8PLbEMzGYn86FLIOIGnU2/LoebuqjzwufgtqMdAZrd0RgsZS4ilZlxKHhaPhni7g77h6ayzkaaFT6YGxAnEOtNoTcEOO4FqHIQbalqwis6b1OXR47h1KSe7St7KNsCdzGsVLave3TT1VdFVRyNt9gFStZwMcYGBQhV08VECWPJSzmY2sdzzacSr6ZwVQpbNqJ6nKeaI/yhTzYP9w/4/fw8Nj98EQij17DMODP10mnpv+9JldBjz4YLj9PQnq3l4wlVym74jhQ1wDjRuS6nVWWyuT+4VnwvbPkPtOUCX42/2X5Wvlda2mNHg7BhV/pme316EJmDuDkBCIAZzU4teAUiCiUfBqcleA7SAQiECeRikPiP70mEvl88NsrRSR67QPJrRo3AsaPzLmLfvYnEYjKS6AtBhvq4aY7RFz80Xk73hnv5KOkQ5rj5ESBljaoKIGxIyQT6dl94d35Mp7p+3XP7PIYuByXJ63CV2Qgglu2qKV85cpSyXc5f5Bcva4wxYHhVzIZ3ZPRrmrqXfnefh5td11rXe7LZr/8LwY39dE4DgvDDR2S2+NzxaGU+3qGVO5ztNKE5Wl4owNmbiZ3cCBwUBjyTSgCxrsCQVpD0oYzBom75LkYFBoizjU7MC4gAvD2oLWUpt3XBvUWHBaBCwdJmZ9H31NsioPz3USX7n3ubawfxu1kwHYTTdSwAT9+RjCSIDu+oDBh9mUiq1hJG23d/qZQxOmgNjkWhcKnHHDDkNtVC4oobyY8kcjDw6Pn8EQij16lMB9+dglc+205WTJ3wnZ+3OHw7GvdhaUN9bLswEYnWuEQzF+c+/2kI2HWG+IWGVwm7qUV62SifuhUEZP2Hr1z2+axFVQh3aYyOikCEX5QUckdMovBXgq6ERja5clBcDb06vB8PnEUvfyeONBMA/5yP0zZSwKvP1oCeWFYsVayg5QCy4b/+xdU1YnItCNC0THT4YtHi1iaTItjyNHwhSPk/0WFEqZ9whG9tskevYRfwYsj4aJqeDMh3X32Dkj5w0h30lnu27RkpV9wmuW9aFT2mzqzMAnf3yD5Nz4Fx+fJvvJCgLdNifuRurFrDfp2/2U05BkiDClkgp2dbNsO2Eou7OQZ0GHDojTM7Lvh7RBRA35TDlfWQszKiXBXlIjD6Bdlklv0SJsEWJ9fIF3Rgtsp8t7TCn9qkv0RVPBUO7zeAf8ZNkA+E3Yj2mijgxiFDCLCllW8fw6GmWsl3DrbebJQwRPDdnydGs3bvMUCPkajUSj8+DmJL7ptzjXrWMsKVmBgMJ7xDGbIVjtaDWEo61jb7T7b/Yka3Q8aA4MMGQJAxBPcPTw8ehDvK8qjT/gsJRWXni3ZMFW1Odv38EoRiGy7u/CUTIkzI8uhU+Gsk+H+Z11HkYIpe8Nt18GEsTs/ps3RNeNmjyf4eYj/BZwYGHlSRoYNKgRGNoQlKA4ipwnMriJRO/i/3OtDfPA5eOZVyc4y3FD0eZ/CDX8Xcci2pTzSMCA/CgFDcoXe/FAcPzMO3P51GQb8v+9J57Qr7oH2E8EaBb/pgIf+Cs9/U4K1PXZNKv3wv5HiQIABWFrjNGE1Xkem5UXsdAYVGEZo2O8xw73j1tsStRnpBBdzXMcJ8EQ7LEnDXC/fc5tcXgK3NYsDIvu1l53knlbQd99BdbZ07vMpiDsiBK2z5XVNIRPuCcHcWIb7ZEJ+V4t0/ts/BGcXSvD1QODQCDw3QtwlaS3uonIfJB3Z1zvb7arDgb83S3lp9jOh0tDU2ykebPNxabF3Ct4TZMjwCrNZyUoALCzGMx6AKqqIEmV/DmA8e6FQ7BOCT8fCt6thdlyy48p8cHU9/KlSSoMbaeAd3mY96wkRYj+mMIWpG7Wplxb1C5hPhCiGe2EsRZJZPMfZnMubvMGnLOrsWvYpn3AA0ziY6VvcnkEUESdOE02EiRAihIVFCSWoUA1BwyJh+wmbGRwclBPCBD7fx1lQHh4euzdKZz3fA4Bp06bpOXPm9PcwPAYgyZSUB61YK0G/R06Dm/8heUVlxZIt09IO2oH/3JLrKpVldZU4jPIiIhxFesiSm0rDPx6Gh5+HeBKOmAY/PBdGDOmZ5e+qaA3zPl7I62+/RtAf48SDX2VU+btgTnEVQzekOrMEVEbKzwiDbgejBAbdC2Z5r44ll4FAAAAgAElEQVTxlO9Da0w6jLW0S4i0ZUNtgytAOhImnW2pGw5JWZrPB6fOhKsv3rH1aQ1f+jm8frgYqfxJcExImHBiBzza+7qYx56I1qTWn0b7mhfpaBJlxh9xCOSFKZj0DoH8HlbLt8LVNfCnZnGYdBkeHRqeGj5wS5IGEv9skjbjaXI5Z2WGZF8dG4Vfl+e6dPUW97bAHxthcBeRJ+6IADTEByN8ckGm0YZ8A/6vAk5dB/V2znE02ISnRsC+AzDbp82WDl2zYiISTQlKl67xO1hBtCQF51eLSAQQCayhouBNDLOVICanBCdzMNM3ER48dow3eJ0FfIxFhhgxHDQZ0oQIMZgh2NikSTGdQ5nMfqxkBS8lmrltwySGmEEibkfVRkuEyzuHtfKIeggLiwgRLCySJJjMFGbQ3e77MrNZxlKidFdo4nRwOEfyBq8RJdrpHHJwSBDn65xNIZsqj8tZxku8CGgSJGijDY2mkEJ8+EmTojU5ikdqZpB0TDRQogbxy9IgJ+X3yu718PDYzVBKzdVaT9vW4z7zZQyl1HDgHqACOWe5Q2v9R6VUMfAgMApYDXxNa938WdfnsWcSCsKxh8lt1Xq48hZ4+yOZ3Le0waB82HccXHnhpgIRdG9H3pP8/M/w4tsQ9ENdE/zrUXj0BXjwVjhkSs+vb1dAaxHwHntxErAv6CT/nnUZD//iQkYWP+M+ygD84BsGeddA5gOwq8F/CIS/DuZnaCW2nSRTUn64ugrW1wAKbAsSKSgeJGVgWQ3d0SJEVpZCfZN0y9tR2mIwr1QEomBC7jMsCFvwclQmWZE9PKfGoxewl9Cx4TXiTQa+gMxytQ1OOsaGt3/JyOPv6bOhzE9tWiaV7QQ3L+mJRNvDN4vh1Hw4ZDWgYaQfwm6nsRc74IQ4HNXLjoIv58OjbbDOEhEoreV2S4W0In+1Q4SgA0LScemCahGIstmCjoYaG35YAy+M6t2x7ihaw+W18FFC3CUdDnyQgG9ugMeHS6bN9lLmk7wmW0PUX8ewomdxtI+EFaXA5/ARH2JhcQRH9t4G7eZYWHzKIhxs2mnHxMTGQqNJkqSDDldg8TGH91nOMhpp5Ln26STpoF41UkY5ESIUm9Id7bn0cjLBDHnIB5IfPyYmn7CQA5lGmNxVRr2FlhQaqKMGjdOttEwcRbCBagwMPuB9VrOKAAEmMon5fETA/bGx8bnTNAOTAgpooYUxoRg/HPk8TYlRDNGjOSFUSLmnM3rsAiRI0EQjESKdwexZWmhhAR/TQD1llDOZ/TYrpHr0HT3hdbWAK7TWHyql8oG5SqkXgfOB2Vrrm5VSPwV+CvykB9bnsQfT2AIXXSeuncpSCfetbxIHzx+v7tuxrK2WTJtwED5ZIVdO/X4Z4zlXwRO3waTxfTumgcD8xfDYi1BWAqZhABGGFH1M1PcKDhkMLDqTHywLYreA/wAouAXS70D71aCCEPoKBD7Xa/UTnz8U7npCBKKA2y63wxLhqD0GE8fBJ8slON1QkmmVzogR6sSdyA4KBiBZAcbGrZNtMH1QY8GYfuqs4rH7kmpdRSaewAxspMAoH+3rPujTsUwMwGvx7vdpLZ8G2+pK5JFjtQUlPijrMjE0lJzQvdTR+yJRgQl3DYWHW+HVuDhlziyEQ9wYmIRbppVnSMnW3KR0PGtz71dAAJjjlncNpPLMxWmYn5Sxz01K/hJI17Y/NMCvKrZ/WcUmfCEPno7B/oM+QmtIO0GUgqE+kzB5fMonHMz0nQo69hBnjghEMQwMFAoHp7O8q502CinExKSDDtKkKWQQjhPGpyT4uZEGwgxHKYVSUKtbiLJp9o9C0U57N5FoHONZypLOdQKkSBEkSAmlKDa98pPthvk4jxInTpgwGdK8xZskiDMYsaK30YaJ6QpeCUxKyCePAAHGqZF8EllIkqU8gWYyU5jOIZ1j8PDob9Kk+YD3+ZRF2FiEidBBrPOYHswQjuMEQoSop44nedwVRv3UUsMSFnMKp1KCl8XQX3zmTxOt9Qat9Yfu/9uBT5EU2i8Dd7sPuxs45bOuy8PjmVegrUNKzAxDyoIGl8Hb80S06UvW1Ujg8aoq+dfvlzH5/RJOfPt/+3Y8A4W3PpQTINP9dFE4XHHqRUSC7WTsAqCATj+B0kAY0nOhcSbEbgBrKWQ+graroON3vTbOC78i5YcZCzIZSKXktQsF5Up3IgUHTZIW9dk5TCYDN/4IRu6EKy0UhP0KINW1lbKGjCNiZ5l3JdCjN/DtLW4do/sVb8NwaK3u25OvH5VK/keHI+8x24GYlu5wJ3ouou3Gr3Iux644yP7tCwaZ8K1iCWD+4+CcQATS2S9bUph0u4nGdE4gAki6fxtoqTw1lozxk5SE0AeU3BRwVyts2Fjk3wZXl8LXC0CZzaQcP34FE4MQNemc0MeJb2MpHlvCj59SykiTIkOGJEm0Kx2Jq8gBREwS8SaEQjExuoGM9oEWUSlDhg43K21qMIzdmfZF5/M1mny613SNYAT7MpE4cdppo512NJrjOJ6xjMPEJE268/FJkvgJkCBOnA7yyMPExE+AAgpIkiRNGu1uhUZjY2O67xQTH3XUsYD5hAkTIUKIMB/xIQtZ0Mt728Nj+9BoZvEcHzMfP340sIbVtNLqHrVRqqnmVV4G4G3ewkETJY8gQfLIx8LiXd7p3w3Zw+lRyVkpNQrYH3gPqNBaZ1sU1SDlaJt7zsVKqTlKqTn19fU9ORyP3ZBla6XspyuGAT4D1tdu+Xlaw7LV8MECKSPqCUYMlgybWFzcJyAtzlMpub3wtuTc7GmEgt1LSkZVfExR3gYsO+DartN0PkJboCypwbLXgioCoxCMYskpSj4E9rpeGWfxIOm8N7RCQqPHDIfpkyUU3bIljyiZlmDr046Hu2+CWf+EmYfs/Dr/OAMKo9BhQCoDKQcKh8F3hkobZg+PniZYOIaGNdPwRzrwhzP4ghbhQUlaqnwMmrCDwVqfkSF+CQjeOwgJDRng6Ai8PNIL/d8RJgah1AfNdu6+jOvI+sIAyyUpdAWjbNcwRa4jWthgo6l4/zM2II6ntBYxLouhxP00u2PHlhc04MpSODsyhAnhFNNCIrCBlEqZmJ1lTQlHBFSP7UehGMkobGwsLGxsHFcY0miCBLGx6CBGGeWd5WET8zawV7iOVjtMmxWm3jJIOPCrMthfTcSHnw46OgWkGDEmMqmbiyi7/iM5iq9yOoczg2P4HGdzLkMYSpQox3MCoOlwf6Tz2ck00YixURaVgUGECO20kSaNjU2CBBkypEiSIE6CBJbrysiKjAYGIULM56Pe3+EeHttBPfVUU9UpgmYdRDYOcTpQKKJEWcNq4sSppnqT91aYMFVU9dMWeEAPXsRRSuUBjwI/1Fq3qS5nfFprrZTabOGu1voO4A6Q4OqeGo/H7smEMTDrze73OQ5YDozcQlh0QzN891fw/scy6Y+E4Yrz4btnfraJyfDBcOyhsHS1VE0plROgUiY0tcIZV8Cd14sAsacw81C442EJ9Q4GID/cREcyj3AgJgKf7jKzwQGVB04VMnXo8jdlyszCWgRm7+zAYw4Wkci2odCdXJUViQvqqIOkc97xh0sW1o60vN8SkwvguQPh+iq5Ul0ahAuL4dxB236uh8fOMvL4h5jz59OoGL8YX8im6qMiHP9XOOrnZ/b5WA6KSCezpONOvD1xaIdJazijAP7QKKKC33W6fLcIpg6wIGilYFwAWhIiCmr3FgAqfdBqS3bPQGGEH6aF4LEM+LTs14yWvLgCE9p3UsQ5wNiPlSwhRqyzW1WGDIczg1bLz80N8Hpc9s1BYclyGjZAur8NZCws3uINfPiwNpIcNZoQQTJYHMhBlFPO8zwrJS3K5KzKD1gYz6c+MZ4jzAqOz4PhfoBCTuFU3uEdqlhHiDCHcTj7sfmgSYWizP3ZmBGM5BtcQB21KBTlVGBiUkUVy1m+yXijRBnFaOYyt3PZEmyuqKGGcioIEtwk7NzER4LETu/HrrTRRi21BAkwhKGduUgeHttLK60AnXlcNjYKhUaTJtMt5t3CIkSoWwZX9jkbC0cefUuPvPOVUn5EIPqP1vox9+5apdRgrfUGpdRgoK4n1uWxZ3Py0XDvU1BTDyVFIs40tcJJR8lkf3N873p47g1xHJmGOESu/j0Mq4Avz/xs4/nl96G+WdqppzNgmCJCaQfGj5R1/eEe+NO1n209uxKjhsLPvgM33CGi2Xxrb1LHRAkE8lG0Ic2bXfu1USn5Q1lnkRHZdIGqqNfGGgnDn6+FH/+fZFuBdDu789dw0OTeWeeUEDwyVkoZTDwHhUfvkyipYOi1r+JbOI9MfR2TLhxPyfjugWlaa1rXrEE7DoNGj0b18oEZ8qIzdoqFSbisRtrNG27p3hERuLYUKgaoqHBYRMbbYsMGW6qM/UpCgu9vhUuLB9bn4M0V8E5cSuQ0MNSEQhMabBhkiDN5R8dbQCFf4TTmMof1rKOIIqayPyP0WM7aAKszUnKsgLkJ+FY1PDrca2awLRpp6HToBAiQwUK7ZVpBgnyL7+DH35lRdDCHMIf3AYVWDodGw5wQHU0UKQWL4xAhQgmlnMwXe2SMPnwMoXuN+t7sw0fMI04HYSI4rsNiFKOZyGRWsYoQIRwcYrSTRuocJzKJRhqopZYIufOlBAmG89kupqVJ8ySPs5SlKCBEmBKK+SKnULxRyLCHx9bIBk5rNApFhIgrHCn8+EiSpB25qr6AjxnCEFawnDzyMTBwcEiS4HB2IgDUo8dQenOF7TuyADmTvBto0lr/sMv9twCNXYKri7XWV21tWdOmTdNz5sz5TOPx2P3QOudKUQqq6+D2++HVDyRT5owT4ZyTJU9mYzbUw36niJgU6BIK3BGHSePg3Qd7Znz3PgXf/7UbHuqDUUOgskz+VtsIHzw0sE6C+4LWdpj3qeRGHTT6//Bn7gedBLsJaJUSM3MyUnCQAp0Go1TKzbQGpwHMCih6FFTvXsmyLPh0pbjSJozpfqx4eOyqtNnwy3p4rR3ii8HZAOeNhh8eAeEujpOmFSuYffXVtKxeDUqRV1nJzBtvpHzixM7HtNtwZwusSsO0MJxVkMsd8+gbLA0nr5VOiIVm7r56G/4+GA4coBddl6TgvCrpfJYtO7OQLCqfgtsqu2caDQTubIa/NctX0TpLRK5CE4b6YFIQ/lTZMyXC78ZF9KvY6CuuxtJcG2jl+KgmXNR7F0p2dRpp4K/8BR++bl3ELCz8BPgxV20S5pwgQQMNhAlRQinttPEcz7KOtQAMZjAnchLFlPT62N/iTaqoQgEVDGYyk9FoXuYlonQPaosRYzL7sRd78SRPYGN1Oqh8+DmVr+z0mB0c7uc/rGB55750cPDhZwQj+Dpnddu/Hh5bQ6N5hqdYz3oihHHQbKAaB4cgQRIk3KwtE4WiwA2X92F2lmHuxxQOZroXxt4LKKXmaq2nbfNxPSASzQDeABYAWSPuNUgu0UPACGAN8DWtddPWluWJRB5dcRy472m463FojcHooXD5+XDY/tu/jE9XwLTTRUzq+v2WdkWnmjd6bryfv1BCkPMi4loCEbcyGXjl7q0/d7dHO5CaBclHQcchcAwQAOs9UKUQPg3Q0H4dOHXyf3MCFNwI5k6kRPcCiSSsWAf5kZ0Lrvbw6Gsuq4GX6vn/7L13fBz1ub59Tdmm3VUvlnuRG+7GGAjF9OZQAwQIJCGHlAMkv5CQXk8IJ4Gc9HaSkPCScEJICAQIvVeDC7j3Llmyetm+szPz/vHMrrS2bMtVkjXXfvYjaTUzO7M7Ozvfe+7nfqj7LSTrAFvy2+ZVwUN3ifsyk0zy0OWXk45ECJTK1eJUZyeKpnHd44/jLypieQIu2ikDZQs5lI7R4c1xUOpWIhwzViThU/VQucdr3piRtvTf2LvaZcDwRBd8skFKt3yKlHVV6tCcgXODcPdBdA07mvQ8JV6Rgm83wZIEjPVIRzls2G3CVWH4+hF4vR+PwPebpfQuSzoaZVN9E2c8/SCnv/Ekw+fP56zvfIdgZeXhP+Fxho3Nr/kl7bThxZt7zMDgBKbxIa7Z7/wmJv/Lr2mjLTcYtbAopIj/5LbcMo/m+r/DIpbzPqpzkqrjIUGCMOFcWZmNTYwol/BBRjOGTjpYxSpaaKaSKqYzncLDaBe+la38nYf2KvkxyFBEEdfzEcrdLlMuB0GaNEtZ4nQ3MxnLGBKkWMtqQD57HjxOhphCMUVMZBKzmUOIMH4GWO30cURfRaLDPr2zbftN2Ke8fJjFPC5DmT89Ko6hsmLpYNbcDp//AfzhezBrSt+WMWGUOIyMjPw0naBpw5Ar6X98BD52xZHJm7lhIfzqr44ghYhcrR1wy4cOf9mDHkUF/8Vyz+Nj+X+WPAHmDlA8oA4fMParx1+C/7lfHEemBTMnww+/IF3JXFwGIg0GvBKD7S9AaodkwaNIns2GFvjhfVJqWbtoEcn2dkJV3aN0f3Ex0d272fHaa0y+7DI+tkuyWLIdq2xb2rB/sRHudwXTY0bG7v1kS6W7VftAZbxXnEN75g+pzj7Z37wbl/15TQqCqnQk+26luLam+3qURypSFvZkVDqXHe5X1HjHAZ0tYTONNLtXrcQOFTMmHSNYWUn9kiU8fdttXP3wwyhq/lV127Zp27SJ9m3bCFdXUzljxlEvFR1IKChczbX8mftJkco9XkYZF3Bhr/M00cRKVtBJByoqrbTixZtzytjYdNHJKlZwIicd1fWvo44VvE+QYE6kSpBAQXECflVUVGeQPY6RTklZEcWcfgRKcUxMFvE2S1jsdIaTmwfZMRVnGqtnXqSLSx/w4mUms5wcLpX1rGMD6zAw8jr2ZfdvHQ/b2MZ5XNDPa+6Sxb0G6DIgSafhz/+C4hBkzx8LQ5L7c/9j8LOv9W05Xi987DK471HpWBVPysmYqsLYavj1Q9DUBl87Ak1+brpMOqz9+1UJPDZNuORM+A9XJOo7igL62P5eizxWboDv/6+If9mOZ2+9D1/9Cdx3V3+vnYtL77Rb4jAxloEW7h7MmkAsCO8sl/051dlJb45iy7JItLfTlIHNBgR7jDsVBXw2PBM9OuseteBfXfBqHEo1uKYQTvTDypS0KJ/ggYm+o/PcA5nJHiktW5sCTYFROozUpXTrvNABZ+9XJvtEfIn2EBstWzo8XtjP6/6e45TLupyiFvy2HbakJWzbv4fmogCmLa66g6k4S1qy/5br3a/BGB1KVVichLAK4fZO2kMljGlrYFLtehRVJVRVRceOHTS8/z7DTzwxtzwznebFr32Nbcvewi7yoTUnqZw0lYt+/nP8RYfuKhlsDGMYn+eLrOB9WmhhJKOYwtSc0NGT7WzjOZ4FJCuohRbMPQSQbMBuHbuOuki0kQ05IShLgAAWFmdwBo00YZBmAhMZy9i86VKk2MB6GqinmBKmMDWXBdNX3mMZq1hBgAARIphOoLqCgo6ey3Yq24eLyMRkA+vZyEZUFKYwlRomuiVCQxwbm2UsZRlSHRShixQpfPgdUchy+hGqPZxr9l4d/1z6F1ckchmQbNsFG3fIgBykNGzSGAgWSMnPwXDvl+SE7v+elJM7n1fanI8dJW6ff70En75WWqIfDh4PfPtWWVbtbinlqB7A9n+XvvHI8yJOrtwowh+I0PjEy7DpFgkod3EZaIzVxQWhaOT1Gc8OcBVF7hXTpqEAtmXlXAq2baOoKlUzZnCYFekHTcyCW+phU1qEKcOG56MygE4562ID5wThrsqh0x3NsuDiWthlOF3CbOhMw04DPl8KHxigeURZPAr8oAru2A0Nme5sonNDcFbwQHMfXb7VJPtZ0BnX6si6vR6HG4vgrQRU9zhbbjFlnbU+7nu2DX/uhPva5b1TgGsL4aYi2debTShSZblNvjCnrHuGGxY9iWblt1KLt7ZQzy4iRCihhB1/fZKV43ZgfPIUUEBJ28Qf2MSin/yEs//rv47AKzN48OLlJE7e7zQ2Nm/yOjo6PkRlDhIkRhQDI6+0TEGhhKNvFc52fdoTBSilnBOY3ut8ceI8yj+J0IWOxna2sZIVXMplDKO6T89tY7OSFQQoQEXFi4ckFjYWaQwsLDQ0LmbhXt3UsvM/z7NsZxs6HmJEWc0qiijmPM5nIpNcsWiIUs8ulrCYIEGSJIkRw8bGwnIESC3X4VFxZFKDDDOZduCFuxwzXJHIZcBh2/CDP0A8IU4gTZMynzWbYfRwuOQgHbY+L/zqm9AVkWWUl0qYMsiyVVUCrg9XJMpSVS53l+OD5jbY1Sj7pS/rXrClbPFfL8GXPtGvq+fi0isFmjhuNpwExrOgepGBpAKeCCw4Dfw+8E+cyOTLL2fdY4/h8ftBUTASCcadfTbD5sxBUWCCV1wVIWcsY9uQAi4/Cg6QZyMiEA3vcXayOgmb03B6ADyqOFBeiMIMH9x4hI7bA51HIvBeEgpVsJ0SLdOS9+GckJRtDXTmB+CxUfByDNpNCUCf5+//quK16b0dQToQs+GUgARX1xrd/6vU4Y6DaPb0dBR+0SoOIq8iZYMPdkgXs9oMjOhheGlOJmgYUYMn3V06ZVsWRljn2VMb6MpsQVfEidQxfwOWPgJPl4ligeVRiH1qEmt+tIgzDYOEJ8VGNtBJJ9VUM4GaXt01Q4U4cWLE8gKhw4RppcUJf5aDjomJFy9zmHvU16mGGrawOdcFCiTLxYN3vxlAy3mfKF2ECeceS5LgNV7lWq7rU8i0hUWaNCFCKCgMo5oWWogTx8JiNGO4kIv2KTo1UM8OdhAkRBONpEihoNBOG8/zLI00ciYLDvIVcTke2MAGVFQidNFBR04cyn7OFOdmOb0IwwQpoYRyymmmmXLK3aD0AYArErkMODbvgLWbxaGxuVYGJJoKsaQIPTdfeWjLnTddOlh5e5wjZUy5QjvczYN02QczJ8OfH+/OmgIZnHl0WL6u/9bLZWjTkoH7did5OalR4PVwXRFcXSjdorJ8pQK+cy7s3gGpjTIQVhQ4YSR85Zbu6c74+tcZcfLJbHjiCWzTZOLChdRceGEu2+T/Gw4XO8HVNt3B1T85iLBhw4bFCQkqrvHCNF++OGDY0unpvg4pQbJsET5MW0rndCAB6M7jxRo80tV3kciyYVlSBvujPFK+pirQZkq7800pKHI6V2X/N5B4zintUxR5/f0KoElW1LNROLOf3Th9pVKH6wZYJVS1Jp+nnljIPjfdB1cWwhtx6c421iMuouBBGCQe6BAnXNb1pitQ5YnxSsJmjMeD3SMPp6y4iNaKKuoSBtVmEss0iaXSrPrLrfi8UZKpECrgVUyKxxfgqU+gOIYj1bCxDJvYRcNosht5mqcxyKCgsIF1LOd9ruCqIRsIK7lD0l4763DR0CillC6nHTeIcLSQy/IEmKPFWMY5QtEWRygCDZ2LuCQvQHpPtrIF3x7vow8/7bSTIEEBB24XqKFRSSVttBEggI7OMIbRRRdjGMNCLt3v/LvZ7bQqT5IilVtfGxsNnbWsYRazD7oEzmXwkxG/K510ojm3rFAkIdUlGBhUUMkMZrCRDbTSymu8io3NCEZwIRcf9eB4l/3jikQuA462TnH3VJWJk2hnAyRTEA7CBafBxLGHttxrLoJHX4SmVgnDTqWhvQtuvBRKiqCjS1q2+7xw4jT5eaSxLHjiFXj4aYgm4LxTJMvoSLmYXI48F50O3/iZlD5qqoiWNlJOGBia59ou/Uztpq3c89178Kxcxgxdp/WsS/jJx+9g0/Aw3+pR4npdIXSY8JdbIbYd0rvh8pHw/VOlPDaLoqpMOP98Jpx/fq/PNzcAm2qkXGaHIa3WP1Ion4e+0GDArQ2wK9PdHe2MAvhhlQyc2034TANsTUO9AR2WiDcz/FL2Y1uQRhxFGSCswHDP3lkxPWnJyPOU6dBlwu27YX2qW3ya4oMrwvCDFnneVPZzrcOpBdKW/Ui0OD9SlO1jXZT9/M+lb9xRBrc0QMKSgGrTlt9PDcB0x+l0fgh6/3Tsmzhx1rKGwuJdFGRKiCSmk86UUhpcRnloCbXNZ9BolJHCJGRVsT3tocNUMUeMp/ZL32fUAz8l6NFo+Phn8Y5ejGIWEHA+c2nLxtS8qMWG1Kk52LEUnpphvOl9EwubUA/XTDvtrGA5J3PKEXjVBh8ePExhKmtYnQuKzraP/zDX4cWLjU01w4/Z4FRF5TwuYBr17GIXPnyMZ0Le+9YbfvykSEIPZ1jWjbQ/cWlPTuMMnuRxYkTR8WBg4MPHqZwGQCutvMUb1FFHkCAnMo+pnICGRoFTppYkyZ6R+tk8oxZaXJFoCDKBGtazPrdPevA4+wmATYwY1VRzOZezlrW00EyIcI88sDoW8+4RCWd3OXSU3gIr+4t58+bZS5cu7e/VcOlnWjvgkk9DaVF+17GGZvjGp+HK8w592Vtr4RcPwjsroKQQPnyxlIb99d/wxjIoLgSfR1wjP/2quEiOJHf9Fu5/VE46Q0EZrIwZDv93r+QtuQxMPvpVePt9cZ75vCJgxhLwvc/CQtdN7XIMSbS38+srrqa2K45aUgq2hae1mdj0uSy563c8NlrJK18ByflpzkhnqYNxQBwpbm8QF1GVczy3bajPwJfKJUvn9t3y/zJNymg2pWWgXu2BiR54PQZxoFgV0SiDiDqfK5Wcm55sT8N3m6VLFcBMn2z3C1HJlVEUef7ajIhTHgVaTQksNm0J9h7lgY8WwZ0DqGx4cwpO3AY44coASVtcKZtqnPbsLoeEbcNv2uDeVhEnVQUuDMIfhx+6UBglyj95hARxalM6ETuDrqi0Rk6iPPwOSbOA5lQ1S9rmEdDixCydzlQ1Ngolmryf5xTAj4bB1bUZRlX+HssKkh2M27ZNwFuLPxnF935b97ZUBphddSa1xY0ECeaVbIgA4OUGbjqcl2tQkyHDG7zuBEaDisbJnMJ0Zgyq8pYNrOdlXiRICBUVG5/iBXwAACAASURBVJsYUSYymXM5uJPkdtpYyUpaaaWKKmYwg0KK2M52/sHfSJBEdQbvGjqzmM0lLCRFir/yIF10ESWK7rhFVFSKKaGNVoIEGclIzuRsKnBDOocKJib/5glWsmKvUHYDg/FM4INcRoAA9/PHvcRNE5M0aW7hU4PqczlYUBRlmW3b8w40nXta4TLgKCuGj18Bf3gECgLg0aArJu3sLzzt8JY9fpR0RrMsWLUJvv5TWLFeBCiQ7JnRw6Uk7fM/hGd+d+QcRe+vlTbqIAOV1k7we+UE9bm34KqDvUzpcsz44Rfg1u9BfZP8nUjBleeKy8jF5Viy5bnniHR2kSkb5pSvqBgVwwiuWU54y3q2V0/dSyQKqhDsJ9d2lykCUEWPwbaiSPnNfzWJa6jJlKFvpylOjkqn/KfegBAQ0ECz8vK3CSjQlZ/rS9wSR1KnCVXO861OwaaIlJBly9sURcSmNkckypYBaU5ejAo8GRlYIlGND345TIKf4861vaAqQoYrEB0eigK3lcEtJWLKKdN6tLw/RN5jGQlihAgzxgPLk2ApSSoKXyNl+rHQODPcRImynmdaJ5HGQlFMilWdKT4pDX01LuWRCjpdydEU+XdiWlmHiYJhBSgr8OCfXowVTULQQ2FhBSfrC6jj73k5NyAZNF6GYFvAHujonM05nMKpJEgQJjwoc5omMZkmGnmf93MD7NGMPiTnRQmlLOCsvMdMTF7gOVKk8OLJ7UcGBhtYz1zmUs1wLuUynuNZokTIkMGLDz8+GqgHZJ9by1o2sJGb+CijGH3Y2+4y8NHQuJTLiRGnnjoCBAgSIkOGJEkqqWITGxnPBGe/yT9BUVD26jrocuxxTy1cBiSfuQ4mj4OHn4WuKNx4GVxzoYhGh8uK9fDNn4tI1NAMRkauHGqaiEe1DRDwQTAAy9bAB+Yc3PIjMXj6NVi+XoStS88Wt9I9f5TuWD0dQ8mUOKfeX+eKRAOZ4ZXwyM9kf2jtgKkTYNzI/l4rl6FI+7Zt+DWVPA+womCpKp7m3QzTp/bXqvWKTXeOUU/qM9LlSsPJSkJcPKYt3Z7mBKRU7oHh8IkGGbi3mJCwpdysQJXSt568ERfhp6rHmU2lLq6iTquPA3+n7Mw64ITHno8WwzVheDYm4taFQQnydjky+FQYcYRez53syGXGFKgw1w+1GR+G1kIAPyM1CGpwRvFWwr6d7ErrbG4/l4RZRsySzC1dkc/IZWH4bfsZnFT1GLoaBWwytoJujuA676msL1lHZ0knIxjJDGYSJsxYxrONrTk3kYQUp5i2j25ZQ42AcxusbGQD61mHjo6JiYbKXE7MdW3LkibNSlawiY1oaExjOlOY2mu3sp500kGMaC5gOIuKSookTTRSzXAqqOQj3MQWNrOIt4kSoQm5mhYgkBfG/RT/5jPceoRfCZeBiorKVXyI13iF7WwjSZIECTQ01rIaBZV3WUQBBexiV66EMUiITjrw4eNZnmYCNUyg5oD7rMuRxxWJXAYkigLnnCL3I0lrB9z+fVl+ort5CKbV3enMtMRRNHGM5BYdDM1tcPM3YHeLuJFeXAR/eRJ+/U3prKZp5I2YPB7oiMCYvnUsdelHdB1OntXfa+EyVLFMk7pFi2jdtAlvRwtqUTlpVLyKdD/KmCYTJ45j/AC7KF6kwSy/5AlVOGccliWD36Ai3bl8dLe3T9kiGu3KwMeKYIpfHDMZG4b1OGNpzsDsPTLBmjMy3Z4UqlJS1lM8smxpO+5XoNWSEi7LOTbbwMVHoXPbkSCgSZCyy8AmQAFJ2nIuFb8KE7w27fjxaBYF2NKmDvCrcby6yuZkMTZQB5SrUKLDaA/M8sHiRBGLd99AkX8rQb0Tr1XOPaVjGI3OaMbs9fxnsoA4MZpozHURmsYMJjPlGL4KLkeDTjp4lVfw4SPgBFSnSPEMT3EjH8u5MkxMnuRxmmjEhx8bm9d5lQYaOO8ACVueHu4hGzBIY2I6JWcaRg9fp4JCDROZQA311PMAfwIUDIycG0RBodXpnNaXUG2X4wM/fi7kYhIk2MIm3uD1XPYQSE7abucYZZMiRoxmWlBRKKWMOmrZzjY2s4mLuCSvdM3l6OOKRC5DipfeEXGoukJKCyync1q2y5mqin6TcVyOc/ZxUb6+SVxIo6uhokcr3D/9UwSi6h6l160d8KM/Sc5RYVCcRl6vPI9hgK6J28jFxcWlNzLJJH/94AfZ9e67mKaJbRiUN7cSnzabuKLi7eyg6IKL+eK8sf3eTrw3vlkuZWC7M3LMVZBBc5kK9aaUjmWcPCALKSsb74HbSsVN8ali+FErFAEFipSo2cB/lOQ/zxSfHNdtu7u0zHbEpTJNnt+0ZZqJPrg9CL9thzaru3PbMA2m+uA/D6LFuYvLnsxiFi/wHB48aGhOZkyMmcyiLdHMlrZVpNo7QNNoH1HDkrYPYqPhQfbDehPODnULo78YBitSXjalp1ChwQcKusskeyNAgCu4ihZaiBGjjFLCuOri8cBWtmJj5WW4+PARI8ou6hjHeEDcbM09AoFBOrxtZhNzmUspZft8jjCFjGYMa1hDkgR2D++qgsJy3ucEpuUJPgoKZZShoJAi1eNRKTszyGCwh/3TZUgQIEADu9HQMDHJkEFDI0IXKgqVVJHBIEWKDjoooZxC53hlY7OTHdRR26sg7nL0cEUilyFFa3v379UVkgtkWjKgsGywTBGNPDp87ZMSZN2TZAq++2sRm3RNyseuOh++9AlxCb2yWAKxe1JaBGu2wMIz4fFXJOOopUM69mga3H6DlKO5uLi49MZzd95J7dtv4ykowKNpZNJpiMcpXbecGaefzgmfuZnZ11/X525jx5qxXvjnKAmgbsiImPNgByxKgOII8oWqZO34FJjsg3+NkvIfkJbpQRX+2CHzz/DDZ0vhhD3iVeb64eQAvB2HQk0EoogNZwfhvyvl+XYa4s7IDrLPD8ErMQnLLtdgXkC6m3kGoNjmMjCxbNjiuI5rvHI+MYEaOunkPZY65YsWNUzklNTJ/Oumm/BXxPCdPJw2tZRXa+fjMeJUTrJpNRV0BapVqN4jx2u2f2/33P5QUKhwbi7HDxkMejFMAuTluDTSCHvkUmV/b6FlvyIRwPlcSAftbGd77jEvXoZRjYHBJjYyi9l58/jxM4IRbGYzCkou8Do7by07KWJG3zfW5bhBATrowCCTEw4tLDQ04s5N9m2bODFKKHHmk322jjpXJDrGuCKRy5Bi9lQ5UNm2iERtXZJBZNsi3qgKlBdLZ7Mre3Hj/uYheOFtGFbulKaZ8PdnpUPZ9Qslx6itK38e0xRB6XM3igNp+QYRkkwLzjgRvv7pY7LpLi4ug5BMMsm6f/4TzetF1WTUqHu9KIDm93Pxj39M+eQj3IbxKBBU4eIwbExJiO8HQ7AuDRWW4zBCyszm+uF/h3cLRCAD5MsK5b4/VAV+XAWPRuDxiCzvsjBcVSiiz1nBvecZ64Wb+ynU22XwszYFX2mEJqf6ZpgO91TBFJ/CicxjOjPopMNJ2gix9Y0Xie6ooyI1DOpaiVcXkrqqBL2ziTHJLiYXSbvwxgwUuBEcLr0wmjEsY1mukxhkxSGFaobnpgsTZu80OBl0B+nlYLgHIUKcxTn8myfR0fHiwYsPBYUMGdpp73W+kziFnezEwMBy0t18+CiiiE46D36DXY4L0qRJksSLN5d1lSaNjU2ELjQ0VDRsDJKkSJLET7cqPpgzxAYrrkjkMqSYPwNOmQVvvS+CzvBKyQ4qDkN5CcydCjd8UIKJ98Q04Z8vyHSqM4DRNHEbPfSUiETXL4T//r0EX2vOleymNrjyPCgrgd9/T7KJ6ptEWJo0lgFZHuLi4jIwSLTLibiy54FC08gkk2jewaFwxCy4oQ5ejsnfNjDVC7eVwI6MdDs7LygOH+0wjok+Fa4vkruLy5HGsOGxLngsAgkLNqShVJWAdNuW7KvbGuCJ0SKM+vBRSVVu/vZt27Ct7lj0UY07CMUjxAIhMokEFBVhOOHplwzQXCyX/qWSKqYxnTWsdh6RMLXTOSNP/JlADYt5lzjx3AA7ToxiSvLEpP1RSikePLkA9Cw2NsMY1us8VVRRTgUaGmnSePHgJ0CMmOtqG6JYWNRRRzHFRIjkHldRMTHxOeIjjvCpotBJB36GkSaNhkYNNf23AUMUVyRyGVJoGvz4y/DMG3L3eeHyc+Dskw8s1pimlJtly8lsG7bUws56yTC6/k743u1w7UUiJulOCPZpc+COj8o8igLTJ8rdxcVlbzIZKds0TXHaBYd4xmVBWRmhYcNo37IF1bZzYpGZTFI0ZgzFY8f27wr2ka80wvNR+d1GXD6rU/B0DJ47jh3kERP+HZUSuOEe+FAYJg3tLuSDFtuGbzbBC1Epj2yzpMNeTJOQaUWBEk1cQG/F4YJeRJ6S8eNRtG6LkGZZ3Pjkffzp4pvpLAgTy4j347OlMPMgSstchg6KIwjVUMM2tqGjM4EJlJGfW+DHz2Vczqu8QjPNKMBIRrGAs/scAFxEMZOYzAbW4cOPgkKSJMUUM55erqYiwtJ4JrCFTQQIoKISI0oxJbm8JJfByboUPNwpjSVODsCHCuWYdyBsbExMSpxstIRTXmZjkyaNgYGGhoJKBZV00kGCBDFiePFyIRe7mWr9gGLb+6psPfbMmzfPXrp0aX+vhovLPrnlW+IEKiuG99ZAYxtgS5cyTZX8oUUPSabR9l2SNTR2RH+vtYvL4OCZN+AT35BwdxCB6H/uhJsu79/16m9W//3vPP/FL5Lq6EBRVSzTRPN6+fBjjzF2wYL+Xr0DkrRg5AZot0EF53qhEFJgVQ2MGmBd2Y4EnSZ8oh62GxLOnXZCu++tggUHrvZwGWCsT8FNu6BSk9LGXYZkESkKTPd1D5bqM/C1cri6lzFNJpXin9dfT1dtLYGyMrBtYi0tlM09kWE/+x0JW2GWX5xJe9Juwr8jIq7WeKT8ssq91HvE6aCdOHFKKB3UJS7ZwN+NbCBNmhomMZGJB90hysRkLWtYzSoMDCZQwxzm7rdLmYnJKlayljVkyFDDROYwd1C/nkOdV6Pw5Sb5DvMpkiFYpcOfh0NZL8ehenaxilXEiDGWsexgG80048NHPQ3YTiaRiYmKSiGFaGh00YWJiRcv8zmZM1iQF9LucvgoirLMtu15B5zOFYlcXPrOhm3wqe9ASzus3yYHS1WDopCcNEbj8Imr4Jff7O81dXEZ+KzdDL94EJavh3AI3nkfUKDAuYKeSMoA7JGfw3mnDt3STNu22fLCCyz+5S/p3L6dimnTOPNb36Jy2rT+XrU+0ZGBqo0iDPUcnmT/fm88TDtOXBNNGdiclm5qb8bgtx1Q3eP8NmZJx7anR8vPwU7GOYU8HrblQDwRgbuauzuOdZmwIiXB1eO8Eohu2dBkwl9GSEB7b8RbW1nym9+w+dlnUXWdyZddxrxPfxpvaN/1ZQ0G3FwPzRmIW9BhSjnbX0fC/CHutjxUUk7L7SBBfPhIkuQFnmcXdY6QYjOHE5nHSXmlVgOFOHFaaCZAgHIq9lrH13mNNaxGc6R5E5MpTOUszh6Q2+MycMnYcMlO+Rns8SXeYMDNJdKJtCdrWcPrvIaKgoaGgUGAAAYZOhyXUPZ/IcJ00IHpdDzL5hVVUEmcmNPlTDqgncRJeeW7LodGX0UiV5pzcTkIJo+Dh38MX/wRbNwug1mfFxTnoKmq8O7Kfl1FF5dBwUuL4La75LMzahhs3gmxJIQKAAWMDCQNMDPw0a9K6dm9dw5NZ56iKNRccAE1F1zQ36tyyHgUSNh7i0S6AhMGR6zSPklaUk72f52wOAEFCtiK5NNU7WHFD6oiItQZEpo9WGkw4PYGeDUuOT2z/PCbauk8d7xSruXHAIdVcRXtyohLrM2EpA2XhmDyft5bb2kZwTu/xdg7vsU0f7fotD/+t10C3ndlRCCyACw4czs8NAKudDO4DkiUKGnShAnzHstYyXKn85bCTGbRSQe7qCVICMURVZayhDLK9lla1R/Y2CxlCe+xzHFl2pRTzvlciEEaHz7SpFnLGoIEc84hG5sNrGca09yBtstBsTsjztg9HY5hDd6I54tEBgZv8xZ+/DkHkA8/ESLMYS4rWQHYFDhx/ioqHjw0UA9IQHUxxWQwiRAhSoyRjGQXteyijsu5kip3/z0muCKRi8tBMqwCbrwUHn8JvL58d4NtwQj32DVkaGyRbnftXRKKftKM7lBzl96xbbj3Pvj5g9AZkdLM5lYJkLdtceMlkmBZ4tJTFCnl3FoHV38evv85OH0uhNxynUFDgSZC0NoUZHA6TDo/5/nBP4g/M1vTcGsDbEtDbQY8iAV/ogd2GrDNyrfiW7bcQ4N4m5MWXLQDNhtSduBV4L0knLdDXGEjjsPSQYD5ARihSzlZVjAqUyHkhVMCEpr+wRCcHdy367HWkGDrRqcbmgV8vBhuLdm/U/K1OEQcBxF0n7wbwK274aQCGHmcvu6HS5IkL/MiO9npdFRKYZChjDI0NExMlrGUNKlcrk+KJAYZLCxWsmJAiUQ72M5SluQEIBubOmr5Hb+hmGIsZwBuOWU8WRQUbCx20+CKRC4HRViV72zTzm8skbahYo8LIR20Y2HtVSLmwUMTjUxkEhtZT5Bu52SAABoaoxiNhiyw2XH02dioqBQQJE6cpSxmIZcerU116YErErm4HALnnAwjKqGuCQp8IgwkU/Lzzpv7e+1cjgWLlsMX74W0IX8/8DicNR9+eAfo7pF1n7z1HvzjORGEAn4JkzcyIrSBPG5a8tM2ZeDk0cVpZGTgC/dARQn85Ktw4uCothryeBW4pVjcEB0mRG3wIRku36vs77U7dGwbvt4kV1gTNvgVOalqNKFYhfEeKUeKWeIgsp1SpNMLoHwQHyOej8IWQxxTqjNgCCkQteDHrfCT3pseDXp0RdxSd7XAkoQ8doIfvlMB4/vgCrNtCXBvynRfkc/YcH8HzPbDafspGytUZb5s6DvI7yrQacHTEfhU6b7nH8q8yPPUUZfr0NVKKxYWRRShOTcfXtppw4efLjrJYDpitk2KlNOla2BY/9awGh0tJwClSRNDgvx8+FFRaaWVJEkKybeYKah4cZPzXQ6OIk2C+J+JwjAnky1lQcreu5OoHz82FjZ2XlmjiUmIMDOZySY2kCSJDx8WFnFilFNBihQFFGBjkyGDgtKj85l0i2ykkVZaiBKjjDJCuG0gjxaD+FqWi0v/4fPCk7+FyWNFHIomZMD7q2/CaXP7e+1cjjbpNHzpf6But4gXW2shFpcSqlcW9/faDWyeek2C3sNB6WAG4hQyMvITkNEPMqjy6iIgeXS5F4akRO3Oe+Wz5zI4+Ewp3FwMo70w1QtT/XBXJZw1iPNU6jLiJCrTxCGl4jjfEKGoVJNSoi4LWjIiEM0PwHcPoQv07ox0lolbB572aLPa+dypezhfVGBF8pivzjGl2iNC0QtjpCvfAyP6JhCBdELbnBYXUhZdEffZY5F9zgbAdUVg7vGYjYitKlLa6LI3XXTmCUSAM3iFaI9W3ElSGBg00UiCBBmMnAhjYbGMA+elpkixhtW8xqusYiVJuj8MdvZL7QiQIpXnEIogV1gUFCwsFBRKKSWDQZRoj/mSeNAZy7gjti4uQ4evlcM5BdBsyvdZ3IYvl8EH9vgOD1PISEYTI5bb7w0MwGYa0ymjnIVcSogQMWKkSTOLOVzOFSgoxIhiYGA7txK61e8UKbro4hH+znM8w4P8mTd5A4sB8MV4HDKIr2W5uPQvk8bCskdgy04RCGZMdkuNAFYnpUWwidju5/qPv8Dh5eth9UZA6S6Tqm8GvxeefRPO/0B/r+HAxXLOlUdWQXM7GEZ3+VHAJ+JRV0wEIK8u4qtlde9D4SD4fdDUCu+vg1Nn99eWuBwMHgXuLBexqN2ULBffID9eWj3GfRUabLfyXR5dFszyiZCwzRDn1MF2cYuY8N1myX3QFBEE/l8pXNuPGTQzHSOCbe9Rbs2+w5qPN4r70PZ5T7Ld7fb8PtSUA4t/1xbCn9vh+bj8rSDikqZI6eKeAzUXIUESFTXP0eDH5whBoqylSNFOGwECJEg4ZVk2SZIEKKCMUtaxllPZ9xd7lCiP8U9ixLCwMEjzNm9yLuexhrXUsws/fmYxm1nMzpXUHAxp0nTSwUhG0chuvI7DIrsdGhoe5ACjolJCCR50YsRQAD8BLuBC/BzHwWEuR42gCj8aJo7GdlOC+gP7+A4/l/N4hZfYyQ4UFDx4OYfzc1lCIxjJh7meFCl05wZwFVeznPdpoZkJ1NBCS+6zkiZNB+1oaESIkCKFhsZi3qGUUk7AtZYfaVyRyMXlMFAUqBnT32sxcPhju5SUZPlbF1xXCF8sGzxC0ZJVcP+jULsb5p4AN1+1d1jy0jXifAkWyHYpighE0QREY/2z3oOFS84Ux1VpEcycJC6s1k4Z9NSMhpFOqcqazSIEAWRMIC3/8/cYhJru1fNBR0gd3Hk8PRntEdGnMQPDdbnCGjPFVVSK5M18u1LCPWcegqgAcHeL5NFUZS3+NtzbKs97qiMMdDnPWaIem+PshWEY55GSs4AjfCSRQcTn3ZKnfTLeK+JSxJKMDxChLWHDRQfIWNMV+NdoyX1alnQ6qyLi68Lw/kvVhjIllDhCSiY3EC2hlDh1KCikSNFGG9I9qdJpzW2TtbOWUoqKRpr0fp9nMe8SI4qJRScd2EAnnfwfD1JOBYUUkiHDOywiQYLTOL3P22Bj8wLPsZQluXbhUtJjo6OjomJh5fKUADJk8OPnRj5GJ52ATRnlhyROubj0pFLfO8B6T/z4uZiFRImSIkURRXtlFCkoewmWZZRxLucBst+vZAXvsYwoUSe3SCdJIje/hUWMGG/y+n5FIhOTtBPqrrpFVH3GFYlcXFwOG9OE+1+Fr+igx6GqRAK8FRUe7oIPhgfHFebn34Kv/wx8HnGwPPMGvLwY/vwDGDeye7p4UhxERkZ+gtNtxoYTBk6+5YDkjBPhsnPgyVcke2hYuby2E0bByo2yL2kaDK8U4W3iGFi8CsaNgPISWUYiKblPc6b277a4DG0UBe6ulODqFscdFVOknOhjRXBZIQw/jDDhdhNejnULRNAdFP23TpjolXycRXHHxeOFb1fAxKN8rPUo8PJY+GS9dDezkW5evxiW/9y2DRvT4pKZ7IMCVcrR/tQuoddTvfAfJTB1EHw3HAl0RUos79gt3eFURb43TvbDReEDz+9X4fUx8EgEHu2S9+HDhXBBWJbtsjdevJzKB3iT11FR0dBJk2Y0YxjJKDpoQ0cnShQvPkJOOK6G5uQSKSSIM5n9f9lsZQsqGq205tp4W5hkyBAhQhGFePCgobGGVZzIvD47et7iTd5hETo6XryYzsC4jHJGMYoABWxhEzFiJJEBsY3NAs7Ch49KBnHwm8ugJuTcDgUFhVnMZgYzMTDIkOFX/BwTM6+8TEWlhZY8IThLVmhaxlIM0vjxM5PZFFFEF534CVBKKaWU7TWviysSubi4HAHu/h08UAfpc0ExYEcDtHbA7CnSDWFxYuCLRJYFP31AMm+CAXks4JcOZn96FO76XPe0U8eLq6WxRfKJslUn5SVuqdmBUFX41n/C1RfAig3S8v7MeSK2/ezP8MQrkMnAhNHw62/CrCnw4/vh4WehvkkG5roOd39enFwuLv3JFB88PkrcPm0mTPfBnCNQYpvJwHtbINkEyuj8//kUyTe6bbd0VatwOm1tMeDTDfDoqEMrhzoYKnRxtmRsafseVPK3eZcBX2iU9VOdQO8rQ/BwREryQiq8GZf7H4bDjCFSATM/AI+MhOdikusxPyClYn0VeVRVSg37s9xwsDGdGZRQwmpWESPOWMZyAtNyIk0tO3mKJ3P5Jymn+5mNhYFBMcXM5+T9PocHD22I9TVb2pbNB7IwSeW5GBSiRPosEr3LO6hOwDaAhgro1LOLG/koOjonMo91rGUH2wkSZBrTqWb4ob1gLi4DCBUVHz5HIJWb4tyyAdc6HhLECVOYN+9qVvE2bxKggAKCtNHGkzyem9fCQkUlSIiTOYWTOSVXsuniikQuLi6HSCoN23dBVxSefBXKZkGrKi4QTYNYQsqI1DAEBsFVzvYuEbaqyvMfLwrDe2vzHzt7vjhbvDroHsnVMQxYMB+muk6iA6IocEKN3HvytU/BFz8OybRkD2UHnV+8GRYugHdWiHB31kkw7BDCf11cjgZhTdySR4pla8TR2NEFO1LQUAbTb4GQU/baZUrL9ZdjUNXjLK5Mg4aMZMJdc4xEBF2RzmY9sW1xy+w0xF2lKJC04O5WKbnKrrNflcDlX7XB74bQeLbaI23vXY4dIxjJCEb2+r+RjGIKJ7CeddjYhCnEwGAiE5nEZMYw9oADx2lM42Ve2uvxnoNRIPczRN8PGEkSjjDUjYpKGiOX6eLDx2zmMJs5vS4jTZodbCdBggoqGEZ1Xk6Ti8tAR0EhQIAkydznCnDKLU18e3Tts7F5j2X4CaCjkyBBlEhOZMrOb2MTJ8ZSlpAmzTmce8y3baDiikQuLi55tHWIw6PAL+U83l46tzz1Gtz7RxGK2rtkMDOjHLQMZDygO23hW+JQWQgLDpC3MBAIF4ibJW10l5CBlJaN2+PcsiAA990Fv34IXnwbCsJw5bnwyWsGT/bSQMXr3XufUxQR31wBzuV4p7UD/t8PQPEAc6CwHJqaYekDMOsOSHpghEcaArzcS/6ZAtRnjvVa57M+LZ28KrTu46HXyVOKmeSdeRY5JWgPd8ITEWl4sKBAStSWJKFahxuK4KRAf2yJy1BAQWEBZzGFqdSyEy9exjN+L1fC/pjNXLaylfWsRxLCJEjawCBFmnbasCjGwmQ2cw8qPLqYEtpow9tDKDIx8eOjgAPbadto5QkeJ0ky55wYwxgu4CI3o8hlUBEkmNc1LSt0yucg/+TbKHl1bQAAIABJREFUwiJOPFfuFiXidDZUcp8DEJEoKzRtYiOncGqfPldDAVckcjmiWJZ0fmrrgMnjYFR1f6+Ry8Hwt6fgp3/u/ru4EH7xdXkvs6zaCN/9FRQVSmmWR5dW8Js2wAlvwtrTIB0AwwO6D35YeeCQu4GA1wvXL5TSsvISEYriCRHCPnHV3tNXlsF/3S53FxcXl8PCNsFYRO3md7hgXjH/nnAhG8KjUE3wTIDEB2BtDIrDMMMHRZrk2Vh2d16R7dS9zuzn0q2oJWXGuzLye1AVR5EHCWnuSdyUMr17WiGsyPD6K03S2n2aD3ak4fkofCgMZ4fgA4HB3xXPZeBgY9NGKxEilFDCScw/pOXo6FzNtTzFv9nCZuLEMDHR0fHgJU2aVlo5n/M5kZMOatnncT7/4GHSGGhOSLWNzZmcfUA3kI3NS7xImnRusGxjs51trGcd05h+SNvr4tIfjGU8adIkSZIijY5GAQVUULGX2y/b4S9GFB/+XPlnViiCbqdfT9EpTswViRwGwdDNZSCxYRv8+q/w7goIBeGq8+GGhVBSJJ2IbrsLdtTL1UPLhkvPginj4KV3JOflqvPhtLmu22KgkErD2s0iiJgW/PgB6TqVddK0d8EXfgiP/1pyYAD+8RyomrQrBynHKgpDSzvU7IT5LbArALoXnrgTRg4CF1GWT18rA62HnpbyseJC+N7tcMqs/l4zFxeX4xY7A11fgvQbjChUufxsi4vC9/H92nt4N7kAMwx2GNI6FCjiuHkqCvP9kv1TqEkr9A4Tpvv7v9NVoSrB1LYjYDWbUGdIRy+PAilLhJ6EBc1O/uhwx3W03QDFBkORrKM6AxpNuKsVvt8q4tGdpfC9Kvc8wuXwiBDhcf5FC834nHbyE5nIWZxzSA4bFZUPcilrWM1zPEMhRYQI5QJxo0TR8Rx0d6XJTOFarucVXqKddooo4gwWMJMDn5hEiNBKK0G6T8SyLck3ssEViVwGFfM4iVp2ouOhFC8ZDGzgNM7YSzBVUDiV03iGpzCJ48NPjDggLr+s2JolQAAFhULcwLcsrkjk0mceewG+cC80tsoJKYq0qX7uTfi/H4m7ZGdDd6aLkYGf/0UEpOoK6Vr02lL41DXw6Q/366a4AK8vhW//QvJfbBuicQnF7FlqVVIo4t/qTTDbae7R1Jo/TXMbJFMiOL2zQt7rk2fCtz8JIwdZO2Rdh9s/Ah+/At58T7KV3A5aLi4uR5X0K5B+HdRqPD6F3UnwZ+J8ofz7XN9+ComQDwxI+aSMy6uIA+etBJzglRBoryJlWdcVye/9yR87pNSs2ZRQfxVxEFXrcEcZPNAJHRlZ74VheCXaLfi0m5JzlLFhexparWzxjgReG8A9bVDpgc+W9cvmuRwH1LKTv/M34sRRUYkTo5gSNrCBMsr3me1zIBSUXBeyAP48sUlBoYOOQ1ruJOd28OvTOzY2CeKsZx2FFDKMarc1uMuAp5RSruYalrOc3TRQSimzmLPPDn5jGMPlXMFSltJCixN0bRAl6uSDKWho+PBhA3M5ES+9ZGwMUVyRyKVPdEbgB3+QMrJQQFqb27aIAxu3w0NPwZI1UNlDFOjogpQBqZRY5EE6tvzpUXEUVQwyAeF4YlcjfOV/JFsn+z40NEsI9ehqEYuyKIoIQFlOnwtLV8t72tQq5YUZU6ZTFQmsvvyc/BK1wcSm7fC5/xYXlY1c1b71Bvjo5fnT2TY88TI8/Aw0t8PMSXDL1fK/dVsk12nzThgzAj6yEKZNPNZb4uLiMihIvQiKDxSFojCYLQX85h83snrFdLpSFpkJ4P0wZEIS9mxYkEQcOctTMNEL1xTCfxQPDHfNG3Go8cIIGxozYNhQooKlwM3FcFOxhG8XafB2HF7rka3kVyAGoEDEEYiym6Qix2QL+EWbKxK5HBoNNPAPHiZCFG8PZ08H7ZRTwWpW5olEBgbvsYx1rMXCZAITOYn5e5Wk2NgsYymLeYcOOuiiCw8eKqlCR8fGpppjm8EQIkw55bTRRgEFjjiUoIlG/Pjp4mUUFMqpYCGXHlRWkotLf1BEMQs4q8/TVzOcS7kMgAwZtrKFrWylk07ixDAwKKGUOcxhAjUHWNrQwhWJXPrEqo2QSEmZkeIICIrjJkqkYMkqOZHreYLa0SWPWT0yCHRdplm31RWJ+pMX3gbDFJEoy6hhsHyDiCNlTueVREresxk9LmBdfi7862XYViflh0YGNFXKCb1ecSTd/Tu45qKBMWA5GEwTvnAPdMW6908jA798EGZNlnbsIMLoLd+SLkSKKqHXu1vgL09KuV5DkwhnlaUiFL34Nvz4y3DGvH7bNBcXlwFGuwnvJsBKzuJk+z3KHBXkLw9+kuVbxlBe1IQ/bZLcBcYq0BZAHBzDvIgmGVuyfh6LwNlBaafe3xQ4TqCwCmHnomzKFlFLUWR9y5yzz1MKJLOuOQPlGgzXYXdGytKy1ypsyCv+UZAcIxeXg2UlK3iVl53wWyvXHcyDBxubFKm8bBMbm+d4llp2EKAADZ11rKWeXVzNtXnT1lLLEhYTIkyGDBEipEnTSCNhwpRQwniObfcFBYVzOY8neYIIXXTQSYpkLpfFxqaCSpppYhFvczbnHNP1c3E5lujoTGIyk5jc36syKHC9hS59wu8TIcC2AXvv/08aC2OGQ0ek+zGPV4Kse7qLbFsG4tvq4Bs/h2/8DN5Y2h246XJs6IzsbUMuKYKioGQL7W6B3c0QicJ3bs0Xk8JBuP9u+OxHpBOY3ysB1j65EI7XI7lUmX7usHMorNsKTW0i9GTx6CIEPfWa/B2JwWe+C6s2yeci6JeSva07IRaXckxFgVABtHWJWFQQgHvuk8+Di4uLy4tRWLgTvt0E341czsLOn/BUYjart45hy85RjC5rxNa9WP4g3iIojzZxq+eX/K7gJv7b/zVmaivREKdNkylX/J6L9vNGOXy4UESc7AUiy4YWE67tJerBq8DvqiVsu9GUsrRTAlJG53fOUFW6RSIb+e4av/+O5C4uexEjxiLexosXzbmBdArLZpOkSOUJOc00U0ctIcLo6GhohAjRSSfb2Za3/HWsyS0zK8BkyJAiySQmcQVX9UspSwmlXM9HGMUYfPjw4CFAABWVFCnaaaOAIJvY4JTguLi4uLhOIpc+MnuKZM00tUpLcK/XEXwsGVB/6AK4+Ey47XsiMCjIiV0wIKICyPTNbVK69MsHu11Fz70JV5wL3/jM4HOeDFZOmSWuF8vqLi3LmDBymHTrWrcVCoNwwWkwevje84eDcN0l8KUfyXx6jyOJZYPHk//YQGfzDnj6dXEGtXZIFpOnxyAkk4H126QUbeMOccnZNujONB5dSvVCARGKCkOAAh4N6ptg3nT5XLR1Suc0FxeXoUtrBr7VDEEFAhpAkKRSyvdiH+aOpodQMPBrHjT9BE6wFSqCjXzh1JsoCLQRIUSNvonzPC/x9cQPeCNzLp0WVNqS5TMQ+HgJ7MhIV7JsvtD5QbiluPfpR3jg98O7haVyXeZ5NwE37ZIw655lZ34F7u49gsLFZZ/UUw/YFBCkjTZ09Fx4bRoDBYVSSjiRbstvB+3ikt/rsppNK630rCJPkUZFoZFG0o5DSUMng0Ebbf1ayuXBQwvNlFJKPQkMDEzEjtdBB158hxTW7eLicvwyiIZxLv2JrsPPvga3f1/CqruicsI2eTz86pswfpRM9+gv4fm3JN9m9hRxldz1WxGXbFtEiK210j5cc76PLAsef0WEpqnH1ok7ZFizGX58P2yphROnweduhHPmw8vvihhiWmBbcOv1IvZdfOaBl+n3wamz4eXFgAG6Ji6xdBquvHhwCH7bd8GdPxKh0rJE1OyISAD7sHIpwWtslf05kYKPfFkEINMSZ132Z/bqdsaUfd6yZP9WFJkmk5HXJzQASkFcXFz6l0UJEUECPcZkfn0EbXYlraM/iqWMwNIL8KgqpcClsx6k3NdGk11NWoWYHabAjvFl/72sjJ9F0tYwgItC/bVF+XgdEec/S2CnAaM8cj8QpT1eD12RLm3vjYMvN8LjEemGNtUHd1fBeQNkW10GD7ojgqiolFFGK6148GCQQUfjBKZzMZfkiTmFFALktc0WFErIv+IzgQlsY4tTsqY781noeGilld00UE0vV92OERYWqnNLkcrbnlZamMJUN7zaxcUlhysSufSZyePgmd9JIG9LO4wbCTWj80OOy4rh+oX58z31vzIYD/hh0XL44R+6BSKQ+U1TluuKREeex16Ej39dhApFkdDpR56HJ34pYtALi6DABwsXwJwTDm7Z994JN3wJ6nZLSLnHyS+6+/NHZ1v6SiQm6+L37X+aT31bgrc1DXxeKQ/DlqvZu1ugsQVQYEQVTHCE0C07IRIXwXP7LlA8EtitqDJfzSgRmTRL8oyqK6SE7cMX7399XFxcjj1vxuAnrZBCnC5XhI++wG3Sa9U24KFs9GTOPw2efVOaA6gajK18m4xdyCgf7DIhCEStIOVKEyGayCjV3FwE8wZY5uxIj9wPh2Idfj8Cfn9kVsllCDOCkXjwkCJFkBA+/ESIkMHgCq5iHOP3mqeKYVRSxW5259rIJ4gTJJib3samnXaKKSFIkE46cx35/n/2zjtOivr84++Z2b631xsc5WgqRUSliSAKihp7N8Yak1jySzVGjSXVWKPGxBaNUWPX2BsqqKgURUVEqvR2vW/fmfn98cze3sEBB9zd3h3zvte+uFt2Z747szs73898ns8jodD5GBjUUptWkWgY+7GExegYzQKRiF+qFaxtY2Njk8IWiWx2C4dDnCi7+5yhA+X3DF8q+DqJrksZzh2PwuOvwIlHSgty/z7ouli9QUSdcBTOOAZG7GXQfiwGv/iruLgyrLI/TOlS97u/w1sPwVET9nz5BwwWEfCVWeIQG70fnHQUZGfu3bj3lOVr4K//ku5iqgrHTYbf/DBV8tiSDxZAdb3kKrldUkapAChSNmYYst1UFQ4YlJo4DugLi1eIMFScB2XVIsD1yU+VqRXkisDkdMp7/pTp8IsLunJL2NjY7IqLNsGTDSnB5p0mmOyB2YNA60ShaLxHMnZiZqpdfdyUdR7mhTP+D0YMETE/EoW83GJGlJZhOPzURCS3J6AmcAC5jgAPFMGMQOeN18amN+DCxfGcwDu8TVB66OHBw5Ec36ZABCLyHM8JLGA+K1iOgUEppUxiMi5c1FPPu7xDDdWAQoIEXrzNuUd+MnDiJEiQAGk6MbIYyzg2sZFKqgAwMFEADRUvPiKE0zo+Gxub7oVidqPE4LFjx5oLFy5M9zBsOpGmIJx4hTgusgKACQu/FVfH2JEiKNXUw+j94ZE/dY9cm0RCMmvycjq3I9sDz8CN/4BwRP5WVbj8HLjj6j1f5qJlMOUCcbC0dHxFo+Ls2ji7e2zjHRGJwqr1IvIM7LvzK/wV1XDWr2R/5WRJmVdlDYwbBffftP1zH3oe/vUcrN0spWANwZQw5PFIIHU8ISVk40bJ9gJ5TFklXPdjeOsTUEw4dgqcNl2W8fYc2FAmwtLwwdC30Hqv29jYdBsWhGDSOsnOSx4aDev2WB+4oJOzw16ohzuqIdmkSwP+LxcubCu3JzYP6n8Gag4JPFQmdAyjnDLtVPrn3khhNz6G29h0NxIk2MJmDAz60Bc37bP4JvOLWgZeP8UTNNJIgExUVGJEKaOMTLKaS9VChMgllzM5O+3lXHHi/JN7aaC+OTMJIEaUIQzhB1yY1vHZ2Nh0PoqifGGa5i77LdunFjZdSoYf/nGDBB4nQ7BDYSlzClgZA33dsPQ7+HyJZN6kk0dehBvuFRFLVWDcgfD83yC/g8WiTWWynoRu5dYoInbc/6yUgR05fs+Wq6oigBhm61aGpinuGa0b5RRW1cKchfKeGDtS2szf8ahsB92QMrbbrtpx8PMbH8l7qbhA/nZokiv0xbfi0Eq62ZIMHyzbpygPtlTK7wlrxmaaIu40BuX/nC2OlNV1MHEMnHmc3FqSlw3nn9whm8PGxqYT+UeNOIhaHhdVRLR5oK7zRaKzsmCCD+YEZRyH+2DwjhofuQ6DjN9B8O84aKSPZoL3REoCV2/fptLGxmanOHAwgIG7fuA2tBR4mmjiVV5iPetR0WiggVzy8OMni2x8+AgRQkFhCEM5nMlpF4hAAqw9eAgStDqwGRgYaGjUUU8TTWRgB37Z2NjYIpFNGjhwP3jjAekWNfMTeOoNyV5IoigyWV+9Mb0i0Xufwi9vESElwytCxfxFcNKVMO/Zjl3Xq7PFNZMUiMBy+ETh3y/uuUg0Yog4cL7bAKpXhC7DgLgO53ajcOmPF8I1d0npl2lIvlFdo7hxsjNFtPlmJfz2Tvj3X9oe97rN27uiFEXEn4qa7UWiSWOknG/xCsjKEPHHtAKnSwqhMFf2eb8iqKqzgqp1Ca6++oedty1sbGw6H2UnJmqtiwzWA5xw/g46fm2H93TwnAj6ZlBzQG3vE21sbDoSE5OZvE011aioONAwMKimCidOHDgYxGAmMwUFpdt1DVNRKKKoOY8JFHR0aqjmKZ5gKPsxlSNx2FNEG5t9mvTL2jb7JA4HjBoGE0a3Ue5kiljw8UK47REJWk5HVeTtj1qlR25AEfHA74NvVkm3sI4kGrOEj23ED0WBptCeL9fhgP/eCn0KIRyWZYUjMH0i/OlnezXkDiMcgev/Dl63hDz3LYJITHKTkqV3iiId8ZasgvVb2l7OQfuL66gluiGi2KB+2z/e4YD7b5SOboeMgKnj4PyTYOJoES3rG+HMGXDpaTKOdVvEnfSz80V4s7Gx6blckSuHW73FfQZy3+WdWFa8VygucAzaoUAUNmBZFLbGu3hcNjb7EDVUU0UlmWRZbhwTFRUTaKQRE4MBDLDKubqXQATQj/4YGBRSSAYZGOgogB8/PvysZDlfYEd/2Njs69gysU1amXiQODU2lknej4KUmtU2SFbRV8vghZnSGeo3l3St82VTmYgCLUnm+qzZCCP3MlS6JacfA7//p2TgOB3iWIknROA449i9W/aB+8Pil+G9ubKdjzhU7usufL1CRMFkRtXmCtn28Th8uUy6hQ0sSbmCGpraXs6xh8MTr8rzszNFMGpogrNmiPjUFn4f/PgsuSVJJKCyFjL98Mf74aW5EiQejohAeNF1cMIRcN+Nkn3UkkQCPvocZi8Qx9GJU2HksA7ZTDY2e0W9Ds/Uw6wgZKpwTiYck9F93IRdzSQ/nJsJzzZAS01lmg/Oy9rh07otLzTAvdWQABKmlK/9uQAC3W+OamPTo5H28dIRLIts6qhtLt2KEGYQgxlIabqHuUMmMolXeIkmmqijrjlnKYccFBR8+FjCN4xnQnMXNBsbm30P20lkk1YcDnjoD3DkOKiqEXEgFJGMor6FUJQvZT/PvwMr1nbt2MaOSmXUJEkkrGyiUR27rtIS+NWFEihdUw+19RLy7XDAvEUpR82e4vXAydPgp+d1L4EIZHsmnWKVtVJm6HICivzfhjJ5X0SiIqAN20GUQIYfHr0Zvn8CuBzyvrn+Mvjtj3ZvPA6HiEqVtfDhZzKJrqqRDCe/DzBh/mK45eHWz4vH4fxr4MLr4L+vi2B18e/gxZm7u0VsbDqWoAGXboGH66BKh5UxuK4C7qtN98jSy1P94IMBcHoGnOiHN/rD+6WdJ5w99zaMOhn6HAHTLxG3bEfwWRhuqwKvAvkaFGrwSQj+WNkxy7exsUmRR77lQkyQRRZFFOPFiwMnhzKO73FCt3QQJckjj7M5h4MYgwMHATLpS1+cSCiaikaMGCbdp7GRjY1N12M7iWzSTkGudPCKxuC12XD7v61sHgtNE2fNZ99Iy/Wu4qYr4e2PRaxxuWQMiQT84MRUOHJH8qefixDyyP9EDOlbKGLFvK/hgWfh1xd3/Dq7AwcdAH6vhERv2CruLUWVbaEocluzUbbJTVemuoy1RV42XHWx3PaWTWXiXCorF+EoOXFUNckn+vAzCIZEODJN+NnN8PoHqcc2NEqZ398egxmHi7PIxiYdzGyC9XHo2+IbP0OF/9aJmyZ/Hz4TOCJDbp3NL26Gfz5N87SrvBq+WCqNEGZM3rtlP1sPTsBtXfZTFSjSYE4IqhOQtw/vXxubjsaNm4lM4lM+RkFFRcWDl4EMTGuWj2n9tCcgO0AmhzGJRhpYw5rmLmcAYUKUUNItgrZtbAwMyimjjnoCZNB3F+/NymXLWP7yywQrKhgwZQrDjj8e1eEgHg7jzsxE2Vft03uAfepg021wu6TkqK3Pr6KAbyfiQGcwbCB8+Dhc8zfpkBXIhsvO7lyx5qvlcMhIyedJUpAD/3sPfnVR7ywN0VQR3m7+l+QQOR2gOWC/UnlPVNdJOdoDvxd3V1fRr1iEQV1vvd1NQ0RM08rO8iOd2F7/AJxOGTPI/2+tlH25ZBVMOrjrxm5j05KFYXC2eA9HTGjUxWG0IrZvi0RdwcYy6VSpKKkSZtOUctjr7oFjDt+7Y3tlIiUQJVEtJ2ajAXl7vmgbG5s2OJDR5JHHUr4lQoRBDGY/9seJs8vHYmKykM9ZwDzChCmgkGkczQAG7PK5E5jIZjbTRBMaGgY6DpxMYi+V6y5GR+c7VrGC5Sio7M/+DGWYLXT1cIIEeY1X2MgGokQByCSTUziNUgZt9/jv3nmHD266CQDN5WL9nDl8/Ne/orlcmIkEmf37M+nqq+l/2GFd+jp6KvapoU234rAxMqluDELAL/eFwjLxnjqu68czahi8+WDXrS8ckbKpljg0iMVkUtHbRKJYDK66XdxSOQEps4vEYPhAKTUEcRkV58OhI7t2bKUl0lXumbcg3AQeVUQhp1PK2fazOq+BhKsr1rmIYch+TGZKba1MCUc2NumgxAlxy8KyLg4b44Ap+TXXV8BjfaHUfo92Gi++A4YpgniSli7JUNgqZd1DjvDBg3UQaLH8kAEBBfp1/ZzVxmafoC8l9KUk3cNgNrOYyydWfpDCRjbwDE9yPhdSQhtdO1qQRTZncy7LWEoF5eSRzwhGECCzawbfAZiYvM+7rGE1TpyYwCY2somNHMV0O1epB/Mhs9nIBuLEceJEQaGBBl7lZc7nQvLIb35sIhrlk1tvxZ2ZidPrBSBUVUX9hg3kDhtGVv/+hKurmfnLX3LKY49RMHx4ul5Wj8GWWG26FQE/3H2dXAGtrJFbPAG3/VrK0no70yZA9TY5IVW1MOXQVGh2b2LmpzB3kYhAfYvg4OEiwKxYC40h2f/RuLScT4dA9uefwy/OF5EnGAKfW8oAvV644fLUmHxe6YhmmlDfJKWTpikiUUMTvPlR14/dxibJKQFwKSIOrY/RfK07V4OoDr+tSE8HyX0Fh6N19loS05T8tZ2V0LaHs7KgnwO2JiSgvCIhDqJr88Fhz49sbLodESIs5DOe51le4xXWsmaPMoBixFjAPDQ0nDhx4sCFixgxPuSDdi3Dj5+xjON7nMgEJvYogQigjK2sZS0ZBPDgxYuXDDJYyUqqqQIgRIgaakiQ2MXSei9BgtRTh4GR7qG0iwgR1rOOOHE0tGaxz4GDECGWsKT5sQYGX5V/TPnPB1L526E0TMokYSYIlpejud2Eqqqo+e476tavJ1hVxVePPpqul9WjsJ1ENt2OQ0bAO/+Srle6Ia3N9/Ykuqdw5felq1tZlVx11nVxq/zywo5bR0MTvPwefPylCG9nHSvbPB3M/FT2bVJs8ftg7IEiEnmcMPFAuODk9HUI87jh6kul7f2s+bB4BfQvhuOPkPyjJEeMlVLJpqCISYpiOQc0cUC9/iFcegaUFKXnddjs2/Rzwr3FcO4mafMeB3IdsJ9LTgLWx2BtHAa3cBMlTNgUF3eKnWmzd5xzPFx3t3RJVCxHqGGdp196xt5fAMjW4IkSeKUR5oYke+qsLBjh3vVzbWxsugbThFUxCBNjieslGpRa3Lipp57NvM04xjOW3bPMl7EVHR0Xra2gKiplbO3I4XdbKijHxGjlGJLfTTazmS/4gnWsARRcuDicyeSQw0Y24sTJIAaTQe8NjQwSZCZvs5rviBHDhZupHMk4xndrl5WOjo6B7M1tx6nQQH3zX3P4iCXF3xAf5Ed3OogMKsQ9woM5T8GIxghXVxMPBlFUFSMe59vnnuOIG27Ak9UDW5l2Ifapn023xOWCcQfK77EYPPcWvDxLvmRPPFKEDU8vPAEuLoDn7oKZn8CyNZKLdNzkVFnT3tIYhB9eD2s3SxnXklXw3ly44TI49eiOWcfu4HWLELbtfSWFkkE0aOdO6S7D44YTpsqtLfKy4c6r4fu/AY9LSs8cmpQrZgWkTG3tJlskskkfh3rhOD8siIiDqGVGkaJArMVF7FlNcEsVNJpyzD3CBzcVQGb3bdjTrSnMg7uvhV/eIuW0ydLhoyfCzb/smHVkaXBRttxsbGy6D99E4MEaeLNJyje8WgLTMZnvFy5mkLcGkAnxlyxkJKPw4m33sn34UVAxMFrl7xgY+Hux8NESD16UNgpjFBSWs5Ra6vDjR0EhTpzXeAU3HhyWO2UeczmaYxjMkDSMvnMxMXmdV/mOVYC4cKJEmcnbGBhMpPtm8/jwUUA+9dRhojYLRQYGHrzNpZS11LCcZWS5comqPqK1DWhuF9HhAcxDCzFmf4czIwOHWyaNpmFgGgbLXnqJgy+5JG2vrydgi0Q23RrThKvvhDc+lLIzp0OEjblfwX039s4SrIAfzjy2c5b96ixYt1lKppJEonDXY3DclK4X3k6ZBrMXQEJPBbpW14k4VJr+Uv/d4rAxUoJ212MiGmVmyPszWXZWZKfH2qSZ4wIwN9L6i79GhyYdHqmFA9ww3A3XVUj3s0JNHHEfhiBRCfcUp23oPZ4fnwXHT4H/viZi/dnHwRg7EsHGplfzTiPcUCkOItMUkUgxVfIUB0+WjeOX/T8k4IiioQEKtdTg3Y2cozzyKKSQcspw4EBBsdzAylDhAAAgAElEQVQXcBiTOudFdTNKGYQbN2HCuHBhYhImTJQIlVTiwoVOggwCGBiECaOhkUMOAHHizOZ9+tF/O0dWT6eaKjazCVBwWt/8ThzESTCPTzmUsWkJW28PCgrTmUE55TTQQNIfpqFRQAHDkRKISiqbH58//ACqli4j2tiIoSs4jhqMUdOEUpXADOro8Tiqw0FW//6s/+gjWyTaBbZIZNOt+XIpPPUGxONSumOYgAmz50tY8PjR6R5hz+KTLyVPpyUeNzSFJEB1xNCuHc/hh8Alp8ETr6ZKzory4ParemZI9ynT4MnXxTmkKCJ+VdbA2JEwdGC6R2ezrzMjA94NwqchiBkQNKEiLuVKTyed2wrkq1BknR0k26nPDcHWOPTpnueTPYJ+xXDdT9I9Chsbm64gbsLt1SlxyGVd1AyaGhHDhUuFZcEixmdtsJrXG7vlIgKZGJ/NOTzHs1RTRQIdJw4mMIHRHNTxL6ob4sbN8ZzAizzXXH7XMncnRowmmqinHh8+QEEnZWF34iRGjK1sYSClXf8COpEQIWLE0bZxWqkoJEiwmK8JESKLLIYyzNo+3YcCCvgRlzGfeazmO1RURjCCMRzS/Fnx4Gl2GWkuF0UHHUQsHKTcWYnzN32JHzeAqKHjeHI5gTfLyR4wgHgwiC/PvnK7K2yRyKZT+fwbeOBZWLUehgyAK86BCbvxvfXc29L5JeCHZEmqocPmCnEU9VSRyDThrY/gweegIQinToMfniGlSZ1JcT58tTz1dyQKm8qhvAru+S9cdnbXdhFTFPi/H8AZM+DbVfL6Dx4uQa89kYJceOgPcOvD8M0qETZPmAq/uaRnil42vQunAjcXwI+2wNww1OoQQsKrfdIYhyYdQgoMtC6oGqYEIW9IwG/K4YfZMM1vv59tbGxsdsbGuHQZ1BRaRVK70AgaHjQlTMgQ50uQJvpSQg6736Elmxx+xE8oYytRohRS1KszdtpiBcvR0AiQSR21bT4mTpwQIUyrXGlb2ipZ6+nkU4ADjRix5nJEkSMNwkSaQ89NYCGfcwqntuoY1h3w42c6RzOdtjMxSuiHHz8hgnjxgQK1vkbi6OSQj+LMJNJQDz8dizejDGVBNXo8zshzz+3iV9Lz6KFTMZuewPyv4Wd/AbcbAj74bgP831/gnuvEQdIe1my02ga3mJCoVllSrAc3Kfj1bfCv51NtkL/4Fl6cCe88YglincSZx8Jbc6RFu6LAV8vk9+xM+GYlXP4H6eh13JS9X1ckKqVkC5dIxtD3pkKfgrYf26dgx//X09h/EPznr1JS4nT0zuwsm57Fogg8Vw9lCQgasDgik5eQKUHWBhAxIVMBH5JFFDWkI9rSKFRbF13XxOCaCjgrE67pXueRNjYdimnC7CC81AgRA47LgJMD4O5980ibTiJTBR0IWOevJlhxyioB3GhKhELPZkIEKWUQRzJtp8szMNjKFrawBQ8ehjC02fmhoe2y3X1Laqihmip8+OhD31Z5Rj2NCBGWsww/GdSxaYePMzBIkEBFa+WYiRHFiZM+9OmK4XYpPnwcwljm8klzl7Ck08qNh0xSwc0hQszhI07jjDSOePfR0DiJk5nFe1RQiY5OI41oaNRQjX6AB6MBDM1k6wX5FH9bzuE/voaScbsXEr8vYotENp3GP54Ej0dagwPkZEJ9I/zjqfaLRAcMkq5SsRg4rTKHeFyEoyMO7Zxxdzar1sMjL4p4kHTM6AZ8vRKefgMuO6fz1j1qGPzxZ3D7I7B6owhEhXkibDgd4tq66zE4+rC23TyxGMxfDFW1sH+plKe15ShoDMJlv4eV6yVrSNfhPy/DP2/Yd3I4OlPss7FpL282wh8qQUNEny8jElLtsz63MmmBKNBkSMt0xYR1ccklqtTluUPdkO8A3YQXG+CcTCjtXfENNjbN/K0anmkAryKlQl9VwftBuK+PfEZs9pwIEUDKRLbFxOzWHZd2h3wHTPVJpltfDbboIj7qgF91crI/l2s8M3Dh2mWZmY7Ou8xkPeusbQQLmM8JnEgf+rZ7TDo6H/EhK1lhbWWFzLif8YsH4U64KBw1Cpe/Z528hAkjRlilzfbuCgomJioqGWQwgcP4hsXEiKEgYc7H871um82zt0xjOn78zOUTIkTJIAMFhQDSESdKlDpqiRClmipWsZJh7JfmUe8eWWRzGmfSRCOv8goVlJOwfkyHCblOnLoDxe9HfeEc+msz0j3kHoEtEtl0GivXQ+E2ztnMDBFJTBPmLYKHX4CNZXDgMHG5LF8DK9fBiCFw0lFy3+sfQk0dNIYBU8SMKRNgeA9tRPDabAkybinCaKpM1l7/oHNFIpDw1OkT4KQrIRiGnBYdIH1eqKiGytrtnT2by+GKP0JZlYxfUWHqWLjlVykBL8kLM2HFutYB2fWN8Mf74aV77VIVG5uuIGbCHdWQpYJXTV3J1hH3kEsRB1GSCCIQOYHjM2BBCPwqDHNBjuXg1BRZxtKoLRLZ9E42xuG5Bsni0qzvqkwVvojAvBBM6Vlz6LSTdMCsYTVrWEOQJlQ0csnlIA6iPwPZyhYWsIA6askmm/FMYCjD0j30veb3BaBXwichKFGgwYAxbvh5HhzlV3Eo7WvBvZIVLOVbdBKYSAmOhoP3eZcfcGG7nUArWM4KlpFBAAWF2NLNrP3FvaxbV4dWl0BRFA69/HKm3nADmqtnHOADBNBwoKPjxImBYWU8pQRHDQ0/fkYzhsOZzIGMZgubceCkP/1x03st3woKEzmMCUxsDvd+kecJESJKlHLKAFBR0UnwHu+ioDKULg4p3UsUFKJEWcfaZmHQbFHoqSs67kqdyuAq3qr6F6fu/2M82XY70J1hi0Q2ncbAPlBV19pREQxB/2Jp8X7930UscDlh1gJ49GXo3wey/FKm9OQb8J+bpWPU3U9APCaOm+FD4G+/bZ/QkEjA50skPHj/QbBfafoFCl/yglFyxmZhmOK26gpcLtkWXyxtfX9Cl6DazDZOgv94H5RXQ5FVZmKasp9eeg/O+Z71/ATMXSRusWhUApxdloCUmSFCU1lV7ykts+l6QgZ8GIQNcREvpvhF7LDZng1xKZUpsL7pFSCgQkiXUFW/ClEzlZeR/FcHFofhF3lwV01KIEqiIGHXNja9kWVReY9rLY4rigIOEnwbbmSKLwBK554+9xZHTdIBs4611FCNgYGGhgMHlVSwipVkkEGMODnkECBAmLA1UVUY0sMmqtsS0ODuYihPQJ0OA53g2c3KLhOTD5hFiCAOa9pWTx1u3OgEqKGG/HbmyCxjKS5c4rqJxKj42X8xVpShN0bwOLwYhsn8v/2Npi1bOOnhh1HSfcLcDhw4mMBEPmEOfvzEiLcSCRQU3LgZSCmHMxmATOtnX0JBaS6zG8koPmEOQYJAUiDS8ZOBGzcLmMcQhvS4Y9BylmFi4sJFjFhKJDLBiCcw19eDU2Vt/TJevugiTnviCTxZ7RNq90Vskcim07jsHLj2Ljm5yvCJQNQQhGt+BHf+B7ZUQDgqjw2FpV14OAyDrO6f5VVw/zPw119JRs6KtSI0DBvYPqFnayVc+SdZj2EdJ6ZNgJt/kd5g5JOOhD/8U1671w0oUkKnKHBFF+aoXXCyuLlq66W7mW61aj//RPBv0+Cgtl4Cr1s6wxRF9sers0UkikThZzfDomWwaau8vg1bJcw5PxtyLcHe3TsdvTadTNyENxrgD1UibPhVKQPJ0+CSbCh1wqFeuxSkJVmqlTlkivgLsL8bykMiBOmkys2wfnciuUQLonBoRMpt6nXI0kQYrtaljGLc7jXhsbHpMeRobDM1MjlceZHprgcYnGiCmgzwXQGeMzv0qpOJyQLms4D5hAmTTwFHczSlDOqwdXQ1q/mOdaxtDsd14CBGjChRPHgwMGkiiGE1KffgaXZ1fMaCHi8SJSlypDpG7i6VVNBIE6r1AynXhAv3buUJ6ejNAc3RheswKhowmqLgdqAqDhQU4obB2lmzKP/6a4rHjNmzQXcxoziQDDJYxFd48GJioKDixcsABjKUYRRR1ONEj85iBCOpoIK5fIpqdXtz4yaXXFRUGmhAR28WJXsKDVYWUVIYjBDBNE0wTRxVMRyKg4RPw9sYo3HzZla8+ioHXXhhuofdbelZe9+mR3HMJHGm3PcUbK0QB8pVF8NhY2DxCojEIJ4Q90nCCkatbNGUIC8bPvpcfg/4Yeyo3Vv/n+8XgajQ6nJoGPDeXGlHftZxe/3y9ph+xXDLr+H6e6ChCVDAqYl4NqmdWU0dwfjRcPTh8PfvIDYD8EDGGtDaaK6RFNm2PR9WEHcXwCuzJIC7MBfqm6Bmo9y/qQxq6kFZD2fOSIlFNjbtpU6Hy7eKg6jRkC5dbsCvSdnTkij0dUA/JzzQZ89PxnsbBQ44wsrEKNJEKNKAIU4pM4ubkkWkI0JRhpIS2Uxke99eBHfXSIczgCEuuKVQ9oGNTW/kYA/0cUjQe74G45Q3OE29lQYzh4CzCAhD062AG7wnd9h6Z/M+c/kUBQUVla1s5mme5AIupj/9O2w9XclKVuDAQZgQcWIkWuTGGC1+nDhpoJEMJMTShYs66nqNo6ototEElZUhcnO9+Hw7vnpWTTUePDQRbzagJ/N3nDjJIafd6xzGfsxnLk6cmOEYZiQOpommqM3bWVEU9ESCquXLe4xIBFDKoB4tqHYlGhrTOZoKyqimGi++ZodZnDg+/Gj0PLtwAfkECNBIIybyOhMkQDdxViUwPCqoClkf1oHXy8a5c22RaCfYp9I2ncrxU+C4yamyI0WB9ZshFBGByDBaCw+hsNzvdMi/2zpa2ktdg5SZJQUiEKdSwA8vv59ekQjgh6fDMYfBzE8hGoMTp8LAkq4dQ0U1PK2B80zwRkE1ID4B/toAx26AgwakHpuXDSOHipsr3zofMU1xhl1qNUJ452PZz599I/vREu9BlX+dDumi1plEovD1ctnXo/cHd88oqbfZBfdUw2dByXNwI+VljTrUGVI+FTFEGNochz9VSrisjfD7AqAS5oREJPIocFcxjPdK96Z3muC1RjkWO63PaswUt5BTkXKJV/tLkLVTgX6O9Jfs2th0Jg5FjiHXV8C3UTjS9QhRMtnP47VKW72g6BB+pMNEojhxPmMBmvUDMsGJEmMW73ExP+yQ9XQ1yUlaI43b/V+UKFjSRIwYLf1bMaLkkNMrBSLTNHnqqW/417++IBbTUVWF8847kCuuGIumbe8K8uPHjRsFhUYam7eIgsp4JuzWNhrJKNaxlnLKMcbkYlg6gIvWJ0uezEy8eXltLMGmNzGJybzFm81/x4kTIcJUjuyRn73hjOQbFjdnVMWJETHCxKrrML0qWl2C/KfK8KyL0BSNEijp4olXD8MWiWx2ycp18L+ZsLkSJo6Gk6dJmVF7UZTWk/VITDqeba0CzbJ1q2pKMKqqhaI8cZ/87Pw9G3PS3bLtZEZVU66ldNO/D/zozPStf+YSqD4A/GEJqwXQwtDoh4dWwf0DWj/+91fC5X+AskrZvpoG4w+UcHGQ/bp+i+xr3ZCuZqYpLqSRQyErQ8rbOou5X8Hv7hahCAV8Hrjjajh0ZOet06bzWRqFe2rkPRUFYoDLkDKqBFImqSjyXsvX4LOwOI/szBwhoMGdxVCZzMRwpTKczs2C0zNhywb4NERz3Zlfg0FOqDfEoaUqMNgWXHskYUO60b3dBG4FzgjA9wKp8kObtilxwn/6wtYE5NVuwaUVtj6fUHygb5EDTweoptVUkSCxXYclDY0KKvZ6+eniAEawlG8xrO5S23af0lBx4CBKlARxa2InP9OYmKZRdy5vv/0dd989j7w8H+4sqI7Xcuej77PWv5xrLzmeAlqHNpbQjyyyaKCeAH2IEiNOjACZHMjo3Vq3Cxcncyob2EB5QRmVV0dZ8uu/kQiGUR0OTNPEnZlJoKSEAZMnd+TLtumGDKSUGRzLfObRQAM+/EzlSIYzIt1D2yMyyOBUTmcec9nABvz4GaUdQcVdz7Dp8/kEfHmoqkosKFlMI85M4ySsB2CLRDY75eOF8KvbpCTM55Xyr6ffhKdub90Va3cYVCIlR9V1MvEzTEtQUFMikarAKdPggpP2bB152dKefeU6+T0UAUxxGF18yp4ts7dR7QIlkhKIkqg6bGkjuHpQP+lM9vEXEmA9fLCUAKrWha+8rBbOsBbnzJom+1c3wNNJDSSq6+DqOyXvqMC6+NUYhF/dCm8+2L3a0W8qk/Du0pKUK8umbUwTbqgQ7cKjyrEiZt1MRChqMMVdtCgCB7jkrZcwd7rYfZICRyrAuiUuBf7bF07eKNlD+Rr4VKg2YIZfJss2PZO4CVduha+j0p2rOg4vN0qe1xQf/DTH7tS1MxQF+joB5wjQV4PS4oBt1oNjRIfZ6gJkNofttryCb2LgZw8t1d2AUkrJIpt6Gtr0JahogIIHDwBNNFJIEeMY32tLhx57bBGBgBvDHRMB0An+PJU3ntjEsIte5HT1dAopan68hsZJnMJHfMBGpI6/PwOYylHbOYDag4bGIOuHSw9jeL+JzL7+eprKynBnZlJ88MFM+/OfcXrt4Ll9gSEMZTBD0NGb83x6MrnkcQInNYdWKyhEbxzBR3/8I+vnzEFRVdyBANNvvZWC4cPTPNrujS0S2eyQ+ga4+HeSE6TrUkrkdsGajXDBtfDiPXs26Xe54FcXwf/9WX5XLReAzwN5ORLefNrRe98B6/dXwnlXwydfSOkaSF7OzpwlwZBM4Avzupew0BlM2x/4AhIGOCyhxzDAdMHhO3Bg+n0SIt4W/fqIcNgUkuXFEqCpEs6d0EXISZamdTQfL5RuarkthMuAX8LPP/1yx2PuSsIRuOkfIrRqmmzrs46FX1+cEtpsWrMpAZviUKLBFh28SH5OHJqvR7sAvwJBExZF4Ti/BDavjslkuNj+ltslRU54uh/cVQ0LLGfhxdnwEzs/rEczN2TldWlQpcOGhJRSNemwJga/Kod7i2FSz9UguoaMn0P9lWBUgRIAsxEwwP/zDluFHz+lDGINq3HgaC7TMjGZxOEdtp6uRkcnSgQNtXkCqls/Kio+vHjxkUEGEcIcz4k9Nn+pvZSVNeHzOaikqjl/SnWbhGoVQvEIb7nfZBrTKaFfc+lhBhmcwElEiWJiNotqHcHQY49lyIwZhCorMU0Tf2Fhj+hqZrN7JEiwhS3EiVNMMX5SkxwFpceFVO+KlmKXOxBgxp13EqquJtbYSGa/fqjp7GDUQ7C3UDfDMCTTZf7XUpJ1zCQoKdr18zqDa+4SwcTllAkuCkTjIubM/Qrufhyu+8meLfuS02DB1/DaByIS5WTKxHnUMPjRGSIe7S152eJgKSmSf/0+wBRn1Ov3txa4TBMeeRH+83IqS+esY+EXF8DCb+HhF6SUKjm+eAKq6qTTWmkPLWkdnQvHF8JbleAIAgYYPigtgAv34DVNHQv/excy/dAQgs1lkk2k65K7NHVc54lEoUiqQ1NLDDPVQS/d3PskzFoAffJFFNJ1ceWVlqRK9mxaoyH7tcghglFdqpspDiBXk05nceQzq1tlURPXyv0eBcb74M8FkGd/2+2UIS7JYTFMKxhVkaynNxulFK3IAScHYJBddtZjWBSRfxVFMqUcVjC5gXQGdCvwQE1KJIqbUp4WUO3cqVY4D4WshyH0CCRWgnMc+H4Ezt0r9dkVZ3I2L/AcG1hPjBhOnExkEmPowo4WHYi0bp9NDTWYmMSJo6CioWJi4sVLEcWATGAVFAopTPOoO59DD+3D3HkbiRXEmifmoXqDzKFxQq4YQep5izfJJ58TObmVIJTs/NbRKIqCv7D3b/t9lUoqeYvXiZA6IZ7IYRxE1wSThwhRRy1+/GSRvqtPvrw8fHbWVruxT5u7EYkEXHs3fPhZqlrnoefh9qtgytiuHUtFtYhVDodkzSiK3AxDJvxFedLNaswBIiQN7AuTD9k9ceefN8BR4+F/74lL6XtHwHkndIxABPDUG+J6UlTJUMp3g9cjr23eIjhqQuqxr86GB5+T8h+XU/bFU29IadDHX4qg5PfCJ1/Ck6+Jy8nnle1xwlS44XLZVj2Nxw+E27bACzUyQRiXCTf13bPuUBMPElHzvbniIOpXJO+d04+B80+EYaUdPvxmDh0pYmNtA2zYIoHaLqfkIB18QOett73E4/J5KcxNuYY0DbIC8Mybtki0I/o4YKhL8lRUpPuWDoRNyIzDgKVQtQmMIsg9CCpUuKPG6rxltX2vaRLnxOMl9sS3PSSzasIGXLZVMqGcSP7TMw1weyEc0ctdlr2FPtZx3DTlM+NCREATK5Rche/icux/qAaebRBxtcQBV+fB4fZ+TuEcDVn3duoqPHi4gIuop54QQXLI7VDHSFezkQ0sZQkqKi5cxIk3i0FuPCiohAg15xQdwdROE0G6E1dcMY7PP99CUzl4MnTiIYW4mWD6VSaaoqHhwI+fSir5ki96tJPMJr0kSFBOGW/zFmA2u4d0dOYxl2L6UETnORFMTOYzj8V83dyRbwADOZpj9qhU0qZr6YHT2p5JfSM88Cy88aGcoH1vClz5/da5Ph99DrPni6Dh0ETQCIbhxn/Auw93nHjSHqrrpLQsP0cm3c2TK0soKsqHVevhd/fIpFdVYWAfeOiP4uBpDw4HnPM9uXU08xbBHY9CTYMIbmWVsHKtbNusAFTXt378E6/K/7mcqbHlZcMTr8Ho/SDDOlmuqRPhoykMpf1kW7z2ARx0gJTI9TR8KvyxH9xQIjku3r0oe1JVuPkX0qntg88gwyfd7fbvgliB/UrhyPFw39OWy0SFkA4eF8xdJPsqncQTIhQlEtAUFNHR65GOb/VN6R1bd0ZRYLJPRCJFwWppCvkNUHk/rKizRA0T6r+B0HngVuVxESs0PWTAywk4t0kCe23ax2uN0tmpjybbPmFC0JDucW/7LCFuHyFmwBcRca7t5+oZYuOyKHwUhO9isAGIGhBEPhsuRT43jQYMdkr3wGcbJI8qG6jV4dfl8GhfGNlzNYquxTRBXw9mEziGgbLnYkeW9dNedHTChHHj3i74Op0s4RvceAgSxMTEiROH1XUoiyzGM556GvDgYX8O2CdcRAD77ZfHk0+ezh3/ncm8xasZPMHNsAtjFA7XMDDIJQsFBS9eVrDcFols9oj1rGcW7xEiSC21uHBRQCEuXM1ljKtY2aki0XKWs4gv8ZOBajkIN7COT/mEo5jWaeu16RhskagL0HX46Z9h2RoRXRQFXp4Fi1fCk7eB0/pOf/hFWL1BJtsmkqkyfLCU7ixbI0JEVzGgj5xElvaF2nqZyKqKTLpKCqGiSgSSkqLUCfP6LfDPp+D3P5W/N24VAWVTmQQcHzd5z1vaV1TD8+9ARQ1MnwiHH7xj545pwq0PS75QPC5jThKOiGtp8Qo4c0bq/qpacQa1RNOkVMlrnSTHEyI6edwSigyyrwJ+KbPqDJFo7SZxag0qgeK9zGjaGU6lYyZ9qgqHHyK3rqSqFt6aI+HY8YR0wXI55fbgc7Kvu1Jk3RaXU8Y1/2sRhkxT8reyM+DUHigudiVlCQmkdigSWB1QYeNLUFUNRp7cb5rQNAC0qDQdClslUw6ktMZExI1jMvYtcWNvmB0EnyKlfKuiUGN1hXQpMCcI03ejw2VP5qEaCU8PW98jQ13wv34wpBsbHuaH4IJNsFWX7786634FcYW5gEVhKR28OBtuqoRCTT5LAJkaRBPwZD3ckmaRqCIBn4RgZVTcbAOccIwf+ljnTQlT/v+DoGSQfS8DRroli+nbqHQ5nOyDjHZeANkahzoDBjrlIkq70Muh8beQWIZVyAcZ14Nnxq6eudesYDnzmEuUKCoqBzKacYxvngSmkwgRnDjIJZdqakgWhRsYDGYI43azfXtvorQ0m3/eeDaL+IovWchm6kmgW04qk7YL6PcNmgx4t0m+f2b47czGPaGRRmbyNg4cOHCioJIgQQXllNAPxfqJE+/UcXzD17hwoyI7UUHBh59VrGAyU7qVqG2zPbZI1AUsXCJdtvoUpASV7AB8vRxuuFc6MoWiMGu+dZXPJZOexiAsXS3Pc3Xx58jvE6fTXY/D0AGwYh3EYiKYFOTCirXSPazlFdX8HHjnExGJvvgWfn6zZMU0NEneT2EePH6LCEbtRdfhH09K4G8sLsLNvU/CMYfBk7eL22lbGppku0WtMjlatMiOxmFIMbw/D679UUoYGjdKSskKW5SqNgYlXyeWAK/Vzj05powWYpemdnzuTTAE194lokKyM9hpR8NvL5VtYNOa390DG8tk3zis7aPrIrCFo1DX2HrfdjVPvyEikdMhn3FFga2V4NLgx3YHzp0yxAXvAAUt3vdVX4IvS9q0Nxoi/HiyoLYRYtZnuuXUQ1NkgvlNBA6xG7a0iyxNypC+iUDIlPwa03Jm/b4Cxnsh0MuPRXOCcFW5nCj5re56q2JwwkZYOqR7tpE3TbixAsp08CqS0xU3pEzTAeRo4rJTgZMzxBkFKYEoiVeVHKN08kYj/LkC1iVk4ghSQvdgLdxVBOO8cF05fBCS16YDzzdIudyWhPytIZ3d7usDB+xE2GvU4feVIjhpijzv57lw9q4MPaYJDVdJVpGSIwceMwFNN4JjIDj274AtkVpVzBShVlFgA+uZzSw8ePDjR0fnK74AJG8k3QxiMOWUESATN26ChIgTw4+fGRy7zwpESRQUDuYQdHSqqCJKtPn3JoJ48TKGg9M9zC7lwWq4rlK+e0AE66dL4Ei79HW3WM13xInRQANRIsSJNXdPjBDBg8cSawd36jiS4nVLpOzMREe3RaJuji0SdQEby2SSryhgGrBqg0wQm0Jw+79l0q+p8n+qKiUyiirCUF2D5Krc9oiUSZ05AyYf2jV29/NOFEfRU2/IBNvtkjKeYaUy1pzM1o83TMsFZcKfH5C/N5enxJ11m+GsX8Gjf4FIVMqA8r8w8eMAACAASURBVHPgpCNhcBvNLCJR+Nlf4LFXUq3VdUMcRG9/LFkuF5+2/fO8btm2imoJBtbkRkHG169Yll1TnxKJjpsCL7wrJXSZGbLNfV74+fnw4rtSeuZ2yS0Yku0Cstz6JslS6kjuely2T1JY1HV4YaYEZdv5Na3ZXA6LlqeuNiU/G6Yp75eGJnn/pJNn3oY+heK8K6uSQG+fV3KuivLTO7buzokZ8HgdVCYgT7O6mzkgV4EBLUTiTeugoVAmv3Hk857c7YOdqcBem/ZxRgBeb5QSM491XI8hIkMUmBWEUzN3tZSeS0UCLtlsEjJBQyFmSBe9DFU67n0YhGnd0E3VYMCKmIgcqlUmCHKyZwLDXOKuKU+IyFfsEJE1akipZpImAw5Oo4uoIgF/qRRRJGJte1OBah0KHeLuurFABKJiLXXc3xKH94NwuDf1emp1+F2FOMB2dO70lyqYE4IiTbZb1ITbq6G/Ew7bmQNaXwXxb8GsBXOl3KdkiGAUeQ0yru6Q7TE/BH+rhjVx6d54cTYEsr7EoTiaJ1oaGj78LGExYxmX9m5FIxjJKlZSQzUaGk4cuHAyg+PSPrbuQpAgX7CQAgqpopI4CUwgRJACCjmULg4kTSOLwnB1RUqUN00Rb8/aCOv32w1nXxdjYLCc5WxhE7nkMZrRONIsfkSJUE+9VaKv4cZNlChx4jTSiE6CYQyjPwN2upwGGviaRWxmM1lkMoaD6UPfdo+jlEF8yzetxKAIEXLJ3Sfyx3o69lG6C+hXbIlAJmytknycSFT+1lSZzOiWlV9TxPngsJwrsbiUSK3dLHkmn3wJl50NPzm788etKBKY3VZodsAHz89MiRimKSU/Zx8rk+CtlRIeHIuD2zoOeBRx51x4rYhOLqe0Rn/mTbj115Ip05KX35duUIaZKi0zTXEIOR3w+Ktti0ROp4g6y9aknqNpImy5XbKt3U5xRIE4um66F/KywKmJG0HXZUzHTZFQ7n//T9qp718q+VKxuPxtmlISeG4H5irFYvDmRxJynDyhtUOOd0wwLJ8jj0vEQdNMbTddl/LIplCaxxgSUcjpgL6FIlDqutyv6z0z9LyryHfAw33hjirJhXEpMP0oWPcumIHU8YdFMGoC1DphfVwEIQewv1uEDQM40D4naTfjvVK681CtTNRBTtyHu6DGEKdGbyWu13L5xjLKEgNRcYnwaGo0mApZlntqczd9/V7rnMJMfndY95ukhFPTlH/HeERI+WkO3F4FfqsjYK0h+/oH7Y/F6XDmhcX9V2+998JmqnQ8bECNCb8tt8QuVULtAaoNEYqbTJqnINkqbI6LM6qt7ny1upSrJQUiEOecS4Fn63chEhl1YGxA5Gtr4WYQzEbQN+/NJmhmcQR+USZj6mN1dLynBsaYRRyRU9vqsRoaEXRixNIuxLhxcyqns4qVbGIjGQQYzghyyU3ruLoT5ZQD4MJFH/oSIUyCBHESDGLQPjWRvq9WPkW+Fhf8fIpcqHimHi7NSevw2iRCmH/zMDXUNN/3AbO4mB+SR9ddAdzCZr5lCUGC5FPQ/D5y4UJBQUPDg4coMYopYipH0ZeSnbr5Gqjnf7xIlAgu3DRQz3rWczQzGMrQdo3rEA5lHWtpogkNDQMdDQdHcOQ+7yTsCdhTky5g3ChxgKxYK64HExFHks4WRZG/k2VRRXlQkCPhypsrJJQ3mVuUSIhgceYMyE1fF0GuPA+WroFlqy0HkSLt4a/4fqqFfE1d68lvcvJeUw8HDE61oA+F4U/3w6QxrXNj3vxo+zK7pKtGU1PC2rY8/IIISZoGekLWm0ikwoKDIfj1JalStXueENeRpomwZegiKvz9v3D8EfCDk0QECkWkzKy2Xjp4ba6Ag/aHKYd2bN5NPCHvh23LyhwaNKZZ7OiODCoRASYrQwSjREK2IYq0my/OFwdPOpk6Dt75WD7Hy9eIsymeECfRg8/BT8/rGWG46WKoCx7qK2KFBsQugqsr4bPFqUDrsfvD7ePhK+C2algRFau603IF3FHY2ilhs3MUBS7LSWUTuVRxc4B8d43orXMXM8GCqnvYFD+LIrWe9UYhJjoqJgYOooac2k7Zw3y9zsalwOkBeKhOJAvNEjsilmiiIQLfCA9MtUo4zs6U0OrH6sXBc1wG/CgbSrrgYnjchLcbJZzeqcApAZhmjStmQlUCGpNOYOSzvjQqrytPk6ysryIwzAnFLcbbViXkjg6xjYa1/G0e4FagagfnGc2YYTCjoHhb2FhdEmBN+2pkGnRYEBbX1zivCOMtebxOXntSoPQoUKDA53XDOThrMTlq6gkxYvjwdZuuaC5cjGQUI9mNnIF9CHeLDk8SVi0Hliaa8NFNDzKdRHVix5/Rym4qyr/Fm1RT3SzGmJgECfI/XuAnXNElY1jKt8zhI0xMGmlgMYtRrU5iUWI4ram+iUkmAUroRwm77ubyFV8RJoSBSYSG5mD8T/mEwQzeroysLfz4OYtzWMFytrKVbLIZwQgydyOY3yZ92CJRF6BpcP9N0nnpzv9ICYxTS5WggXVyooo4YBhyItQUhL4FKYEIRHRRFFi+FialsVQ54If/3AxfLpVyuv7FcMiIVMnPEWPh8VcsQUcTIUnXweGSxzhbvPN8XqisgdUbYfiQ1P1Oh6xHVWTir2kp14Bptg6eTtIUlPK0If1FYNpULuuNxmQ5Ew6UCflxU+TxpikB4ooqpWZOhzifEgn4+AuYNQ+mHybrDljne7nZu9eRzTRFIHjiVaiqgwmj4SdnwYAdODb9Phg1FFaub90prrYBzur8HMweh9MJN10BV90m+1jTZD963LKvfnpeKny8s6iohoeel6wrr0f20wUnp8TDK86F+Ytg/uKUMOz1yPv98Vfk8zK646Irei0u63jp9cA/rhfBbf0WcWuOtDLSpgFH+WFZDD4Pi7BxpH/7iZfNrhnmghkZ8F5QBIeQCfW6dLw6vLfOX+KfUxaPYuBmiLaVrUYuMRyoGBiYhE2FH2RCaTfu3ntLESyKwmdhUKwM3AJVhL08B1ycIVk7yc+TokgQeVeHkRsmXF0u2U8+q2HH3DCclQnHZ8C6GAQt95CJuAxAykm9ighDXxmgmrA6Lp9xnwK1pJxFIM6o/k4Jo26Lvg4RYIKWgypJo9EOMdAMgloMZpVl31JkpIoXtF136/okCNdWiCBmIuLXb/Pg9BalnKtjrccFsu9cZoC4kUFQbcCFmzhxDAyOYGq7JnA26aeYPvjwUUlFcxc4Nx4CBBjKsHQPr0s5PgNmBlu7wQ3rc3FiN+1MuoqVOHA0u2IUFFy4KKe8OfunM4kTZy6f4sFDDTVEiaJZXcSSxwAHTty48eEjQYIS2sj3aIM1fEcttWC9uiBBnDgIECBECDdu1rCaCsrJJoehDMPL9qGPHjwcxBgOYkwHvnKbrsA+be4isgLwu8vEOfDI/6TzVyhiCR6IM8blkjKu8QfCoP7iaJn9WevlmJblets8oHSgqhJC3VYQ9Q2Xi5D1wYKU06h/sYhBWYHWLhnTFGHMt82xdPpEeONDeWxCB8O6yqBq0untinO3X+/mClme0yk5R30LpcQtGoeD9oPHbmn9eEUR19bCb0WAS45LUURkePA5EYn2hsdelq5vGX5xL838FD79Cp6+Q8r12uLaH8Nlf5DSRKdTurQV58Oldsgxy1bDf14WUXFwP7jwFClVfO4u+O9r8NHnEIyIaHDJaSLAdCbBEFx6g5SS5mWLwHjfMyLy3XaVPKZvIfzmh3Dln+Rzk8wicjnlODBrvi0S7S6KIiJbS2G55f+NcPdit0sXoSjwl0I4uAFeapRW8OdmwnnZvbhLnL6Zodp6FEzcSoJJzqWsSJRQYwYwgStyVe7s5p26PSrMGii5Se8FJez5xAAM7mbC1sIIfBoSkaa5RNiEFxvEXZOjQTAhLpqWeWIKIv76NRF+1sXFhbPRKic7yi8CmW7ISW6mCn8t3LFb06HA7/LgmgrJYvIoIoj2dcA5u7rg7dgPtBww+4JZBmYclDxR55wHk0jIBShVFUd5y05NjboIRG5FXiuIWHRrFYz1Sic3gFEeeK9JSgmTRAzIVB2cr53AEr5kK1sooICDOaRdLgGb7kEyL6aOuuaS0ARNGOhpLxfsai7OllD6ZTHQzFSPt9MC8hnojpg76UJndEEKYi21GOiEiFFv9bFMOpqSOUAGOhlkECNGEUWUUrrL5ZqY1nvSxIkD0wqajhBBQSFBgtd5lXrqpbwZWMjnnMJpdjlpL2LfOgJ1Ay4+DT7+UsKOo3HJtgFwOGXieNc1KZfKxq0w5wsROQJ+ET8qqqX87IDODaTfjoYmePQleHuOnOScOh0uOjVVMrYt2Znw2n1SyvXYKzIZVhUp31q8Ql63yymvqbIGRgxp7awxTemU5nRKfpBDg0hMvkB/80P4w09bO6ySFOaK4JR0MHncciu3ttv/s3fecVKV5/u+zjnTZ3dne6EuvSPNgmABu4Ki2MAYW2xEjSZ+jTGaqKix/BRjjBqjaDRixC6i2BVRuiBFylKXLbC9TZ855/fHM7uzu3TYZVk4l5/5yE45c6ad8773ez/3syt+fT7MXRIPsa4vBerRGfK3H8y7JgLCS+9Cemq8dC47XXKb3voUbv/1rh/Xtzu8PQ1mfSN5VIN6wbmnxN1MRyNeH/xpmghEui6f69pNIgpNuxtGDYMHbj30+/X5j/J5Ngh+VsixwdcLYHMBdOskuWLfLpJSS7tNBFHNXOg1aQdYFbjcI5ejAq0rx2gbOdaax4JwH5JVL30sRVTqDo5xJfNEVvZh2dWsOaoiwdqHY7h2PcsDIv40Fm+02L+/90m5W1VsnlU/gQ7ESsMsCizxSxmdEVuIujkFbkoVUWltCFYFJY9olGvvobenJsCrVhGoCsOSQzQhMV7itVssPcF2JgQ/BTUHUMGoAetglm88kbuniQs4Eo2iB+sYkLGcIf2tXHxxfzakJxMy4gIRiENIRwS+X8ecxFcnS2ZSaURCx/26ZC7dnQaZSgpjOW3f3nCTw44qqljPemzYUGMOEAODIEG+5WvOY3xb7+Ihw6rCD91gWjm8Wyti7XXJcNVhfO7pSi55rEdrVOAaJkwKqYekXNCBnQiRhkyk+tb2ABGipJNGkBDJJNOTXvSj/z6Jjz58aLH7SUZWuOG76cPHR3xAHXUkkdTkMfOYy/lMaIVXatIWmCLRIaI2FuKc6oHXHxXnwCffSamWzSolSNdcCBmN2nR3zoGn74b7/ynikG7A8P4w9bZDk18SCIqT5rUPYMM2sFmgTzcp9fjXTPh5Hfzzvt3vi6rC76+Gmy6T15mWLN3M/jtLnDUgr6l7J/jb75tuZ91mcWIM6y+ZRXU+eZ/8QeiaE88Tak6KByaMlU5lGSkiJFXVisi0u3DpSeOkm9j6raBFZT+6dZSJfI89B//vlaISETSaZyu5nbB8zZ4fm5lmOocaM/UFmDlHxBWXU/KmikqgZ1d48hUpvwyGYMkq+f/Qfocmt2vtJnG3NUZV5bothRJ8fvvfYOEKmegEQ7ClSL6X/XoAhrjmTExMDgOsw1Fs/XiKh5gRvJgPgieiE+ZS9yJ+lXNtg4hhcvCkq+yyKEpFysM2hqSTV03M3WMYoCviNqqMilBkBUKx/79bA1enxALW7XLZG79skAWbbdvFxT3lbEhr5vBdHoA3qsWpdKwDJnsgp/E5PfEBsA6DwHvohCh0XkZhZDgPvVOIP9wJT4LB4mXb8QY0ftnSi0XL5/Duu2uY/NwE8KTRHIN4C3CQTLaXO8DzFbAsKM99nQfOOIwFQJN9YxtbMdCxYmuYjIM4OX5iKYM5Zq8dqI4kHCr8KUMu7YHzGM+/+RdevICBgoIVKxPYRVedViAJD24SKKOsicgIYEEjRIjOdCaLbDx4mohZe8KCBTt2UkmjhB0xkT4egL2NfNKbBXM7cVJEISFC2DjMbKsmB4QpErUyVTXwyItSdlXjleuOHQhXjINn/rz3rkbHHwMfPw/5xdLaPfsQHTgDQbjoNnFpGIa4nnyIMHTsQCmfWbIKVq7fe5mMyyniUj2/Gi9t79duknbzfbvvLDRVVMvKoKJIRo87JshHK6GodM/Pd+e1kJQoA7/yKujdDe66VsrPdoWiwNN/gt/9TQSI5CQJQA6F4ZbJe36uvZGZFmvF3iyI2hc4eAHqaKKkXJw5kWjcQaZZIBKSbnOGAfOXw71/l8/OQL4/f7wOLjyjdfete6edQ9TrSyg7ZEpu109rJDfH7ZJyOSXWDTC/GG6dDIN6t+4+mpiY7COKCknP4vC9yLXqLK51fgSO88B1I6jmkKklOTVBunRVR8WxYxgSRJ2qwe/T4OZiEYu2hqU0K4KEVR/rgM+9cpwPIflEA+xQrYsD6ex9FE++Wwz/94R85A6b5BN++DW89qh0P41G4fnV8LQOThuku+B/NRKy/XrHRkKRYgHnRALO85jNLEoppapmId0mqUQqUpj10MnUBKKodgVdt1PkyiUQ2cpnT85FfXACQV1pCNWPGCKSjW5mQuhrh7/nxP/W0SmiiB3swIWLXLodNmHVJvtOQsyJESXaIBDVlwtpWPiMOVzJVUdVl7PWwDCklNSuxrPYWoIkkriV21jKEgopJJU0jucE3PsYWt8SDGAgxRQRJkwESfi2YCVKFC9edhil5EUrqNFXoIQ7M145l1GuPZ/L7NjJpRtrWYMVK2pMXNKJkkQS5ZTjxYeb+MHWwEBBNfPQjiDMEU8rYhjw+8dESKnxSUmKrsNH38h13yySzJK9uYI0TUpWDiVz5sH8n8WxE4lK+ZWiiHi0qUCEIcOQcpoDyVLxJIoAtjt654rLKBKJC2mGIftx/OA9b9tqlbDimy6T+++uJK4xo4fD838Rh9TGfMmzuekycTIdDJ5EuGAMvPO5lJxZLVK6p6lw+TkHt+2jiYrqePmgLxDPddBUEV+ddhnsWywizIE4dv72b8mv2p1A2BKcfZKUFJZUQHqy5GCUVsj3tHeuuJ+CIRGFFAWG9ofaOiitlFytmye13r6ZmJgcAGoiJPxBLiatRqoGz+bAn0ukq5qB5CY9minB4I9nSqfCDhYIaxIi/ZcM6bi3MQyJqpSnJcQWlCp0qIoJ9lFD8n0cyq7HWNGonB/cLulaCrJoVVwKb3wsZeg3PQSfnQy6CloYqhOkqUSpDq9Vwx+bdbhewmJKKCHBSGBzsULFDkjIqKTHGYsoXj8C1QDdULAYFqpddjavKeUeR4hnAnaiDWV1OhclV+Kxh9HJ3OWEK0KEz5lDPvno6Kio2PiB8VxABu3EgtGGGAbMrpWcNacirdWH7Zy3e0jIJZdEkqiiMjbJVhqcIGmkESVCAQX0YBfheyb7xOxauGM7FIWl7PSSJHgqu+W6ndqwM5JRLbOxA6AHPVnK4gZhKEiAECG8eEk3ssgLuPHqYFEMrJZtPFSxgcmhvly5F6f9yZxCKSXUUA2x5KFEEnGTgA8fUSINQlQdtUSI0IveDW4lA4N8tpLHekChF73pQpeGcjiTwx9TJGpF1m2GVRskRyYvXwQXRYFgUG7/ZhEsW3PwQkRr8M0icdIkOOWECrLviiJlMiCrb7sLXj5Y0lPgqgtg+rtS3maxiBjQN3ffS3M0bec28nviuMFy2RcMA975TPJxSivECXL7r3ctmP3hGhmIzvxMRLbuneCu66BX7r7v29FO52wRhrLTYEM+RGOTg7rYarKKlER2zpLwd0WV35tuwBc/wo2XSabRVwtE5OydC2OOa5muZ55EeOlBePJVcTNZrXDpWXDLFfJ72bAVNm2Li52aAn17yEr1wJ4H//wmJiYm7ZXBDviws4RPa0hYc72oc2oCnOyG8igkqPHg5gF2ycpKUuNt63VDHt/PBtMrRcSp0yHXCr9PhRObLezvKIfK6viiQj1JCfDDT+JCXlcGSgK4/IBNsiS3bYfMHFjgl/tvzJfFpcWrYPi9a8lJcxJWFMqr5XX4Kl30PGUbc/8+jHBQRbOBxVpFKGoQUFQuSlEZbdH5yhsin2I053wy7NV8iLgUzuU8PDSdza1jLVvZQgKJDRMuP36+4gsuY5I5CdsDug4TC+JONID/VEu+071tEEivoPArrmQ6L1FHXcN1qaTixo03FmJtcmB8UCOft47IHH4dXqqSfK+ZR4ibP4UUjuMEFrEAHQMLVhRUNCx4IyIQOVQABRULnd15PFfelwmJkLiHOZITJ5cxiem8RIRIrDtamBqq0bDQje6sYQ1BAg0C5zrWMptZnMd4vmcuq1nVIHTnsZ6BDOIkTj4k74vJwWOKRK3IopWQXyTOh0BQBjPW2AAoEJJJ4/LDVCTKTBGXhh7rFKaq8ZIam1W6bvXoAsMHtN4+TJkkgdYz50im0xkjYeKZ++YM2h8MQ7qPRKPSfWRvJYAgHcv+8YaUpmWmwbotcONfpXta49I6kK51t10prycQFMHoUGRKAXy3CF77SP49+byD79TWVrhdMOVyEWKy0mWAXxOQAV/PLvI5rN0sHcYcdsnzgpgoG5LV4d/cK24fRZHB4QsZMP0hESQPlq4dpXw0EonlEcUmM9uK4YOvJd8qHJHfTiQq4e0nDYNRQw/+uU1MTEzaM6qy+85rqgIZzc7J/e1wZoKUfbli51KfAWe54Qe/TALTVcjWZDJ4+w54qYMIUvXUN4FoXgoeDIkj9PMfIDMd8mM5SKohuYzbyyApG/posLUQrr4HQhFITpSFtbwtimQlWWRsEdCRUESLHcOwYrPlo6k1GKU1jDi/D9ucm5nPD3iTq9GowkMyLlIAhVpq+Iw5XMJlTYSf9azHiq3JdQ4cVFNFDdU7iUomcd6rE4HIpcQFxrAujrWrk6FTG0SppJPBVVzDTP6HFStOXGhoRImgoNCBjod+p44AaiIwqaBpZ0QDKVudXQfF4WbZYu2YoQwjl25sYysKKkl4mMNstkYN1CYTDh0MGwaQF9q7g86CheEM52u+opQSAFRUEkiglhp0omhosZI0lShRlvETueTyC6tx424QiXR0VrOK/vQnrVmekcnhiSkStRJrNsIz/5XA5XqxpdYby9YxwJMg1yUfBq3sd8WFp8PL70pJjMMuA6raOimlSU6EM06EO6/ZP6fO/qIoMOZ4ubQWeVvgriclAFlR5HN55I64+GUY0pnK6YgLO8GQdHrLSBEBCCSQvKQC/vMhPHL7rp/LYoGEPfzi8rbA7LlQUwsnjYCThu+bYLU7fvsgvPph3An2v09g8jj494MHvs22ZPI4EX/e+Bh2lMLyteIwSvZAOCyfj6ZAYYncL6oDhpQSTvuPfJcbZ3oVlcBzb8JfprTcPjb/vL5ZJELWMX3FAVVZLde7nHD1RfHvj4mJiYnJvqEo8GAGjHbCLDFfMD5BytHOyocMLZ47kqSJiPOfKngyO76NRLeUCn/8rXQcVVU5tweC0sxiyS9gjUDWZtjeE2w+eVxEhaABVybD66/Jgl92bL5Tt6YvycNWUFaQQIJbQe8ILpuPvEV9oLsBW35EjWyCmjp6nWZl2J9W8CGLSSWNaKxsrJYaNFQ8JOPERSUVVFDeZFKl7sYpJOGyZh7InnirOp5ZWI9VhZAOb9fCHTvniB8SMsniWI5nOcvw44s5pBVGc/IhzbdpDUI63F8Kb1ZLCegYNzyeBR1aWaCZVgGxwo2GX4xBPMvsl+CRIxKBOIpSkFVPA4MUUilWqzCirtgboKOiU+3rR9SQTol74wfmsZIVDV3TFFTcuEgng2KKiBDBSVxpEnEzyk8sxYgd0+qpD9YuptgUidoJpkjUSrz0jiwedc6WSauigKGLUJQZa4euqlLycjjSv6eEOf/hcVk5MwzpHPbXKXDtRWBvBxl69Q6hQFDcPc07ogVDcMtDUFkLkTCEoxAKwW2PwAf/gAU/i4hQWikrizdfDuePFRt6OLLzBD/BCes2Hdi+zv4WHnw+ZplXJbdq9HD4f/93YELRklUiWDns8j0E6QY2Y7Z00TuxHTpYFAVOHiEXw4ARl0hAOYjbrWfn2OcdFueQgoidQ/rCTffv7BhKT5ZStJYUiZoTlgxBHHYY2CvuxiurhKT2Pe4zMTExaTM0Bc5JlEs9xWEJfm4eTOtSYVN452388TpZYPhyvozHrBa4+zdyjhlznIj8WVugNhVqMkD3Q04i3JcOI10wbZ2ITT4d8sOw5PNjOTWnGE9GGapdx5qo4vUms9Z6ItoNLnITuzAkaSOutCyOz7Xh14rxE8CPDx09NgVTqaaGJDwN07JwLIy2nn70p4gvsGNvUm6WTjqJJO78Qk0asCjsRmKTEsa2QkHheE6gOz3YyhY0NLrRvWHS314xDDg3H370gw1579+rlYD5FT0ksL61+MYrUQS7K9br3w7mMQeKgsJZnE2VZRYVeh0KcswsrTuWTf7OdLTAtHJpCjDEAdckQ7dmc5oqqljFStwxsdqOAzAIECBIECs2fPh2+fy7E6wVFLPzWTvCFIlaiZV5UtueniKugU35UOuXA2RGitz2tztEeDlcOX+sOIZWb5DJ7dB+7cf5sK1YBK6tRbJiZLfBX3/b1JW0cIUIePVt6uux2aSl+hfzJW8mJwN8fnjwORFsTh8pg8lQqOn7Ueffcxj37vD64JF/y3eivpTOMOD7pTB3CYw9gPbob38mgpOl0QlYswBBmPlp+xSJGqMocMIxsHS1ZPuAuIRCEVnVHXcKjB4GQ/rJbRZLPLOinqguYm09y36R3KiySpkkTDgtXpJwoJw4BF74n5SYWWIZWaGQTEhGDDy4bZuYmJiYxEmziCAUaMjgEGr1nbuFgYzNHrkDfn+1uDw758TPwb+7Ct7PhF9i7iMjAIkKvNMHhsQc4D06w4ZCKUmLGGCNOvjs+Ylk5GzlxJOWkF6dj784GT3Hh+FwMXzYalx2N92tNjwa1BHFgoUaakkhBX9swmVgoMf+07CQWGtnyRsvsOGzDPxo+wAAIABJREFUz7A4HPS9+CJ6X9CLPMtG6ttuu3BzOmeYeUR74VoPfFQrn5el3h2uywR6Uhs7+xUUMmP/HSks8sN8fzxcHkQsKovCP8pbNwcq3SLP5adetIgz1H5kuYh2hYdkrlMn84mxnVerg5QEMgnqCXS0iDhUEpWyyzl1Iqi92hF6NJrTlLADoIkbqP74EiBAAglUU0U0VnJmYBAliorKUIbxHd+wjW0Y6Nix48aNFRtdyT2Ub4PJQWCKRK1Ebkf4ZYNMBotL5QDltIsY4bDDU3dJeO3hjtNxYJPZ6lp48W2Y/Z2INOPHwPUXQ8IhcE9Eo+IG2l4mAoKiiMhz91Pw1lPy2dTvY8F2mbg3OKNiZYEz50CXDuCOuShdThEZXpwJ550ibqr6TCKnHapq5HVePWHf9rFohziVan3ynJFmXdgURQSMbxYdmEhktexhtewIOTH+/iq47j7Jx7Lb4lkSL94vGUGNuWCMCEA5GTFXnyGOsOsmyu0ffAkP/0u+CzartK3/8Gt45eGDE4r6doerJoiry4glJ2oq/PE3LZOFZGJiYmIi2BSYkgKPlkGCIUJRVVSuv2oPMT3pKTsfjxfbIeFEGOQVN7LLCREXPOOH6bH7XHk+zPgBgl5wusGIgFYV4QH74wz4cCnhKOgRuHnt8/xp4rMkOHyEohYqotANaTPtxQuA5nVQsNhKIBKi43Dwp/hQURkTGsOcG39L2bp1ODweApWV/PDw3+iz8nwuuf8WSijBiZNOdMaChQAB6qglgUQcODAw2MxmVrGCECG604MBDDxqW6qfkQjXJsMrVRCIleJbFPh7loiMJi3LPJ+MRZvncCrAPH/rPvcVHljil86JQeLZRB4Vvujaus99uKChMd7ZkXMc4nZ0K3BdsZSaJcS0H6cq79FLlfC3rPhjHThiopCCExd+fA2dy7RY/lAPerKNfIIEMQALGj3phU4UIyZ3Gxj48BEgyEQuPmqPPe0R85DYSlx3Efz2IQnYrfOJ48QIy8qTpsFjL8Mrj7T1XrYOkQhMeVCChNNiA7P/zpKw3pcfiof6thYr14s7qHHXEpdTWs9/OjfecjwlSRwejd1ABjKJr6yBfs1EPLcTCnaIwHD1heL8mf4elJRLV7PfXSlds+pZtxle/0j+P6An/PoCuf6uJyUUMxqVjKrUJCl5S09p+t5Eo5KRdCBcdQH8/XWx0teLQuFYqPJV+yhkHe706AIzn4IPvpLv2oAecMFpuxZffjsZNhZIN0E1JhKdOFREIn9AArGTk+JCnScRNhfArG8kC+lAURR57tNOEGeY1SJuttxGIlZRCRTugE7Zrdct0MTExORo4OIkSNFgehUUR8RBdFPKzsHYhgFzvodXP5AOpccPli6Y9cfmD2ql848npeljVgZlQpVpkbL8gTfBorchtAM0O1w1dBbDty9iR1IHvCjogMdfzT1f3sffR0yhs3sTPj2BqAEeJZk6vBQtUnjtzhJCQR3dULFrdm74c2euG3cSFd8toTwvj8ScHJTYTNvmdpM3ezZDrr6afrnS+URHZz4/spIVsq8YDGAgFiwsYymWWLDsQhawgTwuZCJWjpAVo/3kHznynXinFpwK/NoD2UfnW9Hq5MbeV8NoKhQZjW5rLc5PhFVByUKqjEIY6GOFtzqD5yib/VpizQGqo7AjAtmx168qIdy2fFyOIKvDOUBqw2M60BEXLnz4SCGFMCFChDBifQEzyeQMzuID3qWIInR0nDiJEmERi0jCQyqpBGOPCROmkAL60q8N3gGTA+Eo+5kcOgb3gbuuhVsfjl1hSOvzjjGVdmWeiBZJBygCHM4s+FmyYepdGyD/Xr1ByoOOHdS6z1/nY5c2GlWF8ur4311yJHC6pk5apoM4vZISxPFUU9c0WLymTkSg+tc08Uy57Irla+CmB+RE6HbCJ3Ph03kiUORtFSHKYZduKDVeCASkVXrvWGe0YEj+f94pB/Ye9MqVrJ0Hn4NgOL6S86frJRvnSCEzDW64dO/3S3DDv+6X72DhDujaQXKqFAVW54lY2LxrnssB8346OJEI5Dn69dhZdAyFYOoL8Nk8EY6jUfm877nhyHF7mZiYmBxKFAVOT5DLnnjtQ1lISXTLsf+rhTD/Z3jjcRmnRdl5GBEwZJL1nRfOTQS3KiXFJd0hIwqqFc7+76cE7AmgKiQCXh1qHEmk1+4gtCUH+8BtoNYRwopOGFddCt/eGUDTomRkuvDgQQlaeXtqCZcP0dixYgWKojQIRABKrIVmeV4eybm5AKxiJcv5CTcJqKjo6PzMMoKESCe9oWTEjp0KytnIhqN6sjbAIReT1mVCogTJl0RpiN8OGJL/dHvqHh960GgK3JchXevWB6VL4iD7oesufLhRQw2b1E10S4wQCnfBikGn1I9RlSBRA+wqzGMQoxiNgoIFC+M4ny/4jEoqScKDikJf+pFLdzrRiR/5AS9eOtIJI5ZXVMx2IoTpSCe81FFFFRGiKMAG8hjL6WZZbDvBFIlamOoauP85CUJ02qVEqWMmdO8cd4lEo/JvSysGtrUlW4pk0t34QKwokgGzuVD+zi+GTllSytbSHdL69wAMEWBsjVYxotGmLcc758DIIZJNVFMn+9g5RwSa00fCvKXy+SW6RHgKhuDWK8Qp9en38P6X8jrPOxkmnN40GPup/8jnW5855XbC+s1S4hTRwW4FYllJvoA8b3WtuJIURb4fd1+/s7CwP/zftXDp2fDmbBG/Jp0H3Tod+PbaO4oiAllzkSw55ihrvtIVCkNWK3Y6efldKcfMyZDPu6paOiLOmA0Xnwl3XGWWpJmYmJg0p3CHuDwLS+DYgXK+du2llXNj/AEph2/coTQrTUqXZ8yWc+e4BHisDBJVOS8UhGFDSCa3T5TBs5XwdBZM8sDHdVCjQrIKAYuDiK6TZQErUuJhU8CpGBhqBt8WX8apqStJcxSTShqVC1NICCwmK6uRqmWHSMTP119vZlinTvEWpTEMwwDDwJ0ZD3T5meU4cDSIQSoqGhp+fDtNyFQ0CswVfZNDgKbC513h8gJYF5KF03QNnsmGvodIpOtslcvRzAby+Jov0RWdQSkGpZGF2NQQUd1NMJpA2IBuFp1VrKALXeiC1OOlkMIlXEYVVejopJDSJKNoPetw4SJEiBJ2NOSphQmznWKCBFFRsaARJkIVVfzCagZghnK2B0yRqAX5agHc+FfJILJaRPxITZTw5EQ3ZKVLSHFhiXTO2J9BTXuiY+buhZ9X35duYYYhrppeufDPeyHBBb9shBXrpQzs5BF7zoLRdbm/PwD9ujfNOkpNhluugGdej4txgRCMPEbaytcTDsttlTUiINVvM8UDi1ZKt7NgSD7Lvt3hxktF1PrLP2Ryn+CSweNjL8N3S+DZe+X5dB1W5UGHZoF8mgb+4M4ukfrh29gTJGfHFxAh42BDk0EcM3dff/DbOZLpmAXHDYSFK2WioKryvTIMEWtaA8OAt+bESwyLSqQcM6pDVS08/ZrkGM37b9PSNBMTE5OjmZ9+gVsfEhHfYpEFmzc+hn8/uO/O7OJSOU/v1KHUJcdhEAfEXJ8E73p1CXp1KDDYIVketTr8YQd82gWez4HHy2QS/PWQi7hn6wLStSR0VaMiCnpVKcuy+rPAmYMlpLC4YhQ3O6GfHeaEN+x2P0OhKD3Gn8nSF17AV16OMzUVDANvaSlpvXqRNXhww339+HHQdNZtxYYeywRpLBTp6GYXNJNDRi87LO0hQmudDn1sB+/mqS+v/ImlRAjTg16czhm42EVCfQvxUQ08Xwk1URiXCL9LBVc7WOwPEuQrvsSPnyAB7JpCqmEnpFVTE5SDZm8bpFlUvKisZ12DSAQSVr37LntSfFZCCUBDZhEo1FCDhoYNO1GiKCgkk8ISFtOfAaabqB1gikQtxPZS+PPTUFYl4o+qiuOkolZyeTbkw7btUFsnYdALV8Dtf5MOZ84jzPI6aih0zpbXm5EiKwelFSLEbC8T8URRxL0xdzEcc6EM+KJRSE8VB5bPL5N3mxXOHi05Op7YmGZrIdzxqIhtSiwI+O7rJRy7nivPh4E9JXy41gennyC5MI3byX8xH5avlX0NBKGiWral67LfCrBxm5QJ9ugs98vbCnPmxd0fIGLO4pVyOf4Y2adUj2yz8Wdrs8nrcTvB64/lVMmCILoh7dqP6dvan47Jrnjod3DvMyIOaqp8Bx+8FQa0Ymme1wfuNAm0/mWD/E4smnwfElzyfbz7SfjfU623DyYmJibtBcOQEmpNg+xGQdQb8qVr528u2f3jID4xTU+R4+vmQlks8iRIswNfQM73IKUX/8iGxX54uhzUku0MXrUATYG6YSNJzMiiNALLAnCCC2Z0kq5q1tyxaN5JMHcmKtAlqrDck80rFzxMP7uCqkBpFG4ogs+7wIgRHVBVhVAois0mE6xoVEdVYdSozjhTUhj3r38xd+pUSteuRQG6nHwyJ91zT5MStI50ooBtuImvLkWJkkgSfny4cKOgECSIhma6iEwOOZ1a0M3zFm+Sx3pUVBQUlvMTG8njZm7ZSSxtCe7aDv+slH+rwLIgzKiGhd0Of6FoG/mUU4aBIS4gBTRrDTZDp4fDRzr2hmOjgoKOsecNNqI3ffmJJeixTo1RogQJoqBiQOzvAC5cpJKGHTt11MU6Nx7mb5yJKRK1FN8ujuXIxBwyIIJEMCQOovIqmQD26hpf7Zq7RCzPv7uyzXa7VbDZ4MUH4KlXpexOUSRr5YsfIDEhPlDL2wLVdSIOaZqILjvKIcktolJpJQzpK46K75fC64+JyHLHo1BcFg+mDoZg6vPiuPD5pdytdy4M6g1D++9+P59+TVxeFk1EGq8f3A4RiTbky75gQFEpvPuFfMZXjpfHNg6YVhR5/KoNcZHo6gvl9WfEumWFQiI6DeoDlVUiIPkCsXBqt3TfGneA+UMmB0+KB/55n6ww13oht8POq8wtiaJIqeOilbFsqkjse6jHnGaKlCTOXdp6+2By+FIegTeqoVqH8xPgmCPUdWpisj9sL9u5KQXImOrLBTuLRJsLYNp/YP5yyZi79BzpsvrxtyLS13mls2lljSzwde/UNINOVeB4Fwx++32ynnoUqxGVGzQLxbf8mdKx44nE7ltIAQvU+ZRSSuLFWYw440l653n5pz+V73KGYbNaKAyAP7YotD0C52+DNzq5uPPOE3n88R/QdZmcKYrChAl9WbKkiJkzVzN4cDbnvvQKuq8W1WLBnrizC+gERvIBRdRRhxULESJoaFzExazkZwrYBii4cTOGsXjwtMhnYmJyqNnOdjaQhxUbasyNoqFRSy2LWMDJnNqiz1cQgheqwAFYYmN/w4BNYSk7vSu9RZ+uxdlOMVGi2IgPaq1YiSgRdIINfh4pFYvSi977vO0RHMtGNlBNNeHYfwoKDuwECKCgoKHhJgEHDoIE8ZDcpGTN5PDFFIlaCH9ABhROR9wGXU+tV8SAXl2b5tZkpMB7nx95IhHISt0jd4hDA0RU+Wp+vLTKH5BBmd0KNSF5X6xW8Pthh1+cFOGIHIg7ZMKWQvhmoWT3FDYbJNptkil0zg2x91qXCfeAnvCvB3Yd1LwxX0KMNU3uW+uTCXqtT/4OR8Fll22pijiHtpeKFV2J7X/hDqjzS2aR1SKfZz2Tz5MB6Ouz5LO3WuC2K2HiGTDjYylXq/XBsH4iKA3qffSG6bUVkYiIfz/8BD27SGZTTsah6zB2x1Vw7b1QUQUY8e+aK7YIFjXA0YpClcnhyYc1cE0RhAxxlz1aBhcnwqsdzWOEydFN/fGweX5cJLJzefbmAhg/RcYGmakyJpv+nuQhLvhZytS3l4voZBhy+3GDpaFBY2qLi3E++yihJA/Y7dIEIhQk69mHKRp0HEO7ZlFMER8zCxUVN26CBPnas4LIiFMoKBpIOAhFYRGI7Ir8rkOIo+jpCnjk4v4MG5bDN99sJhzWychw8+ij37N5cxV+fxiAjh2T+OSTyfTsuesysTTSuITLWMlKSikhnQwGMohkkulCF3z4CBMmkURzgmbSrtnMJoAGgQjEAaOgsIlNLS4SzfGKsGtptjisGDCr9vAXicJEYg4hvclvX1LLLNRRix5zGfWmL10blZrtDQcOLmcSL/EiIcINIjWx4Ot6vHixYSNKlNM40Sw1ayeYIlELcfxgeO5/4mZZuynmHFFF6EhOlImf1uy8XJ9R03zAcyTR2HFz7snw3pcyCQ+E5DWHo01LsnTkYNz8/VAUWLNJSvea3xYMSWv6cBQSnOCwyPu+egNMeQA+fVFazdcTicDbn4m45PWJm6nxNnUjVipml5K4jFgHBqcDKmrks1y4Ql6bpkJltQwwO2c3fd03XS5lcmWVso367lk3XS4Xk7ajogqOv1ycZCCf4xOvwPvPSO7UoaBbJ5j5lASw3vO0lD8kueW4oEfle3rF+EOzLyaHB94oXF8MEaRzEsjx6J1aOLtGQnJNTNo74bC4jD//Qcrzzx8jAs3exkEpHhg1TJpKZKXHy9Z9AWnSEA7Dui3iRL7lIVlcslpFKHLYxcn72Tw5P3fMkvFa1xz5jQWD4vhuTsH8+Tj1CDkuO8WxhSusdhyRCDdunM+2YybwRmgbES2Lfk4vimJgw4aCwmIWcUFif5YGVErCYI39psNIIHYHC3xZBw9nQPfuKXTvnoJhGIwf/yYbNkhtS0KCHcMwKCys4ZJL3mbhwusbytKak4SHUYze5W2tmdViYnIoSdqNC87Yw20HQ+puNFUDSGkHemsqqXjwUEcdUcQNaWCQRCIXcTFe6ggSJIcOZJK53wKOHQfjOJ9PmU0dtUSIoKCShAc3bsooRUUhgwyGcyyd6dwaL9OkFWgHX+/2Qb8eMkiJRGTwYbdJ1siZJ8JbT8E5J+08ACmrhFOPO3IEorc+gd7nQMJw6HCKlIA1bspx8+Vi595RJl3gwiFZGezZWVwUGKLMq6q4sRz2uKvCMESE6d9Dbq9vEQ/yPkYiYNXiDi6rCNmUVMCPy+P3Xb4Gzr1JOkuVVMjz6LEV+/qwbZtFXEW+gAh82bFVgkBIsomyM0RAqi8zS0qALjlSFtccp0PcT83bq5u0LWffIHlTui7frUhUvpe/uW+nRjKtSkYqXDsR5r8pJW6BkAiX/iCMPR7uu+nQ7YtJ6xMJBPj5tdd4dcwYXhgyhFk33kh5Xp586cKrmF25CJ8ewdEoE0BVxL04vbLt9tvEpKWIRuHOJ2IZcKuk4cdvp8K/3963x993k7iDS8pFDCqvgmsuFIH9nBvlGD7pTjm+WywyFrPbZeFnW7H8HYnKuR9kMU/TwBsQR2lzDMNAAXrYYIgDcm3Qwyp/L/cbXFkI/y3tzlvbR/NswUnUROwylvFFqPNXcYrNywUJIgyFdMktilWVsSYIPr3pOaeoqJa8vAp0XW8QgxRFweGwkp9fw4IFBQf83puYtCd+9MF1BXD5NphZDZHY76QvfXHGOmoZsXNlhAgqCiM5scX347xE8GjyW60nrMt5+ZZW7IDbUvSiN27cpJFGGumkkkYyKXSlG53pTD/6M4ShZJF1wA6fruRyJVeTSzdcuMgmm1RSsWAhCQ+XMZkJXGQKRO0M00nUQigK3HmNhCN/s1BEitNHQv+ecvutv4Jla6SmXlNFFEnzHDmlZu9/CdfdFy+58wXgby9KW/f/d5fcJ8UDbzwO83+Ol48tXyuB1BmpUFwiApDDKoO43rki3pRXyn3OHCVdzP54HTz8L9mmpokDw2Zj50NbbPJf55M/a+rgtkfks8rtKOJSICZOJTjluQwDumTD1mKxr/ftLvtUXSuv7eIz4Z3PZNUzFJb7223yeS5c0brvcX6R5Cit2gCD+8AdvxZB0mT/2Fwgv0VNbep0i0RkYrG16NB3FOvWCdZ+Ap/9IPs3eigMNkPMjyii4TCzbriBdR99hB6NogAVeXls+nIO13w8kqT0jQT9Z4MxEEUJAknQKNgxeAjFSxOT1mL+cinxzcmIL5BFIvDSO3DBWHEI7YnUZJj+sDSRKKuUcYKuw4W3yQJPWrK4uVUFfL5YiZoijqKSWObh5efKeTwtWc7f1XVy/r/qgp2fr/PIkSgWC3ooRKLNRqIKkWCQIkXj2wEjydJAUaIECFAWTuDD7f05o/QVgiEfigLv3nMBV933V8J9T2FGtZSc+XTpmBY0INmA56rglphj2WbTCIejOy1WGIaBqiqUlfkO8hNonxi6TumaNURDITL69cPiOMI6vhyBhA34JSAdzfrbIWU/Zpz37pBSTB0Z28+qg+lV8FEXsCkaV3IVbzGDaqoBsGHjbM4lh5wWfx12Fd7uBJcUQHUslkxV4PcpcOY+dlRsS1y4OJ8JfMe3lFKKAvSiFydxSouWfblxczGX8jmfUUxRrKMZjGK0KQ61U0yRqAVRFBjWXy7NycmAmdPEXr12M/TqAmeftO8tWw93HnhODuTOWMCq3SYH0envwcO/k5U8kIHaySPkMvk8+O8s+N+nkJ0mHciG9pM25D8sk2Bvr1+u+9P18e5mF5wmuQEffyuDuy7Z8PTrUnKGASjxlTq3Sx4PEn7tD4gTCGRw+ctGCCKCj6qIaLBtu4g/g3pKO/KoLi6mP10PPbvKfgRDTd1BwZB0NGstFv4M46ZIMLeiyCD7tQ/g03/B8ENUHnWksGT1bko8FSlTtLdRDpCqiuPQ5Mgk//vv2fLddxi6js0lpR+GYRD1l1C9+WMSM05hvHM9t3p1QrqKTfWCkoRuyED5kqS23X+T9keQID+zjK3kk0YqIziOJNr2i7Ropbh3Gh9/6x3Aq/L2LhKBPLZ3rlwA3pwtJf6pntixXZWxSDgiYwiXUxxMkSicc7IsNOVkyDm0olryIv9wdXxRrzHW1EyMkZex+r/Po2KQnOIgOdXNuhvvxpGVjaKAh2QCbMetefml0sNxUR1HmpO0mSUoOnz5xz9y8xtvssLRja+8MvDWgRQN+trgtSq4KBE6WCEjw83QodnMmbOxYR8MwyAaNUhPd9G7975ZF6q3bcNXWkpK9+44kpP3/oA2IBoKoagqqmX3UxHDMFg1Ywaf3XkngUqxUzrT0jjj8ccZfMUVh2pXTfaTxX64rRjWh8EXlaF5NyvcngaTPZC4h8ZWeSF4pgJsxEs0dQO+98HMKvhVCmSRxW3cwQ52ECRABzo2ycCpJxCFNSHItkDOQXRXO9EFW3rCp14Ris5OgIx2NINOJ4OJXEKAACpqkxDrlsSJkwuYQBWV+PE3dDQzaZ+0o694+yfRDRPPbOu9aB0Ktu/cDcpqFRdPUak4JZpjsUho89UX7nzbhNPFHh6NNs0Tqqdvd7mADAqLSqVTXFWNDCANZJXw6glxV4jXFytri5GZJoLPgp8lrDoYAosig7fMVCiphFuvgBOHwo/L4NPvxQl26dnw73fk8RZNVkGrauCG6w7knds7hgFTporAldAonLPOK9cvfKt1nvdIJcEp72Odt5lYZEBO+qELrjY5uihcuJBQbS1aowOloijYE6NsX6WQPSREssPHIwmv8cfaqwnqCig6CirDHXBDyh42bmLSjFpqmc5LVFPVsFq8iIVM4lf7FUza0qQk7bqkV1EOfNGsqia+MKQostC0vVQWchJc8bHExDPg3hvFgXzNhTI+CIWlA+muyv4jEZ1bb/2UpUvdpPWcQlL1BoLBCCeOPZuKsy5EiY0nHDjIIovScAm6ZmCJWMiYUUTC4loUt5tQbS0Fn3zM6ZNvZWNI8sYcCiRpsrhWo8PKoIhEAM8+ey4nnTSd4uI6NE3FMCApyca4cb0YMGDPJ6hgbS1f3XMPm7/6imBNDXo0Sv+LL+bMJ5/E0potO/eBSCDAyhkzWDljBhUbNmAYBgnZ2fS78EKOu/VWbG73To9ZOWMGH994I2G/HyX2IXl37ODjG24gsUMHuo0Zc6hfhsleqIjCLcWwLiRj7ggyrl4fhntKYE6dNGLw7EYo+qAGooCzkdNbjQVFz6wVkaieLHZvp7+/RMSmkCHZKqNc8FZHSDrAma9VhfN3nRvfbnBwaBx4yaSQjDloae+YIpFJi9AhAzYXNu3qFo6I/TvnAJP/9zXHR1HgL1OkvO/ld2FTgawMXneRtKSvZ0i/WKlfNJ4/ZNHkvoYh3crsNskgykyTfJgX3pJtbi+T0OpIWLqtjRsj4ZmKAhhw7UUiHrUGFdWwadvOna4cdli/RQbIyabLYJ8ZNUycfKvypPW8gnz+qgqvPNzWe2dypOLOykK1WNAjkfgBCMAwsCcoqLHrprg/5STrap73nUKV9QLGJdq51CMC9tFKJBzil8VfUFy+kZS+vRjU61ScONt6tw5rvuAzqqnGjh3dUAjpNkJqHR8q73Ebd7TZfp01WvKH6nwi4BiGnOMyUuOu3z1RXSsdQr+YLwtvl50DwwfAy+/FRf9uHWVRqLJGzucWC5x6rLiarY3cBIqyZ+fojz9uY9myYjp0SERRkghlZKNHdd7/soyJk6qZ6fbgUmQ7DpyovhS6/fgtvWeva7Id1WLBV1pKmiYT36xmI28FSGo0Ic7JSWTFiilMmzafL77YhMdjZ/LkQVx4Yb8GoWR3zHvsMdZ99BGBqipUVcUAlr38MjXbtnHpO+/s0bXTmoS8Xmacdx7FP/1E2O9HtVhQrVb0SITVM2dSW1TEOc880+QxkUCAH594gkgwiKppDa9d13Wi4TBzp041RaLDkG/rYEcs5D2IfL/r3XNBQ8Sit2vgN7vREOx7+IpbDHiwBD6tE/HpRCf8NhV6N5svTK+EJ8rFjeSORXx854NJhTC77TRyE5N2hSkSmbQIf74Rrr1P3C4OmwhEwRBcNxEORem4osjkf9Sw3d+nV1fJFHr7cxGHQFxAl50jLemH9o8FXsdwWOGnrRJeXV4tj7HbpRxt1tcwKxbM3SFz5/a7LYndKvZ5ncYJJXFhw7IH267JziQlwAv3w+0G8S41AAAgAElEQVR/k5ynOr9c9/xf4dTj23rvTI5Uep5zDvOfeoqqLVtEEFIUouEwKDa6nuBGazR5G2RZynOpAUi+tA33+PCgurCA12++jOodhRDV0SMRPh/Vlb49RjFqzBXkDB3a1rt4WLKRDaiGxvKafiyqHEpIt+HU/BybupCqxCqSaZsSpA6ZklN43zMSPG0Y0vjhif9rusi0K7w+yT7cXCAu4LJKuPfvMHkcjDkOvl4ooo+uixv4qglyfdcOUiq+vyxfvh1FUZoIM5qmoqoK/QpLGTTYwy/Bhip3Ul1OTvv4FaKRMFpMjTIMg2goROdRoxiQAM9VQq0u3c0MQ1wX6RYY0Ujz9OrwvM/KJ5NPJjTpZEa4YHSaOJ72RLC2lg2ffEKgqgqL3d6w34qikD9vHgULFtBl9K67n7Umhq7z/pVXUrR4sQxaDAM9LMnhobo6LF27UjB/PhUbN5Lao0fD42qLiogEg6DrKI2+HIqiYBgGlZs3H/LXYrJ3ag1x7xjIpXmHJCvwrXf3ItHERHigNFampki2kYKMgRcEpCW9RRF3UWUElgbgjY7QtZHgO61cntcWe3JNBZcuJWs7wpB1EKVnJiZHC6ZIZNIiXHauTLanPi9dw9xOuP5iePQPbb1nMhDbmC/5QjddDieNgDnfAwqcPRpGDpGuJ0tWQ3qjk1ZFjQw2K2tkcFYfcux0wI4K2cZtuwkej0TgPx+IE6myFkYeA1NvhdxdlN3tjQQ3nDwcPv8RLGpMMNLF6XT2qKYlaPuDYcCSVfDtYhGizhotWU9HA8MHwFfT4ed18j4M7mN2oDNpXRJzcjh/+nRm/eY3VG7aRMRiJf+EsSjnX0hmRiVnRd4lSa0BNFDTIOG+tt7lQ4phGJSvW0fFxo24MzPJGTYMVdOY/dc7qS4pxJruIVhdgx42ML5Yz8ocO+vGvsjgSydxzjPPYLGbP+DGKCisrunL3LITcGp+EixeQrqFb0pPZa5i4fw2zEM8cSjMeVGcsDarCDj70uX1i/nS9KJDZvy6BBfM/BQ++Ic0t5gzTxaqxp0KJxxzcN1jMzJc0KjTYByDDulOXu4gHZh+CUo7+zFuK5suvZCFzzwjThmLhbDPR86wYXQbMwbNAk9nw59LoCQiW+pihcezwBrbT8OAu3bAAp+IRxow1werghKeu6csl4jfT9jng2bClqKqGNEoBQsXtolIVLR0KTtWrECxWDCiUdk3RcGIRDA0jbDPh8XhoK64uIlI5ExLw+pyYcREoYbXFPt3crejZMDSzhjmALcCdbG/60VUEGHHokDaHr7HHW3wl3S4swSiRtNtbI+KyORURAQq08EZhTeq4Z5GlZil0Z3dt/VNg0qjexeJqiOxElhzEdbkKMYUiUxajOsmyqVxOVdbU1YJ//cErN4gJwiAmyfBA7c2HTxOmSQrlKUV4gry+iEYlI5sVTVNu2AZhogqK9bv/nnv+n+SWwTy2Pe+kNDyH2dAj1202d0bL0+F06+TQXV95lLfXPjXA/u/LZDX8PAL8MHX8ZK5f78jK64grYCvmwiDeh/Y9tsDNhscO6it98LkaKLTccdx47JlbFz1C1PCmax0pVGnWJjp1ckNXMk7GV/Ry+EG20mgtqI98TDAMGBtCBb6wRYO4XjkHsrmfdcwEUzp3p1TH3iA4hXLUTMTiPgDGHoU0FFsGiwsRDkmm1Vvvok7M5OxU6e27Qs6zOht9OWFqgE4tACqYlAdTiSgW7GgML3C3aYiEUjZ14Be+/eYpaubun1BxhqqCluK4IwT5bI/hH0+8n/4gWB1NVmDB5Paq1fDd/DMM3vwwgtLqKoK4PGICFla6qNjxySGDs3BosDJbrnUc8yvf016v36sff99gtXVdD/9dHqec05DFtmxTviki4Tz2hTo3iwPaX0IFvkhxxK/PssC2yPwhRcu2kNpuSsjg4SsLGqLippcr0ci2JOScKam7t+b00JUbtyIoqriytI0oogbSNd1DF1Hs9kwdB1P16Z2L4fHQ98JE6jOz8dfXo6qaRiGISW6ycmMvKPtyiZNds9AO1zmgX9WAobkC4F83zNjc4PL99LoRVNhgF1azRdExU0UjDVx0JEcr2RVth8wRERtzAB77NzS6LcV0iULrNceSkyX+eGaIvl91m/ntY7Q11yDMDkKMUUikxanNQUiXYe3P4PXPoTyKjh2INz2K+iVu+v73/eMCESZaSJeFZfCPdOkFe7Nl8dDsfv1kDyal9+F1XnQp79kGr38Prz6ngxMlZg9PBKVUOweu+noWLAd3vhYTnINi9t2CUq+Zxq8NW3/X3daCvz0rtjpV64T8WbsCQe+SvrzWvjwawn4VFWoqYP1W8XGP2wALFwhrYqfvRcG9ISV66qxauX079UBh9l61sTkgFE1jQ86DmJRqfx+XQoYhsqGSDKXlE9keY+9b6O9YxjwdDnMiAUOd3r/LXp88TVdO3UgM2apqNi4kQV//3vDY6LhMIZhyIqyqkDEQFMtGKrK+lmzOOH223Gl7Vvnp6OBMZxFKFqDptRSHMhGR0XFwGLY+SaqsCUEuW2bY7zfdM0Rl25jDEPGBRkHkJFatm4ds6dMIVRbi6HrKIpCnwsu4KR77kFRVdLSXPzzn+fxl798Q2FhDboOQ4Zk8eCDY7BYmhfRxOl47LF0PPbY3d5uUaDfbiadBWFxSDQ/t6vAhtCeX4+iKJz+2GO8cc45hLzeBvFFtVhIyMqi51ln7XkDrYQ7Kwu7x0OotlacTqoqApFhoFosREMheo8fj6fzzoOqUXfdhcVmY+E//oG3tBRVUUjs2JExU6fSe9y4Nng1JntDUeDBTOkI9mQ5/BQQYSdbgzQL3JICI3fRkKYxi/yQrIGhQmEU7EAY2U5sXZOgIc6koAG9mx3LHs6Ec/KldNMqpwt04J40aWm/K6oicHbsMe7YYuzqIJy+FTb0BMfuf/ImJkckirGrNhNtxIgRI4wlS5a09W6YHMY89ya89I4ENTtsEnhptcCMJ6BzTtP7bi+F8VOkpW4gCCvWSSeTSKxj2vGD4OWHJDBzd1TVwNhrYN3meF5CSiLkZMpz7qpr2zcLYfzN4HI1HegFg5CUCPlfHfz7cLA89yZMfy/eyWvFOqj1yoStbzd5T6pqwO0MMeH4Jxk94AMMVAxDw5V2Ez17X0FJhcL85fIaRw7Z8/toYmISZ+hG2Bhq2r3FMMBrwJLuu59AHin8HIDfFEGGBpoCPa6fADU1hF1uTnDGukxGo3hLS7F3y6Kg8BcMq0o0EBBFoCoIlw3A+fI6dH+I1J49uej110nv27etX9phg2HAxQU6P/gj1Omyom7BSsRQsCBtqJ/O2etmDiuKS+GS2+Wc40mU81VJOQzpA/+eun+LJoZh8NaFF+IrK8OZIgqToevU7djBGY8/TrexY5vct7CwFptNIynJzpo1pTgcFvr2Td9rkPT+kheEyYWQpTV9Pdsj8Od0mLAPTSry581j9pQpeEtKsCUkkNixI6c98ghdRo1q0X3dV6KhEDMvvpiabdsIVFfjKysjEgigqCqdR45kyLXXMmjSpD2GakcCAXzl5SiahistrSHzyaR9UBCW/K0eNgmS3hv3lsCXdSICrQmK0FMZjYtEIMKRokB3G7zbCXo1O28u9Elp55qQnGv+kAZX7iGK7bFSeLAMEprtn1eHJ7PgRnOMa3KEoCjKUsMwRuztfqaTyKTdUOeF1z8SV1C95TwjFXaUwZufwF3NWtB7/eKSURTpDhaOiLNHi0i5WFGpZAbdd/PunzM5CebPkKylj76V6wb2gruu3bVABCK8KCoYOiiNXFW6AZ42tvjX42x2Mq3xynsaDjfNXhrY8QXGHvMONf4sdEMDgthrpvH199nc88/TieixzhUa3HsTnHfqIX4hJibtkMBu1mYUoDB05ItE33lllVaLjfaVSARFk05M1brkVSiKAobBmX96kLf/cD01VTsgEMTAQOmfjm3udnRfEGdswpjU6QAC345gFAXuSFX5LN+GFXmvw7HvXR87/OCPdwNrL+RkwHN/kfPxlkLZ97HHwz037P/rqNiwgdriYtwZ8SATRVXRbDbWf/xxE5FIURQ6dUriiy82MnXqXEKhKIYBnTol8uSTZ5Gbu4uZZ+gH8L0G+g6wHQ/Oq0DrsNf9yrVFOMkd5Duvg1RVQ1OgPAqZFjhjH8cPXUaP5qaff6ZiwwaiwSBpffq0qaii2WyMf/FF5j32GPnz5uFMSaHTyJGcfO+9JGRn79M2LA4HSR07NrmuJAKv/FLA0sIyXF1z+VWXZE5zt6/v9NFCJ6tc9pXJHvi8Thx0BnKssimSUaQAIaS72QAbTO+ws0AEcLwLvszd9+fcGNp1ApkObArv+3ZMTI4UWl0kUhTlbODvSP7eS4ZhPNraz2lyZFJcKt3TfH4ZBKQlSyeT6jr4x39h7hIYdwpceb44hbp2kK5VdV5xHMUiARrKxdKS4cv50pnNHwCXc9eDC7sdHrod7r9FhCbnXqqt+nSDgT3h5/US4K0qEAzLSe66iS3/vhwIp48UgcwfFMHIYQNfQISi5ES5T1lFiImTZlIbyIgJRAB2av1uakr/Q1Li6Q3tgwNBmPqCZPxkmhUfJiZ75FQ3/KcqPkk3Yt1gElXofoQLRCBOocaH2upTzyF95nTIcKDEbvGVl5MzfDg5Q4dx4wffsPKbj1j57SwKly+B+TtQAgb2pCRsCQkMvfZabAmHiQJ/GDHaLZkaW8PSUUtFsm40Rcop2iOD+8DMaZI36LAfXGdRBXZyAimKgqHrO9138+ZK7r33axIT7Xg8DgzDoLi4jttu+5T3378MTWtkP/C/B3WPgOKQi/89CH4Fyf8FbdeiiIHBMn5imfITvTIjpEZsrKg8jkLvQM5NUPhtqoT1LvLDT35I0eA0t4Rb7/K1KQppvfYz9KkVScjO5uxp0wj7/QBYnc69PGLPFFfWcv8f7sOxcC7Z0Si6rvP4uMksvWg8fxw9sCV22eQQULBdxvY1ddI5ONXD/2fvvMPjqK4+/N6Z7atVl2VZtix3wAZMMNiATW+mGVOdYAgQSAgdEiB8lECooSShBQglQOiG0FvAMc2AiU012Lg3Wc3qu9o25fvjrJDkgmVb0lrSvM+zj6TV7uyZ3Z2Ze3/3nN9hvz1gpxDcUQi3rpPrYq0p2UCFLqg0xdvonkLYM9B5ouBufniqsb14bqdEqd0clwWHPkiXikRKKR24DzgEWAP8Tyn1qm3b33fl6zpsiG1LSdF7n0mGy8F7wa47dO+KSyQCz70DTWGYchCUFm/+OW35z2xYsqo1O2h5mXRGaY5C/1RJ2UMvwGffwMN/kvKwa34rxtWGCSop2TwZfnl8woC6Btj3VKisEU+Da86Byftt/PVdrs236AWJ7ZX74Jhz4dsloGzw+WDaZDh32safk0iID1BtA+wwFEaWdu1nM6gIrj9fVmTD4ZSY1gwjSsRTKp4AIxkl4IsTN9qvkkbjPnJDVT8KRCCD9bpG8TGaclDXxe3g0Bu4vgDebIJ1qU4tLVk1U0KSOt/bOSgI/6yXzBa3gprjT8M37xP8yxahu23CmsKXk8OkK68EwJuZybgp0xk3ZTq1S5cy5+67qfrmGzKKitjl1FMZfvjhad6j7ZdDgvDXWhnsuRRUGlK6dGV+z824UGrby5tzhw0j0K8fsfp6fNlyjbMti2Qsxogjj9zg8W++uRjLAr/fnYpBkZcXoLIyzLffVjF2bEr8sRMQuQu0HBGIAHQ/WBUQfQYyNm62/C3fMIfP8OMnpLz43Eny+n3IwXgZwUgMGy6rlE5nLSU399TCXf1h923TW7qVbRWHWnj6pj/jm/MBcY8PNB3NMtjxpcd4JZTFLh++zoEXnIc3FOqU13LofJqjcO090l13bZUs9maHZGxuGDBisIy3p0yAuw+B+Rq81iQl2b8JwklZrWVhjWVlfPXYY6z59FN0j4eSSZPY8bjjyF7PCH1znJENd9RAuQG+VEpRDCh1w0nOV8mhD9LVmUR7Akts214GoJR6FpgCOCJRN/PAs/DIv2VwpYDn3oLTpsAF07vn9d/8AE77g7RtB7j6bvjtyXDbZR17/vI18PgrMKi/lIm5XSL81NZLC9zSgZLh4/OK8fScbySjJxaHS34Jj70MXy2AgYWS6aJpsHQZ1DeJxYWmoKIGpv1evA1O2sY5R788+Ow5WLgMVpXDjkM39ExqYXU5nHO9rIxaqdHfoXuLiNMRUWprOXwS7PMzMbF2uWDZKnjoRSnf8/tg+rGZ1DYNIi+rhlhCjBBsGzL99cxeMHmj29yOLM4cHLZb+rngw1K4tgo+jUJAg1Mz4dw+koU3ygsX58JdtanWxr4Q9bf9kyuXzSZv+UJCxcUMPfDAjWYH5Q4bxuQ2htYOm8a2xXg1T5duQBatZumJPn6uVprGwbfcwpvnn0+4ogLLMNBcLkZMntyu1KyFuroYmrahqqaUIhxu4yhtrgXioNqbB1kEaEzOwm0cSFDfpZ1CZ2PzBfPw4cOVGpa7cWNhMY+5jGAk74bh/WYoauNV1GiK58rrJRu2++7NxJuaqJ35LtFACM2yUApMW6F0F6Ufvs1/Gqqpeu8/HHn//eSPGpXucB02wt1PwqzPZewdiULQJwuV1TVQ2whrKmHoQPjye3hjFjx7Jxy7kYXlcGUlL//yl0RrawmXlxOtr+eHV19l1rXXMvzww5n6+OO4A5txyU7h0+DjUrioAmY1y1zpuCDc3b99h2MHh75CV4tExcDqNn+vAca3fYBS6tfArwFKSraiN7jDZllRBo++JCtvLh2wJWPlrn+JqFJeBW98KAOPYw+Cs06A/K3oFLIpmqMiECWM1m5ihgH3PSsZTYdO3Pw2PvsaTEvax3s8kqLaHJXMoEQSFi6FoYPEQ8i04MnX4IvvW9NGPW6YuLsINjX18phoDEwD/G3KzKIxuPx2OPGwzlll3WGo3H6Ka++RmFrKtCwL3voIxu8Cx2w4Vu1UQkF5XwAm7AonTRbhLDMIHo/i2Vcup4CL8HtixJN+At4IwWAGb849i6Ql7ytI5pGuyTYcHBw2z2APPD5QPBY21s2ot3NKNhycAXOj4FUwIeAhY+QBwAHpDq3X0GjBGgN28UoHoKgtLaAV8Fk03dF1P7WmGEPn6NIGu9+YMfz8tddY+cEHxBoaKNxlF/qNGbNRM+qJE0t4+eWF2Lb94/8TCWnuPWZMv9YHarmADbb5oynhai3B+4GBNGsBbPshBsUtDnBfQkCXcjALiyhRMmgvirpxE6YJgLfCqc+uTWiZOlSb4qUyqg+UqbZgRKN4sbFQ6EoywGzLwnK58TaHCdZWYfj789+rruLEGTM63Vy8L2BZ8FA9/KMewhYcHITrCqCgE2aNyaR01+2XC98vk7Gj0kSIKa+R8WdTBH5YIf9bUwkX3wIPXr/hdXL+s88Sb2gg3tREtK4OyzBAKYxolEWvv86zxx3H9DffRHVQ5Slyw/Ob6Fy8tcQseLVJvAiPzoAcxw3YoYeQdm3Utu1/2LY9zrbtcQVtDAQdOo+586XEzKXLif/bxfDlQli2Bn79R7juPvh2EXy3FG7+B5xwsWS1dBbPvy0ZRG29fFoyZP4xo2PbcKUscZSCkiIYUCDZRJoSz6BoAuYvlgtL0oCZn4lgVJjfmjlUWw8PXQ83XQSPpjqhuN3tLzpetwhoy9d0fP8WLIVz/wTjp8GR58Dzb3U8o6aqRuJuK8ppmmRHvZyGLmgul8TS4t908jET0HMfJ2wcRiA4iOzCn1Oy49P8cuog6holTXhtFTQ0wRVnQX/nEHboK1gG1F8KFYVQHoLqXSD29hZvRld9TyBqodAFR4ZELFq/o4zDtuNTkmFiIKvkObp01Ivb0oq6r2Db8HAdTF4JF1XC9DI4Yy3UGOANhRh51FHscsopFO688yYFhYkTS9h770GUlzdRU9NMZWWY2tpmLr54AtnZbQY3WiZ4jxbDatugXhm8FSgmoVwEcRG0YY2u8U7yr9i2iEw6OnnkESfe7jVjxChEytg8miyKrb9ftt23sogAAgUFDBhYhCcexVQalmWBUuhGgmQok5x4M/6cHBpWr6aprCzd4fZIzi6HSythURwqklIePH65tInfVhJJEYp0vf0k1LYAO7UAbIHHJWNRt1sax8yas+G2yufNw+X3E6msxDJNNF1H0zSUUri8XsrmzGHtvHnbHvRW8kYTDFoMZ66Fc8uhdAn8bV3awnFw2CK6elhWBrTVZAem7nPoRnxeUelBJvQV6+Qk3YKNZIL4PKLaL1gKM7Z8rrNJmjexYqlsSTPtCJN2B7cu5WOmCWVVksWi660CmG3DouVycfF5xG+oYp3sW2aGvFYsDgfvDTuPEtHKNNu/jmHJ/Ya58TjWZ0UZnH0tfLkA8rLECPrWh+GhDopfprXxCaJSHY+hK1EKdhy1A3tN+hM77f4vBgy5FOUq4sTD4d93wRW/gj+cBf++G447JN3ROjh0Iw2nQfQB8SBBB2MB1B0DjdeBFUl3dA4OeDWYGoIqUzLWQMrMIpaUN/YVPm6G++tEJCvQxfT2+zhcW93xbbhcGnfeeSi33nowkyaVMGXKKB55ZArTpm3EJDnjMvCfBHY9C3QTCw0vPsCFQhGwFVW6Rq3x6Y9P2Yu9MTFpJkKSJM1EUMB4JgAwJQOStH6OAHUWlLhhaB/rBq+UYvK1VzPEiuGvrUaPx/CEG9Ati5FffUJ2aak80LY7nEHi0MqKBDzXKEbpAU0E5gwlXmZ/qdn27QcDsNNwGaMX5ss4GFtEUF2TqgOXDlpLvxRbytFmvLPhtrJKSkhGo9htBvN2apVWaRq2aVI1f/62B70VNJpwWhnELQhqctNtuKZazOcdHLZ3uvrs+T9ghFJqiFLKA0wDXu3i13RYj4k/ky5g4WbpImCYkoHTku2ilJyco7FWI+hPv+q81z/6gJTo0WYFwrZEnOqosNC/QLqLhSMidCWSss1dR0Fejvxt2dKhbMwIyZJatAIWr4D/fStiEUiWUcs+n3UCJE1Z0bAs2YZpwohSGNbBdNMnX5Pn5eeIYBX0SwrtYy9DpLkD+5Uvddd1DfJ3pLGO1Qu/ZuWCbxm/Y0PHgkgTA/tLedqJh0Nx4eYf3xju2Hvi4LDdY5ZD/DXAjzi9tIhCBjT/BRrOBtv5sjuknwtz4agMKUuqMKQE7bxcOLQPNYN7vlGyqtypBRmlRCz6X1TaqHcUt1vnkEOG8ec/H8JVV+3LLrts4sKnvJBxBeTNpMnzMzS8oFod6VXqFqX+x/sGUcIUpjKQQbhxU8oQpnI8/ZDXmBiAU7JaP8dKAzI1+HNh38xELN5jD85+/VUOPfxABjc3kF++ioGROopHDieQn09zTQ15I0eSUVTEioS0U58X3TAby2FDZkbk+6m3+V4pJRPG9zpp/eMPZ0nWvGFCVqpxiqK14qDFmiJpyOMKcje+qLzzL36BpmnoXq+UHabS61r+9mZnE8jP75ygt5AnGyRr099mpu3WwEREaweH7Z0uTTi2bdtQSp0PvAPowKO2bX/Xla/psCHZmXDHZfCHOyXTxbYAXU68ttUqFplW6gKqOjbp7yiDiuDi0+Cvj8vrt7R8/tlOcOZxHd/O4ZPEp+fTr+EPf4H8bLmQ9C8QcaeyBg7YE97+WEQwjyclgFmSYTSyFMbu0Lq9K34lpV7vzpYMI78PhhTDvVeJ4NMRFixtvZi14HbL/lXXbfi/9VEKbrhQjKvnz/2aqiWfg20T8MM/7/mM/hn7cPzxO3X8TdoOWbAUzrhK3msb2GkoPHoT7Dwy3ZE5OGwlxsKU4ZmWEoNapn2AbYDxg5Se+bfgBOfg0AV4lWSaZK1ain/2f8m0koQO3Rf2HM2P39leTqO14WBXS016mzfsdt9p2PgpZmeWqU9TAy15v81Uf7I8fVy7x/enP0dw1Ea3pRRckgcnZMK3McjSYQ8/ePrGR7hRsktLOfK++5h8t8kH11/PkrfewkwmCVdWEsjPZ78bb+L6asUb4dZveqkb7i2S5gEOG2eAS8ZqbVvBg9xX1ElZazsNh+f/Ci+/J4u6/XLFRiIjCBfdIj6deqoqYMRgaI7BIXtvuJ2CnXbikDvvZNbVV7Pq44+xTRPN40HpOpqukz14MKX77985QW8hDZuoBlA/8T8Hh+0JZW9H7YjGjRtnz507N91h9CjCEbjnKXj9fcmiOXMqFPeXjI0xI9p31IrF4eq74N6nxfMmkRT1vuUrkJESNHIy4fX7YZdObgoxaw7843lojEgG0RlTt75jwFOvwV8eg1CGlNPVN0p66vRj4OEZEI5CRSqV3EaymC49XQSZtlgWzPsOvlgg+33QBMjLpsPccD+8NktSZkE+jzVV8vO238l+bk4oApj/fT3HHTcDr99PdqZOVgiSSZP6+hivvjqNwsKeuezbGIbRR0u3ioAXUBCNyue28A3IctqKOvREjDVQvSOy9hGhNSnXBJUNrlHgngBZd6YvRgcH4F/18NwTz7PDI7ej2TaWDYZS7HHqqfzi9xf0CVPfJ+rhrhoY0GaC22RJOc3rJe0zJjqLNXPm8Omdd1Jbvhz9iRHE+2fi0zUswFAae9g7Ms5zXue/cB/Ftm1qFy+m+vvv8efmMnDCBF6LefjTOukI19KYrtKAPf0iFDlsHMuCYUslyy6Y8sxLWFLu+HYJTAx27evP+058PmNxGd+bliwu3v/HTY+nbdtm1ccfM/PKK6lfsQJXIEDhzjtz8C23kDey4yuSM8Nw4zpYmYAdvPDHAhjfseZoGzA/BhOWSxZjyznGtiFiw4NFMH0L5hoODp2JUmqebdvjNvs4RyTqucRiMP7nsHil1PFalvjv5OeIubNtwylHw0Wntq4GxOJwwOnwzQ8i0MQTIqAoJSfj/Gy471o4av907tnmsW3pAHb/M1JW1i8Pzj4RAj649SEoKhAxqrah9b259lw44RqWoJQAACAASURBVLDOjWPpKunc1iJELVwu6bNF+ZLBNWIwPHLD5oWiZ575ljvu+JQBA0Q1SSZNysqaWLu2kYkTS7jqqn3Zc8+N9P/czvn7M3DZ7bL/beci4Qj88Vy4/Kz0xebgsE3UTIXEW4gtsIaUnQHuPSSbyH8iZFyexgAd+jqWDZPnVbHzWUdjZWVju6XkKWmYhOqq+d1z/yJ/hx02s5WeT9iCs9fC4gS4kSPWpeCvhTBhKyeAP0XV/Pm88qtf4fJ68WZmYrrjmEdZuI4aTnZOP8Zo+zLYdTCqj2RypYvpZbA6IV3gWrBsKdn7z2DI7mDGeF9kQRyOWw2rkpL54lVwQwGcm9c9r19eDW9+AOXrYNxoOGC82GZ0hHBlJbZpklFUtEUi+LP1YthtI5mHSeQ88e+BcNBWrtOeVQbPNLZmstnAbj74cPDWL5I7OGwrHRWJnITLHsx9z8CSlZDhBxQ0hOX+mnoYPVxOqE++KifYljbnPi98+IQIKS+8C4kEjN8V9h8HwwdLC3NXD/hWKAWFeVDXKFkp8QTc/STsMCS16pEUs+rMDPm9rgH2Gtv5cQwrkbacd/4TXviPCFIZfvksDFP8nV6dBT8/8qe3o2mtF7Jk0uTLLyuIxw1M0+aHH2o499w3uPLKiT2u9OyH5fJzg+u0ggXLuj0cB4fOI+dZqD8P4v9ChpN+cO0EKgCEwTc1zQE69HViNuhfz0XZ1o8CEYDu0kmaFqs/+aRPiEQZGjw6AN4Nw2dRySg6OgMGd3DSuaV8/fjjKKXwZWUB4DJ8qOcTJB6dz+EzZ+Ly+DazBYfOIG61ZhC1oJCJenL7WR/fLtnRCwuGw5dRqDVhn4AYWHcXRQXwqxO27rkZhVvul2HbcGWVfD8Cqf30Iib/l1fBvK0UiR4uFv+3R+rl+3hCJvwmxxGIHHoGzte0B/PKLJl8Ky3lJ2TJiceyU/W8eqp15Kz2z3O74Zpz4euXYMEb8NjNcPpxIiT1BIEIZF+vuVv2sahAyr3658P3S2G/PaC+qbU9e10jXHZm5/ostWXMCPjD2eJnpGlitKcUNEVgTQU888bmtzFp0mBcLkU8blBeHiYeN3C5NFwujcGDs8nJ8XPXXXOIxTqh/2g3Mm60/LTb+j7Yctt9dDoicnDoJDQv5D4M/daA71fgHg1KB2zIuAVcI+RxtgVmJVjhtIbr0PfwK8j1e7DWU+kNG/y6Qvf1HbHCr8ExmXBzIZyf23UCEUDtkiV4gu1rcnSPB8swiNY5jrXdxeQM6TDVtmCizoIRHsjvYBaRbUsb+HfDUj60HRVfdAu7+SWLpjsFonQQtqQLpG89UdGnYEl827Z9Uha8MxjeHwLn54l5tYNDT6CHSAIOGyPgXe+OlI+qAtypT1bTpMSst7GiTISwfm1SX5WSsqb6JmnJPvsL0SP22U06cXUlPg+sqZSMJr9P3ndNS5WgLdvQAHB9BgwIcfXV+3LTTR+xdm0TpmmjlM2oUXl4PDKaCYfjrFrVwMiRHc/3/X4JLC+D4SVi3N3d9hMnT4ab/gGryuU9Ukq66PXPh19O6d5YHBy6BL0Ach4CswzsMOhDQaXMT+KzIXILWFWAAu8R0h5bdUGNi4PDeigFZxw4nlf+6kVFwhDIkOLIeIx+Xhel++2X7hB7Jf123pklb7+NO9B6nBuxGC6/n0BeN9XrOHByFnzQDN+3GQNnaOIz05GxUNyS7JKPmlsLinf1SZliyClV61X4Nel+aNpSYtaCYUvregeHvojz1e/BnH1CqrQqIaZoLW3mXS4pxbJtEYgmT0p3pJ2P1yP7t/6qjmVKG/riQmnPfvLkrheIVpfDBTeJz04sLibakWaJRdPEULsjQt3RR4/i9dd/wcEHD2HAgBB77llMQYGsRlqWjWna5OR0bOW3qgYmTIM9ToaTLoWJ0+HUK7q/Bb3HAx/9C47evzW99tB94IMnpEzQwaHXoBeLYbVKtTeMPAx1x0D8IzCrwfZC7FVouiHdkTr0IQ7qH+LoO+4gwzZx11SRW1vJKCPM4dddS2Zxz/O56wmMPf10dLebSHU1ZjJJvLGR5tpadv/Nb9A9XZjC5NCOoAYPD4DbCmF6FlyWB/8eBKPWX2DdBP9qgPeboVCXbmiFOnwVg7tquzZuh+7HpeCYDIiS6vKMCEYJ4PSsdEbm4JA+HOPqHoxpSgeAF96BWEJKsEwLhgyUTmVKwX7j4M+/6zllZB3FtuGM/xOj6IJcuc80RRy58wopOesOLAt+/ntYvgZWV0Jtvdxn2WKiXVos8b33SMdrkOfPr+LMM18hFPISCLgxTYuqqggHHDCEm246BLf7p1fBbBv2/gV8/UOrX1UyKe/PZb+Ca37bKbvu4ND3MNZC+E8Qnwno4DsKMi4Rgagt0RnQcBHYTaD8iGeRAtcuQDPkvA56v+6P36HXUmXAjEaZxA7zwEmZMLSNHpGIRFg7dy6WYTBg3Lgf/XIcuoZ1P/zA3Pvvp/yLL8goKmK3M89k2KGH9uxuch++AK/eC+E62P1QmPZ/EMpJd1RdxuErU6WZbcZuhi0la7NLu6YrnkP6iFlw0hqYFZEqBE3B1BA8WiR+ow4OvQWnu1kfwbalU9mnX0F2CCaMhc++Eh+e3UfDuDG91yCtrBIuuBHKquRvG5h+FFwwvXvKqr5dJL5I734CHjdkBKGhSXySTBNCQeifB5eeLl3mtoR3313Kbbd9QlNTHMuyGVA6lAbfJBqbPQwbBJf8EgYUwHNvS3e30cPhpMMlg2r+YhGJPG6JpYVYDPoXSOv5njxOdXBIC8ZSqD0CzDVIpXbKXMu9M+S8ImVnAHYSag+F5CIg2lp6ZidAy5db1qPg3jE9++HQ6/gquZa/Rz9D6U00RUewtHEcuvLw9yIY23dshxy6koevgNfuld81HUwDcovg3nmQ0bN7eW/KDuCAFeBRcmvBssW75tMh7cuSHLaMOXPWcOGFb7NgQTVer87UqTty992H4/O50x0aZUnphDjGC/m9bIHdQY73xQmoM2G4B/L64GfsiEQOfQLThK8WSonXTsPFxHpLKKuEtz6EinWww1AphcrsQBlUWSWcfKlkcC1ZKYJMItlaBheNSzbXrZfCaVO2TpQxDIuyskZe/8jLoy/5ycmS7nSNYenW5nKJ95TfJz4/AR88cqNkNU29EPxe8ahqIRaHzCCsnNl7hUMHh07FjktWUPw1SM4DczWQ2XoA2QnADaHrIZhK0TMrpczMioK1ClSqtsG2kGyiEZD7H9CCG3lBB4ctYx5zecV6AwMLZQNKkTBy+Hztrxng8vN0sbMo4LCN1FXBmcNBd7empds2RMNw7EVw5i3pjW8rsG14pQluWwdLk1Cgw0V5cFZ26/FyczX8uwmK2kwiKw3Yyw93FaUn7t7A4sU1jB//MImEgc/nxrIsYjGTffYp4d13T013eA69mBoDTiuTjFsUhDQ4L0eaGfSl62RHRaI+qJ859CZ0feu7ZM35Gi65FdbVQ2WN+DllBOD3Z8LFp0oXuE3x8kwxqS7Klw5mCUP8d+JJ+NmOUNMAV/8GTjx862IDcLk0BgzI5vn/QF6OCFAAWSExw9Z1yRQDEbaqauDepySTKhQU/6G2zWsMo3dnlm2KWXPgyr/AopWSbXfONOl215cuCA5bgW1D4+8g8QmoLDDLAQOIgJ2R+gK5wY5C4gto0Xy0bLlfC4JVIUITLvmpBSDwW1AeiL0J8XdB+cB3DLgnOF9Khy0iSZL/8DZJW2HjRQHYNh5XLSOzP+TL2sNotiHofK0ctoWv/ysid1vfAqVAd8EX7/ZIkejFRji/QlqcuxSsTMLFFfBDHO5I+Vj+Jgc+ThlfW7a0Rh/oht/npzf2ns7NN39EPG6QkSELKLqu4XLpfPrpaubPr2LMGKcU20EwbPgudfyN9rXP6ttS6k3YczmsSMrfClgHXFMFpR44OtQZEfcu+th00cFBjL4ffBaOPAe+WSydt3RNOqNF43DfU3D8xbDfqTDxFLjpAfEaasvKMhGFUDBqiJxsEglIGlC+TjqqTTlw22NtCEsGkLeNt0SLIblptn9sbjbM+QaGDoITD5PYmqNSZhaOSDncbb/f9ph6ErO/gGMvgG+XyJi2pgGuuxcuujndkTls9xhfQGIOaANAy0h5C4H4Cxmp31PZQe6hrc9TXgicDnYDuHYAlVpyVn4I3Qq+aSI+NV0Dyc8h8T40XgDND3bXnjn0ElawDAMDRdtWSwrb1sgKLMSrwOsIRA7bSlYBsIlOIZk9r1ubZcPtNdBsgT9VThbQwA08Wg8vNsCKBHwRg1oTlC2T1bglJUgDUlpZ1IJH6+DYVXJ7tE58bRx+mm++qURfz+Snxavrq68qOu11LAsaDfnp0PP4NgZHrYLflMNvy+GwlTBnG5rv/KlaxGCFZMi0dCxstuHP6zon5t6Gk0nkkHZME55/Wzx+Rg+HaUe099LpbK6+G17/QAQd05QMm0hUMnR0Harr4L+fwYRdwa/DSzOlpO2p21LCEDB2R/jv5/J7ZgbsMUaykeoa4c7L4bB9OmcfskMp8SomZWUgTijGDhDdD+b1g9wyKF4MyXrISXmR3nEZ7DwSHpohMe29G/zpAijpYynS19wDhikZYiALoboG/3oVbrhQPnMHh41iLAKM1uwefRAYYSAJtgm2C4iBVgi+k9s/138m4IPoPyV7yHUwBC4G7wRIfAzxDwETrGrJJNIKIXIfJOeCsVD+DpwB3iO3KrvIsizuuedz/vGPLwiH4+y/fyk33XQQAwdmbtt74rBd4UZW4r1KJrwoGQADxE0XJ2Y6vikOncCuB0B2IdRXgTfVFcVImfFPuSDd0W0xEUvKxjRaT6+GLZNF04Yz1srk0bQhW4fRXjGvtmx4JwwNFujAgjjUW5CfGuvdUyumxw8PAK+zBL9Jdtghn4ULa9rd12J9MmbMFnpGbIKbquHuWmiypMvd2VlwY7++l0nfU4lYcGGFHIOaLdk/TRYcuRoeKYIpWziUiVswMyLHdUuRSMul0QaWJTov9t6Ec7g4pJWKdbDjUXD2NXDXv+DX18GoI8TzpytYtlrKj4ryxa/HTLWptyzxFDJMubl0ud/tFp+jlWth9pet2zlyPyjMg/JqyT6KxmWwceF0OGLfzhO5XC44d5p4EDWGRdBaWALmqWAOgJgX1uwEXx4INXE49Rh5ntsNZ50Ac56DRW/BYzf3PYEIxNTbs54U7naLQLhwWVpCcugpaAWtptMgHcz0IcjaSgJURP7OeRpcQ9s/V2kQmA6570H+p5D9jAhEALFZYC0HazXYERGKkl+DuTRV2hYCqwaa/gjRJ7cq9DPOeIUrr5zJ6tUNNDTEmTHjeyZMeJiqqvBWbc9h+6SEEgIE0JWBT7NTVuoWKIu85O6cm5vuCB16BZoG178GOf0h1gyxiGQRnXg5jD8q3dFtMUENMjWZMIJMEpss+TvVjgAXkjPabMG3qXKXBksmq280wedRmBeDCkMEo3WmZB+91AR7rYCn6jdMvHIQrrxyEm63RiSSwLZtDMMiHE4wdmx/xo7d9oHq36rhpnWQsMRzxrDgb3Xwx+pOCN6hW/isWYQiw4bvExBPlXvGLbikAj6IbNn2TOQ41ZDjuy02UNiFiQk9GUckckgrZ18Dayoh4JdyqKBPhJdfXd01r7dyrQg4fh+EAjL2abmQJ5My7tF1ERLaigumJYbQLWSFRHg5eTK4dRGS/ngeXHxa58d8/KFwy6XQPx/qkhCeCOMGQWm22KGoeoj4YddTpMOZQysDCkT0a0uLMNgXRTOHLcAzEbQ8EXFsW0YSKhM8+0Hu+5D/HRR8A57xm96GUuI/1DYbyFwItiFlacol/ycJxEHLlfu0kLx280MpT6OOs3JlPS++uIBAwI3f78brdREKeamri3L77Z9sxRvhsL2ioXEi03ArDy4tSVBL4NcMdmQHrs3cc5v8Gxwc2jF4NDyyCG56Gy57Ap5YBdOvTXdUW4Wm4Hd5IgrFLUjarQKRQkrQWjLwbGSCWmfBkoRMmjI02YZLyfO/jMHSBOhKJqKGBXfWwJuOJr9RxozpxwsvnMTgwVmEwwkMw+Koo0bw9tvTO2X7f62TbBFPaobr0cALPFjvlJ71FCKpIdfypBxTLcejBrgV/L2u49uKWnIb54NMJYKRSSpbEPmunOMsqGwUp9zMIa18OLd9Fy6liYDzyZebbku6LQzoJ4IPSDez+A9Q2yCejLYt5Vr1jTCkuH1nME2DwQPab6sgVwyQLzuzc2NcH6Wk69qh+8A3MfjNWsh1QW4GlBTZ1NUnqUsmqctIEon4CYW8XRtQD+L/fg3Tr0j5OrllgNAcg0P2hiLHG9Hhp1A+yHoQmq6H5Ddyn3s3CF0jpWdbi92IGFmboPTUspaJ1Aq1cZpXXnmstU6ymDrIBx+sBNjA80HTtB//59B7KKGE33EZ85lPWIUZznD6q/7pDsuhN6JpMGZiuqPoFE7LllKxm6qhMTUm9KfGmyol9tjIZFXZsDgufkOaBoWu1ETTFgHJsOXxCVtKP4OalJv9sx6OdEraN8rBBw/lu+/OI5k00XWF1ol1YLUm+NabO7gVhC1IAL6NPsthe2Js6kOKWFLqCa1zwkLXxsvD7JTJ9dKkZAaN9krJ4WthOUZrDIjZIgSnqrPxIeeCM3K6Z796Go5I5JBWNiYEKSS1d2tFItuGT7+Cl94Tr6HDJ8rN44GRpeIfNOcbEXnGjYalq6CpGXYcCiMHw4q1UFUrJUlKwbpaGNQfJu3eGXu8beTpYplr2aCwWb68lsqKMMmQj+a5Kzj6Dwu4994jnO4QKY49GO68Aq6/DxqapHxvyoHwyI3pjsyhR6CXQPYjYNUCCrROGEnoJaAPBqsc7JaRjgeZkrQpb7MTgC7ZRVtASUmWJD7Z9o9moACWZTNwoDNj6Y24cDGWsekOw8Ghx6CUtLw/Lxc+aYbzyyGgYGGq81EklYGskDNzi8AwVINsDeKIQNSSmNJightPdRN0KylFc/hp3O7Or/MpdEGV0Sr6gXwuOTr4nPqZHkGJG36ZLZ3Hmi3J0rOB/i7AhqGe9o9P2HB5JcxulsfpiAjsBYrdsDIB1aZklQ1zyfEct+GiXLg832ksuykckcghrYxLCTYZwdb7mmPws5223mDugWfhkRelZEzXZftvfwx3/5+IBLf/Hu55Cl75rwhBh02E358BJalMoYYmuO9peO19yTyZPAkuPLXVtDqdFLth74CcCPWGKJUVYfSQD+XWGbmyCsOyueKKd3n11Z9vkEnQV/nNSXD2CVBVIybjAf/mn+Ow/RGz4IVGeCMsqcfHhaRlabcY826hUPOT+E+BxGfg3lWyibBTJW0NYIeBLCAuvkSBs9p0VesY++5bwqBBmaxe3Ugw6EYpRSxmoGlw6aV7dd5+ODh0M1ZqSq45TgkOnYRLwb5BaWt/T63I9U2WiEAeZJIUckGxDquTEE2VwTSkslXiqcwEk5QRNrDMEDPr8c5YIy1cWwDnlkuJkUeJgGAClzslRT2K83JAt+HGdXKcDnDJMlozcO5663XPNcA7TXI8NtsiEFYYIirpCipMyUhK2lLcP8YnWUqzo45A9FMoeztyVhs3bpw9d+7cdIfh0I0sXgH7ny4lXi314JkZMOsxKQfbUirXwdHnQl6OmE+DZBZVrIO/XAH7jmt9rG2LP41rE1Jpy6GxvZ1Amky4ZR38c2E9TU0JgvEkw//7HbmrpFtEVVWExx6bwo47dk6XCAeHtGIbmLH3eLSujhdjk4hpA7FtGchPDsGNBdvfMbpZos9D5B5+7JTmPVg6mTX/XbqqaVngPw38p7ave+0gy5fXcdxxz7FoUS1KQSDg5uabD+Sss7aDdEgHhy2kiUY+YTbLWY6GYgSj2Iu98TmFIw6dyHcxMaX+oBk+boYMBUVuyUzRFNSZ0GimRCILakwY4ZHFxO+SrdvREd+iN0pgr0C69qZv82Q93LBOhIJ8Ha7Ig187IlGPZFYYbl4R49vaBEZFI6HyOgZOKOWQISHOzpFj9IAVMC/a6guWQDKQ/EoW1j+LiqibtMXMfBefiIdxG94vTe/+pQOl1Dzbtsdt7nFOJpFDWhlRCgtegwdnwPxFMHo4nHMyZG5lVcR3S2RO5WqTwaqUXOA//6a9SKTUpgWilv9vj4R0uLkQwnd9yewvyinyKNR6Wq/aXoN3cNgSEvOg7jiwajgFmOZz8451Fo9bt5GhKf4Thl9mwcieZsPlPwl8R4O5WrKUtHy53zsR7CTg2qYT0JAhOXz55TksWVJDbW2M3Xbr3yVp/Q4OnUWMGGspAxTFFONFDuoECV7mJSJECCAz7h9YQB01TOUEFM61zgHmx+COGng3LBO/EW4RBo7K6ni26Wif3H5twmErIVdv/9yIJWNJhZSU1djSQavOElEoaUmWQrFLfIk+a3ZEonQxPVtuDj0fbd4KGi57F6+lCLvdJCIJGp79gsY7pjJ7YCbPDIRFccnka2nW4AMiyLlAA7I0WVg0bCk1m90sjzsio2v8b3sLjkjkkHYyQ51n/pwVYsP+hoiHT14vu2Acd+gQZr+zCLt/CKXJGa6+PkZ+foCRI/PSHJ2DwzZiGVA3Faxa4gSIAh6SHKndzwJ7Ip8zBYAfEj1QJAIpI3ON3Mj97g3v20qGD+8B5wHbgOiTEH0W7Ih0jwueC/qAzT/XoUexmMV8ymyaaKKUUvZlP0JkspQl/JeZqXIyGw2dQzgUHZ0P+YA1rCGLTEBKzYJkUE01FZRThPM96essisP0MlgQF5FGAZ/H4dRyOCcGtxVufhJo2GJqG1SQrcMJmfBMg/hAehXUWlBuSFbRwJSG71GwOCnjS68Sv5MRLijxSBbDrGa4pDveAAeHXopl2dx++yd4Ax4adQ8BBSroIV4dJvbvL6k5bz/+3SAZRG0b1ymkXNRARKGQBmuNVDez1PHqVvB1DF5skuP9p0hakqHUif7qPYI+trsOvRnLkhb3a6tg9hfSst4wIByR1Z+aevjt9XDrQ7Bsdbqj3Xb2228wU6fuSFVVmLKyRioqmnC5FH/+88FomiOLO/RwEu+IL48KoqEAhYEYgx2h/R2QC1iekyDTswnfCJG7AQNUEOLvQP0ZYNWnOzKHTuRTZvMsT7OSFdRRyzzm8gD3U85aZvIeLlwECRIkAxcuXuYlXuUVKqnExKCOOiqowMb+MXuokcY075XD9sA/66RVdks7axcyoYva8O8GmB/f9HMNGx6shQNXSsnK8athdgQuSZlaG0C5CUPcUrY0qE2SZ4kHRrpFLCpxw24+uQ+krCXbuTY5OGwTdXVRqqoiaEE5sFpmNq6Ql/qvyvAp+DYOwzySvRdPib1xWzyIdvPJc9YY4EeEIwVgSwe1Qhf8vVbOAxtjfgx2WQqBheBeCMWL4K0+dNlxMokceg1/fghm/AcGFMKKMhGJyqulhE3T4Lm3wOeDed/BKzPh7qtgj53THfXWo5TiqqsmceKJO/H115VkZnqZOLGEjIztwGHbwWFbaekopuTC3pwyDLWBAI1UpVZ193TMQXsu5lqIvwlaUav3kt4fzAqIvQ6B6emNz6FTSJJkFrPQULjadPCL0szbvIWFiZvWuhwdnSYaySefIEGiRHGhkyRBmDAZZGAD2aS3b7FtixDhS5W0dyeJhMmSJbX4fC6GDMnu0yXm8+JS9tWWlnej1pK22Dtvwr7q77XweD3kuyBTF5+hSyrhkQHwqxw4M1syFNYk4aQ1G2YkZelQimQRBVP/M2yI2PDzzWQnODg4/DTBoAe3W0NLmti0qq5W3CAwMJu4DcO8MD4At6+T7KCWEjOAy/LgrzViIv91DHy2nKvjFlQbUOqBSgPqTTkHtKU6CfuvkHOIhtwqDDh2DcwqFa+j3o4jEjlslBVlknkzvCRVwrUJkkkRYPQ0rpi89RFcfAssXileREX9YPedIJ6QVvalxfD9Uihq8XEOSQezWx6CF+/q2bWoSilGjcpn1Kj8dIfi4NC5ePYFpYOVRNPcZGoQsWwUFu8bk9nVB9cVdFN3M4euwVwF6Buacys3GN+nJaRuJxGDxhrIKgB37xT4y1iDiYGH9vunoVNFJZlktbs/QQIA09Awo340vwvDJc7AzUQAGMhA+tGvG6LfOK80wlVVsNqQNssnZ8FfCsHdDfn5H320kuuue59IJIll2QwblsNttx3CoEFZm39yL2SYGz6Cdu5ULYkBeur+h+vg+zjs5IVjQzIhbLbg2UYocMnkEkQoihvwRAPc7pPxoQ4McstzGk15DIhIGLbhwlyYn4BPmuWxFiIuHZ7RPfvv4NBb8flcHH/8Tjz11LfkZgWpQcOVMDBjSbKOG4tXwfEh6XwWteDxBlCWjAtzNLi+GlYkZUHRp6DRlkVHXYn5fEvGUeZG5rAP10N9S5lZ6j4NyS68ogI+2ormSj0NRyRyaEdDE1zxF/j0S4glRHS5cDr8+qT2YsqKMrjzn/Dp1+BxwzEHwAWnQLCbldXPvoKTL5VW9pqSi/aackgkYNwYCPphzjcwqH/752VmwOoKqGuA3F7mVeTg0CtwDQb/6dD8CFgJXCgylYmplXBS/u/4be+cT/ct9GLxJLKt9kKRnQTXiPTF1R1YFrz9MLz3OFgmuLxwxNlwwCk9e+ViIwQIArQrFZO/LQIE0FBYWD+2trdtCNf5KFseQKGB3p+cAfX48xvRNZ2fsTs/Y/e0mVa/H4Ez1kpJkTfVMeeResk2eamka1979eoGLr/8Xfx+NwUFQWzbZvnyei644C1efPEkdL3vuUicnwvPN8qkz0JEoRaRKGrDWWXgS5WKfdQMTzfAg0UiGtUa4He3ikQgZSvLEu1fQ1NwfQFcVCHZBDoyWRzthZ9ny3NWJ6HKgCEeMb12cHDYds4/f0+SSZN/v7QQIwkNbhf5v53EbvuUcHkeFKeSU3+VA6dmS2bQeWul7X2RS87LJmDkzQAAIABJREFUNQa4NPEPM5DSVBewzoALclsNr9vyTUzOJxtziVyS2MidvRBHJHJoxw33w+vvQ1MkNU614fI7JJto2hHymLoGOOsaaGqGwjwwLZjxDqwuh3uv6d7x7Q33Sxv7gA8ajZSpmILqWojFJLb8bEgkwd8m3dg0Qdcg0AWlKrYNC5bCzE9loDLlQBhc3Pmv4+DQ68n8G7j3geb7wW5CeY/AlXEZeVow3ZE5dAb6IPDuD/GZoBUALrBrQMuQ7m+9mf8+hfX6A8yNDmFFU5AB/ggTXvgbrkAWTOhd+15AAbnkUkstbtwoFGbKZnQv9gFgLv9DZCRYPHcAVQ3Z9Bu2DjMcBFunoTKEMnycO+BE8khv5uxN1dI+OdhSIalAt2BmBJbEYXgXGum//fYSkkmL/PyUR4dSFBQEWLGinnvu+ZyhQ3PYY48BFBVtZYvYHshoHzxRDGeulXKxFqFIR0rAEkpKwFYkxaOk1oTDVkGeBmWGGNoOcMNwt4hKFQbsvZGx4Tg/PD8Q3grLc/b0wQFB8Ka+B4PccnNwcOg8PB6dK66YyLnn7kFdXYz8wgxw6wQ2ood7FCxNiEBUmFI4+rmg0gTDEu+wSkN8iwpdcGEeTNtEWejufni+Sc4n67/U4D5ynDsikcOP1DXA6x9AYxh83laxJxqFq/4GJ0+W+97+WDKO+qfKtzRNSrn+Nx+WrJS29t3FohXSxt6ly80wJR4TKKuCglw4/xdiVh3wg9slC7hVtXD8IbKfnYltw22PwN/+BY1Nct+198CVZ8MVZ3fuazk49HqUgsBJcnPonYRuAG0gxGaAHQPPBAheClovLqG1bcJvPsEFH49n/roMkj4f4Z8NIyM/wDWffclRex7948SzN6BQTOMUnuIJGmj48b5dGMvujEOhKKWU5SxDoTHnzTGsKbMJ/eI9AqVrwFaoqJe5/zgM7ZJ8SHNV1fKkCENt0TVZlFqQ6FqRaN26aLtsodraZhYsWEdDQ5z/+7+Z9OsXpF+/AJdeujfTpo3pukC2M44MwZqR8ElEyr7uqgVlQz0QsCWLIG5LVkHYkqyj0UGZAC5JShbQutTkUQPeDIuP0UnrfdeK3XBWeq2wHBz6JKGQl1Bo8yfXCqO9EfVwD2ipYzxqwx5++H0e7B/86aSGs7Lh1nXiSdRCizn+demrdO5WHJHI4UeaY1DfKGKLbUMsLhk4ANV10jmstBiWrt7Qg0gpEWfWVnevSDSiVF4TL4SCEImKF5Fti5/SrZfCjsOgIQyPvAjYMpA7dG+45JedH8/8xfDXxyEak9I7peQ9vPEBOGgvKYFzcHBwcEihfJBxEQQvBExQvW9YUlvbzL33fs6sWStwu3WOPnI4kU9y+KY6RNbQDL499ySSGQHKTTjfM44Za6UcJqsXlazkkcf5XMQqVtBIE4MpJauN2pNPAfnIylOsEVQC1jx/DK6MMJo3QaIui/pqneYY5KRZJBrmlolI22o3w5KSpZIu/vpOmFDMiy9+j23bNDXF+frrSiKRZGqyY1NTE8Xr1bn55o8YPbqAnXcu7NqAtiPcSrqLXVElXkFeJa2rG4FMWyY8DZZ4EflSn12Rq7UVdqMtJWmDPXLfbTVSOraH0xzBwaHHMMQtIr5tpzzFlGQJZii4qRAOCXas0UC2C+aUwvFrxHPMBvI1uLMQDu8jiZq9bzTmsNUUFYDXA81REVusVM7ugPAn7Fl3H09O+JqiQZnk73IyWvQ0aNNZxLJEfBk8oHtjvuYc+PgLiTfglfgtGw7YE165r1UlPusEyYRauRb65UK/vK6Jp6VUr0UgAvFsSiTg78/Aozd1zes6ODg49GiUojcOST75ZBWnnvoSFRVhlFJommLBgnXEakcxJreBpcdPwQj48NY34bEsorhZFLd5vF5xYRddp9KFhkYpm3f7PHA8PPg8ZATACGdAWK6r+TltGlCkkev6wWErIWKBP1XKlAD28sEum+ii1VlMmjSYPfcsZs6cNSxfXk9zs6zkKQXJpE0slmDp0jo8Hp1jj32OK67Ym7PP3r3PdD+7v04+D4+SjKCAks6YEQt8GoQUNCFGtyDvW0gTo9t8DXZq8/m5gRcaHZHIwaEnMc4PY7ziKZSTWmipNeFn/o4LRC0M88FXw2VeGbXlfNJHTqXAhmV2Dn0YTROT6lhCyrZQsEPdDI4pO5MRja8Sq1hJ5TffUPv0tUyYdxI1a9aRSErWTHk1HLKXZBp1J3vtBs/dCSX9RShSCn45BV6+Z8MDORSEMSO6TiACyRpSGzmJaJp0i3NwcHBw6BtEo0l+//t3qa5uJhj0EAx68PlcNDXFabY9VFkBGoYNxN0QTq3KAC4vuZr4nvRVTp4sC07l1VDbAJXrJLP52t+mfAfTzF4BeG6g+FvEkJXqqSGYMajrJxAul8bf/nY41167H9FoEpdLQ9cVuq5h2za2DZZlo+safr+LBx6Yx+uvL+raoLYj5kSlC1mxS3yj3Ej3uSRg2hDSIU+X0rL5cahKQiJleF24ns+IW4nHkYODQ89BV3BvEZyZI+KvW8HZOXBX/y0TiNqiKfGg60sCEfTGZTuHbeLC6fDA87CqDHQ7xvi6uwiYNSiXB0u50HyAEWcAizjM+zSz4hfi98P5p8D0o9IT8+R95WZZ6R9AHn8o3PEoGIZ4JYGYZAMcsW/64nJwcHBw6F6+/LKCxsY4uq79mMnR8tPr81Bt+0DpcuHSdBJ4yO+XgaXURrut9BWyQvDELfDGB/D5t1BcCFMPhiED0x1ZK5NDcmsyZSLi78axh8ejs+eexeTm+gmHEzQ3G4CIQy1YlkVVVYTm5iRnn/0a99xjcMIJO/X6jKI8HepMMZZ1K/Eh0RXkAvf0F8+oFxphtSnNTiqRTKJsTX62JWLD/t3csdfBwWHbCWpwXq7cHLYeRyRyaIfbDSccCq/Ngszm1YTWRPEkkliaF+yUCKPrYCbY0f6QPz5xYbpD/pF0C0QgmUqnT4VHXwKVyiqyLRi7g6yOOjg4ODj0HVwuyfAAsG0by7KxbRu/38OAARmULaimfqdi3E1RAj4XQ4fksM6E07PTHHiayQjCyUfIbXsmlCbfqMxMLwUFQSKRJC6XIpEwSX3NUEoEI9O08PvdJBImt976MYmEySmn7JKegLuJ07LgT+vAq4vJdKFL/KN+kwMTAnBnrWSA+TRYlWgtTbs8F55slLI0j5LSkuEeOHYTnY8cHBwcejuOSORALC6DCq90VGXaZHjvE8jMyMWd+oZYto3HrdAUGJaFy+XCn9fLDBO2AdOU1PhQEO6+Cg7ZBx58FsJROPoAOGMqZDuDDQeH7R7Thn83wrOpCcOBQTgzW0oYHBy2hLFj+5OZ6SUY8rAuP4tkUwySJjTF8St44omprGpIcIPhpqYki4wMN3VK46AATEuzObPD9k0g4Ka0NIsffliHZUmGmlI2mqbIyfFjmhYul048blBQECQ728/NN3/EO+8sxeXSOPbYURxxxEhcru1gda0TmRKCKhMeqxejWcuGn2dJR7K3UyWcSxPSEltHxr41JrwehscHwEthaZE90S+ZYsHe9fY4ODg4dBjVssK1PTBu3Dh77ty56Q6jz1BWCbc+DJ9+JU06DhgPl/9KzCHf+ghufwSKP7+KgcsexUuEQKYfTAPLMAgVF3PUAw8weF+nhuqxl+Dqu6CuUUrM9t0dnrxNUuYdHHoS9Y3w3qdQVQNjRsLeY1vLJvsKt6yDGY2QpckqSp0lJqdPFacva8Ch5zJ79iqOe2whVbMWg88Nbh2lKTKjcS47dWeuunIitg1fxyXjYagbRnj6nveBQ8coK2vkH/+YxxtvLGbp0loCATfNzUnpSBszSCalvl3TNHw+Ha/Xxa67FrJsWR1VVRF23bU/LpdGOJxg8uQR3HjjAb2yBC1sQXkS+rlauwR+GIHzymG1IZ3PWohbUqb2YgmM7WLjcYfeR0NDjPfeW87atY3svHMh++wzCLfbGSw4bL8opebZtj1us49zRKK+STQGJ1wM6+pEFLJtaXNfOgCeuUMmhokErFjRzKIHb+SHp/9JvKkJzeUiVFzMpD/8gZ2nT++Vg4st4b1PYOqFYmrm80pGUXMMxu8Ksx5Ld3QODh1n4TL47Z9EKGoIyzli6CD4163ysy9QnoQpqyFfFx+LFioMuCIPTnCyOxy2kDVJ2O3MN4h+XYae6UPXNdxujVjSpjga5X+zTiMY9KQ7TIceQFVVhF/84kUaGuJUVYWpq4uhlKKkJBPbtlm5sgHbBl3XaG5OoOsaeXl+4nGTpqYEgYCLffYpQSmFZdlUVYV58snjGDUqP9271i3ELRi/HJYkWrsUGbZkHA10weX5ML2Pl3k6bBmLFtVwzjmv09SUSN1jM3p0P+677wjnvN7F2LaYz7/fLFmBBwVhlDfdUfUMOioS9bE1YocWPpwL1bVQ2GZs0D9fWsTP+05EDo8HRo4MMPLOmznkuiupW7oUNI3cYcPwBIPpC3474paHxDA7kHo7dBcE/fC/b2HxChhRms7o0ottw/ufw8szweOWsrtJuzsr5Nsjtg3X3SsdAsurW0tQv/weDjwd/vw7OPbg1pLU3srypAw29PW+oy4k0+NYG8qNlMmps1Do0AF+iINZHcEX8qL7WtsnKZcibEJjY9yZTDh0iBkzvqOhIUb//iEqK8O4XBoul8aaNU0oBT6fG8MwGTkyjwUL1hGJJKiujqDrGsmkSTKpEYkkyMjwoqXa/CxYsK7PiEReDS7NhYsqpdsZtphb7+ARD6Jc55zu0EEMDOrtOq6+fiaxmEH//hmA+M59800lM2Z8z+mnj01zlL2bG1Y28f/snXd8HNXVhp87M9tXvbr33o3BxmAChF4ChJoPkgAJ8GEICRASSgqEkkAKIV8gEAihJSEQUoBgmsFgGwwYcDfuVZYlWXVXW2fmfn/ctYptjJu8snQf/fYn7ezszLmr3Z2575zznkcrE6TicSy/n4cKC/hBuYdvaKH3gKFFom5KRRU47s7LpYSt23Ze7svJoXy8/sLbkY2VtPg2bccw1QR77ebuKxJJCZfdCv98k4xfAvx9Bnz7PPjx1Voo6mxUbVPv1+YYxJMqK862lX1KRTVccyc89CzcdR1M+8JrD4cu5RbYSKTrIAwDUIYUNqqL0SkbIJL53jwjB24qUgaoXRKnDuKPgbMZPNPAf27n6A5wiFFgQmhcLyKvLsMMtIpBbjxNXp4yH9Zo9oQFC7YSDKr3UHFxkMbGJJalJqaOIxFC4PGYlJSEWL++gUTCRkoIBDwYhnps3boGxowpA5SPUWFhIJtDOuhckAdPN8I2R5UUhwQ0StXZ7Bj9UdTsAatZzWzeoa42wYcrGygpC+Dgw8RECEFenp9XXlmlRaIO5NXVlTy4oolAwzZCAK5LZKOXn48Zx4khPz08X7QFzZ6gz/i6KUP6qRKpttWGUgKic7WZ7eyMHQZpu/0y21YeTxNHZiWkrFHbAL99Es69Dg4/H55+CWJx9b7yWNAQgT+9ACvXZztSzY5Ylkq539ag/ldSQiSmflsm2K76+we/VplGXZWBYhFHGG+wNbUSOzkPmV5DrePgolKaJcrjosiEf0fgl7V7uQPpQHIOJGcr9bSzknwXaoZC5A6IPQaNl0LtEeDG2q/W1MTHj/6G+fePpXJmT5qWHIEbfQpkatfb7YaM98PY88fihnwkqiPYsRSxuhgymuDHNx7Z5YyDOxqJZAUr+Dt/4088yqu8Qi27uLLVBRk4sIB4PA1AeXmY3FwfyaRNOu22dDMbOlQ1FEkkHIJBD3375jJ5cm8CAQ8gaWhIIKWkpqaZkpIQU6Z0rxM+vwGP9IShPohJqHFVB7Q/9ICw/ihq2uDiImlvybKNGmbyBgB+y5PJKGpkDavYxEZSpHBdider09I6kkdmvIuUEsPjUW25fT5MO03d1io+jGc7uq6DziTqJkSbVVv7eYugT7kq/Rk+EJatgYJcNQGsb1JGtWOGZjvaQ4efTIe3P4BoTJXiOA6k0/C106CkMNvRHTzWbISzroF1FWA7kFLnsZiG+jttq85vtQ3w8RIYNiC78WraU1wAE0fA2k3qftoG6Sqx0+dVv8NBZWj91jy4+MxsRttBOJug8WruDQb5jfgmryQPw7aTjPYtBO9EViQhmJlEmALKTHg5At8thNw9OR+MvwaNl4BsVPdFHuQ/Dv5O9mJKCQ2XgkyCoVLocSXYyyByO+TdB4CdTPLy1d9i3JkzKRiVJhkxiWxajpA/JKffEsi9L2tD6EwYAh4fn8P3HzyHWc8tpnlhBWU9c7j78rFcMLVntsM75FjAp8zjPbz4sLDYwAY2s5lzOZ8CCrIdXody4YWjefHFFTQ0JMjL8zFiRDHr1jXQp08uQ4YU8t57m7AsA9d1EUIipaBPnzwsy2DMmDKWLq0mnXaorm5m5MgSfvaz47rlZHagF57tBZtt9dXW19O1sptXrarlz39ewJIl1QwcWMDll09g7NiybId1yLCZTczgFaqpBiQBApTTg9GMoY5aJBIDg9r8jfQ4QrLlI0GoDOLE2ehuwB8t5dxzp2R7GF2a9LJFiEET2i/0eBDRCLbjoIwDNPuLFom6ARVVcPIVsL5C3Q8F4C8vw703wMoN8N93wDThf05Xk7+udLDsaMYNg/8+rDIslq2G/BxVUnXbVdmO7OBy+4OwfgsE/NAUbV3uuK2ZKcmU+r2uAm69XwlrJ06Fk49S/lea7HL7tbBoBSxaqe67EgJelT1TUqC+IxAQac5mlB1I/HmQacKWn5/k/J0fhp4GexM+Krkw9jp+MRxobVloCiWeNbp7IBLZ1dBwDpCkJYFX1kH9hVCyEqxOdDXfXgxuNRBsXWYIcD2QeKFFJFo/axY+/yIK+rkkGjPrCqhbGyNQ+CpW8Aqwhhz8+DshZRY8PSGHmjFTSUnVLU8fZ/eeNGk+Zj4BgliZ09cQIaJEWcgCjuW4LEfYsQwcWMCDD57OvffOYc2aenw+i6uvnsQ11xyO12vy6qureeyxT9iyJcrEiT2prIzg86nXyes16d07h2uvncxppw1p8VDprggBfbpgScry5TV8+9svYtsuOTk+Pviggvfe28TvfncKU6Z0kw4U+8FWKnmKJ3AyPy4uSZIkSNBAPQKBhYcIERwcjv2p4L/TBY2bBIYUuNJlymkBzjxTX23vSPpWrOVjx8a2PFi2uiqd9ngxpMuXdErgAUOLRF0cKeFr34d1myEYUAfGZFoZVN/3J3jtMbj24mxHeWhz5HiY/XS2o8geqRS8/6kSEQTqPSfalDJuv59Mg9eC518Fv1+VMc39FF55F268VIkPA/tAXs7u9qbpKHqUwLtPw02/gpfegspaZcRekAuD+2a8pYAjxmY70g7CWQsi0xpDxvDZCwAHpMsU4w3+mvQT9paBWQpA3FWZReV7chSN3g0kUIfc7eqAAJLQ/BvI+82BHs1+IGCHFPtdUb1oEQV9EjuvKgzsRArLXqNFoh0o0Wdc+0WMZhwc/Pip3RZjw4ZGYrE04UITp3Qdx5Z0bZEIYOLEHjz77HlEoyn8fqtdq+1TTx3Cqaeqz5zrSh599GOeemoRjuPi8Zhcd90UvvnNcd2+K21X5sEHP8J1lYn52rX1NDen8XoN7rjjHV555WL9v/8C3mImDg4mZstvF5cUKTx4iBDFg0MaVVIdLhWc93eXyk/AqfWRN9Rm2sAQlnZz6VCmnHk6Vc88wPuXfJeUPwhIzFiMs2tWUOzpqiepBx99ytLFWb4Glq5WJSPbPUd9XkgmYUOlyjLqqzPeNfuBaYKVuSInDCUImabyZoJW6xXTVCV45aWtZt+hNPzjdVWyV5Cr5ptXnAeXfVW2dF/RHDw8HvjtLSoT7v4n4aVZKjusvkmVEZ46DSaMyHaUHYRnPKQ+UH87GwAXlbLczMXex5mRmszWlE3YEiRECWngjhLVHecLsZdk/mi7ckaMsZceuDEcCKzRYJSBW0NLNpErgTT4z25ZLad3byrn7uJS/HafAFOXN2gOLAGCGAiqt0VZsawOyzLwek3SIs3cF2uYOHITRx7Z9bMlhBDk5Oy+17NhCK66ahLf+MY4amvjFBcH8fv1KX9XZ9GiqpYOWwCWJYhEbGbN2sBtt81kypTeTJvWj4KCQMv6//3vSurrE5xwwkCOP35At/ZJq6YKgYFLq2egQCCR2Nj48ePFQ4okoHyLDFPQ/3APFgYpoIzyLEXffbj40ouo3biR8rumUzVwJIZjM6Rfb350183ZDq1LoY8YXZyKajUh3+4R05ZEEkLBnZdrNHuDacJ5J8H9T4HHVSJkIqmmwIahRAavB665CF5/v303uNUblbl1YR4UF0J9Q5If3hvn3rtm06+kga9/fSwXXzyGjRsbeemllVRVRZk6tQ9f/vJAfcLbgZQUwt3fg/NPhldmK1H5xKlw1MQuXCbjPxviz5FqrMCO1xLIlwjRCPgoNSM8Hb6Ov6a+wjz7WHoGjuDiggIm7WljIM94SL+NkkF3eAE9Rx7YcewvQkD+n6H+q+C2qR21hkPOHS13B598MouffohE0za84STJiAcnnSKnh4UnZyxY47IQvKYr48XLGMbxQuObeAIGphQYQRfDMKh9K5+HZn3ULUSivSEQ8NC7dxesq9Lskh49wrz99joMAyzLxHUlzc0pbFty331z8fs99OgR5oEHTqW+Ps4998ymsjJKKuXw0EMfMXFiD2bMuJhQqHt6AOSSS5Qook0m0HbzagsPLg7HcyL11DGD/5LGxoMHA4MkKQIEOIwu3AK2k2B6LK6/81aqr72CNWs30rtPT/r07pHtsLocQsovTis/WEyaNEnOnz8/22F0KVath69co8SilmwiqfxgTjgS/vNgtiPUdAWaY/A/N8HMeWoavD2LqHc5HD5alZN5LLjqdihVzVdIp5WRunShXy8oyU/z6aeV2K6X/ECEobnvU1cX5+ij+/LhhxU4jsSyDNJph5EjS3j44TMIBvXJ7yGJTIOMKPNm0TkMBhONjcy55zbWzfw3ONXk95Ec8z2TspF5maQfF3DAGADBSyH8nT3fuF0B20aAjNLaVNQFwlC2pdUgujPh1ELsUXA3g3ca+M8F0V6YrV25kvm//yF9J8yheFAMbziXYO8L8BT/FIxu5NyvOWjYrsNX77yfQeckMQMuiS0+qv9dTHSFj7q6OPPmfTvbIWo0WWPGjFWce+5zBIMeTNOgoSFOKuUiBFiWQV6en2TSpnfvXAwDNm+OYBgCj8fEdV2am9Ocd95InnrqnGwPJSt8xnL+yT9wcUnTenXdh49CCsknn/O5CBOTBhr4N/9kM6rjR0968RXOppjibIWv0ewRQoiPpZRfqGbqS/FdnMH94JRp8K83VckIqAl8SSE8fHtWQ9N0IUJBJTjOXwIz34eyYlWalJeT6Y4lVNlZr1LYUqO6admuWmYaUFoImzc14boSj0dgSy+BgIeSEoMnn1xA/4HlNMb8pG0oypMsWlTDSy+t4MILR2d76Jq9QboQfxyanwBZA/gheCWEpmc1RUlKyRs33UTlJ58QKhmJcF0iW7fy31tszn+kjpyyECDB7JsRtSJ7twOrF+T9E5q+nTGFBswekP985xSIAMwiyNl96nbR0KGc/Lt/kWhowDATeMN5IPY0vUqj+WIikSQffFCBbbscfnhPioqCiE96seCdJDl5HqStRNdoNMHAgV27u5lG80WcfPIgBg8uZPPmJtLpNLYtEUKVH7a9VVW1Zolu97UyDFW++fbb66iubqa0NJStYWSNYQznJE5hNu8QJYqDgxcv+eTTh758ieMwM52z8snnUi4HVLaR2DFLWKM5xNEiURdHCPj59TB8APx9BjRG4bjD4eYr1URdozmQTBqtbrvCMOB3t8EPfgVrMq3WvR7oU6ZK0pqjKUzTwHY99AxvBGDbtmaizQ5LVjlYnhR+n0ljROAxTF57bZ0WiQ414k9C9H5wt6JMoR2I/ADS70H+kztlqhws6lavZuuCBYTLyxHOciBGID9MtDrCqjcdJl4cBaMfGH1AVoP3mL3fSeAE8C+H9GIQHrDGZG28Bxp/fn62Q9gj4nV1NG3eTLhHD0IlJdkOR7MbXNflhz98k4cfno/jSHJzffTqlcPttx/L9OmHc9ttbyFdCIe9RCIpYrE0V1+9/2Ue1VSxkpXY2AxgAH3oi6FNaDWHCIZhcOut07j33jlYlsGyZTUkEjZS0uI1ZBgC15U4jotl7ZzJ6/GY3VYkEggmcTjjmUCcGH4CODgIBD4+3wdMC0SarkjXOEPV7Ba/D666UN00mmzSuxz+8kvVbS+RhPpGuPGXULUNDG+IRCRJTqCZXuEN1NXFWLGiHtcVWAIc26YpqYSkmJ3i1bdr2by5id69c7M9LM2eIG2VQeTWAq7qJCYANwXJ1yAxAwJnZiW0WE0NwjAQpDLx+UBIDMumYbONOlQmlEDkO27ffYREALxHHMDINQDRJR9R9fJz1G9rIN1rJLGaGurXrSO/Xz/GXnIJxSNGMO/++1n2/PNgGEjHYcjppzPtllswvd3Te6OzYtsus2atY/r0V1i1qq4lC6KmJkY0muKnP53Ff/5zEffc82Uefng+GzY0MnBgAddeeyzTpvXbr30vYiHvMReJxMBgOcsYwlC+zAl6Eqg5ZLjwwlHE4zaPPfYJqZSrOpMKSSJhk047eL0mgYCFbUsikSThsA+v18RxlFlzfr6Pvn3zsjyK7GJhkYM6t/SgbQ003RMtEmk0moOKEKrV/Xb+9itVDrl8tZd3X/uYPHMTBiarVtXhSgMzkI90kziuFyEEruMghCRl9eN733uV558/X7d1PRSQMaAB1Qq+zcRcWEpASr6YNZGocPBgpOviOgmVMyCjQArXlvQc5weRC0Y55N0PnqmdxkfpoCIl1Qv/wqeP/Zba1TUUDRvHhCtup3T0xOyF5Dhsuv4svAvfwJ8C1orhAAAgAElEQVROk5OUvLUKGmw/eYMG07BuHeveeotBp5zCqpdfJlxejmGauI7DyhdfJFRayuFXX521+DXtsW2X73//dWbMWMXq1XUty4UQGAbE4zZVVVHeeWc9l1wyjpNOGoSUcq+//x0cVvAZK/gMgKEMow99mcmbRIm0ZA6EyWEVKxjBCHrR+4COVaPpKIQQXHbZeJJJmy1bGqmqaiaZVAJQOu1i2y55eX56985j8eIqGhsT+HwmXq9FaWmQq66aRG7u7rvnaTSaro/OodVoNFllQG+44VJ49C4/Lz4zhsMPK6a2NkYiYTNgUCmB/qeBlQNuEukmkE4KX/FYSsvCbNzYyPLl27I9BM2eIHLAKMoYQLfFBiO7ae2h0lJGXXgh0aomkk1x0rEEka2S3J4mA7/kA9kI/q8qA+fuKBABW+f9lBe/dRWb5n2GHW9k09yZvHjpKVR+8mHWYqp+8tf4l7xJNO4Qdy2WVhm4LhR6U0Q2b8afl4cnGOTjRx7BX1CAYWa8N0yTQFERS559ls7UvKO78957m5gzZ2NG+Gm1KXMct+V+JJIinW7TnnovBSKJ5E3e4B1mUZv5eZdZ/JVnaKAeG7tlvSYaqaWOdaw9YGPUaA4WL720kuLiEEVFQYJBC5/PwutV35HJpCpBmzatH3365GKaBscd148HHjiFK688LNuhazSaToDOJNJoNJ2GYcOKefDB0wA466y/0diYIhJPkSw/CdlcgZBphK8IX14+PcLv0dwgiEZTWY5as0cIAcFbIX0ByDjgB+xMV/gc8J6e1fCOvP56ioaUsvSp6aSiLsNP8zD2XB/eoAN4QDZnNb6s4m5j3u8ewrC8BApUFpjH7yPe0MwHv/0RZz/1elbCSr32JIYDEoEhBLVRiWWC13ARjk28oYFQSQnp5uadxATT4yFWW4t0HISlT4U6A3PnbsQwBF6vxXbtTkr11SGlMpj3ek2OOqrvPu+jmmrWsZYw4ZYSMh8+1rIGiWwxpd1OmhRRuvFnX3PIUlHRxNq19Zimgcdj0tSUxHUlhgGuK1m7tp6ePXMYO7acmppmbrrpqP36bGk0mq6FPjPSaDSdkiuvPIyf/GQW/XI+IpUYTY3dAykgJ2AzqvhTTLcJwxCMGKHbjR4yBE4AHoWm74KMgPSAcEHWQ+wX4H4Gwe/sU2ZRswtvR2FDWjLUC8eEBL69yJUVhsGwUycxbOpowAK3AmQKRAGIcMarqJtif0b18gTh0mDrMgH+XIvqJUuzF1c6jcRA4ADg90AkAWqer8qQXNvGn5dHorERT6C181q8ro6ekyZhaIGo05Cf78d1JeXlYVavriOVUv9XKVUpmhCCK6+cyNChRfu8jxqqd+pEJDM/INo9ppZBAD8AddSxilUIJCMZTZhO2plQ06359NNK/va3xaxdW0867eLzmSSTTkYoV1l6lmVimpLKygh9+uSSTNosXFjFtm0xjjiiFz165GR7GBqNJsvosyONRtMpOe20Ibiu5KGHPqJn03tYtovl8dIjDKlGl6SU3Hzz0eTk6Nr5Q4rAueA/FRKvQOSngAlmH8CB+PPgVELeA3u1yYo0XLnFoTpVA7IBcOhn2fyxdzGF3l57viGzL2CACII1qnW5UwneKXsVU5dC5BEutUjHHbyh1tOGdMIhXFaYvbAmn473tYdJCImUkoElJp9utEnaIC0P3nCYWE0NE771LTbOmUOkshJPIICdSGD5/Rx5ww1Zi12zM6eeOoQnnlgIwNixZSxeXEUyqYSiQMDDj340jVtumbZf+wgQ3MmE2sDAxETgtghG2wUiD15KKeNt3mIe77WUo73B6xzL8RzF0fsVj0ZzIHnhhWX84hdzSKWclg5mjY1JQGXimaZACCW6WpaBEIIVK7YRi6X5858/BVQJ5003TeX880ftblcajaaLo0UijUbTKRFCcOaZwzjjjKGZq2Dw1lvrePvt9eTl+TjrrOGMHl2a7TA1+4IIqvItEQSzPLPQAKMHpN8Hey1YA/d4c7+uhZpUBeViPQgvIFiXzuXRylf4YZ/zwCj44o1ICe5m8J0EiX+q7CG8KuPJLAf/Ofsw0AOEUw2pOYCtxCrzIJcEWKOZ+I2RvHPfQgwzgOU3sRNpEk2SI7533cGNpQ3l02+n4sMZhN31uOk0/fNd7DR8sDVAuEdPUtEoIy+4gCOvv55EQwPLX3iB6mXLKBoyhJHnnUdOz55Zi12zM/3753PXXcdx553vYhiCUaNK8XoNrrjiML72tTH4/ft/ytqXvgQJEiNGAJVZFidOIUU0UI+Li4GJxMXFpZRSPHiYx/u4uHgzpvs2NrN4i/7016bWmk5Bc3OK3/xmHgUFAaSEDRsaCQQsYjG7JZvI4xHk5flJJBwSiTTptEs8bjByZGmLWXUq5fDLX77H5Mm9u32XM42mOyM6k2njpEmT5Pz587Mdhkaj0Wg6mqYfQ+pNMHYoF3S3Qe6vwHvUHm3GlnDk2iSl7kcYwgsCkDZJV13zf6v495D360y20ufgNkDTjWAvBgx13ygCozd4j4Hg18DIQsaM2wxNP4TEM4AEkQ9GCYSug+A3Dmoo0t7Ckj9fxMdPLCAdd/EEvEy84juM+ebtWe0u6CYTVD33R6JzZxBLG3i/9FX6nvoV0rEYgcJCfDm6bCIbLF9ewyuvrCYeT3Pssf2ZOrUPhrFn75N4PM2yZTX4/RYjRpTs8fMA0mmH5cu3tZQim+bONaf11DGTN9mGanpQRBFf5gSqqOINXqeJRiwsBjCQkzmVOczmUz5uEYi2kyLNOMbyFbIoIGs0GRYtquKqq16iuFiVay9dWk1dXRwhICfHR1NTAtuWTJzYA5/PZOvWKMOHF7NhQyNlZe1LJ7dsiXD99VO45JKx2RiKRqPpQIQQH0spJ33RejqTSKPRaDQHH89oSM1ov0y6gA1m/z3ejABMkrgYGALlIySjuPjw4EJqLjRcAnlPgpXZrrsNEq+CWwme8epvexGIMuWSKwrBrVJCjH8fDLXdiMpoEvtRCikdaLwCEv8BfCAMVUrnuND8f0pEswbt+/Z3oL4RGiLQqxS83p0fF1ZPxnz7HUZ+fR2J+hr8RWMxvYGdVzzIGD4/Pb5+HXw9exlNmvY899xSfvnLuYDAMAT//vdnnHjiIO6++/g9EnwCAQ+HHbb3WV4ff7yFm2+eSWNjgnTaobg4xP33n7xTxmkBhZzL+USJABAmB4GgkCJGMJI0aSSyTdZQepf7E0CcxF7HqdF0BLm5PhxHZroDCoYNK2bFim1UVTUjJYwcWUpRUYDKyiiGIbjmmiPo2TOHO+98d5fb60xJBBqN5uCjRSKNRqPRHHx8p0H8KeX3YxQBaZXB4z8LzD33ETIFnBp2eakhn3IiCGJICXWyiCt9fwajDNw4xB6F3LshvRSapoMbAwTE/gruRrAmtfbcFiaIECSe2zuRKL0coj8HZxlgqTGGrgdjH7JZ0h9Baj4Ij7oBSBOIgAxDavYBEYlicfj5o/D6XDV8vw9u+CZ8ZdoSiP0R7GVKtAteAd7JmP6BhHrseSmgpntRVxfnN795n8LCIF6v6hTmupI33ljD2WcPY/LkjinNqquL893vvkpdXZytW6Ok0y6ffVbLiSc+zSefXLmTEa9AkEPuLrflwdPu/ijGsITFOLiYqMwkFxeAEYzsgNFoNHtPv355jB1bxqJFVZSWhrAsg4EDC8jP93PffSfwpS/1x+MxcV1lXi2EoLY2hmkKEgm7pZwznXYwTcHRR+tOZxpNd2Yver9oNBqNpssjpRInkm+A09Bx+zFyIO/PGa+ftPIACt0IoRsg9QGkPlJZQXvA94rzGeWLUS2DVLmFVMkyjrLe51Lf82CWgpEP6flqbNE7VJaOWQ5mmSrfkglwt7bfqLBURtCe4lRD0/+CsxpEueqKlngRIjfv+TbaYq+BzES0NSYACSS339lv7n0MXnkXivKhpBAsC/7678VEK7+thCpMsD+Dxmsg+c4B2aem67JoURVS0iIQARiGQAjB7NkbO2y/s2dvoKammYqKJmKxNImETTrtUF0dZfLkR9m8uWmftz2IQQxnBA42SVKkSGFj04/+7UQiiaSSLbzLO7zDLDaxqcUAW6PpaIQQ3HvvCUyYUE51dTM1Nc3Ytss993yZE04YhMejPpPbP48ARUVBfvzjY4hEkmzZEqGioom6ujjXXnsEAwbsgZefRqPpsuhMIo2mk5FMgmGAx/PF62o0B5T0Mqg/B5wKlAdOAMK3QPjGjtmfWQo5twG3qfvJOVB3BkoEkUo4yv0VeCbsdjN5JjzRdywLG//JlsgL9Dc3MsKqRVjDVRaO26CMsN0acNaDaFN+Irwqa8itANpcOXUbIXj+no8l+ZLKTmox4rbAKIf0h3ttxA2A2QOMXHBqlaglMpNuKQG/8kraTxoj8OocKCsCM7P5gA8uOOYhqusNwuFMq3HhVYJZ8wNqv1n0INJ0TqSULF5czZw5G2hoSFBYGMCyjHaP5+Tsoo7xANHUlGLbthi2LXEcmSlrEziOS01NnDvvfIdHHjlzn7ZtYHAu57OCz1jIQhzSjGIMIxnVLutoPh/xMR8hEEhgGUsZxWimccxOHdW6A3HivM97rGYVPnwczhGMYGS3fC0OFkVFQR555EwqKppoakoyaFBhO8F2V5x++lAOO6wnc+duxHEkU6Zow2qNRqNFIo2m0/D+Aph+B6zcoESioyfCkz+H0qJsR6bpFrgu1J0ObjUQzHjgJCF6O3gmgu+4jt2/UwORH4DwgyjJxBSBxu9B4X/BCO/26cLwMr7gIsZ7ayH2JzAGK4FIJkDGIHBZpvMZqGwcocbnVAMe1W3N3gKGF2QarAEQ+J89j99er7KP2gUlVImYuxXYS5HIexSYvZV5taxWMUlb+RyFb1Xx7SdNURWiucMcYlDPpTRGdijFEWFwNgIpYD+8ljRdDtt2+dGP3mLmzHXYtsPWrRGqqqJMmNCDcNhLImFjmoKTTx7cYTFMmFCObUtSKbslS0J5s4DHY/Dhh1uIRJLk5Ozbe1cgGM4IhjNil4830sDHzCdICKNNSdoyltKTXmyhghqqKaaEsYyjgK6dpZEkyWP8kXrqWyShjWxkClM4kZOzGlt3oFevXHrtedU25eVhzj330CmdXBSHO2pgSRIGeuG2Yjg6lO2oNJquhS4302g6ARsr4YyrYdVGCAaUcew7H8GXL8skDmg0HU3qtYxAFFIqpQAMnzKTbv7dQdj/O6q8TLQ50zNyQMYh/f6ebyd4FQS+AbJJZQ5hQ/hm8H5JlZ15pmQyihpUCZq7DmQ9GAVg+MF7HIR/DPlPgbEXV1M945SI0xbpqNfP3AcPH+GDvEfAfxoYA5Sptu8EKJwFwUv2fnu7oEcJhIPKl6gtFdv6UloYa7kvpSSydT2VC9fz2JHHMOO666hbvfqAxKA59HnttdW8/voaSktD9O6dx8SJPRECFi7cSnV1lFgszR13HEf//vkdFsOoUSVMnFiOlMoDyXVlS9lbIOBRX2kdmAFXSSUgWwQiUBlIKZK8zIssYykNNLCcZbzAc9RQ3WGxdAbe5z3qqcPb5sfE4EM+aDEM12j2hTnNcMwGmBGFijTMbIYTN8ATHVgdr9F0R7RIpNF0Au5/AhJJCAXV/Nwy1eRtbYUylNVoOhynEhCwU/chIyMedTAyxk4ePOqBzGN7iLAg/D0ofAMKXoDC1yBwfmuJVPBbIIJgL8h4Hgkw+4E1UmUdWaMhcJZaZ5dx2pCcBdFfQOyxTGke4DtZlYi5lRmPo4jKIAp8tU0J2l5i9oC8+6HkPShdBIX/Ae+Ba0lsWXDT5RBphpo69buyBt5adAWlhc0quwpo2LCSRN1aVs4sJ1BYRMWHH/Kfb32LpoqKAxaL5tDEcVweeOADNm1qZP78LaxdW4/XazJ1ah969szhllum8frrl3DKKR2XRQRKAHriibPp1SsXIcCyDPx+E8syKCz0M3VqX8Lhjit3s/DssowqRgwBhAnjw0eYMC6S93mvZZ0aqpnDbGbyBmtZg4PTYXEeLFaxAgOj3StiYuLisoY1WYtLc+hzYxWkXXWqkkSdNaSA/90C8/biVEGj0eweLRJpNJ2ApWt2tvkQmWSOpfqCveZg4Mt4zbhtJihSAi54T+z4/XsOV747su3+bfUh8By299szQqpLmsiUj9mVELlbtZWXDYCjHrPGgjU484ELQ+rVz9+mTEHjd6Dp+xD/J8QegfrzIfm+ynrKfxz8FwGmMsQO3wqhm9RznWpIvKoEJhn//H3sCuFXtw7g5KPh0Z/BsYdDn3K47By4+Zov4cm/E/DhpiuI1WxlxRtD2LKkP4ZpEiopwY7HWfrccx0Sk+bQ4b775vLpp5WkUg6O47J5cxMLF27FcSTBoIfDDutBKNRx4kxb+vXLZ9asbzJ5cm+CQYtQyEvfvnkMHVrErbce3aH77ktfLDwkSbYsS5EijU0e7TOoAgTYwhZA+Ra9wD9YwiIWs4hn+Su/47fM5yNS7Jlxf2fEi28n0+7t9/0EshGSpouwIgWWgKRUpwcmyjslCVxbCdFDX2PVaDoF2pNIo+kEHDYS5n7Sfpl01Rx90ujsxKTpZliDwfdVSPwDXAN1DSGVETuuPwj7Hw7+81XbeXf79QsJoSuUN8++IKUaT+wPYFcoc2qzP5g9QazHlS4pez0Jcxy5Jhg4n59BBErkSX8IRo9WVdeNQvQn4J0BRjGEvgOeI0BGwTNGCV+xZyD2f7R4IYkg5D4AngOXFbQ/jBuubu05DXynUvfZx7z2s2sJFJa0e9QTCFCzbNlBi1HT+aisjPCvf31Gv375rFpVh2kamKZBImGzfn0DY8eW0bv3rtvMdxQDBhQwe/ZlLFxYxerVdZSWhpgypfcXmvfuL168nMbpvMarxGhGAhYWpZTuJJbY2AQIkiTJXGbjw0cDDTTTjIlBlAhzmM1GNnAW52DSsbF3BJM4go1swMFpKcGzsfETYBCDshyd5lAmKKAuk3QsUEfV7YXen6Xg+A3w6zKYpj2KNJr9QotEGk0n4LvfgMf/CdFm1V3Ilar8bPQQOGZStqPTdBvyH4fmyaqLlbsJRC6IQmi6EXLuVi3j9wfpQOptSLwCWOAZBk6j8j7ynaCybqyJkJoBogj8p6tMn30l+aYqCzMKgITap7sJhEWMPGzZiJBNrLCTICzGeuIE/LvpaJZ6XXV8a5v2Z4QzHkdrAEO1incbgGZljG0dDvYK1clNZDohuU3QdAMUvtLGTLsTIgSh8kG4tsS1bQyr9ZQhHYtRPHwnZUnTjVi9ug7DEJSWhmhsTFBTE0NKVYKWSjncfffxHeoD9HkIIRg/vpzx4/exzHMf6UFPLuEbVFOFRFJKGctYylzmYGC0lFsliDOVo6nKrCeRxGjGwkQgWkShaqrZxEb6s/8m9QebkYxkPYexgAWkSQMqg+h8LsDSUw/NfnBxHvy2TolD2wUiCXgBj1DnzzdVwbO9oX8nPrxqNJ0d/U2t6bakUjDrI5i3EMqL4bRjoHc5qpuQW6UyKIycgxJLeTHM/DN85274ZBl4TDj3JHjoJwdl9xqNQpgQ+AoknlF+OEhwNkPi35D+GApeBWsfhSIpIfIjSL4OeMHdArFtYBSqVvHNj6uOXe4mWpLIzd77JxLF/6RKyEQAcDNt5A0cZzOL7QkMNpYQpIkiUU0aL08lL+Zyz/FtmlrvgAjCjn4h20vypAciN6gMIrdalbRJF5wXAA+Yheo3qNb2bg2kF4D3iH0f30EgUFDAyPPOY/GzzxIsLMT0eonX1WH6/Yy64IJsh6fJIqWlIVxXZckMH15Mr14pIpEU0WiSG26YypAh3a81p4VFT1rbSo1hLHHiLGJhy7IJHMYYxraISdvLyrZ7GkmUf49EUk31ISkSCQSncQZHMIX1rCNAgMEMwU/HlM1qug+/KIWFCZgZaxWILCCcsWgo80CNDS9F4TuF2Y1VozmU0SKRplsST8D0n8HiVcok2nHgiX9LnvnpnxhY9DhsTw/3X6DKR3Zsbd0BjB4Cbz/R4bvRaHZP4r9AOiNwfIZqFW+AvRIazoaCf+2bEbO9AFJvKkFIRkE2AkGQETCGgr0JkjNU9zEjqPx/mh8Aoyf4T9i3sTiVGYEIECUg14D0YZMmjZdKORgHD393f0SFHM5ndk8mJuHwz7PM8J8NqbcyXkmZ7wS5DcwhQEqZVrsJ1S0Nv6rYc9PqMXu1Kj9r/6Ls27gOMlOuv55gcTELn3mG+Nat9Jg0iSNvuIG8Pn2yHZomiwwdWsT48eV88kklpaUhwmEv6bRLOOzhnHN0lhmoDmdTOJIJTCRKtMXAGqCUMsLkUE99y/oSmTG6DpEkRQ4H50JVRyAQlGR+NJoDhWnAa/3gnm3wcB3UuuDNJCyO9KnDrglUHxqH105PhCbqqCNEmCKKdmnQr+maaJFI0y158S1YtFK1gN6eDT+u739wog/hFpVgGF41EYw/ra76B7+V3YA1moOFW6VEIWcNYCoxRADSC269+kyEb9r77aYXKOHJMFT7eVB/S8BtBFmDOiRFgaAqwxIhSDy97yKRZzykP1ACkVmuBB1Zj4tFAdVIAjzm/Jb1tGYrJXbVYK1le0dC4AqIPw4yY/JtlkLOPZlOYAJkNeCh9TzKQmUaNbSKSzIOmGCN27dxHWQMy2L8ZZcx/rLLkFJmpYRI0/kQQvCrX53EfffN4fXX1yKlZNiwYm67bRqlpdoQpC2+zE9bDAxO43Re4WWaaCRFCgODQopIY+PHzwAGZilijabzIgTcVgJnhOH8zZBjQKmlDK2lhDQwVfuj7xcuLnOYzTKWYiBwkfSgBydzqs4I7CZokUjTLXnjfQjtYC1y+uQnaYzmEU96CQVQkzmjSJnOBi7fuf3YgUBmMpb0pEvTWfBMhvgLQBpEZlKz/X1qlEDq/X3brsjLCEINmXKsBLQYsm63n4R2TTeFD5yafdsfQGg6NMxXncWMnIzhdJB64yT+mprCWk4iKooBSGZa6o7d3bmPEBC6CnxnQfOvITVTlY01XgHB6Wo8biNgg7QAn1omSlR2kbNVlbwJC8J3qQ5shxhaINK0JTfXx113fZlbbz2GdNohN9en3yN7QQGFfI1L2MB6PmAe9dQjEBRRzHEcpydjGs1uGBeAW4vh9/XQ4CiRKCZhtA+OP/QOr52Kz1jOUhYTIoyBgURSyRbmMpsvcxA63mqyjhaJNN2SnBDYO1iL5AZraIzmYBptl/oypSM2fL5Tyd7jRiH2e0i8qNpz+46D0PUZHxiNJov4jgPPaEisVhlFAsABsx/g7vl7NPkuxJ9QmUmeyeA7G2QdpFeiNmpnWtEHlPjkrEMJUwWt23AbwH9W632nSj3H7KdawsuUEq3crWAOBM9hqpX9dqxhkP8kxJ4AezF4x0LwUsqtseDCqqiSpDI9x7i1GPL2pJFQ6lUlEBnFSsiSMYjepkrNcNXrhQMkQZSpkjnPVPB+Wfka+Y4Hs9fu96HRHEIEgx4O6DGyG2FgMICBDGAgCRK4uATZTZdFjUbTwjfzYYQPXohAowMnhOCMHPAZX/xczeezhMV48bV0JxQIgoRYzWqO4Vg8+vu+y6NFIk235NwT4d35YNtgWSpRYsGaI5gyYi5+X2nrirIBrJGtXYkOBFJC0/WQ/kRNjoUByVlgL4H85w/J7AJNF0J4If8xqHeUhxBhsHopccOth8DX26+f/hhiT6v28p7D1eOpOaqrmAgqMSfxEiRfznTy8oOwQfqBJOAqLx+jL4g0uNsyPkIxMPIgeLnqBhb5CaTfQ8k6XpXdl/yX8h3CRnVLGwt5v2vfxt4aDLl3tQvZAO7MpKrPiqlU9ZNDMKR9NciukY4SnYyi1kwrEVSClkyCdxqkFqDK5lBlaGYx5N6vhSGNRrNbdOaQRrN3CAGTg+qm+XykhPfj8FYz+AWcEobRu/m62V7+2haBQCJxcLRI1A3QIpGm2yElHDURrjxftZ3fzgerp3PecfNJJauoqA4RizcDJsu23cBXTgLfgWqlaS9V/ixGj9YyM7NMlaIkZ6ruUhrNniBlx5QqigAUPAHRXypxB0dlvIVvA++U1vUSr0L0x4ClnhN/XplPu3HVtUxkzkDMckgtAZEC32TVQVAIwAfOWghcBKHvgrMB4s+Csx6swyBwgfL8abpRCU9GmRJVnRpoulaJM9YQEBlhN/0JxJ6C0P9+4RANAUcG1W2vkAllvC12MO924yodSfgzY2xU46QZ8p8Gs/t1etIcWNISkhJCQlcoazQajWbPkBLuqIGXo6rI3wX+3qS6v30jf9fPGcggFrKgnRiUIE4xxTv5q2m6Jlok0nRJpIS6RtW5LC9H3X/lXfjDs7BoBaTSUF4CpxwNR0+E/r1g1ODBNEf/wnP/+hvl+YuoiQzjrQVfY/HawXy4HH65D1697QJyNqrJpbNOTXR3OssXasKs0ewONwqN34Pki0BaZe/k/Z8qrTqQCD/k/BhC16kMIrNnJhMog7SVL4/Ibc3cMUNgb8iUhO1gymyEMn49Aoxwm/3kgmeC2p81DHJ+2v55Tg0kZ7cKRPZGcNcDcRWDvSTzWLnKQor8TNWPBb6qBKa2uHXgbFYd1nZ8bI9fl6DKCHIbQbTpPCTMNq+PACM/UxKXq/5ued1kRmTytX89NZrPIenCg3WqnCIpYbAXbi6G8TrpRKPRaDRfwKcJ+G8Uykx1gQzURYcH61RGUakFruPQtHkzvrw8Avn5jGcCG1hPIw0YGLhIPHj4EsfqDmfdBC0SaQ55pIRt9UpzKS6AFevgZ3+AlevUsiPHwcSR8MAzUF0LTc2qhea6zfCft+CztfC3X0FFFbzweh+e+s8P6FnWuv2epTDrQ7X+gN67CMCphPgzkP5QZQcFvg7ew9s8Xg1NN4E9P2MA7FUeJqJkB6FIqqwIjWZ31J0I6YUoU2QDUnOh9jgoXghmB8F/+nsAACAASURBVLQaNvLUbUfcGpBNYOwgthgFYG9u3yYeMqJIUJVfiUxJpRtRyzxTP3//sikjwBgqi8fdANJDJm1HdV1zNgBrtu8Ioj+CxF+g4C9g9lVd1Zp/C4m/A4YqGfOdCjm37b1QIwSEboCm74ObUmNxm5TwhJv5bAeVX5JbC6HvqPgB0ksg+nNwVii/J9+JEL5Vl5hqdss929QV4BITCoCKNEyvhL/0ggHZ1hndZiXUCh9Yo9t/5jUajUaTdebF1bUzo82UwyPUsgUJKPnHE7x1220kGxoQhkGfo4/m3L/9jXPzz2c1q9hKJfkUMJRhhAl/3m40XQx9NNcc0qyvgJ/+HpZn5oeD+8K6CjWPKytWmsx7C+Dvr0K/nhCNQ8AHCJVNFIvD+i1wzndU5lFlDTRGlU9RaaY6RAgwTdiwZRcikbMVGr6u/EiMXHAqIPUe5NwB/tMz/kPTVRlZS2mQqyattqW8XjBVBoTZSxnaajSfR/JdSC8Cwq1He5nJ0Gl+YCfvnQ5F5KIElx3EINJgDVcdzIwSwMpkzpgQ/jnE/5Rpdy9BhCH3V+0zi3bE7KNK2WQcZEQtM0xwtztMJ4AUSjQyAT9gg70Kmv8AuT+HxD+UkGuUZVrQu5B8SfkKha/b+7H7vgT5D0PscVUa5zsOgt8C+zNo/j81dvyqu1rgm+o5TgU0/q8SqNwmtY69FBLPQcGzynRbo8kQceChOninGT5JwjCvOqkHyDehylblAjcXZye+yk8/ZePM2xlw+Lt4c/xUFB3OPPN4ROBCjs3pwcBsi1cazT4QI0aUCDnkEkD3UNd0DUKfZ+ItJZX/+gcfTZ+OYVl4QiGk67LhnXf425lncvns2YxkFCMZdVDj1XQOtEikOWSJxeF/b1eiznZB56MlUFOnPIeEaM0uWrJaiTzJpMoisixVitYYgW0NSmwaNRhKC9WyFesh4Fdd0KQEx4Veu6pOif9FTdC3d3wSITWZbf41+E4Ce70ypZaA0badeLPybMFV2RH+r6gJpdAnJZrdkP4IVcrU5nKQECCFMpA+mBgh9b6N/0NlEwlLvfdJQe7vIPWBEmdIK3EmdCf4pkHw/IzQZSij6S/K5BFeCP1AGVfLCMofKQnkADFaDKKRgJvxQRJAHJLvqIfiz2TKvzKHPGEoASvxPISubd8RbU/xHAZ5Owg71hDwnQayUQlgbccW/zeQVB3eZK16THozQvOVUPACWP33Pg5Nl2NTGo5eB9sccKWyd6+Lw0Q/hA1Yn4YaBx6ug4EeOC+3/VdCR7Nx7lzm3D2dE364Fifl4Y+N5/EMl2MFfIhYhD80lnFDocHXPsfrQqPpbDg4zGUOy1mWKaWRjGIMRzJ1J/NejeZQ44QQ/KEO4i4EMm/n2liC+KqVbLruKpxkEsO2EYaB5fPhDYfZ+umnbPvsM4qHD89u8JqsoUUizSHLnE9U9k9ZmyupXg+k0g6rl64iWbcGw/LgBIeTTPWhISJI22BHlQDkuJBKqd/SC0tXKUHJ54N4ArbUqFT+bfVw1AQY3G8XQaQ/BCOn3aJ4KkD1tmquuaWKkf1Wc9c3EnisYGsFrxCq1IQ4FM3poFdH0yUxhwGytWd7CzLz2EEmdIP6nXhRZeeIHAjfAd6p6haanikvK2gtrRR+8B6xd/vxn6Iy7WJ/hcRTmXI1L7ibVFkXDiqLSGTKvUKAbC3jcht3IcB6MqKWrbbVFplUJTRSZhY4YI3afcbTdoQJonDn5c7ajI5VC/haquWQlhKKEy9A+MY9ejk0XZvrtyoRKCwAA2xHGY0uSkIAcNQcFq+AX9RChQ3Xd7AvunRdlj73HAueeoqKefMYf6GLYcIaBvHX/MsptLfhTRr4wl5SopT76/I5NgQ9dAMczSHAp3zCUhYTIpzxX3FZyALChBnH+GyHp9HsF708cE8p/LQGojZIJIkVyzn/qV9ipFO4hlKO0s3NGJaFYZoIIahdvVqLRN0YLRJpDllqGyDttF+WE3RJbX6VTfZm/H4PtiNpbl6PVTAeT9kRSKlOuJvjgMx0LLMhHFLztW31MHQAbN4KjU0QLYD/OR2uvuhzuskYvZQhdcZjJZWGRStsgj6Bz5dHY6wnaVuQsiXh4PbyoO3PzVKdgObQxX+aKr9yNoIM0pIxI3wQvv7gxyN8EL4Fgt9R2TPby7naPi4OUBcMzxjI+zkEvw6RG1SmkpQob6Y0rcpZCqRPZQcFLlPP9R4FyTdUl7XtyDrwjNs5kyn1ATTdDLJeeR1JF6y+qrwufKsqI92n+CdAaoaKcft3iZS0lN056/dtu5oux7sx1aJ4+zEnICAmISHBQGUNeQT09ypp9NlGuDQfCszdbXX/mP/ww3zy2GP48/KQjoPpSZGOpfnYNx4HA49wcdMO4MUrbKSEDxNwlhaJNB1EihTNRAkS2q9uSxLJIhYSINiSNWRgECDAIhZqkUizX7i2TTISwZeTg2Flb9p9fBimBGFxAiJr17DmF9eQW1xERW4udlUVwrKQUmInk1hedV7Ua9KkrMWryT5aJNIcsgwbAJaxQxfw+CaIVyCCORiWwHVAmi5GZCGDJ45gS10OTVEl5pimykKqb8psI5OCGYtDjxK4+dtw3slf0Go4eDE0zm4xq62ptckNVPPR6q+ScnLY2jCKrfWDKM9fg+NamEJkPFy8rRNYjWZPEQYUvQn1Xwf7YyVgmP0h7w9g7SrV7SBhhOFgmRl6RkLBy1B7jPosGfmQXqxEH2yUWJSCwBUQuFA9J3S1yvpztmbK0RIoz6Dvt9+2WwdNNwIWuJUoQccCZwtYxRD9GVgjwBq493H7z4D4k6o7mzQyWUS2ypDCBY8+GdMoTJTsuZ2AAbgQkeqd63HVV8GGlOp05gA3boW3m6HRVR1sriyEqwogeAAqZVLRKIueeYZQaam6yuzxULkYRp2RRqRi6q0sJYZpoD4zuYA+wdR0DBLJx8znUz5BZq66jWEsk5myR6VhDg6b2UQFFQQIMIhBJEnuZMhrYhIn3iFj0HR9pJQs/+c/mf+HP9BcXU0yEiG/f39GX3QRI887j0BBAdGqKjzBIP68XTQH6QCCBkwOQkW8npXRCDXVVUjXBcCxbQBEKkXacRh14YWEy8t3tzlNF0cfwzWHLBNG/D97Zx4fRX3//+dnjr2TbO4QCCAQRJBDBUQF8UDwrLZiPVr1a+td7M/WVqu1h1arrdbj269Wq9Z6FjxKwZNqFQEtCF7cIGeAhNzH3rsz8/n98dmERAE5EsKxz8djlWx2Zj4zO7uZz2te79cbjhuhys6y0lUlmzZUkh8UlBQLahrAcUBKDQOoq67FMbIIZivhx9BUeZrfCy0hlYVr2xCOKAGqph6uvxMO66nEon5l2xmEeQwEfqcyiJwabFvjgyXnM+sLVTbiSINH3niCa8+4kj4lteiGrbKI3CeC97x9dqwyHETovaDgfRV+jJXOtjrEEAZ4LlBZQ8IN5gjVbc3erESX4N+V86gVrUAFZCfngbUK9HLwnp8WaNqR/ECVfrV2J2t1GckEEFOiXPxNCEzZ/TFrQQi+AM3XqCB73KD3AWGCXgSec/fwYGQ42DgnC55vVhdomlA3MVISTJTDyKspKXSrrUqjGx34MqGeM4QqP/tDHaxOwKM9vuFGxy4Qrq5GSoluKltQdlkZWz5by4b/Gow7cQ5/024kaZhkeQXohxGVLkwBx/v28kBkyLAdVrCchSzAhx8dHQeHOdYK5kWL6CMHMMYHvXfgYLOwmMVbVFDRlj20iI/JIYcwYXxsO2ljxCij977ZqQwHHWvefpu5v/89QtNo2bQJx7aJ1tbSXFHB508/jTs7m3hTEwB9TzqJE2+/HXd29j4ZW9P69TStX4+m6yqw2ufDSiSQjoMnN5dRU6Yw7rbb9slYMuy/CNmWudD9jBw5Ui5atKi7h5HhACKZhOnvwmuz1c85zufMf/9jSktVTlAiCR8vgXBLGE+fM/EGe5JKQTSuLpxdpnIU2fa2f//kMvjPfGgKqeyiREI9/+dfwsgjdzAQaYFTwz/eyuaBZwOUtKskcxywrSpe+N1b5GfVgHksuMaqyWGGDBn2DKdZCS7WWtpKzbR8CD6hSvJAiTrRJ5WDpzW3yPcD8P5g+zPn6PMQeUDlF1nLO4pE+gBAU+JuYC8unqRUpW/xF8BpBNd4wp7LeD9ayGYLBrlhrG9bJ6sMhx5NFkyqgGWJbdXJhoBeOlTZ6eckhKU6q1vjrVqrzUxAT5ejPd8Thnq2vx0pJfWrVhGuria3Xz9yyrZ3JwQSoRDPT5yIJxjEsW1aNm+mZcsW7HiEficFaLzsXJ4eejuavycIH6ZQ+Rfj/Z14UDJkSPMizxMnjiudJbc4VMqrdcOwpSBPFtDiCHoacKQHvp0Fp/pBOjaVixaxqvJjlvXdQnDEILS0fTxJAhsHAVjYGBhYpBAIJjCRw+iXCa/OsNu8NHky0bo66laswLEsNMPAsW1Il3T5i4ooGjIEx7aJ1NTQ89hjOeuRR7p8XFY8znOTJpFobqZpwwYAhBBYiQS9jjuO77/9dtsNgQwHJ0KIT6SU32hfzziJMhzQuFxw4ZnqAbB16wC+89EnhEIJsrLcuEyJ3xUlYvgpLgHD2ERLNBfL9iOEwNAhnoCkpe7IXn2BmsM1hVTJGQBZquPZPU/AKw/t4K6sMEAvZdJY+Nt0qK6HgqDKP6prhIkn9CC/xw/21WHJkOHgR8uB4LOQnKvcQVoZuE/ZFlYNEJ8G0ceVk0i4lDso8giIXNbq32FxHLI15XjwaihnoNCB9DqkQ1uAkMgG2QKuE/du3EKAZ6J6oEqGrt4CDfa2VKWBLnisB2R1YcbMriKRtNCMQJBFdvrue4auJGjAR4fBf8KwMA79TfhnC9Q6UGgqh1CNo84VDXXe2KhwawPVDQ0JCQkVqe2LRImWFmbddBPVX3yB0DSkbVN+1lmcePvtX8vN0AyDkqOOYtXMmSRDoW2xei4vDRU9GGufyveGlLMwpsYzygvZ+8G5eygRa2xkw/vvE29qonj4cHocfTRiby1k+ykRIm0ZRGHbxfS6YXhFCqEnaUgU0GBBtQURB+bH4DwjyhE3/4DGdetochpIaRbWiL4UPPQ9NJ8bF26iRJjAJKqoYhObqKUaDZ13eQcfPiYyiWIypTcZvpl4UxMNa9bQsHYt3rw8lfHjVuer0DQSLS1opkkqGgVA03UCJSVULlxI08aNBPt0bXRA08aN2IkEOWVlbSVvjmVheDwE+/TJCEQZ2siIRBkOKkpKAjz88Oncfvt71NREkFKSk+ulZEg/igrXIgRU1kWJxvsgNDcgMAzV0cy2YdaHyjXUu7TjerMDUFEFTS2Qu5PS4bwg/O0u+N/n4YNFqpTtqgvgh9/p0t3OkGEb1pcQ+V9IzlclTt5LwH26ctQk3lWZPN4LwHtp54VK7y5OHcTfVa3gzaPBHJ0WZ3YT2QI4qvOYa5QqE2tP9GnQcrc5goQLKYLcWxvin5aaXGsooeiRHnC4axB4JkPsZRAF4FSq5bRCoAXcJ4F53B7v9va4pw6abShJ/zWWElYm4blmuL6bKwlrqeFd3qGFZiRQQAETOI0gud07sEMAXcDELPUAqLbVOdHDgCJDTYBNICYhRsdmhwIlGsUd1dVme3x0//1s/ewzAiUlCCGQjsOqmTMpOOIIjrzwwrbXNW/axOtXX02kro5ULEYyHEakJzW5/fphuN18+te/MmTyZE4LZOrLuoPqxYt5c8oUUtEo0nEQuk7fk05iwj33dGtQblfRk55sYhN+/KyLFeBIDV23kNJNky3waurctySUGvDCxgYubwzTt7iYGAJLRkks2kDo6bnk/GgCMp1slEMQH34+ZgE2Ntlk48FDggSv8xrf41I87MCWl+GQR0rJZ08+yadPPQVAy6ZNhCor234nhGhzFAkh0F3bmmYIIRC6Tqy+vstFIm9uLtJxkI6DKxAgL6CyuCK1tWSVln7D0hkOJQ6+vx4ZDnlGjerJG298j3XrGnGZNm+/9xxPvXEMhhECQNc1kCksS0cTJr50Z+xEEgpyYW0F5OWAt9382bZB11T52TdR1gPu+3kX7FiGDDvD3gSpZSpcGQe0IiAB4YchfJ8SULR8wIbIo8p9k33ftuWlhMS/If4SyDC4TwPPhaBlde44U59B8w0q+weAp8EYBN6L1JidCAhLiUdauq+3jKICcdu1sY+9rLLAZNpSgQ9yHiQR64/QNFx+v2o3r/XosPkPUqN4JTaaYo+aiAM02nBLNUwvEwj/zeAar46FU5/ebi64TwbX8XsmZrWjIgVfxMGvwTA3LIqroOFWhIBcDd4Id69IFCfOa8zExsaXdlY10MBrzORivoeRuXzYp1ycA2+GocqCsJMuMxPQ04B1KfUzKDcRqI9EUIfh29GBrXictbNm4S8qanObCE3Dk5PDspde6iASzb37bqINDWSVlBCprgYpkbaNNzcXd5b6bnBaWmiuqMi0Su4GHNvm3V/8AoCsHuq7TjoO6997j7XvvEP5GWd05/C6hGMZQyWVRAhjkcLGRiJx7G1fmCL9Hw2HeHMzjUOOpu+XnxEgi4iIouX7icz4lJwfTSBGjFxyqaaaf/M2IVrQ0IhFmvEn3eQHy4iKKBvZwOFkzvEM22fD7NksfOwx/IWF6KaJZpps/fRTEAJp22jp7mH+4mIiW7eS3atX27J2KgVSktu/f5eP019URO+xY9k4Zw6B4mKEppGKxZC2zZDvfrfLt5/hwCFzlZfhoMQwNAYOzIfUF5w39j/8492J1LcEyMsKEwxEsB0dryeC7QQBsCwlAuUFoTmsOp4Fs8E0VKZQTQOcfxp4usl4sddICdG/Q/TPauJrDoXAr8E1urtHlmFvcSIQuh1S88CuBVkHWl/QC9Kiiq5aubvGbcvB0kohORusNWAMUM9F/qyye4QPMCDyF5WdE/x7R3Fmb5A2hH6pxqT3AGxILgdrOiTnqIwe4QW9tyrh9P4ArCXKFYUA9zjw36IcRJH7lHijqbtxqWgtzavOZObPS7FTGmVjxzLu+nL8uZtAbJs8vB4fhltztQlEAEFNTb7XJKHcLcA1Rj06ESnh/xqUG6TVweTTIOGA/Iru5KBcIt3JetaRJEGAbSKhDx8RwmxhM33o232D20NCVVWsmjmT5o0bKRkxggFnnNEmdHzjsjZ8HFNizEgv5O3jcqoiA57rCS82w2shCDlQboJLg60WJKUqM5OAC3VOX5u7/fJox7ZxbBuhdcxZEbreVgIBKouoctEiAsXFAJheL4lQCM00CVdXk9O7t7ojbdt48/O7bucz7JDGdeuI1dfjLypqe05oGqbXy5q33jooRaJ8CpjMd/mCz/F4G5kl3OQ6uYTTGUVOum43v/UzKiW+WBgAD15yyKFJ1CMcSYQIfvycxMnMYDoGOqI5ifzDhzjvrqVFSlIDe+K9fSLxI+LbH1CGQwo7mWT166/z5Ztvopkmg847j/6nncayadMwvV500yRcU0Pzhg0gBHYqhTcYVAJRSYnqZhYMYiUSJMNh7FQKKxZj5LXX7rMuZyfdcQcf3HEHG+fMUd8XPh8n3XknxcOG7ZPtZzgwyIhEGQ5ydEryG3js54/yxxfOZ8m6PpiGxfcnvsWCFcewenMQKcEwYHB/JRQFfDB5Isx4D5BgS5h0Avzk8u7el72g5ccQ/RtqaqpBYrZydORMA8/YPVunlGCvV6G+Rrma1GfY90T+pAQWrQdQC9IFziYl9ujFQNqFI+PbRCIhwNGUeGQMALsG4s8rJ0/b+xhQodDxd8F7TueM1V6fdvekJzTWJqARcIFTg8oCSijnkCiF0M2g9wUt3YUsMRes9eA+VZ1/aYHIsSyqF6/F5Y/Ra5SbujW5bPrwQ97YmMPkR200vUZlFTlhbHSE3tFd1DqRdtgNpA3xNyDxqvoMuM9QpWra9tN6P47BM81QqKsQYoAmW5UN1VjQI/3WSKme/5/g7gym84kSbWsv3R4JB2Rb6JqlS3n9uuuw43E002TdO++w+PnnOffpp/F9g8DxUQRuqVEZP6A6jt2WD9/aN41o2igy4MZ8mJIHN26F/0YBCV6hxKsjDOhrQKMEtwbn72B8Lr+foqFDqV+5El/Bti4L8cZGhl5ySdvPX820ySotJVJTo0omTFMFrlZX02/iRPyFhRyK2LZDNJoiEHB1SwaQputIKdvKWVqRjrNLpWbScahctIj6L7/EX1REn3HjMDz7T0lVtK6O5k2byOrRo0M77iBBxnMS43XoVQi31ypxyEqHuQ8w1eeiztYoMQUln/0XCguUw04GEfVhen3vTI7mHErowWY2IZF4pZf6m2bB59VQ5AMNkhtqsa6ZSs4rF0ERtGzezMJHH6Vi3jzcWVkcecklHHnhhQdlaV+Gjji2zaybbmLThx/iCgSQjsOWjz9mxauvsnHOHJLhMJHaWsJbt6Knu4YRi+EvLuakO++kcNAgssvKsJNJlk6dyob33sOTm8uRF19M35NO2mf74c7KYuL99xOtqyPe3ExOWVmH8rcMGSAjEmU42DEGgZbLEb2X8fQvNxONuzH1BKZexdbko5z1476kUtCzWE1+qmph3DHwi6vgR5fAxkooyoOiA/kmqfUlxP4BuNom1UhUC/XwbWCdDfZWcJ0ArkngbFBODWMw4EDqE8BQuTGtE2C7AlpuVpN+BIgABO4E9/HdsYcHP04TxF5UmUJYKhfHczEYxZB4Iy3upN8H0QQY4GxJi0QeQKosolakVM9p6fpzew2gfV3oEyZYi4BOEokw1HalTAtVVSjfQzw9HkPZapytoGWDTKXHnnY86MXgbFalcu2I1tdjp1JohoFuSoSmESgupnlzNZVrb6bX0C/AXgWuEznTdSJz6nw4Uk32QWUC5RswYHeukcJ3Q/xf6pijp3Og3gf/LyExHax1YI4Az/mgF/JWWHWfMto7mHSIOlBgKKEo/a5wkh8u6owbijIJyf+qDCjjcJXdtIsT2WKKEWhIpAqrltDoSEIS1iSKOMyrhIgDASklc+66C6TsMNEMbdnCF88+y3E/+ckOlw3ZSiCSIoGut5AiBY6XO+uyOcqrU9YNli9DwAMl8HYI/h2BYzzQ7MDyONRIGOyG2wqgcCdXeONuu43Xr76a8NatCF3HsW1y+vRhxBVXtL3GFQhQdtxxbF6wgEBxMa5AgPxBg6hdvhzT5yPW0MDAb32LE35+6NVXf/55Fd/97iusWdOAlOB261x//UgeeOD0fTqO4GGHkdO7N+GqKrx5yjHp2DZ2MsnAc3b+vZ2KxXj7xhvZ+umnOOlyGF9BAWc//vgOO93tKxzL4qM//YmV//wnQtNwbJv+kyYx/le/+tpk9tQAjPDARzHlBn0rpD4PNTYc7oZfDi3ks6JCwlVVbZlNRYcPZuKVv8CNUlINDCWJr25AW1yLXeJrE91kngf3VofGNxdSdE4PZlxxBbGmJnz5+VjxOB/+6T6+qPgAbj0BL16GMZxyBmZC/g9CKhcuZPP8+WSVlradH7GGBha/8AK+vDziTU2Et25FM01MjwfHsnClnUNL//EPLpg2Ta3I72fUddcx6rrrunFvwFdQ0OFGQYYM7cmIRBkOboQBWfdDyw3gVOMznXR3ocsoyR/F1Pvhvqfh02XpTmlnwJT0jdQsPxxZ3r3D7xRSi9MuknahogLlhEgtACcKmhsS75JK/YwPl01k+cb+HD3gPkYOWophtNYseCD7fjCPguYp4NSCKExP9sMQ+hkYr4CeCb7rVJwwNP0A7LVgV4GMqbyc8H3gOkUJAa05OXoPJbxIC0ip1yJB7wlOQzqA2VbvnTlSiagAWp7K9mkVb9qwQOtFp6H3Ab2fcjCJAqC11qq1SKZtp8FJC0df9fdIB7Q+wEfqHBY6VjyOZtpIadBYsU1dkVISaXBD9u/anjtFwukJ+HdYuQQ1ocq+7i2iQwnaTrE2QPw15d5qFbCkH5ILIXkeCL8S5VKLIP4qBP9OSvbcbhNlU8A9Rerud7UF/V1wuGuXtZwdY2+G5mtUCSKOOpTmEPBPAXP4tjDvHVBKT8ooo4KN6NLFmoQkgcXW6CD+1ZTP4wb8tcc2B9T+hJ1MkmhpwRMMohkGiZYWGteuxZ8umwKIxS0a4wZzn5mO56SLGDGiZLtOkAUxCMkEjl4FgEAgtSQtjs2bER/XBLsnrNkllJOpvZsp7qiys13pLJZfXs4Fr7zCmrfeomnjRoqGDqXfqaeqLK92jPvlL3n9uusIbdmiJthCMPyyyzj+5z/Hl5eHKx16eiixeHE1p5zyLI2N28qPEgmbBx9cgGnq/OEPp+2zsQghmHDvvbzxox8Rrq5ucxQdMXkyvcfu3CW8dOpUKhcu7DDhDdfUMPfuuzn7scf2xfB3yLKXXmLZtGkESkqUW8pxWPPmmwSKihh9ww1fe32+AeekK0dvzINVqQhx0UQ/I5tsUcSAl16iYt48mjdvJq9fP8qOP76D86eEHnjwEK5Zh6GZGMKDhYXEoZBCDCNJ88YKVs2YQaypiaxWsdnUaHE7NEyfRfGVg0kUJvgP79JMM6PIlPMfbGz94gtIfw+CElpDlZVopomvsLCtdMxOJklGo+iGQV55Oa5AQJWfZchwAJERiTIc/JhDIO91dUddhsEYAYbqHlDeF/56hwqt1jVVdnbQoWWlJ4Q2bR95CZBIlySpi51ItIbrHrybFRXDKM6r48Qjn+ezVXkMHuDB78tWYkXLTZB1d9rpUdxuGwGwQ5CYBb4ryNCJJN5WodROC5BEvY8W0AzJ1wF3+uQtVcKEORxSS9XzCAjcqIKYIw9D6kPAUN3NfFO2KRH64WAOBmsZUKSWky1qHZ6zOm9fhICse6HlR6q8THhBNikhyqlOt5xPpVvWe9U42nfSahWx3KeocOvYK4DEG0yQbJYse2MAqZiZfqlEAHkDBnQYgi7grkK4MBs+jys3z3gfMEH3fQAAIABJREFU5OxOxoy9WolDop3s0+qMEkEw+qWfzFEuveiTTAr8hlkROjiYwo4KsB7iUZP+TiX0W7Dr0u6rENjLIb4CUh+BXgaB34N7x7lLGhqTOINVrGRmcjVbExpW9HBYFGJg/ZtsKSvnXrOch3vscBX7HCkli599lk//9jesWAxXIMDI666j/KyzQNOQjoPlCJYvr6WyMoRhxwiRxa+Pe4qjjiph+vSLKCnpKHqkkLQQIguBlDqNKS8h20NKCt6L13G17L33gl4n4dHYrd5Lvvx8hn3/+zt9TaCkhAteeoktCxYQrq4mv7ycoqFDD9r26rvCQw/NbxOIWg+DTJciPvroQu69d8I+PT55AwZw8YwZbF6wgERLC5HaWlZOn86TL71Edq9ejJ4yhf4TJ35tudWvvYYnGOwwVn9BAVWffEKipQV39t7VUzauX8+iv/yFzfPnq3Pt8ssZdO65u3Rslrz4ohJ5dfXFLDQNX0EBS196iVFTpuxwHTY2H4p5rHAtRyBYgMMAyhnvORnv+Am02JBlgvaV73sdnTM5i5kDmmhybDTbxtAN8sgjiyxC1lZKjjqKjR980NbOHCBECEeX6LqJqGjGXZiHiclnfMpQhmW6oR1k+AsLoV2WWyKkGuIIVGZbj6OOYtP8+STDYdxZWRQecQSmz0e8qYn8gQO7adQZMuwZB+OUOEOGryN8KsdkB7gP5lJc8wTQypQTBaFcJzKdKaINSE9u6/jHuxNYuuEISvOrmHDUXNxGiqZwLl9ukIwYjBKCnGpIfQxyexdoWrobVIZOJbUQ0EA2pmciKVThkoNy3+iqRNDWlRgo46odfPAZJba0kvNQ2mH0FXED1DmQ/QCEfpcWkoQqRcv6Tec7w4y+kPsv5bKxKiD2pCqnw1Et54UB+FSpmTEYiIBM21WcRjDHqDIuc4RytcVewgyaLH9iE6tmVeIJRkBK4s3NHHbKKdvtuCQEDPOoxx6h5fO1uB5pqWwi7SthQlouJOcxNg/ODMBbYSUUCQFuAQ+WdIFA5NRD6gsl5EobrKWAo0REGVXnUegmMP4FeiHNNjzbDG+H1ZjOz4bvZoMpDIbIcm6tPpxUbRMDf/MjXJs3ICT0kJKqEyYQfuhOAu79w0607KWXmP/ww/gKCvBkZ5OKxZh37724/H4GTJrEl2++yfpaQVVVGNu28JJgCWNIJGwWLarkvPOm8sEH/4Pbve3SaIgnhhQWlmNQmcglIXUEEltqzAtn8YgJUw7kcuRdQDfNb3SlHEp88cVWYPtuv2g0RSSiMor2JYbHQ9/x41nz9tssfOQRhBCEt26lfvVqNsyezegbbuCU3/2uQ1i5g6DeksSSyk1ZoKu/LMBeWxlbtmxhxhVXkIrF8ObmEm9qYs6ddxKpqaHPuHEsePhhqj75BG9BASMuv5wh3/1uh7ElWlpUnks7NMPAikaRto3YwR29JSxmGUvwE0BLl8uulKv4TyjAu3XHoQv1/Xthtsr30trtZiFFXN7jBt7+TjXrXnoNf1YQ09AJNVWS06cP/SdMILxlCxVz5rQtEyeOcADbQS9VNzT09FFspgkPJWToOlKxGKlIBG9+/j4RZvuefDILHn6YeFMT7pwcNF3HsSxMv18JrppG4aBBVC9ejDsnB93tJt7URCoWY9SUKZ02jpbKShrXriW3Xz+ye/bstPVmyNCejEiUIcPBjuaH3Beh6XKwv1QCkXCB6KGEAHsTWGt58+ObCfobESQx9CgIicuwCEW9JFPgMkm3ZSoDIdWkuDXDRkoQDriO7c49PTjRylAOItL/F2xTKDQ18dcLwXO2ElvMo8FzDmjbCbXZWbi4lgc5DyohRsZBK+mEmqcdIExwHace3m9B4j2VnSWylDgkhMrI0vqqQO3Ea4AO/kvA+z31+9g0FdotbTTgxP+n0WvMcSz62xY0w+Doq65i8OTJXXPhaIwAozdYG9MlfAJksxJgvyoSyQToJWgC7iiEydmwKAbZmsoeKuiSv8LtygZlI2CBcKdFQtLOvypIvkfCfSFXV6ksj1xNxZz/qR62xDZws/ePkFzIH3WdVStgUUOScIG6IJWOQ9GcWXw5fQRHXXThdkexL5FS8tnf/oY3N7ftTr/p9eJYFp8+9RTn/f3vVG+oIvrKO7hsCxeSJQxjNYcDYNuSFSvqmDu3ggkT+rWtt4dhcnr+50zfehxRx0QXKqUp3xWi2EjxXLPKj+qa9zHD/ki/fnl8+unWr1fnAl6vgc/XfaLpwr/8BU3XqV+9ui28WjoOix59lNy+fTn6qqsAaLDhP+POJfvJh4gX+0EINggY2FJH39Gjd7nr345YNnUqqUikLQNMN010t5tPHn+cz59+GoFqxW3F43z4xz8Sa2hg1PXXty3fe+xY1r3zTocMsVhDAz2OOWanAdFLWIwHL1q6uFcgqEv5aDaXUKiPQRMCS8LzLdDbhMlf+TNpYHDWzb9n1aAxLJ02jVQkwuHnncfwSy/F9PkY9O1vs3TqVKJ1dXjz8tAtsOuaCZwxAqOH+u6XSCQOfg68Usy6Vav45K9/pWbxYrLLyjj6yispO37/y5q04nH++8ADrHrtNaRlESgtZewvfkHZccd16Xa9ubmc+cgjvHf77W0ZV+7sbAI9erR9GehuN7n9+5N/+OGEtmwhv7yckddfT69j9/762EokmH7ppaydNautgUD5GWdw3jPPZIKnM3Q6mcuaDBkOBcwhULAAUiuVSGQOg5YbIfkh2BsAD6aewpEaoLNiYzmTRgpEukRN01CTXaGBZ4KaeEafSHfL0tLuleNVoHKGzsV7LsRfRLmG0u2MADCUWKcVAm7wXdk5rh8tV4kJqf+qUinjMCWKdJlg5N15SZv/WvVoj71JCUQity2MXdMSDDj+EwacNRP0ou2s6CtICdankFqhBDLXiUo82aUx65D9CITvSDu9UFlL5jhIvJUu1dPSolcIPD9Ti+2tg2lX0QpAH6zCuqWtnpOgMqZay0QlCbuF/0RgXRJK210NFIhmxltXEU+EiIj+bLU9HNH7NYpv8DHtqVJAkBQaeTnZrPnnq/uHSOQ4RGtrySrt+BkwfT7ClZW4s7IY8OM7+N+Fvdm8aiMN5BIV6fc7/ZFKJCw2bmzquDwml2T7WBnZwPJwX9yajV9PYGhxcikmAqxOZkSiQ4lrrjma995bR0NDvK3MrJXrrx+NpnW9o2F7SClp2bSJaH09qWi0rQZOApqm8dkzz9D35JNZ/957vL2hhs0DjqHfMWPwf7EI4dikhE5lSQmX3X77Xo+leunSrzmBdNMkWluLJxgk2EeV/Js+H5ppsvj55xl+2WVtGVcjr7uOLR9/rLpEud3YiQSG18txN9200+0miONiWzmYlLDV0vHpMTQhAYEhIEeDF1u+LhKBKm0bdN55DDrvvK/9LlBSwjlPPMFHf/oTVZ98gsdrYF8+Bt8149PikCRChAEMIHCAiUR1q1Yx4wc/QNo2npwc6lev5q0f/5hT7rqLAafv20D2b2LO3XfzZTqjSug6iaYmZv3kJ3z72We7vKyr6MgjuXD6dJorKpS7LR7n3VtuoXnTJgTgCQY59+mnKT3mmE7f9qyf/pTVr7+O6fNhpIOxV86Ywbu33MKkBx/s9O1lOLTJXNZkyHCoIHRwDdn2c/Zd0HC+6mwlNL4z7nX+MPWn+D3VVNT0YvYXp3D8kLkUF6QwECA18N+qJtS+q1X2TXwGyAi4J4H7tJ07VTLsGXoZ5PwZWm6B5EeoTmAm4FIihHCrzlVaJ4XDOHXQfK3qYCfTQe/G0apcTXg7Zxt7SyIdWq21u3Mm3ODYkJoP+rd2vrxMQsvP08fTAgzVTS3nMTB2Ma1eL4KcR1QguLSUWBd7Xjmf7CZUaacAz9XK5bWvyfqNeh+darW/SCUA6j0I2w61KY1fhkfxUUq1jS7Qt3VeO1p7F1PGuDXyEz5MHYUmLVK+q7m835Pk9VxL1eZsPAJ6kaJx3Tq+eO45ep9wArn9+u10SLuF0wyJd1QHRX0QeE5NH+uwEuS+Eryt6ToFhx9Oy+bNeILb3FzxpiaKhg0DoH//XJL+YrYIR5X8pV/TFs2lC/r2/YoTDDiO4xnhXsP6WJxsI4ZAECQPr/QSAvJ3J88qwwHPhAn9eeqpbzFlyltUVoaQElwujSlTRvOHP0zotnEJIcjt14+6FSuUiyid5yMdB+k4NK1fzysXXYQQgoaUxlD7X8SGjKDizv/DXVlBMr+IdcPG8JuSvXck5JeXU7tsWYdcI8eySEWjbQJRK7ppqiYDNTVtIlFOWRmTp05l5YwZ1CxZQl55OUd85ztk9dj537ne9GEd69oEGgkYIko02RPatQ5wCWiy93DfBg7knMcfx7EshK5TJSqZwwc00YSGxmCGcDwn7NnK9wI7lWL9e+9Rs3QphUccQf9Jk9rOgV3h0yeeQNq2yt0BvC4XyUiE+Q8/TP+JEzuUA3Yn0bo61s6aRVZJSduY3NnZpKqrWTptGuN/9asuH4MQosN5fMHLL9O4bh2OZZHXv/9O3W57ipSSZVOnYng8be+rZhgYbjeLX3zxoBaJapYuZeWMGcQaGugzfjwDJk7E8GTyvrqazIwuQ4ZDFS0PfNdDuA60XM4/tZ7P1y/n3UXDECLFk2/fyoqtV3PH1fPBb6pOWkZftawQ4BqjHhm6HvMYyHsHrJXQciukPlE5WyJLlZpl3915Tp/wH1UZVTrQHClVflD0OfBf3Tnb6CpE2392Tvw1SMwBDJDVqsTN8SjhKHf67h1LTbWdxloH0T+DcaT6WSYACdZ8JWyIvSvf2G2MwyBvutrP2D+U40kLkLQb2JxM8V/7DFq04eTqygmzKqECtAGKWM/fEt9nnn0MpXojupCEtCRPmjcwechjDK6txKiuomHlCrz5+Sx46CE+/t//ZdT113doob7H2BXQdGU6h0sAKWiZAiJPdWIUXvDfBp6OXaTG/PSnvPmjHxGtq8P0+0mGQqBpjE5nQeTmevnhD4/illvqCYWSHVwghgF9+gQZN67jBBZUCcrPsgYxv9lGsx1yNB2BRrUNQ9wwMOPyP+Q477wj+Na3BtHSEscwdPx+s+syUeqr4N1nYMV/IbcYTr0Mjtx+RtRRV17JyhkzkFIqg1w6wF/3eIjW1pI/YADu7GzsGKQciW/ZZ7iqt9B41mSsdNV4Z0gBR150Eatff51YYyOeYBA7mSRaV0ePY44h3tjY4bV2KoUQAn9RRweor6CAo3/4w93a7rGMoZJKwoTR0XGEjUczmN80Cod6dHT8+GmwTc7eS6NPqxBQSk8u5GLixDEwMNn35YaR2lpePOssapcvh/R7H+zTh8v+858OwlrjunWsfecdUtEofcaNo8cxx7Sdt9VLlnwtrNzl9xPeupVEKIQnZzu2q24gWl+P0PWviVam10vzxo3dMiYhBHn9+3fpNqRtY8XjGF9x6AnDIBWJtHU2PNhYOWMGc+66CyEEummycfZsVk6fztl/+UtGKOpi9g9ZOEOGDN2DexxoPhBuDFPjnuv+wYu/uY/fXvEc//erLO67dThZRdeA7wfbBKIM3YMQYB4B+f+CgtmQcz8EH1Kiht67c7Yhk5CcnS5ha7ddLRfi/+qcbXQG7rHKtSYT256TcUBXOUffROI1VQbmrN4m5jghSL4P1vI9G1NytnI3CZd6aFnKnSRTKuy9OxA+8JwOwb+rIHP3WSyTp/BA6gGmcwdCCIoN1RGrxoaIDbaERdZQ5tkn0ENvQhdKSfEHXHiJM6fgVIzKTTSsWok7J4eiIUPIKi3Fm5/PwkcfpXHdur0fd/g+5STSStLd2erUQ8bS56YG4dvBWt1hsZ6jRvGtJ5+k55gxGB4PfU48kfOefprioUPbXnPttSP5wx8mkJ/vxeXSMAyBx6PTu3eQl1++AJdr+3fee5rwfyU6+bpJva1Ra8PxPnigC6O7MuzfaJogGPQSCLi6bnLWWA33XwYfvgrxCFQsh8f+H8x5ebsvLzvuOHLKyhCapgKeNU2VfTkOmmm2iQA9DEgJgeP1kT33HaSEWgvO9G9zFO4Nuf36cfZjj5Hbrx+hqirsRIKR11zDWY88gu5yEa2vRzoOqViMSE0NQy+5pM1FtDfkEOQCLmQko+hJL4Yzgt6UUWUJNlsWlXaUFVYjXj3GVbnfvL5dRSDw4u0WgQhUGVLN0qWYXi+uQACX30/Thg1Mv/zyttesmjmTVy66iE+feIKlL77I69ddx5zf/Q6ZVsuDvXurMsV2WIkEpt+Py+/fp/uzM7J79UJoGnYy2eH5ZDRK6ciR3TSqrkfoOoHSUqx4vMPzVjxOsG/fg1IgSkYifPTHP7ZlDTZXVNCwdi2r/vUvPrz//u4e3kFPxkmUIcOhjF4CgV9D+C41KQPKe9VTPugy8Owfd40ybAejv3p0OpLtprECqpvafoLeE/y/gMi9qsQMVD5W4DcdO7rtCJkCWQO423V605XjJzFLZXjtLtJBiU11SrAS3m0uo+4+dkKojneuUUyLwlIJrQ25TAEjvLAkAVU2ZEk43DMeM1WBQSNIFyDRNAu/rxgxpA+9xozBisXIGzCg7W6ubppIx6Hiww/3ruxMplQeVmt2kowoQQ8fyDqgXIlfTkgJl4GbOyxePGwYp+/Edi+E4LrrRnH66QN4+eXlrF/fyDHHlPLtbw8iP9+3w+UAjvHCjDKotMCrQV6mzCxDVzN7KoQbIU+5QWzNJNYUwn70F9RHfPQ+ZUKHluyenBz6jB9P1WefkWhuJtHcjO5yYXg8yl2Udhv0NCDkQChlEfIGqLFhqEd1/OosiocN49vPPoudTKKZ25xW5/z1r8xv7W6Wn8/xP/sZR150Uadt14+fkYwCYBUrMdyfckOvMJ+EelOdzKLUXcsx2Zso1i+mXT+3AxbHslj773+ju91t38dCCEyfjy0LFhBvVtd28+65B08w2Ha+SMdh1WuvUX7mmZSOHMlRV17Jmz/6EclwGFcggBWPE21o4NgpU7qkfGpPcfn9jLzmGuY//DAun6+tg5g3P5/Bkyd39/C6DCEEp959NzOvvJJkJIJmmjipFELTOPWee7p7eF1C/erVOGkHVfWSJQhNQ3e5sOJxPv7zn+lx1FEMPGsnmZYZ9or951OfIUOG7sFzlnJfJD9Ou1XGbL8zVoaDH+EG11gVaK63TtKl6njm/Z9uHVoHnDqQ9WAMVuVI7hPAc+6uCUQA5mglMLQKRFKq1vAISLwP/utV17jdwRii8nOk067szaNcXuao3VtXFzLcA/+JdHzOLaCvCdN6KYeBS3g4u6Iv4ZSbAJXprm29aJE9ubi/CnWt+vTT7WZU7E4GxvbRUJcmjvq3tFD5TpIO5mdhgl2zx1s57LBcbr5593NDhFCuogzdh+M4vPTScj76qII+fYJcdtlwCgv3H6dDp7J6IXiVwyYVjVK9eDF2KoVHWCz47a188vQznPPEEx1KgU68/XZeu+oqDNPEX1iIlJK8/v2RQPOGDfgLC9EFDNItGkSKHhd+m5+VwlB317jivtp1qXDwYM55/PF9Uh6zhi9BmhhajHHBVXjTXyERIjRQTyG70OTgAKBVLNgeyXCYhjVrcByng6AoNA0BbJw7l9KRI+l17LFMuPde5j/0EOGtWzH9fo694QaGX3bZPtqLXWfYpZeSXVbG4ueeI1pbS7/TTmPE5ZfjK9jFa4D9jK9+FhzbbhPr2v9NHfLd7+LKymLOXXfRXFFBbr9+nPTrX3PYqad2x7C7HFcggHQcGjdsUAKRqf74SsfBTiR4+8Yb8RUW0nPUqIPSSdXdZESiDBkyKMeDZ//qXpGhmwjcDM1Xg7M1XT6lK2eN73/2zfadEDj1yuW2PaHGroSm/1EhxsKrXDv2KiXE7KpI5Dk/7UJq7QAUS//ChNTn0HgJBJ8AbTduqydeA7JBNNPWLkuGwBgG2tfDkLsEGVclWeiq1G07nBmA55uhyoI8DVJAswPfzYbD2s3lbi1w8bPqPkTpg0dARKqA5kuDkD1mDJphkIrFML0qzNxKJBCGQZ8TT9y7fRA6uM+G+HQVxi786nCKJGiHpfdTqjJB1/ZzWTLsv1RWhnjiiU+YO3cjmqZx8sl9ueqqoyko2DWRp6kpzvjxT7NmTWPbxOq++z7i5Zcv2G6e1AFPUW+oXAPeLOq/XINjWRguF7oQmIWlNKxdy+dPP82YG29sWySvf38unD6dte+8Q8umTRQPHUqfE08kWlfHWz/+Mc0VFaocTUrGXncNR50ypltKJrt6UiclLIm72IKD5aivkaAOg9wShEQ/SKZAmmFQOmoUFfPmoadL9qSUWIkE2b16ESgpUe/5Do53a65LPO06G3vbbeQPHIg3GNyvHETtEUJw2Mknc9jJJ3f3UPYYK5Fgzu9/z5LnnsOKxykaOpQTf/UrIlVVLHr8ceLNzXhychh5zTUcMXly2/tXfsYZlJ9xBqDEpOaNGwlVVn6ts+fBQN6AAeSVl1O3ciV6WuBMhELYyWRb59I3rr2WYZdeyuDJkwkUF39NlM6w5wj51f6d3cjIkSPlokWLunsYGTJkyHBoI+OQnAd2FRj9wDy2czvXyZQSM0TWtlvXMgWRhyD+avpFpuqi5/1+x9vboTtV8HRrsDYop5PeG4Iv7Pqt8OZfKGHHrgGigCqrwhgKzhYlOLlPBe9kFRy+0/1xoH4MiAIgDnajcim1hlUXzN61Me0pTp06LrFXQDaD5gfzRBVobhz+tZfXWPBkI7wfhWwNLsqG72SD/pVDtyIBU5uhIgWjvXBB9rZW7+tnz+a9227DSaVUi21dZ+yttzLo3HM7YX9C0HKTEuwQyjXmhNV7LNzK9WUMguCT+0/HvQzfSH19lIsvfpXa2ijV1WFCoQSOAwUFPn7xixO49tqRX5vI1tVFmTlzFcuX13LEEQXMnr2BV19d0SEHKBJJ0rNnNsuWXY9hHGRRmxuWwgM/wDE9bPpsMabLxEOSzVoJy/SBpGIxNNPk+2+9tUurk45D9ZIlJJqbKRw8+IB1XuwKb4Xg/pYKRhS8huX4QWrEJRSbUY50qewisSuNDg4A6lav5u/jx5NoaVGfCykxvF6+88ILDJg0CTuZ5IUzz8ROJLBTKVKRCMIw0AyDyVOnUvXZZ8xNhwNrLheuQIDTH3yQ4nRnyAydi51K8eLZZ1Mxdy5aO3eMy+/HEwyS3asXptdLKhYj1tjISb/9LYefc06HdWxZuJDZv/41sYYGpONQNHQop9x99zd2ADzQCFVV8fTYsURqakAIUtEoLr9fHTch8ObmEqqsJH/gQNw5OYy58cbOuQ45iBFCfCKl/MYAr4xIlCFDhgwZFFKCtRTszaCXqRKqzrzbK1MQeRziU4EEaL3A/zNVLhZ5BKJ/A60oHUqdVOJH1j3gmbhtHfWnocqP3O3WK5XzKX82aLsYfirjEH4AIr9P5wk5gKnGhQDcYA5WbqrAzeC9YCfrkmmRKK+jmCYTgAX57+3amPYEaUHjRZD8AEiCdKv/C5TglTd91x1Wu0m8qYnN8+cjHYeeo0d37oRTSrBWgFMFel+QTRB7FWQDuE4GzzkqmyjDAcNTT33KX/6yiPr6GI2NMdxuA8eRpFI2ffrk8NBDp3PyyYe1vX7DhiZ++MMZtLQkcbl0EgmLJUtqcLt1vN5tNX+OI0kkLObPv5LBgwu3t+kDmyVzcKbeQ938uQjTYItWwiqtH47QSUYiuLOzuehf2xoL2PLrgu+hyGVbYENS0i97IfmBTwDlJopaAX7jPYce+8rhuY+I1Nby3wceoGrRIoL9+3Psj39M0eDBbb+v+PBDpn3726SiUeXCA/IGDiS3f39Wz5yJZhjopok3P5+s0lJ0l4vvvflmpoNUF7Du3XeZ9p3voLtcbeVk0nGINjTgCQbpdeyxbc8nw2Fc2dlcPGNG2/KhqipemjwZ3TBwZ2cjpSRSW0tO795cMG3aDksPD1Q2L1jAzCuvJN7cTLyxEcPlUq5Kr1dlbklJbr9+BHr0INHczBl//jNlx+1CE5NDlF0VifZPH2GGDBkyZNi3OBFo+QlYn6HcGygHTfb9ypmyJ9hbVbcwLQeMERB5WLVj1wqAoCoZC/0UxF8hNlU93yqyCBeIAMT+3lEk0nKV+6e9SISVfn37574B4YHALRB7AexNgAnCTgtGALbqpCWTyuHkPnPbcUgthfgM5WBynwzu08B1OiTfAJG+iyelKpvzfn+PDt0uk1oE9mpU4ZgbtLTAJRPg1ED8DfBd/g0r2TM8wSADTu+iMlUhlEjHtknONzq6MuzXfP75VgxDaxOIQHUIE0KgaYJp05Z1EIn+/OcFhMNJSkq2ldB88UU1iYTVQSQCFch80LmIWhl6ItqQsay85Sd8OXsu3uJShBBIxyHe1MSIK64A4L0w/F8DbEhBLxOuy4Uzsrp57N1Ikw2mENRHRtMcG4zHrMFy3FTESnD11g+6/s7+wkIm7CTAeOMHH5BTVobh9SJtG93joXLhQqoXL1YvkBI7laKupDd2bim94iEqFy2i99hMWe/OSEYiLHnhBVa//jpC0yg/80yKhg7FEwxSMGjQdsv8NsyejXScNiHIsW2SoRA4Don0zZe8AQMIFBdj+nyEtmzpsPyat97CSSbx5anmGEIIAkVFNFdUUL1kCSXDh3f9jrejYt48qhcvpmTECHodd1ynl5L2OvZYzn7sMf59003E6upURz4hiFRXq9JZoLmiAjuVwl9YyBfPPpsRiTqBjEiUIUOGDBkg+hdIfZLOgVF2dVIfQ/QJCNz4zcu3R0rlDIo9C612fq1QuUJanUIAIhucRPp1MeArgenCo4SO9ni+B+E7QHrTjiMHnFrwXqzCjHcHoau8IHtDOt8ohpo5pDuVybT4JB2wvwRthHKzhO9V+yVMSL6vQrCz7lLZSPa6tNCkgTkMfFft3ph2F2dr2rEkvuL6So/f3tC128+QYRfp3z/YtkMhAAAgAElEQVSPuXMrOpymrR23vF6TUCjR4fXz5lV06DgnhKCoyEdVVbhD0GssZtGrVzbl5XkctGgao395B/XVP6Zu5UqEEDiOQ7/TTuPIiy7igwjcXAMBAaXpzmW316pFD1Wh6GQfPN8CPg0sJ0A4EaDJhjLz0OxMuObtt/EVFLRlttSvXq3ayEuJpuskA9n8+4bfsXnosejSRvP6qTbc3JNxpu0Qx7J4c8oUqr/4Am9uLpG6Omb99Ke4AgGye/cmp6yM0x98kJzevduWad60iarPP8dKJJC2jeHzkQqHkY66QSV0HU3XqV+9GlcggJNKUdjOEQYQTosjX0UIQbyxsWt3uh3xpiaenTCBuhUr2q4bi4YN4/uzZuHJ3n4u4p7S+4QTuHjmTJ4YPZpoXR1WTGVJSsdRodYeD9HaWrzBIOGqqk7d9qHKXunoQoj7hBArhRCLhRDThRDBdr+7VQixRgixSggxae+HmiFDhgwZugQp00HBBduEBiHUz/Hpu7++1DzlANLyQS9SD3sz2BXbyTbypjOA+oJs6fgrp1F1ImuP51vg/QHIxnSXs1pwnwH+Kbs/TlCt1kU2qsxMAjbQ6kpKpYOtLRA5YFVB+B4lLOnFKvBd6wHJOdD0Q8AA11ng/wkE/wI5T+16+dueovdLB3zL9FjTu9EqYhkHcaZE6nNouhrqxqsw8+RH3T2iDDvh/POPwO9XWUKplJ0uE7MpLPSTSNhMmNCvw+sDAReplNPhuX79cvF6DSKRFOFwknA4ic9n8swz5x303W08wSDnPaO6mZ38u99x/osvctof/oBumjzeCD4BWbr66g5oKm/ssX03X9zvuCwIPQ0V0t9gw1ZLyf+3F3ZNF7f9Hc00aR8xEq2rU/9IH4x5l/4/Ng07Fn9dFf6megItDfw7ry8zQt0x2gODzQsWULN0KVmlpUgpaamoQPd4sOJxTI+HcGUlb994Y5sA1Lh+Pf/8/vdp2bQJzTCwkkniTU3YlqWEb11Hd7txLEt19Vq/HiuRYPQNN3TYbs/Ro3Fsu8P72brMVwWlruRfV1xB7fLlmH4/Lr8fYZpULlzIY8OHs/j550lGIt+8kt3ASiQwvF4lkLW/VhUCkT4W4epqeo4evZO1ZNhV9tZs+Q5wpJRyGLAauBVACDEYuAgYApwOPCqEOAR1+wwZMmQ4UEjB10I8tfTzu0lserr8q50gpPVQOUBOU8fXyjCYR6ncHxKqlMwJq1I1zafCq9sjBASmQN7bkPM45L4G2Xftfsv6VlzHgd5TlcMZA1U3LdyADtKlnEz6YOV2apgA1kolTjjpC2xnoxLArM9V2VpiJiRngXGkCq/uaoyh4DoR8CknlJNUwc7oKrTaPfGb1nBgkvpUdeGzlgEeSC2Bpisg9nJ3jyzDDigry+Hxx89mzJheJJM2sViKYNBDVpaL8vI8Jk/uOLm56KIjqa+P4jjq4t9xJNGoxT33TOCRR87g0kuH8ZvfjOfLL2/g2GN7dccu7XOEEJQMH07/iRPJLy9ve35dSglD7fEL2GSBsxvRoyuXf8kLf5/Kq9Nm0FjX0Emj7h7yDXi+J9yUD8d7lWg0tReMOEQjdgadey7R1lIdlGNFCIFumjhZ2Xx5/CT89TWI9PlS0L8/QZfB1JadrPQQp/7LL8FxEOnSJyklemuWUChEMhJhw5w5vHrJJWycO5dP/vpXrFiMYO/elIwYgenzqasux0E3TXocfTSlRx+NOycHIQT+oiLOeeIJeo4a1WG7fcaNo3j4cEJVVcSbm4k1NBCpqWH4ZZfhLyraJ/tuJRJseP99JdoIQSoWw4pEkEDL5s189MADvH711VjxeKdtc+vnn+Py+yk68kgMnw9XVpYSjNLd/JxUCsPrZfjlXVNif6ixV+VmUsp/t/txPjA5/e9zgalSygSwXgixBhgN/HdvtpchQ4YMGToZewuE/6gEDmc56KVpd4qphBD3mXuw0rRI0R7NUK4dpwHlcvEowUjzg/d7oPeC4DMQfR7s9WAOTz///9k77zArqvuNf87M3H7v9kpvSxMEKWIUBAV7iRqjYjQaI4g1Bo3RmGjys0Rj1KixBY0ltgS7SFSUYEFFio3el4Vdtpfby8z5/XEuCysobZddYD7Psw/svXNnztw7s3fOO+/3/Xbe8SasOkh8pgQR52hwjNiz28OeCyD+DlhNyjklU2BtAFEAVINjmHIDxd5UzihrkyonSy0DY6ASiDCUG0nLABlQOUzx2eA+affHs7sIARn3gDEEIo+p8WidwHMh+CbveZ5URyf8CCpHKqCEIhkErLRwtBL8N6pyQpsOxaBBBcyc+TNWrqzlvffWUFkZYuTIThx3XO/v5AzBxRcPZdOmIDNnrkLXBaYpOeWUEqZMGYHTqXPxxYe10160DqZpNWcy7S19nbAuoVq8byFoQQ8jHVO2EyxL8re7HqDspecRlokUGnPvcXHmX+9haN8eJMJhsnr0QHfsZklvO5Ohw8RM9XOwM+zSS6lesoSKL78EwOn3YyaTaIZBxOECw4GwLDSHQcHgwQQ6dSJqQchs54F3YAJFRZAu+zJTqeZzWUpJY1lZs7uneulS3r32WpLRKBldlKDty8uj+9FHE62vp/Krr+jyox/h9Kry2oJBgwhWVHDcX/6yw3wh3enklIcfZvkbb7D2vfdw+P0M/MlP6DZmzD7aczDjcWRa3JKWpcq/NA2Rdk25MzPZ+MUXzHvoIY741a9apTW90+dDaBqe7GwcLheWaeLKzCQRCiF0HXdmJmc99xwZnb/nutFmt2i17mZCiLeAf0spnxNC/B34XEr5XPq5J4H/Silf3sHrJgOTAbp16za8tLS0VcZjY2NjY7MTrDA0nA1mXXqy/Q3IsBJw9F6gF0PmE6pcbHeIvgqhO7bmG4Fqa44L/NcrV45VqUrJvJPA6L6b638DQjerPCPhUuv1nAr+P+6ZUGSWQ/QZSMxTIpl7otpn4VdZRXUngcgFNEgtUo4dKZV4ZAXVNo3DtpaWWdVKXAvcsvtjsdk1ao5Swpy5Ku3qcqIC16Ng9AL/reA5E2DrnfODscbkAKCiIsjGjU106ZJBcfH+H7CzenUdd9zxEZ98sgGv18FFFw3lyitHNod57wnzInDVZnALCGgQsiAi4Z4COGYXKl4/mLuQty6fArn5iC3dlhob8JWuplvXzugOA4fPx9hbbqHH2LF7PE6b9kVKSdW339JQWoq/qIhVb7/NijfeINrUxLNX/5mmXv3p1asHrnSeTEUKJmbAdW3TIHO/JxmJ8O+zziJaXw9CULNsmQqVB4SU6OkuXJ2POAKkpHzhQnJLSvDm5javw0wkaNiwAZdfnahC17FSKbqNHs3xf/0rmtEx44OllDw2ZAj1a9eiO50kgkGEpmGlUmhOJ0a6bM6VmUnx0KGc/PDDZPXosVfbTEYivHDqqVhpcbNqyRKSsRhISf6AARzzf//Xds00DiB2tbvZTkUiIcT7QNEOnrpZSvlGepmbgRHAWVJKuTsi0baMGDFCLliwYGdjtrGxsbFpDaJvQej/QE//iZcmmNUgq8D3G/D9Uokku4uMQ+M1KggbDZCq/Czjb+AcubNX/zCpMqgZprqONdekZ6n281mPgnPU3q1/u+2thYbzVfA2KBEitUw5j4QBpEAbAEbh1tdYm8EzGXxtHFp9MFN/PqRKwVyKchQJdfyiKYeXXkSdfIoHHvicd95Zg5SSE07ozbXXHtEiDNnGZl9SVRVm7NinKCtrwjA0pFSTrYkTB/H446ft1brnReDheliVgJ4OmJINR++ikfBPt/6FhtemQ8HWy33vkq/QGuspGDqEvNwcEuEwyXCYs154gZzevfdqrDYdh6ZNm2gsLWVTYTdu0LoQTcfbhSsqyFn+NROKAvx83Eh6+/feCXIg0lhWxsd33kn5/Pk0lpWpN08IkuEwmmGQ07s3gU6dAKhdswYhJRldumC43VipFKHKSoZNmkSPceNY9fbbxJua6HHMMXQfM6bDCkRbKP3oI/595pkkIxFSiYQqndM0DKcTh8+HmUiQ2bUrzkCAzG7d+MmLL+71zZqqJUuYdf31ROvr1Q0gKRl+2WUMOu88nL4D1DndyuyqSLTTo09KOWEnG7oYOBUYL7cqTpuArtss1iX9mI2NjY1NR8Ha0PJ3oYNRBJZQbow9EYhAuXsyH4bEXEjOVwKL64StYtTeELpFCTXCu7ULm6xXYc2JD1tfJNI7o1rKx5TDSniUa8hcD65TVWmcuU6VoAlNiUc4wb0nZXo2u4z3Mmi8VglDwpEWiJKg9wVhYJkhplwxg3XrGsjLU6LQO++sYfnyGl544Sc4HHYpmk3bsGlTE6+8sow1a+oYPLiQM87o33wMPvLIfDZsaMLrdaCl68CSSZOXXlrC7343hu7ds35o1T/IKK/62RNMtgmCBbRIGC0SRBoGW7LqnD4fiVCIFa+/zo+uu26Px2nTscjo3JmMzp3pCkxPwbP1kg8eeYwjXnkKPZmg1rK42xdg5Bmnc96kn7Np/nzqVqwgu3dveh13HK7A/u/u2xsyu3bl1EcfJR4MYpkm5fPn88ldd1G7YgU5ffo0vz9SSlw+H0Muuogl06cTTztvhvz85wyfNAnNMMgfMKCd92b36H700Vz6+efM/etfWf6aanKiO50kw2GkaSI0DV9hIYbbTf3atTSWlu61m6jgkEOY+NZbVC9bhjRN8gcObJVSNpvt2SuJUghxInADMFZKGdnmqTeBF4QQ9wGdgBLgi73Zlo2NjY1NK2P0U9f/0qK5hbqUSnDRe+7duoUBrrHqp7WQKUjMR2UAbdPZQjqUUEQbOESEC3zXqvI54VRCkWxSGUqB69X7FbwFUgtBCiWI+f/4/VlKNq2DaywE/gxNl6psK+EBvUQJkWY56yp+zPr1DeTkeKipUeHHWVluSksb+fzzjYwZs5sljjY2u8CyZdVMnjyDWCyFy6Xz6acbeemlxTz99BkkCjKYvqgKy+tUcVnp26oOh04ikeCTTzbslUi0N4w6cQKzXn0JzBRCNxCpJNK0kA4HWZlbW1lrhkGoqmqfjSvW1MiKhXNIJeOUDDqKjE7239W2pNCA6MIvGPDyE8QdblKGgRAazkiIRa++TuPjDxIoLkZLhwUv/Mc/OP2JJ5pzdg5mtohBvY87jpw+fXhl4sStGUWWRaiqik7DhnH4VVcxfPJkwlVVuLOz93v3S05JCac9/jjj77iD2X/4A8teeQUrlcLweMjr2xeHR91sFEJgJvegEcoO0AyDwsGDW2VdNt/P3vrY/o5qAzMrfSJ8LqWcIqVcIoT4D7AUSAFXSint6DMbGxubjoTeG6xGVbIjDBB5KofHNQ6M/q27rdQaMFer8GpjyB72IJbpDCJDCUZbuqdJCUKC+4TWHPFWPGeqrKLoc6qUzHGaCtXW0kENWY+qrmzEQOuyb7qa2YDnRDBmqbBqGVNOOLMC9O58s+o4GhoWsHp1HZYlt1QAkJHhYtMmu6ezTdtwzz2fYpoWRUV+6uujlJcHWbq0imGXvE32X86kqiibeE4tZoabjM2N6IlUc2ZWTs4eOjdbgRNHDeHzC35J6Pl/IqXETLdEyyspwTDSGUVSYiYSdD3yyH0ypm++nMUbrjdIjfQhddBrP2PU+yWcOOGKfbL9g5UNM98mgMAChKY+e9MXQGtqJBiJkeN248nOBlS78c/uv58T7r23HUfc8cju2ZPj77uPj2+7jXBVFVJKuo0ezbhbbwWU2+ZAE9a8eXmc+uijdD3ySOb+5S9kduumxEQg3tSEJzeX7F69WrzGMk0SoRBOn6/Dl9YdjOxtd7M+P/DcHcAde7N+GxsbG5s2wgpD05UqsFrrqsKWqVZOjMBdeyji7ACZhOCtkJgFqLuPGCWQ+RBoObu3LuFIt3t/H8zNKpcIgAS4zlLrbSuco364lG13w71tWgfHAMh+FeIzwSwFYyi4J5CRtZny8iBut47DoS51LMuitjbKzrIYbWz2hETC5OuvN1NcHKC+PsrixVVomsDI9VG7OURsaSXFw7sQ+mAFppQECzIIlNYQj5vk5noYN65Hu41d1wT/d8PlzD3jZBZ8vhCvx01J/SZWTXucSE0NmsNBMhwmr39/eh9/fJuPJxJp5PXcmaTy/WhxC5EEK8fFZ4evp/faeZT0auWyYptmPKk4Jqjv6jQSAdJCN1Oqi1VaJPLm5VH60UdIy1KtyA8wLNNk5YwZlH70EU6fj5JTTqHz4YfvUq5OtyOPZOKMGQTLy3H6fHhydvN6p4OzcuZMFj72GMHycrJ79mTElVfSc9w4Bp13HhULF7Jh7tzmfCbD5WL8nXei6VsF5+Wvv86CRx8lWl+PKxBg+OTJHHLuuXaDiQ6ELdvZ2NjYHIzEZ6uQar1Tult9SbrUrEp1jNIO3fttSBOCd0Ps3yC6gJ4uWzBXQuguyPjL7q/Tfz00rkDlBIUBC4wBkPngXoxTQuwtiDwAZhno/SFwIzj3zR1zm71EzwfvRS0eklLidhskkxZCqMlOMmnhcunU1kZ2tBabDsCmJDxaDx+FwafBeZnws0ww9oN5g2FoeDwOkkmL0tIGNE3gcOhE3U40rxOnrtGQ7afLcX0pn72alIS4hIICH488cjIeT/u2lxcCRvfrzuh+W0sxS4YeytKXXyZWX0/P8ePpd/rpzeUjbcn8de9h9nSixSy2fPQibmG6BHOisyjBFonaih+ddDzz5ryLdLhUNTpAKoErGsaBxHC7m5fd0gK91W4q7SGpWIzSjz6iZsUKsnr2pOcxx+x1GVflt9/y8rnn0lhaCkLgCgRY8eabHHbJJYy65ppdWoem62R27brzBfcj4k1NvDV5Mivfeguh6yqA2zSZdf31HHfPPfQ85hiOv/deyhcsoGLhQjy5ufQaPx5v3tYWeWtmzeKj22/Hk5VFoKiIZDTKp/fcg+50MuCss9px72y2xRaJbGxsbA5GUivSWUTbIITK1TE3gWMvRSKrFhqvgPh76dKwWrBylPND5EN8DsiICqDeHfTOkDUdEnPSzpF+4Byj8oL2lNAdEL4v7UzS1f7XfQoZD4F34p6v16bdMAydHj2yiESSVFaGAejUKYDLpTeXzzRjBcHcoPKkbEfYPkdKiEoIW3BJOdSZkKtDUsIDdbA+AbfuBx+LpgnOOecQnnnma0KhBIahYVkWViyJMaoniblria+vpeDI7hx2S28qllcxuauLn5/cm65dM9t7+Duky6hRdBm17wWZoCuiIt6++4SUhDNS+3w8BxPnnjiWje9OYON77yAt1ZDBnUqQSwp0HVemOlallISrqxnUzu6PaF0db156KU1lZWpcwIKHH+bUf/wDb14ehtu92+MLV1Xx+kUX0bhhA4602JSMRonU1PD1s8/S/8wzDzjxZ1f54KabWPPee+guF7rDgZVK0bh+PTl9+zL/4YfpecwxaLr+g387Fk2bhisQwOFV138OjwekZNG0abZI1IGwRSIbGxubg4nUOiWKJD5SYgiNKptIONNOIgl6j73fTuhu1T4ep8qKQQdZC2Y5aJ1VhpA0YU+uLTUfuE/Z+zHKGET/DeH70x3T/CpPSEr1XPD3kJwHslEJUe6fgNYxJ3M2LRkxohNut0FmppvevZXNP5k0qa2NcMwxPdRCUkL0aYhMQ00tTHAeC4Fbdl+8tNkjvonBXTWwMgGNJsQkDHaBLsAhoFjA2yGYnA3FOzHa1K5axTfPPUfdqlUUDBrE4PPP3+tOOrvLZZcNZ8mSKhYvriKVMhFCEMjw0PjxKpKNUYShUVZaA14XQ/9yOjeOzkbfD1xS+5oBxaOYL5diSYm2JfwXQAi6unv94Gs7MpZl8dHtt7No2jQSTU1k9+7NhLvvpvdxx7X30JrRHQa/efAvLP7gRGY/+g9iK5aRlRGg5KRziNTWUrFgAaSDqzuPGMHIK69s1/EuePxxGjdsIFBcDKjjpHrpUv551FH4CgrI6NKFI6ZOpcfRR+/yOle+/TbRujo0XW8WmHSnk0QoRDIaZfNXXx2UIlHjhg1smj9fOcjSHcU0wyAVjxNvaqJh3TqklDsV5YIbN+JOlyxuwfB4CJaXY5lmc1maTftii0Q2NjY2BwtWIzROUmVaem/Vrt2sSP9+CMg6cI4GvRckPlXLOwarTl67g4wqp5CWr/5vlSmhSDrAqlAdwowhoLVj61yrERovhcTXqlsZUolBZKTHaqpxJ2aDyIbkN6okLesZ0DJ2tnabdsbvd3Lnncdy440f0NQUb75wveKKkfTrl7a9xz+A8N9VALlwKmddfBYIHwT+sHVlMqrOEZHb7mUVBxLrE3B5hdKJi3SoTSkX0eoE9HOpZTShBKMNya0iUaS2lopFi9CdTjqPHInD62XzV18x4/LLkaaJ0+ejbvVqVs2cyelP/pP6Hn0JWdDXpUrY2pJNm4IsXlxFr15ZlJU1Yhg64bIG2BzC9LswHBopnwsRTVD4/GfoY05u2wHtp/Ty9aOwNo/N3lrMpKlm/g4Nl+lkfN7prbqtlITXm+A/QYhZcIIfLsiEzDaYp/73yiv56pln0J1ONIeD2pUrmX722UycMYPuY8a0/gb3EKFpDD5uAoOPm9Cc4SaEQEpJ3erVNJaWEujcmbz+/ds9Q2bNu+/izc1t/r1h3TqaNm5EmiZWMkkyFuPdqVM57bHH6DRixC6ts6msTIkg2+ybEKoDrLQsnH5/q+/H/kCkthah6zi8XlKxmCo1RB0viWCQgkMO2aXjIW/gQGqXL2+R0xRvaiK3b19bIOpA2CKRjY2Nzf6MtJR4Efs3yBA4jwPvhaDtoJVy/H0lhGhF6nfHUOUssspBC4N3EjiPgYYzVbkYUv24fwa+X+36BFlaoHqjKIFJ1oEVST+WUi4N/+9aY+93Mg4JqW8gtUoJAc4jt5alRZ5TTie9SIlBpFBCUQjIAGKAMy0g+NRjZhnEXtsu/8amY3L00T2YMeN85s7dQCJhcvjhnVuW9cSeV8filmNCaKAVQPxt8F8HaMplFnsTSKnzxncjuI76/o1adSoEXuuiHG8/gJVKUb5wIbH6evIHDiSzW7e93uf9iZebVElZYfpKNFNXIlGVCT0kuARYElKWRWr+5yxY/i2NpaWsee89FZIrBA6Ph+PvvZd5DzyAput40rkXTr+firjJOcsaCTnSYhPwm1w4Yxc1XsuSqHnhrk+Cn3/+G5JJiz59csnJ8bB2bT2NjXFIJvAIEIaGbIpRVOxnzYKNpFIWhnHgBf7uLQLBpNxreSf0Bov1xViaRbFZxKmBs8liB99te8Ht1fBmEDJ0dYz8swE+isAzncDdih9NrKGBb194AYfH09zJyenzkQiHmfPHP3LRBx+03sZaEfEdoSS3pITckjZsErGb6E4nlmmiA6lEgprly5Gmaqgdra8nHgziy89n0ZNP7rJIVDRsGMtefRWhac3OFiklMpXCk5tLlyOOaMM96rhk9+oFUhLo3Jm6VauwUimErmMmk7idTkZcsWudB0ddfTUzpkwhUlODMxAgEQphJZMcvotZTzb7BlsksrGxsdmfCf8Voi+pLmXCgMijEHlIZfVouaq7GAlwjFbZK1KAFVKOHhkBkaW6gmX8SQlMDeeC1aAmy6AcNdF/gXO4KrnaFTQfOEZA6ivlJjIOU6KTuQlcJ0LmX9u+bEsmoOk3kPw0LVrpKm8m83GVa5SYlRbSPKrMTNahEjBSqtQMlIOIdNmRlGod8Tk7F4nMJoi/BpjgPmvHgp3NPiEnx8Npp/Xb8ZNWLQjXdx7UAUudG6GHID4jfS7o6vwJTgXtaZWttS0yrsLY4zNRx5FQoqvn4h2Kq02bNvH25ZcTqqxsLvMccPbZHHXDDe1+Z35fsSapLkLXJZWLSBPpoj+pHB1Cg6qESfePZrLksf8jFYvRsHYthsdD0dChODweEqEQ706dSqKpiUDnzs3rlsCrF0xlk+HlEF19BHEL7qiBXk441P19o4KqqjD33/8ZH3ywDk0TnHxyCddcM4qsLDe1tRE2bGikqMhPcfH2TsgVK2rx+ZTomJPjxTB0amoiSAlet46ua0gpqd4cJNOfg27Xmn0vDhyc5j+b0zi7zbZRmlDljMWGOv4AvBqsTcD/wnBSK5pda5YtwzLNFsHPAHraUWSzZww480wWTpuG0amTKndKC0RoGtI0SZkmwcpKales2OV19ho/nm+efZZULEaoqgozHkdaFhldu3L6tGn7JLy9I+LOzGT45MnMf/hhMrp0IVxVRSIUwp2dzUkPPUSvY4/dpfUUDR3KadOmseiJJ6hZtozCIUMYPmkSxcOGtfEe2OwOtkhkY2Njs79iVkB0unI4CF2VUFkVSiCx4iBr1ExLHwjmv9ICUQPIVahplJYusQJEBpjrwFwPYpuUWKErp0XsjV0XiQD8N0HjZNWqHgkIcB0NmfftmzKz6CuQ+Bi0Tluv/s0qCN4GWY+B8IBVr55zDIXk12mhKD1WAmAMVLNLsw7M1arkyNoITTcpJ9SO9iPyPDRdDSTUqpqmQuAu8E1p+3222T2cY1Qmlb7NBb8MqmNGCki8A1phOlMLJcSaUSXKOv7Ucl3hvyvH0ZblZQLCD6n8LXfLluFSSmbffDPhqir8Bepcs0yTJf/5D8XDhnWofJK2pK8DXmxQb7UD5RqypIo7CVrKdzhuyVz6TLsTf2EhjWVlaA4HlmlSt3o1hYMH4/T7CVZWghCY8XjzBLwqp5DyvM5kx0LNGp1LA82CN4LfLxLFYikmTXqTiooQeXlepIQ331zB0mU1BA4pZsarS9E1QYa0OOOEXtxyy1jc7q2X0oMGFbByZS1+vxKKmppiGIZGImE1i39CCJJJi0MPLTpoBMGOyuqEknS173wMAvg23roiUVbPni2cKVswk0nyDsJ8m9Zi6C9+QdXSpWyaN4+mjRvVg0IgUH9XAUzLwp/OLNoVHB4Ppz/xBN++8AKr3wJGHFIAACAASURBVH0XK5Wiz0knMXzSpOYSq4OVob/4Bdm9e7P4xReJ1dfT45hjGHTeebizdu9mWOHgwZz0wANtNEqb1sAWiWxsbGz2V8w1aREnfcFprgVEOl+lSjlkSIFVqbKFkhtBVqe7jXloDuvFo4Ks3T9Ov/67ExddOSV2B6M7ZL8C8f+BtSndheyovetC9n2kVkPsdTArVUmZ+0Tl5BGZLfdFy4PUQiWUuc+B0G0g/SojyXG46nBlDISMv0D4XkjMBcsEc6lyewgDtN4qt0aGIfPBluMwy6HpSrWs5lMzDSsBwRvAOXZ794lN++K5COKzlZApPMpBJjQlcMo61LnwnXwE4QartOVjMgGxV5RrLr28FE6apJ/qxn+xLDqBkVqSwgwnQghCFRVUL1mCr7CweRWaruPweFj+6qsHjUjk1pQQlPZdIVCT9RwN3u8OOTo8f8Wfsfw+lYdiqW6MusNBrKGhebItgB4TJrDu/ffxFRSgOxxEhAGpJJldWk6+DaFK2r6Pjz8upbw8RFHR1syRwiI///1sI/EvKvB0zQZdI2hJnn97Nfn5Pn79662lJxMnDuLtt1dSXR0mO9uDaaosrLw8L/F4qjnXJTPTxTnnDGy199Jmzygw0kXVsuVXhQS6trIW4C8qouf48ax5910MjwdN10nFlGt1zM03t+7GDiIMt5uTHnyQmuXLefbYY4mYJlYiobKUhGh2ahYNHbpb63VlZDBiyhRGTLFv8GyLEIIeY8fSY+zY9h6KTRtjF0Lb2NjY7K9oBajSmHRXMhlEaf8maoKrAY6tbiHNA+igdU8/71AB1o6BkPgk3eUsWwVab0FKFdzrOnEPxucHz2nKReM6pm0EovgcaPgZRP+jSstCd0DDL9Nldt9FKNsCEtynq25lsgqs9I9zGGQ9CkY3CNymnCbmarUuYSihS89Uzq3kZ2BubLn6yDNqWW0bm4LmVCV7kWmtv+8dAZk+/vZH9ALIfl4dn8Yh4DkTsp4D56h0WLuxvTgqI2B8J9dCRpVQlL7vZkpYFLb4Nuzkqeck5x//NANGPsrYMY/xwayVmMmkytT5DkLTSKYnjQcCUkJ1upRsR4fIynRAdYGuJuUuAf2cUGSooGohlCC0RRzypkNO5TYrS8XjCF1n9G9/y9Bf/IJ4UxPh6mpy160gq6AAo2CrECel6p427gca15WVNWFZLQfbYAlCdVEcho7T0HAKcOmChkwfL05fimlazct2757Fk0/+mJEjO9HQEKNTpwA9emTRr18OI0d2ZuDAPEpKcjjkkALGjeux+2+qTasyyAX9XVBpqvNWSqg1wa+pAOvdxTJNNn/1FWWffkqssXG753/ywgsMPPtssCwS4TDurCxOefhh+p7SCt0624BoXR0NpaVYqVR7D+UHEUKQP2AAnQ4/PH2TRmuh+mkOBxvmzm3xt8Nm3yGlZMPcucy8+mpeveACFj35ZPP5YZkmG+fNY/kbb1D57bet/hnFmpp459e/5sE+fXigd2/e+OUvqdmN0sODGdtJZGNjY7O/opeoLmHJL0HkA041WRXpEA4JYG7NXZGJdGexbiC2aSNsNYCep4SQjDug8VeqlA0AocQSV8uSmQ6BTCo3kPC1DAlOrQDHKOUMkr6tF4tWhcppSswD5xEQuFnlC6VWK8HNGLB1WS0DMu9XjqHkQhVwveW+ihAgDZVps23nNxn8/rFuK7wdCJhlKtQ5/rES/9w/UWLL/tY6XssB7y/Vz7YID/iugNC96XBrlyrn1LLAc853ls0AvTtY1cQSPhZsDNMU8PDpf3w8+2xXsqu/QpcmpeU6l561moceOA5/cTHR2tpmi76UkkQoREkHnSzuLl/H4OoKVbKTkFCowx0FcN425r6uhgqu7uSA3k4QiTiJSJR6h5c8QwnK/c88ky8eegiH14szI4NAp040lpbiDAQIV1UhdJ2jf/97vLm5jLr6ag675BIi1dX4CgvpkvLwf9XQaIFDKIFosOuHJ/89e2ZtlxNUl1J1cIZ/q7VEoEKoG4IpUikLXd8q+vXtm8tDD23tWvbtt5XceOMH1NSEAejSJYO77pqAx3Nwl610BISA2/JhSgXMj6lJ0XA33FeknGy7Q8P69bx12WXULFtGIhhEczgYccUVHH3zzdSvXYvD6yWjSxfOTGfdJCIRPNnZHbLkMN7UxIe33Ubphx8iNA1XIMDo3/2Onscc095D+0FG/epXrJ01S32wloWUEs0wyO3Xj+DGjZiJBIbruzl0+y/JaJSVM2ey8o03cGVkMOSii+g8cmR7D2s7vvnXv5j3wAMYbjeaw8H8Rx5h1cyZnHDvvcy64QYa1q9vvpPQ+YgjOP6ee7bL7toTwtXVPHPssdSvWaPC4oVg6fTpVH79Nee++upB1yxidxEdSVUdMWKEXLBgQXsPw8bGxmb/wWqE0N2QeB/MGpANoA9QDhlzM6CB0Vfl58iQEk8Sn6ZzjLR0flENZPxVuX1A/R57X5XcOIaDY2TaldTBSK2ChgtVmc+2WI1pV5QbkgsAU7W5t2pA7wa4lIsq8Gdw7cQyHXkOwn8DfZs8A5lU7qycd5WYtIX451A3AfCoO5kAlgVEIOvf4Dl17/e5I2A1Qv1P0wHn+aiSxmolJmYeQBkDUkLiQxXcblWBczR4ft7yWNhCYj6y8WpWr66hMiMXJwkm/fxoGtcmsZIC3e1AIjCS0NXTxFP/uYj//f73JKPR5ovjTiNGcOIDD+z3k5hNSThpgwr/daJKvKLpbmVPFMMZmRCy4FcV8O8m0KSFf8MaAnWVxDNz6bXqa363+SvG/fGPIATv33ADZZ991rx+T04OvSZMwJObS89jjyWre/fvHcuyOLweVG6mo71wvP+HO1YlEiYXXvgqq1fXpzOJJCsqo1QnLZyGhqtga0hNpC7CMYPyePPZH+/0PbEsyapVtWiaoE+fnA4pDBzoSCmp/Ppr1v3vf2iGQa8JE3D1HcDF5cq55kYJiULAzXm73gUPQFoWL5x6KmVz54IQKjsrmSQZjZLZrRve3FykZZE/cCDj//xnAul8nKZNm0gEg2T17Nmhzvt3rr2WDZ98gr+wULU3D4dJhsP8+OmnyR/Qscumnxo7lspvvgHLQhgGmd264cnJQdM0LnjvvQPm3IsHg0z/6U8p+/RT5baUEqFpHH7VVRx7550dZj/jwSDPHX88rowMdOdWN3mwooJAp07q3yLVcVdKSbC8nMOvuorDLrlkj7bVuGEDvvx8fAUFzPnTn/j0nntweDzN7l0zkUAzDH503XWMvvHG1tnJ/QwhxEIp5U5b/dkikY2Njc2BgBVWmSqx1yDySNpFs8Xung2O/uD/E7iOUOHN8ffT+SkC3BPTnbyC4DwcjGG73u6+PUmthdpxqlubkCpzSO+hxDDnGBUYnVwIic8g8jBoXdMld6iyIRmFnP/+cKc1q0kJUeZG5RghqV7nuwq8v9h++fqfqXykbXEeDTlvd0yhbU+IvqQcNnrR1sekBFkJWS+C0af9xtaOLF/yGXP+excZx7r5rPpQnv0lZNeXYRpONF0gNA0/ApGM8Z+nj6P70Uez9v33CVdVUXzYYXQ54ojm1tj7M4/Vwc1V6v9G+s/IllKvw9wwpwf8oRreCYELKNtQRrKpEUs3OGz1V/z0w5dJrV/LkJ//nCOuvRYpJTXLllG/di2+wkKKhw1rEfzb2jQ0xHj88QX897+r0XXB2FP78+qQPmy4dSZWUxTNaZCImzjdBh8+fSqDB+bvfKU27YqUks/uu4/FL77YHGosgapb7+f1gaMp3ua0i1kQB97MaMDjUMeZlUzi/gHXT9WSJbxwyinEGhqaxR7LNInV16M5HPQcPx4hBJHqajK7d+eURx9l9s03U7FwIcIwMJxOjrrxRkpOOqlt34hdIFhRwUs//jG+/PwWZbGhykr6nnYaY//wh3Yc3c5ZN2cO702ditPvxxUIYCYSROrqOOqGGxh07rntPbxWY8HjjzPrN79BczjQ098bZiKBBC58770O4yja/NVXzLj8cnx5eS0eD9fW0rBmDcXDh7f4e56MRHB4vUx86y1ACalLp0+nZsUK8gcMYOBPf9ossm5BSslXTz3FoieeQEqJNE16TZjAutmzqVm+fDsBNhGJ0O+00/jJCy+00V53bHZVJNr/r0ZsbGxsbNLlVj6VpxJ5MN3GfUvXphBYdWB0UmU0GXeC+WuQtZDaCKFb0pkqEiJPqtKywG3bh/Z2JKSE8ANK7MEE6VRuFqsB9K7gPluJMkZPCD+mHscFokiVDgmvamme/AJcPxAUrGVA1lNKGEn8T5WruScq4WdHZD0HsekQfQasJHjOB++FB45ABMrBtV2gswCpg7npoBWJqmo78fTLp5FoGMDqo/ohjCdIWSpY2UKgATVJnd6uRjY2hhmQm3tATVq2sCGpSsw82xzyQoCOyn6pNWFWSGUR6QJG3nY5cYcTUzPITUbxusHMz2fpyy8z6pprEJpG/sCB5A/cN0HPWVlufvvb0fz2t6ObHzsmDDc9+BPK31tBZHkl3Xrn8NgFAxjcYx90arTZa2qWL2fxSy/hKyhonpCaySTvlVaRrX9N9roVmP4MQoePIbN6M9l/u42nV39NqmozSEmguJjcfv0Ye8stOzwOU9EoyXC4ZdeyeLz5ZksqGsXp8+HNz6ehtJQZl11GY2kpvsJC1e0uGmXOrbeS1b37PjvOv49YfT1C17fLTTNcLkLl5e00ql2n57hxHHv77cx76CHCVVU4AwGOvO46DjnnnJ2/eD9i2auvIqFZIAKVvZQMh1kyfXpLkcgKqhtder66mbYPcWdnI00TKWULkdWKx9EcDhLhMMGNG0mEQjj8fnWOph1HNStW8Nall5KMxXB4PGz64guWvvwyZzz9NNm9VGTChk8+4X+33sqmL77Ak5VFdq9eOP1+1rz7LolQSIlGltV8PMt0hmde//779H3YH7FFIhsbG5sDicgjqtW7cGwNipYpsMoh9DcVzAzqYkFmQOPlqixLy00va0HiPUgcD65x7bILu4S5SoVHG8PAXJbOAxLK5eMYqxxRZhk0/EJ1gZMhsOKq05pjiMoxAhUqvTO0HJVP47ti58sKoTJrvptbcyBhDCTe9BqxZByf14FhaOkAa1Nl8xykDByYj2VJ8r/aQEOXXJrOHEL80c0IU6BrAiuhowtJSfYm/tp5OCUJ6NEGWe7tzXC3Ki1LSZUFBErTNYEeDkhYysWxJfrHCDWhub2kDAeJLZFghkEqFsMyTfQdhHzva8b4YPZQLysGHIZTQF/n/mG2tFFs/PxzsKwWIo5mGPR/9Sk8mzfi0jSkpiHdHkgkSALJ2mrMaFSVwGzejOHxMGPKFM555RV8+S3dY/kDB2J4PMQaG5vdgFa6BEgzjOYyGyEEViJB1ZIl5PTu3Txpdng8xJuaWPrKK4xtZ5Eoq0cPhKYRbWhACIHD60V3OEhGo3T50Y/adWy7SsnJJ9PnxBNJhMM4vN42dR62F4bHg9hRNdCWjm6g/o1Mg+hT6SctcJ5IQ935zHvwcTZ88gnOQIBB553H0IsvRne0fk5aVvfuFA8bRvmCBc3li/FQCCuVwl9URPn8+eguF5phEK2tJbx5MyOvvBKAz+67DyuVwpubS92aNUSqqzGTSV464wwmvvkmtStX8sHvfkdjWRm6YZAIh6n85hsKDz0UX0EB8aYmnH4/iVAI3eFQzSHCYTx5eRx64YWtvq8HGu3/zWtjY7NPsCyL9R9+yPo5c9TFi82BSXKJEkrYdvapqwl84ouWy6aWqWW3CCZWE5grILUegrerlvIdFbNMdSrTXCq82zEMjEFg9AcjXQYV/rvaJ72nEs1wApYqU5Nx5YZxdgxL9v5CY2OMqb+TLFiUZNOGlcxfUEp5eTXS2qwyrYwe7T3EdiMvz8ullw6jdnOQgmfm0m1TjF4lgmy9EWcqQTdXFScXzcdx5knU9+rP0w3tPeK24cQADHZDXKrSnaSEiIRMDX6TC0UOyNchmP4aCo4ai95QS1JCbvrWZbSujuLhw9tk0rKnOIXar34uWyDa33C43dt9aNHaWjot/IR4Tj6xgk6k8ovQa6txrVmO3+3CDIXQnU4cbjepWEwJl9Eoq2bOBCBYXs6m+fMJVVbi8HoZ8/vfI02TRCSiuu4BCIG/uLj5ODaTSSzTxOHzbVe6pjudhKuq9sXb8YOkYjF0l4uKRYvY/OWXlH36KZXffkugc2f6/Xjn+VsdhS2B2weiQAQwfNIkAMx05zkpJWY8jsPno/+Wzyn+NkQeB5GpHEQiFzP8Oiunn8KGuXPx5uWhaRoLHn2Uj26/vc3GOuGuu+g2Zgzh6mpClZU0rF9PMh6nfu1azHicZCiknHeAw+ejsawMKSUVCxbgzs6mavFiItXV6E4nTp+P+rVreXPSJD67/35cgYBqJKDr6jwTgobSUoSu48rMZMiFF+LNzcVMJkmEw2R2784506eT3bNnm+3vgYLtJLKxOQhY/c47vHHJJcSbVIclZyDAadOm0e/UAyRI12YrejdIfgtYbL0PYClBZItbqJltvgLMGuXIAeUKSS2Dhgsg69kdB/W2N3pXlUMk00mj+FTLITMGel+1TOITtc/CUA4XszTteKkGqwACf9jBe2LzQ9x220d89HEd1VVTOHncBxzadzEbNjQSNi+i5NCp7T28dmfSpGEMGlTAq68uIxiMM+K2KfybJnp+9j7CNGkacwXhoYcTkIKv4+092rbBp8FrXeHP1fBSkwqtHuqCPxUoRw7A7/LguiqIpCA6cQr9Fs3DX7uZXJ+TUDKBw+fjyOuua98d2Q2qqsLMmLGS0tIGhgwp5IQT+uDz7bpNLJEw+eabSoSAwYMLcToPzIlte9F93Dg+f+ABktEoDo8qw24sK8NlmfT3GqxJqRJJTdNxp5IURJsICbFVyJFSCT+6TsO6dXzw+9+z5t130QwDaZr0Pe00xtx0E67MTD6+7Tai9fW4MzMxPB6QklhDA1YqhZlMMuKKK/j2+edJxeMtslJSsRjdRo/e0fD3KXP++EeSwSDFQ4cSrKggFYshLYsRU6bgzvyB/D6bfUrJySdz2KWXsmjaNMxYDIlypA29+GK6HnmkWij6HAh/+iYZIHRCVSbdhm9m7dx+SFND03UCxcWs/u9/GTFlynZ5P62BOyuLE++/n0htLd8+9xxfPv00GZ07E968GU9uLslwGN3lIrekBHdWFnUrVyKlxJmRQbSujkQo1CLry+H1Eq2tJd7URP6AAbhzcgiVl6PpOpphkAgGSQSDZHbrxvg//5lR11xDw/r1+AoLyendu9X370DFFolsbA5wwtXVvHL++VipFA6vak+dDId57cILuXLp0jb5QrBpR7yTIDFXdfLCA1gqb0jLAe/PWy5rDFB3l8w6VZKFrn5EAoxeKscn+iz4f7vv92Nn6CXgOELtq5YHaOmW9HngmqCWERlAAjCUeKblqVI8UpD9Khhdvn/9NttRVxfl6y8X07/ETUNTNi+8+VNe4KfU1UUZOrSIhx8+AGundhMhBEce2ZUjj+wKKCfN06VQdtjI5tIrgIgJQ/a+w2+HJUuHu4vUz444ygf/6gQvB2GjpzPD//USA+a8RXDJt+SUlND/jDPwFxbu20HvIcuX1zBlygzC4SSGofH226t45pmv+ec/f0xurnenr//ii41MnfoeVVVhTNMiP9/H3/9+EiNGdN4Ho29dpFSB5C81QZMFx/rggkzITmten0Tg+QaoMuEoD1yQBQUGLIzCw7WwOA59XHBDLgz1/PC2dodAcTHH3nEHc265hUQwyJYinayePcly6uQ7IWKBmRugdhO4vR6CUrbIUXH6fMSDQYKbN1Mxfz7+oiKEpiEti+WvvUZm164MvfhiBp1zDtHa2ma30KqZM1kzaxauQIABZ51F51GjCBQV8dEdd6BpGrrTSTISIbtPH/q28427SE0NGz//HF9BAULT8OTkAMrZt/qddzpEsLaNQgjBifffz/DJk1n68ssITaPvqadSeOihW8VNq1ZlMG5DIhhBd4BuWKRMdSNRaBpC1wlu2tSmcwJvbi6lH3+MJysLIQSG263mJj4fZiKBOzOTVCyGr7AQTdMYfP75zL37brY02ZJSYiYSZPfqhdA0NMNQHQS7diVaU0MqHkdaFrrTSSoeZ/RNNyGEINCpE4FOndpsvw5UbJHIxuYAZ9ETT2DG4zj9/ubHHB4PiVCIRdOmMfaWW9pxdDatjmssZDwEwd+AVQbooBWA90rwTGy5rNAh415omKwCoIUBmGlBJUs9lvi07cYqJUrE2YOADyEg424I/wNirwIxJQ75rgYtHSbrOR/C96uSNKEDbnVHzXOZLRDtLmYFzuhNPHDrHAxDZ3N1AS+8dTabKjvhdOrU10fbe4QdErcGEzPgnw2QZ6iCx6Cl8nkuymrv0bUvJS64qXn+kgM9L2rP4ewxd975McmkRVHR1u/YjRuDPPPM10yd+v0ZLrNmreFvf/uc2bPXk0qZOJ06hqFTVRXmnHNeZtGiyWRltaJSsg94qA6ebgS/ULlTf6uBJ+rgkmxYHYcPIpClqfPihSaYFYZLs+D6Sqg2lRl0SQJmhOCRIiUitRa9xo+ny6hRVHz5JZquE2tsZPbvf4+0LDRNw69BVNPwZGeTisXw5OYSrqpCWhaerCxiDQ1k9+pF1eLFePPymoNwt4gpi196iaEXX4wQAu82nZwGnHUWA846q8VY+p9xBlk9erBk+nSitbV0HzuWfqedhtPna70d3gMSoZASDL6TA6YZBrH6+nYalc0PkT9gwPd3nHMcCfGZLTqRerJ0Kpc4ScW3uhWlZSFNk0DnthGmLdOk9MMPWTNrFlWLF+MKBHD4/WR27UrtypVo6XLMVCxGrKmJo6+6CoDDfvELapYtY+E//kEiGsWMxRC6TuOGDTh8Pg694ALWvPsunpwcig47jIbSUqJ1dQw8+2yOvP562zW0l9gikY3NAU6kurpZhd8WaVmEq6vbYUQ2bY7nVHCfojpNySbQO39/m3ejH+S8DrVjADdo2SrIGlRuj95GX7LxuUrAMdcpQcpziRJ1dkcsEh7w/0r97AjPRJVdFHs9LRKZ4DoFfJNbZRcOGmQKGq/A5yynKZyFZUnysmu54mdPcsej11FebjJx4qD2HmWHZUoOODV4rhHqLehiwNTcA9tJdLAQDMZZurS6hUAEkJ3t5v33136vSPTBB2u58cYPiMWSJBIpNE2QSJg4HDoej4PKyhDPPPM1v/rVEftiN1qFmpQ6xgt15SJaFld5VOtTcEOlEo3cGiR16KeDz4CKJPy2SnW88wjQ0n/+oxbcWAndHdBgQVcHDGmFLCin30/3MWMAdQ208fPPWT1zJpZpInQdp9/Pea+/TsWXX7L8tddIhsMkQiESkQiOUIjBF17Ix7fdhvadsivd4SCWLuffVYqGDqVo6NC926FWJqNrV9xZWSRCoRY3FuPBIO6cHGbfcgs5ffow6Nxzt2srbtMB8U2G5FwwN6vrJRnDk5fF0neyCFVV483NxUomidTW0ve009rERSQti9k338yaWbMwnE7MeJyqDRvIicfJ7N4dyzSpW70aw+VCSsmPrr2W/meeCShx8vh77yVSV8fS//wHw+1GczqxEgmSoRCWaTL6pptYNG0a0bo68vr3Z9Q119Br/PhW34+DEVsksrE5wOk5fjwLH3+8hW1aSonQNHqOG9e+g7NpO4TYdbeMlg2en0H0ZSBduy5jKtT6uyVqrUHyS2j6tbpo0YqBGITvBZLgvbj1tiMMCPwOvJcqV5XWad/lK6XKoOl6SM4HrQtk3AGuMftm261NciFYmxB6IX1LoixdWk1tvYe8nEa6FswnkRzHOecc0t6j7LAYAiZnwyVZEJPgEwdH8LGUklh9PQ6vF8O9/yti8XiK6dOX8uabKwA4/fR+nHpKHzRNYFkSXd/6oaZSFjk53+8CeuSR+QQCTkKhBCDQNA3LksRiKVwudWm+cGFFm+5Pa7MmoUQeASyPq8i4hFS/a0AS0KUqNctJQYFDiaeb46rTnbbNOeFELXdpOWToah2HuODBIgi0UlyT0DTG/fGPDDr3XOVuyMig2+jROP1+iocPZ9O8eURqalTplRAkIxHm3nknuf36sfnLL4k3NpKMRnH6/TgDAfqdfnrrDKwd0XSdo//wB9677joS4TB6ukV5Q2kpNcuXQzqn6X9/+AM/f/99cktK2nvINj+E3hmyXoDYK+q6y+iF7j6HMbdqzHvwwebuZiMuv5yhF7WOk7N84ULmP/IIdStXktWrF92PPpq1779PIF2e6c7KwkwkqF+zBoTAcDrpfPjhTLj7bgoPPXS7ZgVCCIqGDGHDRx+RjESQlkWgWzcCnTpROmcOR06dysCzz8aMx9Fdru0C4W32HFsksrE5wOlz0kkUjxhB+fz5W1uzplIUDR1Kv7Rab2ODb6pyjMTfVrd8cYH/RnC2QZBm5Ekl4GgZ6Qc8Ki8o8pQSq0QrdzTSC9TPviLxLdSOAmKAAGs91B0DgfvBf/W+G0drYdU2t9TNyfFw2GHFVGwO4tQjnPvTPPoPO5NAwL6rvDMMocpwDgZKP/mEj2+/nbrVq0FK+p1+OuPvumu/ch+YpsXcuWXMmbMej8dg/vxNLFtWS26uB2+0kvd//XeWTy2n2H0kKzf3pWvvfCKVVcTCYULSz+SLdnw3W0rJ+vWNFBf78fudacFQIgSYpmx2/nbrlrHD13dU8g0wJTSa6bYJAqy0iVkXSjBKslUAKnAop5FTQOo764pI9TWUran1SgnfxOHhergxj1ZDCEH+wIHkf6ftfMP69VR+802zQATg8HqJB4NYySRNZWXq9YZBtK6OWGMjPcaObb2BtSPdjjqKn7z4Istfe41gRQUVixZRu2IFzkAAIQRSSiI1Nbx2wQVcOm9eew/XZmfoBeC7vMVDWT3guu4E5wAAIABJREFUhPvua/VNbZo/n5lXXIHucuEKBGhYu5b1//sfhsfT7FLSDIOioUOpW7uWHuPG0XP8eHode2wL59p3aVi/nkCnTniys1s8rhkGocpK/EVFB8SNiI6GLRLZ2BzgaJrGhbNm8fl99/Htiy+ClBxy7rkcef31aN+pO7fZR8iYKoGK/xdwgfsscB0Poh0/D+FS3b5814BVB3qn7QIPWw1zHYjvZC8IF8gGVR4n9vOOYw0XoQSibcWuFARvVNlQ+9t5Z/RX/0oLhIbP56BPr2yQcbplnAjO/Wfib9P2VC1ZwtuXXUbjxo3qASlZ8I9/UL5oERfNnr1ftKS2LMlNN33A7NnrEEJQWtpATU0Et9ugqTzOGcl/49RN6iwPY3tspHalyfK55RhOB1JoDMlYR/KFDwme8PR2galCCHr3zqayMkxRkY/lyw3icSWTaJogHjfJzfVw3nmD22PX95ieDhjhhjmRZk0ZiXIBeQSkpBKRZFooDVnKYXR2BjzXpJ7T08JSAnALyE7PUoSAfB3eCsJv018PKxPQZMJAF/ha+ZCKNzYidH07V4JmGJTPn0/hoYcSDwZJhsM4/X50l4tlr71GnxNPbN2BtBPZPXvyo6mqW+Vfi4rQ3e7m90IIgdPrpWrJEqL19dtN3G0OPhLhMELTmPfAA1imidvrRTMM3FlZGNXVhCsryevbt3l5oWm4MjIYdO65Wzux/QCFhx5K2act8zGtVAppmmR27drq+2OjsEUiG5uDAMPpZPSNNzL6xhvbeyg2MgWNV6sSHhEALAjeDKkvwX9Te49OZRd9X35Ra2EcQjD5GQvdXVjtyMAtTUbEKuifzABxALTYNZeipj/bogNRSC0E58h2GNReYPRSGVext9LingYyCI7DVIc5G5tt+OZf/6Jp40Z0w2h2r0opqViwgJUzZtD/xz9u5xHunM8/38js2esoLPSzalUtoVACISCZtOgilpKIhbGy8pCWhZVKcYZnNuUJDd/AURRnSrLdSYKb61n05JM7DJW96qqRTJ36HlJKhg4t5OuvN5NIWGRkuCgs9PHrXx/BoEH70P3YCggBdxfCHTXwaD2YlppkONPllS4NsgTUWOASSgT6UyEc4VWC0ZshJS7pgEMo8cfYRqMRpDOOEjBlMyyKKseRDpyXAX8rBm8r6e85ffoghMBMJNCdW7s2pmKx5qBqV0YGwYoKItXVCE1jUzzeoqx/T4k1NhLavJlAcTGujPZ3k0nT3H6fhAApsUyztTcGVqW6NtrSgMKmw9Kwfj0f33kn5QsXEmtooKmsDIfHQ/3atXjz8sgtKSGzSxeCZWXEQyFcabdQtL4eT1YWnUaM2KXt9D/jDJa89BKhzZvx5ORgJhLEGhs59MILmzvw2bQ+tkj0/+ydd5gUZbq376rq6tzTkzM5ZwQEUVAQA2LAnFbX1RW91l3Dusewx3BM3+oed/UorqtidtfECmZBQQyAguQMDnGYnKdzV1e93x/VNIyAEmYYQt1z9QVTXVXv09XVPfX+6nl+j4WFhUVbIwzAMEus4vPN2nC5cKcxifCZHbpcvzI7ix1FCAQ6OoqQkEQYJDcB9xW8bYSotnkQSAhgs7c7A/V8zpMUjvyKHBu7F1Ak76kfqSKY9z6wDYXYNNPQ3DEBXBcnO+JZWOykeuVKhBApgSiFLPPjESISzZ9fiixL6LpBTU0Iu11B0wwAlEQMXbKRiCZQVQW7DcKRMLkOiTxnDU6n+Rl3ZWSw7dtv97j/k0/uzJNPnsk//7mITZsamDChJyee2IGuXTMYOrSAoqL9FwcCOszZWEb113MoSkQYMuoEcvv3P6QeHWmKKRSd54U7qiGQgK0Js718lmK2u7/SA3/IgHzVzBwCeLOD2f3sm7C53ncRmBVque9aHU73wI0V8H3E3NaTzFD6d7P5DTullZozNWzejOrxUDp/PorDga+oCMVmI7NHD8K1tcRCIerXryceDCLbbOiaRjwcZtGzz3L873+/z+OUa6bQ1VkFWU+w4OmnWf3uuykRZsCVVzL8D3/YrdvYoaTjKadQ8umnLbxitHCY9C5d8GS3Yu1f7GsIPgai3vzdPh68d4Lcvh3fLPZMLBDgoxtuINbcjM1uJ1JbixACLRrF6fenxNO0oiLyBg0CMJvlCIEnL48z/v73FgLsz+HOymLiq6+y+IUX2PbttzgzMjj+97/frWugRetiXd1ZWFhYtBUiDKFnky3a46COADkHUyzY9RapYubgJ9YeNSKRQLCG1XzLN+REFzI8tJBsoeCS8ih1j6LGkYNEDBsJQEaXHKy0NTOILXSmS3uHf3DYx0N8GjstWwWgg5QHas+f37a9MJog+ikkVoGtBzjPMX2idiAp4DrXfFhY/Ay5/fuz5auvAEjEYmiRCCKZcRBKTiQkSSJSX0/9xo14cnJI79y5/QLeAz6f3ZzwaDogYbfLRCIaui4IKukoeoKIZuDx2snI8hCRJAzDwObaaVatx2J4f6Zb0OjRnRg9ulOrxLs8Cv8z9Qs6//0+JD3B6mSJ39jLL+akO+885GauJ3ng807wXRgadVPIUWXo74Be9j0bt3d3mA+Ak9xmOVmptrNkrcAGYz3wVpP5rWpP7kOVzKylWSHYGodO+zbv3CvVq1bx0fXXIykKOf3707x9O4GyMo677jpOuf9+SmbOZNZddxELBLA5nWamjSyT1aMHy19/nX6XXYY7Oxs9HmfL119TsXgx3oICuo8fjzcvD4CqBNxTBctjZiaUX4HffvYGDf/6F968PGSbDSORYNmrr+LOzmbAlVce3Is6CMb/3//xyqJFhHfphmtzuTj3xRdbbxBtLQTuBNwg52Ik4iQapqI3VOLs+Nxez18tHCYeDOLOzm5XIe1YZPPs2UQbGvDm51O1YgWSouDweok1N5sZeA4HwaoqbG434x55hG5nnEHNmjUodjvZvXvv9/uVVlTE2AcfbKNXY7EnLJHIwsLCYj9paory73+vZPbsTfh8Di67rB9nntmNVatqWLSoHJ/Pzpgxncmx/zfEvwU5F1CSXaICIO3lKlY6etJmV7CCj/mATtGNnBj4gqjsYLtsp0CEcESmodrHoyt+SOYNmQ3q46xkxZEvEqX/G2oHgLER08JVAB7I+KSdA9sLegU0XQd6jXluxj6HyGvgfxFs3do7OosjjOG33MKSl14yJwuaZi6UJGRFoXbNGjZ88glNW7aw4o03QJYRuk7hsGGc9thjh0V5DcCZZ3bn5ZeXAqaFmBDgcqnEYgnKlM5EhYMMe4R+fQoR8Rg2txsAZZfmELFAgJH/9V9tHmtCwF2bgvT5vweQvF6E04UAyhM6P7wzla6nnUbh0KFtHsdP8cpw+t69aH+WbBu8VWRmFm2KQxc7nOw2M4hiYneRSZJAByoTByYSCSFS3ZEWPfcckizjzjLNjzzZ2cSDQapXrUL1eOhz4YWsmTqVkhkz0GMxbC4XWT174s7OJlRTQ92GDahuNx//7nfUrF6NrCgIw2DJlClMeOYZ0gcMZuI2UwRTgQIV7AZ8+8a/GZCRmcrAk202XBkZLH/jjXYVifzFxdy0apXpK7ZwIZk9ejD8D39ICV6tQvQd88+k4iVQUUHDpk2AgTPtX8z5ayOnPDAZT+7O8stENMr3Tz7Jug8/ROg67uxsTrrrrt3MwxPRKD9++ikbP/8cu9dL7wsuoMOJJx6WHbAi9fVsmzcPI5Gg6PjjSSvex+607URT0rwdQI/HkWQZWVFMoTxZqilJEiNvu40eZ59tdikbPLhVY9DCYVa9/TYbPv4YSVHoPXEi/S69dJ8zlCx+HksksrCwsNgPQqE41133AVu2NOL3O6mpCXPPPV/y5JPfU1sbRpJMY8d33/yIV578Gq+veOcVrZQDRsxsLW807iw9MmpAKTY9Xo4S5jAbgWBoZCmaZEeXHAgENVIAXU7HaQQIy+k7NKLk3eLD78LtgFAckLcBojMh9ikovcA9CeRW7trWWoSeA70WlF2yHowaCD4EzmtMjyp1yLHRt/0QoAuoTpitvL1H4c3vtKIiLp02jX9PmACahiTLKHY7/k6d8OTmMue++whWViJ0HdXlIq24mLKFC5n72GOM+8tf2jt8ADp3TufBB8fyyCPfkJXlpqysGbvdxqBB+cRiOpWumzh/aBm1SxYgu9I49eGHqd+4kU1ffIGkKCAEQ66/np7nnNPmsa6JgbRqGTZDJ+E0M5kkQFIUmgyJLV991S4i0cHi2IPI1N8BbglCBuz650II8MjQeT/nhkIIVr/7LkumTCHa0ICvuJimrVt3E0DsXi/BysqUUXXnMWOoKynBl5eXagsvhNmZzpmRwdpp06heuRJfYWFKkIg2NTHngQf48JnprIxJOAFdgs0a+CXB0KYGaj357OrEozgcROrq9u9FtQF2r5cTk0bWbYK+HSQn0eZm6ktKUFQVSVaRFYlgxRpm3X035730UupYznv8cdZNn57KuooHg3xxxx1MfPllcvv3N3epaXx2882UL1mC3e3GSCTY8tVXDJk0iWE33th2r2UP1G3YwKp33qFp61YKhw6l7yWX4N6lVG/LN98w++67TVFdCCRZZvjvf8+gVmpL3xbk9O1L0p8eV2YmzWVlyIqCbLNRMHgwhmFg93gY9Otft4koZ+g6n91yCxVLl+L0+0EIvnviCcoXL+bMJ544LIXAIw1LJLKwsLDYD2bO3MjWrU0UFpp3vDVNp6SknuXLq/B4VDIzXXTvnkl+XoCt2wL06Wu2Ak4hO8E2EoxKMLYDAtSB4Hv4qPF3MTAI0IyKik9vIpbskiYhoaFRrDtxiijNaNhQEUACDQcOetG7fYNvTZxnmo/DnfjXIO+SxSYE6I2gvWWWSgoD5DzI+BfYf7kTicXeebYO7qmBQLKz03AnfNYRfEfHRz9F55NPJrdvXyRZRhgGjrQ0VJeLeDhM9cqVKSEl0tBAsLqa7F692DR7NqMCARy+w8Owdvz47owe3ZFVq6rZsKGO+fO3U1sb4sQTO/CrXw0kN3d3r5QTbr2VUHU1aR06mBOXQ4AAxB46xknJZ4+mu+rZNrg9C/5cYwpFO9zf3DJc6Ye8/fwcrX7nHeY9/jiujAy8BQXEmppo3r4dIQTpHXeWfmuRCA6/HzWZMdbz3HNZ/vrrxINBHGlpCMMgVFNDdu/eZPfuzdy//AVHsmX8DkRWDrM69uW75gQ2ScWWFIgVoFlI1A0Yhv/HFVCwUzyI1NdTOHz4AR6tIwh1BGjLCFY0I0mSmZViMzAMCUEx1atW0bRtG+mdOhFtamLDxx/jzc9PdUq0e71okQgr33wzJTRv+/ZbKpYuxVdQkHofjESCZS+/TJ8LL8STk3PQYTeXlVG1fDmqx0PxiBF7bMNe+v33zLztNoRhoLpcVC5bxtr33+f8V1/FV1BALBDgyz//GdXlSmWv6ZrGwmeeoXjkSLJ6Hn4l6k3btlGxZAnRxkbC1dV4i4qQKyuJBQK4MjPNbmeSxKhHHmmzMsCyhQupXL68xfurejyUzp1LzerVKbHQ4sA5yi5LLCwsLNqWRYvKUVXzwkQIwfLlVdTVhQGBokg0NUVZsaKKgtw8JAwCgQh+v3uXPSTAMQacl4BRBqigtGLa9mGAhIQNGwYGtbZcshNVRCU3IJCRcAuNMZEm3rXLxIkD4MRFX/rSje7tG/yxiOQBokByMilqwdiMOf1KlgQa1dBwEWQvaZlxZLHPfNAMt1SZBYg2zH/nR2H4Zljbo52DawOye/emcfNmnOnpqWX1GzcihICkj4skSRiaRs3ateT2708iGj1sRCIAj8fOiBHFjBhRzNVXD/rl9XNzW5TFHAr6OsAYMIS4y40tGMDw+kzhSNNIkyW6nX76IY2nrbkpy/QueqwWNsahyAZ/yITL9lOTM3SdxS+8gCsjAzXpJeXw+fAVFREoK8OVkYHd6yURjRJpaOCkO+5ITXjTioo46+mn+frBBwlWV4MQFA0fzpgHHkCSJGxud4vOX0t7D+X9MZfS6PLSjIIuQDFMnyYAQ8DKX9/GoIcmEayqQnW50CIRbE4nI265pVWO22GN6yKITUd1bMPmNFCdGrJqsO7zrhgJG5KiEA8EAIjU1SEly1d3xeZ0tiiBKluwAFlRWgh1ss0GkkTNmjV4flKatieEEClBRItE8OXn0+Gkk1DsdhY//zxLX37ZvKkiSTjS0jhr8mRy+vRpsf3cRx/F5nCkSml3dMVb/tprjLr7bsoXLUJPJHC5d14nKqqKEILNc+a0m0gUrKqiZvVqHGlp5A8enCqDrFy+nE9vugk9Hsedk0OwrIz6H38kb9Ag0rt0ASHwd+pE/8suI7t32930q12/frfOezsy+up+/NESiVoBSySysLCw2A86dPATjWo0NEQoLW2iujqIEOZ1QjCo4XQq6Lpg3Y9+vl/al8s7bwORByhg1IOSA46zzNId5fCuOT9QJCT60o/lLGORZxgTmj7GaYSISg4yhQoiTA/n/+NmBrCWtWhodKITRRQj79Y63qLNcV0OoSfNLDdJhkQpoAFu83cJEG4wmiH8OvjuaueAj0z+u8rM+thRdKhgHtoNGqyIwEDX3rc9Ehl+8818etNNZplONIoWDhOpqUl5tOy4uJcUBSORAFluUYJhsW+oEjzWwcG99zxB94duQ66pAiBfkRh3+21tOlFrL87wmo+DQQuHiQcCePPzWyz3JTNUHH5/Siwadddd9L3kkhbrFQ4bxuUffkjz9u1mFsgu526fiy6ifNEiHGlpVOcW8964K4jICsHMHBLIGECTAJ9hZhrrQE7fPlz91puU/OddatauJadPH/pffvlh703TKsiZkP46kcgdRJreJ1jrY+vCYmo3ZqJFIih2O5ndzRtIvqIiFLudRDTaInNHC4XI6tmTTbNm4fD7cWZmYhjGbkMJIfYpy6+5rIwv7riDTbNno4VCSLKMr6iIzK5dGXbTTSx58UU8OTkp8STa2Mjnf/oTV3z4YWpZpL6eYEXFbsKxMz2d0nnzdgR0QIesrRBCsOi551j2yium6AJ48/KY8I9/kFZczNxHHwVJSn1uPFlZBCsr6TJuHCffc88hi9O3SybZDhLxOJH6ejZ89BES0PWMM7B7rO54B4olEllYWFjsI0IImpujlJQ0kEjoxGJ6i7/viYRBKGROfsrKArz3+SVcc50B8akgQmbHKPeNIB8+d8rbivFMoJkAZaqdj/3nMCS8lKJEAL9tpHkM7MeTBozghPYO1cJ1BegbIfYJCBuIIGAD2f2TFSXTYymxxhQ4Pb87aoXOtqAswW6uWzLJjKKjUCQqOv54hkyaxJf33mtmRTgcqed2CEXs8HIBOpxwguUjcYAMccFb4wfz1bBPqVu4gK7EGDZ8CN68Q5vVdCRh93px5+QQD4VaTCRjzc10HDWK8U89lTKz3tt5KUkS/g4ddlve7fTTqVm1ilVvv83C48YRsLsIpmfhdtjRk9cMO2yVFKC7Cu8UQYatI7mHwOy8PUlEo4Rra3FlZaHH41StWIHN6SR/8GCyhjzLd8/r1Kxejc0JumYKnmMefDAlCNkcDobffDNzH3sM1eXC5nAQbWoi1tzMumnT2PDxx4ApxCAE8WAQu9eLEIJwbS1pxcXkDRz4szEKw+CzW26hatkyEpEIdo8HI5EglMzy+uqBB5IlcTun0c70dEI1NdSsXUvegAEAqG63WXKr60i7rKvHYqQlz5vCYcOQFQUtEklltBmJBJIk7WbEfSjY/t13LH3ppRYCWKimhi/uuINzXniB+pKS3YRVZ3o62775Bg6hSNRx9GhcWVmEampwZ2cTDwSoWLIEyWajZs0aqleuZOmrr9L34ovZ9Pnn6JpG30suoefZZ++xLNBidyyRyMLCwmIf+eqrLbz77hoGDsxl8eKKFs8pioSui6RoJGhujvHAA6ej+IqA69oj3HbFgYOruJoKymlWm/H7/eRTcPSYUx9NSDbwPQDuG0DfApH3Ifw0GBGSjieY05kIaPNBW2RuF37W7OTmnNBekR9RdFBhddycFO5gh8Z84lEmEIE5GVzxr3+RN2BAysulqbSUqpUrUT0eZElKGbW6MjPpPGZM+wZ8CKitDfPRR+spKamnf/9cJkzogd/fOhMWvwIT89xw7thW2d/RjiRJjLjlFr68914MTUP1eIg1NSGEYOgNN5hlYwc4mZQkiZG3307/K65g3bYIcW8hbkVBkSTSMP2UYgLiAi5Ng3tzIeMon5EJIVj26qssfeklDE0j2tSUKlkCcKWnM/6ppzjn+efZOGMGW+fOxZOdTa/zz29RwgXQe+JEgpWVrJ02jUQ8Tv7gwZTOn4+uaUQbG7F7vYQ1DW9+vinu1NQgDIPs3r0Z9+ijv+iTU7ViBc3bt6eymMAsVUvEYuiaRqSiAt9eMryMRCL1f9XlotfEiaz5z39Mk21FQY/HiYfDDLr6asAsPxv78MPMufdeoo2NKePqoTfc0C5ZgOvefx9FVVsIYO6sLBo2byZYUYGiqhiJBIpq5sQmYjGiTU34O3Vq07hC1dVs+fprtFCIwuOPJ6dvX855/nm+eeQRqpYto2HzZlSPh7wBA7A5nejxOJtnz+bHTz5JZa6unTaN4pEjuWrGjJQgZ7F3jvKvJAsLC4vW4513VuNy2cjIcOH1mhcOjY1RdN2cSCsK6DpkZDjp0iUDwzi80ogPNRIShRRRSFF7h2KxLyiFEJsJsdmY8kUw+cSOfBeAdJCTlw5GBJquB/vWw7dz22HEX/PgvFLT6UnBPKIG0Md+9GURAVSvWoUej7co7UgrLqZx82YS0SiS04nicODw+8nq3v2o8875KSUl9Uya9CHBYBxVVZg5cyNvvLGCV16ZSF7eQdZOWRwQ3cePR/V4WPLCCzSVlpJ/3HEM+93vWs3PxFdQwHlp8Py2nWWmMuCRwC5BBxs8WwjKMXDvZN306Sx85hk82dno8Ti169YhDANnRgZphYVEGxv56IYbyBs4kLIFC7CnpTHwV78iq4dp2CaEoGLxYtZ98AHrpk8HIZAdDhSbjc2zZxOuqzN9zmSZSENDqoz1ig8/RNc0bE4nacXF+5StGG1q2ut6RjyOw+/H0DRTfEgKTvFQCNXlIrdfvxbrj/zjH9HCYTbOnImkKEiyzAm33krnsTvF3K7jxpE3cCDb5s7F0DSKhg8nvXPnAzzSB4cWDmPoOlo4jM3lMo3EpeTtPSHoNXEiq6dOxZ2VRX1JCZG6OoxEAi0apWTGDLqPH9/qMW2dO5dZd96JHo+b5XmyTN+LLuKku+7ivClTaNq+nbfPOw9fYSEA8WCQ2g0b0MJh8zyx20EIhGGw/fvvmf/3v3PKvfe2epxHG5ZIZGFhYbGPNDXFUqbVGRlOamrCOJ02QiGNHR6ViiKRn+9FUaTUuhYWRwTaSjM7SM4C3Y05nYljCkY7ZI0EqUsHyWn6FGkLwDGqnYI+cpjggxfy4Y5qaDTMI3qSCz7p+IubHpHISfPVXZEkiYzu3XGmpxNrbEQAxSNGcNKdd6aMXY9WHv/fuTSU12ALVhPVddzZ2VRV6jz//GLuv//Ql5VYmHQaPZpOo0e32f5PckM3u2myrbIzezBfgeNcx4ZABLDslVdw+v0odjvNZWUgSSgOB82lpaQVFmJzOtm+YAHh+nrSO3bESHb4ClRUMPq//5vvn3iClW+9RaC8nFhTE7Kq4u/QAU9hIdUrV2IYBq5dTPL1eJxQVRXCMFJC076S07evmeGYnU3z1q1meWzyu0ySZTqefDLevDx+/OyzlKeQYrdz+uOP79ZN0OZ0curDD3PCrbcSrqsjrbh4jz45npwc+lxwwf4e1lYlXFtLw6ZN1KxejaSqYBjYXC5kRcGTl0dG166ccNtt1K1fz6q33yYRjyMnvZrcOTnMuf9+fEVFqXK71iARjfLlPfe06P5m6Dpr/vMfupx6KkXDh+PJzkZRVbRIhLr164kHg8QCgZSpuASmD2iy2+aqt96yRKJ9wBKJLCwsLPaRceO68M9//oDXa6dTp3QaGqKEQmZ3LlkGRZHxeu1s3dpE3745DBx4dHUtszjKic1MVpbFzeoyKTlpF3EQMSCGKRrtUoIhsbvRjsVeuS4Trs2AJh2cEjiPYh05t18/3JmZRBsbUx3OdE1DkmXOfOIJcvr2RRhGC6+io5V4XOfrT5ehNleAakOSJJpLS5Gcdcz6wm6JREcxNgn+VQRXbId6HdwyuCXz39uz2ju6Q0eouhpXcpIvknfVZEUhEY2aeauVlQjDwOX3IysKsqLgzc9n/Qcf0HXcOFa+/TbunBzqS0pQkyJLU2kpnrw8c/KvaS0HlCQS0egBlUF5cnIY/Nvfsvi557C5XMSDQYRhYPd4SO/cmVPuuw9fURF9LryQsh9+wOHz0eXUU3+2s6E7O7vNjPmNRIIfP/uM9R98gDAMep17Lj3OOSdVErYvCCH4/L/+i1B1Nc7sbEKVlRiJRCpDypGWxvy//Y0eZ59N5fLlIMs4/H4kINrQQLypCVlRWDN1aquKRJXLl6PHYjh3uYkgJzOyNs2eTdHw4dicTrqeeSaLnn0WI5FAttlSptsIgRBiZ2aYEBg/PVcs9oglEllYWFjsI5de2o8ZM0rYsqURu12hoMBLIBAjLU0lHjew22WEENhsMt26ZWCzWZ26LI4kNEACSQFE6i4cAHIOGKWwo/ucECCiIGeAOqyd4j0ykSRIPwauvmSbjTOffJLPbr451SYcSWL4TTeRP+iX28kfTURqqtAa63A4HcjJ1BGbomCE6um86T3+ffY03FlZDLjqKrqdfrpl4H2UMcAJH3aENxphdQx6OuBqP/Q6+vXRFHmDB1O9ciXurCxcWVkEystJxOM40tJMoaGxEUmWsf9EDJBtNjbPmQOGYXazkqSUbw+YpWE2pxND04iHQmZJV/Lzk9mjx24dsPaVoZMmkde/P2unTaNxyxb8nTrR9bQ6kBZTAAAgAElEQVTT6DJ2bMqrKn/wYPIHDz64A3OQCCGYc//9lMyYYWYoSRJfP/wwW775hjOfeGKfv0vqNmygZs0avPn5KHY70bo65GQ2UVpxMRldu7J2+nRq1q4FIbDZ7SiqigB0Xadh40Zy+vUjUGH6dTZs3szKN9+kbt06cvr1o/8VV5B+AILdz71/uz7X79JLWfzcc2YjBF3fee1CUpTc0VVTlul25pn7HcexyDFwmWJhYWHROqSlOXjttfOZMWMjP/xQhtutMm3aWjp08BOP6zQ3R1EUGVmWLIHI4sjDfipE3gPhAMlrdjkzkhflSncw6oEEGCFAgOSBtOfNsjMLiz2Q3bs3V3z8MeU//IAWDpM/ePDP3m0/WmnavInjMqtZ3NSBdFlDksCmRxgUmUOhLY4e60vjli3MvvtuAmVlHHftte0dcrtTv3Ej6z/8kEhdHR1OOomu48btVsrTVujxOFokYgoYrSTYdbXD/xx7p36KEbfcwkeTJhGsqkL1eEyj8OZmHH4/wcpKkGW8eXkouxgmG7qOoeukFRWZZUOShDc3l2BlZUqoMRIJEpGIKQ4IgYjHcWRk4MnOZsj11x9wvJIk0eHEE+lw4okH/drbktq1a9n0xRf4CgpSwpkjLY1tc+dSuXQpBUOG7NN+oo2NKYEtFggg22zYHA70eBxD183sHUmietUq3NnZNG7bRiIWS/n+CCGoXL6cbmeeSfXq1Xx8ww3omobqdlO7fj0bPv6Y8156iexevfbr9eUNHIjd6zXPlaSAaCQSCCFaiD0SkNG1K6rbjR6LAVC1ciXxQABhGGaStCSR0a0bo+6+e79iOFaxRCILCwuL/cDjsXPRRX246KI+GIZgwYLtBAIxfD4H2dlmCnRZWTOnnda1nSO1sNhP1OHgvBCi00HKBBEGYiB3AsLgf8HMHIrNBDkfXFeDrbC9o7Y4zLE5HHQcdWx7VnlycxmTs5mQks6GBh+yJOgW3UiG3Exexw6oLlfqsWTKFPpdcgl277FrZr1p9mw+v/12wklT3JVvvknH0aM59/nn27R9tZFIsPj551n59tskolG8eXmceMcd7dKK/Ggjt18/Lnj9dZa/8Qa1a9bQ4cQTyR80iMYtW7B7vRQMGcKsu+9OlaXp8TiR+nr6XHQROf36mR3RGhtJ79yZWCBgTv6FoLm0FNXtJi0zk1B1NQCxpia6nX46x1139HeWrVm71iyn2qVjmyRJCF2nZs2aPYpEDZs2sX3BAhRVpePo0Xjz8kzfJsMwO5ftIsYKIXBlZOzYMRlduhCsrMTfsSPVK1emloPpy1QyYwb1JSUIIfDmmZYLDp+PcG0tCydPZsIzz+zX61Psds7429+YceutBKuqUhmpQydNIm/gwNR6md27ozgcSLKMKzMTgOKRI6letQq7x4MjLY1e553HkEmT8BUU7FcMxyrST00F25Nhw4aJRYsWtXcYFhYWFvvMwoVl3HbbDDTNwGaT0TSd7t0zmTLlXHy+YyiX3OLoQAhIrIb494AbbMVmppCtF8j+X9zcwmKfCDXB9x/BxmVQ0AVOmAiN1dBUDYXdzcdRhBCCj264gcqlSwl7i2mMO1F//AY5FqT4hBNa+DKFa2s57+WXd2v7fayQiMV4ccQIGjdvNrNHZBkjkUCSZSY8+ywDr7yyzcZe8PTTLHv1VTw5OSh2O/FgkHgoxLkvvNDuZUXHAg2bNvH9U0+x/bvvcKSl0XviRCqXL6dq+XLi4TDNpaW4s7NxZWcjdJ0eZ53F2mnTSO/SBVmWScRiJKJREtEohUOHcvY//9neL6nN2TxnDrPuuislyOwgUFnJ2AcfpMeECS2WL3rhBZZOmYKh60iyjGyzMfbhh+l2+uksfuEFFj//PJKiULd+PYau40hLI2/QIKINDXhyczn5vvv49KabiAeDNG7bZgpLuo63oICcPn0I19URa2wkq2fPFsKVoetE6uq4fsECABq3bGHlm29SvXo1OX36MOBXvyKjS5e9vs54KMT2775Di0QoGDLEzC77CSUzZjDn/vsBs9xZj8XI6d+/zcXlIw1JkhYLIX7RJ8ASiSwsLCwOktLSJj78cD3l5QFGjCji9NO74XJZLcEtLCwsdqOxGv72G1MQUh0QC0PNdsjIB4cLEHDcGfDrB0E5ehLeo01NzH3sMTbPno0QgkQ0CkK0mBhF6uupXb8ef6dOZHTpwtAbbqDbGWe0Y9SHnsply3j1lFOQVbWF50g8FKJoxAiumT27TcbVIhFeHzcOR1paC8PfcG0txSNHcuYTT7TJuBZ7Z8Yf/8i2uXPx5uUhSRJaNEpzaSkj//hHBl97LcHKSt69+GI8ubktygJjzc2kd+3K+a+80o7Rt0QYBj/OmMG66dPRYzG6n3UWhUOGoEWjZHbrdsCZg4lolLfPP59YU1PKGDza0IDidHLFhx+26KRWs3Yt03/9azzZ2cjJsj4tEkELh7lqxgzsPh/bvv2W1VOn0rRlC4Hy8pRQm9OvH6c+8ghpRUVsX7CAmbfdRuXy5Th8PvwdO+JJvkeBigp0TcOTk4PqcqXG3mGAfeUnn1Czdi0fTZqEHo9j93iIh0Ioqso5L7xAbr9+B3GUoXb9etZ/8AGh2lo6jhpF9zPOsASin7CvItHR89fXwsLCop3o0MHP738/vL3DOPwwghB6CiJvAXGwjwfffaDktHdkFhYW7cWMF02BKDOZ8l9fAfEIhBogvzMIAxZ9Bl0HwimXtWuorYnT7+e0Rx8lHgqhx2KE6+qYfvXVRJuacKSlEW1ooGLZMtxZWXjz8gjX1jLrz38mEYvR69xz2zv8Q0YsEMDQdZSfdL2TJIlwTU2bjRttbETo+m4doVS328xqsjikhOvqKJ03D+8uApDqdOLOyqJyxQoUu520Dh3w5uebHRT9ZqarEIJYIED3w8yc+NtHH2XttGnY3W4MXeezm29GkmUyunZFkmWG33wzA664Yr/3a3M6Oee55/jy3nup27ABgPQuXTj1kUdaCEQAW7/5BoRICUQAqstFLBCgfNEiupx6Kp1OPplOJ58MmMeyeft2ZJutRYlW8YgRnPfyy0y7+mq8ubkpMXdHxt/ga69lxeuvo+TlmRk9yVLBoTfeCMDCyZMRup7KfrJ7vYTr6ljw1FOc+8IL+30MdiW7Vy+y77zzoPZhYWKJRBYWFhYWrY+IQv35oM3H/FMjQeRFiH8OWd+Acgw7eFpYHCMIAZs1aNShux3SFGDFV+BNelzoCQjUg8MN4aD5u2IDjx/mvnfYiURVVLKQBVRTTTrpDGUYndl7icSesHs84PHgyszkrMmTmfvoozSVltK0bRue7Gxy+vdHlmUcPh+SLPPDs8/S85xzjpmOZ9m9e6MkDXMVu930VzEMhBDk9u/fZuO6s7NRPR60SKRFBkQsEKDTmDFtNq7FntHCYaRkFsuuyKpKtKEBMIXDsQ89xKc330ygsjJ1rhQMGULv889vj7D3SOOWLax//318+flIskz1qlXoiYTZpU1RcHi9fPf3v5PRtSvFI0bs176NRIJAeTm9Jk5EdbvJGziQtOLiPX5f/Ox3SPK5+o0bqVu/HndODgVDhuDv0GGPq2f37k2/Sy5hzdSpqfdICMFx113H0BtuQJZlVr31Vsowesj119Pv0kuJh0Js/fpr3NnZGEKgBQKmUbaiUPbDDy3b1Vu0K5ZIZGFhYWHR+kRngfYD4AI5+adGOEAvhdBzkHZ/u4ZnYWHRttTrcGclLI+BIpndZ36XAVe7/UjNNYDTVJEgZUaKlJwQyjJosfYKfY9UUcX7TEdCwoGDBhr4jE85jdPpQc8D2mfR8cdz6XvvEW1s5J3zz8fmdCLvMim2ezwEKirQwuHdsgKONuKhENu//55EJEKPs87ix08/RY/HUy3PPTk5DL/55jYZW0dno7oJ9bnzKZv1Lb6FATxleqq9+uBrrmmTcS32TlpREa6sLGKBAA6fL7U8Fggw6LTTUr/nDx7MZdOmUTJjBqGqKgqGDqXjqFG7ZYS1J7Xr1qXKthKxGJGGBmx2O3o8TqypCXdmJoqqsvrdd/dLJIrU1/PJTTfRsGkTQteRFIWcvn05a/LkFsdsB53HjmXJiy+ia1rq+GjhMIqqUnDccXx5332UzJiREmn8HTty9rPP7rEjpSRJnHTnnXQZO5aNn3+OrCh0Gz+e/MGDkSSJEbfcwuBrryVUXY03Px+7x8P6jz5i3mOP0VxeTuO2bYikUbbQdcA0qd6fjmwWbYslEllYWFhYtD6xL4E4Zst0GSQHSAoIBeKzAUsksrA4mvmfzSFqPphGv3iYptPOJZxbyNP1cPyJV9LnvYfB7gabCi6fmU2U09EUh4SAYCOMvuSQxFlJJQuYTxXVpJHGEIbRgx5ItLyb/QMLkZBw4wZAQUFG5nu+o/se1t9XJEnClZFBVs+e1Kxdi2uXzkJaOIwrM7NFZsuhYtOmev73f+ezbFkl3bplcNddoxg4MO+XNzwAKpctY8Ztt6FFIikj3LyBAwnX1YEQqG43I269lQ4jR7b62Do6n/EJpZSi9LTjzB9G41m1GG9vp1doBEN++1v8HTu2+rgWP48ky5x8333M/OMf0UIhFLudRDRKRpcu9L344hbrenJyGHT11e0U6S/j3NEdDDPzB0lKCTE7yioVu51Iff1+7ff7p56ivqQkVQpm6Dpbv/2WN844g4LjjqP3BRfQddy4VKZPVo8ejLj5ZhZMnpzK2FFUlXF//Subv/ySHz/5BF9BQWr9pm3b+Pqhh/bakUySJIqGD6do+J7tFhw+X0qsqlm7lm8efhin309Gly7UrF2LHo2a+1FVMAyEYfDOhRdyy6ZNLcRyi/bBEoksLCwsLFoXEQFtHhADksajIgp4AQOU/PaLrbXQSyEyDfQtoA4F57lW9y8LiyTfv/c+vuuvZ1AsChKI/3cHVb+9jcCtD/Ji74n8/dTN8PXboCjgTTezRZxuqK80d1DcG8b+qs3jrKaKt/g3IYIIBM00UUctCTT60tJAtYZqHLT0ybFjJ0iQOPHdnttfht54Ix//7ncpjyItFCLa3MzJ99yzW8lNW7NiRRVnnPEGgUAcSYKVK6v45JMfefPNi5gwoUerjqXH48y8/XYAvMmMBV3TCNfVMf7JJ3Hn5ByUse8vsZWtlFKKF68pAqa5SfPl0nhbRyLzxrGl0YnfEMiyVQJzqOkwciQXv/02a6dPJ1BeTtGIEfQ466wjLquucOhQfEVFBMvLcWVlISsKWjSKYrPhyTE9GuPBIJ33o6xRGAYbZ8xIbS+EoHbtWsJ1dUTq6pAVhe0LFtDnwgs5+Z57UtsNvPpquowbR9kPP6CoKkUjRrDlq6+YefvtxJqaaN6+HUVVcfj9ePPzKVuwwPR8Sk8/qGOw/oMPQAhsTie+wkLqSkp2ikRCYHO7UZxOwrW1lHz2GT3PPvugxrM4eCyRyMLCwsLiwBHCFIQiU0E0g/00c5kRBFQgwU6hqBkkP7j/0I4BtwLxJTTWX0OtrhEyXPjlT8lQp+DPfg/k7PaOzsKiXQnV1vLVjZOQEnGMHZM5TSP/xSeoHDGW2lPGwkW3w2m/huqtkJ4L7jRYOgtqy6BTP+g/GlT7zw/UCvyHqTRQn8oCChAgTJhZfEETTRRQSAc6oKCQTga11OBiZ1aPhoYTJyoHX9pSOGwY4//v/1g4eTJ1P/6Ir6CAE26/nc5jx7Lg6adZ/+GHGIkEPSZMYOiNN6aMetuCP/1pJoFAHK9353sQDse59dYZrS4SVS5bhhYOpya7QKoUpmrFCkYmBaS2YitbkJFT54AwBBvW1dOsB/nk7dk0rnDSo0cWkyefRWam+d4LzDLJA80es/h5jESCbfPmsX3+fFxZWfS9+OK9euMcCcg2G2f/4x/Muf9+qpYvx5WdTbi6Gm9hIfFgkEQ0SnrXrvS58ML92q/YUaaLabweaWhACIGeLGlLKypi/fvvM+CKK8jo2jW1na+wkN4TJwKmofaaqVOJNzcTDwZTPkmxYJBgZSVpxcVm9tNBEmloQE5+rndkMCVkGWQZu8+3szxQCILl5Qc9nsXBY4lEFhYWFhYHTuRF02NIcgAqxP8O+jYggCkQGcmHYj7ct4NjdDsGfJAIQWX9nyjX7ETIxIZBwEgjHKsl2Pg4RZl/be8ILSzalbX/+Q96JAwub8pqCFWFeIy8fz/PqAljzRX92eZjB6MuOqRxNtJIFZVISMgkjVcRJEhQTx1LWIzCMvLJ52zOZRjD+ISPiRHDjp0ECaJEOYlRqe0Plo4nnUTHk04iXFdHycyZbPj4Y2b+8Y9mmU23bqhOJ6vffZeKJUu44I032sx3ZcmSShwOpcUyl0ulvLyZurowWVnuVhtrbxNQSZLQNa3VxtkbLlwIDDMWDLYGKtGLg6Sp0P2SKOURPxs21PH44/O479ET+Z7vKGEDOgY+0vDhJY98+tEPH2ltHu/Rjq5pzLz9drZ/952ZQScES19+mdP++lc6n3JKe4d3wPgKCznvxRcJVVejaxrxYJB106cTrKykeORIep599n5ly0myTNczzmDjzJn48vOJNDQQCwTAMECSqFu3jvqSEjK6dKF69eoWItEOAhUVrJs+HW9+Pk1bt6Y6nwnD/DzomkYiFsOVlXXQr7/TKaewadasVJmbOyeHWGMjEqS6rSXicRSHg3zLk+iwwBKJLCwsLCwODKMewi+CnAtS8s+J3gTUYdrUJruaYQDpoHQGz6/bKdjWQeh1NCeqiJGFKpkXUnYMQsJLIjKXonaOz+LYo1kHAfiVX1z1kBALBJAAjwxBY6c3NZKEPxLgwt39VNuFjZQAO7NBBAIjKRYIBGnJCX8F5axhNYMYzBmcyXfMp5lmXLgYxWj6M6DVYhJC8MM//sGCyZMJlJUhdB1D17E5ndSsWUPB4MH4Cgpo2LiR0vnz22zS7HAohMMtBRojWXJlt7fuiZY/eDCKqqKFw6huU3wydB0hBF3HjWvVsfZET3qxnGVoaNRRS9QWRDIk9KiEq0uEjreUo/2liDnfbGKAXkWz0oSKSi2V1FCNHQcVlLOaVUzkArKxskkPhk2zZlE6f77pjZPMktHCYb564AGunjkTxd72GYZtya4m0KPuvvug9jXyttuoXbOG5u3badq2LSUQyapqXnnpOo1btuzRxBqgYdMmJFlGUhSMRALZbkckEgjDQI/FUD0ebE5nq3Qb63baaax//33KFy/G5nBg93hSmUWJaDRlUN/51FMt4+rDBMsVysLCwsLiwEisA6SdAhGAsdlclkrDVzDFogaw9QT5yE0ZBwgLnZiwoUp6i+UO4lTqGXvZysKi9anQ4Kp1UfotCNBrbhPj5tazrine3mHRc8IEJEVB0RP4FXBIoGJgF4KLrrgQ32EiZrlwo6AgdvnZgYqKlPyx42AD6wHoSjeu5Cqu5wau4VoGMLBVS45KZs5kycsvE6mvx+ZwoDgcZvt3XcfQNJq3bwdMP5KGjRtbbdyfctll/YjHdQzDPCaGIYhENEaMKMbnOzjvpZ+iut2MfeQR4uEwgYoKAuXlhGpq6HvxxRQMHdqqY+2JTDIZx2lEiRAhghASRkwiutVJotGOmqHhGxAhrX+URhrx4qWJJgQCBw4MdGyo6CSYz7w2j/doZ/0HH5CIRok2NGAkM1pUt5tEJELt+vXtHN3hhTs7m4vffpvT//d/kW02JFlGVhQQIpWxYyQSqHvJUPLk5mLouplBZLdj93jM0i+7HW9+Prn9++MrLGyVWBW7nQnPPMOpjzxCx9Gj6XfxxVz1+ecMuuYaPLm5pBUWMvL227ng9ddbRZSyOHisTCILCwsLiwNDygBh7GxfDZhm1RJgB3RI3pkHCdyTdlnvyMSl5LBUP4ERtm9pIguQkEngkKKsNsZyRnsHaHFMEBdwyeowy7YHUZojyJLE9x4HY76qY/mYTPL8rTuR3x9y+vVj0DXXsOyVVxDRKCpmplP+kOM4/tdXtVtcP6U73fHgIUgQoIVIlMPOu/0CgW2Xy2UJqVU8iPbE6rfewma3Y2gaNocj5TmSiMVwOp1EGhrMGBSlTTtuPfroOFaurGbBgu2pTLCuXTN57bXz22S8zqecwuXvv8+WOXPQIhGKhg8np2/fQzZZ7E4PYsT4klnQaLB9UxCnM3kfXQLNE6R3l3RQwgBEiaAkvfbMEkUND17K2I6B0Wrlh8cay159lfUffUSssZGAqiKrKrn9+2P3eBCGgc3pbO8QDzsUu53OY8bg8HoxEgmMeBzDMMxbdYqCLMsoqkqsuRlhGC0MqDO7d6dw6FDKFy3CV1BA45YtSIqC6naT0bUr0cZGht14Y6vG2uOss+hx1lmpZZ1PPtn8ngNLHDrMsEQiCwsLC4sDw9bbzA5KbEiWnEmAE4iD5MUUixIgdJAUswvYEY4sy/jcl7MoHGOobRECGSFgeuIixmZNaO/wLI4R5gUMVlaEcYZiKHbzUs4eTxBwqPx1VilPXNS9XeM76+mn6T5+PEtfegktHKb3BRcw+NprsR1GpSJ27FzMpfyHqYQJIyFhYODFhwfTcFsgiBPfrdNZWxFtbk6VdwjDQLbZkBUFQ9PQdR3V6yVYVYU3P5+Oo0a1WRxOp8oXX1zNDz+UsXhxBd27ZzJmTGdUte3SwLx5efS//PI22/8vkUU2KnaK81w0VGmpcjsRN5Aa3Fz5m+NZzrcAyMgIRCrbzMwk0nFgt8ysD5CqFStY+I9/kN6xIzWhEIqqYug6NatXk9GtG+mdOpHZvX2/1w5nuk+YwIp//Qt7WlqqxleLRvFkZzP30Ucp/+EHZJuNwuHDGfvgg2R07YokSZz++OPM/9vfKPnsM5x+P1okgq+4GC0cZvBvfnNAn8lENErZwoXEQyHyBw36xWwkSxw6PJGEEL+81iFi2LBhYtGiRe0dhoWFhYXFvqLXQOBeSCzF7HUtILHG/L+kmgIROrivAf8/2jnY1kEYgvfrF/FeUy1ChJGldK7PKuSU9D7tHZrFMcJzG0P8aX0Yb7hleVnI62TQsk3Mu/v4dorsyENDYwtbiBMnlxxm8QXNNAOmSNSTXoxh7CHJDlkweTLLX3uNeDBIsKICxeFA1zT0eBwJ8HfqRK/zzmPk7be38DZpcyJhCNabRuP2ozObQyD4kPcppxyn4aShPkZAD+LV07jOdzVpPifvMZU66tBJ0EgjAE6c5JJHiCBDOZ7hjGjnV3JkMvexx1g7bRrevDyaSktp3LIFJAlD0ygcNozzX3uN9E6d2jvMw5ZwfT2vjRlDw8aNqQxE1eXC5nYTratDstlMMUYIcvv351czZrTwKkpEo+jxOEIIQlVVeAsK9upl9FOEENSsXk3l8uXEmptZ/c47aJFISqw67vrrGTppkiUGHSZIkrRYCDHsF9ezRCILCwsLi4NGrwQRBqUTRD+B4L2gV4HkBOeVkPYgSIdPFkFrIAToQmCTrQsfi0PL15URJiwK4IlqqbwFQwhC1UFGLt/E1MfGptp1HwqEYZjGwx7PET8R0NGpoJwwYXLIIYPMQzZ2pL6e96+9lubSUsK1tUTq6pBkmcyePRl19930ufBC03PkUFFXAf+4CZZ+CboGLh9MuBGuuh+Uo68YIU6cRfzAOtZiYNCdHgxnBG5MQ+0IERaygA2sI0AAA4EPHyDoSW9Gc3KL0kSLfefrhx7ix08+SYmfejxOLBAgFghw7pQpdDjhhHaO8PBH1zTWTJ1K6XffkVZcTCIeZ95jj2Hf5XtZj8dBkjjvlVfoM3HiQY8pDIOvH3qIDZ98gkgkaNi8GYQgb9AgnH4/RiJBqKaGc55/nsJD4DFm8ctYIpGFhYWFRfshdDDqQPaBdOgmqxYWxwJCwHHvbmGDz4MrYWA0hAi+/B1iax09PTZ8XpUbbhjKddcd16aijRCC1e+8w+IpU4g3N+POyWH4zTe38Jyw2D9igQA/fvopFYsX487JocNJJ1E0bNih7+oUj8GfT4MfF2Ma80RMcylJgiGnw/98APb28746HAgTppkmfKSlShQt9p94KMSyV15hweTJZHTunDrXtXAYXdO4+vPPLT+iA+CNM8+kdN487J6d56YQAi0UYvS99zL6z38+6DE2z5nDF3fcgTcvj3gwSNWKFamOaUXHH48kywSrquh57rmcct99Bz2excGzryKRJXdbWFhYWLQ+kgLKISyHsLA4hpAkmHl6Hle8vIalWemEX/4OuaSaXnluOnVIQ9MM/vnPRfTtm8PIkW3XUXDN1KnMe/xxXBkZePPziQeDzLn3XlS3u83asx/tOHw++l92Gf0vu6x9A1k9F7avBwTEIzuXCwFLZsF/Hocr72238A4H3MkfiwNn27x5zP7zn9FjMeLBINvmzcNXUIDD70dRVcY99pglEB0gDr9/r81Csnr0aJUxSmbMQFFVJFlOGVDLNhuJeJx4KITD50OSZfRYrFXGszh0WPb7FhYWFhYWFhZHGHmZLr78r6F82ttO9/pmxg7KoVMHPyChqgqqqjBt2to2G18IwZIpU3BlZKC6zGxBu9eL6vGwZMqUNhvX4hBRXwHxKGjJyZ0k7ZxwCgO+eI1g6Va+ffRR/j1hAu/96lds+PRTDqcKBYvDm2hjI7PuvBPZZsOTm0vBkCHk9O2LkUgw+De/4dL33rPE5oNg4FVXYXe70SIRs/OZrqOFQrhzcujVCqVm0NJ02p4UhAxdT5VBC8PASCTodobV+/VIwxKJLCwsLCwsWploNMHmzQ0EAtbdM4u2JTvbjddrR1VbJofbbDLNzW13/umxGJGGht3u8qtuN02lpW02rsUhoqCbaVItBPy0Y5ckYwQb+HTStax97z30eJzA9u3MufdeFj33XLuEa3HkUTp/Pno8Tq5bZ4C+juGJ5fTP1kjLTsdXVPSLXbGOdYRhUF9SQuOWLXsUZ3tOmMCAq67CnZODYRgIXcffsSOXf/ABiqq2Sgw9zj4bXdMwdBn6B/UAACAASURBVB1Zlsnu3ds0wDYMYv+fvfuOr6LMHj/+mXJ7Se+U0GvoTVCxrNgXFF0pupZ1XXtf11117avf39pWZdG1YEXXtqCggB0VUBCQDqEGQnq/N7fOPL8/JgYiFpA04Hn7ui/NZO7MyeQmZs49zzl1dQRKS+l+yiktOo1RahlyuZkkSZIkNRMhBC+/vIqnnlpKVVUYwxCcfXYf7rvvBHRdvi8jNb8uXZLw+x0EAlG8XquXhxCC+voYJ53UtcXOqzkc+HJyiNTUNJmCE6mtJWPgwBY7r9RKeo2A7kPh23mAAKFY/wZQFOKxGLXlVfiyOljbXC5sbjffvfgieVOm4ExIaKvIpUNEPBKho17F8Hg+AjBRSRI1ZHhUQnVVbR1eu1a8ciWf3HYbwfJyEIKkrl35zYMPkpib27iPquuMe+ghBl14IWXr1uFMTKTTMcc06VF0sDodfTR9zz2XdW+9BaaJomlk5OXRa8IEHH4/OcOHkzm4ZXvjSS1DNq6WJEmSpGYyb14+N964gOLiAIZhEo+bmKZg3LhuzJo1Sf6hJLWIr74q4OabFxCPCzRNIRYzGTAgnenTz8DpbLn3A7d99hkf/vnP6A4Hdo+HSG0twjQ585lnyBgwoMXOK7WS+jq4ZhgU5rN3ggigXvWwM+xhpWsIprJn4lqwvJwzn35afv+lX1S7bTPBSwcjbHaEYv2eEkLgiAdxXXov3kk3tnGE7VN9RQWvT5iAqqo4/H6EEIQqK3ElJXHerFnNViV0ICo3b6Zk1SrsPh8dR49u1kSU1Lxk42pJkiRJamUzZqykpCRINBonEjEB64/euXPzef31NUyenNfGEUqHozFjOvHGG+cyZ84mSkuDjByZwwkndMVub9lx6V2OO47TnnySb//zH6q3bydr6FCGXX456f37t+h5pVbi9sH98+HRP8C6RWDGQdUgtQPhqI3kkgKyzFIKtSzAWv4iDKNxjLkkAVBXZVWkFW+H3P4w6ERwuvFrMdSMNIIlJdgVAxOFkGnDmZmFt2RjW0fdbm37+GPi4TC+zEzA6gvkTkkhUFrK7qVL6Th6dKvHlNy9O8ndu7f6eaWWI5NEkiRJktRMduyoIRKxEkRWn1cFUIjHDf7+90+ZNKm/rCaSWkTHjglcccXwVj9vh5Ej6TByZKufV2olmblw5RNw/7ng8oLLBw4Xvvp6KkoKSY/sYpcrE2EYBEpK6HrSSXgbbl4liaKt8NilVlWaqsJXb8OCGXDDs2Bz4I3X4vapmHEBCJJ0UDx2SJSJxp9SX1GBEIJIXR3xcBjd5cLu9YIQhKur2zo86TAhk0SSJEmS1Ezy8tJZvrwI2DP1QwiBpqnU1UXJz6+kZ8+UtgxRkg4bQkAMsPGTk56l5uD2gdMDCWmNF9rmdpPcJZfq4giB4hJUTaPvOecw6oYb2jZWqX357wMQqYfkvRKHpTtg/gxI7wyoqKqK6nVbn4vFoHwXjD6rTcI9FKT17UttQQHxSAS1YfS8IyEBT2qqrOKUmo1MEkmSJElSM7n11qN5+eVVxGIGiqIihJUkcjp1fD47lZWhtg7xsCSE4IsvCnj77XXU1UUYlBOha3A5breNnmecQc7IkbKC60cUsIOVrKSOWjrQkcEMxk/rNhwWAsoMsCmQdACr4+YHYFolFMYhJVrP8V++S68vPiAzL4/+kyfjz8lpuaCPNKkdoGMfxK4NBBJd1FGHMGIkOKN0fvDf/L7DMHSHY59Jd9IRLhKCLSsgKaPpdl8yLF8AGbmQ3Q2qiiFQBShWtVFillW1Jv2o3Xv371UUFKC+rIzMgQNJ6NSpzeKSDi8ySSRJkiRJzaRbt2TuuONY7rnnc4QAVVXQNBXDMCkuDnDddR/w29/24qabRrdoQ+HDhhCEC7ag6jr27M4/WS7y9NPf8swzy3E4NAI7d/BRRR2dPAHO77KGzfPmMeiiixhx9dU/dni+2wCbtoPPA/17QHY6aHsnK4I1sGweFG6CnJ4w7BTwHPqTm9azjs/5FA0dHZ31rGMLmzmH3+HH3zoxRODuMtgatT4e7oI70yD9F340Pg3A30rAr0FyfS0FGzfxVPZAzvauoO9//8um995j/IwZJHVtueluRxRFgUseoGL6FIyy7eiKimIKvj11FIV9d3OO4kLH3tZRSu2NqlkP0wRtr+mepgFuD7gbfs/k9odoGIw42F1QWw4OV9vE3M4JIVjz2mv4srOJRyLE6+tRNA13SgohudRMakbyL1RJkiRJaka33DKGgoIaPv54G6FQjMrKELqukpeXQUKCk3fe2YBpCu64Y2xbh9quLZ39Gasf/j8yYoV0dtchMrqQe/c0fD36NNmvrCzIjBkrSU/3EA/WEqgrJ8VrZ3c0iQK1K/1SKvnupZfoPWEC/g4dGp8XjcLN/4RFK6C4HKrrQNcEfTuHuOo3mznzjBT8DqymvbUVVubIeBfmPw83Pg+ph26lSpw4i1mEAyc2rEk4NmwEqGMV33E0xzTbueoMeK4a3g+ACvzWBxclQljAFUUQF5CuWbOzlobg6iJ4vQOoP1P49VQ1eFXrUbx1C85oBNVmZ+FxZzGiYB2BkhK+efxfnHzaYDavWsycjKFUdxnEMX3zODbJhU0WlR2wQIqft/92DtnbK3EEw9R0zCaS6CdALflsoh9ymYv0Aza7lVT/eq613ExRQJgQqIZxl0BWN/juU4jHwO60svY1ZdCpr1W9JjVhRKPMv+kmytauRbHZUFUVm9tNRu/eKKpKqKqqrUOUDiMySSRJkiRJzchm05g27XQWLdrJ7bd/gtNZS5cuSbhc1s14RoaHOXPyue66Ufj9jjaOtv2Jx03+/td5zP7PPFS6YdCTPgnV3BRbwvabp9L/ja9Q9nqXecOGchQFdF0lUF0DQqAoCiqC/CoPeWm1AJSsWtUkSfT2h/DlcgiFoa4eXA6TUF2YdWsD3LZeZ/3Tf+GyITvp6KpH2bufRlUJzPoXXPr/Wu2a/BwhBBs3VlBcHKBLl0Q6d07cZ59YzGDRop2sXVtGVpaXoSckE0+I4abpmGI7DgrZ9ZPnKlqxgtWvvkptYSE5I0aQN2UK3oyMn9w/LuCKYqtiKFmFOPBsFawMw3FuCJqQ2fCXqAJk6LA9Zn1+yM8UEuyIWccTwiRSV4fucOKIhqlMSEUAruRkds95i3lZce4cdR2moqJFo8zZUMyo3M48mqXKRNEBqqQCRdWp6ZrbZLuKRhG7ZZJI+nFn3wTlhbBtlZUkMk0YcRocNwlUDXHGFcT/9zjCFNgcDpTsrnDJg7LJ2I9YcNNNrHz+eUzTRASDaHY7CEFFfj7u1FS6jRvX1iFKhxGZJJIkSZKkZqbrKsce25mcHB+apjYmiAA0TUVRoLo6LJNEP+Ktt9bx1mvLydSDCM2OEAbrapJ4sWgw19qWsGPePHLH72lqmpjoRAiBEALVplvZBqzKlARHrHE/u7dpj4tZH4PXDdsKwWGDWH09ihEhprhRdY1v7RNxbD2fQJce+JL3emJCKqz6zHrXu41vZOrqItx00wJWrixGVRUMw+SUU7pz553HoevW8o5gMMpVV73P2rWlDSEreJ/QOfE/Bp26m6jsWQYSJ0bCD3oShWtqyH//fTa99x47Fy/Gk5qK3etlzcyZbH7/fSa89BK+rKwfjW9JCDZGIEvbc6myFVgRBq/S+K3aR4Xx8193Tztsi0KipqBqOsI0Cbs8ZFQWowBGdSWazeT+kVfii0dwmdbrQFTXsKQqlU/9PsbJlicHxIMXgYlAoOz1nTMxSSSpDSOT2jWPH65/BnZusHoPZXaFjM4A1OzcyYLn5hHaqZOkhYnbBAMn/JGuyXI63t7iAt5dsZGXqwSeY06jy+qvsZeXYESjGIaBUVJCSs+ejLjmmrYOVTqMqL+8iyRJkiRJv8aIETkEAtEm20KhGC6XTnKy7LnwY954Yy1OJdbYwkJRIMke5auyDOJCobaopMn+/funk5ubSGlpEHdKCqqqUR8RaKpgcHoNoaoqnAkJ5PzImPZ4HBCgKAIjEkFRrJPalRiVRhqmZiNYtLvpk77vm9EO3ul+9NElLF9eRHq6h7Q0D+npXubOzef119c07vPf/65l1aoSMjK8ZGX5yMz0Eg6ZfHGPTpAAJiYAUaKYCAYyqPG5WxYs4OmhQ5l3/fVsmDWL+vJyqrZupb6yEhSFYFkZq1999Sfj2xIF4we5NEWx8msJupXIE2LP50xhbev5C+1trk62lqtVGQqeDh2o0+2E7Q7GffUeRixGuLIcz9EjiKlaY4IIQEFgj9bzcXC/Lm/ricfghdtgageYmAQ3jIG1i9o6qiaSSSaT7MbXjEAQIoQNnV70buvwpPZMUaBTHxh4fGOCSJgmH1x7LTW7dqGnZhFI7kqdnsgnt99O1bZtbRxw+xEw4ZJCuLbWzeKzL+WTS//KzHtnUNK1D4rXh6qqeNLTmfDiiz9b1SlJB0omiSRJkiSphUydOoDERCdFRXUEg1HKy+vZvLmSLVuq6N79cYYO/Q/vvbexrcNsV4LBKA6/r0nyQEVgCIWoqZE8cEiT/RVF4fHHT2XAgAwqquOo2d2xa4Jzs1djryvElZzMqU8+ie5oWrV15nEQiljDdAzDOpmh6DjVemLY6erYTAEZ2MzInkyGEFBTAcdMbMlLsF+iUYP3388nLc3TOLlNVRUSE528+ebaxv0++CCfhARnk+luKSkuKtardK7sS5gwQYLo6JzEOLLIBmDN668z66KLCBYVYUQi1rvWkQihqirKN2ygYtMmqrZuZd3bb/9kjDk6aD+SS1MVON4NfRywO27dCNUYUGTAeB90/oUk0QgX/DvLSiYp2R3o7nVw3kv/pNOyhURqaxk69Xf0zbQhFAXR5JkKcd1B4gFMUWsVD10I7zwK4YD1gtz6Hdx5Omxe2daRNVJQOJlT6EFPQoQIEiSBBM5gPD58bR2edIgpWb2awO7deFJTG3832VwuhGGQ//77bRxd+/FyNSwNg1JVibemEm9FCWF/IounXkfI5kDVdTqMHCkTRFKzk8vNJEmSJKmFpKd7ePnls3j11VUsWVJIcXGA8vL6hqlnCps2lTNlytu88MJZTJzY55cPeAQ48cSuvP56PUHNh9eow1Q0qqN2+npKqckdzfBRw/d5TkaGl2ef/S27d9cRDsfpkO2mKn8Tqq6T2qsXirrve2LnngJfr4J5X0JhiYpQ3WhmBK8tgEMJc7TvU9aUuuk4dLDVh0jVrKarA8bCqZe1xqX4WYZhEo+bqD/o8KxpKvX18caPdV3FNJumSoQAVVEYo43GzTFEiODG3bj0LFxTw5J//YtYfT02z56+RWYsZiUxTBPNbseIRqnaupXaXbua9Hv63tFuyNKhOA6pDYmZMgO62GC0G4a64M1amBcAhwLn+OC0/cw3DHfB8BwAFbr2IzLqYQIlJfiys7E7HYgHJtOxeheF/ixSo3UQixK1uxEuH2e2p6VmZTvh6zngcO8Zq+fSIRSAmXfD3/9n7bZ+PateeonKzZvJGDiQARdcQGLnzq0aqhMnJ3ISxzCWOHFcuJosPZOk/VGzq5AdCxcSC4UQDT3kBFAahxJDY8W2SlZVwXl+8LW3hG4rmxOwqjFjSSk46qoRuo67spyi3gOJoyDsDo6/9962DlM6DMkkkSRJkiS1oMxMLzfdNJpIJE6fPtNQFKWxR5HdDvX1UW677WPOPrt3k2qPI9Ullwzmyy8L2Cl6UVhShgjW4NJNzpw8irH3X/6zy7yys/dkGDLy8n72PA47PH4brFgPcz6DrxbHKV61li58xxjbPOzlRXg6dibpwechUg3lu6yJO1ntY6y6y2VjyJAsVq8uITV1TyKnqirE737Xr/HjiRP78MADX+L12hsTSmVlQUaO7EBCghOgccLZ98o3bAAh0Gw2q9eTqqLabBjGnmZBZsN/O5OSKPjyS/pPmrRPjE4V/pMND5XD5/VW+fpJXrgpGXTFelyUaD0OlsPvx+H3N36sXDOdR2Y9xfXKGAo9aSjedJSUbG5J0+jvPPjzNZttq6zko/aDu2HNBtutZYOF33zDB9dcA4qCze1m47vvsmX+fMbPmEFy9+6tHrK94R9J2l+VlSFe/3g7z3+9id3dMvBljKBf37WM+mIO2f37scGRwKKBoyjL7kI0bzCfVsBHQXgh2/o9cqTSsf6XF0nLxFVeghYKIoQAVSWanEqff/yDlB492jpM6TAkk0SSJEmS1Aqqq8NUVYVxOq2bQSEE4XCcSMRg69YqXnxxJeefP7Cx4fCRKjXVzcyZE1mwYAurV5eQm5vI6af3JDXV3eznUhQY0td6cKWP+vJebJq7mertQ8kcMICu48Zh93iA5HaTHNrbrbcezaWXvktRUR26rmIYJjk5Pv7wh8GN+0yY0IcVK0pYsGAziqJY7UE6JXDHHcf+5HHtXi/CNPFmZ1OzfTuq04nucGCEw2CaqHY7iqKQ3KOHNWnHNH/yWJk6PJQJUWE1qm61qWIJqXS68HbeCodYGxUEdDf9HOBvb5UJWd0BBUzDqlb7nhGD9FyEECx66CE0hwNngtVU3O7xENxVwLL77mDco49BklxqIrVfS5cWctX181lbGSYWjaKzFWNUNkvPv5ZgUirHzn6B1x54hUByBppNpz6zE8QhVg+fBPe/uvBwdJYf/lkOpqoT7DsQe3kJ0Vic1PIiNv37TR48QVYgSy1DEUL88l6tZNiwYWLZsmVtHYYkSZIkNbtYzKBDh0eIRk3sdo3a2jDxeMNULlWhX780TjutJ/fff0Jbhyq1klAYSiogNRG8nl/e/8dUVoaYP38z27ZV079fKuM8q3B+8QrUlEG3ITD+GujUh/z8CvLzK0lLczNkSBaaticZaRoG4epqHD4fmt2OEIK3zjuP6u3bCVVVUV9WhjBNosEgnvR0Unv3xu52YxoGocpKzn3jDRJzc5vnohyJbj0R1i0Gh8tKFEXD1vY7ZxHvPZrnx4zBm5VlVRoaMdixjnhtNcFwnIG9U3ANGE23vz2CLycHgPqGf/z427zip3zjRrZ98gnB0lISc3PpceqpeNLT2zQmqfVEowannvoKBRHYbcTQoxGEgHhNlJxL+mEM6sCEW3/P6/e/gJKajpGUilBVDGEllm9MgbuO4JdLxIQ/l8D7ASiKW4l2uwK9HfBEprVkV5IOhKIo3wohhv3SfrKSSJIkSZJagc2mceGFA3nyyaXE4waxmNkw6UngdNrYvTvA888v57jjOnPSSd3aOlypBQkBL86GZ9+yJqwpCpx3Klw9BfQD/MssOdnF5MkNS+s+eBb+92/wJoIvGbasgMcuhT+/TI8eXenRI2Wf52987z2+efxxwjU16C4Xg37/ewZdfDGnPPYYH/75z1Tk5+PwehFA7tix7Fy8mGhtLdHaWhRNY8TVV8sE0cG6YxY8egl8Ox/MMCSkwcUPwKAT0EwTu9eLEY1azdcLNyOCNZRVR4nFTdZsqUVsfI9vv1jF8U89zfbRMfLZiIKKgsJwRjCQQS3SOyhUWcmWBQuo272bzEGD6HT00Wh2KykVrqlhwY03smH2bOKhECgK7tRUlj/zDKc9+SSZgwb9wtHbmBAQrAHdBs5fmcGVWLeujGAwRsznQamNAKCoCoqmEFhZhndwR6o7d8dITIWUPdkgTbGmHTqO7MJaHCr8KxMui8DyMFQa0N8BR7nBc4RfG6llySSRJEmSJLWSBx/8DdXVEV55ZRWiYTS4pqmoqoJhmASDMa69dh5vvXUu/fodwW+fHubmfg6PvwxpyWC3WYmil98Fjwv+eO6++5fHoSAGO2PwXQSSNDjdC133LhKJhODDGZCYBrodjLiVcQrUwMevwPl/3+e42z//nM/vugtnYiLejAzikQjfTJuGomkMuugiznrlFaq3bSMaDJLSsye6w0FtYSEFX36JME06HnWUTBA1B48Pbn8TohGI1FtJvobeW4qqMuD881k6fTqelGS02gpqQyahcIz0NB9erwMMnWh9Fe/dcQO2eRfitflRUTGIs5hF+EmgK827XLJs/XrmXnE5/lApnRy11Mw2WZzVnxH/eQu7P4GF997L1k8+wYzFGpufh6uqcPj9fHrnnUyaNav99mDbsRamX2f1hFJVGHQiXP4v8Ce3dWSHnO+/xV4NKmx2RDSKoikgQKgKhhCkuF0YaRnEhdXAHiBqWlUzp7enJvNtRFGgv5P21UtNOuzJHKQkSZIktRJVVfnPf87k3/8+nZ49U0hOduP12nE4dDRNxWbTsNlUpk1b2tahSi3ohf+B32sliMDK5aQkwqvvwd7tfeIC/lEGpxVYjymF8EwVvFgFk3fB/Lq9DlpTBoZhJYjKC2HDEti2Bkq2w4LnoboMIQRl69ZRuHQpkbo6Vjz7LDaPB5vb6vekOxy4U1JY+eKLmIaBoigkde1KRl6eVcUC+HNy6H/eeeRNniwTRM3N7gBf0j7N2QddfDGDLr6YSG0NwVCM+lAMv8+Jx2t9T1AUdB2CwUrs+XWNU+o0dGzofMeKZg1TCMHnd99NV1HI2KQict1BclxhepV9RfUdvyNUXs6OhQsxYzFUXW/ohaWgaBrh6moCxcXU7trVrDE1m+oyuO0UWL8YYhEI18OX78DfT7Oqi6QD0q9fOn6/A28wgt1uw3A4MOIGhikQozozbPln/PYvN9HRruBXISIgbAIKnOmDATIxIkltQlYSSZIkSVIrO+us3rzwwkoKCmrweKxMQSQSx+22kZ3tY+XK4jaOUGpJZVXg+sHNj90GldUQi1uT1wBeqIa36kAXEBLgUaDWgBQNElW4vwKO9YBLBfypVtVDTTkUb7WmY6mq1d8mHiM67Vpmr4xTXVBg3bCrKpG6OvzZ2U3i0BwOQlVVxMPhhqbdEAhEWbx4J+FwnCFDssjJ8SO1HlXXGXnNNQy++GJC90zmm09WsKM4uGcBmRHDSMlAmEFUe9NJdRo6QYLNGk99WRmhbRvpm1ROBBtCsZJSpqriyV9KbPVXoCiomsbevU8VVcWIx0GIxqRju/PeNKirBJd3T1JIt8G21fDdZzDo+DYN71Cj6yoPPTSOa6/9gJy6eoojgoChk35aNy7tbnLdyHNJSE/j3jr4ZwXUm1Zy/Bg33CuLaSWpzcgkkSRJkiS1soQEJ888cyZjx75AIBBFVRWSk1306JFMOBxvMspdOvwM6wdfLof0vVoE1dRBz9w9CSKAmTWQosK2mFX6rShgAwpj0NEGAQPWRRqalzrdcML58Oo91s2tqkI8BoqKyOlJ3aL5xCo740rviIrAiESo3LIFRVFI7Ny58ZzRQABfTk5jddHy5UXccMM8QqF44xLJyy8fxiWX7JmgJrUOu9eL/Yp/0GfXBWwrqMLUBaoC2N3E8ODo7MHsltjkORHCdKN7s8ah2mwkayGAxgQRgMBKBPnKN+FJSyMeChGurkY0VBOZ8Th2n4/MwYPbb/Pqzd9aPz+Remv5H8JKuALkL5VJol9hwIAM5syZwqJFOwkGowwenEVubtPX6Rk+OMkD22OQoFlTESVJajvyR1CSJEmS2kCPHik8/PA4HnzwS1JT3bjddsLhOLW1EW65ZUxbhye1oCsnwzdroKQcPG6ot/r6ctPFe/YRAmpNyNCssfHf12OoQKzh80KAe+/GAadfbi2N2bzMqiBy+yGzKzETtrkzeG387aztPADdiDF87WJGVFQRLi8lWFqKw+8nGgxixmIcd/fdKIpCJBLn5psXoCgKGRlWc5BYzGD69KWMGJFD//7t9Eb/cNYlj5wnPmDIXbewYu4n4HSjeBJxp6Uz6p+38qWymiABdGzEiOHExWCaIaG3axMsfANKC3D1Gk5q756YO3ZaS+TA6jETj+PMTEPxpzL273/ng2uvxZGQQKiyEtFQPZQ5aBDH33PPwcfTUnJ6wrJ5DQlWBVCs/xYmJGa2dXSHLK/XzrhxPz+QwaFCr3ZaYCZJRxqZJJIkSZKkNjJpUn/C4TgzZqyktDSA223j1luP5tRTm/edf6l96dYJZv4/eHUOrNoIPTrDlDOgV5c9+ygKjHDB8hCk69b4YxMrQZSkWlNuOtig997Nq1WV0JhzMbdvoi4Mdrz4FBtVcZMbJ0+jyJ2Nv64aU1VZNHAsJQ4f165agCslhdI1a8js0YPBf/gDnu79WLZsNzt2VBMIRBsTRGBN6QP48MMtMknURpSULIY98TK9by+hdM0aHH4/WYMHo+o66fRiNauoppoccuhHf7wcZPffdYvg6RutRIndCVuWMzTZR0WxBy0SJCKs2wl/WgrO5FQYOo6c1BzOef11NsyeTfnGjXjS0+k+bhwdRo1CUdtxS9Sjz4FZ/2qoxtMasrOmVU0Uj7R1dJIkSa1CJokkSZIkqY0oisLFFw9m6tQBVFeHSUpyNt6ES4e3jllw6x9/fp8bkuHSIqtPR5ZuTTdTAb8KaTo8nNG0x3FNQQHvPTaTkSJIkh4hGqikumQn80/6E8XONLy1VSiqhj1QQ8/ZL5OycjFbdYPRF1/E2L//HZvbzQsvrOTpq16xjlcTobw8SFKSC7t979elQixmIrUtb0YG3oyMJtvSSOMETmy+kwgBrz9gJYfcDctgPQnoFUWkT7yEyJqvoaoI3eVC9ybA7++B1BwAEnNzGXXddc0XS2tQVcjpAWU7rcbVKODyQ2YX2L25raOTJElqFTJJJEmSJEltzG7XSE/3tHUYUjvTwwGv58DbdbA+Al1s0MsOnezQ3wHaDyaIL3vqKUKBEMvTR5JplpFGFXX1cT72DsGd2QFzwxqUeJi8px/Et3s74ZQMFJ+dFTNmULxyJUkX3sGTTy4lLc2NzaaRlORk164a1q4tZfDgLAAMw0QIwYkndvmRiKXDTk0ZVJdA4g+qxrwJKDs34HzkE9i5AeJR6NgHbPYfP86hIq0TOH3Q7xiINqwDdXqhqhg69Wvr6FpHeSF88Sbs2gid+8GYZ6JBsAAAIABJREFUiZCS1dZRSZLUimSSSJIkSZIkqZ3KssHVyfu3785Fi3AlJWEqGoVaJouyjmJd1/5sEy7ivgRyBg3G9tFc/OVFxDvkotjseF0KLo+L4u++47N/z8bh8DRWs+m6Rv/+6axeXUpBQTWapqJpCpMm9WfIEHnTeERwekBRwTRA2+u2IRaBjC5WEqVTn7aLr7mlZMGIU2HJe+BPtpaZVZWANxFGndHW0bW8nRvhsUut76/dCfnL4Iu34MbnIatrW0cnSVIrkUkiSZIkSZKkQ1DYtJpbJ2ugK+BMSiJSXY1qtzP32AksHnAsmCYGUBNXqNe9jI6H0Ww2wjYHafr3ja8VEIJQUSE2W9Mb/tRUDz17pvCHPwzG67UzYkQOvXunoijKj4UkHW6cHhhxOiyeBUmZDVPzohAJwQlT2zq6ljH5dkjvDJ+9DoFqa6LZb68G335maw9l/3sEjDgkNSxj9CRAdSm8Nw0ue7htY5MkqdXIJJEkSZIkSdIhZFtBDbfP3sriiiiuwR3JHpjFDSkKAy+4gIX33Udx554sGXAs/kAVZjhMQseO6C6FTVEoz+5CpqaTa7caX39PUVUGHdOPb94P4/fvGTEUCERJT/dw+eXD0LSDazgsTJPawkJ0pxNPWhoAMWJUU0XVsnWs+ud0qgsKyBk2jGFXXklan8OoQuVQNvEmayT8yo+tZs6KChOugwHHtXVkLUO3wcmXWI8jiWkiNi0jonuo37oVRVFwp6bi8CVbzcslSTpiyCSRJEmSJEnSIWL+/M386W+fURo1sSmgvPMdoRN6csc1Y3nylLMYvHs307ZXEzfiqKEg/fUgCVotu0ScbF3nqnFHEZiZSaC4GFJTMYH6sjISu3Zl3I0T+WTT+2zZUoXdrhGLmWiawn33HX/QCaLd337L53fdRaC0FIQga+hQOj1wEUsTV1H72mLqLn8NDLBpNkrXrGHLhx9y7htvkDFgQPNcOOnXc7rhkgesipLaCkjvZFUYSYcVAdRW1lJbnI+J9fNeu2sXSR2y8XfKbdPYJElqXTJJJEmSJEmSdAgIBKLcdfdCql12PEk2VECYgspPNuEd252XXB2YfvXVrCuqJ7B2LX/99gG84VoUIOj08+iE/8OdPpgTnn2WRQ89xPbPPkMIQWrv3nQ/5RRETRkzZkxg/vwtLFmyk6wsH+PH96JLl6T9ii9YWsrq116jcMkSvNnZ5E2ZQvbQodQVFTHv2mtRdR1vejrCNNlRvZHVFW+S4exO4Pq3AVA8NkxU7KaN2sJCvnzwQSbOnNlyF1Q6MInp+zawln5eYT4UrAN3AvQ5Cux7qvQI1kJNKSRntYukW0V+PmsLYvT3KoSxW/2mhEl09w7qx1+Ju60DlCSp1cgkkSRJkiRJ0iFg1aoSooaJ4rLxfV2PoiqgKtQv3s7OoR0AONljkjf7z+jCpNZnLeuyh2q5+c3r6D7kPTzp6Zz0//4fpWvW8MG111KxcSPl69ez5LHHyJs8mQk33MBZZ/U+oNiCpaW8c8EFhCoqcPh8VG/fzo6FCzn+7rup270bIxrFlZzcELNK/IwuxOvDhD/biAiEweMAFAxMhKqgqCqFX3/dTFdOkn5eIBDlueeWM2fOJoSA00/vwaWXDsHnc/z8E4WAzcth1Wdgc8Dgk6BjLzBNeP0fsGS2tY+iWj2Nrv63VYk161+w8E0rEaMocNJFcOofrf+OhiEeA7evNb70Rru/+YaN9Ukk+p3kiBKrtEiB/EgySWo2B/YbQZKkQ5lMEkmSJEmSJB0CbDYVDYFNAUOA9n3vaAFRu85Qp/Vh1qavcJlB1rgzEaa1Le70M7C+GM/ahTDqTIRp8vFf/4oRjeLNsJrUmobB6pkzyRk5kk5jxhxQbKtnziRUUYEvy5p6Zvd6iYVCLHroITqPHYuiaU32NxJ1FMPEqA+DroJpfUFKwxckTBO7r3VvkqUjk2GYXHPN+6xaVUJyshtVhVdeWc2KFcXMmDH+p5daCgH/fQC+egcaXrl8+CJMvNmajLbof3uafYO1VO/5W2HQifDJq1ZzaE23EkJznwKnFwo3wrJ51jS5rO5wwhToMxoSUlv8OmhOJ6ga67QebBadcRGmHidVkSqOd7d9pZMkSa3n4BaYS5IkSZIkSa1i4MBMEvxOMkJh4kBMQDxqEDMFGcd14+JE64Z385odiJp6+sQi9HVAPyeMdIEHA0IBACo2bSJYWoorac9SMsWhY/RLYvm3czAwDii2XV9/jeMHSR2by0Wsvp7ELl0w43GEEI2fc62qRThUPKN6oaX7IRpHGFZGSxgmwjQZfMkR1jj4QG1dBS/cBo9eaiUngjVtHdEhadmy3axdW0ZWlg+nU8fh0MnK8rJ+fTnffFP400/ctgq++p+1BC8503r4k60JYZ+9DnbXngQRWJVEJdthwQwr6aM1vFev26zlaC/eBl/PBW+yNT3um7nwf+fD306CV+6GWLRFr0Pu2LHYbRqp4V10NItwiiihYBjN4aDj6NEtem5JktoXWUkkSZIkSZJ0CLDbNR599GSuv34eoiZAWRyiKJx69WgePjaNxFCY31/5PvVbyrjPE6RqdxFev5P+/dLRBKBp0G0QYFUNsdcY+1APF6UXZhLXTOp88AovcTKnkEnWfsXmy8qiZvt27F5v4zbTMEAIup9yCts++ojStWtxeL2YhoEyt4TUiX2IZNvw3nsmNX+dhSgPoJoqpirocdppDL/66ma9foeVr+fCK3dZSQibA7ashEWzqL70KWZ/VMSyZbvp3DmRiRP77HdPqSPVjh01GIZA2evnQVEU9HgIx9x/wWsLoaoY/CkwdhKMu9hKDK1bZFUTqXtVyel2a1t1SWNx0T7CgX0rg4QBNeXQuR9UFkH5LnA4rSojw4DF71pJpvHXNP8FaOCxw7lDdeo3roWIQCjQRXfjuOu1fRLAkiQd3mSSSJIkSZIk6RDRv386c+ZMYdmy3YTDcQYNyiQ11Wope+//fc3GjeVkZnZhiTmGY83FhGoDlG4OkZ3mhNEToKPVWSS1Vy8cCQlE6urQsxIp+UM2xE3UyghJmd2IE2cuczif3+PgF/qyAHlTp7Jj4UJioRA2lwvTMAiWlNDzzDPxpqdz+vTprH/nHbZ++CE2j4e+55xDdo8xbGIjOyZ1QAw6CsfcAuzVJt1OPpmOY8Y0uWmX9hKLwlv/BE8COFzWNk8CZQXFXDjhBUpFEi6Xja+/LuTtt9fx8H1HkVSzkfrycjIHDSJ72DAUtf0vJtj22Wd8+9RT1OzYQUrPngy/+mpyhg9v9vNkZ/vQtB+81oTgloQ36bGlGCKl1rZAlbW8bOkHcMsrYHf+eCJIUaDf0fDFm+BJ3JOMDdZASja4fFC8DXx7Je9qysHltfatKLSqjBQVaOhRlJkFC/8LZ17VtDqpOb3zGB41hmvEsURqawCFVCOIWrQU+E3LnFOSpHZJ2bv0t60NGzZMLFu2rK3DkCRJkiRJ+lWEEHz7bRErVxaTkuJi7NhckpNdrXLe0aOfIzHRha6rIAS9RT6DYssRpsH5j90K/cY0qR4qWr6cD669lrqRPmov6YZWGcWTlkZKr56gKAQIcCIn0YMe+xXDprlzWfzww8Tq660KotNOY8wtt2BztfzXf0QpzId/XgAJaU02P/xZAq9t7UTWoLzGbfHdm+m/4zV65LpBCEwh8KSm4klPx5mURL/f/Y5ORx/d7hJyG959l/k33IARi+FKSEB3u8E0OX36dLKHDWvWc8ViBpMnv82OHdWkpVm9dxIqN3FP0qt0SwiiGhHQbA07RyAhHY6fDKdcCvedA26/lTACqK+1kjt3vwcv3wmrPwdhgqJZE8yumgZmHJ64Aow4ONwQCYKqQygI6R1gw9fWMVQVohHI6W71NqosgkcXg83erF8/YDXavn6UVeG0d2VUPGotfXtoYfOfU5KkVqcoyrdCiF/8JSoriSRJkiRJkprBrl01nHPOG6xeXQooeDw2cnMTefLJ0xgxIme/j7NzZw2vvbaGNWtK6dEjmcmT8+jePfkXnxcOx9m5s5pgMI7PZyeS2ZVVSjdC0Rjn9z96n/2zhgxh8rvv8tnmt1mXuZvEDik4/H5QQJgmwjCI2fa/D0rP00+n27hxBIqKcCQk4ExI2O/nSgfAkwCG2ZB82FNVsnCnn0TfXn/aC5Neu/5HJBLDkZKOrkHxypVUbNhAUteuOBMS2LVoEcOuuIIhl17aBl/IjwuWlzPnssuIBoNoNhvR2loUTSOxc2eWTp/O+Oeea9bz2WwaTz11Bo88spiPPtoKwHnD7eTGfajl5dZyvu99v2xz3SK44G44/y6Yea+VHEIBpxv+9KhVFfTHh6zJZ9tWgS8FBoy1vndgVSJ9OtNK+HXJs5axffyyVX3k9FpVS4pi9TVKSLM+zs1rmQQRWOdSNWup3N6E2NM7SZKkI4b8qZckSZIkSTpI4XCc3/3uTVavLsPjsaMoCpFInK1bq7j/lnd467ZkbDtXQ1IWHDUeMnN/9DhbtlRy8cWzCYfjuN02Nmwo54MPNjN9+ukMHJj5k+ffurWKysoQ5eX1OBw6VVUhdu+uIyvLy5QpeT/5PFdyMsNGjGcHb2HDjYjEqHn6UwJvfI0RjrB20Dek33wbqb33bwC2ZrOR0KnTfu0r/UqJ6dBvNKz5EpIzrERRNEyiPUqlJ43v67bsoXL0SA0hzYOmKQTLSonV16M7nUTq6kjq0gUjFmP5M8/Q5+yzcSX/ciKyuWzfXs3MmatZu7aUXr1SmTo1j27drPOveO45jGAt6cleTDTqQgbxeJxAcTEVGze2SDypqW7+8Y8Tueee4wHQC1bDo/+jIWO6JxmnYCVN/A09hYafai0t27LCqjbqPgTsDUklRYEeQ63HD2V1hSm3N9127i2Q0xM+nAHrF1tVRqkdrKloNjucc3OLfO2NsY44DRbNthpwK4qVIKqpgN/8vuXOK0lSuySTRJIkSZIkSQfpiy92sH17DTab2rh0J8cT5trUeZxnW4X6OODxWctGPn8NLnsE+u47MWjatKVEIgYZGVYDaJ/PQVVViIcfXsxLL531k+d/9NElpKW5iUQMwuE4QkAoFCMaNbj88p+vLE8ljT70ZT1rCdw7h8gHa1FSPSQkplG7bgvvXXYZ5/z3v43j7Y9EgUAUm03F4WgnfzpfcLe1nGntosbm1VOvOI6/vhTEEzOw2TRMoRKPmaTneNA0lXBVVeNr8/ueRJrNWkZVsWkTHUaNapXQN24s5w9/eJdo1MDjsZOfX8n8+Zt56qkzyMvLoHTBbE7u58ZEAcUkaqgs3u0jVFOJv0OHFo1N1xuSQV0GQNdBUFkC9TVWNZERBd0Bit40ceL2Qd6xB39yTYNjJlqP6lL48m2rCim7Bxx7LqR1PLjjlxbARy9aTc4zu8CJv4euA/Z8fvy1VmXTzg17Kop6DoVT20+VmSRJraOd/J9OkiRJkiTp0FVcHGi8rzJNEzMW4/5ObzPQswsVE9PuQ4tFrb4iHXpbS1TunmPdGO5l6dLdJCU5m2xLTHSybl0ZsYab/x8SQrBkyS4yMnxkZHiprAwRCsVxODRAISnp53sCKSgcy1gyij3MXfAEvswsvKoPJy6UFAgUF7P+nXcYcdVVB3WNDkWbNpbzwJ/fYPWKXegYnHxMGjc/ciG+zLRffnJL8iTA5Y9BVQkEqiEjl5Nsdna4V/D888sBiMcc9OuYS1ZCCADd6USYJgDezEyorUAUbUXU1OF6+S/AzTDyjCZ9q1rC449/g2GIxkSo12unsjLEo48u4T8PDqNHbBs1wkUsLgAFlxZnVHaMD6s1hv3pTy0aG2D159m2CsacbVVtffIK1FaCNxGSs+C0y2DYKS0bQ2I6nHFF8x2veBv880KoKbOSXZtXwPIP4conIe8Yax9PAtz0glUVVV4IGZ2tZFk761clSVLLk0kiSZIkSZKkg9S9ezKJiQ6qq0MEAiajEnaRrVehCwMTzapQUOxW49t4BOqiULZzn2VnKSkuamoiTZJBkYiBz2ffU+XwA4qi4PPZicUMHA6d1FSr+W4oFENV9+8GT0EhoUgnUUvCrTYdz605HFTm5x/A1Tg8lJfX86dzniZcVkqm28BAYe5Huyg5816mL3wAxeVp6xAhKcN6YK2E+uMfh3Deef3Yvr2atDQ3rsg45l55JYGSEhRVxTQM3GlpuB0qYvsaghGTtMwkkj0qvHKXVUFy1G9bNORvv929TzP3pCQn331XzLb/vY2iahhCQ9XANA1ChkaiPUrGiGPJPf74Fo2N6lKYdg2UbLcuqClgwnXwmwutZV+pOVa/oUPNnKehcKP1+wes3ko1pfDgZGuJmy8JTrgARo//6SVy+8OIw8alVg+lTn1/clmtJEntW/uffylJkiRJktTOjRiRQ48eycTjVqVGmj2AgiCOiqLs1QxWCGtakDCtaUc/cOGFA6mpCRONGgDE4yaVlfWcf/6An51ANWlSHuXl9ZimdS7DMKmsDDF58k/3I/qhhI4dEaaJaRhNtscjEdLz9v84h4u5b35LoLScVJ+CotvQdZ3MBIXlBSr5785p6/B+kt/vYMCADLKyfCTm5jJp1ixOfuQRTrj/fia89BJpvXtTv3UTwbBJTscUxo3rh+LyWpUkc6fv27y4maWmugmH4022hcNxkpNdhKtr0HQNzeUABVRNQ9V1VF0nc+Qx+30OIQTr15exdGkhgcD+N1/nxTugdDskpVvVPImpVoPpLSugY6/2nyAKBWDnRqirbLp95UfW7x3dbi2d021WwqiyCDChrgJm3gPvTvv15y7bBfecDU9dbyUc7z8HXr3XqsySJOmQIiuJJEmSJEmSDpKmqQwenMXq1aUEAlGKScfu0Kh3pJIqConH4tjsDX92xWNWD5PEfZcsTZjQm/LyembMWNmY8Jk6dQAXXjjoZ89/8cWDKC6uY+7cfDRNxTBMzjmnLxdcMOBnn7c3d2oqfSZOZM3rr+NMTESz26mvqMCVmEjvCRP2/2IcJrav2Y6uiCbLbRQFVEWh9Ls19DzvvDaMbv9pdjudjt4z3a73+PHU/mkUNp8Pj3+vRKXDDZXFEIvuab7cAi66aBD/+McX2GwadrtGLGZQWRnihhtGkdAxl7oFz2F3uRBOF6ZhoKsCzQiScexx+3X8wsJabrxxPtu2VaNpCoqicPPNozn77D4//8TqMmsZVlL6nm2qBg4XfPEWDDnp13/RLa0wH+ZMh+8+AbvTqoAaeQb87i9W0+tYGNjrtRwLW8lARQHDsJbS2V3W0rrfXLBnCtv+EgJevN2qxHK6oWgLBGvgjQehbIe1rM3u/OXjSJLULjRLkkhRlJuAh4A0IUS5Yr3V9S/gNKAeuEgIsbw5ziVJkiRJktQeaZpKerqX/v09IDqwzdhIf7GeciOBjkYQQmHrRqzPSPj9PT96DEVR+OMfhzJlSh4lJUHS0tz4fL98w263a9x553FcccVwCgtrycnxk55+4MuhjrrpJvwdO7LmtdcI19TQ/eSTGXb55bhTUg74WIe6AYOzmfNW0z9fTQGGgC69fnrSXHunahqJfQfAro3AXq+RcBBSsltuzHqDiRP7UFlZzwsvfIcQAkVRuOSSwUydOgBVgY9eOp6sHZ+gqBqKIjANweLUM7nopF9eAiWE4OabF7BjRw3p6Z7GKYMPPPAFPXum0L9XIhSss5ZFhQJWRV+PoVZSJBb58f47qgaR+ha4Es0gFoUXboNFs6BytzV5zZNoVT0tmgVuP5x1HfQcbvUlMk2r0Xk8biV2bI49I+413fr6y3YeeJKosti6rp4E2LzcOo/NYR1v0SzwJsGl/2z+r1+SpBZx0EkiRVE6AuOAgr02nwr0aHiMBKY3/FuSJEmSJOmwNG5cN959dyOGYaJpKi9qUxge+oJj1GV06psGPYbAcZP2qxmsx2Ona9cDv1lPT/f8quTQ91RNI2/yZPImT/7VxzhcjJt0NC8+toBdpVGSvBA3VWrq4azupeSc3oLjyFvDmVfCE5dbvWPcfoy6asJFu9jW5WQyN20itVevFju1oihcdtkwpk4dQGlpkPR0Dx7Pntf6cU8/y5fPvUnpgncJGxoJJ/yWKX+c8JM9ufa2eXMlW7ZUNSaIABwOHUVRmP3MfPo7noeacijdYSVL0juBwwOT/mZV3qRkWUu1vk+SCGElk4ae3CLX4qB9/DKs/BgiQatSR9MhWG1NMsvoDF+8Cb+9yuqrtGYh1FVZCTJFaUgo+cHZsITONME0IDHjwOMwG5YPVhVbx7A1JLZVDWxOWPWZlXw62AltkiS1iuaoJHoUuAWYvde28cBLQggBLFEUJVFRlCwhRFEznE+SJEmSJKndGTkyh3PO6cvbb6/DMASqqlDqGMWJj/wdbWTLju6Wmp/H6+C5Odcx4+Yn+GhpLX6bweXHhpl43/VWA+NDWY+hcNW/4b1phFYvYdu6bSwvVCiYMxOefI2BF17I6dMOoj/NfvB47HTpsm8iVLdpHHf5JLh80gEfMxiMNS4xa3JMxaD6y4/gBNOquNFtVgKoogi6DrSmDXYdCBfcDdOutnr1qKqVOMnNsyadtaKK/HxWvfIKlZs2kZ6XR97UqSR27rzvjl++Bb5kKCsApSGJZnNYU++yukE0bD26DYLz74LZT1hJIiMO5bsgpQMgrCWwNeVWouxHlsH+otQO1mPjN00T4Ebcaqyu6tY1lUkiSTokHFSSSFGU8UChEOK7H/wyzgF27vXxroZt+ySJFEW5DLgMoFOnTgcTjiRJkiRJUptRFIW//GUM48f3YtmyIrxeG8ce25mUFHdbhyb9Sim52dz81gPcHKi2Gv8mZ4KiEI9E2PbppxSvWIE/J4fup56Kze1m1SuvsP3TT3EmJjLgggvoOHr0zzYcb1O9hhPt+G+e6NQJI+rA5nJh94JpGKx84QW6n3wyvX7bspPOfq1gaSnr3nmHnYsWkdy1K0P/9Cd8WVn07JmCrmuEw3GcTus2RwhBpKqK43qWQTzatNIlFt3TSH7lxzDuYrjjbVj6gVUV02MY9D+mxZfg7a145UrmXHEFwjSx/3/27ju+qvJ+4PjnOefue7PJYBMgYQqIDBFRFBeg1r2tVqtYxbba1lVba93V1p91dLhq694DwYUDVGTLkJGwIQuyc3P3Oc/vjychoCioSW4Cz9vXfRFP7rnnOTfcS873fofPR/X69RTPnMlPnnySrIKC3e8cj4LphECm6gfkcgNCBcAaa6Fb/5YG+ZMuhDFTYdNKtU0IePV+VSbm8sLRF8BJV/2wRQuhSmhvP0NlKzU3Pw9kQFq2ys7K7fNDnxJN09qZkHuZYCCE+ADYU+H174GbgOOklHVCiE3AqKaeRDOAu6WUnzY9xmzgeinlou861qhRo+SiRd95F03TNE3TNE1LmmhDAzOmTaOquBjDMLBtG2EYROvqqNu6dWdDYKfHw8jLLmPSXXd12EDRsqef5u0rrsDl371EMRoMkj9pEue9+WaSVvbtqtev5+Wzz6aqqAgpJUiJ6XJx6v/+R+HUqbz9dhG33voJUoLDYRCPWxycVcPDfV/C5XbA1jW7BImi0GOAat58ws/hxCuSe3LAqxdeSO2GDXhjdSr7xrZoxEuP46Zwwr8e3/3Oz98Jn72q+hCt/1Jl7khbBX269oWrHtr7OPtoWGVWma1QYFK+Cf58igoUZeSpJtaNdTDhDBhzogpkdesHefk//liapn1vQojFUspRe7vfXt8NpJTHfMsBDgLygeYsoh7AEiHEGKAE2DWfsEfTNk3TNE3TtP2elJLShQvZPGcODo+Hfscf/80sAK1T+uqFF6hau5aUbt12btu2YAHhqiq8GRkIQ5X9xMNhVjz3HINOP53uo0cna7nfKREO73G7+I7vJdund91FVVERptOJ4VCXMrFQiLevuIJeK1YwdWoh/ftn8tZbRVRXh5kwoReTetbg+tdL4E0BhCojaw7cefwQaoAh45N3Uk3sRIIdq1aREq+B+iqVwWSaeKMhSme+Ag33QUpGyw6TL4c1C6CqBHJ6qn1sC446H6ZMUwGZvXF7W+8E8vrAbbPg6T/BwrfBsmHwYVC0WDWwFkIFsQ45XpW/tUZgStO0VveDX5lSyhXAzhmRX8skehOYLoR4HtWwuk73I9I0TdM07UAgpeSTW2+laMYMhBBIYNlTTzH+hhsYfPrpyV6e9iOtf/dd3KmpO//fTiSINza2lNg0Md1uInV1bPn00w4bJBrwk5/w3m9+g5VIYDYFXGzbBmDImWcmc2l7JG2bTZ98gjCMnQEiAKfXS7imhs1z5zLgpJMYMKALAwZ02WVHCSOPg8XvqfKn6lK1La2LChAdeTb0GZqEM9qdME3cHhfW9koc3pbgTUI48LtsWDgTjj6/ZYe0LnDDs7DsI1U2ltcXRh6rGlIny8blsH4JdOmpAlCrPoNIEHoMVM+5yw3z34beQ1Ujf03TOpy2Ct/OBKYA64AQ8LM2Oo6maZqmaVqHUrpoEUUzZhDIzd2ZVWLFYnx+773kH3003oyMvTyC1pE5fT5sy2rZ0JSRInf5Wm2QCMAVCLTn8r6XQE4Oh994I3PvuINEJLKzVK7bIYcw4mcd8Nd3ITCdTmRTIKuZlBJhGCpY9y378dPbVABlyfsQaVQZRJl5cNCR+zRxsD0IIRgx+Sjm/305fpeakmhZNpFogrGj8mBb0Td38vhg7FR1SzYrAa/8VWVsefwqqykaglgUNq1Qk84EahLbx8/pIJGmdVCtFiSSUvbZ5WsJ/MDOZ5qmaZqmaZ2UbbNlxquIeGS3PjSmywVSUv7ll+QfdVSrHjIet3jiiS955ZVVOJ0GF188glNPHbRPI8M7A8uyWb++BofDID8/Pen9fQadeSYf33ILrkAAwzQRhoHpC5CIxbHiCRwup1p3NIovJ4d+xx6b1PXuzYQbbyT/6KNZ/M9/EqmrY+CppzIetyg3AAAgAElEQVT03HN3ZhZ1JEIIBp91Fp//5S8qMCQEUkr1XHfpQt7BB3/7zqYJw49Stw5s2KWXEX3vaVZuaEAChiEYM7oPA3o5odfAZC/vu9VVqh5EGU3FJlKqvk/N5X0ut9oWCe054KVpWofQ8d79NU3TNE3TOqMtq+Hx63DNXYks2w6h7dBz0M7SDwk43O5WPWQsZnHccf9lwYJShBAIAZ98spkZM4r4z39OSXpA5cdaurSM3//+Q6qrw0gp6dUrnXvuOYa+fZOXjVU4ZQo7Vq5k9SuvIAyDpdU5zJNncqhnNpn1G3GaYZxOA3daGsf/7W+k9+mTtLXuqx5jx9Jj7Nh9vv+GDTV8/PEmbFsyYUKv3Uu72tgRN93E1s8+Y9vnnzf1uJG409MZeemlZBUWtts62orRNZ+xF53LwQveIWSk4E/14QzXqklho6cke3nfzZcChqEyikyHujWXYTZlVe7M2ErEkrNGTdP2aq/TzdqTnm6maZqmaVqnFAnBn06CeJSauJuXX1mMxyFUNs+A0USCIUyXi/NnzlRZRa3kP/9Zym+ufJl8VwVSGFQ4ehGynFiWzXvv/ZSxY7u32rHa29atdUya9F9qa8O4XA7y8gK4XAZpaR7eeONcXC4zqeurLylh9huL+NPDm8jumoHXY+KtXIvcuoqDxg3kuieuw5OaxN4wbeS551Zw//1fYFkSIdQ1/+WXj+Kyy0a22xqklBTPnMnaN9/EnZLCoNNOo8e4cZ0jKFpXCRuWgTcA/UeqyWJfF4/Be0/A3JfUe8uwo+Dkq6BLJ3g9v3gPzHkR0nNUkGjZxxALqxKz5kbVLg9k94K/L0jqUjXtQNNq0800TdM0TdO0vVg9TzXAzcglAzjiiAI+/XQdkcYIYvNGXN16ccL997dqgAjgg4ef5ozoi5hx9f82DuYFprAu0Z1Zs4o6bZAokbD56U9fY9u2enw+J+FwguLianJz/ViWZMGCEg4/vFdS15javTuzVy3DnxbA61UX+uHsQSQyBjBzW5hrhBtPUlfY+srKGrj//i/IyPDuDNIlEjaPPrqYSZPy2y3DSwhB4dSpFE7tAH14vo/3n4IZj7T8fyATrnoQuvXf/X5OF3LKNOITL8Tp9e7sbZY0UsKCmTDnBfX/Y6bCuJ+oYM/XnXqNmmA27031Z1oXQKipbNGwyjayEjDmxHY9BU3T9p0OEmmapmmapv1YoXp1QdRkQGEefXpnUb52A+bR59B12u9bPUBUt3UrPTa8STluhKEe2yFjjAu+zRbnhWRktOJo63b2+edb2bChBqfTxDTVBbLDYbB9eyMej4P6+miSV6hUVKj17MrhMJBS0tAQIyWldcsLk23BghJsW+6WxeVwqObKX3yxLallgB3e+i/hzYcgNasle6ihGv51Ldzyeks5FlA0YwYLHn6Y0I4deDMyOGTaNAadfnpyMqVsG+44Cxa/Awi1zhVzYOlsuPqRb46xd7rg7Bvh5KtVfyJhwMNXwY6tatqZbUNuvsqM0jStQ9JBIk3TNE3TtB8rfxgg1DQfQ11Au50mvXukwdTToZUDRACb58whO8tNaZ2FsCWGIUgIF6YVoY+jjHPOSf5I7x9q5crt+HxO6uqiOxsUgyozikQSHHRQTpJXqBx6aHeee24lfn/Lz7exMUZamoecHH8SV9Y2nE4Tw/hmoEIIgdNpqEyRLz+EbWshL19NE/N23Olu7Wr+DBUw2bW8LCUTaitUP7PegyEeZf3Hc/jollvwpKWR0rUr8XCYuXfdheFwMPCUU9p/3W88CAtnqilqhqmCPA3VsOwj+OhZWP4JLHlPlcVldYXjLoEpl6ufe/PP/sbn4atPoWIT5PaBIYerYJKmaR2SDhJpmqZpmqb9WN36wYQzYM5L6iJQCNVXZMwUyD+oTQ5px+MEUtz07eti48ZaEpbKZPIKwbW/Gk1ubue9OM/LC+D3u8jM9FJVFcY0BVKq0qbJk/vTs2daspcIwAUXDOPdd9dTVtZASoqbcDiOZUnuvPPo/Wa63K4OO6wnTqdBKBTH51PBjkgkgcNhMGF4AHnXOSQqtoEQOE0Bs/4Nv36sc/TS2RspoWIzhOpUeZjnewYBo6HdsoV2EgKKFsL//ggVm1jywVbcrgxcvq4AOL1epG2z+N//bv8gkZTwwX/A4VABIinVeh0uFdz67x8hEoREXH1/+2Z4/QE17v6ax1vO1+mCEUe379o1TfvBdONqTdM0TdO01iCl+rR8/gywLBUgOuhINXq7DVQVF/PKeefh79KFaAJ2bG/EkAlS3QkunDUTX5f2mzjV2urqIpx66guEw3ESCZsdO0JEowkKCrKYPfunOJ3JbVq9q+3bG3n++ZXMn7+N7t1TOf/8gxg+PC/Zy2ozc+du5oYbZpNIWAAYhsEttxzJqOLHqX/nRUrCKjiZluZmYK6Fa+REuPyvSVxxK6irhEeuhrVNjZb9aXDOTSowvK++/BAe+x1kdm2Z8BUNQbBWvXeEGqC+ksc+qsfrNjC69oPuBYDKoGsoLeWyhQsx2uj9ZI+sBEwbClWl6murqfmZ6VJfp2ZBuAFMpwocIVXAqGs/uPofMGB0+61V07S92tfG1TpIpGmapmma1kkt+te/WPLYY6oERAiEaXL49dcz6LTTkr20H62oqIpbb/2Y4uJqAEaN6sYf/3gkeXmdN0Nqf9HQEN3Zn2j06O4IAZvOHE7IcmC63EgJsZiF121wSD8T8fcFe86i6SxunqL68BgmCAAJvjS45Q0o2MepblYCnrgRln9E04Oofj5Z3WHNPAgHweHijUVBqurieF0Chh0JLi/R+nr8ubmc+eKLbXSC3+H2s2Dea6rnmmgKUNkJkKgMoURc/WyFAG+Kei/q0gMuuOX7BdE0TWtzerqZpmmapmnafm7UtGnkH3UUWz79FMPhoM/EiaT1Su7Ur9ZSWJjF00+fRmVlCNM0yMzsvI249zcpAReTjrRBxsBh8trr6+iWMPG4DOKoeIHbbRKLxghGDFI6w2j6b7NlDayc0zTCvSlIIqXqy/P2P+DXj+7b45gOuPQelY206nMIpMPBx8KdZ0GwBtx+MAzG9PcyY3GCUNTCXbGNmD8LKxZjzC9/uefHLdsIT96oshg9PtUT6PTfqhKx1nDQBFjwNthxFQACFSwSEhCqz5IwWrKhPH5wuiGrW+scX9O0dqeDRJqmaZqmaZ2RlFBZQlZWClmXXJLs1bQJIQTZ2ar3y6pVO3jjjbXU1IQ58sjeHHNMX9xu/atsu0tsgobfgbUZMEAEkLHzmB09mLNcn1EtM1SUSEoyRAMlvU5gYGcOEi37SGUBmQl1Xs1ZM8JQDae/D8OAQYeqW00FPPJLKC2GWFRl5Lg85GV4mTrCw+INUarDIbJHT2Dk5ZfTffQeSrcqS+G3E1TAyumCcD0882coWgR/eLl1zt/lgbw+EI+qKY6egAoCVWxS52OjGvaLpsb9Dpfq2TRgTOscX9O0dqf/ZdU0TdM0TetsNq+C//5BjZUG6DUYLrodsnt88762raZN2Rb0HPjNkdWdwFtvreW22+YAauT67NkbeO21NTz88BQdKGpPMgH108GuBpHTFBgIcszoh3nSfzpDRBWDZDFSCkCyyurNsNO/JQOmI6sqUwGRkmJ46yEVwLES6nsur2pObyegx4Dd95MS5r0B7z8F9ZVQOBpOulIFTb7uqZth+yb1GGvmI6UkEWrECobIMmFCfwflA0dR8NeHMb9tOuJL90BDDfhSWraZNix+V71H9B7845+LbgXg9qlpdc3BvvKNKkDUcxDUlKmeTbatAkQjj4Ur/94p32c0TVP0q1fTNE3TNK0zaaiBh65UF6npTaPgt65R2/746u4XZ0WL4P6fQ1WJ2p7TE6b/AwoOabmPlGoSm9PVchHYgTQ2xrj77s9IS/Pg8ahzk1KydGkZs2dvYMqUwiSv8AASXwL2DjDU37tIJEFdncDjinHS1FJufeoUhqbXki0r2Rz0M/C4Izh1SCcqfwzWquDN2gWq+Xxpscqi8fgh0qj68kSCLSVWX5/Y9c7jMOMR1djaG4BVn6nX4A3PQHbPlvtVl8OGLyE9V73muvTC2r4Fy5LYCOKmhzAe5s9bT/WDD3LYb36z5/WumQ/G116zpgFxqY7dGkGiIeNVoGjbWkjNVO8XVkI9J2nZ4PVDarZqsyQMuOL/ICXzxx9X07Sk6cQd5DRN0zRN0zqZWAQ2rYTyTepi64dY9pG6UA00lfUIAenZUFMOaxeq+5Rvglfug99NhJK1KqAUi6jymLvPVeUptg0f/BduOAauHQ93nAmrv2ilE209a9dWYds2Ho+DqqoQS5eW8cUX2ygtDfLqq2uSvbxOS0rJ4sWlXH/9+1xxxQzee289lmXvZacG1bAY2LK1joULSykqqmRbSQPRcCWnnjqIWE5/tvcYz/k3ncufbj2q7U+kNT11swq8pGe3BF+2b9kli6Zpm8OpJni9/Q/1WgIVRHrvSbWvN6CCsuk5EI/AR8/tfpx4FFWq1/R4fQaxvDaVyrBJo+Vgm9GVBY6DMbt0ZfUrr5CIRPa83i49vvk+IqX6GeW0UnDO4YRf/gMmXdDy/6f8WmVIbVymgmAlxeoWDbdkN2qa1mnpTCJN07QDWFUtFG2CzDQo7NMhkwg0bf8Qi8CLf4GZ/4Joo5qS1GswXPc/yO3z7ftJqbIOPH7wp6pttdu//b4N1bDkfXjqD7Bjixqx3TxVypsC0qH6mCyYCbEwzPiHGmOdmace9x+/hF8/Bn2Hterp/xh+vxPLkpSXN1BUVI3DITAMg4aGKO+9t57i4ioKCrKSvcxO56GHFnL77Z8QDMYQQvDMM8uZPLmAF144A/Ft/xg4hgKS+oZGNm+qxeVyIITE5TRYu6EvazZsZubM83G52nFMe2upKlMZRBm5O3sq7QwM1VWq16AwIBFTo+mze0J1GaycC+N+onoMyaaSq115/LBx+e7bsnuqYFKoHnypIAzWVDlZGfHi7FkAge4AGA6JnUgQD4VweDzfXPMZv4Ul76n3F6cbkBAJqeDRiEmt99z40+C0a9St2bKP4ZMX1PcMh8oqkhY8cQPc9rYuN9O0TkxnEmmaph2ApIR/Pg9TpsE1d8MF18E5v4Ft5clemabth2p3qBHaz9+h+neEg9BYD8WL4fpJEP2WLIE18+GWk+HWn8BNx8KTN6npQc0BnF0zCGxbJTnk5cOzt6kLtIZqQKpeRLHILgEjCVvXqiyitGzVmFaIpos9E97/T9s+H99TYWEW+fnpOwNEDoeJZVlEowlKSxsYPvyfnH76C2zbVpfspXYaZWUN3HHHHCKRBIGAG7/fhctl8NZbRdx22xzq6r7l76SZC75LCTWUkp4aJMUfJDO9ltXrC9laPoSGhhjLlnXSf0gaa5tG3DcFyHZm6qECQwg1MczhVK8bUK+7cFB93bytuXdRs0jom72LDAMuvFXdt7ocarfTPdNBFDdk5O28WywYJJCXhycjY89rHnQoTH9E9QyKNKpMnl6D4PZZbR+kWfQO+NNVv6W8PqrszJcKjXWq/FXTtE5Lh3g1TdMOQJ8shEdfhpxM2OaA4qGwpBe8PgfO9sJjJ4DLmexVatp+4q2HYMsqVfJlNr2wZFNZT005fPIcHPez3fcp2wD//JXKDsjIVYGeJe+pC9Jp90PhGFjzRVN2kK0CQIedCuEGFZTasaXlYrU5KyIaAgzVhLdio7qYC6TvflyPH8rWt+nT8X0JIfjDH47kgw82YFkSy0rQ0BBFSjBNQTxuMWvWOpYseZIVK35BIOBO9pI7vDlzNhMMxvD7VdaLZdk0NiaIxy3+9rd5zJpVzK9+dSjnnDP0mzv7LufdL0CGXic9A75cdRBfrj4IWxoIAZb1A8soky0vX2UBxSIqcOr2qiy/kmII+FUGIFKVmbk86jVpmtB/pNrflwJHnAUfPq168jjdqseRYcBR537zeAWHwO9fhkWzoLqMgyf3ZdM9/ya4fQeuQIB4OAxSctTtt397ZheoMrCjzoPNX6kgTW7vtnh2vsn8tmwxqTKuNE3rtHSQSNM07QD0wizwumGHA1YfDwgwg2A54CUPRGbDiycke5Watp9Y/F7TF7tc6AkDrLi6kCxa9M0g0WevqiwFX1OJmWGqDIM181SJy7T74Ys3VdmYwwHjT4ORx8EDl6vR1Fa85bGaM46khEiDms60ZZW6nxC79y4JNcDAsa38BPx4hYVZDB6cjW1LysuD1NVF1WAtW+J0mgQCLrZvD/Hvfy/h2mvHJXu5HZ5ttwRypJQEg7GdwR3TFKSmevjrXz+nsDCLkSO77r6zEAwefiJXXinIzvZjmiogEArFcblMhg/PbbfzaFUujyrfeubPKrDjdKvX3dAJMO4U+GquKhtzOFVppm2p113PgS2P8ZOr1Wv2w6dVg/leg+D03+x5uhlAVlc4/hIAUoHThk9k5fPPU7poEel9+nDQeeeRM2TI3tduGJB/0I9/Dr6P0VPUFDXbUs8TqGys1C7fzJzSNK1T0UEiTdO0A1BDo7quXNcbMFWACEDEwBOFd1xQHYHMPbRA0DTtezKdEEiD+h279Dlpai6LgN57uAis3Kqmje1KCNX7o75Sjbo/4kx1a7Z2oWok6/ZAKN5SOrNr+YvHD4MOA5dbbS9dp4JRpqku9rwpcOzFrf8c/Egul8lFF43gvvs+Z9u2BqCpP6+ERMJuCnBIFi0qTe5CO4mpUwtwOk2i0QQOh7GzYbUQgry8AC6XiWEYvPba6m8GiYBRo7pxxhmDefnlVViWxDAETqfJ3XdPwuvtxGmoh56kgqZzXlQZeUMOh/GnqiyhqdOgaKEqs7ItOOR4GDRu92Z+pgNOuFQFfqyECih9DylduzLummv2fseOYPBhcOQ5qi+RlCpQ5fHDpX/5jiwjTdM6Ax0k0jRNOwAdMw4efAYi2SowBKpixRDgEtAoYVNQB4k6hZ1BB63DGncyzH4aHG5INE01sm11QdmlhyoT+7qC0fDVZ7tvSzRlB+X13fNxipomm/UeovoZNZe0Gaa6eEvEIX+YChCBKmMr3wDbN6v7evzQc7BaUwd0ySUH8+STS9m8uRZQf+0dDgMpVRaLYUBBgR69vS9SUz3cffckrr/+A0KhOLYtEUKQmuqmZ880AJxOg9raPfcmEkJw3XXjOfHEQubPL8HvdzJxYh9ycwPteRpto+9wdfs6IWDAGHXbGyH2PUAkJVRsBqQqb+ss7+dCqMyrw05VGVbegAocefzJXpmmaT+SDhJpmqYdgE4/Dt75FIoqIJ4NRFQhjN8HcQlOEwrS9/YoWjKtC86nqv4BUmURDXRHeH/OqPQTEUYnucA4kEy9QjVylVL1AoqGVSlL/5HwiwdUycnXHXqyymaoKlVTzRIxtd9JV7VMOfs6v7q4J5ABPQapY4E6rtPd0iekuTykufdQvxEqU6KuEpZ/DLefAef/UV0Md7AL1nA4wZFH9uaTTzYTi9lIqTKIYjGbzEwv06fvwwW8BsC0aaMYPbobDz20gDffLCI720fv3uk4nSZSSsLhOJMmfUtAEhUoGjIkhyFDctpx1fuZ0nWqIX1z6WdmN/jZnapMrbPo1k/dNE3bbwgpO05zuVGjRslFixYlexmapmkHhHAEHngXbjFACvBbYJsQ98DP0+Hvo9rmuDrx5cfb2LiEcM00YniIijScshEv9VR7b2Z81h6yUrTkkxI2rlANpT1+1fy2S4+W8fR70lANHz2rAjeBDNWcdtjEb38B1VTAn09VmUJuv+oPUr5Jlb14Ayrg5HCqDKbuhbBpperDMmCMCmLVV6rHEYZa3wmXwom/aOUn4oeTUnLccU8jpaS+PsqXX5YTj6tsKbfb4P33f8qECe3UtHc/8+GHG7jxxg+RUmKaBrFYghEj8nj44al4PPoz5TYRi8CfTlbN6FOaMuAaa8F0wZ/eUIFbTdO0ViSEWCyl3Otv+DpIpGmadoD7YCvcuBbWOSDVhstz4cbBqvRsV2VxeKUBVkZggAvOTIMeTgjbMDsIS6LQywlTApCzh2uKRWH4vypYHYMcEy5JhzNSdcDoh5hXdgV+awUR0VJaY8oQNiYHd3sHx3cFHlpZ3datLH/6aSqWLyezXz+GXXABXQYO3PuOWusp26Cyjio2gT8DVn8G8RggVXCpdofqiRQOqswFK6HKy4QJ/Q9WU9c2rVSTnWTTZKKCkVBfBbe8sedMpyR59tkV3HXX3J19iQwDYjGLnJwA5503lNtuOzrJK+y81q+v5s0311JZGWL8+J5MmtQXt1sHiNrM0tnw5I2q7HNX1eVwwZ9g7NQf9riJuAouz3lRTTQccTRMmQbpOuNL0w50+xok0u/8mqZpB7hjeqrbd9kQg0tKodEGr4DFEXi1Af6WC/dWwYa4+gclLuHvVXBzNpycAo6mANCKCFxVpvoddTUhLOHuKvXnT3VZ2/fmtYuJsnvvD0v4CMhy6hKNZLna5xPomg0bePWCC0hEInjS0qjZsIENH3zA5AcfpPvo0e2yhgNe8WJ4eLoqIXN51EWhP0NdZGZ2hW1F8NztKnvJ44fULDXBLFijehvVVqh9JCpiG49CTm+VbSQEbFrRoYJE55wzlDffXMOmTbU4HKo5bv/+mXTrlsK7765n+vQx+0dfnCTo1y+Ta67Rk+HaTWOd6k32dbalXp8/1DO3wsKZKkDscMG8N1SPshue09lJmqbtk/b7qFHTNE3rtB6qhpANeQ5IM9WfCQnXVMD6OHR1gFPA5jgUx+CyUjhxi8o6AniiVv2Dk940bMlnQJYBj9eqwJL2/QSNQtwEd9vmlCGCZJDqaJ+mofUlJTw9eTKlixdTVVREVXExrkAA0+nk83vvpSNlKu+3pITn71IlZBm5qidRWrbqRfTaA6r8LBpSF53NTAekZKiA0qEnQ0aeuk8ipgJEvrSWxtUSNe2sAzEMQU5OgGHDcjm6Xx3n+mYyseSfdF/3KgGrlrKy4N4fRNM6An8a1JSpQO+2Iog0Nk2QMKHP0B/2mNu3wKJ3VYDY7VMTEjO7qveCJe+37vo1Tdtv6UwiTdM0ba++CEPW1ybaZprwWRgOdkNMwldR1fzaZ0BUQp0FV5fDjF4qcOT/2scSbgNqE+p+Xb7Pv0YyQdg2WRsXuAWUxOCDkHr8EwNwsPfHnm3Hl5NyOfHaabhlDTGRhkOG8FBPrecPONuh1CxYUcE/hw0jXF0NgB2Pk4hGSYTDdBszhpr160lEIji9B8AP49vEovDeE6rsI1ijpv6cdwtkd2+9YzTWqclkzeUqkZCaMhSPQt0OqC5tCfhYCRUgav5aGDDyGDjmpzD/LdU815eiLihBlZqlZEJhGzUn+xGGDctl49uv06/qfWzDiW24SC1fylD5FZnO05K9PE3bu61r4X+3qK9D9Sq7r7oMunSHMSfuebravqjYpMbPi6/9O2CasHklHK5fH5qm7Z3OJNI0TdP2Kt1QgaBmYRtqbXALsCRUW2Chysua75ZuqvK0eSEY6ILg17LqIzYEDHW/fRJfDjUXUbd9LKvLjubtisc5ZlOCs0rg/SC81QCXl8FTta1wwh1cYeBgRNrD1Iu+eNlBiHR2eG9jYuZP2vzYUkqePekkwjVN5RBNTaVkIkG0oYFgRQXOQADT5WrztXRo//glPHEDrJ4HW1bDu0/CVcOheGnrHcPlUYGf5kyhkuKmYJBTNarOyFWZBT0GqMll1eXqVlcJx18CefmqyfWEM+C3T0EgXX2vbofa96qH9n2Mdzs6aUpfCqo/IZhwURtxUlWXYEfITcBlsXXmq8leXodhJxJUrFxJycKFxMPhZC9H29WbD6rXbb+DofdQVQbq9kFWD7jkrh/erC+zqyph+3omp2WpZvSapmn7QGcSaZqmaXt1QTrcVwU2UBSDoAUJoIsB2y0VLFI9TVQwKdOAWkuVn/29Gk5JgbmNKpiUZqheRPU2XJfV0rfoOyU2QN0vCNmwPN4VL1HOcDxCo6OOf8SvpSwBIz1qTY9Uw9TA98xO6oQGp4yGlP9iSfWJT3s1AK8uLqZyzRowDAwhsK2WUiY7kSC0YwejrrgCw9zX6N9+aPMq+PhZNbJeGKoLvLQhWAt/vQgeXKTKQH6s5pKxT1+GlCyVkWAn1NSkeAQ2LIOsbqqc7JrH4cvZar8RkyD/oN0fa/A4uP0d2LZWBZl6FHbYrvLueB19evpZti5CPGZhmAKXy6Q+YvPpi+8z/ne/S/YSk27rvHnMvPJKajZuxE4kcHg8jJk+nSNuvhnDsZ+/OXYGxYtVzyAhID1b3aRU2URfzwL6Prr1V9MKV89TpaeGqbICfakwevJud5VSIjroa1zTtOTSmUSapmnaXp2dCuemwpcRVR4mBPR0Qm8nRKQqL7Noyg4S6pp4VVRlEpXE4eEaVQbW1wEbY+p34T92gbNS93EB4WdBximzMwGBLTxU2Dmc6nqRDOoJSWiUqi+SBFZE2+656GhM0b7X8sHycgzDQAAYBmLXYJCUFEyezMhLLmm/BXVEC96GWEz9YJp/OM0XftXlsHZB6x3r1F/DIcdDQxXEwiog5PKCJ6B6nGxdA1Yc+g6D065Rt77D9vyXxuFUvVB6DuiwASIAb2YmDQ1R3E5BVpaXjHQPfp8Tt8NiValJQ8MB9AawBw1lZcyYNo2qdeswHA6cPh92IsEX99/P/L//PdnL0wDSuqhA7q7ikZbA0Q8lBFx6D0w4U5Wj1lSoSYXXPAYpmUgpeeCBL+jb9wHS0+9hwICHePrp5T/uXDRN2+/ojxI0TdO0vTIFTPTD83WQYqh+Qi4BtgRHAjJMFSQK2ypTaGMCTKCPE7o5wbLh3aDaN82hMokeq4XhHuizLwkVVjEIHzGp+h4BSOFASkG2sZ0aO5VEU3a9QJWxaW0jPT8fb0YG8XAYaVkIw0A4HNiJBP7sbKY88ojOVADA3pld10Kqme2RVmyu7CWeuP8AACAASURBVPbCz+6E4y+FX41VDahNpwoYgQoQdbDm0z+WOyWFyuxD8FZ+gm2ngTAwrCgGktIu4ygpaWDgQHeyl5k06955h2B5OabTuTOjz+F2k4hEWPLYY8QaG9nwwQeYTieDzzyTERddhMPjSfKqDzDHXgzP3aECsw6XGltfXw2n/PrHB2g9fjj7BjjjdyqDcZeS0bvu+pQ775yLaRo4nQalpfVcfvlbVFY28utf68l2mqYp+tdoTdM0bZ/UWao0LMVUASIpVelZmQUVCcgzIY6adtY8sSwiwbIl8eLV1JWVkthYTKCumhxTUpWA31Z8s3XCHjmGgmwky1QlbwBeEUciKLG67gwMVTc1wT5YX++0mbSePRl63nk7J5khJdK2cfn9nPPGG5g6QARDJ4A3VV2gyaa/sbYNUqjJYvnDWv+YZevUiynSCMFqCAfV17YFtTta/3hJln3SxWzNGIMjEcYRq8d2eNg88DzqPd3IzvYle3lJFa6qworHd8/yAxCCui1bWPDgg5QvXUrJggV8+PvfM+OKK/Q0wvY2/jQ48ReqYXVdpSoVPe4SOPr81juGae4WIIpEEjzyyEJM08DtNolGE4RCccLhBNde+x5HH/0UW7fWtd7xNU3rtPRvcpqmado+GeJWiRF1FpQ1TSWrt1WJV1cnxGxVbmaitvkM2GFB4QuP0igFrmHjIFjD9u1lBHJzySwoZGtcUBSDAXv70N97LkRn0EVuJ8PIJGJHSBV1PGtNox4/uQZUWdDNAX/L28c+R9oPdtStt9Jl4EAW/+tfhCor6TZqFBNvvZXMfroxKgCFo2HcyTD3ZVX+ha3KzVLS4eSrVZ+g1lS7A569XWUPSVQfEinB4QDDCeUbVOmJP611j5tE55w/ghmzjqdcHEOGHyJ42VEZ4pRTCsjKOrCDRN3HjsXp9RJrbMRoyhCyLYtYMIi0LBKRCA6PB6fXixWPs/q11xg9fTrdR3W8SXb7pYZq9RqdfBkcdT7UVkB6jsoAakNVVSGCwRgul0ksZtHYGN/5IY2U8MUX2zjmmP+xYMHPSUvTn7Ro2oFMZxJpmqZp+6SrE47wweIIlCfUtLIYKmvILaAkocrSDFS2T1xC5vYSer/wGOHUTIRh4Ha7cbjdBCu2E2toQAjVz2ivzB6Q9jiGazxDXPX0dKUxz7gZp+9yPuwNL/WCp7rDqz2h7wE+VKs9GA4Hwy+8kEs+/ZTpa9Zw2tNP6wDRrkwTpj8CV/wfDBoH3fvD2BPhj6+r7IHWNutR2L5VZQ0IVEmbYULCUoGiQAasW9L6x02ivn0zeOSRqXTvlUVJNQQb41x00XBuuOHwZC8t6XqOG0ffY49F2jaxxkbikQiR2lqkbYMQCMPAikaJBYM43G5kIkHRG2/s3D8WDDLrV7/i/3r35v7evZk5fTrR+vokntF+onQd3HEWXHkwTDsI7rtYlZ7m5bd5gAigSxcfHo+DeNwiHG4JEAkBhiHw+12UlNTz8sur2nwtmqZ1bDqTSNM0TdsnUqppZf2axtmHbBBNmURb4ipgFLUhCrgkBCV0X/UlEkmv4mVUDxquvokahVZT34A/kMo+tw5x9IfUv2EAecDFbXKWmtZK3F444VJ1a0uzHoO3HoLGepAWIFVpmzBUsKprX9WjyNz/fuUbMSKPZ589jVAojtvtwOHQn32CCuKe/Oij9Jk4kUX//Cd1W7YgDAOX30+wvBwhBFII7EQCKx4HIUjEYgDYts2TEyZQuXYtpsuFBJY+8QSb58zh8iVLdDnpD9VYB388EUqLVbYfwOz/QfEieGSZeq22MbfbwaWXjuT+++dhWaoMVjSVjvt8DgxDpeAuWFDCpZeObPP1aJrWcel/TTVN07R9EpGwMQ69HKr0bKQH/IZqXr0trvoBhVC///pNSBUQd/vwGganb1nOoE2rqEvNoC6QRl1aF2JON3/OVv2NNE37Aco3wax/Q3quyhjy+EGYgFAjr91ecHrUtLOC/bOUSAiVAaEDRLszXS4O/tnPuGz+fI74/e/J6t+fjL59QQiVUSQlUkoS0SgOj4f8SZMAWPXSS1QWFeEKBHC43TjdblyBANXr1/PVCy8k+aw6sU9ehJLipuCtQ90MA7asho+fb7dl3H77UVx77aE4nS3BPr/fid/vIh63cLlM+vfPbLf1aJrWMel/UTVN07R94hIqKBRr+hTUFDDQpYJHcXYf5BS0ICFg+4hDMQIBrNpqLnj7cS586zEOWfwRE+e8wUs94Ii2z7DXDlRSwpr5qlfPs7fD2oX72CW9EylaqBpTZ+aB0w2JBLg9KqMo3ACegMoiuuw+FTDSDkjp+flIwJOWRmq3brsFipw+H70mTKDPkUcCsG3ePJASscuELdGUbrLt88+TdAb7gQVvqT/FLpdewgAkzH2x3ZYhhOD22yexfv3V9OyZgsfjwOk0iETiJBI2PXqkcsYZg9ttPZqmdUw6SKRpmqbtE1PA+WmqQXTzuPlKSzWqHuwCv4BMof60gGwTBqV52XjLAzh9PiLl5fRY8DFT3n+e235yBIVduyTzdLT93St/hYevgvlvwfw34aFfwGv/l+xVtS6nS9WLmA7oOwKyuqqsIW8KHHoSXPsk3D4TCvfPLKIDUSwYZMfq1YSqqvZ5n/yjjiKQl0ewooIugwaRNWAATr8ff14eh994I6f85z843KruN7VHjz2OYBdCkNqrV6udxwHHn0FLndmuhArwtrNu3VL57LNLOfbYvrjdDlJTPRx6aA8ef/xk8vMz2n09mqZ1LKIjjbwcNWqUXLRoUbKXoWmapn2LhISHquGFevXr7rYYeA0Y4IKFEfV9h1DZRkPdqin15ADckplg+8qV2JZFztChOy9ItLZVRy011BAgQBZdEOxy8betSJUqbVgGWd3hhJ/D0E7W9NdKwFefwcZlkJ4HI4+BlExV1nH3eZCerRo4g8q4qdsBN76g+vTsD+qr4JaTVJaQu2miVzQE0TD8eYZ6LrT9gpSSpY8/ztInnkBKibRt+p9wAhNuummf3k+DFRXMf+ABNsyejelwMOCUUxj9i1/gCgR2u1+4tpaHCguJh0I4fervVDwcxuF2c3VxMd4MHUD4QdYuhGvGqWzGXd+TDBNufRNGnZC0pTU2xgiHE2RleXfLINM0bf8jhFgspdzrJ0c6SKRpmqZ9b422yih6pwEerYU8B1QlYFVMlZwlpGpwnW7Cf7tDL2eyV3xgsbD4hI8pYi0CgUTSlW6cwGTcuNWUnfsuUkEWf3pTYCEEF/4Zxk795gNKqb7v8qo+Gh1BNAwPT1cBItuGYK2aFNR3hJomtupzyO65+z5VpXD2jTDhjOSsuS0s/wT+cxMk4k1ZRU742Z1w0BHJXpnWiopnzeLDm2/Gn52N6XRiWxbBigoOOu88DvvNb/b5cZp/7/+uYMDWzz/n9YsvpqGkBIBAt26c8uST9Dq8kwWRO5q//Rw+/B/YCUCoANGoyXDLa3vM3tI0TWttOkikaZqmtbmqBJy9Dept6GKq5tUb4+rrn6bDBWnQXQeI2o6VUH9+bXLVcpbxKXNJIWVnkKiRRgYwkKM4Gp64EZZ9COk5fLolwONLs9hWa3JwXojL/nMnBQOzWx5syQfw+gNQUwa+NDj+Ujjq3ORf1Mx+Gl79G8SiUL4e4tGmbwg1Ct50wkETdn9uqsvhwlthzJSkLLnNhBqgeLH6mRQcAt7A3vfROpVXzjuPhpIS3KmpO7clolHqtm5l0Cmn4M/NpfCkk8js169VjielpHrdOpCSzIICnWHSGqSExe/Ce/8BKw4Tz4Xxp3WcwLumafs9HSTSNE3T2sWWuCpBmxOCFAHnpKkAkVNfU7Sd6nLVc2f5x+oCY+SxcNq1O8uLnuVpIkRw4dq5i41NhDCXcBmOm08GK86MTTnc8kl3fA4br8OmLmTjzB/MU0+fQb9+mbBqHjwyXU3K8gYgFob6ajj9t3D0eUk6+Sb3XADrlsKOLRBpbNrY9DuNy6uCRnn50GuQ2hZqAGnDrTPAn7rHh9S0jsKKxVj//vts+vBDPBkZFM+ahcvnw+HxAGBbFttXriRUVUX2kCEIVHbQ0XfcQd9jjknu4jVN07QOaV+DRI693UHTNE3TvksvJ/wlN9mrOIDEIvDA5VBTrnruSGDRu6qE7LpnwDSJE8f42mwKgcBu+o/c3iTWr+CB+bmkuy38Tovezh24PFEWJ/ry+ONLufPOSfDOo6rfTXNmissLqVnw7mNw5Nlgmu1//s2cLqgtV4EfpMqiaf7cKxEHlwfqK6F2h9rmDcCl9+gAkdbhWbEYs66+mpJFi3C43ViJBPVbt+Ly+cgerCZPNe7YQbi6GndqKoHcXASqd9Cc226j14QJuu+bpmma9oPpIJGmaZqmdXAJCXUWOMwQ5SsfI7v6KxKZXUghjhePGoFetgGKF8HAsfSjPytZQYCWsqMwIfLoigsXwcnns3ju38jp4yB9S5BzvvqAnEgt0unhPLmCf39wAn90GGR+mmByYRYDAnbLYlwelckUj4Dpb78nQUrY/JW6+dNhzFSY8xLwtZS15hHTQsCAsao/DwL6DFWBJU3r4DZ98gmlixfjz8mhfssWGsrKsONxItXVOLxefFlZ1G/ZghCCrIKCna8Ap9dLYzBIdXExOUOHJvUc9lvBWlj2kQpA5w+DwtG6XEzTtP2ODhJpmqZpWgclJbxcD/+ogXrbImjU85stWzjVThAmTIgQWWSRQorKqKkqBWAkh7CFTdRTj8BAInHhYgJHUMkO3uy/mmjeGLLW1NLLb7OydixD7l3B+0W9eX1LT5BxSlfPIeDszTMrg9w4sZLTBtWqRUWCkJHTMk2rPVgJ+N8tsPg9dZ7CAF8K9ByogkYI9WQJoW7NF21Tr1A9ejStE9k8Zw6m00nV2rWEq6owXS4MhwPLsghVVmInEuBw4MrORmSmYrkMzLC9c+pZ81QyrZVt+goevkq9B0qp3mcGjoPL7tMBaE3T9is6SKRpmqZpHdSsINxdBRkGeB0NNNpR3vceyXHMwJQGUkANNfilH0MYqgcP4MPHGZzNOorZznYyyKCAQnz4eI1XSGCREuhGz3Tw7yinMSuVTyaO4IX30wmICGmeBFIG2RpNJ0WEuHduFpN6VpFGg5oqduYN7du4esn7sHAWZHVtyRRqqIa0LtBvBJRugIZKNeWMphHTx1wMh53SfmvUtFbizcwk1thIuLoa0+1uaRotJZG6OraOPYplRx7LKOcMKid2x+lykLItQuDfa8ktKCA9Pz+5J7A/khKe+r0aW5/ZtWXbV5/Cgrdh/KnJXZ+maVor0kEiTdM0TeugHquFFAO8BtQRxmXAmv7DWJk5kEOrviSaFsCWCez6bRiFY6Hv8J37unAxmCEMZsjObXHilFO+swyta66XWJ1JrC7GxmHZ+MxG3KbKyHEJC6fbSbndBb+rkeVlLiaM7AeTL4Mh49v3iZj/Fnh8LQEigECG6jc0/REoXghr50Njg2pUPelC6FHYvmvUtFZSeOKJLHn0UaSUOwNEiUgEmUhQPWQkb/zsesYPX4I0B8OGcuLCoCHLiXXLCE7NvFJPImtFUkpKSxtwVm8hu6oUkZ7T8k0hwOuHhTN1kEjTtP2KDhJpmqZpWgdVllBZRAAOHESJYjhMbjjnfp5YcxM9Fi5HCoF1wkU4jr1iZ3aPlJJNH3/Mmtdfx4rF6D95MgUnnIDhMjExkUjsSAwrAS63SYrHhVVpku4ziMdsBJIGkYJhCKJxgczthffaK2FUtyQ+G98iNUuVlU29Itkr0bRWkVVQwPjrr2fm9OkkolEQAmGaOHw+lh17OqkpITLTqghGsiE/Hbe0sX0BcrpISo068pJ9AvsBKSVz527h3ns/o6KikRxRwwPZNXQblIHXt0tpmS3B0JdTmqbtX/S7mqZpmqZ1UAe54asoZJqQQgqNNBKyHaSm2Pz58BtZOTKHVOHk8tQsLnWBp2m/z++7j5XPP4/T40EYBiULFrBp9myOv/9+Cqz+LKz4kPjGSgwhcBtxXD4D74e1hCwPfhGmXgZoEAESCRu32yQry8eIEUm89Bx7EqyZD/60lmyiYA1k94Dc3slbl6a1kREXXUTF8uWsmzkTT2YmsmnkfX3XXqS4w0gpAIE0HVh+H7bbg00jtdQke+md3qpVO7jpptl8+OFGbFuSmekltSCX4sZMYis2MGD0AAxDqPLWaFiXtWqatt/RQSJN0zRN66CmZ8LlpbAjASmGB9POJSaD1CCobMwl2xSkyXQer4X1MfhbHtRu3syqF18kkJuL0TSi3p2WxpbPP6dk4UKMzxcj8zYjRmYjJYSFF+esTZwWzWauN5V1jVlUhwQQQwjB4MHZPPDAZByOdpzgY22F8EtgFYNjGIz4CXx1QlPjakt9cu9LgYvvbN/eSJrWjo656y6yCgtZ9dJLxBobCeTlUVCxiWXxQQghkdJWWUZONwJwCJtcnUf0/dVXwbw3YMMyqlPy+cUjXrbXJBACfD4n9fVRvlq1g+dHnsfPw4/RuG0bKQGn2nf8qTDy2OSuX9M0rZXpIJGmaZqmdVDDPPBkd3i8BlbH4Ei3l25OF8/XS/IcAhMTBHQTMDcE66OSsuefp3bLFoIVFfizs/E3B4tsm5IFC1j34ut0T0vDmh0mke7EuT1G6Zool29IZ0vYTTyumj+npDi55ppx3HDD4e0bIIp/BXXTQEZBeCG+CCIvwQVPwsRzYcsq8KervkgeP6z6HD58Bmoq1LajL4D07PZbr6a1EdPlYtS0aYyaNg1QAeDAbXeyfHuYjdt7k5+3GduRimUk6OmKkC5S6U9Bklfd8Ukpkdu3YmxeCdFGmPFPCNWDy80HX22kcX1//FndAYEQArfbQTicYH19Fr+L/IJ7D03n8OEp0HsIdO2b7NPRNE1rdTpIpGmapmkd2CA33LdLcsAdO0xcgLnLfYQAU8C8Bx+i9okniIdC2PE40bo6GnfsIPegg0AIPGlpWPE4hsOBWRHHVREnkjB4smgQm4MeAulOAgGDeNxCSsmMGUVceeVoMjO97XfCjfcBEszmk04DqwJC/4I+d0KfoS33nfMS8sV7iHv8OE0T8dEzsPhduO5pNflM0/Yj6b1787NH/8mEzSU8E+3LhngFee4VdHfGGOUYzsGMxI072cvssKx4nKWPPcaKR+4nVlFCXhcvh+UbZLvC0P8Q8KVQLroggMxYKevE7sHmaDSBxEHu0cdDQVZyTkLTNK0dtONHg5qmaZqm/VgFLrC+tk1KcGwvp/aF/5Hepw8unw+kxHS7idbXU7d1K06vl4KpU8kqLCRSW7tz37XVAWrCJg6HA9NUvxY4nSa2DTU1YT77bEv7nZyMQXw5iIzdtxuZEPts97tGI7y9eCEnnvwwh57yOFOOuJ3ncyYSKi9Dzn2p/dasae1ICEFBnx78aUAO/80+iL94z+NXjosZz+H48CV7eR3a5/fey+KH/46jrpyUVB+VDRZvza+hLmLA5q/AthmeE0aaDpyJEJnpLiKRBPF4AsuyaWyMMXVqIQU6QKRp2n5OB4k0TdM0rRM5IQBZJlQkwJIQk1BmwaHbVuMxBKbLRc7QoTh9PqxYDDuRwIrHmfzQQ/iysjj8hhsACFZUEKmtpaoyiDQcGE7nbseREhIJu6n8rL04QPiB+O6bZRSM3QNHs8qq+ePIS2g03fjKS6mIObhl9CX81zmc+U+9QiSSaL9la5rWoYWrq1nz+usEnDYO00AYBj6vC0vCqtI4WAkINzC+V5AROUHKwj569EynW7cUhBAMGNCFv/zlWP7whyOSfSqapmltTgeJNE3TNK0TSTXh8W4w0Q+VFkRsuCgNru6Tjmy6j9PnI2/kSLqNGkVGfj7jr7uOvOHDAcgdNozTn3uOoeeeS+6IERzz08nk5nfHMA1sW+5yJInX62TMmO7td3LCAM9ZYFeqBtUAMgGyDrwX7HbXf9ldSI0GEfUNSEviT0Twx0K8fsTZrCh38eyzK9pv3ZqmdWgNZWUYDgeGUFPhmjncbirrEyoqLiUObB4cu5Brz8mmV+90DjusB//976ksWHAZU6cW7sy21DRN25/pnkSapmma1sl0d8JfctV1TfNwLzt9GKndu9NQUoIvOxshBHY8jjs1lf4nnLDb/mk9ezLummsA1cR1aXg2zz67gpqa/2fvvqPjKK/Gj39nZntR75KLcLexsUGmGAzYNNNLaAkBEyAJ/gEhJIEQEwLhBRJySCCBlze0UEMJnWBMsenuwmBj414k2epd22dnnt8fawQCg2ys4nI/5+gIjXbmubPSMau7994nhlIK21akp3u49tpJlJSk9e3N+X8GqgXi/wVlAAq8F4PnrM6HKAVVuCjw+Ym2tqLrqSoofyJETWYxC11H0PDyai65ZELfxi6E2C2llZSgbBvbn4neUtt5PImD/HxvqloxmYDWBryHHscFF/ySC1yefoxYCCH6jySJhBBCiD3UV3d/1w2Dk+69l7kzZ9Lw+edouo43K4spt9xCsLDwO66hceutU5k8eSBPPLGc6uoOxo/PZ8aMiYwa1Q+7hGkuCN4I/hlg1YJRAnrG12KGIU6oyR9K+5YOso0QAK3udKxGqNBKcFtqe1cXQuyDPOnpjP3hD/n0scfw+LJwhJqIxJI4nTqjxw6By26B3BLIyIesgu4vKIQQezFNqd3nRVRZWZkqLy/v7zCEEEKIPZZSio7qaqx4nPRBg9ANo/uT9kAfhOFXdVC9sYl4YwdG0EXC4WLMyx8TW1zBZZdNYMaMif0dphDfKpmEjjAE/eCQt217nbJtVj73HJ89+STRmq2UDMrl4HNOIeOEcyEzv7/DE0KIXqdp2sdKqbJuHydJIiGEEELsieZH4G9bE7yzthV9Sys5c1YS3NzA6NF53HffSfj9rv4OUYhvUAqeewP++SyEIhDwweXnwTnTulYHCiGEED1pR5NE8r6FEEIIIfZIk3wwaZiLaEkmH37YQc0ppQwdehCHHFKCwyEDZsXu6b/vwh0PQ2Y65OdANJ762uOB06b0d3RCCCH2dZIkEkIIIcQezet1cvzxQ/o7DCF2yEPPQ1oAvO7U1143WAF4+HlJEgkhhOh/8jabEEIIIYTYpymlqKhoZdWqBhIJq1fXqq4H39c2zvJ5UseFEEKI/iaVREIIIYQQYp9VWxvi+uvn8PnnDei6hs/n5KabjuKoowb3ynqjh8LGLZCZ9uWxthCMkmI4IYQQuwGpJBJCCCGEEPskpRTXXPMmq1Y1kJfnJzfXD8BvfzuHjRtbemXNqy8E04TGFognUp9NM3VcCCGE6G+SJBJCCCGEEPuk1asb2bChmdxcP9q2rcX8fheWpXjttbW9suZBY+DBW+DgsaBrqc8P3pI6LoQQQvQ3aTcTQgghhBD7pLa2OLqudSaIvuBw6DQ0hHtt3XEj4O8zYeU6+O978PSs1EyiqYeAy9VrywohhBDdkiSREEIIIYTYp6xcWc9f/7qA9eubqaxsw+12kJaW2m5MKUUikWTSpAG9GsNLb8Mf74OWdkiY8NQsOOZQuP9mcDp7dWkhhBDiW0mSSAghhBBC7DNeeWU106e/jGna6LpGIpGkqSnCqFE5BIMeIhGTcePymTq1tNdi6AjDLf8HFdWgSLWdRWPw/Jtw7GHwo1N6bWkhhBDiO0mSSAghhBBC7BNs2+bKK1/HshSBQKqvy+t10NERxzRtxo7N49hj9+Okk4bhdvfey+TVG2FrPaCB+ytVQ+EI/O/TkiQSQgjRfyRJJIQQQggh9gmrVjXS3BzD7/8yM6NpGm63g/b2OPfdd3KfxOF0pBJCfm/X44YONfV9EgIANjaVVLCOdejoDGM4AxiAhtb9yUIIIfZKkiQSQgghhBD7BE3T0HUNpeCrs6ptW+Hx9N3L4rHDweuBeBI8TkAD2061ng0s6psYFIr3eZfVrMZARwHrWMM4xjOJw/smCCGEELsdvb8DEEIIIYQQoi+MGJHNoEHpRKMmSikALMsmmbS54IKxfRaHYcBVF6ReiMcSkEhAMgm5mfCzs/smhlVrP2Jx5du0l68hsnoLrhD48LOcZbTQ0jdBCCGE2O1IkkgIIYQQQuwTDEPnkUdOJzfXRyRiEgoliMWSTJ48kBtuOLJPY7n+pzDjfBhYCAMKYMgAuOxsOPfE3l+7auFC3nrqThKRMMpMEmlooPbTT0l2RFAoaqnp/SCEEELslqTdTAghhBBC9KuNG1u4//6PWbJkK3l5fi6++ABOOGEomtbzs3EmTiymvPxnvPbaWqqq2jnqqEEcfvhAdL1v5/C4XXD7NXDVj6G6PpUsys3q/XWVUiz8299wDNMxDAe6AbphYCUStFVU4Nt/EC7cvR+IEEKI3ZIkiYQQQgghRL+pqmrjJz95hVjMJCPDS01NiJkz32HRomoMQ6OtLc6UKYM58cSeSxplZ/uYPn18j1xrVxXmpj76im2aNG/YQLpeQkdCYXt09JiN7nQSSYZIx80ABvRdQEIIIXYrkiQSQgghhBD95t///oxo1CQ/PwCAy2VQXx/ijjs+wuNxEI9b3HffEkaPzuHll8+nuDitnyPes+lOJ56MDFRjmPyHqqm/qIBkuoFtWbhiDk7hFFy4+jtMIYQQ/USSREIIIYQQot8sW1aH3/9lUiIaNamu7iCRSOJ0GgQCLpRSfP55Iz/60QscccRAZs1ah8/n5Gc/O4jp0w/olba0vZWmaYyfPp2Fd9+N/3ODgX+MEsnTiLW2cfxlM8kjv79DFEII0Y8kSSSEEEIIIfrNfvtlsHFjM4FAKlHU1hYnmbQBDbfbAFKJDYdDY/78KhYt2orTaaCU4oorZvHBBxX861+n9+Md7OY+fAFm3w+6Aaf8P5h4EuN+/GOS8TjLHn8cu7UVR5uPKTOuYNhxx/d3tEIIIfqZ9sX2n7uDsrIyVV5e3t9hCCGEEEKIPrJ6dSPTp7+M222QluamycwSEQAAIABJREFUtjbE8uV1GIZGWpqn83Ht7XFisSRpaW48ntT7nJZlE4sl+eSTnzNsWHZ/3cJO6bCgNgl5Dkg3enEh24Zrj4LP5wHbKq00DQ49DX7/POg6yXicWGsr3qwsDKezF4MRQgjR3zRN+1gpVdbd4/S+CEYIIYQQQojtGTkyh3vvPZGCggC1tSHcboP8/ACG8eXL1GTSJpm0AHA4vjz+xWPeeGP9dq/d2BihtTXWi9HvuIRp85M3tzLo7UYmzm1g3KIObt1ikuyt92tnPwSfz09VEBmO1IcCFr4KKz4EwOF2E8jPlwTRDoo0NbHonnt47pxzeG3GDCo/+ojd6Q13IYToCdJuJoQQQggh+tXEicU8++zZRCImbreD5cvrOO20p2lpiWEYGrqu4fE4iMWsLkmiL/5Az831dbne/PlV/PSnr7J5cxsAY8fm8eSTZzF0aB/sMf8tfvjISmYXF+CJxHAqRWtblDsjAXJd6fw8rxdKimY/kPqsfeU9YcMAK5lKII07qufX3IvFWlt5efp0QrW1uINBOqqreWPxYg791a8Yd8EF/R2eEEL0GKkkEkIIIYQQ/U7TNPx+Fw6HzoEHFrJq1RXMnHkEkyYN4JRThnPjjUfiduskEkkglSCKRpMEg25+8IPRndepqengtNOepqKiDb/fic/n4LPP6jjmmMcxTatf7m3z5lbm+tPwJi2cmoau63icBnZThPuq4vRKMYptkSod+joFDnmfeGetevFFQrW1BAsLcQUCeLOy8OXksOS++0iEw/0dnhBC9Bj5P4QQQgghhNjtBINubrjhyC7H3G4nN9/8HuFwAoCsLC/PPXcOTueXlTj33ruYaDTZOQhb0zQCATdNTRGeeWYFF154QN/dxDYbNjRjBf0YMZNYIgloOJ06uqVojNvYQI/XEh13MTzwK1D2l9VEtpWaS3TmNT292l5v65IlOL3eLscMlwtl27RVVJA7evS3nCmEEHsWSRIJIYQQQog9wtVXH8Ill4xn7txNpKW5OOqowV1mFwGsW9e03XOVUmzY0NIXYX5DQUEA7ZWttA7NQ48kO48bWT4m2AkMrRcWPWUGvPMErP8ElJWaXa1pcOIM2G9cLyy4d0srLqbm44+7HFO2jbIsvFn918YohBA9TdrNhBBCCCHEHiMYdHPGGSOZOnW/bySIAA4+uBigy0Dh1H9rTJxY1FdhdhEMujCeXYJmWqgcPwTc2Jk+TNPmmt7KLzhdcPdCuPZxKJsGh58Fdy2Aq+7tpQX3bqPPOQdN00iEQgDYlkWoro5BRx5JoKCgn6MTQoieI0kiIYQQQgix17j88onk5HgJhRKYpkUiYREKJRgxIpsjjxyIbdt9HtPChVsZpNkMuGcOzrdXoW1tIbBoA0MffBd7bX3vLWw4YOoFcOvrqW3vRxzce2vt5XJGjOC4O+/E8HgI19cTbWpiyLRpHH3zzf0dmhBC9ChpNxNCCCGEEHuNQMDF/PmXcvXVb/D++xUYhsbIkdlUVLRRUPBXPB4HF1wwjr/97YQuO6X1JsPQMAyd/XO9jK6swd5cg8OhU9MexeiVXjPxXaqrO2hoCFNamklamnuHzxs0eTIDXnuNcF0dTr8fT3p6L0YphBD9Q5JEQgghhBBir1JcnMbzz58LwL/+tZRf/OINDCO1e1oyafPQQ0uJREx+85tJ/Pe/a2hpiTFlymCOPnpwlyHYPeXwwwfidOrEYkk8Hge6DtGoidOpc9hhA3p8PbF94XCCP/zhXT78sBLD0FAKLr30QC67bAKatmPJOt0wCBb1T9uiEEL0BU31yp6b309ZWZkqLy/v7zCEEEIIIcReYvTo/2XLlna8XmfnMdO0ME2LYcOycTh0DEPHNC0OPriYu++ehsvV84miWbPWcuutH2BZqdfehqFxyy1TOO64IT2+lti+m256l9deW0tBQRBd1zBNi4aGMH/+87Fdfg4hG1bEwKPD/m5wSLGXEGIvoGnax0qpsu4eJ5VEQgghhBBir6SUor4+/I22MsPQaW2N0doaIyfHR2amB13XWLRoK++/v7lXEjcnnzycQw8tYdGirWgaHHJICVlZ3u5PFD0iHE7wxhvryc8PoOuprI/TaeDzuXjqqc86f+azOuD2RrBSs87JNuDvBTDU1Y/BCyFEH5IkkRBCCCGE2CtpmsaAAWmsX9/c2UamlKKlJYpS0NgYobk5yubNrYwbl4/LZfDuu72TJALIzvZx0knDvv8FPp8Pc5+AlloYdRhMvRCyCkAp0GU/mu8SjSaxbToTRKCoqwtTUdHKmjWN3H77h0yZfiC3xP2k6eDZVkzWbMHVtfDKgG+vKGppiXLrrR/w6qtr0XWN884bzQ03HInbLX9qCSH2PPIvlxBCCCGE2GvddNNRXHjhy0QiCTweBx0dCWxb4XLpeDyO1LbmCYt165rIzw+Qmenpt1iVUrzyyhqeeGIZzc1RDjtsAJdfXsbAgekw70V4+jZweVIf7z4Nrz8A/nRIxEB3QEYeHHwSnPRz8Pj67T52R9nZXoqLg7S0xEhLc7N5cxuVlW1Ylk1GhpvHH1/G46Yb7w/L8Hi+TLhlGVCfhGUxOMibalVctapx20D0HGKxJFOnPsbatU0YRuq8O+9cwNy5m3j//Z/02XB0IYToKZIkEkIIIYQQe60zzhjF44/DjTe+S2VlG5oGgwdnEImYxOMWTqeOy2XQ0hIjJ8fPKacM77dY77//Yx544GPS0ty43Q7mzNnIggVbePqJUyl46e8QzEoliJSC9gZob4FYGNoaQNlQocGqeTD7AfjbfAhm9tu97G40TeOGGybzi1/Mpro6zubNrSSTNsmkTXt7gnDYJNIQIbc+RMnAtK7nAlEFS5Zs5Xe/m0trawzD0MjJ8XPYYSWsXduE2+1A08DhMFBK8emntbz++lpOO21kj97Hhg3N1NSEGDQonQEDZHc1IUTPkySREEIIIYTYq5155ijOPHPUtv9+tvOP/JUrG4jFkoDCthXXX384o0bl9llcHR1x1q1rJiPDQ06Ol8ceW0Zenr+zNS4/P0BNTQezn3yfn5hx8G9LXkTaIRoClxta6sDQQXemEkUOF9RVwFO3wM/v6rN72RNMnFjMU0/9gHvuWUxFRRuWZZGe7u6sAIovq6L+2JHYJcHOtrSEAk2Doo4wJ134EnV1YZRSOJ06bW1xFiyoIhZLkkjYQOqxwaALTdN4++1NPZYkCocTXH/9XBYu3IJhaFiWYtq0IfzhD0f1yo58Qoh9l9Q/CiGEEEKIfcZZZ42krS2Gx+PgoIMKOeCAfAoLg1x66QTOOWdMn8XxzDMrOOGEJ7niilmcf/7zXHzxK5im9Y0/+P1+F0vXxgAFtpU6mIilPicT2x617SW9AmwbDCcsmd0Xt7HHKS3N5LrrDsfrdeB0Gp0JIgDnymo8y7awKWRSn4TaJLRYcG02PPyPhVRWtuFwaJ2zhqqrO2hvj3WOhPoisdTeHkcpRUlJcKfj27KlnUWLtlBbG+py/M475/Pf/66hpqadurrUMPZZs9bxzDMrduHZEEKIb5JKIiGEEEIIsc8477z9Wbq0hnnzqlBKoWkaY8bkceONR/VZDEuWbOXOO+eTne3D5Uq1J23e3MqWLe3k5fm7JC6iUZOiYUNh4Cmw4OXU3CGX98uEEV+ZpqwBugF2EpzuPrufPU1BQYDBgzNYurQW21ZoGiSTNgYw8JWPmXHyIOrycwlocFIQRrrh1tnrMQwNfduAcMtSxGJJrC/ydgl7W7tZqsrH6TS48MJx3cayfn0zL7ywis2bW9m8uYXq6hA+nwPLUpx66nB+97vJRCIm99yzmEQilUSMRJI0N0cpKgry7LMrufDCA3rx2RJC7GskSSSEEEIIIfYZLpfB3/52AqtXN7J+fTP5+QEOOqgQw9CJRk0WLtxCJGIyfnwBxcVp3V/we3j++VU4nQYuV6pqSNM0ioqC1NeHqapqp6goiNOp09oaw+nUOf/8MVBcBoYDFr6aShD5M1KJoMatkDRTF3Y4UkkiMw7H/6RXYt9b3Hzz0Vx00ctEIiZKKXw+JwUFAbxeJxeNycDrhUTC4r//XctfZq1l8+ZWbFth2zahkIlpWliWAlJVREqlPpJJhcOhc801h1JU9O2/P0opbr/9I/7xj4WEQglM08ayFH6/k3Hj8snK8vDSS6sZPDgDt9tBNGri96fa2AAcDkV1dQc5Od4+eb6EEPsOSRIJIYQQQoh9iqZpjBqV22X+0MqV9fziF7Pp6Eigts2hueyyCfz0pwd1/mHeU5qbIzidXac+aJpGcXGQE04YyrvvbiYaNRk5Modrr51Eaem2AdTn/w7O+AVEOsDtgzmPwtuPwabPvqwiMqNwyClw2lU9GvPeZsqUUi65ZDyzZq2jrS1OfX2I9vY4Awemc++9S7jqqoO57rq3+eijSgIBF4ahEY9bxGJJlOp6rS/azIJBF/G4RWlpJhdfPP4713/nnU088sgnRKNJAgEXLS0xdF0jFkuyenUjhxxSQmaml2eeWcH+++cRCLiIRpO43Q50XUPTNCzLZsyYvN56ioQQ+yhJEgkhhBBCiH1aMmnz61+/hWna5OcHOo89+OBSDjqoiIMOKurR9aZMKWXp0hrS0z2dxyKRVKXIjTceyU03HYVp2ng823mp7vGnPgBO/0XqIxGHj56D5jo48DjYr/s2p32drmvccssURozIZubMuZSUpFFcnIbTafDMM59RWdnKwoVbKCoKEoslSSZTw82/niDyeg1MM/U9y0q1Lx5//H4MGpTxneu/+uoawuEEDocOaJ2JSaUUpmkTiZi43QYNDRHefnsDTU0RbBvCYROXK7Ujn8Ohc8kl352MEkKInSVJIiGEEEIIsU9bubKelpYYeXn+zmMOh46mabzxxvoeTxKdfvoIXnttbefW6YmEha5r/OlPUzsHV391LlG3XG6Y+uMejXFfoGkaS5ZUU1ycTk6Or/N4Xl6A119fR1qaG03TWL++GVBkZnppaYluqyxTOBwGgYCbZDKV1MnJ8eHxOPjtb4/odu1EwsIwdJRKDTVyOnVM0yaVMErNSdq6tZ3a2jChUBzQ0DQFpJJRhqFzyinDmDixuDeeGiHEPkySREIIIYQQYp+WTKaGDn+drmskEtY3v7GL/H4XDz10Gm+8sZ5586rIz/dz5pkjGTYsu8fXEt9ty5YOvN6ufxI5HDqGoWPbYFk2ra2xzh3NUo/V8Hh0QqEkiYSFbSsyMjykp3u48MIDOqvRvstJJw3jnXc209ERRykdn89JW1tqpzSnU6e9PUZLSwzLsvH5nCgFoVCicw6S221wxx3H9XgrpBBC7HKSSNO0q4ArAAuYpZS6btvx3wGXbjv+C6XUm7u6lhBCCCGEED1t//3z8HgchMMJNE2jvj6MaVrE4xaffVbHwQc/SEaGhwsuGMsFF4zb1iK0a3w+J2edNYqzzhrVA3cgvq+JE4t44YVV+P2uzmPRqElRURBNg9bWKEqlBlYnk6kB19nZPqqrO/B6DTIzPSQSNpMnD2T69AOYNm3oDq07bdpQ5s7dxEsvraKxMQJouN0OioqCTJ06mEmTBvLXv84nHk8CGrqukZnpJZlMDcwuKUnbfjuiEELsol36l0XTtCnA6cABSqm4pml5246PBs4HxgBFwBxN04arL+ophRBCCCGE2E243Q5uu20ql132KpWV7ahtg2eSSZtYLLXTmWna/P3vi6ivj3DttZP6OWLRUy68cBxvvrmBuroQwaCbWCxJPJ7kj388miFDsvj9799h8+Y22triZGZ6GDEiB6/XgcOhc+KJQznvvP2ZMKFg59oDAacztcvej340lvfe20Q4bDJ58kCOProUh0NHKcUjj3xCKGTS1BTprGTSNA1dhwED0snI8HSzihBC7DxNfX362s6crGn/AR5QSs352vHfASil/rTt6zeBm5VSC77remVlZaq8vPx7xyOEEEIIIcT3EQ4nmDr1MSIRE13XCYcTNDSE0TSN0aNzyc72kUzaNDdHeeONC8jMlK3H9xZbt7bz2GPLWLKkmqKiIBddNI5DDikBUoOkV6xo4MYb32Hr1nY0LTVk+ogjBnDHHcfhchm9FtfDDy/l7rsXUVPTTjKp0HWNeDxJYWGQf//7rM4YhRBiR2ia9rFSqqy7x+1qjeJwYLKmabcBMeA3SqklQDGw8CuP27Lt2PYC/RnwM4CBAwfuYjhCCCGEEGJfFw4nmDNnI3V1YYJBJ1lZPo44YmCXlqKvW7myAU3TGDw4td388uW1OBypuTSNjRGys304HDq6DjU1IUkS7UWKi9OYOXPydr+naRpjx+bx4ovn8cknNdTVhSktzWDkyJxenwc0ffp4GhsjPPvsSlpaooRCJpMnD+Kuu05g1KjcXl1bCLHv6jZJpGnaHKBgO9+6Ydv5WcChwETgP5qm7bczASilHgAegFQl0c6cK4QQQgghxFfdf385118/l46OOLadqr4YMiSLkpIg9913MiNG5Gz3PI/H0WV780DATVtbHPhypzHLsrFtRWFh94OJxd5F17Ue3+WuOw6Hzm9/ewQ//elB1NWFKCoKkp4uLWZCiN7VbfOsUupYpdT+2/l4hVSF0IsqZTFgAznAVmDAVy5Tsu2YEEIIIYQQveKTT2r49a/for09hmUplALLUqxf30QoFOeGG97h20YtjBmTS16ej+bmKABFRQE0LTWXKDfXRzRqUlcX4uyzx0gVkehTWVleRo3KlQSREKJP7OrWDC8DUwA0TRsOuIBG4FXgfE3T3JqmlQLDgMW7uJYQQgghhBDf6t57lxCLJVEKNO3LD9uG6uowlZVtVFa2bfdcw9C5665ppKe7qa8P0d6eYNCgDCZNGkA0aqJpGldeeQjXXHNoH9+V6AmhUIK77lrAlCmPcfTRj3LHHR/R1hbr77CEEGK3s6szif4F/EvTtBVAApiuUm/PrNw21PpzIAlcITubCSGEEEKI3lRd3Y5tq23DhbtWDLW1xbptExs6NItXX/0hn35aSyRiMnZsHpmZXpRSvT5/RvQe21ZcddXrLF9eR3a2D03TeO65z/nkk1qefPIsHI5dfd9cCCH2HruUJFJKJYAff8v3bgNu25XrCyGEEEIIsaOOOWY/3nxzA5qmOucLffFZ12HgwHQGDkz/zms4HDplZV1nz0iCaM+2dGkNK1c2UFgY7PxZFhQE2LixhQULqpg8eVA/RyiEELsPSZsLIYQQQoi9wlVXHUxGhgfbTn3dNUGUwe23HyMJn31QRUVrZ4XZFzRNI5m02bSptR8jE0KI3Y8kiYQQQgghxF7B7XawaNFlDB2ahdfrwOs1yMnxctZZo/joo0sYPjy7v0MU/aCkJA1d/2Zy0DA0BgxI64eIhBBi97WrM4mEEEIIIYTYbQwbls2KFf+PhQu30NQUYcSIHEaNyunRCqJk0ubVV1fz4ourMU2Lk08ezjnnjMbrdfbYGqLnlJUVMWRIFuvWNZGb60fToKEhQklJGocfPrC/wxNCiN2K9m3bgPaHsrIyVV5e3t9hCCGEEEIIsV1KKX7/+3eZPXsdwaAbXddoa4tx4IGF/POfp8gQ5D6SSFjMnr2O2bPX43IZnHHGSKZMGfytycCWlih///siZs9ej1KKo48ezPjx+axd20xhYYBTThlOcbFUFQkh9l6apn2slCrr9nGSJBJCCCGEEGLHrF3bxAUXvEBeXqCzhUkpRV1diLvumsYRR0hlSm9oa4vx7LMrmTt3I4GAi8bGMFVV7fj9bmxbEYuZnHfe/lx33eHfeR2lFB0dCWbMmMWaNY04nQbJpI3LZfCPf0zjoIOKvvN8IYTYU+1okkje6hBCCCGEEGIHrV3bBNBlxo2madg2rFxZD0BVVRtLl9bQ2hrrlxj3NpGIyWWXvcr995dTXx+hvLyaOXM2kUjYZGR48PkcJBI299yzmOefX0kyaX/rtTRN45lnPuODDyrYvLmVtWubCIXigOLmm9/DthXPPbeSsWPvIzPzDoYNu4e77lr4ndcUQoi9icwkEkIIIYQQYgdlZ3u/0dJk24pwOMGCBVW88soaampCeDwObFtx8cUHcPnlZZ3nbNjQzPvvV6CU4sgjBzFsmAzT7s6bb25g06ZWiopS7WCNjREcDp0tW9rx+RysW9eCUgrTtPnd7+bywQeV/PWvx+N0Gt+4llKKv/xlPi0tUbxeJ5oG1dUh2triJBI2f/3rPG655UNA4XIZ1NWF+MMf3qWxMcxttx3Tx3cuhBB9T5JEQgghhBBC7IBEwmL58joqKlpZvbqRgoIAAwaksWJFPdFokjff3EBbWxyv18H+++fj8zl56KGl7LdfJiecMJQnnljOPfcswrZT4x7uv/9jZsyYyE9+Mr6f72z3tnDhFtraYtTWhjAMHZfLADQsS7FqVSNutwPDMIAkubl+5s2rZM6cjZx44rBvXGvZsjra2+O4XEZnNZjH4yAcTtDeHuO++8rRNPB6XQA4HAaxmMmTT37GNdccRk6Orw/vXAgh+p60mwkhhBBCCLEDbrhhLvff/zHDh+eQnu5m69YOFi7cQiJhMX58PrFYkkDAhVKptjTD0PD7XTz11Aq2bm3nnnsWkZXlpbAwSGFhkLQ0N//zP+8zffrL3HbbB6xZ07jddXenGaJ9LZGw+OCDzVRXdxCNJunoiFNd3U5HR5xwOEEkYtLeHicaNXG7DTIzvXg8Tt56a8N2r1dR0UpmpgfLUp3P6xdVSJmZXiIR8xvDxx0Og3A4QXV1R6/frxBC9DdJEgkhhBBCCNGNL9rEioqCZGR4GD++kMmTB+J2OygqCuL1ppJDmqbhcOhEoyaxWBKn06C1NcrixVuxLNXZAhWPJykv30plZRuvvbaWp55awUUXvcx7723qXHPTphauvno2Bx/8IFOmPMo//1lOImH111PQLz78sIJIxMTtdqBUKrETiyUBcDh0lEq1+yUSFmPG5KHrYFk2Pp9zu9crKUkjLc3NgAFpmKZNImGRSFj4fE5mzCjD63ViWV3nD1lWarB1UVGw1+9XCCH6mySJhBBCCCGE+BqlUnOGvkjKbNrUwtcLepxOA8PQCYdNXC4dr9dBMvllEkfXNdraYhx99GAMQ+eLUUa2rSgvr6ajwwQgFktuG6LcyI9+9CL/+c9Ktm5t59JLX2XRoq3k5QVwOg0efHApt976QZ/c/+6goyPOY48to6UlRkFBgFjMpK0tjr0th5Ob6yM720cg4MIwNJYvr+WDDypYu7aJ4uIgkYj5jWtOmFDIqFG5eDwODjywkJEjsxkwII3DDivhvPP25+yzR2Hbing8iVKqM4l09tmjpdVMCLFP0Han8tWysjJVXl7e32EIIYQQQoh92MqV9fz5z/NYtaoBp1NnwoRC1qxpZOHCLbhcBiUlaQwcmIGua6xZ04hpWowalUsolGDFinoSCQu/38mAAekUFAR49NEz0DQ49dSn8fmcdHTEWbq0FqUUmqbhdOqdySiv18HAgenk5wfo6IhTUPBl9YptKxoawrzyyvkUFu7dVS1btrRz2WWvsmZNE/X1ISxLdW5Vn0hYaJqG221QWprJli1ttLcncLuNbYm7VOJt0KAMjjpqMNdffwSDB2d0XrutLcY//rGIWbPWYduKY4/dj1/+8lDy8vzEYklmzpzLU099RiiUwO12cOml47n99mO/0YYmhBB7Ek3TPlZKlXX7OEkSCSGEEEIIkVJd3cG55z6HUpCZ6aGtLc7SpTVkZLhxOHRaW+MopSguTs0USkvzcNhhJcyevQ5d14jHLSxLcdhhJRx55CBOPXU46ekeAN55ZxO///07rF/fTGNjBKXA5TKwLBvD0LEsG4dDp7g4QGNjlAED0igtzeoSX2NjmHvuOYmysqL+eHr6zDXXvMG8eVVkZHgoL6+mvT21Tb3DYWCaNg6HRiDgxuXSMU2baDTJyJHZnbOLNA38fldne9kLL5xLMOjuskaqfY3OAdZflRpkHScvz49hSHJICLHn29EkkexuJoQQQgghel1jY4TKylYGDcogO3v3bdt56aVVxOMWBQUBAOrqQjidGuGwyYQJhdTUdFBXF6Kqqp0f/3gcM2dOZuDAdC65ZAKrVzeSleXlwAMLt1t1MnVqKbfffgznnvscDoeObaeqY1K7ndlYlkLXFc3NqUHMGza0UFAQxOtNzdexbYVlKUpK0vryKelzyaTNRx9VkpcXQNc1Ro3KZfHiLSilYZqp+UGapmFZNpGIjWlaDB+ejd/vIhpNds4vikRMcnP91NaGmDt3E2ecMbLLOpqmdbYAfp3f78Lvd/XB3QohxO5FkkRCCCGEEKLXxGJJfvnL2Tz77EricQtdh2OO2Y/HHjuDjAxvf4f3DRs3tmzbYj0lHDZxOIzOdqdhw7IZOjSLxsYIv/3t4QwcmA7A4MEZXVqavs3993/MwIHpJBKpiqNoNDU3x7IUmgZpae5tVUVOkkmbFSvqOfDAQhIJi+bmKKefPqIzgbW30nVt23Nuo+sGWVle8vL8dHTEcTodHHRQITU1IWprQ527yjkcRpcZRMlk1+HVlZVt/XErQgixx5HaSSGEEEII0Wsuu+wVHnzwEzo6EpimhWkq3nprAz/84Qu75dbu48cXEI8nO79OT3djmhZKqc6kg2naOJ36Ts8FSiQs1q5tpKAgwMiRObhcBn5/augyQEaGB11PVcu4XAZlZUUoBU1NUQCuvPJgZs6c3EN3uvvSdY1TTx2+rSUv9TsybFg2tg2aBvPnV7FpUwumaVFYGOTqqw+hvT3eufuZaVrYtvpK0k4xenRu/92QEELsQaSSSAghhBBC9IpVqxp4/vlVaJrCMAyUUth2ag7M4sVbWbOmiZEjc3pl7XA4wfPPf85bb20gEHBxzjljOOaYUrRv6y/a5tRTR/DUU59RWxsiM9NDRoabqipFRoYHpRTt7XFCoTi//OVheDw791La6dRJS3MTj1svXj84AAAfrklEQVTk5vrJyvISDpu0tcVYtaqBZNJGqdTw6hEjUkmkoUOz+Oijn3Qb997mqqsOZsOGZt59dzOtrTFsW1FamkFLS4z0dDcZGR5yc/2sWpVq8bvjjmP45z/LqaxsIx632G+/TDweB9XVHQwdmsmRRw7q71sSQog9giSJhBBCCCFEr3jppdXYtkLTUsXrqURHKlFkmhb19eEeSxIlkzZz5mzg9dfXY9uKVasaaWmJkpbmJpm0KS9/m+nTx/OLXxzyndfJyPDw6KNn8PDDn/Duu5spKkpj+vTxVFa2snhxNcXFQS6++AiOO27It14jFkuybl0TwaCbQYPSOxM8mqZx0UUHcM89i8nL8+N0GrjdBrqu8bOfHcT7728mJ8ffWbFUUxPiggvG7nMJIoBAwEVWlhe3O7Xbm8/nZN26JpSCAw4o6Bw2nZfnZ968Kn7/+yN5/vnzSCQsnnlmBS+88DmJhMX06QcwffoBXVoIhRBCfDtJEgkhhBBCiF4Ri5m4XAaxWBL4MlECCo/HSWlp9zN8doRSij/84V3efHM9Ho+TlpYIFRVtFBenUVycGvKclubmySeXc/75+5OX5//O6+XnB5g5c/L3au2aNWstd9wxD9NMzRwaPTqXv/zluM41L7roAMJhk6ee+gzbVrhcBtdccxjnnjuam29+nzlzNhCJmNi2YvLkgcyY0e1GNHuldeuaee+9zey3X2ZnQqiiopX29jjNzVFyclLDz3VdQ9dTlWM5OT5cLoOLLjqAiy46oD/DF0KIPZYkiYQQQgghRK84/PCBPPvsSjZubCGZtNF1Ddu2AY3zzhvNgAHpPbLOZ5/V8/bbGykoCKLrGk1NEZxOg/r6MMXFaQQCLgxDR9c11qxp7DZJ9H2tXFnPH//4PunpHtLTU+1pn3/ewHXXvc0jj5yOpmkYhs6VVx7MJZdMoKkpQl6eH7c79ZL8T386hhkzyqioaKW4OI399svslTj3BBs2NKNpWpft6XNyfLS2ptr9vkgShUIJsrK8e/2Ob0II0VckSSSEEEIIIXrFlCmlTJ48CE3TqKsLEQ6buN0OLrhgLHfddWK359fUdLBiRT1paW4OOqioy7byHR1xXnllDR9+WEFdXYhQKN6569cXSZcvHhcIuDrnIWVl9d6Oai+9tBqgc1aRpmnk5flZubKBTZtauyR9fD4nPt83k2QDB6Z37pi2L9teIq+oKI2qqnYikSTNzVFM00LXNW69dQqGIfvxCCFET5AkkRBCCCGE6BUul8H//u9JPPfcSt5/v4KCggBnnjmKAw8s/M7zlFLce+9innhiOV+M48nL83PvvScxaFAGHR1xfvKTV9i8uRWv10ldXYitW9sJBt3k5wfIy/NTVdWGado4HDq2rWhoCDNsWHav7HIVjZps3txKZWUrTmfX2TeapuFwaHR0xHt83T2dbSvef38zs2atA+Dkk4dx1FGD0XWNCRMKGTIki/Xrm8nN9aFpGq2tUcaPz+eSSyawbFkdhYVBzjxzJKWl+27FlRBC9DRJEgkhhBBCiF5RXd3BzTe/x6ef1gIQDpsEAq5uz5s3r4rHHltGbq6/s3qosTHMb387h9tum8r993/MypUNDBmSiaZp+P1OGhoirFnTSG6uD7fbYODAdLZu7cCybBoawkycWMwf/3h0jw+Bfu65lfz974u2rROhvT3OgQcWdiaLYrEkhqEzbFh2j667p1NKcfvtH/LSS6txu1PP1Xvvbea000Zw441Housa9957InfcMY/33tuMbSvGjy/ghhsmU1qayY9/3M83IIQQeylNKdXfMXQqKytT5eXl/R2GEEIIIYTYRcmkzQ9+8Cy1tWFyc1PzY1paYrjdBi+/fD5pae5vPfc3v3mLefOqOufOANi2zaef1pKd7aO2NkQ0ahIMuhk7Ng+Xy0F7e5zly+sYMCANr9dBUVEaf/rTVIJBN263o8u1esqiRVu44orXO3fhMk2LJUuqcTh0hg3LwjQtbFvx+98fyemnj+zx9fdkq1c3cuGFL5KXF+icO2Tbivr6MI8/fgajRn1Z8RWJmFiWTTD47b8zQgghvpumaR8rpbrdDUEqiYQQQgghRI9bsmQrtbUh8vICnceysrzU1nbwzjubOOOMb0+apKpvulb81NWFaW2NM3RoNtFokkTCIhIxWbu2mf33zyMYdDF0aCZ33z2NwsIgpaUZvb51/DPPrMDlMjpnIDmdBhMnFrFhQzOjR+dSUpLGmWeOZOzY/F6NY3cWDieYM2cjn31WT2lpBieeOIysLC/Ll9dh26rLYGpd17Asm88+q++SJPL5nP0RuhBC7JMkSSSEEEIIIXpcU1MU2/7mcduGurrQd557wglDWLCgiowMT2eip7KyDbfbIBBwUVQUpKEhjMOh09ISJZFIDTI++OASDj98YG/cznY1NERwubrOIHI6DbKyfMycOZnBgzP6LJbdUVNThEsvfZWtW9sxDB3Lsnn44U948MFTCQZd2x02bRg6wWD3LYlCCCF6hySJhBBCCCFEjxsxIhtI7Sj2xVygWCxJMmkzcmTOd557wglDeeutDSxYsAVN01BKYVmK0tJMdF0jLc3NsGHZbNjQjGlaNDREOOywAdx665S+ubltjjxyEA888HGXNqhwOEFamnuP2ZK9sTHCvHmVmKbNxIlFDBq044ktpRTz5lUxa9ZaLEtx4olDOfLIQcyZs5HHH1/G4sXVhMMJRo/OxetNVQM1NIS57rq3ueKKibjdDlpbY2RkeABoa4sRCDg54oi+S/QJIYToSpJEQgghhBCixySTNpWVbaSne5g2bSiPP76MmpoQlqXQNAgGXTz00FLKyorw+7dfMeJyGdx99zQWLtzCkiXVZGd7aWiI8OSTyzu3su/oiJNIJHE6dUpLM/h//6+MzMze295+e845ZzSvvbaW6uoOfD4n8XgSpeBPfzqmc+D27uz99zdz/fVzSSYtlEq1e/385wdx6aUH7tD5d945n2efXYnTaaBpMHfuRkpK0qiqaiMY9NDcHME0U7OkJkwoxLJs1q9vYunSGubPr8LtNsjK8pJIWADk5Hi5447jZPaQEEL0IxlcLYQQQgghesSHH1Zwyy0f0N4eRylFbq6P99+vIB63MAwNh0NH1zWKioJcd93hXHLJhB2+djicYMaMWaxa1UBVVTvt7XG8XgfjxuWTSNgYhsazz55NYWGwF+/wm9raYrz88mrmz6+iqCjIueeO6TJPZ3fV0RFn2rR/4/E4Omf+JJM2jY0RnnjizG6rvTZubOG8854nN9fX2TZmmhYffVTJuHH5ZGf7WLJkK6ZpY1k2RUVBamtDtLfHAQgG3VhW6uf28MOnM3p0LsOGZW23BU0IIcSu29HB1fKvsBBCCCGE2GUbNjRz7bVvk0za5OX5ycnx8eGHlcTjFpmZHtLTPfj9LhwOnba2GLNnr9+p6/v9Lh566DR+85tJuFwGo0blMHFiMYGAm6wsL9FokpdfXv294//442puvvk9fv3rt5g9ex2mae3QeenpHqZPH8/995/KlVcejGHoO3xufyovryaZtLoMhXY4dJRSvPfe5m7PX768DqVUl6ROIpGqSIpETAAKC4Mkkxa6rtHYGKGjI5Ug8ngcuFwGXq+TRMLimWdWMHJkjiSIhBBiNyDtZkIIIYQQYpe99NJqbFsRCKRayJqbo9u2Lle0tEQJBNy4XAYOh044bNLREae8vJoDDsjH6TS6uXqKy2Ww336ZFBcHycnxf+N7Gze27FTMy5bVcvPN77FgQRWRSJLi4iBZWT7ee28Tr7++jrvumrZDbWMtLVHOPfc5FizYglKQlubippuO5vLLu33DdrdVXd3OI498yttvb8TpNDjzzJFccskEPJ7Unw/BoKvLzmRA5xDvL3amKyoKEgolqK7uQNc1bFvhdBpdElOGobNyZUMf3ZUQQojuSLpeCCGEEELsspqaUGeyp7k5yqpVDZ07k9k2hEIJEokk0ahJJGKycWMzV175Oief/BQrVtTv8DqlpZnYNlhW163TEgmLAw4o2OHrzJtXydFHP8qbb26goSFCOGyybl0zsZhJYWGQBQu2MG9e5Q5d6+STn2LevCo8Hgd+v5No1OTaa9/mjTd2rlqqL5WVFeFwGJ1VP5BqFwuHTV588XNGj76PP/95Ho2NEZRSPPzwUn7zm7f4YlTFYYcNIBh00doa6zw/Gk2Sm+sjmVQkEhaaBoWFAYYPz+LGG4/E7XYQCLg6fy8AbFsxeHB63924EEKI7yRJIiGEEEIIscsmTSohHk8CUFHRimHoeL0ONC1VWaKUor09QThskpfnZ9iwHHJz/cRiSa6+ejaxWHKH1snO9jJqVA7z51fx4YcVrFhRR0VFK7m5Pk49dfgOx/vrX79FImHh8TjQdb2zYmjVqsZtMevMn1/V7XU+/7yB5cvr8PudGIaOpmm43U6UUtx55/wdjuf7SrWHbeK8857j8MP/xS9/+Qaff959ZU4w6Ob226cSjZrU1HRQXd3Bli3txOMm1dUdQKotrKqqnfr6MIWFQRYv3sqqVY0A+HxO7r33JDIy3NTXh2hoCOP1OnjuuXO49NIJhEIJ6urC5OX5eeCBU7n66kM54YQhRKMmsZhJImERi5n4/S6uuurgXn2OhBBC7DhpNxNCCCGEELts2rSh/Oc/K1m+vI7a2i93M8vI8GAYGtGoiWmmBhjvv/+XFT/p6R7q6kIsWbKVyZMHdbvOAw98zLJltZSUpNHQEKG5OYamwR13HEt6umeH4129uhGv18lXN3HRdY143MI0LWxbkZXV/W5pGzc2bzu363uvhqGxdWv7DsfzfSilmDlzLvfeuwTbVui6xvLltbz55noefvg0Jk367q3kjzpqMP/97w+ZN6+KRMLirbc2sHx5HaFQAkg9Hy6XwZYt7QwYkAakEoCjR6cGc48alcsrr/yQtWubsG3F8OHZOBw6EycWM2NGGbFYskvl0KOPnsHll7/GRx9VAYpAwM0VV0zkhBOG9t6TJIQQYqdIkkgIIYQQQuwyv9/FWWeN4vXX12FZqcSLpmmEwwlyc/2MHp1LS0usc27N10Wj3VcSdXTEefTRZeTnB3A6DUpLMwGorQ3x7rubGTs2f4fj9fmcRCImbrejc14OKHQdYrHUbmwnnjis2+tMmFCIrmupAc2GQTIJmgamaVNWVrTD8Xwf5eXVPPbYMnQdfL7ULCjLsqmuDnHHHfN4+eUBXVq7ABobI/zf/y3ZNmtI54wzRnLppQfi8zn5978/w+93dWnlS90bxOOpYdzFxWldrqfr2nZ3QnM6jW/MmkpP9/D002ezaVMLjY0RhgzJ2qFEnBBCiL4j7WZCCCGEEGKXhcMJbrvtQzRNIzPTs227e7AsRXNzlPr6cOcg51RCJsU0LTRNY/z47ucJpdqg1DeSDz6fk+XL63Yq3osuGkciYWFZNsGgC01LxZqW5gbgz38+hoEDu5+VU1ycxg9+MJpQKElzi0l7yKK1NY5pOznvoqN2KqadNWfOJsJhE5fry/d9DSP1vK9d20RHR6LL42OxJD/72X955ZU1+Hyp9rhHHvm0c9bQ/vvn0tERJyfHj8tlEI8nsSwbTUvNmRozJpexY/N2Oe7S0kwmTiyWBJEQQuyGJEkkhBBCCCF22apVjUSjJpqm4XQaBIOuzi3NbVtxzjljmDGjjFNOGU5dXYi6uhC1tR00NUW48sqDycvzd7MC5Ob6tzu0Oho1GTIka6fi/Z//mcrpp48gHreIxZK4XAaTJpXw+usX8NZbF3L00aU7fK1f/+5Ucocfhdvrx+EwyCkezNhjp/P3Z7JJJLo///tyOnUcDg3b7vp82Dbbtpjv2jTw3nubqKpqo7AwuK3SRyc728vixVtZubKBiy8ej9Np0NISZfToXAIBF9GoSXa2j7PPHs0//nHiNyqThBBC7F2k3UwIIYQQQuwyn8+5bfhzqkrI6TRIT09VowQCLo4/fgiapnHTTUcxbdpQ5s7diMfjZNq0IYwZs2PVKVlZXk4/fQTPP/85ubl+nE6d1tYYDofO+eeP2al4nU6Dp58+m61b21m+vI5Ro3IYPDhzZ28bgDkLdQpHHsGEyUd0OV7fBMvWwMSx3+uy3TruuP148MGPqakJoes6uq51zlP6IuHzVevXtwCpIeKVlW1s2dKOUqmk27///Rm33z6Vf/3rNP7v/8pZurSGww8fwMUXH8Dxxw/tTPgJIYTYu0mSSAghhBBC7LKRI3MYMSKHurow8XiqMse2FaZpMWZMLoceWgKk5hQdemhJ59c769prJ5Ge7uHZZ1fQ1GQycmQO1147qXM+0c4qLk77xpydnRWLp+YQfZ2mgbljm7Z9L+PG5fOrXx3GX/4yn/r6EEqlZgRdeukErrzyYBKJ1BBuvz81r6i0NANQbNnSTkVFGy6Xsa3Nzubll1dzzDGDOfbYIdx997TeC1oIIcRuTfvqjg79raysTJWXl/d3GEIIIYQQ4nuorGzj8stf49NPa2lvjwNwwglD+P/t3X+QVfV5x/H3s/eyu4Asu7AiG8AIkZhIFGOjxtFWjUyiMf7oNEbTTms1qamjaExmrCYzmWmTP2jsVGGqnbSJnZiB0aipsUy00ejUyUQ3UYwiWqKBURTQ1So/Ftjdu/fpH/eINFXJ6N57l8v7NcNwzrln4LkzD1/ufu73+z3f+c6Z9PZOGtO/a3S0yshIlc7O5n/n2f84XPotOGg6vPGQs51DsHMX/PRfYfLYvvX/54UXtvLQQxsYGqpw6qnz6Orq4LrrHmblyt9QqVQ54ogZXH31icyZM5UzzljBL37xPNVqUiq1US630dMzkblzu5k9u4sVK/6kvsVKkpoiIh7NzI/t7b7m/68qSZKklnDwwVNZufJPefLJl9m6dYgFCw6kp6c+mxOXSm3jZgnUsUfCmafAfzzw5rVSG/zd4voHRACzZ3dx7rlvLre77LKf8NBDG5gx4wBKpWDt2le5+OKVXH/9p9ixY5hqFTKhUqntZTR9+kQmTZrApk3b6l+sJGlcMySSJEnSmGlrC4488vd/FH0riIBvXAJnngwPPQaTJsKi42FOX+NrWbfuNfr7X6Svb8ruTaanT5/E5s3b+eY3H2R0NOntncjQ0CjlchuZtZlI7e0lTjzx4MYXLEkaVwyJJEmSpPcoAo4+vParmTZv3k6pFLsDosxk+/ZhBgeHWb36JebMmUpHRw9r1gwwMlKlVAp27aqQCV/60h80t3hJUtMZEkmSJEktYu7cbqrVZHS0SrWarFkzwLZtQ1QqVcrlNnbtqrBw4UwWLpzJhg1bGBwcpru7k5tuOovDDuttdvmSpCYbHwu5JUmSJL1nfX1TOOecD7F583aeemqALVt2MTpa2+D7wx/u5dVXd7J+/WtMmdLO/PnTmTWri6985XiOOGL/WiIoSXprhkSSJElSC7nqqhO44orj2LJliF27KlQqychIlXXrXmfOnC5ef32Il14aZHBwmIsu+iiXX35cs0uWJI0TLjeTJEmSWki53Mbpp88H7mHy5Am0t9c+8lcqo2zePMgxx/Rxxx3nMXHiBNrbS80tVpI0rjiTSJIkSWoxa9e+woQJbUBtA+uRkVG2bx9h27YhHn/8JZYt66dSqQK1za1//vPnueqqe7nyynu4++5ndr8mSdq/OJNIkiRJajFbtgwxc+YBbNq0nZ07RxgcHCECSqU2ensnceedaxkcHGHJkkUsW9bPD37wBBMmlGhrCx588Dnuu28d1177SdraotlvRZLUQM4kkiRJklrMggUH0tFRprd3Ijt3VqhWk1Ip6Ows0ds7mZkzD+D++9ezatVGli9fzYwZk+ntncS0aRPp65vCgw8+xyOPbGz225AkNZghkSRJktRiDj54Klu37uKZZ/5n99Kx4eEqIyNVJk0q09YWlEpBf/+LQG2G0RsigmoVVq3a1JTaJUnNY0gkSZIktZgbbvgVGzduo6uro9ibCNragggYGNjByMgoEcEHPtBDvMWKsgjo7u5scNWSpGYzJJIkSZJazIoVqymXS3R0lOnu7qS9vY0IGBmpMjAwyMDAIF/84tGcfPJcenom8uqrO8hMALZtG6Kzs8yiRfOa/C4kSY1mSCRJkiS1mOHhUaAW+kQEXV2ddHaWyKwtRVuyZBEXXngU7e0lbrzxDN73vim7w6OOjjJLl55Gb++k5r4JSVLD+XQzSZIkqcWcdNL72bhxGzt3VujoKBVPKQsOOmgyd931eaZPfzMAmjevh9tuO5ff/vY1KpUqhx46jXLZ75IlaX9kSCRJkiS1mMWLj+PRRzexfv1rbNkyxOhoMnVqBzff/Mf/JyB6Q0Rw6KHTmlCpJGk8MSSSJEmSWsy8eT3ceutnue22p1iz5mUOO2w65533EWbN6mp2aZKkccyQSJIkSWpBfX1TuPzy45pdhiRpH+JiY0mSJEmSJBkSSZIkSZIkyZBIkiRJkiRJGBJJkiRJkiQJQyJJkiRJkiRhSCRJkiRJkiQMiSRJkiRJkoQhkSRJkiRJkjAkkiRJkiRJEoZEkiRJkiRJwpBIkiRJkiRJGBJJkiRJkiQJQyJJkiRJkiRhSCRJkiRJkiQMiSRJkiRJkoQhkSRJkiRJkjAkkiRJkiRJEoZEkiRJkiRJwpBIkiRJkiRJGBJJkiRJkiQJQyJJkiRJkiRhSCRJkiRJkiQMiSRJkiRJkoQhkSRJkiRJkjAkkiRJkiRJEoZEkiRJkiRJwpBIkiRJkiRJGBJJkiRJkiQJQyJJkiRJkiRhSCRJkiRJkiQMiSRJkiRJkoQhkSRJkiRJkjAkkiRJkiRJEoZEkiRJkiRJwpBIkiRJkiRJQGRms2vYLSIGgOfe5uVe4JUGliPZc2ok+02NZL+pkew3NZL9pkaz59RI76Xf3p+ZB+7tpnEVEr2TiHgkMz/W7Dq0/7Dn1Ej2mxrJflMj2W9qJPtNjWbPqZEa0W8uN5MkSZIkSZIhkSRJkiRJkvatkOhfml2A9jv2nBrJflMj2W9qJPtNjWS/qdHsOTVS3fttn9mTSJIkSZIkSfWzL80kkiRJkiRJUp2M+5AoIo6KiIcj4tcR8UhEHFtcj4hYFhHPRsQTEXF0s2tVa4iIxRHx3xGxJiK+vcf1a4p+WxsRn2pmjWotEfHViMiI6C3OHd9UFxFxbTG+PRER/x4R3Xu85hinMRcRpxU99WxEXN3setRaImJORDwQEU8Vn9uuKK5Pi4h7I+KZ4veeZteq1hERpYh4LCJWFudzI6K/GOdujYj2Zteo1hAR3RFxe/HZ7emIOL4R49u4D4mAbwN/m5lHAd8ozgFOB+YXvy4G/rk55amVRMQpwNnAwsxcAPxDcf1w4HxgAXAacGNElJpWqFpGRMwBPgk8v8dlxzfVy73ARzLzSOA3wDXgGKf6KHroBmpj2uHA54tek8ZKBfhqZh4OfBy4tOixq4GfZeZ84GfFuTRWrgCe3uP874HrMvNQ4DXgC02pSq1oKXBPZn4IWEit7+o+vu0LIVECXcXxVGBjcXw2cHPWPAx0R0RfMwpUS7kEWJKZQwCZ+XJx/Wzglswcysz1wLPAsU2qUa3lOuAqamPdGxzfVBeZ+dPMrBSnDwOzi2PHONXDscCzmbkuM4eBW6j1mjQmMnNTZq4qjrdR+wFqFrU++35x2/eBc5pToVpNRMwGzgC+W5wH8Ang9uIW+01jIiKmAn8EfA8gM4cz83UaML7tCyHRl4FrI2IDtVkd1xTXZwEb9rjvheKa9F58EPjDYsrof0XEMcV1+01jLiLOBl7MzMd/5yX7TY1wEXB3cWzPqR7sKzVMRBwCfBToBw7KzE3FS5uBg5pUllrP9dS+3KsW59OB1/f4AsZxTmNlLjAA/FuxvPG7ETGZBoxv5bH+A9+NiLgPmPkWL30dOBW4MjPviIjPUUvSFjWyPrWWvfRbGZhGbcryMcAPI2JeA8tTi9lLv32N2lIzacy8U89l5o+Le75ObZnG8kbWJkn1EBEHAHcAX87MrbXJHTWZmRHh45z1nkXEZ4CXM/PRiDi52fWo5ZWBo4HFmdkfEUv5naVl9RrfxkVIlJlvG/pExM3U1n0C3EYxtQ94EZizx62zi2vSO9pLv10C/CgzE/hlRFSBXuw3vUtv128RcQS1bwgeLz7MzgZWFZvz2296195pjAOIiL8EPgOcWox1YM+pPuwr1V1ETKAWEC3PzB8Vl1+KiL7M3FQs13757f8E6fd2AnBWRHwa6KS2JcpSatsClIvZRI5zGisvAC9kZn9xfju1kKju49u+sNxsI3BScfwJ4Jni+C7gL4qnAH0c2LLHtCvp3boTOAUgIj4ItAOvUOu38yOiIyLmUttQ+JdNq1L7vMxcnZkzMvOQzDyE2n8ER2fmZhzfVCcRcRq1afJnZeaOPV5yjFM9/AqYXzz5p53a5uh3NbkmtZBiP5jvAU9n5j/u8dJdwAXF8QXAjxtdm1pPZl6TmbOLz23nA/dn5p8BDwCfLW6z3zQmip8JNkTEYcWlU4GnaMD4Ni5mEu3FXwFLI6IM7KL2pB+AnwCfpra55g7gwuaUpxZzE3BTRDwJDAMXFN+0r4mIH1L7h1kBLs3M0SbWqdbm+KZ6+SegA7i3mMH2cGb+dWY6xmnMZWYlIi4D/hMoATdl5poml6XWcgLw58DqiPh1ce1rwBJqWwZ8AXgO+FyT6tP+4W+AWyLiW8BjFBsNS2NgMbC8+KJlHbWfCdqo8/gWb840lyRJkiRJ0v5qX1huJkmSJEmSpDozJJIkSZIkSZIhkSRJkiRJkgyJJEmSJEmShCGRJEmSJEmSMCSSJEmSJEkShkSSJEmSJEnCkEiSJEmSJEnA/wI2onC/EvxHHQAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -1377,17 +519,17 @@ "\n", "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node attribute inference. \n", "\n", - "In this example, we will use the `Node2Vec` node embeddings to train a classifier to predict the subject of a paper in Cora." + "In this example, we will compare the `Node2Vec` node embeddings generated through weighted and unweighted random walks to train classifiers to predict the subject of a paper in Cora." ] }, { "cell_type": "code", - "execution_count": 312, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# X will hold the 128-dimensional input features\n", - "X = node_embeddings \n", + "X = weighted_node_embeddings \n", "# y holds the corresponding target values\n", "y = np.array(node_targets)" ] @@ -1405,7 +547,7 @@ }, { "cell_type": "code", - "execution_count": 313, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -1414,7 +556,7 @@ }, { "cell_type": "code", - "execution_count": 314, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1444,7 +586,7 @@ }, { "cell_type": "code", - "execution_count": 315, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1457,7 +599,7 @@ " verbose=False)" ] }, - "execution_count": 315, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1480,7 +622,7 @@ }, { "cell_type": "code", - "execution_count": 316, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -1496,16 +638,100 @@ }, { "cell_type": "code", - "execution_count": 317, + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.2491961414790997" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(y_test, y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Array shapes:\n", + " X_train = (1863, 128)\n", + " y_train = (1863,)\n", + " X_test = (622, 128)\n", + " y_test = (622,)\n" + ] + } + ], + "source": [ + "# X will hold the 128-dimensional input features\n", + "X = node_embeddings \n", + "# y holds the corresponding target values\n", + "y = np.array(node_targets)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)\n", + "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", + " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", + " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", + " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", + " verbose=False)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf = LogisticRegressionCV( Cs=10, \n", + " cv=10, \n", + " scoring=\"accuracy\",\n", + " verbose=False,\n", + " multi_class='ovr')\n", + "clf.fit(X_train, y_train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = clf.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.8344051446945338" + "0.819935691318328" ] }, - "execution_count": 317, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } From 3143941f0d3939075725ac8b3575297709aef86b Mon Sep 17 00:00:00 2001 From: habiba-h Date: Fri, 30 Nov 2018 15:50:41 +1100 Subject: [PATCH 006/116] Fixed the bug that was resulting in low accuracy of the weighted random walk. Added the test of when the edge weights are 1, weighted random walk should give similar outcome as unweighted random walk. --- ...ification-with-weighted-random-walks.ipynb | 997 ++++++++++++++++++ 1 file changed, 997 insertions(+) create mode 100644 demos/node-classification-node2vec/stellargraph-node2vec-node-classification-with-weighted-random-walks.ipynb diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-with-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-with-weighted-random-walks.ipynb new file mode 100644 index 000000000..579da9527 --- /dev/null +++ b/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-with-weighted-random-walks.ipynb @@ -0,0 +1,997 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Introduction\n", + "\n", + "An example of node classification on a weighted homogeneous graph using the `Node2Vec` representation learning algorithm. The example uses components from the `stellargraph`, `Gensim`, and `scikit-learn` libraries.\n", + "\n", + "**Note:** For clarity of exposition, this notebook forgoes the use of standard machine learning practices such as `Node2Vec` parameter tuning, node feature standarization, data splitting that handles class imbalance, classifier selection, and classifier tuning to maximize predictive accuracy. We leave such improvements to the reader.\n", + "\n", + "### References\n", + "\n", + "**1.** Node2Vec: Scalable Feature Learning for Networks. A. Grover, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2016. ([link](https://snap.stanford.edu/node2vec/))\n", + "\n", + "**2.** Distributed representations of words and phrases and their compositionality. T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean. In Advances in Neural Information Processing Systems (NIPS), pp. 3111-3119, 2013. ([link](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf))\n", + "\n", + "**3.** Gensim: Topic modelling for humans. ([link](https://radimrehurek.com/gensim/))\n", + "\n", + "**4.** scikit-learn: Machine Learning in Python ([link](http://scikit-learn.org/stable/))" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.manifold import TSNE\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LogisticRegressionCV\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics.pairwise import pairwise_distances\n", + "\n", + "\n", + "import os\n", + "import networkx as nx\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "\n", + "from stellargraph.data import BiasedRandomWalk\n", + "from stellargraph import StellarGraph\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dataset\n", + "\n", + "\n", + "The dataset is the citation network Cora.\n", + "\n", + "It can be downloaded by clicking [here](https://linqs-data.soe.ucsc.edu/public/lbc/cora.tgz)\n", + "\n", + "The following is the description of the dataset from the publisher,\n", + "\n", + "> The Cora dataset consists of 2708 scientific publications classified into one of seven classes. The citation network consists of 5429 links. Each publication in the dataset is described by a 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of 1433 unique words. The README file in the dataset provides more details. \n", + "\n", + "For this demo, we ignore the word vectors associated with each paper. We are only interested in the network structure and the **subject** attribute of each paper.\n", + "\n", + "Download and unzip the cora.tgz file to a location on your computer. \n", + "\n", + "We assume that the dataset is stored in the directory\n", + "\n", + "`~/data/cora/`\n", + "\n", + "where the files `cora.cites` and `cora.content` can be located.\n", + "\n", + "We are going to load the data into a networkx object." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_dir = \"~/data/cora\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Largest subgraph statistics: 2485 nodes, 5069 edges\n" + ] + } + ], + "source": [ + "cora_location = os.path.expanduser(os.path.join(data_dir, \"cora.cites\"))\n", + "g_nx_wt = nx.read_weighted_edgelist(path=cora_location)\n", + "\n", + "# load the node attribute data\n", + "cora_data_location = os.path.expanduser(os.path.join(data_dir, \"cora.content\"))\n", + "node_attr = pd.read_csv(cora_data_location, sep='\\t', header=None)\n", + "values = { str(row.tolist()[0]): row.tolist()[-1] for _, row in node_attr.iterrows()}\n", + "nx.set_node_attributes(g_nx_wt, values, 'subject')\n", + "\n", + "# Select the largest connected component. For clarity we ignore isolated\n", + "# nodes and subgraphs; having these in the data does not prevent the\n", + "# algorithm from running and producing valid results.\n", + "g_nx_wt = max(nx.connected_component_subgraphs(g_nx_wt, copy=True), key=len)\n", + "print(\"Largest subgraph statistics: {} nodes, {} edges\".format(\n", + " g_nx_wt.number_of_nodes(), g_nx_wt.number_of_edges()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Add weights to the edges \n", + "For weighted random walks the edges in the Cora dataset should be weighted. One possibility is to weight each edge by the similarity of its end nodes. Here we weigh each by the jaccard similarity of the features of the pair of nodes." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/envs/stgraph/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to bool by check_pairwise_arrays.\n", + " warnings.warn(msg, DataConversionWarning)\n" + ] + } + ], + "source": [ + "df = node_attr.copy()\n", + "df.set_index(0, inplace = True)\n", + "papers = df.index\n", + "## calculating the paiwise jaccard similarity between each pair of nodes.\n", + "wts = pd.DataFrame(1- pairwise_distances(df.iloc[:,:-1],metric = 'jaccard') , index = papers, columns = papers)\n", + "wts.index = wts.index.map(str)\n", + "wts.columns = wts.columns.map(str)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Append the weight attribute to the edges. Note, here we use the word 'weight' to label the weight value over the edge but it can be any other user specified label. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "for u,v in g_nx_wt.edges():\n", + " val = wts[u][v]\n", + " g_nx_wt[u][v]['weight'] = val" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just a quick look at the weights of the edges." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import collections\n", + "import matplotlib.pyplot as plt\n", + "\n", + "wts = list()\n", + "for u,v in g_nx_wt.edges():\n", + " wts.append(g_nx_wt[u][v]['weight'])\n", + "wts = sorted(wts, reverse = True)\n", + "edgeCount = collections.Counter(wts)\n", + "wt, cnt = zip(*edgeCount.items())\n", + "\n", + "plt.figure(figsize=(20,16))\n", + "plt.bar(wt, cnt, width=0.005, color='b')\n", + "plt.title(\"Edge weights histogram\")\n", + "plt.ylabel(\"Count\")\n", + "plt.xlabel(\"edge weights\")\n", + "plt.xticks(np.linspace(0,1,10))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The Node2Vec algorithm\n", + "\n", + "The Node2Vec algorithm introduced in [1] is a 2-step representation learning algorithm. The two steps are:\n", + "\n", + "1. Use 2nd order random walks starting from each node to generate a sample of walks on the graph. Note the walks can be longer than 2 but to be consistant with the explanation in [1] we set the random walk to be of length 2. \n", + "\n", + "2. Based on these random walks generate the embedding form each node. The Word2Vec algorithm, [2], is used for calculating the embedding vectors. In case of graphs, node id is analogous to a unique word/token in a dictionary. A dictionary is a set of words which translates to the complete set of nodes in a graph.\n", + "\n", + "\n", + "The node2vec framework learns low-dimensional representations for nodes in a graph by optimizing a neighborhood preserving objective.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Corpus generation using random walks\n", + "\n", + "The stellargraph library provides an implementation for 2nd order random walks that can be unweighted or weighted as required by Node2Vec. The random walks have fixed maximum length and are controlled by two parameters `p` and `q` and `p`, `q`, and `weight` incase the graph is weighted and the a weighted random walk is intended. See [1] for a detailed description of these parameters. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first step for the weighted biased random walk is to build a random walk object. This step is exactly as a simple unweighted random walk." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "rw = BiasedRandomWalk(StellarGraph(g_nx_wt))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we are going to start 10 random walks from each node in the graph with a length up to 100. We set parameter `p` to 0.5 and `q` to 2.0 and the weight parameter set to True. The `run` method in the random walk will check if the weights are available and resolve any other ambiguity, such as, whether the weights are numeric and their is no ambiguity of edge traversal (multiple edges with different weights between the same pair of nodes)." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of random walks: 24850\n" + ] + } + ], + "source": [ + "weighted_walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", + " length=100, # maximum length of a random walk\n", + " n=10, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = True\n", + " )\n", + "print(\"Number of random walks: {}\".format(len(weighted_walks)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Representation Learning using Word2Vec\n", + "\n", + "We use the `Word2Vec`, [2], implementation in the free Python library `Gensim`, [3], to learn representations for each node in the graph.\n", + "\n", + "We set the dimensionality of the learned embedding vectors to 128 as in [1]." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from gensim.models import Word2Vec\n", + "\n", + "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(128,)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# The embedding vectors can be retrieved from model.wv using the node ID as key.\n", + "weighted_model.wv['19231'].shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualise Node Embeddings generated by weighted random walks\n", + "\n", + "We retrieve the `Word2Vec` node embeddings that are 128-dimensional vectors and then we project them down to 2 dimensions using the [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) algorithm." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, the weighted random walks." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Retrieve node embeddings and corresponding subjects\n", + "node_ids = weighted_model.wv.index2word # list of node IDs\n", + "weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", + "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply t-SNE transformation on node embeddings\n", + "tsne = TSNE(n_components=2)\n", + "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot the embeddings generated from weighted random walks." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# draw the points\n", + "alpha = 0.7\n", + "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", + "node_colours = [ label_map[target] for target in node_targets]\n", + "\n", + "plt.figure(figsize=(20,16))\n", + "plt.scatter(weighted_node_embeddings_2d[:,0], \n", + " weighted_node_embeddings_2d[:,1], \n", + " c=node_colours, cmap = \"jet\", alpha = 0.7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Downstream task\n", + "\n", + "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node attribute inference. \n", + "\n", + "In this example, we will compare the `Node2Vec` node embeddings generated through weighted and unweighted random walks to train classifiers to predict the subject of a paper in Cora." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# X will hold the 128-dimensional input features\n", + "X = weighted_node_embeddings \n", + "# y holds the corresponding target values\n", + "y = np.array(node_targets)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Splitting\n", + "\n", + "We split the data into train and test sets. \n", + "\n", + "We use 75% of the data for training and the remaining 25% for testing as a hold out test set." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Array shapes:\n", + " X_train = (1863, 128)\n", + " y_train = (1863,)\n", + " X_test = (622, 128)\n", + " y_test = (622,)\n" + ] + } + ], + "source": [ + "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Classifier Training\n", + "\n", + "We train a Logistic Regression classifier on the training data. " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", + " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", + " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", + " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", + " verbose=False)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf = LogisticRegressionCV( Cs=10, \n", + " cv=10, \n", + " scoring=\"accuracy\",\n", + " verbose=False,\n", + " multi_class='ovr')\n", + "clf.fit(X_train, y_train)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Predict the hold out test set." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = clf.predict(X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate the accuracy of the classifier on the test set." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8183279742765274" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(y_test, y_pred)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comparison to unnweighted random walks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Perform the unweighted random walks. Note, this just requires toggling the weight parameter to False. Also, the weight parameter is by default set to False." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of random walks: 24850\n" + ] + } + ], + "source": [ + "walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", + " length=100, # maximum length of a random walk\n", + " n=10, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = False\n", + " )\n", + "print(\"Number of random walks: {}\".format(len(walks)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We use the Word2Vec, [2], to learn representations for each node in the graph." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "model = Word2Vec(walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Retrieve node embeddings and corresponding subjects\n", + "node_ids = model.wv.index2word # list of node IDs\n", + "node_embeddings = model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", + "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply t-SNE transformation on node embeddings\n", + "tsne = TSNE(n_components=2)\n", + "node_embeddings_2d = tsne.fit_transform(node_embeddings)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot the embeddings generated from unweighted random walks." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# draw the points\n", + "alpha = 0.7\n", + "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", + "node_colours = [ label_map[target] for target in node_targets]\n", + "\n", + "plt.figure(figsize=(20,16))\n", + "plt.scatter(node_embeddings_2d[:,0], \n", + " node_embeddings_2d[:,1], \n", + " c=node_colours, cmap = \"jet\", alpha = 0.7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using unweighted random walks to train classifiers to predict the subject of a paper in Cora." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Array shapes:\n", + " X_train = (1863, 128)\n", + " y_train = (1863,)\n", + " X_test = (622, 128)\n", + " y_test = (622,)\n" + ] + } + ], + "source": [ + "# X will hold the 128-dimensional input features\n", + "X = node_embeddings \n", + "# y holds the corresponding target values\n", + "y = np.array(node_targets)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)\n", + "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", + " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", + " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", + " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", + " verbose=False)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf = LogisticRegressionCV( Cs=10, \n", + " cv=10, \n", + " scoring=\"accuracy\",\n", + " verbose=False,\n", + " multi_class='ovr')\n", + "clf.fit(X_train, y_train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = clf.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8536977491961415" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(y_test, y_pred)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Testing whether weights = 1 gives identical result to unweighted randomwalks" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "for u,v in g_nx_wt.edges():\n", + " g_nx_wt[u][v]['weight'] = 1" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of random walks: 24850\n" + ] + } + ], + "source": [ + "weighted_walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", + " length=100, # maximum length of a random walk\n", + " n=10, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = True #Flag that indicates whether the walks are weighted\n", + " )\n", + "print(\"Number of random walks: {}\".format(len(weighted_walks)))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "from gensim.models import Word2Vec\n", + "\n", + "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "# Retrieve node embeddings and corresponding subjects\n", + "node_ids = weighted_model.wv.index2word # list of node IDs\n", + "weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", + "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply t-SNE transformation on node embeddings\n", + "tsne = TSNE(n_components=2)\n", + "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# draw the points\n", + "alpha = 0.7\n", + "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", + "node_colours = [ label_map[target] for target in node_targets]\n", + "\n", + "plt.figure(figsize=(20,16))\n", + "plt.scatter(weighted_node_embeddings_2d[:,0], \n", + " weighted_node_embeddings_2d[:,1], \n", + " c=node_colours, cmap = \"jet\", alpha = 0.7)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Array shapes:\n", + " X_train = (1863, 128)\n", + " y_train = (1863,)\n", + " X_test = (622, 128)\n", + " y_test = (622,)\n" + ] + } + ], + "source": [ + "# X will hold the 128-dimensional input features\n", + "X = weighted_node_embeddings \n", + "# y holds the corresponding target values\n", + "y = np.array(node_targets)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)\n", + "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", + " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", + " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", + " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", + " verbose=False)" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf = LogisticRegressionCV( Cs=10, \n", + " cv=10, \n", + " scoring=\"accuracy\",\n", + " verbose=False,\n", + " multi_class='ovr')\n", + "clf.fit(X_train, y_train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = clf.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8118971061093248" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(y_test, y_pred)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 2aaabb6f4a7e1b8ec82eb4436b1de482d4edea92 Mon Sep 17 00:00:00 2001 From: habiba-h Date: Mon, 3 Dec 2018 09:08:49 +1100 Subject: [PATCH 007/116] updated the demo file name --- .../weighted-random-walks.ipynb | 765 ------------------ 1 file changed, 765 deletions(-) delete mode 100644 demos/node-classification-node2vec/weighted-random-walks.ipynb diff --git a/demos/node-classification-node2vec/weighted-random-walks.ipynb b/demos/node-classification-node2vec/weighted-random-walks.ipynb deleted file mode 100644 index c32912fa1..000000000 --- a/demos/node-classification-node2vec/weighted-random-walks.ipynb +++ /dev/null @@ -1,765 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Introduction\n", - "\n", - "An example of node classification on a weighted homogeneous graph using the `Node2Vec` representation learning algorithm. The example uses components from the `stellargraph`, `Gensim`, and `scikit-learn` libraries.\n", - "\n", - "**Note:** For clarity of exposition, this notebook forgoes the use of standard machine learning practices such as `Node2Vec` parameter tuning, node feature standarization, data splitting that handles class imbalance, classifier selection, and classifier tuning to maximize predictive accuracy. We leave such improvements to the reader.\n", - "\n", - "### References\n", - "\n", - "**1.** Node2Vec: Scalable Feature Learning for Networks. A. Grover, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2016. ([link](https://snap.stanford.edu/node2vec/))\n", - "\n", - "**2.** Distributed representations of words and phrases and their compositionality. T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean. In Advances in Neural Information Processing Systems (NIPS), pp. 3111-3119, 2013. ([link](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf))\n", - "\n", - "**3.** Gensim: Topic modelling for humans. ([link](https://radimrehurek.com/gensim/))\n", - "\n", - "**4.** scikit-learn: Machine Learning in Python ([link](http://scikit-learn.org/stable/))" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "from sklearn.manifold import TSNE\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.linear_model import LogisticRegressionCV\n", - "from sklearn.metrics import accuracy_score\n", - "from sklearn.metrics.pairwise import pairwise_distances\n", - "\n", - "\n", - "import os\n", - "import networkx as nx\n", - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "\n", - "from stellargraph.data import BiasedRandomWalk\n", - "from stellargraph import StellarGraph\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Dataset\n", - "\n", - "\n", - "The dataset is the citation network Cora.\n", - "\n", - "It can be downloaded by clicking [here](https://linqs-data.soe.ucsc.edu/public/lbc/cora.tgz)\n", - "\n", - "The following is the description of the dataset from the publisher,\n", - "\n", - "> The Cora dataset consists of 2708 scientific publications classified into one of seven classes. The citation network consists of 5429 links. Each publication in the dataset is described by a 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of 1433 unique words. The README file in the dataset provides more details. \n", - "\n", - "For this demo, we ignore the word vectors associated with each paper. We are only interested in the network structure and the **subject** attribute of each paper.\n", - "\n", - "Download and unzip the cora.tgz file to a location on your computer. \n", - "\n", - "We assume that the dataset is stored in the directory\n", - "\n", - "`~/data/cora/`\n", - "\n", - "where the files `cora.cites` and `cora.content` can be located.\n", - "\n", - "We are going to load the data into a networkx object." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "data_dir = \"~/data/cora\"" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Largest subgraph statistics: 2485 nodes, 5069 edges\n" - ] - } - ], - "source": [ - "cora_location = os.path.expanduser(os.path.join(data_dir, \"cora.cites\"))\n", - "g_nx_wt = nx.read_weighted_edgelist(path=cora_location)\n", - "\n", - "# load the node attribute data\n", - "cora_data_location = os.path.expanduser(os.path.join(data_dir, \"cora.content\"))\n", - "node_attr = pd.read_csv(cora_data_location, sep='\\t', header=None)\n", - "values = { str(row.tolist()[0]): row.tolist()[-1] for _, row in node_attr.iterrows()}\n", - "nx.set_node_attributes(g_nx_wt, values, 'subject')\n", - "\n", - "# Select the largest connected component. For clarity we ignore isolated\n", - "# nodes and subgraphs; having these in the data does not prevent the\n", - "# algorithm from running and producing valid results.\n", - "g_nx_wt = max(nx.connected_component_subgraphs(g_nx_wt, copy=True), key=len)\n", - "print(\"Largest subgraph statistics: {} nodes, {} edges\".format(\n", - " g_nx_wt.number_of_nodes(), g_nx_wt.number_of_edges()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Add weights to the edges \n", - "For weighted random walks the edges in the Cora dataset should be weighted. One possibility is to weight each edge by the similarity of its end nodes. Here we weigh each by the jaccard similarity of the features of the pair of nodes." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "df = node_attr.copy()\n", - "df.set_index(0, inplace = True)\n", - "papers = df.index\n", - "## calculating the paiwise jaccard similarity between each pair of nodes.\n", - "wts = pd.DataFrame(1- pairwise_distances(df.iloc[:,:-1],metric = 'jaccard') , index = papers, columns = papers)\n", - "wts.index = wts.index.map(str)\n", - "wts.columns = wts.columns.map(str)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Append the weight attribute to the edges. Note, here we use the word 'weight' to label the weight value over the edge but it can be any other user specified label. " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "for u,v in g_nx_wt.edges():\n", - " val = wts[u][v]\n", - " g_nx_wt[u][v]['weight'] = val" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Just a quick look at the weights of the edges." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import collections\n", - "import matplotlib.pyplot as plt\n", - "\n", - "wts = list()\n", - "for u,v in g_nx_wt.edges():\n", - " wts.append(g_nx_wt[u][v]['weight'])\n", - "wts = sorted(wts, reverse = True)\n", - "edgeCount = collections.Counter(wts)\n", - "wt, cnt = zip(*edgeCount.items())\n", - "\n", - "plt.figure(figsize=(20,16))\n", - "plt.bar(wt, cnt, width=0.005, color='b')\n", - "plt.title(\"Edge weights histogram\")\n", - "plt.ylabel(\"Count\")\n", - "plt.xlabel(\"edge weights\")\n", - "plt.xticks(np.linspace(0,1,10))\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The Node2Vec algorithm\n", - "\n", - "The Node2Vec algorithm introduced in [1] is a 2-step representation learning algorithm. The two steps are,\n", - "\n", - "1. Use 2nd order random walks starting from each node to generate a sample of walks on the graph. \n", - "\n", - "2. Based on these random walks generate the embedding form each node. The Word2Vec algorithm, [2], is used for calculating the embedding vectors. Each node id is considered a unique word/token in a dictionary that has size equal to the number of nodes in the graph.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Corpus generation using random walks\n", - "\n", - "The stellargraph library provides an implementation for 2nd order random walks that can be unweighted or weighted as required by Node2Vec. The random walks have fixed maximum length and are controlled by two parameters `p` and `q` and `p`, `q`, and `weight` incase the graph is weighted and the a weighted random walk is intended. See [1] for a detailed description of these parameters. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first step for the weighted biased random walk is to build a random walk object. This step is exactly as a simple unweighted random walk." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "rw = BiasedRandomWalk(StellarGraph(g_nx_wt))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, we are going to start 10 random walks from each node in the graph with a length up to 100. We set parameter `p` to 0.5 and `q` to 2.0 and the weight parameter set to True. The `run` method in the random walk will check if the weights are available and resolve any other ambiguity, such as, whether the weights are numeric and their is no ambiguity of edge traversal (multiple edges with different weights between the same pair of nodes)." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of random walks: 24850\n" - ] - } - ], - "source": [ - "weighted_walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", - " length=100, # maximum length of a random walk\n", - " n=10, # number of random walks per root node \n", - " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", - " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = True\n", - " )\n", - "print(\"Number of random walks: {}\".format(len(weighted_walks)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Representation Learning using Word2Vec\n", - "\n", - "We use the `Word2Vec`, [2], implementation in the free Python library `Gensim`, [3], to learn representations for each node in the graph.\n", - "\n", - "We set the dimensionality of the learned embedding vectors to 128 as in [1]." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "from gensim.models import Word2Vec\n", - "\n", - "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(128,)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# The embedding vectors can be retrieved from model.wv using the node ID as key.\n", - "weighted_model.wv['19231'].shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Visualise Node Embeddings generated by weighted and unweighted random walks\n", - "\n", - "We retrieve the `Word2Vec` node embeddings that are 128-dimensional vectors and then we project them down to 2 dimensions using the [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) algorithm." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, the weighted random walks." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "# Retrieve node embeddings and corresponding subjects\n", - "node_ids = weighted_model.wv.index2word # list of node IDs\n", - "weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", - "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "# Apply t-SNE transformation on node embeddings\n", - "tsne = TSNE(n_components=2)\n", - "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot the embeddings generated from weighted random walks." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# draw the points\n", - "alpha = 0.7\n", - "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", - "node_colours = [ label_map[target] for target in node_targets]\n", - "\n", - "plt.figure(figsize=(20,16))\n", - "plt.scatter(weighted_node_embeddings_2d[:,0], \n", - " weighted_node_embeddings_2d[:,1], \n", - " c=node_colours, cmap = \"jet\", alpha = 0.7)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, perform the unweighted random walks. Note, this just requires toggling the weight parameter to False. Also, the weight parameter is by default set to False." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of random walks: 24850\n" - ] - } - ], - "source": [ - "walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", - " length=100, # maximum length of a random walk\n", - " n=10, # number of random walks per root node \n", - " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", - " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = False\n", - " )\n", - "print(\"Number of random walks: {}\".format(len(walks)))" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "model = Word2Vec(walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "# Retrieve node embeddings and corresponding subjects\n", - "node_ids = model.wv.index2word # list of node IDs\n", - "node_embeddings = model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", - "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "# Apply t-SNE transformation on node embeddings\n", - "tsne = TSNE(n_components=2)\n", - "node_embeddings_2d = tsne.fit_transform(node_embeddings)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot the embeddings generated from unweighted random walks." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# draw the points\n", - "alpha = 0.7\n", - "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", - "node_colours = [ label_map[target] for target in node_targets]\n", - "\n", - "plt.figure(figsize=(20,16))\n", - "plt.scatter(node_embeddings_2d[:,0], \n", - " node_embeddings_2d[:,1], \n", - " c=node_colours, cmap = \"jet\", alpha = 0.7)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Downstream task\n", - "\n", - "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node attribute inference. \n", - "\n", - "In this example, we will compare the `Node2Vec` node embeddings generated through weighted and unweighted random walks to train classifiers to predict the subject of a paper in Cora." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "# X will hold the 128-dimensional input features\n", - "X = weighted_node_embeddings \n", - "# y holds the corresponding target values\n", - "y = np.array(node_targets)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Data Splitting\n", - "\n", - "We split the data into train and test sets. \n", - "\n", - "We use 75% of the data for training and the remaining 25% for testing as a hold out test set." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Array shapes:\n", - " X_train = (1863, 128)\n", - " y_train = (1863,)\n", - " X_test = (622, 128)\n", - " y_test = (622,)\n" - ] - } - ], - "source": [ - "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Classifier Training\n", - "\n", - "We train a Logistic Regression classifier on the training data. " - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", - " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", - " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", - " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", - " verbose=False)" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "clf = LogisticRegressionCV( Cs=10, \n", - " cv=10, \n", - " scoring=\"accuracy\",\n", - " verbose=False,\n", - " multi_class='ovr')\n", - "clf.fit(X_train, y_train)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Predict the hold out test set." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "y_pred = clf.predict(X_test)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Calculate the accuracy of the classifier on the test set." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.2491961414790997" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "accuracy_score(y_test, y_pred)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Array shapes:\n", - " X_train = (1863, 128)\n", - " y_train = (1863,)\n", - " X_test = (622, 128)\n", - " y_test = (622,)\n" - ] - } - ], - "source": [ - "# X will hold the 128-dimensional input features\n", - "X = node_embeddings \n", - "# y holds the corresponding target values\n", - "y = np.array(node_targets)\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)\n", - "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", - " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", - " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", - " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", - " verbose=False)" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "clf = LogisticRegressionCV( Cs=10, \n", - " cv=10, \n", - " scoring=\"accuracy\",\n", - " verbose=False,\n", - " multi_class='ovr')\n", - "clf.fit(X_train, y_train)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "y_pred = clf.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.819935691318328" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "accuracy_score(y_test, y_pred)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.7" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From 03131a9e38754fbdd149c3c1f8e816a1245d2e05 Mon Sep 17 00:00:00 2001 From: habiba-h Date: Mon, 3 Dec 2018 09:21:17 +1100 Subject: [PATCH 008/116] accidently deleted the node2vec with weighted random walk demo --- ...ification-with-weighted-random-walks.ipynb | 997 ------------------ 1 file changed, 997 deletions(-) delete mode 100644 demos/node-classification-node2vec/stellargraph-node2vec-node-classification-with-weighted-random-walks.ipynb diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-with-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-with-weighted-random-walks.ipynb deleted file mode 100644 index 579da9527..000000000 --- a/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-with-weighted-random-walks.ipynb +++ /dev/null @@ -1,997 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Introduction\n", - "\n", - "An example of node classification on a weighted homogeneous graph using the `Node2Vec` representation learning algorithm. The example uses components from the `stellargraph`, `Gensim`, and `scikit-learn` libraries.\n", - "\n", - "**Note:** For clarity of exposition, this notebook forgoes the use of standard machine learning practices such as `Node2Vec` parameter tuning, node feature standarization, data splitting that handles class imbalance, classifier selection, and classifier tuning to maximize predictive accuracy. We leave such improvements to the reader.\n", - "\n", - "### References\n", - "\n", - "**1.** Node2Vec: Scalable Feature Learning for Networks. A. Grover, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2016. ([link](https://snap.stanford.edu/node2vec/))\n", - "\n", - "**2.** Distributed representations of words and phrases and their compositionality. T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean. In Advances in Neural Information Processing Systems (NIPS), pp. 3111-3119, 2013. ([link](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf))\n", - "\n", - "**3.** Gensim: Topic modelling for humans. ([link](https://radimrehurek.com/gensim/))\n", - "\n", - "**4.** scikit-learn: Machine Learning in Python ([link](http://scikit-learn.org/stable/))" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "from sklearn.manifold import TSNE\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.linear_model import LogisticRegressionCV\n", - "from sklearn.metrics import accuracy_score\n", - "from sklearn.metrics.pairwise import pairwise_distances\n", - "\n", - "\n", - "import os\n", - "import networkx as nx\n", - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "\n", - "from stellargraph.data import BiasedRandomWalk\n", - "from stellargraph import StellarGraph\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Dataset\n", - "\n", - "\n", - "The dataset is the citation network Cora.\n", - "\n", - "It can be downloaded by clicking [here](https://linqs-data.soe.ucsc.edu/public/lbc/cora.tgz)\n", - "\n", - "The following is the description of the dataset from the publisher,\n", - "\n", - "> The Cora dataset consists of 2708 scientific publications classified into one of seven classes. The citation network consists of 5429 links. Each publication in the dataset is described by a 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of 1433 unique words. The README file in the dataset provides more details. \n", - "\n", - "For this demo, we ignore the word vectors associated with each paper. We are only interested in the network structure and the **subject** attribute of each paper.\n", - "\n", - "Download and unzip the cora.tgz file to a location on your computer. \n", - "\n", - "We assume that the dataset is stored in the directory\n", - "\n", - "`~/data/cora/`\n", - "\n", - "where the files `cora.cites` and `cora.content` can be located.\n", - "\n", - "We are going to load the data into a networkx object." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "data_dir = \"~/data/cora\"" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Largest subgraph statistics: 2485 nodes, 5069 edges\n" - ] - } - ], - "source": [ - "cora_location = os.path.expanduser(os.path.join(data_dir, \"cora.cites\"))\n", - "g_nx_wt = nx.read_weighted_edgelist(path=cora_location)\n", - "\n", - "# load the node attribute data\n", - "cora_data_location = os.path.expanduser(os.path.join(data_dir, \"cora.content\"))\n", - "node_attr = pd.read_csv(cora_data_location, sep='\\t', header=None)\n", - "values = { str(row.tolist()[0]): row.tolist()[-1] for _, row in node_attr.iterrows()}\n", - "nx.set_node_attributes(g_nx_wt, values, 'subject')\n", - "\n", - "# Select the largest connected component. For clarity we ignore isolated\n", - "# nodes and subgraphs; having these in the data does not prevent the\n", - "# algorithm from running and producing valid results.\n", - "g_nx_wt = max(nx.connected_component_subgraphs(g_nx_wt, copy=True), key=len)\n", - "print(\"Largest subgraph statistics: {} nodes, {} edges\".format(\n", - " g_nx_wt.number_of_nodes(), g_nx_wt.number_of_edges()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Add weights to the edges \n", - "For weighted random walks the edges in the Cora dataset should be weighted. One possibility is to weight each edge by the similarity of its end nodes. Here we weigh each by the jaccard similarity of the features of the pair of nodes." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/stgraph/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to bool by check_pairwise_arrays.\n", - " warnings.warn(msg, DataConversionWarning)\n" - ] - } - ], - "source": [ - "df = node_attr.copy()\n", - "df.set_index(0, inplace = True)\n", - "papers = df.index\n", - "## calculating the paiwise jaccard similarity between each pair of nodes.\n", - "wts = pd.DataFrame(1- pairwise_distances(df.iloc[:,:-1],metric = 'jaccard') , index = papers, columns = papers)\n", - "wts.index = wts.index.map(str)\n", - "wts.columns = wts.columns.map(str)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Append the weight attribute to the edges. Note, here we use the word 'weight' to label the weight value over the edge but it can be any other user specified label. " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "for u,v in g_nx_wt.edges():\n", - " val = wts[u][v]\n", - " g_nx_wt[u][v]['weight'] = val" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Just a quick look at the weights of the edges." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import collections\n", - "import matplotlib.pyplot as plt\n", - "\n", - "wts = list()\n", - "for u,v in g_nx_wt.edges():\n", - " wts.append(g_nx_wt[u][v]['weight'])\n", - "wts = sorted(wts, reverse = True)\n", - "edgeCount = collections.Counter(wts)\n", - "wt, cnt = zip(*edgeCount.items())\n", - "\n", - "plt.figure(figsize=(20,16))\n", - "plt.bar(wt, cnt, width=0.005, color='b')\n", - "plt.title(\"Edge weights histogram\")\n", - "plt.ylabel(\"Count\")\n", - "plt.xlabel(\"edge weights\")\n", - "plt.xticks(np.linspace(0,1,10))\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The Node2Vec algorithm\n", - "\n", - "The Node2Vec algorithm introduced in [1] is a 2-step representation learning algorithm. The two steps are:\n", - "\n", - "1. Use 2nd order random walks starting from each node to generate a sample of walks on the graph. Note the walks can be longer than 2 but to be consistant with the explanation in [1] we set the random walk to be of length 2. \n", - "\n", - "2. Based on these random walks generate the embedding form each node. The Word2Vec algorithm, [2], is used for calculating the embedding vectors. In case of graphs, node id is analogous to a unique word/token in a dictionary. A dictionary is a set of words which translates to the complete set of nodes in a graph.\n", - "\n", - "\n", - "The node2vec framework learns low-dimensional representations for nodes in a graph by optimizing a neighborhood preserving objective.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Corpus generation using random walks\n", - "\n", - "The stellargraph library provides an implementation for 2nd order random walks that can be unweighted or weighted as required by Node2Vec. The random walks have fixed maximum length and are controlled by two parameters `p` and `q` and `p`, `q`, and `weight` incase the graph is weighted and the a weighted random walk is intended. See [1] for a detailed description of these parameters. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first step for the weighted biased random walk is to build a random walk object. This step is exactly as a simple unweighted random walk." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "rw = BiasedRandomWalk(StellarGraph(g_nx_wt))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, we are going to start 10 random walks from each node in the graph with a length up to 100. We set parameter `p` to 0.5 and `q` to 2.0 and the weight parameter set to True. The `run` method in the random walk will check if the weights are available and resolve any other ambiguity, such as, whether the weights are numeric and their is no ambiguity of edge traversal (multiple edges with different weights between the same pair of nodes)." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of random walks: 24850\n" - ] - } - ], - "source": [ - "weighted_walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", - " length=100, # maximum length of a random walk\n", - " n=10, # number of random walks per root node \n", - " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", - " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = True\n", - " )\n", - "print(\"Number of random walks: {}\".format(len(weighted_walks)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Representation Learning using Word2Vec\n", - "\n", - "We use the `Word2Vec`, [2], implementation in the free Python library `Gensim`, [3], to learn representations for each node in the graph.\n", - "\n", - "We set the dimensionality of the learned embedding vectors to 128 as in [1]." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "from gensim.models import Word2Vec\n", - "\n", - "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(128,)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# The embedding vectors can be retrieved from model.wv using the node ID as key.\n", - "weighted_model.wv['19231'].shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Visualise Node Embeddings generated by weighted random walks\n", - "\n", - "We retrieve the `Word2Vec` node embeddings that are 128-dimensional vectors and then we project them down to 2 dimensions using the [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) algorithm." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, the weighted random walks." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "# Retrieve node embeddings and corresponding subjects\n", - "node_ids = weighted_model.wv.index2word # list of node IDs\n", - "weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", - "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "# Apply t-SNE transformation on node embeddings\n", - "tsne = TSNE(n_components=2)\n", - "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot the embeddings generated from weighted random walks." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# draw the points\n", - "alpha = 0.7\n", - "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", - "node_colours = [ label_map[target] for target in node_targets]\n", - "\n", - "plt.figure(figsize=(20,16))\n", - "plt.scatter(weighted_node_embeddings_2d[:,0], \n", - " weighted_node_embeddings_2d[:,1], \n", - " c=node_colours, cmap = \"jet\", alpha = 0.7)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Downstream task\n", - "\n", - "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node attribute inference. \n", - "\n", - "In this example, we will compare the `Node2Vec` node embeddings generated through weighted and unweighted random walks to train classifiers to predict the subject of a paper in Cora." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "# X will hold the 128-dimensional input features\n", - "X = weighted_node_embeddings \n", - "# y holds the corresponding target values\n", - "y = np.array(node_targets)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Data Splitting\n", - "\n", - "We split the data into train and test sets. \n", - "\n", - "We use 75% of the data for training and the remaining 25% for testing as a hold out test set." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Array shapes:\n", - " X_train = (1863, 128)\n", - " y_train = (1863,)\n", - " X_test = (622, 128)\n", - " y_test = (622,)\n" - ] - } - ], - "source": [ - "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Classifier Training\n", - "\n", - "We train a Logistic Regression classifier on the training data. " - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", - " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", - " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", - " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", - " verbose=False)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "clf = LogisticRegressionCV( Cs=10, \n", - " cv=10, \n", - " scoring=\"accuracy\",\n", - " verbose=False,\n", - " multi_class='ovr')\n", - "clf.fit(X_train, y_train)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Predict the hold out test set." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "y_pred = clf.predict(X_test)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Calculate the accuracy of the classifier on the test set." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.8183279742765274" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "accuracy_score(y_test, y_pred)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Comparison to unnweighted random walks" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Perform the unweighted random walks. Note, this just requires toggling the weight parameter to False. Also, the weight parameter is by default set to False." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of random walks: 24850\n" - ] - } - ], - "source": [ - "walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", - " length=100, # maximum length of a random walk\n", - " n=10, # number of random walks per root node \n", - " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", - " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = False\n", - " )\n", - "print(\"Number of random walks: {}\".format(len(walks)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We use the Word2Vec, [2], to learn representations for each node in the graph." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "model = Word2Vec(walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "# Retrieve node embeddings and corresponding subjects\n", - "node_ids = model.wv.index2word # list of node IDs\n", - "node_embeddings = model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", - "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "# Apply t-SNE transformation on node embeddings\n", - "tsne = TSNE(n_components=2)\n", - "node_embeddings_2d = tsne.fit_transform(node_embeddings)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot the embeddings generated from unweighted random walks." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# draw the points\n", - "alpha = 0.7\n", - "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", - "node_colours = [ label_map[target] for target in node_targets]\n", - "\n", - "plt.figure(figsize=(20,16))\n", - "plt.scatter(node_embeddings_2d[:,0], \n", - " node_embeddings_2d[:,1], \n", - " c=node_colours, cmap = \"jet\", alpha = 0.7)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Using unweighted random walks to train classifiers to predict the subject of a paper in Cora." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Array shapes:\n", - " X_train = (1863, 128)\n", - " y_train = (1863,)\n", - " X_test = (622, 128)\n", - " y_test = (622,)\n" - ] - } - ], - "source": [ - "# X will hold the 128-dimensional input features\n", - "X = node_embeddings \n", - "# y holds the corresponding target values\n", - "y = np.array(node_targets)\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)\n", - "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", - " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", - " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", - " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", - " verbose=False)" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "clf = LogisticRegressionCV( Cs=10, \n", - " cv=10, \n", - " scoring=\"accuracy\",\n", - " verbose=False,\n", - " multi_class='ovr')\n", - "clf.fit(X_train, y_train)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "y_pred = clf.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.8536977491961415" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "accuracy_score(y_test, y_pred)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Testing whether weights = 1 gives identical result to unweighted randomwalks" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "for u,v in g_nx_wt.edges():\n", - " g_nx_wt[u][v]['weight'] = 1" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of random walks: 24850\n" - ] - } - ], - "source": [ - "weighted_walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", - " length=100, # maximum length of a random walk\n", - " n=10, # number of random walks per root node \n", - " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", - " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = True #Flag that indicates whether the walks are weighted\n", - " )\n", - "print(\"Number of random walks: {}\".format(len(weighted_walks)))" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "from gensim.models import Word2Vec\n", - "\n", - "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "# Retrieve node embeddings and corresponding subjects\n", - "node_ids = weighted_model.wv.index2word # list of node IDs\n", - "weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", - "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "# Apply t-SNE transformation on node embeddings\n", - "tsne = TSNE(n_components=2)\n", - "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# draw the points\n", - "alpha = 0.7\n", - "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", - "node_colours = [ label_map[target] for target in node_targets]\n", - "\n", - "plt.figure(figsize=(20,16))\n", - "plt.scatter(weighted_node_embeddings_2d[:,0], \n", - " weighted_node_embeddings_2d[:,1], \n", - " c=node_colours, cmap = \"jet\", alpha = 0.7)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Array shapes:\n", - " X_train = (1863, 128)\n", - " y_train = (1863,)\n", - " X_test = (622, 128)\n", - " y_test = (622,)\n" - ] - } - ], - "source": [ - "# X will hold the 128-dimensional input features\n", - "X = weighted_node_embeddings \n", - "# y holds the corresponding target values\n", - "y = np.array(node_targets)\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)\n", - "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", - " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", - " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", - " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", - " verbose=False)" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "clf = LogisticRegressionCV( Cs=10, \n", - " cv=10, \n", - " scoring=\"accuracy\",\n", - " verbose=False,\n", - " multi_class='ovr')\n", - "clf.fit(X_train, y_train)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "y_pred = clf.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.8118971061093248" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "accuracy_score(y_test, y_pred)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.7" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From f9739f311b9aac93cc9a757909892bdea9032a5b Mon Sep 17 00:00:00 2001 From: habiba-h Date: Mon, 3 Dec 2018 09:49:44 +1100 Subject: [PATCH 009/116] updated demo for node2vec with weighted random walks --- ...classification-weighted-random-walks.ipynb | 1031 +++++++++++++++++ 1 file changed, 1031 insertions(+) create mode 100644 demos/node-classification-node2vec/stellargraph-node2vec-node-classification-weighted-random-walks.ipynb diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-weighted-random-walks.ipynb new file mode 100644 index 000000000..c78b45df5 --- /dev/null +++ b/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-weighted-random-walks.ipynb @@ -0,0 +1,1031 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Introduction\n", + "\n", + "An example of node classification on a weighted homogeneous graph using the `Node2Vec` representation learning algorithm. The example uses components from the `stellargraph`, `Gensim`, and `scikit-learn` libraries.\n", + "\n", + "**Note:** For clarity of exposition, this notebook forgoes the use of standard machine learning practices such as `Node2Vec` parameter tuning, node feature standarization, data splitting that handles class imbalance, classifier selection, and classifier tuning to maximize predictive accuracy. We leave such improvements to the reader.\n", + "\n", + "### References\n", + "\n", + "**1.** Node2Vec: Scalable Feature Learning for Networks. A. Grover, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2016. ([link](https://snap.stanford.edu/node2vec/))\n", + "\n", + "**2.** Distributed representations of words and phrases and their compositionality. T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean. In Advances in Neural Information Processing Systems (NIPS), pp. 3111-3119, 2013. ([link](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf))\n", + "\n", + "**3.** Gensim: Topic modelling for humans. ([link](https://radimrehurek.com/gensim/))\n", + "\n", + "**4.** scikit-learn: Machine Learning in Python ([link](http://scikit-learn.org/stable/))" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.manifold import TSNE\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LogisticRegressionCV\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics.pairwise import pairwise_distances\n", + "\n", + "\n", + "import os\n", + "import networkx as nx\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "\n", + "from stellargraph.data import BiasedRandomWalk\n", + "from stellargraph import StellarGraph\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dataset\n", + "\n", + "\n", + "The dataset is the citation network Cora.\n", + "\n", + "It can be downloaded by clicking [here](https://linqs-data.soe.ucsc.edu/public/lbc/cora.tgz)\n", + "\n", + "The following is the description of the dataset from the publisher,\n", + "\n", + "> The Cora dataset consists of 2708 scientific publications classified into one of seven classes. The citation network consists of 5429 links. Each publication in the dataset is described by a 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of 1433 unique words. The README file in the dataset provides more details. \n", + "\n", + "For this demo, we ignore the word vectors associated with each paper. We are only interested in the network structure and the **subject** attribute of each paper.\n", + "\n", + "Download and unzip the cora.tgz file to a location on your computer. \n", + "\n", + "We assume that the dataset is stored in the directory\n", + "\n", + "`~/data/cora/`\n", + "\n", + "where the files `cora.cites` and `cora.content` can be located.\n", + "\n", + "We are going to load the data into a networkx object." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_dir = \"~/data/cora\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Largest subgraph statistics: 2485 nodes, 5069 edges\n" + ] + } + ], + "source": [ + "cora_location = os.path.expanduser(os.path.join(data_dir, \"cora.cites\"))\n", + "g_nx_wt = nx.read_weighted_edgelist(path=cora_location)\n", + "\n", + "# load the node attribute data\n", + "cora_data_location = os.path.expanduser(os.path.join(data_dir, \"cora.content\"))\n", + "node_attr = pd.read_csv(cora_data_location, sep='\\t', header=None)\n", + "values = { str(row.tolist()[0]): row.tolist()[-1] for _, row in node_attr.iterrows()}\n", + "nx.set_node_attributes(g_nx_wt, values, 'subject')\n", + "\n", + "# Select the largest connected component. For clarity we ignore isolated\n", + "# nodes and subgraphs; having these in the data does not prevent the\n", + "# algorithm from running and producing valid results.\n", + "g_nx_wt = max(nx.connected_component_subgraphs(g_nx_wt, copy=True), key=len)\n", + "print(\"Largest subgraph statistics: {} nodes, {} edges\".format(\n", + " g_nx_wt.number_of_nodes(), g_nx_wt.number_of_edges()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Add weights to the edges \n", + "For weighted random walks the edges in the Cora dataset should be weighted. One possibility is to weight each edge by the similarity of its end nodes. Here we weigh each by the jaccard similarity of the features of the pair of nodes." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/envs/stgraph/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to bool by check_pairwise_arrays.\n", + " warnings.warn(msg, DataConversionWarning)\n" + ] + } + ], + "source": [ + "df = node_attr.copy()\n", + "df.set_index(0, inplace = True)\n", + "papers = df.index\n", + "## calculating the paiwise jaccard similarity between each pair of nodes.\n", + "wts = pd.DataFrame(1- pairwise_distances(df.iloc[:,:-1],metric = 'jaccard') , index = papers, columns = papers)\n", + "wts.index = wts.index.map(str)\n", + "wts.columns = wts.columns.map(str)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Append the weight attribute to the edges. Note, here we use the word 'weight' to label the weight value over the edge but it can be any other user specified label. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "for u,v in g_nx_wt.edges():\n", + " val = wts[u][v]\n", + " g_nx_wt[u][v]['weight'] = val" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just a quick look at the weights of the edges." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import collections\n", + "import matplotlib.pyplot as plt\n", + "\n", + "wts = list()\n", + "for u,v in g_nx_wt.edges():\n", + " wts.append(g_nx_wt[u][v]['weight'])\n", + "wts = sorted(wts, reverse = True)\n", + "edgeCount = collections.Counter(wts)\n", + "wt, cnt = zip(*edgeCount.items())\n", + "\n", + "plt.figure(figsize=(20,16))\n", + "plt.bar(wt, cnt, width=0.005, color='b')\n", + "plt.title(\"Edge weights histogram\")\n", + "plt.ylabel(\"Count\")\n", + "plt.xlabel(\"edge weights\")\n", + "plt.xticks(np.linspace(0,1,10))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The Node2Vec algorithm\n", + "\n", + "The Node2Vec algorithm introduced in [1] is a 2-step representation learning algorithm. The two steps are:\n", + "\n", + "1. Use 2nd order random walks starting from each node to generate a sample of walks on the graph. Note the walks can be longer than 2 but to be consistant with the explanation in [1] we set the random walk to be of length 2. \n", + "\n", + "2. Based on these random walks generate the embedding form each node. The Word2Vec algorithm, [2], is used for calculating the embedding vectors. In case of graphs, node id is analogous to a unique word/token in a dictionary. A dictionary is a set of words which translates to the complete set of nodes in a graph.\n", + "\n", + "\n", + "The node2vec framework learns low-dimensional representations for nodes in a graph by optimizing a neighborhood preserving objective.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Corpus generation using random walks\n", + "\n", + "The stellargraph library provides an implementation for 2nd order random walks that can be unweighted or weighted as required by Node2Vec. The random walks have fixed maximum length and are controlled by two parameters `p` and `q` and `p`, `q`, and `weight` incase the graph is weighted and the a weighted random walk is intended. See [1] for a detailed description of these parameters. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first step for the weighted biased random walk is to build a random walk object. This step is exactly as a simple unweighted random walk." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "rw = BiasedRandomWalk(StellarGraph(g_nx_wt))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we are going to start 10 random walks from each node in the graph with a length up to 100. We set parameter `p` to 0.5 and `q` to 2.0 and the weight parameter set to True. The `run` method in the random walk will check if the weights are available and resolve any other ambiguity, such as, whether the weights are numeric and their is no ambiguity of edge traversal (multiple edges with different weights between the same pair of nodes)." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of random walks: 24850\n" + ] + } + ], + "source": [ + "weighted_walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", + " length=100, # maximum length of a random walk\n", + " n=10, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = True\n", + " )\n", + "print(\"Number of random walks: {}\".format(len(weighted_walks)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Representation Learning using Word2Vec\n", + "\n", + "We use the `Word2Vec`, [2], implementation in the free Python library `Gensim`, [3], to learn representations for each node in the graph.\n", + "\n", + "We set the dimensionality of the learned embedding vectors to 128 as in [1]." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from gensim.models import Word2Vec\n", + "\n", + "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(128,)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# The embedding vectors can be retrieved from model.wv using the node ID as key.\n", + "weighted_model.wv['19231'].shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualise Node Embeddings generated by weighted random walks\n", + "\n", + "We retrieve the `Word2Vec` node embeddings that are 128-dimensional vectors and then we project them down to 2 dimensions using the [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) algorithm." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, the weighted random walks." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Retrieve node embeddings and corresponding subjects\n", + "node_ids = weighted_model.wv.index2word # list of node IDs\n", + "weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", + "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply t-SNE transformation on node embeddings\n", + "tsne = TSNE(n_components=2)\n", + "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot the embeddings generated from weighted random walks." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# draw the points\n", + "alpha = 0.7\n", + "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", + "node_colours = [ label_map[target] for target in node_targets]\n", + "\n", + "plt.figure(figsize=(20,16))\n", + "plt.scatter(weighted_node_embeddings_2d[:,0], \n", + " weighted_node_embeddings_2d[:,1], \n", + " c=node_colours, cmap = \"jet\", alpha = 0.7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Downstream task\n", + "\n", + "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node attribute inference. \n", + "\n", + "In this example, we will compare the `Node2Vec` node embeddings generated through weighted and unweighted random walks to train classifiers to predict the subject of a paper in Cora." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# X will hold the 128-dimensional input features\n", + "X = weighted_node_embeddings \n", + "# y holds the corresponding target values\n", + "y = np.array(node_targets)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Splitting\n", + "\n", + "We split the data into train and test sets. \n", + "\n", + "We use 75% of the data for training and the remaining 25% for testing as a hold out test set." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Array shapes:\n", + " X_train = (1863, 128)\n", + " y_train = (1863,)\n", + " X_test = (622, 128)\n", + " y_test = (622,)\n" + ] + } + ], + "source": [ + "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Classifier Training\n", + "\n", + "We train a Logistic Regression classifier on the training data. " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", + " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", + " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", + " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", + " verbose=False)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf = LogisticRegressionCV( Cs=10, \n", + " cv=10, \n", + " scoring=\"accuracy\",\n", + " verbose=False,\n", + " multi_class='ovr')\n", + "clf.fit(X_train, y_train)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Predict the hold out test set." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = clf.predict(X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate the accuracy of the classifier on the test set." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.7958199356913184" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(y_test, y_pred)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comparison to unnweighted random walks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Perform the unweighted random walks. Note, this just requires toggling the weight parameter to False. Also, the weight parameter is by default set to False." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of random walks: 24850\n" + ] + } + ], + "source": [ + "walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", + " length=100, # maximum length of a random walk\n", + " n=10, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = False\n", + " )\n", + "print(\"Number of random walks: {}\".format(len(walks)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We use the Word2Vec, [2], to learn representations for each node in the graph." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "model = Word2Vec(walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Retrieve node embeddings and corresponding subjects\n", + "node_ids = model.wv.index2word # list of node IDs\n", + "node_embeddings = model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", + "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply t-SNE transformation on node embeddings\n", + "tsne = TSNE(n_components=2)\n", + "node_embeddings_2d = tsne.fit_transform(node_embeddings)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot the embeddings generated from unweighted random walks." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# draw the points\n", + "alpha = 0.7\n", + "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", + "node_colours = [ label_map[target] for target in node_targets]\n", + "\n", + "plt.figure(figsize=(20,16))\n", + "plt.scatter(node_embeddings_2d[:,0], \n", + " node_embeddings_2d[:,1], \n", + " c=node_colours, cmap = \"jet\", alpha = 0.7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using unweighted random walks to train classifiers to predict the subject of a paper in Cora." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Array shapes:\n", + " X_train = (1863, 128)\n", + " y_train = (1863,)\n", + " X_test = (622, 128)\n", + " y_test = (622,)\n" + ] + } + ], + "source": [ + "# X will hold the 128-dimensional input features\n", + "X = node_embeddings \n", + "# y holds the corresponding target values\n", + "y = np.array(node_targets)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)\n", + "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", + " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", + " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", + " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", + " verbose=False)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf = LogisticRegressionCV( Cs=10, \n", + " cv=10, \n", + " scoring=\"accuracy\",\n", + " verbose=False,\n", + " multi_class='ovr')\n", + "clf.fit(X_train, y_train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = clf.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8295819935691319" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(y_test, y_pred)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Testing whether weights = 1 gives identical result to unweighted randomwalks" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "for u,v in g_nx_wt.edges():\n", + " g_nx_wt[u][v]['weight'] = 1" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "wts = list()\n", + "for u,v in g_nx_wt.edges():\n", + " wts.append(g_nx_wt[u][v]['weight'])\n", + "wts = sorted(wts, reverse = True)\n", + "edgeCount = collections.Counter(wts)\n", + "wt, cnt = zip(*edgeCount.items())\n", + "\n", + "plt.figure(figsize=(20,16))\n", + "plt.bar(wt, cnt, width=0.005, color='b')\n", + "plt.title(\"Edge weights histogram\")\n", + "plt.ylabel(\"Count\")\n", + "plt.xlabel(\"edge weights\")\n", + "plt.xticks(np.linspace(0,1,10))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of random walks: 24850\n" + ] + } + ], + "source": [ + "weighted_walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", + " length=100, # maximum length of a random walk\n", + " n=10, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = True #Flag that indicates whether the walks are weighted\n", + " )\n", + "print(\"Number of random walks: {}\".format(len(weighted_walks)))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "# Retrieve node embeddings and corresponding subjects\n", + "node_ids = weighted_model.wv.index2word # list of node IDs\n", + "weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", + "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply t-SNE transformation on node embeddings\n", + "tsne = TSNE(n_components=2)\n", + "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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YpS71oz7pSletyLGeSgMGfNwnjBs3oGnZMlhllYaGtdba7AINDfPmvc11CYkiIiLiLeGUfFRXFMUEfhPXqj5y/EVsx+/iYjyHHy/LcvJUPF5EREScfhfY4jo3eNhDvd46haaGD/lIv9pnpndqavaDoFJpxoxp08peD6NjFQqTJv2+/0bvsra2m7z9TT2+0+l8G/y0n3XAAfvtdchhAwYsW/a0p/r9iq7xNt/nXSu93IiIiAicup5E/xp/Xpblp4qiGMAI/hG+UpblrxVF8Q/wD/D3T9HjRURExGlWKLzXza52tb329ps4H9tH6KXNmI/V0bHVRXZ63ugxY+OnTVm2pKFhzqyuUlPT5/yZv+7netu0znw1NRt7p2O9181mzBg1atjwCq0uIiIi4uXecEhUFMVq3Iqfh7Isl7FcFMWP4Lbe1X4bX5eQKCIi4oyz1jprrTvhZePGDRuxZFGp1NHpB0ffdr8b3WjIsFkzx9yqUOKISbXe5K9FC3bbZY89tthy+g9qBQ32ThERERFvNafio7pLcBC/VRTFA0VR/GZRFKPYUJbl3t519tHrzvgSRVH8SlEU9xVFcd/BgwdPwXIiIiLidJo27SlPed4Om2wyZtSQYW1tHZ1+c+ZBgx7xsIaGJctmzFpllU02WbKoodEPiRoaOjp2eG5lDy4iIiLiHHYqtps18Hb8zbIs7y6K4l+rtpb1lWVZFkVxwvEoZVl+Bp+Bd77znSceoRIRERGnRFvbQ77jId9R6rreDa53Y3/61isple52lwc90O8zNGLEpba52539vkWFQl3dlCNqag455EJb1dXNmjVvXtm7v6P30+31Llq0eDoPPyIiIiJewakIiXZhV1mWd/d+/n1VSLS/KIpNZVnuLYpiEw6cgseKiIiI16lU+iN/4AlP9M/bZZfttvtJP/WqvYB2et6Dvm3EaP+6CxY87lHrrXfYYaWy39T66FSvo9VChcKIUUuW1dV0dPr3XSiMW2Wttaf6sCMiIiLiJL3hkKgsy31FUewsiuLKsiy34wN4rPf1c/i13vc/fqOPFREREa/fLjs94QmFmkZv5Hpb25O2+22/ZdiIK1zhWtcZMPCy22/3hFrvdNSQIYcdMmDAqFHz5nV1tbT6IVBT04KFfrPqpoYJa3S06VUd1dQMGnCFK9+U5yIiIiIiXu5UTTf7m/jPvclmz+AXVP2Ofq8oil/CDvz4KXqsiIiIeB2e8pSursFjtpZ1e6cXHLTOene707Oe8SN+rF8RdFRL+4Tj7AcNaWtbZbU5c/0KokKhVGpp2W+fpmZvm1nXe92iVPquJ3V1bbDRLW41avS0Pw8RERERcWKnJCQqy/JBvPMEF33gVNx/REREvHENjeNCnq5uv9qnrmHAgKamgw563g6Xuuy422+zzQ7PHtdLaMmSCautc57ddqmr07t0yJCurkWL/Z5D1W1r9tjtp/yMW71PRyfTviIiIiLeAk7FdLOIiIg4A1znenV1bW2lUldXqVRTs8o49MOfvfa+7PaX2eZil5o2bb999tht1qzbvN/H3O6jPmbMuDUmbHGhLS7U0Ow3xe4qjRqx2WazZsya1dBIQBQRERHxFpGQKCIi4hyxxhq3uFVd47ieQausNmT4uOuO90KjY9XV3ehGeiPumwY01N3lW1paVlutwIwZB+y3xx6UauqGDNlqq/XO629je+l2toiIiIhYWXl1FhERcQ652a0us81jHtPWttduS5aVveBn0YIBA7a5/GW3LZX+0tcNGrTaRP/8SUc86Nue8qRCTV2914toWUcXpQnr+9vN5s3Z4kLDLwmmIiIiImJlJSSKiIg4hxQKm11gswvAnDlf91U77VRgrbVu8wEjRl5223nzjjjysubSgwY94hEdbausMmzIEVOWLCrUbLbZggVz5sBa69zm/af9WCMiIiLitUlIFBERcQ4bNep2n7BgQVfXiJGXTTA76mjj62MbV1M1wK6pafd+bhpwnvPAtGk3uNFlLvOCQ0aM2GDD93yMiIiIiFg56UkUERERhg0bNfqK4c2gQZe4xLz5/va0rq6WZde7XkH/fL0/19Sc73yrrHapS220MQFRRERExFtUKokiIiLipN3qNvPm7bevX1V0g5u83TtNmfKk7ZoGQMuyi1zc39oWEREREW9tCYkiIiLipA0Z8iN+zGGHzJm31lpjxsBt3m+LCz3ucaWuK1zpSlelcigiIiLiDJGQKCIiIl6TQmGd9da95Py6uitd5UpXrci6zkSzHWoFI2kAEBEREW8BeUkSERER8SZ7eJF3Ps2GJzlvO+9+lieXVnpVERERca5LSBQRERHxJppq88EdPL7MSFF9PbTI+3ew2F3p1UVERMS5LCFRRERExJvoM0eY6TJWq7aa1Yrqz5MdfvvISq8uIiIizmUJiSIiIiLeRN9dojzB+SW+23qzVxMRERHxooREEREREW+iG4YpUB6TFJVldd6Ngyu1qoiIiIhMN4uIiIjXaNase9ztWU9raHqba93oJo28rDgpvzjBvzjEvjZDvaBoEVub/HerVnRpERERcY5LJVFERESctCVLPusPPOkJDU1dXfe621d9ZaWXdsYYqnHHxXxkjKKgVuOHx6vzanllFhERESsoH/lFRETESfuup8yZM2Yc1NU1NDzjaZMmrbFmhVd4Ztjc5A8vXOlVRERERBwvn1dFRETESTvooEJx3HlF7zQlo7kiIiIizmSpJIqIiIjjtLQ87jHf9ZSGhre51qUuUyistVb5ktlcZe80Lg11IiIiIs5kCYkiIiJCR8dOO+3wnO22W7Zo2LCu0m67Xe8G73Wzy13h2+43Z86IEV1d8+ZttdU661b6MCIiIiLiDUhIFBERcY7r6PiiL9hhh2XLpk2pqWkaMGpUV9fDHnKd69XVvc9tHvGI3Xaqa7jO9d7l+1f6MCIiIiLiDUpIFBERcY571rN22GHMmEmTaupqCocdMmxYTU2p9Cf+yB67LVtWV3e9G33ER9XVV/oQIiIiIuIUSEgUERFxjnvGd9XVFQqN3kuDmpq2jmXLhgyZNuUFB9XUNDR1ddzvXnC7j6/k8iMiIiLiFMl0s4iIiHNc00C/GfWoUYVCWwcUmDFjyXI/RCpQV1fX8IiHzJtfucVHRERExCmTkCgiIuIcd5WrlEodHXV1G2xQqAKiZS3rrdPUVHvJtrKaQlfXjOkVWXdEREREnFrZbhYREXGO22SzH/Bu97irP9x+q4vc6lZrrTds2P/t/zJjWv2Yz5c6uoYNGTO+MguPiIiIiFMqIVFERES40U2ucKX99hs0YION6ura2p603YQJkw7r6mpqamuDK1xl0mEP+LaGhm22We+8FT6aiIiIiHg9EhJFREQEGDHiEpf0f25r+5w/tcceDQ0T1phyxJIlhcKoMU94zHZP9HsZPegBN7vFta5bwSOJiIiIiNcjPYkiIiLihJ7znD32GDNm2LD11hs3rq7uIhdbY8KSJYsWlLr9633LHWlmHREREXEGSkgUERERL/O8Hb7sS46YNGVKR0dX14JFNTUtLdOmtXqnAw7Ybx8osdfelT2AiIg4Zxxs8x8m+c9H2NVa6dVEnNmy3SwiIiKO87CH3OEbFszr6JhyxJxZ5zufXmvrUmnGLCh6pyVLDthvldUaL5mEFhERp09ZctcCvz/NkQ4/OMqPrWL0LC8JKEv++SH+jxfolNX/UKtq/MP1/M21FMVKrzDizJOQKCIiIvqWLbvLnYYNGzLUqxwqtLXNmusHQsuW1RS6CqVSQ0OhMG9eiXnz2toaeakREXHa/btJ/ulB5rsM17hzni/M8pubq5/PVl+f558drP48VFTbZOa7/NoL3DzC24dXdHkRZ6S8couIiIi+KUeUuv1wZ731DjukVJozZ4sLzZs3bQrU1ftb0VqqGv+mpq/7midtd7tPJCiKiDgN2iXbl6rtVX97H20UmOnwQofJDr+0m5tHuX2MiwZWesWnVlnyP+5jvqzCocWSesFYwXSXP5lJSBTxeuRVW0RERPQNGdJVKpW9CWajRoyYcsSltvmoj5k25S993WMes8q4YSN226WursRaa9XU7LHHM552hStX+rAiIs4q9y7wjw5UgdATyyyj2busowqM9nX56hxPtfiPR/j1DdwyunJrPtW+tcD25SoYO1os1SmZQx1z5cqtLeJMdhYXH0ZERMRrNW6Vi1xkzqyuLmhpaRrwfd6lUFhtwsd83OUuV6hZtNC//YQJdXWFQl3dc55dqUOJiDgrvdDmb+2jVXJeg4Xqn2qt3lf3mOsuY0OdkRr/68HqNmeLP5hmba/93dHDqqmOsYYfGVuhhUWc4RISRURExHHe74dcZpsFC+Z6fYje5m3222e//b2m1TM22mTChKYBTU3nOd9qq/v309U1JLX+ERGn0pfnWCoZ772TqxdVNc2JLJdMdasG1nMlTy+/acs87aa7bG5Uz0PXixVUXXx4jPeOfO/bznX5i9kqaHpy6c1Zb8SZItvNIiIi4jiDBn3Qhy1YsN8+X/NVj3pEV1ehZp31DnuhtyWtpqujaaBfeQRtbXCVq8ALDtphh0LhYpdYa+2KHFtExJluqvNi5QxsbPDcCca+19AoONxhdY1uWVUUnS0+MMoDi3zfEDvbHKz+23Fhk/9ywfeebPb4En9jLzPd6jkpiqpn0+1jNGtcO1g9bxHnqoREERERcUJDhtzlTm0to6q6/a6u7R43YcKENaBU6uiqq5s3p1BTKNzqfc63wX3udZ97e6ES97rbe9zsOtev4NFFRJyZ3jFM7UgVcNQKrhjgYItZx1cUra5VPXpqONjh6kEuPIve/f3IeDXB7bElJmqMDVRvbv/FhirsOZFuyf+0v6rE2tB7Ll5o8S8P8Z+mqr5Oaxr8xkauTyFsnKPOon8mIiIi4lSacsSUKSNerNlva/cnnVFoaho2bNCgjTb6Ae8xa8aYMWusddhh97nXiBG13i73jo5v+aaLXWLc+AodXUTEmekdQ7x/lC/PMtirENo2yP52tfVsbW/71fOtagtWDRc1+bXzv3d1zZlopMZnNvGVOe5aqKaa3TbKu3rhzj0L/OZk9TxcP8QvTVQh2oE25/feBS91eXy52pa3q8VwjV1tPvQ891/KBc3v+fARZ62ERBEREXHSurra2jo6/S1lDQ3jVhkw6DGPesLjoKlpk01K3X5AhN4UtNJuu1zl6hU5joiIM1VR8M/O54OjVSXNQMEnxllV8LcPMN2prnflIJ9axcfGeNvgygdEZVlV8AwWp24tQ7UqFPrcLF9c4A9n2NTgo2P85pHquRkt+Ms5vjnPP15//O0PdaqAqI0B1fWbqq1of2cfv3vhqVlnxJkkIVFERESc0GoTVltlxqzhXgPqObOogp5G72VEW9uMacuWPeNpo0bV1LS0PO4x9RO83KhGFp9FzTEiIt5EjYIfGqu+jvW5rTywUIUxNw6xqr4y64NHF/mdKZ5ZZqhgZ4uZspq29qtruf0NFpIe7nDPPP/8UBWMbWxU/7ccavMPD1Tb645OPzu/xoEWfzzDRL3q67S6TrusJsIVqsCJKsBqlDywVDW4Hs1/VXGOSUgUERERJ1Qo/JAP+1N/bNasUteMGePG+xVFRzU17bG7HxAdPW/EiClT2tr9UKmlpabuQltX5LgiIs5WAwXf/wpTvd4sd87zt/ZV4ctCl++2aBa8fYj5kv/lYLXWD77OMfWfm+GfvsBMp2raPVBUFUrrGozVq5BsrvtiSDTZ4dk2T0xXW++mOqzrVlVEXS9WEfFiU/CRglZ5ggc/CWXJN+bZ0eLWES4aeH33E7ESEhJFRETE97Teej/tr9thh0ULvuWbBg1qaFi0YMFib/tYV6l8WXXQoCFr1C1btmQR1NR90If61UkREXH2KEv+xaGqemhVnXsXqgDnaJ+kqwerIOY3Jl9fSLS7xT85yKoaRZ1mu+q79MQy76pTV33N9gZuznV5dKnq3TReY0ujuvziZrUd7zcmuX+xCoyOZkLrG1w3WDX/fq2eXeb256uA6OjNf2yc/3BB1Wg84q0uIVFERES8ogEDLnc5mDXrQd/W0PSCg7q905BhI0YsWzbgxY9Mlyy6xrW+z7vstluhsMUWgwZX6nAiIuI0mi+1LxjKAAAgAElEQVSrgOT8Gk8v80Knqiiq41DvOqNFFRi9Ht+Yr6a2DdUoesFOraDVrba0NTFc9HogddnT7jXwLqqKnnrB5kbVoPoHR6ueTZ/cxfblKtRZVeO8Bv/4vNfeO6ks+eTO6vhHe72XOiW/P8MNh/i761/9PiJWWkKiiIiIOGnv8E777PGoR/uVQ0OGrLfetGnz5rW1NDQtWzZk2E1uMmzYNttWevkREXGaDRbV5LEnljnUrd5wdlVBzWyX+xeq7xM1fuNw1WD7msEXR9K/mlZJWbz4WBc0qnBooaz6HxVFFRIN1ZjqcriNstpO9thSVeF0YaMKjQ51uHaIz2/lq3N8Z4mtDT4yVm1de62eWq6+Ro5pzl3v9Tj6f48kJIozQ0KiiIiIOGkDBtzo7Z7xrAXzSqWWlhnTmpqudKW2tilTtrjQda7PmPuIiHNIo+D2Uf7JQhWW1GtMd6uKn66q4XSzqM77u/ur7V+r6/zcBL+65tWrd949wr85XDWdbhRcOsBch12danvYpmY14exwpwqfPjzGvzpUNahuqraVPdFiY73qT0QVKH1svPp6I6Z6k+Veegg11cS0iDNBQqKIiIh4TQ46YN6chqaaQokZMwYMGjXmB7x7pZcYcUpMmdLSssYadSs4JiriDPNDY/y7yaqSh2pC2GK3CmoavUqj5ZJhTHaroOe3jnD9ILeMvvJ9bxvgl9fw7yer0AmmS64cqO6nXVYBVAMPLVXb3JrFiyFVqdoWVi8YPsWTy64brI51qVtVOR21jFveAg3FI05GQqKIiIh4Tfbaq1D0PymtxtnXLVpwgS0rubR4i2tre9pTJh1xoa0ucMFKL+mEZs36si/ZZ59CYcCA2/ygS1y60kuLOCNcOlBtH7u8VoUygwX3LFTB0AUN9nSqiWJFUU0io9oO9tmZVw+J4KdX87aBqiH1YI3fm6p6IR1oV9u9jgZBZcEgbhjkYKfaXjZQcEGzamR9pFM1qT5Vhur8b+dVFVKz3aqCqIs1df7380/d40ScTgmJIiIi4jWZMWPMmFlzx5XUDxux2qoVW1e8tR1yyH/y26ZN6/am4a2z3s/5BatW6PemVDrssEUL1lpn2LBS6Yu+4KADmgbU1XV1fckXfdpPWGvtiqw14kyypl4FOf/hSDXhrNYLgoremPq9nerP3bLaAlYvqoqfuVfZkrXU5V8d5o9nqhBodZ2/t46fmeCfHWRXq6oaqhUsqba77WxXjaovHdCPeQ91qsd6bIn31KvqplPlV9ZWE9z+1SF2t3nvCH9/HRubp+4xIk6nhEQRERFxUkqle9xtn30WzKupaWgaMWzAoAEDRr2OecZx1iuVft/vmjKtq9M/76ADPuPf+QW/ZJ03t6PrvHlf8uf226dQUyq9wztd5GI77bRgXldXW0dd3bAhj3jYrd73pq4z4kz1N9aytcl/maq2lH1yFXctVBPJGqrApyyq7WPKqhLoQ69SRfTrh6pqo/N7wc5cl390gH+7iY0Nnm1V4VGhql66dpB97aofULPDeI2Hl6qQaEOdv7e/qio6evtT5ZbRk6uIingrSkgUERERJ+Vxj/m2+6yz1j4tHW1LFpW6CjXv94H0bYkTmjbloIOqTSB62xULXV0zZnzFX/i0nzxmE+Pp9zVftc8+o0YVCh0d97rHjBkzptXUtLSUSl0dLcvud6+3e4exhKERr6pW8KOrqq+jvjHHvz7M/i7726yvVxVE+zq8fYjbX6Fx9HSHP52pwp1675+K0RoLXX57et77z7vPuuU5M0sXm17cZqhs2tlmT4vNzWrk/aEOy12uGKgCrKJgd6uqQvo3m07r0xFxxkhIFBERESflOx40aFDTgAkTDjqgo2PRomEjJk2u9BLjLarT217W0VEolMecYLvt/tAf+KiPGXH6u7vOmbPL8/2ACOrqGhq2exxV/ySo9aqMqrCodL/7vM9tp32NEWejoxU27ZIDLb44X4VF3z/MzSPVVjGqSsM5cxoahgyBI92qQqj+kiy5rM25u7XHTw494vxazZaRZyy0HvHZPT9qvtPULdnbplVWVUYN1c8bGgwVVVB11wIzHcbzOUdEQqKIiIg4OQsW1DV0dU06rNbr1VIqtbXd426XuMR50p0zjrfGGqNGTZnqn3c0IKr1Tgft9xV/4RN+5LSvp63Fce3X9deyYNmYcUdeEnoWCqNGPePphEQRb1CjYPMAvzDw8sv22O3rvmrajAKXuNStbjNWq8Ki2Q5jvTCn1LWvO+cHhg7ZUBszVWN/u9SoH7BhZLvnZq81WFTNo8drHO5UE81a2NHiysEXx9VnQn1E5RQP/YuIiIiz1YW2WrBg0aKOjnZvK05NzaIFR0x6zCMrvcx4CyoUbvfD/SbQ3WPejjU0jBs3asxuu82YOe3rGbfKiGFLlo47f9FirzdSqaGhrt7rvdUwYKD/PSLemHbJc8u80D7+/ClHfM6fWbBg1KhmOeY77V3+h0NPuv15JjvVlLQ75/jWPF+fY74z4KbxfRTVNrJrhwqNouHK0addP0hH1RybarLZcq9Z9uGqPZoXOtwwVDXBjoiERBEREdHT0bHbLs961oKFl13+Lu8yaNCCeS0t6I8Hb2golXbZ/WYvO84QV7rSr/jvbbRJodb/3Rkxao21/T5F06Y951m77dLpNbk+1WpqbvMBHR2zZs2bd9ghM6ZNmeoHoR2dfqVcXd28Ode5/rSsKeJc8Y05PvY8P7Gr+v639lWj6OExj+noaJTDvnz4Sv/8uQ/79Wd+3O8cuNJyt+3ygWpa2pGy2j62oVEaKFr+24GbLHdrFNVktfMbXXXDxmvVG97ecDWNglU1FkvaqqbWq+v84ze3b37EW1q2m0VERIRDXuh/ektVfv9u7z3uDfFqEz7tJ9ztTt/wV2pqmpr9ni1HGxFHfC8bbfSr/oa73Olud1lllWbvM/5ly1pa/swfO7oBZMSwj/n4a558tmjRkkVjxr9nM/ULXejH/YTHPe6II77rKec536BB48Ydcshhh3R1NTQsW1ZT7zetPuSQRzxs0qQLbHaNa4169XFGR/+O1PJZbZyDnl7m7x1guOD8Bt2Sb87zD/bzG5uZMa2u5suHr3DH1DZj9UUL3aZC6alWoYaFktUF9RrXDNbs03awNeTRuY1uGt+jo211rTS98DaHe1PMdrdRsq7BVQM80+L9I3xinPeNVg2wI6KSkCgiIuIcddhhj3jYvDnPeEZdvf8mt6Pjm+6wwUbnH9NjaMyYW7zPYx4zbapXZdFRYNSYDTas0NHEmeQmb/e8HQ47pK3VGzVfncaPCXYWLPiCz/spP3NSoUpLyzf8lac8CQYMeI/3utJVJ7z+hDXe7T12eM7zdhg0iBe7FTU1rbLKiFFNTR0d3/ItAwZ83p8pleoa9tnrMY/5pL9m3KoTPtaiRV/zVds9AbbZ5n1u+57XjzgbfXa6CoaO9hSqFVWI8+3FavvZpoHNnug+5+7pS4zXF9SLUkdNveioq9nVriLkRo2lEgrrnWfSlOeXhl05Pq/A+2o3+/C6C/z6Ie5bqBpSFzi/Xm0z+5UJ/va66vEj4ngJiSIiIs4xs2Z91h962lPQnzY1aMiAAU3N/pv0J20/LiSieuP9Du/0gG/3twgdfQN/o5ve3IOJM9KgQT/qk77rKc973rhxc+Y84+njKn+GDZsz64D9Nnr1+dR3+IbtnjBqtD/C/mu+aty4zS74nrfr9jejvGjRYu83u27YMKoJaLNmfM1X1dT7U5dg1ow73KGrY5ddhgy5zvVucKNC4T/6Lfvt722140EP2GuPn/OL6XMU54zd7aov0LGKoppYNtnhGlf6q85TWmVX0a072Bqz3K2jYURhqWAZrS5re/9UNDSssdbHB67zQRdbZ30V+A7ymc0sdqttZgfb1fayrc2qoigiTix/PSIiIs4hM6b9jt+23344bovYsmWTJvuhUKHo9x56qe/3A5qavuNBbS2rrfIetzg/lURxkgYMuMbbXONt4Ku+8rJpY5WiP47+lSxatN0Turr22qurY8iwQYO+48FXDIk229wPlY5ufzu6jXLESP96y5YsWrBgwRprjruPuoYHfNs66wwb1tFxtzvNmdPVtcceFBpq6hpKXfvt911P9Z+DiLPdu4f5xvzx5y33MtptA1WA/LONj/m32p5dHFQrSmMFs2XNDOq963bRKJnuVP2F1tYLnxxddcLKvKFeEeKmZvUVEa8sIVFERMQ55D73OeII9KuAqPqkdLQtmO+PJu/qusQlJ7yfurrv8y5v946qyaiG3Xb5hr/S0HC5y6133ptzUHFWuMSltnui39+KavtYXe2kwscli+bMWrCgrq5QmDdn3rwJq1/xtoMG3eb9vubLliwqlQYMKhTq6kqlIyYdccSQIYsWLZh3nvP7VUYzvXHdR7dsVjVIdfe717x5XV01NW0tHW2DhpTanrcjIVGcM24f5/emebbFWFGNol/qVuHR/3yArQ1+ac2wi+s8hwFVldFgyYKqCfXFzarp9ME231niZ1bx98+rtpRFxBuXkCgiIuIcssNz/clSxzq65ayra84cuNRltrroFe/v6Ijwr/mKJ213tOHwdzzoZre41nWn5Tji7DBp0g7PgS0udKlLPesZR3+PCoX3+8DLtmOVSvvsNWnymK1khVlzvbiz3Z+eVv351fsZXe5yo0Z9x4NKpetcZ9Kke91jzqwjjhg3bp31Jh02ZcpBB22xRam0ZNG48ePus1CYNWvAwHGhbKnU6VVHrTbxxp7EiDPIaI3/bzO/P83X5xnF1xb4rakXr/N/HuaiJm8brLaHLZYM1qoqolrBZQPV9rFykANtfnUdF6ZCKOKUSUgUERFxDhkyZNCgZUvHTSKrehINusw2F9jiIhfZ4sKTaha8x25P2m7UWP9NcNXg9w6Xuuy47Tpxbit7p5qahz3kW+447rzv8/2udo0ddhgyaJsrXratq6XlCz5vj90oFWomTBgyrBp0fbQ6rrRoUdOA5kn0/PmOB93lzn4l3R67fMhH/Kyf91e+7knb+1tZ1lirqzRj2pQpQ4Zsc7lDDh13n4u9qqTVJixY0NXt/x1Z1jJkyI1ufGNPasQZZlWdX1xTff2dvTzfqyoqep9dzHV5colrh7ih1/br8aWqcqipqiyi+pteQ/vlLcUi4g1ISBQREXEOud4NXvCCAQOWLPXfoNfVXekqP+LH+j1ZTtYOO3pvzV+sTjq6RWefvS512Sk+ijjTLFt2j7s97jEdHRttstsuY8b6jao7Ou51t5/0U25x6/e8rwd9u3/bo79zhxwyY0ZDA4WOjlJXoaapaaON/dtXVTyd/pa06vYvuNO3DBvur2fZsi/5op/184YMH1eNVCist96gAe91sytdbcmS/+Z3zZkzYkRb25JFQ4YNG7bWWpMmdXTAgEF/zacMJ0SNc9hnZ6rgpzimuHWkYKbLdLd6szpeY1WNPbisqf8/zWyXkRpXDb756444myUkioiIOIdc7RpTpnzHAxZ7TXgnTPigj7jsdYY51VaaEyl6b9rjXFYqfcmf22mnESNqap7zjFmzxoz1r1dX11XaaecrbsF63OOGDB0XSg4YsGzJuFVmTCt1+xVBpa5rXadUesLj7nOPWXNWWeUGN5gx6zGPmjVz3LSyAQPmzNptt0td6mEP9fsKQcuyAQOuco0BA72JbT/mTnfaZachQ97jZjvttNceE9YYNWbOrI6uT/m0LS481U93xBnlxdq/49UK/sFaPjvLMy3Oq3PxKM+32dOuKoiaBf9yw8unpUXEG5NXbhEREeeQQuHd3uNGN5kyZdToy/qovFaX2eZ+92pr90OhRYsGDb7iRKk329LMjGf+4i8cee459aEhc/v2WZyacvGtt9r2sY9pDg+v9BLPSoccelnlz5BhM2bM9cKaY73aFsdjG1sfdbT67ei0vmqkfdlvQD1o0HZP+LqvGTRozJhZsz7rs1YZ19W1YMFee2yw8ZgeSIVS10ab3ODGXr+irqMB6Ad96Lh+Seus93GfOG6NV7vGV33ZTjsVCuPG3eq2BEQR+OFxfvMIA+WL1UQLJRsb/NQEP72m2k52tCf1txe5Z4HVdX5olPPzbjbilMtfq4iIiHPQcO90Kqyxxg/6gL/0dUuWUE2L+piPv2UqiaZ27vSnv/zLFg4ftnDkiNk9e9QHBqy74go777jD43/0Rz7xmc8kKDoNpk0f17QZ/d+9JYv0QqK2trraqzZLv8KVHvTAcaHTogWbXWCP3Zqait6Ws7q6QYMe86j/n737jrOrrhP///qcc+65/U7vSSYhBRJKKEkooYMCItJk/a66KGKBdV31u6i7Lqtrd3V3Ub8/9aurX1FAWV1BBUNHEEJNQihppNfp5ba55ZTP74/PmZuZFIhkkklmPs953EcyM7ecc2func95n3dZzSpMTNKkKVLExQkaTpepo64ygWyAAZpowsHBQNBKWyW4Oodj2ckOLCzamV6ZZLanPff1cq4gR44yJaqorpS0adpk95VGeCIPGx0Ikv+ICvhZq5p89kxeNa+eEYKFUTgtuGiadugcGSs3TdM0TdOOanM4lnam00kHFhbNtBxRB8LPfPvbFAYHiTU00L9xI1Y0iu+6FAYHCcVibHjgAX597bUs/tznaD/3XITQ9QtjpZrqoPhrd3aNiUmKFBLIkUMAAoPzuWhUCdq+nMpp7GQHvfRW+g4lSHAGZ/JH7qNEGQ+PBAmqqMbDZRe7SJMmQ7qyHQ4OoAJVNjZVVJEmTZ48WbKYGFzIxaNK0OqCj7dC7dcb75umTTZVJiybCXen4cm8mmr2sRpAwF9tV6VlrlTNqk+KwPea1YQ0TdMOHR0k0jRN0zRtTIQJ08708d6MvXiOw/ZnniHR1EQ5l0NKiWmqAFZ661asSATp+3SuXMnD//APnHLjjSy8+eZx3uqJo5ZaZjCDTWwkQhQDgwJD1FLHu7iKbroAaGPKAU3CCxPmaq5lO9sZoJ8kKdppp0iBMBFqqRuVyVOmRDXVbAkaVvsj+hUBuEEj6WpqsAlTpMg5nEs77ZVpZpqmHTq2gOur1WXYLZ0qQNQUHK1KCSsL8ItBuLl2fLZT0yYLHYfVNE3TNG1CE0JgWBbS9zEsC6RESonnOPiui2nbCMMgnEoRb2hg5e23k+/pGe/NnlAu4m0s5HQMDFwc5nAcV3MtVVQxmznMZs4BBYiGmZhMZzqncCqzmEWIEElSTGc6OXKVQFCJIgKD4zmBOHFc3Mr3dgeSJEWK+Pi4uCzmbE7gRB0g0rRxUvLhySGoH5GMKgTUmPCH7Phtl6ZNFjqTSNM0TdO0Cc2wLGZffjnrfv974k1NhJNJStksTrmEWDQFtzEFr/WQaG7GsCyEEPSuWYPTEGIzmxhiCIEgTowpTHvL5UaTmYXFAhaygIWH9HEu5GKW8jTrWYePJEWK8zifWmqpo47tbGe4ofVwg2wXl0EGgibXNjvYTjPNtDHlkG6rpmmaph2JdJBI0zRN07QJ74xPfYr01q10vfwy0fp6SlUC/+uXIlvieEJgRiMMPZkltKQPKSUd04Z4kF9SoEiWDAARIiRIchoLWMiivSZsaePPxuYCLmQxZ+PgECNGjhzrWEuECAKwsDExkEH5WZgwPj5VVBEhSjdd3McfuJTLmM6M8d4lTZt0wgacF4M/D40uN+v34CM147ttmjYZ6CCRpmmapmkTmkSyLdlB4b8uwh06gVSfhV1rkpc5MivWYVgWBoLBt9UiX+qgrvEYXmnfTAibPvqwCCGAMmUsLFawnOlMp5Gm8d41bT/s4ONlVvIczyABPxhdDyp7SGCQooo8OWLESZAEVNZTiRLP8AztTNfBQE0bB5+th427YKcLHmACp0Z39y1yJDxfgC4XZtowP6xK0jRNO3g6SKRpmqZp2oS2itd4ij9jC5t4vJp0PEsf3bTRSnT+SfStex2vUMKzfXj3PE5Y9D6WimW4uAAYI4IEJYqYWGxmsw4SHeF66eVZniFKtDJpr0yZLFkaacDExMFBIEjt0X/IxibDIGXK2Ng6UKRph1mjBf89FZ4bgk4XZthwWgQMoQJDN3fADodK6HdRFP6jCSK6466mHTQdJNI0TdM0bcLy8HiB54kQwcTEwCBCFJBkyFBf3UDbooU4hQJl06X1pKnEqYNRjY13E0HIyNBBgyPeJjYCshIgAqinHhODamqIEmUms3iNV8mSxRqxLB4iT4YMP+W/iBJlPidzMqdU+hgN28ZWVrKSLBmmMJVTOIUUVYdrFzVtQrMFnBvf++vf7FUBopGlaM8W4Jdp+JAuR9O0g6aDRJqmaZqmTRjlfJ5X7riDdffdB8DUv76M/vfmKBtOpTFxDbWYWBQoqBsJgRWLUiTHTGbRxpQgYCAAgY8fBIwEYcK4uMxg5njtonaAVHnZ3mzCLOJ0ZnAMAFGiPMSDmBiEsBliiG66SZEiSRIPj+d5FgeH0zmjcj9rWM2T/AkTCwuLNaxmExt5N9fpyWiadogM+fD0EDTuMfms2oDfZ3WQSNPGgg4SaZqmaZo2IUjf58FPfpKOFSuI1tbi1oZ4Yv5qXKoR0sASFg4O3XQRI06ZMjlyw7emlTbmcCwWFpdwGQ/yAAkSZEgjkSRI4OFyOmdQT/247qv25qYzg5W8hI9fyQBycDAwaKWtcr1jmMkFXMjzPE+eHDlyJEhQSx0CgYVFlBjP8xxb2UKRIm20sZGNhIkQIgRAiBA5crzMy5zNOeOyz9rRI+fDiiBOfWoUErpM6oDI/XxdwH7Cwpqm/aV0kEjTNE3TtAlh17JldL38MsnWVmTUZNc/tePNisGQi4yFcIRTCRKYWLyb60iTJk+eKUxhGu2V0qQpTOV6PsgOtlOggI+HRYg2puzVv0Y7MjXRxHxO5mVWIoNDSxODhSyilx7qaSBMGFCBohA2ZcqsYBklSqPKDfPkSDNIOPhYy1oGGGAKU0Y9po3NTnYcvp3UjkpP5eGfulXzZYCQgG80wjn7KK3SRosbqv/QsoLqWwSq3GzAg/+l35o1bUzoIJGmaZqmaRPCwKZN+L6PEILsSQncWgvhSWTJh+ju66nR5y5lypzKafu9PxubY3RZ2VFLIDiDM5nFbDawnhw5OungBZ5HBJlFZ3AmNdTwEA/i4SKRpEljYtJEMyIoNxxkEAOTGDEEgiRJ+ukjQ4ZaaiuP6QZByI1soIlmEiTGa/e1I1SfC5/rhqiAKgN2uLChDO/cDp+qhU/WQa355vczmX2+Hj7aoRpYuxIsASdH4L3V471lmjYx6CCRpmmapmkTQqK5GcNUR1dOi40YPk1vG8FoZJUZYmGRIMFSnmYms7Cxx2eDtTFVpsxmNpElSwMNTGEqoKbbrWMNAwziUCZJijrq8PF5ij8jgAhRfAz66cXDI0+eIiWaacbDxcenLig/AzAwiBMnT45qqjEwGGKIHnooUeZRHgEkp7GQ01igp6NpFUsLUJZQZ8KqEvR5YKOyYe5Mw6sl+GXb5J3SVfTh3izcl1UZVlcn4Z1JFQga1haC306Bp4ZUoGiWDQujYOqXmaaNCR0k0jRN0zRtQph61lkkWlrIdXQQ2pFA+BKjo4DfHgchEAhkMO2qimpKFOmnn2aax3vTtYM0wAB/4HcUKCCDyXRNNNFKG2tYRYQoHh4hQuTJYWFRTTUuLiWKxIjTSw8CUekxJIAuOplGOylSJEiOeswYcWqpI0cOiU+WHEmS1KA65/r4LONFWmihbY+yNG3yKksVEMr50O9BJAhsCAnVJmx34Ik8XJp84/uZiDwJn+qEFwqQMlSPoS/3wrIifLVx9HUjBrxNJ+pp2iExSWPUmqZpmqZNNKZtc8WPfsTUxYvh8c3QmSccjhM3EgihAkRhwrTShoFR+Vw7ekkkZcos4f4gi6dEiBAxYnTSwfM8S4RoEDhSJWgGBlkygMoI8vHJk0ciKw2uBYJqaqinnnM5j5M4mTx5PDwkkiLFSoaRgYGHh4dLnARFinTSyU52MMgAy3hxHJ8h7UizIKIyXrIelfwyX+6e0AWwrjxumzeuni+ogFCrBVEDPMCW8N9p+FYPPDOkyss0TTu0dCaRpmmapmkMMkA/AyRJUE/DUVsek2hu5tLbbsMtFsmTZ3lkJWtZjYNLklSlf8wQeRppohrdxOJoJJG8wsusYDm99JAjhxl85MiSooo4cQYYoJoaRPDhB1lGHh4+PgJBhAge7oj7BhBEieJQxsHhHM7FxmY1q/DwSJLEoYyPT4IERSzSZOikI7i1Cka5uKxlDQtZNGqimjZ5TbfhIzXwnb7dWUUIaLcgZkDGByTctAtWl2BqCD5aA+dNgqbWq0rq9dfnqUCZJ2FIqoyi7/XDb7IwLwzfb9HT4DTtUNJBIk3TNE2bxDw8nuBx1rM+CAxJmmjmUt5BhMh4b95bZkUiVBHhQi7iQi5iLWtYylNBOZJPE828jUuO2mDYZLeSl3iOZ7GwKFFCosq7LCwMDDKksbGJEaNAgThx6qinlx5cPGzC5MnTQgszmcVTPImPj4ODwKCKFBYWDmWaacHC4iwWs4AF+Ei2soUn+FPlNRImjIVFkQIhQlhYlbK3GDGe5zmu5trxfdK0I8ZHauCsKNy4C3Y50G6r8qouF2wBd2ZUP56UgHUl+OBOuKEaPlUHqQnc1LrRVIGhtY46SC0GWUMCyPpwggGvFeEXg/C3tW90T5qmHQwdJNI0TdO0SUw19V1HkmSlZ08nHTzDUi7kovHevDFzHHOZySz66SeMTRXVOkB0lPLwWMFyokQpUEAgsDCDgi+XMGEkamz9mSxmDavJkcXEIkUKB5eZHMMcjmMmswgRYirTWML9dNFFlAgWIYbIs5DTSZBgG9t4hqcZYIAIkaDxtVfZJoGgjjp2sB0fHzfITIoSI0UVvfSM07OlHamOj8DD7SqjaEkeujxYHIVBH9aXodaADQ50uipw8h/98HAevtUEZxBHp6EAACAASURBVMXGe+sPjQvi8M/d4Eh1kOqgMotMVDneoA81Jtyf3R0kynqqgXXahxPC6iL0W7umHRQdJNI0TdO0CapIkS1spkSRBhrJkuN11gFwLMcyi9m8xqtEiFQCJirzIc4GXudczsOaQEuFECGaaBrvzdAOUpkyLg5hwhjB762NHfQJ8nDxgmyxFhayiJOYzxpW0003DTRwHHPJkmE96+mgg5nMZCrTeB9/w1a2spENWFjMYQ4ttNJJJw9wP2YwFc/FZQubKyWMw6+dKNEgeylOCIsIUSJEKFOmSpc1avuQMuELjfD5oKTKFnDhFkgaMOBDh4vqmmZAxoOXi3DZNrgqAbc2wOwJ1lItZcL11fCNXlWK5wMh1PPhoD4fbkkkJawpw8c7VBNwT6peT29PwJcb9KQzTTsYE2flp2mapmlaRRdd3M8fcHCCkd45JDLoySPYwTa2sZUyTqVZ7zDVu0V97MnDo4ceBFBPAyYTuPZBOyKFCRMhioNDlBgiaEIeIoSNTZQoJiZXcw1W8LGAhZXbv8gLLGcZoH7X17KG45jL+VzAjOBjpBUsQ2BUSstChEiRopdesmQJYSFRr41jOY5eeogQJUSIcvAx8vE1bU8jx7vPsFWJWberJgwJAWkvCJJIFQxZkoP1Dtw/DWon2FvwlUn4dRqqDNjowKAXZAZJKPmwtqSyid65DXo9FVhrDo5ofQkPZuH8mJ58pmkHQ7f80jRN07QJxsfnER5CIkmQIEIEJ/iQSKJESZBkAxtopokCBTxchhiiSJEh8jTTgo096n472MUd/Jw/cC+/417u4g466Rx1HQeHHDm2sY0eupHoUTTa2DIwOJ0zKFKgTJl66itTx2LEiBHnCq4kxt41OWnSLGcZMWIkSBAnToIE61hLN12A+h3uposMaQAGGCBEaNT9WIRIkORczqONKUxlKpdwKdfwbs7jAgwMcmQJEeJCLuIYZh76J0abED5arXrxlIK3zrKEkcPODNT3XyvCbzPjsYWH1hwb3l8NGQnVpgoQ5X0IC1V+lzTg+LAKEL1WGj3tzBAQMeC+7Phtv6ZNBDqTSNM0TdMmmAH6yZDBwGCIIcrBFCaBIEuWGPGg/5BPPQ1sYhNb2QpQyci4lHeMus8iRf7I/ZVytOGv/Yq7SJCgHDQPLlKgQIEoUeLEqaeBy7icBPq0rjZ2jmMuNjbLWUaGDPM5melMp4baSqPpfRmePjYye264F9cOdtBHH8+wFB8PH0kbbdRQw3a2jwoUOUG521zmcQInjnqMeRzPXObh4BAipHtfaX+R02PwH03wL91qHLwpVeNmC1VuJYCogLyEh3OqCfZEIgR8slb1J/pTXn2t0YLb+lSpWXMQOIobKmC2pQz1e7zcDf2S07SDooNEmjbJ5Lq62PTooxQHB2ldsIC2hQsRhk4qnMgcqZo83pdVNfpXJuDS5Oj0dm3ikEhe41X66MUIynBUBpH6rotLlCgpqjAwKuVoZtD418DAw+N+7uNmPl45mN7CZlwcEiQrj5UhQ44cFhZZMjg4+PiEiVCihIFBP308xsNcyTXj8nxoE9cxzPyLM3T2F7QRwBB5XuB5BAIPFxOTHWyngYYg4JonTAQXlzJlzuHc/ZZbCsRemXiadqDOi8MT7fCNPvjZIGxydgeIkoYKkgipLhOREDA/oi6g+g/9ex+0mrubUscExAzVj2iYL1WW1RX6nISmHRQdJNK0SSKzcycv/vCHvHrnnViRCKF4nJW3387088/n4m98A8PSbwcTkZTwuS54Mq/Oukng2QJ8fwDOicHi4LJnwOi5Ifh1BgY8OD8O1yQhOcH6HkxUHexiDasJYePjVUrMhkkkXXSRJk09DWRIkycHCMKqRSoSSR99rOQlTuU0gL3ux6FMgQImRjCCXCIwAB+Jj4lJgQLV1NBBJxkypEiN6b46OPTRSwibWmp1xob2pqYwlRAhShQJBz2GypQxMRlgkDSDeJX2uAIDgY/kct7JKl6jkw6SpDiV05jJrHHdF21iMwz45wY4Nwbv2g7loORKAEUfQgIuSb7p3UwIQsCsEHS5qrn18NemWLDLhW2O+t6QD1NCqoeTlHrKmaa9VfqoUNMmga1PPcXDt9xC75o1AAjDIFJTQ9W0aaz7wx9oW7iQ4//qr8Z5K7VDYWVRjYZtsdRiqdeFHQ5sLsNOF+7JwllR+I9mteAEuGsQbutXzSBDwCtFlYl0e5sKNGlHtvWsBwSNNNLBriB4I/YKFDk4WFgUKODgEgqWBBKJHwR6lrOM4zmBMGGaaa40CBYIHFwYcZ8qQKM+9/GxsIIG2F5wfWdM93Mda3mKP+MHvWjqaOASLiE5xoEo7ejTQzev8zplysxgBtNor2TE2dhczhU8yBLy5IMyHou3cxmP8CAOzqgMIA+PLFkSJLicK8Zpj7TJ7Jw43FQDd6dVbx4pVFPnGSG4ehK93X2iFj7dBb4HCQOyvior+2EL/GuPWp/MssEEvtoHXR7cXDveW61pRycdJNK0Cc4tFvnjxz9OvrMTt1TCikQQpkl2506GenpACB74+79nYNMmFn/2s7r0bIJZVVKTUIRQ/75eVm/8UgQTQUxYWlB1/29PQNZTWUZ1pvo+qLN2mx1YkoXrqsZ1d7QD4AVBGRubehropguJxMMjTBiBgYdLFdWUKZMkyXBwRyIpUapMNeulh7v5Je/iKuqD0eFrWB2UpLn4+KSoIoRFieKokjUZhKUkECFC9RiOAO+hmz/xOBEiWESCzKdeHmAJp3MGadIkSTKVafvtTaNNTKt4jaf4c5BTpiaXHcNM3sbbK4GiJpp4P9fTTRc+Po00BZPInL2y0QQCF6fSh0vTxsOXGqE9pDJ8877KBP5k3cSbbPZGzonD95vhhwOwqQzHhuHmGni+oE5yzQvvvm5Uwi/S8P4qnQWtaW+FXjlp2gT38C23MLhxI4ZlIT0PJ59XEQMp8T0PwzRxi0We+853EIbBWZ/5DELn504YtabqQwRqYemjgj+uVIsqIVT6+iM5FSTaUFZp2p2uuk69qUbLhgU8U9BBoqPBTGbyOmuRSCJEMDFxcQEwMBGAj0GMGC4OrbQRJ0GeXJA/pAJEJiZx4hQo8CR/4iqu4TzOZwYzgmwl6KOXPvqIEMbEpEw5yB5SHxGiSCTnc+F+e7e8FWtQWZHDASCBIEKEjWygm25MDAwMkqR4F1fpptmTRIECS3maKBHMEZlxm9nIDrYzjfbKdU1MWmgddfsUKTKkcXFHZd8lSOhgozaubAE31arLZHZ6DBZF4Y85uCsNt3arKWd7vjqHM6N3uDBXB4k07S+m/+Jp2gTWv3EjW558EhEKYYbDGMUinueB64IQSNfFLZexYjGcfJ6nvv51iuk0Z3zqU8QbGsZ787UxcG4cUn3Q76nSMYnqaxASqqfBWjfINIqq6/8xq0rRQkJNDUn70ONBk6lK1rQj31SmMYfjgkARRIlWJp25QaZEkiQhQjg4tNDC/+KvuZff0ktfJZPCxydLDsiSI1eZWNbOdNqZDqieQMt4kdWsIkUVYWz8IIcoSYIZzOQ4jqOasR2/U6AwajoVqCbaLi5hwkRRv9BZMizlaS7h0jF9fO3I1EUnElkJEMFwGaRgC1tGBYn25QROJM0gICgGmXEWJjOZpZtQa9oR4kcD8ONBSAYZ0Z0OZCVUjciA9qRqYt2oA0Sa9pboJb+mTWA9q1erJtXRKF6phJ1MUsxkkJ7q6Of7PqFYjFA0SjmXwysUeP6732X9kiUcf911LP7sZ3VD66NcwlD1+rf2wOaSCvwgVLBos6MaO7rA40PwdB7+axA8oCTVdSMSBnyIC7h6kjTIPNoZGFzAhcxlLjvYQZgwKVI8wsMMMkiCOBYh8uQ5nhOopoZqavggN3InP6ePPjy8yhQoiWSIIbawmbnMG/VYIUKcyVmcyVmHfL8kkgH6cXCZylQ2sbHSHwkgRxYDo9J8GyBClM1sxMXVmSCTwMgR9aPJUb8X+3MCJ9LBLraylThxBFBFNedw3phup6Zpb03ag9sH1Ymr4YEbx4ZVydnGMhxng4Pqv3hVCur0276mvSX6paNpE1ikuhphGDTMm0fPa6/hlcsqIOR5WOEwhmURikZxCgW8UgkzGsWwLEzLYvX//A/JlhZOvuGG8d4N7SA1WXB8CNaX1f+7XBiSwZQUAXNC6uzb33aotO2kob5fllAAbNQEtNlvfoylHSEEghZaR5XTfJAPsZY1rGc9FiZzmTdqOlOcOAtYxBLuHzUmXJWNRVjLmr2CRIdLmjQP8wD99CMQmFjEiZMjh4WJj4+HRw01lQyjDBn66cPF5Wf8lLM5h+OYqyegTWDNtBAjWsl6A4LSMYPZzHnT21tYXMo76KWHPvqIk6CV1jEtldQ07a3b5qhm1SMnssYMmG2rkvpODyICPlCtS/M07WDoIJGmTWBTTj+dWF0dxYEBWhYsoJhOU06nEaZJOZ8nu2sXXrmMMzSEME3sWAzPcTBtm3A0yqu/+pUOEh3lpIS/74RVRdVbSJhqulkYmGNDdZCe7fvwsqOmgphCpXH7gOsDAs6Mje9+aAcvRIgTOYkTOWm/15nFLMKEKw18hyc/1VJLgcLh29gRfHyWcD9ZMsSIB5PSygwxxCIW0U03UWIcw0w2sL6ScdRHX1B6ZNJFJ/fzB4BxC3Rph56JyTt4J0v4I0PkATXE/gIuJEmSV3mFNINMYRrttO8zYCgQNNBIA42He/M1TXsTTZbql+hLFSwaFhLw0Rr4eK36v6XPBWjaQdFBIk2bwEzb5vIf/IDHPv95+jdsACGomTmTC7/2NZCSu6+6Cs9xcMtlQrEYvutiWhbh6mqQkqG+vvHeBe0gvVyCNaUgQBQsmuJGMEZX7q7fd4Prx4QqNbODnkQi+N5lCXi9BN/ohS1luDiuJqsk9An2CSVFFVOYSpo0AoGFRYQwWXIcw8zDui1lyixnGSt5iV56SZIkHDTiDmFTooyLx2VcXrl+jhyddNBHfyVANFxmVKLE0zyls4kmuDrqeS/vp5suXFyaaKaffr7HbeTJ4+Ehg/Kzi3k7C1ioM4U07SjRaMHbEvBgDhpMdSCbDvosvjsFUT2gV9PGhA4SadoEVz19OtfcdRfZnTvxXZeq9vbK9LKr77iDx2+9Fa9YpJzPYycSNMybh2EY5Lq7mbZ48ThvvXawdjnq35ED69pCKrNogwNbXEgItbCabasStA4XMr4KEEkB74jDYzn4SIeq9RfAnwvw3X5YdgxM0/1cJwyB4Hwu4I/cVzmYzpEjSYqTmH9YtqFIkXWs5VmeIU+OKFEMBEPkKVGklbYgy0kwxFDldjY2V3I1K1jOEu7Hwh518C8QDDKAj6+DAhPcyMllEsn/8N/kyePjVwKEJUo8weO4uCzm7PHcXE3T/gL/Ug8pA36XBUfCLBv+sR6m67WIpo0ZHSTStElACEFqypS9vj71zDN5/wMPsPGRR3jyS19CSolXLpPLZrETCRZ94hPjsLXaWGoP+rhKuTtQFEaVkhV8lTGUB1ISvtUEP+hXU8ymCsj6aiH2T/WweLPKKLIgGKEOvT7csAsem37490s7dFpp4zrew2pWkyZNK60cy3FEiBzyx86S4V7uIUOaAQYwMChRqmQFeXjkyRMnjsTfa1qVgUETTdjY+PijvieRRIntNRVtr23wYENZ9bmYY48OsGpHnz56GWSw8vlwgNHHp0SJVbzKAhYeUGNrTdPGX8SAz9XDp+ug5KsBHfp9WtPGlg4SadokZ9o2cy6/nNYFC1h7zz30rl1L/dy5zL3mGuKNuifD0W5eGBZF4ZkC1BqqhGxNWQV/5kdUaVlYwJAPzxbg521wVxpeL8OJYXhvFbxUhCKqX9HwOsxABYqeL6hFWlineE8o1dRwFmOTSfhKEe7Lquy0i+JwQVyVBgA4OBQYIkYcC4sXeJ4h8tiEMYMPF7cSIPLxGSKPxKeNqUxn+l6P10Ir1VTTQy8ARuW2kjM5a7+lZlLCLwbhq73Q7aqgaKMJ322Gd6XG5KnQxoEbZMRJ5F7fU18T5MnpIJGmHWVsAbZOCtW0Q0IHiTRNAyDR1MSCm28e783QxpgQ8O9N8LNBuDerAjoxA06wwTZguB+1LeDVIswJw5f2iA2uLLKPw6vdvEO18dpR79dp+HafCi7GrAzPlMrcl63hP5oFK8WLvMzKoAQIZnMsG9hAlFhQ6qYMB4gaaWKAfppoZgELmcmsfZaNWVhcydX8jntIk8bBwcJkEWdxGgv2u61PD8EXe6HfVYHTMGra30c7VLPU03Xz9qNSI41EiZIPGlkDlaBRhCgCQYLkOG6hdrQY9FTT5DpzdObKoAcvF9VUrVOiu3v9aUe/AU+dRGuxRjfK1rSJTgeJNE3TJriIATfXqouU8Patewd2hnzVq2hfzo2rhtZDcvcfDRlcTo2ooJOm7SntwW390BjK0179MFG7A4mg6IX5UXEWZvQVYsQYZIAcOXaxq9IvKEWKMDYlShgYCAQuLi20ch3vweaNm0+00MqNfJQd7MDFoZU2EiTe8DZ3pWEgCBANHwxEUU3ev9+vg0RHKwODy3kXv+XXODiVvkQmJjGinMKpb/r7pE1unS58uQeWBQMej7XhCw0wOwy/zcC3e3efSKkKsg/n6sS0MZf14OEcrHfUz+DiOCQPUSZR2oOv9MCfh9RJjgYLbq2HM/TfAW2S0EEiTdO0SUQIuLEGvtUHdagAUsGHnIQPV+/7NrUmfLMR/nfX7iloEqgz4PaWw7Th2mE3xBDLWcYgg0xlGidy4l/U8HlVCaSUTK9ZQiTUg+vHUR1hymyxXuBYEuTIkiOPi1spB/LxyZAhQoQESbJkiBBlFrM4gzMP+IDexuYYjjng7e1xVQnlyLPFIpjyt9k54LvRjkBzmctN/C1/4nG2sQ2JpIkmFrCQ45g73punHYE6X3qM/lXfwwp38VDsPNYe8xkaYvUIYKMDH+uAbzfBv/VCjbk7e2jQg091wv3TdpfVavu2oQQf3QXPFdSa4sQw/LgFTt5HIGaXAzfuUtmdw+XuPxmEn7RAy4gTXJvKcHcanshDnwfVBrw9CTdUq8loB+ofu+DFIjSZ6m9C1lc/119OgWN0TFmbBMYsSCSEMIFlwE4p5TuFEDOAu1HHIcuBv5FSlsfq8TRN07S35j0pKEv4f4OQdqHahC/Uw8VvkGjx8To4O6qCS1tduCimmkZW61MNE9I2tvJL7sTBQQIrWcHT/JkP8xEiRPEl3JNR2TeDPpwdg5tqRmejxQ2IWn2jAkQArrQxhEeBAnnylQ5BIlj6q/IynzJlIkRZwEIu5OJDnu1xcQIezYMnwQw2ypVqq0899D27tUOsngau4z3jvRnaUWDdvf9JMvZF6qf5uJ7BleIVzttxN/8241kydit1psou+r/9Krgxsrys2lQB55VFWBgdt1044nU4cOZm6POpjBJYVoILtqphGKfu8dx9t18FiJpHrDm6XPg/A/D1oER+ZRH+tgN2OipAJABLQI+vgka/mqJ+Pm9maxleLKgy4+GTBklDZVzfm4F/qD/Inde0o8BYFgl8Elgz4vN/A26TUs4CBoAbx/CxNE3TtDewqgj/0g0f3KkmlvW6u78nBFxfDY+2w4Pt8MA0uPIAGvPOj8FdU+HpGfClJh0gmqgkknv5LQ4ONjZhbEKE6KePR3gIgP/TD1/vVQEiW8CDOfjAztG/ZyeGodku4kgBUq20vSDokjR8ShSR+CMaCqsJZjY2NiGSpFjAAi7lHYelHOivq+D4CBSkyq4rStXYvc2Cm2oP+cNrmnYEKKbTyOw3CcUMnKEExWKMdD5JTaiXd3Z8oXI9CfR47KcNvnrv0PbvW70w4KuBGMMXC8hI+Er36OtKqYI8DXsEeOpM+FN+93W+1Qu+VEMSYoa6SNT7ea8Hv8+++Xa9VoSPd6oBH88WVGaSH/wsQwJ2um98e02bKMYkSCSEmAJcDvwk+FwAFwL/E1zl58BVY/FYmqZp2ht7Mq9G0z+cg81llTH0vp1qYtNIllClZOY+VrnbHHh+SJ2p8yU8loNPdKizdH/MqgwLbWLqp48MGULsTgsa7uGyjnX0e5JfZXyaLDV62Bbq7G7ah9+NWIQbAr5cW48tBGXpUfZVicCcsKTaiGBjY2KOmjwVIoSHR4w4ESK0MeWw7Xe1CQ9Ng3+ogykhdUBybRJ+M3Vs+osUfPU6+p+MCuJK/RrStCNO79qXqJuRp5xXL/rhv49DOYv55uOAeu0K4JKEek/zR7yWi75675uvexK9oeESs5EHoiK4vFQafV0hVFPwPXspelJ9HVRwf115d1bX8LImhGo+HRaworjvbdnhqADT1dvgsm2wPbgfA9jhqmmvoAJ/i3R2mDZJjNV54O8An4XKeIg6YFBKOXxIsgNoG6PH0jRN0/bDk/DNXlXqkwhWXymgw4U7BvefJt3pqoyjR3PqTJkAmkNq8RsXsMUFx1c9jJ4eUmfvvt00esKLNjGI/Zw/kkjKlLmTn3BGS5my00Z39mxKrvqligiV7j/SbDvC++TpPBF6BqRJwjBwhUMDbSzmHF7gOVazKggRSTw8DAxCWNRSy1SmHdJ93VPShC83qstY2lSGmzvUwYqHOvi4OA5faVTBWk3Tjgx2vAp/SCAMifQFFipgIAyfIRLkfBUQnx+GG6thlwsP5NTfyuHypn9p2E9DZb8MpcdA9oJ9EVith3nvjhwzbHghmJw6/BY4PBCjZR9Hp1en1BqmxVLrDilVqdoHg16KtoCoCL434nY+KkBUljBjH8M5NpfVSbW8r/pJ9XuQ86HehG4PDKlK40zguDBc/sbzDzRtwjjoTCIhxDuBbinl8rd4+48KIZYJIZb19PQc7OZo2oQ0uHUrnStXUsoeQK6sNql1u6oWP7HHu3uVAUsL+75N1lMNIR/Iqdv2B5deVy2M/lyATkdNN+v1YEdZlRft76ycdnSrpZYUVTjs7tYskbi4CARRYVL0EkRCHUytvQfLyACqPGvWPqrCThGn8G7jXcwz22kQ9SzmbN7FVbTQwpVczd/x91zExbTSRpIkDTQwn1N4F1f9RY2yj1RSwj93Q8ZTPS5aLWg04aE8PJhVByf3ZuCfu1SPk126SbamjZuG40+me0M7oegQw+GGGC6phM+L8Q/RYMEna+H7LWAbcH4UwqjSs7QH70jApfsKJAzdA93NMHgFpD8IPe3Qeyn4vYdx744ct9Sp4I2LepZ9VAA9BHyubu/rf6wGzo6rwE2Pq/49OwYfCYJEllD9FnMe1Bjq75EnVdZztaFKxa7dR1n9jwZUlmezpbYlLFTQKufBTEsFl4qoxtV5Ca+VVKZ10T80z4umHSmEPMh8ZyHEN4C/Qb22IqiT1vcClwDNUkpXCHEm8K9Sykve6L4WLFggly1bdlDbo2kTSXFwkCWf+ATbly5FSkk4keCsz32O+e9//3hvmnaEyvlw8RY1bWVkhkK/ByeF4YetanHzaA6eL6qzciZqSkijCc8UVIqpIVRqdUSoxa/F7oaPTnDG9N+b4Iaaw76L2mGwg+3cyR04qDz74UyfqUwjRIh1JRWQjFs5+nOnsj5zBgK4e4oq1dLUWel7MvBYXvXTmGVDyhz9/WNsFSTa4qiDIw+PmFnitqYIp0TGsm2kpmkHKrPzdXqevZxkwy6kFBiWwExdS+2JPwGxO81lRUFNOUsEmbtlqQIYN1TDJ0YGOtxt0HsSyCzq/LxBpXgqfAXU3DMp03J/PQg3d6redqCylr/eCB+v3ffTISWsL6sSsKkWzN6jpK8s4du9qqR3m6PWQ9UmnBOFWxvh5D0GEHQ4cM12lfUVFuo2Wx2wUesfW6BOlUhYFIONJej2YY4NMaECV++rmpQ/Ou0oJoRYLqVc8GbXO+hyMynlPwH/FDzo+cAtUsr3CSF+A7wbNeHsA8DvD/axNG2y+cOHP8yGBx5AWBZCCAp9fTxyyy3UTJ/OtLPPHu/N044gUsKSHPwqoxZcOxyVGu2j0qn7PZU+/UQO/mtQ1e6HUNH9LhdSBkgzOKMnd9f+53wVEBp5OiEk1Nej+hh2wprCVD7Jp1nBMgYYoIoqVrO60qdotq0W0D2+iW/1MNtWZ4Z1gEjpc+EDu1QZp4kqT3m5BHNtqLfU2e0hH1aV1Gur1fKpjS+nNv4SEpdfyBhReQbHiePGe1c0bdJJtc0hec06MlufwC/tINl+Nlb0mFHXWV5QgyG2OioQ0R5S/zZa6u/wR2pUeTYAhZ+CLLA7QATqncGF8vPgroXQ3MO3g0eIv6qGa6tgXUmtO46LvHH5rRAwJ6wu+2ILuCIJ92VVxqYFIFQAb86ILNdeVw32WF6EDWW1fpoXUdlEuxyVhSQJ+ksZ6u9apwu9vio/Q0LUhNv6Ve+6S5L73h5NO5odytk0nwPuFkJ8FXgJ+OkhfCxNm3AyO3aw8aGHMCMRTGv3S7Wcy/Hcd76jg0TaKN/rh1+kISGgxYS1HrxQ2B3cmWGrUrEP7lJBnuNGLLLyPmx3oDWksoSyUi2EfGC4R6PJ7ka7TvD5RfHDtXfaeIgSZTHnAJAnz2pW4eNjYGAI9TtVLz3m242cVTXOGzvOJJIdbGcta3BweC6zgF3lJqKmoM9Th4Wurw5ICj5sddVZb4FqHn9sciUNiedx/RhSRihT5hH5GFERpZ328d49TZt0hGFQNePCfX7vxUIwat1VB1I5H14twfE21FqqzCntjwgSed2MPtUykguy7xDswdHBFCpAMxakhC90qzXOdHv3114pq5Le91Wrz2/pgtUllT1NSE0ye60IC6JwQgTWltQaJx+UUDeaqtG2LaCMeu8OC7Xe+llaB4m0iWlMzwNLKZ+QUr4z+P8mKeUiKeUsKeV1UsrSm91e07TdOl56CSnlqAARqIVL3+uvj9NWHbxSNsuq3/yGl372M7IdHeO9ORNCrwt3pdVCJmVCwlSLVnf6MwAAIABJREFUnYihDkDPjamznBGhGufuclQWA6jFrI2aDPJUXp3NM1ABIgu1ILJQ6dhl1Bk2V8L1VdBwKE8zaEeUOHHmcQI5cjg4+PjkyRMWNicZx4/35o27F3mB+7mPzWxiJzv5Yz7DDn+I10qSThcQUEJl+a0rq9dds6V6hfW5PiuH4mScWiRWkM1nY2Dzx/JauvTIZU07onyvX/09bTDBFyooYaDKRgu+ylypG9lOLfIO1DVGBoqC/xtVYB572LZ9ItvpqkbiVSOOboWApIAH8+rzDWV4qah6xK0sqWDeVEuteTYGQfxb6uDJ6SpA1BBkWHuACAL7VcHPNmLsPTVW0yYKvcTXtCNUasoUhGniuy7GiECR9DxqZ88exy176zY+/DD3fuADlDMZEALDNDnrM5/h3FtvHe9NO6ptCiZvjEzTdqVqvJgDVgS19WlfBYNcYFkRZoZUo+pBX93eQS2GbFTafDRY+NZYUPJhm6syjZIGrHfUJKs9a/y1iessFpMixSu8TJEi05nO6ZxBgsk97iVHjuXyJfpKUyj7NlPDgxjYpL0QSeFjCnVEERKQlqp5dXvQ02JFEYoINgzNoNepZ05sM/NSa8g5Tfx/PSdQ9i1uB06PqolrNUd/H29NO+qtK6ngQTikMnRLEiypXt/9Hvxrwx5lU+HLIHQ6OEtRf4FB/bWNQ/TvwGw4/DsxAdli3/laHur9FuDlopo2aQq17smh1jkzQnBGFD5TDy0hFeh7Twp+lYawoQ6Yh6T6uVcHQahBD87TGdXaBKWDRJp2gPo3buSJL36RrU89RSSV4qx//Efmv+99h+Sxdi1bxup77iEUjVIcHMQMhzFME9/zMMNhzvz0pw/J4x5KpVyOe/7mb3ALBULxOEIIvHKZp7/5TdrPO4/2c84Z7008ajWaahEkpTpr5kuV+l5G9R0q+tAt1QSWmKFS4y3g9bJaHAmgzlJfD6FSqU+MqHTqjKfq8btctfhqMCFuqq9/ogN+N1XddqTi4CDLf/xj1U/LNDn2yis55UMfwo7r1dTRzMRkPiczn5PHe1OOKMvLffzfzkvIuQmEAIEkZpSQCFzhVSa0eUK9vqpNVaawoqgOKAE8aWBSZl1+Brbhs2XoGGyjSIMFdRKeLcDnu1TjeU3TxteUkHrtJg11omSbo0641BnwvRY1dWsUYUHtI5D/Txj6EfgZsI6FxBch8vZx2YeJqNGCUyIqENQYrEs8qYI71wQlYQ8FGUUh1IAOC3Xya4ujPn//TrUmuiIJ/7sWFkbh90GPo1cKKosoLyHvqWyym/TwDm2C0m1HNe0A9K1fz0/PPJNXf/Ursjt20L16Nb+7/nruvf76MX+sV+64g/tvuomNDzxAtK4OwzSRnodhWcQbGrjoa187KvsRrb33Xpx8HisSQQSjIEzbBil58Qc/ANQf8xUFeDyvmgRqB2a6DYui0Omp57DfU2e4oqjsBRf1Zl9G9UVpNlVqdVmqS9KEebYKCvmohVLWV0GnnK8mMGV99TjxIJMhZarSs8fyo7fFK5e572MfY9Wvf430fTzXZeXtt/PgJz9JeWjocD4tmnbI+RK+0dVAzo2SsookzSIRw2FnqYaYWURKg7JUmQZ1pgqylnw1oac7CBAZCAQGOS9FyiyxLjcLH4+w4VFFNYZQr9nlRdU7TNO08fWx6mAkuq9OvEwLqUyUH+wrQDTMsCH5j9C0GVr6oOEZiF6iR2ONsS83qp9Ht6suPR68O6neg/+zF57MQ7ulMqfLUgWIyr4KJFUbKrhUZcAP+2HWBvhslypH+9UU+H07vC2hSoWvSsJdU9T6SNMmIp1JpGkH4PFbb2Worw/DNCsBDt/zePWXv+TcL3yBulmzxuRxioODPPfd75Lr7KScyyGEwLBt7HicRR//OKfceCPxxsYxeazDrTQ4CFB5/kYqDgyw04FPdMLO4CBIovre7G8UqjbaNxrhW33wcE4F2GwBJ0ZVFtGakgr+CKAhBMeH1cLolaK63klBydgcW01bKgelao5UDa5PDsNDub0f00edPR1p29Kl9KxaRaG/HycICkkp6Vu7lrUrX8G86DIu+cD7OWHe0VkyqWkjrS5BvxMlZfXhobKGLOETNUrkfJv5YYkRvH9lPXVAaQHPFUffT8owcGUEz3co+hY1JjRTg406AhFB6eegB1P1BDlNG1dvT6iTLj/ohw5XTQ79QgO8Y3JX3h4Rmi347ykqm2h4qus/98C9WbUG6vZUmdmcYJiHK2EINawjaaqTYyuK0O+rdWjah1t71PTYh9vh603ju3+adrjoTCJNOwDbli5FoAIcEnXQa5gm0vd5+fbbx+xxetasIb11K+VcDiscxrRtDMuiODjI4PbtR22ACGD2FVeAEPiuShHyPY9iOo1TKNCzbh0ffvxVdpQ8Gi11JqfOVFMjntLJJwckacJXGuHx6fC1Rphpq7H2jRYsiqi0+JiAKZZaKHlSTTNrstQZUVBnz6aHYFYIrkzClxrgp62wMBY0bhxR7C+DBo6n7NGTqPu11xjcsgW3WMQKh/Ech3I+z0CimiWXf5AfnH0dV2xx+ezGLCX/8Dw3mnaoFKTKBGqiiRAhvODDNlzOjhqUZIiNZTUNaYOjMvNOjarMoKhQfUuqDJXxZ2JS9qq5JJYgLGsrASJQZ8FNoc9aa9qRQASj1pdMUw2OH5gGV6b0Ca0jhSHglChclIDfZFVGUbOl1jszbdWcepcDs2110swH2oK0iZ2uChAZqGBSVKi10zMFeGAfJ8s0baLSQSJN2w/f83jlzju589JLKfT2In0f33XxHQffdfEclfJiRsauc28pk8EpFFQZVsAwDJCSzPbtY/Y446Fm+nROueEG3GKRUi5HYWAAr1wmnEwiTj2dNWUB69dUrm8JVf50T3YcN/ooFDdUgKfaUFPPpFRNFxtNdSBalKq/0JCEf2uE77eo57nHVV+fZcPvp8FXm+DypJreMS2kGjh2u+rM3ICnzp4ujqkyt5GGurtBSsxQCN/38ctlco1tDKVqkHaYqtIQyYE+/tBT4MeD4/McadpYmRdW71Web9NKKy200ixbqKaRT9XEuTYFUQPmh1UZSoOlDjQsAQsi6uDDJSh5kOr7X2tUpSu7HNX7q9dVr7lP1arXt6ZpRwYh1GtSB4eOXI/ld0+ak1KV3COgw4OlQ6p/4zlR9T69pqSyqX1Un0efIIszaIj9oA4SaZOILjfTtP147rbbePWXvyRaW0vNMcfQu2YN0vd3rwaCLsH1c+dWbuOVy6x/8EE2LFmCadscd9VVTL/ggn2WWO1LvKmpkn1hhkKqubPrIn1fZWNs2kRq6lSGenuJVFcTio4+Qs91dvLa3Xeza9kyqtrbOfG976Xx+H2Mp5Yl8PvAqAVx+MZTXfrd79J+/vk88cUvMrh5M1VTp1LV3k5vIollWZQGenCG8oRiqsGxye5R7dqBS5rw41b4Wq9KuRbAO5Nwc40a/yqEmuJRHSyc7p8KPxqAuzOw2YEP7YKP1qjA0PCv7j/UwWlBA8eyhMvicGmSSinNsEhtLUYohFsqgWEgpaRsh8nVNzPYPgsTMAxBPNPPr9ON/F2NXmBrR6+4AZ+vhy/1QNoXGNi4qIDQWTH4Yo/KzjNQwR4PldXX50FOwvyI+nq/p8503zsFZtjws1YVIP9zXjWGvy6lGqhqmqZpb86R6v1zlwP9AtpCqox+i6uygyJCBe8HguzONWnY5e6e9DqsJNV1hYRaPV1Sm0R0kEjT9qEwMMCq3/yGRFMThmVRPWMGva+/Dp6ngkMAhkGyrY3Njz7K8ddei/R9HvnMZ9j69NPYsRjS99m+dCnHv+c9LP7sZw/ocetmz6Zm5kwy27fjFApIz8MpFhGGweDmzdzxdjUFY7ih9YnvfS8LbroJw7LI7NzJvddfTzmTIRSP079hA5sffZS3/fu/754cJiUUfg5D/4/K7KvYDRC94bAcqQshmHfNNXSsWMG63/0OO5FA+j4NA/8/e+cdH1d15u/nlukz0qgXS7ZlueCOjWk2zRhTApgOS0lI2ITsEko2yZIAIQnZbAIhsKFk2RBqCD8IJSE42PRiMAbcMe62LFm9a6Tpc+89vz/OeGy5Ylm2ZHwff/TBXM2c+57xzNx7vud9v28L/liYmNuHEU/g8PoQ6Y4UZ9kNsfpEhRMeK5WZCJqyPQNhlGvXx74VgSe7ZHvtHE2mYt/bJm+MLsySj1EUmOmTP3uj9JhjyB4+nGRPD7G2NgBqjjmZjaedj9MhM+QsyyLL7yMq5KLZvhDZHM58LQCjXTCvB7osOMUrRaKYJTP3VBNWJ+V7HeSOdLEGc/zS58Kpwpke+HE+jEh/PgMaXBuUPzY2A0GECE004cBBKaXo9je1zWFCSsAPmmRXSIA6Q3o16uluZgay9N6vyUzr18OyGUc50GlIYUhBivsxS/7FocK37O9jmyMI+xvfxmY39NTXo6gqqi4/IpZh4PL7sdIika+oiOzyclRdp6e+HoD6xYvZunAhgZKSXubWq198kfGXX05w+PC9ntMyDGoWLMBbWEhXTQ2evDwiLS1oLhee7Gx8BQW0r1+PEAJ/SQlOn4/lTzyB6nQy7frrWfHUUyS6uwkUFwPgCgRI9PSw8Le/ZehJJ8mY4n+HyIOgFoCSDSIJkYdB8YPn8oP3gu5A+8aNbPjnP+nasgU13d0se9gwLnn9GZ4+9zo63D50Q6b5HuOWJU82fSfrS+x8PdYlF6WetJDkUeXr/6fO7SLRl6V8+nSGTJtG0/LlZA0ZQmjrVjorjqKnvIK8ZAwjkUBzOkgUFHOMW9602dgc7ox0ws15vY/5VRiqw7tRuTvtSr/X4xb0CJiTBT8pkAsau4zMZjCxguV8zEckSCCALAJcyMXkUzDQodnY7JP3I9JDqESTpfZrEtJnKGTJLKI8DYalGwDoyOxoE+lRpLigPimF/W1Ndl0K3FcIw2xPOJsjCPu2xMZmNwRKS0EIKQoBmsORKf8KDhtG4bhxUoQJhSidNg2ApuXLQYhepWWqJlforWvW7PV8wrJ4+yc/4d2f/pREZyf+oiIS3d0A5I8ZQ9HkyfQ0NKBoGoqqEm1tRXM48Obns+ovf8EyDOoWLcKdnd1rXKffT6S5mVhHhzwQewLUICjpK53iBDUHok8e8Gv2ZRCWxZs//CEOtxuH3w9pA/CuqipyFrzB3V+8zs3FLi7Ngt8VyXaybvtb6qBTn5LeKDviVaBph8S5L4uq65zz0EOc+MMfkj10KBUzZ/Jv2QbZKnQFgojyYaiTpuJ2OPhh3r7Hs7E5XFEUKXLHLGkOHzJly2wduXB5PSy7C9oCkc1gopkm3uNdOukkSpQYURpp4nn+HybmvgewsRlg3ouAE/kdrCkwwQVT3ZCdLjOzgM3pRgIhS5pZH+OWQhLAECec7oMKHS4OwIaR8PWcgZyRjc2hx84ksrHZDZ7cXI668EJWv/AC3rw8NKcTT34+3XV16G43qViMRLqs6+hvfhMAb17ebku2FFXFtZN4szMNS5dS/f77mSwkT24uzkCA5hUr8OTkoGoaRjyOqmlYQmRW7prTSbyzk1Qshq+wkI6NG3v5FFmGgarrOH3pGiGrBZSddwLdYDVlPJYOJm3r1hFpbsZXWIgrK4tQTQ3RtjYUTaNg7FguuvUHaHZ750POBDesS/Sutw9ZMMbZt7eEw+Nh4lVXMfGqqzLHZhvwao80iRzthIuypAeLjc1XlZSAuT1p3670TrUpoMgpxSFjPwVYG5tDwResIkwPDhwoyAuAADrpZCMbOIqxex/AxmaACWrbs4BA3sc4hDRZsATE0w046lKyScDvi6VYf32DbODhVGTJWaULHije7t9oY3MkYe9f2djsgek/+hHH3XgjlmURbmqiYuZMLnzyScqnT0dzOglWVFAxaxZd1dVYhkHFrFk4vF7ioRAAQgiibW348vMZcuyxez1X47Jlu2QheYJBFE0j0tICgDs7GzOVQgiBt0AKPcmeHgJDhuD0+5l87bUko1FpGIwsdYu2tjL2oovQt3Vg0yeD6Ox9ctEFjkmHxJPITKUy59FdLvJGj6Z8+nQKxo4lb8wYNIetEA0EN+bIBWubAQlLmuomBHy/HzN98nW4Lgf+pxj+PdcWiGy++iyIwNYUeJALkBxNlqA1GLK8Ybbtt2YzCOlAZh5vE4jk3yX11A1ARDY2+8d5aZuCxA6NTzYkZXn7DK9sJpCjQrYq732aDCh3wF/LpO/Q8R64MReeK4NS+7bU5gjFvk23sdkDqq4z5brrmHLddYgdBJyC8eN57YYbiLS20rl5M+tffZXiyZM556GH+NrDD/POHXcQaWlBCEHuyJHM+vWve7W03x2enBxQe2u2iqqSXV4OQE9jI5rbjWWauINBNJeLSGsrRiLBSbffjqIoDDvlFGbceiuL//AHWaomBEddfDHH3Xzz9kF9N0PoejBbQPWDFU73cL2lf1+8PVAwdiy6x0MyEslkNwnLwkylGDF79kE/fzwUomnFCnSXi5KpU9GcTnoaG9n85puydPDYYyk7/ngU9cjSz6d44PFSeKwT1iZhqgu+nQNHH7rGdzaHIQJBNVuIEaOCEXiw22/tyKIYOBQY65atlVPpzCFTyEXIcfbLZTMIKWUI61iLQIBQ6EgFiZguspxtBDW75sZm8DPOBbflw+/aoduQmXApIY+7FCkIhSzZPbfLgDta5MbVH0vkJpaNjQ0oYn8NJw4i06ZNE0uWLBnoMGxs9ogQgpeuuIKehgYp7KSP9TQ2cuJ//AeTrrkGYVl0VVej6jpZ5eW9soP2RLStjecvvBBV03BlZSGEINbRgSsriwuffpr6Tz8lFY3iKyyk5sMPqfngA0K1teguFw6fj+GnnsrJd9yBOzsbIx6X8eXl7eJRBICxEaJPgbEO9DHgvVb+9xBR89FHvH3rrZjJpDygKFTMnMmsX/86YxR+MFj3yit8dM89CMtCAZyBAJOvvZYl//u/JHp6iHV2YsbjFIwfz0XPPENw2LCDFouNzeFOE408x7OECaOk/0znJGZy+kCHNmh4tAP+1CUXH0kBbaYUiEzgmVI42haJbAYhMWI8zIN0mfBG82ya4kUoCFQ0vh/M5vs53kOReGxjc8D0mNK02qfC7ztkWX2OBluTUG1I3yIDONEDHaYsvX+sdKCjtrE5uCiKslQIMW2fj7NFIhubL09PYyPPz5mDr6iol/iTSJd9XfLss30eu3HZMt65/XbinZ0IIcgqL+fMe+8lZ8QIQIpRjcuWsXHePFb++c94cnLwFRYiLItISwslU6dy3h//+KVEqYGmp7GRqrfeIh4KUXb88ZROm3ZQs3c6Nm/m5SuvxB0Mortkj+lYZyeta9YQrKigq6pKZoupKkY8Tu7IkVz56qv77EhnY9NXUhZ8vxn+GoKYkOnvvy2Ec/ezm9xAYGHxe+4jQiTjW2Km/1zBlYzm0InOg5naFFxeJ41S/aq0fWszocwBL5SlvYps+p0QIT7hY1pppZhiTuBE/NhtMveHLVRxXVOIjdFi/FoYVVHwiixMM4/7izRm2qWSNocZH0TgB02y9H1lXGYWGUCxBqNd8vu52YS3h0G27UFk8xXmy4pEdrmZjc1+sCfPHGFZGfGhr5RMncpV//wnHZs3o+o6nrw8Vj//PFvefRdnVhZWKkXr6tVEWluJtbURbWsDRcFfWIi/uJimFSvo3LyZ3JEjDyiOQ0GgpITJ3/jGITvf5jffBCF6/RupmoaZTBLauhUUBX1bSaAQRFpaWProo8z69a8PWYw2RxZX1sO8MLgAnyK9a65sgHkanDTIF2BVbO4lEAFoaJiYfMIiWyRKU+6A3xXCL1qh1ZSGqWNccHehLRAdLOqo41meIYn05quiiqUs5VtcRyFFAxzd4UO2OYLuqEmB1khSUVFRSSpRoorJE6EAM33+gQ7Rxma/OMUL/5EHj3RKgSgpoEiXnc1AlqQp2Ga9NjbbsEUiG5v9wJufT/GUKTStXIm/sBCQAlEyHOaoiy8+4PFVXSd/zBiS4TB//8Y3CNXU4MrKom39ejo2biRnxAg0hwPN6UTVdTo2bsSTm4um6yiqSrS9/bAQifqKZRiseu45ljzyCF3V1biysxl/+eUce8MN+Iv2vABIRaO7HFNUubWfikZx+bff8AohcPh81H3yyUGZg82hQQhBx8aNtKxZgzc/n/Lp01EHiddUQwreCEtxaJtY4FVkO97/aoM3BrlIFCEC9Da23UaUXT9rRzIzfDDfC5uTMqNoqOOQ9Ag4YnmNV0mSwMl2H8AkCebyD/6V6wcwst6000Y11SgoDKeCXAaXEUrMghRJhJLq9VpqisVGqwULL6q9nLY5jFAUuDobPAr8qhU2p8vNTEBDZnke74GAnUVkYwPYIpGNzX5z2l13Me9736O7bnuXj6MuvJBR55zTb+fYOH8+oa1bCZTK4uhwUxOqw0FPfT3Zw4bJtvGqijAMkt3duLKyQAhyKyv7LYbByIJf/YrlTz5JvKMDRdNIhsN8+vvfs3XhQi57/nm8+fm7fd6wU07hi+eek35EaaFA0XU0lwsrlcocF5ZsheFwu4m2t/Pa975HyZQpHHXRRXjz+rHVl81BxYjHmX/LLax75RWSPT0Iy8KVlcXZ//M/TLjqqgEvyVybkLuWO2eTOIBNyYGIaP8YQWW6xMxCSy8UhbS5ZSSjBja4QYiuyAwim4NLkiSttKLvdGur46CRJkxMNAZ+BbiUJSzms/QnRrCYTzmRGUxi8kCHlqFEB5ceott0oWtm5njCcjHKt4EOsshn99fbHWlds4aN8+aRikYZPnOmFOs1+W/QY8KHUekFM94lGyXYAqrNweTBDng6JMt/gwrUGNBgwkinFPDvKBjoCG1sBg+2SGRjs58ESkq47IUXaFy+nFh7O3ljxpBTUdGv52hYvLh3+Zqyfc/e4fWiezwY0ShCCJLRKKl4nKOvvXaPIslgRghBy6pVxLu6yBszZo8ZQd11dayfO5dkdze6250Re4xEgtCWLax5+WWmffe7u31u6bRpjD7vPDb8858oioIQAlXTmPWb3/Dpgw/SVV2NpuugKHhyc+msriarrIyWzz+n/tNPWf3ii1z41FMESkoO2utg038sf/xxVr/wApZhYBkGwrKItrXxynXXsXXhQs5+4IE9lo4eCsa6ZFq7JXoLRSlg5GHQbjdAgGkcy2I+w0RmFFlYBMhiBjMGOjybIxQNLfNetLAyxwQCFfm9v5vkt0NKJx0s5jO8O2TimJgs4mMqqCDA4DAlUxW4pmAzDzZVEjIcaIqFIVQKHWGOydqMupOgZWCwnnVsYiM6OmMZT+Svn7Hod/fJ8VSVlW++TfKEU/DGI3Q2NPHX79yJUjYUzetHU2Q50N1FsiOgjU1/02bAsyEo0qRwn61BjwX1Bszxw+0F8riNjY3EFolsbPqAqusMOfbYgzZ+VlkZZipFoqeHzs2biXV1YcRiqOnsl+LJk+nYtIlEdzdFEycy4aqrGHnWWQctnoNFpKWF+TffTOeWLVK8sSwmXXMNx9100y7ZHl3V1XLBD71MrhVFwTRNGhYvhj2IRIqicOrPf86oc89l64IFOPx+KmfPJmfECCZ9/evM/fa32Th/PmYiQXddHZ68PHJHjUJVFNzBIOGmJlY8+SQn3347RiJBZ1UVTr+f7PLyg/ny2PSRlc88IwWiZBLSgqDQNCzDYOP8+VSefTZHzZkzYPGVOuAsX9qTSJGLoqiQKe8/6+edzLAF70YgT4MT3dBfFXdn8zXKKOdTPiFOnFGM4mROwYO3f05gY7OfaGhkk00LLQCoqCREkvV/V1n/mJ+Xmx9n3LgCbrnlBKZNG5gWRrXUpkWr7R9EKWRZ1FHHWMYNSFy74wJPKT1l82lK6Tj1VtxqioAKuWoROeRkHmdiMp/XqKMWB04EFtVGFYnGDynMzUVzOvl48snMO+4cktEomtdHJCefQFc7gc+XkzdxAq7sHN6LwPwemDM4dDKbrxhbUvIau00IUhTI0qR5dUTYApGNzc7YIpGNzQAjhKBt3Tq2fvghqsNBxcyZjLngAlY+/TRNy5ejqCoOjyeTFdG+fj1Z5eVkDxvGOQ88QOGECZlsnM1vvollGFTMmiU7hg3y3O1377yTzqoqfIWFKIqCZZqsfPppCidMoOL03q20/cXFcj5CyE5k6bkJIVBVlex9tKxXFIUhxx67i7gXaW4mVFND3qhRaC4XzStWYESjdNfUkD18OMIwcGVlUbNgAcVTpvDR3XdjJhIIy6J48mRm/eY3h2UG11eZZDQqM3Usq9dnQEn/bJg7d0BFIoDnyuCWJnihW96gDnPAvUXSw6a/uK8V/qsdDCHL24p1eKUcJrr7Z/wJTGQCE/tnMBub/cDAIEQXTpyZ7JtWWlFQceDAwEAg+OI5hU/uU6nMziG7xEd1dYjvfe81HntsDhMnHnoj6z35+CRJUUcdWWRRQumg8PsZyjAKHHEsRzMKCgYGcQRbiTOPf3Iap+PDRx211FOPn0DGp0x0RemcXYy1wqLaM5zXTr4IvakOfzwORpLG8kqEopAV6aJrSzXFU3LwqTA3bItENgeHgrQgJETvssakkKVmNjY2vbFFIhubAWbxH/7Ayqefln44isKSRx5hxq23MnzmTDo2b0YIgZlMklVaSlZ5OeGmJk6+7TZGnn02uluu9pY/9hhLHn00syBe89JLjL/iCqb/6EeDViiKtLTQtHx5RiAC2XFM93hY89JLu4hEOZWVDD3pJMJNTaRiMXSXCzMpDVw8OTlMuOKKPsWx6tlnMVMp/EVFCMtC1XUUTaNr61ai7e2kolGEZREoKeG9O+/EHQzizspCCEHTypW89eMfM+exxwbt63wkMuKMM1jyyCO9jm37t3X4/RlPDJBm6N11dTj9/kMq9jlU+N9S+bPzTWt/8E4Eft4mfY586fbrzQZP2TMmAAAgAElEQVScVwtbKvsvo8jG5lBhYbGGL/iMz2ijFTcenDgoo5zTOYMaqtFQGU4FYcJEjThf/ClOdi443AoKCsGgm7a2KI8/vpzf//7sQz6HYQznYz7CwEBHx8KikQaSpNjAeqrYRAGFnMv5uBhYI6tWWhAIhjCEJhpxoKOnBbgNbCBMmMu4ggYaANHLyF7V5PIiMdTFp8Uz0CwTLREHBRRVQbNMoh4fptuDiEQyzxt4xyibryrDndKYemFUvs9iFlhAUIMLAwMdnY3N4MO+TbSxGUDa1q9nxdNP483PJ1BaSqCkBE9ODh/fey+J7m4KJ0xgyLHHUnbCCRSMG4crEMCdk0Nw+PCMQBSqrWXpn/6ELz8ff1ER/qIifIWFrH7hBdrXrx/gGe4ZI5FAUZRdxBU1bUi9M4qicMY99zDt3/8dd1YWqWgUzemk9JhjOPuhh8gbPbpPcbSuXYvTJ9M3FFXFX1yMmUySikRIRiIZ75pwayvddXU4PJ5MPL7CQlpWrSJUU9Onc9scHE65/Xayhw4FIbBME8s0QQjcOTloDgdjLrgAgKp33uGZs87iuQsu4E/HHcfzF1xAV3X1IY/3YOiLD7bJ7CGnuv0cXkX6Mrwe2etTbWwGHSYmT/EEf+NlqtlCmAgdtBMnQR11vMWbGZFCQSFAAG8oFzOi4nCrvayI/H4nGza0D8g8AgQ4jVkkSRIhTDNNJElSRCHZZOPFRzPNLGHxgMS3IyFCKIBBClBw4MhkY+rodNFFA/V4d1Ni6s7ORtE0jMYuwl4/mmFkysSdmoY7mcBSNAwLdI8HS8iMyjn2Yt3mIPKjXIhasC4J1QY0m7LMzF4M29jsiv25sLEZQGoXLoR0hsM2NKcz04bdSCTQ3e6MUGEZBliWXACnaVy2TJZc7TCGqmkI06Tus8/2OyZhWdQuWsSi++9n2WOPEaqtPYAZ7pmsIUPwFhaS6O7efm4hSIbDVJ555m6f4/T5OO3nP+eWLVv4j61buWH1ar7+9tsMnT69z3HkH3UUyR12MoMjRsjXO13SZhkGwWHDcAUCJMNhUvF45rGKoqCoaq852Aw83vx8rl+yhGO++12cPh+62y1F2CFDGH3eeVSeeSata9fy9m23EaqpIVRTQ7S9nc1vvcXj06dT+8knAz2FA6bV2vUCryhygddsDERENjZ95zM+pQ55LVJR0VARCLroxImTRhrIIz/ddU924/Jmqzj9YMTAzfYay3A4ydixA1ciPJrRfJ1rOZ0zcOGmnHK8pDcqUPDiYT1r+/WcAkErLSxlCStZQTehfT4nSA4CSJFCSs7bceBAIAgTZiSj0HGQIJ45V1SNUlp2FIEmlRErFhLTdDSnE83pAgR5nc3oRpKow0lyxChaTDjXD2f5+3XaNja9+HNItrg/xQvTvTDdAwkB/9Mx0JHZ2Aw+7HIzG5tDxDbfoK0ffYSq61TMmoXqcOwxjWDoSSfRuno14aYmPLm5mMkk8VCISddcgyc3N/M4h9e721KnbV5G+0MyHOZv3/gGtQsXouo67uxslj32GKf/+teM2Kn860BRVJWZd93F/JtuoqexEVXTsEyTggkTGHvxxb0eK4Qg2taG5nTizs5G1fVer8GBMOnqq9n8+utE29vx5ORgxuMomkagrIyc4cPRPR40h4OexkZibW2YiQSOdBaXkUigahq5I0f2Syw2/YcrEODcP/yBs+67j9pFi4h3dVEwbhx5o0ejKAprXnqJVDiceV8pigJuN4meHt78wQ+49r33encYPMw40wsr4r1L2Yx0c6cz+tH3yMbmUPAFX6CgpNvGS7b9f5wYOg7cuJnOSXzMQgQCRYdT/s3Dx/doRE0Tj0chFEpgWYLrrpsygLMBDx5GMgoXLgxMOukiQRwdHT8BHP14e16VFPx3Vy3LEinynSonZK+lzL2ImZzOaMbs8XkFFDCEIVSxGYEUf0xMdBx48BAjRh55+PBxLufxDm8TIYJAkE8+s/1nEvj7d5j+xRpalXzqRo1C6QnR1dKKlUzyvRfuZ+L55+OtyGKcC8Y4D05WpY3NNt6KyGvi0rgUhxwKlOvwXuTglH3b2BzO2CKRjc0hQAjBpw88wKpnn5VteIFljz3GlG99S6ZkJxKZBWkyEkFzuag880zKTjiBpY8+ytYPP8QVDHLs9763i4BSfuKJ6B4PiZ4eXAGZq72tFGv4aad96RiNRIIXLr+cmvffR3e7MyVXqqbxwS9+wdDp0zMlbv1FydSpXPbSS2yaP59wYyOlxx7L8NNOQ3M6M49pXbOGD375SzqrquR8Z8zglJ/+FG9eXr/EkDNiBOc9+iifPvAAjcuW4c3PZ+wll1C/eDGurO0Omp68PDS3m3goBGmfKMuyOPn223F47Y5OgxXd7aZi5sxdjvc0NJBKZ5DtKLJquk4yEqH5888PagfDg80P8uEv3dBggC6k94IAvhWEcue+nm1jM9gQgIKGmmlvvw0r7YeTSy7FFFPBCOqpQ0XjG5eV8bZnK48/vpyGhh4mTizkppuOZ/z4woGZxg4oKAxhCCtYjoKChkaSJC00M44J/XKOjQm4uiFFi3DhVXW2RAJURcq5svgT3ve+x1CG9cqy2jm+sziHJXzGh3xIkgQ+/AQIECXCcCrIR7ZjLKGUq7iGLrrQ0MgiS5b/6TDi6Ek8b8HrYVgYyKWoPIc5XoMx5//C9vKzOaRELNiYlF1FXQqYAjYlZcdRGxub3ijbFqyDgWnTpoklS5YMdBg2Nv1O65o1vPLNb+LNz8+Y5prJJPGuLo67+WY+e+ihjHG15nRyxj337FcJVePy5bz5wx+SikYBWbJ2+n//N8NOPvlLj7HhtdeY++1vZ0yhQZaeWaZJTmUl5/3f/1F6zDH7MesDJ9rWxl8vuQRhmriDQRCCSGsreaNHc9Ezz/T7Dea2rmnxri5euvJKoq2tMrsolSLR3c24yy4jZ8QIaj74AE9eHuMuuYTio4/u1xhsDg0r//xn3rntNpKRyC7v99zKSs4dgPd7f9NpwG9aYX5Etvr9txz4enCgo7Kx2X8+5RPe5HU0dFIkEYiMOFREEadyGuP7SVg5lMznNZazLJ0fJYUwHY0CCriW69AO0Mr5B03wZrQHRW9DT+8LR00H2XqC68peY7ZyFpVU7nOcBAlWsoINrEdFZSzjmMikzJiHCwkSqOkOeDZHHtM2Sz8iryKzhoSAmIBSHdaNtDOJbI4MFEVZKoSYtq/HHV7f7jY2B4AQgpYvvmDNiy/Stm4dwYoKxl9+OSVTp6IoCqlolLpPP8VMJCiZOhVf4YHvNDatWMEXzz/PlnfeobOqilhnJ+7sbHwFBRnvIW9eHlfPm0fD0qWomsaQ447D6d+/wvySKVO45vXXaVq5EmGaFE2evN+lZls//FCWv8VimWOKqoJhYESjA1J6s3H+fFLRKIHi4nRA0iy6fcMG1r/6Kh0bN5KKRhl+2mmUz5jRq2tVX9gmOrmDQS586imWP/EE1e+9h6+wkONvuYWjLrgARVX73EnNZvBw1IUXsvyJJ6hfvFi+z4VACEGgtBRXdjZFEw//1u45Ovy2BH470IF8SbaVEinYd+o2vZnKMWxkA9VsQU1nE2kojGYMp3IapQwZ6BD3i3rqWMJi1rAGBw68eFFQcaDjwUMnXfyTV4kQoYRSpjAl7REkiBFDR8fJvlMCl8choJns6FXvUVO0pvwYQkdVvpw1qQsXx3E8x3F8H2c8sHTRyQI+oIF6FBSGU8FJnIKP/qu9bTfgn2FYn4BxLjg3ADl2u7ZBha5AngYhCxQhZdkcDTwqmNiLYhubHbE/DzZHDMsff5yF995LT12dXIoIwco//5nCCRPQ3W5aV6/GFQiguVwoisLxt9zCxKuu6vP5Nr3+Ou/eeSfCMGjfsIFULEa8uxuHx0N3bS1FkyeDoqA6HHhyc6mcPfuA5qc5nQdUHuPNz8eVlUWiuzuTUSOEwEyl8BUVUTBu3AHF1xd66upQd+rVrSgKsY4O3v7xj3H6/RixGMsef5ySo49mzhNP9FsZmr+oiJNvu42Tb7utX8azGVy4srK44pVXmHfDDWx+800UTcObl4e3oIDZ997bq+TR5uASI8YiPmYTGxDASEZyAtP7dQFnc3jjwMGVXE0VVWxmEz58TGEqfg4/p+NNbGQu/yCFgYVJjCRJUhRThAs3PfQQoosmnDhxsoF1VLGJkzmV5Syjk04UFEYykpM4BRd73sAp0qE25QOtS/o0oWAIFZeawKXAkMNMXOsLCRL8g1dIEMeHH4FgC1sIEeJSLkfthx4+1Um4tl52y1KBeWFpkvxEKZTZSUuDhvFuUONQoULMAnc6myhflwKSjY3NduxyM5sjgu76ep6fM4eOqipUXUdVVUzDIBEKyf/XdVnq5XBQNHEiuttNrKODi555hvyjjtrv85mpFH85+2wUoHPLFqLt7RjRqOxa5vGgaBruYJDsoUO5ev78TAv2Q0kqFmNN2g9IczgoPf54Vj75JMlolHBDA5YQCMPAGQjwzQ8+IL+PLeYPhI2vv857d96Jv6gok+UT7eigYfFiaeadSsmOb8jOb3ljxnDJs89SMHbsIY/V5vClq6aGxmXLcHg8lM+YkfH2sjn4mJi8zIt00J7p8BQlSpBsLuWKw66cxcZmbyRI8BC/J0Y846+UIoWKig8/+eRRT33679s7sHUTSn8ugrhwyw5iRCmjjPOYs8fzvdkDt7WCU+0horZjCpUe08PpOav5VU4lZZQfimkPKOtYy/u8t4ugGCHCeZzPEMoO+BzX1ME/erb3gNMVyFHhX7LhN0UHPLxNP7EsBv/WKA2rA6r0KIoJuK8ITrX3JGyOEOxyMxubHWhcupRkNIoCmcwUMy5b/wikwODOzsZMpeisqqL46KMRQrD5rbcyIpFlGNR98gnNq1bhKyigYtYsPDk5uz1fuLGRVCSCNz+fWEcHDrcbRVFIhsPSpNrjId7ZyWUvvjggApFlGMy/6SYaly3DlZWFsCyaV62iYNw4QrW1ODwekuEwweHDOe/RRwkOHXrIYwSoOO00Ph81irZ163BnZxNpb6djwwZAdmIzYjFUXceVlYWpKMTa23n/Zz/j0hdesA0xbb40wWHDCA4bNtBh7DdxC94MwwdRCKYXJKMOs4Zs9dTTQQd+AggEKVIIBM20UE01I7E7B9p8dVjDaqJEM9k/2zyHDAzaTYv14aG0GBWMd6cIeltQFZMYUcKESZCgiGKU9B8fPuqpo5NOctj9vchsP3Ra8EhnAMP0YpLg8mCE/wyeiHcvGUhfJbrp7tUVbxsCQZjwAY+fsuBvPZBMd48E2TnLEDKjyBaJBg9TPfBoKTzSAeuTMNIJ382BE+zeIzY2u2CLRDZHBLrHI31HdsBMpSDtRbLtd5rD0avcykwmATDicebffDONy5Zlnv/Zww9z7iOP7DZrZZvwYlkWiqoihMh4+jg8Hul7EgwOWPek2kWLaFq5En9pKcnubiItLViGQcOSJVz20ktgWTh8PnJGjBhQsUV3uznvj39k9V//ysb582lbt45AWRmxtjaMRAJF0xCWJf+uKLgCAbpqagg3NREoKRmwuG1sdkd1Eu5sgU9iMr39+7lwRXbfxopacH2DFIg6TblA+XUb/HsQ7ivpHwPOuiQ0GTDBDe4Dr8jYLT10I5drgnbaiKTdUyws3mAeeXx9jwtgG5vDjWqq0dGxEKhpScGBg6Sp83bjRVjJUbTTxuchhSGuTmaX/B1dTWbMultooYACVNSMWBQhvMfPiKLI75iLsqDN0MjRvHjUI2tFXEABCkqm3A62+5/lcuDl6W+EpSiksV0kEsgMlYi1lycepoRMef0p1g9Po+ej3fDH0oGOwsZm8HOQbvtsbAYX5SeeiDc3FwAzXZ4EgBDoTieq04llmgjLQtV1LMtCCJFpIb/273+nYckS/MXFBEpKCJSUYBkG7//sZ+xYshltb+fj++7j5auuItnTQ/u6dfgKCjATCSzTBCCnshIhxICaH7esWgVC0FNXR/PnnxNuaiLW3k53bS0LfvlLCidOJLeyclBk47gCAaZ++9ucdf/9ZA8bRsGYMdIvxkrffSmKFIlUNWM2ruq2/m0zuKhOwvFb5I5ziwGr4nBdA9zV0rfx5vbA+1HoMOQCRQBJ4IEu+HYDWAdQSd5uwKlb4KjNcFoNDNkAv23t+3h7I0gQBZUwYSJE0NDQ0dHQEAje4a3dZgHY2ByOePHgxYeFiZV+X5vCpNPw4rRyKNVVynUHPi3MlkSAL7pHo6KgoqKhESeWyX6xsBAIcsjd53mdimzz7TkC7/qHMox88gkTJkWKJEnC9DAsffxA+SQmBaIdv6WU9P+XfAnj6h66+ZiFvMyLvMe7tNF2wDEdDEIm/GcTzK6BC2rhwlpYGtv382xsbA5PjsDLhc2RiNPv5+wHHiB39GgswyAZiaBoGoqmEayooGDs2Mxxp99PtLWVcZddRsnUqQBsmjcPVyCQEU2EZaFoGq1r19JdWwtAMhLhH9ddxxfPPYeZTOLJzycVjZIIh9HcbsxEAl9REUYiQcWsWUy+9toBez38RUVYhkFXdTWa04nucqE5nagOB82rVtG4dOmAxbYnXIFARpArHD8eze3GMgystC+RKxgk2dND0eTJ+AoKBjhaG5ve/LQFwhb4VZmV41PBBfy+o2+7zW+GIWRIYUhBXsy3SaOv9MBH0b7HekEtLI6DR5FxWgLuaoOXuvs+5s58zuc8zIP8madpp402tqtQBgY6OioqNVSzjrVYfAW35G2OOMYzARcugunMnxQGKaHQGR9KjpCbHNkEyVICONU4G8IjAYV8CnDhwsKih24SxIkQZiKTD9jgXZZ3NrGOtTRQ/5X7rGlonM8FTOUYHDhw4+ZEZjCbs/qlk2KBLkU4HbDSPyZSOLoga+/PDdHFi7zA56ykiy42sI6/8SL11B1wXP2BIWBlDH7XCpM2w/91QpsBfgW6TLi5CWpTAx2ljY3NwcDebrc5YiiZOpVvLVhA/Wef0bp6Nf4hQ2hbs4b1r7wCQE5FBXljxjDs1FMZOmMGhRMnZkQh1eFApDNXEt3dtK5di5lMYhkGr1x7LWc/8ADtmzbRU1+fKXNyeDyUTJ1KuKmJc/7wB1x+P9G2NoLDhpEzYsTAvAhpKmbN4oNf/hLLMNDSWVSJcBhMk1BtLR/efTeXPvccmmPwtOXw5OYy/NRT2fLuu3jz89HdblLRKMI00VwuIi0tqLrOzLvu2udYwrJAUQZFppTNkcGi2K4XXIcq0/Y/jcLp+9mkyavCtpzIHd/FCnKB8mYYTunD2rEqIdtm+5XtpQROVfpu3N8Gl+5j0fNlWMJiXmNuOl55EhMTNf3Hg5c4MTroRGDxLm+ziY2cw7m2kbXNYU0Z5czgJD5lEbnkYmERpJg3Os8mR5GfXwWFIEFaRIKA4qKMsowHUQftmJhkE2QikxjNmAOKJ0WK15lHPfWAPH8e+ZzL+XjwHPiEBwkuXBzPCRzPCfv93FZDCvzljt13wJrpgyG67GzmEFIkUoBsDb4Z3PvYS1hCkmTGVNuFizhxPmQBV3Blv4hYfeXzOPyoGTYmZNlxCggo0GFBKCH9faKmNOy+cd/JbDY2uyAQtNFKihT5FODE7io7mLDvtmyOKHSXi2Enn8ywk0+WB84/n2NvuIFwYyO+oiLc2bs3CBl7ySW8c9ttpBIJOjZsQNU0FEXBHQwSbmnhhUsvZcgJJ+xS5qRqWqY0qmjixIM9vS+NOxhkxk9+wrwbb8RIJDJii6KqGLEYG+fO5emZM/nm++8PqtKtU+68E8swWD93LqlIBFcgQKC0FIfPh6rrmIkEqdj2/Oe29etZ8sgjNC5bhr+khJFnn03j0qXUffIJDo+HcZddxjHf/W7GL8rG5mCRr0Gz0fuYlV5Q9KVF8lXZ8ERn7xIHC5lR5FfB1cc84a2p9EJ1p7WJzq7x9wUDg/m8homZ8QnZJg4BDKGMRhoAUFHQcZFFNnXUsZ51jGfCgQdhYzOATGIyYziKdtpw4yFHzWGBU2FZHArTl1tF6AjLy9FZKzJCgYqKGzenMpNxjO+XWJazjDpq8RPIfB7baOVjFjKLM/rlHIcrXSb8vBUWRUFVpEDy04Jdu2BNdMF1OfBsCHpMKdIHVLirQHrP7Y06anHj7nXMhYsuOkmSzBicH2p6TLipCUwLuixwKiYJoRASoAmBpihsTark6XYmkU3fCNHFfOYRIpQWx1VO5hSOwu5OPFgYPKs/G5sBwhUI7LXltRCC0NatxNrbiba3YyaTqLqO0+8nFYmQDIcxk0kSb7wBgDcvL2OELYRAWFbGK+dASEYibH7jDRqWLiWrrIwxc+aQNWRIn8cbd8klLH/8cbpra+ncsgVF02R2jRA4/H4aly9n6aOPcuwNNxxw7P2FKxDgrPvvx+Hzsf4f/yCrrAxV2170H2lpoau6mtzKSjqrqnj1uuuwTBN3MEh3bS2v33wzvuJi8tNlhyuefpqehgbOuPvuAZyVzZHALbnwnUaZkeOQfvlEhFxgjO7DOuBEL1wfhIe6ZEbRtpIznwK5GnxtL5lJCUvuiGu72aSe4pG/2xbnNlLAtH5ILPiURaSQq4ptXkMWFioqAkGIEAmSGQ+W/LTprAMHG9lgi0Q2XwlcuChl+/X7F4VwY6MUaUEKvldnuan0SzP3bWLwSEYxhqP6LY61rMGNJyNEKSh48bGJjZzGzEz3tSORnzTD0jgUalIkilhwazP8ZUjvLpKKArfmwVl++DAKTmRXuRG7SYpIkWINq9nAenR0DAxA9MqQtLDSzmwDt0RbGJNZrn4VLEwSGIh0locFmAKqDQuPqnKce+9j2djsjEAwn9fopgcvXhQUDAze5z1yycWLDxcuHAyeaoYjEVsksrHZB1s/+ojljz1G0aRJhGpr6ayqgnTGje7xoDudIATeoiK6tmyhfdMm8kaNQpgm3Q0N5FZWonsObHUVD4V49V//NeMhZKVSfP6Xv/C1hx+mZMqUPo2pOZ187Q9/4Lk5cxCmmSm/cgYCaLqOqWmsefnlQSUSbaNo0iQ2v/46APGuLlAUnH4/QggCpbJtxYqnnsJMpfAXyf6zyUgEFIV4Rwcg5x8oLmbLu+/SXVdHVlnZwEzG5ojgqiCsTcBDnds9iCa44B/lfR/zf0phggdua4Y4cqc7X4d/z4Gpu7lxfzEEt7VAgwEuBeb44f9KwLPDOjBbg38LyjhTlrxJSCL9iX55gFZfJiYf8/Fuf2dh4cPHWZzNa8zFkzb43ZZhJHZaSNnYfJUo0uH5MlgRhw4TxrhgqMODwdXUUUuMGPnkZ0TTvdFmwIKoXORP88AY5567UFlYux1PfMV8ifaXmiQsi0OR3DtDUVL4VJUeS+NvPfDjnYR9RZFds47ei2BiYvJP5tJEI06cCAQ9dJMiRRHFaGhYWESJMJkpAyrQRSyZ6epSwMAkKfRMfzgpWAqMHdJYn+6CcS44xi0FNRubvdFKCyG6MwIRgI5OjCjP8he8eFFRmcgkjuW4I1qsHkjsOy4bm32w9uWX0VwuVF3HV1BAd10diqaRCIVw+HzSTFlR8OXnozudJLq7CTc1EW5qQgiB5nLxwsUXM3zmTGbedRe6e/+3Xb547jm6tmzJCCAghaMPfvlLrvjb3/rsrZM/Zgwzbr2VeTfeiO7xoDkc228XhchkRA02Ks88k4/uuYetH34oM6AAhGDEmWeSf5TcZW354oteGWKpSARV0xCWhZlMorvdKKqKoml019fbIpHNQee/iuDHBdKDaIgOR/XDDuy/5sDV2fBZTPpmHO2WXYx25t2w7KYG0m/IEPBij/SXmDu092PvLpY75Q92QLsJp7ng10Uw5gDjbaYJgYWGhom5y+8nMZlRjGYow2inLSMQWVgYpDiKcQcWgI3NIEZT4Jid9pN0dIZT8aXHWBiBW1tkx0NLyDEvy4L/zNu9UDSK0XzB5/jZfq2MEWU4FUf0wqzTksbTbkcrRVkLcDuaEGg4esby/7pP5NOYk5M9cE1QGlfvjjBh1rGWEF2UUIoDJ8004sdPsqubcGMjRiqJVeEj4g2ja3KgcUzgOI4/dJPdDVPSYo8KeLUoMSsLWdwsMveIfi1KU8rP3e0KZvq9dqIHflcsjbxtbHZHggTNNNNNiHbaAfClM4fChDNZRCFCvM+7bKWGr3FexrfL5tBhi0Q2NvsgGQ5nfHkcPh/+4mJ66usRQmAkk6iqir+kBIfPh5lMUjB+PDmVlax96aVMOZSwLKreeotAaSkn3HLLfsew5Z13cGX1dox1ZWXRU19PpKUlky3TF8Zecgnv3nEHqUgExeGQ80ok0BwOJl51VZ/HPZgk0ybb7mCQRE8PiqLgCgaJtrVJAcjlIreykpoPP8Th9QKyVC3a2oqiaahOmTYtLAthmmQPHbq309nY9Bt+FWb1872OW923SfV/t8lbfF9a93UooFrwfkTumg/bqTTiX3PkT39iYeHGnSk321Eo8uDhLM5BQeEMZjOXV9NlNnK7ejwTqaSyfwOysRnkJEiwnnWsSHXwQWclW2MllOsOvhnc9TMft+COVpn9kZvWd0wBL3RLc+Vjd5PQfAzTaKCeDjrSeSLSIHsGJx38yQ1iKh3g0sKU5f4dVbEwLD9xS5Dv+wKHFqY1dC7PdsObEXi2bPvrvY1mmpnLPzAwiJkqH1gbMTAJKApWSxNdmzbJTThFwaiJ4Zpfy3k3/pIsT95eDcM7umD+h7ClHsaPhDOng8/b//Mf4YR/yYLnusGvWHRiIVDRsPBrCQqc3TQkcnCqUJxeSQohy9TmdsMlu7f3tDmCMTBYyEesYy0dtBMnjo6OAwdhegjRBYAbNw00ZLIZN7CeHnq4mEvIwXZIP5TYIpGNzT4YMXs2TcuX48rKQlEUckeORHO76dy0CVcgQM7w4bhzczETCdo3bCDS0sL6V18FIVAdDvyFhb7owcQAACAASURBVCiahq+ggDUvvsjxN9+835k/zkCAcFNT74PpdvB9yUzaEU8wyMXPPsvfv/514qEQIAWVipkzGX/55Qc09sGi6u23UTSN4qOP7tWpLNzSQsPixQw96SQmX3st1QsWEA+FcGVl4crORgiBOysLLItUIkGso4Mxc+ZkOtLZ2HxVqUrtesHXVBAWrE/Ichf3QU4cLKIYLz4sLCJE0dHT5S4qF3BRJnMomyBXcjX11BMnRgGF5NDPipWNzSAnSpRXeJmtKZMn62cTN3UcSjsNRg7Lmlz8tKB3t8HPE1Io2jGzRUtng7wV3r1I5MHDxVzKVmpop50gQYYx/IjvMhTQ4LKCNazHIGH6UQSELQVd+BnirSEZ7SSezGFdAn7TCv9dtD17RiD4gPekx1rKz5akPO53NtMuLGqTKkNdLtT0faBwaMQ+X0P7vE8puuSSPca0eSt852fQE5Xf3f94B576Ozz+K8g/CF+PP8iDGV54PqzyaqSViOGmUI+gaSYhw4ElHFQ6tt/LKorMUp0btkUim135mIWsYTUaGgKBA0d6w0gWnBkYaGiE6OpVXm5gkiLJJyziHM4d0DkcadgikY3NPhgzZw6bXn+dllWrUHUdyzRxer1c9MwzLH30UWLt7USamgjV1qLqOrkjRxJtb8dKJmleuZJ2txvd7ZbZKooiu4jtZ8ew8VdcwTu3347T70fVdYQQhFtaGH7aaXvsyLY/jJg1i++tXcuGuXMJNzVReuyxlE+fjuYYnKZxyXA48/edS+K2dTcrnDCBcx58kEX330/Hpk24s7M57Re/INLaSs2CBbgCAY676SYmXXPNIY3d5vDAtGS6fR8rOfeLVMpkw4Z2ior85Ocf2LawSIvHOwvRY5zwoQG6kGVpBmRcR25uAr8mSwxuzettytqfOHAwizN4izfRcWCQQkVjAhMYu1MpmYbGUOwMP5sjl89ZSTfdLA+dQNx002O6iVs6CuBA8LMWhTmB7eLE3jTe3ZnUb0NHZwSVjLAz9XoxyttJwlRpS0FUgEuAX1UQQmWzEWZrIgdDwFNdsDIuzaqDKpzoj9Ph7MAlfFSn0lmbChhmNh69GTPLTziSTSDSjZmt4WhL4alOUvvRR4zbi0h0z+MQjUNx/vZj9S3w+Evw4+/0//wVBU7wwgneINdbXdzZ1saycAGq4aZE9eBxaJnM1G0I9v4+tDkySZLkC1aRIE6UKClSOHHiwIGFhZXOYgSZPbkNAyNtam1SQ81AhX/EYotENjb7wOHxcP4f/0j1Bx9Qt2gR/pISRn3ta2QNGcLoc8+l7pNP6Kqp4eN77yW7vBxFVdHdbiJpQ2VhyaVY+/r1DD355D61lK8880w6Nm5k5TPPoKTHLDn6aE65445+m6c7O/uwEUzKjj+eFU89hbCsjEhkplIoQPHkyb0ed+nzz2OlUqgOR5+9m2yOHL6IwfWNcldeQXosPDGkb23qvwy/+91C7rnnY2KxFIqicNJJ5Tz//KVkZ+87QzDc1MSi+++n6u23pRH7kCGEGxuxUimGnXoqJ3z/+xmvrZ8XwBnV0C52HWdTCoosOd/rG+HFsn23bu4rFYzgSq6iiiqSJCmnnCKK92nGa2NzOCAEfBSFJTFpPn2Ov+9C8xaqcOJiSzSPkOEhKTR0LFAEuhDUpBTejcDZ6fLVSW5ZTtpjykwYkN5jAtl5y6Y3axLwQDssj0OBBt8Mysysbf9exRRTpW1inAZJS/q+gUVSWLQmc3AppFt3yzKr1QkoccAfu1xMyRvJJH8DoGSMnBUUwrEhxGMJ4nluvI4o7k0xCp5rJp5I4duLbUA8AcvWQFFe7+O52fD2JwdHJNqRcepwXi6EnnxB1FLIV+FbjbAxsf1aYQkIC7hwz82CbY5QWmimg/b0dV5aoCdIZLKJ3bjTnf5IS0by99s6m3bRiRMnKVJ2x7NDiC0S2dh8CTSnk8rZs6mcPXuX48NOOYWsqioWP/xwRrAQpomiqgghsAwDyzBQHQ6SkQhCiP0WKxRF4bgbb2TCv/wLHZs3483LI6ey8ogVPUqOOYaRZ5/NpvnzpeeTEAghOP7GG/EVFvZ6rKIoaM4jO3Xe5svRYcIZW6HHAq8iF1cfxWBmNaytBL2ft0hffHE1P//5BzgcKj6fE9O0+OCDGi6++K+88861e31u2/r1/PXCC+nauhVVVUnF47B4Me7cXEqmTKFmwQJaVq3i0hdewJ2dzZS0oXVVil36FgmgywJP2iLotTBcG+zfue5IgCwmc/TBO4GNzQAQMuDsWvg8LoUDAQx1wFvD+iYyu3ETIYJPTxC3HDgVA0UBC4GhGAihMi+S4Gy/NCdyKvC7Ivh+MzQZ27M6rgvC5IOUHXi4UpWE7zRIYSNfg5jg/7N33vFxVOf6/56Z2b5a9W6544oNGGMMgVCNIfQEQg0EcimBy4VcEpJALgRIKCFwSfiFcNMIBBIIJBACobdgG2NMsY1xw7ZsS7L6SrurrTNzfn+cVbPcZEuWbM9XH33Aq92ds3XOec7zPi/3tKjvwSuypVsTmMgSPiVGFK/mo8hlE7WTrGyfhmUHsaTKfDJR3R8TEsoNSbQ9xtvJaZRVrEa6cgABwkYXKRqTx7FopY9ZH/6N6UvX4YraZOJxhBBMOvvsbY5X18DQwbahp3natCA4CJlE2yJHE+Rkj39nMXx7MzSY6pwiUKLoVxyRyGELVrICAC37k0HDxurKJ0yQRAAhQqRIkUBVBHjwoKFjYWJg8AVr+riOHQYPRyRycBgAQlVVuIJBMvE4Lr8fK53Gk5dHpqMDdzBITnk5/pISEi0tu1Ru1om/qAh/UdGOr7iPI4TguNtvZ/zcuax/6y10j4cDTjmF0unTh3poDnsxv2pRAlGwxyQ8R8BmE56NwvkDnLPws58tQNPA41HfB7qu4fe7WLSolurqMKNHbztoYt7ddxOpqcHt9yNtW4lEQpCORom3tBCqqCBWX8/aV19l6te/zrKU6taTo6nckp7lZqAm+M2WCmBdlx7Yx+ngsD9wfYMqOwpky4ukhI0ZuKgG3t35BmVdTGM6r/MaBwZreb99LHY2uQMEKSnx6x0sszewLHtdgEN88GIVvJ+AuK26pVU5G+99eKINMlJlsYF6zVxClY5dnAs+TYl0Z/M1PmIx61nHJJeP1ZFZfNh6IEKogPA8DZqzLkywafxsOclwG5m8AmpqUoRmdGAHcnBr0Bo/iPqOyeRVWRz3WoTUF5tJaxouv5/j77qLookTtzlelwtOPQaefxPKi5XbybahLQKXb1tbGlRGueH5kfB+XG2wTPaosub9dO/SYTvUU08BhYQJY5LuakjRiYbAjZsEiV5/S5FCRyeXPHx42cQmRyTagzgikYPDACA0jZFHHcWihx7CznbMIpXCEwpRdvDB6C4XqUiE/LFjd6nczKEvnc/5yKP27y4sDgPH8hRspRoLCaxIbeUPu0ljYwzD6N0WR9c1pISamsg2RSIrk6F20SI0w0BoGrZpqkWKrmNbFslwmFBFBULXaVm9GlALoM6MUQldxV2d/29kL0hLmOa4DhyGOZl4nLbqarz5+cOi8UBGwssx8EB3eZEAH7AkpZw9Zf089Y9jPC20YAWXUOyeTmvGjy0NNAQFehyXZjMt0MQCVjOO8fhRlpIcHU7ajfIyiSRMmAxpCijcJ8s7lqfpk6fjFko4bzS7uz0GCXIMx3IMx1K/5FNGvfwS1eNa+HDiYYwNBdhsC5osyAgo6IiQaA1jeL0YukH5y2Fyn/qcBZf8B61jjsa0c/AKuLdC4/h77yRa923SsRh5o0fvlNv5hkugpgE++Vy5iSxbCUfnf2Xgn5+dxS3gmB101nRwCJFLgjjFFLGZzQhAx8DCQiCwsDAxsbG7up568CAQ2eYW6r85ODa1PYmzWnVw2EmaVqzgs6eeIrJpE5WzZjHl3HPxF6oC8QX33cfqf/6TgnHjiLe0kAiHMVMpciorQcqufx93/fVD/CgcHBy2xUFe1ZmlJ9kcaKbvXhPBrR/voDLefHMdbne3UJTJWLhcGtOmbTufQtN1XIEA0rZV+aquK3HLVl4Dw6NUHmlZFE2eDMCBHqgwlFsoSbc41BU0KtXidoTh5Jc4DG+WP/MMHzz4YNeGzIjZszn+Jz/BEwrt+MaDRGfp0dZMFFIq915/EQgOZzbTtOkUlMa5vTFDghRuAZbUGeEJc3BwMxnUTv1Yxu7uwyBKhFd5hRaa2ZAoYUF4Cpgj+ZI3yLfyVGv0fYHJblif7u0azUj1XVi8lZXRp48+yqKHH0YIwczAG6y68EbWTpyGu2IENoKAgFDNOnAZJN0eXJbJ+I2r8SZTnPq92zj6lTexAjDB0x00nlNR0a8x5wTgkdtgdTU0tMCYSqgaen3UwWGHHMIMXuQFMmQwMNDRyZBBR8fARZJEV+kZkBWFJG4MNDQiRCiikElMHsJHsf/hiEQODjvBhvfe4/XvfhcJuLxeGpYuZeXzz3P2449jWxYr/v53gmVlaLpOsKwMgNZ16wgUF2NlMhRPmcKMK66g8rDDhvaBODg4bJNvF8BDrdBuq4wJicqZGOWCswZBOLnzzuOYN28jsVgKj0fHNCWWZXPNNYdtN7haaBoHfeMbvHvHHVjpNLrbje5yYaVSaB4P/uJiYg0N+IuKGHfSSYByCt1fBtduhrVpqLfU4/MBruxC6Ru5cEtxd+itg8NQI6Vk9Ysv8vHvfkesro5ASQnh9esJjRiB4fEgbZtNCxbw7h13cNLPfz5k4/RqSmRemKCX7yYlodKlson6g5TwThxeiEJG+vlK0M8dFUt5OhYjbYWY4GvgwOBm3JpNBnANwHReInmZfxEmzLrYOP7aeCiGMDFEmJdjHt7tcPFYJYzbB4Sii/PgtQ5VJpWnQVJC2IKr8sG/hcOoo7GRDx95BH9hIbrLRRC47h+/Zrm/gLE/vJWOqnE8FYFmXw624cUtbS566Q/40okuMX6MIfEOwEaDEDBxjPp16B/z4/Dndmgy4egAXBiCQmcVvEeooooTmcMrvNzlDMohRAcxMqQR2XKzTjeRjpqEmFhd4fBHcQz5bLsE32HgcT4eDg47IN7SwotXX02iuRnd5yNYUoK/qIh4czNL//QnKmfPRug6mt57ZeUNhaicNYvj7rhjt46f7ugAwB1wPL0ODoNJng7vjoarNsPipMrwmRuA31So4NCB5qCDynjjjUv44Q/fYOnSBsrKfFx33SyuvnrmDm976FVX0bZhA0ufeIJMRwcIgbeggNyqKmzTZOycOcz6z//Ek9Ntzz7QC6+Ogg8S0GJCxIINFlQZcGpOdz7HlqTSMP9jaA7DhNFw0CQnd8JhYAmvW8cXr7xCJh5nwmmnUTRpEgCfP/ss8+65B28oRKCkhM2ffEIqEiFQXIzh8SA0jWBpKRv+/W/izc1Dmtn3UBmcuEGJzJ0uPa+AX5V1l6DtLPe2wDMRdXuByhg60n8AJ5U+ild4MbLT9yRJvHgop3+ulK3RTDNhWvHKAK+0HIhPy+DRTCwsfFqEjFnI78NwVw+TY4YMzTThwkUhRXtNl8Lxbvi/cniwFT5NqvDq7xXBeVsxo9UvWQKA7upW+nQBY9Yt56AFrzDr2mu5LB+eXlrNqr8+zdREGJ+pgt06mpspO+QQvLkDHGjn0C+eaof7WtTnyS3gsTZ4JQZPVEK+symyRziACQTJ4Tn+RpBgtrW9SYp2QKChI7KlZi5c2EhGMIIMGSSSiWw7s8thcHBEIgeH7ZBsb+dvF15IW3U1umGQaG0lumkTuteLv7CQ9W+/zYQzzkBaVp+uZbZpkjd69C4fO1pXx3t33UXNwoUgBFWzZ3PUzTcPi/wFh8FHSkndRx9R9+GHFE6YwJjjj99vu9ntSQ7wwFuj99zxZswo59VXv9Hv2xkeD3Pvv58jv/tdGpcvx5ubS/khh+ww88yr9S9DYn0NXPIDCLeDy6067BxxENz3PfDsA44Ch6Hn49/9jrdvvZVUezsA795+OzOuvJI5997L4l//Gl9+Pi6fD1AuOqFptG/aRMnUqb0uS8diQyoSTfHCknHwYIsSmSe44IZCGNfPjK91afhbBEp1JUYA5ElYGPdxfPJUmn2vkEKFpPnwcQqndolGu0M623I6aXuIWh5yjUTX3yxsQhp8nOy+/lq+4B3exsJCYpNLHidzCnm7uNsvpaR20SKq334b3eNh/Ny5FE8ZvJDaaV74fYVybW3v1Nr53tsa7qCymObqcPnJR/Pqa89Ru2YjEctCMwwCxcV8+X/+Z6CH7tAP4jb8v1YlBHaW+gU11ZDiuQhcvgfNKY2m+nwXGzDWtf9ttpRRxhSmsoLP0dDw46eDGCCwsfDhJ0MaCwsdHROTDGmO4Ev7ZDbacMcRiRwctsPK558n3tSEbhhk4nF1oaZhpdMkWltpXbOG/HHjKJ8xg7rFiwmUlCA0jWQ4jOH3M+G003bpuGYqxT+vvJKOxkaCpWrbrmbRIl686iq+/uyz+3VLdyklkU2bsNJp8saM6ePg2hdIRSI8ffbZ1HzwQddluSNHctHLL5M3ahSgJrbrMmqiM9q1ay2WHfZ+csrLB004/mwNnHIlhCPgMkDXYdIYmPcx/O01uHDXvt4cHLpo37SJd267jXQshisQQAiBZZp89MgjVB52GOlYrOscCOArKCAViZCOdYeHZeJx3MEgoREjhuIh9KLYgJ9uO05sp/gsG5Kv91hACqEyj8LJUVzqu4x66jHQKaWsqzRjdymiGIFA15K4hIUpNQxhAxI/PhJSZfkAhAnzBq/jxo0HDxJJhAj/4kXO5yI0NJI2fJHN/RmVXRB3NDZSu2gRQtMYccQR+PLVCl1KyXs//Skrn38eoWlI2+azP/+Zw6+/nukXXzwgj29b7GihXnHYYXhDIZJtbXjz8gD1ntNcLsbNmdN1PcPr5Su/+hWbP/6Y1i++wF9UxMgvfQnD6yUtlTNV389EgT1Jhw2LEmBLmOlTwh3Ahoz67Li3eO79Qrlq94RIlLDgOw3wr5hyMwU1ONwHPyvdv8q7BYJjOJaxjGUta9HQkEg+5zP8BDAwSJGimSZ8+Mkhh0M4hvEcMNRD3y9xRCIHh+1Qu3Ah7kBAneRjMdVNCFRgLGoHs3X1aubcdx8L7ruPL159FWybwokTOfqWWwiUlOzScTfNn99LIAIIlpQQq69n0/vvM/qYYwbmAe5ltG/axJs/+AEta9YghMBXUMBxP/kJFYceOtRDG1Bev+kmNi1ciMvnQ9N1pJS0bdjAs+efz7cWLCAuBd9vUBMcHdWR5StB+FGxyp75PKV2ousyavesyVIZOxfmwmH+oX50+z6/aYWft6iQ6NEuuKMETtvLmnLEE/Dt25VA5PV0d9P5fC1MHgv/eGvPi0QWFjYWLvZfkXxfIEWKGFECBKl++20SbW24swIRgG4YWEKw5PHHcQeDZBKJLjdHTkUFkZoaAJJtbZgppaiccPfd+0zn0Fxt6wHYmlClMW7cjGTkgB/Xg4cj+BLzxHvMzF3BvLap+PU4QeEF209SwmVKI2E1q5DYXbv7AoEfP1FiNFDPkmgFd7eoTCZbwhQPXPX+cyz/+b2q+yugGQbH/eQnjD3hBBqWLGHVP/5BsLQUoanaXiuTYdFDDzHupJN2eS41EBgeD6c89BCv3ngj7a1hEv4gObbkxHvu6RM+LYSg4tBDu+Yka1JwX51yYLkFfDUHri0A3yCUL+/rJGxYEIewrTpwTnB3C3wLOuD7jao7p0TNg24tgpNzoFAHC/U+7Fn2mZQDv7kWtuCT7Gs906ucu+0WnLZRvQcMICJUuXcGVVb6k6F7aw8JAsFIRjESteFpY+PDx1I+7XIzHsvxHMYsNJwPylCyb5xRHRwGiWBFBXUffYQ7FCLZ3t41uZFSUjBmDK5AgHhzM0WTJnHcHXdw9M03Y6ZSeEKh3SoN6mhsxDbNPpdLy6KjoWGX73dvxjZNXrrmGiI1Nbj8ftyBAJl4nFf+678477nnhnQSOZCYqRSrX3oJzTC6XFJCCFxeLy2rVtGyejW/LZzI+wko19UkyZbwQkzlLJQacEujuq+NGWi01ILDDfy2Da7MUwHG+5vNeU9xbxPc0azEO5eA1Wm4oAb+XAmn74HmS2tT8EqHEge/mtMdSt1f3v8UahsgkYJkChBKLNIFtEWhcjfdEv0hTpy/8yzVrMfGJp8CTuX0AenmNJxIk2YlK9hANT78TGEqJiZNNFJBxYDkzgwlEskiPmAJn3ZdkpeuRgj6nC+FEKQiEWZddx3z770XmZuLy+9XLcPHjmXy2WcTrakhWFHBlHPOoXjyvtP1ZrYPCnRosaBAU9/V7ZYKVD52kKMJD2QaRRQxLv9z8qnn/faxIH0YusYdxXBkdpMhQQKxjQXcF+k0tzZBSIOQrlyv69dv4oWf3sPk4lxc2e6LmUSCt//nfyifMYOahQtVyb7WfZ+6y4WUks2ffML4uXMH94HvgPyJk4g+9gKP1idISygM+Cgt1hm9nds0mnDFZkjZqnTQAv7Srty/95ftoYHvI6xJwTX16nNgSXUeOiUItxZDzIabGpUwk5d15SRt+HGTCpMvd8Exfngr3l3CGcvmhp07gOfkv0fgZ81q006gPq8PlsG/47A8pRxERvZrLg2ETXg9Bj8sgsB+rIVoaBzObA7mEDroIEgQt7MRNCxwRCIHh+0w9dxzWfPiixheL4bXi+5yYSaT+IqKCFVVEW9qomD8+K7rd15vR0Tr6lj/1lukOzoYMXs2pdOn95ok548bh2YYvXKOpJSgaeSPGzfwD3QvYMN771G7aBFWKoUQAiklOeXlGIEAa19/nekXXTTUQxwQbNPEzmR6TZYBEAJpWSQTCV6IQoneLfRoQnVoeSqi6u9zNGW9brbUl7xECRaGgN+1wXm5cLjjKBpwLBseaFXdjTzZl88Q6rW4tWlwRSIp4co6+Euk+7LvaPB8Fczahdd60TLY3AT0aO0dT6iys1gczjhuoEa+fSSSx3iUJhpx4cLAoI0wT/EkV3A1xRTvmYEMMmnSPM/faaEFFy4ypHmf+dlsBvUprqSSi7l0QCfQadJsZCNpUpRTTj4FA3bfW7Kcz/iYxfgJoKNjY9N4agj7RtHVpQ/Azmb8jT/5ZKZ+/esYHo/qbrZ5M8VTpnD49ddTMXPH4e57Kx4NflUOP2hQpTICVcZ2V8meCdkto5wyUc6cAkjnQ9RSi++epVIjGcVKPkciu8KqrWwnonlRpSB3umWEgFEfv0cyY5JyeXABLl+G/JEpwhs62PjBBzTlFRPNyaOP4VKI7WYC7SkebYPfRHSKc4K4hXK13N6kXF9f3oZw98+o+u4vM9R5eWNGOU3+2AaHeuGCXGezZmeQEn7YqJ7DzuYKtoQXo/AlvxJlUrL3Z8OrKcfRv+NqvvPjEvA0w2tR9ZwX6PDjUpi0k3lhUqoNny/SUGLADC9syqiso/lZR3dtRnX+63zfRyz4Tr0Sr3TUPKwTt4CordxEKQlOWxrlZPTQzwA3h0HFEYkcHLZD0aRJnHDvvfz7zjuJ1dWRjsfxFxWRU1FBrL6eaRdd1NXyfmdZ99ZbvHXLLdiZDKBCOyedeSZH33ILrV98QcPSpbgDAYoPPJCGJUu6umIk29qonDWL8hkzBvxx7g188vvfk47FusoSpJRE6+rwFxcTb24e6uENGO5AgNLp09m0YAH0yJ6y0mn8hYXkTZhIpp4+e7iurIVZohYUq1Vzla4uOxmpJi8pqcQkRyQaeJostUMZ2GLi70Et9gaTP7XDnyOqrFAXalIbseHcGlg/XpWL9YcFn0DaBKEBVnaCKyGdgVnT4NyTB+FBbIVNbKCZJty4uxajbtykSTOPf3M2X9szAxlkVrOKVlrIyS6TW2gmQwYNrau9eQ01/IsXOYuvDsgxG6jnJf6Z7R6jmM5BHMGRg9Kl6lM+wYO3K0NHQyNYXk7m+yeRuOs1rKw4Lm2bokmTOPTKKxFCMOmss5h01ll9mkPsy4xzw19HwPpsnso4d/87pA0EbrH1NuGjGEUVI9nIRnR0ZPbnSL7EExkfri3GKmwlIFlSMvaoTYw7aiNI+FBM59rcQtrGHEPLdyczbtNqvv72X8mJR0lFIrgDASpnzdojj3VbmFJ9vxZp3bk2nefSP7RtWyRam1bn5aRUHdQs1AZCWiq3qQAuyNtDD2IvZkNGCTLFPUQgTSgh6IUozA1u/XaSbPmZhD+G4a/t6hxdZsC1+fDlnZwDpSXc0gDvxLvLQCsMtQmXkaqcbX0GGixwm6oMDpSLrtEEW1P5SE2mOjenpXrvZKRyeOfsH19pDnshjkjk4LADxhx7LKOOOorm1atZ99prbJw3D3cgwJTzzuOAU07p132lOzp459ZbcQcCXbtj0rZZ+dxzRGprqVu8GGnbCF3H5fMx+eyzqf3wQ4QQTL/4YqZdeOFOTZI7mpr4/NlnWfvaayRaWvAVFjJ+7lymfv3r+AoGb6d4sMgkEjQuX94rc0IIgZbtOLevZRKd/L//y+Nz5pBsb1evt5Robjcn3HMPQb+PQ72wJKnEoE5aLDgpAG90qF22Ld8lnW8bAQMUc+qwJYXZ7immpNciKYNyfg0mvwlnX9vO11mAH/W+eDsOJ2xjIr0t1tcq15BlqY5mMpstomtw07f2XGezBpoA+ogWAkEz+444vIHqrGNIuacSJLryGCQSDQ0DgxWs4GSSLOZDVrMKkExgEjM5DC87drF2YmHxKq9gIwmg3hw2Nkv5lCpGUkXVgD/GBIk+O8U6Ot6bj+eso6/nw1/+P+ItLYw/+WQOuewyAsW9XWL7i0DUiRAwdphWXejonMxXWM861rIWN24mM5kyyjnKD2/Ge3cNaz30SxT+4ZeMOaCBA46pJhlxs0lWckvRfeS4odxYT055MWuBP55wIZf94Sd4gkHmPvDATrmzB5OEnXXobvEd7tegtm8qQBcHHUYpxgAAIABJREFUeuH1DuUwsQBPVrzXhCp7+nUbnB1SYofDtpHbuFygXESH+dSmWbpHOLUpQUhVnjZuDVSbat7jE1CTgRsa1GtyWZ6E9HuQ+BPYDeA+AnzfBL27GcRf2+HNDiUMdb6flyQhLmFW1uSmowTABhNGGd1OYoRyO/0zqsrN2iw1H+h8TEuScPh6+FsVjBmmn3WH/RdHJHJw2Ak0w6BkyhRKpkxh9g037PL9NCxdim2auHw+rEyGVHs7UkpS0SirX3iBsoMP7iozSra1UfvBB5z/j3/0LT3aDtHNm3n+0ktpq64munkzZOv8m1asYNU//8nZjz+Ov7Bwlx/DUGCl02iGQWjECKI1NYhsVo+dyeAtKGDE7NlDPMKBpXjqVK76+GPef/BBaj/4gPwxYzj8+uspO+ggAG4qgv+og3pTfYmbqN2xGwrVxGV+HCoNqDPVJArUBCWdreU/P3eoHtm+jUuD80LweDsIGwxN5VFYwI2DrM3G7L7uMpG1kUXtrd1i++SHlDjk9yr3ECiBSNMhld7d0e48FajJes+yFgAbSRn7TrBHgCA22cy77A/0FscEAguTF3mBJprwo1Yoy1jKRjZQRRXNNFNIEdOZvt1W5E00kSCBgU6EdjR0/PgRaKxh9aCIRJWMYBMbCfQorkiSoIxyxhx9DGOO3j8bMuyt6OiM54A+nYdOCsLfovBZUjluMhLsyrGc8e1rGen9HqmYSSYBr+bOAV+AkBYDu4Vg4QFMzsunrqqKSTNGcuT0ScOik2tQg3JDOTN7uj7aLDhmO3VCpwbhT23KUaRJdR7ISJWRE8o2lGi0YKQjEvWhNgOLk8ppc4RPPf+bMkpgcwuVd5WQcFpQzX2uy1cZRC22EuJCOhztV5snNaY6NwrUbULZ9+QDrXCx5xlcHfeC8IHwQuLvkHoL8p4EXeVc/j2qnEBbatRxW4lRRrZ8rcbsPoYHde7XgO8UqDE9G4FWWwlEOqpUUQPWpOHazfDiyKFxCzo4bAtHJHJw2IN05gxFamtpWb0aK5VCSom0bTw5vavxvXl5xBobaVmzhqKJE3f6GJ/+8Y8kWltJhMMYHg+armObJqm2NmL19Sx/+mkOu+aagX5og4onFKJwwgTaqqvx5uYSq69H2jaarnPo1VfvM11tehIsK2POPfds9W/j3PDsCHgpBuvScKBHWa5zdLi9GG5uVK1gi3U1CTVQ9mYduL5A5SE4DA4Pl6lJ4F8j3aVnNxXAtwdZlz09CPe39t69T9vK0XRiP11EABefDp+uVO4hr0flLdk2lBXBAaMGduzbo5IRVFBJLTXoGGgIMmRw4+YovrznBjLITGEqq1hBhkxX9lKGDDp6l6PIxCSfApppJkiwV/ndOtbSTDMBAjTSwGpWcSZnUczWA/0tLNppI4OJescKwrQSIhfJLqiKO8HhzGYztcSI4sKNSQYNnSM5alCO5zA0eDX4v3J4OQZvZZ2tm014ZO43mWQ+QzC5jnzhJ+4/GI/duXwHsNANL96cHNyl09GHXh8C1PfpjYXw3Qa10eLP5sm4BFyxnXKxXB3+UAHn1ahyM5+AKpdypJhZt2++IxD14Y9heDisNrg0lEOnUFdiipW9jkvARSElSAJ8kVHunRKhXi8N5eIaoatvt57vskT2uV+Tspnf/BilrkJGujyqTFz3gV0PiacheB2gBKUtX6agpuZWneTqyh1WYyoxMZGdb/2oGIoMuKtUjf0PYVV+6O9xhwaqXG1FCqY6czOHYcS+t7JycBjGdDpBmleuVPkLQqh8HdsmFY3Sum4dhT2CsDtLjfrDpvnzMbxepGl27cIJXcdMJnH5fGycN2+vE4mEEBx98828dPXVmMkkwdJSrEyGnIoKDrn88qEe3pBQaMAlW5mg5uoq9LQ2o3Y6O2x4MaYmLOeFYJIzCRlUNA3+rwJ+WaZKvUp15cDpL0sT8GoMEHB8QAVlbq/a5qYiteO5PqN2rdWyH+4uUhPa/nLx6fDcm7BsFWRM8HohJwiXfxVKi/p/f7vDN7iEf/ESK1mBhUUFlXyF08jfjlNmb6OEEo7jRN7jXeJ0ECKXMK0qV4O0Cp/HYDrTWc5nvRxG7bQhkbgwusI/48RZwALO5KytHq+dNtKksyKUcmaamLQRZhzjt3qb3aWQQs7hPJaxlEYaso6ng/ap19FB4dVUKdUML1xUqxb8ZTosNk6n0P9bMkYFR9preSM2C4QJwgPCQyabIXPAMMmvbaeNlawkE4hwW2UVr7SOZ0PGxWw/XJ6343LAchc8UgGX1So3b46myo2aLTg/1LeEbX9nZQp+FVaikCvbuXV1WrWVP9IHkWyWjylVGaAhYENabZiNdnU7cTJSZRllsm6dzo5joIQ+GwgKk0KtnWYrn7Cl3quq9C8A5uKuMX0lqBp++ET3OdgtlBOo1VKdRDNSnWcvzlVlhj4BJwZgdI/3xxiXGu+WC2+Jcngn+zfVd3AYdByRyMFhD6K73VTOmkX9J5/0En8MrxczlSJaW0v+6NFohkGyvR1fQQEFBxywnXvsi7+4mERLCxK6gz6z/7UzmX4HbQ8XSqZO5dxnnmH1iy/SVl1N6cEHM37u3D4OLAdFpUv9wq51t3LYPTwaVOyCOCMl/OdmeKxdTYTdmrLMX5WvdrO3JRTl6PDhWPh1q9rBL9bhusLultX9JeCHv9wHf3oB3lgIQT+cdwqcfuyu3d/u4MYzYGHNw5kJTGAsYwnTigcPqWw4dxNNlFHGUXyZKFE+5/Net0uQ7Mos6sSHjzpq+5TpdfIFayiggDbaMTG7REU3HkIMXj1qLrkcxdGDdv8Ow4u/RNSivLMr1QeczyzxGjIdZZFVySargDVmOWWGRoEQpFHfdQXDQDyppYZ/8RI2FgIN27OGL5cv4UzO7lcXpike1Qr9vhZVMuUVcFmeepwOvXmrQ50DOxtxrE4rZ44FLEurlvad2U7L0tBsqo5jGr1LtTrFmLhUnflaLCUMSdR9acAEVwa3yODFIil1NlswRgNkArSRXfd1ca7qYLYq1b35UmjA/5bBMxF4P6HEvyvy4fL87lykLTk5CL9oVZlI7h5ilgHkCfU+cXAYTjgikYPDbpKKRFjzr3+x+ZNPyB8zholnnklOeXmf68Wbm6n98EPiTU24/P4uAUd3uVRHFymxMxnaa2pweb0Yfj8n3nMPmt6/2dL0iy/m9ZtuwpufT7K1Fd3tVp2xiouxbZsDL7hgoB76HidYVsaM//iPoR6Gg8Og8d3N8HBb97/TNmRs+G0YTs+BiduZSPo1uLFI/Q4E+bnwX99Qvw57BgOjV4nYlt3bcskln3zChPHTqQBKdHR8+MiQIU4HGUx8bLt1uOqa5qaSShLEsbDx4unqqObgMBCsTClXRScd5PFz8zGWJaPkiThneD6kQZayIDOdEPC/pSpLZqixsXmbN9HQ8EofaanEnRbRwnI+Ywb9a5ZxhB/+5lMlyF6NPt3fHBQWgFB5Pys6xZ/s5R02fJ6Cg7PnwM7g6lKD7KZo7wYdxYYqkx7vBpHuFooMYIILylwBFstTOVz8g2ZKiNkG2FF1Y1/3PDlHh0crVNbjipTKezwuoC7/cqD3cbfHaDc8UArf2gyRbKmaIaDKgFtLVH6Xg8NwwhGJHBx2g3hzM89/85vE6uvR3W6q33qLZU8+yamPPELJ1Kld11v65JO88f3vk2pvx7YszFQKw+PpcsHYloXh8VBwwAEcfv31+PLyGPXlL+MJhfo9pjHHH8/s66/nw4cfxkomSUUiePPyCJaXc+SNN1J52GED9vgdHBwGjs0ZeDArEHXOOSWQQmV6LEpsXyRy2PfR0TmdM1nI+6xhNQBjGEeYFiJEsyVqEhsbG4v5zONLHNXHTTSJyWxiE168BFHnoQQJCigkdxCdRA4DhymVKyGkDw/nzdY40APLU9BzJlOdyWGEWM6DgVvw0oFA0u4t5mfp+xnjnrhTC+7BJkqEDuJEMwGqM9kMIQEVhpsvXGuZIfrfUVUIp7xsRxznh8fboC6jxBcjK6iZEnwoka1DQtJWreaLdfU70WPzSSqJR29HQ2DauVS5vFybJ3gqqsShE10qu+/nLUpAEgL+Zt9ERnMzg39QIizQSiBwJ7im9BqXS8CxAfW7Jf15v56SAyv98Jd29bmY4IZTc5zOZg7DEyH7mXcymMycOVMuXrx4x1d0cBgmzL/vPpY//XQv51CitZXc0aP56hNPIISgde1afjtzZpcQJKUk2d6ONE0Mn0+FLktJoLycufffz8TTTx+QsaU7OojU1KjcI00jVFWF4XFWmA4Ow5XbG+HH2a7uPeedErWj8+dKONdZvztk6eyAJpHM5z3e4R2aPoOP/wjRtQZjpgc49FKdK8ae26cTnI3Nu7zDKlYC2c1z/JzGGRSw41Z81VSzgHmECVNCCUdyFJVUDvRDdNgGr8fg3maISkAqZ8MtRcNPhNiUgQtrVFlNga4aKDSkG3nMdxYuzUMSlTwcIEyH9JHK+ydHB4c+OK+DDh62HuOLZACXEOjZfBwpElSJMr7vPXPAjymlyiryaxDYT10lUqrQ6p80qTIzl1DfTZ5sZk9GwkiXcvM8UqFcQhYWT1uv8FhzGas7qpBAuaeF64qiXOiZ1ecYdzfDM+3q/egWKlcopCV4vLyDMncBiP30yXfYbxBCfCSlnLmj6zlOIgeH3aD67bfx5vVOD/bm59O6ejXpaBRPKMRHv/kNZjqNJ6gmQwLVuSwdiZA7ahSay0XptGnMuvZaqo48st9jkFLSuGwZ1e++i6brjDnhBIomTsQdCPSrK9pwJRWJUPPBB0jLomLmTPxFezg118FhD1FndodsdmYfdGKI7bdbdtj/6HQHCQQVjCCyMMSL1yfQhMATECx7OcGyN20m/uEzvj6ht0ikoXEcxzOd6TTSiBcvVYzslWu0LT5gIW/wGhY2GoJWWljPes7gTCYxeVAeq0M3nyXhlkaVg1KiK/HijQ7ltvj5MIscrHKpDl+/bFVOyEIdvpPzFj4rTYzulo8d5OMXDVSIRTAMuhYGCFCTqMJrbAIZAASasNE1k/nhaZil6jt5oHg5CtfVK8eoBsz2wROVUOoauGMMJJYNz0RhcUKVUX0zF4IDIFAKAdcWqI5md7dAgabyf9xC5Q81WXBHsXLkdDZkqGETEX0DF5c2k7ZXYkkNr54iQpx2JpBL7zn69wpViPqT7er+Zvvg+kIfZe5tl+c6OOyPOCKRg8N2SEWj1H/6KZphUD5jRh8njjsYpKOxsddl0rIQut7VWSxaW9unQ5mmaWiGwYEXXMCxt966y+OTUvLBL37B0ief7CqM/vTRRzn8hhuYftFFu3y/w4UN8+bxxk03YZsmAELTOOqHP2TSmQO/i+fgMNSc6IfH2lT3m06hqJNvhqBkLztjSwk/b1YZS+2W2vW9uwROCA71yPY9NCl48+dJXB4Nf65aPbn90NZk8Y9H6vj6A1u/XSFFFLLzwnuMGPN5D4nEQ3eNRJoUb/MW4zlgp4Qmh13nqYhNiiRSaycsQdgB3AR5N67RaA6/74kDPPBQj5jGWLSduogknQ0olmTDrXXJCD02ZOPcktXhExid/y/8rsZs/LukJTaTzfExJOxdd229H4fft8HGDEz3wDF++EYdWBIC2edjfgJO2gifju1fOdOeIGzCl6thXaa7vfxPm+BfI+GQAdJZLsmDeQlVkpW0lWPOBG4r7uum3cxmyL5CHs2iO5oaGmnqIxIZAi7Lh2/mwUdJeCGqGj6cGIATg05elINDJ8PsVOLgMHz44pVXePeOO5C2DYDL72fuAw9QdvDBXdc58IIL+Pedd+Ly+9F0HSklHY2NTDzrLAyvskyPOvZYVjz3XHenMVQGEUIw5thjt3psKSXhtWvpaGykYPx4AiUlW71ey6pVLHvySQLFxV0B11Y6zQe/+AVjTzyRYGnpQD0de5zmlSt59rzzSEejaC4XOWVlBMrKeO+uuyifMYPcqqqhHqKDw4ByRggOaVXtfk262/ZOc8PDFUM8uF3guw3w67DaFTaECh09exO8NBKOdlxRA0pRqpzWakmoh5NEIvHnaVR/nB6w49RTT4oUOr1XyAJBnDgRIjtVruawa0gkH5l1dAhBSpqkbBAiSdpOEM2U8FFCcMowb/gZ9M5kZOJ3pCybsKVi0it1kxGGANdBQz28Lqa5/bzb+DWqvC3oWpyUWURbxk+F0e1i6S+vxeDmRhWC7ddgXlxl8KRslS0F6js/iOra9e/48HOQ/nc9rM1AsEdL+IgNl9TB0t0UtaSElWlYloRzQnCCqQSzXB3OyYHDtxJqrgL8+x5UldBuu3Txj23wqzDoqPPTO3H4V0x1LRtIl5iDw96KIxI5OGyF8Lp1vH3bbXhDoS6xJxWJ8MoNN3DRyy/j8qntkklnnkl47VqWP/OM6lBmmlQddRRH/Pd/d93XtPPPZ9Evf0l47VpEVsixLYuqI45g5NF9WwGnIhFe/9732PzJJwhdR1oWB55/PrNvuAGh9Z6Z1CxciLTtXh3QdLcbpKRu8WImnHpq1+VNn3/OFy+/TCaRYPRxx1F1xBF97m8oMZNJVr34Iutefx3d42Hd66+TbG3F8PkQQhCpqSHd0QFC8OwFF1AydSqTv/Y1xs2Z0yW+OTjszXg0eHWUCtb8ewR0AeeFlD1+b3uLx234Qxt4AVf2a8YQKnj0R43w7pghHd4+R8DtpSKnkLZUK3itrst9iVyqyvO2c8v+4cJAR8fE7HW5Ko8UeLezKHPYfZpposi3ms8T08lgowFSauhaGk2keaDFw5zgMF/kGjPweucwLf0atsuFwEZIC/zfAn345FpdlQ/vxwUbk0WENNVdywLu3MXvYynhwRZVJtgpMhUbyi1jbXFdIUBI1QJ+uIlEL3eo8q+ez4FfwPq0yqAauYshzJaE25vg5ZjaINFRz9XD5dtv2DCO8SziA5Ik8aCumCBODjmUs/XdlWYTHglDkd7tHJJStbNfEFddyxwc9ncckcjBoQdNK1fy9i23sOn990m1t5M7ahR5o0ej6TqeUIhYYyO1ixYx+phjAFX+dOR3v8tBl15K2/r1BEpKyBs9utd9uoNBLn71Vd657TbWvfEGmmEw5ZxzOPqWW7Yqbsy75x7qPvqIYFkZQghsy2LpE09QMGECE087rdd1DY9n67MVIbrK3QA+e+opFtx/P6BK3VY+/zzjTzmF4+64Y1gILFY6zUvXXEPDkiW4/H4idXW0VVeDlF2lZobPR7SuDqFpGG43TcuXU7d4MY3LlnHkjTcO7QNwcBggQjrcUaJ+92bWpFXI6JYBrB7UwsdhYNE0wRWXHM4vH1pITrGO4RaQNGiPpbn88oN3fAc7SSUjyCWPRhoRCDQ0LGwkNgdwQHZX32GwaJRNlLlbsbHpyATx6UksqYOQTA/UEk2PZVly4Mp+BgUhIOdOSM9BS70GwgOer4BreHVeHeeGxytVCfCSFEzzwqV5cPAu6qBRW2XglG2x8srXoba35qpCsoFZw1Bz3TIvb8u/7SpvdcBLMZUXpGUPELbgB43w9xHbFuYCBDiNM3iT14kRQyIpoYQTmdPH8djJ8pR6ED1Ly4RQRWrvJxyRyMEBHJHIwaHL3rpuwUKWnXMqdiqFbVlY6TTtGzZgJpPd7eylxEwm+9xHoLiYQHHxNo+RU17O6b/5DZ3dBLclzKQ7Olj3xhsESkq6rqPpOp6cHJY/9VQfkWjUscey8Be/IJNIdLmb0rEYhtdL1RFHABBvaWHhgw/iLyjoEo6kbfPFyy8z8YwzqDxs6Cdm1e+8Q8OSJQTLyxFC0PDZZ+oP2ZwlgEw8jrRtDJ+PnMpK3IEAnlCI5U8/zYHnn0+ocvjsQDo47O+MMtRE35S9XQ1pYIwz8xgULrlkOslkhieeWEbKtPH54KabjmTOnHEDdgwDg6/yNZ7lr7TQgomFACYyibmcMmDHcehL1ILbG6pYlCzClBoZaSAtH6P8dUzN+RxS01ibVvk+wx6hg+c49TuMGeOGHw+QYN/ZtSxlK9doJ2U6NJnKZelFuYrSwFE+OGgYin1zAvD3qCoj7pzKJiSMcqnOY7vKP6OqDE/rcb7I06AuA+szMHY7DqUyyriQi2mjDR2dEKHtHiuosVVFy0aFqzs4ODgikcN+TrMJNzTAmmiao676FkL3sPHUrxIeMY7cVUs5YP6riOZmMokEmq4jhKDi0EN3+Xg7cu1YqRRI2acMTDMMUtFon+vnlJdz3J138s5tt5GORpGAy+fjpPvvx53tptawZAlSyl7OIqFpCCHYOG/esBCJahYuRHO5EEJgJpPY6bR6rnQdadsIIVQ2lJSERozAHVDbPJqugxA0r1zpiEQODsOIPANODsCLMfBJVTqXyk7Kf+A0KBwUdF3j298+jMsuO4RwOEFhoR+3e+BXPMWUcCXfZjN1RIlSQSW55O74hg67xS9bYW0ySJ7eTlq3cGkJEpafYncjJZ52lreNxhDK8eIw/DAEXJoL/68VClFCUcwGW8DvKlQ20eIUBIDLQnDvMI2UfKBMdTXbZGb38VDi16MVu5lHxO45lASCfPJ36lgHeaHUUOJcoZpG0mEr4WvuLjRW6LDgd2HloD09B+YO81wwB4edwRGJHPZr/qcRVqdgzIqPyehuXrrnceK5hRi2hZw9h0/Ouoyv3nE1ObW1eHJyOOK//3tQW7B78/PJGzuWaG0tvvzuk12yvZ2JZ5211duMmzOHEbNns/njj9F0nfJDD+1yFYEq09oWnpzhcSbzFxUhLVWVb1uWEoxME2mauHNykJZFJplE03WKJkzoe/vCwj6XOTg47Jin2lUORJ2p8hluKoSrBih3+IlKuGIz/CMKSQm5GvyoqG93GoeBxes1KC8f3O92HZ0R7FzzAImknXZ0dHIYHuecvQ1LKsG1RNeQopQmmjH1NJI4K2ITSacOJGV5uLNEOVYchhedpuhLs/Fgj7VDW1ag+EGJEiYuGrjosEGlxIAl4+BP7ao72BgXXJGvyuZ2h9OCKg8oV+t2E7XZUOGCsbvhUNoahoCHylRzhY0Z9dr4hBLmqvp5rHdjcOom5aYC1c1zgkt1pvM6riSHvRgh5fDxpc6cOVMuXrx4qIfhsJ/QYMJpG6FUh9CCt1i/YiUbps8mEG5GCKWgRkL5jFn6AT/1tTPlnHMomjhx8Me1bBkvXXMNVjKJZhjYpkmoqoozfv/7XsLRzmKl0/z51FMxk0m8eWoWkkkkSEejnPvMM+SOHDnQD6HftG/cyDPnnYfL68Xl91OzcCFmOg1SortcCF1H93hw+/0Ey8vxhJSVON7URO6oUZzz1FPDKoTbwWFv4M/tcGWdymFwC1WmYgE/KYbvDKAWnrLVZL9YA+djun9RTz1v8TpRYoCkhFJOYM4Oy0EcemNKOGI9lHTltUgymLSYELYMbi4SzAn2f4HrMHiYEv7UBk+2Q9iGmV64oRAme9Tf4rYqe9J2w32zL2FJuK0JXo2p81BncPWvytVzNhhIqbrIJaUKx3b387UwJZSuUq+vgXJC2ajxfy0Izwz99NrBoQ9CiI+klDN3eD1HJHLYX6lOw3k1alfEaG3mg+pafK1NaKaJEAIDMG2JnDCJ1ceO3qPdhaKbN7P6xRdpq66mYsYMxp18cleJ1a7QtGIFr37nOyTDYSSgGwZfvvVWxs+dO3CD3k02zp/Puz/+MalolEQ4TKKlhdyqKlyBAGYySf7YsRx+ww0s+NnPiNbVAVB28MEcd+edBEuHqS/bwWEYM3ENbDbB10O4SdnKiVA7Ye/rqOYwvOigg7/wJEBX16E4HYTI5TwuQDU/d9hZrt+sQnVLe9QAbDbhqzlw87YjER2GiAea4Yl2KNDBI6DVUmW3fx6xe9k9+zJSqlDpz1KQp8NR/u5OcMOR9+JwbLXaaOk5TBPlTIpNHppxOThsD0ckcnDYAZZUTqKEVLsVizdsxlNTjRGPoVsmGgJXcQmhgw7mvTHaXr9gsk2ThqVLsdJpSqZN2y3RabCwTZPwunUYPh/pjg5WPfcc0fp6qo48kgmnnYY7EEBKSbS2Ft3tJlCyl7eAchg+WCnouBvMFeD+EviuBX3f9oqHVqjFS8+dbCkhJqF5olO2si9hYXV1I9tTLOFT3mc+wS1KzDro4DROp5IRe2ws+wKbMnBFHbRYyrEggRGGyrMpdMIjhhXtFszdoEqwegb3N5hwTghucnLZ9glej8HJG5XrqecSwUJ1TotPcjZbHIYfOysSOacVh/0WXcCPi+E7DVBvgre0nOZgLoVNtRQJC39REW2hAs7N3fsFIlDh1+UzZgz1MLaLZhgU9sgcKv7hD/tcRwhBaISzuHAYQNIfQ8vRQEL9O/UMxO6A4uWg77sutQJdtRj29vh+y0glDjnZt3snUioRocmCCgOk3sZ85rGJjWhoTGIyszkCN9tpFbSLpEmzipWsZx0+fJiYbD2KVpKgb5dQh+1ToMO1+bAgoYSHI3xwXKC3ExDUeyAuwS+cBepQUW+qd76xxfPvE7AiNSRDckB1CPx9G6xPw2E+OC8Ert3QzY/2qY2WlOy9oLaBqW7n8zdckRLmJ+DjhOoueHwQihxFpA/OU+KwX3O4H54eoVpv1mZglc/P+twDQEBUwrF+uKr/MUAODg57E+EzUAJRZ6qABNkKrWdC8cKhHdsg8p0C+GETCFtlMZgSUsB/5TnZQXsbUsLTEbitEWqyJYTFmsUhBSs5uqCGoAhgY/M5n9FOG6dxBmKbvYT6T4YML/A8zTRh4MLCIkkSC4sAga5j2dhIoBinPgpUd6tVKVVSM2E7i8rPknBdverA1On/L9bhlB6dmKRUrcn/L6xKm0p0+M8C+EoOfJKAHzWqUp5CHa7Mh8vzldvBYeApNyBqQ21SCQi5msqLikuYOkj5Og7b59OEcv1Es5+h37XB3c0wb8yuh257dbizGL7fCJkel/sE/KHmVIRMAAAgAElEQVRiIEbtMJCYUn0XXlkHqzPqfeAVMNoFD5fDbP9Qj3B44YhEDvs9VS64pkc3n+q0snVXumDswG+2Ojg4DCesVrDr6G0YF4AG5sdDN649wPVFatH5i7BarPoE/Gce3OWs3/c6nmhXIkCrpRwkloQaC8LhCeQZaY7MrUZHJ0CQWmppoZmiARRq1rCaJpoIEuwShDx4aKCeKBE8eLCRmJhMYzq5OC3u/h6Bn7eALZXzYLwb7i+F8i3yakwJ32tQr2lnHpEl4fF2ONynNrtAdRG8qxkCQom+TSb8qEmJULc3K5eggXqP3NKkujr9dN81Sg4pCxMQsZWrzw00SuUumuiG8523/pBwSa06z3VmHEkJ6zPw3Xr4feWu3++NRTDLp7ol15gwywv3lMBIRwwcVrweU6Lghwkl1npR7wUT5Sy7sQF+WwFlhnJtOjgikYNDH0a71a+Dg8P2SZNmHv9mOcsRwBSm8iWO7gqp3SuQnft/W26p7x9b7DeXwA+KoF1CSIDuOIj2OkypSiii2dJBTagQ1Yy0SVku5reN5cjcagBE9idCdEBFok1sxEDvEogsLGxscsljClNopgUDnSkcyDjGDdhx91aWJtWCJV8Dj64WrGszcFMjPF7R21G0IqXKQot7zNh1oWTtl2NKJJISfhNWou9aszuzSAd+3KREqJ4BwAkbnooop9GWopTD7mFJeKAFxrmhyIaajBLofJoS9UY4z3cXzaYq+0lLmORW4maZAbkDvEhvMNXnK9DjcyUEeKT6DO0uRwfgnTG7fz8Og8PSJNzSqDoKJrKifAKQNuToKofx44RqZuQXMCcINxc5uYyOSOTg4ODg0G8sLB7ldzTQgEBDIJjPPNazjku5HGNvOb0YpSAKQIbpfUq0QD9wqEa1R9E0cKpq914itpr8WqJ3+ZCBIINBh9296yGzP3nkDegYAgSxsz9hWonRkW0HbaNjcDZfHdDytr2df0SVkOfJLkKEgGJNuX7WZZTA0Im9jfsQKIGw8zprM1CfUffZ+UwnbLUAyt1iseMSquymxnREooEmbCm3VqmhhLnK7GklacN6c2jHNpx4JwY3NymBqMFUz1uJrjoOfz0E/1XYN9NpV9lej6bh077JYbB4ul0J6Bsy3d+nkmzIgAVJlOOvQFOf2ZejSmC/fT/vjbOfa2QODg4ODrvCcj6jkUbcuHHjwoWBgUEddXzBF0M9vP6R+xhqSpDp8euFvL8M6bAcHHaGkKY6dAaFWnB1o2MgGendjIVFhgwxooxhDAUUbOvudonJTAYELTQTI4aOhkTiwsVSPqWa9QN6vL2dVqvvAlhkHWAdW6hCkz0qHLfR7CEKSfX/c7OZRLrodg/1vFst+29ri5Wwnf135V6i5e9N5GjKEdPzs2hLVeo0wnm+AeV6vKVJuTZslNDtFdBqKwHziXb4U9vAHa/MBWOymVCdyGwG38nBbd7MYR+hzlTlnobo/k7s/J6MZ//r0brLz/yayqqNWEMy3GGDIxI5ODg4OPSbL1gD0Msd0Nleez3rhmRMu4zvVCheA54LwZgJvquhpBbcU4d6ZA4OO8QQcHUB5OlqMZq0lYMkIwVjXW4uL4xjYqKjcxiHcwJzBn4MGExhCv+fvfOOj6s60//3tukjjbpkS+690JsB0wyBhFBCDRBCSELKspBkSUiyJJtNNhDK/tJYIMGEDZCEbGihdwewqa6Ae5dlWb1Pv+X8/jijZuO4yZYtna8+85E0Gt177szcO/c893mfN04CgSBNGhsbB4cOOnmfoRsAvzecHoK06O9wSHngywVYd5Px4Nt1sCILS9PwRlIGrzY48NkonNQnaHWaT064bSHfB9mcYhRGCkpJDzxPCkYZ4KwwjFAuogHj/aTMjrq+Hib6pKsr4clywflJ+CgjM4q22rte1lBnUVq+J4O6fD4spNCJgHZXZsL8uWNg1/nQSAjrUqzr8iAhYLQF/61yuYY8hwXk8davyVu3oA7gIj3kM30yo+qDFCzPwNos/FeTPJ4OV5SmrVAoFIo9JkR4p3/LI3oARzJAmKOh8E+DPQqFYq+4JApRDX7bCiszcvJ1fgS+VWQywpoFzNov63VxeZN/sJa1CDxA4OBiYmIhFQgHh01sIksWHyrwD+BTEfh7lxQOujsLAvy0BAJ9gnUvroF5CTmxCemQzU1uL8uH7xX1zy66NgYrs1KYSHrSYZZvyM6tmpAuiiRgCfhMRHVfGkgeaYfftEqxw9KkEGHp8GFaTk6DmnSy1Nhw3TZ4omp45530dbvZYscue34N6l25DwxUG/mjg7B2Asxtk0HFx4bgqjz5OimGNpfnwc+apBAfyIlEmVyQf74hXbjrszknG1Kw9AOvJWB8m7wIMxxRIpFCoVAo9phjOJalLMbGwUSmTMqfTY7k6EEenUIxvNA0OCcqbweSj/mINawmkhOG22jDxkZsl/RhYrKZTUxi8oEd4EFKQIf7KuQk5K2kbEt/QRQm98n8X5qWDpSQLictrpC5U0lPihLfKpST6W7OjsILcViYlsWzTq570whTOiY6PSkgecAvynrzkBT7RocL97bJ19CXez3ydJkRFdNhvB+SLrRIDZUuD95IwGcOwWspA8XRAemATHrSAdnu5iakGhSbshzzmMDACUTd5Bvw3eKBXabi4GeEBd8ulA0eHCHfB6WGDBaYZMHzcejKfWRlkaJ6TJcXXh7tgK8XDPx78VBAfUQoFAqFYo8ppphPcy4+LOzcV4AAl/N5QoR2vQCFQnHIs5yPCBDo6ZoWJoyGhoODh4eDg45BgAAJEoM93IMKvw7nRuGOMri5WApEjY50Di1MwQdJOYmRneqgw5OuFAdYZ8N1df3zi3wa3F0hy2cuzIPzo1IcGuuTHe9iBoy0pGvj2a5B2ughyNqsdLz4+kwiuyeUSSGdXMuzUOfIW7UNDw1g3s6hSNSAX5TKTlORnJMuKeTEPeFJUfTbRYM9SsVQ4gfFcF0BVFkyVN7S4NIorMvCeKs3p0jP3Vxk0HxcyJ+HI8pJpFAMQdo2bWLVE0/QXl3NiGOOYcoFFxCIDWw3G4XiCI5kKtPYSg0GBlWMwmCAe9cqFIqDFhunJ4sMIEoenXTi4WFiEiBIhAgZMpRQMogjPbgRAua2wwNtvaU4rpClEVkhJ9MgJy8CyNdgRUaWrF2V37scU4PTwvL2QeqT23ubSMFJMTDEdPmaCCFdCPFc+HL3J+HWPh3nhJCP/TADG7MwbhhXX54ShudGwdtJqLNhiy1FtCl+uDwfRqm8LMU+IoQsK/Nrch/8cQn8a6HMBhtpwv91Smdliye7m7nIY6wHIGTHvVNCA9dl71BDiUQKxRBj26JFvHDDDQjXxfT72free6z429/43EMPESpWPlvFwOLHz3gmDPYwFArFIFBAAStZgUBgYhKjAD8BXJxcBzWNNGkqqWQEIwd7uActH6Tg/jYoMXonJHW5ds0u0j1k5H7WkBNpgNfi/UWivkzzSwdRxpMTJCF6BafTlNlzwJjgg8k+eDMpy6b0XGmgqclSlo+yMgcKpDMsYkAIWJQa3iIRyIDq84ZY2V3Gg792wpOdYHswJSDLD0tN+HREOvsU+49mRx5P30zAuynpUBtlwneKYHYYCgx5A+li0zUp3AY0+dhcVSiOkH+7rmAQN2aQUSKRQjGEEELw1q23Yvp8+PPyAAgAXXV1fPjQQ8y66abBHaBCoVAohgRbqKaWWjQ0BAIbmwYaKKSQYzmWrdTgIZjMFKYxvZ/jSNGfp7vkCXnfK9blpiwvM5GB1AIZgDzTD3mGzG2J/JOnNKLDzUVwWzOkci2gk0Le/2QXzAzIiati39A0uCQv59rKvX4+DUpMCBlQrMu8Ew8oM2C8D5rd4R1cPVQRAm5uhPkJKQxttOGNFIQ0Wfr5ULsMp5+RgGV1UFIKx40Ynnk3+4Nnu+DWZtn9sTHX8n6qJZ1D/9YAv6uQAebdnBaGX7VCVJeZbXlACinylphSaD91GAvq6uNBoRhCpFpa6Nq6lXCZ7OkpgExnJ57rsu6ll5RIpFAoDh6EgPivIHkfiA4wp0PenYADqT+B2wC+EyFwJRhl6kz6IGMhH+DHz0gqSRAnQxYdjSgRjuMEjt9PHdWGIimRawHeB02Tgs7vK+C2FtlKfZQp73eEFJAuzfvny70wTwZXX1krSy7GWfIq+sIUXF8Hf63ccb2KPef1BEzySzHAQX7XgA1ZaHTlfQA1QuZLjTRh9jCefHYjBHycka6qiC4n7YeycLkyA+8k5T7X4sqyzogmyxD9OgQFfPljyG6CdCmIJhixBv5yLBw7xBxVB5ptNvy8SQo+61y5DwpgjQ3HBaWr68H2/iJRsSkz3L7fIB1ISeTxcKwFRSbcNcxPOw7hXVGhUGyPGQyi6TrC8/Bcl8bly8kmEniuS2dNDfN+/GNO+8lP0E216ysUikGm40ZI/YFc01mwP4CW08AcDVrO4x2/A7p+CuZkCF4O4W+CNnRmV2nStNJCgCAFFKBx6JyRttKKHz86OlHyiAICQZw4Hp7KJ9sDzgzLLmd9W37HPQjrsjzlyjzZYn2bI10qArgutntCQ40tXQ1+TQZee7YMsc4IWJKGY4O7Xobik3EFvBSHlxOy1KzSlKG4ugaeJ50k3YG4IJ/zrY4MKs8f5ruHEPDzZpmr1V2e9+tWuKsUTgof+PGkPHisE6qzcGIITg/L13FP2ND9emtSJNJzPwshA7m7mqDRB8EqCOXC4+tsuGIVvHuUdK8o9o75SSmem5osy+12ZTq5bKF8XeaAbc+sELw6GpalpWMz4cp9eE5ElkMOZ9TbUaEYQvjCYcafcw7rnn+eVGsr2UQCw7JACArGjWPdCy9QNnMm0y+7bLCHqlAohjNuK6QfAQKg5xJKhQmiBZwm8I0CezE91+BFJ6T+DG4N5P96sEY9YAgES1nCIhYC4OFRRBHTmEEeeYxgxEEvshRRRAstBOlVGWyy5JGnSsv2kE9FpNjwbqo3nNrS4GsxOL9GTmC784nOjcI3C+RV8N2hzpXiUirXgctCtm1vdaTTRYlEe4cQ8LMmeDYXDh73pAjX4sJ0P2y25dGrOLcb290ttoUMa/5m4aAM+6Dh9Tj8pgW6PPl+j+gwwYJbmuClIAQO4CFkeRo+s0W+dgC0wFEBeGUUBPfgMFzW57FGTswFKRz5NVjbAaIMfJle4TDoQUMnvBKHq1R/mb3GFSA0KQ5ZgCf6i3yd3s5Fdb8Ox4fkTdGL+hRXKIYYJ918M1UnnUSioQE0Dc9xyB89mnBpKf5olJWPPz7YQ1QoFMMdZzkIp1cgAvk7AHHwGgEbNB9oJog46CPAfhucjYMx4gFlC9W8z3v48RMihE2W1aziOZ7mBZ7jUf5MO22DPcx/yrEcj4tDmhQeHhnSZMhyPCccUo6ogwFLg1+Vw6/L4bI8+JdCeGQEPNQBCFmCU567PdMF7XvQnaxYlxNxP70n/RZScKqxB3xThg3rsvBCHCoM2UK70ACELC/baMvSlb4ZxZYmbwKZJzXc+co2aPV6g4I7PfgoA+0OLM8c2LFcVSsFonCuxDOkweI0/KRpz5ZzTBDGWDL/qzj3fkh7UpwtNiDjA90Ds4+jRdOl66zO2eliFbvBrJAM93eEdF9mgWzuONktGH11GIdQ7w1KJFIohhi+cJjTf/YzCidMoGzmTEYefzz5o0aRam2ls6aGlrVr6dy6dbCHqVAohjPmWHkp1fNAeOB1AZ3IKYMt84h6m4GDFsjV4RjgHvrHr+V8jImBgUGKFJ10YmLh4BDAT5Ikr/AyAkGGDO/wNg8ylwe4nzf4B0mSg70JVFHFuZxPjEJSpIgQ5WzOYQITB3tohySmBieH4LvFcG0M6l1IehDt407w5XaJ1z+htf3OGGHJkOQMcgLl5NpCF+gyM0Wxd6zMCRl6rkPSzIAMuo3pcEIQflkKPl0+392I3M+nD0I51cHEgqR0uOn0v9lAg3dgW45XZ2F9VgpE3aWeuiYFvsc692xZhgb3VsjugRkhhcOALjOoWlwoNcBql46XbrJZiIb7Z+Uo9pyxPviXAinAukhXl67JfKhZIfjDiN6ukIrdQ5WbKRRDkEB+PuVHHEHL2rXohkHjihUkGhtxMxl0y+KBWbM451e/Ytollwz2UBUKxXDEqALzRLAX5GZONvLUDsCTiZ746LmWpY+UYpJwwRg9KEMeSNKk0HPlZHG60NDQ0RBoeAiCBGnLfb3FG9RRR4ggBhqrWUU927iEyzH302mch0cjjdhkKaMcH5/ct7kq96UYeGyx87+l/8nftme8D6pMubzm3MS8Imfgm64mTXtNgUE/v5yOLAF0gM/lyXbnx7XBe6leochBCgbXD3NHw/vJXDmWkC6i7twmAWRdmHEA35fZf7Iv7Y3RrtiEu8p7S0RtAR+npVBbFIRPPQVbJ4HpyI80YnBqqRSIFfvGtQVwSliKkAby51HWLv9NsROUk0ihGKLM/tGPMINBmteupWvbNpx0Gk3XsUIhMh0dPHPddbRt2jTYw1QoFMOVwifBdwrS49AtEIWBAHI6lQZhgzYBNAu8OvDPkcHWhzhjGU8WWXMgcskVHh46OiZmT7lWPXXUU0+ECEbOexQhQjsdbKF6v4ytiUbu5X94gN/zRx7k1/ySxSzaL+tS7JwjA/JKeLqP28fNTWhP2YMJ5UgLPhsFS5dOl5k5U16xCZ+JDOyYhxOzQlBkyK5IQshbqyu7K50Wkm6YRyvhqzFZLlhkwMVReGM0hA7uuLH9zgSfnIAGcuV3Xu6mIcW1A+kkmuCDEmNH4TULnLUPjq+gLoPnYwbMzjmFxlTAe1fCDQImaHBEAfxyMjw0XpYiKvad8T64JgZfiCmBaF9RIpFCMUQpmjiRy598koLx49E0DV84TCAWwzBNrGAQz7Z5/ze/GexhKhSK4Yoegfy7QSsD8kArBT0MehSIIM3OIfDWgrMZQl+G6M8GdcgDxXRmUEghXXRhYOLg4CEopAgNjQwZAgR6BCQNDReXTjpppokECRqoH/BxeXj8iYdpoxUTEx8+bLK8xAtspWbA16fYOfkG/KhYZrXUObILUpMLl+TBEYE9W9aPS+DGAlmulvSkOPS/I1SHrX3Bp8F9FXJS2uTKW4Upy426SwSLTfhVBayYAKsnwsOVMOKTTXnDirMjshOchyzzCunyaJ+nw61lB3YsWu51NDUZPt59qzDh9v0wlsIY3HEWLDkb5s+C60Yc2JBuhWJ3UeVmCsUQJhCLUTRpEjULFmAF+xc8a7pO85o1gzQyhUKhAIxRSFN/n9oNIYCUvM+aLsOrvSawP0JG7h76+PHzOS5mHWvZwhZq2UqaNB4uceIYGJzJWWg5T5GNTQP1uLg9gtFSljCRyXi5+4oo3ueuYutZR5x4v/IyE5MsWd7lXS5VpWUHlHOj0vnzekKWr5wcgpn+3uyU3cXS4EsF8qYYOMb44JGRUsRzkcLHJ702PuUS6UdAh2dHwTW1sDYrn7sxPimwjR4EEe3TUfhgHPy2BaptOCkE34hBnpolK4Yx6u2vUAxxpl1yCcsefBDPddENeXnLzWbRLYuSqVMHeXQKhWJYo/nBdzpkXsiJQzqINCBAC8m/awbo5WAvA2c1WEPjuOXDx3RmMJ0ZeHjUUMM2agkSZAITiRDBw6OYEtazHgcXExMXBx8+XFz+yINEiQIQJszZnEMJpXs9pg7ad7hP5L5aadnr5Sr2nlGWDLJW7JykB493wotx2Wr84ih8Jipzb/Y3mibDwRV7xiQ/vDMWNtmyjHK8r3/L8gPNBB/8tmLw1q9QHGwog5tCMcQZPXs2Ez/zGexUCieTwclm0QyD/MpKDv/iFwd7eAqFYriTdyuY46UoRBC0MOADfZQUiCB3eV4Db9sgDnT/oaMzmtHM4kSO4EgiyLCYNGkO44icn0jg4RImQimldNJFmhQhQoQJkybFczyLvVdxq5LRjAV6c5JsbFKkcHBop50XeK4nS0mhOBiwBXypFu5ohm02bMzCT5rhtubBHpliV2gajPPBRP/gCkSKocWmLLzcJZ1h36uHe1rlsaGbhAcvxeEvHbAs3dt1UNEf5SRSKIY4mqZx0Z//zNt33MHyv/4VIQT5o0Zx0ve+R/kRR+zy/+uXLWPpgw/StmkTpTNmcOS111I0adIBGLlCoRgWmJMg9mdI3A3OslySaSsYlb2PEQI0D4wxgzXKA4pAsJhFLGZRrtwsi4VFGeWYmMSJI3JB190ECBInzha2MJ7xe7XeIoqoYERP/pCHTE02MCillGqqeZsFnM4Z+7yNCsW+UmfDl7fBW0lZ0tXkwmQfVBjwTBdcnS/LmBQKxdAn5cEPG+HNBGy2Zee6AgPKDHi0A35XIZ2G36iTWW+OkFlUp4bgF2UqPHx7lEikUAwDDMvilB/9iBO/+12y8TjBwkI0fddGwi1vv83L3/kOumFghcNsnjeP6rfe4vwHHlClaoOEEIK6JUuofustTL+fcWeeqUQ7xaGPNRNi98ufRRLargC3FvQiwJWikX+OdBwNA2rYwkI+IEwYHZ18bFppoZkmyqnAxcHDI4/8nk5oEkGWzF6t08XlZV7EJkuYCF10AhAgQAUjsLAwMFjHGk5mNtYQyYdSHJp4Am6sh1UZOZnxaXLStyIDRwdkxNnqrBKJFIrhwj2t8FYuv00gQ9G7PNlZEKS70PZkJ7vynAIiBPwjAS92yU6QD7TBBhum+eCrBbA4DXc2Q6MLYy34r1IZvD4cUCKRQjGMMAMBzMDutUURQvDuL3+JFQziz8sDwAoGSTY3s+h3v+PTfTqjOek0ummim0PzkOI5Dl11dfijUQKx3Q+HEELQun49nVu3kldZSeGECWh7mji63fLevvNOVj7+eK74BJb97/8y67vfZcbll+/1chWKgwotBLE/QOJ+yL4K+CF8PQSvHuyRHTBWsAIDo8cpFCMfG5s4XXTRiYfAT4B88nv+x8s1kTYxqaaaEkoIsfu90rdQTTXVRIgSJQ8XFw8XkE4iD480KTJkyOacTYoDzxYbHmqHpWkYY8EXY3ve7exQxhPwf53wPy2wLCM7Y3VXi5gaZDxodMCvQ/EB7t62MAW/a4P1WZmx880CODa46//rS8qT26FcDQrF7uMJeKoLSk1YkpYtLjQNLCGD5asCsDwj76/oM1XRct315rZBvSvF5rAO76fgyU5o8qRYYgErM3BpDfy1UmaeDXWG5oxOoVDsNumODtY88wzbFi4kf9Qopl50EQXjxuFmMnRUVxMpL+/3eH9+Pg3LlgHQvGYNb995Jw0ffohuWUw+/3yOv/FGfOHwYGzKfmHj66/z9h13kOnoAGDsnDnMvuWWXW6jk07z2g9+QM3bb6MZBsJ1qTzxRM66447dFur6ko3H2fSPf7D8r38lWlHRL4T8vV/+knFz5hAqLt7zDVQMKYQQVFd3kMk4jB9fiGkeotGDejFE/x3498EeyaCQJbNdpzKNEkrw4+dkTmEklSxlCStZQZIkWbLoaAQJMo/X6G4VdzTHcDTHbOc2+mSqqUZH73lsiCBddKGh0UYrCRJ4eBgYPMFjfJbzKaRwP2y9YmdszsI126SQENXhXRsWJOGuMjh16Hzs/lPubYUHOwAhhRRbQEqALmQpCRq0uHCCH448gOLZ+0n413o5hogOazPwL3XwmzI4cTdem7UZuKMFPkzL7fpMWHa3ixnSwbAP15cUiiGPB2QExMiJxUIGL2vIYHQXKXq4AtZlZWkqQJkJBTqsyEKVCXk5YdlnSBcR9N5nIfOMftSkRCKFQjEEiTc0sOGVV0g2N1M0aRKL7ruPeH09ZiBAzTvvsPTBBznqq19l+uWX48/Lw81k+okaTipFdORIEo2NPPf1r+NmMkTKyxGuy6rHHydeX9/PZXQo07hiBa//8If4IhHCpaV4rsuGl1/Gs23OuusunHSaRFMToaIirFD/K/ZL5s6lev58ohUVaJqGEIIt8+ez6Pe/54RvfWu3x9C5bRvPfuvbrF68DFs3CDZuw81kKBg7Fk3XMXw+hBBsW7yYCWefPdBPgeIQwXE85s5dzO23L6CzM0tBQYCxY2Pcdtscjj++ctcLUBxUjGM829iGH3+PaJMlS5gw05iOgcGRHMkqVqIhO5tlSNNFHB9+YsRwcVnIB5RSyihG73KdAQKIXAYRQD75pEiRJkMHHei5r1JKSZPmJZ7n81y1nZil2J/MbZeTlLSADWk5McrT4edNcEpoaAsJDdTzjDuPuzpPJWzYREUM7Hx8aHi6fC7SHjjAkUH4n4oD092sm7tbIaBJUQdkFkqHC3e37VokanTga3XSBVVuSJHrrha4pw1GWzDWB3eWyU53CoViR0wNjgvCkhSMNGFtFgykiFxqynKxC6LwYLvcv7odiLU2NAAFphTeu8nmhKXtP938yGDs4YD6ZFcohhHbFi3ibxddxAe//S3L//IXnvvGN6j94AMiZWXopkn75s20VVfz2g9+wD1TpxKvr6ezthY3K4+IdipFJh7nyK98hbXPPUc2kSBUXIymaeimSaSigq3vvkv75s2Du6EDxIq//Q00rcc1pBsGkfJyNr/xBu/95jc8fOaZPHbppTx85pksvPdehNc7wVr5xBOEiop6yss0TSNcUsKqJ5/c7fV31NRw3znn8t7SFTRFYnTpJo2llazVg3Rs3dr7QE3bK3eS4tBD7KQNx49//A9++MPXaWtLo+vQ0pLi448b+fa3X6KurusAj1Kxr0xhKuWUEydOggRx4jg4nMYZGMhZ6DKWkiaNi0uaFDY2FhaddCIQGLmvlazYrXVOYjIaek93NAOTGDGCBHOlbTEqGIGfACFCdBGniab99hwodmRxSgoKNbbsBmVp0O7CwjRscwZ7dPuPeup5kAdY7jTjIfC0DO16AzEzLnvtCSnQjPbBhVF4YlRv5siBYk0WQrlyt+7DdJ4uJ6u76pQ2CpsAACAASURBVJ70XJcU/4pN6YBYk5WvbVrIXJXqLPxrncxcUigUn8x3i3rFnwJd7lPkysdOCcEJQQjq0u2XFZD15HHUr8nS1FSf/cvUpAtpe53ZBgoPcBnrYLHPh1BN06qAh4Ey5OtyvxDiN5qmFQL/B4wBNgOXCSHa9nV9CoVi7/Ach3k/+hG6ZREslCUCHTU1OKkU8cZGOqqrcbJZvKw8o9FNk/bqaoKxGIlAAN2y8EejnHLLLYw94wzm3XILhtX/spamaWiGQby+ntiYMYOwlQNLV20t1nbii6brpDs7WXz//eRXVmL4fLi2zZIHHsCfl8dhX/gCIMvNrGD/MALNMHDSaYQQu5VNtOD3c9madsjEijAQeJYP4nE6w3k01m4kv6qKbDyOFQwy8rjjBm7DFQcdy5bV8+tfv8fy5Y2UlUX48peP4KKLpqJpGhs2tPL006sBCAblPmmakMk4tLameeml9Vx77ZGDOXzFHmJhcR4XsIlNbKWGECGmMIV8ZCaaQLCMZaRIYmEhELi4CAQWFg4OFhY6+m63rC+kkDOYw5u8gU0WAeSRz0gq2UYtIfrbITTAyQlKLi411NBME3nkMYax+FCJwQNNSINWV056uvHlxIS3k3BZ/s7/91DmVV7GxqHIzKIBnjDQNY+AVc8UI8imjMkoC24ugvOi8jk5kKQ9OSFdk5VX330ajDTkBLRiN0rFNtm9E7ImV+ar+HX5PYsUjxocmUO1pxlHCsVwYZwPHquEF+KypGyUCRP88v5OF66plZluFnIfLffJUOsuF04OwRsJuf8GdCnW5usQ79MFzc45Fb9dMMgbeoAYCJ3dAW4SQizRNC0KLNY07VXgS8DrQojbNU37AfAD4PsDsD6FQrEXtG3aRLq9nXBJSc99hs+HnUzSVVuLZ9tSIIIeZ5DheWimSfmRR3LWHXcQiMV6wqnLDjuMja++2m8dnusiXHdICEQAlSecQP2yZT3B3QBOJkOquZmS6dMxfHISZOSEt2UPPcTMq65C0zTGnnEGG197jUhZWc//JpuaGDtnzm6HV6965z3SkTxM4cmzTE1DhEKEmxvYNGEGFY2N+CMRzs4FjCuGJqtWNfGNbzyHaeqUlUVIpWxuvXU+iYTNF794OOvWteJ5nyw8ptM2TU3JQRi1Yl8xMZmY+9qeOrbh4vRkCHV/d/Ew8DAxEQhssoxj9zvCTWQSYxhLE42YmBRTwmY2UUMNAtFT+mZjo2NQShlZsjzH0zTS1POYICEu4EJi7H7Qv2LXzA7BywlwPBCavBLuIa+Cb7IHe3T7j3rqMNAxjSxH5K1kccdhBPUUupbFFi4T/SZ/Gjl4ncxubZZlLQgpDLW7sqTFh8yPeqYTzs/b+f/P8MNLcflzVtBjXxBIh1SbKx1kL3TCJB/kDxMng0KxM4SAjzJSDCo14ISQFH6KTLh6u4+dNheurpX7qA8pwGYFNDlSSEpqcEkUjgnmAqwdWS56fwU82wV/j0shOKDBTQVwwzCJ/9xnkUgIUQfU5X7u0jRtFTASuAA4Lfewh4A3UCKRQjFoGJaF8Lx+Lpa8kSNJtbaCEAgh8FwXhMDw+6UrSNMwfD5aVq+WocjChdRTkH6cqWd0kticZuXzWzGDJXi2Tbqjg2mXXLJD2PWhytSLL2b13//e09nMyWRws1mCRUX4Iv17YJqBAF11dfKTS9M47oYbqF+6lHh9PZquIzyPYHExx994426vXysqwWrpwDPMntdMFx6eP0DBUcfw6UvOpuKoo1Sp2RDnwQdlUHxBgRQCw2GLVMrh9tsXMGJEhIKCAMGgKfdhT6Dr8r0ihMA0DY4/fuSgjV2xf2innSBBbGxcXHR0TMxcgLVOkiQeHuVUMJkpe7RsC4sR9L5nRjOGMYxlM5t6RCINjTmciYXFQj6ggUYiRHr+niTBW7zB+Vw4cBut4DNRuLsFal0ZwAq5kjNPljYNVQIEyZABYFbhYoJGmiUdM0i4UU4KSAfRYAlELQ68EoeJPjmx/DDdm2VSYMh8lJ83w0Q/VFky4NpFTki7y1Y+HYGHO2QXprAmX9tUrk33+iy05dwMT8ThHym4rwKm+gdnexWKwSbjwc2N8G5uXzKQ+8rvKmDEJ+R2vRaHpCf3v2ZX/mxpUvjZYMPRATguBLM0uDRPugIjusw0uzgfEm6uQ5olBabhwoBW7GqaNgY4EngfKMsJSAD1yHI0hUIxSOSPHk3hhAm0bdpEONcFyx+LESouxgqFyMTjPWVmVi6DRwiBLxwmWpkLvo3fBumnEFoUN53msIsTjDrez+t3OPjz8zn6G99g2sUXD9YmDjjBggI+9/DDfPzoo2yZP59wWRkzr7ySjx5+mG2LF2NYFtlEQoo0mkbZzJlouvwEiVZUcMnf/saGV16hZe1aiiZNYvynPoU/uvstEY750jXUfO/7ZACBCcLD19HG2k9dzG1fvpKqGZP305YrDibWrm0mEpEzoGQyy/LljcTjNkIIvve9VxkxIkpVVT6trSlaW9PYtotte2gaHHlkHiecoIKrhxr55GNhUUIp7bSRJYuBQZQ8pjKNMGGqqGIMYzH38VTPwOBszqGGLVRTTYAAE5lEAdJzv5Y1BAj066AWJMQ2asmQwY+azQ4Uk3yyfKI+BWHkJKbbQPRWEr45RJvNHcdxvMLLODiYmskRsY+YHltMlRjNtdqXB3VsLa50Dxm57JOgLt0KLvK+gAEdDtzTAh9mpINB5P72wyLpMMoz4H9HwANtckJbYsjHaMjyM0fIx2+xodmB79bDc6OGdlC5QrEzHuuE+QkYYfbuAw2OFGPvrZAOoWe6pMtoul+68ARyP50ZgM22vM8BjgvA3X1C7k1tR6de2IAJw9C9p+0sBHOPF6RpEeBN4FYhxJOaprULIWJ9/t4mhNihik/TtK8BXwMYNWrU0dXV1QMyHoVCsSMdNTW8cP31xOvr5ZFVCA77whc4/JprWPXUU7z1s58Rr69HNww0wyBQWEgwFuPMO+9k/OmToO1iXLeQ5lWrSXd0oGkQiNnUrryA6V98gA0vvcSap59GCMGk885jygUX9JRkDSXqlizh4bPOItPZ2RNWbfr9XPbEE0z89KcHbD1CCO667xG2PvA7RDaDcF22nXIOp9x4I9+ePmLA1qM4uPn+91/lzTersW2P1aubSaednhOjww8vx7J0Jk4sJBSy+NOfPiabdbEsjVgsSCplU1WVz003zeKyy6b3ZBYpDm08PJ7kcZppIkQYgSBJgnxiXMbn91kY2l0yZPgTD5Ml289JJBAkSPBlvqqyiQaYS2qkW6XV7S01G21BpwcvjJL5NUMND49XeJllLMHGRkOjkio+zxUEGNxS65QHZ1XLwNyUB8szsuwlk3MujPHJCWydI91G3XlSGU86wB6v2rFrWVbAy11wcwNU50LKQ7oUjdK56vP3x8Jkpb8qhiGX1khHUKSPq8cTUlC9fwR8p15mCVmaLDHTkc68UX1EJdeTHc8erxo8F+JgoWnaYiHEMbt83ECIRJqmWcBzwMtCiF/m7lsDnCaEqNM0rQJ4QwjxTy97H3PMMWLRokX7PB6FQvHJCCFY9+KLLLznHtJtbYw/+2yOu/56QsXFeI7Dsoce4u077yS+bRv+/HyKp0zh+G99i8nnnQeZ16Hz32nZ2E68vh7TL0uc/NEM6/4RZsM7h5NoaMCfK8PKxOOMPvlkzv71r3c7g+dQYf5ttzH/1lvxPA/heTKnyfMonjqVry1ePKDbKwQsaU8xb0MdXkER8Ug+76flSeSnwvD1AlmDrRi6rFrVxFVXPcnatS3YtovnCYSAYNDEMHSOPLKczs4sV1wxg7/85WNKSkKsX99Gc3MSw9BwHI/S0jCmqePzGSQSWYqKQpx77kT+9V+Po6goNNibqNgL0qR5j3dZyxoEgvGMZxYnEWYX/bYHiPWs4x/MI06cOF2YmJRSip8ACeKMYjSf5tyex8eJI/CIEO3nOlLsGVdtha22dJ904wk54Xl59NDuvJMgQSst5JNPHgdPSvej7fDfrbI99oqMdC34NTgqKENy12alwDNpO1GnzoEbC+GLO4nuumgLvJLoH1QuBCQE3FsO1wyTAF2Foi8X1cicoe1FokYXDgvAijSU9DkvrnPkfiM0iGhSXE8JuDgK/16yw+KHPLsrEg1EdzMN+AOwqlsgyvEMcA1we+770/u6LoVCsW8s/v3vWTx3Lr5wGCsYZO2zz7Jt4UIu+vOfeefOO1n34otEy8uJVlSQamsjf/ToXmeMXozAI9HQgOHrPdPRNEi2Bdn6zjuMOumknnIrXzTKlnfeoW7JEkYcffRgbO5+46M//Uk6rfrkEnmeR8vatTStXEnp9OkDti5Ng6MLghx19Di+3SAttoU6+ITLEx0aC1M6j1bKbgyKocnUqSVcfvl0br99AamUjRBgGDpCCBKJLB98UIuuazz55CpCIYtMxqWlJYnfb6BpGtmsQ319nEzGwbIMTFOnoyPDU0+t5sMPG3j00Yvx+5XSeDCSJEmCBHnk7VC2FSDAaZzOqbn4xwMpvHTSwTxew8JHMcWAIE6COuoopoQY+czmVEDmJ83jNRppRAMKKeIM5lDEvqV/urg9od3Dic9F4bZmOUHKxY/R7MJRgaEtEAGEc18HG5/Ph5EW/KlDlpltc2TXpE5XlgNO9EPDJwSLC5ELvO7z+2YbujzpOjrcL4PKc1GHgFxeUIP4wBSC7DV9x6RQHEjOj8JvW2V+l9bnGHh4AJaloWy742BxroPZ2RF4qksKuF+PwVeVyPpPGYizwpOAq4GPNU1blrvv35Hi0N80TfsKUA1cNgDrUigUe0m6vZ1lf/wjkdLSng5lVihEV10dS+bOZf0rrxCtqOgVeSIRGj76iK3vvceok08G8zCEPp5A/krstA+EwBeycbIG1e/5EZ7X878gO6QJ16V59eohJxLZ6fQObqHu3+P19QMqEtmpFJvmzWNJbRPzjrmAEUEf7Zs3k2ptRdNgxcgxvGTkceHIg+eqqmLgCYUsHMfD7zfJZt2cQOTkmt5p5OX5qanpQNc1SkuleKlpGp7nkU67hMM+PA9MUyMYtMhkHDxPsHVrJwsWbGHOnHGDvIWKvjg4zOct1rIGDQ0Pl2JKyCOfEYxgIpN6RKPBcOVsYAMuHiFknUwJpeSToZMujuIojuZYDAwcHJ7laVIkeyb3bbTxDE9zJV/Yq7yiDtp5Q7zDOreOiOEwTZvC8ZwwbLKPLsyDhWmYl5C/60CZCT8ZhlfEDxY0DU4JyxvAqozsitTuwulhmYty0VbZVtuf212dXCe0E3NGzkZHlpetzMjXVACVhnRIdAhZwmZo8v/LTZg8SCUydTbc3QqvJ+RYLozC1wv7u50Uiv3J5/NkaPWStAx5NzQpBP1HMVxZK7OGuncPIaDNgU0ONHZATJdC7tx2iBlwmTp13ikD0d1sAez0DGXOvi5foVDsmrqlS1l03300r15NbOxYjvn616k68cR+j2nbtAlyre37YgYCbFmwQHYz6yPyeI5Dor6eF2+8kRHHHMPMK69k9Oz/Id66kkjhRgzLpKsxzPLnJ5Fs3tavTXw3umEQKiraPxs9iIw55RRWPPZYvwOok8ngj0YpHL/77aZ3RaKpiWe+8hW66utZOeME4hXHsKV+q5wU5l7LTEcHT/31Nc7/1tU7vLaKHbFtl48+asC2PWbOLCUcPjSK0TdubMPzBOGwhRCQyTiAPAEKBEymTCnBcTyWLq0jEpETd88TpFIOlqXnxCTpQAL5va0tTWlpmI0b25ijPq0PCjJk2MB6FrOIRhoopAiBRx1NNNJIPvlsZD0f8SEXchEhBqdU0GFHW4QPP0FsCijCQF7K3UoNSRKE6XVdhggRJ041m5nEnoXvp0SGb7cvZ0HHEXjesQSNLLMLl9IWfYHjOIGlLKaFFkoo4WiOoYTSfdvQgxBTg9tLYU1W3ooNOC4o8zcUBwdT/Tt2H/t+EfyiWZa6iJxAdE0Mpshrbj0CUakBaSEnwMuFLCvszHWzG2lIMWacD04OwoIkvB6XpTVfjPUvv9lb3GyW1X//O2uffRZ0nckXXMDk887DsCwSHny1TgYDl6a6iM5/hfc2b6RmymRuv2QO/sjB5/JSDD0CuuzwtygNazNSJD85JEPjL82DhzqgwpDixJos1NhSdM140KbBjIAUOH/ZAmdFZBdCxY6oGYVCcYizbfFinv/mNzEsC39eHu0bN/LijTdy1n//N2NPO63ncaHiYoTj7OD4cTMZ8kePlu3bu++zbeqXLiUbj+OPxWhauZJXbrqJ4264gdGnPs1LN1yLnewgm/ThuXEKJ07ESaVINDf3iEKplhYCBQWMmj37gD0XB4o5v/gFG197jVRrK7ohP100w2DGFVcQGzNmwNaz8N576aypITpyJBWGh+d5uLaDrkuByM1mce0soRXLqF04hapZswZs3UOR5csb+bd/e5mODtlK2bJ0fvrT0w4JF82GDW2MG1fIhg2t2LZLd5ygz6dzxBHlPYHUY8bkM2NGGbW168hkHCor86ivj+O6uYB1U+77nicIBEx0HcaOVZ7rg4E4cf7Ok8TpookmNDTqqUfLeYUsLDJkKaKYDjr4kGXM4sRdLnd/UMUoFrMYgehxMrm4gMYIekP1kyTx2LEuxsMjQWKP1/vf7U283jaZfCOLaabJeAYvNp6A35jH1tBjWPjw4aOaarZQzfl8jnLKe8aymU1sYAMtNGNhMYOZzGBmj6h1qKBpMMUvb9vTTjv11GHho4oqFRx+kPC5PFkSOC8pXUQnh6RApGmwKdsrEGmazJzyhBT+8nXpHNpqQ4snS2SuiUln0ptJuWwN+EkTPFHZ62baG4QQvPq971G9YEFPvuT8n/+cre++y1l33snrcY1GB6qaaxnzva9gtLWAruG8IHjosblc9b9/IFw69IRZxcGHrklx/Ljtcuu/XiDLPeclZCv7bY7MIXJyLjxbSKffsUEpHH2UhlOVtvmJKJFIoTjEWXjvvRiWRbBQ9r4NxGJohsEHv/0tY049tacMKr+qiqqTTmLLggWES0vRdJ1MZye6ZXH8jTfSWVNDZ20ths9H08qVpNvbMXw+ArEYwVgMNxxm8f33M/Xii7nwkadY/9JLtG/cSMn06Yw76yySzc288ZOf0LRiBWgaRZMmcfrPfoYvPPSOvtGKCr62eDFv/vSnbJk/H39+Pkdddx2HXXXVgK2jftkyFt5zD04mQ3t1NeHyjZSMO5ZtE2YQbmsETSdZVESoo5WqN18gft5pZLq6WPfCCzR8+CGxMWOYdN55RCsqBmxMhzLptMO3vvUiti1DnAFSKZtbbpnHlCnFjBy5oxPuYKKyMo/lyxsxTR3L0kmnXRzHw3UFtu0SDFokkzbl5VEefvhz1NV1cdtt81m0qI6OjjTZrCw5S6UcDEPgeR5+v0FlZR6zZ48a7M0b9mTI8BIv0kA9UfLQ0LCwcHCwsQkSRCByQozMI9rIhkETicooZwpTWc1K5BRVNuyexYn9MmNKKEFD6ycmCQQ6OqV76PJxBDzZESGid2LmPtf8uosrXN5qm8yEUH2Ps8rEJEWS93mXC/gcy/mYBbxFK604uJiYFFLIOyygiUbO5FMD8bQMCl2uLP3Z6gjyw++R8C0FTeTeQz7O5TzKKBvsYSqA0T649hM0uy5Plph1V7G3udIx5iFLZ0ZZUGVCgwvXFsBD7fBGUmaydOdSJT34Qi1snth7XzfxhgY+fOghtrz9NuHiYg67+mpG9zk/7KZ+6VJq3nlHRg/k/uaLRKh+4w0aly9nXcVMNKBs7i/RWptJBMN4rosb9NG6aSML77uP037yk4F8yhSKPSKgwx1l0j10c7103qU9+TuaFF4zQrrh2j1Yn4WTQnJ/U/RHiUQKxSFEorGRRb/7HZvmzcMKBpl22WU0r1pFIL9/Ua0vEqG9uhrPcTCs3t6qZ/z857x9112sf+kl8DzyqqqYfcstFI4fz2fuuYfnv/lNNr76Km42i24YGJZF0/LllB1+OP5oFCEE7Zs3UzZzJjOvuKL/OsNhLvzjH0k0NiKEkELUEE41jJSVce699+6XZbdt2sTz11+Pm81iWBaaptFVU8M5d3yHdz//L6w99bPg9zP2o/c4+a/3oLc2E4jFeOKKK4jX12P4fHi2zUePPMJnf/97SqZN2y/jPJRYuLCWrq4sZWW9ZS/BoEV7e5rXXtvINdccAUAyKctoQqGDq1X85z8/nYcf/hC/38A0DQxDp7Mzg2FobNnSwciRgnTa4T//8zRMU6eqKp/77vssHR1purqyzJ27mOefX0dDQ4KurgwjR+Zx8cVTueGG41Vo9S7IkGYJS6ijlkKKmMaM3RI4XFxSpPDjx2Ln76dWWniGp9lKDSC7lgkEDi4GBlmyeAg8PEIESZEiS2ZQA3w1NE7lNCYykY1sxMBgIhN3KO8qpoTxjGc967DwoQFZsoxiNBV9HEf/DA8PG5u0Z+F4fkzTgz7OH5/u0OFECG3XCt1PgAYaaKGZBczHw0Mg8OPDw6ONNkYykvWs52iOpYD976hzcdlKDV10UUgh5VTsU/D2xix8bRt0eJDnr2V6aAm+dJiZAR1Dk++ll3mRq7j6kHNLDScm+uTkNe3JSa4/F0zt0htG7iAfE9bhkQ65B/QVg4IatLrwdhJm9zk0JJubeeqLX5Tu7liMltZWXr7pJmZ95zsc9oUv9BtH85o1eI7T79xN03WE59GyZg0TR8+U53fv/oO46QfHAU1DuIJMUzMrH39ciUSKg4IqCyosqHYgz4Qapze/KO3Bx2kpyt7RLMOsHxghHXuKXtTToVAcImS6unj62mtJNDYSLCzEzWb54O67cTIZdNPsJxTZySThPgHV3fgiEU7/6U856eabcVIpgkVFPScDkfJyNMOg7PDDSTQ2kmhqwgoEcLNZ2jdvpnT6dITr7jJjSFmN952Vjz2GZ9vkVVbSWVOD4fdjBAJYra2c+oc7OPWh/4cZiWAKgZNKkTd2LLULFxKvr+/nHEq1tjL/F7/gokceGcStGRw6OtI8/fQa3ntvKyNHRikvj+C6Hs3NSTQN8vNlnYYMgLapq+vi+uuf5803t+A4HlOnFnPvvedy1FEHhxNr7NgCKivzaG1NkcnIksNx4wrIZBxSKYcpU4q59tojOOmk/q6g/PwA+fkBfvrT07npphPp7MxQXh7BMLQhLeIOFFuo5q88Spo0es4J8zEfcSafYio7F1/XsZZ3eJs0KXR0pjGDE5i1w0RdIJjH62TJYmHhIdCQwoiLAxho6NhkMTBIkSJJEhcXD8FmNjGGsfvxGdg5GhojqWQklf/0MWdwJiOpZDWrEXhMZgpTmLpLcUQgWM7HLGIhGTIE9CBF5sU0egHQU+i557LLNRgTakHbbnk2NhGirGc9IHBwev6mo+PikiGDhkYbbftdJEqQ4Bn+TiedCDwcXHQ0iillLOM4kiMx9/C0/NYmWVJRbkJ5eC0WGl2eTq0No3zScZYgQRNNPWV3ioOPoA43F8N/NUGnJ0vMml35vdSQk9smF67IkyKSLXYeBpverrpzxWOPkWpp6Tk3sIJBrFCIRffdx9SLLsIK9eaaBQsL0awdBW3NMAgWFjInAve3QRoNhEAYBq5hEk7FCbg28fp6hBDqs0VxUPDZqCzJLNBl0Pu6LCRcyOb+rgnYaEO1DV+phedHD+pwDzqUSKRQHCJseOUVEo2NRMrliZ7h82EGArSsX0+6vR3dMLDCYZxUinRHB6f+x3/s9IPaFw7vUAbmZrN0VFcTKS/HDARItrTgOQ66ZZHu7CTe0MCo2bOJjti9q7+Kvad1wwbMQIBQcTHZRIJ0WxsgT9Q0TUMTAqe9HU/XCRYVce5997HgttsIxGL9lhMoKKB59WoyXV34o9HB2JRBoa0txZe+9Hdqa7sIBi0WLdpGa2uKbdu6sCwd1xVksy6WpaPrOk1NCc4998+sWdOK329gWToff9zInDkP8+tfn82YMTGOP76SQGDwPjJLSsKUlISpqspD13UMQ8MwdBoa4px33iR+/ONTd7mMvDw/eXnDowPUQJAmzd95igxpfFi5LmMenXTxFm8ynglkSLOFLQgEVVSRT4xatvI6r+HHR5gILi4fIZu/nsTJ/dbRPYE3MDCxSJLAwsLEREdHQ6eAQkxM6qnP3aNTQAERIrzKy1zJ1fvkKvLwWMdaVrICB4cJTGQ6MwYsy8bAYBrTmcaedX1cyQoW8BYBgkSIYGtZjih8nYXthzMivII8Xx2GbuN6YU70FfYEZJuY2NhkyXAyp9BMEwDmJ7i5RM5dFOkTrL2/WMBbdNJBmAhxumihGReXRhpZzSreYT5f4Toi7N6xusOFjzJ92z17oGlYGjS60FcuFngDvTmKAea8KIy1pKuh2YFPafB+SrqDBHBRFG7MXaP7XBT+X2v/NvQZASEdTtkuy37bokU7nO8ZPh+e59G5dStFkybR6MCKDESOmU0wFiPZ0tITYZBsaSFYVETViSdi6vCHkRq3jJlIcPXHZHxFFHY0U9TaiHBdfNEobiaDGQjs52dLodg1p4Vk971numTp5hgLNtiQzR0Ouw+dDvBKAjakYbx66/agRCKF4hChacUKNKP/VWhN1wkWFDD90kvZ/OabdG3bRqi4mFN//GMmn3/+Hi2/O3/ISafxhcOUTJtG2/r12Mkkhs/H+HPOYfYPfjCQm6TYCWWHHUb9kiUE8vMpnT6dbDxOJh6ndf16fOEwTjKJyCUXB4uKKJk6FV80SqKxsd9yhOvKskHf8Aou/b//W0FtbRcVFXKylU47rF7djKaB68qOXwCe51JZGWbu3MXU1SXQNHAcj0DAQNc1OjrS3Hzzq4wZEyMa9XP33Z9m6tTB6TMdCJh87WtH86tfvUtenp9AwKSlJYHPZ3D11YcPypiGOtVsJk0KA6MnT0dHx8MlTZpFfMDH/H/2GA/aGQAAIABJREFU3jtOqvre/3+eMn1me1+WXZZelCJFRDEKVuzGQkzi1eReNfmam5ir8ZqiibHcm/5LTG40lsRETYyJsSCKWEBALIB0WGBZ2GV7nz6n/P74zM7uUpSybIHPcx7zYJk9c87nzM7MOZ/Xeb1f7w1JoUG4Zs5gDnuoQkXFkRRZNDS8+NjMRmYyq1fpWYQIrbRgJ8OdLSyixNBQ0dGZxCQu4EKq2M0bLE6WrjlTjqQoUXZTyUQmHfV+LuNdtrApWQ6m8D4r2U0ll3FFShg7UofLsWJj8zEf4caTer0cOCn37ybduxXDUrGVCJoCHjqIqZ3oODBIECOGEydncTZjGIMfHxv4BC9e2mnHxEzlJBkYFFFMLsf3c21gUEklXrzY2DTQgIWVfF8puHDSQQev8irXcf1hrVNLigPivQedsVGkebb3yn8SDjXnCdnl7URkklvcu4haUGuIkrP0Hqd//50DrwZF5yY76SrSFfhlPrj2M+ilDx9Ow4YNvTrQWqaJbVm4s7L5XQs82dblTPIy4gf/xyW//QGhHdvBtsmdOJHP/fCHKeEnX4eL0lR2h1pINNWIcjPbxpWeTmZ5OZpLXog4kalOwOKgcLqd7hEB7IM1z0dV4Hs5cG2aENTTVPjPWthu0euSgYYQip7vhLulSJRCikQSyRAhc+RIbNPs9Zht29iWxZjLLuP0O+7AjMXQXK6jsvoqisK0r36VFT/5CYqi4M3KQp84kVBTE/MefJCxl1zSV7si+QwmXnMNW/7xDzrr6vAmr+YZ4TDujAzyJ03CtqxU3lSwoYGKRYuYtHAhy+6/H4fXi6ppooyqsZGxl1+OfpKdtC1fXkUg4MK2bTo74+ze3YppWui6cAlZlo2aDHMIBFxUVDRjWTZOp5oqPxOWeTAMm7w8P21tUf7rv5bw0kvXp9rI9zdf/OIpZGW5eeqpdTQ0hDjjjGF87WszKCvL+OwnS46YBImkmNAbO1kKtpY1KecKiLyZVazoJWx0oaFhYRMj1ut3a/g4WSZloSVvCRI4cHIO5zCT01FQMDDQ0HHvl7sDNomDtKM/XNpoZStb8BNICQtOnNRRxyJepZKdRIiSThrzOI/RjDnqbR0JovtZsJerxsKikyAO1cKpqmg4ARuTBAoqNhZn8jlKGI4bd0pIK6KYcUxgK1sI4CdIkAQJ0khjHBM4gzmpfe8PYsR6CERA8h2molLF7uTf/7Mz0fyqmKCtCIuJeyg2nLbIOHzureToFkEUNHQu5OJ+F/kkfYNbhREHucbj1WD1CJFN9HKnmPzemQ2T9v96ACZdfz07Fi0i1tmJ0+/HNk2CDQ2Mvvhi1nqz+UOdKGnrmujvLirnjf99mkf0BlRVOWiEwIyvfY36bdtR0rNwJ2K4zARGLMaM226TpWYnMO+F4M4GUe6oAn/vgJlu+GUhOAfpn11RYKxL3EF8V25PdIvrIH5WEQHykm7kUUMiGSKMvvhi1j35JKHGRrzZ2VimSbixkWGzZ5M1ahSKohyzxXfidddhJRKseeIJovX1uDMymPfAA1Ig6md8eXlc+cc/8vGjj7J35Up8eXmMPO88tr70kig30zTUpKtMVVU6qqs58+67ad2xg03PP58KmiyZPZvZ3/rWAO9N/5OV5WHXrlb27eukvj5ILGYQj5soionX68Dnc6KqCrGYQVNTGF1XiMVIikcqtm1hWaCqCn6/mKxlZLhpaAiyZUsTkyYNzFV5RVFYsGAMCxb0z0T9ZKeQQtx4ksHRVtJFZGNjJ7toKb0m311CkAsXbbT1mugnSODGjaeHyCPcJbvIJ59GGjAxU44kF06mMzMlJBRRDJAaR9fPCirDPiUT6LNoohkleetCQaGTTtbwMRoqKiqNNPJXnuUarmMs4456e4eLhkYmWYQI4kIc1+LEsDBx4ky6gbpGqxAlihcvlVSSTTZuuo+FXSHbYxlLFVU4cDCc4akyvv5AR6eUUvYktw+kHD9dY+j621v7lYa10MIaPqaWfaSTwTSmMYwSAL6bA1+vEy3UQaWu5RzmpU/ggqwaPLgoY8SABpxLjh9hG5aF4YOo6Gz2RgjuyIY7c3ovlzN2LOf//OesePhhgg0NKKrKhKuvZvYdd3BXmwjJ7ukEydFga1yhLT+fkh5aZYcpyt9MIHHqmfz1scVUNzRjxeNM2b6W75b6mPD5q/pl3yX9T8KGextFQHpO0tVm2+I98UYnXDK4G8SmuCEdVkRE+VnX215BCCL7l2qe7EiRSCIZQEINDexZsQIrkaB41iwySg+dmubJzOSyP/yBlT/5CdWrV6M5HEy45hpm3n57n125URSFU7/0JSYtXEg8GMQZCKTEiGPFtm0aNmygdu1a3OnplM6dm6p5lxxI2rBhnPOjH6X+31FTw5YXX8RKlpB1YZkm+ZMno6gqZ9x5J5NvvJHWykr8+flklJUNwMgHnoULT2HJkl3U1QVxuUQnsEQiiq6rxGIGiYSFqor3u2laaJqKritYFoBFspIPTVMoL+9+jyqKgmHIS00nC9nkMI3T+ID3CRKCZPBxNtnM4nTe4z2CdKKh4caTElrKGMFmNhIkiAsXBglMTM5lfq/g6q4SMwcOCihMdTVTUXs5YQDSSWc6M/iID1PPBoVTOJVs9psVHgH7dwQD4YgKE0qWzIlZYpfD6Q0WM4ax/eK8mc0cXuNVEnRiYKRenwBptNGaWq7L6dVEIyGC7KEKDx7O4/xUBzUFhUKKDruj2vHgTObyEi/SSWdKDOrKohLSo8UwSnAhLnkbGGxjG2+zFA0VD17qqeUVXmY+5zGK0eTo8EwxrI1CgwGjnAqjnQUoigypPtH5zzrh5NAQLo6IBfc1iu5nX9vv1Gr4nDmUvPQS4aYmnD5fKqw6ZPXsEyhQFOGqiPY41C0PwX83QNwW26lMwIi0HCbkZJMwTPZMnMQ/AgrTB6mbRHLsVMTF+yW3h3KgKCJ0/Y3Q0BGJvpQBj7SIUk1R7CuY7oHzjn803ZBCikQSyQCx8403ePvee7ESCWzLQtV1Ztx2G1NuuumQz8koK+PiRx7BTCRQNQ1FPT5lL6quHxCCfCzYlsU7991HxWuvYZsmiqqiu91c+KtfUXTaaX22nROZtOJixlxyCRufey6VVqkoCrmTJlE+b15qOV9e3knfYe6MM0qYMCGXmpoOEgmRl5CR4SYSMQiHEyiKOPt1OFRCITHZnjKlkOrqdpqaIiiKmHZOnVqA3y+8/sFgHI/HwYQJA5NJJBkYzmAOpZSyjW2ECFFOOWMZx+u8RistkJRLdHTyyEdFYXzytpa17KOGXHKZwtSU+6MLBw5yyWU721LuES9enLg4lQNzpqYzgxJK2MEObGzKKaeQosMSbOqoZTObiRKlnHJGMRodnQIKSSeddtrwJh0nIULY2Ae4bFRUggSJEEk6qY4vpZQyhSm8wzsYJNDRUx3edHQMjOS+2wTpREEli2x0dGJEeZVXuIEv4cRJPXXY2OSRf1ilXMeDAAGuYyF72EMNe1nBe8STEdsAmWRxARcC0EgDi3iVeuqIEUsKhgoBAsSJs5IVlDMSFdHqfvpByowkJy71BrwRFAKPO3ka6FLAsuCnTXBrpshj6YmiKPhyex+/zvfBh1FI7xGA3WmJ/KPyZJlbuwnfqRfrz9RhW0zkYVUbUOBQcOs6BTa8GYQ7siBHzixPSNyKEOR7hqUDGLYofR0qeFRYXAo/aIA3Q+Jzcpkf7ss78DNzsiM/yhJJfxKPQkczUVvnnXvvFVd0POLszkwk+PB3v6PkzDPJHj36U1ejHaRF6WCmatkyKhYtwp+fnxK2Yp2dLP3v/+aGRYtQdflV9GnYts26p55i8wsv0LZ7dyqPyJubS86YMTIo8iBMnpzP3r3t+HxOHA6RRbRy5R4UBXRdZA+Zpo1tm+Tn+3E6NaZNKyIUitPcHKasLIO6uiC1tZ0AOJ0aP/vZ+TidfeOskwxuPtkKv3oaNmxXyM8p4atXl3D5PHFyvIH17GIXGhrx5AQ/QYJ91HAFV5GOENg/xzmfuo0IEVqSodVClrQJEsQPTGHqQZ+TTwH5R9jKfCMbeI/lKMnOaFVUspUtXMJl6OhcwmW8xVL2UQNABhm9nDpdWNi4cfVbiVaUKBtYT34PYSdBnDrq8OEjSpQ4cdy4iRMnn4LU2Fy4CdLJOtawne1ERdNuVDTmMZ8RlPfLPuyPjk558jaL2XzCOhppoJhhjGUcbtyYmCziVRIksLFT+95CMy5cOHESJJgqsZOcfHSYotxs/xwYXREiT5slwq4/iwUBeD0Ea6LCPWQDDgX+N18IQZYNDzbBxpj47vMrwk+pI/5tNqDYISbXKqITmxSJTkxGOEQ+1u54t5soYYv3wXQPPNoifp7rhQlO4TZrMWGk6/Dei/1JoQMeKxYCl0J3EwBJb+RHWSLpD2wbFv8BlvwRTAM7GGKkFqLWPSG1iOZwYFsWVcuWfaZINNSoeO01NIejl/PJFQgQamykaetW8iYd2JknWFfHmscfp3PfPkrPPpuxl1ySskifbGz++99Z/atf0VldjdPrRVFVzHgcb3Y2OxYvZvTFF1NyxhkDPcxBxYUXjuLll7fj9TrQNJVgME44bKBpKpmZ3ZfdQ6E4OTlexo7NZv36evLz/dx++0yuvHIc69c38MEHNaSluTj33BHk5clsj5OBLTvhlvtA0yAvG0IR+NHvIBiBL14KW9hMmBAKCh48mFjYWFhYR9Q2fgcVmJiUMJwwYQwMHDiwsGinvVeuztESI8YqVuDBjZbKvnFTSy272MkYxuLHz2VcTpgwJgZ+ArzKK6zhI0A4iExMwGY84w+6jx20s4MdRIgwjBJKKEllJx0t+6jB6iGSgOhwlkFm0qs1ER8+KtjO+6xKlWl1YWHxIR/ixZvK5UmQYAlvsJAvEGBg6yOcOJnBzAMer6OWKFF8+JKuqFiq9DBEKNX57kjea5ITi1IneBWRReTaz9WRrR++s8OtwiOF8F4Y3o9AvgYX+cUkGuCJNvhru1ivGyFMxQDNBlXtLvWMWUKgKhla1y8lR4CiwE/y4fZa0XEvaeJkuhseagQ7+T58pAU6LGgzxfvDp8KX0+H+vG7X22BhsHZlGyxIkUgiOZ5EQ7BxOax+FdYugbzh4HBhRQ0muXehWlnUaIXdy9v2CdkZQtX1VMv2Xtg24eZmNv71r1jxeCqEe8uLL/LSzTdjxmLYwCd//CN5kyax8KWXTspSqnVPPonqcIBti38B1eGgs6aGjLIydi5ZIkWi/Zg5s5gvf3kyTz+9Htu2iccNTNMmLa33xErTVNraojzxxOUHrGPKlAKmTJHZHicbT/5T/JuVLv71e8Ghw2PPw7UXQNwZx8BAR08GD2uARpwE29h22MHO7bQDomCtZ7hwiBBBguSTf8z70kgDNqChp0raVFQ0NKqoYgxjU8v2dKVczAIMDDazEQMTBw5GMpL5nH/ANqqo4nVew8IEFDbwCcMp5QIu6pWrdOQc/FioAH4CqdenlDJW836qY1iEMEFCxIjiTt66cOAgRpSd7DykW2ugEWV0gjTSaaA+9bczMQgTZjozZceykxinIrqZfa9RXIPUEEKOiig1O5JOUw4FzvGJe08iJjzQKNwgcUQekZ5c3gBUW5QgtZgQteGubFHKIzlxKXHACyWwPiqEoDwd/q0GMjXhJktYonNYyIY0BZyqyLZ6vA0yNPiurNYfUsgjjERyvKipgF/fBqF2qN4mHjPiUDIed3YO7Tt0yoyqlEhkJhIoqkrp2WcP4KCPD2MWLGDn66/3Cl2OtrVhmSZL7roL2xCBsMqvf82k669n1c9/jmUYOP0iRc6yLBo2buS9hx7igl/8YsD2Y6AINTbicLt7teJWNQ0jFsO27T4LFz+RUBSFb3xjFpdfPpZ16+pwuTRuuOEfyRIzIcZalvg5N1c6hCTdbK0UwlBPXE5o74S2TijLLqOSXb2ygExMHEnR6HDJ40DB207esuibUP+u4Ow66ogSAcCNBzfulChkY5MggZa8gRCSruBKzuN8WmnBh4/Mg4zJwOAt3kw6W7rXV8VudrGT0Rx9J75iilMlfV2uGTMpRI1gRGq5LLKYxCms5xOCBIkRBUTYdpAgTpypEkAxPlJlgoORfApQUDAw8OAhh1xaaMHCwoGD05jBNGSW38nOt3KESPPTFug0hYPo1kz4z+y+Wf8/OqHBBJ8iBICgBQlECZpHhQt8otNZngY3ZMCZJ6fR+6RDU2Bq0oz9WqdwDFUmhIiYsCCKEPLN5KHQnRSK/tYB38wWziLJ0ECKRBLJUdKyYwfr//IXmrdvJ/+UUzjlhhtIL0kGk9o2PPVdiEcgswBqtoPDBR3N0NaAllVAxphxBCs2EayrE5NWVWXWN79J1siRA7tjx4Fhs2dzyhe+wMZnn03tq+Z2YyUS+DIz0d3iSq9lGHz0f/9HpKUFp6974q6qKoqmsf3VV09KkSj/lFNo2roVTdcxEwk0hwMzkcDp92NbFqMuumighzhoKS3NoLRUTBCvu24Szz23kXjcTDr2bLKyPCxceGC5o+TkZWwZLP8YPD2qvWJxcLsgIwAzmMX7rCJCFDXZH0VFwYef0Rx+qfAIyslgDa204MaNjU2MKGMYSyaZfbIvAdJooTUVjqygEE66bEYykn3U8B7LaaYpKRTpeHBTShnTmUk66QdtoW5iUk01FWynnbZeAlJXW/ed7DgmkciFi/O4gCUsJkgwte7ZnHFAR7c5nIkTF++wFB8+/ARw4qSGatpow48fDT3Zdh5K9gsRH0x0Gi6GWXPZpb+LpkYAhQwyGMEI5jEfhywzkyS5LRv+IwtaTQio4OrDCfjrITFJtBElbQ5NlJXFbLjKD08O67ttSYYmlXHYkxDvERPRVr6rKV7PyyWqIkSkoCVFoqGEFIkkksMkbsPTbfB8Bzg2rWPGvbeRi4nX76OlooKKRYu47PHHRZ5Q8z6o3w0ZeeKb0psmSs9UDdrqIasAr1vDcf7VzB3/eSzDoHjmTNKKiwd6N48LiqIw+447GHflldSvX4/T78cIh3n3/vtTAhGIsjTLNLFM88CVWNZx6+Y22Dn9m9/k5VtuwVdQQGd1NfFQCIBAYSFTb7qJwmnTBniEQ4P77vsc+/Z1sGNHK/G4ic/n5JRT8vjqV+XrJ+nm5quESNTaDukBiMSEi+g/vwROJ4CLhdzAi/yTKFE0NFw4GU4Zo45AJHLg4AquZB1rqWA7DhxMZwYT6TvRcjGLsDBRUFIuJRMTH35qqOFjPkJFxcCkg45ki/kAFVSwhz1cw3X46d0XOEGCV3iZXewkQpgECTropIiiVGmXhY3eB13ESinli9zIXvZgYlJM8UGzhERLeZMAaQQIpB7PIIMWWmhLZjzZWIxlHAUUHrCOgabZbuM3kRW0qFVYtkZzcCTjHH4+5zcZoZQxjGFH5FSTnBxoyvEJi45YUKxDjQm6LbajIkrZ/qNvNGzJEMWw4YUOeKip2zmk0VsY6vr2t5PLF+mQK03vQwopEkkkh4Ftwz31sCQowtsKVi1jV1YRbWacaW7w+/2EGhr48Le/5cKDOV0KyqFyPZiGuLc2gKbhuPYuxpZN7P8dGiAyR4wgc4QoE9i1dOlBl3H6fDh9PoxYDN3tTpYFWdiWxfirrz7kuqPt7ez78EMUVaVoxgxcgcAhlx1q5J96Klc89RSf/PGPNGzahNPrpXTuXEZfckm3e03ymeTl+fjb365lxYo91NYGKSvLYObMYnT95BQfJQdn/Ej43Q/gV3+GjdshPwf+3xfgyvndyxQzjH/jZnYmw5qLKKKYYUcc1uzGzenM5nRm9/FeQJgwu9mNioYLF5ZoYIyFhYnBNrZiY+HARQP1yYwbhTBhssgmTJhNbGQWp/da72Y2spXNWFhoaBgYmBjso4ayZBmYnQy57gvcuA/LkeTGfYCEkk4GNjallBEgjXLKKWH4QcUWC4saqumggwwyKKTomMO3D5coUX5v/IMmNYpiedEUm0JfBdsjpZS0XcJcOSmX9DMX+GFXHMaqsNcQDiKPCqe64XRZWnZS81AT/LND5FGpCPeQCb2+LSPJMHMDyNbgB7myxfxQQ4pEEslhsCMOi4JQZ4BlW9TNnA+zL2TM6jcp+eA1CnRwZ2RQ88EH4gnZRVA0Cup2Q3o2+NKg/FTYuw3ySmHqfDjvRrHMSUrxzJloDgeJcDjVtcyMx9HdbubceSerfvEL4qFQ6lS+aMYMzrrnnoOua8fixbz7wx8KB5KioDkczHv4YUrPPLOf9ub4kzN2LPMefHCghzHkcTo1zjlnxGcvKDmpmToBnnpQXCA4VC8BHz5OZXL/DuwIiBDulZPUVRoHYGJhYKLjwCCZCdcrY0kEc9dTd8B6P+ETTMxUcLcLN1EiGBi00oobF9OZQRH964wdyUg+YHWvDKMIEdJI5yIWfGrQc4QIr/ASLTRjYaOgkEcuC7jsgK5px4PtbKPRimJbflQlefXd8pPr2cM/mpq5KbOPgmYkksPkujR4KwTb4zDcIYQAtwI/yz/0d6LkxKcmAS91QqEu5kaKDU6ESORWhNMsYsEIhwg8n+6Be3Jg0rE365T0M1IkkkgOg+1xqE6Irg4uVcHX2Yapa2w9/Tx2bVoNH73LXl8WRiCNN3/yU+Z+7TacN/4YfvM1aK0HyxSlZhfcBF++H7TB/9ELNzVRtWwZiXCYwtNOI2fcuD7tvOYKBJj38MMsvftuYh0dqQDmM+68k4nXXMP4a65hwzPPEG1tpXzePEYvWHDQ7XfW1vLOfffhCgRSpWuJcJil3/kOX1i0CHd6ep+NWSKRnFwM5clQgDScuHDhIkY06YoRgch55FFOORvZgAd30mPUHY2v4yBOiCwOFCcSJJLZPt3ikxcv0WSe0lnMPaBErT8IkMYFXMRSlhBClOT68XMhF31mJ7D3WUUTTalSNRubehr4kA84k7OO+9ib7WYMS9nPt6SgoBBXOuAgfweJ5HgS0OCJIng7BGujUOyAi/yio5Xk5KUyIUrLVAXydfF/i2RYNaK0bLgT3hshOppJhi7yoy6RHAbtpvgS1BUAhXjhMFzVu3HZLcT27ObJO35Oa+FwdKeTRZbJFx/5E/feeSvKvS/C5pXQ2QLDJ8Dw8UNi1rHqnRUsuvMugtEYDtsiy6lx5vXXMOfOO/tUKCo96yy+sGgR1atWYSYSDJs1K9XiPnvUKD73gx8AkIhEqF2zBt3lInfChF7ZRFXLlmElEr2yjRxeL7GODqpXrWLUhRf22XglEolkqODEyXRmsIqVOHAQIYyJSTrpXMtCdDS2s40IUbx4CBJESYYkR4mioh00H6kr8LonJiZOnGSRRZgQPnwDkp9TSilf5t9oogkNlWxyPrNkzMamgu29AroVFLx42MbWfhGJcpVcAtoWWhM925fbGLbNeD3j054qkRw33CpcFBB3iQQgXxPzIduGUgc0mqJ7mQG4ECLiVzKkQHQiIEUiieQwKHOAVxE12U4F4oXDMA2D8sXPs+zG/yKcV0BGNIRDsUjoDv44YS4XVlRx+pgymHLuQA//iKjqjPLX79yD6XChpWcRtaHKNDGefZ4R55xD8YwZfbo9d3r6pwo5O5csYdn992PG49i2jb+ggAt+/nOatm5lzWOPUf/JJ0Tb29E9HjyZ3cENtm1jJhJ9OlaJRCIZSkxhKmmk8QnrCBGihOFM4zTSkuHPV/F5PuZDqqjChRsTAw2dDDI5i7kH7bI2mzmsYx0ddKChYgMWJhoa61jDWtaQTTYXsWBAHEU6OgUUHNFzerqouhEdEPuD0YxhuLaGsB0kZnjQVBtNDdMZHcX3M2Qg0clK1II/tUG1AXO9MM83JK4zSk5gRjlhuhtWRyFPg8ku2BqHsCVKym7KgBulrn1CIEUiieQwmOqBMS7YZ4hWozYq6aXl+AIBqoqGoy2vpHp1A7ZhkTY1B+aP5uU2c7+4z6HB86vWQyyGnpMLJDta6BrNlsKWN97sc5Ho02jbvZu3vvc9XIFAqmws3NjI89ddh21ZeNLTSS8tJfTRRzRs2ED+5Mm409Mx43EUVe3XsUokEslgQ0FhJKMYycHz7zLIYB7npf5vYmJh4fiUzmQuXNzEzbzB69RQg4VJnDi55OHChY1NC828yRtcwVV9vk99jYLCKEZTwfZeolaYcJ92mvs0XLi4QbuSpaxmvbqLsOUgOzGTL/imUSzP1E9K1kRgwR7oSPYU/1kzTHPDm6V92+peIjkSFAX+Jx9+0SyyWg3gYj98JxvGuqSIeSIhDz0SyWHgUeF/8uCuBsjUwLJF6dnYieNY/cxm4h/XoXo0FFWh6Y29aNs6CD5yxUAP+6jYZSi497uu2vWdH6R//aM7Fi/GtiwcHk/qMU9WFlXLl5MzZgxOvzihzywvp3XXLhq3bCGjtBRFVZl9xx34C47sajJAfQKeaYeKOExywaVpUHLsnZwlJxmGYdHcHCYWM8jO9uLzOQd6SBLJZ6Ilb59FOhlcw3VEifImb7CPfamAZ1Gq5aOOOjpoJ43Bnwt3OrNppJ522jGxUFHJJpsZzOy3MQRI4wrtPK7oevmPf162ZBDzhRrotMCfFIRsGz6Own2N8FD+wI5NcnIT0OAHeXB3LiRs8EnR8oREikQSyWEyxwcvD4flYZHcP90Dre2jePSTjegZDjRFBWzQdBK1EYoq22FC1kAP+4gpnTKZaq8fZ7ATy58M8TQMFMtm4oXn9+tYou3tB2Qg2aaJbRiojm7lJqO0FEVRaK2sJNzURPbo0TgDAYxYDFXXUbXDE7eeaIXvNIi/L4jSwifa4ZECmCVbvko+A9u22by5kT/96ROefHItzc1RANLSnNx22wzuvfdsXK6+P+wuWbKThx56j5qaTsaPz+F73zuL6dP7t7OU5OTEjRsD44DcHyV5SzA0Sn59+Pg817GXPbTTTgaZlFByWILZoeg04fUgbImLEo3Uny/0AAAgAElEQVSL/DKnQ3J4bI/B3gT4epz+KAo4bPhbhxSJJIMDp9IzQ01yoiFFIonkCMjS4PIeAX6v1cUo9jqp97hIGAnRO8brwm/HcO5sAIZeq+3rc5zces9PGXP/N3E21mHbNgYquV/+CqOm9W+75+Fz5rD5+eexbTslFlmmKYQfvfvrK9reTsvOnTgDAfImTiTU2MiLX/4yrowMAoWFTLz2Wqbfeiua89Bujo8j8OMmiFniqohtQwJxonZvA7xaKkrvJJKDEQrFueOON3jrrV3s2tWGZdkoCmiaQkdHjF/96n2cTpX77junT7f7pz+t4+tffw3bFv2pqqs7WL26mhdfXMisWf0jFFVVtbFkyS7C4QRz5pQwbVphnwbcSwY3IxlFLbW4cKXCquPEceMm4yCZRoMVHZ0RlPfJuuoM+Mo+aDBEJyATcRHi8WLRTlwi+TTih4jCUgCzf2KyJBLJSY4UiSSSYyA310eOS6Mkw0294SZhQ7YGZjTO8OK0gR7eUVHqhJ+dN5VfjH2VbStX4o9FOG/2NL4yqaTfa42HzZ5N6dlnU/XOO2hOJ5ZpYts2U77yFarefRdV03B4vTRv3w5A9ujRGLEYLTt2YJkmsY4OskaOZN1TTxFpaeFz9913yG39o0Nc+XUk97Hrql3MFif8exIwQlYMSQ7Bb37zAR99VENrayQp2AhsGzRNJRYzee65TXz722cQCPRNHYllWdx991IMw8I0Lbo229wc4bvfXcqbb365T7Zj2zZtbVEqKlpYtqyKRMLknHNGMGtWMa+9toMf/vAdIhGDxsYQoVCC8vJMfvnLC/jc54aeSC45csYxngq2U099MsjaRkFlHucdkxNnMNJMMxVsJ0aMMkZQQslBu6f9tkUIRAU9zrIbDPh5E/yysB8HLBmSTHBCjgYtpmiaAuJYEkc40iQSieR4I0UiieQYmDq1gNLSDHbvbqM814eiiAmaL+Bk/vyhO0Ga4ILHRvsxR50v3FEDZApIhMP48vMxEwlCDQ3kjB/P3B/8gOFz5lCxaBFrHnuMzhrRijlv0iTc6em07NolcozcblFupmn4CwqoWLSIGV//Or7cXOrXr2fjc8/RWVtLyezZTPj85+mwsnAoEO1xlU5RQLFFMJ9H1lxLDoFt2/zrX9vIzfWxbVsz0P2ZsSwbTVOxbZtYzKCtLdpnItHu3e00N0cwDBNdV5PuHRvDsPjgg5rPfP7hsGlTAw88sJxVq6ppbAwRCDgpLAzwwgtbuPDCkbz11m4cDo0dO1qwLBuXS2fnzhZuvfVVHnxwHlddNb5PxiEZvDhwcBlXsIudVLMXH37GMo4Mhk6LGwuLnexgG1uxsBjLOEYxupfItZUtvMvbgOh5tplNjGQk8zn/AKHo7ZC4YNSTHA1WRIQTRLpSJZ+GqsKjRXB9NQSt7seH6/Bg3sCNSyKRnDxIkUgiOQY0TeWRRy7mgQeWs3LlXmzbZsKEPL7//bmkp7sHenjHzECeyNqWxWvf+AYN69fjy8tDd7tpq6pi1c9+xrCZMxmzYAFjFiwA4OVbbqFx40YAEqEQiqpimSaaw4GiaSiKgqrrBOvqqFu7lre+9z0URUF3u2nYsIGt//oXcx59ljfUNIIGGLawe1uAimjxWSC/LSWHwLYhkTBRVYVAwEU4nMC2u4Ui27ZRVYX0dDf5+X13GVjXFSxLrLs7Xl5BURQSCbNXmebRUF8f5NZbXyUWM2hpCePx6EQiBk1NYSZNyuPvf9+Cw6ESj1uYpp3KW9I0FdO0+M1vPuDSS8fgcJxYbhLJgejojGEsYxg70EM5IgwMdrCD5bxLG6348OPEQQ3V7KaS87kQBYUYMZbzLi7c6MlTZxubnexkLHvIt8r4ICIm9JPd4qKCYXc7U8W2RH6HvN4gORwu8MP6kfBIM+w1YI4Xbs4At3wDSSSSfkBOeySSYyQ318cvf3khnZ0xEgmLrCzPZz9J8pnUrl1Lw8aNaG43tWvXgiUup+2qqWH1r3/NGd/+dmrZ6bfcwiu33EK0rQ2n30+4uRlVVckaPRpFUbAMA9s0CRQW8vq3voUrEMDhFUnUrrQ0OmtrmfDys5x16S083wGdSTeRAjiBVgtCluzgIDk4qqowd24py5fvYfToLJqbwyQS3eVfhmHh8zn4/vfn4nR2CyYxK06NVYOtWxRSiJcjS0cvKUnH49EJhRIoSpcFzsa2ITPTjWFYxyTQvPLKdqLRBKoqXEqqquJ0ioylSMRAUSAYjBOJGOh67w+HyyXG1dQUprAwcIgtSCQDR4IEr/AS1VTTRhsqCnFaySYbPwEqqaSOWgopop46LGx0dAwMwoSxsLCxeCdWx9N1ZXSa4sKCAox2wuYoFDlAVYSQ3GjADemyRbTk8ClxwMNH3qRVIpFIjhk55ZFI+ohAwCUFoj6kfc8eLMOgacsWFEVBczpF8LSq8uFvf0uwvj61bOG0aVz8yCOkl5ai6jq62403Lw9PVhbxYJBgfT2n3HAD8VCIeDCYEoi6cAUC1C9fxj25wjGUr4IbcXepsCkGiztsGrdsYfPf/86upUsxotH+fUEkg5o77phNVpaHSMRg9OgsvF4dVVVwuTQmTszlhReu5eqrJwDQ2Rnjx48t4o41/8Mvt/6Jx6ue5/H4E2xkwxFtU1EUrrlmAi6Xhm3bmGaXQOTi3HPLj9nBU1XVjq5raD0shYqioCgQj4sSt2AwQUtLhLa2KMFgnM7OKOFwgkgkAdhkZAx9R6XkxGQHFdRRh46GioKOjo1FHbXsZS8dtLOb3QAp91CYMPuooZUW2mmjxW7nF/VFRC2bPF0cP7I12BKDU9zQYEKjCfUmnOWD24Zew1OJRCKRnIRIJ5FEIhmUpA0bRiIcxjJNHA4Htm1jGQZWLEa4qYnlDz3E/AcfTAk+xTNnctWf/wxA+969fPT737P3vfdwZ2Yy4+tfZ/xVVxHr6BDrMU1UrXsCbUSj+PPzqU6AU4WIKcoFdAUsG5pjBku+dy8tq9/AtiwUTcOdmcklv/sdmeV90w1HMrQpLk7j+eev4c03K9m1q4WxY7M599xyvN7erYxs2+Zb//UajpvX43KqWCEnLa0GwcYOtKnLKNAKySHnsLf73e/OpaKihbq6ILou3D5paU7uumvOMe/T1KmFLFpUQX6+D11XMQwLTVOwbbBti+rqTvLyfCQSBh0dccJh0e5cUaCyso3W1ij79nUycqScGUsGH5VUJoUhGwWFBAkSGIjEIZsYMdayhslMIZ8CPHjYyx5UVDQ0bGzqYlm0GQ6y9QgknYC6IsrMypzwozzR9KDIAaNk4wOJRCKRDBGkSCSRSAYVCRte64RXCk8jJ7sI99696E4niWgUIxxG0TRs02Tbv/5FtLWVSx99FN3VOwg4vaSEeT/+8QHrdmdkUD5/PjsWLyZQUICiqhjRKKZhMGnhQoI61CdEuYCeNE+oCoxc8TrOdxbjKS1AU4UBM9zczNJ77uHqZ5+V7b4lgHATXnnluE9dZtOmRnbHqjk1Q8Vs11EUUZoVixi0d0TZkVlxRCJReXkmzz57Nc89t5ENGxoYMyab66+fRHn5sbceP//8cp5++hP27Gln1Kgstm1rJho1yM720NYWJS/Px5gx2YwcmcGyZXsIhYRIpGkqbrdGNGrwpS/9kxUrbpafEcmgw4MHCwsv3pRI1IWFhY6Oggions4MZjKTvezBxsbEBCCdTBRFIUyoV7moijiWlTnFXSKRnBgkbFgRhs0xKNLhXB+kydg9yQmIFIkkEsmgwbbh7nrRGcanqnh+9DumfXE+VrgDNRJBc7txeDxYhkFGWRmNmzZR+dZbjL7oosPexln33INtmlS+9RaKqqK5XJx1zz0Uz5iBbQsHUdQEWxFiUdyGMW/9C9vtxVTUVK8bT1YWrbt20VlTQ9qwYcfl9ehrWmkhRIhMsvDhG+jhnJTU1HSgubpjpnsSj5kYGEe8zuLiNL797TOOfXD74fM5efzxy3j66fW8+eYuysoymDmziNNPL2H58ipeeGELAImE6KjWlUvk8zlwuXQMw2Tr1iYqK9v6RLSSSPqS8UxgG1sxMckii33sA0BBQcdBHnlYmNRTB0AmWeSQg46OhY0LF5bLwKUYRCxnKsDBsiEBnH+YGfVd2WWfpqM2G7AtDpkajHPKXCOJpK+wbFgWhmUhGOaAa9IgcAjRJ2TBbbWinNRGHMd/0yI60ZVLMVhygiFFIolEMmhYExUH6yI9eRI8Zhz77nqQ3N88QEbdXlRdxzIM0kpKcPn9mNEo1atWHZFI5PT5mP/ww4Sbmoi2tZFWUpJyIikKXJsGz3RA2BInAQEV0hUbh9LtLkqhKNhdZ/iDmChRlvA6+6hBQcXGZjJTmMXpKAeVKyTHi7KyDNq3OrAtUBwWdiI5s1Rs3G6dEYwY2AHuR2amh298Yxbf+MasXo83NYVSP3eVoHWdNmua2CfbBl1X6eiI9d+AJZLDpIACzmIuK1mRCqV24iSLbDyIfMEgQTIR5ZI55OLFR4xY6vcoBgvy3uO1+guoMIK4bCcOxcEFfoW5n5FDvzkKX9knjnsmkKPBfTnw71ndnUVtGx5rg8dbxYTUAsa44Cf5Bu16BbvYiRMn45lAMUPjYoVEMliI23BpFayIiKMXwPcb4MUSmHGQz+8zbbApCoV6t1DbZMD9jfBkcb8NWyLpF2RwtUQiGTRsjIFp97xKalN1+jm8f+O3iGsOzFgMV1oa6SUlAJiGgS8//6i25c3JIWvUqANK1W7LghEO0Z3mNDeUOWDfvEspSIRReghC0dZWMkpLh4SLaDnLqKEaLz68eACb91jGUpYQRQZw9ydjxmRz+tRSNv3Wh+I20TIS2P4Y/gKF03ynUsTQONOcN6+c3Fwf9fVBVFUhLc2Jadrouoquq9i2TSJhkZvrY/RomUkkGZxMZBJf5t+4nCs4lSkECODEiY1NhAg6GhOZCICGxoVchIZGG2000UgdteR7d7Ow5FlOz36XiVkruL1wPT/O7RZ6DkZjAuZVwQdJgUhBBFx/sx4eaOpe7r0w/L4VsjTI1SFPg20xm5sa9vI2S6mhhp3s5GX+xRo+Pq6vlURyovG/TbA8Ah4F/Cr4FGi34IaabodfTxaFIF3r7eTL1sS5a5vZf+OWSPoDKRJJJJJBQ5bW+8Q63NxMa2UltTPORi0ahu52E21ro3XnTuLBIKquM/bSS/t0DOVOeLIIPucTYxnlhO9cexFT5p9DqL6ejupqOuvq0Nxuzv3xjwd91kqMGLvYiTdZXlZHHU00ESHCh3zAs/yFZpoPeF4brWxhMzvZSZw4ZjzO7nffZeNzz1G9ejWWKc+IjgZFUXj44flcNeksKh4opuafaeTsLefm7IXMc8wbMs4un8/JH/5wKfPmjaCpKUxpaQZZWR4UBcLhBOFwguxsN/feOxefT/rwJYMXFy6KKOZiFjCZqcSJEyJIFllcyhWkk5FaNpMscsnFxMTCIkSIMCEUvYnR6R8zJXM1Qc8yWpQDv1N78rtWaDWFOKQhTsZ1RJnak61Qn6w6/XsHuHu4WBUFAlqYrVEvhpGLBw8+fHjw8hEfECZ8HF4hieTE5Jl28blTe3y+vArsM2DjQa6fORTh5utJl5YkY4kkJxqy3EwiOVpqd0HVJvBnwtiZ4JAToWPlbK+4mtNqQoYKHdXVhAOZBGJhyspLaYt0Emtvp6OmhsCwYZz/05+SPnx4n49jtAv+t5dByYH9k59Q/8knNGzahCcri9K5c3H6Bn+uj5Hs1qOg0EEHMWLJTA0LFZUECd7hLa7mGgBsbN5nFZ+wDkhOYuIKjruWEV+5E8swUDWN3IkTufg3v8HpP8zgDUkKt1vnllumc8st0wd6KMdEYWGAhx6anyq5DIcTPPHEOt55p5LS0gy++MVTmTatcIBHKZEcHg4czOFMTmc2JiZODjymb2A9e9lDFlm00AKI70wruXyCOB0Y1LCXbLIPua11UTHZPNiV2qgNlXHI16HDOvBEPapEUICE5QBEKafotgYNNFBG2VHsvURy8hG3D8wHVBThIoocxEl0dQD+p1k4jrqEpUYTzvQeOsdIIhmqSJFIIjlSLAv+9jCs/GfyARXSs+Hrv4WCsoEc2ZAnTYPfFsJ3G6A6AS1OL7kN1Sxc8gxuXaNg8mQSkQihhgau+vOfCRT23wRUURQKpkyhYMqUfttmX+DFSzrpBAkRIoianJZYWPgJ4MFDI42ECePFSzXVfMJavPhSy9ZVbyF+bRpllfkolmjjXr9hA2uffJJZt98+kLt3wtBKK9vYSoggJQynnJHoQ+QQ3eWm8/mc3H77TG6/feYAj0giOXq05O1gbGEzLtwoKESJACLouqvbmYZGggQGn+60nOyGV4Oi1Gz/LXkUIRABzPPB+hgEepRhxywHXi1EjiPE/rgOImxJJJKDs8AHj7aDw+52sUcsSFdhmufA5a9Kg7VRWJr86CmISIJ7Dr8hqUQyZBgaZ6CSocOmFfD+S+Dxw3k3Qe7gz2s5Yta9BW8/I362LEjLgo4WeOoe+M5fZNuRY2S8C14YBnsSsGbR2zQ89RhpPcSgrs5m/oKCARzl0EFB4WzO4VVexsDASt50HKSRllwG6mtD/OnRD6ga8zHZMyIU+BXy8/1g28RrmiHXS6zEjbsqiqIoeLOy2P7yy8dVJIoRo5ZaVBQKKcKB47htayDZTSVvsDjl7trOdjaxkUu47ITd58GAgcEe9tBJOxlkMoySQ4oDEgmAlXRlAkkRXcGm23LQ9VMhn34B49ZM+L9WaDC7M4kswAFc4IcRSa3nyjRYHIKtMfE7A9AUH5flLcVQYj3yk8KkkUY+8rgokRwO1QmoNwEbWmzh6nMALhV+kX+QRiWIcrOH86EiBhVxkRM2zf3p+WMSyVBFikSSvsGy4KGFsOpFMJPF9M/cDzc+CNf818COra958ZdQXwWqJs7smvdBeo54DZqqIbdkoEc45FEUKHVCzrVX8s9X/klnbS0OrxcjGkVRVc598MFBnwU0mCikiGu5nqUsZTtbCRDATwAVlRBBsiOFfP2br5B7dT2F54bRfBa1rXWEqzMZUZwMHe7q99qT4/g32EEFb/MWVjIBQEdnDGOJEiGNdMYxnnTSj9v2+wsTk3d4Gx1HqrzFxqaOOrazjYlMGuARnpiECPESL9JOe0qcyyabS7kcN+6BHp5kkDKWMXzER+jo+PARJYqBgYKSEuDzyf9MsSbfAW+Wwr/VwLqYEIgCCnw1E36Y172cT4U/FMJbIXg/IroqXRLQMR1TeZu3CBECbLLI4nwuSrk/JRLJoTFs+FotNBgw1wN7DSEYOYDnS+Csz0gSGO0S9/1pMOCfHbA5DuOcwnmUL2fakiGKfOtK+oZlfxPlV5YFmgYoQix68m6YdSkMHzvQI+wbIkHY/qEQiJzJI4RtQ3sT6M5ugUzSJ/jy8rjqL39hyz/+wb4PPyR9+HAmXnst2WPGDPTQhhxppHMZl/M2fnawgzBhFBTSyaDpn3mUfG0T/gKbeKMTtzuGM80iGG8hYWbgKsoh2tyCa69IcrRtm3BzM1Nvvvm4jLWDdt7iTRw4ceDAwmIfNdSyjxxyUYD1fMICLhky3cAORSstxImlgsVBuL8cONjJDikSHSdW8h7ttOEnAAhhrokmPuJDzuSso1pnqxXliVAlq2Nh8h0RrvVncIY2XrqTThDaaKWZZtppp4VmvHjR0VFQkqK7ghs3C7j0sMSaiW74cKQ4hQhawsHgPIju7lbh4oC4dzOCL3EjLTSj4yCTzIOG3ts2NJvgUYXgJJFI4OOICIfPS86CR2owEqgzRGj10VAZh5v3Qacpso6eN+EnTfCHIjhXRjdKhiBSJJL0Da8/AZYJWo+3lKaDmYBnfgR3/2XgxtaXVK4HXwbE67ofUxSwk57V/LKBGtkJizc7m9P+/d857d//faCHMuTR0JjP+UxlGs0048NHIUV8q/45PFMsjHYnYGO06egZBprHotFqIr2kiOzf7ya0rx7bNEFVyZ88mSk33XRcxrmLXVhYqVKrDjowMVFQUFHx4iVKlHd4m4XcMGQ6gh0MIYLZqZKVCBESxDEw0Cka4NGdmFhYvTr+gRCJHDjYyuajEokaTYNL9jVSn8hCJRsbeKM1zj1FK7nReXSik2Tw0EkHz/IMrbRgJT+xESJM4lRGMZJ6GvDjZyxjSTtCh6PoWHbkY9LRySP/kL9fG4EfN4nSbQVRxnZXtgzYlUhaLThILrUIfz/Kxq2/boGQCU2mEJq6VnPxHvj/CuA/so5ysBLJACFFIknfEDtU21UFmqv7dSjHFYcLfOlgxCHYKi7TKYo4ssy69KTPI6qnnrdZSi378OHnDOYwiVMGeliS/cgmh2y6kxYLR7qoVbpOmRRi+5zEWzT0nBgj0keywHchrgduoXrVKjpra8koK6N4xgwU9fhcmjYwep3AhQmhoiYnZ6L8zIWLTjoIEcLP0L1Ml0Y6eeRRRRXttKXK6xQUdlNJIw3kkvcZa5EcOeK72samnXY6aE8JdR/xIacx/YjEx1+0tlIbd5HtiKUe6zRcPNqUzaVFzWR9SqcryeBnJStpohENLRUob2BQwXYu5CImDDLH394E/L86kbOSq0KLBX9ph+0xeHZYd2emwUaHCU+3QZsFC/ww5SDhwf3B+q3w51cgNxNuvwHcsgL1hGKCS5y2mz0Cq5NNOpl2lH/rlWFxVKlJOpG6tNgEcGeDeD8Xy1x5yRBCikSSvuHcG2DLSrAtUJITR9sSosnUCwZ2bH1J+WQIZInSspxhEO4Q+6iocMHxKb0ZKuxjH3+yniRqRiBu0K4184JeQ7PWxNnKOQM9PMmncP70SfyxfROJhIHDoWFZEG+zycvyMds3Ay9ecEDp3Ln9Mp4ShvMRH6ayYlRUEsncj/+fvfMMj6s61/a9y/RR75bcu7GNcQEMmG4CCRAIPSSU8NEPJCcEUkhIOCcnCSUJLaETIPQWuikBAhhwxQ33bslW76Ope+/1/XhHzRVbkiWZuX3pEhJT1oz27L3Ws573eT3JvJjWBf3OOoCVs40FzKeGGrLJZirTKKZvhuhraIxhLEtZ0iYQgby+Bhr4N+9xfj93S/U1dHRGMJK1rMHBoZEGDAxsbIKkMZ95ePHulcD9YYtJwAh1+l3QiFEWzaXMqSdbT4lE/Zm1rEFD61Q6aGISJkwdtRTuIah6f/OvZil5ydLhyxhElSyC3wrBD7bCowOkBK0vMatZxhZxJKPpf6vhe2nwdMn+239TCk65Et7/nDaryW/uhadug7MPoKnsN51BLjgnHZ5vkm6COtCi4DAvHLaPwmS6Acujcuy2zkoUIhbZCv7ZCL/I65bhH9A4CpbHIKLgIE+qTLY3Sb31KbqHb18JJWOl5MxOSDaP40j51cyLent03YdhwlV3gzcAVgJcXvk675cwcExvj65X+cB5j0g8BE1RiNkQtnBaonwS+YAYsT0/QB/FUVK//naz7MKqnXmU+zmHDBjF5LzRBAdAggSOaVE02s2kwpG9kvmTTz4HMZ4wYUKEcOHCxiaDDExMFIowYYYwbIeQ4W1s5XVeTXZF06miijd4nS1s3u+voyNx4nzFMl7nNd7jXaqpbvt/i/iy7b9bRTENjRgxaqilicbeGPIBzXSOIJts6qlDoXBw8OAhiyw8eDr9Tb4OQV3H2U7IU2joKNLxd+fQU/QCO9coNHae6N/7bIlLvtG6uAhEHk2yjUzgy6i4ivoScQcu3irZTAmkVMcCnm+Gu+v23zj+8ji895k4rUxTvhIW/OAXEI/vv3GkkLnXRyG4oBQuLoMFuypY2EduzIHb8uFgL4x0w69y4K+FO+9q9nW4IF0+ax1RyOdOAc3Ozu6VoiMb4nBmKfy/bXB9OZy0Gd5q7u1RfXNJOYlSdA+6Dvcvhkd/LiHWjgUTj4Mf/A7y+uYO/j4zcDTc+gasXwSxSNJdlNXbo+p1tsa3oGIWescSJEdEh001yxmdO7lbnqdy6VIWPPAA1StWkDF4MFMuv5xBRx3VLY+9PbWWTFyXxqQbRlCH09LgjwU7Dxjtr2hoXJh7FktzlrBi4Ao0Hcbq45jAxF7plqOhcRQzGMEINrIRHZ0QIdazjjAtOCiKGMAxHLvDfefwBToGPmQ70IePKFFmM5tRVFJKKelkMIEJu83z6E6iRHmZFyijjDiy0pjHHI7mGI7mWOqRVVCrONT6Htg4JEikXEQ9gB8/Z3EOf+MeXLhw4W4THF24kl2jvj4Xpfv4TU0CtxbC1AyUggbLxbS0Ggbr43riJaTYj4xgJPOYi42DgY5CYWHhJ0BOHywlnOKTjmh1DrRWuCjEkVNgwKvN0kmtr/B2SBbRDiK5tZ7xLOBPNfDj7P3jJvr7c/K94zTG0CERh0dehmsu6PkxpJDNuHNK4bVQe3bQ001wVSbc101RfZoGJwblqzv4YSZ83AJPNonIqSHirKHkv2f236r4/YKt4CcVkunUGigedeB/qmG0B0akSvX2OymRKEX3Ybrgyr/IV2tWz4GKyw1jDuvtUfQptKYEBDTouNumgeZAy5oy6AaRqHLpUt64/HI0w0B3udj4wQesfPll8seP5/Cf/ISDzj23W3NyriqHj8Lg0uQi32LB440wwQOX9KEJdndgYjJZm8Jkc0pvDwUQkaSIARR1CG8+giOTXYUCu+zmU011m0DUionJBtbTSANuXFRRxTrWMpOTGMbwHn8tX7GMMsqwsHDhSgpANp/yCUMYRjY51FKbjK9WaGjJ75BJFmmk9/gYv4kYGAxiMNVUdXKkRYhQtIcW5tvz/XQ3S2N+Xg3p2MRRaIz1xrk3Z2hK5DsAmM4RbGA9DTSQIAHJTmbHc3xbwH5f4tQgPNUAq+Pt2SgWUmbj0nYe2tubRJWMD3b0ZYUcCQIu3g9vc3QnpufWqWxdH3NfHci8FRKBCNoXqjbwQIOIm72VVbU7TNZJ5I4AACAASURBVA0eL4GazfBBi2Qd6ci4Tw7CUSlD6W5ZFpPQ8LSmeio2byYRbsEdCBIfOpxZoSDXpYK/9zupcrMUPcOBLBCl2Cmj1uWCruEkUwCVBsqjY65rosDTPVs/Cx54AM0wcAcCVH/1FfGWFgyPh7p16/jsttuYe8893fI8AHUWvBMCH7Ib5E7a9WMOPFjfbU+TYi/w46eEgWSTvcuFdwYZyUVcOw3UowFppOHBS4AALlx8yifY7GMrk71gDatJkMDAaBu3gYGDw5cs4BiOw0hOhRUKG7utu9upnJoSGXqQ6RwBQAsh4sRpIYSGxuEciVJQnoC6r3GImBrcme/ng5JsHijI5rXibGYNGEiRkVoZHAikk8H5XMhUpjGAYkYxiu9yJpPoHodsd5NmwJPFMNULjgZ+Hca4YbApx/PpfczV8O2gLEh2Jl7lGJDYT6rWt+R00Kms3EnGa1546v4ZQwq4r05cZR0b8RnI7+6s7Z0xbc/aGPyhGq4uh8fqoT55nXh1kLS9P8IPh/vh3iJ4onjfy9i+KYQdiNTVsXXBAkIV5cRDIcJ1tTRu2Ejp5gOoAVI/IuUkSpEiRbcwc8T5rHvxp4TOLMbxiP7sWtvMkHtqKHr4kG55juoVK/Ckp9NUVoZj25geDwBWLIY/L4+vnn2WSZdcgjczs8vPtTYuE9btu8CYQEXP6wop9pGpTON93kNHw4WbBAnChHdoS+3GTQsthAiRsZctq/cWd7LgY3uxR3KHohRTzDmcy9u81SZSZJLFWZyz30rivgk0lZWxdtYsIjU1FB9+OIOOOooCVyHf42wWs5gaqsllCJM4hPJoDtdWS5coBzjUB7/Na7fB74rBbhjsTvniD0SyyGIm/Se9OMeE50rgynKosERoqbThEB/8oOuXyG4l3YBLMuCRRpI+LcGviXN30H4ya/31F/DaR1Df1Dlx6vxvw9ADLDmhL7M7UTDcB2xwn7XADVWSm+TVYH4EXm6GJwZArgkXZspXf6TJhvdDsD4hwvIJwc7h0ZaCd0NSsqoUfCcNTk0Th2JXGB5toGHDBlwKTKXAcbBiMSxHkfHyk3DIr7r2BCn2mpRIlCJFim4hmF/AD8bfwAeX/JaG/Dh6ZYSi9GGc+Ie70Q1jzw/wNcgcPJj6DRuINTe3lZU5joPhcmF4PGi6TtPWrd0iEuWZ0vUiQYdMByU/j02tAfsswxmBhcVc5hIihBcvJQwkQqTT7Vo7iXnw9PiYJjOFVazExm7rjmRh48LFMEYAMJoxjGI0ddShAVm7cUt9k2kJw6cLoaoOxgyFqeM754fsii2ffcb7P/sZtiW5actfeoniadM4+e67yfHkcgIntt222oJrymWBmGfI9/kRuL4Cni3ufqNslQWfhWVhdKgPhqTOLym6iSIXvFgCn0eg0oKhLpjm23Hzoy9wT5FkKH0cloVopgEDTPh9wf4bb0Y6bHoPbvoLvDMbgn644RK4+Iz98/wphIsy4D9hEehbT++teVWX9Oyezh5xFPyxVsShtOTUNgMot+CfDfDfub06vL1iQ1wEn2ZHyuFKTLi8XNyGOvKeP9Igzqh8U+bAv60Wl70/GcOwqBpmh+HOgq5dG0tffJ7pr7zPp5f9HADNtnFMF0MWfkLWu6/C71Mi0f4mJRKlSJGi2yiaPJkLX3yNhs2bMT0e0gbsW5lZS3U1lUuX4g4EKJo8GSO5Mz/lyiuZdf31GC4XynFwHAcnHid7xAiUbaMch2Dh3mWJ7IqhLjgqIOGf0WTwoEruGt2camPaZ2ltKT+aMcSJ48JFGWW8xRtYWB26o7UwklE7dEfrCYYyjClMZQHzsbGTrbRNihjQqc26htYnQ3D7ChvL4MrfQX0j2A4YBkw9SHb/vbvR+hzL4j+//S2m14s/KHU2Sim2zp/PunffZczpp3e6/Tshab9bmJwhaUC+IRPqpTHphqNQJEhgYnYp3P39ENxSLQKRUrIYviYLLj3AMs9S9B4eHY4L9PYo9oxHh2dL4IuwdGDLM+GkgDgz9idpaXD/b/fvc6bozEWZcG8dLIq1h0ADHO6T5iG9SZUtGwnbu0rTdZgdgf/unWHtNW81Syh0q/j2QhNoyTjZwg6vbZsFD9TBLfmwKg7vJruNrU1I2HSeIRlMi6PiUtxXVr78MuM++ID8TWtYM+MUosEMhs77kEFfzsY/fTpN27bhTU/HFQigpSJN9gspkShFihTdiqbrZA0dus/3X/z44yy4//62bAJfVhan3HsvOSNHMvCIIzjxttuYfdtthCoqAMgaPhxvTg6higrGnX02/pzuWWRrGvy9EP6rApZEJFQzoMPNuXDkARozYsfjtFRX48vOxuXrg8mQe4GG1uYSGsQgZnA0c/iCOHEUimEMZwbH7LexnMJ3GM8EvmQhMWKMYCTjOGi/iFQHCrf+DZpboDAp0ioFc5fCy+/Bhaft+n5169YRb24mkJ/f9jtN03D5fGx4770dRKJya8fwXC0ZQlprwzrWMYfPCBHCg5fJTGEiB++186vRll3ZgAa+5I50QsHf62VXd2TPm9xSpOhTmBrMCMjX9tRa0gVtbRwO8kgYcEb3mJRT9DE0DeYMg3tq4a5ayfvJ1GGo2XUxoqsEkqd5W0k4dStxJflZ/YGQA/9XI8KWN7nHYTvwcQQmbnfdyTHg3y1wC7AsCuvi0Kzar5FNyQ6KcyNd+7uEKirQ3W5y168gd/0KNE1DAcqyqF65kr+PG4dyHLJHjuTom29mzJlnpsSiHiYlEqVIkaLPULF4MfP+9jf8OTkYLgkhiNTV8d4NN3D+q6+i6TrDTjiBoccfT+WSJcy9914qFi/GjsWYcsUVHHLZZfv83M22XPwyDRjikklKkQteKpEOMc2O1Gen9ZNJwN6glOKrZ59lwYMPYsdiaLrOhO9/n6lXX91tpYK9zXgmMJoxNNKIDx8B9v/W+kAGMZBB+/15DwRq6mH5OijoYOXXNEgPwhv/2b1IZHq9KKVQSnWaVCrbxh3Y8Tg4xCu7qh2bdNpKdrQzPFt4n3fx4CFIGgkSfM5sAA5m0p5fiBMCuxT0HOZH8rFUu0AE7Z2nPgkfICKR40D5eghmQUY/qsNI0afYGIfLtsl12ARmheDxBnhsgFynUxx4mJrMx3Jdci70abDJkqDox4thTC+dH9MMESjfCkGBIe7PuIKIAxf2cinc12VZVK5p3g7XHj25EVJji3sv4iRdXKpdSPo8IgKRTnvQvAPEgFU76Qy4N6SXlFC3YQMqFgOlOoXYx0MhXF7ZUKtbu5YPfvUrNF1nzBmpOtCeJCUSpUjRB1FKse6dd/jy4Ydp3rqV3HHjOOy66yiavGMnlcbSUqINDWQPH47L378tLmveegtN19sEIgBfdjYtlZVUr1hB/vjxgLgACidN4ruPPopjWWiG0aUdhWca4L56ueBZSnZS7iiEbEMWib01GdlfrHv3XT7/85/x5+TgTU/HTiRY9NhjuAIBDrn00t4eXrfhwkUuqYVqf0TX2NHegwg5xh6qvTIGDyZn5Ejq1q8nkCc2JMeysBMJRu9kknlMAMZ54KuoBOraSsJSz02HLeYCTMy2MHIXLjQ0vmQhE5i469IzpSDyBIQfAhQom+HaiXj4DdJD8QDkP8/CwzdCqF5OpCMmw80vQlYqjD3F3nFnrXQ/6lgGU2HBA/Vwa/6u75ei/xJz4B8NUs7kTp77swwp9XqiAf64H08jm+Lwz0aIOvC9NLgpV47Hj8PiJtKAH+fA0f1kCu7ZybVU08SZF3LErdXsyOuyFVyZjPmcE5bftd69NdzdQRxFXWHcOeew6eOP0d1ulGUBspEDoBtG24alMgziLS0sfPBBRn/3uyk3UQ+SEolSpOgrRELw7ydg7lusWlPJJ1/W4Ckegi8nh7q1a3nzqqs4/ZFHKJg4UW5eX88Hv/oV5QsXoiVPoIf/5CeMO/vsXn4h+44ViaDvLIVW07Dj8Z3eRze7dhqbG4a/1Iml1q3JWm5ZDH5TBX8r6tJD9xsW/+MfeILBtm5xhsuFPyeHJU88waSLL24LCe8v2NgkSODBkwp/PkDIzoRJo2HZGshLVpQqJeVnZ5yw+/tqmsaJt9/OrOuuo2nr1rYjYuqVV1Jy+OE73N6twf1F8FKTOBb8GpyTDt8KwhPUtwlErZiYhAi1HXM7JfYhtNwLei5oblAOg+x3+YHp50Xn1/iSH7FEcpf22H6QIbNbVn4Bd18BaOANyB9r7UK4+WT4+6LeHl2KfoSlpJQlT4caC+odcCGbOB+1wK29PcAUPUKdLQ6dzO0u4QFdsnH2F/fVwc1VchwC3FUH56dLmHOVLSXIg12dO4D1dSZ6Zc5bb4vwBvJe5+tQ64ibyAWopHD0SQS2JCR2wafJdaq1yW+rq2hEFxsu5IwejTcjg0Q4DEhTGjsaxbHtNtEIJNLCsSxCVVUo20br4hogxa5JvbMp+g227TB37lYWLtxGQUGAU04ZSVpaD1o8lIJt6yARg+JR4OrBljO2BfddA5u/wvFnsWDeRnxWAletBukT8GVlEa6p4ctHHuGUe+4B4KPf/IbyBQsIFBSgaRpWLMbs224jY8gQggUFGC7XrkOclYIVn8P8WfLztFNg3BHd37ZnLxl6wgmsnTUL5ThtwkQiHMbweMgbN65bn6vSgjtrpHNDJLlDOcYj5R75BsyLyE5l4TfgLNlSUYG5XQaR4fEQqa/Hjscxvf0jNydOnHd4mxUsJ5EMqS6mmKlMYzRj2jqLpeif/O6/4KrfQWWNVDFpOhx/+J5FIoD04mLOfeklKpcuJdbURO7YsW2uop0R0OHiTPnqSD4FbKUUf4dyxThxAgR2EI86EX0aNL8IRACajmHkc77nTZ4L/5QKy49CJts/zobhX/NyU2NJyHax2cc6Vr14u/yRfBIUjpYUi7augVVzYcxhvTu+FP0GA1mwfpUs+wZAwRYLRqdKzQ5Yckwpc4o5EmreSsiRAOv9QVlcNgw1INia3aPguSY4I11CtAv64RzR1OCuQvhxhTizFPIaL8qCZxqlcUtMgU+Xa2GFBW80w7F+2JqQa07ry44nb3dOetfGZLhcZAwahMvnIxEOo7tcVK9cSbypCcdptyk5loUnI4PMwYO7vEmcYvek3t0U/YJo1OKyy17j/fc30NIiWwhZWT6ee+5sjjqqBzI+qraITb5yo6xEPD74we9gYg8F3a6aC6WrIHsA8ZhFNO4QDPqhpQHCTeBPx52WRs2qVYAEvG2dN49Afn6b1dL0eLDjcV75/vfbWsDnHXQQx//+96QXF7c/l1Lwwu3w6YtYtoOTSGDMeRPjuAvgvJ/3zOv7mgyeMYNhJ5zAxg8/bAut002TE//0p24VKlocuKAMFkSkc5kDlFpQbUtgrFuTiWmoi/bZ/kLRlCmUfv55p0VzrKmJ7BEjMDz9o9ZOoXiKJyllCyAt7hPE2cB6GqinlC2cxMkpZ1E/prgAXr4b5iyF2gYYORgOGvH1tW1N1ymctGNukEKxguUsYTERIgxkINM4jIDK4rF6yScKJVsEX5R9KFvdZYRpwYOXBHESWMzgGDQVh9hHYC0GvQS8J4tzCMCpAW37z5JBhuHwSkmY2VE/loJDfVD8NRa+tZaEXs+LyOQ+z4Tf5kl78z5B5WbQtxNlNU2up9vWpUSiFF8bTZM8wCUxCGrJz7sm5T4hJa4GVz86ra+LwW01sDwmjo6bcmBY/7jM9hjNtpQrFZgiYIDMwy7LhLtrIR1xsDQ4Ut51SeZuH+5rsTImrdsNpPvf0J0I8/9qFhEk0OH4MjTJ6flHfe93WusKozzw+iApLYs4ciyuiMFzjZK7lIYIdDWWlNlVJuC6bJgflWO4yZG5s0+DvxV2PUOvYOJEicxQqq3JROaQIVSvWIEGJKJRmb1pGu60NA778Y+79oQp9khKJErRL3juuWW8+eYaNE0jGPSglKK+PsK5577Ixo0/xuPpxkPZtuHv10NDJWTmy4wkGoZHfw43vwD5PSBKbVsHjiUnP7eJ22OSsGxcIM/tTyceCrUtcGLNzWi63qkMyE4kaNi0CZfPR86oUQDUrFzJW9dcw3kvv9yuuG9di/PJC9RU1BOprxMxRily6u4jcMQZaANHd//r+5q0CkJb58+n9PPP8WZmMvykkzqLXN3A+yEJ7jM08CJ5IyYiGK2PwyCX7BoN/obsUk69+mq2zptHqLISdzBIoqUFgOk33NDn6r3jxCmllBhRCikkO9kyvpQtbKUME5MECbTkP4UiRoyNbKSKSgrYhbsuRb/A7Yajp3bvY85jLgtZgBcvJiYb2UAZZayu/iH/bvaQbUCuAZ+FYUk0n/tLzmStOY8qqsgmhylMY7CTDY2Xgr0WlA44EHkY0h8A11hwHwWRF8DooOKoZtAHkGXm7NViQyn4aaVM6POTwalNtuwKv1ACJX3hvDX6MChb3fl3jg0oca2mSLEX+HTpbhVWskBXQJEJabo0nBjbT0SWT1vgu6Xi0tAR4evFJnh7EBzWT/JsupOIA3fUSAi0hmTA3ZgDM5MGxB9mSAeufzRApQ0He0So6KogcX8dPNYATrI5wQP1cHkmNDoSzlxgwIWZIoLAzjcirB1/tVfYChZGpZvmUBdM8Oz8eUKOXHtaHJjkhWHdWNTg0jpvLIzxyGcr7oh7aEvSZZRQMKsFLsmCl0vgtWZ4LyQC0iCXzKWjTnvA9b5gejyceNttvPfTnxKqqMBxHHRdZ9o119BUVsbWefPQNI0BU6dy+H//NwOnT+/qy0+xB1IiUYp+wRNPLMVxFH6/i1jMIhSKY9uKcDjE9OmP8v77PyQnp5uusBuXQn25CESteP3i6Jn/Nnznqu55no7kDABNdl11XWPqlMHM/mwdynBwmW5iDQ04iQSTL78cgMzBg3H5/STC4baw6pbqapRlESwsbFvYB/LyCJWXs23hQkoOS+7cblhMS0U5kboWTI8XXXPwqQhGQznNv/8h6T9/GIYd3P2v8Wui6Tolhx3WPt4e4KuYTDYDmuxaxZP11Rpywc4x4Lb8/rU72RVyRo7ke089xZInn6Ry2TKKDz2Ugy+66GuX+DVt3Uq4uprMIUPaXGw9QQ3VvMnrRGlvozGIwZgYrGc9drJKXqHaAoQVigQJFA7VVKdEom8AluVQXd1CerqHQGD3M+ooUZawmCDBtmMmQJCyhOKNUIKhpqetjCvflInzZ80FXJq1XTu1yMNgrQJ9QHvdl1MHof+BzGfAd4nkEtnlUnamouKqCf5yr8t818RlF7zAaL9rutFeEnB19l49XM9w/i/h81cg3AxurwhEVgIOPw0Kh/b26FJ0AUdJlklQ71wG1JNkGrIYDeiymePXwYO4f3cWwttXua5c5hvBDu9biwPXVcC8Yb03rv3Jlri0VA/o8EUYPk2KMoYm78WvquRce7BXzm9npMtXd7EmJgJRrtHuWgo58LNKcRPlGBJHMK8CLsuQhXJctYdn244IJ9/vwphqLbimQrr2tXbxOswHdxaI0FJvwyvJTLyFETle3JpcWs5Ph5/m9Ew6RLYBV2TBHbVQmpDW9kqT35uavEcvl4h7aH1C3pu1Cfh9DbzeDA8Ude2cUDxtGhe8+SZbZs/GikQomjyZrGHfkA9GHyQlEqXoF1iWg1JgWTZNTTFUh96Iy5ZVMnPmP1m48IrucT1Emnd+9tV1aK7v+uPvjPEzRJSqr4SMPMaNyceINPLluhaamyPkjhnDoddfT9EhhwBguN0c9ctf8uGvf02suRnT4yFcXY3hdpNWtGPacqSuru2/bdNDtLERwxNA1xyyVCM6ClAktqyEu/4fXPIHmDyzZ15rH2CUu707g67JTlVMSZ11oQlPFR8g7af3gswhQzjmllv2eLv6DRsoX7QIdyBAwaRJfH777WyZPRvNMMBxOPiSS5h61VXd7kBycHiXd0hgEUS2GcO0sID5ZJKJjoaDQ+fGqYIbNzo63gO1i1SKNt55Zx1/+tNsysoaiUZtjj56MHfffTJ5eTtPgm6mCWCHrmTNVjq2FkPXgp1+79Z2EZoafR00F5CA1mwiLQvs9aBqwciHrKch8gokFoAxGHzngDlyp+NSCpasgtIKGFgIB49pvyzV2cmSh+0+Yiawravb291F/iC44xN45CZYPRc8fjjpUrjg5t4eWYq9oMmGV5vFyVBgQokpJTi1tnwWzk+Hq7LbF9s9xXfT4L0W2bjxJz+q1ZZkdw3dB+ecraRUc0EUsnRxrvR0tkzEkYW1b7v3you0D+9vZXN7S9QRt+Mzje3CSELBSHd7ZWpAlzLCZxtFJOoJPo+IQ6jjMVttiTPInTy+/Eip1XPN8Itc+EONCEUgc8eTgnB2F9rd/7kWNsTbMy+VknE91QhnpMHF26AiARsT8h41OOKWy9Th2SY4wg/Tu9F5phS8ExJXW5PdHmrt0aSUucAQ59vWhLif7q1vb/YCkKlgaRQ+bIFTuliC583IYNR3vtPl15Si66REohT9gtNOG8nChdsIheKopD209Xsw6Gb16lpmz97CjBmDu/5kQ8bLg1sJMJOzD6VkJ3Ts4ZIdVLYa0nIkV8HczQzFtiEWlvDO3S2a3V74ycPw/J9g5RdomsaYM85kzDk3oTJyd7rgHj5zJuklJax8+WVCFRUMPeEEVr32mizWkyjHQSlF3tixbb+zhk/FUjoubDwqjo4SS62m06w8pPvS4MU74ODjwDgwTxGnBKHQgDIbDEeEIqWki8Mtud88gejroJRi7t13s+yZZ6SjhK4Tqq7G7fORNWxYW8eJLx95hMyhQxl58snd+vx11BEiRKBDYHA99ehoWFjkkksDDcSRFXyrYKSh4SeAFx+D6YbzQ4o+y8KF27jppvcpK2vCcWRG/9prq1iwYBtvvHEBX31VTWVliPHj8zniiIGYpk6AIAqFhUU4+U9HJ+BqQVcuHNU5EDqutittUQrCD0NiDqiYOEL1fDBGdLhRUjTScyBwOXD5bl9Hcwv8+A/w1dr2QNGJo+CuX0IwICK3o6TbTseFTgI4tC9lzA8cDbe+1tujSLGPNNpw6TbpauTX4LOIOB+Gu2CwWz4LjyUX/Nfl9OxYDvXBNVnwYH172+1iF9xe8DUcFSoO1nJAB/MgLExurIRPw+2bRX+vh78W9GzJl6mJuOvISNpoFSwO9LYKd9SKQOQGTB0SDkSATQkRHNKTb4BXh7JEz43DjZQsdqTRae/S1YpHl6ykczPg9HR4rF6cTmemw8zAvjcKiCtxUuV1+INrGmTr8K8mcblXWuIechDRylZSVnmoTxbus0KdRaL1cRF4VscURm01xWuWcES0jsOPOYKMgQP3OKa/1MLTTe3u+nVxcddP8HR+nZomgqbq4Kxq/b1bk4ynU9KgyoInG+Qzlq7DFC9M9cFkX7vIm6Lvc2CuAFMccPzkJ9N59tnlLFlSAbQLRG63gdttkkjEWbGipntEorRsOPVqeP1v4h4yTMkFGnwQzHkdls8WwUghZWLXPwi5HTJzNn0FHz4Nyz6Ghirp6JIzAE6/Dg799q6fN2cAXHMPxKPys1tm+7u7DuWNHUver38NSOJ/qLycbQsW4A4GcWybRDjMuLPPJnPIkLb7uPMHsDx3BmNqvyDTjEGyp06d5cFXmCfjra8SV1Nu92YB9RWCOpycBo/WQxRAyQTtBB98v+eqpfYb5WxjLnOoppoMMpjCVIYzYs933A3b5s9n6dNPE8jLQzcMHNumZvVqEm53mx1YN03cgQBfPfNMt4tE2zuE7OS/VgeIjs4AiilnG3HiaGgYGGSSSR55nMBMXPSFsJYUPcXTTy+juroFpVRbTp3bbVBW1sTMmf+koCCIUgpNgwkTCrjvvm/j9/sZxWjm8Hnb8WRjgxni9JzlvF8znRxDdvhrbQnObbHhrFJZUFzle4vj1APoegk4G0C5wKkAZYARBNeRoEtdQm0DbCyD/GzIK0wG5O/kBH//s7BkNRTltW+ILFoFD74AN1wqXX8uzYSHG8SVYCYziUZ74MTgjo+XIsW+8EqzCERFyZVCqSVdxrZZ8rtqW1pl31Eroe6H9KBRU9PgR1niKFoeE0Fh4nYL2PpG+NuzMOsTQIPvHA3Xnr2QDG4EFU5OdTJ5X/87n4SHUdShXDPkwK+rYNbgnnNFuTQ4MQBvhyBI+2c7CpwV7GPdCbuZsAMvNMo8y0yKBC4dNFtc3NV2u0gUcnpWrDsmAHfXdc7QadUtsjoIN7YSMT7LkHKrP3dTpbpS7eJ/RzTEzfRpi2RtOar9NkYyFiGWnAY5HaZDc8Pi0Kp3FKUtMSw7DWPI4eRVlnHSnQ/zi1OOYMRu5mPlCenWVmi0X4+GumBZTMSewuS0qcWR680Er4hXreuwVmzEdVRnw8Vb5W/qOLDeknNJgSl5eX/MgyN3buxN0cdIiUQp+gVut8Hnn/+I449/grlzt2IYOj6fgdfrwnFk0n/wwQXd94QzL4EhE+CzV2HNXCkzWz0XareBPx3iMcCB8vVw5yXwp/flfss+hYd/Bs11kmuk6eI08gbgyd/I9z11SHPv21awbpqcfPfdrHrtNdbNmoXh8TDmzDMZcdJJnW6naRoTf3M7b111JUeZq8g2I4QcF4bbQ/rAgeJ+0jR5nQcoC6IwJwLH+WXXJqbk4lhly2Qmox9v6VVQweu8ho6OBw/NNPEe73A8JzKaMfv8uOveeQdd19GTTrVWN5FtWcRCIbzpcrwYbjfR+u4vy8whBz9+YkTx4EVHRyWlo2DSXeTGTT4FZJLJSXwLkuHVaaSlupp9AygrayQUSuDztU9tNE0jkbCpq4tw8MEyy1dKsXhxBS++uJyLL55EEUW4cKOIoVD48JFJJlb6Yq5wDua5Bj81NhzjgxpH3BPpyVWFFfkn68w0RrrT0IgkBSKAUtBPg7Rf4zhw9z/hubehpQS2Hg7uATCyEC7OFsGndWGqFLz2EeRmtU/ANU1+fv1Dbr3akwAAIABJREFUEYkArsySkNEXGqXLzMxM+F6aBPymSLGvqKRjYUsCXm+SsptWIo4IHQkFi2LJ6yayeP3RNvhjvmy+9CQ5Jhy9k5VLNAGX3g5bNkB+cgyvvG+xfHktT/xKw3QnO3c6TbzXsBAvg9C09gcK6lJytCYO43rQSfzoAPjWZlmA68nOqpO9cP+OKQEHFC1OMvdxu8uwX4MWJf+/xYFmR1xF5/fg9LPYBbfkSY5OoyVCTI4hDpeoko0AS8l88DtBEYi6E48OR/jgi0h7iaNSUOfAxRni1NlmSWmZiYylVbzRlQhJrZ8zpeR1GBpUxGz0SASfBgnTRcIX4MOTv8/Iv9/Mfx91FO7gzncQ1sbl/h03LHIMucZtbQ3rRK5Rt+eLODvcLeVyeUmhNezIzU5PEzdUdbJkbV5chGW3Dg02DDThpip4c1BnQS5F3yQlEqXoN/h8Ll588RwOOeQhwuE4LpdBImETj9tMmVLIYTlV8PxTgIJDZsLIKV1Ldhs5RUSh+W9D3kDYskJ+31Al+QpevziKVn4uYtIR34WX7gCPDyoawO0TJ1I8Bk01kFUI7zy8Z5GoC5heL+PPO4/x552329vljx/PWc+/QOk/7sJc8E+yMnMIDBiIYejiIpr+XfD3496ee+DTFrmgRZALl65Bji6LrUVROLYf73IsYB4aGr5k/o4HLxo6c5nDKEa3iSVx4sSIEugQ2Ls36C4XLp+PeChEx5CwaEMDI7+9G8fcPqKjM5Nv8RavE6IZhcKDBxsHDyKsWsl/h3IYGRwAlrAUe8Whhxbz9tvrOu1wWpaN4yi83s7CUUaGl1mz1nHxxZPYShnppOGnsK1EEaCZCNVOhAR+3Bp8FpU2wINcktXg0iBfr6PO9tCkNDLMkaBKwAlJ57KMB0FP440P4anXwTcKts6U3fNIFZQreADZ0e5YrmPbO7oKNA0Sduefjw3073NVir5FNBka/GlYnBVbEuKmmJIMrc3QJRw9ocQh4EuWwfiSwba31cLxwc5lKN2G0wLxjyX43TUaXIdDUuR5ugFuLYUtM8FnQXwdDF4GhdnVrC0bwOerD2HA6NXU2GCQjlIt2CoEHa4Rre6OnvaaZhgwZ5i4P5bFpFvXtG9AV7McQ7rFbkuIWNQmeiBzr+k++f1pQekqltfDq9PvpEmuz4KIjGWaF76Mwp9qxD2jAWemwc96qIzyply4olzKymzkfRjjhksyYWlMQrMtZCNgeUwEtHRdhKQz0uDIpGuv2pbHQIFtWejKAU3HsG0i/iA+K8bqYROoWLyYQUcdtdOx5JriTOp43dQ1KDYleynHgGwTTgqIwAbw10L4eaU0UNCRc8Ef86Xz2h21ck6oSxZctP6tLeTx4w683Szi1Lstcv/T06ScNC0lHPUpUiJRin5FSUkGH354EdddN4slSypxuw3OOmsc98xcj3bPFeLcAZj9Mhz7fTjrp117wvefgEAauNwyK7LiIvwkYiIG6YY850dPi/hTXwHpuZJn5E5uR5kmhBqgaDhUbenaeLqR9OJiDvr1HfDFUfDKX6GlAVBw2HfgnBt7e3g9ik+Tzg31tlygTWR3p9DoX51SdkY11XjovBXqxk2IEHHi6Oh8zmesZhUKhRcvR3IUI9h5gG4rw2bOZPXrr+PYNrphoGkawQEDqF+3jkQ4jHIcrGiUYEEBB190UY+8tkIKuZCL2MRGIkTIJ581rGENq9EAA5OjOYbBDOmR50/Rt7nwwok89NCXbN3ahNdrJpsdOJimQVFR511Ux1G43TIjDZKGoxThmmoat5Rix2K4MzKYm3siq0LpFJlynpgfhiYF9Y4smoe6YKV+BBN5mxa7kAwd0HygxcCcALo857NvSpbQ1nEyaXbHxWBaVwPDiyWI9LIs2cnWNJh5BLzzKRTmtY+3th5OPXa/vI0pviGEHHiwDl4PidiTbcDmhOz2a5pktyyMyWJurEcWjduSLbENkmIRkpHl12VxvTEuZY/dirUJGq8Apx5wkg7t8ZB+H7dUB/hzXbJNd5osdjcdBCgoWeTQYAd5fssEzhq2Fp/mkACm6Z/weuwMssx2B1+dAwNdMKIb24vvjsP836yW97oGv8yFq8pl7kXy2DGAa7Pglvye6da1O7IMCSxv5ZiAlE1W21LuFehBV2axC14qgY/DEgY90i0ZQy5NxnBDNtxXL8fzEJcIbKelyW3GuNvfK58mgpZD5/I1pWmYdnsXA8O96wN7rFvEqJUxyDfkcRqTIvCPc3Ye6F5owuMD5HwRVvK5aRWHB7mkI1ur8NQ6MIXcptGBe+qS5WmG3P/RehGn/1UiZYgp+gYpkShFv2PChAL+859LsCwHXdfQqzbB//0vZOS1By07Nnz8rLTbLd794ne3NFaLGASQmScikG7Q1pvBSkgodVONlJKZLhGTPD4RlAxTfvb6oKURhk3qykvvGaZ/F6aeIq6pYKZ8HcBYCj5ogcrkrryO7HBYjuzs769J4t4QJ04D9fjwk8buHV5ZZFNNVZuTCCBBAi9eXLj4hI9ZyQoCBNDRiRPn37xPgABFDNjl45YcfjjjzjmHlS+9hHIcNF3H5fdz5lNPUbduHY2bN1M0ZQqjTz8db0YX2n7sAS9extAexF5MCdM5gggR0kjD7GeXNce2cRIJTG9fShzev9jxOFvnzydSW8vAI4/En7Nv27dFRWm8886FXHTRqyxfXo3HY1BYGMTjMcQlmcRxFM3NMc48U46j0Yzmi7oPCG0sxbQ00HWaVJi52wYxzBvH5XLxVVTOEzpyDvFqsCEBL+uXM8L1GYOoAMcPKiIOh+DP22byjSFwuSCcDmYykLU1j6S15KTebg/0vP4HsGwNbKuiLTi7pBCu/f7evyfNtpTQpOtybtvfC7EUfY8mWxwdf6gVl0JusmTkPy1yXJe4ZF2XacJoJaG4OTo4GpyVLuUwq+OykB7oksV2qxMnvScWeKHfg2oCIxkKoxQkllLa/Bz3N1yGi+TenQ3KhLgPNo6A0rmFWCrGW+nHsig8jmuNhxmolTHJXEZAsym3ZNGqIWJRlgGXbINj/PI6+3PZeV/k6AC8WAKPNsCXERE+rs6Cw/uQG9LQ2juObY+lxG2engyUjiT/e1/PqT4dTt5FhtwFmfDddBFhcgzI38WY0gxx+7zRLO5uR9MBDUfXSW+uB8fhoG3rKJy067WHpsFdhfC/1dLFEETouSVv9x3/NA2G7GS+fE46vN4MJJ1JjoI4IggZSBdhR8lzrI8nO3Iq+X7SFnimGIpS8ZF9gv41m06RogNma/rdui9BOZ07cemGePbXLuyaSDRqqgRVZ+ZLsHTZGnER6Xq7CJRVAMMPEbfRUWfDh09J+9+y1TIG5Ui+j2NLIHZfxOWGwiG9PYr9wu018GaofdfFSX43kBDDpVE4oY+EvyoUi1nEAuahkI5dQxjC8ZyImx2vzgrFUIaxgfXEiJJGOg42UaLM4BjixFnNqjaBCMRlZJFgKUt2KxJpmsaRN93EmDPOoGLRIlx+P4NmzMCXldVTL/9r403+60/Y8TgLH3qI5c8/T10owrahY1l9+Y0MmzSRq7O366B1AFO9ciUvnnMOjVu2SM6VaTLl8suZeccdO+3quCeGDctm9uwfsWFDPWVlTQwalIHXa3LttW9RWirt7pVSnHrqKE47bRQAafEAnlvmEPnRYJx0E3QNczMo2yJilKGNHE3IkfyMuAILB1NzSCiTOfES/qI/wxOZL4K1BMxh4D1Xvic57jB44R1Iq4XKIWBYkLAg4ANHBw+dyyvysuG5P8OnC2FDGQwrgRlTwLuXx8QLjXBXnaypbcTh8eeCXS84UhzYLIrA+WUibrZ+soa7wJUUiVya5AzV2SIcgQRU65pk6eQYsnj7MgJXlkvreI8ux1elDdN8PbC4cxrlc6V1yJzUNNAzCEfeJKEuw6WBborByE5IdnzChGBExzfAYvDIzTTYGTzo/JC/GDfwZOUPqSOHuw+SsOQFEXi5Cb6Kimj0VUzmCI8PaA9TTtE9HOSFv3RTAPT+Qil4qQnur5fMpDpbNgvSdRFJfpErx35349e/3jzgF7kiWL2hDEoDQexEgmCoAcey+NYnr/KD3/x8t04iEBfhXwslfiGmko6ifRS/RrjhrgL4Y42cF2ptEVzTDQm6P9Qn4nS1BVstce/rysGqr8Pz8MPcvfhTzjzzFCZdfDGe9AM3G7U/kJoqpOj/uH3tZWYd0fV2F9C+curVsHqedPryBiB/MFRtgrQcKSszTHB54NtXyu1Pu1bEo8/+Bbkl0FQrt5t4LHznShgyvmvjSdElaiy52Gu0tztVyS9vMpBzZ92GeovNbGIOX+DHDw1Rmv7xKYvevY+1nkyOOecaDjrvPAyXzMptbD7k36xnPRoaTTTRQAOFFHEMxzGWcTTSiIbWKYMosbGaxLKNlKeVY00/breOFk3TyB09mtzRo3v8tR/ofHbHHax8+WVCWXmsy8rAs2Ujo399NYv+8hSXDRrKPwb0QNlGH8NOJHjp/PNp2LQJl8/XFoQ+//77yT3oICZfeuk+P/awYVkMGyYCZiON3PBCCaury9Ar05iWPolxQ9sF0XBtLa4FVQwug0SBGy3mQFWcwA/qqXL7SW+Monk8GJrNYTnzGZW2DFNLUB0tZHH9DFZY+RxbfS3fTYPr03ds8XvpmfDxfIh9Ds4ACLnA5UDhIKh14GfZO+a4eD1SdravfBmRbIhsQx5bKVgTkxyJxwakHEXfNFZHYcYmKe0wENHQAdYlZJE20C3ZJKUJCaFt7cdea4uzZnyHy8JknyxM/1orTjVbSfjy7/N7YuTijNihH5RSWMokkAw+VgqUD4glfd4RMCZqFH47jRXx8eQZ1Wwih+trHmNd00G0uCC+HmZMEgdFjiGCF0A6sDkOrzXDDw9sY3WKr8GsEPypVkTRJrs9syjdJULHFdvgphw4KiDOuv1NQIc7C+GGBKyJu9hYHyHUUs20rBhT/ueGvXIpZ3aTKHqYH/41UObcGxLSKEYDjg9Irtkvq6DcktOMhsKzfhWa45BbvolwYyOf3nEnix9/nNMeeoiiyZP3acMoRdfRVIfA0d5m6tSpasGCBb09jBT9jZZGuOU0MAwp/QKIhiCRgFtfl5b2XaG6VNxBG7+C4hEw7BBY8gFUbIQhE+Fbl+7oVgo3S4ezrML2bKIUvc6iCFxdLrXX4WR70Y7Tz2wD1o3s2Vr0veE1/kUVVXiiBlU/fIjExmr0LD+OnSCzIcDImSdx4m23AbCG1XzA+wRJI0EimUEUI510fsTlmJhYWDzJ42homMqk4c5ZtLwwj9rsAuoGH0KeK8i111/OwNFdcN+l2CORujqePuUUvDk5zI8bqKQ4adZU0nDy91h6xS+Y4ZeJXyu2konWnLBM5E4OtodI9le2zp/PP088Ed3tRtfbP3TxcJicESO4ctGi3d5fKZmA1tuS6bCz8pBKKniD17Gx0DGwsfHj53ucTRC5Xli1VTx55KG4o40Yhk48kMuScg+bx4zjP/99K1EjE2tgFkcP/IThaatwOQEcdKJEcKNTUXcuETuTagtmBMS6vz2NzfDmf+CjLZKZEhkAg/xwaYbkYuxqDqyUTKr9+t6Vv9xcCf9u6ewaUsmOPS8NFKt/im8O55XCS82ti7Jkhk/y/2XpcKRfHATzIlBgyLGmEPHkkQFSgrY9YUfKRTKNHl4cN/4Y4l+AkXQTKQXONlaYN3J+7QVsSUBzUvxykl9epKNSsSUCWes+YrAOlAHuMri2Cc75f3DZtnbnVCsNNhzkgQd2ba5NcYDT4khOzq+rACWd9eZFxHHX2p4+TRe3TLYhZWonBeG3eT0U3n6AEFfiaPykRd5HVzQEW0vJrSrj23f9Evem9QQ0B5VIkDFwIJMvv5zpN9yQEoq6EU3TFiqlpu7pdiknUYp9JxqGrz6RLJviUTD28M4lX/uLQAZc9Vd4+EZoqJYzt8sLV/y56wIRSGez837Z+XdHnrH7+/jTDujuYP2VIpdMIEtMWVxayM8KORn+b17fEYgAIoQxMIh8tBJrUzVmkWxrKnQCvnw2fPghdevXkz18OGtYjYmLFkLUUgvJHk2VVPIar3IGZ2JiMp0j+A8fYX+6gabnv2DOGZezeNoZmLjAsnljTYRHSxQFLo1CM9VSuydoqaoS14xukFDtYemOx4dn0zoydLFjt2IpuLES5kZDjMz8kFz/GpYrnfHxiVzkPrbf5TC1Eg+FcCxrh51OXdcJ19Xt9r51NtxYIaUhrVPHq7Lg4sx2wUWh+IRPUCgCtNeQhmhmIQs4hmPBtjEf+xkTCx0WrrLx+3QSFaUUJwzMZS00vjKH1UcdSZOjGDxwDeHSNFRYw44DXj/BQSGy/MuxQkdSZEqmw6Z4e1ZD2IGnGiQcWB0Mpx0J92Tu6DbaGQsi8D/Vkh9TZ0s57HQf/CATjvXv3g3UkGxX3hFNE19Gi7PTu6Q4gFkc7fxzq5vWQdp+JxwJb57hkw5LGxIwzCWL3l11HPLrMGF/VPkGb4bGq8DZKuX7aOA+jtFpZ/HtOLzQBC2J9kDtgaa8FoCIDv5KiOeB5ZbyzrQNwPuwbgYYSgT41uyvVuJKSu1SfDPZEJeQ7XpbNhVNoCKZY9n62Wly5DjxJH+Xb8CsZvncXNb7Vfh9FrcGDxdJyeqsEBjxOGPn/JuJcz/As3k9uEzcpo6laeimyVfPP8/wk06iYOLE3h76N47UKTDFvrHic/j7dSIUtXb5GjIerr1PyrL2NyOnwP+9AxuWAAqGHtz7Dp7acnj3EfhqNqRlwXEXwmGnpnz+vUihCd8KwpvN0jFiWwJiyGLqrgK4rBs0xe5kEENYymISK7e1HTcODgYGpu5C03XqN2wge/hwVMwiOm8NjY2VGOML0YfIi1EoytnKZjYxjOGMZRxB0njrzespHzmFJdPOIisUwlRhFFCWW8S3NjuM9RqYGlyWKYuG1GHbfaQVFwOgWQkMXG0LFCMSJjx2Ii0KJnaIEPioBT6LxDi6+FE8Zj1K6SgU67VPeVxt4jLtsra27f2JoilTML1erHgcM5mZoJTCsW0GTJmy2/v+pkpaBRcksxMSCu6th5EecUWABL7XUt1JIALw4mMTG0UkWj0PSldyyJET0NPLWLKkjMaIIjOgqBx2PHZ1DuGH0skaWgfDFVa9KC2mX+Fxh9FizQTdS2l2DSeaKMTUxEY/xC0Lzx9XSKeXrGTXmIfqYUEUHirasc19R0oTcH2FLGLLLelE5dgiFi2Kwo+y4L92cr6KOpL7cKQv6TrTxTHSZIvY6NdheB8M50/RsxQlN0Y6Fm21Om+8mnTsOyUI12f3fPvxvcbIh6wXIDEfnCowRoI5FkPT+EM+jHbD76rlWM8zRUxdGRMHnmNIw0FXI4xdBBWroTkKVhi+HAvXVkjuy/LkuUTXRNhVwDk9138hRR9GKbilCkK2zBkrkuffZkcERVOTc2lrt64E4rzTNXEUPd+UEon2RI4JTxXDf1XAxjUbmfDGP2UdqSBotu+guPx+lFJsmT07JRL1An3tUpCir+M48MKf4JW7IN4ChlsyeYaMF4Hmo2fglMt7Z2wuN4ye1jvPvT2NNfDnS6TkLC0LKjaJqPbRM3D+r+T9Sq26e4XfJDs2vNAok8mJXvhFDoztg7nHBzOJ9ayjZlAARzmI9wmyKUiGKSmCBQXUb9hA+TV30VC3CUfZOGgY502AG6bj0ly4cbORDQxjOAADGchQayjvTBiL29Exk2XHNZl5hIJZuJB8Bq8G99bJxPvUlDGu2/CkpTHxoov48uGHKfZnsEVz42uqxw4EKTvlXOKq8yTz/RYYFFyCx6zDUe3it+UothplbGA9wxnRC6+ka3jT0znyF7/g41tvJZ5IoOk6yrbxZmVx7K237vJ+VRbMj3QO13Rp4sh6obFdJDIw0ByNaHMjhm7iDgZBk/yu1lIzVbmZ+oTNmrhOfNQgDhpZQvOKCgY6tdSaXjbUjMZRGvEqmS6ZLgdla2QPqMKTEUHTHGIRGJz9IhVNR1PZfDBDkqU3X0bFwTHAbB/nAE3C8RdEJcBzV7zWLAsRS0nmikeTx4gqCUz9ZwOcl96+oFcKnmyER+pFMNOS78mKmLR0bg0WGOmGL8KyME4FWH9zuDEHFpRBhHahyEbKZT4bDGO8fXxKopngnr7Dr3VNcoNeahbXhzfZrWywS9qDn5oGbuCDB6BsCzRZUoY28gwYOEIyUzRghl9cgDoipP5fPoxLJQV8I6lKdoTMTzrohrlkQ0IpWTSHHdCSYlFciVDU6jozNRGTUuwZrw4PFMHs4w/hsydHwtKF6LrCRBp7GC4XvtxcwtXVGJ7Uh7E3SE0RUuwdC9+Fj58HKwbe5O5sIiadvIpHwdw3e08k6kt8/qoIRNmFUF8FW9eIwDbndShdBcddAGff2MdnZQcmbk124K/Nkkmy2Yf/BAECnM25LJ05hM8emA/VFtk5A3ApFy3VleSOG0fe+PG8dO65GE0JggUFNNGEsh2sZ5f8f/bOO06q6uzj33Pv9NmZ7ZXei1IUFBQbRUVBrK8mRhNNsUVNjCUxJhqjxhZbLLHkNfpasPeOYm8IWJDeYXvfnZ0+c+/7xzPLLriwCyyy5X75zGd3h1vOnbnlnN95nt+D/cA+5Bw2mTgxXGw9Ih16zDHEF2ygub6bCdT5s7AZCfSUP4xDQYYe5aXYUiKswYGDfRnDIAZ3y8iVrsTE887DV1jIt489hqqoYeUhM1j9k3PJLijgqmyY2Orr8ijIcK0Dc9vPXP5ey5puKRIBTLn8cnJHj+azf/6TpooKiiZM4NA//5ncUaO2u07QSKVObfNx2JE0q2ZKPv6c0PJPaTosC60qit3pJHufUcS8BmOZAsDb7r70NWwt5vVKIzE4l+j6BqrJpj6SjV2LEKyzs+LtsYyZ8y0mJk5fCEzQbAYOZxTdFqVv1isMs/kotEtls3Uxubpa3+ZVahZ6XWzHIlFxXO5NNcmUd1pqG82De4WUIW8WiV4OwL9qxHzYkRq8bI6J91qOLmmjfg3WxGD2JhjukFSha3NhgBVZ1OM51iceZ3+rkmg0Exhul5Lko/ZAZaYfE5uCewrg0gooicu14lJwX6GUXScfrroZjngXsiKQOxScKUPqLF1SVj8cKIP/gCH+Stumalr0Hpo9u5rx6zDOKfdOE6lkFjflvEkigntzynhNUqLVLTqGTcERPo1JD93NRzfcwOIHHyQWCuHJyiJr2DCpeKrrDJ4+fW83tVdiiUQWO8dnL4LTK0/h5ukomx3CAYiHxR+oK1FfBZ+/DBuXQJ+RcPAJkF245/e7ZjE4XZCIQ+nqVBU0TSqfudPgo2dh/6NgyPg93xaLNlGqe9wA3biZlH44wx96iU9uuomyxYtJaBpDjj6agy+7jIYNG2jYvBlvbi5uIE6cuB5HOQ3cL21GO+xgTGAEW1ckGzRtGkcueYjvDZNYTAxwDE3H6Xaho0jTQBFnZO5LOG1VNODEwKCEEvZnApOY/ON/GD0IpRQjTziBkSeIv5lhinGsS/1QOz7OB7dHMkQjSvVeDUBTJhrgo3uXiR0+axbDZ83q8PL97JJa0mRAWitvn4AB01PZzoHSUt694goyMryoHA+hfdOIReOUb17JEcNOYaQ+irgJt+ZO5ursARTVbKDBl4MTyIxV823O/jz27Yk0xdOANFwOg2Uv9CVWn8GBv34XpUw0TWEkdJJJHQ1wqgRZGa/RyC/wk06+bUuRqK2wKYlm3BEHuCSCzJmqTIZqGbh4FNSZYirczCP1MphpNkx1KBnAhAwY7ZYqPIsjLR5sFQnQI+K78VK/lspOFj0TpeC8LElTLImLcLg9r6GuxLcRuK8WVsTEbP3cTDjE88PlBjng+b4SARI1YaRza/NgpwPy9xUfmdbnuolED+mI4Jq7h4/HomsQM+V7b2uSMM8mpuUroyK6g3hV5tvgqlw4KfW43RgT0/P6pPQlE8g9+bdWqtlO487K4ujbbmP0yScz749/JBmLEQ0EUEpx6JVXkjFw4N5uYq+kO4yRLLoS8biIQmlZ0FQrqWbNBBvh2PP3Xtu2pWIj3H62VBpzOGHpZ/DR0/D7h35YjayzKRwMqxdCMik9fE1L1Wg1weGC2nK4/ZeQkQdjDoOjfilRRxYW2yFz0CCOe+ABYsEgms2GLRV+G6ysRCm1pfJDPgVUUUFMi5CIx4gT53COIGeb7q+m61z0+3Mp+b6cN3JzMW02nG4PSTT2cUoHyudai12vxoOf5ivdwOAbvmZfxuBlL/iP9VA0JekRbbG/Cw6PTmad+RWKOIZpk+W1BA7lZAy9K1ffpuCvOXBZhUQVNYf9D3fCiam0yLXvvEMyHsdjc+P6bznxLBvJDBvRZaUMuO6nqMmKgAEBZeOBM+7nuPfuYv+lbwPwxb6z+MuSK3Fma9iqdeIJjUgCok2KpW+Owe4LMvGnX+LJacSMa6R7FQ4dkmiAyUpWcACTOMgjqWalCchNDcirUj4XU9oY6LZmpg+ebJRBr6nEawglprx1hhzryFYRQJVJSN9G6DGQVLWvwhJRZCCdPoVEXDkMIAmfhWGqdSn3ChxKBJXuwLcRKS+uK4mC2xCD35fDjXlSEXBblIIRO8hKOcUPt9fIfVZLia9VSTjSK6kvFj2fsjjcWiNVyxSSUpini8B+TJo8a5WSCMvzykRMTyL9oWlemNMq7X6AA57pB28EJMpopFO2sTNVKC22pt/BB3Pm229TunAhyViMwv33x53VxcxCexGWSGSxY0wTVi+CxfOkqkSfobD+WygaAhvCEItAMiUcjZsGh5+2t1vcwqv3Qrhpa/GloQpeuAMuum/P7vuQU+DTFyESSIlDBsRjIgrVlkNtCag+4M+W6KzvPoQr53ZONTaLHo3Du/VoLnPIENxZWUQbG3H6/TiwU2gWUR9Ost+xZzOB03DSds9Z1xS3jClNgoowAAAgAElEQVTkF1HxSKmMw9MBCaVuMiDNVgxoDGhV3lhDQwE1VFsi0Y+EUnBORgYLE6fylvYSSS2MBniVl+M5cYu/Tm/iEC882RdebpSqM5OcBhM2LSNQEcU1ejSRhoatSubaaxPYaxMkGuJEAwFABp5+DSo92Tx5/N+Ze9zfAFi/SiP6rpjbpnkhGpOXYUAiAZFVw1HqC5QySfMoHHbxOdLRceKkgUZABuQPFMFN1eJ3YiJREFdkt18i2avBw0XwVAM81yipZR5N0sYOcMsgpnXE2XgXfB2WmW/DFLPVDXERhmKtcicSSMfPhaQdpWmSImFh0dX4d60IRM0Rcxk62AzxyZvh3fls/dPSYUkU5gdJybmSKnR5Tme33KIrEjbg12USVZmnw6ooPBsV0XCQHZ5oEOF9ikfEoBf7wedhuT+OdEh00bbnXJYu1SYtOg+7x8OAww7b282wwBKJLNrj5bvhvcfkzqiQHrLDBU31kF0k1c10HX5+naRydSWPnaWfiAjTTKAWKjfB+iVQVwGzz4f9Z2y1immaNGzciNI0/P36bTXI2CkKBsKF98LcG6B8vYy6s/tATh9Y+RXodsjtJ5+lo0CEo89egqN/uevHa9Er0XSd6f/4B29cdBGBsrItkWtDjziSyUeejtbObV4p2NclL4AT/NJZWhODUXYffoe5VbluM/XPTTc3suiGTLSNYD8uo5QSFIoCCrH14sf4YAdckgO1a9fy9m8uYV5lJQC6w8HoU05JebubW+7jRkKM3wvGjQMkAun8LPhHldyiPZpGZQTCNeCMQMwApxNsNnC7IBKFDB/868Is0vpM51X9BRQJkihs2MgljygR+tJ3SxvzbXBHgUQCmYjI0x5JU1LDqhIye31ulgg/JQlJR2yr+tRFWfDrUiiPi0BUnZQZcAcQ22ZZHdC1ltLfI7tJZMmeIlxXR6ypCV9hIZqt915PXY0VMRFxW+NVEpkXMbcfebk97Apuzpdn27qYXJtj2xj4g6QQJVIpnV2pW2ux63wYkntqvk3SDqtS6cpREzYlxPh8ZQzeboK/V0lV19sKLH8qi96L9TS02D5l62D+4+DPEaPqZKosRNl6iShyp8F+R8K007tmBIzHL55Aug2a6mDjUkBJilxjFTz8RzBugIkzAahavpz3/vxnAqWlYJpkDBzI9BtvJGvIkF3b/5DxcNUz8P0n8MhV8hnWloGRgL4jwNUqCsPhgjVfw9G7f9gWvY+C8eP56csvs37+fMJ1dRSMH0/RhAkobedj6Ic74do8+b2RkTzNN0SJ4MSFiUmQILnk/iB9rbsTDMaoq4uQl+fF4ei68eI6Ov3ov7eb0WUwEgneuvhiIvX1eHPlnIyHw3z3xBMU7LcfZYsWYXM4MA0DI5lk4nnn4c3L27L+ST7wKbi9BBaUgl4M6R9AbY1kCTejlAgrXjc0hWCKPoYmGljEV9hx4MRJhAhZZG2pItiajqazVCbgt2WwMS5/m8BRaRI51M++/fVGOeGxPnBLNTzTKDPcAUNEpaABIVpKnitEAIsjERn79NLCMXUNAR66+gYqP5wPSpGVkc5JV1/FyKmH7+2mWSAVytbFJIKomYgp57ZrNwbuQx3yaouKhAgEC8JynYxwwNW5MKyXXiM9ic1xEc5BRMDmAMuYKd5tBnKPdGjy3T/RIOlnZ1keQxa9FEskstg+axZL5bJN34uvj2FCNCQ9Z7cH3D54/wkYfVDXFImm/gxevAPsBeJPhJK0r9z+YrCt6fDqfTDhaKKBAG9ccAHJeHzLQKOxuJjXL7iAn778MjbXLtZHVwrGHAo3vAUrF0BtKTx3K2Ru4z8UC4PTLSbb6bkw4kARtywsOog7K4vRp5zyg/cTJnwYhHmhIE7PF2S4V+PTFCPVaA7gwO2mogH4SWcWs5nPewQJYmLSl35MY3qPqW4Wjye5884veeGF5RiGicdj46KLJnHSSduvrmXRdSj/5huC1dWktRJ+7G43kfp6CsePZ9/TTmPtO+9g93gYPns2hfvvv9X6SsFkBdEbYVRSIoVwQoMbaurBbhf/knhCBKI0D4xNecAfzBTyyWcp3xMlwljGsS9jcLDroTk3VIlA1GxsbZjwZgDGO+F/2qkLMdgh3kJfRcQD6cuw+Bl5dYgmpfobyCBIA36TAbfk985IiaQJ1112NcYXH2Pk5IOmURps4v8uvYLfP/EoeaNG7u0m9nrOyYSLy0E3IE1B2JTB/ZW5e+acTZhwfpkYe+fpIhSsjcO5KXN3f9edO7DoAEMdct8DiSJVSOB1IuXX1pyCqJB7ZcSExxoskcii92KNQi22j9MDNWWQjIHNIallmBIJozTIzIdgPTxzM/z56a7X05z6U6gphk9fknY2tzk3NQvv8kJNCSQTbPzoI2JNTaTlZIuQpOl4srNpqqhg8+efM2jq1N1ri8sD446Q39d9B1/PE38iTYdAnXzOi96Gb9+XdmYXwUX/tsysLXYLw4QrK+CDUIL9817CZWugMuKhn90k7viOKio5gZN2KPgU0YefcSaNNGDD3uN8iO67byFz5y4hPz8Nm00jEklwww0fk5vr4dBDB+zt5lkgaQArohJRMNKx9aMmHgq1mRasNI1YUxODp09vt3zuh19BUxgKWnmTTBwDny6WWg12G2SlQ0Ya/OpkKEwF0SkUQxnGUDqnEEJjUjwwclsNRjUlg9MXAu2LRCBRFjqSIjHIDutSEUlOJak6fl2ih36eAQe3Y57dk/lkXRnml5+gcvPRUyFjeloaoaog7z31HD+99i97uYUWUzxwSx78q1ZSLbN0EYhO9rW/bkcwTfGb8aa8vhaFoTi+deXBbF3SN+cHJRXbovsyxQNDHLA6Cmk6YEIYGQhH2VogAnnOhI291FgLiy6AJRJZbJ+CQRLhYrPL3TIZh+bBZDQsPz3p4rkTCoC3iz1BdRucdiXM/A3cdpaYVme0zDYTDUJWIeg2wksXYmxaARWmCDdZBVA4BNMwiNTXd267zvwbpGVI1FAyIYYXHr94FDUPdmpK4MnrxNfIwmIXWRCG90MwzLuBNHs9CcOHXcGmOOTb0qjQKiinjEKKdrgdhSKdnufOGI0meOaZpeTlebHZNGKxJOXlAerLa7ny3Md56KHjGDWld1UO60qYJvy3Hh6ok1ujYcIwh3j85KV6L3n77gumSTIWQ3c4UuuZmIZBvylTOrSf6jopRNkaXYNh/WH2EZJe5nLCcUfAge2dDqYJ8YUQ/wqUH5wzQO+Y2J+gZaDSmqQpA5urKyU17Ni07ZcvP8QjYlpNQiqrpWmwPi7C0R35MMvfvml2T8Y0xdD7y+oASd22RSBqJulwUllcspdaZ7Et09PElytqitDZWXORnwThphpJ79SVGBWPdLSkILXGRHyQLLo3DgUPFML/1sGbTVKNrCYpz5VNqe/Xp8k5FjXBSdtV9CwsegtW0UeL7aM0yB8o6WXxmPSuQCJwjFSPOpkQEcmxi+lYPwbpOfCTq6TNwQY5jnAAgo0w+wJY+RV58+5AxUKYsYik1FVswty0AqUUuaNHd257HC447U9w64dw03uQ0w+yton5z8iFVV9JGy16NLFgkNo1a4g0NHT6tr9M+So4bbVb3ms+zQKG/NJA5++3uxAMxonHk9jtOtFogiVfb8Jb+j39kpvQKjdgXHM8q266quXeZ/Gj8nkY7q2DTF2ia/J0WB2DqypblnFnZTHpd78jXFtLU0UFoepqmsrKGHD44fSdPLlD+xk7QuovtP6aDUOulZ/Nhn9eAdf/DiaNa2eQaiYhcCU0XACh/4XgnVB3IkQ/7VA7snQpydy62lgwCd9ExIj6hUb4XTmMWgt310Cgjapkbg3uL5TUs8qkpEwc7oH3B8KJ6b1bIFodhVOK4SfF8HDmEF6/5CZqs/K3WsYWCVM4qWPnjcWPg1Li6dVZAtHyKFxaIRU8822QoUkFwfeD8v9Gq/uAacozdF/Lk6hHkK7DH3Jg3kD4YjB8P0SqZB7nE5+riCkebiCC/HlWqplFL8aKJLLYPgWDRGBJz5UookAtVBfLU9OfLaJLfSVMPR3se7E8SlWxtGPgvttvx+iD4Nw74ZW7oXQN5A2AU6+EiUfDxZMo8CYYmO9kfWUMhwaGESNRWkK/Ew4lvf8eMom1O+RlJNvo/Sj5nE0r1rWnYpomi//zH775738xTRNMk9Enn8zkSy7ptAo76brMgsaSWWwbn6Ar6Qmn04Eclh5KZqaL3FwvTU0xKiubKEqW4dbjVMQ8TMmupEnzkfn+EyRnHI4+8ai93dxex3ONEj3QXF1GKRGKvo1AaRyKUnkBY04/nbwxY1j92mvEgkEGTZvGgMMOQ9PbDrcpXbSIRQ88QPWKFWQOHsyEc89jyn6T+XgReNypeYSIRA4NG7gTDY59BNF5oBXIJAuAGYSmv4D9VSAp0UU7GO3+NRfOLZUUFxPYGJPPIEOXCBiFDGJurIZPwvBwkaTLtGawQ0ysK1IiUr5VoYmwAReUQcgUwTFb11k0ZBTz/+c8TrzzT9iMJGZTAFVQxDGnnrC3m2uxB5mbmhfxpa4bm5Jr5MswHOqBD4Lyf5qSKlhjnd0nNTNkSGquW/thaq7FD3FqMMkDz7vh8xA83QgNhqTkHueTPpSFRW/FEoksto/dIRE4j1wFmGL2HG6SNC3dBg3VMGk2zLmo7fUNQyqKRUMwcIz48nQmteVw3Smw7hv52+mGM6+F4y5oe/l9D5GXacqT0zThuw+heCVKtzFjrJPVZVFWlUYhbjA4N8GKZYt5fOZMDr3ySobOnNm57W/mwNnwyj3g9Eq74jGo3CjeSZZI1GNZ+swzLLjnHtIKCrA5HBiJBEvmzsXh9zPx3HM7ZR9HeSVVpyI8gJy0dOx6A+GkB6cy0bUQ+RRQQGGn7Ks7opTiiisO5vLL51FV1sBgYlREPbj1JHP6bETpNkIxO+F5T5G2myJRTQLuq5PyunYFc9LgnKwfDvAtWmg0fthJUUpCoEPbBHfljxlD/pgx7W6zdOFCXr/gAnS7HYfPR93atbx50YVcdMvtTD3wMF77QDKA50yFozqWrdZC9B1QjhaBCEC5If491BwC2EHvB94rwNl2tMpQB7zYTzxQNsXh3lqp8rQwIueNRspDw4S1MXgrACe3ofMqBQVWD28Ln4Vk8NfsN6MD4/rmscTtZtlRpzB40Udkn3AaF/zyNHwZvVc47+kkTLm2VsdgVUyiFAfZwZMShc7JhClu8QCLmfCLDDjVL0JSV+fxeriyUsy9NSWpuc/0FdHYYscoBQd75dWbMEw5zzszldOi56DMLhRGP3HiRHPhwoV7uxkW27J5JXz2ItRXwD6HyCtQKxFG6Tltr7NhKdx4KlRsEjHGmw6/ugmmn9l57bpwImxaJulvmiaV2JIJuOpZOOCYHa8bCcFDl8GyT2HTconmsTsw3T6ijQEx69Z0XrNNIxRJEA0EOOmxx8gePrzz2t9MNAz3XQTrvxUT67pyOZ68gXJsZ/xNIp4s9iqmabLxo49Y/sILNDnDZM2ezIhJ0yhy9kfbiczdaCDAZ7feyoJ77sGIx3H6/WQNHYrT7ycRjZKIRjnr/fd3qXx9W3wYNLiyKk6SEIP9iyjyrmGgXbGf1n51s97Ct9+Wc+7P55Je/i3D0kPM7FNMniuCaYItHmTstInYr3pip7dbUtLIpk0N5PTx80eVzua4GKEaiGg0wS0eCVbnrG3mNsA/a6CwVSRMkyFiyRv9d23g9tJZZ1G7Zg3uzJY8gmhjI57cXE597rntrpdIGHz00UY+/ngj6ekuZs0axrBh2VsvFLgWom+A1uJ9ZyZWYSQ3UWcbQFzz4jcVHnRUxv+BbcQO25o04dANgAnLYy2pYkmzZRA42Q23WfUN2uX5RvhHVUv0WTPFcbg4C05Pl6gCi57NzdVwTy00JCW9KI4Ir2OcUh593gBJbetuLAzD9I3S3XZpMkcbBvrbYekQuV9YWDRjmPB/9fBgvTxThzngD1kwpZeJZL0VpdQi0zQntrecNc9k0T79RoiHTmsy83+4XHUJNFZDdh+4ZrakgLk8gCYeQPdeCAPHwpBxu9+mdd/B5uXgTmsZPdidkEjA87e1LxK9+SCs/BJy+kJtGTTVQTyGaQYwk3HsGmwgn7iyY3fbiTY0sOLll5ly+eW73/Ztcbrh4vvhqzfh37+DomFinK3bxDj88b/BsAnbF+QsfhQW3H033zz2KMHfDCd0aC5mYhELS1YwcMB4ZuvHd7jq17t//CMlCxYAoLtcxMNhKpYsoWjCBHSnk3BtLcl4HJtz98WbOuoo9r7GGZ4QZdFMbMrgRMcUxqr2Iy56E+PGFXDn/acQ+fOjZDrCRDUvpgnRaJx+mSb2yTsXRRiMJbnkbx/x2TtrSLMp6kYV0XD2FCb096GlokwKbfBJTYyz/rsQ2/frOaJPDSceqJN2wGGSOmspRxzvE4PRZVGpOJNAOi3X5+/6zH7NypW4Mrc2mnD4fNStW4eRTLaZohaPJ/nDH97ms882Y7frJJMmTz65hGuuOZxZs1pNHDiPhcirYCZA2TDNOInkJuLKRkizg4pTpUwykjHSQ0+g/H/fYVt1BSf4pDNvpBytTVMGtoNsEDflPOqOhAz4OARlcTHYPtQrKTJ7in2dMlA2zJYBs2HKeTTBbQlEvYGahPh6DXfAdxGIIfeVsClVAG/O654CEcAdNRIllZZqv65BGrA5Lulz0ywDZotW3FANt9e0TDhUJiQy9dE+MK4LW8xa/Lh00+6FRZdgw1KY9wis+ALqKsS0058rgkt1iVTwah7oON2SqvbSXXDpw7u/78oNEtK/7UBK06G2tP31P3tJfJU0DfqPgrXfQjwiqV4oKslikb5vy2btdkLV1bvf7u2h2yARA3+WVFxrxuGGpnpY9hkcNGfP7d9ihwTKyvju8ccxZw8jPK0Ae10CTEWyro7ynE184J/PLI5rdzt169ZR+tVXpBUUEK6vJVxTi83hJBGN0lRRgdPvJ2fkyE4RiAwM3uINQgTxKw9+V4QkST7jY/LJI582hN5ezOSD+vHeT6+GZ/6IPdaATZn0ybSTd+AkmHJyh7fzWRDOvvc7il9ehT3Ph0NXpA/KobExysaNBoMGiUBRWtrIxuoIxqoy8j/6km9iOq+9HOTh6Y/hPfJUOOmSXi8UeTR4sFDSQz4PS6rQcWkwYDfSJ/z9+xMsL8fpb6nGGQ+F8BUWbtfD6MMPN/L558UUFvpQqe8kEklw442fcMQRA/F6Uw2yTwTPORD6DyhImE0YChptfdGUdLc0TILKwGmswN2B9l6YJdEucxvFi6jZPyVDk8FtdyzLvSkO55TKoKQ8IZF1fg2uyZV0nz0R9TDcAbPS4NUmiSBRSMriUV6JIrHo+RQn5NzyaDDeLddVbRK8Cia64CfdOMtwQ3z7lYjWx37Uplh0cSrjcFuN/O5qLlhtwsY4PFwHd/VeBwKLbbBEIotdY9lnEhlUvl48ihIJEVzCQfD6wUhIGpXdKe8rBSio2tQ5+x8xWbaZTEpZmmaMBIw6qP31EzERrkDKz4+cBHXlGA21vL/ZT52nCE2Ty8NMlVfuf+ihndP27WEY26+iZLRRxsbiR6N6+XJQiqbDstDCBuL5LEncqjJEsX8zESK42PEUTLCyEnSNalVDcICdRF2cWDSGbuiEqqtxeL0cfNllndNmqmikES9ekiZEDHBoOihYyQpLJGoDx6gJXOO8ivXLislyJzlnxjB+8oeTwdGxUWRVAi6rhKrXluLOdKPrirgJFZUh7LpGaWmAoiIfJrBufT22DDd5xavwexR+L6xtyuCt6iGc/MFcmHCURBT1clwaHOuTV2cw4dxzeffyy1GahiMtjXgoRLShgcmXXLLddebPX4/drm8RiABcLhuBQJTly6uZOLFI3lQKvOeA6ziIf8tGtRFv482YqnVXS2EnRr1tYIdEIo8G/yqEszLg+moRVtxKxKJb8sTDqLvx9yoZkFQmWwSboAE3Vsnx/jyj8/epFFydC1M88HJAhKnj0qTEdS/XYnsNRTaJnEiact41XzvlCZjezc+Dg9xSBbHZchNaqrRZKUQWrXmjSaJQ01qpig7E3H9RZK81y6ILYolEFjuPacJz/5R0slRVJmx2ETma6iSaxzQh0iTROZou3jqYMObwzmlDZh5MO0MimXSb7CMelfSzn/61/fX3mwEL34TMlJmD3QF2J7YZZzLQtx/Ft9yCpmlodjuJcJi8sWMZMmNG57R9ewyfCElDUswcqeFDXLyRGLmTJXnDTfDlq7DkI/Bly/EteB2CDTDmMDj9r5Dbr/OPoYfiypBRi2lXqNZe4qaJ7nRiAknaF/IyBw+mwagnlrRh87ix7T+QeEkdyYoG8g49gFn/uJ2sIUM6pc0JEihTsSkOmxNbmku+XWOgPbptsbNeTTQQ4P2XFvDnW5bhy0qj3z6DiUQS/PP5APG+K/j5zzuWIjs/KCaQhGOoVHSJXUFydTmJmkEEnHY++HgjiSSQ6ca3qgzPmmJwyrJO3eCTYj8nFxiw9FNLJNoDDJ42jWk33MCCe+4hUFaGJzeXw66+muGzZ293nfR0J8nk1kUETNPEMEw8HvsPV9ALQS/EZBXLvJ8xPvghCeUkqew4jBBRzUld/UHUz3sRV3o6/Q4+GJtrxwLz/m54oR9UJMRDYoC9e5jpbktDUqrTNSSlA9ocNdSc9vNIPZyR3vJ+SUkjq1bVkJvrZZ99crcS6nbEtxF4qE4Mikc54NeZsK9LRKEjrdSbXkmuTSpWvRiAHE3uzbVJ8Cg4qZNE6L3FpdnwWD3UGvJo15CfR6XBSCtSziJF0IBXAxAxIZYUnzuPSqXi8kPPNovejSUSWew84SapvhUOgM0B0dT7SolQVF8Jmk2iegxDKnQ11YsoMefCzmvHhffCgNHw2v0Qqhfh5+x/QMHA9tedcyGs/Ub8iBRSazgzH064mNFZBWQNG8byF18kUlfHoKlTGXrMMdvvxJevh4YqKBi8675BL98NL9wOjTVQvBx8WSJg6TY45XLI3on4z3AT3P5LKF0Lbg9sXgWNVaA7JCJi/uOw8C247RPI679r7e1l5I8bh79PH4IflBI7bSAqamAmEihNQ8/3k002Htqv3qfy0lCn7oN6cjGmzwV2Hc3tRD9kCLn/OZssX+cIRAA55FKfVGxOxLFhR1NgYlJnJFnaOISZ3Ti0vjP5/umn+fKuu3hs7Ugagz60WgeeffbB7XaiaYqHH/6a008fg83WvllFIBUMmHXgAKo/WYczV0ajiXCCxLWvo80Zg3HQELSkQfLtZcSeX8jyRBpjCyQfIG4oCn1xuZfau2GIyG4SCie4+ZkVvPT6ahxOnV+cMooLjhuK1sn5R0NnzmTI0UeTjEbRnc52hYfZs4fz/PPLiUYTOJ3SbaqtDdO3r59Ro7Z/zx/AQD51H0ZEy2BkeCEuo5GNzlF8XT0E48ybIJpEaRqu9HSOve8+socNa7ft+Ta6fQygQiIbt72kbKmS4xETXKbJzTd/wgsvrEDTFKZpMmJENnfddQxZWTuOwfoqDBeWiadTmpLS5p+H4f5C2K8j4VsWPZY/5cg1NLcBapIwyQ2XZEFhNx8cb4xDgR1icRGRTaS64R3d/WZh0WmYJvyhHL6PgRMZukVN8bJyASg4Zw9EcVp0X6zqZhY7TzIBlx8OG5aA3QWhhlRcq9kS6+r0pASkkAhFLi9c8TgcsIfKyO8KkRB8+z6UrYXCwTBuairiqYOEAvDwn2DVV5JSZxgS3XT8RTsXt/zsrWJOrekSkRWPirA2aQ785tadj/j5YK5EemUXSfrf0o+lx6BUi09UuEna+rsHdm7bvZjGkhLm/f0vrD5BER/gQdNt+Pv2wevN4DhOIJfcdrdRQw3PGU9hvrqa4FNfYDRFcU8bhfMXB5Kd1ZeTOKVT23x21SrSfe+hKwOZWzQIRAewouYY5g/Uu2UkQmdStngxr557Lp6sLG79eh8xtY1HcPh8FIwfBygqKpp4++0zyMxsf3T5TQR+Uwr+qka+u+IV4nVhsGs0BWI4KhuwGSYutx3TNAk0RkkkDLxajP0LmlC6TjCm8fhxKxnmKJcqjfkD9vyH0EWIxw0OPPt1Vn5dii3NiWGYmKEYR580mheu28Opvh3g+eeXcdttn0u7TJPCQh933TWTAQMyiBOnjFIMTIoowkGLwFdDDfN5lxpqUICzPEHw18+QaaZvqWAYrq3Fm5/Pqc8/3+FIme7MBWViIBw1ZSbbNGXAUqTDKCc83w9eeWUF1177IQUFaWi6RmnMZF15kLSJ/TnrxqM5LxP6bmdgf3qxGPZmtMpEr03CCAc83OdHOUSLLk7z0KcnXG6mCbM3SSpqKHVNFdlSnmU+uKr9rolFL+D7CJxdCnk6fB+F6qQIRAlETD8zA+6x/Ih6BVZ1M4s9h26Dg0+E4pUQi4DTC6HGVk9dTbyIhuzXMhu+pdJZF8LlgUmzdn39Z26GFV9KJTKlRDyb9wj0GdZ+dbVmYhF44Q7Q7S2+J7pN/JzWLKYi4mbxm6txuWxMmtS37dSGbVnysYh0AMF6EZw0m/w0kqn0PA2WfbpLh91b8ffpw0n3P0x96WY2qU0ECgz8WjpDGdahKCKAdNKxaQ7048eSdvz+8qZhUhuqwLU8SFNWBWn5nTf1tyk4HG8sh2z3SnQtQjA6kECkPyFTJ2p2z3SVzmT5Cy+gaRq6w0HftDAr69LwO53EAgHi4TBx005Ghgu/v2Px+uOccGwavG76GXDXKdS+v4rw6ipsG2vIMGLU1ERQgFKKtDQHjY1RkjYn5cEYfTxhbpq0hmGuOjjtL71KIAJ49MPNrPqujLSCFnNow+fg7ZdXsPCsMUwcsvtTnLX18PSb8MliKMiBnxwLB7RT6O/TxXDPE7B642iKxo9gxoRajjjAYN9989A0RQnFvMWbJJCcTh2N6RzJIFXuhVQAACAASURBVAYDkE02p3AqTQQA+OTmayirM1FZLWE0rsxMGktKqF+/nszBg3f6uKIGfBSCJREpeX1kGqS37cHdJfhrDqyISsRPLHUf8qQMhS/Jlsfps88uw+dzousaa2NQklDYsrwEFm3ijbIoX4ScXJkDLwUkimKcC87OgEF2WBmDwtZWhUhn92vLb8MiRU8Qh5rZlJBIuZghYmsSWB+H/jp8GtrbrbPoKhQnUqmISqo9liclfTlqSLrlXQV7u4UWXQ1LJLLYOZJJeOUe+OjZlspbmi6ikN0FHh9gQN9RLQJRIi4/+4/ea81uE9OESFAEFW0n655GgrD4HfFGau5t6DbxRPpgbsdFovL14kFk2+ZStNmoqmzk56c8Sp3pRylwu+3ceedMxo9v506ekSfG3JD6DpQIRM3RRCC/+3cxNa4Xo5Qis09/Mtm1ND0bNg7iYD7kA3R0CMep3rwOqkNsuuYV5jbcy36/+hUTzjmnUyIKDvLA201ZmMkWM/cGQww7PT2ok7yrROrr0ewivE7tX82qujQCMRtO4jTWR4iaCa655gh0vWP3B6WkQtMML7zjc+E4YyzHpMH9F7/Cp+t0WkfuGoZJbq6X3FwPd9x8CofmVWAjCUP3B1/mDvbSM3lnYTkmaqvzXtM0UPD2d9W7LRLV1sOZf4KKakjzwrpi+Ggh/OU8OH562+t8/g387kbwuCA/BxqDOo++mcvw4TBWgyhR3uQNNDS8SBRqnDjzeIfTOYM0JN1QofCRKkOW/KF32RZRrI3/a4+GJJxTButiLZnT99fBg0UwuItmLBba4a0B8FwDPNsoM9pjnfCrTPFeAgiF4ui6ImZCWQKcKaOVpAm5ZpKNCfhVqXhoeBS83QTvB+GRPlCgS0SFV4mZ/JqYiFG6gvNL4YZ8yOrCIpoFLAzBb8pE8HMoON0vBu69fWKjLT5ogpABMeT6J/VzQxJyE3uxYRZdir6pYYaZKntfZJNXRQLm+OX+aGHRmp0cGVv0ej58Gt59VEq1DxkPY4+A7D4w/Rdw83vw8Go4YDY0VkOgVrx6Gqvh2HN33a+nszFN+OJV+MsxcMVUuGomfPL89iuLtUUskhJdtjVVsEOwseXvZAJqSiW9qy286ZLiltj6Sd4UNlnb4EXPzCU/P428vDRMEy699G1isXYGEoecLMcSC6dMq50SQWRrZfANcMLvOn68Fp3GaPZhNnPoY/ahcfEq3K8W0+/eCtJdmXiys1n80EOULFjQKfs6J1MqWJQnoDE1a5Qw4YrsnjWTuqsMmjqVRDiMaZr08UU4Z9wGBqQ1EsdO/yG53HrrkcyZM2KntqkpONQL1+XBX3NhohsuvmgSPp9TMj3DcSKRBImEgc/nYObMoUw9ehS2/Y6A/ab3SoEIIC8/VdxgGxSQm737RjLPvQMVNVCYBz4v5GRChh9ufxSi2ykRfd9ccDsh3SfzCD4v+NPg30/JLXYTm0iS2Cq9zI6dJEk2sL7NbQ499lji4TCm0WKEHWlowJuXt0um9f/XICJIgU28VgpsYk76j+qd3tSPikPB6RnwYn/4eBDcW9QiEAEcffQQGhoiREw5BxSQaIjgGZCJPdNNZULSJLJ1cGuQZ5OKPQ/Vwa8yoDQh0UrfR0VYUgqG2WFhBK6s2EsHbdEhvg/DlA3wbVTEvYAB99fDEW1fUr2eL8Jy5zRpuVaaH+9rYlK1ysJiHyfs5xLRPZbyIipPyDNjqlUBz6INLJHIYud47zEZxOgpSdrphqLBULpKRCObHc67E868FoZNhPHT4cL74Kiz9267W/P1u/D4NRLhlFUgUTZzbxDhqKP4siC/v1QLa01Tgwz0QMyh/3IM/P1EuHIGPPUPEZdak10kyxtJiEW3/GyKwuORI9HtLellfr+TYDDO11+X7bhtg8bAz66BeBwCNWKo7U0HNImAUhr85Eo4+ISOH69Fp9KPfkxeM5L0Pywg//0wtkYR/jSbDc1mY+Urr3TKfvrb4ck+Ui1oiAPm+ODxvlsPxnozw2bNIm/MGJrKywnV1JAR2shPir7hjWeP5amnT2XatJ1P/WmLsWPzefTREzjjjLEUFfnw+52MH5/PH/84hb//fWqn7KO7c8GxQ7C57UQbIpim+P6EqoO4C3z8bPLuGyV8/g14tznvXU4RiDaVtr3O2s3gsENpBaxaDxtKRGzYXC4BQUkSmG0IW8CW9LNtGTJjBkOOOopgZSWNJSU0lZeDUsy48cYtHkU7w1tNkLnNatm6+GMFdj4wqctw+uljGDYsm4byANGaINHKAEpXDL/4cJIooiaka1CfhMUR+DgknixvBOCdgKTebIqLL0vQhP42EZLydVl+U3xvH6HF9vhtOcSRinc6kvKgA59HYEl4rzatS5KpSUrltvM+ChFS11vnugXy7Lq9AH6WLoUD6g2YmQb/KZJUXwuLbbHSzSx2jqZa8Gdv/Z7dCbUVLabVdgdMmi2vrsjrD4Db1+KR5HSDmQFvPggHzenYNpSSMvL3/BZqy0UcS8Qhpw9M+xmsXgyP/hU8fkn/Sibg4+fE3Pr0v2y9rfP/JcLN4nli9O328k7WWSxoGNhmFZtksgMRT5NmifhUvl7akF0E674T0WjEJHBb0wZ7m2QshlLqB2llmq6TCHdeT7jQDr/Lbn+53ojN5WL2/fez7r332PTxx3hzcxk+Z06HqkztLKNG5XL33cd2+nZ7CqPz3fzr7llcdvX7hMobMQ3IHJXPEzdNxevY/R5sYR4sW0dz0hcgt2PDgMw2Kv01BaExAF8tkboMmgKnAzaWwpjhoOtQRBEKRZKkpI8CBgYKRV/6ttkOzWZj+o03UvHtt1R89x2uzEwGHHYYrvRdKzfoUrCt7UizTX13Ts3x+Zw88sgJvP/+em75pJz1WX4GTRuGN8tDjSHH5tIkUkghn0PUkAFxwBDPDcOUgRBImm3zrdaGiEv9u3lFq55K83faGim7AG8HYYw1ybEV/5MO/6yVz6j5TmmmfrcryLAEAIsUXg3+kCMvC4v2sEQii51j+IGw+itIb1UuobEWhk/oPvkrNcUSCdQapwdqy1qEro4weBz8+Wn4/GWo2gRDJ8DEmeLL9OT1Em3VLETpNsjMhy9fkzQvj69lO950uPS/IjYFGyB/IKO+rcY4/3WSSWOLH0o4HMdm0xg3roPGxg4X9B/V8veQcR1bz+JHIXv4cOxeL7GmJhxp4l1imiaJSITBRx65l1vXe7C5XAyfNYvhs3bDxN6iUzjrwDxOe/1U3l8XwO3QOLR/WqcJHT85BuZ9BqEweNyQNMSfaMZBknq2LVffDfUBEZE0HTAhEgWnEwJBCdT0O9I5gEks4Etakj1gHOPJZvu9cKUUBePHUzB+/G4f10l+uK1GfHm0VKWwqqT4Yrm7+eDQ5bJxzDHDmD5zGPfXwjONYrY6zgUzvXBvrQhBrpRXkanAnhKGTCBTh+qUSFSVSrl1pj6nIV3Ur8lC/KLqtkmRap4aG2l9bz9gPzcc74MXAi0RRTpynh/iEd8ui95HyJCIUh0Y7wJnN38eWPz4WCKRxc5xwsVw+6+grkIicKJhiRw64fd7u2Udp+9IKFsDaa1GBqFGKBq280JXTh847oIfvl9TAk7X1u/pNsCUimOtRaJmsgrkBUycWMTJJ4/ihReWYxgmSinsdo3rr5+G12v1knoCut3O1OuuY95llxENBFBKYZom/Q89lMEzZuzt5llY7BXcuuLYYf72F9xJxo6A6y6CWx6GyhoZdB49Ba4694fLllZKBTSbLqbV8aSklykFWX55b80mGD0U9mcC/ejHWtZiYDCIQRRQiPpBLMSe4VQ/LI3AvGBL9MUIJ1zeg2aKHQouzoYLsyR9xqFEFHq2USr2xEwZCA22iwdLyJCqThoQMVv8WhZGoI8NbsyXGXWLrsmVOWJanUAGKQZSsStbg1ltdJ0s4Im+8OsSEYqao4gO9sCjRXu7ZRa7S8KUyoxNBoxxQk4HRu4fB+GqKkm7BZkwuDVfPBItLDqKMnfGrHcPM3HiRHPhwoV7uxkW7VFVDB89DZuWQ7+RcPhpkNtvb7eq46xeBHefL6KNxyem0vGYeCntM6Vz9vHoX2H+E5CWIVFLzYKaacANb0t6WjuYpsnSpVV8/vlmvF47U6cOorDQ6iH1NAJlZax95x3CtbX0nTSJPpMmoelW6R0Liz1BPA4lleD3QtZ2CqZ9vxp+czVU18nLkdLl4wlZLz8b5v4TBu/qYy+xAcwa0IeCtmtpZtuyNiYVzvJsUimsuwT27g6XlstgKMMGugnfRCWNLA54gCDia6MhlXuydYku+mxQ94+y6ulcUgb31bHF2atAh/kDRQC12D5VCfguIhVMB1jzid2edTG4qByqW1ncnZ8JZ7Wa4w4a4slWnYBRTuhngxOKwa1avIaaDBFaX+8HPqt72etRSi0yTXNiu8tZIpFFj2HDUjHWXvIRRAKQPwCOOB0OO7XFaLuZtd/AGw9A8UooGgrHnAPD271eOsbHz4kRdslqSMYlVyGrUAy/z/hb1/VqsrCwsOiFzP8CHnhGDKlHDYazT4QrbpNUsxXrxLxaaRCNQnYGTB4Hj9+yC0KM0QCNf4TEYiT2xQTPr8H9q96h6nQyy6NwdokIQHEDlsdS3lFAY6okuEI8WfZ3i29RVRLuKbBm1LsD4VREWB8bjHK1v7yFRU/CMOHkYqlKm50SduIm1CThgUK5p62LwXllUJeU6EpdQY4u6/TZZi66IiFVV49O+/GPxaJr0VGRyEo3s+gZLJ4HD18JZWtFmFGaePxUbIbiVXDm32DD9+IfFKiDcVPhvLskVa4zqSmDZ2+BeEScTY0kJGJQtRmOv8gSiCwsLCy6EK9/AFffA2keKXW/Yj384RY47gh46T3Iy4byavEwcthg32Fwy2W7qOk0XQfxRaDlywbMOAT/LRFFziM698B6AaOc8GAR3FMr6XY2BcPtkGuDpTGoTIhINMghwlHAkIHSw3XwdRiOTIOBVrRFl8WtwQxrQGvRS1kZg9K4RIc2Y1dyT3utScrZX10JTUkpYw/iSdds/N4sEjUaci+sT8KXIZju7d5FDSx+PCyRyKL7E4/B0zeKOIQJrlTlrnhU/v7qDfEOeuNB6Zjb7PDd+/D5S/DbeztXKFr5paSv1ZZJ1TdHavorGoI3/wOzzgeHFS9tYWFhsbcxTbhnrohD3lRkSVY61NRL2fs7/gRPvAblVTC4L5x0JBySqtGQTMLTb8CTb0BDAA7ZHy74KfQr3M7OjDqIfQRaXovCpOyg3BB5yhKJtkNZHP5cCfODIhr8PF38luypj3CsS4SiNwNwdVXLgKq/HWoTgIJAEr6PQDS1zYfrZWb+oTq4Js/yubGw2BsYpviJOZUVSNkWUfOHVf5AYlCDhkRFropBXqv0MaVEJF8Xg4QBlYakIpumpJs9F4BaA/6ZbwlFFu1jiUQW3Z+qzRAJpUShVnc9TYemOsjIh6dvkpQzuxPcPjGtXrMYvnkPDjim89qiNDHBhq2fekqDRBTWfwcjDui8/VlYWFhY7BKhMFTVQmHu1u/7vLByAxw2UV5tcdsj8NQbkOEHrwfe+wIWLIGnb2+7WhpmCFDyLNgKOxj1u30sPZG6BOy3DqqTLRWbrq+GRRF4fhs/qKleKKyDsoSkW7iVVMmqTsLauJgfg3R6E0CDATkm3FANh3ksnw4Lix+LhCHX8ZMNkhI62gFX58Jkz95uWddilEMqN4aMFm8h05TP7MjUXHhbhjExQ+53H4ZFhHMgovoQu/gVfRKCz0JwmPfHOQ6L7otl3WfR/fH4xBDa4WKrW6ZhiDBUuVEie+oq5Pc1i6C+UiKIlnzUuW0ZdRBomuy7dTuUJuJUm7d0i95CV/KAs7Do7bhdkOmHcGTr94OhHZtS19TD8+9AQY5EINltkJ8DjU3w0rvbWUkrBC0XjMDW75uN4Ji+W8fRUzmrBCpTApFCZsITJrzdJJFBrXFp8J8i8duoTUpq2W8yYUQq1cxBqix4alsJU2biDRO+jWJhYfEjYJpwSjHcWgPlCRGCPw7Bz0t+eE33dpwaXJsrUUNlCUmVLU/CER44witRk/s4RQivS8KqKHwTljS1Ag2G2uWeZyDiUH+HzF1rJrzQKFUxE1aX1GIH7HGRSCk1Uym1Uim1Rin1pz29P4teSEYejD4YmaXVJaIo3AThgHgERZpELHKk0r90G5SuljQ1X1YntyUXTrlMhKFYBGJRSCYgty94/DBobOfuz6JbUL9hA29dcgn/OfBAHpk6la/+/W+Ssdge2VekoYHvn36a96+5hu8ef5xwbe0e2Y+FRXdH0+Cc/4G6BokqMk0ReiIxeX97bC4DXRPbudY4nfDdqu2spDRI+ysQhWQ5GLWQLAN9ALhP7axD6jE0JOH9kAg6zcKOhkyzJEwZWG5Lng2uz4MvBsEnA+GcTFnerkkEUXNsr6KlrDpK0l0sLCz2PAvC8G5QIv3cmoi7LgWlCXiwbm+3rutxuBee6wfnZcKpfvhXAdycB68FYM4m+CYiBv6LwlCcgLKk3NuUggxdIpC8GlQZ8nxrMmB1HF5qgl+VwrGbYGF4bx+lRVdlj6abKaV04F7gSKAY+Eop9Yppmsv25H4teiFnXguP/AWMD6FkFSTiEink8EAsLH5FcV3e03T5/0gIJs/p9Ka865nF3OoKsquXMMAXZOqQCKM9wNk3tngUWfQaQtXVvPzLXxILBvHk5mIkEix+6CECJSVMu/76Tt1XoKyMl88+m3BNDZrNxuo33uCbRx5hzv/+LxkDBnTqviwsegKnHA02HR58FkorxXvo+ovhwB3o+UV5kEjKXIDWaqotGoXhA3ewM8ckyJgLkZcgWSx/O48BzXLn3ZbVMXAoCG4z020i4s4Ae1trCc2Z3hk6+DUZkIaUrGymtqEBXgU+DcZbj2ULix+FeUH5qbd2hkhFt3xjRRK1SV87/LpVCvMT9XBbDaTrkK5J+qyuxIetJA52oDQJBXYRwKMGRBBx/btU9NAQuwhIAQMuLoMb82U/g+2WP5RFC3vak+hAYI1pmusAlFJPAccDlkhk0bl40+G3d8OXr0mVs6wCsDkkvayqGDAlgiieit4wDTjmN9BvRKc245VXVnLttR+QljaM0qL+fFJZz2NLNf730hPYZ/SwTt2XRRdi4zL44hUINsDYw2HctC2G6CtfeYVoIICvoAAATdfxFRay9u23mXj++fj79Om0Ziy45x7CNTWkpfYF0FRZyRd33MHMO+/stP10FRIJgy+/LGbz5kb69vUzeXJfbDYri9qi4ygFJx4JJ8wQM2pbB3pFedlwzGHw2geQkyHr1DZI+tpJR7azsm0gpP2+E1res8nSxZC13hBRqPmqNoBMDWZ2wE/DpuCCLLimEkKmDJ6iKdHJo6CfA+7MbzHBtrCw2LNkKknxDCZF2HAoEYmSwFCr0mC7xEx4MGW879JEFLKlKp5FTfDrkp4GUtVsH2dKGAI2JmT9fZwtHkdhA5ZF4TelIqoPc4ipdeEORHiL3sOeFon6AJtb/V0MTNrD+7TozURDqQii1NRgRi5UF8uUb24/SMuApgb5OefCTt11Mmlwzz0LyMhw4/HYASfZaX6qq0P8Z+5a7jhwa5EoFgyy+KGH+O7xx4kGAvQ76CCm/v3vpPfv36ntstjDfPYSPHUDmEpCEha/A8MPhPPvAruD6pUrsTm27v0oTUPZbARKSjpVJNrwwQe4s7O3es+bk8OmTz7BNAyU1v0FlETC4KtP17Dm/Y+Z9+ZyNkTzCKh07HaNgQMzuP/+2WRlufd2My26GUp1TCBq5qpzIDcTnnkLQvWw/z5w6VkSZWSx+wyyw8FeyRwvTcgg0gRcwLN9t47g2hGn+CVa6N5aWB6T36e44UQ/HOqVQWpPoimVVtLbjbhNUyo/xUwY4ex533N3xDBhVVyu5QgSPdQs3to1uCK7nQ1YUJ+EiAH+1LNKTwlENuTaH+6AJVFImqBMiRrqb4fzs0Q8+r8GqX5GavmVqXlzlyai/JoYXFIBc/tYEUUWXaC6mVLqHOAcgP7W4Nhid8npK+lkzbjSoHAoFK8Qj6BIEHyZcN5dWyI9Ooumphh1dWEKCraup+vzOVi2rHqr90zD4I3f/pZVr70m3jSmydJnn2X1m2/yi/nzydtnn05tm8UeItwEz94i1fLsTnnPNGHVAljyIex/JLmjRrF+/vytVjMNAzORwN+3L8FgjPfeW8eqVbUMHZrFjBmDSUvbtXPT4fViJBLo9pZpICORwOZy9YgnfnFxI5f+7F7yF/+X/2fvvMOsqM4//jkzt9+7vS+7sMDC0lFAEXvDXog9qLHEGEss0WiM0STGX5pGjRo1GsWg0cTYECxYUFFRpBfpLCxl2V7v3j4z5/fHWXZZioACW5jP89xn986dOXPO3HvnzvnO+35fMxbFZ5gc4nYQLD6J2l4ns25dA088MYd77z2us7tq08NxueBnl8KNE/c8AslmzxECHsiB32kwK6QmRmk6/Dkbjt6L7Dwh4LQk9ejJVBpwdxXMDKtoq7FeeDAHCg+yiIC4hIdq4ZF6VRUqWYcih/osHW1Xc+pUvgjDrLCKZNkq4Jmox+Q8GGSnfe6W1NYIopiljK0zdChFHcssXb3e16mEdYRKObsuFU4IwKYEvNSkBCRdKCNsifo/VVPnyiwd1sWVeDTI3cmDtel09vdlTTmwbY2QgtZlbUgpnwGeARgzZozts27z/Sg5HHL7QcVaSGmtaywEHHKSihzy+GHAmH0uEAH4/S4CARfRqIHH0/7VCoUSjBjR8fZyxcKFbPz8c8x4HKdXRT1IKUmEQrx388386KOPED1gUt/j2bhCRak5t/k1FUKlOi7+BEaNZ+DZZ7Pk3/+mpaoKX2YmViJBuK6OgWedRVhP5scXv0ZVVQghlL70z3/O59lnzyEvb+9nNUMvuoi5Tz2Fw+1GaBpSSkK1tYy8/PJu/3mSUvKrO98je9ELOF06TTE/wiGIJEwy1n9CKG0AWVm9effdNdxzz7Hdfrw23YO9jUCy2XPSdWXUWmuou+AFzo5eJjaKhITzNqm0Eh018ZsWVM/n9wXvQRRVdF81/L1BRVH4hBKKVrZGR7xVCPm7Ec2iFvy3Gd4KqgiNc5Pg4mQ1Mbf5fnzQolI7Mx0qmqXJVKlmCQkDbEFij3AJ+HEqPFoPKajPeG8nrI+r/6sNdXz/1QtGbie6FTrhshQVTeQEmiwVaZTnUP5G0Fr9DOVVZGOzv097c4EBQoi+QggXcAkwdT/v0+ZgRnfATU/BEedCSyMEG+DwM+H252HUeFUFbT8IRAAOh8Y114yivj5MJJJASklzc4x43OSaa0Z1WLdpwwYijY0dIj6EEGi6TsO6dbRUVu6XPtrsYzx+lBvqdvq2ZbRVzvNlZHDupEn0OfZYIvX1WJbFmOuv59h77uHxx+dQXR0iNzdATk6A3NwANTVhHn98znfqzsgf/Yji004jVF1NqKaGUFUVRccdx5jrrvueA90/NDfH+L//m0lJyd/Jz3+I8eNfYNasjTtdd/PmZioXL8GjJbAc26STaRrxhElyzZLWBfYs0samJ5HpgD4uWyDaFTNalCDkFUrM8LZWNNqQgBebOrt3B47yBLwZVAKRuzUywi1UZFWtAe+Hvn17S8KtlfBYvRIwGk01Gb+tcsefeCmVl8tzDfBCA0wPwqQGuKMKrq9Q/9eb+22o3RJn63sBSuzIcqhIGB31sNkzLk+BuzNVVbgKU4lBH/SBFwvg6Xx4r/eOAtFWbkpXwvvxfhjrgV4OKNlmShSXSrgbZPtD2bCfI4mklIYQ4mfA+6hzwCQp5bL9uU8bG5LS4NJ7YeI96vkBjCiYOHE4TqfOs88uoKKihb59U7n11rGMHp3fsYv5+QghkNtfeQiBw+1Gs29Ndw96D1ZeVzWbISVTfdbiUUDA2LPVOlKSYjRyyuVnwa9uh4y8ts1nzFhHRoavQ5OZmT5mzFiHlCfuEA1jGQZNGzfi9Pk6mFNvRXe5GPOHO9GuG0P1htX0KhjCqKKTcNC14rillMybt4UbbniHZctqcDg0NA1mztzAiSe+wIgR2fz4x6O44oqReL1KSE0kLLRtDofb5SAWM1R7gJCSmpoQ555bYkcR2djYHDTMjrRWbNvmtNdazI1ZYbg2vZM6doDZnFB/tz/9CyAqocH49u0XRGF+FPL19jZ8AuZGYWEURrXem5AS/lYH/2lWZsGbEhBpvVekCxUBNycMrwVhcn67B8zBzhlJMK1FRa84Wo9vo6nSSAfbkUR7jBBwfrJ6SLl3Uxwh4EifesQl3FChPtseod4XC7gz0/Y0s1Hs91OXlPJd4N39vR8bmx3ohImiEIKLLhrKhRcOwTAsHA5tpxPW/DFjyBw8mIr589ECymDBjMcRQlBwxBH4s7L2aH9SSko//JBlr7xCvLmZohNPZPgPf4gnNXWfjstmFwgBP/0bPP1zqN6AhaCpxeS95PNpfruZ8/pPJfv9v0JLvYo6khKOuxjOuw2EwO12YJpWh4pcpilxux07fG42zprFzPvuI9bUhLQs8saM4cT778eXmdm2ThVVTGMKZqGJVphKAxsp5RXO43ySSD5gh+XbiEYNbr/9fT76aB3r1jVgWRLD0NA0gWVJpLRYs6aep5+ez8KFFfzjH2chhKCoKBVHr2ISm3V0M4bX58IwLBLxBJoTyrR+FBenc9NNdm0EGxubg4ferQHJ204YpVTiSP5BJFAUtJb8tqSqI7H1F1S2RhaN9e162wYTnmlQfiwNOvRyQrIGNSaUxuHqLWpS/uNUqDXhpWZl9LsyribWZusEOwA0m8rbpdqAFxrh9sxd7/dgYowHrkyFyY3quQACGjyU2y4a2ewd32ea4xLwRK5KA/w4rMS6CUkwomvdU7TpRMQOkQydyJgxY+S8efM6uxs2NgeEUHU1/7vwQipaP/PuvOSwkwAAIABJREFUlBSyhw/n3EmTdl3xatVcmPZ3jLKVNLiymRfMo3T21/hSk9GdTmJNTaT06cMPXnwRl992aTxgSEmsdBl/+t37fLTShcOhcYvnvxznWkSyy8ThcoIvWUUeNdfBVX+C0afw2GNfM3nyYvLyAm2RZRUVQS69dAS33TaurfnGsjJeu+QSnF4vrkBAeQ1VVZE1dCjnPv+82hbJ67xKAw14aU/HaqGFQQzmeE7ojCOzA5MnL+LRR78mFjNYvboeIcCyJJYlcTg0dUHv1hk3roDGxihPP302o0ap6KsFCyq494pHKV7/Kpo0QVq43E4KTz2bQ2+6jbFjCzoIbjY2NjY9nRYTBq5VPiKuVnEkLtX/s/qq6l4HC7+uhn83KtFHQ5kiA0xMgSfzdp6yWG/CFeWwKgYVhhIsJGrSXG+qCIu+ThVtkabDCX54I6hS+hZE1HFubs2jCmhqv26homOSNJhi1+QBYHVMeWWZQF8HZDhhnFelR9rY2Bw4hBDzpZRjdrfeQXSPwcama+HPzuaqmTOpWbmS2pUrCWRn0+vww3edarZ6HjxxAzWNJqs2x3HFFtPLms1r1SPJrtjAgMG5JOXn07RxI2unT2fI+ecf2AEdzAjBtEWCaSuSyMsLcK71HiOtDTilSTDhINXvQYSDUL1JpaV9/iqMPoWf/GQUa9bUMXt2ObquqiSNHVvAddd1PHevfOstpGniao06E0Lgz8mhZvly6tesIWPgQBIkqKUGPx1L/3jwUMZ66CIi0RtvrERKSVNTDCktpFRX7Vvvgksp0TSB06ljWbBuXUObSDRqVB7/+vhe3nvtNCq+nkXfXl6OveRUcoYNsVPMbGxsDkoCOvy3AK7ZoiJfJMrr5XdZB5dABPDbLOWz8lyjEnxydbglAy5N2bWn1WtNat1ilzLzjUtVnn1jot24dXMCXJoq2b4govye4lKlmUVbo4i2ritQz+NSpZ4d7MjWtKZt/bE8Al7qZQtENjZdGVsksrHpZLIGDSJr0KDdr/j2U4TigpWbDWQsRjghsNCZWLCGm5Yex+VLp9Fr9Ch0l4stc+d2fZEoHoP3n4XPXlWl5AePhWHHQka+qkDn9u6+jS7Ehx+uw+dzIoTgCDmfEH6yRR3SkpiWhcPpgsYqSMuBWBgAr9fJY4+dzurVdWzc2ERhYQolJRk7CB6hqio0Z8eyLEIIhK4TbVSx2zo6GjoWFvo2NpAmJn66RlRZNGqwaFEF9fVRNE0gpYoi0lovFE1TCUQFBcnouoauC3JzO4peWVl+fnT98XD98Qe8/zY2NjZdkWP9ML+f8ieKSxjjhZyD8ArfJeCGdPXYU7+WLyIQEEpEGu6GtXGos1Tamo5KO9NbPVs2t4pDYUv5FcVbl0uUMOSQalm2rgSly+zMf15vbk8xs1CRWlEJl2+BTQNUKqCNjU3X4yD8CbGx6aaUr6GyWUNaEmkkEJpGJOEkxx0iIdxUmekkV1bi8vlILizs7N7unhfuhdnTINwIoWYoXQjTn1MpWb4UuPYhGDC6s3u5xwQCbgxDxZzrmISkk4ipo0uDWNRE9zoQlgXhIIw6pW07IQQlJZmUlOzauKDXEUdQ+sEHHZaZiQRIScbAga371BnMEL5hKQECCAQWFnFijOPI/TDiveett1YC6sLd43HgdGo0NkYxTalKr2qCvn1T6d07hcrKFgoLkzniiIJO7nVHDAmzw5L5TQa93Bqnpuq2yaONjU2nk6TD+MDu1ztY2NPg0hwHrIlBEiqyZbgHyuOwKN4uEIESNyJSpaANdEKZoUqJJ1DRQ04gDHhRaWbXpcEJ3+KDdLDwSD3EUJFWAmX2DWBZMDUIF6Z0YudsbGx2iS0S2dh0F/L6oZfNb6vFKoTA6zCpj7uJWToJnEQbG/GkplJyzjmd3NndULUB5k2Hxkp1uy4RA00DMwH1VeBPhadvg/97t7XMfNfn/PMH8+mnZRiGxazoEEbF5rDcSGdYoIpEOEw4auFJS0cvGgrHXLBXbfcfP57lr7xCzcqVuAMBzEQCMx7n8Btv7GBSfgTjiBBmPesQaEgkIzmUQQze18P9TkyfvpbCwhSkhObmGFJCIODCsiSPPHIKixZVM3v2JurrIxx/fB/uvPOoLuUxFLFg4rIwMyujxOImAkmO38mbhwYYkeLcfQM2NjY2Nl2KS5Lhk5A6v3s1dUnSIlWkUAIQrSbgW4ujeTQocEGWE5pMFR0TMlVEzK+zoNgJ/V12haitlMbV3+3T8RISQlYndcrGxma32CKRjU134czrSP/mWurqo7Qg8WhxkhwGj647FE1aZJqVJOUVc/pjj5HS1SOJajZBqLFV8JKAAKGp5y314HRBsAFWzYGRu/DSMQ3YvBr8KcoM+vNXobEahh0N4yaAL+lAjohx4wq4/voxPPPMfH6/agiP9ltJb28zFYlUkvQY4biDN5sv5O5bH1Lj2wucXi9nPfMMq956i3UffYQnNZUhF1xAwbhxhKqr2fTVVyAlBUccwSm5pxGkmRZaSCEVH13nVqbP50RKGDEih8bGKKFQArdbwzAkZ5wxkB//eDTRqIEQ4HZ3vZ+nf6wP8+HmMM6mMAGHjpSSSsPiks8iLDsrvzMKKtrY2Nh8f6yQCr0Ru/692Nty292F0V7lZfTXOmUCbkk4yQ9fhVVaVFWrz5NXQI4OaQ5VwSxZh+zWn6ktwPVpcEHXKCLaZZCyfaLZeqXXhgWcdWAv02xsbPaCrncVbmNjs3MGH4Hv1sfR/3APWdWlVITdPFk5him1g/FrYaa4JnLxueeTXDK8s3u6e7IKIRYBTQcj0b5cCLUs0XrrKRHb+fYfvQiTfgmhJrBM0B2QPxB8AVg7H2a9Cbf/C/wH7opNCME114xi1KhcTjzxBX66/lKOy9hEH3cdG+PpfNFQiKF5uC5okp6+9+27/H6GT5zI8IkT25atfucdPrv/fixD3ePUdJ2jfvlLBp93Xpcpeb8tF1wwhNmzy7EsSVqal7Q0L9XVIUaOzCYvT10tejxd92fphfVhRCiG07CIfLme+OLNCI+TdccW882hSQwvsK94uypymwhMG5ueTL0J7wRhdVx57ExIUqbLO8Ush5Y/QfxrAAwOA/+dOHxFzI3A3+vg64iqnBbQ4XCPMoIe070sA3fL2Ulwil+ZVafpkOmAh2vh5WZI1VvTpCw4yq8qpd1WBVUGOIVKn+rrhAu73k9upyMEDHRBMKqis7ZlgFMdZxsbm66J2Hrh1BUYM2aMnNdaDtzGxmbnGIbFl7PKeP25T3lzWimYBgWFyfhz86hvTDB6dD5PP31W158M3XUyLP8SnB6IBNtvMbn9MHA0RELw+7dVNbBtWTEb7h6vIo8cbmhpAGmptLThx6qrkrotcO7NMP6KAz6s8vJmhg9/CiFEh1SpeNzA5dJZtOi6NkHk+xCqruY/55yDOykJh8cDgBmPE21s5OI33yQpP/977+O70tAQ4bXXlvP55xvJyfFzySXDGD06Hykljz32NS+9tLT18ykpLEzh8cdP3yfHZH9TMqWcirgk/sRMjE0NCK8DTIlpWNx8QQl/+/PJ37ntpqYoL7ywmPfeW4vLpXPBBUO46KKhuFx2zsL3oW7NGmY/8gjlX3+NKzmZ4ZdcwiFXX43utNMDbXoecyNw6WYoN9qX9XLA24Uw0LPdyjIKDeeDWUs85qV+TSnxUB1LXpN8Un4yb97+V8yMbBoCqWgIJNDbCT4N/pkPI7Zvr4chJXwWhreCKhXt9ACclqTMsTfE1fJyQwlnpyWBv+tkRncpXmxUglscqDWUt1NAgz9kwwW2H5GNzQFHCDFfSjlmd+vZGq6NTTfD4dA49rh+NAcTfLnCIDe3fXKd5/WwcGEly5bVMGxYdif2cg/4+XNK7KmrBF1XLoaarqJ/ws1w/h07CkQArz6g1vX6VM14AQgdYiElGCWlK8Hom887RSTKz09i8OBMFi2qwu9X1c6klBiGxbBh2TtU6wKor4/w6adlNDfHGDUqj+HDs3cr8m2ePRvLNNsEIgDd5cIyDDZ9+SVDLlC+R/G4yZw55TQ2Rhk2LJuiov1bbqWxMcoVV0xhy5YggYCLNWvq+eSTMu6551gmTBjELbccwUUXDWXFilrS0jyMHJmLpnVxQbOV8cR5ZmUdcnMjWpoXIQSWruFoifL5h6VU3zaO7Oy999CKx01++tO3WbWqjqQkF7ouePjhr1iypIoHHhi/H0bS85FSMv+ZZ/j0N78BIUgvLkZzOpn39NO0VFdz3L33dnYXbWz2KXEJN1aocu5+Tf00SglbDLiqAj4r2q4MfPwLsKoxrQyqFs/DiBp8/qhFS1WCz6+9AKupkbq0bPRwC+5AAEMKakzoq8GzDfBYXicN9AAhBBznV4/t6eOCmzMOfJ+6IxNTlHfTy83KCFwIuDIVzrcjr2xsujS2SGRj000pLW2gY4Z3a1l0AZs3N3d9kSinD/zxQ3jnaVjxpUoZy+mrKpqNOhnyi3e+XfUGJSZBu0GCECCFKi2flK7S1NJyDsw4tkMIwfPPn8tJJ71AfX1UdU1KcnIC/P3vZ+wg/syfv4VbbplOc8SgPiGJCo3hJxfzzB+OZ4Bn1+KJlJJdvbo1QrSsrJEbb3yX2toQlqUO04QJg/jVr47eoR9lZY089dQ8Zs/eTEaGl8svH8GECYP2OiLtjTdWsGVLkORkN01NMXRdkJTk5pFHvuK004rxeBzk5SV1i8ih7fntsbm89M95NDk0NIcDpETETfo5wOnUWbmy9juJRJ98sp6vvtpEMBhXHg4OQVFRKp98UsaaNXUMGGDPRvYGIxZj8kknUT5nDtIwEEIQqa8nfcAAUvv0YfW0aYy57jr8WVmd3VUbm33G0qgSiHTRfmUghLrQ3xCH5TFVuasNsxKkSaimBsswqFktCFaaBLI1aotKcDSHsXQHWjyubkjoDiJSCVCr450wQJtuiS7gZxlwZRrUGMrHyY66srHp+tgikY1NN6W4OB1lBdjOVnGgd+9uEsOb0weu/uPebTP4SNi0Qv2vaaA7lYeRAAJpEI+qSKNjLtzn3d1TBg7MZOXKn/HccwtZtKiC4cNzuPTSETsICImEyV13fYSha5SnJmECmiWZ88EaJozpy0s/KOKQXYT0F44bh9B1jFgMh9uNtCxizc1YlkXhkUcipeTuu2dQXx8hO1tFL5mmxeuvL2fs2F6cdFK/trYqKoJcddUUQqEE6eleGhqi3H//Z1RWhrj++t1GpHZg1qyNNDREWbu2vs3oVNc18vMDbNjQSEnJTqLDuglZ6V7uObEXDy7dTMQwcAF9MzxkZydRXR0mPX3vjDpiMYOvvtrMfffNpKoqRFKSG00TmKbF6tX15OcHKC1t6HYikZSSTbNmseKNN4g1N9Nv/HgGnXtuh6i3/cmsBx6gcsECNF2ZiwtNw7IsGkpLScrPR9N1glu22CKRTY9ia9WoXcn6se3dJRwDAB0j0gJA4yaj7YoifctGatML0EwTS2hI08TUHLiFqkh1eA/zJLLZ/wQ0COxdzQ4bG5tOxNZybWy6KSec0Je8vCQqKoIkEiaxmMGWLUHGjMln8ODuOxHfLRf/EnzJyscoEVepagLwpahIokQcLv0N9D+kU7vp97u4+eaxTJo0gZ//fOdpSKtW1REMxql1u7EAtwCnLnA5dZpmruXB2m9pPzubY+6+m1hTEzUrV7Lhs8+oWLiQeDDI7EceYd2KzZSW1pOR0X41r+saHo+TN99c2aGt//1vGS0tCXJyAjidOoGAi+xsPy+8sJhgcBfm4bvAsqCysgWXS8fjcbRVKduwoQm/v/tfIU6cOJz+hSkcUpDEEUMyycryU10dprg4naFDdxQdLEvy7rurueqqKVxyyWtMmrSQlpY4mzY1cd55/+OOOz5k/vwtJBIWoZC6Pa/rGpoGtbWRnaYndnXmP/MM02+5hc2zZ1O3ejWzHniAt6+/HjN+YMIPlr/6KpquozscbZNeoWlYhkG0vh5pWST36nVA+mJjc6AY5oFcHYxtxCApVbWuLAcMc2+3gXMMOEfiS0+guyyS80HXLeJhJ2OnvIDh9ZIcbMB0OEhoOnEJmboSoq5JO5Ajs7GxsbE50NiRRDY23RSfz8mzz57DE0/M4aOP1uFy6Vx55SFcc82orm9a/X3ILIC/fgHP3QkrvgK3D065Ck6+EmItkFMEru7hqKlpAimhwVRmjm1IicchWBmHqAWeXcj5Jeecgys5mWnXXENKURGB3FwcLhdln35KY30LsGMUkKYJEgmzw7KlS6vx+Toa+TqdOiDZsiVIScn2s4td4/c7AIllSfRWAwzTtPD7ndTUhCgo6N5GBHl5STz22Gn89refUlWl7sCPHp3HffedsNPv3YMPzuKlyfNxmFGcLp3HVlQxY8Z6nE5BbW2YjAwvHo+DSMQgFjNxOBJ4PA5MU+L1aowc2Tlpk9+VcG0tiyZNwp+drVLyAHdyMtVLl1I2cyb9x+9/jyXZGsLmcLsxYjFka66ltCyiTU2M+vGP8WX2YCF9DzEklMZVhaa+zp5Z3vxgwiXgmXyYsElVONtKlg4PZu/kd0TokPIYTjEZrfR+MvqFMBJeGssFBXzGDyY/wOfn/wTT44OkACmaiiC6OX27tDUbGxsbmx6HLRLZ2HRjsrP93HffCdx33wmd3ZUDS69i+M0bnd2L701JSQaZmT5Ka6JYSR40AdK0kKZF+okD8Qh14b8rqgx4en0DayfexKCmKkrKliMsk0BODk1L59MrbQQ1TTqpqeqKXkpJOBznzDMHdGinuDidJUuqSE5uF4NM08Ky2GuPnezsAAUFKdTVhYnHTaSUZGT4SE/30IWKaX4vRo/OZ+rUH1Je3ozb7djlMdq8uYl//f1j9OZKDCSGACF0FoWjJISTQ7MaSC1diCfRwHpXMasTvYlGDTRN4Pe7uPjiod1O8K1ZsQKEaBOIQPl0aQ4H5V9/fUBEosE/+AFfPfww0rJwJyeTCIcxYzF0l4uj7rqLQ6+8cr/3oaszNwL3VEOjpaJNilzwQLb6a9N9Ge2Fb/rBpEZYHIUSN1yWCoW7KuYnfOgp15M+diKbJk8mqfcULLkBpGRERSnnrf2Uw84eRSCte52HbGxsbGy+H7ZIZGNjY9NJ6LrGX/86nouve5fS2hYcUiKEIO/c4SRGFnBVCuyq8NeCCNxcCVV9DsXMLmGBw0nRllKumPoMLiOB0HVuv3E4dz+8lsrKoCoepwmOProPp53WUSS6+OKhTJu2mvr6CGlpHuJxk9raMBdeOIS0tL0znzj11P5MnbqKvn1TSSRMHA6dWMxA10XXN1PfCzRNUFj47d5fX06dRbS+njS/qy1MwzINwpXlBLQofareQ2o6Xl2SF15LoaMfc1PPorB3Gl6vk5tuGnsghrJP8aSkIC2rLZoHWr1STBN/zoGJijri1lsp+/RTKhcubPMk8qSmct7LL1N86qkHpA9dFUPCvxvhzmqVhpTnhEIdNsfhxkqYUqgii2y6LykO+PleBsp5UlIYe/PNjL35ZkCZvwtNQ3fuSl2ysbGxsenJ2CKRjY2NTScyeHAWs9+byL0fbuadqhjeIbm48lM5L3lH3wcpJY3r1yOFxr1aH3QE+R6dhopadLeH9b2KWTjoMEbNnYGZSDBwYCZvvjmaTz/dQE1NiBGH5MKwXvw7JMiMwvF+SNahb980/v730/nVr2awZEkVfr+Tq68+lFtvPWKvx3P44b245JJhvPLKMkzTavVBcvDQQ6fgcun76Kh1D0IrFqg0J9rNZDXdgTQtiswVhFwBXC4nwgW6I0DvYBmR9EaOPvNwrrzyEPr27X7GH9nDh+PpXcSqJd8QjsVBCPyBALkBDwPOOOOA9MGbns7lH3zAmunTKfv0U1IKCjj06qvxpqcfkP13Js0mGECatmP6mJTw2xqYVA/1llrWEIMyAUf6oNaA+RE4wnfAu23TxXC49zzF2MbGxsam52GLRDY2Nj0LKaFqg5ohZffuFkYbPp+Th87ty+8t2JJQJWJTttNTqpctY8bdd9NSWUltZh6rbnmQ4sJ89NxcghUVGNEoznCIOfkDyPn6j/hzc5lyxRXk9S/k9HOPxKlX8/KmoUz2nUWjLx1NwN/q4ak86CtMJk1aSG1tmKwsH0IIpk5dxfjx/TnkkNy9GosQgl/84kjOPbeEhQsr8fmcHHNMb1JSDj4Ti+I8jWx3iNp4CskuA4CwoeMgwtjcemqCDmIxlZInBKSne7j/hl4ceXP3TR+NS5id05+U2o/xRqMgwKjTWP6Dy/DlHzizaIfHw+AJExg8YcIB22dnUmvA/9XCrLB6PsgF92TChgQ81wQVCejthDkRlWIGsPUUE5YqNam3E5qtTum+jY2NjY2NTRfCFolsbGx6DptWwb/uhprNgFQi0VV/gl7bpFc11sCGb8CbpCqg6V3nNOjXYMBObuDGmpt598YbkaaJPyuLWHIKZiJB5dKlFBx+GHmHHEqwooKqYBjR1EhGSQlJeXn4rBCjqj8k/MInyOLBjI5+zPBZL/Lolc9Tl1ZAvQm/qYGL567hyy83kZeX1OaB09QU5Z57Pmbq1B+i7Srn7VsYMCCj25Vu39cUn3YaF//vZ7zfMIK1TUkApDvDnNF3Odk+F0WDsqmrjxCPmQQCLvRoI0mZ3Tva5ZPFq3F+MYPIIYcjEgmEZWK53OiL5vLxktWcMnJgZ3exx2FJ+FmlMqHObi32WJqA8zcrIShVV+eWeRElGumodbZGuGlAkwmxnVXAsrGxsbGxsTno2EXNHBsbG5tuRjQET9wADZWQmgWp2VBfAY9fD9GwijB671n4zVkw6S544kb4/Xkq6qiziUch2MCunJ3LZs4kEQrhSU1FCEF6sJ7edVto9viJNDTQoDnZlN2bmtzeZBsRfK3lvQdZ63E6NVqikg16Ek0pufjDjZzxyZOASklZH4c3Pt+Ez+fqYJKckuKhpiZMWVnj/h9/DyX30EM55trLuCBnAT8r+oLrir7i+sHfcO2/HsCXkUG8qZGsTB8FBcn4HAa6y0W/k0/u7G5/LzYsXowwDNB0pNuD5fWD7kBaFhsXLurs7vVIFkfV9zjXoTzMhIA0HTYmVLnyZF1VT8x0qOcm4ET9v/UhgVP8kG9b0NjY2NjY2Bz0dJ1b6DY23QzLNDHjcRweT7erQNQj+eZzCDVD+jbpUUnp0FAFy2eBLxne/QekZLVHDzXVwLN3wN2vtKWlSSkp++QTlr70EpGGBoqOP57hl16KL2M/RMXEozDlUfjqLTASKvLporug5LAOq0Xr67HM9prGArh4+ov889QrWN6nP80qq4ekRJT5h48nnlvAxHcmkSkbiOJCiARICwk0BzIZtmZmh/Y9Lg3L6ihQSSmRUuJ02vcSLNMEIYjHLdxufY+/70IIDrvhBgaedRYVCxbg9PkoGDcOd1ISpz/+OB/ecQfBigqEELgCAU59+GH82d3b3Ds3OcBKfUfvKaFp5KYEOqFHPZ8aU4k825KQ7QLQVlJ18AoISUgW4JQQRUUWFbWmp9nY2NjY2NjY2CKRjc1eYsRiTPvpT1k1ZQpmPE4gN5cT//hHhl9ySccVoyGo3qhEiRT76nu/09IIlrnjctOElgZY8qkSh7ZNL0vOgKoyqCiF/GIAFk2axJwnn8Tl86E5nSx+4QVKP/iA8156CU/Kt1ez2mv+8weY+66KetJ0JVo9eRP88t9t/QHIGTkSoetsbnYxtyqdYMxBSVqQCbWP8p/DjqTQDSkamGGTmoZqVvQdyrqCAZhlsxDSAgn5bp01JuhGgohbpT7VmjDEDRNP6ccdH67FMFyEQgkMwyKRMBk4MJOCguR9O+ZuRNWSJXz50MNM/7yGWY3FWCm59B/ah5tvGcv48f33uJ2U3r1J6d27w7KMAQO4+M03qVu9GiuRIKOkpEdUEjr5pKP58gEf4WAzWlIySLCCzfh9Pk486ZjO7l63pjQOZXEV7TOovWAeA11KJLJkezVEB0o49m6j8QqgvwvWJZQPkSYgSYNcHe7MVFWxbGxsbGxsbGzsSwKbno+UsH4JVKyDtBwoObxNKJBSsnJlLeFwgiFDsvB6dz9Je/XCC1n30Uc4vV70QIBwbS3TfvIT/JmZKlVESvjgXzD9n+p/y4TRp8IPfw2ug8+894DRZygIDWJhcHpA00Ba6m/vobD8KyXEbIsQapt4DFDeP/OffRZ/VlbbhN3l9xOsqGDm0y9RX3gMHo+DY47pQ2bm3pUAklKyenUdTU0xSkoySKEF5r+vPpNb++VPUZFPM19Rn5dWckaOpLr3STw7PYIQOg7NYnmVh/QLTyfgcpHTeiaXGRl4U1JoNgzWpOWxZlkyA53V+PsMJMntoClqQaieV46/iSoDshxwfzYU5Bdx+ukDeOKJOSQSKvbA4dC4+OJhhAixjlLChMknnwIK0Q6CTOW6NWuY+pOfsKguiw/qhuLT4+h1G9my2uJXv2rB63Vy9NG9d9/QtyCEILOkZB/1uGvgT0nm2icf4z+/+CX1tTUgICstlYkPPYAvOamzu9ctiUv4dRXMDCuPAAs41AMP5UJAU1FAZwZgalCJPrpQHkND3RCzIGKBRyhTapeA6YUwP6ray3fAxSkwztvZo7SxsbGxsbHpKtgikU3PJh6FZ26H1XPBahUMsnvDTf+grMHBbbe9T3l5M0IInE6de+89llNO2XWEQPPmzaz/5BOcPh9aa0qF0+slHgrx2R/+oESiBR/C1L9DaiY4XGq/c94FbwAu+iUAiUiE5k2b8GZkENN8vPHGCr76ajN5eQEuvngYw4Ztk3ISDcHSz6CxGgpKYOBhsJN0ji6JaajjMecdJYQccQ6MPEG9D3tCNKTEnVgI+h+q3rudISWsmguNVbBphdpXag74k2DUKWp/RcNh6UwIyPZb8NEW8PihQJnpNqxfD9AhoiMWM1izvoX37v03X6aGSU8U17fOAAAgAElEQVT3kp7u5YEHTuaoo/ZMJKiuDnH77e+zalUdui6QEn51aQbnavqOwpXLs4NPUixm8kHNQHoNbCTRUIsQAn9ONuWxAGZjlLxsJVhJy8SVlIQIRtHKN1KePoJho1NIqVkFwVpKDJO6o8/h0DMv40QXjPWpSaOUUFraQFFRGi6XjtOp4fc7efG/C2k4bgGFh2lIJItYSCGFnMrpOHrwz0e0sZG3rrqK6m++wRFP4jhtPaWBw2jxpGDUbiEpK4enn57/vUWinkr/USO5+4O3qV25EoDMQYPQHD3387K/eaERZoSUoCOEihj6MgJ/qoE/5Kh17smCER54rRmiEiamwEXJSjh6vhEqTOjvhNsyVIn7cX742cHtK29jY2NjY2OzC+yrNpuezccvYS3/kiY9g1jCxOdzklS1Aeu/f+Hmd0a1lvz2I4QgEklw772fUFycTr9+aTttrm7NGpCyTSDaiuZw0FhW1rrPf4PXrwQiUAJFWjZ8OQV57s1888YU5j7xBJZpkoglWBQsYGHSyXiTAixdWs3775fyxz+exMkn94PKMnjs2lZTYxOEDsWj4PpHu35UkpTw/N2waAa4vICEZV/AyBMhLRfWzlei15nXqWia7VkxG569ExJR1ZYQcNLlcM7PdixrP+tNmPZ3KBwEoSZlWB1qgJKxSjxa/IkS66ItUL1B9UdaoDvhJ38FhxKFfJmZSNNEWhZC04jFTObO3YLR3EKzuz/xuElFRRCnU+Puu2fw/vuX4/Hs/jT661/PYNWqOrKz1WctHjf56+RNnHhInCR/vP2zAspku/jQDtuXltaTSFhkFuRBQV7b8oyKBjbXtFCX4SMNk8rFSwhaEpfLzZi6jTRs2cz8ocM58d4/QV05Iqs3mRl5nLNd/9avb2Tdunp69WqvbiaRhBzNLJriZPBh2W3LNrKRNaxmMEN2O+7uiJSS6bfeSs3y5ehuD6GYnxSrnpHBGcxNOYuo1PA4JBs22IbeW2mx4OswJIDRHhWhpjkcZA8b1tld6xG81gzpujrtNZiwOg5xCx6tV8/vz4YMB5yXrB7bclkqXJqi3hsnO546bboJRiVEXwarHtyngOsY+820sbGxsdlv9PycAZuDmtinr/FNWYJvltWwZk0dixdXsawcFn+8gKrKIBkZvrZJsdfrxLIk7767ZpftZQ0ejNA0TMPosNxMJNrTRppqwenquKGm09QY4s0fXcHb115L3Zo1WIZBfdSFb8tCRoZmkpzsJjvbTyDg4i9/mYVhWPDy7yEcVGbMGb2UmLJmHnz26j49TvuF0kVKnEnPhaQ0ZSLt9sG0J+Dfv4XZ0+C1B+HaITDv/fbtNq2CBy6HX58K6xZCqFF5OiVnwEeTYfW8jvuREqb8DSItKtpqa2n7ghKY8zYE6yAWgbotUFuuhDeXF064FO55DYYe1dZUcq9e9D76aFqqqrBMk82bmzDCLSA0NvpG4HLpOBwaW7YECYcTLFpUudvDUF7ezOLFVW0CEYDLpWM4/bzLCdBYo4SteFRVZktKh2Mu7NBGUpIb01RG0ttiRg0mLC0l3wGbG4PUO9x4NcGVbz9HhrBIysuj9IMPaAjGYdBYyMhjZ0SjBkKIDobMBgmkbmG0tAuiAoETB2tYvdtxd1dqli2jZvlyfFlZYJk4dUlE+HDIOFnR9QghCMVg8ODu4zPW1BTlrrs+YsCAx+nb91FuuOEdGhoi+6TtuRE4YyP8qhp+Uw1nbYT/Ne2Tpg86yhOwIAL121ir1ZuqStnGBGxKwLIYmFJFAOoC5kTg9qpdFkYElJbgEram0G0J/wdqhkDwLgj9GepPhroTQMY6u2c2+4mEhM9C8EojLIp++/fbxsbGZn9gi0Q2PZp1a2uJRE3cbh2324HbrdPQEKW8ztjpBbOmCRobo7tsL5Cby8BzzsGIRDBiMSzTJB4KoTscHP+736mVhh2tJv3b0FJTy5SZFZR+/AlC15GGQf3q1bSUb8bwJJNavRDNUPv1+10EgzHKV22E9UuVOLIVIVSVrq+nfd9Ds/9Zv0T5MYnW04yUsGUNJGKAAI9PpXoZcXjsp7BslhKOHr5abYtQYk5DFWxsTSHTNJj3Xvs+pIT//QXWzFepZtUbVIRSQyU010EkCJXrVQpaY2V7ymGwTqXwpWTt0O0Tfv97ik8/nXBdHS1VVRgOH596zqZZV++DrmuYpsQwrD2adIVCCTRN7FARy+HQ+Fg7Fq7+M2T3UVFNR/4AfjF5B6PzwsJkhg/Ppro61CYUxWIGlmVxzWn9eLUA7p39Olf/83fc8a/f03dLKaAqSqFp1JeWfmsfi4vT8fmchELxDofWiMLQk90d1pXIHp1qFqquBiFIKShAaBoZzhYsCaYlcMUbkem9MC24/vrDdt9YJxKPm1RXhwiHE0yY8AqPP/41VVUt1NWFmTx5EUcdNYlYzNh9Q99C2IJfVKnqWDkO9UjV4cE6WBvf7eYHDUuicG81XLcFXm5SkVfbErbgF5UwYRPcWAmnb4BH62B1FM7fpPyFyg1YFVfb6kJFBqVrquz98ph9vHssZg003wo0o+zJW12pEp9B0+2d2zeb/cLHLTBorToPXL0FTilT54Ha73e6PmhpMuD31XDkOjhinfJ322CfL21sdkvPvdK3OeiJRg2mVg3gPP9XNEhP223UTGeIclkIQiMeN3G5VKSElBLTtDjmmG/3GZnw/PN8UlDA4hdeIB4KkVFSwvgHHqDgiCPUCuOvgsWfQl2FEkHiEZatqCbmz0JE6tFa09WEpuEK1iM1VQFIM2NYDg+maWFZkuTkrX2WqLo0rUi5554+nUkgraPfjmlAuAWQHSuM6U6oK4eHrlSVyBqrICO/1VRagNOtooliYUDrWMGsdBF88boS0iLBdg+o8rWqpLwQ7X3QHGAm1KOhSqV1LfoYDjutQ7ddgQAn3n8/R915J3ff8S7zvqyjamMzLikRQrR9TgIBF4cckrvbw9C3byqBgItQKI7fryLMpJSEwwlOPKkfjB4Go0/51jaEEPzlN2O54yf/ZtmS9ehOJ1paJr++ZzwjRqhUvcGZydRXbEDPbe/TVkEpkLOTdL5tx+zSue++47njjg8JBuNomsAwLUoO91N8avtnz8LCwGRQD001A0jr3x9pWTg8HnJHjsRdVoZWG6QlBtHsIRxx0jCuv/6wPXrvOwMpJS++uITnnltANGoQjRqsWlWH3+/E4Wg/123Y0MSzzy7gxhsP/877mheBqAXZ23ydXUKdsWa0QHH69xxMD2BaEH5fo6b2LgFzozClGSb1UqbTAPfXqPUKnaoamSFhciO81eovNMyjogkaTTCBoAUBoSqVCaHart9JYUebHkD8U5ANrU+2/u7rgITov0E+boeI9SDWxuGKcuUhBuodD1rwUQjuqITnCzq1e92OZVG4YDNsSKhjqQn1/xdheLkAenX/gqI2NvsNWySy6bFYlmRaeCyHeDZQpFegS4mFoJ4k3nGczm23jePBB2chhEDXNeJxg6OO6r1bM2Ld6eTkP/+Zk//8552vkJEHd70Mn78KaxdAThFVtUtwyUq8FgS3bGkXiVw6eryFuDcVw5WEZUmqq0OMH9+PtMJc5T9UulCVSAclEIWb4azr9/HR2g+MOA5ef0gJPP5UdSErTUC0eQABypzakkpQi4bVa43V6jXTVCbdQqiUMdNQRtRbWfaF+pvbV0VdJeJKFErElRjk8qhtJGrfVuv+TQMaKlQ638jjd+rv5E5KYuJPjmHmvLfJzQ1QWdmClBLDkGRmennkkdNwu3d/Ct1qiP7LX35ES0u89bNmMnRoFmefvYeVrUJNZD7/UyYNKKesTwbNIZMByUF8ef2AQQD0Hz+eeU89Rbi2Fm9GBtKyCNfUkFFSQvbw4QDEgkHWTp9O9dKlpBcXM+DMM/FlqAipY47pw6uvXsg776yhtjbMUUcVMuzoZN53vkOIEBIlOI1gJH3pu2f97oak9unDwDPPZNXUqXhSUkjv3x9fegOp/frxwItP4vDsuReYZUm++aaaYDDG4MFZpKd3LCElpWTWrE288cYKQqE4p5zSnzPPHLhHPle74vXXV/Doo7PJyPCRnOxhxYoa4nETj8fBVu9ooSllYcaM9d9LJDKhg369LYnv3GrPIWqpqKpUDTyt8/tUoDShRKEJAbh4M7wTUq+tS6horJFu8GmwKAZHetXpb5QH1sRgkwEuYLQXnEKlpUhgoHsXnbDp5liob9r2xSoEyDjIOhDdJ/XV5tt5rE4JRAL1MFDn0piE/zZDbpXyIHPYuuBusST8slql8TpRx9CUEAG0GPynCX5hf3VsbHaJLRLZ9EiklLz22nJKtxhctOo0xqVtYWR2C47sXnxcV8BlVx/ORRcNZfDgTN5+ezXNzTFOOqkfxx9fhMOxD6J0UjI7CDnpG/5M1do3SC4oIFxTgxGLITQNYZnk5/j4InA6tXURTFNywgl9+fWvj1UbXvobeOw6lT4lLUCo6mBHnff9+7i/8afAz56ASb9qF30yC6B2c7sRtWmoh8sNgVQV7dNYrYQelxfiEYgn1DqxsPLq6TNMpYrpjtZUNqlS8PqPhJpy5U3kcKrtLQOC9Wp/svXWnNBaRSqpXlv4EYw9a6dDGD06n/vuO56HHvoKr9dBKJTg8MPzefjh08jO9u/xoTjuuCJefvl8pk5dRXV1iHHjChg/vv+eiwFfvA61mxGZ+e3yTAx4/a8wajw4XXhSUzn7n//k8z/8gaqlSxFCUHTCCRx9113KR6e6mv+ccw61K1diJRJoDgdfPvggF735JhnFxQAUFqZw3XVjOuz6h1zKFsqJEiWbbFJI3eNxd1eOvecesoYMYfmrr5KIRBh55ZWM/NGP9kogKi9v5pZbprN2bT2NjVFiMYMJEwbxl7+MJzlZzej/8Y95PPvsQtxuHV3XmDdvC9Onl/Lkk2fgdH63CoaTJi0kJcXTJmAGAi6EgEjEwOV2EEn1EUvxYTRGWHTsYGaHVbWrioog33xTTXKym1Gj8vZo/6M8auoatdpFEFOqyc2xvu/U/R7FugQkLEjZ7mvuE/BZGN4JwochdYd765yvwlARR0UOdSwt1DF2CCUENUslDEUsCKIijW5Ig7RuUvDSZi9xHYeSBRO0C0USsEDLALHnv0M2XZ+PWwVjgfrub2VrouHbQRVZeGnK99/XsqgSnjYnYKwXLkiGzD24JJkbgafqVfprkRN+mgbH7oOPYVzC5yEVNZnnhFP9ypD/u1KWUGOTQKTV02lrbH61pc6/tkhkY7NrxPZGqJ3JmDFj5Lx583a/oo3Nbnj//VU8/88XSU+TTP/IQ129Q1WHyvRy/PF9eeKJM0hKOnC3XhvLynj90ksRQuD0+WjetIlQdTXZI0Zw5pNPktR3ABs2NJKW5t1RfEjEYdXXyhC71wDoM7R7hZdbFlSuU8JPSjb89mw1HiHUa6ahIoF6DVCRPmsXqipkvmTI7Qf1W6D/KLj8PlUa/r//1x4RJIRKM8vIV2lpoCKthAbZRbDiC9CcULVeGUOjgdujUtx8AcgoUCLLFfd/6xASCZOKihZSUtykpHRCVbmHrlLH0Ldd6aKmWrjjBXXstiEWDKLpOk5f+0x92rXXsuSll3B6PGgOB5ZpYkQiFB59NJe//z42+w4pJZdd9iZLl1axeXMzliURQvkEHXpoHlOmXIJlSc4662UyMnxtwrSUksrKFh54YDwnnrj30VpSSsaM+Sd5eYE2DyzTtJgxYx3xuIXolYrMDiAawujZSYx45hL0gJvx0+byzr8W0NISRwhB794pPPfcORQV7V4QfLc1ncqgNRNWwMRkuDXjwJ2mzHiccF0d3rS0vRLy9jflCeUzlKN3PBbVBhzng0lNKlgygooVaXWbQRcwxAXJuvIgym3d3pJq0nO0D4JSRShdmKyed6efBJvtkBaYZSANcPQFsV0OTNMvIPwI7annEvCB/w5I/u0B767N/qHGUF5E9duoQ1u/1hLI0WCIR6WpTv32gPfdMjMEd1Sp9j0CQpaqSjm5V8f04e2ZF4HrK8AtIElT24Ul/CUbTgp89/6ELLihQhnzt976w6fBk7kw9Due0svicMEmWBJrF9lAnWMFSuBaVWyfO20OPoQQ86WUY3a3nh1JZNPzMNaTqV3Gb26uR9MFN10h+NerJ/P2R8PRdcEzz5z9vdI5vgupRUWc9dRTzHrwQWpXrMCXmclhN97I6GuvRXcpn5qSkl3c0nC6YNgxB7C3+xhNg/zi9ud/mQFz3oW57yrz6iWfgbs1p0J3QN8RsHG5isZKz4UJt6jIqfot8PJ9SijZmh4WblYzrJZG2i6n3F61v9XzlIiSiCtRSDdUpJLbC2m5kFWoXs/I3+0QnE6d3r33wa2770parjLf3hbLUmKZf8d+uZOSdli2aupU5WXUmnOk6Tq6x0P57NkYsRgOt52vsq8oK2tk9epaamvDANukJQpKS+uZPHkxo0fnoWmiQ+SiEAJNE3z9dfl3EomEEAwdmsW6dQ2kpXnblrndDgwzgeV1QmMUhubjPWs4uSkuyuZs4omn5iIrm9n6HaqoCHLZZW/w+edX7WC4vj1nJMFIj7oDHpcwzgeDXd9y4S2lqtjodKsIwu+BlJJl//sf8556CiMSQXM6GfGjHzH6mmuUaXsn08sJYzwwL9ouFEUsNUk53g/PNIJTAz/Q3LpcojyJ0nV4Kg/+WNs+cTKBHyTDPVl2ukm3xFgDob9BfA5oaeCZCDICoT+A1QDCBVoRJD8EnhPbt0t+EPQCCD2kKpppKeCdCIFfdtpQbPYthlQiiYZKjTJozZJvfV0HBrnVpC1k7aKRPcSU8Kda8GvtvmjJuopifKkRfr7dpaglYXZE+fhMCapTeFrrT1qKDpoFj9fDif7vLri81gxLo5DvaG+jwYTf1cD/Cr5bu32cUOSCpbH2c+tWidWFStc1UMfbxsZmR2yRyKZnIS1ovhW3q5HmlmQ1CdMNfnzxBzSH+zJ3YaoqLd8J5IwYwXkvvogRjaI5nWj6QZofIASMPVM9AFZ+DU//HOorlf+QYcChJ8NNTylBZysLPlKiyLb+Qb5kFSH0w3vVuk63qnD2+kNK/MnIh5YGZVQNykw7PUdFGoWbldH12LMP3Ni/K8depNLi4lE1fmmpMQ0/tt2vahdIKaleupR4S0ub8ba0LBLhMGYiAVJS+uGHDDzzzN0KAjZ7RiRiKC0knGgzxgf10Xc49P9n77zjrKjO//8+U26/2wu7wAJSBQRBQEXRWLCgscUWG3aNvbefMZpoLFG/xhJjYok1MbHE2BB7byCCnd6399vvzJzfH+duAQR2YWF3Yd6v1752b5s5M3d2zjmf8zyfh3ffXcJ++w3i5yJ5pYSiok3P1brkkt0477xXqa6OEgp5KC+P4DiSHXctY9GvJ+HN8WN6TdJpm7q6OA0zfyBiQ67HQNPaoo++/rqCWbNWM3Fi343us68JJ28k6EhKSeN7L2O8dA++WA2GPwC7HwZHXKLE4o1gS/ghqVKtRnrBq8GimTP5+I47COTl4Q2HsVMpZv/1r5heL2OnT+/Q+drS3FKsqunMSqiJnleD3xWqCVWOpgyn/Rpka8ozIyFV5NB/+qmJ2KOlqnpZla2MqsvcGU3vxF4FjWcoHyGtCEhC5EZwqgADRAiwwFkETReA8SIYGc86ISB0CQTPBXs1aHmgbftpv9sTs+PKUHlHr4p8SUuVIiVRE7UxXghnhJyj1l0D6hRVlhJg1o4YytLg4zhc2u45W8K1VWoRQEPdiwxUtGPL50NCeaVtjuDyekQJVe2HIDmaShmrtFUVx84iBNxWDB/H1H3WJhOhJGCYB0pNdxLs4rIh3P8Pl20L63twyjHMAtLpGF6vjmWry3ynobOorj+aYLB7R9k9KR2iRzBiV7juWfjiVeVHNHxX5btketZ8XyretqzWgm2rKnKPXqMmmmP3heXfQTCrrQJcVr7yO6qrgGETYMFsNXrIKYITfweFvaBcyJBxyp/quTtVep3jwE5T4KQbN/gxx7Z578YbWThjBgCpWIx0PJ4xEZcgJbrXy7s33ICTSrHjUb3A66oXMGRIHoGAieOsecHatiQ720tOjo8xY4rp1y+LVauaKSgIIISguTmJbTuMHl2EzFTT6yzjx5fw6KOH8+ijc5g/v5b8fB9Ll8LKHypJ3/c+dshL+ORJyIIwiaRNpDmJlrJbBSIAXdeQkg6LRBsjFY3y4WXnMWrhCyCg1tEI5ueT9+FzaM11cNadG/z8giRcVqkmNwLlf/SHQqh49FG8oVDrPVX3eAjk5/P1448z5pRTeoTomafDg6Uq9azJgUFmm3/TtQVwZZWKDDBQq91BAY/0bVupF0KlW4zqrgNw6Rri/wYnDnpLVUQfOI0oc7lgJojPUPdlpxoSL0LomrbP25VqfKPlgBi4ddvussWpstXwJluHnbxKHGmyISohV1M+ZRWWEkvOzN28fYU0dbnZUok9LSQlFK21dvlxTAlExbpKJV6VhpgDC1KQr6vPxzLC9qZOKJtt1RbLATSVUrsopQRzXcArTXDmJlbKHOKBf/aDczJRWgUa6JqqGPebXDfVzMVlQ7gikcu2hYwDGmUDsqmri5NMWui6RjIp8XpjXH31Hj1i4uCyFoX94ZBzN/yeUXvAzMdUNJGmqxHV0m+gqRZKB4E3CHPfUZFE/Xdc87NCU58543aw0kpwyu/bJiT1Bnb7parsVrVMiV4biSACWPb++yx87TVCffpg+Hys/uKL1ughoesIw6Bw1Ch82dl8cf/9DD/ssNZ0tPa0BLx0x79OSsLchAp5H+trm2D3ZDwenT/8YR9OPPEF6uvjrSbQWVkeTFPn178ejaYJ7rtvGtde+xY//FBDMmlTUaEEo4suep1+/bK49db9GTYsv9P7HzmykDvvPIDq6ihTpz6JpoHX1JGOQzRp0fTYZ/gu349U0Etot4GkXv8O6TNa742W5WAYGn37buaSdYYvH3gA37fvYIY1EsKHISFaU4sZDJH9zQdQswoKfl6Maqiu4bKFceqL+lJkqi8/6sBVVXDq6nKCwTWjkHSvl1h5OU463ZrK2xPoa0LLEb7cDL+rUpED2QICupqg7eiFGwthV9f0e9vD+gFEu8hYaYOwQAoQmdkxoOLN0koUAnXzjT4A8cdANqoxjlYKOY+DOXIrH4TLlmJI5lYlJeTosLOu/l5lwcEhlRq1kxcODKmIos0hrKttPt+YiW4V6j6UAE5cK0DtvZiaKLasIQww4fuUEnUabRUZ2WjDpUWdHx+kJdxTCy80q0ifVWnISUGl07YeKCVcUqmEqIs63xUCKrX34RK4vx4WpmCABtfmw4Fd0725uGyz9ILhtotLJzBGAjoBn8348SWU9s3C7zfIyzM54JAzumRV3KWbGDQG9jgSGqpVVNDK+VBXrpbEFs2DVQsgnAumD6pXrPnZ5looG6n8e7ILlCjVmwSiFjxe6DesQwIRwMLXX0f3ehGahj8nh7677qomzpqGLzubvhMmEO7TB9PvJxWNEq+vX+PzUQfuqoEpS2HXJXBNJZRvxdrmXzWnOWhRigvLJRdXwAHL4aPo1tv/5rD33gOZOfMkJk7sSzDoobQ0TJ8+YU47bWemTVNG46WlYf7xjyN44okj8fsNhgzJI6ssl+qsIJ8sj3Ls2a/SGEltchveeWcphqGRnx8gkbAw66MEIwlkUxyzvJGDC02e+mUZWX6TRMIimVQ/tu1QVpbFnnsO2OzzIB2HH//7X/LCGnZLdSYBmumhubxcibct1Q/bEa+r4/WLLuKxg6cx+DdHM/GsXxKc8zmgvDTSDkRHjSPR0LDG55JNTeQNHoxm9sy8rOcb4fgVymco5kCNDSvScGk+vD7AFYi2WYwdUdPwDMIA6QXkWhGyFuABzx7qYepDiP8N7OXg1ICMKcGpbn+wlm215rtsWUZ4lJn9aluZ1ccclVq2kw9+XwQ3FcHR2ZsvELWgAfMt+DYFXyfhwwQcGIA91rr/BIRK02oh31BtNYQy2PYLuLEIDt0E0+oH6+CfTSqtbKhHRSutdtT+BEqcytGUbPqnWuXntqlMCcKz/WDWIHihzBWIXFw6ghtJ5LJtoQUhdB1Efo/PlAweKDIudQdDVi/wnnFZP0LAcdfCLgcqf6JXH1SeQr7M6KShGhIxyC1Wnj11FW1pVf4wnHB997a/GxCG0RYGBPiyswmXlBCtrqZ4zBg8IXXu7FQK3ePBm9VWPU1KuLICPo+rsrhZqLDzeUllJOkRqtJJ1IExPijuyt5ESprffIpLjDFodppCJw3FA4nm9OHqKsFL/TtWqre7GTmyiPfeO5XlyxupqooyaFAO+flrjsKFECxd2oBtOzRnh1mVyqzeZPn5aUU94458jpJYgr59w5x55jimTh3c4WjISCSJlJJRowpZubKZysoIejxFrt/gzsEmR5doQA733nswN930Hs3NSQxDIy/Pzy237Edenn+j+9gY0nGw02kaRA5FspEWjVEIkI6tLrTiNcUoKSUzr7iCqm++QcsvImVp+KPN9P/9JSy9/WEAPNlFaKedh3bZLCKVlXjDYVLRKEjJbpdd1mMjRq+oUFJBSyUzUBOi26rh/DzXkHqbxX8sJP+rUslEPpBUqWNSKjNqp8Wq2AHPruA9WH0u8YIytSYNosXo3VSpas2/h9xHuuVwXLoWIeCPxfCfJnixSUXZHJelInu64p4gJdQ7Kp11TgLuqAU/SnSSUkXsPtQA1xW1mVmDKkzwbJN63ZNphyGUeDXGC/MS8HQjeIGpoY5HE6Wk2m6R3nZ8O3hhWSalOEtre95EjTOWpJUf3ebQQ7sFF5ceSS8YZru4dBLfIcrwMfGaCs/27KVW5YR7ufd6hIChu0BjNQTCEG1o6/VNDySjytx5+s3q9SXzoKCfStMKb2Yify9k2CGHsHjmTBzbbjVK9+XkEHNmH2sAACAASURBVK+vx7FtpJTYySSx2lp2OffcNSqc/ZhSZrsl7aqNFBvKF+GJengpAg2ZJUYJnJMLp+d00SDs3Wf49KtPiU+eRB87qZ5bvYCgbtAULOSDGByVteFN9CTKyrI3WB2voSFBwpKsstRAXAB2NEV6ZT2r0zZ9huZRWRnl2mvfpqkpxdFHdyzNZJddSjNeQ6K1DZblUFMTY7fd+re+77jjRrHXXmV8/vkqNE0weXJ/Cgq6JqRFMwz6T57M/M8/oizXg08mSGEirSTh7BDscwKE1zScqFu4kKpvvyVYXIyJKkFjB0N4flzC4OkHEw/nUCwhXlzIgVdeSfmsWVR9+y19xo1j51NPpWj06C5pe1eTdmCFrQSilnlYRhagzlFmsoVuN7VtoveF7IfXrG4W/i3oAyHyJ7DmKfNq/ykQvEAteIGKHHIaQbTzMhQCMCH9hVoQEb0wKtZlHTwCTsxWP13Jh1ElClVa6r5jSZUuFmiJShIqIijqwD8b4ax2Q6WRXrgyH+6uVY8l4BMQseHLuEqNK08rc+tGB47pYNujjhKK2t/uPKjHFmsKY5ZU5v457mXu4rJVcYcjLtsmxhAIXdTdrXDZUlSvUFFEoVxorlN/C6H8hnxBmHCg+j1+ane3tFvpv8cejDr+eL7/97+VEbKm4cvLY9oVV/DD88/TuHw5nnCYXS+8cJ1qUCvTSqxYW/QRwH31yrSypbqJJeHBehjvg3GbGHySkpB0JEZTI+Zrfyc+aC9ky861zHJn9XJksJBY9xQo3GKMGlVIUmhIRyIyTqKxVQ1IBEZxmIimMSDLi2lq/OUvX3LEESMwjI2PmMeOLebgg4fy2msLME0dx5HYtsOpp+5Mv35rqmwlJWGOOGLEFjm+yZdfzv/O+J63a21G+Oso0RuxvWHMs2+HA09a5/3xujqEpiGEwIvywVhdXoVeV0M8K5dIdj5ZzQ04sz9jxkULOOGVV9j35pu3SNu7kqVplTrR/vIV7X5nuZOgbRtjKGQ/sO7z3r3X/xnvgZD4V0YMyszqpYWqiJZF2xXk4rIu3ybg8kolutRYUGtDJJPhGJRtXkMt1NnrbuPYbDggpKKG/Br8twnejLYJ2qauBK6/1MMRWco/aWPkaGoBqsmBcEs3L1SEcKUFKQc8mvptAfsFVTWynoSUqvKaxrqV4lxctgXcy9ql1xOLpXn55Z94550l5OX5OeqoHV3voW2d0iHKU6hsR6harlLLbEt5Dp15hxKIXBBCsMeVVzLyV7+ict48POEw/SdPxvT72emEE7ASCYyMZ9HalJlqMivlmkJRzAHbgdx2nsCGUAOlVyOdF4niDtxTB89XxqivqKBw0Q8c/GGEHRe+BzudiCU0DOmApmGnkmjAxM3PgupRjB5dxK777cALry8k7Vcj4VR9HG9BED3gaS0r7PebVFZGaGhIdCjSRwjBjTf+gv32G8TMmYswTZ1p04YycWLpFjyadckuK+OY555j4YwZ1C9cSHTkSHaYOrU13XFt8ocOBSlxLEtFIpkgq1cSc2w0r4d+VSsJxZshECBRX88XDzzALx96aKse06YQ0NRkYpWlHmu0RRLt6FUmsC4ua+A7BKI7Q3oWOJ6MJqSBKFA+R41nARZ4DwHfYe1S0lxcVCoYwJIUxKW6xzg2RIAGR1VfBLXQA+v3FsrRYa/MsOqWmnUFbZ+mqk/WdrBcvRAqQunySkg4SnyKOMrA+6gQPN2koo38GhwShAdKOn3oW5QFSbihWhlhgzIVv6kI+vcwIcvFZXMQsp1fRXczYcIEOWvWrO5uhksvYcmSej79dCWPPDKHmpoYWVle0mkby3K47LLdOeGEnbq7iS5binQK/nQKrF6gUlWkhOZ6GLErXPCAm3jeBUgJF1fARzEoyJS6rbFVWHrcgT5rDYZqLNg3CLcUd24/V1TAWw0p7Hlfodk28axcRKyJ0288hRXTfsXnh5+OkBJsC8cX5PghA7g8f9v7imNphynPLGLVm/PxaRBf3USsNoqZF2SiX63UthhLv/XWKa0V07ZVZv/tb8x+6CEMnw/NNCn/6ivSsRj+vDyEEEjHIRWLYSeTeEIh9r/1VnY+7TQMn2/jG+9GTlsFMyOq5LWDmvPnavB8P9hrE8xfXbYDnCg0ngnJD0F4QIQzldIS6m8JOKtAC4H3l+A/CsxdNmuXluXw5JNzee21BeTm+jnvvAnsvHMPm6m7bJQTVsIPSeXn423XZ9bayiDah+rbJXB8ljKhfqUZVqdVxcV5CWiQMNEHF+bBMC9cXgGfxNb0BUxJJeq8NaBzFUi/TcBTjap9u/hUql1fU21vRRrCWs+L0mm24YgVSnTL09R9vNxS6fj/K2vzbnJx6akIIWZLKSds9H2uSOTS2ygvb+bcc1/hnXeWkkpZ2LbE7zfYccdCiotDpFI2TU1JZs48iXDYXVXbZok2woxHYNbrKh1p8hEw9VTw9OxJYm8i7sDDDfBCkxow7h+Es3Lg5NUqbSaQGQw6mbDrO4tVudmOsjINR60Az6qlNC1f0eqJ1BAIs9erDzP5+YfY8ayj+XzgeNK6wdS9DmKXQTtscwJRC4tTcHUlLE9D9PsKVvy/lxkcNijN8ZJIWNTVxbn44t2YPn1sdzd1iyOlZPmHH/Lts8+SbGwkFY2y+K23MHw+hBAkGxtxbLs1hTKrtJQBU6Zw4D339FjTalCeXhdXqO/akioK7+xcOLOr/Lxctl2sZeAsBycFkWtAZKpcWt8o/0Vpgz5ACUjBSyFw4ibtJpm02Hvvf/DNN5Wtz2ma4Lbb9uf88yd1xZF0mgoL/lAF78ZUqtJv8pSgsHa6lMua3FmjUsFrbOUlBKq/tlELPmFNRb9MDSoR6elGkJkFoUpLvT7Wq9LCTAHP9FNehGeuVu/P0tTYoNaBc3LgnLwNNudn+SEJD9erio87eOCMHNilB0cLv9IMN1WriKnVFixNKaEoLeGUbPhzScdS7lxcugtXJHLZJrEsh6OOepZ3312Kx6OTSKRJJm2EEAQCJhMnluL3m9TURLnvvmlMmLB10ypcXLYHPozCVVVqUNTC/kG4pUitSnaU2XG4oBxY8AOxulp0U+WwRfwhhi7+hiPvvpiD9xlM38l7wIFnQP/hXXsgPYQWA/CcjPXSkrQ6t9WzV3DvPZ+xaFE9eXl+zjhjHMcdN6pHiyBbiubVq3nqoIOoW7gQhMBOJEAIDL+fPmPG4MvNJVpVxZFPPknB8J59nUipJkQNDuzoUWWlXVw6TOJlVdlM76OqpaV/VBFGJJURttZHiUZ5M1QFtU5y992fcv317xAKeVrvNamUBQiWL79kqy++VVowcTHUWm1RL6CKJdzZZ6s2pVdQnoY3oiq6d7AJN9eoQhR+ocQMGxhsgK7BTQVwQ40SapKZE9vfUCb6plDRMj6hzrsBnJIDtxbDpzFlZr0kE+0zPVu91lnR7tsEnLVafadZmvJLSku4pxj26KGuAY/Vw311SiT7PqUMtzWh0uYKDLg4Dy7K7+5Wurisn46KRO7QxKVX8dVX5SxYUIthCAxDGZu2DGLSaZuamhj9+mVh25LsbDeKyMVlSzAlqNJj3oyqFcbd/CpUvLMDxAEZ3yNPdjayprr1ecswKatcgSwsI+f2/0JhYdceQA9hRRr+UK1KEgOM88FvC9VqKsDwyf3ZY/d+pNMOpqltl+JQC+HSUk55+23evvZavn/uOex0Gl9WFnlDhuDPa1u+bly+vMeLRELAaDfgcfvBWgbxp8H6TplX+09UvzcVLZfW+nhOnbqghFAhIHiUYCQB63swdwcZUdFFHazw+txz36Pra95vPB6DaDTFq68u4Pjjt271wN9Xq8iWkNYWbZeS8FgDXJ4PJa4PTCufx+DSSnV+NFT/OjJzOSxKQTBjGC2B0V4VEfNDSqWdZex1WG6pkvYAiYxoE9YgBjzaAOfmwu4B+LdfCUse0bm+v8GGL+Lq72cznkktJtheoMmG/6uDyYFNj65MSXg/Cp/HVcTPwSGVxtYVjPQq0WxFphCBJtq8G0sM+HcTnJvnpp259H5ckcilV1FXF8dxJC0BcF6vQTKpSnlLqSr3VFVFGTGigCFDNiHu1cXFpUOUmjC984vUa1BgwHFZ8KRdjFVdQzoWJZGVS7ixjmHv/Y9Rxx1HcBsViBIOnFuuVnuLdTVon5tQzz3fr83XQQiBx7Nt+w91lGBhIYc9/DBDp03jg1tuIVxa2lrbqSUqOlzqRo9u09jlkPpKlYT37NZWKr6nYs2HhtNBpkAEwVoAyTcg+69gbmLaqDkJ9EIVRYSpZqikAQO0/MxjCelFELlD+RXhA/8JEDhro2KR16uzdpZBy2O/f+tPG96NqslKe8HABGISvkrAIa5IBKj01d9WqwiX/JZCeBK+T8O1+VDnwEvN6vlfhmEPP0xeCsEWfdFuM9NPZrYnUIKILkCXKrro8Qa4oUh9H75OCiFvRpThs525vH5MwvB2RTCabKi2YFFaCUmT/J0XiuIOnFcO3yTbqkk+2gB/7tM1RS8m+lW7nkypc5JGHU+RAdkCqhzVBrfbduntuLU0XHoVI0YUEAioHsVxJIahEQy2jRCkhDFjirnrrgO261V3F5fewiX5cEOxzvCRwwmVlDDxu8+46I1HOfjKy9n90ku7u3lbjI9jajBcZKhBsCbU39UWfBLv7tb1bHaYOpVgYSHRykoc28ZOp4mUl9Nn550pHDkSYJ1Jrss2QOQeqB4PDcdC/eFQvRMkP+7uVm2Y5j+CvQjshWD/gEr20SBy16ZvU3gg+0HQR2QEHwswwNxJ/XZqQGRD7D5w6kEUgwhA7O8QfWCjmz/99HGti24tJBIWoZCHadM2IwJqE8nS2lLM2iOBEnci3sqilIrsDbWb2Qmh0szejyu/oNcGqJ/f5Kn3trxHQwlALWb6GuqqkijRKZ2JTBpgwKzEprWv2lICUVAok+diQ/ka/pRSkT/LUzA3CStt1bbzK+CeWujsrfy/zTAvCX101af2MVRK2O+qlB/T5qIJuLsYpgbU30ENhnnUT0RCqbFu9TcpO38cLi7djRtJ5NKrGDgwh6OP3pFHHvmK6uo4ILFtSU6OlzPOGM8FF0yif//s7m6mi4tLB9EEHJkFR2Z5YfBA2OtU4NTubdRWoNpWg/C1sVCDaZf14w2HOeyRR/j07rtZ/sEHaIbByGOOYdIFF7Dy88/54t57qf3pJ8J9+zL+rLMYduih7qJBbyf1BURuzOR1BAGpImkajoHCJaD1wPRyuxySL6owDeEBaSmxSPQH+Z163MEUsHXQ+0PuP8CuUFXP4n8BGQdiYAzJVD37GrSszAc8oBVB4lkInLnBCKyTThrDm28u4oUXfmxNo/H5DJ544ohuqap4bi5cUAEpBzwZwSgqYaAJ43qwwXGzDR/GoNmBMT4Y4dmy5vQeoUSQlu+sBVu2FZloz3ifishqtlU/rKNSzjIyJpl4NJKOikwa7FViUb9NvGQ/jqnP+9tdQoNMJQwtS0GFrSJzpIAhHijS4ZkmOCSsqqp1lDcjEBJrnoOwDlWWKgox0LP+z3YUrwZ394Hpq1VVt5CmKsZJ4Mp21VdrLPhzHbzRDM0SRnnhpkIY5aYbu/QCXJHIpddx7bVTGDeuD48/PpdlyxoZObKQ88+fyPjxJVtlIpCMRJj9t79RMWcOxTvtxOjjjye7rGyL79fFxWXbYagpcaJRaqrKEahUKm92NjqCYV0wiN3WyerblwPvuqu1wpkQgtWzZ/P6hRdi+nyESkpINTfz/o034lgWOx55ZHc32WVziD4EMq3KvAMq3sEPThMkXoDAr7uzdT9P/N+ABqLFTEcHqYGzAvSx6vHmoveBwDHgP1yltokA6IOUeCYCa75XmCAdkA3A+kUiIQRPPHEUV1xRySuvzCcvz8dJJ40lFNq6N6ZGy+LlhoV8F29kgqcfc1N9iDg6AuVn93L/nlsR8LuEErYijorO0YBDQnBD4ZaryDbQVOLKklRbeXorkw51RHjd93+fgmxdeRAh14zWMjNtFplUs2JDPU5KODV309pnsW40TYEBJXab95EuYAdTReOAEqy+jK9fJKqz0jxQ9RNvRE0MLA4PJQiIUVi0qTC2bDs+bxee+wEeeLqvqgg3O6EEr5Oy2/zmUhLOLof5SWXwnZQwP6VS/k7Nhr+V9tzr18UFXJHIpReiaYJp04Yxbdqwrb7v6u+/58mpU4k3NKBpGj+++CJfPfwwRz39NH0nTtzq7XFxcemdpP72Z3JFCYuHjsUXj1Bb3wB9y5g6sJid3VXGDqPpbRPt2Q89hOHx4MtRZlmeUAihacx68EFGHH44QnMz7Hstsnrd50TGMdYp3/rt6QjWNyBKQa5U4pBoic+wwHtQ184QhQfMdobSxs6Q+B/o7cQgmQB8oHXM523MmGLGjCnuujZ2gsp0ilOXL6DaBi8+UjQwVG/gpGwvE8ND2NW/5cSWzcWRcHWVEmj6GG3PvRyBvYKw7xay0RICbi+G88tVRThQV9sZObD7WhFXtoTfVimxrdCAeQklJpmkmKjPI6Q5zLHHYOMjLWFhGibqcHOhOqarKuGjmEqrOj4LTsoBYyPfx65+JQKlZVuJ+LRUUUrn58Kf65U41H4zAvCv57adtCVnL/+BpWmdAq0BieCp5jDDjFkk5GSa0ViSVkbZFkpA83ZxF9DXhKsKfv61j2OwIgXLMgJRS09lA081wXi/SvtzcempuCMmF5cOIqXkhVNOIdHQgDcUwgwEMP1+msvLefPKK10PDBcXlw5Rt3Ah3z79NNPfeppDP32F3FScnFScPf95H/8vstBdXdxE6hYuxBMKrfGcGQiQqK8nHYt1U6tcugRzP/W7fT/rZBJjvHt3S5M2ijFMRfNoAwFbmVdjgVYAgbO37L4Dp4DmB7sSZBKcRlUJLXi+EpR6OA/XLKbGghItSp6epI8exUAyJ7qQ3f2pHisQASxIqZThnHaBYppQUSyvNG/Zffc34YX+8ECJKlX/cpkSItbuU5amoc6GLF0VTvBp8AtjDq+HDuauwAXc7LuIF4IHMUH/mD0DKkrpv/1hgh9OXwXvRSFbU0LYvXVwW03H2nZBnkrLWm2pnzobLsyDo7KUV1G0zQaLmKPO2V6Bn9/eR5FlLEsblOgRTE3g0aBENLPQyuVX/u+Zk1T7EkKJWQK4qGLreQOtTKtUvrhcc7ItACT8tX7rtMPFZVNxI4lcXDpI3YIFNCxZguFrW+YXmobQdeoWLiRSXu5W1nFxcdko5XPmIB0HL5I9v36fPb9+H4Dm1aup23MMJUOHdHMLeyf5w4ZR9c03+PPalmfTsRi+3Fwq583DSiQoHjuWQH5+N7bSZZMIngXxh8BeBrLdmrxnfzDGd2vT1ovvOBXNgwe0XYGISo8LHA/6esIPugq9DLIfg9jDkP4S9AHgPw28+2zZ/XYR78UEuVpkDXUjT4sxzxpAPLUQv3dkN7Zuw2xIv9oa2pYhlJizITwi4zmUEUxyaOZm/yWkHUGNLMQU4CPK731XcYv9Ev3MAgIa/KsBGp22CClDQB+hUqjOzlVG0RvilBzYMwAfZDT7vQKwQ0azvLuPilCqtjKpYRrcXtSWOrc2i5N1OMK3xjUiNMAGr6xikKm8mEwgnFFpFiSVB9LWiNYdYAKZ87z2964LJSC5uPRkXJHIxQVY9eWXzP3HP2hatYrSiRPZefp0svr1w06nWf3ll8Tr60FKNMPASafX+KwQAseyMAPrWe5wcdkOiFZVsXrWLDTTpN9uu+EN/4wJggsApt//s6lPQtPc+8hmsMs55/DKOecQr6/Hl51NKholWl2N4fUyI1MpTwCTLrqIMSee2L2NdekcWgDy34fmmyD1BuAF/68hdFnPNfYwBqhS99G7ID0PRAiC50Hg9K20/x0g649bZ19dTFhY1KPjpS20xJIaHiwMrWffI4d4lFjSYLdFEzlSpRwd2kO6xX4GjPAqv5xCAw70foqXOA0UIzJVzqIEyRNNDOVD9s89EiHgu+S6vj66UJPJFemNi0SgRKEdfiaYbaIfXi+DrxNq/zv7ft5wu4WBpoG+Vt07KUEgEcKLKVQq2xqvAxVbqTDE7gEY6VWpeu3NwPXM7yldfBknHBWdla8rrykXl83FFYlctnsWvP4671x/PelolGRTE8s/+ohv/vlPDrz7bmZecQXNK1ciNA1fbi5IiZ1Koek6QtNUmdhkkkH77NPqg+Hisr3x3X/+w6d33tmacql7vUy94w767757N7esa4g7Kiy+0FArsJtL2ZQpGD4fqUikNT0qFYmg+3yUTZmy+TvYTikZN45pDzzAF/fdR82PPxIuLSUdi6F7PPhzlduqnUrx2T330GfsWIpGj97IFl16FHoh5Ny/ZbYtbUj8B+L/BNkMnn0gcJYyht4czNGQ85iqZIbecwWtHsavsz3cWqPjpwldU5P/aifEMYHZmMYJ3d28DaJlvIEuKFeChIMSBo4Iw949RN8SAm4tUm1cbcFwLYYhHDyaig5KOup3QDiclhVlVEbcGu5RFdva40glgpRu4oyy0VZl62fFlcfP0VlKaNsYU7JGUFL3FautLAq0GBJBjQww2ljB2NAe/DOxbjslMNjctHZ2FlPAo33h5JXwWlT5Ipmo6yNfg5uKum5f/2mE++ohnTFKPzQMV+V3vQeTy/aF6Ek+KhMmTJCzZs3q7ma4bEc4lsVTBx9M3YIFJOrrERkT1HQ8Do6DMAxMnw8pJY5loZsmUtOwYzHQNHAcssvKOPWDDwgWdswM0sVlW6J+8WKeO/54/Lm56B41sktFoziWxYmvv44nuIVcOrcCtoTrq+AfDcpXICjg4vw1S9xuKqtnzeLNq65q9coxAwH2v/121wC/C6mYO5eXzz6bUNGao/FIZSUjjz6aPa66qpta5tLjaL4ZYo+BjAFCRS7pgyH336Bld3frtjtsR3JXxZc8Fwmi42CjMcUznz/0nUDA7N/dzesQUUcJKk02jPXBME/P0whtqSJ34unlTEoejRT5JDDwC/BgK8P4nCfBGAGoMvLHrlRRK/m6Mp6usZUo8ftNED3qbJi+Csot8AsVbaUJuLsIJndg6FCVLOfeytm8mRiIhsMvfT9xQfEEfJ5BnLJK+UPlako4abBh/yDcsZm676bwXhTuroXyNEwJqjFESReJVR9G4ZJKJTx5NfWdVtpKbLt2C2e1uvROhBCzpZQTNvY+N5LIZbsmVlNDtLKSREMDuteLyPTgVjKJlUjgCwbRDIN0LEY6kSAdjRIsLmbUySdjp9MM2HtvRh93HIZ3PfU5XVw2A8eBP9XBE/VqcHl6DlzaBQJFV7Lk3XeRjtMqEAF4gkEilZWs+uILBu3TOzwwfo4bquDPdSp6yESVM76pWolF52+mrU3phAmcNGMGld98A0DxTjutcQ5dNh87lWq9p7dHaJprZO3ShlUJsQfAiaoy8aD+diKQeBkCJ3Vv+7ZDdE1wVekkTk3WsCyxjD6mSX//YSB6Tx5NUIODQht/X3eiC9jFD/jLIHoaxB7F22qk4yhfLX146/uLDHikFP6vFj6Lq77wrFw4I3fT9v90oxKIStrNRhttuKUGXg6sW8HOylQJE0JFHv2lroQf7UPZyV/HqdkOe2aNaX3vQyXwRCO83qz68NNz4Nhu0nt/EVQ/W4InG8EHNDlQk1ZpbQU6vNQEl+Stvzrc2tgSXm6GF5qVWDctpISmoBuNtN3iikQu2zXe7GzsZBLpOGtMJqSlkpYd28ZOpbCTSYQQSCGwEgkqvv6aIx5/nILhw9e3aReXzUJKGL8Y5qXanruiCv7VCF8M7r52rY1jrSfBXwikrZwZI5WVzH/lFQBGHHkkgbyeX/fVkfBwA3hpSzHzCZV6dmdd50WiRGMj0aoqwqWlrdFVusdD6S67dG3DXVopGjUK3TRJx+OYfuXkKh0Hx7IYtO++3dw6lx5D6l1lKI0PyJSqlwbICKTedkWibqTIW0CR1w2HADUmmBGB/zSpVKbTc2DXrkxfC5wLnt0hOQNwwDMVzAnrrEoN9sD9JaqPFGzeotUHUVV5DFTE1aIURKQSLG6vgSsK1LF+m1CROHOT6v17+OGNiIqcydFgvpXHxTVwmwZTM8Jctq4qp124nuFGwoE3m+GRRqixYFIALsuDfr1sraYiDSstZSgO6riWpNV45b0oHNxBH6w/VMP/IhAWSpy7tw7eisCDJRDqPdqsSxfi6oMu2zWm38+g/fZD2narn4pj2yqVTNOQto2dTKrHAFISLi1FSsk3zzzTjS132dZ5qlEJRDoqisVE/T0rCS80dm/b2jNgyhTImLe3YCUSCE2jdMIEvvjLX/jLyJHMuOgiZlx0EfcOHszshx/uxhZ3jKQDzY4aoLbHI6C2E8aXdjrNR7feylMHHMCLp5zCk1On8tXDD7Opqd627fDb377DgAH3UFj4Jw444Enmzq3YpG1t65iBAHv/7nekIhGay8uJVFQQqaxkh/33p/8ee3R381x6AlJCciaQAJpANqgIIiRtbjIuLt2LlHDcSjh6JfyrSUWP7LcMrqvswp0IAebOELoGQteBZ+IGFSBNbH5Uc64OKanK3X+ThJjM+PYAzzbBn2pgaQrOKYefUlCiq9f/2gBVthKTqmwVEZWlwf11HStxH3Hg5FVw7ColjHySgHvqYMQi+F0lrEpvfBs9hb4elfInpTquNOruFZdwdSXMaN74Nhan4NWIOr9Zujr/NRY83wQ7LYLLK1S6nsv2hRtJ5LLds//tt7PknXdoWrUKTdfRDIOsfv2IVKiJl+M4CClBSgy/n+yyMqx4nIbFi7u55S7bMs9khKD2Sn6muitPNMJRPcQmo2DHHdl5+nTmPv64+l8RAs0w2Ou3vyVSVcU7110HgBkMIoTASiaZedll7LDffuQOGtRl7YjX17cKug1LlhAsKtqs7fs0NehMOGtWc0lJKN5IsnEQnQAAIABJREFUzymlpGLOHGrnz2f5Rx+x/KOPCJeWouk6dirFlw8+SKhPH4Ydemin23X88c/x6qsLME0NXdf4+OMVHHDAk3zyyRkMHtzzI7S2Njvsvz/5w4ez6I03SDY303/yZPpOnPiz1eVctkNSH0L6I9pqDgEklZE1Jnj26762ubhkeC2iJvEB0ZaCZUm4r05FFA3ppY4HJ2TD5ZXK68hB9bVJqdLaSg14qVn1uelMv9vsqCpqDTbUAXUW6JlbeZEGjboSSTYWDPRcE7wbhRRqIuygxlZRCbfVKqPpy/Lg172gHk1xxhsqDmvUejOBpWk4eTXcUggn56w/9Wx+SkWFaUJta25cRXSlgUoL/loPH8Tgs4Ft59tl28cViVy2e7zhMCfNmMFb11xDzU8/oRkGuYMGMfqEE/jqb39j6bvvAuDLy6No9Gg0XScVidBn5527ueUu2zLBDazQbei1rY0QgkkXXMAOU6ey8tNP0TweBu69N1l9+/L29dfjpNOtFbwcAK8XJxJh9t//zv5/3PzyzLULF/LCiSdS/e232Ok0QtfJHTgQMxSi36RJ7HfbbXjDna87LARcmge/rwGZiShKSVWh5MiQWmns+zPGk3YqxZtXXsmKTz7BtizqFi7E8HoJ5OejBQLoHg/ecJi5TzzRKZFo8eJ6Xn11Pi+/PJ9g0MQwVISDaepEIkluu+0j/v73wzp9nNsD2f37M/7MMzf4nmh1NYBbgGB7I/4UaIXg1Kv0MlrCBG0wxoLP/Z9y6X6ebVk0atf3GxlB5T9NcG0vvW3tHYALc+HqKpW+lgTydFXdTBdqYezbpDK1brRVtBEoMUSihJFs1Lkot2FHQ4kjG2NmRAlOLXqH0+41CxUx/H91qoz9wB6eftZgK4nboe28gBJ4/Kio6Pvr4cuE8mlqfw0lHCWYPdGoookcqbwwm2XbndDUVNr990mVgnapm/253eCKRC4uQM7Agfzqn/8kUl6OdBzCffsihGDE4YfzxX338dWjj+LPzgYpiVRWYoZCjP71r7u72S7bMFflw4sRtbrVkvBgowY11/TAAWHB8OHreHSlo1FADVpijhrQAugOzKpsZD/ZuXB1x7JYPXs2kfJycgYNIn/4cJ7cf3+i1dVohoGTSCAch7pFiyjbc09Wfv45n9x5J/vcdNMmHdNVBWqgel+dyveXqNXK9+Pw7go4MgxXZ97Twg8vvsiyDz9UaamOQ8PixUjbpuannygZNw4Aw+slVlPToTZIKXnwwVk89tjX1NTESKdtmpsloZAH01RXhq5rzJpVvknHuL3TsGwZ7/3ud1R/9x0AhaNG8YsbbyRn4MDubZjL1sGpBuEDcwxYPymhSKIMkrP/DNpWqM5oLYXm6yH9MYhsCF4A/jN6VoUCl27FEGtGiaz9Wm9FCDg1F6ptVUW01FReOqAiWhAw0IS5CWhwMtEu7T4vUVXkgpr6u1jv2L9Nixlz+3Mq2j32CkhIVZ2up4tE9ZlFLCmVUNQSFQVtY5N+ujqHsxMwUdnzYUu4uAJmJSCUOR/fJZU41CIQCdR2hQaaVKbWrki0/eAGjbm4ZBBCEC4tJatfv1YTayEEky68kKm33064b1+QksEHHMAR//gH4dLSdbaRbG5m7hNP8PwJJ/Di9OksmDFjax+GyzbCpCBclKkY0r7TviIPdvJ1V6s6x4gjjwQgZjskMoKQZtsIAe/t+Ute6ECufAux2lqeP/FEXr/wQj64+WZePussnp42jVh1Nd5QCDuZVOmiuo60bRqXLSNYVMSiGTNIx+Ob1H4hlHHm4qFwWjYM98BonwqFL9ThuWb431rHMP/ll/GGwwghELqOJxRCAqlIBCuplkHj9fX02223DrXhm2+qeOyxORQUBCgtVduVUhKJpFp9jWxbMnjwJpaX2Y6xEgleOeccan76iWBxMcHiYmp++olXzj0XK5Ho7ua5bA08e4LTCCIA5jgwJ4I5EszdwJy05fdvrYCa3SHxAtj1YC2Cxoug8ZItv2+XXsPpOWrCZrULeUk5SgQ4qYeknm8OJ2WrfrXRVhG7EUeloOVp8GYUKiyotTOeOxklx4eKdLBQ56HMgLIOlpU/JqzSydcW3gQqaqk3VfTK0WCAqVLkW0QiUIuLaanS9nRNpScublcI5Ys4fJXI+BBpMM4HiDaBSWS2EZMq4kjKttdctg/cSCIXl40ghGDIgQcy5MADN/i+ZHMz/50+nZWffUayuRmk5IfnnmPIwQfzq2eecctb9wYiDTD/S7VsMnwSBDqfptSV/F8JXJKvzBgBLu5llTcG7rUXQw45hG9eeQUDAQKEhKbJ+5LcaypPNcCvsjq2rU/vuouGxYsJ9ekDqAibVbNnY6czDpPt3SqFIBWLITQNx3GwEonW6labQkLCJ3E1iG1ZpdSFqgLy7yY4PAxzEmo1tCKniMCKFaoZQO7gwVTOm4eTTpOKREjU12OGQuxy9tkd2vfbbyvvM8PQyM31EQx6iESSCAHptI1tS3RdcNVVrhFzZ1n+8cfE6+oIFRcjgURdHanVS/Eub+TtEw9jzweeIJi53ly2UfwnQ/JNsMtBBEHG1T956BrVD2xpIjeDbAStXV/jWJB4DOzrQe+BYaMuW509g3BeHvylTk3YW/xj/lQEJR0URnoyJSY8VgoP1cOncZVytocfXmuGfibk6/BpTHkIJVF9b8s5MIBdvFDpwKEdHLJNDal08ptrlcFzCx5gvE8JVTowpSurx20hDs+Cj+Kwmw9WWaqyWUwqUbHMbIuEMoQaw7TwfTJToS4zpklJFUFlCnWN2SgRzQaaMpXslqVgThzGbfpwyqUX4YpELi5dxE8vvUT5V1+RjkbxBFTP4tg2C2fM4Iv772f3yy7r5ha6bJBZM+Cpm8DJrJUYJpx2G+w0pVubNcADf+rF89TD//UsT937Twb/90mEbVN75InUH/ZrvIZOvbPxz4Py+Vn81lsE2vnFCCEIFRURr6rCcRw0jwc7kVA5+VJip9OsnjWL7LIyEIJ0LIaVTOLLyWmNFOwo6UwYt55OE/x2Nnqkifjw0RiFpdTZcMIqWJLKpNWddj39Z77ACZ/+D0NKfNnZKnVJ08gfNozisWMZfdxxPxuJ+HO0b6sQgokTS5kzp4KGhgTxuEVRUZC77jqASZP6duqYXCBeW4u01f9708oV9G/4lrGlNkgQ5W+y8oiBFNz7JvmTuvcesFk4NRC5D1IzAU157ATOW1OU2J7RiyD3KYg/B+lZoPcD//FgjNg6+099xDpDcc0AJwmpT8HveiK5KO4ohjOy4T/NyjPnpGyVnrWtMNADtxa3PT57NQR1JQQFBYz0wsJMPzvSCz8m1QJOsQ7VDhwQVOJPRxACriuCk3Ph8QZ4PwIL05Cjq/S1hIRL8np+qhnAPgE4Nkt5C/k0GOGBZWkoMaC/qdbPqmzoY8Ae7USvQn1NfyKbtnS+EV6Yn1SCXAs6KrXtkOXwShmMd4WibR5XJHJx6SJWfPwxycZGtHYRQy3pL9888wwDfvELvvr736lbsIC8IUPY5ZxzWj1KXLqZugp48kYVOeTJ5HIlY/DoNfCHV6ktr6bmxx8J5OfTd9IkNMO9dXYUrybIOeYEvjj8BPJ0MKwUB3z8GLt++W+K7SiM2wsOvxAK+294Q1KuI+4ECwpoCAZJR6PopokFyExkUToaxTFNks3NPDxpEp5wGIQgkJ/PqGOPZei0aYRLSjp0DNkajKxcSvi68/HX1wASJCw+8hTqpp/PYlu0VjxL5+bw7V6/5L/xKPvNeAYDiadsIIfd+2cKBg7o5NmD/fYbxNNPz8OyHAxDw+83GTu2mFgszeOPH87QoQVoWudELxdF/rBhCE3DtiwClfMZN9AmmgbpqAp9IT1N3XXHkP9mee/0h5FJaDgb7OXKnBkJ8X+D9QNkP7p1ImV6A1oBBM/tnn3rfcBeuuZzTsZ+Vi/rjha59GCG++D6XpJuvrlYmeiVFkqMTMpUJlJmpA9298MYL4z1w07ezt+m+5twfaH6qbLg45gSS3bzqwim3oAQyhvxuCxl8p2jQ38D7q5VEdAAk/1wTYESF1vYJwh/rlOl7vN1CAl1fn1CnZc6W6X52aiqekFNfR9NDtxcA8/3653dokvHEbJ9iH43M2HCBDlr1qzuboaLyybx3o038sldd2H6/a2TWSkldiqFv6AAf24uhseDZhg0rliBlUwy+YormHjeeRjeXlq/dFvhg//Av2+H/DVFA1lXzjyG8vlnCwEQmkaouJhDHnyQrL5u5EZH+TYB55SriJzz/3c9k757nUgwj1EBg0BzLYSy4bpnIbz+Eu4zLr2UFR9/TKhYLTVKKYmUlzPy2GOpW7iQ+a+8gpNOY6dSeMJhAnl5BPv0oW7BAqLV1WT160eqqYlkJAJA3pAh7Dx9OrtefPFGI4uklDx69LF8t2QVidx8ZeZoW3hiUd76+6sMyAmjCWiyVQh3Ukp0x6Z/vJEcTRLNysOvaxyXBefkrTlQ2xhSSh56aDaPPjoH25ZomsDj0fnTn/Zn8mR3Erk5SCl549JLWTRzJuPkj/TPlsTTAqEJhGGA4xD0QM7Ds/EPH9Pdze08ybeh+RrQ2oUiSglOFeQ8COYuW2zXUsJncZjZ3ICQDRwUNJkY6utOKtYm8SrUHweYoHkyAlEU9KFQ9HV3t87Fpdt4vhFuqYXSdmbU9baKgPlrCeQanetLt0dimWjtwHrWAxam4MYq+CnjVVSgQYWt0umXpFTBDg/K2LrlO0g6KsL9k0G9y7vJpQ0hxGwp5YSNvc9dDndx6SJGHn00sx96iFQ0iun3twpEhs+HruuYPh9SSirnzUNKiWPbfHjzzVTMmcOhf/0rZqAXJD9vq9gWP1c7JFHfQPnCz9ELxjM3PpElycFkrVhM/Jp7OP3JP239dvZSRvvgmb7w+tJV7PXjTMjvwyBTw6cBecUqkuvzV2H/k9e7jT2uuoqXzzyT5ooKcByEplEwYgQTzzuvtcR9w9KlPHfccQSLigBIxWIkGhowfT6aV65EM008gQBWMomTTjPvqacoHjOGQfvuu8H21y9ejLNyOWNKCqmylYdBlsdACC/pxgZEThhLqlU8AI8QCN1gaTAfIWA3AxDwWIMqu3tdJ2xGhBCce+4EDjpoCLNmrcbnM9hzzzJyctZcTk6lbCorI+Tl+QkGe0GMfA9ACMHUO+6gYMcdEfefhyMlQtcRutZa6UYKgR3rhMN6T8JeCnKtnE6ROTJ75RYTiaSEO2os/tNQgS4bAMH/mgQnBb7gkr4HgXDzFACVCmiOh+CNELsVnKgybdNHQe4L3d06F5du5ZdZ8F5Mic2OVKlRIQ3+WAzFvSTKp7tZnzjUwhAPPNkXajLCUJ6uxKEZEXgzokzDTdoEIksqb6OwpvyLXLZtXJHIxaWLKBo9mv3vuIMZF19MKlP62wwEyBsyhERTE55QiNWzZiE0DT2TrpSKx1n1xRe8d+ONjD/rLPKHDu3OQ9h+GbEraLoSi/TMbdFKEW9oZJU5hgerr6Ay3Yek48GWe/HBVw2M+KSeyZPdilIdZYAHzrWWg08H71ojF8OEFT9s8PPhkhKOff55ln3wAU2rVpE3eDD9J09eI/XPEw4jpURmRCQ7mUQIgWNZOJaFGVTlrIWmKX+i7Gy+f/75jYpETjqNQKXO9W/X9HgqRv/a1dT2699adraldK5ftJUPrXeg2FCeAC81w2/yIFfv2HlrYeDAHAYOzFnneSklzz33Pfff/yXJpIUQgmOOGcmFF07CNDu5k+0Q3eNhwjnn8MGLf6W0eS5pR2TK/koM4UAgl+BOW6HK1ZZAH8g6RWxlpq603m+L7fanFDzXWE8RS9A1DwiB7QieiQ3l8ManGZRz5hbbd6/ALofm30F6jpp96QMg7y2QMdCKwRyy6duWEmS9EuJcMc6lF+MR8Oc+qkT7NwmVErVPELK7sFtbklJpVUM8Xbvd3oQQUNhODRjkUWOUE7LhoGUwNwmOAy0rJ8UGHJ+txCKXbRtXJHJx6ULGnnwyg6dO5evHH6dx+XJKd9mF4Ycdxv/OPJNIRQWOZbVWObPTaZxUiuZVq5jz2GMs/PQDSg/Zj4MvvwGP6aafbVVKdoCDz4LX/ta28q5pLPQN553Kw1mRLKPZaSvDFZVBzrjZ5LtXQHPDbTdObTm8/y/4/mOoWgamBwLtyppZaei3caNYw+dj8AEHrPf1QH4+A/bem6XvvkuouBgzEMCxbZAS3eNpSwN1HHzZ2WiGQToW2+h+84YMwZudTbK5uTVqSUpJOpHg6mCcWzVlFNlSmjecuSZ0qVberMzzulCrodVW50Wi9fHuu0u47baPyMsLkJXlxbIcnnpqHh6PzgUX9FJxoxsY//BLrDhhZ3JowEEJRZrXh/fi+xFGL1229kwBvT84K0AUAE4memUMGOO32G6/ToDtNKBrbeUAdU1i2x7mRBYzKMsGey44tSqtyhi4xdrSJThRdRyiC6J9pQWN54O9SglCkBGNLlXRQ9r6U27XbVcdWD+CyAJjFFhfQfMtYK8AoYP3UAhd1jXtdnHpBjQBk/zqpytpsOHqSlWVVBdKWz0nF07NcX12WsjWYeYAuKICXo6oqme5OhyXrc6Vy7aPKxK5uHQxoT592PPqq9d4bvxZZ/HWtdfi2DZaJtIhFYmgmyYi4KXqj0ex4vAhzNV13ow9wnhzb07zj3I7q63JwWfB6L3g2w+V8jPmF/jf/Yy5t/SniWwM0mhCgpRITWN5RYD3v4R9du3uhvdwqpbDndMhHgGfiuRh/iwYOBqy8qGxFoLZsNuhXbK7vW+4AWnbLP/oI4SuEygowJGSVFMTVioFUmL4fAQKCohVVzPkwAM3uk3NMNj3llt445JLaC4vRwiBBAZMmcK+++zBJA2eaoDba5W5ZoGhSsU222rA2bJCmc4YcXZlRZrHH59HIODB51PduWFoFBYG+de/vuXss3fB49lOl0c7SahfGf+fvfMOs6K6///rzMztd3thl6V3RcSCDQsWVFTUGHuMxhhM1NhbbLF9jS3RGKPRqDG2RP3ZFRVLsIANBEQFpAssbK+33ynn98e5y+7SFxd2F+b1PPeBvTtz5szsLTPveX/en+HvlbPm6b+Snj0Vb9kg8n5xKYGho7p6aluP8ELu4xB7GFJTAF117gpesE2vhAIaaLKlV04rOpArqqDxTLBXqNIqKcF/PIRvVMJGd8JepUQX82tAgG8chP7Q8bb0UkL6f5B8RZX5WQvAGM7a4yPylFCU+hACp23ZeImnIP5oZgwHRBE4lSBCGfHJhuRrICOQfU/H5uvisoNzWw3MTqrOaEKo7+aH6pWj6OBQV8+u+5Clwz/L4H4H1pjKcZTbzT6mXbYdbnC1i8t2QErJwjfe4J2LLybZ0IDu92MnkxjBIJU3HEnqvL1IJ30Iy0F4BL5snb2siZwb7ng3JJfOw0omGXP4Mn5o7I+HFGl82HjRdB2Exm0Xw/W/7epZdnOevgm+fg/yM+G5jgPlCyHeDMX9lDD3s8ugV+e+1qNVVSQbGsju25flU6cy8x//YPVXX+ENhwkWFSGEoNfo0Rz38MMY/i1rFxOrrmbpBx+QqK+n95gxqtOd3nrG9JdaeKFZXQybEhanM53RfJCWqivIRfkwqRPvwh199HNIKfH5lEhkWQ41NTGqq2Pcd99RTJw4jECghzphXHokDTYcv3wFHllDWFPOzGYnANLkg5xJeDUD9IyLRjrgVED4Fgic2LENORFw1oDIAXOWKt/S+4LvGNXa/qfgxKDhZHAaVPczUIHfxgDIfR5EB+6xRv8CiedV+ZfTBPYy0AqUo6tFKLIrIXAOhC/Z/HjpL6HpYjUvkelxbc4FEuA9oHU56YCsgbw3VRc1FxcX6iw4ZmVrC3gJ2FKFNO/ph4e3rOmpi0uPZUuDq12RqAcjN9ASurOIxdL8+9/fkE7bnH327hQVudJ6ZxCtrOTdSy+lfskS6hYuRIT9VMy5iriRhW5J9TfVBP48HwmzmEfDJ+F2t+5a7nnC5ta/S2wbHKmh6QLHEQgBY/eAj59x7cmb5Poj1QFqW0IpJTRUwj0fQTBru00lWlXFkilTiFVV0XvMGPoddNDa8s/OQEr4KqFCHx1gDz/MSsAXCXUH7uwcOC7cua+Xm26ayvvvL6VXrzCJhMm331aRSFgYhmDw4HzKyrL4179OpLDQLTlx2X7MjNZyXeUqYo5Kbc8SUe4PP8ooYzZofUG0qdN1mlUuT94zGx9QmkpcEQEQfSDxGCSeVuVbLc/rZUoYEQHlTNL7gjFEOao6SvJtiNy6vrjiVEH238G7hRZSuxwaTlJOH6Gr3CFzlvqw8IwEkaVcRE41BM6C8DVqvdQ7qiTNsxf4jgDRRshuvhbS01rFKwDzW1W+592/fRaRUws5j4Gn6x1xNjZRInjxEcDNS3LpGlaacOoqKDZU2/vlprqJg4SRPpg+0D2nc9mxcbub7cB8800lDzzwJd99V01xcZBf/3pPTj111/UEo1gsjRCCYLBjd5EfeWQml18+BdN0EEJw3XUfctVVY7nrriM6czd2SsIlJZzy4ovULljA+1dfTXOqgdUBH1oys4CU6D4/QhoILUJCQsj9supSLv2lzoPPQWWNyraWEjwGeD3QGIW5P8Aeu3T1LLsx2YVQv6a9SGSb4A2Ab/teKIR79WKPX/1qm40vBOwfVI8Wfp698eU7g0mT9mL69JVUVUWpqIgSj5sIAT6fhyVL6lm4sJZf//p1XnnldLf0zGW7sU+4kHcHepkX+RJhL2OkPxuP7wZoPIt1y9BUuHbmS9Beo8Sf9FegFUPwHPWhG70VZCwjAoWU+KGXgbMasFRZlUyAVgLmN9D4C9CHZASjm8A/ftMTlklIvqvKwkQ2a8u41ltOKqFoS7EWqP1rKaUTQVUOZq8CqxyIgEyDCEP6U6j/BOVtEMqtlHwDEs9CzuOgZQR12cx6p+8iF6hFxee3zNVU/+obcGk6UYg/CanJanu+4yD4m9ZtdDJLWcJ0ppEkiYVJiDBl9GEggxjAAIxufDnSci+9OwkHUsKyTA7eEK8bItwRygzVxavchKVp1TnNQr1zFqfhhSY4c/0eES4uOx1u5GoP44cfarnggsksXlxPSUmYdNrh7run89RT36xdpry8mYsueptx455i3LinuOKKKVRXx7Zo/PLyZi69dAqW5eDx6BiGhm073HvvZ0yfvnJb7dZOhRCCol135diHHiKohaDJAsNGOg6aYWD4/AgtiWX2Ieh+8Xc5AT/89lT1r98LQT/4/TB8oBKKflzd1TPs5ow/R+URWWn1s21DUy0cclprJzmXrWbAgFyeffYkTjxxOLFYmoKCALqukUrZeL06Xq/BRx/9yP/93yddPVWXnQyvns2euUexR8EFeEK/UCHV+hDVfasFKUE2qRIxuxIaz4HEqyCjYM2Hxguh6TeABK1ICUfWNxmhxlDlVBiAVzlvrHkgU4ANWq4SZ6I3grV44xOVaVW+Fb1DCUzpqZn8oPpWhaBlrgD64C0/CGIDtaX6UNB6qznKJOpUXKp5WEuVUKaXqv3VS8FaBMkX2xzYI5Ujqe3cRJZyGzkZscxpAqcGAueBto5SLR1ovkTlGpEZI/EMNP8epE1nU001H/I+dkbAaqSRGucHllkf8D/5Nm/zFhZWp2/3J5H6DLPuZ1RW7MVr5b/j+OUruaEKKrvBNH9Mw/gVcMBy9Ri2BF5v7upZ9Rx0AX8sVI6iuIQESiQSQELCLTXt31ouLjsrrkjUjamvT/DOO4t5++1F1NaqDjwPPTSD1asjLFlSx5w5Faxc2YSU8Nhjs0ilLBIJk/PPf4tZs9bQq1eY4uIQn322igsumIxlbeCu2Drceeen2LaDYbTecTYMHSkld945bZvt685I3qBBnPHKq+xbORivX+DLNfDl+NH0GGnHy/HGXt3qztXOzNg9YcRAGD0cRg6F/XaH4gJ1Z7GsV1fPrpszZgKccIkSippqIVIHB58Cx/6uq2e2w9C3bw7XX38ww4cXEA6r0hqvV0cIgaaB32/w3ntLqaiIdPFMXXZqhICsW1SOjl0JdpUSezy7gf80ldsjm1SJlwiAlgeYqhyrpYRKCJBCCUEyghKIJKApkUXGgBbXoqacO1JC8s2Nzyv9iRKHtFK1Ta0o476JKMePjKtxnQrwjgVj1y3fZ8+eoJWBXZ0RxKRyAmlFQBzwZErJHHCWq+dkvLXLJqjMpdT7rT/7j1N5Rk6FEoLsShAW5PxbBV+LABgDIetOCE5af07m12B+r4Qq4VcPrbfqlGbO2PJ920K+41tA4MFDxFnD4c0fcFb9f5nY+AIn1D+KnvyAJWxCxNvexJ5G1h+Dk/qAsFzCsfpzPOPfhyXxeUxaA/HNn0pvM0wJp5WrsmbTUa/+GgvOWQ0zNt+o0yXD2BAUaGvlZUKaCmQOCFhtwSqzq2fo4tL1uLdxuynvv7+UW275GMtyVKtl0+Gcc0bz4ovzSCZNbFuSTttIGcPr1RAC/v73rxgyJJ+6uji9eoXXjtWrV5jy8mZmzFjN2LF9N7ndurrERoWJ+vpEZ+6iC+DLzuac/U+hX2oNb5rfELMb0a2hnODZgwnhnK6enkuGg/eG3r1UyVlhnjrPr6xVbqK9R3b17Lo5QsBR5yrnUH0F5BSqbmYunYqmCY4/fjh/+9uXaG2CzNJph379ctB1wZo1EUpLt18GlIvLehgjVKv31AfKMeMZDd6DVG6Q+TUQXmcFB+WySba2ctfzlMCEpYQda5FaRgQypVtp1Uq+JVxaGEpM2RDmAojcrVxIoJxKQlfz0QeBdxzYPwA6hH4FgTM7VnckdMh5CCI3gfU9IFRJnPcwVUInvK35TI4PaHF9t92GpcrR1o7ph5x/QvojSH+h8o78E8HoD5wAXLvpOdk/ojqitdmGEOBYmd8dsOH1NjjWKki8qPbNGA4IGmVjAAAgAElEQVT+M5RA1YYoEXR00qQ5MPoRA1LLiWlhpICghH0j77BQ34URnm5Qty1TEL0RG0GUMBpgIgkQ5WrPtfw+/TYfxeC4LvoYnRGHhSnwC+WIAQgKiDpwZy283q9j4zmWRfnnzyMjD5HTuwp/7hD8JZep19MOfpcy14A1thKIWrAAr4AVJvTrvLhCF5ceiSsSdUNqa+PccstHhEJeEgmTRYvqSKcdrr/+QzRNoOsC03TQNIGUklTKRgi4/fZPKSoKIQTtRCIAx5FUVUU3u+1TTx3Jyy/PR0oHkTlxkZk7Wj/72YjO31kXAA719eZQX++unobLRvD74Inb4f6nYeqXoGlw/KFw2dnq/y5bgD8IvTtQpuHSYS65ZF/efXcxs2dXZEwLkvz8AGVlYerrk/Tt64pzLt0ALR8Cp6//vN4X7KW0E4pEDrAapNGqm2h9lOgj40CWKrWSjcoNY69QmUL6ULWszJRxGXuDtVyVb7WEQCffh+hNYFUpV5K9WLlzjNEoF5KA4K+U0+mnoPeG3CeVIwpTBXfH7gZRqMrlZGZbQsv8v23Iv632039q+zGFF3xHq8fWzIcN5ZMZmTK4LcRaDI2/aRXwzPmQnKwErDbHLECQNazBkRYNgT2o0XLYJb1U7Z7wIUWCPonPwLMFnd22NdYycBqxaRv0L7DwMlSbCcDSLnSZVNoqO8e/jn6jAwvTHRvLsW2m3XERQw98HiMsaV5jEKv+irz0JQT71kLw15017W7JsSGYn1Kh1YZQHc5sCaUeKHSvjl1cXJGoO/LFF6uwLFUQO39+Lbou8PsN4nFTuaaTqnpW18G2JVJCKORB1zV8Pp0VK5ro1y+HUEjJ4C1d0AYPzt/stk8+eRd23bWIefNqEMLOrA+9e2dx1VUduLvk0iOw02msVApvOLzNOuXtKBQXwN1XqkgdIVxxyKX7kZXl49VXT+f445+nvj5Br15hvF6N6uo4p5yyK8XFbpdKl25M4BcqD8iJghZWncukpdxHshacICqk2oTw7YAE61sIHAOew4C0ciPF/6tEI+nJCEkCYn+GuA4YELoIfD/PhGGnQM8FqxHwqCwku0KJMEZ/MDrRKqq36a2tD1SZSdKjhCkpVImZVgDGPiCrlGAkHXVcfBPaj2UtgthDan+1Qgj8Cvw/3zL3h2d/MPqBtSJT9oYS3fS+4O3AeV7sISANekvNdZbqsBb7K+T+C4BVrGQWM7GxAElCDzAntBvNeoiDEguQgIWHYqcLa7jaooVBaOjSoa2QpuGQkurzc0jHesF0Knv5lVZqy1YnkZTKbzcs43yJVFRgxmLkDhiAZmz8Mq/8yy/x+97GG9JJNfvQdZCOpH5JA76cR9EDp7e693ZAfpsPb0Sh2oaUo5rEZBmwdwBGuC4iFxdXJOqOOI5qhV5VFUNKia6rLypNExiGCjh0nJblQNcFgYAH03QoKAhQXR1jyZJ6hg4tQEpJY2OSAw/sy6hRxZvdthCC2bN/x403/o///Oc7bFty/PHDeOCBo/F43M44OwpWKsWMhx5iwSuv4JgmuQMHcuAf/kDvvffu6ql1e3T3beDSjSkqCvHSS6fyyCNf88knK/D5DK688gDOOOMnuiFcXLY1nt0h616I3pMJptYheAYEL4DU/yD9oXIJ+U8Cz74bFkR8h4DvUEi8ovKNnJjKG9KLVdmZTEH0L5D8RLWNbylJw1GOI6TqmOY7GrLv2XYlN74JEH9COaS0soyYFQXPWMj+hypxk3WZsO+S9utaK6DxPFQZWp4Kq47+CZx6CJ2/+W0LA3Iehej96pgC+MZD6Eoljm0p5oz1g7lFPphzMl3oND7hIyws/PixsdFJYkvJcl9/9k4uJSjT5EsPIe9RW77dbYnWB4zd0c05eAhioqFjo2Pypn0OpQYc1oVa+0AvHBOGyVHwoGQsU0JQg8tlLZMv/CMVs2YhNA1vOMwhN9/MgEMO2eBY5V98QfGAJHaq9aRGCIFla5ixKLpdtV7p4I5Ebw880Rtuq4EqSwlt+wXg1qIdvtLOxWWLELIbRbiPGTNGfv311109jS6nsjLKiSe+QF1dnLq6BF6vjuNIkkkTIQS2rVrT67ogGjUJBAx8PgNNg3337UNlZYTBg/NJJi00TXDSSSM444zd8PlcTdBF8dEtt7Bo8mRCRUWgG9RVNGGlLSb++z8M32dQV0/PxcXFxWVnRTqqxb0W/mlOBpmGukOVsCTa2D/sSlXWJu1McDOZrl62Emy841SO0E+5UpRpFVAtctsIUetg/QixeyE9Q83PdzyELlX7vSmid0HitTYOnpbtRSD/A9A6oGLITLuujc1xU9RPVOKWaLM9mQRsyP8fCMF9/JkkidYW9zIFMkYKnVMi3zE8XYmu94HcpzNB5d0Aew3UH4e0FmMClhR8Zh/HF97nuLDAoKiLT6VNB66rhheblEBU5oFbCyXOZb+mZv58QsXFCCFIx2KY8Tgn//e/5A1a/7xu1uOPQ+QW+u+fINXcKg46Vori3fri6/c5aDt+hp2UKqzaL9wyM5edAyHELCnlmM0t574duiElJWGuuWYsN900lVTKwnGUKDRkSD6GobFoUR0+n0F9fQIpJZbl4PVKdt1VOYU0TXDNNWPZZ5+yLt4Tl+5IvLaWJVOmEO7Vi5Sp890PkErn4k1Wcet5LzL2D9dz8VnunRQXFxcXly5AaMr581ORcVWatq4AImNKHNHylNtI+lTAtDQBE0K/2fovQGlD/F+QeBZIK4EqdCn4j19/WWMA5Pwj42DSNjBPR5VvaVmtOUqgOpOJdYQg4c3UHVWB1oEbPVsjDrUQOAeid4PmVSKXtNR8Q5esPX7ZZBNfG8YNCB8OAl2mydVK0YMnQeCU7iMQgcpsKpyNSM/E6yzDa+zHkZ6BHNnV88rg0eC+ErirFzTbkKdD45IlvNpGIALwhkKko1F+eP11DrjyyvXGGTJhAu9d+jD99lmOJ2BiJgykTBMqkHjyf7VTCESgXqp9urCE0MWlu+KKRN2UU07ZlT33LGHSpDdZvryBoqIwhqFhmjZnnLEbX35ZTllZFjU1cWpr49i2JBpNE4uZHHvsUMaMcUOQXTZMrKYGTdMQus6ChZA2wecFjQD55jKefh1GD5dkGZV8/PGPeL0648cPYvjwwq6euouLi4vLprBXI+OPk65/j2SzIJk8joJRV2H4/Ztfd0dD5IBeBk6DEmtacOKqW5gxAqwFyvEjhRJ4/KeBZ6+t32biKYj/U+UEiVwlVEVuVflD3oM3Ms8NlHilPlFld7IW0FXeUOiyTFbSCBUa3Tbg22nMPCpADmjtmLYt8Z+iHF+JZ5VABRD4JQTOXrvIwRzCS/w/TCw8GNjYWAJKRF9Ksu4Aumm4nxDg2xfYt6tnslG8bZwvqaYmhKatly2pGQbRqqoNrp/Tty9jLrmfz5+4hpHHriC3dwzbCeDrfSVa1uXbevouLi7dHLfcrJuTTFq8++4SPvhgKVlZPo45ZjA33jiVUMi7tnwsGk2zZEkd++3Xh6uuOoD99uvTrgWyi0tb0tEozx51FI43mzmLPPgy56dGvJK64eeyoM9FeJo+J1EzH1CfD0IILr98f37xi1FdN3GXbUZFDbz2ASxeCaOGwc8Oh/zcrp6Vi4tLh3BqcerPILJyHs0VMXSPgzfosOzzgQw/cwo5fft29Qy3P6nPofly9VWmhVQwtdBUWZTWO5NTFFfZRUgoeE8JOluDtKBufKatfZsOZU4j6IMgeC4kXwSnWWUA+U4BuQbschUarQ9T4oT5LTRNAkKtAd5OtXLchK8Hayk0ng0IJYSZ36v8Iq0QtF5gDIOcv/90d46U6nhZC1Qpm7FLpjPaOjgRcCrVtrXs9X49k6+Yyv9Ik0ZDp5QSTuY0cnC7LXYWyaYmnpswAX92NrpXndQ5juTHCp3hv7mSI345jryNHG4rmaRm/nx0n0bRiFEIN3jRxWWHZkvLzVyRqIexYEEN5533JoWF7ev0m5qS7LprEY8+OrGLZubSk5j9+ONM/9ujLKkOY/h86KkGHG8Oy8b/lx9rYfWc1xkzOoSuq7t86bRNY2OSt9460+2QtIOxcDn89haIJ8HngVQacrPhqTuhrNfm13dxcekmxP5JfPW91MyvXescEpqD4U0y88UTOe6R59Ry0gGcn1Zq1BNwIhB/CBIvqjIskaNayYcugtTbyvEjbZTY4oHwreCfsLlRN729+sNB9GpfribTYK9U+UoiABjgNAERNSdhAFJ1Hcu+ByK3Qfrj1s5jkOn01gD57yshxvxWdRFLTVWB1fogJTSBEmx8EyD7jq3fl9RXELsd0p8DFlAAepHqtBa6vMPleDY29dThwUMOuQjcG5mdzdxnnuGrBx9E93hI6rk833w+S7LGYvfqBQhOOREePFuVq7m4uOy8uJlEOyi5uX4sy8FxZDu3UDJpUVb20+qHY7E006atpLFRCU6jRhW7bdF3UPacNIlgaR8WX/YMVqKeaP/jqd3lN5iBYuoqZpEVkmsFIgCvV0dKyaxZazjmmKFdOHOXzubPT6qSw5I21YSVNfDoi/B/l3bdvFxcXDqI+Q2xmki7ttfS0RCGQaLmG2IV3xHyXgvpz1CixGjI+Sd4OrHNe3dBSmi+CszZoJWqQGqnBsyZqtQsOAm8h0P6KyUQeQ9av4tYRxFhtS2nGUSb8zGnFmQj6ANahTmnWgUk67kqf0lKSE+H2ONgrwAC64xtKDeU06BEIs/ukPtvqDsOZKJ9WLVWDOkPQN7csW5lLZgLIHKpCtaWUuUhyQZwApD4D3j2AN9hHRpSR6eITsiZctkou599NgXDhjH/5Zf5x5wjWdD7EMxiP7oQ4MDTL0N9Mbwwwc2cdHFx2TyuSNTDKC3N4uCD+/HppysoLlZOj2g0jRCCU0/d+hO9RYvquPDCyTQ3p7BtJRAcdtgA7rzzCAzDve2woyGEYMTEY/jVgGO47C7lHhFJda45bIBBw48bPoPw+92PjB2JdBq+WQAlRe2fz8+Faa6p08WlZ2EMRjfs9s8JidAkiUYD6k+E/EqUACFUq/L6I6BwAejdKDi4M7AWgPkNaCWtV8R6L+WySX0AgZ+DMUg9OgshVBv55mvASatwaacZsFQpVotAJKWaB16gCShV62qFkHwN/BPBeoF2mUMyqcQavXTdHQUcsJYoEQxNbQuven5rSDybCfFOqbI5gRpPVgLDIflqh0Uil22PEII+++9PaJf9WfIbSATAkkpbFAI8XvjoA/juMPAJ+DiTJ35oCIb7Njm0i4vLToh79d8Due22QznqqMHU1cWpro7h8+nce+94RozYumBhKSU33jiVZNKmpCSLsrJsiotD/O9/y5gyZXEnz74LkBJ+/B7e+ge8+zisWdrVM+o2jNkNXnsQLj8bzpoID1wH/7p/IIahkUiYa5eLRFIEgx723dftmLcjoevg84FptX/etCB7M12YXVxcuhn+U/DlFGD4koBEaA6BnBSrvg4TKsoimFcJhEEzQNNV3o0TgfgjXT3zLWaLExKcNerKeF3LhBRgL+v0ea3FdyjkPqrCr4UPfEdA9n2AAGsV2D+qjCIc1OV720BxHUipki4tG+xKdefGaVCP4MXrO4O8R4D1jdpfhBrXXgbYwFZe+dtLM5lKgrVVYWuDsKWak0u3JZ6EegdSAKL1Qi+lQywKj9TDL1fD443q8cvV8GRDF07YxcWlW+LaAnogWVk+7rzzCBobDyQSSVFamoVhaFiWQyJhEg57O1QmVl7ezIoVje2yZjRNEAx6efPNRUycOHxb7Mb2QUp4/UGY+hxYJlhpmPwInH49HHJqV8+uW1BcAL88oe0z2dx++6HcdtsnRCIpAIJBD/fddzSh0FZY1126LboOpxwFz74JpUWgaWDb0NgM55/StXOzbYd02sbvN9yyVxeXLcEYgL/ff2ks/wXe4GpsU7DwwzyWfTGMY+/aBSFmw3pNLSRY87pkum1JOTA3pb6yR/vB3+YWpiPh/zXDvxuh1oZRPri8APbYUMM26SjRxFqhAqmlXEcokqCP2LY749kbcvZu/Tn5KdirQcYAPROcncmF0tsEvzl14DtauYVyn4H402B+mQm9PkeVxK2LPhglAzhAy42dIAgJ9iIwtuL8zRgN1jIlSEkrU+rmAELlK/mO7viYLtuN0iJIZQExFYMFGa0vDuZBMDUOAz3gybwtLAmPNsD4MPRzW8G7uLhkcEWiHkxurn9tRtEjj8zkv//9jmTSom/fHK6++gDGju23ReM0NiaprY1TVRUlGPRQWpq1Vgzo8V3SVv0AHz4N9RXQXJs5YdTgkctg1DjI67418nUNMH02VNbC4L5w8BjWdiLb1hx99BDGju3LnDmVGIbGXnuVuqVmOygXngE19fDhF0o0chw44xg4bTP5rVJKqubOJVJRQe6AARSOGLFhMcdMw+KvIRmDgbtD3qbTsKurY0ya9AYff7wC25YMHJjLAw9MYPz4TiwLcXHZQdGDY+h9+A9UfvMZNQuWUjSmhL2vOBivmAxNTynFpe33uhAq36YLmZWAa6ognqmO8mlwZxEcmLlv9UQj/LMe8nQo1WFJGi5cA0+VrVMm49RB08VK4MABu1pl/xi7ocKi61R3Lv/h22/nZAqiNyuxxl4Nsr71d/qATIB1M0q8KobQxZnflUHWDZsf31mtRCThASeqgrG1AtXtzFq+dSJR8GxIvwcUgVWuhCEcEMXg3Qf8x3d8TJfthqZB3zOh6VGwG0HoqnpQFIM+FvyiVSACMATYEmYkXJHIxcWlFbe72Q7A/fd/wX/+8y2FhSE8Ho1IJE0yafHkkycwcmR7EcS2HSZPXsTLLy8glbI46KB+vPXWQmbNqsA0HXRdIIRg110LSSYtbr/9MI47blgX7VknMOVf8MQ1EGtS9noAHHWiPGESXPbPLp3ehlhdBTf/HV55X5X9hEPqztCQvvDYbW5rcpdtQ0UNrKmG/r2hcDPxJMmmJt699FJqFyxQT0hJn7FjOfKee9Z2VQKUSPvXSVC5HMwU+ILw8yvgpA13x7Esh332eYyFC+sIBj0IoUL5vV6Djz/+FaNGue3WXFy2CseG2pGqy1ZLJhFxELlQvAC0rmlH3mzDxJWgCwhn3EMxB1IS3uirnjtihfrX2+Yjo9qCI8NwR9tTnOZrMl3BMgHUjgnWfJW3JPLAdySEfqeyf7YX5hxourC1U5lMA7YSdLyHgPcAsJeANkSVpunrt5DfJIk3IPJ/oBcARsalJEFWQ84TWy8AWstU97f0Z4AF+u4QOBN8B+/4XfF2AC6vgPeXw+ovIFkH+hAI7w1lYVXUWLqOGFRhwR+L4MSf1v/GxcWlB+B2N9tJiMXSvPTSfIqLw2sDprOzfaRSFs899y133TW+3fJ33PEpb7yxkKwsH5omuPfez0gkLHbfvRfz5tWQTtukUiZz5lRy2mkjOfzwgbzxxg+89NJ8kkmLY44Zwumn70Y43EPKjgQZgUhrc1GqAxbMmNyFE9swyZRqRz5nvkorCAVVqHRVLega/PNFuP53XT1Llx2R0iL12BK+uP9+aubNI1xSghACKSUrp0/n2+eeY69Jk9RCsz+EO06BeFNmLQHRBnjyOijss8Fyz48/Xs7ixfWEQt61LsZg0EssluLeez/n2WdP6oQ9deksHNtmyZQpLHjlFex0miETJrDLySfjCQQ2v7LL9kXToeATaDwfzE8BG4z9IefRLhOIAD5PQFJCL731uZAGzRZMi8O+mfBd7zqackiDhak2TzgxSH3Svm285gFjMGj5kP/KNt2PjbPOafbaTKFmlTvkOxSi30DyHojfBd5DIXS1chVtDinBLgd7Hthp1AlPgerS5t0LjFE/YdqDIPuerV//pyClKhUUPleQ2kouzIeZSQj/TDnzElJVIN5aBHfUQcKBQEaUTTjq/XWg+7Ht4uLSBje4uodTX59ASrleB7Jg0MOyZe2T6JYvb2Dy5MWUlmaRne0jHPZimjamaZNK2YwYUYCUEk0TOI5kzpwKDjvsaW699WNWrWqmri7BP/4xkwsumEw6vU4Hle5Kv93I9HZo82QmoyDV/cIXp82CqjqIp1RpmRDq30RKlQK9O72rZ+iys+NYFkunTCFUVLS2vEwAeXlBFr38olpo2bfw6OWQaFY/t3UN2Rb8+4YNJtAuXFi39jOoLUJoLFlSv97yLl3L9Lvu4qObb6Z+8WKay8v54q9/5Z2LL8axrM2vvDPgNIK1MNPhqhug94KCN6FXA/RqhsKp4Olap3DC2XAPLokqPyvQ1QVsep2Pi6gDu7TLZXbUVfC6p7VCA9KdOeWOYeyqyr+cNudjThpkMzhJqP85pN5STidRCKmPoWmS6ma2OZKvQfRG1I2vloNRo7aV9Zee2ec89Tk0nAx1B0DNntB8Azipza/n0o7hPniqt8oZytVhbAAeL4PjsuHuYiUaVVvqkZCqvLPQ1eNcXFza4H4k9HCKi0P4fDqplIXP1/rnjEbTHHlk+wyPxYvr0TTR7gLM5zOIxUyam5PU1ycxDA2/38A0HfLy/MyYsYaSkhCRSBq/36BXrxALF9YybdoKjjiiB2SEDNkTgjkQb1ZuIgAEGB4o636B3GuqVSaMgPballTtyrOCXTc3FxcA6Tg4joPIvJ/ynUZGOovw6Ul1tffvGyCdVOVlss2LWNAaIttQCZF6yC5oN/bIkUVrReq2n1OOI9l99+6bH7Yz0vjjj/zwxhtklZSsfS14w2Gq5s5l5WefMWDcuC6eYRciLYjdp1qFt4gW/rMgdFGbLlFdSDcSD/YOqCNkSZWNAiofRQP2CagA6/Ny4e8NkKNBQECjozJVzmlbeq1lZQKX5ymxBZS4YK8A31Hg1G7fMrMWhA7Z96usJLsasNScRBhSL4O9CrSQEpKEXwl5TiWkp4Nv/KbHjt0H0lbrgzpnkBbQDPZ80A/exjvXyZjfQ/PlKjtK1gESYn+D5NtQ8K7Kk3LZYob64M4NVGiPC8GUfvB1Rocc44csff3lXFxcdm66wdmKy0/B5zO48MJ9qKuL09SUJJWyqKqKEgh4+OUv29eiFxQEUGcRrZSVZeM4EseBRMLEMDRSKZuioiDRqEk6bVNeHqG+PkF5eTNz5lQSj1vMnVu1HffyJ+DxwqnXgNcPugc8fiUQ6R749Z86Ntb8z+GB8+HPv4KvJqtA3k5maH9VVlacD2kT1W028ydLmvCzIzp9ky4uHUL3euk7diyxmhpCMs5ezvd4pEXcBL2oFGa9DzPehuAmsjU8XjDWL1k96KD+jBrVi1gsTTptY1kO0WiaUMjDtdceuA33yqWj1C5ciBBirUAEqJ+FoGru3PWWT0UiqjTttddo/PHH7TjTLiDxJCReBFFAIp3LinJYs/RvzJz2dxIJc/Pr70T08ygRqNaGKks9amw4IxuGZj4izs2FPxZClgZ1Nuzug8dKYci6HyHhG0CElMhiLgTzcxUUbX4J9RMh+c7mJySlcvM0/hrqjoXI7aqkqyNI2d4paQyH/MmQc5/KINJ7qzBtEVaB09JUjjN7JZjzlZhkzt/8dpwK2rmkBa0pxXZFx+bcHUg8CzICshbwKtFMhMBeCs3XdvXsdiiydDgspB6uQOTi4rIhXCfRDsDpp4+ksDDAU0/Npaoqxvjxg/jtb/emb9/2OQN77FFCv365rFjRSFFRCCGUuaZfvxy8Xh3LcpBSUlgYYsiQ/LWlH7qu4/GobxHLslmzJkJJSbgrdnXrOP16yCqA1/8GTTXQeyic+yfY47AtH+OJP8BbD6n/Cw2+eAP2mwhXPwV6572N9h0FI4fCNwsg4IdYAiwbwgE4ZG/4zcmdtikXl63mwGuu4c1Jkyhqmof0pUk6HjyBIDn9B4BhwPJqJcZ6A5BOtNemNR32HA/B9RMyDUPjnXd+wRVXvM/kyQsxTYe99irhwQePYfDg/O22fy6bJ5CfTySSZtGaCpIJi2DIQ98+OfiAUElJu2Urv/mGdy+7DCuRQDoOCMHos89m30suUSWL0gZ7GaCDPhAwIf0JmLNBKwXfhC3LaOkOSAnx50ErpLHJ5Pt51UgHAn6deOJJzj23N088cQJZWb7Nj7WT8Ls8OCAIH0TBBsaHYC8/CBww5yFkhJPCIzkpezPZScYgyHsVEq9A9DYlzuglgKbKt6K3g2fMpl9LiRchdq8SJ3Ag/jDE7lch08GLVfj1xpxY1gqIPaBcQAQyQpCtzhl8xytHU+RO0IrVGC39yaUGco3qdCZ01REt8TQEfgb6JrrU6sOUoNTOdWypDmf6gE0fq+6IvUyJRLTJkBQCpAHW96o7nF7WpVN0cXFx2Vlwu5vtZFRXx7j99k+YMWM1UsKQIXnccsuhlJVlceaZr1BZGaG0VDkAZswop64ugd9vEAyqVgim6WDbDjNnns/w4V1g3e4KPn4R7j1LnfxrWqsTCeCmV2CvzVjCO0gsDs++CW9+pP4/egScfQKM2a1bVQm47OSko1Git5+Fseo79LxiAgUFaC2ukroK9T6J1EHVCrAytjjdA31HwD0fQU7BJsd36d68+foCXj/rDLzJBqIygAB8IkluXpDf/u8dho0eCIBtmvznmGNwTBNftvpucWybWE0NEx95hN6jDYjcAE494ICWuQi0V6HMzlI5CnIe7vJW7VuEtKB2P6QoZebXa7AsB8PQ0DSbYCDBb6+7mJv/oHHUkYVKRDBGuh/sG8Iuh+bL2rwOgNBlqsPW5ki+DpE7QC9dZ8wKyLoR/BsIwE99qkqbUu8pgUjrDc4KlJ3XUaVqWi6Er4XA6euv79RDw2ngREDkg71QOZq0fCXYyLgSO63vMqHMQXVOYX2rlsMG8kBY6neiN/gPh+x7N76f6YxDSiYAf2YME3yHQ94b3aO0sSNE7lB/A2zlsALlipIJEFkQvg6Ck1Tgt4uLi4vLVuF2N3PZIMXFIR566FgaGhKYpkNRUVAV2oQAACAASURBVHBt+OzDDx/LRRe9TVVVVDXNsCUlJSE8Hp2GBlW8HAx6KCgI0Lv3TtIns2YVPHShah8sBDiZcCCPVCdg07dcJIo68GiVzdtxgdA1Jobh/Lz1rb6hIFxwhnq4uHRXvOEw+cecDq+shoI2HYUsU7nrrnkGvngT5k6FeAQKy+CgU+DAk9rkg7n0RGzb4fzfTSYRP5JxfEQplUggQi6fi2OZd91nvPZaX/x+g+rvvycdiRAqbnVvaLqOEIIfp75K7wHTAE11pZISzO9U+27PQcpVASoAOnIr5L3S/QUVYYBnNOn4fFJpG59X7UNWKMqqij48eOsjZGebEM0GdOVMybp9m3VxitfUEKsuJ7vv4LUiXbdHSmi+SjlHRBHYa8BZBU3nQ/I9yL590w4b6bBuaX3mF5nfrUNqGkSuBKmjTostsBcAOmhh9TNJJfjEHlEik1in1i05WTmB9BIVVC7rgTDIaKZsKgdSH4D/BBU4rQXUa9kYCelKVHkVIEpVPhGOKnvbFN79lRgUuQ6s+UpI8f8Csv7Y8wQigOA5EP8POCuVu0qklKCGF7Ag/pxyaeX+u0s78rm4uLjsDLgi0U5KXt76vS7798/ltdfO4KuvyqmvT1Bfn+Chh2ZQXBxGSonjSOrq4hx11OCdxyr/0MXqAhcyGQOqVALLVJkqXv8WDVNZFeOIzxtY7vVhRJPkZPv498ACZqd0nurdGtjp4tKj2HcifPwC1K2BULZ6X6TicNwFUDYUTrlKPVx2KF59dQE1NXE0PZu3nRMIyBg6DhEZJtfyE65L8Pnnqzj88IFry8vWRQhBTskS5RJocXwIAWTKE2WTcmSAusC2y1UGS08Irw1diZY8n/ycZmzpx+9Nk0p7yc+tR9cs4ol8FVAsHUhNUaVM/gmdOgUrkeDT285h6fvvIzQLIbzsed6v2POCv669MdRtsZeAvRxEceb/FZnsHgPSH0DjSsh9EfSiDa/v3U+JbjLdKubItBIdvfuvv3z8ESAIWjDzGtRRKfwtgpID+DKulogKVl7XpWQtahX6ZBSQoAmQQpW6aQE1jj4AvAcqFxAAQr2+jZFqfuY8tb8tIf/Jt8F/3MaPle9A8E3b3BHtGej9IP9VaDwDrOWZDm++TKD3SHV8rYWQeAlCk7p6ti4uLi47NK5I5NIOr1fn4IP7AyClJB63eOaZuWiachbtt18frr++h3XM2Foqf4TFM8Hjg5SdeTITSCkzd+mO+vVmh7EshzPv+Jwfjx5NOJFG6BrRhiSpWCU/7NmbGQnBWLdrmUtPJJStcrk+fh6+mQpZ+XDomTC6A3lfPZg4cb7kC5awGIFgOCPYj/3x0f1F9GoL3o3CGlN1mBoXBN8Wmg+mTFnSTvdJiNbuSo4jsW11QwGg16hReIJB0tEo3rDKsnNsG8e2Kd1rELB0ndFbLtDbBjxL9RDd/7gC4NkNT+ELLJ16O465kOr6gSxaPpRJpz1NdV2QXXfJOHGFpkqLUpM7XST66v4LWfzO22T1CiB0P3ba5OtHHyOrrIShJ1zXqdvqdGQCVWJmqlIs4cuINw7gB7sZkq9A8HcbdpbpZRC6CmJ/US5gUAJM6KoNZ9rYy5QgKXTQemUCoXUgDY4JJFWYslOvMobij0P4+taSKABjhCpVg4xYJDJmJqkygtTEVB5S4MFMxs4y0EogPRPi/wJnjdpnvMpFo5VlspWGgjHsJx/WHoFnFyicpbKhItdn/i5BVZZHAnCg+Wp1PHyHdPVsXVxcXHZYXJHIZaMIIfj97/fhzDN3Y+nSeoqKQgwYkLv5FXsgiYTJN99UommC0aNL8PsNKF8I/hAkY+D1QTrVZg0HjrsQBm04I0NKyYIFtTQ1JWlsTFLuCAyPjkiqCx+vVyeVsmiKpFhe6GfsdthHF5dtQlY+HP979diJsLB4g9doookgQSSSeXxPLdX8jJPRunHz0G+T8PsKSGZajb8SgRE++GcphDSIEKGGGgL46UXJevsSDnvRdYHjtG/iBJCb60fTBCNGqMw63etl/N13896VVxKpqEA6DkLX2fXUU8kbdhg0fdjqmgDlHqEOaBGeJDg14N03U4bTQzD6c9CEh7jqqveYN6+GspJabNuhX78cCgrb3hVomzrcOVjJJD+8/gbhogAi01hB93rwhmy+e+6R7i8SGcMAnyozRGTCi8mEMgPOEojcDOmpELwKfPutP0bgNNVJLDUdkOA7aOMlavog5VQTOWAMBktXbeoBSKs54FF5QVo/lXmkFUPogtYx/MdB4hmwK0HkosKyoyp4HZ8SmLSsTBmlAM8o9QDw7KlEkMR/Ms6ntBKPjIFgVyk3UXgbiETmt6pMTkZVjpH30G1W9tgxRCZ3SIKTBrkQ9Xdo+RyKQ8OpUDgXjJKND+Pi4uListV0h28Dl25Ofn6A/Pwdt6PE9OkruOGGqaTT6o5jIGDw5z8fxZisfAjlQCKmFtQ9YKXAdmCfCfC7+zY4XmVllCuumMLSpQ1omqC+PkFkSDFinaspKcFOO5S570IXlx7HClbQRBNhWjs9hglTTQ2VVNCb7vmZKSXcWqP+X2K0Pjc/Cf+vWbJL7pfMZc7a5bNlDhM4njzRmmdz3nl78sQTswFIJi2cTFWOEJCV5WPcuP7stltrBlHZvvty5ptvsmLaNMxYjNK996Zg2DAEErzjIP1xxm2RKfHxHqZyiew4CKm6VoVv2YZHZduQnx/gySdPZPHieurr4wwZ8CU+o7Z1Aemokhr/CZ26XSsZxzHTCD3U7nnda5Cob+rUbW2OZhvejMAXCehtwCnZMHxzhjDhh/AfIXKtKhOTUr0O8IBTiwrBL1aCTORS0P4Fnt3WH0fvC8EtCLoO/l6FZDuoXB+tULmXfKdC/MFMrpBQnff0PmpOiefbO5m0PMh9EmIPqc58xohMuZQOskatl3UnaKH1ty+8EDwPzK9VaLYItLrmhK5KLzubxAsQu0+VwwkdUu+D9yDI/kvXCkXSUk4hc3rmb78E5a7SaRVTM1lP8ccg++aum6uLi4vLDox7eeqyU1NbG+faaz/E7zfIyVH5QtFomiuumMLbb51BdnH/TJhqGpprwQlAXi+46qkNjiel5LrrPmTZsgaKi0MIIdB1Qfn0pQRP34dUSQ7eaAqQWLlB+npxS81cupQUKRppJEiALHpIsG03oJEGZEtmiSPXOmQQ0ERTtxWJKi0oN6G4TWC+EJCtw6vRGMfmziZECMsxmNowjC+b+3KTtDkqAFcVwBAvjB5dws03H8Kf/jQdn8/Ath0cRzJmTG+uvnosJ5wwfL3cm0B+PiNOPHGd2QjIvkddoKbeAbzgP1Fl9DhrVM6LVgDGqO4fWL0RhBAMG1YAFIB1LzRdpNwh2ICmHCjewzt1m76cPHL65RKrieLPac3NSzalGH7c9itbarTh3NXq9RbQYKZUgtG9vWDcBrSSdvjHg/EyNP4e7LkgSsBZnjFeeVQmkPArl1niKfD8pf36TgOYc5QA4xmjlt0YvgMh+wHV7t5aohw8gVvBfxik38mINl5aRQovyDpUoHWbkjO9D2Tf3fqzlK2OJL3/pl/DxshMwHUbgUhKlYPkHbeZg9VBnAaIPaBKubSWzCaphJn0511bxpX+GNLTlAPLU5jJbmpi7ftFhNTf30mqvCoXFxcXl22CKxK5bJZk0uKmm6by8svzsSyHo44azD33jKeoaHNned2fadNWkE7bFBS0KjXhsJeqqiiff7mGCb9/GJ67FZbMhqK+UNwfzrkdsjdc9lBe3sz8+TVrBSJQd5Ozg17sO94m94JDqN+lN7YtGVxdzwvjC/D2zGsflx6ORDKH2XzNTEDiIBnAAA5nPF68m12/p+DYNis++YQl772H7vUybOJEyvbd9yeH9+aRh5CCphUraF61CunY6MEQwV36kBPuvp13fNrahJ92RU62hJSox0BHQ+PVmj34PlZKlp4EmpiVyGLSGoP/1weKDfjDHw7mrLNG88or89E0jdNPH0lx8VZ8JwgD/MeqR1v0sg3nx/RkjOGQ/xakP1OlVMZuynHSyQKYEIKDrr+Vdy65gmh1HMPnwUykCeTq7Pnbuzp1W5vipSZYZUHvNjpK1IE/1cKBwS1o2GAMgoI3IP4ExJ9VzhKtSD3fIvqIsBJ22pJ4DWL3ZJxaUSAF/jMg8BswSgG/Oub2GiUy6QNUOZrvoPXn4D0AUp8o51ILsgE8u7fPJNoQQoAxYDM7mUHLgtDVEM38fYSREYjGgreTcyCteaispDaf80KAo4M5bX2RyK4Ge2XmPblOYHdnk/qfmpfIlPgZQ8Cagyo7DGcCzFE/e/bctnNxcXFx2YlxRSKXzTJ+/DPMnl2Bx6OjafDCC98zbdoKvv32QgKBzZwkdWMsy2HGjNWUlzcTjabp1StMdra6g+c4kmTSgvwSuPRRaKpVnZvySzZ5Qh+Pm2iaWOcCVDB4cB5er072p/MxP5nPcccO5dyzdyfk7765JS47NstZzld8SZAgOjoSyXKWM51pHM4RXT29TkFKyUc33cSS99/H8HqRUrLk3XfZ49xz2ffii3/S2P3oj72wgvpkFR4rjhAC06cR+/Bb9KHHwsjuKXDk67BvAGYmlJtICCUQxSUclr0SgUa9GWRBrIRcPa5+D+QbDnWWcoJMylNj9emTzWWXbaBblMvGEUHV9n4b0/uA8zn5uXzmPX8nDcvXULrHrux65m0ES7ffe/vjOGSt8xUX1qDGgtUm9N8SLVp4IXSREnjqj8oICG1cQU4z+Nq8Bq2lELsr0xFvmXL8SBti90PsQZX149kFCIKzDFXGJCFw7oaDsIMXgTlTBWgTVKHawqtCsDubwM/B2AVSb4HTlMkJGtf55V8imBFa1sUGkdf6o7SUaJV8S5WkYYF3AmT9sb3A1KlzCylxrwWtFxAE4pnuchIwlVgYcDucubi4uGwrXJHIZZN8+OEy5sypJBxWJwTptI1haJSXN/P447O49NKeeYFg2w7XXPM+77+/jGg0TTJpUVkZZeDAXEpKshBCsPfebe6Y5RRu0biDBuURCnmIxdKEQuqYSSlJJm2uvPIATj55122xOy4uHWYuc/BgoKPqjgSCECEWs4iDOHiHcBNVzJ7N0g8/JKukBKGpq1XHspj79NOMOOkkssu2XshxIgk8pz5J9rm7Ej9sADiSnHeX4XtsDt9PzKHX3x7unJ3YBtxaBJdVwtK0+lkCZ2bD0eEcpmNSbwXQhKPMBTjo6Bh48ApYnO7Sqbt0gLwRJ3PQbSd32fYLdVhutn/OkSr6J0vf4CobR/MpsSh6b8ZREgTZqJwlwXNbl0t9kBESoqojGX4QCeVCQgOnHFIVgAnGXqAXKjEk/rhyFK3bZc4YALn/VW3Xre+UG8x/Khj9O7gDW4hnl4yItQGkqbq6JV9Tc/YfB4Ez1LHoCMbuyhnl1LWGwcuEEoJ8bRx9iefUtrSSTDaSA6m3QcsF36FKUNIHdq4Tzj9RBYNLU/1thQb6MFV+2rIZYwxkPwx6Vudt18XFxcWlHa5I5LJJPvtspbqTbEsikVSmk41qcfzYY7O5+OL90LSeVy/1xRflTJu2koEDcwDJ6tURpJQsWlQPwIUXjqFv346XjHg8OrfeeijXXPMBkUgaw9AwTZvddy/muO2YBeHisjkSJNDX+QoQCECSJr1DiERrvv4aHGetQASgGWqfq+bO/UkiUWLu52g1zWQ/OIfQX2fh8eh4PTrplEn9nK9+8ty3JUUG/KcMvktBnQ3DvaokyGQES1lMs6caU0pMaaMLQSGFCARpCbv1kC70OztSwtQv4aX3IJqAow6Ak4+C0HbMwDs9Bz5LQFqCVyiBqMqCw0LK0dZh/KepzmGJJ8GuAM8+SjgyhrQuI5Oorli1qG5YFsh45pfJNoMJ1VFMyzh1RAgS/11fJAJVYhW+dCsm3IlICZEbMuVY2YCA2MOqdDHnnx1zGwkDsv8OzVcq0QwN8EL4jvblcYnnQcvPuIhQgo00IXqbEs2EVFlKoctV6Z6Wpf4mP8Vl5NkDQpepfKiWZh9GKWS/pMQpHBUs7uLi4uKyTXFFIpdN0r9/DlJCNKravytBSOA4DjU1MaZNW8G4cQO6dI5bw/TpKzNlYRqDBuVRUBCktjZOLJbm0kv349xz99jqsQ8+uP//Z++8w6yo7jf+OTO3l+0dqVKliIgVEUWlir3EGDWJNWo0Uay/2GKKicbEkmCLFcSCkkAUY4koCggISO+d7X3v3dtm5vz+OHcXls6y7C46n+fZZ3fvnTlz5taZd97v++Wtty7hP/9ZQ2lpmFNOOYrhw7vidttvN5v2Qxe6soTvcO4UvBonToAgfo78vDEAd2oqlmlSuX49kYoKNIeDYIcOIASuQGD/A+wD3YhSVRvDMKNoQiABn8+Fxwnd8tJaZgcOI0LAgF2yfJ04Gcf5DHBsZk2wnq9rc8nUnejCSbGpTuzPtS/eHxE8MxFe+zd4PeDQ4amJ8MkceOlRcLeS/nuqD+7MgGerlHvIlOq2B7IPcICG0iKc6gUrBHhGqp+94R4K0Ylgacodg5n8aaBBndKAGFilyRBsl8oaaq8YqyA2E7SCHc4d6VdCV+IbcA05uPEcXSB9ihqXCDiOSXYY3AlZp8r2GrCqVTYRKKFGSoh+CtH/qPGkAD1DuXwc3Zq3nwC+q5RLKrEUtAA4jm3bjms2NjY2P0AO6VNXCPE4MA6IA+uBn0kpq5P33Qdci/p2vk1K+d9DnKtNG3DFFf25555PKS9PoOsaUkosS6JpgoKCFD78cO0RKRKlpXmwrIaifEFqqofUVA+lpWEGDMg95FDbLl3SuPXWEw99ojZHDGUrVrD41VcJlZTQ89xz6TVuHA7PPjrqtDHHMpD1rKOOOpw4MTEQCE7njKSj6MgnrXNnqjZswLIsnF4vVjRK2fLlpHTsSIeTTjqksb/5z0xcDg3TNBEaaAjq6qJoAScDfnZtC+1B66Oj041uPJ8Fk53wVg3UWTAqADelQ3pzHCA2rUpJObwxHXIzQU8+XwEfrFwPM+fByD3kMx8urkiD81JgY1y9djrsLcZQxiEyCSLvgFWvhBurWAkVeiflVnEfQJcvxyBwXwj1z6EEpl0/yyTq0NdUv2UFkK8EEO8eXETtBXON+r3zsYkQYFmQWHnwIhEoZ5BzHyXwrtOUMKXnqv+tQsBUApEQSlSTtagQ7FTQPKqEre5uSHu36VytOkjMUcKd83jVCW5faBkH9nzb2NjY2BwWDlWa/wS4T0ppCCH+BNwH3COEOAb4EdAXKAA+FUL0lFKa+xjLph3idjt48cXz+NGPphCPm0gJbrfeKKQcqpjSVowe3Z1XXllMJJJoDN+uqKgnK8vHscfmtfHsbI40lkyaxH9/9SvikQiaEKx87z06nHQSV37wQbsVivz4uYTLWMkKCtlOCqn0ox8Z7Llz35FEor6emQ89xMr338dMJLAMAywLzenE6feju1zEQyEc7ubVThmxGBtnzSazV0+iWzZQE05gmhKfRyclJ4vUcy5p4T1qfRwCrkpTP22KjIKxUZWaHO7OSt8TVm8CXdshEEGy0ZYD5i9rXZEIwK9Bv/19DNY9DLGPlDggqyE2X2XtOAarlu21d0Lq38G1H3FXCAjcr8qw4nGgDuVjiqEEIwG4gAigqZwds1hl9HivPtRd3Tvmdoj9T4kkrlNUZ7uDOX7ScpSos/sdKjPocOD/JSQWqsdHuFRIuHDscAlZxcl9EDS6tUQGmFtVaLjjaHVb4luo+XXS2YVax3e9+rGxsbGxaZcckkgkpfx4p3/nAg1HxucDb0kpY8BGIcQ64ERgzqFsz6ZtGDu2B2ee2YWysnr8fhd+vxPLkpSWhhkzpkdbT69ZdO6cxh/+MJxHHvmCUCiOlJCfH+DJJ0ficNgdx2wOnER9PR/feSdGLIbbr8q0LNNk29y5LHj+eU6+/fY2nuHe8eJlEMcziOPbeiotypwnn2Tj//6HlBKn14um6ySiUVI7dSKtc2fqy8up3rgRX2bzBDHLMLAsCy2nE/5AGv6qYjANEp5UtIxccBy5XR/bFZGpqisVBmCC82QIPgrawefF/ZDISFUGEymb6hCGCQU5e1+vzTA2qcBpLR8QYG1PhjEbKnxazwfLgPoX9i8SgdppLahcMsKl3EiJlSjBiGTgcnflenGdBu4R4Dk/mXnTTKSE2IdQ/5Kav6Mf+G9TGTuRjyB0nwqbFi4Vku29BPx3H7hQ5DwBtA5gblOdvRDKBaWlg/vM5s97X+gdIf1tiP4bEstB7wOJeSq/CQBLiWzCuaNUTYhk57SE6ioXeRNqfw0YSujSOwMO9Vw6TwLngMMzdxsbGxubQ6Ilz4Z/DsxI/t0B2LrTfduSt+2GEOIGIcQCIcSCsrKyFpyOTUuh6xp/+tM5+P1OQqE4RUUhysrCXHRRH4YO7dTW02s2Z53VjY8/vop//GMsr7xyPu+/fznduqXvf0Ubm53YPGsW8VAIp9eLtCws00TTdTRNY9nkya02j1htLTVbtmDGf5jtp6SUVG3cSMWaNayePh1/Tg5Ovx+ZDK7WnU6iVSpzRFoW/pzmny27/H7yBw2ivqICAmnQsTd06UfU0uk+enRL7dIPm8S3EPo94EqelKZBfLZynNg0IVJZSfHixdQVFQHQtzv06AylFTvEopo68Lhg9NA2nuyeMDercGShoRwpRjIsWYAMqWWEH8yNBz6meyzIGsCpOni5TlQuF5F0pIkUSH0B0ieB75pDE4gAolOg7kFVtiaywFgNNTdC+E2o+TEYG8DaClZRMiR7ChiLDnx84YDUCWo/ZBlYJeDoo0KrtcOYIadlgu/nkPoXSH0KnP1USLVVCdIJGKD3oPF0wqpLPsbdIfw4hH6X7CznVPlPicUocQklDNrsk7Clgt9tbGxsWpv9OomEEJ8Ce/Ky/p+U8t/JZf4Pdalv0sFOQEr5AvACwODBg+2PwnZKv345TJ/+Y776aguhUJwBA3Lp2fPIL0vxeBwMGmSXMNgcAlIipSRaU4M0leVeaBpC15GW1exhzUSCLV99Rcl33xHIz+foc87Bm5Gx23JGLMbsxx9nzfTpIAQOr5eTf/UrRO8hLF1aSmqqmyFDOuHzfX/dLWUrVvDZ/fdTV1SElUhQvWkTroEDCeTlUbd9O2YigdA0zFiMUHExnU47jdROhyZwn3bvvUy/4QbqiosRQiClJL1bNwZeeQXEY+Cy24AdEpG3VTaN3Iw6vJAgMiH+JZilqjzoB46UknnPPMPSSZNA05CGQZfhwznj4Yf5231eHnoWFixTy+Znw8O3qN/tDj0fJRxIVLC0S7lukDvau8s6cB534GN6L1WvFeM7pZShgbM/BB5WmTqObiBa6D0qDah/Xrl6Gh01GapMq+52IAGaTwkjMgrmCtA6QewLcA468O3ouZD6rCr7wlTbOxxIA9B3dzlpfkh7CaL/VeV87mwlhhlLVbc5AOGBlL9AfD6En0mOZQBu9XjLGJglyn2EnUCxN9bG4LFy+C6mTtRGB+COTAjamXA2NjatxH5FIinl2fu6XwjxU+Bc4CwpG/pVsh3ouNNiRyVvszmCCQRcjBrVff8L2tj8gOg4dCjSMLAMA6HrCKG6/0nDoEczXSXxcJgPb7mF0uXLG2NXF0yYwNgJE8ju06fJsnOefJKVU6cSyM1VZVWRCJN/cTdfp15Ela8rui5ISXHz97+PoVev71/r4GhNDR/cfDPSNPFnZyOB6s2bKV60iKNOOYXc/v2pWLuWaE0NvowMep57LqeOH3/I203v2pXLpkxhw6efUrtlC1n5mXT57k0cN/cFJPQ+BW57DrL3E9Bq04RVq8p59tl5XHLWJ5x47EZ03YPL40JIqcprrHolGGCLRKunTWPxq6+q977DgbQsNn76Kd70dE67917+8SCUV0E0Bh1yDy4Cp1XRe4DjBEjMVaVUWmclpOBSYotVAZjgu3G/Q0kpKV26lC1ffYXDczLdTh9Nan4laLmqLEtLtucz1qg27tY2VcbouaD5ZYyyTgU4a7m73J5QOTwiKdALAKcSSmRI/d0ctJTmrbcvpITwBAj/WbmEtAzw3wL+XzftLCZ84L1Q/YAqN0ssUM4/kQ6es8FYDzXXg1WjyuuIJ8WiFFQOVI0SfN1ntfx+fA8oS8Bl26DShEwNUhwwPQRFBkzIb8fvYxsbm+8Vh9rdbBRwNzBMSlm/013TgDeFEE+igqt7APMOZVs2h4cGWa+1vnSklCxaVMymTdUkEiaaJsjK8nHKKR3xeOwWpzZHHhUrVxLs0IHabduQlkWDUu7weklppltlxZQplCxdSjA/vzEcPlJZyRePPMLFkyc33hYPh1k9bRqBnBw0XafMgAW1ASoc3dCyyhEnjyRnVRFVlRHuvfcz3n//siM2bH5PFCZgyewF1EeipOcoi4QAcvr2pWjRIqrWr8eXnU2woIDsvn0576WXSOvcucW270lN5ZiLL4b6OvjlYCjfBs6kO+G7/8H4ofDCCnB79z2QDQAbN1Zx7bXTsCzJj0dpCGERCpv4pIHX6wDLAYRRwcM2SydNwp2SguZQ351C0/BlZ7PqX//ilDvuQBdryNLfBM82CJ8I3stBb4dWIiEg5c9Q/wxEp4GQ4BoJwlKChaM/+G/ed36NWYpMLGPxG1NZ8NIcGtqkLHheZ9iDD9Jz7Ngdy8ZmQd34ZGiTW7leou9B2qtKHDno+QdBBJRLSOyc0B0CvIBM5hElj3GkBCzwnHPw2zpchP4IoT+gysZc6nGv+y1YEUh5cO/rCU2VwLmS3VylhNC1ycfEAThVaZ+sTQpjunp+vT9SnehsmhCz4PTNsCZZNb4dcMXhBA8sjMLaOPS0Tao2NjatwKGelT8LuIFPkicec6WUN0kplwsh3gFWoHymt9idzdoXpRXwt9fh07mqC8q4M+DWKyElcPi2GQ7Huf32j/juuxK2baulltRaugAAIABJREFUtjaK2+2gS5c0cnL8TJgwlq5d7UwgmyOLaHU1vuxsUjp2pHbLFoxYDF9StInV1DRrzHUzZuBJSWki6HjS06nasIH6srLGPJ1Yba3q2uVwUJoQvLYqn63lQTBNZKWD2mA5Zs9cOshiCgtr2bixul3mbtUVFbH9m28QmkbHU0/Fl7Vvx1OFAb8phW+jEMnoT2L801w0exr9130HKPEmvWtXCo4/HmcgQMHgwfQ67zy86Ydp37+aogQij3+H4q47oLoUPn4Fxt18eLb7PWPixCUkEia5uQHC0QDxhAu32yAet/C4TfXQagUoocgmVlOD7mzqRtEcDizDwAx/gm4+gpJNvZBYAbHpkPZG+yzV0/wQuBf8dwHWDvfN/pBSBUFH/kkiHKZDz41kPRRg4Vv9qa/yYkSjzPr97+l02ml4UlNVmHLoD4AP9IYDnjSVs1M/GQK3HPzchQN8N0Do8aQbyZfMQ3Krx1pkKGeUjCnnDXFwDlNlb+0BKwz1EwBdtbEHwAtWFCIvQ+DXOxxY+0NWqtwlLQdkFlhlqNOEFCAO+lGQ9iI4T7MtMXvggVJYF1fvWh1VoRgHFsegjxtKDFsksrGxaR0OtbvZXmuPpJS/B35/KOPbHB6iMbjuQSgqg+x0sCS89wms2ii57ZIiZs3aTEFBkAsu6I3b3XLunhdfXMjChUXouqC+PoHf7yIWMwmHE9TWxvjNbz5n4sQLv1dOB5vvP1l9+oBl4fL7yenXD1COuVBJCQWDBzdrTIfbjWXuoqtLCVI2ugYA/Dk5uFNTiYfD/LekE1srUvE4YuhWjFBqLtbqEtakeigAYhkBFpoa3gTkt6N4ouXvvsvsJ55ozHPSnE7OePhhuo8c2WS5eF01VvgjXO5Z3F3zE5aYx5DrSCHmc7EVeGfkVWRWl1NQvh1pWTjcbk67/34ye7RCB8b1i9XvnT+7Gv5ePR/GHf4pfB9YtqwUv1+5hJav7U23ozZjSYnXXUcs4cPtySWY4kXTW84NdiTT6fTTWf2vfxHI2xEbGa2uJrNXd5zW08rd0tiJKqhyYyJvQODOtpnwgSB01OnxARKfozpladmEy8NEqp34MuMce/FK5rx0HA6Ph2htLcWLFtLl9MFgVSkhQ9tFKBNBSHwJNEMkAvBcDrgh8pJ6nB29IPgERN+B+EzQe6rSNlmGEqUWQ+W5EHhUlWi1Jda2pAtql+M94QBZrwKnD1QkEn7U82eqx8BwgVUMJFT2VMa/1e02e+TtWuWTbGg/IVDerrCEegu62iZKGxubVsLu9f0DZNa3UFwGeVmg6+B0QE56gmmvv8Xpp7/KAw98zrXXTuPoo59m3ryWi5KaNm01WVk+SkrC6LpACIHLpVNaGiI93cPatRUUFta12PZs2j+JSIQFzz3HxFGjeOOcc5jz178qd0wbE4+bVFZGsKz9Z+mndOhAvyuuIFRSQqSykmhNDaGiIvIHDaLjqac2a/u9L76YeCjUJPg6XFZGwYknNgmv1nSdU++6i3hdHWuLvWSnhchMC6H7BPVZ+WgpbqKLt7FweD82/2oET+gpnL8VHi0Dox20CShdtoyP77yTynXrGjuzOX0+vnj4YSKVlYAqqfv8oQdZ/sox1K29lkUrvuK7SJBc6zuEuQZPSippQT9GIsGco48lUlVFXXExPc87r3UEIoDOShxsrN/dmY49W2cO3wN69sykvl6dHs1ddAKFJSmEQgbrN6dRVOJm+/ZyXptyOoZpX0oHGHTttXgzMwkVFxOpqiJUXAzA6fddj5DVOwlESbQU1SHuSEdKiPwLKsZA1YWq65msRWjJMtyQk0B2GH9mBIAOA6vJ7Xg/VA6H6p+AWQaWscugcdXJq7kIoXJ6Mj6ArAWQ/ia4T4KUxyDwCDiOVl2+HP3ANRi0PPX8hB5QwlVbomWrMrldDf/SULdre+pdsxeEBzznKWFJSrXfzsHg6A4pz9kC0X6ISXAJdXJmkcw6T/493A9HtaMLPDY2Nt9v7BCYHyCbtoG5S9OlDd/NprZ0IwG/A69HaYfV1VGuvPI9li69uUXygixLNrqEGi6yC9H0vGpP51g230+klHx8551smzMHb9CHcLhYMnEihfPnc8Frr+1WRtEaGIbF88/MYvLzXxKvqSHLZ3Dnz7pw1l037jNX5uRf/5q8445j5XvvYUQiHD16NL3OPbeJ6+dg6Dl2LCWLF7N6+vTG90xq586c8dBDuy179DnnkN5hLa9eswhNGLi8glTNwoyWszWejzQt6rrncnzHACkOgSVhai10dcJPDrHr86FgxuNMu/566svLcfn9SCmp2byZWG0t/uxsts2dS48xY5j50EPUbPiQ/uPDxGr9lGlpWJ4IMuhAWKWgF5DVpw/x8ioStT3JGziQXuefT7ezWjEU9eyrYfKjUFsOLh8gVYezQBqM+HnrzeMI5+qrj+XTTzdQVRXBMDxcddsFXDRqMWcPK6QmnMUX805h5tf5dOm9mTPP7NrW021zAnl5XPzmm6yeNo3iRYtI69aNPhddRGqHdKgU6qRf7OTKkTFw5O59wJZCGmAsU6KIs9+ODmUtRXQKhB5TpV3Cq0QWYzn+7O7UbFHfLUiB7jRJzd/GiVcX4k7JV+VdMqrcMcYqcB6jMnVkXN3u/XHLzK+Jo9AJ3nNV+ZmxMtnJreE+r+pUFv8GPKNaZtvNQctQTqj655S1vNHLYqiwcM2/nwF2wf9rFTAf/y9IHdDUbe7hLT/37xmn+WBGCFI0iEhISCUQZWnweCu8dW1sbGwasEWiHyDdOoK2S0XXtjVLEULgdO4wl3m9ToqLQ8yfv52hQ/du76+ri1FaGiY3N0AgsHcv7OjR3XnnnRXk5gZYs6YCh0M5NrKyfFRXx+jSJY0OHQ7Q0mxzxFO6ZAmF//svwXgVolqpg8H0XCrWrGHr7Nl0GTas1ec04dk5vPL4DLIdtaQHnIRignuf3sRzNfdw/J+f2muGghCCrmeeSdczz2yReWi6Cls99uqrqVizBm9mJvnHHYfQ9mD+tKrJyHmDs0f04u3/5JCZmkDDoot/O5WhFKyBXTi5bxZepzpZ1ASk6zC5pm1Foi1ff02opATd6URomrLVezxEq6txBVRWSF1REZu/+IJjxrpRuy7oJrcgsIhELfw+CVYdQg+ipWdy9blnMebKNuiY43LDn2fCE1fDxqXqxLNjL7jtBUi3j+wPlB49Mpkw4Vz++te5fPPNNqqqvfzvmzGs2b4jn8vpDPP555tskSiJNyODgT/9Kfz0p03vcI+F6L9VWZXQk+JIDLw/ObwTMlZB7a93csc4Vdt5Twu9L6WVLC9LtpvXspMlZAKns4yM7kdTt20t0VooWh5m2G1FBI/qgaYnjy2EBxx9wFyv3C7CAQjw3wHOIS0zxz1i7flmIfd+X2uS8gfViSzyqgqZFqng/xX4m9EJUngg5VGwbgerHLSOBy80/UD5Uy7Mj0C5qUrNHAK8Al7vAE679sPGxqYVsUWiHyBDj4fOBbCpEDLTlHsnkTDQNXDsdNFRCLAsiEZ3tWUrLEvyj3/MZ9KkpUipXEJXXtmfm28+AW1XFQq48cbBLFxYxIYNVbjdOqFQHIdDIxBwEYsZJBIWw4a9So8eGdx002BOOKHD4XoIbNoBVTP/g6wsRqT6kldzJaKqCLQUKteta3WRKBo1mPzKPHKcdTjdqpwl4IGYpfPax2Uc/4ul0G0f3XUOA2ldupDWpcu+F0rMB2nyy5/WMH9hGpuLnEgBDinom1FP6JahuB1NMz4cQmUctCWV69bh8vmIVlYiLatRAJOWhZVI0OGkk6grLEQ4HCRiGlKqzxS/rOfamgm8kPlr6i0Nl+YlbEAPF4xqS405vxv85Suoq1Quoow8O5i1GQwcmMdrr13A4sVF3HDDdHJzmz6ppilJSbHLzfZLYLxqwR6dkiz9iYGjt+paJWXLvDZlDCKvQ2SK+tt1JiQ+Vw4mLdlFTUYg9H/g7KVCi5u9LakEKKsErArQk8cHWg5oZUoosqoI5uTgy+xF0borOeexQXTs/QCa7mk6lvCrQOm0t9T89K67ixjmFoh9rf52nQqOQ8zBcp2murfJxI5QbhkDdHCddGhjtwTCpYSi4CPJfKLAob9GtKz2E859hHC0C77pCs9UwrwoHO2EOzOhh/2R12ZUmfBBHSyPQS83nBuALPvs2eYHgP0y/wHicsELj8Bzb8OMWUoYGjS4G0sXLGsUe0CdNKemuhk0KH+P47z11jJefnkRubkBHA6NRMLk5ZcXkZHh5cc/7r/b8mlpHiZOvIjZs7eyfn0V8biJ261TXl7P5MnLKCsLEwy6Wb26gptv/oBnnx3DSScdwkFlG1JTE6W8vJ6CgiBe75FTRG4YFl98sYnPP99EIODi3HN70q/f4emEE9w4VwkD0gIjoYQihwtRW0VKbut336mpiWJGIzi1pld1fU6LLXU+KNnU6iLRwZCVafDuCxv57Msgy1d56dapmJFj+3EP6SyJNj2oqTRhzGHsZHggpHbsiNPnI61rV6o3bmw8cZWWxfE33YQ7JYWts2dTt20baz4O0OssDacvQaLewdi6qfTLq2GG6zIqXL05ww8jrRpqFq0jkZm5f2HtcBJsRgttm90YMCCP/Pwg5eX1ZGSocqVYzEAIGDu2lbKmjkSsOkBToof3fIhOVyKIyAKiUPeQEiq8Fx76turuh9jnqlxJuCE6WYk4rlN2LCO8qtQq9gn4fta87ZiFUHMjmJtBesDakMz36Zr83uir7tOC4LsO3T2Ko/KSIlLNsUpIFzuJFTIMWj7o3fYshETehfDjOzJ66nXlNPL+qHnzBzVX361KKGrImhMOCDxwaFlILY1wHnhnOZvDQp4Tfm8bUNsF2xPw80J1zOQU8GkYXq+GfxbYIeI233+EbEchMIMHD5YLFixo62n8ICkpCTF06Cts394QGqxKzx577CxuuumEPa4zYsQbWJZsIoLU1ydwuTRmzDhwS/vll79LUVGI1NQdV/uqq6N06ZLGG2+0wIEsEA7H+eijdXz7bRGdOqUyblxPOnRIaZGxdyYeN3n88a+ZNm01mibQdY0bbxzMT37Sv827tkkp+fbbImprYwwYkEtWVtOcCMOwGD/+Y2bN2ozL5cA0LaSEu+46lcsu69vi87HuG837k7+ksiaK3y0QQDgh8Ae8XDp/Jc6c1nWSGYbFqFOfgqL1TV7TJSEH53bczoOv/xp67fm90KZYNVA5WuV+iGRukoyDrIK0t1hndeP6QghZ6iAnISFTh1cK2rbLWSIS4d1LLiFcVoYrECBaVUW0ro7c/v25ZPJkPrr9dgq//ZZIZSWh4mKyewrOedCJPyOB5nSS3n0oeuYTSL0ni/75Txa+9JISmUyT/EGDOPtPf1Itr22OWDZurOL22z+ipCSEEAJNE4wffyoXXdSnrafW/jA2qdbuxkKQAtzDwCxVZVXaTsKlrAd0yPhICSzN3t5aqP4xiNwdQotVBomlSrTRdzrLNYvAezUEbjv47ZiVUH6SaquOQ5XOiVQlRjn6JFut1wIJSH0BnMc2XT+xAmquVX+LFCUQEYXAY3vuKmYWqjBskabcNbDj8zR96g4HU3Mxt0B8LqCBa0jTjCIbG5t2xf0lShjK3ekiW5kBJ3rhafuta3OEIoT4Vkq53/bLtpOoHSOl5LXXvuMvf5lNaWmYHj0y+d3vzuSMM1o+iyE3N8DChTfw3HMLmDlzE/n5QX7xixP26iKSUlJVFSEnp6kdwe3W2bSpmv/+dx3HHJNNx477PkmTUrJuXSX5+U1LClJS3KxeXX5oO5WkujrKz3/+b7ZsqcHl0kkkTCZOXMLf/z6GY4/dc9eOnR1VB4JhWMydu42nnprLwoVFdOuWjsfjJB43+dvf5pCf7+fss49ukf1pDrNnb+Gqq6ZSXBxGCAgG3fzylydy332nNe7n7Nlb+eqrLeTnBxtvi8dNnnxyDiNHHt1ExGsJtGAqY3tbzN7iYUNJHCR0TBcMGZiCM7ugRbd1IDgcGrffezYP31JINBTD69Gpiep4iHHNGU7ocXyrz+mA0FIh+Eeou09dsZcS0CDwa3B0ozvwzlEwvQ7WxaGvB8YGIO0gukw3FyMaZcnEiaycOhUrHqf76NEcd+21eFJTcXq9jHvxRWY/8QSbZ81Cc7nof8UVnHLHHaz7+GO2L1hAMD+fQF4egdxcqjdv5t0b4wz/7U30veQS9KzjQQg2z5zJ/AkT8GdnozudSCnZPm8eMx9+mFF//evh30mbw4OUdO2wgn+9oVympTVD6dJjLMGUlv0c+l5ghaDmhmSWTK4KM4l9CeYmcAxsuqzwqZbkMrJ797ODwdwMaLuENKcAQgnXDSKRtNRtO7uLDoaaW8EqBPwqUE1ayRb22WofZCU4jgH/rbsLRKDCqVP/qXKMjOWqu5bvur3PJz5XBW9rDQKRTIZOb4SqK8B3A3gvan4Yt94JvJ2at66NjU2r8kW9uqhWb4EJ+IX6f3ZEZbzvIVnDxuZ7gy0StWMee+wrfv/7WQgBTqfOokVFnHfeW0yZchkjRrS84BAIuBk/fgjjx+8/vFEIwaBB+SxZUtroSIlGE3z7bRFOp84DD3yOlHDppcdw112n7lVwEUKQk+OnoqKezExf43KhUJwOHYI8//wCpk1bg5SSceN6cvXVx+L3H5zHc+LEJWzeXENBwQ4hqro6yqOPfsm7717aZG6rV5fzt7/NZf78QlJT3Vx55QCuvvpYHI69X3GNRg1++csZfPttIWvWVKDrgpqaGP375xIIuPD7Xbz++pI2E4kKC+v40Y/eo7Iygt+vrCP19XGefHIO/ftnM25cbwBmzdqCrmtNHg+XSykJS5eWctppLXxgm4jh9bk5qw+c0ccDlokuJKQHIVTVJmU74y7qT4bnx7z6xyls21LNyKNquPbybnS+4RHYU2h0e8E9DJz/Sba3NsB5UpMr1NkO+Hl6605JSskn99zDllmz8GZkIIRg6aRJbJs7l4smTkR3uQgWFDDyyScx43GEpjV2g9vwySc4vd7G16IvKwtfVhbhsjI6n3EN3uwdTpJlb72F0+tFdzqJh8NUrltHtKaGijVr0F0uTv/Nb3AH7UD8I47QnyAyEU1o5KZ6yU39CsRqkPfZWU+7EvufyuTRd7rooecqkcgqBm2nPB1ZDyLz0DuOaR2SAspO+UbCnQzKNsEsSbYvNcE9SrVBP1jM7WAuAVxNz8akBSRUR7DUv+x/HOcxkPq3A9um0FAqW8McNoC1Xe2HrITwkxD/BFJf3OE0srGx+V7iFLA4qjrNCUADOjvBrzX5lLCx+V5ii0TtlPr6BE8//Q26rjW2n3c6derr49x//2eHRSQ6WH71q5O5/vrplJSE8PmcLFtWSiJhMWBALsGgG9O0ePvtZQwalM/ZZ3fbbf2amii//e0XrF9fyfbtdbjdDnr3zsLtdhAKxQgEnDz//Lekp3sRAl56aSHz5xfy4ovj0PUDP2H/3/82kpraNPXP5dJYvryM5cvLGjN3tm2r5brrpmMYFrm5AeJxk2efnUd5eT1337134WzKlBUsXFhEdraPDRuqcLl0DMNizZpy+vTJprKynsrKCF9+qRxaXbum71N0amnee28FFRVKIGo46Xa7HUQiBi+8sLBRJEpLc2NZu5efSkmjuNSiON3Q+RgIV6OHa1Tr8MwCiEV2ZDa0AUPGHMeQMcclc5IE6EfIx6SWAZ5z23oWjZSvWsW2OXMIFhQ0vu6CBQVUbdzI5lmzmrSo111NT7bcwSCW0TQwX0qJtCwcnqZOkmh1NbrTiRmPU7JkCdI0cXo8GLEY62bMIFZdzdjnnmvzck+bgyD6CYT/BEjUobgOek+ITQXvxcoNYrMDqxD1WO2Cnq1CiK3qHaVWslZ1G2t4PySWqgweqwScJyuni7FCdQ9zn9O0bGxnHL3BORAS3yZDqnVVbuboAcHfQvwLtW33cHCe2jxhz6oFko0NLAPVlj2q9lVGQIaUeCMOzhYppQqhnR9RJ3tn+CGn4WPeearKCpLR5BwKQTrVHLQCwAWJ5RD7AjznHPw+2djYHBFICXELai3lIBICTAtWx+FXGfa1CpvvP+340vgPm8LCOkKhBG5304Mfl8vBhg1VmGbbt0zt0yebiRMv4sILe5OV5cPjcXDCCQUEg0qQ0XUNr9fJ1Kkr97j+/ff/jy++2Ez37pn06ZONZVksXFhELGZwzTXHUlamgp99Pider5P8/CBLl5ayYEHhQc0zGHRjGOrxMk2LFSvKWLCgiK1ba7jmmqk8+ugXGIbFO+8sJxo1yMryoWkCj8dBXl6A995bSVVVZK/jf/jhWoJBF06njsfjwDQlTqdOdXWM+fML2bChig0bqhg9ehIjRrzBmDGT+PrrLQe1D4fC5s01CEGTk+SGfI+qqmjjbaNH90DTBJFIovG2ysp6cnJ8DBjQQimK8RgUrqdi41YWuY+npryGeGZn6D4IOvVWwkyn3pDaDjqiOJxHjkDUDmkIo95NnJGSitWr97lu7wsuwDIMzMSO12J9eTkZ3bvvFkrddfhwYrW1hEpLsQwD3eXCMgwcbjcpHTtStGgRlWvXttRu2RxuZBzq7lK/hTvp1pBgrgIrColFbT3D9oejNyCSpaZJpFRuoeDvVXC1LFNCcvAP4BmnlonOgOprIfZfld1Tdy9UXwKRlyH8lMrmiX+z520KASlPgveSZJlrqcrYSXtJdesK3A3BB1VXr+ZmHzm6JtvcdwIiQD1KDJNACiS+gchbBzWklPCHcvhZoeog9ecKuGArfBVOLqDngP8h1UHN2JjsRmYq8Uu4lZhmrIPqa6DqxxCf13QDxmoI/wNCz0BiSdPnxMbG5ohhfQLiEgocSp6OSzAEpGjgsc+ebX4A2C/zdkp2tg+HQ9tNDEokTNLSPHtsMd8WdOmSxn33DeUvfxlBhw5K0NkZJToYu623bVst8+ZtJy8vQCJhNgZma5pgy5Zqli4txTCs3YQN07TYsKHqoOZ4+eXHEArFMQyLTZuqKS9XB5p5eQFycwNMnbqKt95axqpV5Xi9TUUBXdfQNCgqCu11fKdTx7LUyfDRR2dgWZJo1CAaTWCaFqYpcTg0fD4nVVVRamtjjB//MVu21DSOIaWkuDhEdXWUaNRgw4YqKiv3LkwdDEOGdGzMYtp5e4ZhMXLkDkdat27pPPLIGcRihsoAKQ2Rne3n6adHH5Rza698PRXuH0HlvRdTfP3pLJ32KV9sTWPd/FXUbtyIrCimUqYSu/SBQ9+WTZsTyMsDTWPX5ghC00jptO/SxYITTuCEW24hWlVFuKyMUGkpwQ4dOOfxx3cTnfpefjmpnTsTLilBmiZGLIa0LDJ69EDTNISuEyopafH9szlMJOYl83J2+i4RDsACKwzCLh3cDdcQ5a6yClU5mRVSf7uGgWsk+K6EwP9B6jOqREsIJcKF/6xEGOFT68lospRLJkvX3FD3G5XRsye0AATug8yvIXMOpP4V9I4tt1/CA4G7ks+/DjhR4dWp4Bqs2qtH3jioIb+JwNQ6yNGhgxPyHeAR8JsyiFookSf6slpYJgAN9H6g5apQa3MNCEu5p8ytUHsrJBar5evfgKqfQP0rEHlNCXDhZ1ru8WguRgnU3Ablw6BmvPrfxsZmn9SZ4NSgtxsGe6Bv8nc3F9SY+1/fxuZIx75M3k5JTfUwZkx3pk5dhdcr0HVBIqEEh5tvHtzuSic6dUolLy9AVVW0MeBYSkk4HGfMmO67LV9VFcHhEAgBK1eWE42auN1ONM1E1zW+/HLLHoUwh0MjL+/genePHt2DtWurmDRpCVu31qBpgrQ0L927Z6DrGunpXiZPXsaIEd1YtKiYnRsiGYaFZdEkz2hXLr64Nw8//AXBoJuMDC8DB+axZEkJTqdObm6A8vIwbrcDIQRSWkSjBk6nzgcfrOEXvziBJUtKePjhmWzbVktlZYRIJEF+fhBNE4wa1Z377jutSbetg2XEiKM5/vh85szZRiJhIYTar65d07j55qbdukaN6s7pp3dm5coyPB4Hffpkt4wguXoevPUHIs4Ay7dJXM4UTnGsYaE4lgmJs4h+V0qhvydlcT+O+V9yySXl3HrriY2ZSD8UTNNi+vQ1vP/+SqJRg1GjunP55X0POoerPZA3cCCZPXpQvmoV/pwchBDUl5fjzcig65ln7nNdIQTH/exn9DrvPMpXrsQVDJLbvz9iD7lQntRULnz9dWY+9BBLJk3Cl5lJIC8Pp8+HtCykYZDeteXD/m0OE1YIRAAoV+KESB6mSFPlgrlOa9PptUuEE1InQGQSxD5Q/3uuVW3fyweAVQkIVUIWuA/8Nyo3jLFOlWzBjq5nwqtcNHpHJQJZZWCsUbk+e92+xmG75ug5V5XAVY4C6QA9Swk2wqEELav0oIb7NKzkpp2/1vya6li0PFrH8ZFfgIyp0jKRD8Y3YCwBcYrqINcQ1q3nJp1FFVD/khLhws+odvYNAqc0IfoGeEY2lkhunz+fle+9R6Sqiq7Dh9Nr3DicvkPMh9oXsflQeQbKiSUgMUuFeGd+Da7+h2+7NjZHOD3d6lMtZoFXAy/KGFhlwemH8S1rY9NesEWidszLL58PCKZPX000auF2O7jtthO5445TG5fZvLmaKVNWsHFjNccdl8eFF/YhI8Pb6nMVQvDoo8O59dYPKS6uAwRSSk44oQPjxu2eH9GtWzpCqIDnUCiO261eipYlycjw4XbrVFTUU1ISIitLBVqXlYXJywswZMjBBSgLIbj99pO47LJjOPPM18jLCxAMumiInXM4NEKhGJde2pf3319FaWmYzEwvsZhJVVWEn/xkAGlpe++oM2ZMTxYsKGLGjLWAQNOgV69MIpEEPp+LysrILo4o0HVBSUmY4uIQN9/8AUIInE6NsrJwMgc0RP/+OXz44VqcTo0HHhh2UPu8M36/iylTLmOhl4UOAAAgAElEQVTChAW8/fYyDMNi7Nge3H//UFL20CnI53Ny/PEt3F3s88ngcFJZJ1XnOM1BtUxlIEt5JTGKr9Z76NrVQ+fOQQzDYtKkJcRiBvfdN7Rl59HO+f3vZ/Gvf60iGHSjaYJnn53HzJmbeOml8444wUxoGqOfeYY5Tz7J+o8/RloWHU8+mSH33IPLf2BdlXyZmXQ6bf+igCsQ4Izf/paKdeuo274doWnEQyGitbX0Ou88Uo466lB3x6a1cPZXGTN6H+XakPFkyY6A4COqm5/N7mhB8N+kfkDlEJX2UO4g4UHl+FRC3YPgPE2JSVYl4FPim4wBMZBCdT2TcZRzRzZ1dbUFzgHgPh+Mxco91ICsBNcJe19vDzjEHtObkECqMQusuh0B4EKAc5ByClnrgahysjl6KoEIlKBprIXEAnZ7rIQOpgnhF8HaypK3lzL3hUp0Vz6aM0DRggWs/eADxk14EIcrAY5uO8ZFORnWxSFdV2G5zbo2WH0JSiDa+TkMQdXlkLuiGQPa2Pww8GtwRyY8Vg6apUKsI5bqEDvi4K5V29gckYhdSwHaksGDB8sFCxa09TTaFTU1Uf74x6/48MO1OBwap5zSkXvuGUKnTqksXlzMLbd8QCKhBKRoNEFGho9XXz1/t5byrUV5eT2ffLKe8vJ6jjsun5NPPmqvIc1vvrmUP/xhFps3q9b0pmnh8Tg47rh8QqE4Rx+dTlaWjy++2IQQgiFDOnL33UMOad9uvHF6k45sAMXFIUaP7s5vf3sm69ZV8swz3zB37nbS0z1cddUAfvSjfgdUbrV2bQVr1lSQmemjV69Mxo2bjBCwbFkpDoc6wTcMk0GD8qmpifG7351JYWGICRPmk5cXZOnSEmprYzgcGvG4ycCBeXi9TqqqInz66dUEAkeem6SRP14BVcVsr7RYv76qMYw9VdZy6bobWF9k0LdvNrm56pvXMCyqqiJ8/PFVpKS49zXyPjFNlXNVVlZPz56ZdO/e+h3TDpRNm6q59NJ3ycnxY1mS2toYUqrSxSeeGMHw4UeuG8ZMJFTotLv5z+WBUF9RweJXXmHDp5/i9Pnoe/nlHHPxxY1d02yOEMJ/h8grqDDkGBAH9xhI+XPz821+aIT+qkrFtJ3OZqRU4dW+2yDxtWpjL2sAV7K0qgYllwSTioSuupilPAvuITtcXW2BsQqqr0tmVXmTJYkuSPvnQQWZL47C9YWQpSvBCKDWBJcGM7Im4qh/EvQOanyzBIgBFvjGQ3QSqtPaTjYCq1x1k/SMgdrf7B70HV8GAmL1BUy8bDnuoER3OsB5HFJq1G1fxLDxafQelQm4IXAv0j2aN2vg71Xq2TAlDPTAn3KVYHTAWAko8aD8EDu/b5IxBnlxO33X5ntBYQKeq4Iv61Vm0JgAJCQsi0EPF1yaAp33cghdYsA/KuHzsCo9HepXZag+AcP8UG7Ce7VQaUBHFwQF9HDDEB/47K8jmyMQIcS3Usr9thy1j5zbMVJKbr/9I5YtK6VDhxQ0TbBgwXauu24aU6ZcymOPfYWmaeTmNhyweCguDvHKK4u5//62cWBkZfm44ooDszD/+Mf96dgxlSuvfI9YzKRDhyAFBUF0XVBfH+f883tz4YW9iUZVHkKDsHAojB9/KtdfP53i4hAul04sZpCZ6eOmm9R7pXv3DJ56anSzxu7RI5MePTIb///Tn87mnns+JS3NQ2lpGCEEnTqlUl0dY8CAHM48syt//vPsRgEqFjPQNIEQqgwvHjcJBt1ICXV1sSNbJDrmVPjkNdLTsxCiGktKPMSJCC/lYQ1dF03cWg3CYkVFfbNFotLSMD+/61M2V8VwVYbQYgYjRnTnkUfOaNXucgfK2rUVCKFKMVetKm/MOzUMi6lTVzJ8eFcsS7abPLI9Ycjk6cguU9SdreNE8GVmcur48Zw6fnyrbM/mMOG7WbVMj05DCUSjVL6OLRAdOOZmdmvSLJI2GqtMlZfpvZNurSpUNCvJdZJiEoDlhtB4iA6C1KebOF1aFUdvSJ8MkclgrATHMeD90UFnIB3rhuvT4aWqHb3zfBr8JRcc+jEQ0cGsAHMl6nEASEB8hnpdhp8Ay0zmONWgBKTrQO+cLD8L7RDmrBBQDvrxlK83kVKgu9zKtWVuQ8g6HM4wW+en0HtMthKm6h5ibrw3f63sSqYOrmQe+aIoPFQKT+cfzN7uJUsK1L7ZApHN94BKUwXRV5qQoUO5AXeVQKoO3ZzqvTO1Dp7Lh/67mOfrTPh5IZQakKHBxgR8XQ5BDY5ywFOV8Eg2/DwNrtoOr9Xs+Nzo5FRjDj0wY7SNzRGHLRK1ExocXcXFITZurCY3108oFGfFijLy8gKN5Uo5OQGKi0NMn76W9euryM1t+umUlubhyy83t5lIdLAMHdqJd9+9lDvu+C/xuElVVRTTtBg8uKAxy6glxKEGevTI5J13LmX69NWsWVNB//65jB3bg/T0li/RGzKkEzNmXMncudtYurSUDRuqiMdNzjmnG+ee2xO328GgQXn8+9+rAEhP91JYWIemiWTbeRehUJz0dA85OUf4t9AZV8D8GfiqS+nRwUlZYSUCi7+HL8Dh1MnOdjWWHIISzFwuvdmusbAFoz4uZvWlp+DSNYSUdP5qNTNmLGfQoDwuvngf+RptRGamD8MwWbu2El0XjeKhEolWsXFjNYWFdXTsmMItt5zIiBFH72fE1mNdHB4vh2+j4BZwUQBuybQ7gNg0EyFUhyzXSW09kyMX56nAS01bxFtJB4nnHIgZqkzK2U+VpCUWg9RVpo6sARkAXCgnTbYqp4r+B7wXt83+gBKEAncf0hBCwA3pMDYAC6PKLXCyT5WWII9TpXj1/0RlD2mACVo+GFtRJY+/g/oXVTC4oy/4b1WPIUDKX6B2/I6cJGmAdhRoQTwpIaSVLLdGJF1ccSwDAhllSpQTfqCcdyqX47L8uPQA4EMIFbQ9N6JOZnMO9JBI86pcJVmk5t4gAGKCfuDuKxub9sz0OiUQ5SXfF6Um6EIdB3o1SBXq/scr4PUOTdf9OKTeU3kO5SgsNVW7+6hUIpMGPFKmSs3mR9S4bqFyzbYm4JdF8H9ZUGgq0ehsPwSPrGQAG5u9YotEbUxpaZinnprLJ5+sp7g4jJQyGcwsyMvzN3bN2hkhoLi4Ltn9TOJw7Lg/HjcpKGg/xbKWJfnmm23MnLkZv9/JyJFH06tX0/bmJ510FO+8cykzZqyjrKyek0/uwGmndcLpPDyftDk5fq69dtBhGXtXgkE355xzNOecs+cT+rPO6sYbbyxhzZoK0tM9FBWFCIfj5OUFqKuLYVmSBx88m3nztvPmm0vZsqWWnj0zuOqqY1uuLX1rkJoFd78Bs94lb+VcPMdn8JV+KkMze3Ftz0zuvvsTiotDpKV5iEYN6uvj3H33ECUQykTyBCai8kq09P1u7pFtCVanp5AWCZNJNQ4tQcWwAroWb+W991a2S5Fo4MA8fD4n8bjZ6BpLJEyEkFRWRti8uZrOndOoqYlx332fIQR7fV21BuUGvFENH4dVCUe6rq6+rY/DA+Xw92p4IhcuDNoXrG1sWh3PWAj3BWO5En8axAFHX3Bfqn7X3KhKqoQXJQY5VamVUQOaJ5kFZSUNSX6IzWhbkagF6eBUP00QAnzXQ/QDIKpu0/NUJzNZB/HPIO1F8OzFbew6ETI/gsRCJc7pPaD6YpAGGUf7yeweoGJdCH9GCKHpJCIChKDXSAGJJUoEM9ZRaYRwWlsgEQG9C+gd0YRyaIYsyDmYHU1/EypHop7fBnyQ/vbBjGJj025ZElWOuwaqTJXAZaAyhFw6pGuwPKZCqN07XbxaGVeCDyghCam0YSEhIiFTV8c0Ww0wUfdHpdqeE1idgPvLIC05yHNV8FIBdGzjGDcbm5bAFonakEgkwXXXTaOoKEQiYVFdrQ5KhBAMGJDDhg3VVFdHmjiJQB239euXQyJh8e67K8jLC6BpAsOwqKuL8ZOfnLq3TbYqUkoeeuhzZsxY1+iOmThxCffcM4SLLz6GmpooU6euYs6creTnB7nssr4cc0z2YZvP2rUVTJq0lLVrK+jbN4crr+xP585ph217B4LH4+DFF8fx9tvL+eST9XTqlEp6uodQKM5RR6Vy3nm9ePbZefz736uRUpUaLVlSwsyZm3jiiREMG9alTed/UKRkwtibYOxNpAHn7nTX669fyCuvLGLOnG0cdVQ611wzkGHDOqsr3bW3JQNWAQT47wTvpXvdTJ0Jn0U1ArU1dHdsRcfCMjVICHJPtsj5aPPh3Mtmo2mCa64ZyOrV/yMWU2UCfr+TeFxDykRjh7xgUJV7PPfcgjYTiapMuKZQ1fKHTKi1VN2+ibrypqOuzj1Ypk5qrm7bt5mNzQ8PzQ8Z70PdbyH+qbrNPRaCj6qgaq0fpE2C6DuqexlekMWqjKqxzMpIuluSjhqx9wYO3xu0VNDTQOQ0VbdlAsQBhKYLX9MOfJ5LITIRoWUx8tE+fPbot5QslwjdhdMT5ezf+Mjo6lFuLmMtCI3hrhU8HR1MCgaYm0DLJCR9pGjKrXBQuE+H7NVQ9zswloLzBAg+APrhO9aysWlNurtUFlEDLgHx5EdYgyCUALxiRw7Zzus2dLNv8NmR/O0RYEkoNHYUbjYsE5NqPQmk6Du5mAz4czk8c1BloTY27RNbJGoFpNzdDQQwc+YmiotD5OUFWLCgEKdTx+HQqK2NUVeXoGPHFCorI2zbVktmpg9NE1RW1tO1azrDhnVh2LAu1NRE+eyzjei6EmGuu24QY8b0aIO93J1587YzY8Y6cnMDjTkq8bjJ44/PZtCgfG6//SMKC+vw+ZwsXlzMhx+u5bHHzmL48G4tPpfvvivmppv+g2lK/H4Xa9dW8uGHa3n55fPp2TNz/wMcRoJBN9ddN4jrrtvd3XTvvZ/y2Wcb0TTweFxYlnKVBAIu7r77E26+eTDdumUweHABXu+Re+niqKNSdu/gJg2o/ZXqNqMlr53KOIT+DI5+4Oyzx7HqLJVp1NldiTAsEsluM5ppUelL57e5U4A7DuPeNJ+zzupG164LSUlxo+sCl0vnyy+3oGlNM5sCARebN9fs9bPlcDO1VglE+Q5YYaoDsoYDpgbPQkyCG/hnNfwotemVPhsbm1ZA7wBpzydDqcXuwdOOLjvKt8xtUP1TsKoAd7L8yQV6d8BSIobnoladfpugdwBHf0gsUw4iIdTjJxPgbcb++29TwlFkMv6MMOf9rTe120uIRzuR3rEWXVuvMopkDGVjyOQi7zI+SBSx3szDQ5hEIoKm+Xgkd/eT3APC0QnSX2jGijY27Z8LgjC5RrmbM3XI1WFNAvJ0JfSYUt330zRVLrYzowLwz6pkJpEOmw3lPsp0qBLU4oRKa9PZISaBOsZJAD4gdSdnUpYOcyLqmMg+5rE50rETIw4jxcUh/p+9+w6Tqj4XOP49Zfps77v0IkVABLEgdiSiiajBlqiJ0Ris8SbmmhiN8arRa25MjBpv9BqMLUbRELBFRVDEChaUXhdYtrfZ6TPn/O4fZ9l1BSLKLrMs7+d59gGmnPM7szvLnPe85YYbFnDkkf/HMcfM5u673yESSXbcv2lTC7btxK0ty+5y0SoWS2GaOmVlQS67bAI+n/Ph7jvfGctDD30Lr9fE6zW54opJjBhRQENDFJdLp6DAR28YWJdMWrzwwrqOf1uW0wvBNHVaW+Ncdtl8Vq6so6goQE6Ol+LiIMGgmzvvXEI6bXfrWiKRJD/84Tw+/LCaZcu2s2TJFurqIsRiKe6///1u3Vd3CoUSvP76JizLwu12vv+6rmHbNmvWNLBsWTVXXPEi06c/wcSJDzJ//poMr7ibpT8Dq6FreZnW3rw78eJun1ZiQr6h4QvopDGwbYVlK9o8AQ7dtoJhWqUzlrgXGjIkj+9/fzytrXEaG2NUV4cxTY2SkmCXIGBbW5IhQ/IyEiACWBp3rsqB8+Hp8+/YHU0dbZwPVXEbWnvnyy3EgUFzfflkMqMf5D4J/kvA8w2nEbPRH4iDagDfd8B9wj5ZbsZl3QHmMFB17U2+myFwJbiO+urb0kwIzIKC16HwTch+iOzyfAqH+TG85WCOA60I8DhBKfMQsowUs3Pu4ReBORzuWsHMwDYe7wfH7uetCYXoCWUueKgcxnih2nIa0X8jAIWmk+HcaMEZ2fCjXQy3zTWc8rAjfdCmnMll4JSlbUpCRDnZFDqdWUSfP8WqcLX3M2tn43wmkpNr0RdIJlE3syyb555bxYIFm3j11Q243QaDBuVi23SUOt1007G43QatrXEqK1vbTwR1IpFkR9lYNJqiujrMuHElXHHF4VxxxeE77WvLllYmT36Y5uY4pqlTWxvhiiteYMOG5ow1rlZK8eSTn/Lgg8vYvLmV6uo2TLMel8vA73cRiyWJRtNUVrai6xqtrUnGjSvB73cRCLipr49QVRXqtjKwdNrmRz+az9Kl1R3BM9u2qaxspakp1mN9j7pDNJoCwOMxiURS6LoT8IjF0h1TrgIBF0ppVFWFuOmmhQwdmt+jJXv7lErsupmNpndO3tkFQ4NfFMLPfFnYHj9GMknU8DAgGeK62LsYgWyn3KKXuvzywzjmmAEsXLgZTYPcXA/33PM+LS1xsrKcZubRaIqrrjo+Y2sc4IKlsa6p2Z//4GTj1OsnlNOrKLf3vs2EOLCotDO2Xc9uLy37HKMYfN8Fz8mgFYK1DlSLM0nMqNj19vZXVj0kXgG7FlwTwX10ZyDNKIbcxyG92gkQmSNB38UZ5lehGYAfXKPBMw0SL3e+/no2eKdBchlOfoJJQE8w07uQmZ5WNgbmszwOlUk4SsZuC7GTER4nUJRUTpDG0JyLU1VpJ7Oo4N+c7Q50w+9L4T9r4fUIlOJkpMcUuJTzeWbHxS/ozJYe43b6hKn2QYFKQX0aTsv6mhl/QvQyEiTqRsuX13LuuXPYsqUV27ZJpWx8Phe2DcOH5xMMuvj731fw1ltbaW2NEY2msSybeDyFUk72TTicRNM0Nm1qRtd1pk4dstuSkp///DWam+MEAi40TUMpRSJh8cADS5k16zDy87t/YteXefHFddx99zsUFPhRSmFZCstKo+tQW5tAKef8XNMglQLD0Fm/volx40qwbYVtq46eK93h7be3snjxlo5f4jsoBZFIilSq96Y4lJQEKC/PIpFIEwolMQxFOm13ZJ95vSaaprcfl0YolGDu3NWUlgb57LM6AgEXhxxS2ivHve8RcwxgOGUOO3phKNtpCOo+/t8+9dgAPKJt4OnNlWzLH8QRTes4a+tb5DdshlMv69WdlDVNY+zYEsaO7WxMPnRoAfff/z4bNjQzZEgeV1xxGFOmDMzYGs/OdkrOPolDc7prgCiFcxVN4fSH+lWhMxlECJFh8Zcg8vv20e2GUz4WuMbJ0FRpiPzR6VG0YxKW73vg792/L/eYUk4T7+SbqPR21kRXsdoaTL4W4kjX07jdYyHn3s7/azRttyXNe0XTIOsWcE+G+FznNs+3nGbYiTcgfBPYIdAUShn81prNM9XFKJzfq1k63F8GI7vvY5IQfcbnS7xyDOdrT7wfg0VRp4Re16AMWJeArZZTtlbbfqqw47NOPxNmV8BjrbA42vmZZ4wXfpLZDhZCdBsJEnWT5uYYl1wyj23bWgkEXESjSVIpZ5R3TU0bhYV+Vq+uJ5Wycbk0QqEkSil8PhdFRR7q653yp2DQTWFhgGDQRWGhnwULNvL22wdx9NEDdtrn4sWVuFx6RwBJ05weJi0tcSorWzISJPrLXz4iK8uDUk65VDDoIhpNE42mOzJ5fD5XeyZVgmQyTWtrnGTSorExykknDe7Wda9cWd8eeNv5PqUUBQX+ne/oJTRN48Ybj+Waa16iuNhPXV2ERCLtTId2GwQC7i6P13WNt97awj//uab9qoaiuDjAH/84ncGDv3wiWK+jByB4I4R/3d4nQwds8Ex1rvp+iVFHn8LN9ffAgluc7CPbgmO+Dd/4QU+vvNtNntyfyZP7Z3oZHYa64Qd5cH2tc8XMg1P3b9N51c3EaRopV72F6AWSHzgBCC3H6fGm0hD7G6Ag+DOI/RViTzj3ae1TJaN/Br1w/59ophRE7oXYY6RtjZsj5/Bq6gaU5kXDpEgP8b/Bm+nvmf9vhyJ0G810ps95T+t6u3cquCdA8l1A8Vb6aJ6uy6XY6Oyl0mw5GQ9z+zsns0KIvfdO1AmNf/491Ww7n2PKTWfsfZ3VnjUE/KEUDvXBeC+sS8KmlBNgGuvpGzF1IUCCRN1m4cLNNDfHMAwnaGOaTpsz21akUhbbtrViWaqjwbSmgcfjIpFIU1ZWQEVFFh98sJ3S0iAHHdQ5Ij4SSfHii+t2GSTyeExaWxNdbtsRHCgpCfb0Ie9SbW2ErCxPR0aUx2Pi8Zg0NkYxDCfWbtsKl8sgGHQTDifQdZ2GhgjHHTeIG288tlvXU1YW7JgKpWl0ZOGAk8U0dergbt1fdzvssHKeemomc+euZvPmFkpKAjz11Gds3tyCZdkYho5STrGPUoq1axsYOrQAt9u5fNLYGOWnP32FZ589J2P9a/aKd7qT6p/4F6gQuI8B1xFO0OfL6Dqc9R8w7WJoqIL8UmfCmugWDWk4yOWUkmnAR3FosZ1U7IEuGO52ys3ub4ZvZckJjRAZFXsUcHeWOGmmExCK/wN8l0P0caekakfJleZyAkqxv+7/QaL0aog/BnoRzycn8nJqKqVaHbpmg5ZLvcrlV9GrmO2ds2+CRP+Ong/eUwF4vtYp2/18s908wxkasC7plNgIIfberjKOXBpEAbcOo10wXDm9iiI2TGs/xdI0OMjjfAnR10iQqJs0N8c6osdKKZJJJ0CkFMTjFi0tTrZMaWmQnBwn00a1p9YkkxYejwmo9j87aZq220bO3/72KO6//wNSKQuXy+lXE40mOeSQEsrLs3rycHfr0ENLWbq0muxs5zemUk6QzDB0PB6DaDSN2V6s63Yb+Hwuzj57NHfcMZXS0u4PbJ144mAGD86lvj6KUgrT1LEsG13XyM/3cfHFh3b7PrvbgAE5XHPNER3/Hjo0n1/84jW2b28DnJ+R/Hwf2dleTFPrCBAB5Of7qKpqY/XqBkaN2k97FZmDwZz19Z8fzHW+RLfKNkBpnSNmFc6UjzTOFTVDA78GNWmnvn9P076FED3A2gbaF7J0NdMp31XNThBe+8LcZs0LduPO27JbIPoAxF8ENPB8Ezwngl3tBJ5cE7+8Ufa+lHrXKVXWDf6ZmEJAi6BrOy4YpSjUQqxID6LOLqI4owvtylK7z0ro3vEeQhzYpgXhoWaI2p3Zz9k6hGwItL8HTaBBOT2HJENaHAjkx7ybjB9fSlaWB13XaGtLkkrZGIbW8R98ImERDLoZObKQYNBDMOjuCCT5/S4sS2GaBoFA5wQj21Ykk2lOOWXYLvd5/fVTOOqofui6RjicIB5PMXBgLk8+mbmrfldeeTi67gTNcnI8NDXFCIUSaBrEYun28jidRCJNNJpi2LB8fvvbaT0SIAJnvPyjj57JCScMwjB00mknQDRwYA5z555HUdH+Ny5k5szRvPLKhVx//RSmTh3CWWeN4t57p3PSSYPbM9g6aZqGrkM8ns7QakVfNT3oZBCF0rA+4WQNhdvTs7Pbfwwb0pBSsCVFr5i6KESfkt4E4d9B67UQfcLpZbM7rklgt3W9TUWdbCGjDFxjnWBRl/ubwPWFoRkqBa2zIDanPSvJA5HfQdM3oO0WCF0NLeeBVdcth9g9POxoO2thonV0EMG5vT0b1/J8M0Pr27XpQef36ucSoAlZzqjug9y7f54Q4qvp54I7ip2LXPVpqEs7ZfU/znMypOvTTrnZZD/8rPBLNydEn6CpXvTJ/bDDDlNLly7N9DK+FqUUP/vZqzz//FrWr2/quN3jMZg4sRzbVlRXh8nN9ZCV5SEeT7NhQxMej0lFRRYlJUHOPfdg/vd/l3ZMrzIMjenTh/PrXx+PvptajUQizZtvVrJqVT1DhuRx4olD8Ptdu3zsvrJhQxP/938f8pe/fEQyaaHrnU213W6D/v1ziMVSTJxYzsMPn75Tb52e0tAQZdOmZgoKfAwenLnx4T3l1Vc38POfL6CsLNhxbLGY05z7X/+6EK+3F13Z3Zcaq+GtZ2DzCuh3EBx7DhT1d25/7VFY+z7klcHUC2Fke8ZWSx28+CB88jp4g85zjj8PjAP0NdyN2+vh5vrO6WYKCGpwlBdWJJ0PV6UG5JtwuA9+WyJX4MSBQynFokWbefrplYRCcU46aQhnnz26e4YzJN+H0I+dTCDN7TT4N8oh95FdT+KyqqDlArAjoGeBigFJCN7qlPWmPnWCPyrlBH9UxMk8yv2LMw6+Y7+LofUnYJQ6/05Xgb3BefO7xoKeB1at0zcu5/d7f5zdwaqC5rNAy+bv8an8d+RMytmEptmgBWi0cxjodvPkgJFovagu1lLw63p4Oez8XW/PzvxjmdMLRQjRveI2rEw4DbBHe5z3XJMFG5NQZDiT0ITY32matkwpddiXPk6CRN0nnbZ59tmVXH31S7hcBoWFPioqsjEMnWg0hddrcu65B/Pyy+vx+UxmzhzNxInlpFIW5eVZaJpGU1OMN97YTCiU4NBDyxg7tni/DGbMm7eaW29d3CVDSCnFli2tXH314ZxwwmCGDdvLkbKii3Ta5rrrXuGtt7ag61p7oFHnjjtO5MQTh2R6eZlRswl+dzHEI+DxQTIGLi9873Z48r8g2gq+bAg3Q1sjTDzF6WH0xH9Bax1kFYCVgnALHDUDLrg500fUa9g2DFzvNFJ1a851ektBm+pMzx7ugrL2mPX2NHwvF34sbaHEAeLPf17Kgw9+iM9nYpo64XCSoUPzmD37jL27mKMUNM8Au9UZn76DVQ2+70Pwql0/z6qC6F8h9QEY/cB3Ebgndd6f3ug0s7bWgjkWfLjUeTsAACAASURBVOeC8YWG+dHHncwho5/z79RSUEkgDcZwJytJ2aDqIH8h6Jnpj7iT+EsQvpWk0vhJ+FreS47B0oswdBfZhof/LfMyvBf2FVEKPk3Ax3GnZPc4v9MHTgghhPg6JEiUIUopZs58mrq6KLm5nZd6tm9v48ILx3HttUdmcHX7zr33vsejjy7fqYystjbMLbccz/TpwzO0sr4tnbZ5991tLF68hbw8L9OnD2PgwAO4H8+DP4UVb0Hu5zpNhBrBspwr8PllULcFqtZCKuk0gAjkgNsHQ8d3NoSwbWith1/9AworMnMsvcy7UTip0gkIfT6OHbOdErNj/J39isBp+JgCFg7a1ysVYt9raooxffoT5Of7MM3ON0J1dRu//OWxnHnmyH+/AaUguQhiTzp9gdzHgf+7zrQxq8YJEmlFXd98KgJaHuQ/2zMHBc6Y9tDPwChx/p36AOw0aGkwxziZREqBqoX810DP6bm1fFV2K6SWYSuTZfbhfJbwUmzCsX7IksCLEEKIA8CeBomkdqKb7RhbftVVL1FT04bbbZJIpKmoyOLCC8dlenn7zMiROxft7ghIDhp0AActephp6kyZMoApU3aehndAWv0uZH0hYy0rH1YugSHjIdoGlSvAtpz7FNDW5Jx4FQ/onIam66AbULtZgkTtvuzygvmFBEhDc3oWCXEgWLeuEU2jI0Bk24rt20Ns2tTCrFnzefLJT5k1ayInnjh419nCsUcgcp9T+qW5IfYYJF+B3CdA29FLz8aZJ9hOJcHo4Qxd91FgDgCrErRC54uNQC7o7f+3q0YwD+ldASJw1uM5ER2YBEzyZ3pBQgghRO8kQaIecOihZTz11Lf5xz9WU1nZwmGHlXPaaQd1TPw6EBxzzEAGDsxh06YWCgp82LaiqSnGMccM2GUASYgeEcyDRLRrL6F0EjwBSMahocrJEkLDCXu0100pBVXrOoNESjmBpPyynfdxgDrC64xjDlng65js6DR+nOCFBgtKPveyN1hOI1Yh+qq6ugjPPbeKFSvqyM/3kUhYKGUTDqdYs6aRlpY4qZRFPK7zwgtrefXVDZx33hj++MfpXaZSYrdB9EEna0hrb4Jh+J1ysvg/wf89cJ8EiVdAL3WC2irl9Bnynd+zB6m5IefPEP4jJP/lBLHMEYDmrA/dySYK3tiz6xBCCCFEj5FyM9FjmppiPPTQMv71rw243Qbf/vYoLrzwkAO3gbLY9xY9Bc/cBXklTqDItqCpBiadCsv+BdvWQGzHxJ/2uindcPoQGS6YcLLznNZ6OHgKXH5PRg+nt3mpDb5b5UzgaQ+xcbAH/t4PrqpxJoTsCL+VmfB/5VAsb3/RB23e3MLFF/+TcDiJ12sSi6XYti2EZdnE42miUWcgBUBurqcjyzg/38tdd53MzJkHd24s9Sm0XuYEiT7PbgHXOMi53wkktf3SGe+OASjwXwK+S3c/N727dXx+tCD5NqRXgV4OnhN6Ty8i0UVtGua3OY14x3rh1KDT60gIIcSBQXoSCSGEbcM//+gEizTNaah61Bkw8zr4+HX43fehucZ5rNZeUoZynpeVB8WDwOWCI0+HGdeAN/BvdnZgqknDQ01QYzlNVWdmOdV5ERsWhmF9Coa74YSATDYTfdd1173C4sWVFBd3BkdWraqnqiqEYejEYmmUUui6hsulk53tJZm08HoNRo8u4r77TmXkyEKn9MyqhubTQSt2fi/tYNWC7ywI/vxzt211ehYZg3tfeZfoVVYn4EfbIaKcYQNJ5WR7zpbgvRBCHDAkSCSEEDtEWp3SsvzSrj2KPnwN7jzP6UOkt19OVQr82XDeDXD61WAYXcvVhBDiC4466mFyc71dmlR/9FE1LS1xDjmkhOXLa4lGU5imjm1DdraHUCiBYUAw6GHIkDymTBnAnXdOdUrPQj+FxCLQSwAdVBuQhNzHwRyaqcMU+7GLq2BNEgo+lzlUnYazshTX+aOYXi+6IWlFQgjRl+1pkEiu6woh+r5ADgwcvXMT60NPgh/8N+SWgG46X9mFcPS34ZuXg9sjASIhxJfKyfGQSlldbrNtG9PUyc31kp/vxzB0LEuhlKKtLYFl2ViWwuMx8PtdLFq0mb/97VPnycH/As9pThNoVedkCWX/QQJE4muJ2vBpAvK/8Kl/0AdvUvOdM3jkuON4dOpUPn7kEZQtEwaEEOJAJ5lEQggRC8NniyEegYEHQ/+R+66vhxBiv/f448u5++53KC0NtgeDbFavbiCdthk3rgTLUqxd20BlZSsAlqXQNHC7DTweA13XGTQoh4EDc5k797zODdthZ7S9Xiy/k8TXllRw3GbI1TsnT/o/XUa/X8xC8weYUBjESiSINjYy6YormHDppRldrxBCiJ6xp5lEcolcCCF8QZg0PdOrEELsp847bwxVVSGee241uq5hWTYXXDCO5uYY7767jXRakZ/vY+DAXMrLgzzzzEqCQQ+GoaFpGum0zZYtrZSUfKHhsx4EpAm02DtuDb4VhGfboMxw4o35Tz1MyuViYG4Wmgam10ugqIhPHn2UQy66CMPtJhWN0rR+Pe5gkNzBg52eWUIIIfo8CRIJIYQQQuwF09S5/vopXHLJBKqqQpSVZVFcHEApxccf17BqVQMFBT6OOWYgl102n8JCP9FouqOHkWnqhMMJjj66f4aPRPRVPy6AOguWRMHQYMDWSgqyApS5Oh9juN3EmptJhsNseestltx1F7ZloSyLotGjOfmuuwgUF2fuIIQQQuwTEiQSQgghhOgGhYV+Cgv9Hf/WNI1DDy3j0EPLOm4rKPBRWhpk69YQiUQaAKUUXq+LCy88ZJ+vWRwYAjr8oRQ2J6E2DTWTxlD35iK0LG/HY1LRKJ6cHFZ/9iavzb4V3AnMjWH8BQXUfvopr/7nfzJj9mzJKBJCiD5OgkRCCCGEEPvIeeeNYcmSrYwbV0IolCAWS5FM2px22jAGDcrN9PJEHzfI7Xw1XnYpc5csJlJfjzcnh1QsRiIeIT2lnPlXzcJWNtgKbWwesY8q8SoPdZpGa2UluYMGZfowhBBC9CCZbiaEEEIIsY8cdVR/rrtuMrFYCsPQ8HpdTJs2hJtvPj7TSxMHkILhw5kxezb9J0/GSqXIHTiQrG8fQcuij1FeA/wutKAbtb6J1IRCkuEw8VCIRFtbppcuhBCih8l0sz4unbZ57rlVzJmzklgszbRpQ7jookPIyfF++ZOFEEII0SMikSQbNzaTn++joiI708sRgrtOOwQrHCOZjKFs2ykrs2xUysa9NYHH6+fHGzZgeuUzpBBC7I9kupkA4Lbb3mTevDVkZ3swTZ1HHvmEN9+s5LHHzsLrlW+/EEIIkQmBgJuxY0syvQwhOthtMTSPiZbSQNNQSjk1B8k0lm0x+IQTJEAkhBAHACk368O2bGnlhRfWUVaWhaZpbN/eRigU55NPann11Q2ZXp4QQgghhOglyo49Cqslgu4y0XQd3TDQohZ6STYF/QZyzA03ZHqJQggh9gEJEvVh69c3YRga9fURPvqomu3b22hoiFFVFeKWWxaxdWsrvancUAghhBBCZMb0y2/CnZeNFk5DwkKF4mgugyJ3KVPvvJOi0aMzvUQhhBD7gNQb9WHFxQFSKZuNG5twuQx0XcO2bSIRm+XLa5k69TEmTizjlluOZ/jwgkwvV4hdSkYibF60iNC2bRQcdBADjj4aw+3O9LKEEEKIPqW4Yhg/euo13p4/m5pPl5NVWsa4I05l8KSjpcxMCCEOINK4ug9TSvGtb/2NhQs3Ewi4AGhujqOUwu93UVzsp7g4iM9nMnfueWRleTK8YiG6Cm3bxvwf/pBIQwMoBZpG/tChfPPPf8abk5Pp5QkhhBBCCCHEfmFPG1dLuVkfpmkaN910LDk5HpJJi2g0haZBTo4XXddwu00KCvyEQkkWLtyU6eUKsZMl//3fRBsbySotJVhSgm4YVC5ezItXXUWsqSnTyxNCCCGEEEKIPkWCRH3c4YdXMHlyf4YPz2f48Hz8fhe6rgFQUhIAwLYVdXXRTC5TiJ2k43G2vvsugaIirHSaLW+/TdUHHxDevp1PH3+cB8aPp/qjjzK9TCGEEEIIIYToMyRI1Mel0zZTpw6hrS1JbW2EZNIinbYYPryAYNCDUgpd1xgzpjjTSxWiC03X0dpH8NZ/9hmJlhaw7Y7726qqeGL6dFKxWAZXKYQQQgghhBB9hwSJ+rD339/GqFH389OfvsKWLa1Eoym8XpPcXC8+n0lbW4Lt29uYOLGMSZPKAaiqCrFw4SaWL6+VyWciowy3myFTpxKuraWtpqbzDk1DMww0XSfa0MCKZ57J3CKFEPvcP0Jw2AYoWQOHb4Dn2zK9IiGEEEKIvkOmm/VRVVUhLr10HrW1YYJBN0opkkkLl0vHNHUqKrIwDJ3TThvOmWeOQtM07rprCc88sxJdd7I3hg8v4J57TqGw0J/pw+mTlFJompbpZfRqk6+7jsZ166j5+GPnBk1Daw8SoRS2Umz/4APGX3RRZhcqhNgnZjfD1TWgAS5gVRLO3wZ/LoPv5GZ6dUIIIYQQ+z/JJOqjXnxxHc3NcQzD+RZrmobbbZBIWHi9JrNmHcbjj5/F+eePxes1efnldTz11GcUFfkpLg5QXBxg3bpGbrnljb1aR11dhJUr6wmHk91xWPs9pRSr/vEPnjztNB6aNIl/XHQR1R9+mOll9Vq+/HxmPvUUeYMGdWQQ6aaJBijLwnS7ye7X76tvOBmHtiZnYpoQYr9gKfivBueDi18Hl+78iQa/rpe3sxBCCCFEd5BMoj6qtjaCaXaNAWqahqaBZSm83q7f+meeWUkw6O4SVCoqCvDee9tobo6xdm0jjz66nO3b2zjyyAouuugQysqydrv/aDTFrbe+wYIFmzAMJ/vjsssm8r3vHdKRPROJJFm1qoFAwMXIkYUHRFbNp08+yTt33403J4dgSQnNGzfywuWXc/rDD1M8Zkyml9cr6YbBqQ88wN/POIN0IoFl287Piq6TO2gQI884Y883lkzAvHthyXOQTkNBGZz9n3Dw0T13AELsZ6IxMA1wuzO9kq4aLWiywPOF/yo8QJ0FrTbkGhlZmhBCCCFEnyGZRH3U4YdXEAy6AYVtO5dXbVuRTitKSgJMmFDW5fGxWLojQLTDjpjN/PlruPLKF/n44xpCoQRz5qziggueo7p6940gfve7t3nllQ0UFQUoLAyQleXh3nvf4/XXN3Vsc9q0x7nqqhf5/vfncvbZz7B1a2v3vQC9kJVK8eFDD+HPz8cdCKDpOr68PDRd56PZszO9vF5t2LRpnPPss+QOHIjp9eLNzaVs/HhO+cMfKBwxYs839MxdsOhv4M+GvGKItMKDP4Utq3pu8ULsJzZuhR/+Co69yPm6+T4IhTO9qk7ZuhMgSn8hYygN+DQIyCcaIYQQQoi9JplEfdTxxw9i4sRyYrE0dXURlHKCRAMH5vDAA9/E5ep6uXXatKHcd9/7BAKujoye1tYE/ftnM3v2x+3Nrl0A+Hwmmzc3c+ONr3P55ZOYMKEMXe+8tBuNpnjhhXUUFwc7bne7Dfx+N0888Sn9+mVz661vkpPjxes1UUpRVRXi2mtfZs6cc3pdRlE8nqa2NsyHH1azfn0Tw4YVcPLJQ9qDcHsu0dpKKhrFU1LS5XZ3MEjjmjXdueQ+afj06VyzYQOhrVtJhsPkDR2K6fHs+QbCLfD+85BXAnr7z78/C5IxWPgkfO/Wnlm42G8ppQiFEvj9rp1+Z+7PWkJw/5Pw+HyoboCgH751PHy2DlJpKCkAW8Hzi6CqBh66tfOiQSZ5dTg/Gx5qAc12ys1SCpIKLs8DVy9Yo9h/tbbB6+9BYzOMGwGHjQFdAo9CCCEOQBIk6qPcboM//ek05s1bwwsvrCUeT3PyyUP5/vcPwe3e+dt+zjkHs2DBJtasacAwdGzbxudzMWvWJG666XWKigKAE2hataqehoYo27ev5rPP6hg8OI8//ek08vN9gBMksm2FYWik0zbNzTFs2ylxa2iIMn/+WpRyTsAaGqJ4vSb5+T62bg2xcmU9Bx9cvE9fq92Jx9Pcc8+7PP30SjZsaAKgvDwL09S59973ePzxMykvz97j7XlycnAFAqTjcUyvt+P2RFsb/ceN6/b190WappEzYMDXe3KoEdA6A0Q7eHxQW7nXaxN9yxtvbOa3v32byspWdB3OP38s1103eacy3v3NMy/D9XfD1hqwLTAMsNLwl+fA44ajD3VOjHWgrAiWr4PVG2HU0Eyv3PE/pRC14Zk2iNhOYOgHuXBb7/hvQ+ynVqyDK26FukaIxMHvgalHwd3X976ySyGEEKKnSZCoD/P7XZx33hjOO+/Le90Eg27+8pfTeeONSpYt205FRTbTpw/r6F2UTtuYpk5VVYjGxhi6rpGb66W4OMiGDc3cddcS7rxzKgAFBT7KyoJUVrayZUtrR7lbKmVz5pkjaWiIUF3dxrp1jWiaM0ktJ8dDcXGAaDTVcy/IV3THHYuZP38tLS1xwGmKum5dEx6PwerVDRx88APceOMxXHrpBHJyvF+yNTBcLiZedhlv/8//4M3OxuX3E29pAaWYcMklPX04B6xoNMWDDy7lkdkf0bTxOMaVxLjlhBomlsecB8QiMHyi83fbhjefhgWPOY2tD5oEM66GiuGZOwCxz33wQRWXXfY8tbVh0mkbXde49dY3ePvtLcyde36XzMn9yfI1cOf/QUMzoMA0nR/5pOXcH09AfROUtQdcNA10DWoaek+QyKXBQxXwewu2pmCgu715tRBfk1Lwi9/DR6ucflw7bttaA5PGwPfOzOz6hBBCiH1NgkSig8djMm3aUKZN63o2MGPGCObMWUVxcYCamjC67nyA6tfPyaIpKvLz+uubiMfT6LqGbSuuvfZIZsx4CqXA5dJIJm0MQ2PZsmr8fpOmphjBoLsjSNTcHMe2FaNGFWXi0HeydWsrTz21Ap/PyX5yuw1CoQS2bROLOY2TQ6EEt976JosWbeaxx84iN/fLA0VjzjsPl9/PRw8/TLi6muKxYznimmsoGj16HxzVgUcp1V7GuNI52VcBFla6ePuxLP42Yw0TsqqZV3UQqxnI6JaPON1cTMG7j0AwF4J5sPZ9uPsS+PmTUORMUWulhRBt5JJLFrtv3i72T5FIku9/fy6bNjVjWQpd19B1jUDAxYIFm5kzZyXnnHNwppf5tcxbCJbVdQqYpjkZRW4XJFLQFoEdHetsGywbBn+NAYI9LWjAqL5TASgyaMt2ePtjCEedwKkGKCCWgJvvlyCREEKIA48EicSX+slPjkLXNebOXdMRCBoxoqAje0bTNFIpi1//ehELF27GsmwqKrKoqMgilbKoqgqjaWAYOlu2tDJ3bpTcXC/RaKojSKRp4PO58Hgy/6l/w4YmLrpoLlVVIQxDJxpNEY+n2kvknMcYhpNJoGmwfn0Tc+as5NJLJ3zptjVNY+SMGYycMaMnD0G0+/TTOhYs2IRl2Xi9JprmwuMxiYXj/OS1QZzcz896czjNoSYWvV3DE3XrmH1mf/p7bWcDOUXQXAtvPEVq5o95ndfYxCZ0dBQ2IxjFMRyLQeZ/bkX3eOyx5WzbFsK27fbSMifwHY87zf3/9rdP99sgUSjslJTpmnMSnLZA2c7f0ZyJZsmUk1FkWdDSBqceC4MqMrxwIXqQrjs/64buBIjA+VPXoboekkkpORNCCHFgkSRt8aU8HpPrr5/Ca69dyM9+NpnBg3MpLPR33F9fHyEWS/PaaxvJyXEaCS9ZsoXNm1uIRFJ4vQZZWR68XhPTdDJwCgv9jBxZSGGhj/LyLMaPLyU724Nlqd0t42tZt66Re+99jzvueIslS7Z0lL7tjlKKG29cSCpl4XYbmKaG222QTissS6FU+5V3W+F2O4EBl8vgzTelp01vVFnZQltbAsPQOxuiGya6Bm0xONG/nLuLHmFWzsuU52uEkib3Lu06+Q+PDypX8D7vsZGNBAjgx48PP6tYwacs3/cHJnrM88+vJTfXi1IaO04ZdR2SSQvT1Eil7MwucC+ccLgTGKoocbKE7B0BIiCdBrcJF81wTpazg/DT78Ovr8zkioXoeUX57dlDn/t4oBSw4//77v1YIoQQQvR6kkkk9lgg4Obqq49gxYp61q1rbA+YaLjdOl6vSWGhn88+q6OtLQlAImFRWxvpCBw5GUMahYV+qqramDy5f0dD7IaGCBMnlnX0QPqiZNJi6dLthMNJxo4tpqzsy8t85s1bw223vdmx32efXcnUqUP4zW9O2m1PkZqaMOvXN1FU5GPzZp3GxhigvlCe4QSOfD6TVMrG5dIpKQl8hVdS7Cs7Go13ObGPR1C2jdJBuQO0AqP7rWH8jEEMrXATbvawvCHMmBWt6ApIxLD7j2QlK/DjR9sROEDHi5fPWM54Ds3I8Ym9p5Ri/fomWlriHHRQAZqmUVGRRU1NGMty+hEp5fwOyMvzccopwzK95K/tpCNh/iJY8K6TNZRKd97nMpwAUkkBvPxQxpYoxD7n9cDIwbBqoxM43UHTYfQQ534hhBDiQCJBIvGVZGd7eOSRM1iyZAtr1jRSXh5EKfjNb96iri5CW1sSj8doL0FLE49bhEIJPB4LTdPo1y+LggI/W7a0UlPThmHoWJZNVpaH66+fstP+Pvigivvue59XXtmAy2VQWOjDNA0uvng8s2Yd1pkd8gWhUII773yL3FwvHo/zY27bitde28jpp49g8uT+XR6fTFosXlzJkiVbaW6OEQ4niMfTZGW524NenVEipRSGAcmkTUlJAE3TmHH2GCI2BCQ3r1c59NAyDj20lEWLNmMYGrqmSMTTaLrGwTnNFHuiREoDfPLjMQS1KI0NubjMJEsmFxL36By+cD2YbtRx52DxIjpd+07pGCRIZujoxN5qbIzy05++wsqV9R2B41GjCqmqCjF+fCnLl9eRSlloGmRnu5kwoYwLLth/JxG63XDPL+CWP8EfHnUmm/m9zp+aBpGoM+Xs8vN7x8h7IfaVB34NZ1wJ4fbG1Rrg88F9N2VyVUIIIURmSJBIfGVut8EJJwzmhBMGA05Jl2074+wNQ+sI3LhcBrru9PRJp21sW7FhQzMNDVFuv/1ESkuzWLmynsGDc/nGN4aRn+/rsp9589Zwyy2L2LSpBcuy0bQ0sViaceOKefjhj5gwoYwjjth1R9VPP63FtlVHgAjoaED7xhuVXYJEbW0JZs16gbVrG1AKmptjtLQkyMnZUf6mMAwNn89EKYVtQyqlGDIki5wCP4UXH8l/FJajNsPhPvhFIfR3de9rLr4eXdd48slvc8kl8/jXv9ajbEWWy+ao/lF+MW4zsXqLbSeUY5s6nuYkKTxU5Lvxh2v4ZEyQ8ZUH4z79PzBKBlNOBTVU46czayxGlOGMyOARir1x000LWbmynuLiQEdvtU8+qWXAgByqqkIcdFABbW0JPB6DX/xiCjNnHozfv3+/uV0u+ObxcO8T4POAvqOdlnKCRZGY07soR3qyiwPIlAmw+HG462FYvQkOHgbXXwrDB2Z6ZUIIIcS+J0EisdeGDcvn+OMH8te/foJl2RiGTjJp4fW6iMWcLAvLUh1XpltbE7z00jqeffY8zjhj5C63mUxa/P737+B2Gx3BHk3TSCTS1NZGCAbdzJu3ZrdBIq/XCeh8kVKKYLDrSd6TT37KqlX1lJdnoWka2dke3nijklAo0dEjSdedP10uk6OP7k9VVYi775nOH8sqqDJMittPtJbF4LLt8Fx/8ElWUUYppXj33W38859rKC0N8uc/f5N+/bLJ+stV9G/8gFhIo8HMobXCjyuapN7KoaQkSL/h+Wj6IJSKErn6HNzkA3A0U/gn/yBMGAMdCwsfAQ7n8Awf6f4lmbRobIySn+/rEsTd12prw3zwwfaOABE4gW2v12TQoBxuuulYNm5spqQkyFFH9cPl6jvNySeNgcJcqG0EX3tyXDIFAR/k5zrBIyEONKOGwuzfZHoVQgghROZJkEjsNU3TuP32k3C7Te6//31sW1FRkYXf72LlynoMQyMQcGPbCtPUSadtPvmkjnff3caUKQN2uc3t29uIxdIdwaEdJ3GGodPcHCc720M8bu12TYccUkp+vo/m5hh5eU6GUiKRRtO0nXqKvPzyenJzvR37CATcFBR4aWiIYZp6x/S1aDRNcbEz4sQ0DaIDCqmyTUo+9y4qNqEmDW9E4ZTg135JRTd46KEP+eMf3yMSSQGKBQs2ccgAixlNmyjNiePTFRV2GwO2bWPz8LEMGDEKj985O7ZwSowCdH4TCyjkHM5nNatoopFiShjBSHz4drMC8XlKKW666XXuvfd9otEUpmlw7rmjmD37zN2WjXa3pUu38/TTn9HUFGfgwNyOnkOf53IZtLYmmDixnIkTy/fJuvY1w4B7boBZt0A05jTmLisCrxvOmy6TnIQQQgghDmQSJBLdwu02uO22Exg2LJ8//3kpAC0tcUxTx+XSu2QM7JgStnp1wy6DRC0tcd55Zxv19RHKyrLQdUinnXHUtq3weg0SCYtTThm62/WYps4f/nAK1177MnV14Y5A0w03HMPw4QU7rf2LU88sS6HrGi6XTiLhBKMMQyOdtmloiDJ2bDHJ/ACqYed92wqqU3v80okeUF8f4a67llBfH+kIQCg7Rs3GEIPHjMLt7UepXY/PjJOc10RqahaW30KhSJMmTowJHIabrmfLQYIcxqRMHNJ+7/bb3+Q3v3mrowl8Op3mr3/9lA0bmlm8+JIe3Xc0muLKK19gzpxVKGUDWnugOY3HY1BY2FlCGA4nOemkIT26nt7gtOPg7v+E+/8GiaTTg+WsaTDr3EyvTAghhBBCZJIEiUS30TSNiy8ez5lnjmTNmgZMU+fii/9JZWVLx2NsW3U0gS0v37npxUcfVXP55S9QVRWisTHGli2tFBYGiMVSpFIWlmXjjlhReAAAIABJREFU8ZiccMKgjp5IuzNiRCHz53+HTz6pae9lVEJ29s51FDNnjubOO98iEHC3TzKyicfTlJdnkZ/vY+vWVmKxNKapt2cTBbj11hNoao8fKNXZ5FUp0DU4SMo19kprOs7qtiXoqpaB3qEU+yY5o2b20Ntvb6WmJozP5+rIFLEti1DY5OOmYsaVJ9hiVACQbA5TfPcmsu6ewHZrG1pjnP6rvFT4ddREG03fg/1Wb4T598PqdyErH066EKbMdFI0BAB33/3uF6YEOu+Xt97axnvvbdtt6ejXoZSTOTZnzkoikSSplMWCBZswDA2Px3lzRiIpgkEXmza1kE4rXC6nTHbEiILdlsH2JZoG50yHGSdBbQPk5UCWDGkUQgghhDjgSZBIdLvcXG/HCd8f/vANzj57DuFwEtPU0TQoKPBTXp7Nccd17QiZSllcc81LrF7tpOd4vSa2rairi9CvXxZZWR6OO24gF110CJMmVex2jP3nmab+pSUjZ545iuXLa3nppfU0NkZpbIyRTttEIkkGDcpl8uQBRCJJqqvDDBuWx3PPnYtp6hQmLAY0R1hmm5ixJIauo7I9HJnv5gifjAb6upaFq0i0XEYO9RhamoaoQbNrPCOK7wHNv0fb2LYtBNDlZ0RvD9iEEl2/N6lYjHKjjAnrxvD8rPtIhkJUWRbVxqNUHHkk3/jd7zD+Xf1N43a4+weQjDkBongE/n4nNNfCjKu/4tH3Xa2t8Y6/7wiq7ggUzZ79cbcEidJpm5deWsftty9m/fpGiooCFBX5WbashmTSIje3M3rrcumkUjalpQG+850x1NZGOOqofkybNhSfb/9uTv1VeNwwoG9W1QkhhBBCiK9BgkSiR5144hDefvsH/Oxnr7JyZT2BgJsjjqjgl788hkCg64n3qlUNbNjQjKaB2+38aObkGEQiSXw+Fx9/PAvT7P7MDNPUufXWE1EK/v73zxg9ugjT1Pnkk1o+/LCaceNKsCxFTo6H2247EdPUqakJ86MfzWf9llZqDqogddxBGC6DsrXbccUixO88iTfe2Mzzz69F1zVOP30EU6cOwTAks+TfidpQ2Xw7I7UGwloJALamyEl9yPbQ3yjP2bOypFGjCtszQ9K4XAaappG2FLppUq7XYqVSGC4XyXAYZduMveACFv7qV6RjMQLFxR1RjK1LlrB63jwOnjlz9zt782knMJRf6vzbMMHlgYVPwNTvQSB7r16TvsLncxGJpLqMVt+RWZRIpPd6+zt6Hj3//Do2bWrG5TLYvj1MImFhGM79iYSFr72jvKY55aNFRQH+4z+O2uv9CyGEEEII0RdIkEj0uBEjCpk373zC4SS2rXZZ8gVO1kc4nNxp4pFp6rS2JrAsu0eCROD0IVmwYCPDhhV07GPixDLWrGmgsTHKjBkjufji8YwaVQTA7bcvZvv2NppqIvgrV+JatIZ4PE3uoBw+MnTOP38O27e3dWQkvPvuNt55Zxs333zcPmvSuz/6OBZmpP4+YUo6btPRaCMHd3w+7GGQ6Mgj+zNyZCEbNzaTSDhNqDVNY/DQfL4780gaFzyHnU4TKCriuF//mkBxMdUffUSitZX6FSswPB5yBgzAHQyydv78fxsksjYvJ+HVSNGKCxc+fGiGCWjQtF2CRO2uvPIw7rrrnY7yzB0BoqwsNyefvPv+Yntq5cp6XnttI8GgC5fLwO02UErR1BQjEHCTTNokEhZer9MMP5lMEwi4+c53xu71voUQQgghhOgrJEgk9plg8N+PzBk5shCfzySRSOPxOMEVpRSWpSguDvToCOqGhihK0SUIlZXlYeTIIsrLg9x118kdt0ciSd55Zys5OV7i8WZcLuc5LpdObW2Eiops3nnH6bGyo9wpJ8fLCy+s5fzzxzBiRGGPHcf+Tinn9dIAtdOde74dv9/FAw98k2uvfYmWlgS2bRMIuLnppuM49dThpH95FclwGF9+Ppqus/bFFwlt3YrL68XweFCWRdO6dWRVVJA3dPcBjDBh1vaL0m9THRFfFhrg1tyUWEUYyobckt0+90Bz550ns2JFPS++uL5LgOiUU4YyY8aIvd7+ypX12LaThajad6BpGkop8vN9hMMpDEMjGnW6ypumzgUXjOOiiw7Z630LIYQQQgjRV0iQSPQapqnz859P4aabFqJUih2hguxsD5ddNmGPehB9XSUlAQzDaVzrdncGoyKRJGPHdj3R33GC62RD7By5aGtLAF/sh6OhFKxYUS9Bon9jvD/AS81HcbD2Hm3t5WYKRTYtuH0XfbVtjS/l5Zcv5MMPq0mlLA49tKwji830ejG93o7Hrnz6aTzBIFYyiW6aaKYJmkZo2zZOvOMOlIJFUZjfBhZwagBOCsISbTFVU8bjW7yGWINJsy+PHEL4Y5vIPf4HkJXXba/N/k7TNJ5//rssX17Lww9/SCJhMXXqYKZPH75T6enXkZfnwzA0srPdBAJOaZvHY3ZMNhw9uojzzz+YyspWSkqCnH32aIYOze+GIxNCCCGEEKLvkCCR6FWuvfZIAB588ENs28bnc3H22aP54Q8n9uh+fT4Xl156KPfd9z5ZWR68XpPm5jgej8l3v9u1HCUYdHP44RUsW1ZNVpaHcDiB222SStmUlWURiyXJy/PttA/D0MjN9e50u+gU0KEi9wYaWn9EHjXoWChlkHYdSb+s877y9rxek8mT+3/p45o3baJw1CgaVq0inUh03O4KBBh60knc2QhzWsGjO6HLt6JwUtRmcNEmnlJn8dQ5xzBr4b2M3LqCVk8290y+mOvO/CkyLGpn48aVcM8907t9u0cf3Z/cXC8NDTFGjy5i7dpGGhtj6LrGoEG53HbbiYwfX9rt+xVCCCGEEKIv0XaVCZEphx12mFq6dGmmlyF6gVAoQVVViJKSIPn5OwdceoJSiuefX8sjj3xMfX2USZPKueKKSbvMNqiqCnHZZc9TVRVqH6Ft4/ebDBiQy6mnDmPx4i2k03ZHUKipKUYw6GbevPPxeiU2+2UaUklWht9Fs+sY5BtGf98h0IO9nOZfdhn1K1bgzc0l1tyMlUqh6TqBwkIOf+55zq/SKDLAaF+CraDWUkwoeIXXGieQbcTRNNBtC0vTaLX83FtYxDelHdE+tXFjMzfcsICNG5sBKCsLct11k5kyZYD0AhNCCCGEEAc0TdOWKaUO+9LHSZBIiK8nHk/z1ltbqKoKkU7blJQEGT26iCFD8li1qp4bbljA9u1tKAWDBuVyxx0nSXlLL1X94Yc8P2sWhtuNJzubVCRCMhzmxNtv57PJp3BbA5R9IbZXlYIhgc0sjfrIM5Mdt6dJk04XcXlukGvk273PKaU63ncVFVkSHBJCCCGEEII9DxJJSoMQX5PXazJ16pBd3jdqVBHPPXculZWtaBoMGJAjJ6u9WNmECZz2wAN8cP/9NKxeTc6AAUycNYvBxx/PlgjsaqaersFkdxkfRcOkVQxNU4CGFy82foa79vVRCHB6H1VUSAqXEEIIIYQQX4cEiYToIZrm9EIR+4fyiROZ8Ze/7HT7ZB/kGNBkQZ7uVL21WuDX4QfZHjYkXLwZDRIwUng0g7DlZYCpcYI0JBJCCCGEEELsZ3Z1gVwIIUQ7rw5/KoViE+ptqE9DlgH3lUKuCf9TojMrz0OAILbt44wsjYfKnecJIYQQYs/FE7C5CsKRTK9ECCEOXJJJJIQQX2K4B57rBxtTYCkY5nbKzQB8OlyZ73wJIYQQ4qtTCh6bBw89A6m0M0n07FPgmgvAlLMVIYTYp+TXrhBC7AFNg6HuTK9CCCGE6HteXgz3PAqFeeB2QzoNj8+HgA9+dG6mVyeEEAcWKYgQQgghhBBiP6UUfLwKXn3bKdXalyJRaG511rA3HpkLwYATIAIne6gwD558ASxr79e5J6rr4bW34YNPnSCVEEIcqCSTSAghhBBCiP1QYwtcczusq3QyXmMJKCuEYQPhsINhxomQ3wMzNBqb4Yc3w5sfOGXYwwfA/TfBpLF79vxUChYvgzeWQnkRbKtxgkSf53Y5x5dMgc/o/mPYQSm493Enc8myQdedNd1/E/Qr7bn9CiFEbyVBIiGEEEKIvsJug/QKUID7/9m77/io6qyP45977/T0CqEJCIKCYqHYO7gK9rZrxYr9Wd1dXF117br23itW7KIotsUuIr1IlV5CQnoyfe59/jiTTShKC5mQnPfrNQYmU353Mgneb845v35g+Bs+F18CwechNgmsIgicD54DU7VS1QTufBrmL4V2eVBdC/OXwMKlsKwYfp4Boz+Fl++CdvlN95yOA0MugjmLwJec0Tf7NzjmEpj67qaDlUgUTroKvp8C8YTc37KgqAB6dGm4XVUt7NwZfN6mW/vGfDcZHn9DKqKicVnP2nIYeT+8do+Eb0op1ZZou5lSSimlVFOwKyD6E8RmbXv/zZZyHAi+CKV9oWwwlB8JJT2g7ln5XGI5VA2HyGdAHOLzoeqvEHq/edepmkxNnQQchcmNExYuA8MEvw+qayR0WVsJLzXxl/ibX2DuIpkX5HZLa1h6AIIheODlTd//4VEwfiK4LLmfzyuVRctWQXGptH1NnwvLV8MpQ7Z/SPP0aFi5BmwbvB4JrMqq4IcpUuGklFJtjVYSKaVUC+A4MDsCK+LQxQ27evS3l0rtUIKjIPhE8i82WN0g8yGp2GkO0W+h5t9gVzZUDzm1UHMjWJ0hNhnsIFjt5HOGD5wQBB8F3zAw3M2zTtVkYjEpGDMMqcgJhmSmj21LCxhATqa0dF17kfzdceDjr+HlD6VaZlA/uOR0qUIqq4Rdum66Emj6PHlOc71fNRsGzJi36XW/9CFYpqwlHpewKOCHUFhCml8Xgc8tbXL3viC7nZ157Ba+OFtgxnwJ16zkWZFpSoVUeZW8Lkop1dZoSKSUUilWa8M1xTA1LNv+OsAAH9zXHgJa76lUyxf9BeoeATNfwhbHkdau6pGQPapJE99QWE7EXS7YvWfDoF9CryYDIm/D8zleIAjB5wAHzIx1H8zwg10CdilYHZpsjap55GRB727w23LIzpQvu+NIqNKhUG4TjUFBbsN9nn8XnngDMtPB65Vh1y++J7f3euT+Jx4J1164YQhUb49d5HaOLeFKPceR9+SmrC2HYFjaukCeJz0g84DKq2HfPaSaByQIe+RVGLw/FOZt+Wu0OfxewJH113/rJGwJsrIz/vCuSinVKunph1JKpdiT5TA5DO0saOeSjxNC8FxlqlemlNos4ffBcDVU4xgGmAWQmAeJpU32NN9OgqMugv+7Cy6/TWbAzJgH2FUQmwgEwakBJ9KwDgyw14DVBZzgug/oxAALzN+fbFxTB99Ngl9/a7LDUE3EMODGSyXcKS2T9q9gSD52LJQqndognDlMbl8XhBfek9AoI00GQ1dUQ11YwqTCPMjPhXc+h0+/+/3nPXSgDKquqoWaGqirg9o6CPjg6uF/vOZ5iyWAqV+/aYLtQFUNeN1ysRoNqXYnM9fJs7fppdqoeBx+nCrteqYps5IiUYhEZEe1nl03nOUUi0lrWl1wow+plFKtgoZESimVQo4DH9RAngnFcZgagilhiNrwTlWqV6eU2ixONRsUZxsGYEpLVxNYsxauvR/cLjnJL8iVipG/3xMmXn4RJMqSt0yAUyetZU4cMMB9IATOBScBdrJ/xolKFZHvVDACGx6SA/95HroPgaNHwIDTYPfjZRct1XLs0hXefQj+fh5ceSYMPVSqgiprJAC64GQ45mC57epS+bp6kllmLCa38Xmguk6us0wJmd7+7Pefsy4I3TrL/aJxCEfl7f7gP6HLJrorP/lWZiX5km1xti0VSQCD95Pn34DR9MOrwxG49Fb4vzthySoJhWJxac8LJL8dHAcefU3a8ADG/FdC2pOugiMvgPtekNdQKaVaG203U0qpFIs58Fsc1sbBlSx1XxaHEhviTsN1SqkWynOEDKx2shu1etUBHoh8D8GnwdUHfMeDVbhVTzF+opzEBhptVpaZDj0KvyRYu4jMjD4QC4JThTSuBuXs29oF0kaAqytk3gt190KiWNrS/OdD2iUbfb5x38MdT0lLUMAPOLBoOQy9BH79SNrdVMuQmw2nH9Pw99WlUFougU12ZsP1BbkSysQTMgcoEpMKIseWEKa+xcqypK1xYxIJqWL74kd5jKwMeZ70ALz3pcwO+qPuypo6SAvAwD1g8XIJs3xeyM2Cs0+Q3dpCkWQLWPL2AS8M3H3bX6fG3h4n1UkdCmW97fKkyqmsUt7bXTtKq9mrH8H4n+Gqs+DWJ+T1LMyTKqTXx8prdfW5Tbs2pZRKNf0nXimlUsgwYC8fvFoFaQbkmmV0MRazItGOSjozIQQHbvhLfqVUS+I7GiJjITYtOZMoDsQhUQ411wCOtKMFH4ect8G1GYNb1lMX2viGabt0nErCdoHhAfdAmYVkFwNR8J4AWfeA1VFu7D0EPAeDUwlGmtzndzzyqrQB+X3JKww5uV9VAl9NgKMO3OJDUM2kqEAu68vKgJMHw5ufQppPBkRHozIHr6oGJs+CPXrBopWwtgL2+wvs1w+uOBO6d5bHGPUhjBkvbWAeN9gJWLQCdu0ubVjFazf+3PUOHSj3T/PD7r3kukhU2uIOHyjh0M2PQ20tYEgL2/3XyntvfcWlMkQ7zS8hUv18LseR1sy3xsHsBfK9k5sNxx0G5xwvrXZjv5WQtT7QCvhhtx7ww1QY0LshjPX7YFUp3PWshFn13w8ul4RF73wGl/656SudlFIqlTQkUkqpFDsoAKOrHc73PMyp7jdIYOI2Esy292de6A4ODKSleolKqT9i+CDrCYh+DdEfwciH0NvgzE+2cpnItvMLoeY6yHlni59i4O7w1GipBKkfKByPQ0lVZ9L8ieQ63ODuCU4PaSXLuKEhIPrfWg0wcjb5fKVlUo+0/l0d5KRZ7ZiuGS7hyM2Pyeyd7EzZwSsUkWHSX0+UYKZbBwlEfpgKU+bAG/fJ7J6XP0juRJYce2Va4HJku/qO7WSm0B85YC84bKBU51iWvJ/rZyulp8mA6v36wbS58vm9d5OZS405jgzgfuZtJH81JAB77AZpv3v0VVnn6lJpozMMOebScvhpGrx4h1RBrR+6BkPynl+/Ss7jlpa0but9K7ldUt1XG9SQSCnVuuhMIqWUSrGeHjjP9xHDvaOoM3KJGPlEjUL2Nr9nf+eBVC9PKbU5DA94h0DGzZB2ISSmAX7Z/slAKolwQeS75MDoLdO3J5xwOKwpS17WwtpK6NHzGDxuP9gVDVtOOWvAvRu4em/14RwyIDkvptGJdCwGbgsG9t3qh1Up5nLBGcOgUxEc1F+CDr9PqnG8bqkeM035s8uSapm6oFTMhCNQG5Kh2IlEw3vDMKAmCPv2k4qdP2JZcPc1Mr/o2MPg7OPgtXvkz/XS0+DAfWC/PTcMiACm/ApPj4a8LBksXZgnAdc1/4EVxdIiFvBDMCLH5ffJMXg9MG8J/DgNTjpSWtlsu+Fxa0MSkLnXC4liMdi1m1RbNVYbhLxsaZVTSqnWRCuJlFIqxfbxQ9T9BnVOBl7DhQFEHYMaCtjHGQvOP6RSQSmVWvFFEJ8ORjq49wfzd6r87ErA2LAUp76iCGuDu2yKYcD1I+DI/eDLCVLdcNQBsEevQog9AbW3QWKRPK/nEEj/1x8Ph9mEf14ou1yVVkgwZDtyQn38EdKWo3ZcLkuCoOo6qQiqr4IxTZlL5DhQUg6d2sv1fp/sbhfwQ+f2Mrenfb60lpmGVNN0bg83XbZ5z29ZElAd1H/r1j/2G8leG1f85GRCSRmM+07e9pFo8hP134aGhDx+n8weOv8kmDQbvvgpeewGdO0Ae/WGmfMleDLN5K5rXvj35TDyPgln09NkZlM8Djdc0lDZp5RSrYWGREoplWIuAwZ6q1gUc7M22TWSbkJPt4WLhGxnrSGRUqnjOFB3P4RGIw1XpgREGQ9AfAaEP5DrfcPAfwaY+WB2gMRypJrISJZdhMF9kJzhbgXDgEH95LIOd1/IfhOcMsALZsa2HC0ABXnwy1tw48Pw1c8ymPi8k+CyP29T9qRagIBfWr7e/7JRjpkMAd0ueYdHGhW7hSPQq5t83S8+Fc77l1TRANhImPTBY5C/6S7GJhGObnwXNMMAf3KW0AYVSMld3UxT2uJcLrjjrzD8RAmN8nNgQF8Jze59Hj77QYLR7p3gXyNkVtMr/4FXxsjA6y69pApqr922++EqpVSz05BIKaVaAK/vMHZ1RhP1+Ik6Lv4b3YsXa3YlzfJwXCCTfQN6YqZUysR+hNCbYOSQSJQSjZaD4+COHIvLVQBmclezuicgOgGynob0W6H6KnBqwDGBBJi5kPnI9lmjYcgspCZUmAdP39qkD6laiGsvgN+Wwrgfkvllcocv04AVa2SAtG1DeZUELqceJbd7a5zMMbIsacPyeiVAzEpvvrUP3g8++37d+Vx1IfB54MQjpDVuVYkcQygix2SacsnLgkMHyH0MQ2YY7dK14bEzXHDrVfDPiyQcy8lq+Le3U3u47uLmO06llEoVLZBUSqmWwD8crHaYiVKurT6LW2pOZUp8F75OHMkVawyerUz1ApVqw8JjAYNIeCbBuiVEI3XEYjVEo+XMWdIOzHTZLczsALHpEJsEgVMgdzT4hoJrV/kez/sW3L1SfTRKkZsNbz8MF58mA6l7dJbt4AN+2LO3BDAz5kvQcvc1Un0zdxF8M0laroIhaTPzeyU8GvtN86394P4w5ABpiVtdKruchcNw21Wy/sdugN7dZJe1gE+OpX2+zEx69taN75S2voBfXiP95YxSqi3SSiKllGoJrALIfp0fKyfyc6I3Ra44hqsrGH7iDjxfASdkQKH+1FYqBWwS8XKi0TCxhFdadBwwDQM7sYK1Fb3Jz4kkzygTEJ8PnkHgOUguSrVAhgH3j4RjDoJ3v5DKmSMGwYSZMGGaVBbV1ME/7oOH/ikDn9eslQDFNCUcWlMm7V/Li5tv3ZYFd/4VTh4ME2fEaZ+zgv33Sad9oVTSdWwHL90FK9dANCbHAZsXDimllNKQSCmlWg4zi5/twZhWciOkJFfyN5mzIxoSKZUS3qOJVz1LImFi4ABxTDNOPOHCdmDqHJvB+0VlhzMssNqnesVKbRbDgCP3lwtIRdBPU6GosKGKprYObnhYtpE3zYbrDUN2QSuvhN13af519+/5Lf2LbgenSnb1qz4Y0m8CMwvDaBi8rZRSastou5lSSrUg+cmhofXqbKi2ZThopv7EVio1PAdRHe6NxxXFYwVxW1FMDFaWdsI0HEJhC+LLIFEiVYFaPaR2UJ//AD7fum1W6WlQVSs73RUVyM5hsTjEEzLg2uOWVq5mFV8ANf8AJwZmoVwi30L19c28EKWUan30lEMppVqQo9LAbUBZAiaHGi6Lo1CVSPXqlGqjDJNE+sOsLt+JkqpCVpV1Yf6KXXG7baYu2Ie9es4CZxW495ah1bobodpB+ZMzfBpzHLn07wOZabLTWZoPPC5p5dp/L5ln1KzC78iizOTEbMMEsx3EfknuKqiUUmpraUiklFItSAc33FMICyJSQWQAWSb08sD1JbAstsmHUEptB+2L+rOk+lYqanKJRD34PEEmzRsE7l3p3CEPPEdC9pNgdU71UpXaascdJruWxRv9UqK8Crp2hL+dJ7t9OTZ07wydiyA3Cy48Ge5+Bs6+Fu54ChavaIaFJlYn2zsbMQwwLLArmmEBSinVeul0C6WUamHSTOjmhoAlSX7AkP/3LY7DJzVwSW6qV6hU23TEYSezcPYypsxaQiReyL67L6Vnp+/ADoL/nFQvT6lttt+ecN5J8PKHgCP/9uTnwD1/l2qh1++Ft8fB5F8lOBqwO9z+pAyIDvhh3hL45Dt45mbo03M7LtS9H0R/XPc6JwoYYHXfjk+slFKtn4ZESinVwtTYYBqQsV6tpwmUr9dy5jgwIwL/rQXLgCPSoI92uii13fTY9SJ6dLoeoh9I1YLjgP8s8B2b6qUptXkSpRD5BBJLwbUHeAeDmQZIKHT5GXDSYJi1QNrL9ukDruQZQ0EuXHZGw0NdfhskbGgnG4uRkQZllfDQKHj2tu14DL5hEH5bjsHIAKISEqVd3dCCppRSaqs0SUhkGMbfgPuAAsdx1hqGYQAPA8cAQWC44zhTmuK5lFKqtevrk+HVMUfmE4GchyaA/dfbwvexchhVlbwN8EoVjMiBC3OaccFKtSVmOmQ9AvElYJeC1VWGVSu1I4jPhaoRUv1mWBAeA6FRkP0cmA1lqkUFctmUSbMhL2vd63IyYcoc+Xer8QDsJmVmQPaLMpso8rWs3X86ePbfTk+olFJtxzaHRIZhdAaGAMsaXX000DN5GQQ8mfyolFJqE3JMh0vTYzxW48YyDEwDSuNSWfRVrXzcxy9zi0ZVQb4FruT/iMcdeKYCjkqHzu7UHodSrZqrK9A1xYtQags4DtTcAU4crEb7wyeWQfBVSL9qix8yPxvCEWk1qxeJyqyi7RYQ1TOzIHCBXJRSSjWZphhc/SAwknV3bT4eGOWICUC2YRhFTfBcSinVajmOw6w33+SVwYOJHrM/J93/dwaVLSGU3GnGZ8DndTBiNYyqhEkhqS5yNfofcZcBNvI5pZRS6n+cakjMBWO9UlMzG6Kfb9VDnnM8VFRDLC5/j8Vl0PU5x2/jWpVSSqXMNoVEhmEcD6x0HGf6ep/qCDTef3JF8rqNPcbFhmFMMgxjUmlp6bYsRymldmgzX3+dH+69F4D09u3p8Otk3I/cjR2so7cH8l1Q6JLKocfLIcbGf4gbSKCklFJK/Y/hAcdAfpXQiBMHI7DRu2zKqUfBhadAdS2UlkNVDZx3IpwxtOE2cxfBo6/CfS/ALzOloKnJODGouQXWdILVmVCyKwTfbMInUEqptmeT7WaGYXwJtN/Ip/4FXI+0mm01x3GeAZ4B6N+/f1Pt/oiiAAAgAElEQVT+s6GUUjsMOx5n6vPPE8jNxeXzEXVgqSeDn3rsRfHqNcT93dnJLZVC9XOKckzwGBC0IZBMi2pt8Bobzi5SSinVxhl+8A6ByDgw20s/mJOQCiPflVv1kKYJl/0Fzj0e1pRBYS6kpzV8/s2xcP9L9c8Poz+FE4+E6y5uona0qish9ArgBryQWAFVFwM2BM7YxJ2VUkptzCZDIsdxjtzY9YZh7A50A6bLnGo6AVMMwxgIrAQ6N7p5p+R1SimlNiIWDBKtrcVd2I6wDXMiEHLAFw1jxqKsjMuuZ3s22rmsswduzofrS6HKBgvwmXBfO8iyUnYoSimlWqr0f4BdDLEZYJhAAnyngO+EbXrYtAB0X++XE2srZJez3GzwJGfk2Ta8/yUMPQT69d6mp4TESgi/T1VdFr+t6ko46iYzLUTX9otJd90lg6wN/cdQKaW21Fa3mzmOM9NxnELHcbo6jtMVaSnb23GcYmAMcI4h9gWqHMdZ3TRLVkqp1ifoT2dJeh6Ty+v4JQRrE/IDusfEr3G8PtxISFQZh7VxKHLBtBDcslZuF7RhDx+M6Qz7ahVRm7VyZTXff7+MRYsqUr0UpVRLZGZB1rOQ8wr4zpTd+aLfQM2NEF/UpE815VewnYaACKTyyAF+mtYET5BYTklFgF+XdCcU9WCaDpU1aUxbuBuhUBU4tU3wJEop1fZs8+5mv+MT4BhgIRAEzttOz6OUUq3C9aUmS864gt4P3UQ0GgdfgFhtFRmGQ28PzAJiDhTbsJcPjk+HB8plPpHHgHwHJofg+Qq4Jj/VR6OaWzxuc8cd3/LxxwtwuQxCMQ/5O/Vj7337sNduLg7oF2b2zOVEowkGDOhIhw4ZqV6yUipVDANiv0LoJZlFZPgh8hVEv4PsV5I79207n/f3W8r8vo1fvyXiTkd+nrMX3dr/RjCSCYDHHQcnxsq1RfTonLaJR1BKKbUxTRYSJauJ6v/sAJc31WMrpVRrtjQKE0Ow+qChLPOk0fft50grXs6qXfdm+ZmXYnbsSnpcZhH9LQdG5MI5qyDNkIAo5sCaOJQl4JFyOCYDentTfVSqOb355iw+/HAeRUUZhBLpzC8ZxPy5BgtK6xjzSRVr5nzJTkUJXJaDaRpcccVAzjmnX6qXrZTaXhwHIp9CeDTYNeAdDP4zpJLIiUHwUTBzJCACsAohsQZCoyDjpiZZwoC+EPDJUOvMdLkuFAGXBUfsu+2PXxXqzNvfXcANZ/wNh1pCkQAeV5iAr453v7+ea/feXr8LV0qp1k1/eiqlVIpV2FBpQ50DiUGHMn7goVTZEEfK8tOjsheNz4CXKmGfAJTGZUB11IFpYYg4YDgQBc5aAU90gIH+1B6Xaj5vvTWb7Gz51fz05d2pisQxEkFWh2wCdd+TcFwEY356dYJYLMGjj05k0KCO9OqlZWdKtUp1D0LoZcCSICj4HES/gqyXIVEMiaXgRAEXWB3AzAUzA2JTm2wJfh88fD1cczeUlMl1LhecfyLc/RwsWgG77ATnnwR79Nryx89Mg6Vr/8QTH4U5+aDHKcpZSXUon5e++BvVib802XEopVRboyGRUkql2M5uqLbBdABDyvMzTQmPbLmKzm7o6pbZQ7eXQn8vjKuDMBIQeQ2IARkGBAy4oxQ+6NxEu8eoFq+2NorLZbJgYQWViTxMpw7TMojVrqW2Jkx2XjZllXJbt9vCcRzGj1+iIZFSrVFkItTdA3YoObjZBrMA4oshPBbC70rVEG75RyJeLrOJjAC49mjSpezRCz55GqbOgVgcJkyHv90LsQS4LZjzG/w4FR67AQZu4VO73TD8RItHXzuZWStOIuCNU1XnIhg2ePrmJj0MpZRqU7Z6cLVSSqmmkWHBHh4JeaIORJKVRXby825DZg+5ktvdfxOEd2thcQwWRwBH7ucAPTyQacHqOJQkUndMqnkdcUQ31qypZc2aGkzDxjAsbBtcLkkJw+EEYBMMxpB3CiQS9u8/oFJqx2NXQuUIqDgB7FJkLGgC8IJdAnZ5MiD6TUIhbMACxyMBkhOBwLlNviyPBwb1g5o6uOFhCIYhEYdwBFaVQHkVPDhq6x57+IlwzXCwHYOVpW7ysgweGAl779akh6CUUm2KVhIppVQL8K9CuHQVhJPzheo3g7GQU/rZEejmhgVRwJCqojwLpoZl9ERaMvJfEYOwJb8BCGgVUZtx0UX7MG7cbyTiFbiCc4n6+2AatWTktqey3KCuLkoiGuGXyWH8XofCwjQOOaRrqpetlGpKNTdDfIqEPfW/B3aCyWoijwRHdjUYbjDbAQbYq8BIABb4Lwb3ntttedc+INVEltVQ5ZqwYXUpzF0E8bi0o20Jw4CzjoUzh0EkCl6PVtAqpdS20koipZRqAQ4LwFV5Eva4DPCakGWCx5Qf1DawMCqBUbtkVVGOBT3c0nJWY0PIkba1X6PgNiFdf8K3GYWFaYwadQLt26dT5J9Lrm8NgYxsEmYGdtYgDCdGNGYQjPpYW+Onoi5A165ZqV62Uqqp2Gsh+gMYhcRsh1jcIm7LFvSOEwInWVrq3ldCJHs5OOVABpi9wOwBvsO32/LCEVi6SgKixkwDIjHIydzwc1vCMP54NzWllFKbT08hlFKqBTAMuDwX/l0g84f29MEgH3RzyQDrmCMhUL4lLWX1si0Jjkzko42ESCEHZkVScigqRbp1y+H88/ciO9NFv/bT2avgezLDX2N5/KR1G0pau90JtOtLZtcjqQwczVsfFKd6yUqppmLXgmGxosRk9do8wlEvsZgb23ZIJBI4GOA9CgInQmJxQ3uZUwWJWWD6weq53ZYXj8sga7cl1a+Ok1y2I3P3LjqlIeCxbZg8G774EZav3m5LUkop9Tu03UwppVqQAwNSAeQ35DesXTzQ3gXL45BvAoZUEdUrScjtB/kh6IDHkF3QVsYkJNrdl7JDUSkwcuQBdOiQweuvzyRcvZaduxRQuiIPvz+OEej+v9tFQ/DVRA/nn5XCxTbiOPDx1/DDFOjUHoafAOlpqV6VUjsQqxOxRBbFpbWY5k5kpVWSsA2cOFTV5eP1dSW34E6ITgCjECgH4rItppELTjjZmrZ9vvHS0+DgfeCTb2XgdDwmrWaOA4cMhD8PldutWQtX3C5VR4YhgdFJg+HaC8HUX20rpVSz0JBIKaVakI5uODsLRlXJXCLLkKqgIelwcjpcUwJ2AjJMaTFLOBIiuQzIbBQeWQZk6/9Qtzkul8nw4XsyfLjMFXlrTDm/XB9jnQ4MBwzDxuXLTMka1xcKw6HnwqwFyao4A257EsY+Bf37pnp1Su0gDBfzy27E5/47HrdNcUU3stNKiNlu3v3uEsLWGVx7cRHUPQxWIRg9gRBggeGVdrXEEjD7bLcl3nU1LC+WACgYkvlDe+wC7z3SUEV08+OwbDW0S268mLDhnc+gX2845uDttjSllFKNaEiklFItzJW5sLcfxtRA2Iaj0iUkchvwuAVPVcDCCOzigTsL4dZSKE9ATjIUqrQlRDpIKzHavD8dnkN2VhVVlVHcLodYHCJRB5cvg8KCANGo7DyUSjc8DDPnQ3oAjOR7uC4IZ46EuWN1xohSm8v0Hsj1r7zGsEHvk5e5knkr9uWXhcNYujqNs46tv1FHcCZJGktArnNsIAFm7nZd385d4NOn4bPvYVkx9O0Bhw2SWUIAayukzayg0TIsEwIBeOdzDYmUUqq5aEiklFItjGFI29mBgQ0/N9Avl8aecMF1JbKzGUAHt4RHOrhaZaYb/Oefmdz8qI/VxSEicRvLn0ZaupcvfjQIheHh67dtYOy2eu9LcLsaAiKAgA9WFMOCpbBL15QtTa2nogrGfgOzFsIuO8Gxh617Qr+jcxyYMU9m4dgOHLkf7LXrjhNU9u4OHt/OPPPJ3ynIlXUHQxK0HHto8kb+UyAyRmYYmekSENlrwHMgWEXbfY3ZmXD6MRv/XCwuH9d/vS1TBl8rpZRqHhoSKaXUDm4XL7zTCZbEpF2nm3vTJzXRBHz0m/xP+bCdId3bLEtVKXDmsSZpAR+X3uIjxwUFOdLKYZkwYQZMnAn7bb9drzfJtn///RqPN+9a1O9bVQLnXQ/lVTJT5quf4JWP4LlbpUKkNbjneXjhPXBZMmT5rXFw9nHwf2enemWbxzDgoevg2vtlS3nTlMD1rquhe+fkjVy9IOMeqL0T7BLAAe8RkH7DFj9fNCo7k6UHmiZIa58PXYqguEx2OwMJ7qpr4YKTt/3xlVJKbR4NiZRSqhUwDOi2mW1DHy6CC+dDKFm54V4MdxXCJQO23/pUanlc0Ll9w5yPeo4D0+emNiQadii8+B543A3VRKEItMuDXXdO3brUup54QwKi9gUN15WWw/0vwRM3pWxZTcJx4I6n4K5npaoNA/xe2LU7vDoGhh4MPXZK9So3T1EBvHxXw9yfHl020lLqPQQ8B4C9Gox0MHO26DnCEXjsNXj3CwlwfF4YdgicdxJ07dhwu0hUZo1ZJvTtKTOI/ohhwM1XwOW3QvFa2fXMcaBfLzh58BYtUSml1DbQkEgppdqQsjCct1AGXvujchJRbcDlK2DqeLjjIsjfsvMFtQPIztz4b/oNQ77eVTUwe6FUHey+S/O2n935f/D1RFiyUk4IDUNOOp+9dcdp82kJYjF4/l14Y6xUkJx9vOwS11Q7Qn07CfLW+9mQlw0TZ0jF16YCgI2prJagqUMhpG2kvba5/DAFXnhfjsGbrKoMR2D+UijMhUmzd5yQCOT7pnFYs/EbucDqvIkbbdwdT0vbYW1QdiNL2DBvMXzwX7j9KmlD/G4S3PgIhKPyfZ2TCfeNlLDoj/TtCe8+Ii1/q0ul3e+AvVI/O00ppdoSDYmUUqoNGTUfIgak21BVK/9z7zIg7oMPVkHZzfDGfdJOolqPAX1ldkxpBeRny3VVtZDml48HnyMncj6PVCI8fP1mnGQ2kaxMmP4+jPpQTtY7FcFlf96w6kn9vkQCjh4BP02TgMBx4Mdp8PRb8MEjUFS47c+RFpD2Inej/3OMJyTQqw8VHUeGEj/3DqxYA316wBVnwF67rftY0Sjc+yKM+a+s1zLholPh3BNSEwy+/yV4Pes+t8ctIUhullQVKVFSJl/jNB8sWi6hmmFI1VBdCP5xLzw0SlpZAz6pZCrIlSD6yjvgk6ekle+P5OfAX4Y2z/EopZTakI41VUqpNqQyOfwzFpOAyDSRmn4D3Omy9fBP01O5QrU9uN3w5E3Qo7Oc5JWWQ04G9OkOV90hJ3tLV8Kvv8G3k+Hoi2WmSXNxueD8k+H5O+CWKzQg2lIffy0BUcAvgU00BnYCfpkJh58P732x7c/xl6OholpmSIF8XFsOpxzVEK588CVc/xCsrZRwZe5iuOQWGQbd2FOjZU152RIgpKfBI69K+LA5lq6Ej8ZLBVpTDDSuDUJ2hvw8jCeSVxpyjC4LDtpn25+jtSgpl1Cvokb+Xv+1N00JgpYXw2/LwWXK6zfnNyirhKwM2bVwgv770iZVJWBSCBYlK8uUUi2bhkRKKdWGDE0OmI01+p80J/mfwmo5QVpVkoqVqe2tcxG88h94/1H5Lf2P0+DJtyAYlpO32pCccNfWSVh4+jUSPKiWb8zXDX8OhuTE3bTkYygE/3lu27+vzxgGJx4pAc0vM+G7yWDTMM8qkYAnR0NOFmSkSViVmyXhwbNvNzxOLAajx0m1SH0Fksct9xk15o/X4DgyA+mUq+HWJ2DkfXDsZTB/yabXH4/DlF9h7NcyhysabfjcUQdKJcxu3QFH/hwKSxjy0D8hN3uzX6ZWr0tyA7T1T/QTcYhE5GvqsgBDwl/TgmWrGu5TF2rW5aoUcxx4oQKOWgpXrobTV8DFq6Eisen7KqVSR0MipZRqQwa2g2FuiAcgkQ7xNEhkQPZsaB+V/8HfqUOqV6m2F8OQsOD2pyQcqq8CcEjuMmY23M7lgruf1d/67gjykjtBbWwLcZ9XApwfp27bc7hccNQBUpVWkAt79pY2rCtvh0mzpBqnolpajBrLTJOKonrhqIQw7vUGHng9UuH2R76fDC+8K+/JskpYsBR+ng4nXgk1tb9/vzm/wZAL4ZiL4fS/wYFnwaA/y9wbgKGHSEtmOALdOkFRvvwc/PAxOFgH+q8jM72hLTBhS/gWicj7wnbAbUnLqgHgSGAUDMvtDENmDKm247sgPF4B2Rbku6CdBRODcPJyuKkEPqqGkJ3qVSql1qcziZRSqo158xAYNRuu/S/UhKBzMXSqgjXV0GdnGLh7qleotqenRsvJsNuS+VSNQyDbTp7cIQN7V5fKybgOM2/ZLj5N5g/FYg3X2TaYhlSQlVdtXdi3eIVUAU2aJS2Aq0sh3Q/ZWQ23qaiWVrEX75BAKBRZd4ZPTVB2p6qXHpB5VyVl0oLU+HGOOej317JmLVx8MyxfLduuO7bMtvG6Zej5+TfAWw9uONMoEpVZOHMWSUAV8Mt9f1sGV9wOt10Jxx0Oj90A30+RdqjCPDj6IBmorTY04nTo1F5C5JkLpAosP1vmUHXrIK177fIbhlp7PbC2Qrax79gu1atXzWl0NfgMcBsQdmBuBFbFgSgsisBYF7xWDc8WQUYzbpiglPpjWkmklFJtjGHAuX1hwQVwe3voUCn/I3/mMHj8pubd2Uo1v1Ul0gLkdksgZDY6qXZsqSrq1kn+blky3Fq1bD12gof/JdU5tt1QtbFHL/laWxbsv9eWPeby1TD8evhyAmBIEPPjVKgLr3u7rHSZX2VZMOI0KK+UliLHkRk1sThcfGrD7Q0Drr1A5iatKYOaOtnuPCMAF57y++u5/iGoqEr+xZHjCkekesXjljXMnL/h/X6ZKQFFKCI7ZBmG7O5YF5ZZXFfdCUMukPbLwwbBdRdLmKEB0e8zDBh2KHz/Giz+HF6+Ex79F4y6S1oQq+tg585SjZWZBqceBU/fIuGSaluqEhIQxRyYFobiOCS7ESmzocaGBRF4tybVK1VKNaaVREop1UZlpMHV58pFtR0H9Zfh5LYjlRihMBiOhEOWJRUCndvLCfwpQza9E5FqGYafAKcOhpsfl63IM9LkRKyyGv5x3uZXcFTVSADzyhh5b9QPEfd6JDBctFzaiczkrxmD4YZA5dQ/SWDzzNsSRu7SFf7v7A13NxuwO4y6G94YK9VKe+4Kpx8tj7sxK9dIALRTB5iRDILqd3ELhuVYfV5YUSzBWGOhiMxaM5L3icXlNXEccAypYFqyGkbeD+8/ouHQlsrNhiP2a/h7WgCefFNCxX694fK/wKB+qVufSq3D06TdrMqBSKO2MgvwASUJyLPg81oYrrO/lGoxNCRSSiml2pDhJ8D7X8icGAOpPonFITsT2uXJCXdZJQw9WAPEHU1aGtw7Eq45T6p+HEcGS29OQLRoOdz2JMxaIH+vrNlwl7lunWD2QqiulfdLKCx//vt58nnDgBOOlIttNwRJG7NLV/j35Zt3XMGQPFZ+NuRkSoCJnQx6HOjdTVrJumxkntqevSVAApnNVFsn96mvovN5JBjzuOHLn+Cc49e9fzgC//1Zhl13KYI/HSS7sqmNO2SAXJQCOCUT3lgNP4YgYoHtku/lDEM+Gg7U2ZBpyvfltDAsiEKBCw4IgMfY9HMopZqehkRKKaVUG9KhED54DJ56E8Z9B16vtBpeeIq0AK1YIzOI9ER4x1VUACcP2fzb19TBiH/LDnft8uVkbcUaKFsobWr1c35ysqBjewkW16yVoOhfI+CYgzd8zD8KiLZUt04SXtaFJfT5eUbDLm7dOkk1Uf++0KfHhvctyJVqppsfg1Wl0ooHDcPZvV6pNKqqluHbjVXVwEU3waIVstOZ7cBz78BTN0Ovbk13fGrzJBLJYEGDgx3G1ClQ/hCkHwmxPuDEwHGB44W6BCSSs4qOz4CriuHnEMSRE9RCFzxdBB3dqT4Kpdoew2lB25b079/fmTRpUqqXoZRSSimF40iQNmqMVMacMQyOO6z1naR++BXc/jS0b1Q5VF0Lk2dLxU+HQhmKXVoBZx8HV50lc4fSA00bBv2RH6bA3+6R+WmOIy1owZAEVYcNhIuSc4927gztN9K2NmsBPPQyvPEpRKMyXNvnlR39ojFwmTDuWdinT8N9HnsNXnx/3Ra0skp5jlF3t773QUs15ze4/yWY+qvsrvaXoXD+SRLyqZbLceDYy6AuCJ48mPwniLuh2geOHwyPtJ11cMGwdPgpJH+OAaUJWBuHfj54pxN4dYquUk3CMIzJjuP039Tt9MerUkoppdRGXHSTzM0Bmdn08ddw/BHw+r2pXFXTW1Wy4e5nmekym8rrkaohnxcuOkXCGMuSzzenA/aG0ffDx9/AgqXwXfJ3iqYJY7+F97+CHp1lbScPhn9csG6A1bcnPHubVCNNnAllFRCNA46EREcdBnuvNzvp8x9lp67GcrOkVbOqRgKqeouWwxc/ymMdtI/M49EQadstXy3fh7Yj4V8sLjs0llXKkHHVclXXSmto+3xwQtD9C1i0JxjtwAxCl87Q3QOWAW9WQ28v1DkwIwwJ5GfSf+vgrJXwQgfd/Uyp5qQhkVJKKaXUen6ZAW9+IoO763f8sxNSdTP+Z9kJq7Xo07NhEHR9sGHbkJ4GL90plTR+b+orN3bqCJefASPvk69Ju3yYt1iqnAygqg522QlGj4Ne3eGEI+R+0SisLpVQ5/ar4NJb5XgqqgEHhh0CL9yxYagT8MqJbmO2LbdzN3ot3v0c/vOcBBkg1Ue77wK795S2tCP2hYDuErhVRn8KkVhDlZvXI3/+4CvZTS9X22JbLL9Xvl41EZhnQzgIkc/AroPsDtDnH3K7uANRBxZHZbczBwgkA14D2f1sdDVcmJOqI1Gq7dGQSCmllFJqPe9+IaGJ1ei316YlJzDvfdm6QqL9+sGu3WHWQqmcsW0JRwbvL+1mLakixnHg619kblYiAaXlsrU9SHWQ1V3mF43+REKij8bDgy/L3CLHkflJo++XVrryKqlOWVshocPAPaBrx4bnOvVPcOfTsqubmRysW1oh7W1pgeRzVsK9L8hAbY8blhfDr7/BtLkyx8hlyXyv52+How5s/tdrRzd/iYQNjVmWfD3WlGlI1JJ5PPCXo+HG0WBnSGAUD4MZgdihUJGQodWLYlJBVJuQ+1lALAE+E7JNyHXBp7UaEinVnDQkUkoppZRaj8+78esNRypMWhO3G55MttaN/VaqZC45Xdq2WlJABLIev0cCov9VPyFVPPXtZW6XDOH+ZSbc8rhUEBXkyn3GjJfb3XgpfDUBrr1fKpEcJNQZcRpccIo8zvGHS+Dz0XiZXeTY0GdnuO6ihvVM+VVCNY9Hhn3PWSTP4zgyPwmkYun8G+CTp6QNTW2+vj1h6lzIatT2F4/L69t4VpRqmQafCPeUQvV3EA2C2wu+U8DaDZbEoNaGsA0mEg5FgeS3DXEHenog5oBfZxIp1aw0JFJKKaWUWs/wE+CBl6RVqb5SJRaTaqJzT0zp0prEd5NktsvilVItdNmf4cJT5dLSnTwEXv4QivKloicYkpCoc5F8vqIajj0MXv1IvnZ+n1xvWdAuD8Z+I4OPb3xEqoT8yQqFeHLezYH7SJuYyyVh0vATYOEyCZr69Fg3OPO45e+2DctWNQzWBjCTt3McqKmF59+FR/7VPK9Ra3Hqn6Ryr6RM5kFFYlBZDeeesG5wpFqmhAVFx0GfYyBWB54sWOvAnCiUJyQcSgCZBrgMqLYlKPIDHsBrQLkNp+jXWqlmpbmsUkoppdR6unaCu/4mJ/91QbnEE3DTJbDbzqle3bb55he4+m5pjcrKkADk8ttg4oxUr2zzXHwaHNwf1pRDfrZ8XXweSPNBcSnsVARnHytziLyede9rWRLafD9ZKn7qAySQUMhx4OuJ696nc5G0F/btuWFl1YC+yflGVRIQGUhVkkHDdu3xhFRrzV/S9K9Fa1dUAC/cDgfuDVW18lqPvACuPDPVK1Obo4cH0kwIe8CXB6YLClwysLq3G3q4Id2Q4dWGARmmVDA4BiQMKEnAiRlwrIZESjUrrSRSSimllNqIy/8CJx8Jb34q4cFpf4KO7VK9qm336KtSgVO/Q5nXA+WVcMMjMObx32+1ayl8Xnjwn7BwqbR4+b2yxf3S1bDXrjBkfzm+/faEF9+DFcUyO8jlgg4FUhGU93uzbIwta7EL+OGBf8LVd0noZFkSChnJx6m/LjMNendvksNvc7p3hvuvTfUqNt+SlXDVHfDzTHlv/vlouOUK8Lbw76vtwW3ALQXwjxKojktLWQLY3w/9/fB4ObR3w+o4eB0JWDOQIOmETLgsF7q4U3sMSrVFhrP+nqcp1L9/f2fSpEmpXoZSSimlVIswfwlccANMnyvVKEMPgYf+ufUDe20b+p/aMM9l0QpYtUZOzhIJCVYev1Fa0HZ0k2fD4cNlPpFBQxvYsMPglbvh6BESOAWS1USxuIRlr90DPbtu2XOFwnDz4/DOZzIQu7qu4XO5WdCto+yg1rdnExyYanEcBxYsheffgQdHSVBoJoNClwWD+sH4l1rejK/msiIGn9bA2gTsG4CDAhCy4cLVMC8Ca+LSamYAndxwWibcVCAtaEqppmMYxmTHcfpv8nYaEimllFJKtTw/TZOQI5Lc4h2khannTjD9fQmNtsZxl0FNUOYtzV4oc3sSyZatbp2kyub9RxsGQe+o/v0oPDQKojFpBbNMOVbHgS+fh1AErntQwiHHluO9/AyZd7M1HEd2VXv+PZi3GMJhGZp94D5w1Vmw565Ne3zNraYO3v0cvvhRdpA7/Wg4dGDbDT7qxeNwyxOyQ968xfJ+Mgx5v4G8rywLPn0aDhmQ2rW2NEFbwqOfQlJ1tKcPDghIUKSUanqbGxJpu5lSSimlVAsTj8OFN0rA4bIaTsTjCan+efszOGPY1j32iNPhpkdl6/f6lqh4AnbqCDlZULxWqiJ6dWu647vKF3MAACAASURBVEmFr3+BcFSqp0jOBjJicszvfAH3/A0+fgJ+mCon9oP22LZ2QsOAPw+Vi23v+CFbY+EIXHSTtPUFfLKD3C+z4IKT4bK/pHp1qfXpd/DJt8mwsf537468Bywr+dGE76doSLS+gAknZ8lFKdVytKJ/vpRSSqntLx4O8/Gll3JvYSF3Z2XxwkEHsWrKlFQvS7Uy8xZDaYX8uXGlhmVK2DFp1tY/9jEHw61XymNF43LCv9vODXN6DCQ42tGFwhK2GUZD6080Jq+fk9xnOzdbdkI7aXDTzptqTQERwOsfw+c/wMo1EiDOXyo7u738gYSNbdn7X8kuefF4o6+7kQyMkt+7NtJyqJRSO4JW9k+YUkoptX29NnQo019+mUQshul2UzxlCq8OGULlkiWpXlqbEgxBJJLqVWw/Lhd43TT0mSU5SODRrdPWP7ZhyGyjZ26FXl1hnz6Qn9wGvqZOdjxrDTOJ3Ml6+frqDsOQ1w9kuLXaPPE43PqktOc1btmbt1gCt7a+a1siGUTmZktwBvL6OEgYaduQnwWnDEnpMpVSarNpSKSUUkptpuLp01k5YQLutDRcHg+mZeFJTyceCvH9f/6T6uW1CROmw54nQsEBkH8AHHmeVDe0Nj13kiHHZrIdzHHAduTPGWlw/knb/hyHDYSjDoSSMlhVIlvGx+JwzXCIRLf98VPN64Gdu8if4wl57dwuyMmEA/ZO7dp2FKEwnHVt8r0Rk23oa+qkYiaRkCHdv7tTXBtxzMHymuRnS7tm/SB0kFlYndvD589JuKaUUjsCnUmklFJKbabVkydjmCbmer0khmmyWlvOtrtVJTDsUqloSPNLaPLjdBnuPGds62rxMU146Do4+58wa77M1gEoKpABuGmBbX8Oy4I7/wqnHQVT5sCyVfDtZJlXZBhw3GESGPl20K27DxsEY/4Lhw6QOUu2I6HbfnvJ1vVq055+S3aJ87oh7EhYGYtJeGQ7EhC1hqqzjSmrhA++hKlzJGw8ZQh0LtrwdiccCd9OgokzIS8LvC4JWQ8bBGcOgyEHNv/alVJqW2hIpJRSSm2mgj59cGwbx3EwGg2KsW2b/F138K2LdgAPj5KT0/Q0+bsFpPthRQmMGQ8nHJHS5TW5Xt3g21Hw8wxYuhJ23wX22q1pn8Mw5DENA54aLVVKhXlSefPuF1IJceOlTfuczWXEaVJ5VlIm75l4XD6OPD/VK9sxOA6887nMaiqtgPQA1IWkgigUgdws+PdlrXN3s1UlcPzlsHCZVNdZFjzzFrz1oHwfNub1wKM3wC8zYdZCKMiRXd8y01OzdqWU2lYaEimllFKbqdOgQRT06UPJrFm4/X4MyyIWDGK53RwwcmSql9fqzVnEBjN6DFOumrOo9YVEIFU8hwwAtvOuSK99LLuopSUrbFwWtMuDj7+W7duzMrbv828PhXnw5v3wyTcw+zfYuRMMPbRh/pLatFAIsjKhcztYXiytVLYtIeJpR8HRB6V6hbBkJbwyBqbNhe6d4JzjNwxyauugJgiFuRL4bMq/H4Nff5PvvzS/hKXLiuGK2+CbVza8vWnCoH5yUUqpHZ2GREoppdQWOOvzz/ng3HNZMn48TjhMVteuHP3wwxTu1sQlHmoD+/SBryase51jS8XDPvryb5MVazZsK7MsqRKZMU+2+Z7yq8xXOe8k2H+v1Kxzc4UjMCd5kn/qn+D0VtSKuD04jrRIedwSeIQj8MBLsKpUBlT7/VJRFInK/J1DBsAD18qA9VRatBzOvU7WlZEG302Gb36BB/8pO/Z98BWMGgMriqWyJz8bRl4IR+y77uOEwvDu5zDue3kNPvhKgtL647Ms8Htg6lwJnOqrGZVSqjUynPotH1qA/v37O5MmTUr1MpRSSqlNsuNxErEYbr8ON2ku5ZXQ9ziorAW/V05swxHYdWeY9HbTtr0kElBRDZlpbWPg7IMvyzbn7QsargtF5ITYMqVyJDNdrgtH4JbLpSqnJfpqAtz6hAQHjgMdCiXQ2JYd4VqzX2bCvS9I4JIegLOOk2HwY8bL13zWAtlJMGFD147QpQheuEPmY6XayPvgm0lSIVSvOvnzIR6HXxdBdY2EPF6PDISPxeG522CPXnL7WAwuuUVmD2Wmy3H+NE0CoqxGLWO2LWHSiv9CdlbzHqdSSjUFwzAmO47Tf1O309+rKKWUUlvBdLk0IGpmudnw7Stw8D5ywmaZMkx2/ItNGxB9+h0cPQKOuQQOPx+efENCo9bsjKGQnSm7WAVDEshVVknlUCwhrVs+r+wMlpUOD7/aMl+TpSvh+gdlF7OCXFn3mjK48g4JDdqaSBS+nihVMjPnS2jW2JzfpBJn/ERYuBzmLYH/PAcvvCfthukBqeDrsZN8/3XrBKPubhkBEUh1W/Z6s38y0iTwWVsFwTAEAuDzQTQOJeVSKfXG2Ibb/zhNquU6FMp9szMgJwOi0YYh3ZU1UFktn8vcAVsvlVJqS2i7mVJKKaV2GD12gnHPbr/H/2kaXPeA7CYWiUr1weNvyInliNO33/OmWrt8Ofl/7SN5DYq6S0XJ7U9tOIA34Jdh0BXVLW++z7jvJUD0N9qGPC9b1jt9ngQebcXy1VIhU1ou1TGmAQf3h7uulr9/8i1c96DM9PF5JfSrDcprZVkyON2yJHBrlychyYTpEqDuvRtce4Hs+pVK7fNh2ep1q/2iUQmHstJlXll9gOxxyY5lHZPzlepNmwsY6wbNu+4ME2ZAVW3yCkd+Bng80ob3dx1+rpRqxTQkUkoppZRKeux1WLKK/50U2racPD7zFpx3YutuPSsq2PDkt0t7CVf8jeYVRWPgdksrXktTXiXDzDemNti8a0m1W56AtZUSAIJUEY2fCG9/Bp/9ALMXwtJVyXCoTl43ywIHacmauUBmfdUPhi8tl4AlGoMPv4IvfoDX74P99kzdMZ53IvzjPglzfV5Z99pKaJfbMF8pkaw6dJDjqwvCoD0aHqN9HvLJRrIyoEMBVFSB7cjw6m6dpJLurXFw5rEtp5pKKaWamrabKaWUUkolTZguwZDXK0GI1wsYsHR16wkZSspg9Kfw/Dswfe6GLUiNnXeShAL1xx6NSlhw5tCWGZgduLd8/RofUzQmH3fvmZo1pUJZpYR7BY0qvQxD2qmefksCovb5JEttJCNxnIbKG9OAqmqZTbS2Qr7mPq+EJstWSQtiSQWcNVLa2VLl8H3huouklbC0XOYRnXciXHqGBIZdO0I8Ju/bcETCnpwsOP3ohscYvL9Ux1VUy2vgOPI9khaQaqpDB8KA3aVqzrIkeJq3OHXHrJRS25tWEimllFJKJcXjyJlyI6Yhs0nW3/1rR/TjVPj7vRKcOI4c29BD4KbL5OR3fQN2h7uukRabNWvB55Gtz+MJ+NdD8vkhyZPslmC/PSUo+m6yVJLYtlz+eo7M1Gkr6gOf9RmGfB3zsuXrnRmQMKX+PvUBW0Y6dCyUy4o1Ei5lpct8J2/y+8CxpcrmzmfkNU/FTmeGIbvXHX+4VBDlZEqrYTgiAdf3k6X6qbQcCvLgghNh+Ikyq6pebjY8caNse7+8WI5p791gt+7w6kfrPl99iJTXht5LSqm2R3c3U0oppZRKGnwBTJwhrTdul7TixBMywHnGB1JJsKOKRGHIhVIVVFEN4bBs5e31wJM3wYH7/P59bVtm0oz9VsKhSEwGBqcFoEcXeP52CRJagnhcqlu+nADpfjj2MOjXO9Wran7Dr5NB1PVzoxxHBpP36AKLVkglUUkZTJsHsahUE7ld4Lag7y5QVQN+P+DA/KVSkePzyhBokB3Peuwk3xPvPAidi1J0oEmOIzu0lVbAzp1lcPniFRIWdSmCLh3kdnMXyeyqUBgOGQD79pPAzHGgeK28BnnZsLoMTv8rYEhA5jgSNvXoAq/d27TD8pVSqjls7u5mWkmklFJKKZU04jRYVSKVCLVBCKTJPJ4LTt6xAyKQFqMVxXISHY5I8LOmXE52b34cvnj+9098TRPG/yy7hCUSciJdXAaZYTl5fmucvEbNKRqF76dI9Ue3TjJc+Zm3ZOBwXjaccxycPKTtnszffAWMuFmCj0RC3r/77iED2C+8UUKSwjzo20N293IcqcTpUgShiASJHdtJlVhdSAKXupC0YcbjEhjlZUFFTeoDwupaGHkfTP5V5g/ZNvz5GLj6XHlv1Ht7HNzzAuBIEPzuF3DMwXDLFfI+ycmDJ8v/n72zjq+yft/4+zm1ZsE2OhQBRQUDLCxM7MTujp/d3djxtRu7A7sTxQBBFAnpHhu13k49vz+uczwbjBobC+7363Uc59kTnyfO3OfadV83vD4FllVB1/PA8wkUTpGItn1fuPn8DfeZMgxjw8BEIsMwDMMwjBiH761uSa9+rPBajwcGD4Tzjm3qka075RUqF4rESoo8Hk12Q2EYOwG+/Bn23Xnl2971rEqMUpMBB3wulJSrLfjXvzSuSFRarvykgB+22lTHPetGCUSRWEnZ/EK5WfJzFMQ89Gmd7/nHNd64mjPdO8H7D6v0rmgpbLqRyqg8Hrj1ArjzGShfKlHlsL3kOBr1t7KmNt0YxnsSZYS9uunrtDlypHVuB507KPto750gq03TnSfAXc/A6PHQPk/PdCSiUrHeG6mcEmDJMrhvGORk6jkCPTef/ggH7a7SyesL4c05UDwfPFGYnwpJu8IbR8O2XTeskkXDMDZcTCQyDMMwDGOtKa+AqbMV4DprgSaN+w5s+ZOoYEhuCVyJJxlpsF3f1pFH5CKBoCqoLKK4G8LjyB3y1ucrF4kmz9T2NTuHOY72t7QE2qQ33rg/GwG3PQHRCOBAeqrcIXMKJAqAnsXSColJHfOVjxMISCg46ZCmd7o0Fakpdd/TwbvAoO1hyizISFUpluMkAr9f/gAmTE2s73gkuMQdRJkZCrbebTu47uz1cy4ro7wCvvlVrqj4M+316p6//klCJBo3WV/jAhEkhNKfxkD7TeHjIiieC8l+cHyQFIbyAFw/En7dcv2el2EYRlNhIpFhGIZhGGuM68JrH8Mjr2piXlklgaBDnromPXmTXAgtlftfgOHfqG2416uym1ufUCnT9v2aenT1p7xCAcX5OTBzvhwU8Ql1vJ19eeXKt89IlZiUnaHyoiQ/6ooVcyUdPXjVx3ddTeSffUeOn3695c7arMeqt5s9H25+VM9YXKgrKVV3tnjr9WWlMHOewsWnz1XwcM+uKokDHa/3Rqu9RBscSQHYYrmOb/FnYvt+4Hk1UaYGEk1zc+D1+1Tql90mIdI1JdVB3fPlg9d93todCZOT6i4Tc10Jj/NDEr58Tu31/B6Y48Cs+XJnGYZhtHZMJDIMwzAMY40oXCzB5NWPNIkKhtRSurJKk7GUJDk+XrmnZWZ2lJXDB98qlHnUeE2Q22bJNfHyRy1XJHrjE4l6kYjKg7weCPjA65Pw47py3ewzcOX72KQb9Oym0q5wRK4dN6r3px8hV8qqeO8rlX+lp8rdMvofOP0GeGEo9Oq+8u2+/kXHqOnkapMukau4VMHZ/0xJfM8BFi3RGDfbWOfWPndNrpJRk17d4fiD9FnHSXTCO/84hUI3J7IzYaNOML9IwlWc4lJ1PYuzbR+5i5aVqkQSlM3l9ahDX8APERfc5X52uR5IKdLPO8MwjA0BE4kMwzAMw1gthYvhhKtg7ET91b6yAqLIZZAUUNefjTvDvzPlWKmrRXQoBL/9pe9vuvGqxYGmoLQC5hVAWaVcKF6vzmtxMXRsBo6J+jByrHJY2mZJCEpPU3ZLRRUE0Dl2yJWjZMi+K9+P48D9V8IV92lS3TY2Yb76TAUEr4pwGB57PdGeHJR/U7gEnn8P7rp05dvW6W5yNMlfUgylZXoe01JgWUj3LeCHpcUwZ4FKzTIzVj0+Y0UcBy46EQZtB9/9rnu+146rd341BY4D158D590KBUVyxoVC0Lk9nHBQYr1AAB6+Fi6+Uz/PQG6jm/8PusUcQnv64YM08EbAiUIoGTzl0L2g+YljhmEYjYWJRIZhGIZhrJbXPtGk3OeVq6DaC25ELqKkgNYJhTVh89fx28W8hXDuLeq0VFym7Ji+veDxG2HjZjL5qq6WQOTzJkpskpLkMGqpmTZvfqbJcSB2j1KSYaetVZ51+N461wFbwp47rD53qX0evHSXulyVVUjkW5OspmWlKnfLb1t7eUYajJ9S9zZxdtoaXvpAzqF4OVEwJHdQ907KkgmHtTw3W+dTWqFn9JA94NKTVz8+o24cB/ptqldzp29vePsh+PBbZaRt20cZaenLfW436wEfP6F8omBIP4NqrvPcVlD0BozKhGgSpE+EzuPg7gtafndDwzCMNcVEIsMwDMMwVstv4zSpb5sJcxdCckAuD9fVZCvgk/izy7Z1hxjf8LDKQWbOVaaNA3w5ErY7Gh69fvVulPXB/CI5hhYUyZ3i9UiA8PkgL6epR1c/Fi2tHdQLmuy2SYczj0w4KNYUx1l7Ua+iUlkvwZCyq+KT7fIK6LMaZ8o2feCgQZr8ezx63hwHrjxd7e3veApeHK5W7W3SY93agnrGrjhN987YMOiQB2cfvfr1/H7ov0Xd30tNgi9OgF/HqeQ0tzPsc/SKAqdhGEZrxv7XaRiGYRjGaunYToHHndqrnXZVUJP9UEiv9rnQu3vdnY4KF8PfUyRYLCmR+OLxgMdVbsgND8Ou/VUe9OH3ciftvaNaa6/PSX6nfLkK+mbDvCLllbRrK2fUNputv3E0JLsNUKB4TSdUWYUElU7tGvfYrgvXPACPvy6BKBSGidNh680kXIUjcNphq96H48AN58LgneH7Ucq92mdgIoj6kpOVbzR/oZ6VUFii1FlDmr4tu9Ey8Xph4DZ6rYywCyMrYHQl5Plg33TIt1mVYRitBMeN97psBvTv398dPXp0Uw/DMAzDMFoERUvg6bfg2980Od57Jzj3GJXdNDRjJsDZN0lc8PvUMWp+EfTqBmcdpYl/3951B1YvKIK9ToPJMxRCDDGRKNZCPTUZjtlPf7n3+SQiVQXlSrr/yvVb5nHFvfDtr+ri5PMq6Dk1Bd5+sO6cpebOshI45VqYW6BSs+qg7tE9l0tAakze+xJOvFr30/EoOLuySvdzv13gqjNUTrauLFmmcshvf1NW0bEHKD+nJYanG82foAsXLYBRVeBB2WxJDjzcHrZNaerRGYZhrBzHcf5wXbf/atczkcgwDMMwWgbRKPwwCj78TuHD/0yV2yUpoHwWr1dumDfuTwQENySfj1CL+JIyTcAP2E0lPavLpSlaAn0OlOBS87cOBwUO46hUpEeXhHPIdZVf9PC1DSMkrClV1XLevP2F/r3TVnDpKS279XVJmcq1fvlTjrAj91k/LeF3OhZ++1tiYBxfrKPaa/fCIXs2/hgMY10pLZconpcNOVnwfgncvgg6eBNCZEkE0jzwUVfwmjhpGEYzZU1FIjNGGoZhGEYLwHXhtifho29VtlW4RK3akwMSh2bMVYeq+UVyVBywW8OPYfAucmgULFLHqDUNc/7sR4UeF5erNO0/HGX/pKdoXzVLyxxHr9//Xr8iUXKSujpdeEKs7bdn/R27sWiTDiccrNf6ZPIMwAVPDSdYOKxrWlK+fsdiGGuL68JTb8KLH+h9NKow9BkHQKpT26nWxguFYZgZgh6BphmvYRhGQ9EKfvUxDMMwjOZJNKrA54dehNsehxffh78ma/KxPMtK4Jtf4Lvf1E1reSZNh4+/UylZcbkyXRyU9eKiiffchVo2eUbjnZPPp9bSa9Pta+Z8OYa231IijBMrM3PQ10tOVmnXCrhqm94UxMdo1I9FSxUQjFP7eXddvfbcocmGZhhrxAffwjNvSxDPzVa56TtfwtSpKjGrievq53DAXESGYbQCzElkGIZhGI1AJALXPwxf/ARzChSm6zgKC961Pzx4VaL18mcj4NbHJSqBBKC7L6vtoPnrX3CqS2kz52f6LviX0pRNmOzZhWpvBuGwuotVVWuy0qOZtJSP029Tlcjl5ShnaH6hcmRw4INHYKvNYMQfKkfLydR1KquQILXPwKYefePjunJY+f2tK0enXVu1o6+qliAY14p6doeO+U04MMNYA17+IJHBBnJs5mXDgi/BdzpEPInSskUR6J0EnW1mZRhGK8D+RmYYhmEYjcDPY+GrnzVBDoYgPVUumqIlyhN68k2tN78Qbn5M389vq5ffD1fepyyZOO7Unxj44670/vYodp57LftNOYrTpm9Hj5JPAAiGNZnJzW5+Lo29doCu7XWu0agmWu3zFLI9oK/O99Hr1X6+aIleHgceuEpZRa2ZL36Cg8+DHY+D/c+Bj76r22nW0sjNhm03V/bRxl3kPGubBd07wo3nNPXoDGP1FC6WyLlwEVRWa5nfD75/4bh0CUOFYb3a+eDO/NYl8hqGseFierdhGIZhNALf/ionzMLFcgbh6C/RkYiCpt//Bi47VUHUkXDt8Oe0FJWc/TpOTpqq4mJKXrmS1IpZRB0frt9PJBIlPTifPQqvZ3j65pSndmf/3eDGcxMOpeZCWio8e5uyPb4aCWlt4Lxj4bC9Euts1BnefgimzpKo1qt7rFypFfPdb3DtQ3IrdMyH8kq4+VG5bg4c1NSjW3duPh/Ovhl8HshI1fO/01a177thNEf+nAizFsCS4lgprAPdOkjM77MxXN4OjgvBP9WQ5YWtk8FnApFhGK0EE4kMwzAMoxFITpJrxnU16a+Jz5cIcA6G6naOuK6+BzD3118JliwlNTlKRShJYcAeDx7XIctfzIUDvuaku8+gU7tGPaV1IidL2UOXnLzydRxHpUjrgxlzJVilJsOhezaNsPbkm5p0pqfqfVqK7vuTb7UOkahrR3j/Efh5DCxaBr27q/TQ3BZGcyYYhMvukXBbUQXhiJyNU2dDz25w5elar6NfL8MwjNaGiUSGYRiG0Qjsvyu8+yVkZ8LipZCUlMidqa6WQ8hxYMet4NFXNRGJhzcHQwpNHrCF3ruRCESj+LwO2SlaF4CQS3KOS6+NKxj+DSwtgYFbK/fHZ/+HrxPXhev/B4+/ruvsOHDp3fD8HXDg7ut3LLPmK4MpGoXqoBxnaSmJsrzWEJydnAR77tjUozCMNefPSXL15eWoTHJBkUp/01Jgv12hb++mHqFhGEbjYr9CGoZhGEYj0Lc3XHgiPPiiQprLK1Ru06mtcnYuPEHr9eoOpx4Gw4aDGwuu9njgslOgXa7ed+zfn0B6OmUFBbjRKD6vB9d1CQMhTzoPjhjIsr/Vanz417BDP3jw6tZfrlUfvh8FD78iQS7u4KmshpOvgZlfQUb6+hvLJl3gm99U0gISifJz5LZpDQKRYbREojWcnclJKoUFZRNlrsefD4ZhGE2FiUSGYRiG0UiceDDstwuM+hsmTtfEv1d3GLQdpCQn1jv3WBi0Pfw4WuLFoO0V9hsnLT+fna++mq+vuYbSBQtiNWwOqbm5/Jl+JG7nbWifonVdF34ZB9/8CoN3Wa+n2yJ47h25dAIpiWUpyRLxXv8Uzjpq/YwjHIbpc5VZ5XEAByqrYHaBZfYYRlPSr7cE24pKSI39nIhEJB41t6YAhmEYjYGJRIZhGIbRiORmq0Rhv11Xvo7jwGY99FoZfYYMoeOAAfz9+usU/v03bTp3xrftkbz53gDyUpxa+0oKbDgikeuqFCQlCQKB1a9fUbXy/RSXNuzYVsXPY2HSDLmZQmFNQj0e8PrgpzF67/Wuv/EYhiFSkuGOi+Cq+/UzwXXl0hyyL/TfoqlHZxiG0fiYSGQYhmEYLYSs7t3Z5Zpr/ns/eQa47/1nLPqPSFQds1o773wBVz8IBUUqrTtod3j6ZkhOXvk2h+yhtvNuFJxYSVc4LEFmn4F1b/PHP/DYa3KDde0AZx8Fe6yjo+CPf5QtlRSo7SqrDqo8MRiCFBOJDKNJ2KU/DH9U3ScrqmC7LWHTjS103TCMDQOreDcMwzCMFkqv7tClAyxellgWDEE0IsGkNfPD73Da9coJSU3WLzTvfAFHXLzq7U48GLbpA2WVKjErr5Awc9TgugNpx06Ac2+Ff2dCdhsoWARX3Aef/rBu42/XVuMOh2svj0SgW0dloRiG0XTkt4Uhg+HkQ+XyNIHIMIwNBROJDMMwDKOF4jjwwJUSHAoXQ9ESlUdccjJstVlTj65xueMpiWGpKXIE+WKdwX4cBTPnrnw7jwe+Habrtn1fdYIbdgc8dXPdk8Cn3gK/V13qvF45tDLT4dHX5OCqievC+Ckw7D148zPdk5Wxz0Do0l6ur6pqiUXlFeD3wa0X2oTUMAzDMIymwXGX/w2nCenfv787evToph6GYRiGYbQoIhH4+18oq4DNN5Gg0drpORgKl6zouCmvhLcfWHUG1Now6GSVhC3fKW5BEfz4UiLY1nVh6FMw/FsJPx5H4bf3XAY7b1v3vsdNgsvvhUnTNe4u7eGR62DXAQ0zdsMwDMMwjDiO4/zhum7/1a1nmUSGYRiG0cLxelu/c2h5+vSA+YVADZEoEpY402eThjvOxl2U/VRTeKuohJzM2llCv46D97+GdrmJ9vXllXD9/+DzZ+ouH+u3KXz5LMxZIEGpfV7DjdswDMMwDKM+WLmZYRiGYRgtjpvOV2lWeYXKzqqDUFENe+2oTJ+G4qwh2ndJmdxC5ZWwrBTOObp2Sdg3v0is89T4zSotBaqCcnmtDMeBrh1NIKovrqug77Lyht3v9Dnw/Lvw7NtyehmGYRjGhoI5iQzDMAzDaHFs00fdhy67B6bMgpQkOOlguPeKhtn/tNnw/e/69yUnyyU0bQ50yIOLToCD96i9vs8HdRXwu661sm8sJk2H256Af2epW92mPeDsIbDT1ut2zd/6DO4bprJBB+VSnX4EnHNMgw3dMAzDMJotJhIZhmEYhtGgVEXhnRL4uAy8wCEZcFgb8DdwGPPu28Ef70A0KkfOmoY9h8Mw/Bt4GkSw5gAAIABJREFU7yu1oT9yHzhoUKJ87JWP4H8vS3hwkTvovGPgpENWLj4M3hne/VL79sV+uyopU9D1lj3X+VSN5Vi0FM6+Wdfb65FQNHE6fD5C7cr/dw307L72+124CO5/QeWFgVgOVTgMz70nl9om3RrwJAzDMAyjGWIikWEYhmEYDUbUhUsL4NdKaOOVk+auxTCqEu5p1zhduzxrUTxfXgFHXQo/jJK45PHAFz9JcHrtXpWSPfwKtM1MhFWHwvDEGzBoe+jeqfa+JkyTmOD3wYG7w0ffxwQr1OL+/itXDL021p3PRygbKjMD/vgHfF5I80MwpFDxC+6Ajx5f+2s/arye4UCN7Xw+PSu//GkikWEYhtH6MZHIMAzDMIx1prJK4c1jQzAyDzony4ERiUIHP3xfAf9UwxbJq95PNOrGXEGN0wP+lY9gxB/qWBZ3/ASD8PNYlZSlpSrjqKa44PfJcfT7XwmR6PMRcPtTysKZvUBiWLeOkJkOh+4FfXvBjlslup/FmTgNXv0YZs6HrTeD4w5QCZuxdswpkMBXtETX3hNzeDkoJHxpCYyZANv3W7v9+rzax/I4mNhnGIZhbBiYSGQYhmEYxhpRWQlvfaHW87sPgP5byDUzfgpceIdCnQu3hIXbw9xKCSsOEAhATnf4N7hykWjWrGU88MAv/PzzHJKTfRxxRB/OPbc/ZWVBQqEI7dunr1Q4WrRU4ktmBmzRc9XOone/0ldfjd+A/H6JXJ+NgGP2B6eO7R0nIRJMnwM3PSpBaV5h4vsLiiQSvfslnHjwigLRL3/CxXfp36lJ6pr28ffw0p3QpcPKx2ysSL9NdS/DEf5TdVxX5YFpKVBaDhVVa7/fHbfSfS6v1H4AqqrB64PdBjTU6A3DMAyj+WIikWEYhmEYq+WHUXDUJZo8u6jV/N47SeC4/B5N1vPbAl6YF5aTIzMj4cKZMx+iGUCbFfe9ZEklp5/+IaWl1bRrl044HGXYsDEMGzaWpCSfOoB1zeTmm3dniy3y/9vOdeG5d+GZtxP76tIBHr4WOuaveBxQGZEL+k8Nzcl1lR80cGvweyUapSSrzKhgMSwrkTOqqlouomhU/w6F5UoCOZJc1NHs29/gqMG193/NRzDrEAi1hfRl0G08lE2CZ9+FW/6vPndlw2WP7eHF4TBukpxf4ZCes/Z5cgMB9O299vvNzIC7L4WrH1A5oesq8+imc83xZRiGYWwYrEUVv2EYhmEYGyIVlXDCVXJmpKVCeqrEli9+hpsfU45PZobWTZ4ObimQAdUhiSbRNPCVwbyf697/p59Oobi4ivz8dDweB7/fQ1FRJdOmLSU93U9+fhoFBWWcf/4nLF5c8d92v46DJ9+AnEwJVPltYe4CTfDdulqNAcfsB8l+CTnxdmTVQQlCJxwEOVkw9BKd6/xCHWPydLmT7n1eQtnchXIbhcOs0NIsEtGxi0tqL/98EYzaAYJ54AlDSQ78NQg8PeC3cWt5QwySk+CZW+GCE6Bdrm5Du1xokwaLl8GFJ0DbrPrte+dt4bOn4c5L4I6L4dOnYP/dVlzPdZWHdMtjeua+/VXPhOvCpz/CkRfBwOPgvFvhnynrdLqGYRiGsd4wJ5FhGIZhGKvkx9GwpDhRfgMq1/KGVC6VVcMdFKmElBeh6hCIdIVgErRZBLlfQWGfuvc/ZcpifL5E27Di4moqK0MEAl6CwSjp6Q7Z2SkUFJTy5ZfTOPbYLQFlCPn9tUvH2mbDqL/hoqGQlwP77wrb9EkEZh81WPlDb38BZZWxcjg/XHe2WqeDQqw/fxquul8dyjbukggyLlikMrJoJCaMObEyp5hYlJaq8ORtNq99js9UgDcM3ohcWIFqCCXBrL7Q68+1uh1GjDbpcP5xcM7Ruqff/CKx74DdYMte67bvjDTYY4dVr/PsO/DUW3IaeTzw9Uhts/WmcO8wja9NBoydCGfeBC8MhV7d121cLYniUp17UgC27aOyU8MwDKP5YyKRYRiGYRirpKKKFRwzxBZ5vZCSpNKctFQJSc6/kPIM9O4L2W0kiCxYAgO2rHv/ffrk8emnU/97HwpFtH/XJSUl8auK4zgUFJT9976sIlFapPVhykzlBP0wWpPTD76BM4fA2UdrnUAAHr9R4sKI0SqHO3RPyM2pPaY26TB1toKqA37t23G03rTZsEt/iWeZ6cpEcoBO7eRi2XtHCVNxwi7MDEPnTJi3EJL82penCsqy4eRDV38PjJXj9cKu/fVaXyxcpDLHvOyESBmNwje/SqxqmyW3E+jfM+fD/90GQwbDnjtIeGzNDP8a7n5WneIcR+7Dh65RZphhGIbRvDGRyDAMwzCMVbJ9X03yqoOQFJv4ulF1Ljt4Dzhod7j8XrluXCArQ24afxUEw7CoHHp0gX12qnv/gwdvwrBhf7JwYRk5OSn4fB6CwQgdO6aTkiILj+u6uK7LVlu1/2+7vXeC3/6So8dxdPyCRXKTdGmXKAl77l04aFAip8hxNFmNT1jDYYk7Gam13Q5eD5SUw5RZyiTy+6FDrib/d14Mv/4FX/8il1UwJGFp/13kRKqZse0F2vugsr2uW8EiLY8kwRbZsOd263yLWj1jJsCw92DmPGUNnXpY07aj/+tf3eOaLjaPR+WGS0ugYzstc12JivMKVQq5pBieeQeuPVNd8Foj02bD0KflMIzndRWXwsV3wqdPmqPIMAyjuWMikWEYhmEYq6RTO7jsVLgj1vI9Tq9ucM2ZEkc+eBS+/12iSv/N5a55+wsoLoMTDlaZ1/LdvuJkZiYzbNghPPbYKL7/fiapqX723bcHM2cWs2xZFV6vQ0lJNf36tWPnnbv+t91+uyj7ZexEuUkKiuRc6L1RokNZfBI/btKKYdauC69/DHc+K5EoPRXOOwYuOkkCwK7bwtBn5DYKBOQUmToHduwHycmw01bKQ/J5JRLNKVCmkddb+ziOA2dnwy2LoGNn6NYRikNQ7YWh7WsLSg3F35Phlsdh3GQd75ozYc8dG/44DYHrKig8sFzpYJwfR8Nl9+g+pKZImPt+FAy7o37lWwuKJHh27bDqTnirIm0lz7LXI2EkGNQzU1Km43k80DYTOuTr2Hc9q25p2ZkKQP/mVwmeHXLhwN1bdre7L0fqnibVEIMyM6BwMYyZCDv007KKSn12TDQyDMNoXphIZBiGYRjGarniNIkmT70tV80+A+GMIxJt4fNyVEpTk7URJTp0yOD22/f473006vL551N4992JVFdH2HffHhxxRB/8/oQCk5wEj10PI/6AX8bJZfL73xJuauGoFG553v8azrtNwpLXq/K16x+W4HPlGWp7npIMoZAm8h5HWTUFixWY/cZn6vY2a766nHVppzFt1gMeuU7iGUgUWPYt+GfA35tBah5smgMX5cIe6Wt+jdaU38bB4LMlVPh9EikOvUBd3049vOGPV19cF+57Hh58EZaVSXg55VC446KEcOC6cP8wfS8jTctSkiQ4PP0W3Hflmh9vQRFc95BcSYuXqRvavgPh8tNWLIOaMhOefx/G/ws9usq51G/TxPf7b65SyiXFieetvFLjPvsgePUjLV9cLMedz5sQfpICeubGTJBgctbNMHlGohPgyx/BQ1fDdn3rc1WbnooqanUOrEl1UE6jO5+BPydKFNx3oEToNo3wWTAMwzDWHsddWfuPJqB///7u6NGjm3oYhmEYhmG0QBYugsMuhORAQhRaVqJJ+cdPJDJi4mx9OEydBak1BKTqoLYf+RocfqFyiYJhCUTxgOJIVOsm+yErU4KDx5Fg1n9zWLgYDt8LrjtHIsdFQ+GnMYmg66UVsG0vePrmFV1HDcHA4zUBT09LLKusUhng9C/rdus0BQ+8ADc+omuQ5Jc4FwrDaYfDI9drnbJy2P0UaJ9b23EVDKlM8Jtha3asSASGXALT58DsBRJp4st7dpOoN3AbLZs4Dc64AcJRCVPlFRJvHro6sQ5ISLr8XpUPOkBKCtx2gdZ54xN4/j2YPFPi4+ab1A54L1wM91wu990rH0lAiruTSsslTn78eOM8H43NqL/h3FuhXduEU6s6CKVl8Mb9cOp1UFmt8w1FoKwMtu6jbnWN4apbFdGoSuHmLtTnfpNu638MhmEY6wvHcf5wXXe1CX7N5NcEwzAMwzCMtaeiEkaOhWWlcoPcc5ncQEVL9P22mXKbJMXKxWqWF82av2KpS8AXK5G7SmJPZZW2CbsQjnUyc9AE1+OBOQvkgPD55NwpKYf8HPj4B7j2bPj7X7mcOuYnJp9pyfDXZBg1PlF601C4LkyYtqIglpwk18vCxSofbGpCIXjkFQlv8bEmJQGOyhRvvUClWMlJkJ4iUahm+VJFFXTvuObHGzdZoeHllRKI4vuqrtay+4epu53jwBNvaJ38WJh5SpLKxh58KbEOQM/u8P4jMGm6xtenR+J5OvZAOOYAiZAnXKVSugVFEiRAgecPvKCubNVBPa/t82CTrhKmCherfLF7p3pe4Cak/xYqmfv4e10r19V9vvYsGPmnRNWCLFjaH9w88BXAsr90HTfrsf7G+ekPcPuTMH6qPtN5Ocq7uu8KXfeRBfB5BIq80D8ZDm8DbW3mZBjGBoD9qDMMwzAMo9kQiSibZdR4uUtcF2bMhW6d1IWspsAxZSacd6tEnUhMADpgV/jsKU04fT7olA9Pvgkffa9977UjXHwS5LdVflDh4trOmnBEE8a4o+g/V4Gj7b3eRCWN16fxhUKJfUQi2iYS0femzlZYdU13Qvz7k2esm0hUVa1Q7fRUTWodJ9FJqrSs9nlFohp7cynpKSmHssoVXU1+H1QFoXCJRKKSMnWSe/9r3fuAX8JdRSWcfsSaH29psb4uK9Ux/sPRczO7QI6fjDQJSpkZtbfPSNNzuLxY5fFAn03070nTVQL317/QpT2ccaRcRRedCP93O1SH9Ow4jgS76qDC0qNRXYcFRbo/edl6dlKT1/z8mhOOAzedp8/ij39IFN1noDq63fEUTE+HyiHghMEJQqgbzOwGn85efyLR97/D1Q9KKPb75QQsXAL/TJGo5/SEcTuB60BmEvzeAd4thRc7QTubPRmG0cqxH3OGYRiGYTQLQiG44j6VZoUjMHOuvm7cRRPz1z9R+/q+vTWJvvpBqKiGdrnaPhqFj77TxHzvnfT+1Otg/BS5QhxHocfjp8BbD8KFx8M1D8pN4verfCkYgg550CZNrpv0VC2rDukYKfHubmgMPp9KpJJjJWgZaQrt3nMHCQj5OXWHI/u8KqGqL5+PUK5LdVACUJ8eclG1y4WTDlHOj88rISsahcpK2HfnRK5PU5OZrvK3hcuJdKGQwqk75sFjr8FLH+i+lVbIfdUxX1k/N52nLnJrymY9dL8C/li+lEfvceVUSk5K3NsOeRJs/DUEtaqgxhvw173/SdPhtOt1rTMzJA5edCfcfqGErq4dVELmcfT1t7+gcKm6/i0pAZ+bCF/HhW03l5DZUnEcGLClXjVJT4GKvcATAk+VlnnLIZQMbwOXrafxPfO2nH8O+pyAROmiZepE5z0ckhzwhaCiHBZVg7cHvLAMrlqHz61hGEZLoJ49HQzDMAzDMNad0nKJP5fcCefcIhGnfa6EGRdN3hcUxkp/HDkRXFch1XMLFB4cx+NR17EPv9X7sROVL9MhT0KE1ysRZUGROmb93/Fw3rGxcOqwBIADdoMh+6qcKSvmJslIV56M16N1/F5omyWBxuuRwFReKeFjWYmyWC4+Sdtu31cOmMLFEhCiUTkW2mbBrqtNBaibyTOU5eP3qUSmXVuJFJferWtzy/lwxN7KUiqvkPNmx63g5bvqe5caHp9PYejxzmaRCFRV6T6cNUQles+/J0EoLwe27Kn7OHAbOcUO3mP1x6hJx3w4Zn8JUFVBCQTVQYlm4Qgcd0BCrDrjSD2XlTERIxiUE+mIfeDe52Hv0+Hg8+Cl4RK1QKJDNKqxBvx6Xtqkwf9eUeey7EzIzZZ7jVi+VVUsl6dbR513OATlVerOd9uFDXapmxU9uoOTD26F7r3rqrTPH4KCWCZTNBoT8BqROQUxoTD23nV1D0pKoToJQm3AG7u3SQE9D/4g/FTRuOMyDMNoDpiTyDAMwzCM9U4wqLKcGx6GoqUq7ZoyW2VEbdKVW+KPCTvBoESYrAyYPldCzMomkQ6J780vjGUILRdEG42JTB4P3HsFXH4q/DEBZs+XeyM3Sy3W01Nj5U9V2iYzXYG7nfIlBvi8co3sOxA6t5dLpHsntTaP5+z4/fDEjTD0afjlTw1w2z5w3dkSp+rD+1/pvOLbO47GM2WWMnB6doeX74b5C1U61XsjubGaG2cO0fW562lYsEjC2SUnwQUnwOnXS9CJCzeOo8ye38bpHmTU4zfYS06WC+3e53RdMtJ0zGP211ji7LmD7s9jr0vcSwrA6YfDVyMVet02S6VyD72sYOo7Llb21PKlfGmpClNvmylBKhgExyPxKDlJ+/B6JRK1z1Xp0xlH6nlsreHJ22wKKb9AJA0iFYAjB1ckGdqh8tHf/tJn75j9VFK4fG5YQ7DFJjBijH5eRKMSgcJhfc7dSnCrIOQqowx0PyrD0LYFBokbhmGsLSYSGYZhGIaxXvn6Fxj6FMycr0l0bjZsurEmz5VVKtXx+zRpw9Vf+z1OLHfI0aR9o85ylixalnATRaMSEA7YTe+7dkgE59acdHsclfnEGTMRbnlME3kn1qXs0EEwZpLGU1wmQaH/5iqfGTdJokD3jjB4FzjuQI1lZbTPg4evU6cul/qXfM2eLyfL21/IIVRaARt1kpDixLJ1SsoT63dsp1dzxXHUWv7Uw1b8XvHy2UHovsWdR/W5ho6jTKq9dpRgU7hEz05a6orrHbEPHLIHLC2ROPjlSDnXOuZrnSQkbnw5UsJOt44wcXoirygSkdDputCzKwz/RqJi1JVLzuPR+cxZIDHMdWGXbeGC41uvQAS6fkMceCMVUrzgjULQA4F0qPgIxkyTYBYKw7PvQMFiuOX/Gn4c5xwjYTglWTlVwVDss+8DjwvOX1C6LeREAReiDrhJcEJmw4/FMAyjuWHlZoZhGIaxgVFaBvc8qxbvV9yrier6YvIMuO4hTcji4dDFZerIlZ+jiXMwKOEoHNHkLSVJIb5FiyXKpKZo+zsv0V/6C4rUwrpwsQJy995Jx+rbG7baTOVl1UHta0GRJvS7bKt1Fi/TNZgxV+6imfPlVHrva7j/Cvj5VZj6Ofz9AQwbqvKxvybHxhaGNz6D466QgLM60tPqLxAVl6ot++/joXM7iQzzC3XdcHV+Hg/07l6//Tc39tgh0QksTkmZzj0vZ933HwjI/bW8QFQTX6ycLxBQjtXy2VIej8rGZsyVUFRVrfDroiXq4jV+ikSOh16SQy0SlVMuFJKItElXbbPzNnD/lfDkTSt2pWuNPHsgXJYN6engZMHGHeCIpZD8r663xyOxrX0efPajhOSGpm9veO52lWWmJutnTIc82LqPSgN9n4FnHJT79WrbES7Ogz2bSaaXYRhGY2JOIsMwDMPYgJi7EHY6DhYvJVabBc+9C+/+DwZt3/jHf//rWOemFP3VvhJluJSWSzDq1B5mzQOvo/Ky4jI5CxYuUfvxK05N7GuzHvDBYzBitBwfW/bSK+7EcBx48Cqd3/BvJOwcvhecc3SihOXdLyQOJQW0zHUlNpVVqD35cQcmjue6cvL4fJAbcy+1SYeCRfD023D7RXWf878z5Yr4+1+Vo512+IqBvqvjy591ju3zJDAsXCzX0OJilUAF/HD1mRKiWgPHHwjf/KKuY0l+CXIBH1x3TtM4bTbqJKdaTVxXyzrk6Vm86zIY+iT8PUVj7dVd92ppscShzAx95PwBueRSkiUyTZwG916eKK1zXS2bvUDOm5rPdGvA44HbtoWbXaiIQpoHLv0SkpJWXM/rlRjarhHCorfoCY/eoM/+yD8lTANkZyi8et4HsEcV7Lc/DNkGMqzUzDCMDQQTiQzDMAxjA+KSO2HRkpijJTbxrKhUaPTkTxv/+AsXq5wLlO2ztAS8roYSjOgv+iccrL/wt0mT62dOgVxG3TqtuL+MNNh/t5UfLy0VLjxRr7r4cbRKwGpm3wQCcrGULhdSW1GpUrjlu5LltInlDdXBpOnK14lENdY/JsBnI+Rk2HVbOHJfCUerY8bchJPF65VwULhELrB+m8Jlp+hrayGrDbx0F3z+E4z6G7p0UPlXlw4Ns3/XlYsnKVB397nl2XdneOYd5We1zVTZWNFi2GpTlUqCytgmTYdlZRJ3HEf3zeuV06uySsHqTswtN2Ga/j1pBhx4Ltx3pdxFl9+rXJ64MNS3Jzx4TfPpTNdQeJ2E8LLFJvDzmNrfj0T06ty+YY87dgI88Yaue7eOsPO28MMoOQ0Dft2v5AAcNRieuKlhj20YhtESMJHIMAzDMDYgfhgd+4t9DWdCSpLyVuYtVCeuxmTnbeT8AXWu2qizJtLRKFRUwA5bwdCL5bqI034VeT/rSsSVmyMaTYgF8Qyj3t1qr5sU0LWKd0KLUxVceSbR029JIMrLkSgxY66+/jxGXdve/xoeu0FlcXXhuspAmjBd9yfg17XxeiVWOcDN5zfPYOp1JT1NItqR+zbsfkeOhQdegBnz5AQ76RA46WA9A/F8p+XJagPP3Ap3Pwuj/9H1P2gQXHpK7fWXxbKU4styMuXec12Jo5GIlldWQ0aqcor8PnXTu+B27XPk2ITI5LowdhI8+gpcc3bDXofmxCF7wmufSERumynn2NJiGLJPw5QXxhk7Ac6+Rde8TZrKSydMhb0Hwg+/a51IFPps0no7zBmGYawOE4kMwzAMYwPC59VfzJfHcRKhu43JfrvAO1/Av7PU/js5oBDpY/ZTl6muHRt/DDXZsR+MHg+LlsZacseWd8qH7frWXtfnk7vghfdV/uKNXcuyCgkNdfHnpITgNXuB8mhSkmO5SzkKs77rWXj9vrrFiSffUCt411WHtzETJOR1aS8X1l47tk6BqLH4azJcfKfuQYc8OXzufBoee1XiX0WVnsnunXSvj9k/4XzbqDM8ebNEPo9Td9etnbeB4V8nhMY26eqWV7AI8rJVxgQqR/P59Pxs0kXPyMJF8PKHKnuqWTKZlwMffg9Xn9W6ys5qkpcDLwyFR1+Dn8boul1yEhx7QP33OX4KvPqRykm33gyOP0gd6/w+iXegklavR66iz56WUzArA3p0bb3X2jAMY3WYSGQYhmEYGxCH7QnD3tck1fEkxIcteiYyORqT1BR49jb48Dv47je1Ez9iH+i/ReMfOxqFP/6Rs6NLe9imDxy9n8aSnqrvh8ISf644TWNdnrOPkrAz/Fs5jxwHzj1G4ldddGkP0+fJAbSkWIJD1JVY5/VIHJg2W0LT8uVEs+bB8+9LTPJ5oW22nEgFRRKp/u84OOGghr9OzZGSMols+TkKga4vw97X/Y23q68Oyr2yoEjCUVWVhMJIFB58SWLm8o6SVYVL77yNsrN+Hqt7HolKdDj1MIlKk6bD979LNIpGYePOiY5p0WgigLwmHkcOpOW79LU2unaEey5fu22KliS6ztXMLfp5DFx6N+AomPrtL+DTEfpZl5tVex/pqbEuc8nr5+eQYRhGc8dEIsMwDMPYgLj3CrV8/2sy4KhcKS8HXr1n/Y0hLVUOgXVxCawtxaUq55k0E6IRTcQ36wGPXg8v3im3zsixuhYnHiyHTl0EAir7OfdYTVA75q+6Q9bpR8Ild0mUC8TKiqKugpAdR6KU36dw5uUZM1HCgC+W2xLwQ++NNKk95yg5I1ozs+crKPzjHyQStc+V+2yvHeHG8+rXCWz6HO3jv2Ms0LMQDkN1NaSkSKwpXCwn2ec/wZlHrrnDzeeDB66SEPTNryppOnCQMqTijJsEp1yr84lnYUUiEm0H76KcrJrli4uWwm4D1iw7aUNhaTGcfbOyhAJ+lQMetidcf46E2Hue0/MRFwPTUyXMVVVLKKpZzlpZJfHRX8dn0DAMY0PERCLDMAzD2IBITYGRr8G3v8Kv41TqNWSw3BWNTTjm0mkKN8Rjr8E/0zT5jme9jJ8CT74p19AN567d/rLa6LU6du0Pt5wPD78qMam4TKVMndtLjChaAsfuX3fpUkqSXCTL4/HU7XJqLQSD8MircOMjmsDH87NKyqBnN/jiZ03+rz5z7fe9ZS/4cqRcQyDRzhN7HuIijMcD1WHdH69H2UVrUwbp88FeO+lVF317q8veB99JIHRdfTaOPRBOOVRusTkFic9JfrayjwxRXAp7n6EsoaQAVIfU6e/1TyW8HX8QzC+Cdss5zrLbQHGJAug9HglHlVXKkbqhibrmGYZhNEcc13VXv9Z6on///u7o0aObehiGYRiGYTQgP4yCh1/WZLt9rlrQHzRozSdl0aiEgelzNMHesV/CgbEmBIOw84maJNYMnA6GNGEc8Upi2cx5alf/xz/K/jnlUHU/WlciEU1uX/8EXvkIcCQMDNoebjy37tb1peVwwDma0MZL0corVZL04WMq1WttRCJw0Z3w0nCdazwnyhsr7fP5YMetNLn//sW1z9GaNhtOujpRBjZ+qlwp+W31NSlJTjOA7bZUN7OX75aDqyblFXIKTZujVveDtls74S4aVUnU5z/p3PbbFXbop3OsqlYp5tTZEhT32H7VbrUNjefehUvvkvMnLm5HIuBGYfOe8NWzsOdpumY1P+/LSlXed+LB8MgrCoLPzVYJ6aF7mUhkGEbrx3GcP1zX7b/a9UwkMgzDMAyjsfjlT7jgDpX4ZKTJuVEc+8v9oXutfvvJsfbg84v03ueF/psr6Hl12TThMDz9toSZsROVOdKjayJ7KRSWEPPzq3o/ez6ceLUEiMwMdaCqrIJD94R/pmpSuWUvOO9YZTjVl5Iy+OBbdXNatERlMcfuD2cO0cS3qlqh1LlZ8Ne/cMW9EkxA7qKhlyj3pjUa9satAAAgAElEQVTyy59w3q0wcXqsBXo0lsWD7r2LsqSiUfj6+dplQ2vK5BkKBB87Sc/ljLn6On2ugsVx5LDzeGDAlvDEjbUFhAVFcMYNKklzHI2pQ66yttYlL8lYM06+Gt7/RoJeTadddbUcen8Nh0dfhReGy03k8+kztaQY7r0c9thBz1S85b2JQ4ZhbCisqUhk5WaGYRiGYTQaT72lidzCRZqcJwXUWejx19X2elUTtFAIjrpUAlFasjJbwmH47S+46VF44qZVH/uJNxRUnJejMrOCRRIf+vaSuLBoqQSgOC9+IFEoHoCbnASlZXDvc2pRn56qbmVn3gDP36FMo/owa76cDCnJKpuaNgcuvw/uf0ECyNyFEkFSk+G0w+GtB+TCikah36b1y+JpKYybpK9eTyynJ1YKBspy8ng04e+9USJvZm3pvRE8eE3i/fgpKkeMuhLnfF49pwfsBheftOIz+vDLKhNsXyM3aEGROmfd8n/1G5Ox5uRm67NYUVXDSeZCOCJRz+NRmHx1CN77UiJeUgCuPE3OPVh/3RwNwzBaIussEjmOcwFwPhABPnFd98rY8muA02PLL3Rd94t1PZZhGIZhGC2LSdNh6hwJHNEoLF6mvJWkADz9Jpx51MoDef+YIHdPSpIEIpArIByGL39WqdjKSnwqq5RRkt9WuS8bd1EHsdJytbvu3lHh0ecdU+N4/0BGTHgor1Co8ZwCTTKDIQlLbbMkEDz7Dtx/Vf2uycsf6pxTknSOobBEsAVFCmlu11bZO5Omwzm3yB2xx/Zw3dmtWyACCQBerwSYmfNieUExoSga1XOTkqw8ooZygGzRs7bgWFUtoaiukkbXhW9+W7ETYNts+Hrkhi0SlZbLcZearGvaWEHbR+8HX42EeYVyD3k8KsHMbgPXxnKq/H5ljZ1ztMoI2+WaKGQYhrGmrJNI5DjOIOAQoJ/rutWO4+THlvcBjgE2BzoCXzuO08t13ci6DtgwDMMwWh1uCELjgCD4+oKnnhaJZkg0qkyggB/KqzSx93ogElZodHIynHxo3dsWlyZcJMsTCq/8e6D8kXBY+ygtl7jStxcULpXwcPdlMHBrCUEvf6SJpMcjcSgagXGTVeoUjrlZJk6XcJCdKQfLP1Prf01mzJW4VbhEbqmkJMCFYFjdsJaVwJ8TdY5JAYlbYybAWTfBew+3bqFoj+0VWp3k170oWgLEys0yM+D0I+D842Cjzo03htVdX79Pz0bNsPdotHb+jesqGP7tz2FpKey5PRy2V+vNFnr/K7h3mK6D68q599A1ylRqaLbrq6D5e4epXLO8SmWgz9wKPbvXXjcjLZHnZRiGYawZ6+okOhe4y3XdagDXdQtjyw8B3ogtn+E4zlRgO+CXdTyeYRiGYbQ4gkFN9LPa1PHX9dBEKLkY3OLYAi+kXwfJ+6/vYTY4ZeUSWaKuzh/kygH9pT8jHV54H044qO7ualv0lDCwrETXzXG0g3AU+m+x6gl3OAz/zox1r/LE2swH1LL+8H1VdvL5CJWtxTtblZTCouJEx6mAT+JEUkAC0bQ50L+NxIt+m9b/umy9GQz/RjlDcYdUJKpz8/nkggpX6/ziIlt+WygoghF/aPs3PoWRYxUEfuwBKrNpDeRkwWM3wPX/07OT3xYyUuGSk1UauDaB5Y2B46jV+uuf1u6Ut2ipQs7jvPSBSgoDAT1Pf02GT3+E525PdFZrLUycBnc+o59vcbdO4RK4+E6Jmo3hKBoyGPbfVWWY2W0UMm8YhmE0DOv6v9pewC6O49wBVAGXu647CugE/FpjvbmxZSvgOM5ZwFkAXbt2XcfhGIZhGEbzIRxWWdKrH6scom2WMk723Tm2ghuEkgvBrQJPLODErYKyW8DXB3zdm2ro68zPY+DqB2B+oSbRoXBMrPFCckDiSFqKukdVVdct+HRqp2yRe59XaRloX7nZ8OAqSr1KyuDQCyQQxcvcwmG9Chapu1FlFdzxlISqlJhzJDcbwjNgwSKNNRJVmUppucSi8ko5lIJhOOPI+l+bEw9Wt7bFxcrdCTsSRNLTNMZIJCGahcOJLmbhqLpzPfiiJuEZaZok//iHgsAP2XPlx2xJbNET3n9E2U1+n4Q9x4FZ8+Cj73UPd+gHe+3YNK6qc4+BKbNh7ISESLRjPwWPg9xrj78ucbRoiZ73drnw7yyVSbaW+wSwZJkES6hdztU2S+WTE6atW8j7qkhLbbx9G4ZhbMisViRyHOdroH0d37outn0OsAMwAHjLcZyN12YArus+DTwN6m62NtsahmEYRnPmmbfhmXcUnJwVc6Bc95Bab2/fDwj9AW4JePITGznJEF0K1V+B78wmG/u6UFwKV90vF0Wv7nJRuFEIRSA9RV875qp7WKf8VbcOv+oMlZc89RYULYbdBsDFJ0Jmm5Vv895XMH2OysIiUaiqksCCA/k5ElcmTpdwlVVjP44DuTkSiHKy5FBwHAlds+ZLDGjXVkLfNn3qf326dIAXhqqs6sXhEqB6d5fb6t+ZGidhCUfJAejaQcf2edWBq3AxdIg9Mumpuo4PvAiDd2k9uSuOU7tU6ecxcPk9uo8+r1rHv/EpPHXz+i/hSkuFJ2+CCVMVMt61A2y6cSIjadwkuc7CYYmhrqv1sjPh9ifho+8kFB80qOWWDv7xD5x+PUydHesS5ksEscdxnIS4axiGYbQcVisSua670ga1juOcC7znuq4L/O44ThTIBeYBXWqs2jm2zDAMwzBaFZGISoC+/kUT+v13UzlQKASvfiKBKJ5VkpaqjjvD3o+JRG5VnfuM4jBuQhl3vqYJ2OCd4fiDWk62xq/jNO7sTL3fdGOYPBNCpVBWqUl1ZoZEkZvPX3UAseMop2aP7df8+D+MUjlbJKJrH7/+8ZBbn1fhuq4ba69e4/jhCOy4lVrPV4fkMsrL1noXHA+nHl6/wORgEF75CN74TGLhbgPgslP0euw1+OQHCQkd8uQiKlgUcxHlAw4sKIRtNtfy5UWRlCSV9s0tgB6t0JQdDsOtjyu/Kj1Vz004DKP+liB44iHrf0yOA5v31Gt5fvtLTrW01MSzUl6uIO6FixRI/uZn0Lc3fP0cpKxCJG2OFC2B/c/Wc5yaooyx0gqd9+4D9NmrqtZzvPkmTT1awzAMY21Z13Kz4cAg4DvHcXoBAWAR8CHwmuM4D6Dg6p7A7+t4LMMwDMNoVrgu3PCwSkj8frlWhn8L5x4Nh+4lYSB7OcdLajLMWRB74+8HOCo7c2IWEDfK/IVw/2s7U7hEE7Bn3oERY2DY7XLnNHeWD5XOy1Ep15RZ6igWd4mcdnjjZOnkZsuttXCxBCFiJUHhMGy3pQSqNuly9MxbmOhUFQzK8XTJyTB5Bjzxhlw7Ab+6oJ1yWP07at32pISgnFjw9Ve/qLPZm/fD0EtUjjjyz8RYNt8kJioshj4pcPyBcNwBcOsTMbdRDSKxsOCsVbirWjKzF6jMLy9H5UvzFupeAlw0VKLeJt2adow1+XuKBN2qWGB7NKLSRxfd57QU/bwYOwkuvltuqJbEY69JqEuPidZJSSrBrA5KDM6LPcM3nNt6g7oNwzBaM+sqEj0PPO84znggCJwccxX94zjOW8AEIAycb53NDMMwjNbG6PFqxdwuNxHOGg6rNGrAFir9KSlXx6o4xWWwz06xN54cSLsMyu5FU0iHqmCUz37fn6WV/f9zDqUkw78z5Fjac8f1eIL1ZMAWuh7BUMLFE4nqOjxynSb0/0xVe/txk+SoaKh25gD7DIS3v1AXs7IKCUXhiErbhl6sdRxHuUYXDVUrbcfR68rTNZ6+vRWUvLREotK6lHHNWwhf/CSXUPw5aZ+rzJZPfpBL7N+ZtSfUHg9s3EXOmedul0ACcOz+arVeUSkXRyQiIWnfgYnsotZG3PW1oFDPjOuCxytBr7QCDvk/GP9hwz5D60J2G7nlFi5W6WVZRSKw3eORYJQUVYnWZz8oQ6tNC2poOHF67WvtODGXo6vn+qjBcMBuKjU1DMMwWh7rJBK5rhsETljJ9+4A7liX/RuGYRhGc+b3vyQ+lFVIRIgLCXMKYMilEinmLoTO7aBze00GAz45aP4jZQh4e0DVcHD8/DlzL577cnvychKzMMcBHBg/tWWIRO1y4dKT4f4XFBoNymY59TCFUZ9/mwS2+MR5y57wv2sbppzu35kKpPbGwqBdVwLVXjvBC3ckSuBATqJ3/gfjp+gebtGz9mTd71d3rXVlxGi5gibPlItkky7KVPL7NOEGleSN+CMRog0q2UlNlisqTt/ecPtFCvMuWqLru98ucE3LjK9aI9rnwdZ9lEHkuipjij876am6tiPHwsBtmnSY/3HkPvDTGNish8rLJk+HyqB+HsTFyOogeJL1jBUtaVki0YAt4OMfiOvaItYh8NJTYMi+TTc2wzAMY91p4kaihmEYhtEyiUbh5z9VQuX3a/KanyNhoqQMuneG3Cx1z5oxV66PtBRNFG97Ak46BHYfEMap+B9UvYNmXH4C3m1x3TosEa7EppbC0furlOy733RNdu2vSfPDL8Ovf0HHGu3Dx02GR1+Ba85e9+Pe+bQm4H16Qq+IHDdLS2CXbWoLRHE8HgkvjcWov+GCobB4WcLZVLgEtuot4axXrEzqtMMlEi1ZJgGpsgpKSuHy0/R81WTfnWHPHeRQysxovWVmNbn9QnjnCz0vceExJVlCWygsh1FzEYl23lYd0J55W/edWA5WtEYGVvw8crLkMGtJnHo4PP6G8rGSAzqX6hD06AKHtaLObYZhGBsqnqYegGEYhmG0RN77Cv6eDD6fcoOS/GqdPm+hJq85sYl7u7ax0pNFmshOmqHSo3NugdGjnoHK18DJAk8eOCls1elGNupQQMEiTSJdFxYtldi0VwtwEdVk4y5w+pFw9tESiECZTblZiXIVx1Ep1Yff184xqg/lFcqDiZdd+bxyaLRrq2DxpuDK+yT4JAd0rl4v4GqcaSlwwO5ab7Me8PQt0KcHLF4Kmelw8//BMfvXvV+fD7p12jAEItAzcsphyuRKT9V5pySrvDPgb1yhb21xHDjjSPjsKThrCPTorKB6n1ef6WhUknBetvLLVtXdrznSNgu+ehb23lEiq98PQ/aBES/ruTQMwzBaNvaj3DAMwzDqwasfq116RrpCjoMhwFVGzOabyDHicZQzs6RY7pGU5ISjoLzI5YsRi9lm41y8Tux/x04SHm8aj150M3e9/RQ/jpZwskVPuO5suUZaGsGgSu6yMuSaCIfl/qiJx9F1W1d8Pl3fSKxNepxwpHYu1PoiGIR/pul8/X6JRdXBhJPk2rNq5wj17Q3P3Lb+x9lSuOZMePtzfZ6iUcDR18EDoU8Dd9GqqoaHXoKn35IbqH0uXHginH3UmgshOVlw/nHw7W9QWQ07bQXT5mh/uVnw8HVw4O4NO+71RY+u8MFjK3YHNAzDMFo+JhIZhmEYRj1YViJXQ8APXdoroDotGabOUfv0eGhKUkBh1R4PJNfIm8EX4d0fDubMQ8fRLqcqsdxJJrfNNO67Um3NI9GWKQ4BfPQd3D9MXZ6irgK7dx8An46oXWKzaCkM2n7dJ5tJAeXzfPSdcmycmIhQXArnHLVu+64PPp8cRHFhKDVFGUOhWGeujTqt2/5dF6bPkUDZs1vrd3HkZsutcsV98Pvfcu8dvR9ccXrDChWuCxcOhdc/0X4Dfpi/CK77n1xeN56/5vvKzoRnboWhT6usskMenHAQXHVGy/1c18QEIsMwjNZHK/91wjAMwzAah4HbwPCvVWIWiQCOSsrCYQh75WRxPHIUhcISMKKRCKHqSgB8gRSqw0nMWZheWySKLoWkvYBEi+mWRDAoUWjSdLj1ceXr5KVL7PpsBAwaAF3by10UjkB5pQKrVxV2u2SZQrtTk2GrTVcthlx6iu7JmH8kzEWi6lJ2xD4Nfqr/UVUNz78L73wpx8ig7eD/joeO+Wpb//ArCiz3xFxk1UHo17v+bdtdF978FG54RAJYVqyb1tCLYbu+DXtuzY1uneCtByEU0v31ele/zdoyaTp89bMcbsnJWpbq1X1+9RM455i1CzTv0VUd6krL5SqrJRYbhmEYRjPDRCLDMAzDqAdnHwVPv60JfyAA0Vi5lNerVuvVQbXnzsvW15KSSpYuK8JxXHAhioPPaUe7rEUQKQQnFdxy8KRC6llNe3L1oLwCzrhBQlAooslwfls5ekC5Te3awogx8OFj8O6X8MCLCbfPebeq+9k5x9R2J7z2Mfzv5USJVm42PHytJt51kZEGT9wIU2epBflGndVRrTG54WH45leVjmW1ga9+gTETJGbcdqHCzb/4Wes6KKvp1Xvr78K4fxjc9qSum8+n8yyvgIvuhOGPqLvc8lRWKcA7N0vPa0tn+TDvhmTmPIl9ywtQjpMon6xP17uG6N5nGIZhGI2NiUSGYRiGUQ98PolB4SiUlimEuDoIcwtgxrxYoKsXloahqrIcN1iO4w2AGwEH/P4k3PJ5pOTcBklvQ2Q6+LeClOPB27mpT2+tOeQCGDkm1nHKr3K86eUSyXJiXcW8Xk20S8vhva8l3sRbf4cj8Px7Cvjdpo+W/TUZHnxR2S6BmCiwZBlcchcMf1TXuC4cB3p216uxmTEXvv9drqG46NM+V52fPh8BR+0H7z4MU2bCL39C146w8zardkNVVmndkjLYsldtQWzeQnjuPYlN/wUeu3JkLS2Gr0bCCQcn1o9E4Ik3VDoVicrRdv6xMGSwlQqtjA55cvtUVi0nRrm6bx1bWDcywzAMw1gbTCQyDMMwjHoQ8McmjDkSK6qqYfR4CIblePF6JXxkpIFTOQtPyRTadB5AKJoEOOSkFJIZ/J2vR+xEm3Z3UFElcWTj9KY+s7Vnykz49U91nXJiwk1yktrPT52VKIGqqNQ6i4tVhpeXk9hHvDzvi58SItEnP2hZoMZEPSdLzpkJ0xTo3dTMKZBLynHAjbVmdzxaNnlmYr01Fa0mz4Dzb5NAFO/2dsQ+yrBxHJ13NLqcwOPoVVGlUOeavPA+DHtP19rv13N693PKytl7p3qfdqum36aw3ZZyxVVX6/mrDipm7Ih9Eu44wzAMw2iNmEhkGIZhGPWgbRYM2Bz+mKDSk1nzlTfjcSBK7GtU4dPts1wWLymgQ2AcFU43oq5Du9QFLC3+//buPEzOqsz7+Pf03p19T0gCCSEEwo4JBFGQfZNNUHBQERwBN1R0EAQdEF8HEYwbqAwYwREZF5CojDgsI8gAmhhACPsaIAnZt967z/vHXZnuAIE06XT18v1cV11d9dRTVac6h6L71/e5TzNfuyrTb0QEAiUlcMrRcPaHelaVx/xngNQWEEFbJcaqtVE5VN8QVS2XnB3fm41paW27vq4uwpbXSil+ae8Oxo2ChiaY/3SEXxDVU/2qYfs36TnU0hJ9ha7/XQQ703eOf/cvXRHfq/VLxlpa4de3wYzd4D17xS5x1VURWLTfWSoXlp5N23nD1/jZbBg2pK0ipqoygrpZNxkSbUxK0Wz6wu/CL2+L/4YHD4wKrC+eVuzRSZK0ZRkSSZL0Nl30afj01yMgWrQEKImeOWtr26pAUoJJU8ax+OXteGbt7lSUZUiZpXUjqa8dwZ7DxzKiUJmw/pf6fffY8Jf97m7XKVHM0toSzZkhAq+Kcthx22hUvdVIOPlI2H3HCEGqKqKPTr+aOL+lNUK1Q/Zpe94D945qjvZhSF19NIGeOqlL3+JGjR0VVT8Ll0Zj7ZRg4avRdPzgfTb+uCtvgFk3x/eooiyq0E45Nxqfjxvddl5pSfQQ+v3/REi0x46wzZhYzrdidaE5d0t87w6eAXu3a1zd0BhzcfRreuFUVcZ430hTU1QkDezfs4LKzjZoAHz/Qph5XlQEVlb07e+HJKnvMCSSJOltGjkMbrwCHno8lgiRYlvueY/FL/+Z+AW+pWQQafgMSluX09ocpTKtrZAGTKKkoub/nq+0NH7pv+3enhUSTRwXgchtf4lfpstKI2iorICffgN2mbLh+VWV8G/nwBe/BauXFBowl8YOZ+1359pvWgQjf/5bVB+tX8Z3ydlRTdMd/GUuDBkY41m4JAKFUSNgQA08+QLsM+T1j1m9NvoKvby4sDMebTt1ra2NyqLRI2Dk0AgmEm0VVmVlcOVX4LxvRxXbqjUx1875KHzipA2bLVdXwYSxsGRFW+8niIBpv2kbjqm5Gf79V3DDH2J3ujHD4Qunwf7TO/O71fOUlb15/yhJknob/7cnSdJmKCmBPabCZz8cvV4GD4BttoLnX4GmZhg2EJathInb9GOr4RUsX15HAsoqq5n/bDnLV8XStfbWVyH1JDdeDl/6Ntx4a1T77DwZrjj39QHRevvsDrf8AO6ZG8vK3jEVdth2w2qNsjK47Atw/0Nw798j6Dj83RF8dBcvLY5lhhPHRoPu2rrYNr2+Hl559Y0f88IrsYPW+iohcizLa2yKsGzl2ri9ek00ra5vhCP3a3v8uNHws29GyNTYFN+PN2rinVIEPZ/7t6gq6lcdS/8qyuGM92947g9vhJ/+NirhBg2AlWvgYxdGf6iJY+F9h0SAZzWNJEm9myGRJEmd4MTD4IWFsbV7TRVM2CoqbE55bzRb/vJMqKkpp6YmmsO0tkJ6Pr6ut37Z0GH7Fuc9bI7KSvjO+XFpvzzszQwfAscf/ObnlJbCvnvGpTuaND4qfebMjwqhRAQ2ZWVRYfRGFiyKf+v1W9E3NcftlGBQ/widmlvgxUVxznv3j6V37aW04bK0jdlnd7j263Ddb+HZl6KC6NTjNgza6urhF7cWmluXxRx8/uUIN++dF+O943745Afh9BPezndJkiT1FIZEkiR1gtJSOPdjcPr7olJkzIjowwOxlGfk0FhGtH47+IbG6C1TVRn9jFpa4zlOPqJnLTV7I32p2mSvXWK7+8VLCw25C8vDBvSDux6AA2e8/jElKebBqrURyjQ1RTCUiEBx4rgIaJathDM/EOHM5nxPd54M3/qXjd+/ck2EVOWFnwqXrYzAq6oy5uXwIRFk/fiXcNxBMUZJktQ7GRJJktSJhg+JS3tlZfC9C+Dzl0bfmpSiWfHM82JXq3vmRg+fPXfctG3S1X3ccT+sXgfVlRGkkKCsJJac/el/4V8/9fqeNrvtELuXDR4QDaRbciw9q6yAUcMirBk9PMKkaTtt+dBt+OBYilbXEO9jxep4zZZWGF7oZVReFsfmPwPvekccyzmakFdWvPFyN0mS1PMYEkmS1AUmjoObvgePPRM9ZqZOamu+fPQBxR2b3r6bbo+Ap6qyLSjJGWpro1/QGxkzInoCXf3LmBctLfDk8xEaDegXj1+yPCrR3rHTln8P5eXwmVPg6z+GhqoIpxqbYwe68aPb3lPO0a8I4J45MPM6eHEhDBwApx0PHzq6b1WRSZLUGxkSSZLURUpKYKfJxR6F3swjT0V/npcXw4xd4f2Hv76xeHsNjbH8atnKCFUohCTNLTBjt43vjPXPJ0YAdOvd8Ryf/RDccmf0/wHYbQpc/Jmu21nr+ENg2BCYdVMEPavXwdZjIshcH1pts1UsXZv7KJxzWfTeGj0ixj/zuqg8+uhxXTNeSZK0ZaTcjbZQmTZtWp4zZ06xhyFJkvqYOY/AzOvh9vuiefSoYdHQecTQ2EnstUsI1/vFH+DSayJEqa2PQKWlFQbUwLzfRIiyqXKO5YhlpTByWOe8r7frL3PhoithbW2Ma4dt4dJzogrqk1+DBx/fMDxraIzL7ddGZZIkSepeUkpzc87T3uo8K4kkSVKPtHRFfN1YgLOpvv8f8I2rI+iB2Hq+vgF22R4WL4Mbfg9nf/iNH3v8wXDnAzBvfvTyWVsL/fvBDZd1LCCCqOBZ3+y82N71Dvjj1fDMguhTNH5M21Ky516KHkbtVVbAytWwZp2NrSVJ6slsMyhJknqUF16G0y+AI86AI8+Ej54fW7a/HS++Al/5XoQ7EEsCm1oiHFq+KnoE/eXvG398VSVc9ZVoMN3UAv1rYHD/qMJ57qW3N6buoqwMpkyErbfasNfQLtvHcrT11q6DB+fDUy/AmRfDn+6N6iNJktTzGBJJkqQeo74BzroYHnk6KohGDoMnnoezLor7Ouo/fhfhTnVlBCEpRePmlpbY2r6hMZaevZl75sLfHo1+PVO3g61Gxfb25327d4YlHzshmnUvXRHVQ3Pnw/LV0YT71WVw/kz49W3FHqUkSXo7DIkkSVKP8V93w0OPw1PPw30PRaPpftVR9XPP3I4/36Kl0Ws6Fbagb22NoCgDLc3Q2AinHP3mz3HLnVFRVFoSO5o1NsHQQfDcy/DCK2/jTXZzUybCtZfAXrvACwujB9GuU2D0cCBH4HbVjdC0kd3dJElS92VPIkmS1CO0tsIV10WVTr+aOLZqDTz0RPTyWbay48+57x7ws99FGFRT2MmrvjG+Dh4I558Ru5S9mabmCIYeehxWr41jA/tHUNTS0vEx9QQ7ToLvfjmW+a2rg5Vr4P6HoDVDbo3g6MkXYKftij1SSZLUEVYSSZKkHuHBx2N5U1lZhDiNhUqVxqYIKqZM6PhzHv5u2HX76EXU0BTPXV0JB8+AB/4TTjj0rZ/j4H3gyeeiT09FRVxWrI7t7F9dDsvfRnjVU2y3dSwxe+p5qGuAdbVtodH5M3vncjtJknozQyJJktQjLFoSS8uqKmJ52dp1sZvWmnWx5fzuO3b8OQcNgP/4JnzkGNh6DGw7Di48C27+PlRXbdpz1DfE8rS6+hhLfT00N0NtPXzsQjjizNhBrTcGJqceFxVctfWxvCwlIEFlOdxV2PVNkiT1HC43kyRJXWbtOrj8p/C7uyLYOfMk+OBRm/bYbcdHIFPfEGFRU1OEMylBQ0Ms9Ro0oONjGj8GZp7f1o+o/U5eb+XhJ+BrV8Wysory+NrYDOVl8TzVlbHsbNbNMGEsHH1Ax8fXne06Baok+LIAABSaSURBVHaaDIsfaPu+1VRFj6baOvjD3bDnTsUdoyRJ2nRWEkmSpC5RVwd7nwyXXRvLk/72KPzzV+ATF2/a46dMhDEjoLkQyPSriWbTQwZCTTX89R+bN76Sko4FRDnD138UFUfl5RGO9O8XVUQ5x/P1q4klbAP6wQ2/37zxdVfv2jP+PYYMjD5O1VXRl6gkxb+VJEnqOQyJJElSl7jqxmh03L8aqquhf01UnPxsNjy34K0fnxKceCgMHwplpRFCjBsV1SwlJW1Nol94OcKb938OzrsC5j+9Zd7P8lXxfsaOjICkvrEtIKpvhCEDYFD/OLeiPPoU9UanvDcqpta//4ZGaGqJ3c723rXYo5MkSR1hSCRJkrrErXcXlnO1++mjrLDw/Y/3btpz7D8dRg6FPXaEvXeLJWitrRESTd8FnnkRPvQlmH0nLFsF//M3OO2C2Hmrs1VVxPtpzTB1EkwaH6FXWVlUFU3dDihUJq1YHWPvjSZtDV88DUYMiSqiYYMiONtzJzhw72KPTpIkdYQhkSRJ6hLDh2y8efOwwZv2HJMnwJkfgKUr4ZVXYeGrsGoNXHBmPMePfxm7lI0aHn2LRgyNJWmXz+r8xtH9auCgGbG7V0owdhTsvkMEV+NGxc5mK1bDoqURoJz+vs59/e7kvI/D9y+EQ98Je06Fz38E/v1rEZp1tXnz4fhPw/aHw+Efh7vndP0YJEnqqVLuRlttTJs2Lc+Z4//JJUnqje7+Gxx5FlSUQXlF9K2prYeB/eHFO9qqijbFMy/C/86Lx+w3LQIagAM/Gv2BKsrbzs05gpq7r4/eRZ1p1Ro493KY91hUM7W2wslHxrK4m++A516CPXaAYw6EIYM697X1enfPgWM+FU3Ny8pi+VtpCcz6BpxwaLFHJ0lS8aSU5uacp73leYZEkiSpq1wxCy75ITS3Ajl6+fxqJszYvXOe/4NfjAqjgf3bjjU0xuXOWVBa2jmv017OEVotWRFLzkYO6/zX0KaZ/oHoQdW/X9uxuvpYovjUHzvWmFySpN5kU0OiDvzNTpIkafN84TT4+PvhT/dGU+eD9okKnM5y2vFw/sxYYlZZAU3NsHQFnHXSlgmIIIKH7baJSzG0tsKadbG8riPVWL3Rk89HX6T2qirglSWwrnbD8EiSJL2ePYkkSVKXGtgfTjwMDtm3cwMigEPeGU2UGxphyXJYvRY+elzv7AeUM1z/W5h0GGy1PwzbB046B1b20l3UNkVNFTS3bHispTWWOBajP5IkST1NH/97kyRJ6k1Sgg8eBe87JEKiIQOjwXRv9Pv/gbO/Ebur9auBlhb43V2waAncdV3nB3A9wYeOhitvgLLSqBxrbYnlZscdbJWVJEmbog/++CBJknq7ygoYN7r3BkQA37o2lppVV0U4VlYW1x96AuY+WuzRFcel50ST8IZGqK2DugbYfzpce0mxRyZJUs/g31QkSZJ6oJdeBV7TiLmsNCpnFiyC6bsUZVhFVVoKN14RzcsffgJ2mAgTxhV7VJIk9RyGRJIkST3QDhPh7mUbHmtqhqoqmDC2OGPqLrYaGRdJktQxLjeTJEnqgS76JFSUx65dzc3Q0AD1jfDO3WGPHYs9OkmS1BMZEkmSJPVAe+0Gt/wAdpkcvYlqquGsk+DGy6NHkSRJUke53EySJPVqra3w2DNRZTN1UjR37i3ePQ3uu7HYo5AkSb2FIZEkSepxmpvhj3+JbeBTgqMPgEPf+fptzp97CT5/KSxcEueVl8FXPwmHvLMow5YkSerWDIkkSVKPkjN8+Ttw+33Qrxoy8MDDcN88+NrZbUutmpvh7P8Hy1fDyGFxrK4eLvwubLc1TOylu14tWQY/uAEeeRp23g4+cwoMH1rsUUmSpJ7AnkSSJKlH+ceTcNcDMGZE9OFZVwtra+GGW2HuI23nPfwkvLochg5qO1ZdBa0Z/nhP14+7KzzyFOxyHFw+K97j5T+FnY+FR58q9sgkSVJPYEgkSZJ6lEefhpZWqGuAuY/GkrIlK2DREjjjIli8NM5bV/vGjy9JsHJNlw23S511EaxZB/37FS41cfsTXyv2yCRJUk9gSCRJknqUwQOgrBSeXQAtLVBZGVvBlxe2g7/6V3HezpNj6VljU9tjc46A6V17dv24Fy2FK2bBN6+JYKuz5QwPPgE1r2nMXVMF8x7r/NeTJEm9jyGRJEnqUd79juhFtHRFNKJuaoLaOigtgfFj4I774rwhg+BzH4blK2Hxsjh/4ZIIiPbZvWvH/KMbYcoR8NUfwCU/hF2Pg4uu7NzXSAlKUyynay9nKPEnPkmStAlsXC1JknqUqko44t3wl7/DurpCOFISXxcsiqbU6518FOw0GX5/F6ypg4P2hv2nv34XtC1pwSI494oYY/9ClU9zE1z+Ezhqf5i+c+e91v7T4fb7oX8JpBLIrVDbAAfv03mvIUmSei9DIkmS1KNc8iOYfRdUVEBrfRwrKYklZwsWwYmHbnj+LtvHpVh+dksscatutwysrBzqG2HWTZ0bEl1zCbznVHjhFSABGSZsBdfYk0iSJG0CQyJJktStLV0B1/4mdjQrKYEnnoexI6IfUc6Qib5Da2th+OAIX7qThjcZz5vd93aMHAaPzIbZd8bubrtuD8cc6HIzSZK0aQyJJElS0eUMTzwHTz4PwwbDXrtEI+o16+D0C+CVJTBkYPQWWrQElq+CpuaoyCG3BUYjh3V+8LK5TjwMrvgpNDe3LXNrbYmvJx3e+a9XUgLHHRwXSZKkjjAkkiRJRdXcDF/5XvTSyTm2qB89HH74r3Dfg7BwKYwZEecOGQilpbB6bZxHjl5EJSXR82fhEjhs36K+ndfZZXv45xPgml9DXQP/N+ajD4BDutlYJUlS32ZIJEmSimr2XXDbvREErV8WtXgZXHwljBoe292v168aBvSLre6rqqC+Ifr9rA+KBvZ/fUiUM6xYFT2Bql+zPXxX+c6X4fhDYNbNUfV08pFw5H4xbkmSpO7CkEiSJBXVzbdH8NO+b86IoTDvcfjwMdDc0u7kBDtNij5FEKFPeRkMHRSVRGedHA2tARob4Z658P2fwyuvxvMftT+ccyr0q+myt/d/9p8eF0mSpO7KkEiSJBVVS8tGKmoyHDQDbvoTLFsZQVBLS/Qj2n96BEVVlVBTBavWwKAB8E9HQWsr/OQmuPo/Yf5zUF4Ck7aGYUPgljtg9Tr41he7/G1KkiR1e+51IUmSiurI/aJBdc5tx5avgikTYeok+PHFMGUCLFoKK1bDsQfBb74D3/4S7DARqivh+IPh+kujcfX1s+GqX8DKtbFUrawMnnoRVq6O5Wt//mv0LpIkSdKGrCSSJElFdeJhsSzs7/OhtdC4emB/uOhTUWE0ZSLM+kb0ISova1tO9p694tJeayv89ObYIW35qlhiVlIKZRkWLIThQ6Lx9ZLlbc2wJUmSFAyJJElSUVVVwlVfhb/+A+Y/AyOGwAF7R5+i9jalj1B9A6xdB6NHwOAB0bC6qQkam6C2DpasgJRhwtg4f331kg2kJUmSDIkkSVI3UFoK++wel81RXQVbj4Flq2DoYHjsmULj6xSNrR9+HD50dFQcff1H8Ic/x+OO3A8+/U8weCA8/izcPSeWqh2wN2w7frPfniRJUo+QcvsGAEU2bdq0PGfOnGIPQ5Ik9WD3zIFzLoPlK2HxcmhpjqBo2GDYamQESVuNgOdejuVniagwmjQe9t0Dfja7rcKopAT+5XR4/+FFfUuSJEmbJaU0N+c87S3PMySSJEm9zbz5cMq5sHhpVBSNH922XO3ZBVFVtM3YDR/z/MvQ1AwTx0UVEcQytZWr4XdXRVNsSZKknmhTQyJ3N5MkSb3OHlPhhENhuwmww7ZtAVFrKzQ0vvFjVq+Fxsa2gAigojyaac95ZIsPWZIkqegMiSRJUq900hGQW2FdXdxuaYFFS6PvUVVl25IyiOulJVBWtuFxiOVo5eVdNmxJkqSiMSSSJEm90s6T4ZtfiMqgV5fBspVw1H7wgwtg8jawaEksJ2tsjAbXa9bBgoVw3zxYsjyeY10dVFTAjN2K+14kSZK6gj2JJElSr9bcHBVEA/rBoAFxbNUauOoXsbvZkhURIrW2Qksr1DVASYKJY2HUcLjsi5u/65okSVIx2bhakiTpLeQM+5wMjz4TS9BKSqC1BdbWwahh8Ojstn5GkiRJPZWNqyVJkt5CUxM8swDKSyMgAigphf41sTytuaW445MkSepKhkSSJKnPKi+HyorYway9lhaoroS1tcUZlyRJUjEYEkmSpD4rJTjhUGhsjqqi3Bpfm1qiufXo4cUeoSRJUtcxJJIkSX3av34S9twxAqOGptgNbcIYuPQcKC0t9ugkSZK6TlmxByBJklRMQwfDH34Ev70d7n8Yxo2G9x8G208o9sgkSZK6liGRJEnq8wYNgFOPj4skSVJf5XIzSZIkSZIkGRJJkiRJkiTJkEiSJEmSJEkYEkmSJEmSJAlDIkmSJEmSJGFIJEmSJEmSJAyJJEmSJEmShCGRJEmSJEmSMCSSJEmSJEkShkSSJEmSJEnCkEiSJEmSJEkYEkmSJEmSJAlDIkmSJEmSJGFIJEmSJEmSJAyJJEmSJEmShCGRJEmSJEmSMCSSJEmSJEkShkSSJEmSJEnCkEiSJEmSJEkYEkmSJEmSJAlDIkmSJEmSJGFIJEmSJEmSJAyJJEmSJEmShCGRJEmSJEmSMCSSJEmSJEkShkSSJEmSJEnCkEiSJEmSJEkYEkmSJEmSJAlDIkmSJEmSJGFIJEmSJEmSJAyJJEmSJEmShCGRJEmSJEmS2MyQKKW0e0rp/pTSgymlOSmlvQrHU0rpeymlp1NKD6eU9uyc4UqSJEmSJGlL2NxKosuAi3POuwNfLdwGOAKYXLicAfxwM19HkiRJkiRJW9DmhkQZGFi4Pgh4pXD9WOD6HO4HBqeUxmzma0mSJEmSJGkLKdvMx38OuC2ldDkROL2zcHwssKDdeS8Vji187ROklM4gqo0A1qaUntjMMfV2w4GlxR6E+jznoboL56K6C+eiugvnoroL56K6C+di2GZTTnrLkCildDsw+g3uugA4CPh8zvk3KaUPANcCB3dklDnnq4GrO/KYviylNCfnPK3Y41Df5jxUd+FcVHfhXFR34VxUd+FcVHfhXOyYtwyJcs4bDX1SStcDny3c/BVwTeH6y8D4dqeOKxyTJEmSJElSN7S5PYleAfYvXD8QeKpwfTbwkcIuZzOAVTnn1y01kyRJkiRJUvewuT2JPg58N6VUBtTT1lvoVuBI4GmgFjhtM19HbVyap+7Aeajuwrmo7sK5qO7Cuajuwrmo7sK52AEp51zsMUiSJEmSJKnINne5mSRJkiRJknoBQ6IeIqX0mZTS4ymlR1NKl7U7fn5K6emU0hMppcOKOUb1HSmlL6SUckppeOF2Sil9rzAXH04p7VnsMap3Syl9q/CZ+HBK6eaU0uB29/m5qC6VUjq8MN+eTimdV+zxqG9IKY1PKd2VUppf+Pnws4XjQ1NK/51SeqrwdUixx6q+IaVUmlKal1L6feH2xJTSA4XPxv9MKVUUe4zq/VJKg1NKvy78nPhYSmkfPxc7xpCoB0gpHQAcC+yWc94JuLxwfCpwMrATcDhwVUqptGgDVZ+QUhoPHAq82O7wEcDkwuUM4IdFGJr6lv8Gds457wo8CZwPfi6q6xXm15XE5+BU4IOFeShtac3AF3LOU4EZwKcKc+884I6c82TgjsJtqSt8Fnis3e1vAjNzztsBK4CPFWVU6mu+C/wx57wDsBsxJ/1c7ABDop7hE8ClOecGgJzzq4XjxwI35pwbcs7PEY3C9yrSGNV3zATOBdo3NDsWuD6H+4HBKaUxRRmd+oSc859yzs2Fm/cD4wrX/VxUV9sLeDrn/GzOuRG4kZiH0haVc16Yc/574foa4hehscT8u65w2nXAccUZofqSlNI44CjgmsLtROx+/evCKc5FbXEppUHAfsC1ADnnxpzzSvxc7BBDop5he+DdhXLNP6eUpheOjwUWtDvvpcIxaYtIKR0LvJxzfug1dzkXVUynA/9VuO5cVFdzzqnoUkoTgD2AB4BROeeFhbsWAaOKNCz1Ld8h/ojYWrg9DFjZ7g86fjaqK0wElgCzCksfr0kp9cPPxQ4pK/YAFFJKtwOj3+CuC4h/p6FEKfF04JcppW27cHjqQ95iLn6ZWGombXFvNhdzzrcUzrmAWHLx864cmyR1Fyml/sBvgM/lnFdHAUfIOeeUklsZa4tKKb0XeDXnPDel9J5ij0d9WhmwJ/CZnPMDKaXv8pqlZX4uvjVDom4i53zwxu5LKX0CuCnnnIG/ppRageHAy8D4dqeOKxyT3raNzcWU0i5EOv9Q4QfQccDfU0p74VzUFvBmn4sAKaWPAu8FDip8PoJzUV3POaeiSSmVEwHRz3PONxUOL04pjck5Lyws/X51488gdYp9gWNSSkcCVcBAoi/M4JRSWaGayM9GdYWXgJdyzg8Ubv+aCIn8XOwAl5v1DL8FDgBIKW0PVABLgdnAySmlypTSRKJp8F+LNkr1ajnnf+ScR+acJ+ScJxAfwnvmnBcRc/EjhV3OZgCr2pV0Sp0upXQ4UdZ+TM65tt1dfi6qq/0NmFzYxaeCaJw+u8hjUh9Q6PlyLfBYzvnb7e6aDZxauH4qcEtXj019S875/JzzuMLPhycDd+acTwHuAk4snOZc1BZX+L1kQUppSuHQQcB8/FzsECuJeoafAD9JKT0CNAKnFv5q/mhK6ZfExG8GPpVzbiniONV33QocSTQJrgVOK+5w1Af8AKgE/rtQ2XZ/zvmsnLOfi+pSOefmlNKngduAUuAnOedHizws9Q37Ah8G/pFSerBw7MvApURrgo8BLwAfKNL4pC8BN6aUvg7Mo9BMWNrCPgP8vPCHm2eJ30tK8HNxk6W2Cn1JkiRJkiT1VS43kyRJkiRJkiGRJEmSJEmSDIkkSZIkSZKEIZEkSZIkSZIwJJIkSZIkSRKGRJIkSZIkScKQSJIkSZIkSRgSSZIkSZIkCfj/YsdXYPQZdIgAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# draw the points\n", + "alpha = 0.7\n", + "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", + "node_colours = [ label_map[target] for target in node_targets]\n", + "\n", + "plt.figure(figsize=(20,16))\n", + "plt.scatter(weighted_node_embeddings_2d[:,0], \n", + " weighted_node_embeddings_2d[:,1], \n", + " c=node_colours, cmap = \"jet\", alpha = 0.7)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Array shapes:\n", + " X_train = (1863, 128)\n", + " y_train = (1863,)\n", + " X_test = (622, 128)\n", + " y_test = (622,)\n" + ] + } + ], + "source": [ + "# X will hold the 128-dimensional input features\n", + "X = weighted_node_embeddings \n", + "# y holds the corresponding target values\n", + "y = np.array(node_targets)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)\n", + "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", + " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", + " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", + " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", + " verbose=False)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf = LogisticRegressionCV( Cs=10, \n", + " cv=10, \n", + " scoring=\"accuracy\",\n", + " verbose=False,\n", + " multi_class='ovr')\n", + "clf.fit(X_train, y_train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = clf.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8102893890675241" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(y_test, y_pred)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From f1e371b3a0aed2d787964c4115ad62d2273ecefe Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 4 Jan 2019 17:32:48 +1100 Subject: [PATCH 010/116] review of weighted node2vec demo notebook --- ...classification-weighted-random-walks.ipynb | 246 +++++++++++------- 1 file changed, 145 insertions(+), 101 deletions(-) diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-weighted-random-walks.ipynb index c78b45df5..0ef053b3a 100644 --- a/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-weighted-random-walks.ipynb +++ b/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-weighted-random-walks.ipynb @@ -133,7 +133,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/anaconda3/envs/stgraph/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to bool by check_pairwise_arrays.\n", + "/Users/tys017/anaconda3/envs/stellars_py3.6/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to bool by check_pairwise_arrays.\n", " warnings.warn(msg, DataConversionWarning)\n" ] } @@ -148,6 +148,13 @@ "wts.columns = wts.columns.map(str)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**YT: please fix the above cell to remove the warning**" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -180,9 +187,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -202,7 +209,7 @@ "edgeCount = collections.Counter(wts)\n", "wt, cnt = zip(*edgeCount.items())\n", "\n", - "plt.figure(figsize=(20,16))\n", + "plt.figure(figsize=(10,8))\n", "plt.bar(wt, cnt, width=0.005, color='b')\n", "plt.title(\"Edge weights histogram\")\n", "plt.ylabel(\"Count\")\n", @@ -220,6 +227,8 @@ "\n", "The Node2Vec algorithm introduced in [1] is a 2-step representation learning algorithm. The two steps are:\n", "\n", + "**YT: please fix 1, 2**\n", + "\n", "1. Use 2nd order random walks starting from each node to generate a sample of walks on the graph. Note the walks can be longer than 2 but to be consistant with the explanation in [1] we set the random walk to be of length 2. \n", "\n", "2. Based on these random walks generate the embedding form each node. The Word2Vec algorithm, [2], is used for calculating the embedding vectors. In case of graphs, node id is analogous to a unique word/token in a dictionary. A dictionary is a set of words which translates to the complete set of nodes in a graph.\n", @@ -274,7 +283,7 @@ } ], "source": [ - "weighted_walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", + "weighted_walks = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", " length=100, # maximum length of a random walk\n", " n=10, # number of random walks per root node \n", " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", @@ -290,7 +299,7 @@ "source": [ "### Representation Learning using Word2Vec\n", "\n", - "We use the `Word2Vec`, [2], implementation in the free Python library `Gensim`, [3], to learn representations for each node in the graph.\n", + "We use the `Word2Vec` [2] implementation in the free Python library `Gensim` [3] to learn representations for each node in the graph.\n", "\n", "We set the dimensionality of the learned embedding vectors to 128 as in [1]." ] @@ -324,7 +333,9 @@ ], "source": [ "# The embedding vectors can be retrieved from model.wv using the node ID as key.\n", - "weighted_model.wv['19231'].shape" + "# E.g., for node id '19231', the embedding vector is retrieved as\n", + "emb = weighted_model.wv['19231']\n", + "emb.shape" ] }, { @@ -380,19 +391,9 @@ "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -407,10 +408,11 @@ "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", "node_colours = [ label_map[target] for target in node_targets]\n", "\n", - "plt.figure(figsize=(20,16))\n", + "plt.figure(figsize=(10,8))\n", "plt.scatter(weighted_node_embeddings_2d[:,0], \n", " weighted_node_embeddings_2d[:,1], \n", - " c=node_colours, cmap = \"jet\", alpha = 0.7)" + " c=node_colours, cmap = \"jet\", alpha = 0.7)\n", + "plt.show()" ] }, { @@ -512,7 +514,7 @@ " scoring=\"accuracy\",\n", " verbose=False,\n", " multi_class='ovr')\n", - "clf.fit(X_train, y_train)\n" + "clf.fit(X_train, y_train)" ] }, { @@ -546,7 +548,7 @@ { "data": { "text/plain": [ - "0.7958199356913184" + "0.8520900321543409" ] }, "execution_count": 19, @@ -586,12 +588,13 @@ } ], "source": [ - "walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", + "walks = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", " length=100, # maximum length of a random walk\n", " n=10, # number of random walks per root node \n", " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = False\n", + " weighted = False,\n", + " seed=42,\n", " )\n", "print(\"Number of random walks: {}\".format(len(walks)))" ] @@ -600,12 +603,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We use the Word2Vec, [2], to learn representations for each node in the graph." + "We use the Word2Vec to learn representations for each node in the graph." ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -614,7 +617,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -626,12 +629,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# Apply t-SNE transformation on node embeddings\n", - "tsne = TSNE(n_components=2)\n", + "tsne = TSNE(n_components=2, random_state=42)\n", "node_embeddings_2d = tsne.fit_transform(node_embeddings)" ] }, @@ -644,24 +647,14 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -676,10 +669,11 @@ "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", "node_colours = [ label_map[target] for target in node_targets]\n", "\n", - "plt.figure(figsize=(20,16))\n", + "plt.figure(figsize=(10,8))\n", "plt.scatter(node_embeddings_2d[:,0], \n", " node_embeddings_2d[:,1], \n", - " c=node_colours, cmap = \"jet\", alpha = 0.7)" + " c=node_colours, cmap = \"jet\", alpha = 0.7)\n", + "plt.show()" ] }, { @@ -691,7 +685,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -711,13 +705,13 @@ "X = node_embeddings \n", "# y holds the corresponding target values\n", "y = np.array(node_targets)\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None, random_state=42)\n", "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -725,12 +719,12 @@ "text/plain": [ "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", - " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", + " multi_class='ovr', n_jobs=1, penalty='l2', random_state=42,\n", " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", " verbose=False)" ] }, - "execution_count": 26, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -740,13 +734,14 @@ " cv=10, \n", " scoring=\"accuracy\",\n", " verbose=False,\n", - " multi_class='ovr')\n", - "clf.fit(X_train, y_train)\n" + " multi_class='ovr',\n", + " random_state=42)\n", + "clf.fit(X_train, y_train)" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -755,16 +750,16 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.8295819935691319" + "0.8488745980707395" ] }, - "execution_count": 28, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -777,12 +772,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Testing whether weights = 1 gives identical result to unweighted randomwalks" + "### Testing whether weights = 1 gives identical result to unweighted randomwalks\n", + "\n", + "**YT: I'd suggest fixing the seed to that of the one above for weighted=False**" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -797,9 +794,9 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -816,7 +813,7 @@ "edgeCount = collections.Counter(wts)\n", "wt, cnt = zip(*edgeCount.items())\n", "\n", - "plt.figure(figsize=(20,16))\n", + "plt.figure(figsize=(10,8))\n", "plt.bar(wt, cnt, width=0.005, color='b')\n", "plt.title(\"Edge weights histogram\")\n", "plt.ylabel(\"Count\")\n", @@ -828,7 +825,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -840,19 +837,20 @@ } ], "source": [ - "weighted_walks = rw.run(nodes=list(g_nx_wt.nodes()), # root nodes\n", + "weighted_walks = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", " length=100, # maximum length of a random walk\n", " n=10, # number of random walks per root node \n", " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = True #Flag that indicates whether the walks are weighted\n", + " weighted = True, #Flag that indicates whether the walks are weighted\n", + " seed=42,\n", " )\n", "print(\"Number of random walks: {}\".format(len(weighted_walks)))" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -861,7 +859,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -873,53 +871,31 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Apply t-SNE transformation on node embeddings\n", - "tsne = TSNE(n_components=2)\n", + "tsne = TSNE(n_components=2, random_state=42)\n", "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# draw the points\n", "alpha = 0.7\n", "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", "node_colours = [ label_map[target] for target in node_targets]\n", "\n", - "plt.figure(figsize=(20,16))\n", + "plt.figure(figsize=(10,8))\n", "plt.scatter(weighted_node_embeddings_2d[:,0], \n", " weighted_node_embeddings_2d[:,1], \n", - " c=node_colours, cmap = \"jet\", alpha = 0.7)" + " c=node_colours, cmap = \"jet\", alpha = 0.7)\n", + "plt.show()" ] }, { @@ -944,7 +920,7 @@ "X = weighted_node_embeddings \n", "# y holds the corresponding target values\n", "y = np.array(node_targets)\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None, random_state=42)\n", "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" ] }, @@ -958,7 +934,7 @@ "text/plain": [ "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", - " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", + " multi_class='ovr', n_jobs=1, penalty='l2', random_state=42,\n", " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", " verbose=False)" ] @@ -973,8 +949,9 @@ " cv=10, \n", " scoring=\"accuracy\",\n", " verbose=False,\n", - " multi_class='ovr')\n", - "clf.fit(X_train, y_train)\n" + " multi_class='ovr',\n", + " random_state=42)\n", + "clf.fit(X_train, y_train)" ] }, { @@ -994,7 +971,7 @@ { "data": { "text/plain": [ - "0.8102893890675241" + "0.8167202572347267" ] }, "execution_count": 39, @@ -1005,6 +982,73 @@ "source": [ "accuracy_score(y_test, y_pred)" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**YT: conclusion on identity?**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**YT: the following test shows that something is wrong with weighted=True case**" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "walks1 = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", + " length=10, # maximum length of a random walk\n", + " n=1, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = False,\n", + " seed=42,\n", + " )\n", + "\n", + "walks2 = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", + " length=10, # maximum length of a random walk\n", + " n=1, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = True,\n", + " seed=42,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "ename": "AssertionError", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32massert\u001b[0m \u001b[0mwalks1\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mwalks2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mAssertionError\u001b[0m: " + ] + } + ], + "source": [ + "assert walks1 == walks2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -1023,7 +1067,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.6.6" } }, "nbformat": 4, From 46c932e504fce41203fb0dced17f87e80ca17c5c Mon Sep 17 00:00:00 2001 From: habiba-h Date: Mon, 7 Jan 2019 20:31:57 +1100 Subject: [PATCH 011/116] fixed comparison of weighted and unweighted random walks. Clarified explanation of node2vec method. Incoporated various suggestions from Yuriy's review. --- ...graph-node2vec-weighted-random-walks.ipynb | 1099 +++++++++++++++++ 1 file changed, 1099 insertions(+) create mode 100644 demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb new file mode 100644 index 000000000..1bb7c3f2a --- /dev/null +++ b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb @@ -0,0 +1,1099 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Node2Vec with weighted random walks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Introduction\n", + "\n", + "An example of node classification on a weighted homogeneous graph using the `Node2Vec` representation learning algorithm. The example uses components from the `stellargraph`, `Gensim`, and `scikit-learn` libraries.\n", + "\n", + "**Note:** For clarity of exposition, this notebook forgoes the use of standard machine learning practices such as `Node2Vec` parameter tuning, node feature standarization, data splitting that handles class imbalance, classifier selection, and classifier tuning to maximize predictive accuracy. We leave such improvements to the reader.\n", + "\n", + "### References\n", + "\n", + "**1.** Node2Vec: Scalable Feature Learning for Networks. A. Grover, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2016. ([link](https://snap.stanford.edu/node2vec/))\n", + "\n", + "**2.** Distributed representations of words and phrases and their compositionality. T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean. In Advances in Neural Information Processing Systems (NIPS), pp. 3111-3119, 2013. ([link](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf))\n", + "\n", + "**3.** Gensim: Topic modelling for humans. ([link](https://radimrehurek.com/gensim/))\n", + "\n", + "**4.** scikit-learn: Machine Learning in Python ([link](http://scikit-learn.org/stable/))" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.manifold import TSNE\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LogisticRegressionCV\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics.pairwise import pairwise_distances\n", + "\n", + "import os\n", + "import networkx as nx\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "from stellargraph.data import BiasedRandomWalk\n", + "from stellargraph import StellarGraph\n", + "\n", + "from gensim.models import Word2Vec\n", + "\n", + "import warnings \n", + "import collections\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dataset\n", + "\n", + "\n", + "The dataset is the citation network Cora.\n", + "\n", + "It can be downloaded by clicking [here](https://linqs-data.soe.ucsc.edu/public/lbc/cora.tgz)\n", + "\n", + "The following is the description of the dataset from the publisher,\n", + "\n", + "> The Cora dataset consists of 2708 scientific publications classified into one of seven classes. The citation network consists of 5429 links. Each publication in the dataset is described by a 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of 1433 unique words. The README file in the dataset provides more details. \n", + "\n", + "For this demo, we ignore the word vectors associated with each paper. We are only interested in the network structure and the **subject** attribute of each paper.\n", + "\n", + "Download and unzip the cora.tgz file to a location on your computer. \n", + "\n", + "We assume that the dataset is stored in the directory\n", + "\n", + "`~/data/cora/`\n", + "\n", + "where the files `cora.cites` and `cora.content` can be located.\n", + "\n", + "We are going to load the data into a networkx object." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_dir = \"~/data/cora\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Largest subgraph statistics: 2485 nodes, 5069 edges\n" + ] + } + ], + "source": [ + "cora_location = os.path.expanduser(os.path.join(data_dir, \"cora.cites\"))\n", + "g_nx_wt = nx.read_weighted_edgelist(path=cora_location)\n", + "\n", + "# load the node attribute data\n", + "cora_data_location = os.path.expanduser(os.path.join(data_dir, \"cora.content\"))\n", + "node_attr = pd.read_csv(cora_data_location, sep='\\t', header=None)\n", + "values = { str(row.tolist()[0]): row.tolist()[-1] for _, row in node_attr.iterrows()}\n", + "nx.set_node_attributes(g_nx_wt, values, 'subject')\n", + "\n", + "# Select the largest connected component. For clarity we ignore isolated\n", + "# nodes and subgraphs; having these in the data does not prevent the\n", + "# algorithm from running and producing valid results.\n", + "g_nx_wt = max(nx.connected_component_subgraphs(g_nx_wt, copy=True), key=len)\n", + "print(\"Largest subgraph statistics: {} nodes, {} edges\".format(\n", + " g_nx_wt.number_of_nodes(), g_nx_wt.number_of_edges()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Add weights to the edges \n", + "For weighted random walks the edges in the Cora dataset should be weighted. One possibility is to weight each edge by the similarity of its end nodes. Here we weigh each by the jaccard similarity of the features of the pair of nodes." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = node_attr.copy()\n", + "df.set_index(0, inplace = True)\n", + "papers = df.index\n", + "## calculating the paiwise jaccard similarity between each pair of nodes.\n", + "with warnings.catch_warnings():\n", + " warnings.simplefilter(\"ignore\")\n", + " wts = pd.DataFrame(1- pairwise_distances(df.iloc[:,:-1],metric = 'jaccard') , index = papers, columns = papers)\n", + " wts.index = wts.index.map(str)\n", + " wts.columns = wts.columns.map(str)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**YT: please fix the above cell to remove the warning**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Append the weight attribute to the edges. Note, here we use the word 'weight' to label the weight value over the edge but it can be any other user specified label. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "for u,v in g_nx_wt.edges():\n", + " val = wts[u][v]\n", + " g_nx_wt[u][v]['weight'] = val" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just a quick look at the weights of the edges." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "wts = list()\n", + "for u,v in g_nx_wt.edges():\n", + " wts.append(g_nx_wt[u][v]['weight'])\n", + "wts = sorted(wts, reverse = True)\n", + "edgeCount = collections.Counter(wts)\n", + "wt, cnt = zip(*edgeCount.items())\n", + "\n", + "plt.figure(figsize=(10,8))\n", + "plt.bar(wt, cnt, width=0.005, color='b')\n", + "plt.title(\"Edge weights histogram\")\n", + "plt.ylabel(\"Count\")\n", + "plt.xlabel(\"edge weights\")\n", + "plt.xticks(np.linspace(0,1,10))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The Node2Vec algorithm\n", + "\n", + "The Node2Vec algorithm is a method for learning continuous feature respresentations for nodes in networks [1]. This approach can simply be described as a mapping of nodes to a low dimensional space of features that maximizes the likelihood of preservering neighborhood of nodes. This approach is not tied to a fixed definition of neighborhood of a node but can be used in conjunction with different notions of the neighborhood of a node, such as, homophily and structural equivalence, among other concepts. The algorithm efficiently explores diverse neighborhoods of nodes through a biased random walk procedure that is parametrized to incoporate distint concepts of the neighborhood of a node. \n", + "\n", + "Once a pre-defined number of walks have been sampled, the low dimension embedding vectors of nodes can be learnt using `Word2vec` algorithm [2]. We use the Word2Vec implementation in the free Python library `Gensim` [3] to learn representations for each node in the graph." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Corpus generation using random walks\n", + "\n", + "The stellargraph library provides an implementation of random walks that can be unweighted or weighted as required by Node2Vec. The random walks have a pre-defined fixed maximum length and are controlled by two parameters `p` and `q` for unweighted graphs and `p`, `q`, and `weight` when the graph is weighted and weighted random walks are intended. See [1] for a detailed description of these parameters. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Weighted random walks\n", + "The first step for the weighted biased random walk is to build a random walk object by passing it a Stellargraph object. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "rw = BiasedRandomWalk(StellarGraph(g_nx_wt))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The next step is to sample a set of random walks of pre-defined length starting from each node of the graph. Parameters `p`, `q`, and `weighted` influence the type of random walks in the procedure. In this demo, we are going to start 10 random walks from each node in the graph with a length up to 100. We set parameter `p` to 0.5 and `q` to 2.0 and the weight parameter set to True. The `run` method in the random walk will check if the weights are available and resolve any other ambiguity, such as, whether the weights are numeric and their is no ambiguity of edge traversal (multiple edges with different weights between the same pair of nodes)." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of random walks: 24850\n" + ] + } + ], + "source": [ + "weighted_walks = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", + " length=100, # maximum length of a random walk\n", + " n=10, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = True,\n", + " seed=42\n", + " )\n", + "print(\"Number of random walks: {}\".format(len(weighted_walks)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Representation Learning using Word2Vec\n", + "\n", + "Once we have a sample set of walks per node, we learn the low-dimentional embedding of nodes using Word2Vec approach.\n", + "We set the dimensionality of the learned embedding vectors to 128 as in [1]." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(128,)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# The embedding vectors can be retrieved from model.wv using the node ID as key.\n", + "# E.g., for node id '19231', the embedding vector is retrieved as\n", + "emb = weighted_model.wv['19231']\n", + "emb.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualise Node Embeddings generated by weighted random walks\n", + "\n", + "We retrieve the `Word2Vec` node embeddings that are 128-dimensional vectors and then we project them down to 2 dimensions using the [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) algorithm for visualization." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Retrieve node embeddings and corresponding subjects\n", + "node_ids = weighted_model.wv.index2word # list of node IDs\n", + "weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", + "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply t-SNE transformation on node embeddings\n", + "tsne = TSNE(n_components=2)\n", + "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot the embeddings generated from weighted random walks." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# draw the points\n", + "alpha = 0.7\n", + "label_map = {l: i for i, l in enumerate(np.unique(node_targets))}\n", + "node_colours = [ label_map[target] for target in node_targets]\n", + "\n", + "plt.figure(figsize=(10,8))\n", + "plt.scatter(weighted_node_embeddings_2d[:,0], \n", + " weighted_node_embeddings_2d[:,1], \n", + " c=node_colours, cmap = \"jet\", alpha = 0.7)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Downstream task\n", + "\n", + "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node classification. Here we give exmaple of training a logistic regression classifier using the node embeddings learnt above." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# X will hold the 128-dimensional input features\n", + "X = weighted_node_embeddings \n", + "# y holds the corresponding target values\n", + "y = np.array(node_targets)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Data Splitting\n", + "\n", + "We split the data into train and test sets. We use 75% of the data for training and the remaining 25% for testing as a hold out test set." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Array shapes:\n", + " X_train = (1863, 128)\n", + " y_train = (1863,)\n", + " X_test = (622, 128)\n", + " y_test = (622,)\n" + ] + } + ], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None, random_state = 42)\n", + "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Classifier Training\n", + "\n", + "We train a Logistic Regression classifier on the training data. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", + " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", + " multi_class='ovr', n_jobs=1, penalty='l2', random_state=42,\n", + " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", + " verbose=False)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf = LogisticRegressionCV( Cs=10, \n", + " cv=10, \n", + " scoring=\"accuracy\",\n", + " verbose=False,\n", + " multi_class='ovr',\n", + " random_state=42)\n", + "clf.fit(X_train, y_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Predict the hold out test set." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = clf.predict(X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate the accuracy of the classifier on the test set." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8135048231511254" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(y_test, y_pred)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comparison to unnweighted random walks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets compare weighted random walks with unweighted random walks. This requires just toggling the weight parameter to False in the `run` method of the BiasedRandomWalk. Note, the weight parameter is by default set to False. \n", + "\n", + "#### Step 1: unweighted walks" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of random walks: 24850\n" + ] + } + ], + "source": [ + "walks = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", + " length=100, # maximum length of a random walk\n", + " n=10, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = False,\n", + " seed=42\n", + " )\n", + "print(\"Number of random walks: {}\".format(len(walks)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Step 2: node embeddings" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "model = Word2Vec(walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plot the embeddings generated from unweighted random walks." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Retrieve node embeddings and corresponding subjects\n", + "node_ids = model.wv.index2word # list of node IDs\n", + "node_embeddings = model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", + "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]\n", + "\n", + "# Apply t-SNE transformation on node embeddings\n", + "tsne = TSNE(n_components=2, random_state=42)\n", + "node_embeddings_2d = tsne.fit_transform(node_embeddings)\n", + "\n", + "# draw the points\n", + "alpha = 0.7\n", + "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", + "node_colours = [ label_map[target] for target in node_targets]\n", + "\n", + "plt.figure(figsize=(10,8))\n", + "plt.scatter(node_embeddings_2d[:,0], \n", + " node_embeddings_2d[:,1], \n", + " c=node_colours, cmap = \"jet\", alpha = 0.7)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Using unweighted random walks to train classifiers to predict the subject of a paper in Cora." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Array shapes:\n", + " X_train = (1863, 128)\n", + " y_train = (1863,)\n", + " X_test = (622, 128)\n", + " y_test = (622,)\n" + ] + } + ], + "source": [ + "# X will hold the 128-dimensional input features\n", + "X = node_embeddings \n", + "# y holds the corresponding target values\n", + "y = np.array(node_targets)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None, random_state=42)\n", + "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", + " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", + " multi_class='ovr', n_jobs=1, penalty='l2', random_state=42,\n", + " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", + " verbose=False)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf = LogisticRegressionCV( Cs=10, \n", + " cv=10, \n", + " scoring=\"accuracy\",\n", + " verbose=False,\n", + " multi_class='ovr',\n", + " random_state=42)\n", + "clf.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = clf.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.842443729903537" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(y_test, y_pred)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Testing whether weights = 1 gives identical result to unweighted randomwalks\n", + "\n", + "**YT: I'd suggest fixing the seed to that of the one above for weighted=False**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, set weights of all edges in the graph to 1." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "for u,v in g_nx_wt.edges():\n", + " g_nx_wt[u][v]['weight'] = 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the weight distribution just to check if all are 1." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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I4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6sjEwl2S2yc5J8mFSS5N8tpWvnuSs5OsTHJ8kq1a+dZtfmVbvmxkW69u5d9Ksv+k2ixJkrTYTXLk7ibgsVX1h8DewAFJHga8CXhzVd0buA44otU/Ariulb+51SPJXsBhwP2BA4B3Jtligu2WJElatCYW7mpwY5vdsj0KeCzw8VZ+LHBwmz6ozdOWPy5JWvlxVXVTVX0XWAnsO6l2S5IkLWYTPecuyRZJLgCuAZYD3wGur6pbWpWrgF3a9C7AlQBt+Q3AXUfLZ1lHkiRJIyYa7qrq1qraG9iVYbTtvpPaV5Ijk6xIsmLVqlWT2o0kSdKCtkmulq2q64HTgIcD2yVZ0hbtClzdpq8GdgNoy+8CXDtaPss6o/s4pqqmqmpq6dKlE+mHJEnSQjfJq2WXJtmuTd8B+DPgGwwh75BW7XDgM236xDZPW/7lqqpWfli7mnZ3YE/gnEm1W5IkaTFbsv4qG21n4Nh2ZevtgBOq6rNJLgOOS/IG4HzgPa3+e4APJlkJrGa4QpaqujTJCcBlwC3Ai6rq1gm2W5IkadHKMDjWl6mpqVqxYsV8N0OSJGlWyRpz51XV1Fxt2ztUSJIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1ZKxwl+QR45RJkiRpfo07cvd/xiyTJEnSPFqyroVJHg78EbA0yUtHFt0Z2GKSDZMkSdKGW2e4A7YCtmn1th0p/ylwyKQaJUmSpI2zznBXVacDpyd5f1V9fxO1SZIkSRtpfSN307ZOcgywbHSdqnrsJBolSZKkjTNuuPsY8G/Au4FbJ9ccSZIk3RbjhrtbqupfJ9oSSZIk3WbjfhXKSUn+MsnOSXaYfky0ZZIkSdpg447cHd5+vmKkrIA95rY5kiRJui3GCndVtfukGyJJkqTbbqxwl+TZs5VX1QfmtjmSJEm6LcY9LPuQkenbA48Dvg4Y7iRJkhaQcQ/L/vXofJLtgOMm0iJJkiRttHGvlp3p54Dn4UmSJC0w455zdxLD1bEAWwD3A06YVKMkSZK0ccY95+6fR6ZvAb5fVVdNoD2SJEm6DcY6LFtVpwPfBLYFtgd+PclGSZIkaeOMFe6SHAqcAzwVOBQ4O8khk2yYJEmSNty4h2VfAzykqq4BSLIU+BLw8Uk1TJIkSRtu3Ktlbzcd7JprN2BdSZIkbSLjjtx9IckpwEfb/NOAkyfTJEmSJG2sdYa7JPcGdqqqVyT5b8Aft0VfAz486cZJkiRpw6xv5O4twKsBquqTwCcBkvxBW/akibZOkiRJG2R9583tVFUXzyxsZcsm0iJJkiRttPWFu+3WsewOc9kQSZIk3XbrC3crkjx/ZmGS5wHnTaZJkiRJ2ljrO+fuJcCnkjyD/wpzU8BWwFMm2TBJkiRtuHWGu6r6MfBHSR4DPKAVf66qvjzxlkmSJGmDjfU9d1V1GnDahNsiSZKk28i7TEiSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1JGJhbskuyU5LcllSS5N8jetfIcky5Nc3n5u38qT5G1JVia5KMmDR7Z1eKt/eZLDJ9VmSZKkxW6SI3e3AC+rqr2AhwEvSrIX8Crg1KraEzi1zQM8HtizPY4E/hWGMAgcBTwU2Bc4ajoQSpIkaU0TC3dV9cOq+nqb/hnwDWAX4CDg2FbtWODgNn0Q8IEanAVsl2RnYH9geVWtrqrrgOXAAZNqtyRJ0mK2Sc65S7IMeBBwNrBTVf2wLfoRsFOb3gW4cmS1q1rZ2spn7uPIJCuSrFi1atWctl+SJGmxmHi4S7IN8AngJVX109FlVVVAzcV+quqYqpqqqqmlS5fOxSYlSZIWnYmGuyRbMgS7D1fVJ1vxj9vhVtrPa1r51cBuI6vv2srWVi5JkqQZJnm1bID3AN+oqn8ZWXQiMH3F6+HAZ0bKn92umn0YcEM7fHsKsF+S7duFFPu1MkmSJM2wZILbfgTwLODiJBe0sr8F3gickOQI4PvAoW3ZycCBwErgF8BzAapqdZLXA+e2eq+rqtUTbLckSdKileG0t75MTU3VihUr5rsZkiRJs0rWmDuvqqbmatveoUKSJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSerIxMJdkvcmuSbJJSNlOyRZnuTy9nP7Vp4kb0uyMslFSR48ss7hrf7lSQ6fVHslSZJ6MMmRu/cDB8woexVwalXtCZza5gEeD+zZHkcC/wpDGASOAh4K7AscNR0IJUmS9LsmFu6q6gxg9Yzig4Bj2/SxwMEj5R+owVnAdkl2BvYHllfV6qq6DljO7wZGSZIkNZv6nLudquqHbfpHwE5tehfgypF6V7WytZVLkiRpFvN2QUVVFVBztb0kRyZZkWTFqlWr5mqzkiRJi8qmDnc/bodbaT+vaeVXA7uN1Nu1la2t/HdU1TFVNVVVU0uXLp3zhkuSJC0GmzrcnQhMX/F6OPCZkfJnt6tmHwbc0A7fngLsl2T7diHFfq1MkiRJs1gyqQ0n+SjwaGDHJFcxXPX6RuCEJEcA3wcObdVPBg4EVgK/AJ4LUFWrk7weOLfVe11VzbxIQ5IkSU2GU9/6MjU1VStWrJjvZkiSJM0qWWPuvKqamqtte4cKSZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjiyacJfkgCTfSrIyyavmuz2SJEkL0aIId0m2AN4BPB7YC3h6kr3mt1WSJEkLz6IId8C+wMqquqKqfg0cBxw0z22SJElacBZLuNsFuHJk/qpWJkmSpBFL5rsBcyXJkcCRbfamJJfMZ3vmyY7AT+a7EfPAfm9eNsd+b459Bvu9udmc+33PudzgYgl3VwO7jczv2sp+q6qOAY4BSLKiqqY2XfMWBvu9ebHfm4/Nsc9gv+e7HZvaZt7vZXO5zcVyWPZcYM8kuyfZCjgMOHGe2yRJkrTgLIqRu6q6JclfAacAWwDvrapL57lZkiRJC86iCHcAVXUycPKY1Y+ZZFsWMPu9ebHfm4/Nsc9gvzc39nuOpKrmepuSJEmaJ4vlnDtJkiSNYVGEu/XdeizJ1kmOb8vPTrJsZNmrW/m3kuw/7jbn2xh9flSSrye5JckhM5Z9Icn1ST47o/yv2vYqyY6T7sPGGKPfL01yWZKLkpya5J6tfO8kX0tyaVv2tJF1Pty2eUmS9ybZclP2aRxj9PsFSS5OckGS/5i+Q0uSfVvZBUkuTPKUVn77JOe0skuTvHZT92kc4/4dJvnz9ns7NaP8HkluTPLyGeVbJDl/5t/AQjHG6/2cJKtGXtvnjSy7daT8xJHyJPn7JN9O8o0kL95U/RnXOK93kkPb3/ilST4yUn6PJF9sfbts+n0+yZkjz8cPknx60/RmfGO83m8e6cO3k1zfyh8zUn5Bkl8lObgte1z7HzD9nnDvTd2vdRmjz/dIclr7O70oyYGtfMskx7b3u28kefXIOn/T3scvTfKSTdmfcbX/MddkLV/H1v5O39ael4uSPHhk2eFJLm+Pw0fK92nPx8q2btbbkKpa0A+GCyi+A+wBbAVcCOw1o85fAv/Wpg8Djm/Te7X6WwO7t+1sMc42F0GflwEPBD4AHDJj2eOAJwGfnVH+oLbe94Ad57ufG9nvxwB3bNMvHHmt7wPs2abvDvwQ2K7NHwikPT4KvHC++7oR/b7zyPSTgS+06TsCS9r0zsA1DOfSBtimlW8JnA08bL77uqH9bvW2Bc4AzgKmZiz7OPAx4OUzyl8KfGTm38BCeIz5ej8HePta1r9xLeXPbe8Ht2vzd5vvvm5Ev/cEzge2n9kH4CvAn7XpbabfB2as/wng2fPd1w3t94z6f81w0eDM8h2A1SPvf98G7tem/xJ4/3z3dQNf62Om34sZ/ld/r03/d+C4Nn1Hhv9Xy4AHAJdMv+cBXwLuPd99naXvjwIeDFyyluUHAp9v79EPA84eeX2vaD+3b9PTfwfntLpp6z5+fe1YDCN349x67CDg2Db9ceBxLdkexPBLclNVfRdY2ba30G9ntt72VdX3quoi4DczV66qU4GfzVJ+flV9bzJNnhPj9Pu0qvpFmz2L4TsPqapvV9XlbfoHDCFnaZs/uRqGP5JdN0lvxjdOv386MnsnoFr5L6rqllZ++5HyqqobW/mW7bHQTrAd9+/w9cCbgF+NFrYRjO8Cl84o3xV4AvDuSTR6Dkzq/eeFwOuq6jcAVXXNHGxzLo3T7+cD76iq6+C/+tBGqpdU1fJWfuPI+wCtzp2BxwILbeRuQ1/vpzN8CJ3pEODzI/0u4M5t+i7AD+aovXNhnD6vrf0F3CnJEuAOwK+BnwL3YwhC0+95pwP/bbLd2HBVdQZDCF+bg4APtPfos4DtkuwM7A8sr6rV7fd/OXBAW3bnqjqr/Q/7AHDw+tqxGMLdOLce+22d9qLfANx1Hesu9NuZLfT2TcqG9vsIhk8xa0iyL8Onxe/MKN8SeBbwhdvc0rk1Vr+TvCjJd4AXaHwoAAAJLUlEQVR/BF48Uv7QJJcCFwMvmA577dDkBQxBd3lVnT3BPmyM9fa7HbLYrao+N6N8G+B/ArMdbn4L8Epm+eCzQIz7e/7n7bDNx5OMfon77ZOsSHLW9CG65l7A09qyzyfZcwJtvy3G6fd9gPsk+Wrr3wEj5dcn+WQ7jPdPSbaYse7BwKkzPggtBGO/r2U4zWR34MuzLD6MNUPf84CTk1zF8L72xjlp7dwYp89HA89s7T+ZYcQShgGanzMcffm/wD9X1WqGUbtHJrlrkjsyjIDtxuKzoblklzY9s3ydFkO4k35HkmcCU8A/zSjfGfgg8NzpEYwR7wTOqKozN00r51ZVvaOq7sUQav7XSPnZVXV/4CHAq5PcvpXfWlV7M4xU7pvkAfPR7o2V5HbAvwAvm2Xx0cCbR0Ynp9d5InBNVZ03+RZO1EnAsqp6IMMn+GNHlt2zhm/x/+/AW5Lcq5VvDfyqLXsX8N5N2eA5soTh0OyjGUaw3pVku1b+SODlDL/nezAcuh61thGvxeQw4ONVdetoYXtf+wOG73qd9v8BB1bVrsD7GP5WFpOnMxxK3pUhqH2w/c3vC9zKcHrN7sDLkuxRVd9gGMH/IsMH9AtaPc1iMYS79d56bLROG8q9C3DtOtYdZ5vzaaG3b1LG6neSPwVeAzy5qm4aKb8z8DngNW24e3SdoxgO0750Au2+rTb09T6OWYbl25vfjQznpoyWXw+cBhwwc515tr5+b8vQl68k+R7DOScnZrio4qHAP7bylwB/m+GLzh8BPLmVHwc8NsmHJtyPDTXO7RSvHfndfjewz8iyq9vPKxjOQ3tQW3QV8Mk2/SmGc3IXknF+z68CTqyqm9upNN9mCHtXARe0w3y3MBx6HT0RfUeGUPA5Fp4N+fueOTo37VDgU1V1M0CSpcAfjozGHw/80dw0d06M0+cjgBMAquprDKeV7MjwoeUL7XfgGuCrDB/kqar3VNU+VfUo4DqG34/FZkNzydWseSrReHlgfSflzfeD4RPbFQwJfvrEzPvPqPMi1ryg4oQ2fX/WvKDiCoYTPde7zYXe55G672fGBRWt/NGs5WRyFu4FFeO81g9iONy654zyrYBTgZfMst3nAf8J3GG++3gb+r3nyPSTgBVtenf+64KKezKct7IjQ5CdvqDkDsCZwBPnu68b2u8Z9b/CjAsqWvnRzLigopWv9W9gofcb2Hlk+inAWW16e2DrNr0jcDntRHWGw3J/MdL3c+e7rxvR7wOAY0f6dyXDKTZbtPpL27L3AS8aWe8F0+sttMe4v+fAfdt7c2ZZdhbwmBnb/AlwnzZ/BPCJ+e7rBr7Wnwee06bv1967wnBk4n2t/E7AZcAD2/zd2s97AN+cfo9baA+GC0DWdkHFE1jzgopzWvkODOcQb98e3wV2aMtmXlBx4HrbMN9PwphP1IEMCf07DKMyAK9jGLmBIfF/jOGCiXOAPUbWfU1b71uMXGEy2zYX0mOMPj+E4dPszxlGKS8dWfdMYBXwy1Zn/1b+4jZ/S/tDevd893Mj+v0l4McMQ/IXMHzKB3gmcPNI+QXA3m3ZLW170+V/N9/93Ih+v5XhwoELGEbh7t/KnzVS/nXg4Fb+QIarDi9iOFdlwfV5nH7PqPsVOgh3Y77e/9Be1wvb633fVv5HDOdWXth+HjGyze0YRq4uBr7GMLIz733dwH6H4fDiZa0fh42s+2ft9/lihg+1W8343Thgvvu3sf1u80cDb5xl3WUMIzW3m1H+lJHfha8w8n9vITzGeK33YhiVu7C9f+3Xyrdh+H9+afs9eMXINs9sZRcCj5vvPq6l3x9lOF/wZob/t0cwfPh4QVse4B3tebl49D0N+AuGHLOS4dSi6fIphvfx7wBvZ5YPADMf3qFCkiSpI4vhnDtJkiSNyXAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ6krSZ6T5O3z3IbXtS/bXledo5O8fJby7ZL85eRaJ6l3hjtJmmNV9XdV9aWNXH07wHAnaaMZ7iQtGkmemeScJBck+ffpm8cneW6Sbyc5h+EWZNP179VuQH9xkjckuXFk2SuSnJvkoiSvnWVfT03yL236b5Jc0ab3SPLVNr1PktOTnJfklHYPUJK8P8khbfrAJN9sdd6W5LMju9kryVeSXJHkxa3sjcC9Wh//KcnOSc5o85ckeeRcPqeS+mO4k7QoJLkf8DTgEVW1N8NNw5/RAtVrGULdHzN88/20twJvrao/YPi2+Olt7cdwz9J9gb2BfZI8asYuz2S4WT3t57VJdmnTZyTZEvg/DLf/2wd4L/D3M9p8e+DfGe6Osw/DbeFG3RfYv7XjqLbNVwHfqaq9q+oVDPfaPKX1+Q8Zvs1fktZqyXw3QJLG9DhgH+DcJDDcM/ca4KHAV6pqFUCS44H7tHUeDhzcpj8C/HOb3q89zm/z2zCEvTOmd1ZVP0qyTZJtGW7o/RHgUQzh7pPA7wMPAJa39mzBcNuhUfcFrqiq77b5jwJHjiz/XFXdBNyU5Bpgp1n6fS7w3hb8Pl1VhjtJ62S4k7RYhOHm8K9eozA5eC3117etf6iqf19Pvf8Enstwb+ozGe79+HDgZQw3L7+0qh6+EfufdtPI9K3M8p5cVWe0UcUnAO9P8i9V9YHbsE9JnfOwrKTF4lTgkCR3A0iyQ5J7AmcDf5Lkrm1066kj65wF/HmbPmyk/BTgL5Js07a1y/R2ZzgTeDnDiN75wGOAm6rqBobAtzTJw9s2tkxy/xnrfwvYI8myNv+0Mfr5M2Db6ZnWxx9X1buAdwMPHmMbkjZjjtxJWhSq6rIk/wv4YpLbATcDL6qqs5IcDXwNuJ41z0l7CfChJK8BvgDc0Lb1xXYO39faIdUbgWcyHOYddSbDIdkzqurWJFcC32zb+HW7aOJtSe7C8H76FuDSkTb/sn2tyReS/JzhEOv6+nltkq8muQT4PHAJ8IokN7d2PnvMp0zSZipVNd9tkKSJSHJH4JdVVUkOA55eVQdt4jZsU1U3ZkiR7wAur6o3b8o2SNq8OHInqWf7AG9vwep6hnPmNrXnJzkc2Irh0O76zvOTpNvEkTtJkqSOeEGFJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR35f+XihwUQJX4AAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "wts = list()\n", + "for u,v in g_nx_wt.edges():\n", + " wts.append(g_nx_wt[u][v]['weight'])\n", + "wts = sorted(wts, reverse = True)\n", + "edgeCount = collections.Counter(wts)\n", + "wt, cnt = zip(*edgeCount.items())\n", + "\n", + "plt.figure(figsize=(10,8))\n", + "plt.bar(wt, cnt, width=0.005, color='b')\n", + "plt.title(\"Edge weights histogram\")\n", + "plt.ylabel(\"Count\")\n", + "plt.xlabel(\"edge weights\")\n", + "plt.xticks(np.linspace(0,1,10))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Step 1: create the biased random walk object" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "rw = BiasedRandomWalk(StellarGraph(g_nx_wt))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Step 2: sample random walks from the graph." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of random walks: 24850\n" + ] + } + ], + "source": [ + "weighted_walks = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", + " length=100, # maximum length of a random walk\n", + " n=10, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = True, #Flag that indicates whether the walks are weighted\n", + " seed=42,\n", + " )\n", + "print(\"Number of random walks: {}\".format(len(weighted_walks)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare unweighted walks with weighted walks when all weights are uniformly set to 1. Note, the two sets should be identical given all other parameters are fixded." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "assert walks == weighted_walks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Step 3: learn node embeddings from the walks sampled above." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plot the embeddings in 2-D using t-SNE tranformation for visual comparison to the embeddings learnt from unweighted walks." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Retrieve node embeddings and corresponding subjects\n", + "node_ids = weighted_model.wv.index2word # list of node IDs\n", + "weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", + "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]\n", + "\n", + "# Apply t-SNE transformation on node embeddings\n", + "tsne = TSNE(n_components=2, random_state=42)\n", + "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)\n", + "\n", + "# draw the points\n", + "alpha = 0.7\n", + "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", + "node_colours = [ label_map[target] for target in node_targets]\n", + "\n", + "plt.figure(figsize=(10,8))\n", + "plt.scatter(weighted_node_embeddings_2d[:,0], \n", + " weighted_node_embeddings_2d[:,1], \n", + " c=node_colours, cmap = \"jet\", alpha = 0.7)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare classification of nodes through logistic regression on embeddings learnt from weighted (weight = 1) walks to that of unweighted walks demonstrated above. " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Array shapes:\n", + " X_train = (1863, 128)\n", + " y_train = (1863,)\n", + " X_test = (622, 128)\n", + " y_test = (622,)\n" + ] + } + ], + "source": [ + "# X will hold the 128-dimensional input features\n", + "X = weighted_node_embeddings \n", + "# y holds the corresponding target values\n", + "y = np.array(node_targets)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None, random_state=42)\n", + "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", + " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", + " multi_class='ovr', n_jobs=1, penalty='l2', random_state=42,\n", + " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", + " verbose=False)" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf = LogisticRegressionCV( Cs=10, \n", + " cv=10, \n", + " scoring=\"accuracy\",\n", + " verbose=False,\n", + " multi_class='ovr',\n", + " random_state=42)\n", + "clf.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = clf.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.842443729903537" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(y_test, y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "0.842443729903537" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**YT: conclusion on identity?**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**YT: the following test shows that something is wrong with weighted=True case**" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "walks1 = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", + " length=10, # maximum length of a random walk\n", + " n=1, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = False,\n", + " seed=42,\n", + " )\n", + "\n", + "walks2 = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", + " length=10, # maximum length of a random walk\n", + " n=1, # number of random walks per root node \n", + " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", + " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", + " weighted = True,\n", + " seed=42,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "assert walks1 == walks2" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 5c36cfff953125561e7500e26f52bd53ad3533b6 Mon Sep 17 00:00:00 2001 From: habiba-h Date: Mon, 7 Jan 2019 20:37:32 +1100 Subject: [PATCH 012/116] renamed the weighted random walk demo to make it more generic hence removing this file --- ...classification-weighted-random-walks.ipynb | 1075 ----------------- 1 file changed, 1075 deletions(-) delete mode 100644 demos/node-classification-node2vec/stellargraph-node2vec-node-classification-weighted-random-walks.ipynb diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-weighted-random-walks.ipynb deleted file mode 100644 index 0ef053b3a..000000000 --- a/demos/node-classification-node2vec/stellargraph-node2vec-node-classification-weighted-random-walks.ipynb +++ /dev/null @@ -1,1075 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Introduction\n", - "\n", - "An example of node classification on a weighted homogeneous graph using the `Node2Vec` representation learning algorithm. The example uses components from the `stellargraph`, `Gensim`, and `scikit-learn` libraries.\n", - "\n", - "**Note:** For clarity of exposition, this notebook forgoes the use of standard machine learning practices such as `Node2Vec` parameter tuning, node feature standarization, data splitting that handles class imbalance, classifier selection, and classifier tuning to maximize predictive accuracy. We leave such improvements to the reader.\n", - "\n", - "### References\n", - "\n", - "**1.** Node2Vec: Scalable Feature Learning for Networks. A. Grover, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2016. ([link](https://snap.stanford.edu/node2vec/))\n", - "\n", - "**2.** Distributed representations of words and phrases and their compositionality. T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean. In Advances in Neural Information Processing Systems (NIPS), pp. 3111-3119, 2013. ([link](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf))\n", - "\n", - "**3.** Gensim: Topic modelling for humans. ([link](https://radimrehurek.com/gensim/))\n", - "\n", - "**4.** scikit-learn: Machine Learning in Python ([link](http://scikit-learn.org/stable/))" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "from sklearn.manifold import TSNE\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.linear_model import LogisticRegressionCV\n", - "from sklearn.metrics import accuracy_score\n", - "from sklearn.metrics.pairwise import pairwise_distances\n", - "\n", - "\n", - "import os\n", - "import networkx as nx\n", - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "\n", - "from stellargraph.data import BiasedRandomWalk\n", - "from stellargraph import StellarGraph\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Dataset\n", - "\n", - "\n", - "The dataset is the citation network Cora.\n", - "\n", - "It can be downloaded by clicking [here](https://linqs-data.soe.ucsc.edu/public/lbc/cora.tgz)\n", - "\n", - "The following is the description of the dataset from the publisher,\n", - "\n", - "> The Cora dataset consists of 2708 scientific publications classified into one of seven classes. The citation network consists of 5429 links. Each publication in the dataset is described by a 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of 1433 unique words. The README file in the dataset provides more details. \n", - "\n", - "For this demo, we ignore the word vectors associated with each paper. We are only interested in the network structure and the **subject** attribute of each paper.\n", - "\n", - "Download and unzip the cora.tgz file to a location on your computer. \n", - "\n", - "We assume that the dataset is stored in the directory\n", - "\n", - "`~/data/cora/`\n", - "\n", - "where the files `cora.cites` and `cora.content` can be located.\n", - "\n", - "We are going to load the data into a networkx object." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "data_dir = \"~/data/cora\"" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Largest subgraph statistics: 2485 nodes, 5069 edges\n" - ] - } - ], - "source": [ - "cora_location = os.path.expanduser(os.path.join(data_dir, \"cora.cites\"))\n", - "g_nx_wt = nx.read_weighted_edgelist(path=cora_location)\n", - "\n", - "# load the node attribute data\n", - "cora_data_location = os.path.expanduser(os.path.join(data_dir, \"cora.content\"))\n", - "node_attr = pd.read_csv(cora_data_location, sep='\\t', header=None)\n", - "values = { str(row.tolist()[0]): row.tolist()[-1] for _, row in node_attr.iterrows()}\n", - "nx.set_node_attributes(g_nx_wt, values, 'subject')\n", - "\n", - "# Select the largest connected component. For clarity we ignore isolated\n", - "# nodes and subgraphs; having these in the data does not prevent the\n", - "# algorithm from running and producing valid results.\n", - "g_nx_wt = max(nx.connected_component_subgraphs(g_nx_wt, copy=True), key=len)\n", - "print(\"Largest subgraph statistics: {} nodes, {} edges\".format(\n", - " g_nx_wt.number_of_nodes(), g_nx_wt.number_of_edges()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Add weights to the edges \n", - "For weighted random walks the edges in the Cora dataset should be weighted. One possibility is to weight each edge by the similarity of its end nodes. Here we weigh each by the jaccard similarity of the features of the pair of nodes." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tys017/anaconda3/envs/stellars_py3.6/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to bool by check_pairwise_arrays.\n", - " warnings.warn(msg, DataConversionWarning)\n" - ] - } - ], - "source": [ - "df = node_attr.copy()\n", - "df.set_index(0, inplace = True)\n", - "papers = df.index\n", - "## calculating the paiwise jaccard similarity between each pair of nodes.\n", - "wts = pd.DataFrame(1- pairwise_distances(df.iloc[:,:-1],metric = 'jaccard') , index = papers, columns = papers)\n", - "wts.index = wts.index.map(str)\n", - "wts.columns = wts.columns.map(str)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**YT: please fix the above cell to remove the warning**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Append the weight attribute to the edges. Note, here we use the word 'weight' to label the weight value over the edge but it can be any other user specified label. " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "for u,v in g_nx_wt.edges():\n", - " val = wts[u][v]\n", - " g_nx_wt[u][v]['weight'] = val" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Just a quick look at the weights of the edges." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import collections\n", - "import matplotlib.pyplot as plt\n", - "\n", - "wts = list()\n", - "for u,v in g_nx_wt.edges():\n", - " wts.append(g_nx_wt[u][v]['weight'])\n", - "wts = sorted(wts, reverse = True)\n", - "edgeCount = collections.Counter(wts)\n", - "wt, cnt = zip(*edgeCount.items())\n", - "\n", - "plt.figure(figsize=(10,8))\n", - "plt.bar(wt, cnt, width=0.005, color='b')\n", - "plt.title(\"Edge weights histogram\")\n", - "plt.ylabel(\"Count\")\n", - "plt.xlabel(\"edge weights\")\n", - "plt.xticks(np.linspace(0,1,10))\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The Node2Vec algorithm\n", - "\n", - "The Node2Vec algorithm introduced in [1] is a 2-step representation learning algorithm. The two steps are:\n", - "\n", - "**YT: please fix 1, 2**\n", - "\n", - "1. Use 2nd order random walks starting from each node to generate a sample of walks on the graph. Note the walks can be longer than 2 but to be consistant with the explanation in [1] we set the random walk to be of length 2. \n", - "\n", - "2. Based on these random walks generate the embedding form each node. The Word2Vec algorithm, [2], is used for calculating the embedding vectors. In case of graphs, node id is analogous to a unique word/token in a dictionary. A dictionary is a set of words which translates to the complete set of nodes in a graph.\n", - "\n", - "\n", - "The node2vec framework learns low-dimensional representations for nodes in a graph by optimizing a neighborhood preserving objective.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Corpus generation using random walks\n", - "\n", - "The stellargraph library provides an implementation for 2nd order random walks that can be unweighted or weighted as required by Node2Vec. The random walks have fixed maximum length and are controlled by two parameters `p` and `q` and `p`, `q`, and `weight` incase the graph is weighted and the a weighted random walk is intended. See [1] for a detailed description of these parameters. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first step for the weighted biased random walk is to build a random walk object. This step is exactly as a simple unweighted random walk." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "rw = BiasedRandomWalk(StellarGraph(g_nx_wt))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, we are going to start 10 random walks from each node in the graph with a length up to 100. We set parameter `p` to 0.5 and `q` to 2.0 and the weight parameter set to True. The `run` method in the random walk will check if the weights are available and resolve any other ambiguity, such as, whether the weights are numeric and their is no ambiguity of edge traversal (multiple edges with different weights between the same pair of nodes)." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of random walks: 24850\n" - ] - } - ], - "source": [ - "weighted_walks = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", - " length=100, # maximum length of a random walk\n", - " n=10, # number of random walks per root node \n", - " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", - " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = True\n", - " )\n", - "print(\"Number of random walks: {}\".format(len(weighted_walks)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Representation Learning using Word2Vec\n", - "\n", - "We use the `Word2Vec` [2] implementation in the free Python library `Gensim` [3] to learn representations for each node in the graph.\n", - "\n", - "We set the dimensionality of the learned embedding vectors to 128 as in [1]." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "from gensim.models import Word2Vec\n", - "\n", - "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(128,)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# The embedding vectors can be retrieved from model.wv using the node ID as key.\n", - "# E.g., for node id '19231', the embedding vector is retrieved as\n", - "emb = weighted_model.wv['19231']\n", - "emb.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Visualise Node Embeddings generated by weighted random walks\n", - "\n", - "We retrieve the `Word2Vec` node embeddings that are 128-dimensional vectors and then we project them down to 2 dimensions using the [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) algorithm." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, the weighted random walks." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "# Retrieve node embeddings and corresponding subjects\n", - "node_ids = weighted_model.wv.index2word # list of node IDs\n", - "weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", - "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "# Apply t-SNE transformation on node embeddings\n", - "tsne = TSNE(n_components=2)\n", - "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot the embeddings generated from weighted random walks." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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tUjw/PQwfKpYarPlReC0Jx66UIvmtyRAapLAeoNCBBzvHl+BazSre4HU8st1iC0SIAfh4NNLIvfyVEkqYwczRHK6ijBu0hktRlF78sgmuaBBvqTSSaksDazz4YRPs9R7c2z7KgxxCil34wWRYPg/WzYfn58J3akRsWQsX1UHTNtRi5eq7csX44y2duJxl+Hg009wttvpisaRI8QD3D7iMoii9UcGlKEo3azPw02ZJifWnMXykEPxLGyG1E9xn/9gOT8bztV1bQ27Z9VlIWfh4yfCNbzjw8GilrTuiNRAWSzttbKJ+hEamKOMbFVyKonTzUkIiMwPhBY8uH56Ij9SoRoeshZtapKB+W7DIOXorDXtF4JhxVltew2Q8slsVucqQIUV6BEalKOMfFVyKonQTNmLeORAGSFuJco2zTNk20+qJsKwIbX10C+SiGgWqHXg7DavHWY/FKUwlTGSrlvXxmcSkYR6RokwMVHApitLN4YVQ6ELBAGrKIDP5fKDSkRqniUqZK0Xvab9/wRVFzkcYcaN3kQuqj9S9JYK2P490jdiQh4TJTKaUrcuDVjOJQgqHeUSKMjFQwaUoSjeVLlw/WWwR+ot05ZJMEaSO65aWERzcCBM28LFisYQoMXlvLgcoMlDsSFuf9xdKw2oPeiXhuoDVaamLG0+4uBzKYZgtxDBdXI7nxBEalaKMf1RwKcoo4QctYf7aDi8mxo4r+VHF8OJcOKEYCk3/NUydwOspuK55/AmKbeEDRWITEXWkbU/EyDkB8enapwC6LNS4+XVyUS+DzO5s80Z+3DvK7uxJJVW4uP2+7uCwkIOYx7wRHpmijF/Uh0tRRoEOT5zI30yJ8HIMzIvAL6dIKmu0mRWG+2bCxfXwi6Z8G5uepIFVaXi0C75YPtIjHBl2jUKVC7PDIrYskips8uCSajgoBpdskvcxFw9yyLcFcpG04nijkEIO5hBe5iXaaCNLFj84qigFHMERHM6Roz1MRRlXqOBSlBHEWngjBdc3y4zAmSHwgyjSshTc0AyXjZEaZGtljNNC8E62/2UywKvJER3WiFLswFcr4CfNQa2WgU4Lu0bg5BJ5/Z5pcMpaeLgTogayRs5drl3QAQWjfBDbycEcQiWVLGUprTRTQIy5zGUBe1PGBFXYijKMqOBSlBGi04dv1MHSpLSLSVqxDgCJhEx14YFO+HY1mDEwBdAi0Rl3kLEYoHQMjHU4Ob0c5kTEk6vJg6OL4JRAbIG8V2dVwMtJaPHkouoYMY6tcuEL41SbGAy7MZ/dmD/aQ1GUCYEKLkUZATwL/1UHD3ZIgXVXnzYxWcTJvTUp0ZGxILgcAwsLpB9gCBljX2pdOGKc+UxtD4cUymMgTiyWvox3tENzVgro50bgrmlQOgZSxIqijD4quBRlmPEsXFIPf2iTaNGmzMC+Tu0WvlkP51fBLltnhTSsXFgFbyRl1mKrn5+FZ4Bi4NgiOGonEFxbwjVwZQ18vhzeTslsz4UxCI0B4awoythABZeiDDPPxOGxuKQNw7BF/+4/tMLfO+H4IklHHRiTaNNoMD8K98yAu9rg7x3wXkYaM88Jw5cq4bTS8dcrcDiZG5GHoihKX1RwKcow82SQkqsOQUN2cNdyg6Qb0x7c2gZPJ0Rw/awWYqNk4jItDP9VLQ9FURRl+1AfLkUZZoqNRLXmRmQW22BYJJpVYMR4MwwsScKdbSMwUEVRFGXYUMGlKMPMh0ukEfLGjNT2DOYS4JI31gSpDSpz4IGO4R6loiiKMpxoSlFRhpmshbgVR3ZD7/Y4Lvneew55seVZ+b3CFfuIkZ612JCFp+MwPQQHaqs8RVGUHUYFl6IMI3EPTl0H6zN5p/KZYajLAj2EVBnSKDnui7FmgYE9oyLI2vyRdXL/+ka4uVWK4y3StmbRTNg7NnJjUBRFmWio4FKUYeS/G2B1RiJXjpE2PhuzMCcEYQf2ioqB5qdKYd8oLOoSF/qUFePMtAeHxeAzpSMz3ttb4RctEnVzEcFV78GRq6BuPhRoEYKiKMp2oYJLUYaJDk/6DIZNjz57BhwL9T58MAa3Tuu9zmll8PFSeD4OmzxpIbNvdORSitc0itjKXRhM8Gi3cHsLfKlqZMahKIoy0VDBpSjDRLsvxpeVDjR7UrNlDBgrDZBPLel/vYgZPTPRZq/37xZxTbfAPR1wdgW4GuVSFEXZZlRwKcowMTkEZa4IqDTSS9FY+fkDMZm9ONY4KAb3dcrPPr3b+TwThwUr4OGZMFPNPYcca+G1pHivJX1pGj6/APaODt7PUlGU8YEKLkUZJkIGLq6Cb2+SxtQ2BO0eTAnBb6cNr3v89vZjvH4yPNwlMyN7GrQ6QImBNRn4jw3wyKyx0e8xx4YMPJOQ2Z2HFcrEhPFElw9f3Qj3d0C775PBYLCUOikWFnr8dkoRM8Nj6IQrirLNqOBSlGHkuGKoCUlrnPUZOLgQPl0qrvNDjbXi1/XzFngnDRUOnF0O51RKlK3Zg180yzIG+EQJnFfZu7nyzCgsmQsfXQ3vBOGtMNJL0TUQ8uHdNLydhj2iQ38M28P97XB1o9hvZBGhe2ElfG4YZnZ2+XD+RjmHWWD/ArihFvYczFxtK/h1CzzYCZ2+JRNU/FmgzY/yUryLc+tb+ce0ijElchVF2TaMtYM1GhlZFi5caBcvXjzaw1CUccmf2uHKTRLtAam9ygL7R+Ge6fCVjfCvuMx+tIjr/QeK4L4Zm6esnovDJ9fKsj3d8VNWatLumSEth0abhix8ZK0IyNVpaYuU8eV4FkRgVVaE2G4R+GolfKQUinagBu3QlbA0CVEkQpm0sr1Xd4HaHRDRh6+ElxOQ6qfxk8FnerSFRTPK2D0yzkJ3ijLBMca8bK1duDXLavmrokwAPAs3NYsACRkRHGkrYuPFpAiFRV0iSDzkEbfwj054pB8X+wNikvrMWomcgVhaWAuVIfEIGws8n5A07atJaPBkokIC8TJ7PgV1HjT58FwSztoAp6+Fxiy8EJfz9cc2aMzkj3Ewno7LfooNRBw5z8WORL2ubdz+Y8hYWJaW2r7+MST9EM1+1/bvRFGUUUdTiooyAejyodETIRU20BrMNnSQaFazB0Hgq9vqAaQw/qpGOKGPz1fEiGXFyWtkXRMIkqlhuLJ6x6JEQ0WbBzcF6dPsIMs5wSMFvJHMR+7SVqw3Oj2YE4FTS+FrlTLRoT8WJ4Jz1ycaaICXk9t/HM/Gg4gZ8v71xuLgEzI+e0XHQEhRUZTtRgWXokwAih0od2FlECaxyA3cD747Bvpmq3K/vp0Cz5dljIEVaREyLyXgoAKZbdnhw/wInFI2dmq3vt8A69P5VkkDYckLzDYfGpNweAyWpCQlGDZiRntvm4i326b2P6Fhr4hsq++EBEv/5yTjw0Wb4J42iRSeWAw/mwwVfbKC76WhOmjh1LzZwYjgOqd6A2VmwRaOdOLS4cF7GalLnKUzZJVxigouRZkAOAYuqIRzN0h7IEteiISNzJLMFcH3zZ4lLRy8EkIOHBGD5xIiEMpdiZqtysAFVfD/tqIIfU0GliakiHyXYbwxtnrwZBymheHNrRRdIOm7kAMtvhx3rj4tbWXywNspWJKEhf0Ek44tgrlhufEXIkI2Hmzjm/0Ywu6/At5I58XeHe1ihPverhDrEUWbHpYU5cExWJY2rMn4ZIMRlzgJvlBdzxXlu2/9yZlAWCy3tW/i3kQTndkS3uuaimNcjo5l+EjVauYVJKkxNUxiEgadUaCMbVRwKcoE4RMlkKiFb9ZLPZNBejLODMMMF97L9hYmuaBX2MAkV564q00K4w8NGlZHXGnn86sWOK104NY+bwWpunczIkRCBo4ohL9Mh+IBUnQ7Qpcv43cCY9kmf+C0Yq5heAgRW9UhEUo5EWaDnx0jP6/PQn8VsI4Dj86GL66Hp+KyzV3CcOMUmN1HXP6lTYSgS75Q1iI1Zdc0wRU1+WWPKpQo4qasRBFnhh1WZyzVrs/t0wrYI7rLdp2j8U6WLLemH+LV8Bpmhh3avTBOZBpvte9PqmwRN3dNoqFpBqVuHSeVrubrhfsTMsPwx6YoQ4TOUlSUCYZv5ab+21aJvuRaCx0UhT+0S0G5Qewe5ph3OaVgEZ3WwSXE694Cnskewn4FvWuZGjy4e9rmwgKkkPz41VIPlVslJ+Q+WQJ3TB+eYzx5jQintIXXkxKVy5VSOcgxesH3CDAzBEcUwStJGduytJyfTNAsfL8oNPhw8xTYbwvlUplA4MUcWJ6SlkjL0zJz85tV8PU6+GOHnONe6yFp2ufn9n5+YwZ+0iRROwf4YDFcWAWVO6l+WJ+BS5rq+WcndGaL8HHI2BAuHjG3k6RfSNTJUugmKHIMKd/whXLL1VWTR3voyk7GtsxSHLIIlzHGBRYD6621Jxtj5gB3A5XAEuAL1tqBJ+IoijIkOAYuroZTSuHRTrnJ17gSvSpzIBlUZu/lrGAX9xX+ljoai4PB4pJhofMUXfZIyoLtZQOBNpB32P82QpOXL04Hif5YCw91SjRqqIvsHQOXV8OFm0R8zYrAugxELexTAB8qhk+WSrH/O2kodGFeBKaGRNjc3S5j7fQhZiRSVefDfgXwvq3w1Ao7Iqb+2QGnrRfRZ4CXkvD7NjiuiAETXNX9iKgpYbimVraTixDurHT6cPYGWO65JP0IKT9CNrhV+TikshWAQ9KHlBcmFu2gLJTkT23FnF8q51JRxiJDmVK8AHgLyM13+hFwrbX2bmPMTcBZwI1DuD9FUQZhlwjsUglrM3DqWvGpavIlCuUC+7hP8ax3MFWmvbtIPGHDtNkijM1ibYi0lTquL5RLYX5fshZeT8nPPV82SAQoy/AILoDDiuDOafDXdkkDHhSDk4uhpI+gmddHQP1XtcxIfCEBj3TBm0lJNX6+GM6t3DYH/fPrJELW89y0+7A2LecjS/4i6yHPXTlp4O1FdmKhleOxTvmbizkpEl4JHkG+GxFcPaVs0hawLhlmRqwJB3grrYJLGbsMieAyxkwHTgKuBi40xhjgGOCzwSK3A/+NCi5FGXHuaZdi8HabF0IGaLLlhMh2p90AIiZDF4XMC7Wx0qui2IGzymHXCNzZCvOj4q6eEyUuUlwfRdJ5fYM3tW5QHzZMzI2IgNpWZkXkcVrZwMtYC9e8Cb9ugE5HUoE/3BPmF8vrTVlYl4WiPiIpBryWljZJF9ZLhNEiF9vLquGgwm0f787Eioz8PYZsCdb2NDGB/uKGWRwa0sXMCruUjwG7EkUZiKGKcF0HXAzk2vFWAa3W2lwd6zpgWn8rGmPOBc4FmDlz5hANR9nZ6eiEB5+CdXVQWQbHHQozpoz2qEaeuA83N0FbUKrZXSgOJCjAYHtZIMTwyRqH/5lcwsyI1NJ8Yp3MVEwHDu5TQlKn9OkyqTH6QpkstyqTF3M5J/trasdWz8Vt4cwn4Y9ZcFPg+rAoAc+/BM8dDLMLpe4rV5DfU1P6WBY4b3NOSZzPlu7OPR1FpCx8vkxMY5XB2S2oE6xxingd6G3s0RuDxQc6vBgZ17CDHZYUZVjZ4X9/Y8zJwCZr7cvGmKNzT/ezaL/V+dbaW4BbQIrmd3Q8ys6N78N534Pb/gaZDGCgvBh2nQVXnQ8nHjnaIxxZ/rcR6jd305RWOP4sXHxC+ERNlNX+JOq9Uspcw7vpCPOi8Nn10jsxjIiptIWVGfifBukneNs0OKNcTEhvbRXhlQha6dw8FQ4Zp9GcdW1wTwr8TL5VUCwD7QZ++AbcdCAUuWLl8FwCihFhOYW1XFH4DXZx1/LWJkPIuCyMXUpFyck80CkXwaOC5totnkxMGO40YpsHj3TCBg8WROHwwrGduvxAEdzSAuuyLmWO7cebLG8qZwMbXwuszhgOWw3frpYaxonEWtbyL56ggU0UUsRhHMYC9hntYSnbyA7PUjTG/AD4AnI9LkBquP4GnADUWmuzxphDgf+21p4w2LZ0lqKyo1zxM/jxbyDryTR+EFPPqZNg5hR46FdQUjS6YxwOrA0iLT1upB0eHLdaCtpXZPr/xDPfLCPshFjjTSaLS6EDM8MFtPmGIwvh7ja5vSXJxxkMkkbbLQqnl8I3q/P72+RJT8Gx4ES/I1z2AvygGQjSW7nDCbty3P8I/yHpAAAgAElEQVQ+Tn6vy8g5XpmR2/7thacy3VlHxlQTwuDbJFHaOD/xezqc+SSs2D8YC1UhiRaeWQFnlvdvtpoja4O+jWbrI4Zr03BHG9zZJoLZccD3PKaufpuPXXsJRWGXA846i3knn4wZY2HIxizc3AJ/boV/Z7a8fJmBqJNvZ7V4rqS/xzKddLKKlaRJY4ENrCOLxzzmsTt7ECKEh8ejPMJzPIMX9CFwgq+DOIQT+dDoHoQysrMUrbWXApcGOz4a+C9r7eeMMX8CPoXMVDwDuG9H96UoW+I3f5EbkulxY3IdqG+CqTWw9G044oDRHeNQYq3MuPttixTE7xWBb1TB/jGZ7WWBGWExJO3vvrXczmeStRS5PnPDhi7f4d1MfrtJesYTAqd15MZW5sBTCfhm8FqJu3nB+nhkTQZu6gDbQ4N4SNowFYLpPSIuNSF4fo5EkP7c8iaznDU02JoeKxdQTStHug/w8/R8rJWeiRaIZ6Vt0vVNEnHqz1g2Y+EXTXBtM9RnRVCfUAw3TZF994e1cEEd3NoGCV+EeBQ4IJrFefg+an/7U95uqsf1srz6/FdY8PGH+NxNvxiCMzd0VIfgsknwlQqYulzaMvXTLAGAEidvYBsJeoje1go/GIMOEa208jZvsYbVbGADESJ00UmCBMWUUEopdWxgBe9xEh9hCS+zmBfx8HFwsfjdX8/xDADHcCwR1H5/PDCcn0O/hRTQv4vUdP1mGPel7CDWwvp62NQ02iPZMTq6wO1z0zdGolzWQniC1dD8plU8oCziJr8yA+fVwVspuSFXBediRj/HHQoeXb6h1XN5I+3wWlpmFaZsb08t6N2DMRrc2KomgMDqyy0tkJoKziogBtaRc5ANAz58dV4gSNvgg6vh6NXSwieeiePj4ARnyQsMVRtsNUkbIW1FOPQUDZ0W1mbhNy1ib9GXa5rgOw1SnJ9Folz3dsCBKySi2B93t8GvWyHpi1C0iHB+KW7Z4zfXYDyP+pnzaJ42h8Zpc3j+kSf4xxPPD9XpG1IiQSN2F/lbjRBE6wiMfRFbj54Y5MPGWGM96/gTd7OEl1nOMjrpoI1WUqRwCREnjsFQTAkb2MAa1vAqS/Hwgr8oi+3x12OxvMWbPMYjo3VIyjYypLcfa+0TwBPBzyuAg4Zy+8rw8Po7cOXPYV293Eh2nQEH7g3JFBx5AOyxC7zwqlzIDtkXKreixctoMXsqrFgnP+d63nm+pIJKi2C/PUZ3fENJ0pdP8tWhfE1OhQsNWbi9FX44GS6thovqJRUVQW7auSJvB7lZeYjAyvr59JmP1GJFkIgM9BZeJY6Yjn5+kFl+45UXElAaAncf6FoC3mxk6mED7FoOx8+WmZ8/bpTzXePCshR0sQfg0OSXcVPybN729yBFhAJSpCjYzOU/90j54iGWDgxYc7R5cEeriLK8MYK8XxuycFMzXNSPxcQvWuT97GmgYJFo2ca5e1HasAHX9wh52e4F7r73IY5//yG9UtJjgWJXZsguT8lx9zyHu0ckGun5EsUGqbdzgI+W9LOxUcTH53Eew+CQIEEmiDeng/8uJ4h9dNBBNdWAZT3ryJDGxSVLtpfYypEixassZR7z2YWdsyPBeGKCfd5XtpWmVvjP78qn65pK2NgAf3sE/rQIIqFArIRg15kQDsuF7btfheMPH+2R98/VX4fPXSz1Kp4nogtg7iz46SUQmUCR9xZPbqJ9C6CLHHFRBziqSArb/9AKm1pFYNV7gQM9+dRg3MunC3OX9RDiyO4ET+QCKiEDhQ58rRKOHoai+NVpeDYuPx9RJCnRkWSSCzUOrKqE0mOBTZBNgbcArpol5+fXLSK2Yo68B66BJMX8MHElj2cPopNiPBwshnbADJBMsEiqt8MX6459e1huNHryfF9jhJwgfjwOF/WzzY3Z3s3L/R7rJ0rLKd20HjeZwMtkcByJx6WzWVZnxGZjrHH9ZPj8Bumfaa1ka2tDcNc0uKEZ7moHEygxY+D4Iim8H0t00kEXXSRJEKdrM/GU+72DdiqpBAwllFBOBWkypEj1K7gSxLFY7uB3HMKhfJATtKfkGGacl7YqO8qiZyCehPJSSGfgndWQyYpYSaTkua4EvLsW3l0NS5fBqd+A+x8b7ZH3z0ePgb/9DBYugOoKmDcLvn8BLPkL7DN/tEc3tFSFpLdhqk/6pNOHvXoUDO8Rhasnw89rxZYgGhTDpK00TZ4UEvGVi67kLB2iiBhzjEQTdg2L0CpxpO3M6WVDb/lwVyt8ah18rxG+3winrIU/tQ3tPrbEGWXywWLXoKm0VwPMgNOq4NOlktZr9UVsgYjSYkc+tDyQPZFWKvBxsd1xRCcQQB6mO8knAjYXtXENnLMRftWaH8eU4L3qe5vNianpAwjRvQPRlCYfEbKAdVwmL1tKpKuTUEYUuZ/N4vgeLUd8sLsOaqxxdDHcPwM+UwoHxGSCwQMzYN8Y3DIV7pmeF1k318Ifpo0tp/7OoEYrQ5pWWruL33tisZjgq512woTYlXkczhFEiVJM8Wbr5ISVg7TlepEXeIflw348yvajEa6dnIZmuj/+trZDOt1/LUlXEHFwDKTS8IVvwb03wAcOHrGhbjXHHSaPiU7EwNnlcF2TTA2OGYl6hYyIhr6cWgZTw5IKezIuYmp6WGqBIgYOKJCIyrvpoGbJiKnpJ4vh4bhEToodqQ27pUVa5lwzubfo+msrXNogzu9VLvxXJZxftXXCbF1GhFZdJl9zHkaE1xGFI+cgfnyxRAFvboFZIREtnygVg1VjJLs4NSTnKucwPy8CLydyDbQN/mYVcFBgUpRHm4l7hXRmyvFwCCPCbUGBXIx/3QInFcO0QNxeVAn/WS/bdYOt+UChga9W9j/+M8vh/q7Nn3e8LM7M2RS8/DyhtHSdNI7D2oOOZurhRzJtDDu07x+DX/fj5GgMnFQij7FCJ50kSdBJJw9wP620YHuUuw8UgXJwsFhChDiJj1IUfH2cT7KUV9jIRuqoI0EcH79bpIUIEcIlg8/LLGY3JtgnywmECq6dnH13h9/dn693yg5QiNsTx0jk69Lr4Pm7hn+MysB8vkyE062tUOdJ0+X/rIB5A0yJP7wQDp8pzZ7vbJMamIWlYh3xYKcIr3lR+X3vqAiqtRm4s0OiKgkLqzNQbODxLngjJWIBxGD1/Pp8CmtdVnodrsnAj7fCdPahTtl2zOTtLTIWVqXh6bgIxpHABDMGTy0VkVnl9m7kbYykUy/ZJBYEhY7U01UY6Oj1YaX3J5fpBe2kbZQ5xe/SnJjNqlQN5Y6c757RxSVJusXP2ZUSqbp0E3QFtVxVLlw7GfYewOWzxYcqI50Fcl0EwkDxxjXs+s5Skl2tpH1Lx5SZvHHKWSSmzeCByWMoJDROsFjq2EgTTcQopIZJPMxDrGUNFks77RgMUaL4+CSD1ur9pQZFMrkUUsinOJVq8sV5k5nM8ZwIwKP8k2d4Gr9HNZuIL4l4pborLpWxiAqunZzD94P37Q6vvAUFkS1HIvygXqUgCstXjswYlYExBj5aKo9tYUEB/E+PG3bKl9qlRZ1SqHx1ORxbJO/1t+pFaJX0KEDosGA8WJ6WbVkrkS2f/EXFIjf8m1rg0hpxpR+M1+V+1KtwO2ykAPy9rfBiGmpizsA1TccVw88cifStzojnU6eForQIo74WBgZLxoYodNJ8pHoZTV0hHm6qYWafqJKh96w7Y+A/q+ArlfBqSjoH7F8gqeSBqPdgdlT2Xx/UxU82Hnv9+JtkV6+iwlgy4QhFG1Yy9car2P3Iw5n6H8dv1znaWcmQ4U/czUpWAZYCCkiQ6I5g9Sxy7y+FaDC9hFduvSQpnuVZEsSpoop92Y9JgfhqoYWlLN1MsHl4pEgSIsRc5gzbMSs7jgqunZxQCG64XArlH/yXzFR78dXB13FducEWjVMXcaU3jVk4d6Ok9LIWXE/sJg6MQbkjDYHDfYR4xMgsuupARK1M5wu8c+RmPCaRWWZbcp2fHFyNUkGIzCE/0272GEx3HVYoD4B720UQ7RKGt9P0ijMYLLvG6jm8bBUHlq4hFOpidnELT7f0buzd7onIO7Sf8+QYeN9W9q05oAD+2C59LKcE57Tg30soq19PGKnbCgNuNovX2c6cI4/YzjOw83I3d/aql0ohHdxzKb6eoihFilCPW62D0ytCBRL1ygRfS1hMiBDvAC/yAgdyEHuzDy/yAm20brYeiOjy8HiJF9mVeUztv5OeMsqo4FIoiMLpJ8nDWtjvFHh9ucxQ7I9sFlIOnPexkR2nMjz8rFnShrXB1SBj4eku2PMdMTKty0jkKhn4IaWRSGfUyYsox+SjUT2xyEWmYiv8ug6JicDq6DFV0gGmufD+MSzu72kT640NWZloUO6IyPQtpMhyYOl7fGnqizhGbpCdeBwUmsP/1sBlDWLjAVIPdk3tjrv0HxKBXVxYlpV0sweUbVhPVQhmLNiTtrVrSXd0UFBRQaiggHAstoNnYOeiiUbe491+X7NYsmQ3e77nc33FVq5YPieefHwyZLqfe5qnWMpSOmjvrtsaiHbauYe7OJ8LCDMGP6Xs5KjgUnphDDx5G5x1Bdz3WP81Xb6FPebAFV8e8eHtVFgLK9KSRqoJyazEoZ59ZS083CmRqi5f6qXWZfOu9HU97w09RJAByhGH9Q+XwKywzIxckhRx1tOSYK9oviHxQDRkpfg/3UOw5dbf6MExq+A7NTJLcCx1obmtBc6vo/vcJJEm37NCUBMyxLGcOnkxcdOJxcfgsAd7MovZzCmCh2OwNClp1H0KdqzH4cp18I1fwSIP0vuCmQTVk+CYUvjUgpk0hA2R4mJq9txT0r2OS2LDeirmzh2CM7Hz8DZvbyaa+tJfFGsg+hNQto/JaRed3b/3VwOW26fF0kEHq1nFrszbqv0rI4cKLmUzykrhz9fDH/8Bn/+W2ETkcBywvqQVY1uZ4lC2nYc7pHF0rnGvQZzkL5sEX67YftHxcgLuapNi8EML4dMlEp2K+/BaCkK2i1nOBhrsJNrs5g63hiCK44qI+n4jHFkokbA7psHJa8TtPoOIrnlheHDm4ONd1AkX18v+obcXGEhEbVkGvrBeJgf8fQaExoChTdbCVQ3yc9gBxxfB5QFrPTGk/UlNhCNCp7KG1aRIUUstVVR332QLHDh4CKJ3za1w+mWwZD/w9gEnCbYNGhxYHIGbDt2Px/fdl/Wvvsa/Tjydp/c/hnQoTGVzPR27H86FdmwJ2bFMlOhmNVg9Gej5HH3X7Suu+kPc5gfeZ267QK8CfWVsoYJLGZB5s+W7Y0Rg5S7IHvD2SshkxAxVGVo2puFjawmqQgQLrPfgwjp4Ly2pp23l7x3w3w3yT1/giEv93zvEvPR3rZYT3b+QwbLKn8Ve7uuU0cqdmc+T7ZGayNkSTA0aVLdkRDCdUiZNnV/ZBZ7qkjHuWyCzIge7kbd40rqmKSjudhELhL63lTDyd/dUF9zYAl+t2vbjH2qWJCQa6CHNqB3k3EaD+rNfT83N4Iwyj912eH8PtMPlm2B1VlK0F1TKwxipv1wJ+HuD2xnU0hnwG2BtOfy1w3D69ddz9qJXeLSghoKONiKxQjbufwTfaQnhu/271iubs4C9+T8ewPZTDJ+LMuWEUQExUiSx2G43eRcXHx8PjzBhQoRIkNiGEZhgUsbm4iu3n1nM3o4jU4abMfA5URmrzKjt3QTa2sCjKxBgDS2jOrwJy/caGXBytwf8rk2K0LeFtIWfNElNT3VI6oWmhKDBk5v3Ac6TvObN53VvL7I2xHJvN17yDuIk9/8225ZFCsOfjcvswSsa4JwNUnxf5MCJJTKz7oiiwcWWtfBcXHoOxq1EzvpLwuQuUrlN3TnCRqj9sSEDn1ufF4e5GZkZJPKVa0kzVDwYRDzfy4ioa87CtzfBlUGE7b21kKqUgfQ65QZsRiKbXQVFPLrnEaRm70Zq3wNJz96VcDiEa6QdUHIM9h8cixRQwPt4X3ftFYgEKqOMKUzlKN5PGWVBDZUNumvm3xUHhygFhAhRSCHTmUmYMC6DFzrmBJbTY7898fCwwP4spIQxZEymdKOCSxmQ6gqYPS1IIyI3SMdANCxtgMr1f3pYWD6IlY5FZvE9uy0fiBGBELd5d/QcxY7UEIVNRnokmk7CJkux6SKERyvlOH0+yacR64O0FQuD2WHZxsX1+VZKg5G1cGsLHLMaLqiTOjXXSBF+f7ecnOGnQZbbCqu4YeeGJimSz2mqnOjykfNzTtng1g3bypUNsv0iJ7BlcUSg3tgsNWN7zIXCzs3TsVhwwhKR/NpGsYyIW5kR2eJJu5y4D82eCGZl6ziO45nFbMooo4pqpjCFQoo4kqM4lg9yNudSQQVVVDON6b0iXw4OWTIUEOMjfIyT+QiTqCHCAOZ5PXCCryhRqpnUnd50cYkS5QN8gI/w0RE4A8r2oCnFHcBa8IN6pomItfCl0+DSa+X3UEgu9rECOPsUKNzKyU0bG6CjSxpLT6RehsPF0YXwWLz/1xzEaHNb27CUB1Yenu3tc5XyxX3+X/EpFBDv5R8VJUmdrSUUtNDdbCwG9iqQ7dW4UoO1cgv9+DZm4Iz18EwCChCDz7rg/8gJWuRkgPYetWu58RQGYuuU7RT61sJTcXglKaauH9hCBG4g7m6Fa5rzEwt6jtMCkx24cojTc6vSbHY7DhsRvuuz8KGj4JZ7oXE1eLPA6QI/A04NTI+JqW3cz88yzZI3RPWQdkWPxuEM/f/cKoop5lROYylLWcsaSihhH97HTGYCUEY5J/AhHucxsmQppYx2JDSbJUshhRzBUcxjNzJkguiWHbROS1r4uJRSSi1TaKed6Uxnd/agmmoqqeplP6GMPfTd2Q4SSfj2tfCnhyGVgQXz4OoL4LD9RntkQ4e18JNb4e5/iFBaVy8zFivK4eKz4LzTt7yB1pbF/P2fS3j9vQqWvHcMGa+ab38Jjjt0RA5h3PKNKvhpsziG9yVmxL5ha5tGt3rBjEJXWtY82CF+V66BhC833tNLYU3c4920SzhISwD4OERIkyY/OyInLAxwUIGIPxDh4pIXSv2xMQPHr4Y3gwheEmhNQ6UjUZcwYithkWL72WFpQWSR2Zk+cHAMvjxAS5vBaPfguNXijJ87ht0isGiW9JLcWhbH4dy6vJt+7lwZxA4ibeGL5RIVHkpqQmLd0XOoWUR01boQi8AdV8P//BF+txw650FhGRw2CT5YAve09xbaBGNPI+/brDD8vhX+3zD0x5yolFDKERw54Ovz2I2pTGMda7FYpjGdOHEyZKimmoLg/ypChH15H4t4CAenX6NUgBBhHAwODvtzwJDUBSojiwqureDVZXDr36Sxc00lvPyG/BwJy8Vp8WvwmW9Kb8H99xzt0Q4Ny1fBPf+AmbUtFBd0Mn/OFOLJEJuapVD+wX/B4ftL2nEzbBbb9iW8xkUcv2+W9+9VQnu8mp/d93Muu+4AZtTCfDVEHpAiF16bC6evl9Shh9wUq12YFoKra7bQV9BP09L2XTKJO8GmeNk/mqdCP+KsyukYxAbCGIkYXTVJ+tSdWzmZC+raCNFGzGRJ+C6dFJOyvUMeOYERAQp7BL1SQeRs3iARkl+1SDF9ztA0t71WH/aMSC3ZVyqlUfYegUXCxoysV5eFE4rlsT2pui9thNdT0pLIGKlFXJ6W2rN7Z279dq5pkihhoRGRmNOXPhJBmhuBrw1DQf+3quG8jRKRjDqQCWZEfrYMYsH7MLkarj8PrkeEX8ZKCvL7QZ3X8hT9VP6IgJ8fkdZQabvt0VNlYIooYj67d/8+UG3VQg5kHWt5nde667N6RrqkDizX5HpgUaaMbVRwbYFnlsA3fghtnVDfCMmURLVCIXFaN0aiQZua4apfiOiaCJ8QX3l9NWcccwPHHfAgBktXqoJbHryM5/79Ya65FSpLJT149QV9GlhbD1rOgOQ9lMYMWT9MzO8iFm7hSyd+mfOuv42//SPNJV/ZB8wEzcUOAdMi8K9AlHb58FJCbvQLY737+m2GtWSbTyaWfpoQYaxx+ID7N/bz/8U361/l9hkVXFglka9p4byD/LFltVyYDXNNQ5Rma/GBlI2x0cp0yFwdFeSF34asCI9M0LPv4urBTTsf7ZLtZMhHyQyybqMHp5fDp/v0S5wShitrtuXM9WZTVuqc/twu+0oZSWU6BgqsRNDSduv9r9ZkRCzGHDEGzkXkLCJaHpstfmlDzRnl0JKFHzVJFDFi4IxSuGGA2aoRkz+mPSJwRzDWvrdpB+kYUJeVyRQ66Xh0yJBhOjNYxSraaeuOdPU0OrVYCogRJsx0ZozyiJXtQQXXICxfBedeCZtaoL0LQm4wSw9xW29pCwrKg9l7jzwHZ10O/++jYqkwbfJojn4H8NvYZ/IZmJpNdMbL8a1DyE1xzolX8MaKWtLsT02VpFYvvx4e+hWUFAXrdl4FqXvykZBQCmtThJwUNeV1zJnyLvV1ndD1CInQRTzwBDz+AkytgXNPlU/pSm+KHDi6aMvLAZBZDJlniVOECeJICSKUm2aO5jpeSFzF4YWSYuzJpiys96soj1TR5kkt1UYPFrrwTkbSjx4yy/HoQri2VuqhHu+SZsqnlEqkbDAmhQADMaQ3I/SoFzPwuSFuTt3uwX9sEKf83H7iPnhGzqkxUsDv5dTfFvAszI6IuWvWl3NUGEweyAJ3TB8esZXj69XSNLvFl/dha73Iji+G65rhHTYXXD5SB/ZmCmb58Ml18KPJ0htSGRlSpPgbf6aF1u4IWCcdxIiRJt3dl9HHJ4TLoRxGMcWjPGple9BZigPwzBL43EWwagO0tkM6DfFEbxNQz5ffc9drC9z1IHz2Yjj6DLjof0WYjTuS9zNv6hJaO6pIe2HA0BEvJeuF+PTRf6AyuDHGCqSu66XXgvW6fg9d1wIexvi4Tjb47hN200wqqyfkpjli31U0b1rEMV/McOZlcPu98L0bYfYH4ce/GafnbKyQfiaIuPT+1/aBvc0zNPaTiegIhMl97WJgWhuGjJEaragr/QFnhOCYIrh9Gvx+uhTaf6xEHpPDMguyawu2AhcEtVcmSMmZYFwx4MYpMGOIwysPdkrz5qlhSSVa5IKXClKBCSvCou/Mzf7YmIFT18FbKVm3xUpkKOlLxO6E4pzn1vDiOEHHgW24cpe4cPf0/meAgpyXfQpgl4hEGv9zowhsZWR4m7dooZViiokRo4YaZjCTEkqZyUwqg68SSgkR7rd1kDI+2OkjXK+/Izf5pcskyvLlT8NJ74cf3CKz8CJhSGzB88gLCpN9X8RCY4uIs1/eDRkPrrt0RA5lQKyFZSth1XqorYZ9d99C2jP7DmHXZ/fZG3hr9XTSmRBZzyGZLmCPWSt5+LXei1sLJB+Gru+KDT0OBulkbIOUCwZ8azhx4T858ZBmvn/b53h1uUMoJGla38q5+/Z1InKvv1TStso24s7BdCe5enr/QJ2dxbx+RM33GuDRThEObkrShbtHYE1W3OMdI/VVlT3u2I1ZOHuDpNgaPGgKhNzRMbi8Jt/UuSdHFsH3J8F/N0oaMmygxoH/mQwnDIPFyKvJfFpt7wJ4IaiHs0CnL6Lvl1swkO3wJJL34yY55tkROQ9vJqEpiHKdXyk1VmOZaWF5X1cG9+qeBf+Qr9tK+7A8A6eshXMq4KSSHWs3pGyZ13mVVlpppokQIcoop4gi0qTx8akmP+XVw2MxL7IHexJDe2CON3bqW9qiZ+CTX4N4UoTB0mXy3GH7QWdcUoKlxVK/NRiOkXqmbBaMA64D0ah8Gr39XrjozNFLL6bScMlP4ekl8ntXXITlDZfD7v21ULOWYL4YFUVrOXiPRjrilcRTUVraQzz15oe7F00kJc164N5A/EYwpWAawGaBdC9RZy10pao47Zj7CEUP4P5njsQxhs64CNXcDSDrwV/+CR8/Fj542HCdlQlMwUm4Ti1FXh1dFGGACEkyhFke/gYf65MqerQTrm+WlFiuTmtNVgTR9LD4Nh3Rj3i6sUXE1vqsiK2cB9XDcXhjnaQcP1m6+XoXVMMXK6RwP2SkLdC2zBLcFnaNwD+75OdyF46MwYqMjPeTJXDVZJmdNxBvpSTa0+xJgX0YiYrtHoWFhVIHNz8Cl+1AjdlIUurIZIec6MxFGA2Sfq3zJJKXsXLsF9fDzS1wWbW0gRrqPp4KPM1TLOcdLH63V1cTjVgsGdLdMxlziH2EoZkmpjF9dAatbDc7bUrRWjjnSuhK5M0aDZImfPF1WL9JIleTKkVUDEQ0DCXF+W1am/eacl0REDmxMxr84X548iUoKYTVG2DDJnju33Dsf8ANd/RjVNn1c0j+BSgEPFzTSXnROqZWrqG81OW+Z89gwyaoa5Bz9/0LoLTIgrcGnFowvT915ZzqXQeqSroIORb8OhynmKzniNgKqqdzAq2tHe57dAROzkTEhDCViwiHd6fUxCmkiwTlvBK9ja/XLtgssvndYAZbriG1gwivOk9Sb1MGEEMPd8qNudXL38BBbuDrsvCDxt6NqHtS5sJpZSLIhktsAZxcIrVajVn5Ow87Ep06swJumz642LJWnNzTFia5EuWJGonmNQRRIgfxrxovHFUkM0nLDJQ4UETeiysDrEuLoEwj7+GqDDzRJTM8v7Be3uvBeLILDl4BFW/DjOVw1Sb5MKX0z2M8wiIewgZzXX387qhWM01UULlZaaENqrn6CjFlfLDTCq719SI+ev5B566dqZT8smGTuKnn7B96kpthlfFETIQCY8lIGKKB4MpkoLRo69y3h4u/PiIzCt9aIRG4aFRSpW2dcN3v4YHHeyzsN0HyDnCnQOQwcGYjdosGwvszbf7/cfP3arn0HLj8y/DAL4MZisaAOwdsJ7jzyVfLIOtShlzW42CqofAcTvtwFdngAp47Pzkne+PIJIXRor0D7v47/GURJP8/e+cdHkd5dfHfO8y32xUAACAASURBVLNVu+pWsSXL3QZsU0wxvZkOodcklCT0XhJ6JwECodcPEopJ6KGE0FvoYDDYBjfcu3pdbZ2Z9/vjznolWbZlW7ZlrONnH1mr3Wm7O3P23nPP2RQzYL1DMIsm4i2aQaBoIkV9F7Bn4ZGdtobmpSDQRk+Vhka0W0NWYvPgU9Dk+ni1RbpSuSApuq6NiWIPPNZXtFWVtmzvcbliq7E6zE/J9ue5JrNBlakCVtnyXo1oOHgT0i5f20f2J4VLrg1pq3oQ/V0cee3afr9M7/OshFQ1V4YJUTh8kficma6T/V/r4Oxl629/NmVYpPiMTzv9W9oI9SAOwcAk6QZ9WVhUUkkjTbzOq3zOZyRYw4yvXmxUbLaEK23nsDIkkrDTaGiOQN+i9s9b/tOt3AytkBaY3y+/pywhbV4PFBfCbhvREDWZgnhSdGhej+xXfZNUpypr4Kwb4Y6/w9eToLZ2LmCA8sjNuxX4x4F3RyFgnv5U9INjD4QjxnXw4Mo6H3Sr3MgCshGSFXQPlh88o6FoMoTO4YrTPQwsyzxda3lYKCgXg7133GCHqB0efQ4G7A+nXw+nXgX9x23C1TZPOXhXLdgb7JMKVY4hmioHuXmAu1ehbzoyRyb8OhqAptVjNQ682AMyD4f74fF+8PlA+GwgXLka64o02h4xpaR1qJCKV8wRArddoH3b1HYkYPqJBliykclmZyj2wqv9pSVaYkKFB7b1CwHtY8rFINvItBsN3DY/ItR/s2Xly76hRt4PIVdSETBkGOKFFgkm70V7zGTmKr20yiinnHIO5GA8eIgQYSlLsbEooggTkx+Zwpu8gdNpAmkveiI2Ww1X3yLIzRby0RFKybe/3x8tWYJ1jXDdffD2F3K/QkTxGqka/TRLgpz33F6sJOJJCPggPxf++Dvo33cD71wbHLibmLZqBxqa209ZJpKyrzc+JJW88uIinr/GpqJM42kn2EiCMWDVKwrsA+ouiD4I1kxQITC3AiMAOiHVr9C5EuyGtF0/fAJ2/61E/4AQVg0MKIPf/KpbD0OX8NPPcPnd7jf/gJDVSCucfCX8/BaUdnNcS0/AdX3gyEXSPgy5VZy4FpuHilWYmJ6RB1+3wvMtHbL7XCjgploY5JOq0sZGV8xSG20Y3wjvtogFRIurTSvxyKTfmADMTsJBYTgpVwYD0h+TH2JwxCLRe4Hs/+/z4L6N+NmfkZDMx2ob9g/DqbkwNgs+HSjxRhohjUEDtIKfa9o/P028wuk0gVWsa3oikyuZhscQo9apCdhzFVcajaaaKmLEKKTPZhG87McHKHe8qD1hUijGsgsKxQAG8FtOYRpT+ZRPyCEHG5sIEZIkWcB85jOfwXQmyO1FT8NmS7gMA265EC68VbRabeH3yYTc829L62zkMLj4NJi3VFzW5yyQipHp6o6yAlDXAIv88MC1QsZsRypbG5NsAfzhGPhqshBBq8N+WjbEYnKyrW+G1vhA3pmwE7uN/BrHKKZPnkHfPk14DD8Ej1z9yvx7yS32CkRulfl/rUHHwewPgWPaPXzmfMlYtB1Ay3ErL4EX78q0ZTck/u9F2RavBxpbRH9iF0J8MOxwG3x+LQxci1iZnoxxYXimDK6sluiYLAVn5cFdqxnyCBriO2UskdiYtkUMheiDNNJW6gmEa3VosmGfeTA9SbsmjZGCMlOqQwZwch7cUNQ+Jsdx/avq7Uz1zHLg741CyjqauW4IPNUAF1a5HmPAmxF4qB6+GChJBrt0GITYPUs0bXWWtBaTyMUhy4B8Vwd3/Cr2o8IL39vtSZet5b2wqvSBVlp5i/9STx24OYJbsw27sOtyw89fIgYxBD8+EiTaBVsDDGcEw9vE9ogJqnzCUiSppBIHjULajO/wFqdwWq831yaAzbal2NgsFgkH7AI+j1xk/T4hT16PTPN98BUcexFMnwO7j4Gxo2HeImhwL8YaCGeBYQqBq2+CxZVw3EFw4iEbn2yBVNme+HN7i4W0/gzcE7KWNoDWcPXfb+ONrw7G0HU0N1fx7bS+xAMPglnWydI7R9w4mmXJx0mpXcHsB1mnQ954MDI9yOYInHKlkL7CPMjLEWF/fZOI+zcG6psBLROqtgP2vsBlwNGwZG8YPQE+qFn1MnoitB2hcebd1Hx7JHWTLsSKzm739yNzYMZQaN4CqkfAvX3l/bA6KAVPlMHJ7oXYdG9ZSgiZF3Ew3xRw8mKY3IFspVHjwOFhGF8mUUgdMwk/jYmQPqvN/R63Ev5w/frc6hVhaXigFs5YJrqslM4MQkxLwEmLRV/XETsExFOtrweG+aW16FGSc9ngSBvy7M5ivFxc1Uf2N+bIecTSYjK7T6h9DFVbYhEjxiu8xGIW48FLiBBZZDGZScxlTncelh4HE5NjOUHSINx/CkUJJZzAikG1OeRiYlBPPRqNB3P5P4sUE/luI+xFL9YUm2WF67uf4ITLoLpOLvjKEO1QYS5U1sqFpLQIBpUJAfjzo9IanDRTiEFzq7TmFO01XZYtBKenIZEUUX9BLjS5OgzDyLQXlRJCFo0DZHPT+FsY/+GVbL9VglmL8rnubMUR41a/HtuGR54X81fL2o5QcDvO+zUcc8CKj33jYyFdoSwhN/GkPN9x4Pa/w6F7d9POrwEO3wdeeV+GHXQFsB/QDDgycZoIwLnzYXJh18wyewLsRC21X++CoZZipxTao2mY+AzBgc8Q7n9Yu8d2JBJdgU/BA30lOgctOX9G2tNJww4boVK5pnisDv7b2nlrNH3flPjKI4bSHmQdpXIGItTfUGix4cyl8J8WqTgaiEA+1WbH3muF4xeL1cPhbfRnSgmZPCgs6QE+Bf088rO/F3YMSgX08iqYHBdN2+V9YKQ7LHdwtsQMXVsjlT6vgiOz4R/u97QoUT7hf8xgGg4OeeRRSy0xYhgYtNJKDtkUUIgHD1P5iSEM3UBHbuNgBCO4jD/xHd/SQgvDGM4IRnT62P5UECabaqrxuiTNxsaLj2xymMsc9mLvDbsDvVhjbHaEy3HghEuhqk6c0pUSgXtrFBwbgn4oL3WF8koI1M/z4c4nhLQMGyiarrR/VGtUtGDJFJQXwr5jRWT94LOwcCkMHwQ3ngfbj9x4+1yQKwL3ugbxFYtE2w8M+HzuRdK9z2NCyg4RiYfweaUl2RXC9Y9/wxOvSMC31zWMvfUxyM+BfXdu/9jmVkAJyWpulXUrJcd00gxx+t9tTDcdgC5i5FDI8osRK6PcOx05NoYCw4L6qOhfOjP27Imo+vZqvGoJyajoYuwUGGaMlp/PJVx+aLcEf4YMODMfHm4ANHi1tKW8Cm5eR4+qqANvtAgJyDPhuBzYvhv9Hn+Mwx2rqEKl522XrcISYf+QVINSjlhPgFvlAQ7raiTTOiLhwGlL4e2WzEm9M66Xjme6tVaMaPPbjCQaCnbLkltHfBeDgxaIbYQJ/JiA/0TgxXIZvHiiESbF4bCweJztEcro5mxsnudZlrAYhcLCoomMeDYdyNxCC0GyMDCWT+b90hEi1CWi5MHD4RzBozzsHhtFmDB55GNj46c3i2lTwCbyPb378PlEIVtZQVcAryDgthH9fthyiJiUGu6RSftETZ8rFaH5i4VA+F2riKQlBCYnDE/+Bd75HM69Bb6eItWyj78Rz6sPvtx4++zxCOlTSohhwOeas/rEtgItVaZ0TqTXm5nMTKWg30rE4l/+AKddBcdcCE+9CuNfF2KXrp4F/VI5fPLVFZ97wK5C7CIxWb+RNoJSQtjufnrD2mk0NsMFf4HhA6VNnB69UwpMj1x4vaZr/7HhNmud4UTexUq0LzM5dgDTU0e0durKn6dhZrzz9lNnuLMEbi0SKwalRIz9Rv8VtUJrgpgjbvZ/qoJnmuDuOhg3H+7sxrbumxFcK8nOkb5/n1WQvBwTriwU3VPEEZIY0RKH9Kf17ECf1OKVte98eDsiLdFVOZmYZHzTJsa6vp4LK4VshQ2p7oYNqZydswxOWQwfRMSlflICLq6CJxugRSdIkmQ+81jKEjxuI0x3+ARJtUbK7Wkx+FCGrdmB2AyQTQ5j2YV8CuhPfwrpg4FBgjij2Xpjb14vuoDNrsJVVSc/O55glRINUUurq8tyNU3V9bDXjvD8WxLZY7tfGz2GkAvTgCvPgFOPEAJz9k3QEpHqmW2L6Xo8IfYLs9/tloLCWuHUI6GkUNp1iyphq8Fw4/lCiv5wLcxb4oZwOzCgn7RXI1FppR2+b2Y5WsOMuXDb4/Bym/156zNAC7lLJOX4eUxZ3oQfYe5iOP0YOO5ACIdgSAWccSzcMz5jGKuR12D4QFiwRJYTWM9f3BxHSPLdT8GUmVDRV6qRX/8MiT1loMBxhKQSgJI8IRM9FVrDgpRc+If6IBnzYOb6MO0273mVfmznLOK/LXBepQil06LnF8rFYmFlUErClS/uRoLxTgQ+ahWz0fQ3wxYN19TAuBCM6YYqY9SN5/GrTMZiW3gQy4RLV7NfVxZJ2+3+eskjPCgEFxfKdOP6QNyRhIDnm8QFXwGG+xlamSOFF3HVS++jt4vnIlvD1Lh4kbVFUEnaQK4heZXNjkxxxhyHy6pt/tZUx3F9v2RIsA4bGwcHG3sFwgVi+mlhkSJJBRVsxUZsCfRg7MwuRGhhEQtRGDg4bMlIRi4vyfeiJ0PpjenK2QE77LCD/u679Sv+W1wJWx/Z3hFea2kNXvBryMmG1z6U8roDjBoqF+DL/ybEyTAzjvQeA579W0ajVFUL2xwlVaSUS7RAqgUKuP8aOHdFPeRGR5pEzV8CL78HP/4sF9D8HLjuHNhyMMxeKGT0pkfgh2lCxkCMXnPCsq/p+zxm+4lIr0eOdX4O7LmDiPj9Plnv3qeKrYZSUFoIFf2kaqgd+OCJ9U9Qb3sMXnpX9GRVtfL65oaldTyhDFp3Aq9P9qlfAfxjOOzZQ4eBaiy4skraPYaCiAVGZBHKrKEw1cApLU+yX/w9/KEoDUsGMPzEFStcsxKw4zx5zwYN+Rl13dZnD12z0OR1xflL4dHGjCdUGilg/yx4d+C6r+OTVrisSqpp89xYm3QFKAs4NgduKxFC0ZNwZZXEFjW6OZaWlgqUgk7dnTxAjtsaHxmQ/Xu7QqYQVwetofhnWUdb81zbgSYNewbBZ8A3MU1caxJamoQ+LEKeJBcNfhzLU4t2PCS1x/Vuc/AZSTE6dqcTAwTYh33ZkbF4Nr9awBqhgXpaaCGPfHLoJEOrFxsMSqmJWusduvLYze5dXV4KJx0Kz7wuWYAKIQf9iuGKM0SzdeqRQjCKCyRvcP8/SMUmHJLnpB3RcatiaeTnuO002yVn6ZOZI/9/7EU48WAoyNsIO74KKCWt1C2HwMF7yjBBNA5lxfDUa3DpX+XkOnUWJFLtJ9iSKSErbQmW04HD+31SqYpEYdpsabMetIes9/pz4PK75NgFA1LVamiEi09d/2TrmTfgjn/IenLC8hr5vbI/0RjsWQNzXoXDz4DthsIB+WIA2ROhtbTepiWg2ISZSZhbD87/yglNzGFxVoLrd7kZY8soYxd8TfFuz3a6nHvrhHSkvZcMBWElVabXIkJANtg+saLzeVpTNa2bJD67Z8G+IcmUrPBCg+sif3Y+XF3UNf+u9YUWGy6ohP+67bpRfrixSCqOH7VCqQlVlhwfnwExO2Nam/44KsSqIYm0Gyvc9vhdJV0jWyCfjyPD8K9mqZKlTaOjyFRjAqizY7RqE0ubriZL4zVsInaAt6vGsU/fl5fnbYLGQJN0/DSlcikN1KBQjGALdv6F20F0F/IpIJ9fmEfNZoAeevlYv7jnChg9DP7+b6ls7b0jXHtOZsKwrKR92HQiKSeYgF9aS46r7WmNQlUbwa3PByccDA896z6mTasslCWVnonTen4oc3GhmJGefZNUf4J+OQaJlCsG7vAVOj2xCbKPbcOo0z8NA7DkuEycJoQLREx/7Vnw0HNC9AI+OO/X8Jv2A3Tdjuvul0GIVEpey6aIa42B7GNVnezzifvAjbus323pDsxLZcjWEgvmtYB+GKhVRMM5WLWttL6UxZXD7+DGCScwqvJ9dr54JIan/SlgfqpzPZOi63qu7sIxOVLhcsi4nqed7Yu6iQiZCm4vhgnZ8HlU2mMHZgv52pjQGg5aKAMaPrfV+U0cDlkEw31iTltsyvZGbBHth5RUI9PHq9wjWZVVFgzyCons604cdsVtvy3uL4U5KZjgai4BRvtlsvGqGosapxVb57t/UnhUCq1sDG0yO1qOrjqAsYVfkuWRzK6k7WVK07ZUxss4pvwVcsllOCN6yVYvftHYLAmXzwdnnyi3eEIE33+4VlpZB+8h2qK8Nt/kD9pDSEI6fsZwJxuzgjLZ1hZ3XAYffQ0/zZaqkKkgGBSCF3fjdToi0iqZh80R+NU+oqHamKhvhN9dDd9Pl32NxqDVreylT4cra0RnBYSQpW0eUCI2T1e9TEMqZ2koBUftL/vd2CIifp+v00V3G5ZWw33PSDXLtjOVSMuWimU8CRWl8Mffy/thU0CLI5UO7epq9BTQdaAKwLBtDJWAkEHdnHLi+Vsy4V/P8paviOTxp3JiLoxx5Vy7BeF/0cx7HTJfGjqbXluf2DcMI7wwM9U+bsYLnNWNX+4NBTtnya2n4KuY2C+ElFSn4jojeG+yodGBbNe6ocoS/RlAXxPqHCj1wGCvvC/KvfB//cRLa20RNOGjgbJNE2NSbdspS94b0/VsHqrLwXGbgx6VwqMs93yh8eAwPzqU1mRfsv3L8BhJGpL5xOwsEnYYDx482kNrsh/vpITsbunbeHrXXvRifWGzJFxpaA1/vFMsCJQSUfw9c+GTb+GV+zIX/ktOgX+9IYacacKkFOyzE2y3Zftler3w+oNw6DlS6ckKirg+mZIK2Y4dtI3vfAanXCXZhgq46h44+3i48/L1vvsrxX8+htpG0WfZtlSwDMMdAkC20zTbO/QrJZYKaQKjXWWuoeT3ZFJaqaEg7Dga5i6SNuJ7Xwg5HVQOh+21/skWwJufyGsTCkoVy3YypCsShW23gH/fL4asmwqGudYerY5bBZrP8l6cmYiDoXBME5+TZFKyDB2oRL/wL17a/1QeaoDT8sRH6fxCeKxR4mD8brUkBewa3DiE5N0BEpkzOykaohwTfpUNv1+FCScICZmeENuD0f6MN9imgsnuqKGhRCDfZoiXmJbq1byUWGVs5YNZKUi5xHEbv7SU62xpl/4+T8xMuwPbBORmaZlEfKYJljjlFPsXorXJongBhgLbnf0MmTGKfY3YShN1fKSSRW6rWGM5fvJ8jdhaM615S8bXFZIkgYPN9gF4qDRIaFN74XrRi1VgsyFcVbWSGfifj4X8jBwCxx8kNhFzF4sgPI23PhUidv818ntWED56Em55FD78SkjB8QfCBb/t/FvYwHK47RLxoNKI5UDAD3ddLq3FNFqjEpAcT0AoIBf+RBIe+Bfsvn3XvK/WB36YLtvbJ0+mF5VyqwtGxmE/rWML+uGQveDyP8Dtj4uhacqdiAu6dhuplJCXLQeJVup3V8u+LlwqbdzCPMmkHP86/N+NMGLQ+t2/HNcbSQPZri+ZZck+ZQXhoes3LbIFosf5UyH8uVaqIGZRhhCbVgrH9KCVQai5gQZfIzk+P6H6asKGXDyfahT/pHFhiX+5vFrsBnwKTsyV1tHGQH8ffDMYvonJ1OQIP2zRpvqxKAXvRkQ8vnMW7ByARxtgfFOGgGoNe4XEI2pcuL3wu6dipEuQHJ1po4KbbmEIwU4hNhxNDpybDQeGUvylPs7zERMfHvqYXo7OUd1Gttri/jr4ZxMUmlBumsxP5uNgUuJrJmL7UcrGNJJkG/DHIpuQXcafalIksfEpG1v7sbWPvfK/YVbTjvxQvwc+cwlayQfxo1iIixvm8HDhFkSJMptZBAgwhKEE6MFjwr3oxSqwWUwpLquGsSdKK6nt7oay5EIbc6cJ27ZQfF6Y8aZUXtoi7cvVlXJ3QxNMnCpVrx1HycW8LZ79L5x5g7ThIjHX4RypDhXmw4QXJDz7w69lSnLWAiFmv/kV3Hrx+qsG3f+MCMr75MHkmUJGo25LMeiX9cbjUrm7809yYZs8UzRRlku2/D7xNRtaAf/6qwwcXP+APK64QCpci6tk+m/bLcWKo64RthgET/xl/exXGpFWGHawVBUDftefzNWo/fteGRzYVDElDrfUwEfLoPVOcCzAiOBrbSW7PkE/PY0tQw+R3VBDzajt+ez6hwCxkTgqG/5Zvurl9yR80gpXVGVc1R1EqzQnKYHTNXamMpZliGP6Dn44KkcE4JWWBFKflS/mnT0JWsu06LSEkK50QpKBtHZTWvb1Gff1qtON7L+oiUbLT5YZw1AKnDBhXcAr/Q1Ku/GrdbMNByyQ6qFHSbWqllqWWQ7Ds5agFdQmctnFn8XFeX0Z4RK+N1ssrmtYRq0VoNgTZVzBdAaG5nLf/OMIGZqUimK6ZVlLG8QdzcX9P6PGnI2p5NtDkCBHcBTD2mQN9qIXGxO9U4odcNPD4qcFmUxBxxESka4CdCRQKQvOuF70RiOHwUluNqKxBmLT/FzYbxUC+VbXRiGRyoi3DSW+N/EE3PggnHU8HHOREJmgD2JJePg5aW++dG/Xt2VNcPT+8OK74gC/zQgxcJ23GFAwuFyqVkMqYOthcNdTMrk5Y24m+Bklx09rWFoF30+DsdsI2SopdNu3jUJ2UimpPoYrxBF/ykw5LqH12L4Kh2D8bXDylRkrC6XgopM3bbIFsHVA3L/fzoN7LoFJz4Ga7SFrSR2jjC8ZHXyZ+rp6nECAKSdftPx5ivYRMD0dCQduqBHxd3raTmv4JAp9DJnwmx4HMwG+JkgUQL5PrBQ+isp0XdCQKt6XUQnwHtiDSJdS8P4A+MMSieNJaZk27GNm2o0HhMT41KfgyfhEGqxR5HnSsdNgGS00W1m8E8nitG6s2FZZbhyYe85UKPrQhwY7ybdNeRR7I3jxs0wF8RsO1dSi0RyU3Yc9s/P4TH/OQjUPhWKIHk5Y5xNnCV6XbClsTKOZFquAWxfujsfYlR1yf2T7vCnEVZzXeY3zuIAg3Rg50ItebABsFoTrs4ksdw1PwzCkurUCXGG41jB1trT4Pp4g7cGRQ2QK8fdHy0V7XfGrfeCyO1y/rjZVMw30L4Wpc+Ca+2Q70wTEb4rw/L0vpUo0uP+Ky7Us0Zw98KxMG5YVw5Hj4IDdhEAZhmiwVobyUnj0BmkRzpgnxOjqM+GM44TohYJCVv9wrWz3gqUZQ1jLkoqeMoQkNrdKKHRjsxvo6+6jx8xow+Lu9JttCyHubLCgu7H/bjDnXWkxN0fgsL3bT6ZuylAKDsmGQ3YFdoWW1gCx6lzmvNbC3KkDeLzPgcw56HiSfSXoznJfu1F++PViWGaJ7mlsUC6qC5KiERrsg0PDImrOW0+Gnl3F9KRom4o6vFcSDsyyJcJIpwAHVMwh+9EIqZ2bqd2xjEJTketuf7ErOn+mCa7bSG3TlSHfhBf7S/zQzwm4tU4GInIMEcW/1iIC+b+UtLLQjqAxsHSGCElGYYxaq3u/vaSrZSmdMU9tdRQLLQ/ZnmYCnha0bmFKys9RlTHOLH8XQ0GAAPtzAIeog7Fd4wpTmYwLW7wQCZDvSeJRcfqHJ/Nz61D8Korfk8LWJl81jMFUDmPyfiJGlHnM7TVH7cUmh82CcOVm0+msu1JiQxBPZCbwlJGxNRhcLhqmSKv8fWElPP26TO/945ZVk5auoLQILj0V/vyYq41Srq4oJJOKNQ2iL+u4Ho9HSMr0uZ0TrhselCzHtOC9sga+myotP8OQNuUhe8LFp6xcqzRqGDzzV5lQTBuXQsY6456noa5Jwr0TbewCNLIvhpGxz9h+Kxg6AFCin/N5JS5o9iJ5Qn5OxtX/mP03jHAehMSedOiGWdfGRHYIsgeVUXzJJewCLKiG2+rkdQJ5r28bgFebxRk9BTzZCI83ZgxHiwwxuby5GgZ6ZULt2j7dJ8ZeHVpsaa9NiEMAqUa1LcglXDf0FneiEgd5AzbYqCywD4fqxyNcWHg77484B8i88bMNyQHsaZiegEsrxRusxRGyNdqf8YLTWqpzj9Yrov56og7YKDxKk52u+qHYqZsLQdkm/DYH/tEoxNuvYFbSRmNR5HPbggp8nhZqUlk0JvrRP9BEggRv8Sa/4eR21alLCzx8HNf4fIvZLv8rbKA4uARHG/zQuAPNqXwCRisTG7dmu9yf5DyymWQt9uKXhc0iS/H8kzIZeI6T8ZLyemCPMXLBV+4IUFrjVdJHfq9pEA1Tc6towDweqXx991P3bNuNF8A1Z4q7eX4ObDUEdtsOGprF4X1I//bTgAC2JVWugZ3YRyyuhGffdEXtRmYCT2vxmkpZUm165zM4+8aVVPlcKCWkpDMClLJkqtPnlb+3rR7ajty0hl22lqnE7JD4a9U1yPNCQQgHhUwahnhw7bqttPV6sX5xdTF8NUi0S6flwivlYrVQ4BF39YkxyQKMuy7zcQ0LbIluSSHTcT/F4axlYlGwvjA7CVdUwsjZMOBn2Gc+3FojIdnXVAlRrHPXPyPhmpamn6w1hmFjNINzr0Hs9Syi5VlM+2gEF/pub7eeqCN6qDQWJOHhOri9Fj6OtN/HZlvCtJ9skEzH7eZA+Uw4YSEsXVmmzlog7sAFy0RbV+SR1wdgjhVHG40kHJvFFixMwt21WSgnh1HZM0g4QWK2n1rLR4MVZPuAs16C1s8pgKv6SDu30YFcT5QiXzM+JSw+XcEygGZH/u/Hj0WK+cxrt6wSDzxdHmevok8ImHFidoik40Mph+3yvsPAxlQ2ccdHQisMDAYzpPt3qhe9WM/YLCpcJx4KU2bBI8+JUNp2xIPp8H1kEtE0RdD9wVeQly0VrX4lojlKtvki5Tgigh9UBvOXii6pO3DNWUKGvvhByFV1vWQZ3nQ+LFwGvzpX8P7tcgAAIABJREFUKk1Bv2x7LA67jYGthq64rNkLRQPl9Yg+yWhDIhVyf32TOOgvWAZfT5aJyDXF6OEZr6aAK6K33fVo1yJ8h5Hw+kMZ3dtvfyUi+hffFkJ5+rGwy3ZCwEoKO6/WbUz8NAseflZsK8pKJAty3CZggtoVjArA3aXy/ypLiFWxKWQrScawFjLZewpxmkghthGGgvcjIkL/LiaThDW2tCb3CUm7bm3xeStcXCkeXI5L+jwIOaqzxZ+rxoZiLyxOQb2dCW0uoZKB5nxazSxGbjUV9RuH5588gbpUAfXlfdnG+IgX7Qg2YVocmeo8JU/etxdVSuUmnatoIhOBNxXB6ACcu8ytNiWhOm19ArwUgf/Ohh8Hw+BuqPpNiMl6ij1gJxIY0RZ2Kf2eATlzaE4WMLF2L1qtPOJOAAPN20sO4rCylyn21zC7dRAJx8te4Sh35I1Z3mLsThgKjsuVG8CDkUXcWV24/Jwgtg8mSmn6+htIU0YHTZLECstrMaooI0QddbRYceJ2EFv78Bkx8nz1LI2VkeNpxFAJdmH33jibLsLG5kemMIXJNNKIDx8DGMhWbEWAIDnk9GrhNiA2C8JlGHD7pfDH38GEKW6ba6Q4qqfx8PWZ/z/5Ctw3XogJuNUbLcTM0SIi79uNeg+fD849EQb0Fb3TztvAvmPFVmFQOTx1K1zxN1haIxWlo/aDR27ofFKypFCqcMlYJhQ6bTqqyYjyQcjd0uqVb9eiZfDv9yVjcbstxKYibQi723ZQVCDHyHbat3cMQwjZ+/+AQIcJ7p23kVtbDBuwJkdrw2D6HDj9OtmX3LAcp8vvghvObR/m/UtArgGmltDrylVUrNKvsYGQgUIt1a7zlsGHrbC0TbVUayFmJjDACzcXwbG5YgS8Otha7C1aXTNXlAQzp7uEzQ5YCvyuFUazIxWvOSnIUzUMVz+Tcrw4GDQ72dyy7fVYu3l489UjGD22mmKPxrKSVDkSdXNZoQwbvNQkZCvlygs8yDrnJOG2WigwRaReqGBim3Zs2iMrpuH0pfDROtiazE+KRce7EZif1KSqKrHnzWb46Nnkh1poTmbzRd0uOFqT56ukJl6CE3Wo0w5vfbkTowqXskUFVKUKON43kqwN5B56VKiQl4PVzI/1xYODjZ8UKfbq8xl5riZCozEwKCVTml+ckvb127HBpDwmo/MmUuyvpNIJYDkmPmVgaQ+W9nNM4UxOUr9hGMM2yD5t6tBoXuc1fmYmCRLLv0QtYynf8BUhQmSTw2i2Zhd2xdg8Gl4bFZsF4UqjT754Rq0OJx8u1Y0fZ2Vyw0zD1SW5uqhduqm65Thw6//B6x/J70rBN1PEHmFIhdx39P5yi8WlQuVZxau2xWAYu7UYihqmOOK3RSQmIdHKNSRdmav9pOlw1p1QPRRaB8NztfB/f4PXLhKimhOGC34D//g3LKkSIqfcaJygXyws7nwC/nxR58tfV9g2TPhRSGF5Kew0etXHZU3x2EvyszAvUyFsaoFL/io+a1v/gqbSF6RgSgLaWNF1miSQtl7wt3lMvQ1fxiQ4O0vJ3+udzHMcRHB/diUstOBPfVa/PUsttz2oMmafuD9TyEkr7aweNGDvEDxYD7NTMMBYiOV4sLRJQvkZxVQarHzO3OHvvPfKoewx+luK/cN4vTifOOLknuYkjzZkXPXTlx4DqYDV21BtidZtWRvn+/Q+etzHfrsOWrC5SThtiVTz/Aoits10b5hBhdmUlNfRYBcQdcLE7CB+Q1aUq+qp8ZUQjEeJ5BSx+OcaqppC+If0Y9sNaFfVTxXzl9L5vNj6JTNb+xE0kwzLnkaZv5kYQRQKG5sRbEExEjWxJAUnL9E0tESJGo3E/IUsjhzCnrkfMKhgAS12NloZBJTDLX2r+H3wYACaly5lyvjxJCMRhh92GGVjx6J6belXwP/4mKn8iOP+020+1RpNhAgAk/mBMGG2YduNtambDTYrwtVVeDxw7dly0U1PMyZTQo5MA0YMlEm87sCHX4vnVdq9vbhAWoFX3g0v3tO+ihXswglUKamInXE9vPJ++/tByGJOtkwvjh4m+qqO0Bpufgrm/AqsPDBT4BTBpIFw6afwz6PkcRf+VojP9Q9KlcvnEa8xr1eI3t9fhhvPWzsipLXkyC1MQZlX/JIWLIZXP4TZC6T9W10nj83LEZ+zv9/SPpJpXTBttpBKraVNO68aUnuB3hG2mwpjfoA3j4LiTvRtthaPp7DB8mm4nox950sQcZpQrQwOYkGQfjlH+qT647jsw1Aibm+LdPWn2RGjzNPyVpws7IiQS9zDCioRO4QYmRZfWouZZcIOAZmUu7EIDlsIUSdIlCBJvPRnMTuZE4g3+hmUvZChZQvYdfQMCN+Mx1CEO6w3sqqdJxMI7V0uSG8/i6MRorS2+EejkK0S9/iUNNayNBCmoV8fEt4AjmPi1VabSWqF4XPwaAsVdkhFPcwfMprWrDCemGbUHMVF+XBJn/XvtK9Q7KbGskW4lsXhxZj4GcAJNFDPTGai0QxjOAMYsDwv8ZlGzfyqOlqSCcJ9wUcSj5nim8juDA3OoDCQwO8LsnXpJPZGyNak8eN554ILcCwLDXx9771scdRRHPnUUxjrOsX0C0IzTUxhMgYGTief6vRrECMGwAS+YWu26c2yXM/oJVwrQX4uHLIHvPE/ITrhLJlmtB0hY90BreHqe8VWIS3mn7tIWmwLl8n9A8vWfLm52TBmK4mwScPRIlJPpCQr8dLTREPVma9YUwv8EIZUHgRcnypSctJ+M1t0NFmGEKkzj4e/PQkJn+ji0p9X05TBhDmL1tw5/qeFcPJMmO8K8ovyoJ8F9XeBEZPpzLQ+LeAXw9SPvpF8xBvOW/Pj1RkG9xdPsLgpLdXkacAwoBmMJEwMwcGT4OPtYaI7tj87Kdqj2W61p9CEg7NFXBzuodX6CVFpI5pkqjltOZMXITp9XZPLJneC97x8qVadvaz98jqbwUhXqeLupN3qCFeBCXtkwcdRmUiMAwElOjONVKWCJtxTCgH3uO4VghfL4J9VUzBJMtCezzZMIhBPUZJqZFnTQI47ME758IfBLO50vYeG4ceEGzpP+wD2HEO2u84WLyyPu68aOXaO+//f5q5631aFiTHIa/M+KWqpw1NTSV1pPyzbxKfjGIZNobeWOrsPWSpCzA7jaPB5UuiQpimVD65R6mILrqiBtyLwWoVMF3Y3LC3Vxiy3UlhIHwrJlDGzyaaCzjUDb9ZEWWYG8AQMwsRIOl6UobFSJq1VJjmJOtSIfuR686iggmhdHe9edBEohS8sdNm2LGa8+iozjjySrY45pvt3cBNFFVWYy+u0K5KodLXLwiJChDhx3uVt9ufA5eazveh+9NDLQM/AM3+F4w6UKk7ENeO8449w3EHds/zvfhKtUMq9SilDYnGmzxX3+1VNEK4Ks+bDv/4r7cdwyL1lCQHaaohYQlxyqkwOdoaAH6IVYHScurLA9MC8NoMEudlQXuJua9pHzJ0CLcjpuqeW1vDZd3DiZTD2cZhqg2qCZDUsmglfVEHdrkJ+04axjpbjlEiKL9hL77jrtmBZFXz5vbj9rw1OP1bCzJdUQaoUGAzUg0eLnshogpnNUlW5bB5cO0fiTiYkpMqz2JKL90N1cOritduGDYHZ7mucPiWbtP8WtnsQ3u4P48vhggJ4qC/MHAo3l8gF/Ihs97ltROZppImWO0OBR2WqN6vD9UWwcxD6eV2NmRJLhD8WwL/K4e0KVmiZHZwD95dvxZ/DD3Fi+G0GOhEGpeopDKcIFV3F5WdvD2Yxk6bDu5+1H4gBuKhABPIKISyujRdFJuwZgkf7ig1CtQ1DvO1big6wUwDu6pzLdQn9vKIDSyPUpwhPvJWK2HwqF/clTISAJ8aYvG/I8zYQc0JErGy8hs3g0GxiOoRSolr3kJls/CYOD9Wv/XZ1hqSW9/ve82Gv+XDSEvg+tmbLWBxLif9g0sZOGZjKwbFNbLwEK2tQHoOymgKO4Cg8eJj+739jp1J4/JmpBNMtn09++unu27keDEfD51Gbv9QmuK9OM3PF+QMAfPjw4MWLF92hndgRGk0WWcxjLnOYvZ62vBfQW+FaJXw+ePp2aY81RUQDtiZO86vDe1+4DvPu7+mflg1TZ8Huv4U9t4dLf7ei0HxV+GpSxjvLsqQSlfbFqmmAg/ZY9fMDfhjZB75B2jngiqAtKM1f0fTyxvMlEzKRyGjecsKw9YgVo5FWhmf/C3c/La3OxAVAM7TaQuiSKUjWQeMwyHk3oy9KZzwqJcexsUUikB55XqZRQSpt++wE/3kQgmswjLP9SLjnCjj/FnBcYuoxM60ZpSBhww+fgHrVDY0uBY6FhDtt6QCtGv4bgRca4YQemM+4jV/ahEmdORmk24Bj/O0F4Pt0QtCPyoFvY/Bqiximtv0unSZbNhBUcHAYyrvYis814eG+UhGrdwlOVyo0hcGtKfQ8AdHHITgNPFtD1ukM8m7P5BlwwOkyFQvyubjyDJkGBsj1wJcD4bEGeLlZKmpbB+CUXCFcXgWvV8DXUdmmYR74Ig5zU3BsNuywjvYLv8+TKUm/I9q0YHGA7crnUJachW16iBMiGTFxgj6KfJU0JXMp9S9lXMFbNFl5TGYMXjOF7QRo+0rYGl5vgSu7cdDnzlp4vskhy7TINwyWpDycVwn/LIMhXfDRk2lGA8PWaNOkpSlIdn6MJH6GhGaQ5fjxT23mmP1+TRZyYO1Uqn02W5uFaWc1/eBfAJLa4qaWb2jy/kS9L5uGZC6fxqIEo/mc5NuaQ0MZtl9GOT58pEh1qU2o0Xjw8jM/M5wR63M3Nmv0Vri6AL9fhOLdSbZAzEtNlxilCU3ac8vRUFUHL70He50Cx13iOtKvAo3NYn3x4HMSDF1SKMtNuFUgyxJvr0O7EF9z524S8hxzXMKTgrz+cECxaKra4rC94bpzxNG+uFDaoKOHSc5iV7SsrVGJK+qTJ9upXGLjaPnd65HjoslEIKWrKmmHfo1Uux5+LkO2QJ730ddw4h9Xvx0dsfv28OK9kJOU1165TES77V9bgzUNVI5LtiqAxUDb9SPVkj/Xrvn6NwS28sO4rIwgPYVsrw94YiUDFW3hVXBHCbxRAQ+UwjVFcFE+lBiyTAdpx11WALesRfWnwiuVrDVqh3lHQu69UPge5D4C3u0lwPoU+cJhmnKzbfjzo/CfDzNPDZmiefpiMPwwBJ4uk8DrtKO6Twn5OjIHRmbBmQVwe8m6ky2A3bPgBrcbV21p+uW/y4jCCEPCBfRPgM/xk5drs7BpTxa0DmX/krc4sfRpiv3V5HhaMJWFg4FptCcffiMTON8dWJCEBxriNBuLqVZLmc1i6lUVKW3zfBcrykrB8Bw/hbVLUUBCBalrzCPcWE3u7Hnk3PYju80bRTg3M0o+4le/wvB6sdqUJh3HQQOjf/Ob7tm5HoynU+/R5P+e2kQ+PjPCwPAsCv2VBP0zecd8mReic5c/1oOHIQxxK1urPwm30oqF1dtOXM/orXBtRBy2l1R1Aj65NTR3/rhkCt7+FO56Eq5ZiX4s0gq/v0a0Xz6faLXmL4H+JUIYI1FZx9O3ds3Jffs8eGYbuGkpNFng8cLe2XBDJ9+SlZIW5bEHiClsTlg8uLrqGL9wmZArn09Cr71TILUjqMaMM70nH4I/Q3ZQBhcsl5hqB5JuoLjXkzmGy4mee5F59wtobpGBgTXB8IFw3SFw1UKwBoByl+8rhFQrZNVDIhs4BAgjoqM2hDQ98TYvJbEz/h72FUcpeK4cbqqBZ5ukpbWFDx7vC6O6WBFUCrb0yy2Ne0plcMBB2ojrwwtqTfCvN8S82GNm3humGy91w0Nw+LiNu31pHJ4jsUxz7Ho+MmsJqxCqIEyooJA+GmqcCNuWzGJy9Y+EsmpxLBNQlAaXUupbyqL4ALR7mU1fagsNqS521yDfTXUNElKJQSQVxtImUSNOttHAnGQXxlBdnFPs59poP8KzZkAyRcK2SASzGfbf79lj75PZ9rTT2j0+t6KCXS+/nC9uv51kJLK80j14v/0YdeKJ3bNzPRSf8gmzje8xHS9RbZBvRok7QflSo008DnypPuVYPRBTyUmmmWYKKKCOuna6zM5gYxMhwhZsud73ZXNGL+HaiBi7DRy8O7z9uZCIVcEw4Pm34YrTO5/6e/MTiR7q61YRthgs1gwLK2WqsrgQbr8ECvO7vn37hWGvYbDIzW/rs5p3S/++cltTFOZJtcFxJEMy8jHYA8EqBBLQ9BUE5kKgGeosIWBWhzOIQjRXHTMz0390HKiqX3PCBeLftss0uGQSzC6BcDZsr+Hb5yVKJrUjUAQEae9j4MKPTK/V29C3hxEukOrR30qlUpOeRFxXKAV9u2mStzswc7787PjeUEgluSfBoyDHk8BEtW8HKQibBmVmDN893zH9hgpUUKFRJBJBjkq+wCfszU+MxUZO7v080hY9v6B7tq3OgkbPNBw9nMpkHuk3e9QO0oRD/5wo0LVy3+HZkByYzaPhMdRGohRhc2FpgKOPegBjJWOVe159NUMPOohJTzyBFY+zxVFHMeyQQ37RthA/MpkPeR+fqfGacfK8jVi6bSVKo/CjVSv1uoUiJZMbeeQzg+kYGCjUKnVcACYG5XRRA9KLtUIv4drIeOav8Ne/w9OvSYTQyqAQUpJMdU64Jk5zpwRdlPaBglyZdPz9MeItltNxDn41+H6aOPD/+LNkH15xOhy535otoysoLoS9doKPvxYz1aEWzHkUEgNA1UK2gpFlYHvFaHXYANmm5VFMLslqas7c1+78q0Vs31kUUlex21YwYatMW2ZpNRzeCkYIWkYgrKrtWFsb2MiFL7+HV+s3dhVqfeLIfcXvLp3zmYZGLEV6Ggrpg0JhYeFxT9MajYXNQAaRW7YNlc9OIHFAGbQq8pP12GHFMdHneG/0KL5P5bEoJZmTu2d1D4kGsc4IeRoxcXC0ialsFBoHAweDmNP1jEOl4LgcODrbJOpkEzK6Zl/Rb8wY+o0Zsw57senAwuJN/otGu9UshYPCUA5qeY/YQOHgUZCtMpMkoxjNN3yFg8bExOp0hlgQJkyIMEmSeOlB35R+YeiB37c3LwQDIjp/7UEhSZ2dbwzXdHXMVuJz1RnKS9wKTxt4PaLDOnSvNSdb30yGcb+Dj7+RgYEfZ8Fvr4CHnl2z5XQVN54r05P1TUIodxkFZ28DW+bC2GFiaZETkgrYnEXi+ZUWzJse+eloMV2FjMu+BlDwp991j3eacjVjZSVw3AHQpwU8Pto7hbZ5EQ3EEuK8goyFQS82PLYfBdttJbYulp0Jdvf74N6rNvbWrQgfPnZlN+LEaaWVGDEiRCimmCEMZdSvf03RK7WE/jkHMxnHCjh4v6lh/+rdKfTnsX8Yfp8P+4a6j2yB6DdbkwOwgXxPI6ay0UoRMOP09dXyUzyE1jArITYXHX3ZOoOppMq6vr3CNkUsZhGJdBSSAkM5hMyIEC5stFYEMDGNVobq4QRUpq+fTz77Mg4TAwNjlfosCxsvHgJsQLfczRBKd5eSshuwww476O+++25jb8ZGgdZw0mXw4TfiK9X2ZckKSItw/G0wciWpFguXijDc6xG7B0eLMeiOoyQGaE2x9ynw7U9iKZFGPCHbsuij7nV1b4uWVtGblRTCH++EryeJCH5xlVwos0MyHBBLyAm6bbUiZcGWg0S/tnCZVDOKCsSb6+wTun9bHUd82k5XUJ8PeDJu+w7Cu7IQs8/7+nYt1qYX6w+2DefcDC++I5YQo4eLWe7oHpwaUMkypjGNGFEGMojhjFhegWhesoTJTz/N4q+/JlxayjannELF7ruvt22xHHixGe6td/ghYZNlthIyI3gMC4UGuw9be7PJ90iYuOkOt1xcAMevgz/Z5oxZzOI5/tm+OqWhOl6EMjSG9hNQMIQh/MG3D37VXjjr4PAxHzGTGURppZnOhcJevBzBUWxNN0WobEZQSk3UWu/Qpcf2Eq6eg8oacZj/YbqQjmhcCMTh48QPrKxk1c//7ieZulpWI4Rt750kGDt3LXRLRbvKFF47Hy0t2zX1jTU3ZG1qkcgixxF3+8IuWCTc94wMCjRFRLdlKGmpRmNCrkxTCJdGxPPpDMfvXlqzbVtXPN0A19RIvE3ajsxEDDp3DsIL/deP6WQverEh8EEELq2EGUn5IlFggK0dGrXGoyzyvU1oJ0yLnUWJKQaxxe5wQlKLdvH/+sKY3ozkNUYrrdzNnaToaIoo6Kcr+LU6kRw6Z7QJEkxnGrP4mfnMp4VmVxcojeA0yunPGZzV6zS/FlgTwrXOdQqlVH9gPFCKfB4f01rfp5QqAF4ABgLzgeO11g3rur5fMkqL4MlbpVoVjcOQ/quf9Js4FR5/SeJnhg+UcOW+RdKqXBuilUZuNlTXtydcti3i/sI1/Lb6ybdw9T0Zg1fDgGvPgsP2WfXzDtgVrr0vM1mWHm3PzRbil0xlbDQ8Hqgo7d5Q8a7ihFz4PCZ+VNWW6FwMJf5NVxf1kq0NiYgjAdD55or2JV3F1LiEcZd54bDwuk+WNtjwcL04voM42p+TDz8l4L1WafkdHIbtA903Sdhd+DYGxy6GlCMndxuocUC5ahRLmzQni/EgRKzacs1j29homMC/m3sJ19ogRIgQYRpZ8dKpUNSpKqYxjZ3ZZYW/t9LKPxlPDTVoNLZbJUuTKoXhasMUO7BjL9naAOiOxpAFXKa1/l4plQ1MVEq9D5wGfKi1vl0pdSVwJXBFN6zvFw2lYEAXq0dfT4YL/iJ6pnAIJs2As26CR64X486VIV3UXNXJ/dyT4Nr7wUqJJYRtQzQhJCh7DfRgDU1w1T3Siixw5QGJJNzyf6KrWRVB8nlhUJl4J8USUjkqLpR2o2VBZa14mfl9kkFp2XDakV3ftu5CwIBH+sKEGExLyLf7fUK9RGt1aHWgyhIn96AhOYJtw6TXBFpLVuMjDdJOd4Bds+CWLhJerWFSDI5eBAtcEm8g2/ZmxdqTBUvDWUslFzSpZZlPN8otYkMSef+81ATnFMitJ+GWGkhpIU5RnZEnpiON0v+PIWRXA1MTsE0g00L3Kmj45fuSrjf0ox8RWrCwwSVI6alDL16m8iNj2XkFwvQRH1BFJV58GCgsFAkSOGj8rqW1g0OAAKPoJFS3F92OdSZcWutlwDL3/y1KqelAGXAEsLf7sKeB/7EZEa5UCv73LcyYJ0LvcTuvPEpnZfh6Mjz+skzfHbQ7HHtgJpy5vhH+eIfomUr7SCWqME98qB74lwRYd8S8RXDGDTDhR/l9563hsZs7bw9ecirMXwzj/wOJqJxo99oBnr1jzfbhq0lS2WobvO13HfA//Q5OOHjlzy3tI0SytEguwoYh1a6qWjj6ABHR//MNN1TclFzHo/dfs+3rLniUXOB37QYDzF8ivonCA/UwMylaoFobGh3INuTYeZGqVIUXLiuE3dbgs5LU8FEE7qmTdpZPpSNQ4C+1YnfRGWYl4KkmIQittmxjS5u/ayTG5+hFMHvY2k1xfhmFT6NiIJwWhSe1kJcshGy1OEK+HqoXq4S1rcytD0xNCOGKu7+3FaCktYo27Yd9ltrQEoPhPigyZF/37f1crDV2YiwLmI9FK4ZbWdRoDAxyySNFanmlqi1mMB0TE42DhUa5wnkbe3lbMZdsjuY4fHTRNLEX64RulT4rpQYC2yGpMCUuGUNrvUwp1anPtFLqTOBMgIqKiu7cnI2GqbPgqAvFksF2hAwNKodX7hPxe1dw++Nw22PyfKXgk+/g5ffhhbtg3mI4/8/w/XQhIDUNklu45RDIDUs+Y0fEYrDXqVDbCFmuhcEXP4g4fsabEOgwnKIU3H8t3HQBTJsjpGx1GrK2aGkV64afF4i+qjOsLisylCUVq0dfkDZiwCeDAMEA/OZQ8fw69QjZ/+KClU9w9qI9Gm34U5Voc/p44No+cETO+lvfhBicXykB1PUWLHK1blmIvieFhB+HDQmHvqQK/tEPRq9mYGpBAg5bBNOTmRzHbYFSV+9XbMLHrdBkS1RQW0xLwBlLpQKlNHyfoJ1KJu3wYQBLLalQ7bgW769Po9DsQLhN5S7ifh4MhMR5kHVXWjAp3nMIV1LLtnYkVGl0JF9t0eLIMQ4oOCAsZq69WDsMZgiHcBiv8ypJkigUJiYFFKCAciqWE7G2sLBIIjYduk1lzIOHgziYbHKoYAB+/Cs8txfrB91GuJRSYeDfwMVa6+auGtFprR8DHgMRzXfX9mwsNDbDsRcLKXK0K/ROwoy5cPCZMPtdqcasCrMXwK2PiV4qEAC0TN5NmAKvvA8vvyfLyM6SaoHHgLomIR5Zgc6J0ZOvyWOyQ5kYIUfL9N/5f4EHr5UMxY7Iz4Xd1tDy5rUP4MaHZKrRMMSzKuiHPFf7lbLk/l23W/2yzjgOivKl0lbTALuPgXNOzBishrLk1ouuoToFw2aLYasCFlhw9GK4MB/uWQvT2s4wMQYPN8ik2kCvmGX6lVSeqm0hWxpwM8iXXyqWWNDfKxmV45vgzlUQrqgD286DJkeIlkaW+30CdlWQ55GWlkZIQ0fC9WC9tDDR8HOSFZy429qpOe761gZNjixnUM13HPLClWR99yPRUA5fHHwWXx94sXiaAEGVZCjfk+/kgR7RI8RcX0ShwBRS3HH3FWI9FydDTjsiX0kF74AQZPVaoqwTRrM15fTnRZ4nQRyfS5K8rn1IZ5DqVuaV0e6/AEHG0CWNdy+6Gd1CuJRSXoRs/Utr/Yp7d5VSqq9b3eoLVHfHuno63vlcSIwmE0GT1kwtcK0bnrtz5bYKrVG45RERhIfTREKJqWk0Ds+9JQL5xmaxS7AsIUo+LyytEo3TVWe0X2ZNPbz0rminTEOqZomkm3Wn4T8fyzY+cn3X43hWhh+mSdsykcxYNigFU2bJEEC6NXjOCV0LtlYKjtrGa75YAAAgAElEQVRfbr1Yd5y5VMiWhwyhsIEHG+CmYshZR93Zl61w8hKIuLqfZhvmJiWzMaUkOihNZtKXAhuZiE25GxQyRPi+KjxcL2QmvR+muxwHmJmCsR4hWoUmlHbyWXsvIlOl6XZZZ4Qh3TILKthpLaun2/thy+ZJ/PbaA3AaE6g8P4F4FQc9dQOly+bx7pkPcZLncW4OXEaWimJGgVgJ5L8F/o07ol9lCVHaLgDT4tDWl9mD6M/SQecdCatChg3KvfBZVDzBerFuyCefUziNmcyghhoKKWQEWxBixf67jZ3x7+oAT29e4kZDd0wpKuAfwHSt9d1t/vQf4FTgdvfn6+u6rk0B8xa7J28t1SdwJ+zcC82b/4PjLobbLm3fXozF4aV34O7xsKxaCFdjs7TPsgIsj6eZMU+IVZrEOVqIWCIp1avrzhbN2OQZsi2vfAD/myBVNscRSwXbkVakYcjzSwph8kz4bCKMW3HYpUvQGib9NJu33nuT83/VyPez92DCz3viOB7iSanGHbWfbNvuY2DogLU+xGgtJNLvhdz12Ar7JeLT2IrpQyZSHXq+ScKY1xaWht8thSpbyFZKSztNKZibgjJPpk2X9imDDLHJMcBIJeGnHxkRsEkWjMK3kvLlt25AeHoZ6WVqxGyzypL7bi5Z0f9sSlxalyCkYVVldQVc10dE/WuD/cJQ+/m12I0JKArLpK3Xi9eXYtQHz1F93KHcUXEeBjYoww1lXwb1u0NJPRgbr784xCfvjSID+nlhQSrTdjWQi8f/s3fe8XGUVxd+3pnZql4sy713GxtsijHV9IReQgu9JSGU0JPwJYRQE0oCgZBACoTeQidUU4xpNs02GPeq3rV9d2a+P+6MdiXLtmxJtkA6/ISl1e7MO7OrnbPnnnuu5UQ/tEUQqLOg0Or5Exa+SwgQYBpbLg00O25EH35SJLGwWsJPzS1OVuxDd6ErFK5ZwGnAQqXUF85tv0KI1pNKqXOAtcAJXbCvHo8Jo4RcRGPpETOZUWexOLz0Lrz5EdxxFZz3I4l2uOC3sGi5YwDX0onm0Zh4wJQStcxy/lasNm9ypgX7zIAHnhEysqZMOvv8XtmGpqfVLffxlinK2NABUq77dNHWEy7LkvW/MedVfrDLdRwy3SJl6hy+x4t8snQmv3/kDrweD81haRzoSBlxc3jnE/jZ9bBqg+x77HB45k8wdkTntttb4GunUuVU1ijq5LvBvIiUBQMqbRA3bOlgi1hyYXbJnbtfFwoYtW4Zde+/xYppe7LIKOTROavYp38us0cPYVaWEAAXO/nh6ea0WqZIe6EGGHBMLhyfA2PaKZO/HoJCBautjUtlmSjR4E+lcHIHMuM2hWIDhi3/ilVeT0uJUwcMwwNGmEtqfos+NIWtPBm6gwLCELkLsi/f9p13EtP9MM0vPrhyx3enIV2HASUEO2XLvPYEaZXLB2TpELdF0Tyh70PRdocXLz58JEm2So9PkCCfPrlxR6EruhTn0r6nEuCAzm7/u4aDZsLOE+DND4UQtM2VdcM6Y3H42e9hQxU8/gqsq3C8TUr+tR0XsA00Ofk9OVm0OxzZ3e5zb0mZzjSFbBk61DVBQY6TgO6spTksaysugKnjnPBQS7oCN4WF38Klt0goq88rQaw3XSqRDx9+HuXPP7mJuqYcIjGpvShls9u4ecyc8A7vfnkQtt35RO/la8QfV9+YJpyLlsFOx8CaN6H/ZtbfB8FZ+XBLrRANDXl9mYhp/ZitHP/UFp/FhNCZyGtNcz40KFu8XEMNUboySZKreE3SEsQ+mceqPQ4kll9IzBeg2uNltQ1PlZv0M3R+WgBXOzEiP82Hm2sgbLcuKfqA14fB6M34gJM4I6Fo35s0QJeROA8NkvstjMETjbA+JXMJT88D71YoXgNGl1D+UX2LSqYrwDSxLcWug+rQVNv+MufsJBd2fCfdAE3Bn0vhiLVpxTCgiRFeIecuW0kHpk9JA4Bpy/HFLFG/Li2U8F+A9Uk5l/2Mnpk59n1CkCBjGcdiFpMk1fK3ZmCwF3vv6OX1WvRZGbsYWUH4141w6uFtUtqRn00rHdZpWpKmvmytU1Zxfmc69ZbcLOc256uxGTZUph+fCdMUT9faMlF/XH+Xa7hXShSuiSOloy8nC3bfSUqWTSEhUYduYirImjKYfTZ8+KVsJxaHB56GWT+GeZ/DuKFf4zFSpKwAynlF2SgSSS97jH+baBx+uN/Wx2K0xV8elTKrZacVQIWUU4+7pHPb7i34fTHM9MvFMoVDUhQ8M7j1mKRtQYnu+LYsyV2qMcVwHbfhgCAsyyhJ2YAXKSMONqA0XE/l5BnYwSySHh8pw4OyLGzbImbaVKbg+hr4a608/7fXi8HeR9owX6TBa0M3T7YADsiSNVlIHEWmn00hRu8/lcrr66F6+OFa+FMdPN0El1TA5BWwtuMzmhl/3BV4A5Coi0mTfsKkuTLCyNl7UDx8bxmL0wrOz94df2EMaNItOtEnER4+52/OdohuiQG/KJLfDzFgNz+M9UgJ8rYSOK9QzvMvK2HGSjhhPey7GsYvh6+iO/bYvu84iEMYyxhyySFIFrnksDf7MJHNhDT2oVvRTRPxei+eeg0uu0WS0EsKxV8Vi0tAp0sUQAiUbQsxsiwp+7m/c9/Q6p1QIN0ZXu2Sr83B53MuQClRuXRdvnfVLV2XdeXlSMQCyP0njZZOwKNmw7g25blb7xfvVyZh8hjw9XKYOh6SZhBNiYPG0BVJR93QdZN4Mpfdp8Ldv972c+pi2Zp0TEYLnI9uC75Ol3D7sGnoOnwwEuZH4dEGGOyFi/NFDe0stHiMRFUD2ckkzcWl2JpOSlMYKP7WuLGxOgYM1WGEB1ZrPsAinJVDC+GwbTRnxICFvFn9rhrmx2BOBEZ7YLRXvJIxC0wNdutAx+quftgnCx5zxsq5CllQyX5GeqS8WpWCm2slRiOopf8uy1Jwfjm8OrRjr7fsYSdy+L1rmHf7nVQsbMbwaex08gHseumj4IlC7EnnbLiM1wLVH4Inb3njGbAdz1xA69qB1YdnS7zFYEO6WnVEyVIKhnng8mL4eRH8p0EM8iN88OM82M95Lp5tgvucQNqgJs/XqqQQr8eGwEFZfXNGuwNZZHE8J1JNFREiFFFMDn35HDsSvZ5wxeLw6vswd4EEhx5zoPiwtgV/fggu+wPgvBk1hSUOoSAPaurFLxWNyRuPSw6yAtCQQaxM1/lL+lOk5ni6dL19wpXpE2tolu24xn2QAc61DUKSEkkJDb32AilnXn27EJmlq4VAPf26jAf64b7p7X/2zcbqh6tkNYWgOTaesrrBlBaU0RAqxtAgO5jA77XZddcjuPyi1sGn24rdp8Ar77VPrHrQSNBtRn0jzP1Mmie+XS3RF1ecCXtM6/p9zQjIVyYStnQHZjsm6a2Bbdt8fMmF/GjZUhYcdiIbJu9KzcgJeMwUybwCEi3DYDIeA1QkpcQ0JdvLh+1qPQpNk9tjtihTzzeLN6jJlETzoCZrrk7JuJwt5WUpBfcNgP+FxFvm0eSN0ERKZG5H4hcxGctjqAwFzClFLonD2iQM60hXr1IUT7uaIx+6BDO6Fs3bH2W487FyoPhjqD8FzKWABsbOUPA4qI7nnfyrDq6uEmXRUHBoEB4f0vmxRCBTE47IhpdD0F9P7+O8ArisMB25cXkxtOc4+3uDeL2CmhDjiPMkN9pwYTkcmyPhtLqScTQWJtnk9I2a6QIoFCVsRYBiH7oVvZpwRWNwwXVCNHw+SYd/7i347YWtCUdHEArDr/8s37uRD7YtKlOuU777dGGaMCmnZOjJuLBZThq1hWM6dlvoM953NCWEzaOnZwtmGugtM11ytG0IeKQLcdoEOO84mDFZkttB/E/L18LAkvQ+YnEJXZ29e5okjR4qIaaZsK20R0fTFP+ZcwdnHnAp/fPLAEUwoAgUXsVOYyZv3YncDC48BX5/X+uoDZzzM7VnRBdtE1ZvgPN/C+/PFyXUxWdfw2tz4W/XwSmHd+8aXmuWMNQqU8jFHgG4fwAUd5B4ff3kk2S/9CRBzWDXxjp25a+UTd2DhUeexrppM8HjazGMZypdUYREXT44yPPLmvlTMkHSIzKt7bJ8TWuJHshWaZXEBJYlhHRZzt+Kp4OvgRwdbi6B39cI6TKQCIkiHc50TPIB1b6pXjnm//a68zYL5UcPtmNk9EyBkoVgRxzz29bV3p9vgvMq0uGvCRueD8Ps1aJmdhaagt/2k5mhC2MSHbJ3UOI7OoJGMx1B444Hcj1gPkStnBNrIhx4k3IqAIlAmM2B9GMHDEftQx+6Cb3aw/Xq+7B4uRCQwjwxXefmwK0PCPHYGrw+T4iAlvGG73qMGkLw81PgnQclFsFjyABon1dIntuFaNlCugwdBhRDbna6jAFpcqUUeLySrB4MOF2NiIKWmy2diYYuhO7uX8OTd0r2V36uJL83O4E6cz6R+2YSFb9PSpBLV6dvu+ZcIZGRqBAt04RQFCaNgeMPliHXqyqG8btHn+EvL99PKutOxu78GiPGdG1jalEBPHRL6/KXrkm6/l+u7dJdbTfU1Iv/7IPPRH3MRMqU0vR5v5EPB92Fb2JwRhmsTgr5idkyVPmIdR1TDm3LYu6tt2LYNpbPR6SwhFheAYM//4DSxQvwxWXxrkHeDSoFKNbh3gGitl1/2ExuzA6TrWw8ttSOla6joTCRbjhDyfgfkA7ImhTMCcl6F8Xho/BGy9skziuAu0uFPIzwibfrHwPTnY27BqTjMZNYmU55c6gHRnb1NBQV3GqyBXCVk/vnIR3XoAMfxbbOa7bZpSmY4IMf5cGh2R0nWyAlQ5N0d6pLtnQkoNbA5C31AvOTFXwbzWJDPItKs4kXeZ4ofUavPnx/0KsVrnc/lZJfJuEI+CAcljLblLGSX/XJQimdTR4DQwe2vy2fV8hWe4nVmpJtTRgFL/5VEucjzvtIfq4QiNpGyPILsUma0BiCw/eDtz6UcqC7Lb8PfrA3fLNKyJffI6Z791Ojack2DEN8WqcdKUrJmb8UtQ1kf7+7SLoXk20WbNuyjWBGCXDyWHj8NrjkZjHta5rMVXz4VijMh9OPknFChfkae+y0U6fDUzeHk38oatatD8g5mDYOrjkPRg7pvn12J154G9ZXCOmObIJURWKw3xnw9r+6J1X/7noZxZI5ONoDLIzDx1HYYwv7rFu+nFQ0isdjkLBtAs0NRHILMD1eBn35Ec0nnslinIBT0q9VH/DqEJjqlPCUgosnD+FcSzxDTzcKkfIhyhvIRb9Al67HpXFRyDTSAZyXVwlpvKQDHatKwdG58tUe/Jp0Kh6xVsz/OPsYasBtpT3Hd7QhtXHjsptLNjcCp+zgMXlXFsFTTVKCzXBMUKTLc9mkymiwm7ET2RhKSsM1ZoCx/mZWaSv7TN59+N6gVxOuwrw04YjEZARNKCIEKRaDlevgwt9DnRNDoJBhy5eduXH5avbuQp5qG0SlQokaZNtw8J7pkNOp4+C6C+HvT8rvEinJzRo1RBSOSEzWlRWQ3KqTfgD/eEbWMnooXH4WzNoZXn5XhlQvXyvr7Vcg3Yj1TbLO/FzYc5ps7/I/OGb5Ijmu8hq4+Eb40zXw/NvS5efzpgNFRw/bOJj0sH3kq75RSGnm7MVxIzY22ncnJo6GB2/ZfvvrTixevnFZuD0sWgZ3PQy/PL/r17Ak7pCgNuostswQ3BLhQim82dl4fD6y43E8dRVUGh5sTcMOZuHNK+CMgISVLk+I0jHCgAcHwdR2th3UREU5NFvGAs2PwXtheCkEuUp8VZFUeqCyTjquIG5J7MVFRa3V5m3FVD8sHQ2PNIqCtpMPfpgj3Xk9Bf30tJndhVsKnd4F3snOIt+AT0fCdZVwf6MQrmEe+UpaEDEiGMpu8YnqSlTFihSEvM2b3XYf+vBdQg9629j+OOZACSGtqYdvV4myY1lSmrvkZlGTIjEhKiCltMdehl2nSMhoJgJ++McNoiQ1huS+SoPZM6Skl3kxO/9HsPd0UdhWroPXP4AhbZSzmnrx9px7vHQOtsXwQVJmKsiFRFyiGwwD8nMkx8vNqnrmdSFhQwfAV0tFocIx7Z91LVx9Djz+KjSH5P4jBsNtV27aD1WQ1/7t2wrTlHPg9Yh6+F31YW0rJowUch2JbRyS60LTRJV8/m244qzWvr+uwBSvKFmZcC/YYzugjhSOHk3O4MGgFJHqalR9PUPXfosVCLLfj45i1jCNwR45toqUkKP8DnZFFhlwSLbkYlnAPxskST5zHI+N+LBMJb6rOhNuqJFuxP2ytj0l3oVfg3N6cFbkb/rBueVCZN1yrQmM98K4HkC4QIz1dw6EC4slWqMmJeZ7DTCT/fAqSNkWHq0JQw8RQCNheeln9990ymMf+vAdg7J7UHvXjBkz7Pnz52/XfT73phiWo3G54MWT4qtyT4vfK2WzoQNEeapvEuXotqva315tvXT6ra+UstsBMzdPIsqq4OifSydhZidgebVcXE/6Qev7z10A9z4u/jOvAWOGSWfiynWOUuWTcmC/AlhbAdkB8WzpukRQGLqsxzTltvEj4P2HxbOVkyUq2kvvSBl15GBR9LI7mZ+1KcxfBNfe5WRrWXIst1yWHkzdG1BdJx6uRcvkeUq1k7GWnQX52dL88P7DXdPxmYlVCdh1lXSQ+ZT4lFLAGC98MrJjRvSab7/llQsvJN7UhJWU4LcJxx3H3r/6FR0dZL8lvBGCX1RCwoRyUwzY7oigzAR7gEE6lHokG+qBgZ1P0e/puKFKIixitpCYqT54axjk9cDjTtmiFkYsmOKDk9ZDce7rDM6bh6aS6VmbtsaB2v7sRzufOPvQhx4CpdQC27Y7NA281xOueAL2OElUhgWLW3eJudAU6IYQnP5FMHsPuP/69rdX2wDX3yMhoQCD+kvMwrQJG9/XcjKlfv9X6Y7MzxUvT229XFSPOVDWtf/uMsLm/fnwi1vlzWjZGhnXY5mixNU1pklUdlA8Z5Yt5b9YwilvkmHQt2QEUdKEuQ9LnlZDk3iFlq1xFqiEZD7+R8kEG1gCu0zs/DkHqKwRomEYQvRsG2oaJCPs2T9verj39xGr1sNt/5IycVWtNGzYSEOA3y8zI4eUwvRJoqJ2B94Jw0XlMgdRR4IsHxgII7bC/5OMRlk3bx7xxkZKpkyhaMyYLl3jlZXwQUTKjFWmlKPa88grhHQMMYRoHZsDv+oFzW5JC1YkJGbju0Qwn26ERxIfMKnoNcDGRmHZBl4lif6XcBnZdHIMQi+BjU2CBDo6Ru8uYG039BGurYBlCcmob4KvVzgjddop7bgeF8OQkNBX7kvHK7iwbTjjl7BkpShMzWHxS1k2nH2MKFjFBXIBfWe+jMvxeuGo/SUD7Lm3JV5C02Qt8YSU2nKy4JLT4L35UFkrKtWCxenYiWSq9TrdpeualADjiXRnoqYJgfT7hIxFYvD6/bDnLlIOfeo1IXnKmftS3yilVr/TuTViMLx4r/zbGTz0PNz9sJxD24ZwRFr9IzG47zdStu1tcPPF3l8A5/2fvCazgtJtmp8r8RDd6ZVL2RKz4FEwytPzyru/qYLXQmKKX52UpPqwBZGM+yjE8O8qXzOD8u87w7f/evuwZTRQz1v2m3xpL8JSKUzLi40Hv1MeTqgER3BUhwY293ZUUMH7vEu1WYVKWkzUprCnd2887LgB6L0BW0O4ejUFtiz4+CvpDvx0oWN2BzZKX3Ru0jRRiDQF/3wWfnVB6/ssWemQrUIxs1fWiBE+GpfSme7OM1RCukqLYdRQeOJ/MHMavHCPzGA89mK52KVSolTV1MOVtwnxmjHJmZUYE8N9e+t04c5tDPjl/ilT8ruygkLa4kkhUrtMkn39b64QPDfUNJZINxX4/WJmXbUejvgZLHqhc+e+tkGOsaEJvljiDPtGztEzr/dOwuUSnL2nwydPSsjrwqXSUHH4fmkvYXfBcFr/eyoOz4FXQtLdts4ZE+RVEoLqvu7dvC63Sy9iSSdcH3oeVrOK//AgKZUCZaPZoGkJDGx8Ki2t9ik1W0YjDbxoP0+ovIzoygpsHd4vWMHa2Hx+PPXKLivr96Fz6LU5XKYpxviTroD3PmufvGTCY4g3qiBXVKP32hHiahuE4DQ0C9nStNbZSqaVnpmYMiUKorIGBvSDT76S4cx//Kf83rLTMxA1TQhROCLlvjXlWx7xA2nS5mZ9uYn1SWdbqZR0TPp9QgTbqnpts5+UJurXqvWisHUGMyaJ8vbJQlmL27CQTMEdD8KTr3Zu+9915GaLf+/GS+Hs47qfbH0XsKsfzi+QCItBhnxatJQoXZlhmm7mk4UMVj62B04zsW34OCJl3J+Xw7zI92NaQkdRRx2P8jBJkulEeedJTKkkJhZJknjwMo7xmDY83mhzcnkFJ1R+yw11lVSmetEJ2wIWsYjmmkrC6ypIDQhgjsjB8uus9Kzhi/89vaOX1wcHvfKjQ2MznH0tvPqeECKlxPcUCrffnm/ooi6lTPExJZLizWqLscOFNLjqTSK58fbckp9liWJUXg3DBgkZWl8pZCZlQsIhOzZpxakoTzoXXWP1prraXMQT8uVi5/HiA/p4IQzsJxETB+0pv/N4YM+dpWPS40n7vEBUJ91Zg9Lkq6J60/vtCGZOS6f7uyZZkPNgWnD1HXD0AXRrplcfvltQSgjXUTnwVUyGKY/1winr4Y1IWtVys548wAHZ6eT4noSrK+HeOiGGCvh3PZxbAHeW9rxSbndgAZ+ScAY+KRQ6OmZGimHKIVvHciwePNxUF2ep52VKCyWJvsqG30YHc2PwMIr0jUtmMWIssL9gobmWPF0xVU1kPBPQvqcaQ7ldRqOnGXt6YToPxQYsPx/NeZmd6doQ6j5sG76fr74t4Ld3w0dfpkfToERlyclKd/FpTtkvOyjqkGnCoBLx0oQi8OMjNt5uSRGceoR0A0YdsrORFyzjzdRW6SHWpgnDBkoeVipTbXOIj21DVX3rUT9b84nY55GU+SP3h4tOhXUVcNrVsM9p8N6ncp8/XSNlznBEyKe7n5zs9PfJpJCvWbt0fN/twTBgaGladVOa3KY75Z9wRHxsfehDW/Q34KBsyQcrNCBswzAj/WFGA/IUjPLCbSUS69CT8FUU7qqDOKLGJZEA13vrJai0N6CMDY6ylX4Tc8mQhsY+7MMl/IKxjKciBV+pDynylWNZWVhWNsrOwutZxxPxBRttO2En+VXTp5y9ZjB/WLsfv129FzfVV/Cu/d52OrrtiyhRNtjrsbOMNqNOAE1RdVwhMWKbfHwfth962FtR96OqVkzJCiFEKVMIjmk5+VmWkJ6p4+Hx2+GNf4jSMnyQjJBpbIbzjofD9m5/+8ccKNuLx1u3+LuEpSX6QUmHYX6OREPst5ukpfu8jo+qDamybVHMdE26JTO3uTlkBcSon+ekaf/8Brj0ZlhbLttb8DUc9XN4+yNR2r54VqIZTjgEfnG6ELB4XDrnwhE5ZxedKsSzs5g+KW3id4mue7y52Wny1Yc+bA5+TeIQ3D8HhZQZczTxpfU0/LNBSJbrNzMRVS4JHLdOEvS/78ghlyCSN2Nn/AcwiMHsxwEEkVTcVQmbkuASUlaQzGc5ZQUo0zf2NjwSLufp6nEYaOQZcXyaxdz6qTzYmKKJxu1xeNsN0bo6XnvtHprXbZCSiVtbd78SFna+j9Ws2rEL7QPQC0uKa8pg5QZRalLt+KBsW0hFIgnX/xXOPBoevU28VtX10p6ftxlPyKlXQnNElLFoLO21cjvQUqaQqpwsMFMwuBROPRzOOkbulxWQHKq1ZeLhyoSmJJNJA5KNW04n1zVn5FB6BjDrq6TrzS3VeTwQicD/3SVxFznZcNGP09u47Ew5D+98Ip2UF/8YTjh08/t10RyWweBZQZg4qnXOGAipu/thqKhxblDSJRrwi1F8QhcM3u1Dz0C0ro54UxM5gwahd2Fya8qZp1hhprUSE6i2oS4GzzTB8VsR1mva8ElUEvaLdZmv2NURC2WpdDhp2z/hWkt8Xf8b9v0uLe7CdCooxyRFjFgL4cojj5M5tdV9Sw1nyKytWjrITcC0FQFtY/PtIw0+fFoSryZvvoayyNbifNgwgeq8OnJVF6c3b2ekSLGUJSyLf8uqOa8RU1GSgRK52LhDeRUtPhDD6yNBFw3V7EOn0OsI1+vzHJN2OwGTLnRNyoYTRsEjL0n5sH+xfG0ODU3w+TdCtjQt7VGKJ0StOe5AGTZdUgQ7T4CDZqZDResb4bp70t2NLkFrWzY0nKFxOVnQFE4PyN6Uid5ViVKp9PDpVEpUNPfDomHIft19ZqK0H9z7m80fd3t49g3JlnLLoYNLpWTphpp++IWMHNI0WWPKlPOenwNjR8DtV20+i+vr5fDwi3L/Uw6X7XcHVm+Au/8HrzcI0b5iJhzdCzsotxWJUIj3briBVXPmoJTCk5XFXldfzaiDD+6S7X8SlWT5tsGnIBfln5WLj6sjnYoJGy4phw+jsj1Nwd11cM8A2KkLw2ZnBuHp5nSafyYs4J0I3FoDVxb3nHmNXY3hjGA/ZvMxHxEmhInJeCZyAAdu1JU4wqvhD40gaqwiZmYTcxp8gkaEpthEYnq6bLwsDgvD+Vgqgk+F8WjyBmooi2bTh8f2fKeT6yup5BmepJZaLC2FeUg+KpqLnaVBZRhKnbwyG6dco5OlZTOAXpQm3YPR6wjXQ8/Lhd3KnKLqQHPM4UqlU9k1JeW3wg4Yb2OOZ8v9e9Y10H1CKHQNHrq1/cfZNlx0IyxZJcGqFTWOV8uWx5mWrMNG1DOvJ52NVVokj19bkQ43VQoCXvGRuSpbZsdhKCpRFYV54p1KmdIp+e58+PBzGDEIjj9k28NHFy+Dm/4m3ZxufldZFfziFnjqT1LWPevXsKFKLijBgJQsDWfeo6suXnNe+0Grx14sY27cc33dvUPIIqgAACAASURBVHDnVXDBSdu23k3hmxXwg4dg7a5AqezvuNVwzFJ4+riu3df3FW/9+tcsefZZzFQKzePBm53Nm9dcQ/aAAfSf0nnmWpnaOBYC0o0YzRa8HYLjtiBqxCw4twz+2yw5ZH4Fo70QsuAHa2GKB2Zlw08LOq94nZgDN1aLmtUWOkK6HmyEXB1+Vti5ffVkTGQS4xhPlCg+fJvNi7o8OIvbElXEtBABbHQUWHm8W7s7d8bhl8Vw+jp4pBksvICXmlQeAzwN9PeFCVsaAz0JBqtB2+8AuxhJkrzMi9RTj4FBKhrHtmwst023KQG5SQh65OKBQpk2U7VpFNMLkn+/A+hVhCsaS6e4B5D4hkwFyVWUdF1Ke5YlZKWjLfmlxWKsL68REuEiFoNDZm36cV8ukdE6pcXpuYLJFGCLYV+35WfbEmISc+bu/XBfSZhfvFxG+JiWkMZxw0X9KqsSta2yRo4pL1vKfEnHsxaKSMnRsoTk/PAn6QvW1XfAGw+I2tQRxBMyJumxV+D9z2Q2Y9AvCtnQAVCYK0b9JSth7mfyfdAvSmMo4nRmJoWEzZgE5VVw+jVw5H4wZjgcPEs6Q//yiKTy65ok7bsl4F/8AY6cDQNKOrbejuDmp2HdrqCFwfmgjKnguWz439dwaBel7n9fsertt5l/771YmV0gmobh8/H+zTdz/KOPdnofI70SkJnJXdw/aUcMJtmB5pIba+DVZnlw3BZD+8fRtGpWnoK3o3B/vYSobk0Cf1sM9MIt/eDCSjYq9JjOmssSYqw/K7/zsyB7MnT0DqXI99dyqa47mXptJfmeepJmEaHYCAqUhxeaYaguZEsDdBQpJ7G+PJmPrpIENR83FgbQvsN12jI2ECGMQqGhoXRdSiiaDZEkFPrhyyooDkC+HwyN7HmN7HfU7HT0Rh92KL7Hf8obIxIT1SVlpkfKZDZ1uEOdPboQp4oa2Hc3iYLoKO75jSg1oXC62y8/F+68ZtOPqax1SoNKyJarrLnJ9j5Pmhi6uVyFeUJObrhE5iEGAjB8sMxCXLY27Ytyy5sFubKt3GwhcSCKnK7DtPEy1DrLL36rYEDCVk++omPHbFlwxR/gxr/Ba3OhvkFIXVNYiOQ7H8O8L2RN9U1CEN2rYrObP+T8HE/IXMF1TkTGf16Eex+Dw38KN/0dbr5f7u/6wZQS8hWPyxDursS7DWIb0TIu2LolF/d/fb3px9WZ8N8meLBB4gt6U76SCyuV4uULL2whW4lAkKV7H8b8Y89h2ZTdWT7nHaJ1dZ3ez04+2D8r/ckxU+nSgCwdDtzC9bwmBa80y0DsOEKy3H8zt2UiitoVFZ1eNucWwdXF0F6lMoiobOuT8G57s4t6KWpSXsKx8dSFZ9IcG4uNgUmciB3nj3Wplg5VBRgo5+KmKFbFPDEwn9lZPTjVtwNIYbYclY2N7nOORwFVUYib4NNR9XG0igj6F9UMf5PvbRTGdxG9SuEqzJOxPKYJdU3pETeJpBCdgF/G3eRkie/w+IPh0tO3bh8H7Qnzn4I7/i2+qN12gktPg6KC1vdbuQ5emANVdTB8oBCNplB6nmLKdFQtW4giyNr8TokykRS1asFiOOoA+NNDkEjAhgohIClTFKHifFjhDLYO+OWxBXkQDkP/Evj2JRh5sChdKoPEBANS4iyrhIHtZI5lYsFiidloaJZ1uVlaLtFwv69tgP++CZNHA0pIklv7cS+UHo8cbySWNvw3R4QQ3nJ/+lxk+s3cf5tCW/dcbQlBPxuVnd1SVcqRJiwb5sfg2UaYF5ULcq0J+Qo8msyCOyoHftvv++vHaQ9VixYRqZawtqaSgbxw/f1E8vthawplWXxRtZ5DPp7Pzod1zsulFNw3AIZ74JYaIUogpTk/cEM/KN7Cu1ytCY1m6+autnAzvgDej3ZqyS34US481iip+ZmNiRHET+YFXg/DoT0wuHVHYFYQnm0CXUvQRCPNNBO1POQaCSri+UAB7jPokq4ksFtAZ9pWePDcbsmepgoNYACGMyUxRQrd0PDm5BCLhyBpos5/A21SCdroIuwF5eTMD7HHX/+1o5fdhwz0KsKlFPzqfEmYz8txul0sUbAeujldOgxFRFXa1tDNUUNF6doU3v0Urr7dCT/VJfy0ylG59IyQVcMxlBuGqF7ZGV3RmiYE49GXhCjlZsH6ijSxGlgiXqzmsDw2EpXbQQinBZx7rGw7mUqTrZZz5fwb7UBzyzcrZb019eljsDKS6y1bfj9+pBz7T08UIljhzJlUGeqd3ytr9nqc86PJ+Qn4RT3PzxHiljLTURKWMzjvx0d27PnpKC6eDj83wdJBM+V4LF2iBk4ZLRfFyyvgzTCsScpxRBFSVgsYJvRft4LnKtczaeoQTpy6Y9ouG1PwXEhKa0fnbJmAdAVS8XgLE557ztVEcwvJrhVpyAaqB47g6aDRJRPy/BpcVwLX9pNByK+HoVCTINHxHbjQDvZAsy2qkqK1JwyEvLmw6Pybpm3DlzExxhsKBnhkNmTL75GICJ+SQd19EJyZB6+EI6yxKhmevZih3nqaU7mMCVazrHE6r9YWkMJyFEmFjUKhOLuDwbdx4nzCRyxiETYWYxjLTGb1mMHZQYLsyV68x7s00kASGSiaoxeS+0YNsWU20Y++xkqlyBk0iB/85S8M2XPPHb3sPmSgVxEuEMXpP7fAU/+D1WWw62Q45iCJPHCRk9V9+08m4fp7RUEK+GDNBomb0HUhIZGYlCFn7w6/+7mU5G78u8REWHZGiLDjuwrHYPQQMc8PHiAjgryGEK4FXztBpbqQrMamtBF+9m5w+ZnO97uL8uTR08QrGpeuzJEdGFJdnO+U+Npk7mVetMaPEGN+Tb2Y9p+9C066XLoA3U5FXZNsMpwgWL9PCLGbcm8DY4ZJFpqbn+bu85QfSJREW4QjQvJWlcHBM8UP1lH85Ifw1j/hv8VgOWswNDi8Eo46GJ5vgg+iUJ+SC2cy40JtxGMceMc1DP38A1JeH+/bJvmz9+SAG2/E8Hdhy9sW8FgDXFQppnCAyyvh/4rgim720JZMnozH76fJ62PdtJlk11a2/E4B/sZaPtlpE2F22whDwUn58rU1yNJg1wDMCQvJ8ShotNKKVlud49hOZNBVp+DwtbAoLtlhFu37Olzi17/XvUNvGv08KY4Z9Bjldj1x20YDgokoc+um0pDIxasSJGz5lCxeOJuDgja7B7dcUrOxeYanWMnKlveu+XxKGRs4mR/jpWeMvJjCTpQygGUspZFGSihhkj4Z32U+qg9ZTHNFBXlDhlA0dmzf/MQeiF755zx6GPzygi3fb1tgmmmfVXtYtUE6IAM+mSPY2JxWaMJR2H2qKE6rN8CpV4mPKZ6Q7fl9DilxCMnIwc4bw2IhSH6vlMHCMfjqW9mfYYDXtpk8BmrqFUcfACcdJsTT/Xu87SqY97mUN114PfDX33QsC2ifGWKKDzoxGCmzdUaYpkmnZ26OHOvg/tL1+cWzcPav4fMlkJ8NjWGorpMSZiIhhv01G2QbqZScs6J82d8XS0ThKsyDK86Gc9rpGnxtLpz+S6hxj0uJIf/1BzafpeZCKXj6HJi/Cv66QN7ETxkDBx4mx/RSCJpNqHGuzJlJI9Of/Bslyxby/tlXUTl+Khrw2Yqv+Ojluex96IHsHpALfXdiXSjOT9dC0rYJGhqaDklb8bsag/2zFNOD3bdvb1YWe117LS9cdDHKtrGVQmWY2Tw5ufh8PcdTc12xRAo0W/I8DtSh2hSlyRWZNGBnH/xhCyX2zeGU9bAwDj5oyf5uLx7CPVPvRYQsb++0/J5YVqunnoRRSTYxApisCY3gjapD0ZWJRyUo9lYTNnPQ0QloSfYu/IrfFwwBRm1x26tYxQqWo6OLIR2FickGNrCSFYxnQvcfYAfRz/mvFZR8yCmZPHnHLKoPHUKvJFzdgXc+gYtvghVrheQcvCf84wYxqWci6JdE+8++Tg+pdhWcppB8VdeJf0pzDCVuYGooIiqRzwsXnAAffC65Yoo0wbMs+TmWAJ04oUgzevNnrCorJ2fgNEqLd2L3qek30VBY1n7NeVBWLR2TIwbDz0+R0mhHkJ0F910HF90E736S9lmBrD03Swjh0lVw5TnpiI2sIDzyR3j7Y3jtAyGUR+4Hu06BfzwDDzwtxC+ekHLqxFG0DN/eYyq8eO+mie2GSjj3/+RctpQebZi/SJS1V//esWMDmDEC/tFOt2atKd1rBm26zWyb8W8+x9sX/Y5wcSm+UCOx/CIW7PVDvjBTvFgJ2RrcVdq1+U6ZWPfBB1z4+OtEzrwKXzREXAdPQOHx6cTtIPfVp7g/2Jp1WrYMVE4p2D0A3k5ea3e94AK+eOABRn38NitmHkiOo3LZSmGMm8gxPcibNCMIN/WHO2qdAdi25GUNMuCrOORrcEY+HJGz7YGk9Sn4KApBlU7Gb6sEu9CQ+yVteD8io4y2B6qoZB4fUE45fvxMZRpTmYbeqrC6YzCfj4kgXQS2DR/VzcKrJfBq8tdnaGGUgnGBes4a8AXNNFNPEBhFPfV8xgLK2EAuuezCdIaQfoP7mkWYzn8gRnMPHlKkWMOaHkW4ugphwjTQQAEFLan+fehe9BGuLsA3K+GYi4QIZDnxDC+/C4eeD/PadL5/+AUsW9M6eNUN/TR0CU6Nxx1/mfNO7DGEWCRTEgMxqD/88V8StNoSKuwY6Q1D4h8KAjWsX/gORqwKKxklrDTCTe/z/ptJrj53BgBPvwY//Z2QIZD933AJ/Lx10HMr1NTDXQ/Dq+9L6fWnJ0pm16ih8PJfZZs/u17W5fOICT4cdWYnDpSxQJkwDIl8OLhNbMZ5J8BRs0Wpe+QlWLhUOhzrm+TcHX+IkCo3SLUt3vxQfHFurho4WWYK3lsgx1Fc0P5jOwov6dl9bS+a9UNHEi7qj7+5gaQ/QKiwBH8iRkoz8CDP72UV8MqwzhObtog3N/Ps6acT/uGZgBOfASQjNppuY+vwbXgVC6NTmBKQnb8RgrPLpMMSIE+Du0u3nF+1JZz+1ltw/k+5e8No6gYNR/N4yB08hNn9sjm1hwV+H5cLh2XD8gTk6zC06wLxAWiyWpcQN0W4dOe2EkP+/Tgiz0uDCcM8sE8WdKBKttWooZpHeZgIERQaAQJ8yAdEiTKLvbp+h1uBxSxkPvNbfk7aHppTOWTprTtlfHqUlfEs6qnDwEM+BdRTz7M8TZIkfvxUUcULPM9oRpMgQZAslrMcC8txfSksLOpNWNo8mXmxIXzljXBqTpCBXfya2N6wsVnGMl7ieRppRKHw4GUa0ziEwzYKne1D16Lv7HYBbr1fyI6bGm9oosh8uUQ6+KZPktstCy67VQiUG7zqvtnaNiRNsFMZ3XfO/1yDOEhprdKJfHDLdm6osBvoWpALjSs+JVa3AqVslNKw7RSmFWPhRx8Ri00jFDU4/zfyuGBA9plIwC/vlLmOk8dsfJyNzXDA2bB8jezLRjxjH30Ft10pqtTt/5YOUNshXD6feKt8Xpg+cdOKVHsoKYID94QDZgrxevEdePwVIU7//i88/IKMRPrJSRurDuFIOpcsE0oJYatv7DzhKjGgQEFZ2yumUqyesQ+aJewllp0nz6VloXwGMVuM69UpiY2YEWi75c5h3QcfEK6qYsonbzH3jF9gKg3dtrCAJjtIEi+rzXz2WR1nl4Cfv5fCKRukdJXlKKohC84vFwVuTCcqf77cXM57/BFOi0T5pD5KQ04BI72KSb6eObomqHWf6jjEgEJdOiK9SvK+3FNgkC4t+h3zvl/BioR0X0YzfjfKA88OgdFdWJFNkeIpnqCJJjyOXylMCA8eFrGQ6czA326IxfbBPOYB4MVHgjiGSuHV4pi2jqHSn16Tlod8bz3VVOPHTx65fMYCkiRbzO8aGnXU8imfUkp/4iRopMHZgsLGpimZzQtlxxI1gwSUxjeREE816vx7oI+JPacSvlVoopEXeJ5lLG0pGQMkiDOfT8kmh33Zb8ctsBegL6CjC/D1inRZ0IXS5GLveqlA/Fh1jaKC6ZqoOx6jtQrTr0DUIpURlYCdHt3T7rgfJ7crOygkp38RZLEWy7JAGdhooHR8PoO62mbKy5v5zwsQT4Hfn9631yv7+fuT7R/n354UspUVkNyvYECI1P1PwoPPSTTF2jI5brf0lzJF0WsOw6lHbNv5VUrKic+/JWGu6yrkXNY3wf1PiyrYFjOnSWdj5gBx2xaSmp+7aWVsa3Bodtq31bbgsmLWodiajp6Io5kWmm2hNA3D62ulTpjt1ZM6iWQkgm1ZDFr5NbvNe5ykN0DUl0U0mEdC85FNiBH6OnJVgg+jcOIGiFgSIOq+FgLOQOi/1XfNmvzBAPsMKuTIXMVkf88kW90NTYNbS+TvOm7La8Z9/fgAD/Ic+JA35tUJ6YSN4IwaQp6T5Uk4p6zr8t1WspK/8GfKKSdFijgxwMbAIEmKOHHCdHHmylYiTBiFhgcDL150BdPyPyNqBjEt8V0lLQ9J28su+aKEJUjwCq9QThk+0iwpRIgUKTRH3fFgtHjVbCxsbDSVYlTWtxR6msnVTfKMKA00cmvNdydUL0SIb1nCcpYTI8Zr/I8yNrQiW+73FhYLmI/VrqOwD12FPoWrC7DTWFi8ovVttiVqU+ZomtzsdMBpMCBRDSBvnIYuqpLPK4RgbZmU4tw3VdtKm/ENw0nEbyfvyrLhzGPgrkU2QX86jd3jAU3ZJBIQCiUks2oT7x0Nze3f/r+5zvozCINhiMfqD/+UweCxhFMmcdS7WEy8WfvMEN/VtuKFt6V0axhCLnVdTP7hKLz2/sYjgKZNgJN+AP961om9cIiq14Df/DQ9cqgzmOKX5Hm3BJR5AQ0X9yeem0+ksB85iSgpvx9b95BrKAp0ITjeblJTBkyfjj83l0Qkwgl/voJdlrzCO3ucydKxezGQOoYFawBFXGXjs2FxXDLC2pIgDRm03Ieuwyn5MMQDf6gVQjXGAzk6fBgT9aohBQ0WlGjiC6w05XlwnwYbIV2fxeS5GdTJElcttTzBo0RJh4tZWESJEiSIjUWKFNnsWMPdAAawFPn06sGDgYdpeYuxbY0vG6cTSxn49Qj79XuTYVlrWwJCq6hkOMOJEmkZHeQeq4lJE02EHQKWCY9KMr3wU4bG1/NFzSFge/BpEb6KW0QsvVtKul2Jr/iS93gng1xq+PBJlEQb2E6ARoI4FlZfUGo3ou/MdgGuOQ/8HiljWaZ06oUisNsUmDo+fb9+hTK0OhwVJSovxwn31CVD6s6rhbyYKZi1i3ixQAhGwC9diCWFQmh8nnTKujug2tCF1Jx5DMyaNRSlbHTNxO+zUVgkkxb9+gXp3z+bI/Z3jOQZCpBruD983/aPsyBn40/VLrFaX+6Y9x0y5DGcxGdDSoq7dNJz+sSr4jULR0Qta2yW9TeFJNG+LZSCv/8O/n0zTBgpZdbpE+GZu+BnJ3duLS42pGCEByb5JErAqyBXE+KlA2OyfBw9pJBpwwZR6veSbyiKdahIQcSWUM7uGNuSP2wYu110EQoIVSQY9cqLnH/j0QyMr2WEvxyDJBvssdhoGBlEK7Oz1HIiCw7rxoiU3oq9s+DFobBwNDw7DB4cDA8NFMLVbIt/LqBLRIWFkHibDPsB8vop7wIy/CkftyJbmYgQwcJiNKNbKUQ7AvuyP378JEi2/KcpOKPA4oJhj3PqsH9xytCHGJezvIUw6OjEiTGaMZhYJJzWFhuLOHFsbOqoJUJko/1Z6Fi2ToGnhgL/MkxMLBQ+pbrcc9nVqKWGd3ibehqIESNJkhgxGmkk1aqXujWKKO7zcHUz+s5uF2D0MOl6u/gmGVvj88LJP4B7/m/j+z55BxxynqS/u/6iI/aD+6+XC99lZ8goG8uWzKmxw6VrMJEUI7im0vlb7ogepWQO48F7wo2Xys8/+ckM5sxZTXlljFA4iddrUFTk56ijxlJSkkVJCRx7IDzzRtorZttCEo/bRPj3T06SbsJEMr3vaFzmOCqVHpDtprErp7ToMWCv6dt+fhMJmPu5s02VDqxtapYy6M6bmGmoFPz4CPnqDpQackEc7HhzNiQhZEOOBpcWwhXF6fvajpL0cVTiIPbP6t6Mpb1++UuG7bsv8//2NyLVlUw4cgTjB8RYaI4BO5e405UUsWGKTy7u82NgOFf1FEIkT+hhxvbvI5bF4dQNQqB8SqIpmmxIWJsUobGARdHO+/9Ws2qzvw8S5BAO69xOugCllPJjzuAd3qKcCoIEmcmeTGUa36olPKE/Tsp553HLZBo6NhaTmEwuuczjA0I0EyeOjo4HD/FWGf9pGCpF0vaglEWJv4I1keFYqf6ckScfUjaHECGW8A111FJCf8YxngBdbNTcDFawgmaasTBb1CuFhoWJhYnKOEcudHQO4dDttsbeij7C1UXYbSf46PEt329ACXz1PMydD8vXwZ7TWg+IPvUIOPoAya0qzJPwURcr1goZ++BzGWIdDIh6s99ucMAerWc+FpaUoAYeTrRxFXijJIL1NO4/ibxzJvB1HCZ44cFb4LB9xIAeT8KPDoVzj0srZm1x4EzpMrzvSVGaUKIc/eEKGbuzoVIIUDzufCK3pVR1yF4y43Fb8fk3Ugo0DCF7mSpbMqOJYHtjlAd2C0irf4kOY7wSFeHX4Mw24ZtKwWS/fG0PKKUYOmsWQ2el2z8vD8Fx6+VC7pY//Qr+UgqT/HBnLTzRKBfz43Lh6qLtn//UG/HHWqhKSVSI++EnYTsNHpuxDL0SgjMLO7fvfAooo2yTvx/E4B2ubrkYwABO5scb3T6O8cxgV+bzCSYmOjoKDROTiUzEh4/RjGEko6iiiud4FhubBuo3Ih4uXCN+3PLRnMomYuZwSHaSi7Zwvqup4kmeIEYULz5WsJwv+ZJjOZYcOpGYuxUIEWpFJNOkS4iWgYGN3RKBUUghx3I8Qxm2XdbXm6HsHjRZd8aMGfb8+fO3fMcdhHBYDPLDBqXHAPVEWBYccJYEqxq6TXKsSeJEHa9fkRWU2Y0/yoUrirbNvLx8jWRn5WYL0etXCOf9nwSwxpPSARgKy/eD+8vvh5TCX66F0m1IOH/2DQlIbY443Z0OlJIGgSGlksmVSU63F0IW/KkWXmoWVWiaX4hKZzr7uhPfxOGWavl3WkAGKI/qGSHa3Y6w43HM2fGRUi2wbZi6EtYmwKe1vr3eiZHYlI15lAeWt9NNvDWooYa7uLPd3+WRzxjGcCRHd2oflmWzbFktlmUzZkwRhtH1LD5Bgpd5kXWsJU4cDZ1SSjmW41upS8008QgPk0UWFhYbWN9SXmwLhUJZHuzEaAJ6imM8uzOO8Rvdz0WYEHfxZ6JEWkz4PnzkU8B4JjCbA7r8uNvD4zzK1yze6HaFwo+fIFlMYCL96MdYxpFFn2+gM1BKLbBte0ZH7tuncHUQV/5ROuJSjgF7v13hidsh2APz4t6bL+Qn4ActoIj+yEDFwQxDIgRFg+HJJpidBdO3QekePUy+MnH9xXDh70XlSqXEWzV8MIwdJudrbQVcd48EpG4NEgn457NSQnVztMBpBDCkozOZlJyuHUG4sjWZ4Xd1MaTs7vFkdSUm+MQz1JtQm4KbayS13UJI8a+LYUQPIZqFOmxA1Cx3wLlLsjKHZmdCIaGonUUxxcxiLz5gbqvb/c5/E5nUqe1/+20NV175BpWVEkqal+fnllsOYOedu6BNOANevBzNsZRTRgMN5JDLIAZtZADPJod+9KOWWjS0jK48hebkb8lPCg8eirQigv4EMWIMYvN/OM/xX6KOH8wlcDFihAmxmpWwHQhXiBCVVLRbNrSxCRJkd/ZgD2Z2+1r6sDF6+OWhZ+Duh+Gex8RzlRUUj9ZbH8Fpv9zRK9sYy1bD6deIab+2AeoLwXaGL7umaNeDMKcds/m2YkA/eOpOUbFGDIZJo2Hc8NZxFwu+lsBRFxXVMsPxv2/KgOq2SCTgJ9fDnI+lpOh2ZLoDsnVNhllD986/7Ag8queTrd4Iy4YLK+DdCBTrUKrD4hicXyZjmTqD8iq49s/w+79ue1lbKTglDwoMIVBJx58YtaVMvalPxBqwbxd92DuEwziDs8gjDz9+CiiggEKmMo1RjN7m7cZiKS688BVq6yIUT0mRt0cTNaqaCy5+jpr6ro+ZUCgGMoiJTGIIQ9rttlMoDuBAAgRooB4LGy9essmmkCIGMogccsgjj3wKSJCkhmoGMhBrM4ZzE5MVLG/3dyFCeLdDWTZOnDm8RR11m1TshjCEndml29fSh/bRp3B1AHc/Ih2ArlFc12VEzxvzoDkEOT1jmDxNzbDfGRKXoCm52KQSQAq8tpTj+hWkM762ZP7cWui6jOXpVyDdli5sWwhgOCJ5XV+vkC7DJauk89J97NXnwrEHpR/3xofi3/IY4g3zeOUYbVsyxzy65JoVF6TDZfvQe7EuCS83Q40JMwPSDbgwBisT0uDgotiQTtG3wnD0NtpqzrlWlFcX190jcSO/vXDrt3VWvni4HmsUD2AcmOWHewZI+v8n0dajoxSShH9DJ2Y6tsUoRvMLrqCSCiJE6UcxuXSuY+LDD9cR0poZ/9tqsoamsG2bUbZi4UM6f5jzJDccu2OGQudTwMmcyku8yGpWkUduS9grgIZiJrP4ki+oohIfPjawnsd5lAM5mJHtzGbMHAvUFjY24xhPnHi3+uFe5kVWsWqTvrQssjiCo1viMfqw/dFHuDqA+qY02XKh6WAmoLq+84TLNGXG35oyGduz+05iEN9a3PckNIQk8T4UBiywVgEJSHrAr8OY4fIpWgEHdZMqdOhecMeDQopq6uGLb8TPBfDrP8PoIbC6TEjhuBHi60ok4NYHJNbCNf+/+6kMrC7MF2Ll80pURnNYzPMFuaKs3Xbltp2vPnx/8EEYrqiSsq4GPNcMO/vh8GxntqglHZleJWn6AOtTkvq+MgEFgzAa4QAAIABJREFUOgzv4LX/xTmtyRbIh5nf3SMdsR2dQerCo6Qs/ZMCJ1vLgCLn9fzaULisUgalN5ryQWmfIPxjIAzo4uumhsYABnbZ9pqa4oy4oJqsoUnijc4eDJvJp5lULN/AZ8xnD/bssv1tDQwMpjODCsrQMy6DCRLoGAQJ0kwz/Shp8WMlSfI2bzGEoRuRFg8edPQW0tWW9LzNm7zNmwxkELM5kFWsZCUr0NGZxGR2YmrLwGwx/bf+NGxisprVrGIlPnyMZzz9KGnZ1xzeZhGLMNvkiWUiSLAv9mEHo+/sdwATR0o5LPOinkhIHMKwbXx/sm34ZgW8OQ+e+B+EoqKi6ZqU5P76m/SQ545i0bK0t8nnFZVJ2WA+BJ5zYdQ4qLFBmXBhgXSmdQeOO1hKrnMXSCdmJuIJ+Ha1+Mt8Xli5ThoQvF7pvLz7Edh/N0mKL8gRP9jooZLYH0uIauf1SnfnbVdKzllvTC3/vsK2ZTLB+goYOmBjr2BbLI1Lt95f6iQDrb8uY3A8SDjoTl6J6/jWTs8tzNOgUBOj+qFrZTspG2b44Zb+kLcFU/2vHY955uvOzaO79s/w2O3bdOgUG/KViaAO9w0UH1qdCYM9353S9YBdbAqaUsQaQDlpyWYSlMem356SfL6SlRzH8fh2wNigwQxmIpP5msXYzhxFHYODOZSVrEBDayE+lpPdFSXCN3zDFKa0IkUKxTCGs5IVLT9nki43WHUlK1nJ3/DhJ0USG5vlLONVXgaEPBVRxGwOZAxjASFbr/Eqa1nj+M5sFrOIvdmHSUxmPev5ki8wSW1S3QJoookNrGcwQ7r2RPahw+gjXB3ALZfDYeeLauT1SBSBbcP1F206QmFzsG344z+FXFRXJ8mKrcXy5jBifAn9iyWj666H4bqfb912J42CZ0gn2fu8stbEOrjdhPFDxBsy3d/1n44zEfDD7VfBRCf/ytBbJ+KnTCf81SuG4EhU0u2XrIKla+COfwvxHD9S1MWcLCkZ1jWKYjZ8oOSe9ala3y9EonDV7TKfU2kSyrv3DLjp0vYnAzzTBLfWQNSSEmEZ8I0tWVYoyTt7vhmSOETdyXCrNiUW482wzMP0KBvbVsyPwe+r4bbSza+zrmnj29x8uKq6zp+H9lCUoXp9V1A4xEOwTCNSa6E0Z4SMbVM4Dvx5QiSW8A2380fO4Xz604U10g5AodibfZjABNazHi9ehjOCLLJYyxpsLMKEaaKJCBE0h0S9y9vUUs2+7N/KJ3YgB/EMjYQJt2RgJUjgwYONjYXVcnucGH782NhEiLSEzxp4qKKK53mO4zieEYxkDWtYyxqyyG4heSlSzGMuoxnDUr5tiYFozyzvIk6cR3mYEziREYzs5rPbh/bwHfmstGMxcxq88Q/Yaxcpk00YCf++CS4+bdu2t2iZlM8Cq97gpJWHcMz6Uzlh5eEMeOdikk0N9CuAV+du/ay0n5woUQ3NYccgr0QhGlwK5x8JB2TD4TndS7ZcLPha1qBpcvFseyyWJab+UAS+/Ba+WiprxfGaxZOialkWLFouRMsdlfTvm/vI1vcR9z0B874QxbOkULpO3/kE/vnMxvetN+GPNVKOQ0mmWNwWcqUp8CIluC/iUGKBHYOGBIRSUKogZNvYKkKVWs9qVlOuNpCjR3g/IkrS5rD/7s43Ga9p9/V9RucSFDqHFV/C9cfCOWPhV4fAwvd24GJgKEMpHOCh/06KYBH4C21KpwrZUkpKmBoaceI8zSYGuHYzFIp+lLAzuzCJyS0RCaMYTSNNVFNFmBAWJilSKBR55LOEJaxhdattDWIwx3E8E5hAf/qTRz46OpYzHsly5jQCLd2QbYNXTVJY2MSI8hEfArCG1U4PZVpRc7O0KqnEJEXSIXZtS5FtESXKq7yy0SijPmwf9BGuDmLXKfDaA7BuDnz6FJzQiVDex14Gf9XnHFx2Mf5UHXE9l5Dej0GRDyl6/9fp2sdWIi8X3v4XzJgk5blkAvbdFd59SGYpbk8kk1JyhdbjgzJh2zLGKBJN52ulTHkzNnQ5BR4DBpfABSfCQ7fA47eLz60P3y/8P3vnHR9HeW7/7zsz21e9WXKVe8MNg20wYHrozYHQE5IQSn6QhITLJblcAmkkN+FyCQmhBUgDQkgIxTQ7BjewjY1772qWrLp9d2be3x/v7EqyJVsusmWio48+sle7M++OdnfOPM95zpFS+a2lhzpA/SzIVWkIe2N5TGmw1iRgZ0oZhaYH/JPOxYaOIlhrYqoKJpJqiGRnBKK2TYtoxMLCwMDEZI+oJUmCyAHyex/7T6UtTJv7pslWWTHcdNn+H9tiwXshmB2GxJHMCV49H+6dAUvfhcbdsGY+PHARfHRsiAwoq4ZzxLkEc3UKR0HRaPBkt/n7tiEHDdTTQgelw2MEGyuj00qTpPR60zqrTWza53F96cflXMnX+AYzmIF07p82Hk1DOjHZewvtVYXKzsQOgfLy6qhqJQE3LoY6rUcNHTfuDklXev8aGs00Zbbdi6OLXsJ1DLBj6Spm7rySnNQucs3t9I0tJtusJKyXkNOwhHBVJV+YfmjapFFD4KM/QMtiaFqsWm/HgqBMHgsFea12Dp3BcIHbQ+YjwrbbfiA7cUFOu2ZEea9e6/OMREq1kttC16C+UVmHbKtovX19UlW5PEK55ac7+xYQkWpSESBpKe823RHTGxKkJpEygWm7My0hDY2E7ULoDfQ9QPU0PxfWvakq3h63mlieeT5se2//j3uyAfpuhAt2wXk7oWgDvNbc1aOjCJrd2Xvpme+BmQJ/ENxe8AUBAc/+R9d30A04manczJcZyah2BqQ6+j7/tjt0HDs22OG0FNNrc+HCixcNjSQJcNzb94dRjMGFAY6/196kaW+Be6sbvDoWBSiX6BGMQEC7qlSMKFkEKaaEQQyiL/0wnczEjsmZ+tLQnDDrHuT++2+EXsJ1lGElkwxZ+h0MmcAUbizhwRZuclPb8dhhJDr5RiNTxyvz0EOFprVmNR4LFBfAt27cfzQJqDZiMqmu1mzZ6hWWrhrk56gWUekxMDXtxdFD2ky4rU9bKgXzl8HarXDDvXDCZfDFb6nXzKaEaiempHqNta0TOF1GIhKkAehgGmBrYGuSADHOd81igF5Fc8pDxHLTYnqxpIvzij7kPfE2L/I8b/JPqqjscL0D+8K8P0L8M4gsUx507v1MOa6OwV01alJSc9YXknB1JazqODs6gw8jMG4z5G+A3A1w2Q5o3LsjtHOdunJpC7cXmnZDuGn/O+hmDGAQ13I9t3I7fifDsy0BEQiyySaXg5wSOghEiFBPfZdaaSlSrGYVYcIZEpgi5TxWvbpsbIYzYr/bMTCYwKR2rT4XLnLIQXOih/aGOi42BgancRqgQqVncBYpUkSJEiFCgCAXcHGmLfslrsOLd78kUGnHlKt+FlkHPA69OPLoVcIcZexeuZICT4g6dwm5iW3YqGslgKBVhfQWUyMG88PfKMJ07y1w+TnHds2HCtsGQwPdo1qcHUFKVSGwbSXwB/VToIT/Xg/kZsPpXQpO6MXxjG/dpHR7m3cqz7a6RjXVmg5slxJenwP/+ShYX4JBBlRaENnrvKXRhoDZqAqpAGHZ3Op9mi/7nyHgDuPzwHvJ85glrsbncTM6ZxWGq5od5OPBQxVVVFDBBVzEwMPMmftRnYp+SmdYpq9DLGDqdiXwtyVM8sGvSlozNzcm4PJdilgGHK3a+1E4dycsbat79gYgEQG9zUe6ZYHuAnfPiMMooICv8DV+zzPEUEn3GhoGBpdxRZe3kyJFAw148ZBzAJKWIME7vM12tmOg48HLGMZSQh+KKSbIvp4+m9hIE03Y2CQdB7S0AN6NGxubExjHAA7s/3ESJ7GLnejomecaI8pwRjKIcuYyhzgxUpgkHTLkwsWVfLGds/0IRlLOYOqoxcBFEUXtBPvNNJFDDn781FGHaOOavzckkj/yIpM5iZGM6jFZmf8O6CVcRxm2aRLwQVafPlgVNRhWFFsY6Jh4ZZRNo+6muMRPKKoyCe/7lbKJGN95hFePxbqtqnIR8CkSZbU5MaZlaoah9FpZASWgx3Hazs2GsiLlWP/AHcpbrBefb5QWqdf5lp3qtZIh6U61VqKqW//7IpTXQdX5MCgAe3KVa3xSKFLT9jQjAKlBjmjgt4V3cIHrbaTUcGuSGH4u9rzDxeIdXiv4Gs0ihp/sjHDawCBBnEUsYAADDthC2h92mjh6nn3lmVGpWp9BAQuicOYO+GQQDPbAz/coTVrQObcaQBCVhTk/AtPT74uzb4DXH1eES9PVFUwyBlMv2X/p7SijhBLu4Xss41N2spM88jmZKWR3Mdh5HWuZz0fEiGEj6Uc/LuTiTOUMVJxOA/V48fIqf3WibrTMlGAVleSRjxsXE5jEyUxp97ddxlKSJNDR21XENDRO5CSmMJV8upYaXkwJ53Au8/iIJElMUgyinBmchRcvAxnIbN5nNzVIlDnpuZzXoR+aG3en8UJKfC/wEwDq9msPYWFRQzWLWMAaVnMFV7Vr9/ai+9BLuI4ySsaNQ3e7GDUwRVXWeJp21eBK7MHQXKwZ8TDmCV9k/Vao2aOu6m0bvvB1eP85GHuYQbVHGxMcjyxNqCpWNK4E9GmiJQCPB5ImeFxK7O9xq0nL53+invvBepH1onOEqqpY949/kGhqYthFF9Fn/PhjvaR2+HiFCkUfMVgRqyon7sm2HW2XI1A3LRjaDNY22NxP3dcOOjmbuiJYaUgdsOFe3yOMMNbTTA45JPFpEo8dplZ3YWETSG2hwV1CmBBBghkHdDceGmkV1x8qzvLDonjnszAS9T4JChWI/tN6eLpMadX2VgYIAZqENck2hOsrP4W6XfDxG61bHDMdvv3cIa+5u+DCzRSmMeUg8/xqqOYD3iNECFCVmnWspYUWbuFrSCSfspRlLEUCDTRksg3b2iVIJClS5JDDMj6lhD4MYlBmP/XUZ1qe6SpS+v9jGNtlspXGUIZRzmCaacaDp11YdDbZXMFVhGjBxMq0Gw8WaRNU3fnqzPU+TSwFGkGyaKGZ1aziJE4+6H324uDRq+E6ynD5/cx46CGseIQi1x6GDTYoH13K8Ju+SfWQL1PbqAKgE8lWHVN9M1x8uyMgP45w5bnQv4+qXOmaIl2GoX5OHKVyKQ1N2WycfALk5Sg/rsvPVhWuXrJ15LDixRd54vxpzHr7UWbPe47ffe9K/vzVa7CtA3ggHEV8uKRVe+h2txmQcIhWevhCc2xGyheB60lwvQHeiLofO4FtQMpEFykEJi4tTnFxNbuMfniEiccAoQkkOkE7hAcPJZTixYeNTR21mR3HiWdcxA8H9xXB/hp7zmClen7AMkfXNcG7b3i1dCYyJ7XxCq2wND67+8+Yz2yE+1+B366Cn74HPnVy35GEWyphxGY4fRv8o+cMBHYZq1hFMy2OQamO4XxVUsE2trCdbSzhEzx4CBEiTqs4rm3FR3lfRdDQ0NFZx5p2v0s7vtttvtJEZTc1h7R2HZ188tuRrbbIIps88g6JbIGqjJ3IZGJE8ePv9PWaPg4B59XoxsM2tnZ5PyYmVVRSSQUxooQIdUruerEveitcxwDlZ57JNa+9xrbZs0lGIvSbOpXAkHE8catgW4Vqv2maOuHYttIy1TXAK+8cY5+fg4RhwOzn4Bs/VNULA+XMv6sa1mxRJ5ZIXMUalfeDnCxFvL504bFe+ecLVcuW8dZjD5D0p2BrFGFoSNNmY92HvP/Ejzn/rgeO9RIB1Xpu69dWlA+19U4r0Wr9naGramlzCPQq0GvAGgm8D4QlhpZC91nk3NyIOdQgW2/hyYY7qDVLKLd2cIP7ZW70vk6tnsVq7whW+8cgNBd+/KRIYmISIkQTjaQwCRLkn/ydszmvQ81PVxDU4Zcl8J1aZT4M6v2QblhptF79SmCgY+NybwG81KyqXj4nHzWOcsU/yQfVKZhZASucizG/VspDQ0u5rU0RZmsSTtkGLbZy4K9MwfWV8F8JRQSPF9RRB22qTkDm31vYQpQoBi6SJEmQQKAhOyEDaX2ThkaKVOZ2C4uoUxVrC4kkQLANGT8wLCw2s5nNbEQiGUQ5wxjebZqpE5lMCX1Yy2rWs556Ok9Uz3JauBZmph2bJMkaVrOJjbhwMZoxDGN45hhXU8W7vEOEMI00kSKJhoYfP2cwg5OZ2i3P6/MEIQ/WXbMbMXnyZLl06dJjvYxjhjf+BTfepwKx0xOGLpcyW43G4KtXwWP3H/5+qmrhT28qg9Tpk5RXl6ebZR7NIdUinX6D2r/P67hz29ASUUTsz79Qxqa91g9HDp88/yILf/QQTSNAbG2CLDdCCBACGUliFOfyg9kbj/UyAdiwDW78D5WR6XaryujilRBTU/iqCuRoAl2GCi2vqQPRB8KGmkB0ZSXRhYUV1cCCwP0hBpduIZ7yYtsGum3jSknO9c9iWMk6mvRsIno2UiiPojzyaKYFdWLXySWXLLKIESWfAmZy9X61XG+GlFv9jpQiTf9dBBc6A2F1Jly2S/2sc3hAi+3EDQFuXfmF6QJmDYBpTklseQzuroEVzmTm5UH4v1LwazBpC2xIgl+oCllSKhL3j/5wjsMNr69Q2ZLBNsWTpGO/Ujn8+IkKmsNsFjCvXeC1UmVZnM4MaqgmTJgoEZppxsZuR6bawoOHAQwkTIjTmcEYxgLwIXOZy5wOqzZFFHMyU5jSBWIRooW/8VcqqMB2xqI8eCijjCuY2Wml60jhdf7OOtZmnn+6YgdqUrIv/dDRiRLlQi6iL/14nb9TSy1u3M6QQIKBlDOEIfjw8T7vESVKIw3tjk+64ngZVzKeniVTOBoQQnwqpezSWFdvhasH4ZIz4e4b4KdPt+YhugxV8XK7YMSgw9v+jiq4+luwZI2qFmhCaaimT4RXHlVtvO5CTpZqiVbsVi3FjNeWpk6gtfUqvqcXRwY1Jvxs4Tr41eMkCvtSXL0B/I6Ro5SKdPkNrOomrFQK/Wg743aAEeXwH19TsVfp68AJI1XepmUrEhaKqNetZSnblJQJ7qQEaSPyQRcWUgo0n8Ru1EitdkMpDM/ZwKam0WiapEhr4vXk5dwk92DqboTQwYleiRAhnzwEGllkZciVnwD11LOHuoxeZm+83AxfrVL/dqNMWa+ugOfK4OocKDLgkWK4v1aRn6gN/V2q1bg2CRFbZUE+UtxKtgAm+uCj8n33tyymyFZAtL6fPAJStnLhTxOuhVHY+6/r1tT+Po210YH1cEzmJBaxgDjxjImnQBAgwFCG4sPLpyx1wqgFLlykcOIr2kC1I11ECFNG33b2DqtY6YRHaxmfLNmm4Rski3WspYgiCihsR75TpNjDHhpo4FOWUE01Ghoup72XIkUddSxnGdMdy4fugkTixtNOeyidFjmkQ7o1pjKNAQxkK1uophqJ7QwkqEpfLbVsYRMSSYSoQ2+tffYlEMxj7r8l4ToY9BKuHoYf3AZ/fVeRI9Nq9aUq76sI2aFiwzaY9iVoDLXeZkulFZu/TGU3PnDH4a39QHAZSrNl2+09wmxbEcp/dzQ0RHnppTWYps3MmaMoKzs0BpyScFsVuGZ/wCBA+oIgDGTcRDjqc+kIgXSvB+1QAkG7CVedB2dNUXFPPo/yc/vSPeonqAzOnVUqV9O2VaXUl11NPJGPiYEtW0+B0hbIqEZf3y78eoSkcJOFJGp4iOGhQvanWKg2lZqalZiY9KMf8yIaixrHsScVoK+nibPzN1LojWbsDDrCD2pVWzBdMXKhKlY/qFWEC+C0ALw7ED6Lq/tO8IJXU9YWIVtlO2qdFNBiNsRtyNUVwdruCOr3rgjrQGUbu6l8XVXU2jay0oT2aMR8HQ6SSYuWlgTZuW6WGovx4qOF5sxJPptsJnMypZSRRz6b2UwDDUhsUli4cWV0WOkKJghGMJKhDGMgA9vpndJVIA9uktCmQqaMQ+fzYYa+DWMYMzgLDY1VrGQuc2iiCdnGQd6NO7N9ZZqaZAubu51wDWcEFewi4RidpicuXbg5hVMZxWjyyMu0N1eygkYaEAhSTqh2GvXU79dmAtTRSQ8z9KJz9BKuHgaXC+a+AHc8BMvWKZIysBQevgv6lx76dm9/qD3ZSkM6/levvNP9hMswYMbJ8MEi1QLRdFWpSKTgmgu6d989HS+8sIK7756FaaoPtR/8YA733z+d++47+A/mT2JQZcIJdkpNtOkaydJSPOu2KcYrACkR0RTDr78KcSwdcjtAXo56nYCyhnAZqh3tdqlq6KghEAqF2F3vpk+Rh5LLP+P956YQsgKgCWyEIluaYNj49ZR5K9gRHowhk3jNEFIIbGGQ5Yqo6TUpELjAFuSIXGojk/hrnR+vsPFoKXYlcnmuagrXlUUp9HbswCulOuaBvciPVyjyI2UrMfJrcMpeCvqArr7bIkmCBSxgtb2eTQk3C+onsz40gf4ueLxP6zZMCUab/Zq03/7/K4A7q8F0fPGkVKawYz0wpOc4RrSDZdk8/uxCnv/Dp8STJsFsg4l3JRh0STzjhWU71ZihDEMg8OHjSmaykQ1sYiNVVDk2pRo+fJRRRhl9GcZwvHg73O8oRrGIhZiYmUieNPlooJ4AgQwhaaGFfAoQCN7g9Q7blylS6BhozmWAhExkUHdiOCPYzja2spUwYUxSGBicwZlMZVq7ylySJNvZnmnP7o00ud0fJJJsco748/i8oVfD1YNRU6f0KwNK4XCKEFJC9knKTLKjv7YmYORgWPNGB788wqiuhYvvgM07VAXPZcC4EfD6r9WJ9rhEaiXE/wHCC74bQN/XQ2d/qK4OMXLkE850nroGSqUsUimLefNuYcKEPge1vb+1wE/rYPCG5Qy67+ukCopBF3gDlXg2V4EGuuGi31mncf2Pn8Pt7RnGmJ3h2b/Bb/4MuVk2Q0rnc/nUXzGwZAuW5WH1rgtZMnowy98fztp/jcDUJcIlsS2N4aev5eyvvUWVKGdW1aW0mDkIbFxYnJ31HmP7fUbKdhMyg4TNID49TkXoRNY1nYLbqEPXo2hoSCRhy8OJXp2/lnbcTgQo3qDaee69tFJuDXZ3YEq+ja3M5n3qqSdIkNM4g3FOSyZFkt/xJA2ynpit1iAEbGiawHu7L8cl4ONy+FU9/KGZTIBMEklQk3xabjCgDZn6Xg081aRc+SUw0gNv9IeyHlrh+p9nZ/P4Ex8TKBIYbkE0miTaLLnwV4Jhp7cuOkmS4YzgGq7dZxvpqosmdVJ2gIAG7gPoQ2PE+D3PsJvdnXpZ7R0ibWLu974GLty4SJHCh4/z+AInMK4LR+HwIJFUUcluduPHTzmDOxTsV1LBK7xME4379e/aH5RZ68yMFu7fCT1KwyWE+ALwGKrS/YyU8mfdvc/PC/ocoQmi9NW1pnWca2hLmNL9738ASothwZ/gX4uVweXoIUq434O8GbsOKaH5Toj9HkgBEkLfB989kLufl7ndDNZmELmgD+bFF1dgWTZeb+tBcLl04nGTZ59dxuOPH9zY5jDHUiE6egINl3yJvDdfRlg2cWFQkD+IiV++mhPOv5zifkMP7Xl3EREihAmTRRZ+/Bnh7sFe4d9yJWQHJH97axHf+MI9ZAfCFOREWbd9ACcN/RsxzkVcFaZoYCOVCwX4BEMv2kn/8dsx6kJssoYRMf1IwG0lyTPr2Sn7Mya6hpRHJ2m78eoJdkZGsLB+CjGpMUAUUaSHM/YBeVoWdYn9m0PenANPNILmVJJMGxLAN3IgEklyzz3v8Y9/rMc0bcafms+E/6skd6AS5zfQwOv8nQhhpnEqS1isWmPSTdJpkwppMzznM1Y0nMbuVAG/3AO/K4NRHotfNLYQtjWG+HZxTsls3nRr3MwtGXH2L/rA9wthUUzpxsZ2XODpEUiaJk+9+AnuQhPbDSkEbr9GMmny6XOCYae33lcg2MpW3uB1BjKIEYzMkAqBYG5LNvfXQVVK6duuzYGfl7SvCLaFDx+jGctudrfbx95EJB3N05koPw3VXjRJOg7yE5jIaI6OWFUg6Eu/Ts1S0zBwkXDsT9LO+l3ZdvqYePBwEZf8W5Ktg0W3Ei6h1KhPAOcCFcASIcQ/pZRru3O/vWgPTYNJo+DjlWB18H5yu5QAuW3bozvh9cAF3SthODpIvAex5yCTsaYBNsR+AZ5p4Lus/f2lhNgfIPpb5wYLjBPAvpTOCs3R6P4/0DvCCR6Y5oP5UUHka/cQOPMijGUf0z/o5WuXzyC37DB6012AhcV85rGedY4mJIkE4sTQ0RlEOWdwZpcNJIWAU3NfYeTYW+nrjaELL0Gfl/zsKNX1hUzIXcji6CAKR6xhaNlWDC+I8iCyMk4q7qLKO4ABrm24bZO8WB1CQoNZyKK1J7Mu70R0PYaw8ohbTolVwm5TY4grm2yhdHSNtiKy+8MjxdBkw19bVNC0IeCmbPhJMZxyyousXLkbj0dHCMG89ytZcqrk26sN/LkaOBqbj/iIKUxjIxsRgNWmFWU7A/r5gU3saCxgXUIdm9EF7/ONgkW4cKM5J8I9pHiFl/gKX82sL9eAC46DCL3lsVVEIkmCWcKpJkksbFx+aK5ovWJMOhYeALvZTQUVrGcdl3MlbtzMi8BNVaqq5xFKA/dkI+wx4cVOOMhG1vMRH7a7bW+ylQ6CPhAEgiyyGcMYCihkOCO6NS/yUJGOCepqeHiQILnkOfJ5i+u50dHG9eJA6O4K18nAZinlVgAhxEvAZcDnjnBFomCaSXK8i8FuAGMUGD3HGv6x++GybyoxfgZ2Cl0k0WzJe/NcbN7pYdjhRcb1GMQTatrttfdVbND3bjm8oYMOEXue9mQL52cKmm8FbHBNUcTMXAvCA4m3QCsC4XZs01fx1attHv7xMCzLRtcdZ2vbRgjBlVeOOuhlCQG/KIGXW+D1kMAaPopLThzFtTlKP9TdWM4y1rIaNx7qqM34GqmJLRfrWEcWYKiPAAAgAElEQVQ99VzHDe0iWTrDutdeY96Pvs/k66OYMUmoKUa4LsGQ0RrNof6YYZsdfywnnm8yrWwe1q5GjGV7kFcNofHcKSDAn4iQEwuRPn267CTR9Y3Ex4DpL8Mr3M4a1TGK2Tbrd4XQo0l8BX7cOT5uzev84C2JwZMN0Gw7U4ZeGOxV04hz5mxj1ardBIOOJQfqIifeKFj4uMU5/6W2q6OTIEGYcCZqxeVcALU9vUctHxZQ4QjjV7LCyepLu4irCT0lmo7j6USv1NMQIcK/mMOq4AqCfSWJZok3S3MmEgXxJouBp8sMyTIx0atjeJ5eTsOiCozyQnbfciLrJ49iHON5eI/St3k1S5F+IdGlxmshN780NYr2OvuZmMzmA2f60dhv9aorhEsFUJ/eJRuJYwkNjfFMYCELunT/BAls51LgRCb3kq2DQHcTrr7Arjb/rwCmtL2DEOJW4FaAAQMOHAba09DYrGwc1m3ayX988XZKC+roWyzxegDPRRD8LxDHfgps/Ej48AW48DZFuhKxCHZyNzK2m0SqmbiRx9fvHcDcl7u3+nE0EInCmEtgZxtT6AXL4CtXwDM/OoI7kunkvvTbyCLjCy5roek65zZVwYCk+rdriiJcQgBFFOas4Y5vnM0TT+5oV2U855zBXHDBobX9PBrclKu+jyYkkpWswHBO+G1FuGlRrg400sgmNjKeCfvdXioWY9Gjj+LLzyVSX4XuTmF4NMy4TWxPDBmvIycH/JEWtBod7dcfYZspEoYbY20jeb9aQeAv55PtbUaXTlyLAeG4h6Fvz2fMulrWXHIj5CsxvAUEQ1Hi9VHqm2PYWV6MtbVM3VTJxPun0tFH5i/r4L/3ZHKymRWGiV6Y61y8LFlSiRAiQ7ag1VW+Ykn7Y6c7Am9V5dqAwEKgI5G4RIqk7WFdi2pJ1VpqUjHlNhF7OZSnt58geVwQLolkFm+zhzqE0DjlO5J3vyuwkjYev0YiBLohuObWIUC9eiVVNCEufInYjkbFSBdsRLy1nJW/9TLuwvFsSoKGRRIVyikQIGxS0mROopFrjJJ2a6in3hHLm/t1T0/H56Tbb6o6JGlLi4MEuZTLGcnBXzAdC/Sj/z7ZkZ3BxCRGnPM5n1FHqT36eUF3X+921KBqd2kgpXxKSjlZSjm5qOg4sj1GFSju/olkzsdxvnX5vRRk11NdX8KyDX1ImsUQ/yck3j3Wy8xgYF/4ybdBI4Ed242sm4/duAwZ2oxoXsK8t2Yxb37VgTfUw/HgE4ps6boS5bsM5ff1/D+UbuyIwXcdrTHcqunT+vJ2oapfKfUtfGS8xc3PIP2BLjRA8PNHTuHVV6/h4ouHc955Q3juucv5+9+vQethE4RdQYIE9ezJnLSkrb4BZ/JLI0mCRhoPuK2m7duxTRPDV0LNmgCxRvDm2BgeSIRj5GbHWLxyMqmYgW4IPh16LQIbIxVDj0Xo01DFiKdfYFeolGaRQ1T62NFcir5mN9NqtzNkxccEt28mlkwSscGOJKh9agGu2/5E3r1/48RfzuLUlxdR99ZaZs3avM/6Gkx4qF75bmVpqqIVELA8Dr9rUvcZOjQfKZX/WRpKxybJd4rgaZPOkYzChYtBDOIszgYhcYkkbpEibvt4teI6XBgUaOrDe20CyijLeEalYWISIEAWPb+HuJmN/B//yypWUEM1FiZDzzC45ElJn0kS3SsZfDbc9GKQO4ddx23cwZXMxPPQJ8gt9eAyED43eFzYDVGq7nke27IY7IKEcwGUFrpLqX42u5fssw6BoIWWTsmWHz9efBmLhHTkU3qKL72PHHK5k7uOG7IFsJMdBAg6E5XaAaOsvHhZzvJDFtn/u6K7K1wVQP82/+8HHHdn9EQS3pwLb38EXjdcdjaUFMA7H9WxeEWcsYNW0b9wBU3hfNxGkkTKTV2TRt/CgJpe8/acrJpLz4Rcf5zQ9g2QbAHdD0JHCoE0o9x73xwWzb/hWC/zsPD3D9TPtn5GuqZCjn/3Cvz8u0doR97LwTgFzAW0v45QvtJkIkIkyASKhKVAJsFuAq0A7DCIHNAHcMEFxiFXtHoKBII+lLKbGloq87CFjS8nip3S0QyJ25fE1hXpKu7EQLQtvLm5SMtC2mDKCXzy3FoGT2+gcGiK+sYC7nvyOj7+tA/+QC1lffysC05kY6mXU8z5lGc1Mak0zPDIUl54uJFlA2aQyg0yofFNZq55A4pHkS+jFDz53yz6z18RLSpn85VPY1Y0EwbCQFVVC+PH98HnM5gzZytXXDGy3fr+GVYaIW8bXiwECAmvtsCd+XDFFSMpLQ1SXR3C73chhCAZBY/H4NS7LZIkEQhGMorLuCKznVM5jUlM5vaGTSyOeamPDQU0cnW1T1Didy8X8hzPZLajPKd0vsCFBxznP9bYwXZe4i/tSE6CBBoaA0500e9EGzceggSYzumZ/MSBDMJ6bxPSpaE5bXihgfS6SFU0EK6u5j+Lyrh4p01KGhhY2AhMqTPaXwWuin3W0kgDKVIdiuRP4mQu4CKaaKSJJgKoIYx/8jotNBMngQDyyOcmvtztTvJHChYWs3mftazNDIhY2PsNwJZIGqinhWbWs+6oDQF8HtDdhGsJMEwIUQ5UAl8CruvmfR5RmCZ8+2cqCzDoh2iohRf/sBlTBMku8BOKFWBbQ4jEfVi2hq6FgVxicVW54ABTLEcbQsBFp4b53bIqpO4FrY0SWPfzydIm1m2MMGr48fGB0RH2Z6LqO5LdFSGg8CNo+gbEf09rMp7b0WilCZcjphd+kHHAUoRLmuosEXwIxOfHEm8qU1kaW8MbD17K6PNXMeKctRgeEyulk4i6cAVtCkUBQzmwxjGrtJR+U6eya+FCgiUlJJOTWPVGC/VNcd4MfIWKWpNorIVozGJ3ZQPkuKkqGsqyb1xKQ7CJq2d/nz/tGMPyzQXoi1ehpVLU+xLkjsuhWQhyBIyINXKnp5ZHnt7G+toQmpDojg+LZdmsXl3LCScUk5u774vHtx8+43V+p2kac+bczPXX/43ly2uQUjJwYC6/+93FTB1QSiNN1CSyeL7Rx6cCvp0PfZzXsA8fdwXHcVa9o0cSimwlgAuCMMAFUMJt3Mk8PqSSSvLI4zROp4y+B/eHO8qIEuVVXslopdIkJ23F4cJFnAQ55HA6ZzCK0e0e75VeTMJOhUnBI1zYUrX6zglofLXsY16pnUDE9KILyeTsnVxb+mGHuqNVrMzsOy2Ll04laxDlGBgUUkQhrZ2Ya7mOtayliUb6UMpIRmX0d8cD1rCaLWzGjTtjKKuhYTiGsXt7kbUlokmSzOEDssiiP8efHOhYoFs/5aWUphDim8C7KBHLc1LKNQd4WI/CJyth8SooK4b6qu2sn/8BUVkE+VMJNYVJaYJt1YPYUlVOaX410YQfQ0+RFXCDDIPn4mP9FPbBvbfn8MyvTUzZznsarDgSja9/dyvz/3nCMVvf4eKOa+Gun7R3tDct1WK8/ZojvLPUUkj8FdVUsp3vBMh0HLHTZhQuFAH3qoqW+0wwhjhVssFHeFHHFqWUYS2dTqzZz9aFw8gpa6Z42G5c/iRCQDDUnxuyr26Xibc/nPnww8x98EF2LViA0DRcfj/h6XfSvDDO8OEFlJQE2LGtgfrqEHpMknXXSVDmpSYR4O/R8Xy4PofSXAt/lk6yqYXmlJefbpjK7SfuIhkO4fL76Xvyybx7y9O43TogME0bTRNoGqRSNuFwssMBhsuy4JvOBFzaYT7tdfW1Nvq5AQNymDfvFkKhBImERWFh67DA/ZXFPN/cWiP9ZT08WAg/cAqAk3zwWj/4bi1sSihR/83ZajAijVxyuYS9pmJ7MCSSd3gr406ePqm3PbF78DCIcq7gqg6tRIacdTarX3kFw3AhdA0hwYzFye7Xj2Cp0qLendOH0dl/ImbmkqWBoUdIkmQyM/bZXj31aOi4MLCxM61CE5NgJ63ZHHKZxilH6KgcfaxlDTFiNDtkC1R7O0qEMvpSR23GOb8tIdacxqMXL4tY2Eu4uohuv6yWUr4NvN3d++kufLZO/TRNkzXL1xN3D0e6B6IJG7ceI5aIIVzZPPj8Azz+/+4mN9CIrlk0NrlIWKcyoPCSY/sEOkD5wCBnnVHAex/sBulTPMA2QSYQ/v4sX+8iFEqQldU9qfbdjTuvU23FuYtbfcd0Tbn1HylvswxCP1DtQuEBqQMRFMmKAQEyp1HpaLm0Asj6EfhvOsIL6VkY1HgyhhVFxv0s/eMpZPdpIZhtEt8wnHuuKCT7vK5vy5uTwxcefZRIXR3JUIjsfv346q1vEwioP25OjpdRw3KoDm8lip+zP3mDjy++jFQiwZOh6RQYmwnYCYQQuPw+RFiyM+Jjjncg+X3dfP22m3EHArhcqqoVDLoJhRJYlnTsOiRf//okJk7cd6DEq8ELfeHGSpVNmE7duy4HrsiCPzXBi01KsXdtDnwlx0NWm3P3uy3w+2b1mLajFw/ugS/lwFDnLXhWEJYFj551S3ejjlrqqMOFmyQJ0tmIdhvN1RSmMpETO/VtO/2BB6hcvJjmXbsQQiClxJuby3m//GUmrmoYw5EClrg+IUQLPnKZwZmUs+9FTgA/TbgwSTl5iopsGbjo28OrhYeKJEmaac4cf9nmK4ccpjOd93iXEKFMtcvAhURSTDEePNRT7wzDHPvhsJ6Oz08fo5tQlK/aiktWmkQ8k7DdBugBbCySVhhhNqPrNhsqRnHVg3/jytNeJcufpDkxhdXbJ/O7BzUmjj7wfo42Hn7oDN5f8CEyVq1uEKC5c5C543BrzWza1MCkScfnxKIQMPv3MP9TeO41yA7Ct26EQfv3/zs0JJcASYdQgSrketRtrjPAeyUQgdRy0AeA7xpw9cAXxBHGieUBinUfAenBEibumv74qn2E6zVGdBDE3BUEiooIOIM1ZWVZrFu3h+xsxUgMnw8pNCxLMnbDIobOepZkKsnrLafR4C/HHjkWXdfQfQGEKdhTFeajr5yPd0QJH+oufh6BG24Yx89+Nh+PR5E407SIRk0GDMjmO9/pvIpxYRbsGA5/aIJmCy7NgtFeuHaX0nil+dGimPLoert/a+X1fxrUz7anKh0lRHhkDzy913n+SJCt2WFYHFO+YhdntdefHQ3EibOOdcSIkUMOtezGxm4nPB/FaKYeoHKUV17OtW++yfJnn6Xi44/JHTSISV//Ov2mtA7CCwQjnK8DkYIxnEAzzZhYRIkgkXjxcgLju1yNPd5QSCGb2QTQ7vgLBNVUcy3XZ47Lq7xCmDAe3PgJoKNn3PO1bp+/+3ygl3AdAGdPg+/8HGJJHWHHwVYtB4wgMbMAQTO6SODxRJEIlmyYysaKE5g0RkPX4Y9v0iMJ18knFjFg2FB21IxCM+vRdC+2qxDd5aeP7zNycwcd6yUeNqafqL67DeYWII6qa6Q/yG3U6dIDeS+CXtCNC+i5OHEMnDRG45OV2WQH1VGpDquMxDFHYC7g2mvH8sEHW4lEkgQCbmwJdn5/hoc+I7RqMULTEFIyxl/J7FQ5NRu30vfESSQRrGmMoRd78YwBtFqabZ3baoO8/72pLFiwk/nzd2WITUGBj7/+9eoDrieowe1tfFwXRRXZ8gnQnW3ZEuZF4a0wXOLkkkftjuO2AMJd86HsMupScNI22OVIDTWgn6HCtIcfpWL2FjbzT17HJEXMMcINEiRGHNsRaZczmJkc+JiDIl1n/ahrXi8HqsCcwDhq2c02tjlZi5Iiijijg/bj5wXjmcAnfAy012fp6BktmkCQ61QG3+c9vHgzFhJxYpzKaT1+OKOnoJdwHQDZAcjNglTKYE+LDtICKwa6F7QgUiRIyHzsJPi9YVZtHYt02L7XAxU1B9jBMcRrT/fl7Ku3EZbqDOh1SUqM5ZwySae8vOc5Ivc4JD4ArRjsChSlSA9KmGBMPGyyJZ0T9JoEjPPCKb7jp52kafDoffDqu/DGXDUxevs1cMU5R+Y5nHBCCT/5ydk88sgCamsjgOSKaycznTirnvkXumHgy8/njJICdm+Os2a3F3NLLVGvH8ul0ffeCRia+vjzadBgJnnZrOPdd29k0aJdfPjhDvr1y+Kaa8ZmWo0HgzecoHi9zXPVhPqbvhFqJVzXZsOieOurB1r9vG7ez1tQSlifVBW1EW7I68In+YwdsNNUlwYaqnW504TrK2Fxefe9tlpoZg1rWMMqdqJ8WdKarbRWqogiJJICCrmKmRjH4NRkYHA+F1DPHhppJEgWJZR8rslEX/plporTbdT0pOve2rQhDCVOnCUsJkIEA4MpTDsquZCfF/QSri4g4IMBYwTzY0WEGmpV+yjZCJoH0EHzkDKhOawuEzUBm3dC/xK4eMYxXfp+MWlCEX9/Ksx/P/QRLWHQZYSTJpfwox+d286ksRedQMZBK1SCeGsn6hQmlCg+6/uHtelGE87diYpvcW4b51HViKzDkUrYzWBVgF4KWteidQ4VXg/ccKn67g6cc85gZswYRHV1iOxsDzk5Xhb8fCk5/fsTLGlVlF83uoK1vgTBL0ymfuJEXh6dRaCwfV1JSJ1tsgIYzrRp/Zk2rT+Hg87+RgLIafO7OwvgN02wIZlxZkOgnOrPD3a8jRoTvl0Dn8Wh1oS4hNFu+FmxJG9TDR/M3U6d0Jly1mAuHVeIW8DGBGxMKqKVJnY6ap9rE6rqNaAbgqzXspZ3eIskKaJEMrenT+zpqbgUSU7hVE5g/EFnbR5pFFBIAYXHdA1HE9dzI3/mj9RRm7ltGqfsY0osEIzlBEYxmjhxPHiOCTE+ntF7tA4AlwvOnAJzPgahu/Hm9CUei5P52NL3rcX7fRCOgmHA9Rcd3fUeLGbMKGf29IFs29ZIMOimtLTnGyX2GHimQ/yPoA0HfQjImPOLJLgPb3Lplip1IgwKVXmwJXyWgDtr4MVD0e9KGyKPqzgiuwVIqQna7P9tbw1ynMEwNPr3z8n8v3TSJNa88gpSytaLBttiUKCJL91zJvVFfXh1Vx22TKELRbosKRBCMtBXfcTW9ZUcpcGK260aqaStPjW+3saRQAhYVQ6PNMAfmxQJujUfvpnfccVJSrhvtyJbVSmV1+gXsD4puXZtDO/jn9K4sgoJ/Pb5FQz86jS+f/NYPoxkLgf2gSVbfb2OJD5jObN4CxMr0y7MPA+HaKXtH8YyjpPah5D04ighm2xu4w5qqaWFZvrR32mpdgwd/bjxGetp6CVcXcB3vwKbd8C2SognBJqhettSttdf6BrkZCkfKJcBP7q7G6biugGGoTFs2L+n1uiwoI8GrRySs1FTB7kg8iH4A9ByDvjwzmBK+CBsY2BhIjDQ0YTAK+Gt0CFOqsVfUYRL7lH/lxbEnlVi/oK5TrX2+MfA00+neOxYdq9ciScrC9uySMVinHDddWSVlZEFXJFXw2uNpRmhrwBOy1vBSa6yI7aOPi54qhRuq1bTi6DI0S+L99VL6TrcX6S+D4QKUxHxJkttz3BeB8KyaUxYcME4sqpDpCSkkhbrn/mYL08qx8gPZPIQkigLXoFqXxboMOgIF5UiRPiYhVhYuHFlHN/TaGv/YGMzjOFHdgG9OGgUO1+96D70Eq4uoDAP/vI/8NLbKjamqg48LjBtSKZASIuAL8G0CVHqmwuJJ1Rg8undKdjuRfdDOpVM0UEFyI5Aw5WQWqYsIdDBToL3ZPAdeg9N2pJnds8jyqmKDkiJJlNkaTqa0EkeaiUi8nuwq1GCfpPMpYL5MdSNgvz3wHV0Xe5TpKiiColNKWV4OHzSp7vdXPSb37DutdfY/M47uPx+Rs2cyZBzz83c58G8gZT457AykocAhgeqGOqxOYkrO92ubZp8+tRTbJo1i+z+/Znx4IMEi/d/cro6R00w/qNFVZCuyIbsw5ycj9pKshCT4GlDui1TIqVEFgQJ2aoiahs6SIm9phrztKHpYClAvQrSVhTPlh15/VYN1dDGasDA2CenL20BUUxJm5zNXmuBXnx+Idrmex1rTJ48WS5duvRYL2O/2F4JDzwOsz5SGpWi3Ho0WcntlzzB+KHL+WjFmfzspQcoKQrw+PfVVFYvjjOYOyD8Y0gtBDxOCPk9rVUrGYOGKyD5kfq905pCDAERgayHwXtZx0TtAFjSsorba3Q2mAOJ4UV3Ikk0JDouJvoECw7GVkFKSC2B+jNQE5UdwQBjDBQuP2qq/CoqeYdZGZdxDY0ZnMWwLrjPHwkkSLCZTTTSSCGFDGZIp6P/8ZYWnhg1inB12kJFoOk6V/35z4yeOXO/+2ky4YE6NZnoEnBdlqpkGYc4RZ+UcMEOWJ1QlVDDEeKHkyap6hasujDaswtaW4T1YfjOOTCl/YtGAMMN+GM/mOzfZzeHjZ3sYBZvkyBOiBAGBnHi+8TFePCQTQ4WJrnkcRVfPC7yH3vRizSEEJ9KKSd36b69hOvQ0NAESz5bix77NeOGVbF2i4WQJsV5NXy6+WKen/0w0Ri8+VvI7x34O35gNUPDqYp0oaNc4gPgORtyX1SEJPY3aPkO2I2gOTEedgyVnegGvZ/y3Mp+FFwH59j/g11z+CBWjCY0lqaGY7VR3WQLyexBBpMOJjkk+iyEHgV7fwEPfkBAwcfgHntQ6z0UJEnyB14AwCM92LbE0kxSIsmXuI5sDr0d2x14eeZM1r/2GkLXM2Hilmni8vm4r6Wl04DxuA0Tt8AOEyeqWlWYTvXB+4MOfT0fRuCOatieUq9QAbilRcv2BpKvLIft9eqOkYT6+eT14GvtGQqgVIPHymBm9qGvY38wMfkjL5IiRZgQMWJIJCYmueQ6eY8qQqaJJnDczLPI5otcQ1/6fq6nA3vx+cHBEK5et7JDRH4unD/xCc45aQW2FWZUv2VMHT2X8j4buHTqE0wYspCUBQs/O9Yr7cVBIfK/YG4D4VW6JuFREU3JuWCuUvdJ/kvlIgrn7SMtlLO8QE2tFqlJ1pZvOW3JriNqC3RsCrQw011r6avVkyMiFIkmXi6tODiyZdVB9CmnarWft7pwBLJ2bef36SKaLSX+vnV7invXRVjdlNznPhXswpQpmmpMFi+uZMGCXXy2pJbG5hhb2XrYazjS2Pr++6qq1YZYCV3HjMXYPnt2p497tknZLgSFEs77NAgIWBiD+ZF9719jwner4dStcGMFfBbb9z4AZwTgzQEqOqi/C4oNOC2oMzCWQKzYBQ1haIiol+N957cjW6CIX5UN/1cPiSPs9ZWGgcFFXIwHDwEC5JFHHvl8kWu4g/+HDz9BsmiiER0tE0rdTBO/51l+z7N8xvJM27EXvfg8oFfDdTiwawFJQWAhGolMhKqhJ7njwttZt+MNTLM3Y+qYI/aqIlJ2HbimQ9YDYAzs+L6Jt1HWDs7JVTj5h3ajsn5wjVPCeBEADEWsZBtNFF4QuerxVi2kPgX3qV1e6jnBAB/GXUg7TkCLM17bTsRWzkkzsg+y+mSudv6RbpW1VfGkoasJRuEC9+H1vxssuGmXzfKKMC17okhD47eb4a5YIz/64vDM1KCJSVNTnK0bI7hcOl6vgWnaVFW2sLqqmgmjJna4/SRJPuRfrGcdAsEoxjCNU/DTDT2xtuikCyClxEx1Hk7/L4dUte3SagKQMDcK09sMem1JwvRt0GyrqtVnCWWc+nyZ0n7tjXI3PFYKK+PwXCMsiUNobD/Kf38jFauqSWoajC4FT+cf8QticGc1PNNNqTVFFHM9N1LLbkwsSijBjTuj5Yo4NhFp36ckSSe3z6SKSnazmz3s4RzO3d9uetGLdtg7taAnoZdwHQ5cp0H8YQwtTsrUQShnGSEk2f5azpnwKieP+86xXuW/N1oehsjPyDgQWS8pUlW4CIxBHTxAtpKtNjeBVJUrAN+VkJwFxkiwtoGsd+7kdQhZm8fvVeFaGIVnmmBXCsZ7lEXAiDZa8XPzJjIrvJBFiSI0J8vPEDY/Lwa3dpCjZFo2WE1gN9Da0Eq7L6VhACnwfw+0Toyfuoi/NMOK6ijh7Y34vDrCFCTdOr9OeTnlnc1cdIHSZ5XRl9raKC6Phu4cK8MlEJrGu0/v4YZftm5zPeuZyxxCtBAnjo2dEVYvZD472MYN3Nyt0SuDZsxg45tvYkuJlmZPloXh9TLkvM5DIft38ukqgLK9fvfdGkW2stq8dGI23F0DlwVbo4Da4pMo3FWjXtlxCS02xL1uSqcMpNLcl1q3hdMs5x8h+B8LcrtJq66jU0r76U8Dg3LKWcXKzG0mZuZEmQ6NtrH4mIWMZjRln9Msw14cOVRRwVu8yW5q0dEYynAu4dL9WlwcbfS2FA8HvmuBFoSQ6LqNEDYISTTux+sKc9GpWyjrnbI9drDDEP0V4AHND5pKB0C2QOiH7e9r7lB6J61YnYnsuGoVptuFeim4nAqQawIE7gNs0PuDPlCZnbqmqf0AyKQqbbhaqzXvhNQJcmNCvfHmRZXf1oZE6zJcmotH+5/KoyUmM4N7+EZuI68OKOK03IPTgqnnVAeyBkgAOahTfZpsGUAuaOMg5ylV9TtMzAnZtFS14PbomatLd9LCzvXzzN83Zu63fmkzz51r88x5KZ65MMGHjyWQ3iTN83PYtCCBjc0WtvAbfs2f+QNVVBIiRIoUFhYaGi5cGBhUU81GNhz22veHy194AV9BAdKysFIprFQKoWmc/9hj6Ebn16zfLFCi9pjtWMhIZRGRpalw67ZYGGOf04JXQL0F2zthTr9qgOZQiJqNG6jbtAnbTKlJReA0P2TR3ug0jbYNZgu1j6ON6ZxOIYXY2Jm/a+v6BDo6BgYSmYme6UUvOkMjjbzA89RQg4GORLKONfyB54/10tqht8J1ONAKUUHFJromEbZG0nTjclm4jSTD+3TcGukUycUQfYo99Q3UhSfSf9BVBHN6YBDj8YLUYtXy0/Y26TMgNa/1v/FZEH4QsBVRAkAqsiWkImHZz7bvDfmuAs/5YG0CghD7CyT+qYZ9juIAACAASURBVET3AAgIfk+5udvN2GYVj9UPJVtzEdDU2H6urqbYnm2Cn7cao2NoBqfljOO0w9SOh/c8QWP9QMKhFvJzYxQW5KCLlBL1F3wE+pG9GshBYmkCTbYeJylA0wRNVSrr5s03N3LZZS9h2xI00A1Y9QpUznUzojzIiBH5zOVfrGYVe6jrcD8JEvjxo6FhYrKDHYzlEAhpF+HLy+M7lZUsfOQRtrz/Pll9+3LmD39IwfD9e0cNccMLZXBHDbRYisf3NeAv/fYNjPYKNUPatoYpUeQoq4PLYlPCRxX1eDetRQhwI/ALjVBRGZbPS38pGOyBPoYyXJ0ba038bLu5fH3fatvRQIAAN3Az7zKLjWwkTowYMQQCF652LvSNNB79BfaixyBMmJWsYDvbCBLkJE6mlDIsLBppYBtb+ZC5mWxOG4mOjoZGDTXsYif96RnSnl7CdbgQuc5J2kTTBF53CnXd6Abv5V3bhh2G2MvE63/MW4umUF66g8KcpXy2+D1a7Lu44NyZCK3n9aN7PLRSQCp20+742SAco1c7BKH/AlyKHGkGiGKwNqr2oOtk8F0NxogOth8EzSHVxn/B/2fvvOPkKss2fL2nTJ/tJb0RkkBIhRAghpYgvSgiAqIoiIgUBcuHn4CAIB+KIEUEROnSpIeAgHQIkAQSQnpv23dnd6ef8n5/vGe2JJuezS4wV36TZNppu3PmPk+5n8CxkH0LCEDg68p9Pn4LpB+j1Y1Sn/0LlZrLGjmEDU4YB01VVcWBys0Xvyu8+eYqKrX51DcVIEQhdY0RNtYajB3TB13U73axBXB2qcYz0QCZxjh+TVMmm5EAoU/Xcuj+laxf38Lppz+J60qEAOkKHE/fNlRlaShIc9Ute7OUtzdzJu9IR9NMgGK6vw3Y8Pk49MorOfTKK3fofacUwEkRmJNRg6z320J247sFcEsj+GT7zMWkhAkBKO/iLL26qh5z9QqccBjDViGwwlgDmm1hDBjExKIQR0fUeCAdOHEtzEx4wVvUvz7gylJVzN8TGBgcxwkcSD2LWMgbvI7uxbZc748quO/eEVR5ei+ttPIYj1JHbdvczc+YzwEcSBUbaaSBOPFO6egsGfz40dAQCKqo6jWCK59S3BWEUH5LFNFemOwCIQic7UXAtkL6P1A7Dmr6QMuPmL24L4fs9wYjBy6iNNrA/nt/zNThP2Txgtu7dz++rJj7eEIpAa6jitvdVlRHoYSWq6DpDLAXg7MYrFlgr1OdiVol+KZC9MquxdamCAG+SRD5BUQuAmMEpB6D5APguoTd1Zxl3EuhnEeVlUFzY/jJYknVyfZ+cvfttpWpYf3ii+nXp4H9xyxj2KAaIiGN1rhLY2MdGN3jdXV4WHBJGTgBHwmfQSrkx7dwIyPeWsh5503k/vs/JZVqz491DBhKCSedNJJ+k5T3eE5MbYmcxYAfP2M3mfnW29A0mBTcstgCuKYCpoWVyEq6kJDK/f2JAV2//rNPP2P0my+QDhfg6EqR2aaJkJKj3p/BbX3h+KhKaQoBTw2E35VBpe4JPx880R++X9z18vcUAkE55RzKYRzJNAxvvoKGRiGF+AmwP3kH6a8qc5lNDTUAmJj48OEieZ93aaKRZprb6v86njNsbKT3p3J3X83uAvkI164SuRycz1ULfi5or1dAwTauhNOvQuzbXodbhkzWoLK4hmiwlaztAwQ4AkPPUmzcBs4pyttpD+Bks1R/+inhigqKhgzZI+vsNkqeg4bjlKCSuS97U3Uspu5Vw5wxlEmpdMFd7dVhSWBzDwZXwnuJOK+1VOETDscWVDAhVNK1X2jyb+CuJRtPkmzMcGrRozwsz2KEvogWWUqV7IcQBv0MjX/E4JDd0WwnLdI15zFx3wVsrO3LwL7rKSqIEQikWLexgkQ8RfnQi3bDijZHCLhmfDGnhBq47+XV1C2vZ8rwIk7/58lUVkaYP78GXRfYtuz0HilV2vGoo4bh975sQ4SJEetSeAkEFhZhwpzKaUTYtWL/3oChwQuD4fM0vJeEvf1weGjLPrSlBRFGfPAqbnEJnx98FJlgGDObZtKz9zN57OaCOqDBlRXq1lv5GodSQCFzmUOGDBHCHMQhDGILHcV5vvQsZSkg0T2pImm/IOsq1axsRATSE1zlVDCYIXt0m7dGXnDtKsYQKH4S0i+CvUR1rgVOUOmpLSEltF7VoV7IwXYC+M0M7ZUbqP9LDUNPQnY2BLtfcM26/XbevuYa7LTqrisfPZrTn3mGgn67b87cHkUfCP7DIVkNNKNG9YRVZ6F0UFUznrWDMEBq4KxT6chA5w40KeF3GxfwUtzFIIuLwTOtVfy4cCU/qtzE905K3PRnfPSPNJ8/l0ECqXCG1ht1AqVQqtXS7BTSz3Ao0EtZ19FdwFoNsbPBnq221zcNih4GfTtcKrMf4DM20tBUiN+vs2bDICpK6wkHE8STft6b/2MuPGD7bSp2hgkjSrljxOazOYcPL6G4OEBdXWozp4XKyjDTpg0lSxYTHw42UaK0Ekd28GLqzwCmMR0/AfrTv20e4peF0QF12xZTJk/gxbIyRv7nKUbMeRsrGMZoqMWXjHPc/3aPoO5uBIJxjGcMY7Gw8OHrla39efYcPnyeVYiD7f29reh3rthAQ+NAJrd1vfYGvlxnq55CK4XQ96HgBgh9b+tiC1Ray1mE6h7LApJQIEVBqBkpN/3FEOhaoN2cshtZNnMm/73iClzHwRcOY4ZC1C5YwKPHH9/t6+42rEWQvB91rF3AVl2K6kkV2RIBQFMCWNogk6rgfZNU4ietnzIznqVSbKRcq6dSq6acjdzbHKAqva7zeu2FfPpEhnlPZggUQLgECrVWzFVVWI02EZFmnLGYcj1Fswvjcz9epwXqx4L9nto+MpB9Eer2BXc7TCDdjfhMSbTARybrkEiGWbVuMOur+/LiawczacqW5wV2N9/97lgGDiyisNDfKXJTUODjgw/OQwiBHz8ncBJ+J8iyZ01m3WCy/BmTzKwKTo6dwY/5CcPZm4EM/NKJrR1BNw1+8rc7iFb2Qa+tIrBmBSHH4qSbbmTo0IE9vXm7hIaGH3+v+ZLM03MMYhAWFmnS2FjbIbbayZLlJV7kXzxCM83bfsMeIB/h6gmcRV50y3MmRyKESziYxHYMHNfBdQ0MwwE0wpHyHTLP3Fk++POfQUoMn6pHE0LgC4dpXLqUjXPn0m/ixG7fht1O8m5UE0PuV12om/S8GGRW+VWZY8GNqVRj6DwInrbZoj6OvYHkMLQOPluGcMDNMi/2DH2L9wFzCjjLkbGfM/+pDKFiVYcPYJqSY/57C0+X3YhREiAkHFrcUkxNuYYD0Pq/QJzO/WoayCpIPwChH2x9f/XBCKGzz6gyPl9YRyJhqQC7DYceeRiTJvWcn9G++5Zzxx3HctNN77FkSQOO43LyyaO4/vojMc12I6gKKlhydX8e/2sVqaRAEwZ+f4qPJ87h+edHEIls23Orvj7JK68sJxg0mTZtKIWFvceLZ3cxdO+h/H7Gv1mzcAnpdIa9Ro/CDOz6APA8eXoDWbKsYAVBQqTYuSJXC4saqnmZl/g23+lxEZ8XXD2BNVeZaLpVKDGgRJdpOGSsEEFfFomNSwTTPxSz+C/tg5O7kXhVFULv7IAohABNo2Xt2j0quKSUVM2Zw+q33sLw+xl21FGUjdyO4vVNybyCiiJ2nJPiiS7RF2QTEAa3RYkwY5QSXJttUIaIXAedPrAScBBYhKx3oOVe5S4vQrjparJxSaRCgw4psfErXydw/8XUX3cea7TDOTIc5NxiGJ7TENa7XeyEZ0+eeW3bgss8EIx98MvPmTC+lGQii3Qb8IWmsG/5GVt/7x7g4IMH8vTTpxOPZwkGTYwupjivX9/MLX/+kHRadf66QmJZWWbNWs9TTy3knHO6LpJPJLI8/fQibr31QxYsqEUI0HWNwkI/99xzAiecsBO/P70cIQRDRo/q6c3Ik2e3s5Y1NNG4y+OdXFxixKinjnJ6togxL7h6AhFVHYwiAs5qlCAwQBQQqbwe/CcofyfhU8aZYkcG6O08Aw85hKaVnWfZubaNEIL+Bx20R7YBlNh69w9/YNEzz+SkBvMefJBDfvELRn/729u/IGsROOthsw+sVDd9AAR/pWYluhvAnKy6TrsUtybTAku4M50lIQOERRpwiblRJusfcrA5B+wqb/EJdH+Q0uEOzestgoXtoivdrDF15EKO7qtDaBibXXBpA4F5XWyvAH3YtvdZ6FBwJyT/jsi8QDisg/+HSkSK7bcTl7ZNbPECUmmLZH0DeiBA85o1LJsxg9iaNVjJJL5wmGHTp3PgRRcR6dNnu5cthCAa3XIk5t5755LJ2JimRu4ASSnJZGyeeWbRZoKrtTXD/ffP46ab3iMWS5NIZNE0EELDMCAez3LeeS+wcOEgSkp27rO0kfW8Jl+lihoihJkipjCezhcgq7PwUUp1Bn4tpGYc5smTZ+dYxEJSpPFhoqFtl/DKWUN0fkxDoCJmPU3+lNAT+KdB8k7QilTRvbRU3ZAIQOgcZUtg7PnUz6G//S1Lnn+eTEsLus+HdF1cx2HCOecQ3YEv1F2lZt48Fj/zDOHycjQv4haPZ3nyV3/m508fSaisjO+eCN88quuRJ21k3wCva4XNcv+GEliRS7Zvo4RGn8iJ/F/2Zq5MXUKdW4zE4QLfXXzH/29Mr9u0DelyyIURZvy6mXiDiS9okE1aGKFhTLrscQgOU9E32QLGGBVZEwKi10PDTNrH8OD93w/hX2/ftmpRiPxc3XYUKVlz86+Rz96G6WTIOjC/xmRZawTpOBjBINl4HKFpRCorWf7KK1R/8gnfeuIJfOFNDWZ3joUL69uc2XO1XkII5dSe6Dy7MJt1uOCCGcyatY76+gTptPLvchwAF9t20TRBOm3z1FMLOf/8HbcY2MB67nP/SQYHW+o008DT4nmaRIwjxJEA3NcEd9baNNW3kEzZhAImNw70c/rgbp7zmCfPl4hmmlnAZ9RRywpWoCGQKEuITMfz6xboqsYrgB+B1uPRLcgXzfcMel+I3uT5QjUoawItCgW3K7HVQxQOGsQP33+fkSefjL+wkKIhQzj65ps59o479uh2rHv/faSUbWIra8GCFT5iLS5FzZ/QHIcb7oG/PLSNBUmHdn9taEslIgATrPdVCnArrMnCc63wWhwSgfOYWrw/Lxddzp2R6/l76Cec4nuRjW5fsnLTj3qGvqNdvnF7kOFHFBDpG2DUifvyzX+9QslQA5pOVJ2q8Rsh9j2IX6NsKXxjoPBvKEsKG5VyLoaSmaB3v/1B/eN/xffszUgrSyKrRM/gqAXxJlwpSTU2YobDGIEAibo6AgUFJGprWfnqq7ttG/beuxhNE2pMjXdzXRchBNOnD+302nfeWcOSJfW0tGTIZru+AnZdiWW5PP/8zo0Aesb5D2np4EgfGjouPrJS5035PhZZlmTg9g1J1n64lKZFVVhraqlbUcv3PmzgjB89z4wZS5FbGIDdE6QcSPfAOJ88ebbGRjbwKA/zCXOpoYYECc8EQv2y6mw7Qp8zO82hphZoTOFr3TpvdXvJR7h6Cv9U8L0C9ueACca+ypaghykZNoxv/etfPboNRrA97aPpLoGKBg4d20K6JssbVoZUCAJ+eOwl+P7JULIlo3H/YRAPgWylfaiJl07UilSKTTZBF1c+UsIdjfBgM16LMYQ1g9v6/JoxZReQidfwYsNMTjfuoo9WTVIGieCgC9f7uJtAitKhJkf8uhzMfcE8BOwboekNlU7WvaihdCH9gjJa9U+D0LkQ/CFkP1QWFr7uG1uzKalHbsS1Jbar9sKWUN0qCZnQ6rpI10U6TrsYjsdBCBqWLdtt2/Cd74zhn/+cR0NDUo0A8iguDnDRRZM7vfazz2pxHJdEIotXbrjFZs5586pJpSyCwR0bAl5NDS5622lcxUt1LLJsdBt4O9GH2nV12FmJ34S0rZFKgusXPPF5jOcffZL99+/Hyy+fRSjUcyf9+Sk4eg1Ue8enUINH+sHx2+E2kidPd9FMjNd4lc+Y3+YYr6O3pQf9+AkTQSJJkmhzls8hUN3NylLGREfH9mxl9mMMYxhLRS8xP+35b/ivMiIAZt5FeVOGTZ/OnL/9DYgz+ZylGIUJbMtB02BM6I/8debebGgYia7BuuqtCC5jDATPheQtdK7jCni1Un41eLoLZqfhgWYo11VNDqh5eL+sgef7xXm7eTb7GisJCAsDGwsfGfwEZBpdgPpoCQh8A4IXQOJaSD2iFuSsA2Gqn79WBEJTkc30i0pwgcql+fdc3VwOXypGq9u5sMynbzIZqUO0Rvf5sNNpSocP323bMGZMBddeezg33fQeDQ0ppJRUVIS5//5TNutQHDCggEzGwTQNLMti89Sxtw8+jXTaIRZL77DgyjhhTL0J2eEKWyDVoEgZRWuppzUDAUMZ48azOq5sqz4jFDL5cPZGvnbavxk7aSAnTh/CN6f0Vw0pe4i4Aweu6pT0ptmFE9fDomEw8svXxJnnC0CWLM/yDGtY3SaiclMkQImpOHEKKcLBoYxyRjKKOcxGQ0NrG3LuYmByGEcwilFEiBLYbBx8z5MXXHl6BzIJ6dfAnkNh6UCO/P0lbHzvSsJlMZqqTTK2n2zpaIKGxelTr+VPTz+M7Qr6bG16khBQ+H/gmwDNl6jieFGghlELF8KXKdHj1ELmBbCXgjEaAicwM16CTrvYAijQYaR8gXTj7zlJswngUCmqAYkDZAgDBmGyKoLlOwiK/gGJW8CtV6lkN+5FMiXYy9Q4IGmrtLKzWk0s0Mu78UBvnWzpYPyJhaQdHZXSFAwuhqW1gJRohoFtWQjbxgwGsdJpwmVlDJ0+fbdtgxCCH/1of447bm/mzq0iGDQ5+OABhMObR4eOOmoYt9wyi7Vrm4lEfCQSWRynw9WvoE2khUIGZWU7XlMVTB9CKjiT6nckzhsbMAMORScUYQ8fTb9QhEONRnQkjqYhLan0qN8A20F8toFk2E+2PMCnS5pYsj7Ok08v5M7jR/HK9VMx99CM1OvrlNjadG0SOL8K3hraxZvy5Olm1rCaeuraBNam5AreI0TYi+GMZj8MdJawmBQpNAQOqnSkgAL2ZTQlvXj2Zl5w5el53GZoPg/sVSryI22GTfAzeOwgsq1FmKUhPt9QiETDSUn6FS8lmWzi6CklVG5jXCUAwe+A/xhI/xuy7yrBFTwdzIlgr4DYOcqiQ2YBE1IPEHIfRNCfIK1MEK8wSHxOsyznCO3vuIRolGUYQiMjgwwVn+InjePV96APAS0A0d8rcZV9W0WypFSCSiZQEbdWyH6ihCDe0POmEyF8eZc+YHuCop/9mdZfnUAAm6wEU5PoGgRCARJukFB5OVYigWNZRPr0Ydi0aUy+5BL80egOrScWS/Pf/66itjbB2LGVTJ7cH11vLymVUtKvX5T+/bee7yosDPDAA6dwyimPsWpVjEDAwDRdkkkbXRcUFgZwXdXheNFFB3by+9peTjX357dX/JtB/3lJWbi5YD2u0feCUZgXwt79B3LmP+7hgdHHgKYhLQ1hOXDra/hsi5QZhuKQ+uIoCyFdmDVjMX89aSSXHrxnUh0fprb83NJt1yJvk6xUXyZ7SD+2kWltZf4jj7Bh1iwqx49n3He/S6hse04KeXoDzTTTSusWn3dxKKSQYezFgbSXE5zNOTzLv2ml1RsFFuIIpvdqsQUgelMx5wEHHCBnz57d05uRZ0+TuAuSfwe9w/ggpw6cJWrUjvCRsstYvr4fsbhBabSON5a/znmnRfF3DHq49WAtVA0Ixtjts0FoOgfST6Ou/3NXWQYbjB9yTus13OD/AYXU4mIQpoYSaghqBmvc/qxz++ETfirFGnSZpVJbgylcNFEKkWshcr5aXOz7Sky6cXBWoMRWgvb0lwbaIBVdw1J1ZUWPg9EzYYfmd2ZSfeNF+JrW0Zw12Vg2jv5n/YS9jj4a6TjopkmorAwp5U6lxRYurOPCC2cQj2e9OYowaVJ/fvnLQ3juucW88MJSqqsTlJUFOf30/TjvvIn4fFv/WaZSFjfd9D4zZiwlm3WIx7PEYmksyyUQ0LnoogO58srDdup43PPufD7/ybkkSstxNFWY67NsIq1NXPXKC0QrK3BWfs5vf3YPTxjjWNvkw/lkPYFkCqO0gNZwAEI+AgGDggKV5khUtzDkG2P55fAQfftGmDplAGsee4D4C/dTVW8zMzMJc/xhnPSdAzj00ME7JRQ78qsa+GOD+n+HwWEATA7ArO1wHOmKdxJwaTUsy4Ip4MQI3NUPQnugHWv9rFk8fOyxZJqbQQiEEITKyjhr5kz6TpjQ/RuQZ5f5jM94ise36iBfSBFHMo0Jm9iwODjUUoONQyWVPVYUL4SYI6U8YNuvzAuuPL2BxlOVyBCerYBMq8gPTbTPlhRAGFcbCP6voxX9uf39rguJ6yD1L6/LM6DEW+FtapbilpA21AwAWe8tP/ctYSEJ8Jb4H8qdF2iQfUA6lIp1jNIXo2PgikJWOyXUuaWM1eeiYSNEEB8aamRQCRTdDYFjIPUcNF+q3OIB1Xnoeutz1LpFEZgHq3oupwrCF0Loh7vpAPcepJSccMKjLFvWiJTgui6W5dLYmPK8thw0TeD36/TtGyUS8XH88Xtz3XVHbtfybdvFshyCQZPq6jjNzWkGDy4iENj5YP6FN95N8JF7cCs3mSdaW81pN1zHIScco+4nWqh9+3X+9eJ6rn6oBcsROCEfmaIQesRPcVEATdeQUtK0Nobv8OEM/2Axps8klKjm2vLHWZio5K+rxiFcF4kG/Ycz9fBh/OUvx+Lz6Ugpee65JTz33GKiUT/nnz+R/fbbdpQs60J0MZs5EQngo8FwwE44eixKwyGrICnVpzSXyJ3gh4/32vHlbS/ZRILnzj2XhU880ameUOg6SEnpqFH89PPP2x7vaC+Sp3dRRRX38rctphQB/Pi5iEsppPvNv3eGHRFc+ZRinp5Hi4Bd137p7ayFtlEOAVS6TQJJNJog+pv297pNEDsLMm8BpqebytTZv+WXUPSvrZxt9Q5zFXNiSwk8QZrDtEdJaIMokGC4VZRS5ZVNW2i4DNMbGKKtQmCBiCBylh5SB2KQ+IvqPo3fCLKazb/u3PZ1ymZwVoHhfVNJiy8j77yzhjffXEM2a2Pbm1/sCaFquDIZh+rqOGPHVvLyyyv4yU8m0a/fttOWhqG1udf36ROhT59dt9IIhEPITaqfJGo7w8EOhbnhAiqO/QaXHgvfuSrOPffMYcnSRp5f0ACmhualTBOxFI4mKKpeCxuWYEmX6rTk1vgk1qaKCOkOfp+LLlO0tNby0UcBXnttBYcfPoSxY+9i5cpY277ef/+nXH/9kVx8cefuzU3xafDxMJi+Guq8X7sQKhq1M2IL4MZ6SMj2S6Kcve/cDLzQAid2Q/ejlJKnzzqL5S+/3ElsAUjXRWgajcuX07pxI58U9uP2eodFja0U1W7gm2vncdbk/agcO3a3bMuKDMyIw8KMaq45NgoHB6HKhloHBplQsmuByS895ZRTSSVVVG3R2DRMpNeKrR0lL7jy9DyB06H1tyBD4KxRLvttZgwhT4g5gA1aX08keXUa8T+C9QngA83nXWrXARFgpSditpAvEcJ7XQNtdhEdrrSEs5YINUREAGj1tiei/i/TIDQ0bNTHqEM4W2gqFeqshdbrwV6oondS+R23C61chMtzVHfWqe5JKcGYqCJwvcAqZHfyhz+8Syq1ZTEpJTiOi64LLMulqSlFQYGfDRtatktwdQfHHHMkM/5xJ1o6BQFlWeK2thANh9n3kK6FTmVlpC2F+fzsGr7/s1eI1ydAQDrrEDh0AGUvvYXu8+FaWQyrmdl1pRQEBaV+9Tso0dEzrZh+nVdfXcVPf/oSq1e3D+G1LBfXtbj66jc588wxlJZuvSFgbABqR0HchaS76074n2Xaf3td75aTQDc1dI/gali6lHXvvYcwDMhsUnzmebYJ4O245Kqkg/HWfxj5ytOYsUaeHb0/Cx58kK+XBjj+rruI9u27U9tgS7i6Fu6NQaPTHqu+uQGCGmgSig1lu3F2EVxcko+wbQkDg6M5lhd5nlraPRFV/6H6M4ydzHf3QvLGp3l6Hv+xEDgLrI/AWUr7adsFGr27uqpWdmtVEbrriZ7sa4C/gyU5gOlFlDSQKa8DcG3XUaPAt2n358q5QQpc14djObhujGyyHtuykCRQkTc/YHvF755Qk+n2ZUpvWVqlNxtRKOEkQtApUpJbX+6rygJ7NjiLofFwqB0CLb/f/miXtDe76u9N1NTEeeedtW0u8ltCpRpp6zZ0HMnAgT13hXvU8P7sddXvcdMpZH0tsr6OkGny/Tv/ghnc9qigkw6oZOmrZ3H1rcdx4Y3HsFc/m0FPv45uq5+/phtomsBx7E7HRuDimEEcx2X9+mbWrFFiS0UB1c1xJMmkxUsvLd/u/Ylou2fs0DCz/TIlZzGM66Jn08xPOszdSqH+ztK8di2ubWOYZtcqRkrC5eU8HOhLyesvctANl9P/47cpXbmYcc8+gN7awsJZH3PNLfdyf4PNJ6kd/8g81wL/aoZm7+NrovY9BTS60CRVlKvKhn80wfNbrgnPAwxhKGfzfcYyHhMTw/sTIEARxUziwJ7exN3Gl+vyOc8XEyHAfyTEr0MlOqC9qFwCMSW2ANyN0HwRtF4DxjiwVwIRJTYwvJOwANcCIwDJR8B6DdCU4An9AvRSsOaAKIToZep5ZzW563UpdVprIBC10X0CXXew0y7ScTH8WYTQgA4CCwfIgut4259W8zLDF0P8qg77aYAMAvEO79W9ffSr7ZYJlMu8qURl8iZlYRHtsJxNsT6FlqvBmu0dy5Og4EbQeo+jpZSSq656g1TKRohtf8m5rsTwPDlOOGHEbkkN7ixCwCXfmE7NqlcoMgAAIABJREFUtIP5ZPY8Cn0GkyaNx/Bvf5FueVDnV4erGrCmyz7gNasvQV0dCzSNuFbASFahB/tSmwlTYqaQUuDrOwDHlaRSW65xcRzXmzu5Z7myHJ6Jt182hBtqKFmzDM1xsEIR/ufjel781hR8kd33syscOBBfNEo6FsMIBLBTnVWd5vNx3F138WTG5YA7rkPLpnF0A8cfwDJMEkUlPHTZjbjFJby8IUUwEuXwEPyhst0CxpFQ50BUg7Cm7j/dAo+1QIsLtZaKEuaiex3r10A9nvYeLNbg0RY4ufd8FHslhRRxKt9iKWP4mI9ppYUKKjiIg+lLv20v4AtCXnDl6R3YnwNZJVQE3hksJ0zaI09QoO67ayFbixI4Xihaek5D0gKtHMQgyL6iIk1CV12CzT/wBocHVWrSbQRtAOijVHRNhEjHo5iB9QhNw7UgmzRJNfvJxhNUjAIz0FFsdSQJSDVkOnoDBE6E7Gxw7gA364nBLO2zHU28ZnrU9bE3higXviCgImfJhyF8addDte1l0HgGuOvVeyWQuh+sD6H0bdA6F+g00shsPqaKjUQpYCL7M4QhO/KT2ilWrGjik0+qiUZ9tLRsnw/B4MFFXH75IZx99u6pudlVKgvCHHPkIbu8nNNOHsaKv69lbbbCS0dJSqMZjitcy/i+6/nj0v1ZlylGL+9HgS/A5ZcexOzZG3n11RVks+5mReA+n87JJ4/c5e3aUcYF4ZJi+EsT+FpjlK1YhKvruKZJMNnKCmnyyHHH8YO3395t6ywdOZJhX/86C598Es0wMEIh7HQapKTPxImc/Pe/02f8eMbfeDeFyxcihdZWNR/rO4gPLr0eR9MojDVQVllGqDDKf5PwShyOj6oRXn9sgJijLC5OiqqGg3/GoMlR4itN+ydYoCpMNyUnulqlWlaebSMQjGQUIxnV05vSbeQFV57egd6f9uvFjjMPNw2FpGjr7APP3wovMhRW9VN6Hyi4DVp/1i62QJmryjjIiOpmdGtUXZW7DsQwJcJEBNNXAz4bTQcQtNaGySZ8OE4rQtvaxPoA+L4JhVdB9h1IPQiB0yD9OMiV3q54+yf6qe3BRkXzchEKF2RM1bNpuRRkRs3c7EpwJR8Ed4Pan7b99IG9GFJPQfj7bS9topGneQoHBz9+GqlnJjM4nCPYh3239RPaJaqr42iaYL/9Kvjgg/XbnC1YXh5i6dKLu3WbeoqDfvIjvv/+91hZt5YmUULYbWVotIXjb7uPPuMnMLk5zprqLPG4xejR5RQWBpg4sQ/33fcJjpPGcTpHCO+88/gdds/fXfypEv6bhNpV1SAEuhD4Miky4QL6Ll9A1Zw51Myfv9sK1YUQHHfbbZTstRfzHniAdFMTAyZPZtoNNzDgIDWZoWXDBoY/djeNuo6jm+TytJGGGoSUBBMtaNEovkgYTUBQwIut0N+EK2pVZKvCULVaD8VgZVZdJnmVlmioT61XBNCloUGuGrTGhm/no1t5PPKCK0/vwPc10IeCs1KJDeJ0fSrrGCHKgGwAY5TqVtRKIPo78B0KzkZUGrFDm5CsQ6Xw0uDEUIX2mjI81cPglIC7DqHpOBmBpkscB0LFKdKtPsqHu+jG1oSCZ3LadGb7tjurUbMcA7SXFgvlcO8bB9ZcNQ9G+JU1Rts+J8G11TaKoHKp7wrrE/Vvx/0UQhXtZ//TSXDNZS42NhEi3tYa6Fh8yAeMYOR2DYfdWYYOLcJxJKWlAcaPr2T+fDUDcVPdpeuge9YJX1YKBw7k1EcfYcG//kX1p59SNHRfxpx5JmWj1JV9YUUJYzcZ7zliRBl33HEsl1/+H5qb09i2SzBoct99J3Laafv1wF4odA1+Vw6XLlaebIFMinQ4iqvrHPTiQyAENQsW7DbBBWCGQky94gqmXnFFl15w695/n6gusMvLidfVY+kGQkr0dIo+S+bRvO94giWlnVKduoBHmtUXYrhDdrbKah+H1DFQtamX2ZZIAy/E4X9tKMx/237lyf8K5OkdCBNKZkDTaWDPo/1U1jHK1bGYHlQKzVJdgFoF+I8G/1HeU/29tGFK/Qu09VOJqIouCcMLFXRMDvjBHELzqlVI4VBQYWEEHEIlLfg2rXnfDAfY6BV3FKvaK9mili+86JubBVLgVoNT6I368XvbYdJuHSFpu66OXNZhHzbBHAPZNzqZDdmu4N+ZU3g69TNaW+CoMJxTDFVaFa22n7WOqlepNKBQN0kQJ0WqTYh1B/37F3DiiSN49tnFFBYGGDeukiVL6onHLYSAQMDA59MxDI1MxqZv357pSNxTRPv14+DLL9+h95x11lhOOWUUs2atxzQ1pkwZ1Mmdv6c4JQpzP36Jf5fvTbzPACrWLmfKM/fRd+l8HE2jfJ99um3dXRrvSmWj2X/kCOqlS6qpCcfO4lpZijMJkqPHUlZRCghcCSkJJ0fhvhgEvMOZkfBpCpq3oKhyD/fRVF1XsuuXERKwxoJzq+CprVgC5vlqkBdceXoPxiAo/xDqp4H1DkpY6d6/uaLhjkLM9ESVrQSM/yT1lBuH7AdgTFIzEkWhJ1gMFQnS+qpuR+klBURQrcetARx01lI4QKdhpZ+axVlCJVla6odS2H8NQths7qeVwxvPI9eBs4H2hnmhomhotNlCiCIInArpmapOy10BsgB16s7VcwXBmAChH235mIV/Asl/eqlSP+DyevYgRuoLuNY8j2XyQP7ecjlvJco4J/xfRmu1LDQmsFzbmxoLhvgcynw6fvw7/OPaUX7zm6kMH17CE098jmFo/OY3U5k9eyMzZy4nEDA8saXiCL/+9a7XSn0ZCYd9TJvWu9rkhYBLzzyRyEEH4WSzGH4/ruNgWRb9J0+mz/jxe3R7Bh5yCJpnglo5ZgxWKqXGUdk2N/3yAn7ulFPrtH0yOTEC08IwP60K4yMaLEirjsOtRbAEUKCp/U92UaelAT6hAthzUrA8C8N7xgw9Ty8hL7jy9D5kq+oolB3H7eTqu4pVOg5HRa+wVORI9APhg5b/heTdXmTLB6IEiIE+APzfBBKQeRpERNVFiSBoozpE1fyAiS/k0mc/G8cdgdD8lI+bCok7VSRO5lKDHeu5DDoX9+esHnLRs6zXSYl6Lle/Ff09tFxI+3xFABP0fVUNlzlu6yY++iAoflxFBmUDLW6YQdpqEqKUGIX0Zz6/Mb/H5ck/ssYt4DDfXPrL9fgzBzOnbhDxgioqlkTIfi2GWd69Q7MNQ+PMM8dw5plj2h5zXZef/ewVHn30M1Ipi+LiIL/61RTOPLN3FMrn2T7KRozgrJkzeenii2lavhzd72fUKadwzK237tT4p12hYMAADvnFL3j/T39COo5qRTEMDv3tbxk1oILnXfggpYrZR/thhHetcVYRzIwr4VXjbCOYjYpH1+RMZIUqku94RvAuCckKNepoTV5wfeXJj/bJ0/toOgOyc0HWgMw5/LiqQN5/GtgfqU5DmfZEjB9oUtGg9PMq2kMAhOdLZQyE4BkQuUIt39mgrBQyb0P2PVU75W4EMRio996P1+1YAUUPqOHWLf8Lst7bpiwqoqUBJahqjSSd3OM7VXpoHe5rYExW7ym8C2IXgPMZSlzqKPFW4I0nuhX8h279eLVcBZkZgEmLtYr5zih82MQpwJaCQWIVD2fPZK09kO9qD2IaFsV6jJ8lbqby3fc58N6X6N+/P6c9/ji6r2e+ESzLobk5Q1FRoM0pfkdJuvDvFlhvw2FBODiUN5zsCTKtrWiGsV0eZd1Jy/r1rPvgA4QQDJwyZbuMTpdlYPoa5aGVK47fWpNhEM+JRUDaVWeB3CffRKUoCzToo8NDA2BU9weS8+xh8qN98nyxCf0YrMtA7IXy4EoDPojeCObe0Px+h9osR6UCza+B9QHKAytnhGqiCuttSL/YLrj0/uoWOF4913I1JG8GuRhVaB9QkTHhQuBkJXjcVjAfBNsHbkItFwdl3VBHe3O4Tvsp2rN5aCtGF4AB5lglHu31kHxAPWUepmrRZKuK2Mk4BI4G39StHyu3CbIvq25M2YIhQKIjsdFlGjCxMRiorcW2JZqTwZUuhj/NxKq3mCGncmT5HFo3bGDte+8x9IgjdvGHt3OYpk5Z2dad0rfEOwm4rg7eTCq5a6Bq1A4JwoxB0AMWVV9p/NHeUX9XMGAAo087bYfe4wL9DCjSYLUN9taaklEF9q737yBT+W7NTqlLr4AGAwyVVpwUhJH56NZXnrzgytP78B8OBTdA8g5whDIqDf0YAt9QQipyDST+5I3wkeA/AQLToeWjLhbmuc1T1PW6Us9A8laUYPKsKKQNUlc1ZYFjvcVEofA+SN4DmdeBDNjVoA0C1+uWbEsj5r7hfSAqwH8YWO+BVuoJOQOcGtWRmV6t0otOIRAALQhEQA+Cb8q2QzRuE+3dmEGCIkOhiNPkhhFelYrAZY09mAOd95BCICRIKUjHNVpKK4kISdy2ad2wYXt/Qr2GdxPw8xo1zy5Xk+PJYN5NwR/q4aqKrS8jT54cFQa4Avoa0OBC6zYEV7mmXh/WVKejBQzxgyVVGjEgVFPBT/PjffKQF1x5eiuBY1TXIRk6je4BCBynuhGdjSpSpBWCW48qRi9TqUhyQ4W9r2H/cZuvQ1oQvxoVgQqjitVz72lRUTDf4e2v1/sox/foVdB0NmB66x6vBBVp2ierealB/xFQ8EeInUbbbESnXkWzyII0UKfpOrWdrrcdUiibi22h91fHR6ZBBBBaH0bry1hFJevcvhSKRjIEmGy9S8hIgQtBPUXWNXk/fRAl9euQto1mGBQNGbLt9fUy/toEjqvqZzoWR7RIdXK7L7YHBNfsl+G526G1EfY/Br75cwjnzZe+iBTrSiA92aJEV7W95ZSiD+UqU6jBb8vhk7RyqJ8aVIOsA8IrJMgLrTweecGVp/eSc1vv8jkTjMHt97UyNQQ7+YDq1nNTgK0K583xEP7p5stw1qhidaGhTp9Gh0J9P4QuVO/vCmeNsnoA0PzgOxisxSAbQR+oar/CPwfzAOXFFbkOEjeo7kh7MZ3FXUfbiyTKPT8I2Xng20a3nvArF/r4Der/Wh90mWEv0QBuKa9ax7GCwzij9afIUh+a65LN6vx+2UXUmf059rlridfVUrHPPm3GkV8kVmTVl+Kmlai5+X7VtnIPn95djhcPXwtP3eTZcmiwch68+QjcNjsvur6g/KJUiaiHYm1FAJ1aYEA97keZpEpgakg51efJszXygitPz+JUQfo5cFaBMV5Fr7pyVN8ewj8DfS9IPaoEkTEMAmeotKDo4lddhFU3pBtT4k6Y6uZmVGrPnNj1eqSjzFbtz70uSFQ9mTFc1X8V3q9SkPGrIfEH2k7Z/lPBGAOxb6Hqy3KO+R2voV11X5QpE1X7OGVjoW2lACT4TWWMmnpE1bMFTkYEz6K/qMCNwbwWWNrwEPs+cwsrv3YUn/omYTbXctSj1zJxw1LG/eAHTPzRj9CML97poNyAz9NdzyRwUdL15no4MqxGtexWWhrh6ZvB8IGhnN5bkzbr569B/vqHDPjNbYRKStD9/j3eqZdn5zEFXFgCFxTD9fVwY71yne84wscHFBkqsvrDIijoPs/gPF8i8l2KeXoOaxE0n49KxflUdEmvhMJ/gr4DeSDpgtCIE6eZZkopJbClyNimxH4C6ae9InzD60C0lXgruN5bvlQpw8Tf1YxCmVaCym1WnYSiUEXKZEoV9vvGQ8v/QPZd5Z6fW65brQRX5iXPEDU3/jZ3Ks8NDomgxv2gjovwQ/AHEP2jymHsJBs+/pgPb7+dmmXLKe5TycTzzmPv4477QouBOxvgV7WQle0GIh0RwCAdPh0ORbv7S/Gdp+DmcyCgIp2L1qd5b1ES13VJW5C0BcGgj5KhQ5lw+W8YfeaZX+hj/VXlwSb4vwaVLnSlGgUU1WCID84pgm8VdIOYz/OFYUe6FPOCK0/PIC1o+rayaNAr2x93qiD4LYj8z1bfvoRFLMs8wIjkK5TYrXwcnsQC/yDSWhANjQlyDMeIE9EQkH5BiSoyqpYreJqKbIHy4mr5BWTfB7dFFZ8Hz4fole3FF8l7IX4nuKs8Dy7hvd/w6uxLlPDyn6jEUfJusBfRZnyqFXoDs6Nq2LRsVdvSVua9iZkrGkqEGqqOy7XU/fAvoODa3XDwdxK3RR0vva/nhdbzrLPgkFWw0e7sgdQRE2geBcHd3a34yevwu5MhECKednns3Wb8hsDKWtTGgZIw1jHDCB3QB7E+zaEHnc8B3/jubt6IPHsCKZWjfEhTEbA8eXLkBVee3k36VYj/HqzZKFFRCsZILxKUBjQofWWLb3+LN1mWfZTjml/EEiZzg/uxxjeQiJsiqZcS10xsBIen1nFoJqlqqESBWq5sUbYMhfeo9CGos6mzWvlx6Xur6FUOtxEajwU36Q259ntdjDHaDU4B/KANAFkFYm9wl9PuyqOhklsuyr8rN2g4N4g7h+G9rrX9vlbsbUdGiZw+1Tt+vHcVmYXEzSr1C4Cu3O+D3+8VFcFTV8FHqS37/xvA8r1hcBfznVelY9y1egGfuCH6++C8ykq+Fu2/fSt2XThnL2ipY1GdzjuLkkR9kuqYQ7pPAdl7jsctDWC6EmHqCOnj/HHXUKZ1r8Fsnjx59hw7IrjyDjV59ggLF9Zx2WWvcP65t7Hys8vIZF2vIN2nCs3txeqF0laRoC2QJcN7vMPE5FxcYZDWwqzzDcAvs0ghCDv16NJFR/JxoBIyr6iolFYAWkTVQ1kLVEQrhxBgDFU1W9om685+DE6tJ8hSKtokW9ncSd5SgkwKkKvU/TYfLunZNiS9+xnap6/lPoL9wTwSzP295eUMUHOYar1yG33q3UHib5B6EggrKw7rM2j+KTSdro5ND3NyVPkmbQkDybqZLzH77rtZ+957uLZKPi6tXs6ZixbxaiZANh1jUSLFxWsbebpxaZfLkVKSTSTa3o+mwVVPQ7QUYWXAdUC6WFLgnDcBWRJAVCfQYhnMhhSOcHjHfmN3736ePHm+IHzxqmTzfKGQUnLzzR9w3XVvY9sOZcXNvP76NCaOree3P4+x34h16JoPaFKGorIZghdtcXnr2YCLS4nTRFb4sYWOKzSElN7kRddz05JkhOEVwa8HBqJSgV5Expqv/LG2htsMif9TnYVtxe0tbJ688kRVzpda5nrkOkR/ZMZ7XRoo9F6bbV+u5kW2RBgVAcvNeMyRUeamYg9fI0kL0k+olKg9v81+AmlD9r/QfIEaLSTaw0etVVV8dPvtrHrjDYxAgH2/9S0mnnsuRqB70pAnR+GxZohl2o9oDoGk7+rFfH7d1QjXBU2j7/jxHH3rrdwx/zXSlQdQZjWAEPgsi7Sd5i/VRZxYJDE7FOZsnD2b9266iaaVKzGCQfY7/XT2//GP0YdPgPtXMuA/j6H9/CrsoA9faiXJqQOgSXWi6pqG67qYKY1qsw4bGyN/6s2T5ytH/lOfp1uZN6+GW2+dBUgMQ1Bd68eyg6xeV8Db7/fl2ycv5ZJzP2XvYSnl2B48WxmcboEwYSSSBqOMSqsKR+qEnBRZzfSiXDoSgYtGmZOgTdBIu5MoQN/2mA/SzynRpRWpgdhoalmd+uE8s9S2aJeDEla5KJWDmo24l0pPyirQTPUYQVVMLy1l3ios1a3pm67EjMx6q8qqZUd+t13HfLciU0AueuO5+AM593w3u5qFj/yc+Y+txheNMvKkk5j3wAOkGhoIlZXhOg6f3HcfTStXcvTNN3fLJu7th99XwP/UwoJMe5JWR1LaWMs5/7yegj59AHBsm2UvvcTK119n8YN/IpiJ4TiqaUFoGn5NEnOgzmqin191oNYvWcJLF12E6zikYjGya9bw1rXX0rh8OcfceivoOpFjz2KqFeWd667F9BnQkkWGTXymwHUdpNApGT4MXeho+cRCnjxfSfKCK0+38vLLy2lpyeC6kkRCzR4UAlxXo64xxD0Pj+f5V0Zx2/XzOPmsuzt7a3VBJZWUUMrs0ERObH6BoJtiv/QiZofGkRE+0iJAVmgIJNOTdbR1P6KpyJNsUqlF//StridtJ1jZ/CTStkkwmAqtkQFaNQZpVEpQoCapZejs0ONDpRMNVBRLA4o8gZcEJ9i+Pbmieb0fGP0hcnn7BqSehNbrwFmrXqOVgzUHnG+C3l2mUl0goqAN9JoAOgpNC5dSmlavpHp2DDs9jGxrK69d8RviCYt6UU5y4TqiBX5G7F3Kmrff5q2FK5lbMYyIBkdFVJfX7uKYKBwehjkpeDUO9Q7sm20hdfH36Bs02yKbDUuWkGpuRto2FS2rqKs8GL+dQgiBdF0sqaFJhyK9fejdZ48+ipVM0rx2LXY6jWvbSCn5+K9/ZfDUqexz6qkAjDzpJPpPnsy6mc+xcPnLLP16EVTFMYNhCkaMwikPsg+ju1VwpUjxAe+zihWECDOZgxjGXt22vjx58mw/ecGVp1uxbRchBIlErqRZI9eooQmJdAXNrQZ/uPNIDj2pguLibS/zTL7LI+ZDzCh0OSDxEYOsjRQkwswNH0hSWPSzWzgyVc1Qqw60PsqIVHpjgPThEP2dilptAelKLlv/MfvKvZhmrsKRBmudvsRkIeP8AYSsV5Ev2Ui7rUMurQgqeiXwvKhV5ErGIHSxSs+5LXjT1rwh3AnlnN+R4GnqdS0XoOZFxiF1O6Tuh4oFap+6A5mG9AzI/EelN4PfgPAvoeU8r1nABqGieMmmEE6mGsfujxkM4gaCzGsqx2jZQNKrUUskLWpr4vQb5Offn66l8aBhSODvMbi6HI7bjWaRAQ2mhNUNIFlv8UhrEwSVxYiVTJJqbEQ6Do5lMfLhh1jwy6kk9QhhJ46l+YgFyjm56T1CxoFty42tWkWyoQErmQQp0XRdjVO3bV666CJGnHQSuqmip5HKSvY553xGcC7vum+yaN8laELDxWUoQ5hM95nLJklwD3fTSov3iGAFKziSaRzClG5bb548ebaPvODK061Mnz6M226btcmjXgpOgCsFuhHGpZg5c6qYPn3YNpdZTDEXcQkbzPW0FLVQzGAGEGY/UN5eqbvBblIeWNHzvOHTTSp1p5Vvs7Pu08QKPs6W42hTOMp8lZBIkiFIXPpJODVEgsdA5CpI3AbZd1RdlTYA0s+gxFfYKySyVVow8A0o+LOyhzD3h9ZfgvSpYyATqtvPGNN5I1wbWi5BRcFyqVAJtELj2VD+5jaP0w7jpqDxaLA+UfdFRAmv8E+h6HGInQnOehDloPfBzS6naU2YxrXKqPbz+gI+afExmc4zGV0pia1tJF6qYxlr8eHD7xZyfX2QQ8MQ6aaAT6isjMpx46idP59wRQV2Oo2UEjebRff5cJ/4jNMG/YL/nvor6s1K/GT4+qKHOM2Y0Gk5lWPH8vmTTyKlRNPUBYN01YVEqrmZdR98wJBDD+30Hh2dw7RpTORAYsQoIErhluZ57ibe5A1aaMZPe3TOxuZt3mQi+2+/N12ePHm6hV0SXEKIPwInoopMVgA/kFLGvOeuAM5FlVRcIqXccp9/ni8tkyf3Z9Socurq1m7yjMBxdDQN+vUrRggwzR375u3PADZr4Df3UbMLZVwZkuaKzLXtCJ15rMi04hJgoxjMP6xL+Lb5TwpFI5bUWSPHMDp6nepmLPhd+5vslcoc1akG4p6BKoCuLC9y7vn+KWC+qISazKjRP0YXItOaRZsXVxueMard1ZDu3UDzRTiZ2aTSJpYl8fla8PlSmOIeCJwKpR9A8n7IvABAU82RvH/PIgLFSsDOqS5kCYMYyzzCxEkSQkMSIsEaOZiNNRrRUYJ6BywZJ4jGpyk/Xwt3z+4AHHHNNcy48EJaN27EyWRwLQvNNDECASzbxv3zLKbdeSKB0WWImEM4PJQ+//xBp2Xsd8YZvHXttTjZLI6Ta4oAhMDNZqldsGAzwZUj6v3ZEyxnGTqd3V0NDLJk2cAG9tpKajHuwrMt8EYCSgz4VhQmh7p7i/Pk+Wqxq9eWrwL7SSnHAkuBKwCEEPsC3wFGA8cAfxVC5IcffAURQjB8eAl+v96lSXpBQYCSkgCBgMmkSdvpf7QlpAuJO6F2HNSOgtoRkPjrDi+mj68QHRckLHQncG3mFm7M3silqb9RHfjF5tYRoEbqiAJvhFCusN7b4ewmET6tBAInQ/DbXYstAC1M59qwTk/u8D5ti/VrVxKre4F43CWVdpEIMhmDVCpDIlGnhm1rYYj8FEr/n73zDrOiPPv/55ly+vZe6E2aIkoTxNgARYISa6ImamyvvrFE5Wc0lth9NSZ2URMLEhuC2MWCFRCR3tllgWV7P/1MeX5/zLL0vgrR87muvWDPmXnmeebM2bnnLt/7Q8j6kKzDHwbhJ9rY6Hh9pE0cF2/za9bTGT8RNAwWMYBPOQkjISiLZVOVyKAukcqGhMIj9RD7EZUuUgoLOfvNNxnzz39ywj33cOQf/4jm9YKUCFV1wotxnfiyGHbIR/GwYeT239bbmFpUxJA//cn5RUrHQ6oooCgIVWX1jBkcCnqGOjpyu+tl8++7826FbfhjhdPC5psIzGiByyvhlaYfdbpJkvziOKC/3FLKj6WUmztqzAGKW/8/HnhVShmXUq4D1gKDdzZGkp8/uq7QqVMaXq+Opm255FRV0KFDKiD4+99H4fPtRJlyX4g8A8FbQZY73iO7BlpuhOCD+zTMkEAXitUE1bYP25aYtsoyswteRWd46uE730nt5mhUSQuUdKTIoIU8GmU6a+PNWHZs39aiH8kW+Yitm1vb4Dpx38baA4sWVXHL/3uZxibH0JK2bM29A4lKPBbEZsf+loH8fMY+/TRpnToRrq6mn3cDbk0QJI2ZjOI5LuUFLmYuQzFTfAR7dcOSCrqwUYVEEwalps0bLTuZVDuiaBodhg2j52mnMebvf+eYG25AKAqKruNOS0PzeNB9PobfeCOjHnpop+13jrt5HhxfAAAgAElEQVT9dnw5OYhWI0tRFFRdx5ebS7S+nmBFxY+7iL1gAAORSOxW2RKJxMAghVQKKdzlfh8G4eswlCagxHB+lsfhlmqo31m/pF8QzoPEwTemk/w8aM8crouB11r/X4RjgG2mvPW1HRBCXAZcBtCxY8d2nE6SQ4VRo7oxb14FQ4YU0dQUQ0pQVScX5sEHT2bo0OIDN7akCaHHnJwpTLZoZakQeRgC/7udrtWu0RXBUx16cn/VKr6OpQE2Q90t3JzfA4+6izHUXFBywa7Hsi3WWMVIaVIjc7k9dh/5hsEThR6y9uUbl/EmNJ7GNhrqohDSX96HQXaPlJL77vuaYHM6obCL9NQQmiYxTbAsG4/bYEN1OuT0JNO94/65ffsyYfJk4s3NoOkYN8/iqae+x7JAtipiqS4Y8OdilmZnokgbEwVF2BS7m0nHyzshuODHTW9qQ9E0Rt5yC0dceCErp02jaf16Co8+mp5jx+JOTd3lfqqu0330aNZ/9RWJ5mZQFFIKCkgpKiJaX78lzHgQGcRg1lNGCWsxWztL+vBxDuch2HXe4vRga5/A1t+t1p/1FvyqDJ4sgGO3C/uuS8DUFqep8zlp0KUdK04PBWLNzcx99FHWvPce0rbpetJJDL32Wvy5+9DjNUmS7dhjax8hxCdA/k7eukVK+XbrNrcARwMTpJRSCPEEMFtKObn1/eeB96WUU3d3rGRrn58nsZjJ//7vByxYUImiCKQEl0vhH/8Yc+BhxM3YzVDdBWhi296EAtAgez7o/fZ52IgTWcS/N77g5lsh9holZgoVdiorrSOYbpzNKqsjzRQxzKfwn+K9HGszVtARX7VKQB8FvgtBab/ofDAY5/jjXyQ/P8DIoyZzxuh5ZKWHUVQbXbWJG17+fO91PPP8X3G59nxcKSWzZ2/koYe+ZcWKOvr2zeHs6zqwcegyHi07A13YCGHjVmNkkwl2KvkavFq8x6EPOitnzOCLO+4gpaCAWEsLTevWEWtqwpOezrjnnqP76NG7bE4dDieoq4uQm+vH6z3Ah4vdIJFUUsEGNpBCCj3phc7ujze6DD6JOHW2Wzu0JK1qcQKG+aBIgwmpsDwG99SDIbd8w67Pgjt/JraItG2mXXABdatW4UlPx4hGSYRCpHfqxLjnnsOfk5NsQp6kjX1p7bPH520p5W4Fi4QQvwdOA06UW6y3zdLemykGDr7PPclBwePRePLJU/n66w3MmbOJvDw/p5zSnYKCdkwmliqOCvzWDxBbi5Ea+zWsb1+MI995YHzMNcF/EMVHox2g1MpDoCJQ+DQMl2yCfxftQyNlNQVS796fqe8VbpfKsIGrmHDKbCqrBM9NOYpxJ68iMz3KouUd+M87v2bcGafulbEFTs7eMcd05K23tnirJZKVpPOut46yWDppaoI0MgnIFCpsuOIALoPm5hg33vgx7723FpCMGdOdhx8eTXp6+1fk9Tz1VDZ89RVr3nuP5vXrQVHQPB4C+fl89pe/YBsGvcaN22Yfy7J5+unveeWVJdi2RFUVLrpoAJdccuSPctMWCAoponDnAYWd0kHfMVtw8/8NHMPq4zD0dcGcKJQkHAmOzdWlpg0P18PYAAw+CIn2wcpKWjZuJLW4mJTCXYdO95aK+fOpX7MGIxKhsaQEKSVGLEbt8uX8e8QIcvv1Y+Cll+JOScGbmUl2795JAyzJXnFAzauFEGOAvwPHSSlrt3q9LzAFJ2+rEPgU6CFlW+nWTkl6uJLsF9KGxt9B/NVdbOCC7MWg9/rx5xL/gjEb/cRtwUKrB5pQUIQfKQUJCV1djv7U+F1Hr35aom9SufYWKiptJF4WL0vlhdf6sHhlIcXFuVxzzVAuvngAqnrgifobDZsrKiW1poIlBYqAET54IA9c+3G/Mk2LgQMnsXZtAy6XihAQj1t07pzO4sVXoGntX6cjpeT1M8+kZskSrESCaHMLzXEXEUvHk57GiS9NY9So7m034BdeWMh9932Ny6Xg97tISXFRXx/l1ltHMmFC73af3/7wRRhGb3AMq13VLwjAJ6BQhbUmZCqgbvWZhWz4XRpM2s7eiTY2UrdiBe7UVHL69m1Xw8QyDL686y7WfvihUwBhmnQbPZrjbrsN1bX/Mc6V06fz8Q03EKmtRXG5iLe0YCecsL7i8aB7vSSam1HdbtxpaXQYNoxxkybhy85ur6Ul+S+iXT1ce+BxwA3MbP0izZFSXiGlXCaEeB1YjuOlvmpPxlaSJPuNMQ+M79nSYmd7FNB+ovxA93GMzbB5ssFCoqG03mAMIEN1PAPfRA8Rg0uaEHmS3Lximloi1NVF6NktyBP3zaQ2eAIjxtyKy9V+aZ4ddIVpHWBOxFGC7+GCfu49yqLtkjffXEFJSQOBgKvtRq7rKuvXNzN58mL+cEqGcznkddr/g2yHEIJoQwMIQbSxkYpEBlFTQ8GGuhpuvmYaCy86hokTRxAKxbnpppm0tMSwbdA0x+jq2TOTF19ceMgYXCN9cLIfPg1DTO74DdrcpComwWg9jSZsI0AhcMLvW7PopZeY98QTIARSStI7dWLMP/7RLl4ogIUvvMDqd98lpaAAK5HAiMdZ/c47pBQVMejKK/d6nMoffmDpq68Srqmh44gRZPbsSbShAaGqGOFwm7EFYMdixGMxUBRsyyLe0kLJxx/zyf/7f/z6uefaZV1Jfr4c0F9TKWX33bx3D3DPgYyfJMleYZWypX/hTgwutcdeJ8y3B39IV5gZVthgtqoI4HhwurmgxYa8Q0UgxW4AGUZVM+ndsxGjaxjD8KDrxfR310E7GlubcQkY2U66W3PnlreqNGwxpoQQ5KiNdHvubHi91NFhy+0MEyfDYUPa5bjpnTpR+f33xLQUoqaGrtio0sBQPOiJIG+9sYTBnhVM/cfrUNsTSTpobgzDpqkpxvr1zdjtJYVRtwlWznVkKvocA+n7nkglBEztAPfWwTMNUNX6aLz527Q5TwsgV4UNRmuNQOuLVutaRgXgnlr4IgK5S+bR/5FHKczLRtN1pJQ0r1/PzIkTOeOll9rF07VkyhTiwSC1y5ZhJRKgKCiaxuyHH+boK67Yq2OseucdvrjzThRNQ3O7qVm6lEBBAZrHQ7ylxRl380mCLcURto1tGGDbSNtmxbRpnHjfffhzcg54XUl+viS7qCb570fJBzUVCOBc0ltf1i5I2YemyXYDsZoPiNd/7YQq94MUFd4shmN9kKFATx2O9rR1TuT0Q8G7BY4Yq5SOd9AqRRf1+Fzl6GIxiMyDPbs90qlT+g431V7uCr4d+BTDfCVg22CZULkWbh0LwfYRlup95plIKYnHbZA2qkygywTrPP2xYlF6b3yDb26biChbyOlM47dMpqu5slWHTlJTE+aII/L26ZimhAbL+Xcz0XeeJXLtcYQfv47E839B3v5rmPvefq3JJeCOHNjQA8b7nSdxN85jjILj0fK3nuouujOPoO2EEmPA8X6Y3ARvtMCqONTPmEaJrTHP0Im3GsW+nBzqV61y8t8OkKayMirmzaNx7dotRpFtYycSNJaVsXzqbuuzADDjcb596CGEohBvaSFSX487JYVQZSWFRx+NK9Das1QIhBCI7YQEhaI4rykKiZYWyuds31EjSZJtSRpcSf77cQ13jC6lC452VasiOy5IeQS8J+9+/1aaVjzM2+f34qXRZ/LSSaN5/7LuhDbN378pKTC5CEYHnOk02M6sHsh1PF2HBMINSoHTXggdp/ej6oQaCR3cue0Fl1xyJIGATjicaNNLurfwTTL0GKqynaczVA8z/90ux+120klkdOsGLg9eGcEUblb4h1KpdCTDa1DYMA/bNAkRwMSNRHAcs8gwq5ESbFtyxRVH7fYY1UuW8OnNNzP1d7/jyXsfYez3VYxZD6PKJP+pTbDx3TcJ/fM66itqqKtuonJdBQ2Vtcgpd0Fz3X6vTVdgSjEM84IinCtC4vzbsTUE/GVn+LATnJsK41PglSI4IwXqbagyocmCWFoGa0eewrIeR/CdoTsPG61GixGN7vf8NvP1/fdjGbsohJGSBf/61x7HaFq/nsbSUupXryZYUUFLeTmVCxaQCIfR/X6y+/RBdbsdoVyc/L2tQ9NtBpiUCF2nasGCA15Xkp83yV6KSf77ES5IewZCD0Lia7ANRwIi5QHQ965aK9H0Ne9ceSfxkEIg1w8SKn6o4b3Lx3PW1BIU+wOwVju9EN17JzyarcEzhVBhOGrenV2gH3LFTM2OoWpXAQlQfKD2AnOdo2kmfjrrUErJa68t5bHH5tHUFGPEiA7ccsuxdOy4c5GulBQ3H3zwOy68cDrr1jXhFgkOD1TjUpyY2NYmlwBY/g1MuO6A56l5PAy/8UYi//cEb60bglAU3DKGUFUCZgOaNHD7UlFigho7ixK6EUMnxW6iQc+lU6d0Bgwo2OX4ZV98wcwbb0QoCk26l/IlU+jz3nvUXnIt6VNf4rt1a3DFV3FsRxvFk0ar44xQXT2BgAv3yrkwZOx+r8+nwpddHNX5OVHopsERHvCrkNt6xyjUt9XmurYKovE4wbiNIRTmTLgEf101UlVZGWpGef0JBjVsQPf5yOy26xZDe0MiFKJiN8VVQgjCVVWUz5lDQ0kJut9Pbp8+ZPbosY1HtGXjRmINDeh+f9vr0rZp2biRHmPGMPbJJ3n7kkvY+PXXqBkZWIbhND83TVAUpG07RpiikN6p0wGtKckvg6TBleTngVoAaY+AjAICxL7JAqz/5AlizRaBvNZcLwGBXDeJUA2Lnirg8AkxVF0BJGh9IOuznbf42QmFP57s0oFjh0FWgbAAzfEUihQgCPy0yWZ/+ctnPProXBTFuWlOntzEzJmlfP31RRQW7jwOO3BgIUuX/g/l5c3YhkHqtQ8h44kdUvmkAMpXI2ybnfaY2kf6/+53+PPyEP+YwivfBQjrOfhycijOLMNdp6IqghqtmNmJI1Cx0DCIEEBKuOmm4bscV9o239x/Py6/H1cgwLIoWNl+AquX0OWqc7ADKRip6RiWk0NkyBi61+Nc8gjizS24d1o4su8M9zk/e0N+Sx111TESadmYmo7hTyWtcgPuxhai6VnMGnEaXac8xIT/e+CAKggBhKo6nQJUdadVldK2idTX8+oZZ5BoaQEh8Ofm0v2UUzj5wQdx+R1LcePs2SAEscZGFF1H93qRUmImEqz56COijY0cc8MN1I8bx9L//Id4MEi/c89l1YwZRGprsU0TV2oqWd27YyUSdBs9+oDWleTnT9LgSvLzYj+T44OVdUi79elXSDoNbqbTsATSBkVr5PuXFXqenE5GBxXMZdB8DWTsOWxxSBOfBXZdqyfLh21b1NRUoflDzPZdwvQKlZMCTthon/TI9oP6+ghPPPEdbreKpiltHofq6hAPPvgt//jHmN3uX1zstB6SR54Ec952XtzKmyglGHGDxLoyPljdlTXr4bCuMGo4pOxHEr8QgrxhxxH9zoOnaTWZPp1LLx3I+FM68c8uLxCJJFhq98YnYiAlKhYJt4uC3BRMc9e5gZG6OiINDQRaFc3jtiR1+Q+4qyud45oJlJYm1gqbY4vBjkfAs9ngshxR3MOG7vuCDpDOrz+P++gzsLL01oi+Qk2P/via6vAEmyg/+lhKhw+i86AD9wTpXi+djjuOpg0bsOJx5HYVCEJVEUJgRiK4AgGkbRNtaKDs88+Z98QTDL/pJhpLS1n88svI1p6aZjyOuVWos6mkhOayMla89RbH/fWvXPDxx23vHXHhhXx07bWYsRi2ZWEZBv3OPZeiwcnudUl2T9LgSpIEyO47CpRvkbakw+AwXY9NEK530pk8GdDtOJtlM5oZfnUmQroh/u7BnvKBE3kW1GIQOl9+q3Hf44OoqfMiFZXKkUfR5XKDhXGdD0MwqQDcP6LR9c47q4jFzLYiME0T+P0uFEXwxRdlezVGjBjzf3cWRy54H0/caLO3JFBtBtAbg1x7t86qEKgqTP8MnnsT/nUPFOxjcVkwGGfw4GcpK2vGsmxsWzJr1nouv3wgFz/4IK/fdD9mBPxKHKEoaIFUeh7Vh1hCMnfuJq68ctBOx3UFAghFwTZNFE0jrXwdrppq500hQEoUw8AAPl+nc0IXE5eMIgBT2JgTboC0n14Pyvz6c65YU8Kd1z2KobhBOPoS0fQszKxcdCGItmOxyIiJE2lYu5ayzz4jEQ4jLQsUhUBeHr6sLEJVVSitnrTNuVa2abJy+nSOufFG5j/zDC6fD83lcjqUWtY2htvmqkeRSPD5nXdSNHQoHY45hpXTp7Nk8mQ8WVnk9e9PTt++FB51FFk9erTf4pL8bEkaXEmSAMXHXkVe339RtbiMzkPiRBocY0t1OaEaMy4pHmjTUGqR1UVhf5XrDymsjSD8LF7dnytv74Tbk8CTCYplUv/+CuJRyTF/GcWyOHwehjHt2Bhga6SUvPrqUixLoqoghIJlSVpa4miaQnb2nuNaCRJM5y1qi6tYd95oxs74EinAMlSMoIYqoiyPHcbqUDH5WxlX1XXw+Ctwz7X7NueHHvqGsrKmVm+VQFEEti156qn5jHv/PM7/Ty+mXfAhPjVOSm42gfwCUFQaqpro3j2DRMLaqXq/7vNx2PjxLHvjDfy5uXg3lmIJAIEUAoSCVCSKbVFWD1PjHg7rmQNCIfecy+k4YgJz/vlP6levJq9fP3r/5jft2v8vbkOpAakKFLWGyjcXLLg+mM5YLZV3rr4bW1VRAN1I4PL5cAnHU9pe+LKzOfvNN9n03XesnzULKSVFQ4eieTx8fP312LaNslXoWLQaq1YigbQsNn3/Pf7cXFSXi6qFC3feC9O2kYAZDjPtwgtJ69iRiu+/d+QypGTdzJn0Pecc+p977g67xmx4vsnpN5mQcKIfrsrckgOX5JdJ8uNPkgRQdB+nPjOXpVPuxJ3yT+Ihie73obmigIVtgCdVYiUAYqAfe5Bn3A7o/ZCJhTz671xMGzKUGFLqGGioHgh/soz6CwagFeYyN3ZgBteaNfVMnryYefMqSE/30KVLOsuX11JXF6VTpzTKy4O43SqJhIXSWmFo2zaWJfjTn/asn7WG1TTRRIY7m02dOvDDUX3pvbwE6Re4QnHClspd2j/Jzty2aiErHT6bu+/ree+9tViWI0alKK1NulWBaVrcfvsXzJ59CWdeEuPDD0vw5/kJhRMsXryJRMJCShgzZjIPPHDSTnuJDr3uOscbM20aGAaKbWO5PVhCEA+kIaSNr7EOT3o6/S+/nMLBQ1jSfQBPlzdTOOE8fEacAr+biu++Y9kbbzD+3/8+4KTuivnzeW7WPF7tfSxKWgbu7GwGpbi4Nw82vf4qTevWkQiHOXLGS5T2G8LKY09BKgrojijtuJT2N9gVVaXDsGF0GDas7TUjEkHVdTxpaUQbGtDcbscgtG2EptHhmGNQNI1Abi7Bigr8ubnofr8j89HSwq4E0oxIhA1ff40nIwNVdQxl27JY9tprHHX55RQP2XKNSgk3VTsCx1mKU7H8fggWxJyeoT92eD7JoUvS4EqSpBXdn8qRlz5My7LF2Na3WIYP0MFuQvdKalbBYWOioKRD2uPtdtxmI0RCxsnWMhHKT1jG6LuScNPvqa1T8CsxdGFgCZXSaEdQVYSwqF+8mrTC3AMSa505s4Trr/+YsrImJynZtDFNm4wMDwMGFDB/fiXl5c307ZvD8uW1xONWm6DpMccUM27cnlsybWITCgooguw+ffjOtll+WGcyI0Fc0yrJ7H8isU29USwnnLgZ0wKve9/XlJbmxrLstpZHm9clJaxd28C6dU3ccstINE1h6tQVrFpVj23buN0alZUhpJRcd91HzJhxHpmZ2+Ydam43I2+9laP/53/41/DhNKxZg+ELUNO5F1JR0MNBQln5dLnzbxx3zq95Oyi4tw6GPD4RbyRINDufVZpO/zSgrprvn3ySkx54YN8X2craDz9k8tP/5sVLb8cXCpGx8DsyS1cQDTVxr89N1/lfOrlQAI0NTLjxPMoPH0r5ZX+mx7hf85t0p4WT+hNc2rrPx3G3384nEycSaWggHgo5wsOpqaQWFXHMDTcAcMRFF/HpzTejut3oPh+JcNhpD7Qzg0sIrHjc+e9WLyutF9LyN9/cxuBaGTX5rLwJfUMpNaaFLyuL7E4dqcTDZyE47VDR4Uvyk5M0uJIk2Y5AtwewoqdhhJoxE06DYtOwyOzRDzX9NPD/CdSsAz5Oo9HED3X3km/NQiBZJbqRm34rPf392mEVe4Hen9nL7yAt/23WLoe4UChNdKZByUKYcVAVzDQN1bYYm7J/Flc8bnL33V9SXR1E1xV0XaWhIQJAOGxQXR2iqCiFDRuaaWqKcdxxnWloiGIYNqZpcsMNx+zVcVJIwW6tWXOnpVI0aBDh+jqqtThj+55Az97DWTpZ8OJ0KMxtS4eivgku+c2+r+vyy49i1rxKjMJ0Z6ANDW2S68GowdkXvc3Ul04nJ8dPTU0Y07RRFIjFTUwhaF7XjFrSyNChzzJyZGcuumgAw4dv237Kl5nJcbfdxpS/3sHGwm5klJeClMRS0ln9p7+yaMhpnG7B07UmfZ99iOyP3kJqOu7y9cRyCljfuSv9MzOdarydfTbEmWFMY7VcgY1NnpnDeN/Z5JHfto1tmsx++GEWn/xb0morGfr4HWSsXoor1AyAVDVqLSffzJ2WhisQwLYsuqxeyNHP3s3lV5yx7yf3AOl60kmcM306q2bMoHL+fFS3m04jR9Lj1FPxpDnFFd1OPplITQ3zJ03CnZZGrKkJf24u4epqR/ZhM0Kgeb2oHg+0tOxwLImTxL+ZqkWL+NfTL9N84nl0XL6ILl+8S0rFBkJ5RQQvvo5VpxzPaUn5y18sSYMrSZLtUDwDST/8S5rXPoRoXkAi0ZX0vjfhLziy3Y4hbcni2j9TIBcRErmAQoosJ9p4JbX6VHJc7Zd3sztSMweycEktjbVLqS73oHjqUTN1DKHjP6MXPk3ycI5FB33/DK41axoIhw0SCce7Y9tOzpMQjgBoXV2ETp3SycvzU1sboagoFb/fRVNTjJ49sznxxK5tY1UvXsyil1+mqayM/AEDOOLCC0nr0AGA3vRhKYuJE8eNG+HSEAUpdKMHPXOGIxBcdhasK4dvFoCqgGXBrwbvn8HlHt2XlKuDNL/2A1Q5xgcpHoQQqAWprGgymHDHN4glm4hGDRQFbAlIMCIGKGCpKmVVYULvr+GHHyr5619HcsYZ2/ZX7HfuuaTldGdKzE/28gVoqsA9+BjSOnUibMJXUfC89Qr577yG7XLTmgSHp3oTUZcLKz+zzcjYnmcjT1Cr1CDjFsKGcs8mJoUe4xr/RFKF44YJ19YSb2khnJbBoKfuxl+1CVe4Bak414OQEqTENgzsRALhcmElEtiGQeO6dUTq6/FlHfjDydZIKSmfPZu1H36ItG26jxlDh+HDt9HYSuvQgcFXXbXLMYQQHH7++fQ580zCtbVULVrE/EmTKP/2WxKRCNIwUN1uFFVFcbnavFnRxka0Vq/Y5sKGI37/e8BpE/T5X/+KYapkdR7AwH89hFQUTK+XtI2lDLjrT8RLLoQ7J7br+Ujy34OQO0sWPEgcffTR8vvdCNolSfJzYW1kFfGGCwiLXLYOVPhlFY2eKxmRffFPMg/Lsjn//LeoWvoNifIyNsoOuHWDToVhhuc1cdyIQZxw21/3e/zS0kbOOut11q5twOPRAUljYwzblui6Qna2nwED8qmpCVFQkILHoxEOG4wa1ZWzzz+CrHQPwkjw/TPP8N1jj6H7fHgzM0mEQmheL2e8+CLpnTsDUM5GZvE5YcKApCOd+BUn4GXbkF3JBthYBR0LoGuH/ThnEsasBxtJ1fcbWfG/U5Epbkjzolk2KZqC0FUiNSE6+FU2rakjEjG3bfWpAAiU3vn4K5vo2SWd1FQ3H354/g7J9C80wWMNULjd43GVCXfmwCdjR2FbNu66KlyVG5EuN9KWqEiKOndk+E030W+7xO51dgkvJJ6FiNXWYB3Acgv61Xbj7E6XAZAIh3nppJNY2nsQ5rdf4K+rwtNYt8Xgsi2UrcJwwhFRA0DVdTqOGMH4F14gtWjvBIjBMaiqFy+mdOZMbMui64knUnCUo8zfUl7OD88+y5r330fRnBNimyZ9zjyT4RMnHlCPRiklkfp65j/zDAtfeIFQZSXuVMfwNGIx3GlpBDduZPM90xUIcMLf/saQa67BjMV4efRozEiE+rVrWdu5D1o0jOX2IABL0/GEmilurObalSvwZh76rbOS7B1CiPlSyqP3ZtukhytJkoNAyKhBQ2HbrBCw0bDMjT/ZPFRV4cknx/LPRzJY9a/HGNTyLiluL4WKl47dBzP8un0s39uOLl3S6dMnh4qKIJGIgcej43arRCImiiIoKPDT1BQDBPfeeyJ9+uSwNAYP1sOLjSDXNdDhhUc5/NkH0UwDzeMhNRols0cPwjU1zH/2WU685x4AiunAbzmfEEE0dHzsvLqxW0fnZ39psaHZhjxN0HlAERsLUwlrKtK0sRAEV9UAoBelEZROMj2wrRirDWhOXNP06MRiJpqmUFMTprh42ySf4V54Eqd/odY6VNx2cqKGeGFZuJHS1Fyswk4Iw0CrqwYhcJmG48U566wd1rC2bgn45TbG1mbKo6Xb/N7jlFMIvvEmG0wTW9liDAppb2NsgSM6KlQV3evFlZJC7YoVTDntNIbfeCN9zjoLVd+zCvD8SZP44bnnnG+GECx/4w06H3cc9SUlNJWW0lhSgiczk5zevdHcbmzLYsXUqRx2xhlk99pzvt+uEELgz85m5C23cOxf/kK0sZGq+fP56M9/JqWoCFXTyO7enWBFBfFgkIF//CNDrrkGgMZ167ASCdxpTn/S4iVzaSzoRMgXQAqBr6WR3PoqZDxK0/r1SYPrF0rS4EqS5CBQ4OlOXdACLLZWdFcx8LvaL3htSq8AACAASURBVHS5N2RkeLnjbydi33ECLZs20bJhPf7cXDK7dz8gjwE4N7EHHzyZq69+ny++WE84nEAIyMrykpbmxjRtunVL5frrh9KnTw7rEvDbcqcpsj8eJrpkCZXHjacRlROfvBMrFqNl0ybc6el40tN3aPGioJDKzkNo7UWK4lSaxW1wu1SyxvQm+Mp8yPKjmBZCU7BjBnbCBE1H11tzdrb2cG3R2EUKp9JRCEhP37FDQg83XJ4BTzc6dhqthtetOZClQd9hQ1Dnfk9Feg7BLj0JdOhEXn0V3YcOZtj11+90DZnxVAg409n6ExYC3JsM5n3+FHMeeYRofT3u9HRSc3PJKltGxOuoxCpSIiynhZITL3UU/Nta5ACR+npswyBUWck7l17K1w88wFmvv05qcXGb2vv21Cxfztf33YcZi7XlhRmRCHMfe4z0rl1x+XwITSMRClGzZAkFRx3lKM5bFlULFhyQwbU1Qgh8mZkECgrQ/X7UVm+a5vGQ0bUrseZmghUVbdt70tKQloXm8eDNyiIeDJJZXkrmpnUgBIqqogcCoOukFOy6rVOSnzdJgytJkoNAnruAFfpZ5BmvEiMFGw0fTTSLLgxIO+mgzElRBOkdiknvUNyu4xYUpPDmm2ezcmUdS5fWkJrqZsCAfHJz/RiG3RZCi9vwu3IocVKcqDAVOOwICkqXUzJ8NENfe5pAYy1WIkG4uhrN5SKja9fdH/xHQBNwcTr8swEygLRT+iDWNSJ/2IioD4Et8XXJwlQEp5zSnTefmusk6W82uDbnTNsSCWiGCbg5/fTDCAR23vbmkgz4lR++jTh/tEf6t+hgDbnmGqovuYSUpio0rxczGkXLTGf4xF3nCg0oHMkHG9/FyHc5J94G6VEgZpL65GpmfjzJyUfTdSJ1dSRCIQoO748RDhMSNuG6bRtkB4qKiDU2tlX5SctCWlZb2E9oGjVLl/LvESPw5uSQWlhIj1NPpdf48W29FY1olHcvu4xwTQ2610u8pYVQZaUjBGtZNK9f74T4pERzuYiHw1TMn9+mEF+1cCF9zznngB8StialsBBsG9uy2vK4AMxolOzevbfZrmjQIMq/+46sHj0wo1FClZWOUG1r2yArFqPH2LEE8vN3dqgkvwDUO+6442DPoY1Jkybdcdlllx3saSRJ8pPQ0TeM9VYhMascUAi7f0P/rL/i134khdGt+PzzdVx99fs8+OC3zJu3iW7dMsnN3Y8eN3uJEIKcHD99++bSvXsmgYCjz7RZVgFgegu81OKIRho4vj9LdxHKzMVXX03X2TPxN9SCbaP5fKhuNyMmTmzL4doTlmXz7bcbef31ZSxdsIGMVJWM7P2r0T/cDWkq/BCDiriNlerFnTDRhUAvSkNJ8ZAZT3Dt+f2oqQk7hQOWxNZUx+iSgKqg+110y3Bz0R8GcM01Q7c5H9uTqTpNpPt7IHWrNC9fVhbdRo1qMwi6nHACx912Gxm7OS+KotBhUwYry2ZjFriRukDbGKHHM2HqZ36HGY2ie71tPQutRALN5eL4u+4ip29fMrp2JR4MYsRijlq7ZWFbFtg2nvR0jFAIhHC6/LhcmLGYo4YfjWLGYjRv2EDVwoWUzJxJTk+Bx/06VXNupaV8Jc3lAik1zEikrUk0rcn5RiSClUhgRKPYiYRj0Giak39VW4uiaRS25nu1B7rXS7SxkfI5c1B0HUVVidTVoXm9/Oq223CnbPmudhg+nPpVq2goKcGdlobqbtUbaW0f1GfCBH79/PN7FVZN8t/DnXfeWXnHHXdM2pttk0nzSZL8wnjqqe+48cZPAMcQklKSk+Nn2rRzGDDg4D19X7wJ3g1BveV4cWwzgWVLUFT8DdVcNb4f3pYmEIKcPn341e230/vMM/fKo2GaNjfc8DFzZ62gR/WHZDStQkqb4qMGcPELfye7R/f9mrOUsGBZDZdd9DY5OX6aEVgS/LZNqDHC1Kln89FHJTz55DxSU91UN8VpkWDETPr3y+Hlx08lM8ODx3Nwgg2x5mZKv/ycWLCJon4DqVu5ko+uv94pSmg1GGzbxorH8efmcuoTT9C9tUnze1deyaLJk1Fam0lbhoEVjxPIzye4aZMjqdAqPGobRpsAqS/baT1kGwYDzu/AgAlrEIpKIpxA0UwayyTvTtRJhGTbuJuNFrk5jNmK0DQ8aWnk9O2L7vEQD4W4cOZMdN9edt3eC2zTZPHLL7NkyhRiTU0UDR7MkGuv3WU7n2BFBfGWFtK7dGnzELrT09EOsGl3kkOTZNJ8kiRJdkoolOC222ahaQput/P1l1JSWxvmrru+YOrUcw7a3NwCEraT0WYDCAWE7TRmtixcMUe/yxUI8Nv33tsn9fRPPy3lqy/LGFb7JqJhI82WF1sK4nMW8sCIM7h+7kwKOu+7sSkEHNk3h9PH92L69JWoqoKUkqCU/P73A+jQIY3f/rY/c+aUs2hRNV4FAqpCdmE6k/4xmsKCwD4fc1/Y3GB5VzlTnrQ0+ow7ve33cG0trkCARCiEGYthRKPQ2ron3tJCWken2iDa0EDF/PkUDR5MuLqaRCiEKxBAc7vJHziQkpkzidTU4AoEiDU3Y0vp6HAAiWAQzedD0SWHj99ApD6B4kpFWgpGU5SMzhY9TjBYMl1pi74KRdnB2AJQXS78ubl4WqsJpWURrq09YGX9rVE0jQEXXcSAiy7aq+1TCgudUGQr7dlaKcl/N0mDK0mSXxDff19BJGLg92952nZCe4Iffqg8iDODCakwuRkCAhJAFKePpSvYjK+xjkh6NonMHLoG3IRravbppvrJJ6VkW1WojZtotHyoqoIKxGw/rqZm/u/yf/L3j+7br3kLIbjllmM54YQuzJxZgqoqjB7djaOPdm66Pp/OM8+cxrx5FaxeXU9+foBjj+2I1/vjhZZizc3MfvhhSj76CNuyyDviCI69+WYyu+/ek9dx+HDSOnYkWFFBIhRCqGpbn0EpBOu/+IKc3r2Jt7QgFMXpk9ilS9v+8WAQIxLh7NdfZ8q4cSRCISzTbDO2wDECzXic/P4+FA3MuMDjVbEsC2maGGHoNAyWvOW049F0HbNV6X17BBCtr4du3bAMA6EobR60JEkONZKSt0mS/IJQFIGuq9j2tqkEti13WiH3U3KiH47xQhwnMV21TDzhFvwtjaTVbKKy90Dqc4tZEbX52J2zx/G2xuvV0eLNGMaWpsaW7bTjSSQsZn/8A273XQwaNIlZs9bt89ydNkQduP32X3HrrSMZNKhom1CnqioMHVrMhRcewahR3X5UY0tKycd//jMrp0/HTCSwbZuqBQt457LLiDY07HZfzeNh3KRJeDMz23KNFF0nq2dPCg4/nCWvvIJtmqQUFaH7fBiRyDb7J0IhOo4YQdHgwVy9ciUjb78dl9fr5HNt3VNJSmJBCdJqa2dlRqMouo7qFkQagdZwohmLbdvjcKvzakSjJCIR6latoqW8nMPPP3+X3rwkSQ42SYMrSZJfEEcdVUBBQYB43MJqbUVjmha2Lbnyyr1KQ/jRUAS8UuwYXVkKaIqCv6EGd3Mjh82chmJZBOqr2HT4EK51dWbdzp0eO2X8+F6EXNkg7bYQmWW2VtQBNeSRSNjMn1/JuHGv8u23G36cRf4E1K1cSdmsWTRt2EBTaSlNJSU0lpbSvH49az/8cI/7p3fuTGb37hQPG0aX44+n64knktmtG6rbjRGNYkSjqLrO8JtuItbS0qZGH6ysJJCXR9+zzwbAm5HBgN//HiklnowMNI/HqVoUAhSF5g1xmivzSC10YcacSkPNBaqusPIDrU3Lqy35fDNb5x1LiREO01BSQsPatbRUVHAo5SUnSbI1SYMrSZJfEH6/i2eeOY38/ACJhEUolMAwbC688AguvbT9qrv2l2wNpneEh/Ig3+sixeth8JTHyV+7FG9zPSUjTuGb6+/DlI4u1d4ycGABf7huLJX+3visZoQRR8MgQAuNZLAeJzwppZPnds01ezZMDlVqli0jVFWFputoHg+ax4Oq64SqqqhevHivxigcNAgjGkVzu9s8dYlg0NHQCjh5Z93HjOHXzz5L5+OPJ61zZwb+8Y+c8fLL27TyEUK0SUO4/H68mZn4srPRfT486el0P2se3ryT8KabeNItNLfNt0/rVK/U0X0+hKKge70omxPOhdjy0/q71qqTZZsm39x3H69NmEC0cR8ujiRJfiKSOVxJkvzCGDmyM3Pn/pEvvyyjuTnOscd2omvXjIM9rTb8CpyR5uRx/cnqwox7XyCluQHD5SHh85OmABIa7D2NtAUhBBddNICRI6Zw8+m3oa/+CmGbLLAPYzFHYG33p3DJkhqklO2q6fRTEa2vdyzHreYuFKVNjWJvOOrSS9n4zTeEqqpwp6ZiRCLYlsXx99yzzTnJHzCA/AEDdjmOPzeX/AEDqJg3D8Xvb6uKlZZFv3PPRdFzSDnsbYLNb/HFg9cSa8nESqjo7tK285/euTP1q1cjTbNN0yoeDCJtG83vx47F2sRFLdNk3Wef8cnEiZz2zDM/6ucnpWTl9OksfuUVhBAc8fvf03Ps2P06pm2aCFX9r7zekuw9SYMrSZJfIJmZXk4/vfeeNzyInJ0KZQm4pVYQSs9CF5Aqtiijn7YfBX7deuQwecHj3H7757z00iIqKkI73c4wLJqaYmRkeHf6PkDCkvzfnGperTaQEs7O1Zg4LA+3dnADB4H8fFytRpLaGsKzDQPV5SLv8MP3aoyMrl054+WXWfTSS1QvXEj+wIEcccEFe73/1pz+4otMGTuWprKyNmX74iFDGPXww23bFAw+gx7jKlj44ouY8ShmIoEqJdmHHYYvJwdpWdSvWYPqdiOBQF4ekfp6RGt4WGk1KDfn51UtWEBTWRkZWyX0tydSSqb+9resmjHDaSAgJavffZfeEybwm1de2etxNs6ezZxHHqFh7Vp82dkM/OMf6XPWWUnD62dKUocrSZIkhwwt5eV8P2kS5d98Q0pxMUP+93/5n9yjmRneYmjZwDAvfNzJ6Se4PwSDcS6++G3eemvlDgUEAG63yqJFV9Cr184r3mxbcvz0jcxze9EMC5CYus7h0TDfTuiIohy8G2a4poYp48ZhRiKE6+qQloUnIwOX388J995Lw5o1uAIBup50Emkd9qN7935gxuOs+/RTGteto/DooykaPHinRkX96tVsmjuXFdOmUb9mDf6cHBRVJdrYSEpBASc9+CBpHTtStXAhU047DTMaRVqW48GzbRCClMJCAvn5nPrEE+0qgro162bN4j9jx6J6PJjR6DY6Y0Ovu45RDz20R6OpcsECpp53HtGGBqRt4woEcAUCjJg4kcMvuOBHmXeS9mdfdLiSBleSJEkOCepWreLV8eNp2bgRWkNPiqJw/H33sfR3V/NSE1gSzk2DyzPBdYA2TSiU4Nhj/8XChdXbvK5pjir+xx9fQL9+O9dQendlI+esNfDHHFFOq6IZqy5EPD+Vl0fmcmb/rJ3u114kJPynGd5ogWoTerjgd2lwTCBEuSilfNF81t0/GW1tS5toaHrnzjSWlDgDtIbgTrj7brqetPtWUg1r11K1cCGuQICOI0a05XD9mFiGwbLXXmPZG29gRqN0PflkBl5ySVvTZyklM2+6ibmPPoptmo5nSwh0r5fc/v2xTZPzP/oIT1r79tVc/9VXfHXPPaz/8kvMaBShbO6T6TQil7aNOy2N019+mcPGjdvtWM8PH86muXMBUFTVUbLXdXIOO4yLvvqqLfctyaFN0uBKkiTJfx1vnX8+K6dPR/d6sU3T+bEsNK+XCz76iMKj27+K8q23lnPddR9RVRUkkXD+FqoquN0ad911AtddN3Snnoo/f7SRp0wPgeYIoVfmYayqBgGWEPTuks6cN39DSop7h/12R5w4yzZ8w9qp70BZE516DsSflYPm8VA4aBCpRUUA1Mk6rq02mBtOpcXSiFouTClRzQTdEis4v+e3+FMl0rDJX+OiT0khAsEXd95JIC+vzUgwolHMeJwLPvqoTZndkAbzStdQWRGia2oxkY9fYdnrrztGm6Kg+3yc8uij+xVa/DFY9d57vHvZZcSbm/FkZODPzkaoKoOvumqvhUr3lhXTpvHJxIkEKyqwTBN7e22wVqNL0TSyevXiyiVLdunl2jh7Nv8aPrztvG4uBNBcLjwZGVy5eHGbcZnk0CapNJ8kCRCNGtTUhMnO9m0j9JnkwDAlzItCrQU9XdDLtU1+9n4hpWTj7NmgKMRDIaRptiVXm9Eo/xk/nu5jxnDSffe1q3L3qaf25G9/+5KNG1vYfN+TUuByqUyevJhRo7rt1MuV61URzZLo56tJrKhEyfAhhMASgsZ1DTz++HfcfPOxe163bVO5YAHVwQ3Mdn9H0w2vYScsiBmsfP4/6Kqb9M6d0dxuhvzpT3B+f6YnlvJ15CR0tQafKtCiXoLNGglNY2NLGp8+FuGUsfVYA7JZ1yfG4X1OoOLu19ta8GxG93pJhEJUL1lC8ZAhrImV8vyGN4jEo5ChMKshSsr0j+iVkYvL7WhyxVtamHnTTfz23Xf36IFZvqqUD154hdCaVXTo24fT/vBbcrt03qfPZ0/0GjuWzitWsPzNN1n32Wd4MjLod845dBg+fO8GsDZC9E2wSkE/Ejyng7KjoWMZBt899hjxlhZUlwvV7Sa2vcHV6rzQAgFaysupX72a7F69dhgrWFnJG2edtUVQdiuNMcOy0P1+p0l3kp8dSYMryc+K2towM2asZPLkJfzwQyWWJUlJcXPppUdy663H4XKpex4kyS6pMuHKTRE2mXEkKogAJ/gV7s4F/QCNLt3nw04knBYuQiBNs+29UGUlq95+GyMS4TdTprRbUnFjY5RIxMDr1QCBEODxaJimTXNzjC+/XL+DwVVXF2Hd1EXEB/TCmrse4XWhILAUBdWWFKS5efTRuSxZUs3xx3fhrLP67lRUNlJXx/tXX01jaSn1Nx9G/MlvUGMJXDmZxL8rAY+GbdrYiQTeggK+feVprDN/Q7PZFxWFhNQQto1LD6LqqYCOosCKfiMZesN5aO9fgOUSzOBt+nnMbW7sm5FSIlwqn/MZnyufo3Sw8UUUElU6uicK9x5J2TWr6dkhHQB3airh2lpqV6wgr3//XZ7XT+Yt5d0rLgfTwPb6aVyzmjUfvM/VLzxHUZ/DDugz2x53aipHXnwxR1588b7taCyG5itBJkB4IDEHoq9B+gugFmyzabimxmmcHY+j6DpCCHS/HyMc3mY7PRBASIkrJYW6FSt2anB9/9RTROrqdj4nKQkUFibDiT9TkjpcSX4WSCm5994v6d79MS6//D1mzVpPMOiobNfXR7jnnq/o2fMx7r77S4LBfVDMTLIFKflbxQI2xUvJlUvJl4vItecxMxhnWsu+DRVtauKDa67h78XFPFxUxPtXX02/885zko9xyuS3P3assZGyWbOoX7263ZZUUtKIpim4XCqBgAu/34WqKgghiEZN1O2y8i3L5qqr3mP+t+UMfPcHRCSB1FQMBKpp0SkeY+3qOoLBBJs2BXnmmfn84Q/TaWnZ8Zr7+v77aSwpwdulAKvYj9gUwnIJjNqm1rwrBVuDSH09qq4T75VCLNhCphZ3GkKbFrbpJOxrahxsG8WMgiIRIQNlcS0qzgNG7ZgUJI6nZjOxpia8GRl8e/havmQWtmqj6KCl2ni7R1CzNESGm4ZO+o5yErtJRTElvPXQIwgkIicPNRBA5OQRSVhMfeSx/fyk2hkpIXQfIEDNByXd+ddugMi/dtjck56OUBQ0n6/t2nT5/VtEWYXAlZqKoqpobjf+nJxdhgTLZs3arUtY0bSkeOvPlKTBleRnwaefruP++79BCNqqzqSEaNRq+722Nsz06Ss5//y3uPLKd7noord5++0VxGLm7oZO0sqSlq/5KupCtcM02G7C0o3AIFWuZVrL3t8gbNPkhZEj+e7xxwlWVhKqquL7p55iwfPPk1Jc7HhidnbDEYJoXR2xpqZ2W1Nurh+vV0cI2pT3AWzbxuVSOeGEbWUFFiyooqysifz8AHkJg+6qhXdTI67mCPm6oLY20jZuaqqHvLwAGzY0M2PGqm3GSYTDrP/iC3w5OY44lkcDRSAQ2Aljy/Jt2dZiRxg2QkJHdyOZsY3EDReWULBtSAgPimGAKem1/DNsbKxWj1YaaQT7eTjq2quINTURqq4mVF2N6nYz4Mm/sFJdiYLSJtIlVFB0UIrdKN0C6MMz296Lt7TgTkkhp0+fXZ7TsoTEs2whpG2r7WalZ1A1/xDJ0ZUhsNaCSN/2dSUdEl/usLnL76fPmWfiDgSQloVlGPx/9s47zIrq/OOfM+X2u73B7gJL701QEFFQsGEvGHuLxhZL8rN3o7EktlijScCa2BVFwYIFRaX3XpZdtvfd26ec3x+zLFWlLKjJ/fDsw7PDzJlz5g4z733L97VME0XT0Lxe/Dk5+DIzCRYUoOg6zWVlzH/+edZ98skOxpPu86G5dp7iIHQdaVk7bdSd5NdP0m+Z5L+CJ5+cjZSgaUqb5uPm55yUElVVMAyb+voICxZU4HI5IoNvv72c8eO78fLLp+Dx7N//DsXFjcyZU4auqxxySCeysnx7PWalCTPDjpfhYB90bqfUtRUx+Lh+GqY8GwuBkBCRYCsuBFFMGQZ2rXptxdtvU71sGUJR2nSTbNumccMGBp1/PsvfeGOHUA0473xp22T06NE+iwJ69Mhg6NA8IpEElZUhDMPCshzBzRtvHEWPHpk008Q3ZUuY+loxS2eEKa8IEwi48fl03McPwJhVgmnalI7shjw5BXdxHR1Kq1i1qpaamgimafPgg19z2GGdKSx0qubC1dVEamuJNjXhSUnBuy6H8BFFyOlrkWlehCKwTQvNUgjm52ObJq5lTeiBVOJGmGMaXuTrwDEsVwaSUDzImEGwtpYOGxZzwOcvI90qiYGpZJOCjgsLi0Fnn0Ofo46jcuFCdJ+PjsOG8ZnrcwA0NAxhILd2vChgWwq+o3No+mAuasRG9/kY99BDPxry8iqCRFoGrkQc6dmiYyYSMZSMfdtYurmsjLnPPMPGr77CHQzS/8wzHYHV7ecr3DivPxPYqq+lNEDN3enYB119NarLxbznn6elrAxpWeSPGMGQCy5g1fvvU79mDQ3r1qFoGll9+tBYXMxnN91E81VXMWSrBP5+EydSvXQp8XDY6RHZ+qASqoovI4PsPn2SIcX/UpKfapJfDS+9tJC33lpJhw4BTjutL6NHd27LyWpoiKEoAkURO/XW27bE49EoKXFiX5YlkdJpXPzee6t4/PHvufHGXUy03UvWravn/vtn8umnG9A0Bb9fx+93cd99hzN27J4LNb7TDNdWQp3lGCcpCtyYCde2wzvuqkqYKBrpqmxkg92FFFqQQMyCuAhwgT/E7hhctEo+bEZRFCzLomrJEtypqU5T5O29XJaFLysLXztWbwkh+Otfj+TBB7/h44/X0dwcp0OHAPfcM5bDDutCCRt5ef37TL6omUTYRvUIoi6TBQsS9Di0K6XjBxAY2ZPmNB+qqmDaEmN8H+auq8F9+3t4dMUxJhtjXHLJ+7zxxukkKkucyrpQCDMWI1JdjXJbLfqj44g3RVEW1SDygiilTXjTM7BNk0htLQf+7nek+w5nSnwKSq7KODmdQ8wPqXmtjoYFFqllxXTYsBjRIwP7wcPRdQ8qCmHC9KYPGhpaVtY2MhAKYssfRUHKVi9f6xeWRL2X/C5Z9LprKPnhXDofeuhPSi3k68Dp58Hzj0JWDmg60jTQmpsYcvll7fbZbU+0vp73LrqIWH093sxMzFiMbx95hMaNGzn01lu33Vm4wHOyk7Ol5IFQQJogW8Dzh52Or2gaB151FQdceimJcNgJM7Y+bAacfTaz/vIXlrzyCqmdOrUdo/t8zH/+efqdfnqbnMbAc8+lZuVK5v397xihkCMGq6roPh+BvDxGXHfdPrk+SX5+kgZXkl88mzY1MWjQs9TXx9q2TZq0kDPO6Mff/348Ho/G0Ud3Y/78cmxbwevViUS25Kps9nj5fFu227ZsNdDANG0efngW5547kI4dg/t0Lc89N49HHpnFunUNtOo04nZrZGV5ueWWz/j443N3W04AoM6EyyogYoNXcURCIzbcVQtHBGDAjjnbu0yTBcvj8Jl6LFd4nuH2yN3UyzQkAg2TYfpGTk/rucvjedLTfzDpXfd6SCnIxxUMUr9mzdZuSoSqMvaee/Z8IT9AaqqHP//5CG69dTTxuEV6usepOMRiBp/x5VMxrKggPc9xFyoei9qIySqXh7ymTQT0CCHSCEqLEncutbYHM9WLevoB2M9+iaIodO+eSV1dlBkzNiDe/ytmLEbugAFULV6MbZoYG2rw/HY6+ReMp9dtEwmGXGT7C6hZshQrkaBgxAjWFYb5R+IzWqQOebk01qfifXUNhXMX0CEUgepGGFeEdf0I6JOFsaaSpmyTAZkHcTA7/zLRnR4sZhERIqjC6ZkkkSAhGMmgQ0EmMS1Kt8PH07m13+SucMtlZ3FPcxOed1519KkUQacLL+Hks09vj49sp6x6/32idXX4MjNpKS8n2tCAqussefVVhv72twRyt/Nc+a92crYSM0BqgAXeC8FzPNK2sQyDSG0t3vT0NtkMANXlwrtdSFAIQf26dbhbjVHZ+tBRXS6klDSVlLSFYVVd58iHHmLY737Hgn/9i40zZ2LH4+SPGMEBl15KTr9+++waJfl5SRpcSX7xHH74C23G1ub3dDxu8e67Kzn22B6ccUZ/Lr54KO++u4ply6oRAnTdCSGCU3XWu3cW5eUtbWOq6hbvyuaX//Tpa7nwwiH7bB0vvLCQ66//hEgkgWm2lpBrgljMoKFBYNuSuXPL98jL9WYLhGwIbJWV6VGcbf9ogMc7/PCxP4UhwStghnEkh2uf8jfftcw3h1AjM8lXKjgpNfQG8gAAIABJREFU71J86q6ngx58/fXMf/557FaFcMBRC0cyKlhOqmxmhSeDpXSnYd16J59FURh43nkccNm+85D4/S78/i2/11NPgjgbvjPxZ2xZn8+t06GXghWt4O/TH+Dys54jM1yDKiDLr9Ds8WJ5JfpBWRz62BRiXQ5BDXQiFEqwfk0N/oULCeTlIYSg47BhRGprSYRCuPx+zrr1WdStXuZZPRxDtpQS3k58Qb3pRSeILV2kBBvY+JvhaCtWkFO5EPpkYV80CIIu+GojykfrsYpDdL5tNO7hOzfiO9GZ/gxkOcsI0YKFhZCCtJCPNM2HqRro6HSk425dy45ulWduu4qFl19ATWU1Awpz6ZDq/+kD94LqZctQVJXKhQsxYzEUTcOwbazqaha/8goH/2E7z5XwQMoDYFWAXQNqJ2rXVPHtI5ex/pNPiNbX40lPJ5Cby4Czz2b45Zf/aKgvrXNnSr/+moZ160iEQqguF8GCAlRdd3L1tiOjWzeOuO++9r4MSX7BJJPmk/yiaWiIsnZtA7BjYU9LS4Lp0x3l7JwcP1OnnsVdd43hoIPyOfbYHkyZ8huqq//I7bcfSlqahw4dAm25W5vZnNCane2nri66z9axeHEVd9/9BZZltxlbAKYpsW2IxRLU1kZ2Ws22K9T/SN5/9V7WBGSqcIAXLKFzc/Rh7o7/lQ2yD2vtPnyj3kue94ebF++MjK5dOfSOOxCqim1ZKLZJts/m8IEBeg4oIti9J2nuZurKyjAUFVtREKrK6ilTKPn6671bzG6goSKRBDIVzNiWz0wKGKJX81L8YTISjeiWQUJzsyarOxvTClGMBMKlEc3NoeLyM+lX+jpp5Y6ieK/eWU4VWmtStKrrBDt0INihAymFhdsYW1szy55Po6WioSIEqLob4cqiU341lWdcgfvmI7DvORTZJQWxtAb1X0tQ17egVMf45PXHMNn5TaCgMI7xnMrpjIqOxLsmBjGDRq2JjdG11G1cx5GJ8ehb5zntIkLAkKwAR/bvus+NLYCsnj0JVVZixmJoHg+KpqG6XAhFYfkbb2AlEjs/UO0A+kCaK8K8f8kllMycSaS2FkVVidXXE6mrY+Hkycz/147Vi+CEMhe9+CKVixZRt3Yt0YYG5962bepWrcKfk4N/JwZXkv89kgZXkl80zc3xraNKbWxOivf7t7wIsrJ8/N//Hcxnn53Pu+/+huOP70V2doCbbx7NjBnnM2vWxRx1VDeEANO0sCwb25Z07ZqG16tx4IH5+2wdr766BHA8czvDMCAWszjzzLfo3ftJnnxy9m5VTx7ud8KIloTW9HI2twgct5fvOiHg3hzo4wavovC9OZxJxu8o1U7jyfw9y6cac8cd/G7BAk6+4EguH+vmotEeRnVVkGvnsSlh8PUqAzUawfIHSaRmIlPTMWMxpl5xxT4rmd+svA5gWxbRBcVoSxs5uOdyuq76nM5rZpJVs4ZDI/O42XydvrKYRk8KvkSYFXl9qfNloCTiKKYBqkJKWRnrR4yhuqgP6as/pEuBl8PH9aDHhAmEq6vb1iFtm1hTE/0mTtzpvNawhhVyFQlpExcxYsSQSBRVQ9d10kYeyoWDb8P3wELUu2ehTVqGHhW4caO6XBi1TZRR9oPrVlAooIA1i2diWDE8a6K4S+NoUUmisp6y/3zc/hd7H9DrhBMw4/FtrqsZizlCua1hvR9jxVtvYUajxJubnTY7mobqdhOpqcEdDLLk5Zd3kCtp2LCB1087jW8ffZTV77+PnUhgRqPEGhqINTQgFIWGDRva7qsk/9skQ4pJftF06pRKIKATChnbbJcSXC6VU07ps8tjeb06r712On/843Ref305uq6QlxdACBgxooCDD953jXxLS5sIBj1YVtOP7pdIWGza1Mzjj3/H+vUNPPLIUbs0/oFeGGZG+drSkaaFEALVpdLPq3Bm2t6LhPZywwed4NMQbDJgkAdG+/eun2FOho8cfx1kBJ0PVFGImTYdqtdi1regagqqAFuBuAS310vD+vUkWlp2S4lbSlgWh8Uxp4ozYkOWBkcHoIsLGjdu5OsHHqB87lyEEOQPH0718uVULlpEPNpClgIZBthVAomgW5qJ2t3F1wMO4o5T/oohVHQrQcTlI666UIVFam0F6c01NAYzqOvSg271xfzhjqF4PBojr7uOUEWFcz5FQVoWvU48kX4TJ9JcVka8qYna/K48G/GwzKxlcM6npKg6bjVB3PKDsIkTxycUYraHEZ4AWVld8TUKrKb4NvlGViiGZ0yPH/RwbabGrKIq0IDeDIqQELegycJI8zK/5DMO4pI9/pz3F/6cHHqdeCIr33kHMxZDqCophYWkFBYSra3FnZpKzYoV1CxbhictjcJRo9C9W6ooa1etQvN4MOPxtoIOIQRCCKRtY0QimLEYrkAA27ZZ+u9/8+lNNxGtr3eKPuJxhKY5gr2trXqklDQVF7Nw0iSG7cNweJJfB0mDK8kvGiEEDzwwjquv/ojt5Zl++9shjBnTZbfG83g0nnzyWM45ZyDvvbeKUCjB0Ud348gju6Np+87hO3x4PnPmlKGqYpuQ4s6wbUk8bjJzZgnr1zfQtWv6j+4PsHp1LZEr3if/yP7Uj+yOpSooNS2YHfxc40vnrFQY49u7FjwZKkxsz17AK2aBZYEvFZprQXFhKgrCkuSnwtoagRQKAsdnZ9my1ZDcedhtfcIxBgt1KGrdxZRwZw1MD0Gp4eS0qUAnHSY3wR3+CHWXXkq8sZFATg62lCx65RWMUMi52aRESOkYfziVlVED1jeoPDzuZrzxCBmJCEJK1mT3wFtTRaCmAnciBlLiDgboWL8StbmET1f+HV+fIWQEchjy1G2MWBsmXFVFWlERLr+faddcQ9ns2SQUjTW2xoZLrqfgtAxMJOXxNIJ6A7YSwbJ1VMXARKOp5ShOy1JQVYURt1zPx7fchNliIFwaMmagFWXhPWUIHfjxJL5m2YSwJYLtbhAJ8dxfz2ti+OWXUzl/Pq6UFMfwtG1CVVV0PuwwZj/xBGs++siRYlAUvGlpHPv002S2yozk9OtH+ezZeFJTidTVobUmvDsisyYphYU0l5ez8csvmf3EE9SvXYuVSKD5/RiRiONZ20o/S1FVbMPAFQiw+OWXGXzBBWievaheSfKrJxlSTPKL58orD+TDD89myJBc0tM9DBqUy2efnctTT03YoxYvQghGjizkgQfG8eSTx3Lccb32ecufs84aQCDgxrJ+OhwmpcQwJKoqKCn5cY/YZl58cREiYTJw9lqGPTYNX2UjSoqHjdVRlkVt/q8K/tmqF1pR0UJxcWObIOzPhmgtp8wudCxBI4EmJYptkZnpxUDZpkpRRqPkH3TQNi8tadsseOttjn3uPY74dAW/m1vCqevjXF8JMdvxyE0LOd8s49IpKtAE1FrgB24vidAUCuPPyUEoClYshhmLOeKTrecFwLRxYrROZeuGRijx5VPW4CZsuvA2N6FZFrGU1LaQViiYgaemgsJV85Bn9KFikEXJ6gWU2BuZIt6lsYeg0yGHkJKfz4zbbmPT7Nn4c3OpS8vCdHvo/dSf8C9bgoKCLjTCZjo5ig9NaLQkcuiYOIKnsrqT3nrrDht3BoNfvBP9xH4oQzri+eMY/JPPYlTwCHz8uMZbup6JnhLA3C7PybYtCjN2bE/zSyVv8GAOu+supG0TqakhXFNDl7FjKRw1itVTpxLIySHYsSPBvDyMSIQZt97a9nn1OfVUXIFAm3yDEY1iRKO4U1KIt7QQrqnh5aOOYuoVV1C9dCm2bSMBMxx2xHqVbe9X27axDQMjEqFiwQKm/eEPRFtFe23TZM5TT/HMwIE82rkzr51yCtXLl/8clyzJfuTX89Ulyf80Rx3VnaOO6v5zT2OPycnxM3FiX9avb6ClJc5O2tpt5X0SZGR4sCybgoJdC52tXl2Px6OxdGk15UM6YegulJIG3C4Nv2UREJKHPyzl7de+ZdmiKqJRg4wMLw8+OJ4TT/yZXqj9DoF3HgVNh6KBUFWMK9RISHUx4w9/JfHwU3jXrkDiSFOmFRZw8osvbjPE7Kee4pGyKMvHnEhaSwOysRarsoxPBg+jyKWzPO5UWFabtPluNhtfUkDcMKjI70ZmtB5wqiXb9Dp2kismgYTUUSxJRTwF3YL6TRJZXE9k0XLsowfQWNQbf005WauXMu7pu3CN7oRx1UG4Q2DGo4iGOK7MAN/wNUV0JVxRRdns2QRychBC0GKDcHuQYRXlrYUoBw5EERJTauRrGkUuk4S3ifMoYuvaQ4Hg2N4XMPDWcRSzAQ2NHvQgi59O2M4gk14ZQ1iW+A6jLgqWxE5z4Y4pjBv7yw8nbk3PCRPoNn48TaWleFJT8WVlMfWKK9C93m2ad3vS02ksLqZp40bSunQhkJvLiZMm8d1jj7FhxgyMSARvZib5w4ez6bvvMMJhWjZtahMrteNxJyTMlkpnufV90+rtsuJxEIIFkyax8p136DB0KHWrV9NcWoqiaSiaxtrp0ymdNYtzP/6Y3IED9/clS7KfSBpcSZLsJ/LygnTvnoGmKSxfXkNLy7beBCeCJfH5dDRNYdSoTnTvvmtJ6f36ZfPVV8XU18ewfpOHjBlYpk3UMtjw8SqqJn1PZHU1q8LOOX0+nWjU4Nxz3+aNNyZy1FHd2n29P0l2AUy8EV5/0HmJpWWjZnSg4cw/UZw/jtUHn0f2rM8YvnYBJw3uxaATj9umLD9WV8vsFyfz/Z0v4I60IGwbxeXGjMfxVFfwprsT/VotElWwYz9AQPP60IwtCc16IND2UnaEQCXbWMdSEpUu6l3dCH63nEbDhfX+8lbnl8B+aykjhrYwvuJDCtfNIjfbT81xfSmOmlhoICVWPI6XDMKEiRAh3tyMUJS28/oFhAHpciGrTCKJDnhc5WhSxxQ2FpJDGI2bHaUeBILC1j+7g0AwIXgq2XoeC9K+JW7EKIzkMb7baaR6fn0VdqrLRUa3bpixGItefJG106cTb24mtVMngnl5Wwyv7SqWy+bMaVPidwUC9D/zTFLy89n0/fdEWgsdhKYht+pJKbY2sjaPt72xLgTSMAhXVrL2o4+2qMsLgerzobndJEIhZtxxB2e+++4+uy5Jfl6SBleSJPuJceO68uyzcwkEXBx6aGcaGqKsXl1HKJQgJcWNEAKXS6WwMIWJE/tx6aUH7PLYJ53Um/vum4ltS0RVC3KIE2eSNS2sm/QtWDaEthh4kYiBrqvousLtt8/gyCO77lF4dq8ZdYrj6Vr5vRNi7DuSLsEMXpbQbKu4ux2JRzlyx+Msk5feepnHbniayg5dUCwLTyxEflWJo/je0kxUwvFBmBWBbBUqTLABC/AIJ+RYmBakr0fQtLocT3o60rbx5+TQUl7uGFxbV6U5Am8sKxjOGy1Hkpi8FLxuyE11okm2hV5aR83HGzm5/wLchSaa36TnjNkMWrScj44fS4uuofm82NgoCFy48BYVobndGNEoutdLvg41FtiRMC0HjqGi7gQUzxoOS11PL+GhL33J+4mcrD1BR2eUZwyjPGPafex9hUSyguXMq/2S+g9n4yuxGDL4GAYdcTJSSqZdcw0V8+fj8vkIVVVRt3o1scZGsvv2JdbYSEpBAamdHUHXDTNmMPO++/BmZODPzsZMJJjz5JOobjfN5eWY0Whb2FBRVWzTRAon682TloY/N5fcQYPYMGMGsYYG7K2MMlrDj+AYWZvDmGY8jubxtMlXVC9atH8vYJL9StLgSpJkN5FSsmJFLWVlzXTunEaPHhm7ZKwUFKTwpz+N5a67vmz1bkkGDcrjsceOpn//nLax98Twcbsd4wkgMWMVYnxfpN8FX5Q7uUd1oe3W4DRrFgLKy1sIhRJ7pHDfLqTlwIjjt9kkBKT+SFrdgiXzeKb7eDyllaQ21tASzCDu9lOeU0j+pvXE0zI5ygdH+GFCED4KQYYC1ZaTuFqgQZoKj3ZQKHj2WRZOnszajz5CdbkY+6c/ITSNr//8ZyI1NQhFIWfgQLoffQxXvxNmSUUQgYlsDkNDDNEcw5/qRglFSYSjXNRjNrrbjfR5iMZiEFbxuSMM/nYhs487HFdqCmHC9GcALlzgglE33sgXd95JvKUFzeWiRzhKWaciVhxxEgE0znX34TxPH/ZtpuHeE66poXHDBjJ69MCbno6UkqpFi1j38cdIy6Lr+PF0OOCAdjPu5zGXb1e8R/iy15ERgxAWHz73AdPqfouCwLYsUjt1IhEOOwaTbdPY2qfTl5WFJzWV1089lbSiIla+8w6h6moE4AoGcQeDtFRUOGFmIZwqxFavp8DxgG72aHUeM4Yxd91F6axZ1K1ejRmNkthscG3vAdu89tbtZjzeVgjizdq3vSaT/LwkDa4kSXaDUCjBdddN5/vvN5FIWBiGRb9+OTz99IRdyrcaP74bBx9cyKJFVei6wqBBedsk7O/pi6hDhyC6rqKqAldjmOYHp8Elo1vzTWyIGDscs7mfZGqqG7f71/UoeKs2hq768XgEdnkx0e5BDFUnFEijISOXXplpXJXhhBLvzoYzU2FJzPndLyBTgyEeJ4EeVyojrrmGEddcs805Bp55JtH6elyBAJrHw/RvNrFi8oekdg6ALalvKsEKJZCRBDEp8aoKPft15LDMOtzd+pKZ4aNpUynhqioMTaFbeQ3L+hcREzH60Z+RHNx2rh7HHktKYSHL33yTcFUVBxxyCL1OPBE1EERl76pL9wdWIsGUSy9l1XvvYRsGQlHofdJJ5B90EAsnT267r5e/9Rb9f/MbRv7xj3ttdCVIMF/OI37vZ2BK1NxUrEUlyMYIlmkjUbBN02kRBaCqbbINLWVl6F4vNcuXo3m9bJgxoy20C2CEw4QrK9suvDslBds0sQ0D1e1GWhaKruMKBDjk5ps5+I9/dOYUCmG2ViwKVXWMte3Ci4qmIYVo0/QSQrTphx109dV7dU2S/LL5dT1lkyT5mbnrrs95441lJBJmm4hpcXEjvXtv4Morh3PffYejaT/uh/D7Xe2u+ZWW5uGII4r44IPVmKaNXFQGV/0HUjzQHPvB44SA884btM+rNNubRm8qetQkLcOP2hRFW7OQppQsIhnZ/DYY47ruXlJalySEI9raZzcdeEJR8G3lcVi4vAZapSlQBSl98mhaXI5tWCgenf69MvB4VEw00oI6iqaS3qUL6V26gBHHNhOcqZ6NB+9O869yBwwgd8CAvbgqPx+f3nwzy994A83tRvf5sC2Lpa+9xsopU8jp1w9vRgYC2rb3OuEEMnvuev/NnREmhN0YxlxdiZKbit0YwWqKgKaAoiDDxrb5d62VhEJV2/okphUVEamp2SKW2tpGqo3W7YmWFoSmOT9CkN6tG570dIZefDGDL7qobff8Aw8kpbCQxo0b0f1+EuHwNlIRCOFUQQpBtL7eCTXaNoquc/D11zPwnHP26pok+WWTNLiSJNlF4nGTf/xjAbYtSSTsbZ7l4bDBX/4yi/ffX83nn59Hbu6+bYK9M+65ZyyffLIOISCRaJ3cjxhbAMOHd+Taa0fsh9m1L2M75vDtxibSElHSUn2kpUoidgLbbuDmUQPYF/Zjzzw/qqpgS1AE6EEP/i4ZhDY2kJLqJhYzsSyJ98SJ6JumgafDlnBSUx3KUReSSlr7T2xXkRLiEdDdoLbfo1/aNkteeQVV11F13REJDYexDYNEIuEIjaamkt2vH0qr16dszpy9Nrh8+MHleIuwJXY47oTPdQVhWDu6BaVsa6kEEK6uZv0nnyAUxxO2WYR2ZyXE0raRiQSKrjuViyNGcPRjj+FJ3VaYTlFVRt14IzUrVhBvakJ3u3GlpODLzqa5tNRRoo85Gm2e1FRGXHcdPSZMILtPn21EWJP8d5I0uJIk2UW++24ThmFh2/ZO9bSkhJUraxk06O/ccstorrhi+D4VU92elpY4fftmo6oKS5ZUEQ4bO1M2aHsPpad7+eCDs37Z4cTGGlg7D1Qdeh8EXkcjaULnjrzfbLO0SeAyE5hCRWg69xal4tqNRtq7w7gxnema7mJtQwQtzYsCWG6djMH53HvFULL8GqNHdyYrAPyjEVbPBqE4PfVyB1Oacyz94ubPc73XLoA3HoLyNeDywujTYcJloO9cRHZ3sE0TIxJBczteOyMScZqRtxowtmXRUl5OuSeIOWg46VlyGzX8PcWNm0H+4cw8vBvWZ2sRbtWxhKWE1i8cbWG9ndFaMbr1PmJzn8sfaR+V2bMnVYsXU/rtt/Q4+ugd/t1KJDBCIaRloXo8GJEITcXFdBkzhsPvvZf1n36K5nbT+9RTCebl7fV1SPLr4Rf8pE2S5JdFSUkzliWJx3ciorUVzc1xJk9egN+vc/HFQ/fT7BytL9uG7Gwv/fvnMG9eBYax87mmpLiZNOkEMjP3/sW3t9StWcOy116jsbiYDkOH0nH8ccyc18zaT7+ib8U0xhdUE3Tb4PLAJQ9Dr+F4FHh2QAGfNsSYWdNAtqZwYmEOPdx7nhf0djP8p8lR1L85CzpvZ4sEg27eeP44rrntCxaurseQMLRfDn//81j6dt4uf+/KJ2HTKtbPXsK9f9/A8jnp8OEMvF6N++8fx4gRBXs8z92mYj08dSWmaRGJWMimOrxTnkWPNCPOum2vh1ddLlIKCmgqLUX3+bASCaQQbRWe0Xicz6+6hw0jjkDYNmg65QN68YgN3r20jQ9iBMpNt/JV1a3El5SiKAp2SxyhaEjbcgRJW/kh46stjGjbKJrmCJr+gMHlCgRw+XxYsRgbPvlkB4PLNk2+e/RRsvv1I1xVRbimBiEEms9Hh2HDyB04MKmz9T+M2FeNYPeEYcOGyblz5/7c00iSZAeklJx44n/47LP1RCI/3JdOVQVut8rIkYVEIgYPP3wk+fkpdOrUnj1xfniOV1wxlTlzysnO9rF0aTVlZS3AluIoVVXQdZUnnjiGCy8css/n9FOUzZnDR7//PVYiQaSujnBNDbEElKQfxAbRi5gaICdgMenEYnKURifcc+9H4Gk/Q9GyYOgGWLKVLJoK/DUHrtlJ0ZiUkqqqMKoqyM72t21bvbqO8vIWiorS6dIljXA4wYQJryKlY+CCU3SRSFi8995vyMraT8buf+4nPvV5opUVKNjEbI2YVElLDxKctBiRkrnXp1j53nu8c845TjgxGt3GQzTv1IuZ85vLCdZUICSgCMxe/blyQGf+0E5Feba0qVm5nNplK1n66qusmz4dIxIBaOtMYMbj21QLCkVxDLLWPp6q14uQEtswtkg6bA4Jt7qFUwoKyOzVi0RLC13Hj2fMnXey+OWXWfqf/xBvaiJ38GA2ffcdvqwswpWVJCIR3KmpuINB/Dk5THzjjfZZcJJfDEKIeVLKYbuyb9LDlSTJLrBmTR2VlSGKitJYtaruR/shZmb62LSpidLSFq6++iMsSzJmTGfuu+8IvF59n81RCMFDD43nwQe/ac3lEqSkuCksdBqAe706uq7S0BAlNzewz+axq0gp+fr++1F1naaNG51WKtIFMk5B03zS9FI2dJxAZdjFM3OzufMwExqqYc1cGHBou83jzlrH2FLZ0uvMAq6vht+mgX+7p6QQgry8LdevuTnGGWe8ScWipZyePo+VWpT5ygCK04ZRWhqiV48MmjdtIlRVhRCCqDuLz2es4/SJ+ydB3p73CaJ6I6otWFFls77WQCiCTplxOn32Efkn732idu8TT+SMd97hi7vuonzePEddHUBKlh01EW9jPUJKFMOg0+Lv6Djpr6z0+/l24gkccO7ZuPz+vTq/IhRy+/Qnt09/rFiM+nXrcAUC1K5Y4eRf2TYer5d4UxOq19umEm+3erZ0r5eMnj0ZdeONVC9Zwpynn8aMRrEMY4tXTEqiDQ2UzZ6N5vHQ9Ygj+Oahh1j+5pt4MzLwpKVRNns29WvWUL9+PdKysOLxtmbWHYcN22PZlyT/HSR7KSZJ8iNIKXn99WWcf/67LFtWQ319jIKCFNxuFU3b9sGpKIJg0E1qqpvS0mYsy2bBgkoWLark6afnctVVH+7z+QaDbu6993BmzDifp5+eQI8eGXTunEpWlh+/34WmOTpCvXv//Ho/scZGmkpKsEJNGKEWNF0nYdpIVUORFm6zGX+skgyvxWcbNofsJFg/7GHcE15q7TG59cNQwTG6ntuFVpZnnfUWHVa8y+d9HueaDl9yTvZs7k+fzMjKN6iqaGb1N/NoWL8eKxHHjMVoqazg+0mv/mDYql2JhrBKV2JakukrJfNKIJKQhGM2CzYafPros+12qq7jxnHR119z7FNPoW7V79Lw+lAsE6Sk37TX6fr1dDAtEuEwrz3yN/75m7OxzPb7TJe/+Sa+zEx8GRnkDRqEPycH3e9HdbsJ5OcjWj1admuCvNJafZjVqxd9TzmFsffcw+Dzzyerd29y+vVz8s02C5XGYshWA23Zm2+y8t13CeTloXu9KJpGsGNHzEQCo7nZ6bG4eV1SUj5nDpPHjm23dSb59ZE0uJIk+RFeemkxDz74NR6PhsejEokYNDTE6No1ndRUD263Qk6Ol7Q0N507p9K/fw5lZc3EYhaJhIWiCFRVwTAsXnhhEfPnl++Xefv9Lo4+ujsDB+ZSXt5CS0uc5uY4FRUtHHNMD7p2Td8v8/gx9FgzavUGjJK1kIhCuBEhbSeso+gIJC6zBcsGr2ZDIgaKCj12XYF/V7DY0mdxM5t/T/x4uh61tRGWzFzGI92nIoQkbOlEbB0FOCNzHhlqCDMcQqo6iqqBqqG5dAKl31Gzk2bF33xTwpFHvkRR0eMceui/mDJl5d4ZZiUrkL5UShsFtSGbgFvi0gQuFTQVatdtoGH9+j0ffyd0HDqUQF6eY3QpCl2+/5xoWia++hoyN64mlJmD4fUhhUKLL4XlS1fywjHHOjIJe4mUkqaSEqoWL2bjzJnUr11LIC+PjkOHklJQwKlsk4NQAAAgAElEQVSvvIIvOxvN5XLU3Vu1ufqfcQYTnnnGMb6EYNwDDzDw3HNpKi3FiG9p/SRN06nAtCyKZ8xAtqrObybW2Lhtd4LtKJ05k/Wff77X60zy6yRpcCVJ8gMYhsW//rWAjAwfgYCbHj2cXBfTtKmvj9K5cypnnTWQ4uLrWLjwMi6+eAgdOwbxeHSklGiaghDC6ZemKti25IEHvt5v89c0hSefPJZrrx1BXl6ALl1SueOOw7jjjsP22xx2hmUYfP/EE6w9ZwQF7rDj1cJJMnMLA2wTw5MBmpsYXupDktM7bYBIM5x5G/jbNx/u5KDTZ3Frs8bCeThe+hN26fr19ZySvQRdWCRsDcdUExhSpdDTzJl5i4jioTGm0RzXaE7oDMttpIO7hbrVq7cZ6/33V3HMMa/w3dfrobaEVfPWcv757/Lcc/P2fHG+ILo/QEnYjZTOvRhNSMqboboFYg0NfPmnPzlSBe1E7qBBFI4YgSIE7kCAA197Bl9jbZuXSyoqQkpc8SiqdCzaVZuq+PKee/b4nLUm/KlaMuCLYqb0GUUtGqYtibe0UL1kCU2bNtFhyBA6jx7NBV98wcE33ECPY47hwCuv5NgnnsCXnc13jz7KvOefZ9WUKYSqqpCWRXrXro5HbDOtOV2h8nLioRC2YWyTmB+uqtpWTX5rWrctfuGFPV5nkl837ZLDJYT4P+AvQLaUslY4QerHgWOBCHCBlHJ+e5wrSZL9RUtLgkjEIDfXSXjOzvbj8+mUlbVg2zYPPjieQw/tjMul0rlzGrfe6uQVnXbaa7z99sptcjWkdBLW161r3K9r8Hp1zjtvEOedN2i/nveHsG2byWPG0Lx0Pmf0T9A5xaYlBGujgkQCXAoYeiqmYRD2FbIhezTje1mcd/EQOOBwp+F1O/OXXJgSgtKt2yYCN2dC+k88IfPzU0j37NyjoQjJaflradxUTI27CEXTGZBv0KNAI1y9raiqZdlcf/0ndEss5UD7WxTDQmBTanTm8b+onH/+YDyePXhcF/RCdOhGXn4Vq8rKCRnQELYQgOrxgqKyadYsZt5/P2Pvvnv3x98JQgiOf/55NK+XFW++SXqkmd/cfhEzz7jCMbRiUVQjgWg1caWqYOguSmfNItrQgDd997yvMRsurYAl60uRa1ax7sCxZK5fgVGylvSqTahuN7HGRg65+WYA0rp04bDbb0faNjNuvZU5Tz2FlUjQWFyMtCx8OTn4s7PR3G4nB2uzQbVVSx4pJYnmZgZfcAFrpk7Fl5mJquvEmppQdR0rkdhxosJZsSvw8+dPJvl52GuDSwhRCIwHSrbafAzQo/XnIOCZ1r+TJPnVkJLiJhh00dgYpaEhRktLHL/fhcej0rVrFlOnrubzzzdw0km9GTasY5uB9fvfH8Q776zCtm2cV7ds83INHJjzs67p52bJK69QtXAh6Wk+hGKiu1QGd4au2SaVeh6VlS0oHo2M03+L79BTuKVvAV267FuxUI8K67vDY/XwbgukKXBbNhy0C0WE+fkpaEMOJ1r+FS7FJG5pTtGbsFEVgUtYDPWVobrL8XlUaLSIRDII9B5IwUFbHollZS0olasYaX5JQvGRUDwgJYV2MUrZVCoqfktR0R6EgYWA3z1Kj/jVzFs5nbqGqNMk3OXBjCdACELV1SyaPJlhl1++V7pQlmEw+4knWPLqqwD0PfVULpk7l+olS0AIDukzlP/M+4pgRSmxQKqjuh5uIRZMJb+pCrzZe+Rp+yoCqxvCiBVLEbaN7XLz/ZlXklZZyqH/fIg8TZLVuzfpRUXbHFc2Zw7rPvkEf04O5XPmoOo6wu0m3thIRteu1K9b5+iJCbGN93NzVaMnPZ3DbruNYIcOLHvtNaJ1deT07UuouppITQ2Rmpod5qrqOgdcdtlurzHJfwft4eF6FLgBeG+rbScCL0on+eA7IUSaEKKDlLKiHc6XJMl+QdMUTjmlDzfd9Ckg0HWFqqoQpmlTVxelsjKMlJLp09dx+eXD2jS3DjusC4ce2plvvtmIogg0TUVKidutcdNNh/y8i2pHpJSUlTXjdmtt8gg/xeoPPkACYVMlZCh4VJuErRB0Czp395M5IgdO+QMcsX9bnKgK/DHL+dldrnnqKpZf9hk9qr/Cpxqt40nWGPkEvYLjThnOnDkbqKluAQR5gQiHPXhfW8NiAJ9Pp7exGEsqWKL1sSwEYQLkm+vxiSiwh3l3mR3w3PU6x4/7lJfPvohYbR1WNIai67iDQRCCSG0t3z3yCOMfemiPTiGl5JVjj6X0m28QihNK/+ree1n3ySecM306VYsX0/KnW6gefDDN6WvJW7UIgaS2e19SWxpJMbyk5OcT2AODb20C6mprCbClF6nUXZQOHkl536FkL5lFTv/+Oxy36dtvEUKQCIexTbPt85BSYkQieDMyiNTVORISm8e1bYSuo6qq0+vS5WL45ZczrNWIijU08PY55ziq8UIQqa52TiYEqq5zyC23kLuTuST532CvDC4hxAlAmZRy0XalrvlA6Va/b2rdtoPBJYS4FLgUoFOnTnsznSRJ2p01a+rJz0+hsTFGQ0MU25bYNlRXh7AsycCBuSiK4Lnn5nPCCb3aDI8PPzyLq6/+iHffXYVhWPTsmcFjjx1Nr14/f3Vge/D11yVceun7lJY2YdvQs2cGL754MgMG5P7ocVvCRYJZlX6OKGjBp9nYQuK2o1A0Ekadsu8X0I74U7wMf2EKiZnvIT9/BZcmaD7gVLpuWIh/3TeI1FTyTxxMJJJACPAmmkBEthkjS49Q5K2nISKwDQNFEUhFxZaQnunFJeM/cPZdRAgyR49n5I038cXdd6O6XG3K8NK2UV0uir/4gkQ4vEcSDWunTWPTrFnofj9Kay9Cy7Iomz2b+c8/z6IXX0TRNH4TqGNhxGbNkINxxaN0W/I9eXYCT0EBh91xxx5JJuRrYJqOJwohwLaQCAQQqNqEomkMufDCHY5zp6Y6nqudFCUIVUXVdfqddhoVCxaw8csvQQjnmglBIDeXw26/fcv+rfP2ZmRw0gsvsPjllyn56isUtxvN7Sa7b1/6n3EGaV267Pb6kvz38JPCp0KIT4Gdfe24FbgFOFJK2SSEKAaGteZwTQXul1J+3TrGZ8ANUsofzf5MCp8m+aUxcuQ/SUvzUFraRElJE/G4iWHYCOFUAubm+undO5vq6hAPPjieMWO6bHO8adqYpr1n+TfbUV0dpqkpRufOaT9rs+mysmaGDPk7LS1xQLTmEUvS0jysWnUVKSmebfaPxUwaGqJkZHipX7GUSaNHo+g6mq7j02wKPC0E3Qqj/vEaruFHtUu7mV8E7z8NH0+CjK0en1JCYzXc+Ark93C22TY8eBZfTZ3NB3PDVBkp2NIxGPKydPr2z+Xc6dNR9b3XcAvX1PBM//4Y0Siqy+VoVFkWaUVFaG43E99+m5T8/N0e96Orr2b+P/6BOxh0xE8jEaxEAtu2CeTlEezYcZtwZbSxkZZNm+h1yink9OlDjwkTCHbosEdrajChz1clKA11+BpqkAgiqRnkrl7MCXdeyhmvvkK/iRN3OK550yZeP+00NJ+P6sWLAcf4VFSVjsOGEa6p4Zi//Y2CkSNZ8+GHzP7b34jU19P1iCMYdeONu51rluS/k3YVPpVSjvuBkwwAioDN3q0CYL4Q4kAcj1bhVrsXAPunHj5JknYkI8NLLGZSUdFCNGq0CZ5KCZGIQVVVuM1rFQzuaChomrLX/RSbmmLceecXzJpViqIIvF6NG24YxTHH9NircfeUf/xjAY2NMWx7axFHSW1thMmT53P15QGQIaTah39NLmby5AUkEhZut8bFFw/l8Pvu44s77iARDpMAwkYKJz35Aq6Dj/lZ1rPPGHECzHgZws3gC24xtooGQsfuW/ZbvwgqNzD84B5sql6AjFeR6gbTMKj1dGT0uaei/vtPEI/C0PEw+PA9bj7tz85m8EUXsfill7ANA9XrJaWgAK1Va8qfs2c5hu60tLZcp3hzs5NorigI2yZSW4u0bQK5uVs8QWlp2IbBwdddR0rB3hVCpGtwYsdU5iz8lsrOPVGMBH1nvMeQdyaRctNdOzW2wFGNP+L++/nizjsJ5OXRtHEjQlHw5eURrq2l90knUTByJEIIek6YQM8JE/ZqnkmS7PHXbinlEqDtf+d2Hq4pwFVCiP/gJMs3JfO3kvwaOfvsAfz1r7MIh40d1OUtSxKJJKitjZCbG2Dw4PZtRCulZNq0tVx77TQqKkLk5vopLExFUQR33PEFBQUpPxnC2xcsWlSBZdmoqrIlt0VCXk4DB/W8DpoABG+8m8cjjwzD7ckmLc2Dpik8/vh33H77eK7deD6rP/gAze2m5/HHt4W3/qvILoArnoBX7oG6ckfWwhuEbkO2tIsxErBqNsSjeIMZTByiIJpCbVIEUhSjvnuD07Q7PQ8WzYD+o52ekuqeeTkPvPJKNn37LUY4jDs1FTMWI97UxOhbb91jL9rg889nzpNPkmhpwd6qcTWKQkp+PqHqauLNzXhSHUkPMx5HdbnwZWfv0fm25+7uqVwxbjxF7/yH9O8+x05JI/Lsf7jihFE/elzR2LEUjhxJ9dKlJMJhwpWVGNEoHYcNI7tfv6QqfJJ2pd16KW5ncAngSeBoHFmIC6WUPxkrTIYUk/zcrF/fwFtvLaeqKsThhxcxdmwRzz47j+uv/xjL2kmuh4CTT+7No48e3a79Ejdtaubss9/i++/LWgVUQQgFn09n8OA8YjGTo47qxj337H/l6iuumMqzz85F1xW2SITavPD46wweEMeyM0kYFlfccAAiaiFrNVTLxvYEcXfqRjArjSlTztwnc7NNk8aNG9E8HoIdO/4yXpjxGFw5GMrW0Kb25Q06RtPnr0CoEcpWO9WDsdDOx9isPdapL5gJuPxv0PfgPZ5SU2kpCydNomz2bIIdOjDo/PPpdMjeFXQs+Oc/mXbddSRCISdxXlXJ6dfPaXkzZw4p+fmkFxVhxmLEmpsZcc01DDrvvL0659YkJMyKQJUJXV1wgAeUX8DHn+S/m90JKSabVydJ0srUqau56KIpNDU5pekej8bYsV34979PIyPjQaJRR29pcz9bAJdLpb7+Bvz+9sk7sm3JzTd/xhNPfN92PgBdV1qr0QU5OX6KitLo3TuL5547vl3OuztMm7aGk056DcOwUVrfaF071/LSE2/REkrB7dGJREyu/uNYimQjFhoxw42wLVxunabsvsxe+Pt2n9eyT2fz8S13YIUaCXht8gb244g//3mPcoMsC6rrIeCD4N61+YMHz4EvXnVU8oXi3Dy2CUKFgYeC2wclK6Bi3Q+PobrB6wOXB7IK4NCJcNr/7eXE2p/lb73FJzfcgDc9HV9WFqruiAA3FheT078/zaWl+HNzGXzhhfQ87rhfhkGcJMlekGxenSTJbhKPm5x11luEQkabvmEolGDatLX885/zURSBotBWgQWOWKXbre5RQ+qWljglJU1kZ/tpaIjy7LNzmTmzhHjcYs2aWuztWsoYho2uK1iWTVNTjHA4wahRhTsfvJ0JV1cTqqwktVMnPGlpjBlTxIgRBSxfXkNTUxwhIC9HASnw+dwoisA24wz2VlHcnErQZSJRsIWgLqwwrFtVu8/xrdfLmHnFtVjChaVnIxolkdhyEr//Pae//jpC2fU8uqlfwE2PQk09eFxw0ji47xrw74Iu1075bgogHGMLWgU0hWN0mSa4gcLeULkB5A/0ErLiEHKKFAg3OwaaaYC275qh7wm9jj+epf/+N43FxSAlZjxOtK6OwpEjOe6555IGVpL/aZIGV5L/KeYsgVc+gIoaGDEIzj4OcjJh0qSFhEIJVFUgWl+MUkoSCYsXX1xEbq6f8vKW1gpF0da6p1On1DYvz65g2zb/+tdCnnlmLnV1EUKhBIZhI6VECMfIa8033saTBrSGNCW2bZOS4mbZsmquvXYaEyb0YPz4bu18pZxGvR9cdhmrp07FNgx0n4+hl1zCmLvu4rnnjueGGz6hosLRljJkOkLx4NUNYgkdzbC5ssds/jDvKCpDfjyKIGKqqELy+1479hDcG8qq4NW/fESRMBD+TDTAsgXrGnPwbSileulScgcO3KWxvpoLZ93gFA4GtAh6tI633nATKbd47m95O2/Z8lNYxg8fZ7UqkgsBbi/Ewj8xmIR4BJZ8Ca/cDeffu/vz2YeoLhfHP/ccc599lrXTpiFUlYHnnsvQSy5JGltJ/udJGlxJ/md4/3O452nQdXC7HMNr2kx46UH4/vtNrXnMWzwhm18QoVCC7t0zEEJQUxNpM478fhdnnrlrIoamafPSS4t5/PFvWbmyDstypCIMwyYed3K0MjJ8CGHgGFU7jiGEE1Ls0yeb5ctrmT27DBA8//w8Ro/uxOTJJ7NoUSVSwoEH5pOR4d2r6zX1yitZ9vrrKC4XqqoSD4X49uGHCXbsyLDf/Y633z6DtWvrsSybUCjBpL+v45r/b+++46yqroaP//Y55/Z7p1eG3jtIVQF7b5hEg4rGaIw+akSTGGuiifr4mqLGxMfYS9TEholGCKLYCyJdisLQ68zA9NvPOfv9Y1+G3hkGmP39OJ+Z2/c9HOeu2Xvtta54m2Agjoc03Usr+OPQyTz9zdGsSWTTM7yRa/qupF+f3vs1rk1SKYcpU5by2DPLcVd8hes4TbeZhpo8aowLErV73k7prodTpBKCErGaDu5KVdYJg68+y6XiyZcovvrmvQ+6OvSFxTPUkmITCQgIblFFv7A9rFq4++cLhCCVhOnvwhk/heIOezeeZhbIy2PUHXcw6o47WnoomnZI0QGX1iqkUvDQ85AdgUCmTJRh1zL9/Y/o2qWcdDKJlKphtcejPhillEgJxx3Xngsu6MNtt00hN1cFMem0TUFBiCuvPGqPXv/RR6fx97/PYe3aRlIpBymhsTHNppUu14V4PI3XazblbhmZdJ9Ns1yBgIfLLuvPxImLicfThMO+zGMlH320gqFDn6S0NAKAaQp+/evjOPvs7vt0vOxEggVvvIHrODiNjaQBw7IQhsFXjzzCkGuuwTAE3bvnN43h/1UP57bfF3Lacd/i99XzxZoNjGpcwnWd5uIYFnlBl57tvXDalfs0pi2l0w433TSJr75aTX3MwhMP0yG+EWlE8IezABCujZSSgl699ug549XVzJ3jYrkG7X0rsF0TF4FhWtiuxYYvplJ8/DTouZddyn75HIwbCunMkiCZHYpdBkFdpcrLcmzw+aGgndrRKJ0dP5c3CN6ASq43TKhYfsgFXJqm7ZgOuLRWYV0VxJNQmKcuJ2NRZrz3Bg3VlZiGQcBvkkjYSEnTrkBQLVfuueckCgtDPPVUkJdfnsvq1fUMGVLG2LH9KCnZeSPadesaePrpmXzwwXLmzl1PmzZhamoSTRUBpGSrmax02iEry0cyaTctK1qWheu6jBrVnn/84wdMmLCYF1+cu1UhVSFUjld1dZwBA0oQQpBI2NxzzycMGlTaFITtjWUffkiqvn6r6xzXRRgGjeu2r/BiGIK//vVMbr99Cs+9VoBhCLLCFl0GLaT/hslkeV3CbdpifP8m6H3MXo8nHYtRv2YNwfx8DI+H/7z6NVM/X0GbdjnkJASzagexwZ1FQd0yhNUO4br40kkGX3kVoT0sPTDv1VcJOaOIGqrajSsMtYJnCwzDpUOoUi3l7W3A1bEvPPUtPP5zWPy1Ku9w6W9VTa2Z78Gs99WuxW6D4NUHIFanSkjskAuuAx6fCsry9q1YqKZpB58OuLRWISdLBTiOo8oXrVu6kHhDLQgDj9fC55NYlmiqteW64PebPPbY2RQWhrBtl0TCpkOHHLp0yWXw4DYUFW2/fc22Xb74YhUff7yc116bj2kKwmEf6bRLeXkNbNEGd9scrU2XQyEvQkC7dlm0bZvNNdcMZvTonhiGwO/3NC1pbpJKOZnHb77S77eoro7z2WcrufDCPnt1rOxEgv9cddX2N0iJdBy8WVk7fFxZWRYvvHA+q1fXk0jYdO6ci2kaYN+ncpOCWbAXyevqJSVzX3yRGU88ges4RCsrcdJpvkgPIVlfwIbGEvJ79KB9mcUUrqB9/Zf0Meoxs0s4+Zrvc+LPd12HaZNEbS1f/OEPHB2dwUcFv6PKLsAvEqTxksTHNSVvEjYTanZpXxR3gLvf3P764WerL4D/+xk0VmduyMyENRGqxoHrqGT5SD50G7q5Wr2maYc8HXBprUJ2BM4YBe98BMX50FBTqQo0ChO/V+1SBIFlqa9evQoxDMEnn6ygV68CbrxxEt98U4nrSrxek7ZtI5x2Whd+//tTmyrJp1Jqmeuzz1ZSUdFIXV2SQMBDr14FWJZBOu3gulLt4nPVh6lhqOBOxUqCZNIhPz/AJZf04777TtouIf+EEzqQne2joSHVtDvScVxAUlAQ3C4x2bZ3suttC7XLl7P8o49wHYf2I0ey4dtvm5r27qjP3K5ymIQQtGu3TT0yywPhnB0/YDeWvv8+Ux95hFBBAYm6OhorK3Hicfq4b9ETi+iyCAvTP6DdgBPJz/GyfOVg+vzsPC69sJh2ezH5M+3//o90IsGg9JvEo+3pXBRiXro/ISPKOf5/c0XvlZAWMOi0fXofuyUlzJ4C1etVna0tgy1hQCgLYg3q57xSOOVHcP6N+5bEr2lai9ABl9Zq3P5TlUw94WOQnnyEMPB7XSzLJBp1VIK0K/H7vQQCFtFoig8/XM7s2etZurQGr9fEMCCZdFi7tpEPPljG5MnlnHWWypOaMGERb7/9HQ0NSRIJJ5NMnuTbbzfQpk2EJUuqAUE47CUaTeE4aqejaRpcd91QSktDpFIuJ5zQkeHD2+5w92NpaYSHHz6da655h8bGVNPnbSBgbVV4NZ12ME3BMcfsunTEgvHj+fwPf0DaKm9s+uOPk9etm2rLktmNua3GdeuoXrKEvC4Hfmfktua++CLeUAjT66V+9WrsWAykxECQxCAk6zlq1YvM63YUsZiHAX2zuPVnRXs1kSalZPE775DXuTOV8+dzXPQvRKrC/KysDj8xsovy8Nod4IJfQbsezfNGhVABVTKWKQ2xxQyXdCG3FHoeDTc9A7lF+9zaR9O0lqP/r9VaDb8P7roObvoRLCrvzVU/nkV5eTW2LXBdNxMAmQghmT+/CteVJBI2lZWNmeBHEIulAYhG00jp8swzs+jUKZfu3fP5+9/nUFubIBj04LqQSKilv4aGFAUFAUwznwULNmDbDmVlEfLyAsTjNmPG9OF3v9vzivE//GFfRoxoz1NPzWD16gZGjWqP60r+9rfpxGINSKmS5q+7bigdO+58ZilaVcUXf/wjgZwcTK+XdCxG3erVlE+cCK6r+uFtQxgGhmVRPmkSw66/fq//DfZWrKoKy+fDcVySdXWbZ9wE+A1JwvViyRTBhe/SdsRYHnrotL0q07ElX1YWBT17Ur1kCfV1dfy71qF9URY/+NNT0PdYiOQdwHe2jVQSUgm1ZLgtIdTS4c0v7PNMoaZpLU8HXFqrkxWGIQMjvPbahdx887t88slKDMPAMCA/309DQ5pAwEMqZRMKeUkkbBzHyeROqQ9zIaC2NsmkSeWsXt1AYWGQlStrEUIghMDvN0km7aadjtFoGssyufrqQZSUhPn44xWEw6qsxAUX7H2ZhLKyLH77262DtJNO6sQnn6zAdSWjRnWgc+fcXT7HvFdeobq8HNe2MUwTJ5VCmCbOpss7eIwvOxsnmSS8j02O91a49yCmPf9PqqMG3rSfLOJYmZGZhiRkpHFtl7NHRLjstQv2qdaTEIKuZ57Jd2+/TaS0lGB+PnYiQWzjRsp++EM8x5yz729g3VJ48yGY/zkUd4Qxt0PPYVvfZ+Z78OztqsXPjkcIJZ11sKVphzkdcGmtVvfu+bz99iU4jkt9fZK77/6IF16Yg5Qqp8vns2jXLovFi6upr7czy3dym0R3QXa2j7q6JBUVUVxXIqXEMAwiER8NDcmmAqpjx/bnhhuGEQh4+M1vDvz76dAhh8su27MP5bUzZjD14YdJ1NaqhatMDSvD48H0+cjr2pXG9euJVlSAYWD6fHhDIex4HH9ODt3PO+/Av4Ft1NUlePLLXDo32oRJIA2JdAVpLEKGjZ35hzB9XnqfPGK/CmsO+9nPqJw3j9rly1UAalkU9OzJ0Ouu2/c3sOpb+MVIaKxRl5fNhen/hRufhlMuzdznO3j+12pXommBvaMZLgOyC/Z9HJqmHRJ0wKW1eqZpkJsb4JFHzmDWrHXU1iaJRLzk5gYQAqqqotTXJ7fLH1c55RLHkeTk+MnJ8TeVldh0e1aWjx498nn//R/tUwug5jLt0UdVsJWpTWF7PCwbeTL15w4j7NTTe/YyOhYXU710KfENG3DSaex4nGBBARe+9hqWz9fsY3zvvSVUVtt4i08iN7GCUKICN+riuhKLGB4TpDDIatOGgVdcsV+vFcjL4/svv8zqqVOpX7WK7PbtaXv00RjWfvyKfOgnatfhph6KSLXD8LHr4YSLwLLgy7fU9V5fZgfnFrlbQqgf/UHoMWynL6Np2uFBB1zaEeuRR6Zyxx0fEIupAqMjRrRn8uTLtqphtSUhBJddNoAnnphOdraP1avrqKqKUleX3OZ+NNXSchzZ9HzhsJeBA0v49tuNxGIpLMsgPz/AI4+ceUgFWwDrZsxAui6W30/cdvjwwUfo/oMEZZ4kiDBrRRvi76+j36thvv/3v7NsyhR82dm0HzkSwzR3/wIHwLJldQjHxjaDVOUMpAoQTgLvurnkOrPxBiw6nno6ZzzyyAEJAE2Phw6jRu3/wEGdIEtmqkCrqXuBUMFXPKoqz/caDrUVahdnIAwVKzb3dGoqxOaFdr2g97EHZlyaprUYHXBpR6SnnprOTTe923TZdeHTT1fSp8+jLFly004fd9ll/fnww2WMH7+QdHoHSeNi66KlfguYp54AACAASURBVL+JYQgcx8UwDO6//2Si0TSzZq0jEvFxwgkd97vFTnMIFhRQu2wZuC6LTzyXTqNt/MRINVoIIXANg7pTiiksPQpvKESPg7CEuK3evQuQviDYm69zDD8rco7l9yebdP7DC4jSTgd9XHtsBxU1mm7YFLT2GQlzP4ZwLrTtrppSpxLqPl4/lHaFax4C//Y13zRNO7zogEs7It1++wfA1mWKpISlS+uYNm0Nw4aV7fBxHo/J/PmVwKbJBpFpGk3T83k8Jq4rSaddAgEPGzbESKcdLrqoL126qJ1s/fsX7/WYEwmbmpo4kxfV8tnqKB2zPPz02DYU5R/4gG3YuHH8a+xYpJSsP+N4egcaSTWaqCUtMFwXaQVZf0wz7sxDLcmuXl1POu3SsWPOVjsMTzqpE890LWXF9A3k2XU4hkVtwuLUsrV0OfNUOJSDLSGgUz9YPB2k2Lyk6NoQzIZOmWbaQ86Az95Q+V6+ILTvBQ21KrH++Iug//EQyt7lS2madnjQAZd2RKqpSWx33aaZqU8+Wb7DgGvevErGjZvI/PlVW/Qw3HqawnVVyQWfz8TjkZx+ehdKSyOcc053jj121zWvdiaRsHn44amMf/tb5p/Ul9RR7fGEczERPDypgn8PijCyV/4+PffO9Dr/fFZecw0znnwSb7weiaUadwtVf8v0ehEeC1PsvnDqnlg3axYzH3mQmjkzKCgMM+iM40n1PJ47XorzbXkdQgjy8wPce++JDB7cBlC9I59+9nyeeaINk9/4ilCsisuPSXDxzy6CY846IONqVjc9BbeelNl9mDmOlheu+yt4vOqyLwA3PgXT3oHZH0BWPoz4gWrzo2naEUXsqLBhSxkyZIicPn16Sw9DOwJEIvfT2JjeboYLYMqUyzjppM5b3T8eT3P22f8gGk0xffq6pkrw2xJCLSMWFAQ5++zu/O1ve14ywLZdvv56DWvWNNChQzaDB7fBMAR33fUhEyYsonJQR9ae2R9jYxQkZGf7SIb8lFbV8t2Pu+7XLrwdkVKy5uuvee7l8Sy9vS0+kcBNezC8HgiGyPY2cqXnVHqI/Sv2uerLL5n0k8sxatbhFQ6peBJbCt70XsJGmYtZVIa/QPU7dBzJm2+O2WHbpMPS2iXwxp/gu6+gtLMqC9FtcEuPStO0A0QIMUNKOWRP7qtnuLQj0rhxw7n//s+221mYnx/YLtgCmDp1NdFoisLCEJYlSKV2/oeIx2Ny6aUDuOOOPU+wrqmJc+21E1i6tIZ02qGxMUVeXoBx44bz3/8uprg4zIKBHTBiKQwhcKUquho0U6wpzGZJRYyuJSGkhFcmwl9egg01MKwf3H09dO+4x0NpIoSg7bBh/HroMB6vWcl830QMw0YIiVfEGGZ2pqvouvdPvI2vHnoQq249/oAH4gmsgMn8aDFLa/20zWpEVHzLhvXr8AaDyNwS3n23nMsuG7Dfr3tIaNMFxv2tpUehadohQAdc2hHpvvtOYs2ael566ZumHKz27bOYPv2nO7x/PG5nehqq1jvV1dsvSQKUloYZOLCE++8/ea/G85e/fEV5eTXZ2T7mzq0glXJYs6aBm2+eTDrtUlAQBMvYqiLAlrljhkftdLv9IfjrP1SmlWnCv6fAh1/B+89C732MjYSAa/Pas875EV/aS/EYcY6ySikTZQj2b1bNdRw2LphHxGM0VVGXQpDEj+1I/EYKgaSIOux4PfWxRqpmZcGhHHBF62HeJ6p2VqcB0KG37mmoadpu6YBLOyIJIXj++e/xzDOjWb68lpKSEKHQzksHDBhQjBBq2S8Y9FBTk9jcRUZs/jwNBDxcfHG/vRqLlJKJE8spLAwxf34lti0J+Q2G5K1kQGAllQk/C1cNovi7dqwa2QORtJESPB6DmMeiXTJJ5/wi1lXBU2+A1wJvJgVIeqEuCr/9P3jt4X05UpuVmkG+b/bdvyfZhjAMQgX52HVr8WyqJiGhiEoMQ6hjLAQOJilMUo5gyNo3ITVG7dLbG4kozJoCi74G06Mur/kOitrDKZcfmKW8pXPhsRtUz0PXUWUehp0NY+9irxo4aprW6uiASzuimabRtHNwV8rKsvjpTwfz5JPT8fksPB4D21aJzirwEliWwQ9+0IsxY/rs9ThUgVSH+vokYT/cW/Y2A4MrQUr8HqhPfc0Tc2xe71BAtE0uwhDYXpMILn8/ViXMz14IiSSEg5ufVwg1MTZ93l4P6aAQQjDo+hv59MarEThYQNpxCclGxpR8w3/rBuAzHZL4iNkW/QrqObawUpVH6HrUnr9Q/Ua48wxYOgecdObFDbXrr7YSFnwBVzwAg07Z9zfjOPDsbZCKqwKm0gXHhvf/Du16qmKmmqZpO6EDLk3LuOqqoxg6tA1vv/0d48cvpL5eLSsmkw4+n8k995y4T7lFQghOP70LEycuBuCEyLcMDS5jY9JHqa+Bzt5aNoogP/e9TtWUrmQd3x1/31L6FHn5Sd9Csj1qei03Wy0juhK27M/sSsg/hNvs9brwQpyqNcz84300JlL4hM3ILgbt8udwQv0GXqoYTL1rMyR7HZcdncQy3F3PbrmNIOuAAvhyInzyKsz9SBUR3ZJ0YfUi6DtSVXJ/80EYeNK+z0StWQRrF0HdBhV8JaI0rQE/+GP49iu4+kE906Vp2g7pgEvTMoQQDBxYwsCBJdxyywgmTy7ns89WUVQUYvToHnTrtu+lGW688Wjmz69i7doGjvMvIG1LwmaSjoFaDFyKvI0U8y3/eaj3Tmd2hvSBTmVQvhKCfrWalUqrgGvcpfs8tGYnhKDf9T+nz1XXkvpmKt7qlWxcvY63Xv2aY7Om8j+hb3CESUFBiHZhIK9MzRhtS6Yg+iAkMu1wqjbC1xKq26pZrB1x0rBxDZR1h5oK1dcwax//Hes3QtUaNeVpb919ANeFSU9Dr6Ph+DH79vzNRGZqnAgdCGpai9JlITTtIEmlHCZNKif4px8y1LOQsJVWKelCIJDq57OvhRse2+lzLFkJF/4cFq9Qn/seC268TO1UPNzythMJm/In/0Lp188TCHgI+E1ETjFc9xco2UFR08bfQ/w1MIpUk+clUyEk4IPu8O4ufm8UdYB2PSDeCA98oGa79sUj16igCtTs2ZZ8QbWE2X0I/OHDfXv+A0y6Ll/86U9Mf+IJkvX15Pfowam//z3tR4xo6aFp2hFDl4XQtEOQ12ty3nk9cD+KIBZk8owQKlDa9HfPklmbH/DNJ/D5m2BacMbV0K47XdrDjDdg/mKorFZlIcKHackqv9+i77hfQMMVsPwb8Iehc3/1frflRiHxbxVsCQsSDeCY4AC9K+Hd7R/SJJgFtVVw2hX7HmzVbVDLlr6gyuHa9u9Uw1RBWLxB5XV98RZ8Pl616Rl6Fpx48UFvz/PuL3/JzCefRJgmhmVRMXs2/zznHC6dPJmyoUMP6lg0TdMBl6ZtxXVdPvxwORUVUUaNak+7dge+rYrRZyQs+JxNbXSaOmFLqWZjpIT7L4Kpb6nkbCT862E44RL45fMI06Rv9wM+rJYTyYV+x+36PrIecFWwBeDx0kCIWCJMkbcGkV0MdRXbP87yqnywE8fCOdfu+xjXLFaBW12V+reKN2y+TRiqAXUyDoNOg5d+B9MmQDCiArF3HlNlJG56enOF+f1hp2HOh+orlAUd+8OqhWpsvUfA4NNIJFLMfu45TJ8P06Map5seD8nGRj68+24unThx/8ehadpe0QGXpmXMmbOe733vVSoqogihdjj+6Ef9eeSRM7fq8bfffng7vPUXNfthCMBQOUCWD77/c/jktc3Blpnpb+i68OE/oPtQOH/cgRvL4cIoBJENMkqDLOD+xrFMEV2RcUlJ/XrubPcERyc+gmRUBUBCQOeBcPNzqgG0bz/7UWblqxksjx9iO8gXS8ahoC0cNwb+fBXklW5OnvcF1a7LBZ/DgBNh+XyY/Cwsnwcd+sD3fwGFbXf58rUrVrBu5kwsj0WnRW9hLZutgrz6apWjllsCOUUw63347A02HPMTXNsmFAkwID9Kl+wUAOU1BgsWzN2/Y6Fp2j7RAZemofKrfvCD16isjBIKeRBCkE47PPfcbIYMacPllw88cC8WyYbfjIcHLlE73QRqFubS30HP4fCP+9SylLG5mTSGAY4L/3kUzr1ux8tuRzJhQeiX0Phrbqu7jqnru1BQtx6EyxpRwLXH381L1ZX0+cnt4A2qYqRF+9bbcofKuqmdibFaCOWoGlzJuErKL2oPJ14CF94KC79QAd+WCeqbkuuWf6Nm3B66EjauVcH2/M9gyovw27eg97HbvayUkumPP87sZ59FSkmZt4Gc0BoivQbiD2erXZiWFxo2qjEaJqyYT37PxSDg5LJ6CgIOSUfgAj1zU7Qrjqnzq7WdQ5rWwvS2FU0DPv10BevXNxIMepp6Fno8JkLA4483w0aOoWfCP9fD7f+EXzwLL66CC365+XYp2WGR93QSErEDP54WIqUkWlVFqrFx93f2n86K4HN8FR1IQc06bNcinggRSqdIWAFe6nwOCceAoacf2GALVMK9aUFOMbg2ICGSA536waBTcS65mxUzZrN0+hzS8ejWLaWScVUoNZQLf78bqteqXDJvQOV1peIqCHO3bxReMWsmi59/nKz8HCKlpbTPkUhMqhZ+ixtvzMyMelROWbxBBXe+IIHlMzlqZH+KAynCHpfioENJwMYyJW1Kc2Dhlwf2+Giatlv6Txyt1XEcl/LyagxD0LVrHkIIqqvjuK4kmVTtZ7xeA8MwEELQ2Jja7vGuK/E0lU7fR14fjPzB9teffCnMmKRmtMzMa6i+Q9C2l8oNOgKsnTGDT//3f6ldsQLDMOh8+umMvPVWfJGdv7+Noi/xhvUkE14cY3M+lNexWZdTyrIZC+h13OgDP9hEVM0edeyrlnpdFzw+qKui/quPeOepbkRtExnI4uScteRXbiC7Z1/E2sVq9skwVB5exQoQZmb2kkzlWq9aFlw+T20a2GT6JPwP3sApkXUYYiVrnSLS0sQ0BW7KIRWN4d8ye3/Tc9ppHH+YXj1LyJ4HtiOxM6dPbsSHKRNqHH33vBeopmn7TwdcWqsyd24Ft932PtXVcaSUtGkT4YEHTiGZtEmlHJJJG8MwiMXA7zdIJh0SCZuxY8dz5pldWby4mnffLce2JcOHt+VXvzqWjh0PcNXRURfCe8/DjMmZqumZqa6CtjDmtsOv/sMO1K1cyX+uuoq61atJRaNI16Vm2TJiGzZw7uOP7/Rxnb2QFh5sw0Qg2XRsUpaHPivmUNP1mOYZcE4R5BRCrGFzwFu3AZZ/wycLIdkoCPtMkDFmFw+gW818en03HY9MQzgX2nYDw1JBlccD0qNmKlOJzZsmnrhJJdaXdobyWfDCb0BK4q6FJT20lRVUCXWumbhIj0/t7IzWQiCivtIppGPz2aeLKF7+KSJgIISJIV3weEkFw/hi9YhQjl7e0LSDTAdcWqtRV5fghhsmIiXk5QXYuDHG7NnrOfHEF6ivT2YaRoOULlJCY6OLx2NQWBhi6tTVvPbaAqSUBIMe/H6LiopGZs9ex4QJY8nJ2cu+f7tiGHDff2HKy/DvP0NjLfQ8Gr53o6rzdASY/fzzbFi0CCeZRLquCiySSWY98wxDrr6a0kGDdvi4HBPGhC1eCpeRb9diOC6N/ghldWvp9M0COtxwT/MM2DDgojvgiV+o5UHLCyvmk7RhZJs4QY/EkYIltXG+qalifqArbZMLyRt4rJoJ2xQkR/KgfgOk05tbEIEKutYvh0evV/lcH/4DTAt/cRvqKjeoFUO85FPH3HQZvc3V+EmpQNAwIJynCrMKwcYBo/nuybdpn+9nWbCMiV1PZkOogCErpzNqwyxSppdHvV25TYJ1+MfumnbY0AGX1mp8/PEKotE0WVk+vv56DdFommTSbkqdEVtUadhESsmiRRsz93NxXYhGU8RiaYJBD3PmVPDEE9O59daRB37AJ49VX0eg5R9/jJ1MqggXmspiSNvmrSuv5H9mz97pY3/XN4u1XyxhpogTiqQ5duYUQl8sp/77v6Os/e77Zu6z3sfCLS/CZ2/AigWwthxvooqkkKyug6BH0iM3jadxGfNEP6Qwtm9RVNYNEo2ZtkBbEAZsWAV2SjXf3rgWvH58/jCRNmU0rFUV7i3DoTLpp+t9byLKctQOyLY9YN0SiNVDWXfWvP4m0nGYUjiExy+8laTpwa6K8WrhWQxJf8e4+S/wZ6sjOdXws31vnqBp2l7SAZfWatTVJXFdyXffbSCVUkuFWwdX6vumklgAjiOpqUlgbTEVYGR2oLmuRAjBK6/Ma56A6whmGMbWwdam71JSs3QpdatWkd1ux4nvhiF4+pqjmDx5Cffc8zHjVwaJRAYyZOoGRp26cY9bMDmOy8yZ66iqitGtW96ePa6sG4y5HRqqkWPbMmeN5OsVKmddSigMw8k9YnxeG8Wb61X9FYNZUNxRlaZIxqC0C1RXQF2les+Gqb67DjTUqN2MPYfDlL8j7BR5niTZJWFSrokbiHDuA+8QLC7dflwZoZISHNPi4VNvIlzTSM2L5dQviyEMeNvnY83wC0l5/Px+I1ydB149y6VpB4UOuLRWY8CAYhxH0tioZqh21tVqy+tVLCBxHLaaCZNSBWNer6C+PoVtu1iWzorZU13PPpulU6aw3T+CYWBYFvGNG3cacG3y4otzSaVc+vUrwjAE5eXVXHPNO4wf/0Nyc3ddd6uyMsr1109gxYq6piGcckon7r33JCwctSNxy1y5ug0w+TmYPUXtLDx+DKuqXb5aIQl6VSaZdKGyET5dAl2ylhFIpCGeVkt9FctVblanTCX9WD3Ui61LM2xqOZCMw0ljYcLf1EwaAhOXAED3/lBQtMv31uG446jp2J2oP0zlY9NJrozhy7FAGKRsg2kfuHjPXY/dq4Q5CRi6nyXKNE3bM/oTQms1+vUr4oQTOpBMOtj27nuImuamD1z1fcvPXyklUkosy6CsLLLFfbU9cdSPf4wve5sq/kJgeDwE8vPJ7dx5l4+fO7eCRYs2UlwcwjTVbtL8/CANDSkmT16y29e///5PWbGijuLiMCUlYYqCaRa9+horzukEY4rh2gHw9qOQTqmSEA9dCZ+8mpmFqoZXH2B+lYklwBICQ6gNpREfrKuDwcUJrEi2Spj3BtSSYUMt/OI5OOVylUBvWiqKl656XsOE7AIobJdJJlTHBCeldqwaJiydDd9O3eV78wQCnHzbLTi1KeLLo7gRL3E8xLFwvSqQTE5aQI4Je/C/gaZpB4gOuLRWQwjBgw+eRvv2u2/XEwp5yMryYZoGlmXgupKsLB8+n9FUFkJKSTxuk5PjIx63D8I7OHL4c3K4+J138ITDqnm3YWB6PPizshjxq1/hy8ra5eMrK1U3ACEEruNSULOAARUTGJL8kuXzl291Xyklyz78kNfHjOGFk05i0l338eknyygszPQ2jNZSsHYqd5VNwE6mVHxdsRz+9Wd49f/B9Hehep2qHu/1QyAMeaUkHBPTEqD+Q5BpHIAqxYCUKqgKhCCco6rgV6+DIWfAudeqZHpLzTzhD0HbnlDQDvqfAEvnqPt6fCrRPpLJ12qohk9f3+3xHT6oP2WpNNLnxbJUkCUBKQQy6MdfGyXfhAEHcK+Hpmm7ppcUtVbFskx++ctj+NnPJuK6crtak0KAz2fiuhLbdmnfPptAwKJ793yEEMyYsZY1axoyNbgkfr/FnDkV3HnnFB5++IwWeU+HtLVLYO1iZHYB67uUsNRYjolJl2gRHWJLGHf3WD77ZBFr1tcT6dCJIddeS6cTT9zt03brlq+WddMpRlc+zTD/YgzLwQ0ZpCZP5n15NSf/7tcIw+CTe+/liz/+Edd1EUKweOpsNshLKcwbgBEIQsUKRoSX4TMc6p0gWJmiVXVVahmx1zGb66FtYhh06lzIV9/68SU3NF2dcgUBjyTL56oitdu2FLIyOxa//wvoPgye/hWkE+p6XwCufEDNcjVWq12MZkDNghnG5inW9ct2e3yEgOe/15ejH5+H7QBeE4nA67o4eCg6uiP3FkJQ/8mtaQeNDri0VueSS/rx179Oo7y8Go9HLUc5jovHY3LrrSPIywswaVI5a9Y0UFgYZMyYvlxyST8sy+DOO6fwzjuLWLWqHsdxSaddKiqiPP74DM46qxunntqlpd/eocGx4cW7YeZkJIJGGoiWBFl8/RgSQR+za5YxfN1Sjlq7kTM6pKBbAG74LXTss0dP37FjDmec0ZV1rz7F0fnfsSHhReJFCEnITON99ym+yo/Q47zRTHv0UYRp4gsGAfBISX71WlbMi9B1aF9INNImUk/MsSiOpNXyXrxBfXds+OYjsG0107SpuKiU9Oqcw+J0ETXzGrHcFI4rEYbgxB4CQ9hbB1yJqEqWL+mw+U30HQkPfgoLp8KyuapxeVmmK7mTVsuZ6SSQWa+0vCqSKu60R8eoT1kB//j9afzqjvdx4mn8IT/1KSjpmsvLl/ega3iPnkbTtANEB1xaqxOJ+HjrrYsYO/ZN5s2rREpJOOzjqquO4uabj8XjMbnmmh3Xu1qzpoHq6gSuK0mnVcAF4LoOl1zyJpMmjWXw4DYH8+0cktxPxxObNoHa3By8ZpKoMMleX83wV6Yw45xhOHVx3uvbhQmvlrC2wsJIJzC/epqeY8cy+rzutCnb9ZIiwF13Hc/4ib8g6RhIYWCg4pG44yHHm2L6S//El51DqrERb3hzdCGE4OTANN5uKGT9+kZkMotvGgroXbyONhFD5Wy5UlWEtzxQ1hMWfw2rF0O7HioQq63C12c45992I+U/OoZV6x0iIQ89y/zkhkxVa8tOq0KpwlC5XLf9Y/s3seBLeO42dV9Q9z1mNHz8TxWspRIq+HIzAZzHpxpp76Fzz+5Opw45jB+/gMrKKCNHtufcc3sQDnt3/2BN0w4oHXBprVKXLnlMnXoVK1fWUlUVo3Pn3N3ubAMYPryMN95QBVATCRvDEAgBpmkQj6e4884PmDDhEkyz9a7VLEvBivdexWcEiSW9BK0kOR4bmR2gcP5irGHt+GhCFv/4UwQZi+A6EhNJyEpTuvg1Xr4nwePfq6TvlT9W+U47YVkGwrUxLYkpttxaKgGJQGLH4wjD2FzNPSNP1HJtt5l0vPNG1s7MZuA3X9BRpDHSTib4EeDxQn4bCIahfW+1xFi9XuVlHX0ufP8XeIIRenUvolfeGpXfJQTYSRUUhXNg+Hmq3+IJF6vn21JjLTx7G/j8qiF2xXJYWw7fTVMzWt5gpm/jFnwh+PItFZRt2QZoF/r2LaJv313vbNQ0rfm13k8FTQPat89h8OA2exRsAZx5ZleSSYdYzG4qDWHbEtMU+HwWNTUJliypaeZRH7ocCePWu6TtGIYpsAwXgcCWFmlcpHRZudjPm38NI1IuYZEkZKSwhEPaEWTbNWB5uf+jPORzd8K0ibt8vfqsdngMuVV5iYhlU530Ik1Bt7POIlhURDqRQGbu49g20nUZcfXlnH9+T66754cce8+9GH1GbA6aAkEVNKUSuOuXM68mi6nhk2m8ezL88WO49O7NLX6OOlU1tVZPDtlF0KEPRPLhR7+DUy/fPtgC1UDaSatk+FULYdW3qvApUj1PvD4TKBpqKdMwVb5XIqqCLk3TDis64NK0vfDkkzMBd7vrEwkH15XU1yfweFrv/1bzkrDKTvNFv+MIx+txXEHSVVvhfBsaWBP0MnmSRawB/G6KSHfByIcMLpgCp71kII8O0z20kcW1Yeo9ufDOY9vX6trC8bffxKzGInK8KXI9SXI8SRK2wfxaH30vupicjh057+mn8efkkI7FSEWjuKkUfS++mMFXX735ifqNgnvfgVcq4PiLVEmG2iri69dQvnAdySULePCjCKeN/hfvTF6x9SBO+zFEcqFjPyjpDLUVsOALVe4hvXXj8604tnpv9RtVM2m5/XnVRGSS5j0e1Qy7oXr3/xiaph1SWu8ng6btgzffXIjP58HnM7e7LZGwqaiI8uqr81pgZIeGmKvKI/xj4CXMLexHdl01oZp6zNVJbEPwyZlDiKZMTFyyOktO+KvAk2dQs1QQKoGB9/noeFYMQ0h8wYBqceM6O329rqedyrDf3cvUdBc+XZ/Fh8s8zInlcNzddzF83DgAOp90EjcsWsT3X3qJ0x9+mP+ZM4fznnoKw8pkVEgJ8z6Fx8bBgz+GmvWQTuLaaebWFVKZChEyba7Iep+QH+6552PKy7cIeLoNhsvvU+11ymeooqZ2Si0NXtEFaqt2PPgew1QQtepbVIS3E1L1mlT1vCyVyzVg9zs5NU07tOgcLk3bC64rMQxBVpaPhoYkicTmYMDvtxgwoJjx4xdy0UX96Ngxp+m2+vok69Y1UFoaISvLRyplc//9n/L66wtwHMk553TnlltGUFQUaom3dcD08UHK9bDSbMP1Fz/GiGVf0nfpDIw5C4h/Po+c1/9DF6snS9KjyBse4L+/MElHBVJCVpnk7HG1JH9Ywplz6vDbjaoIqLnzX1NCCHp973v0OPdckvX1eMJhLO/2y3eeQICe55+//RO4Ljx+E3w2HkJZkF0Ii2eA69Jg5ZLCi88jqSdEd+96gvEqamU+EycuZty44Zufp8tRKlDDUPlXm9oRRGvh4Z/A797e/rVzi+H0K+GJn+8y3lJvwKdKQ6Ti0LY7DD5tNw/QNO1QowMuTdsLZ5/dLbOsqGp6mabbVHG+X79i1q+PUlnZyK23vsewYWVMmbKM+fMricVsCgsDRCI+LrqoH2+8MZ9Zs9Y3tQN6/PHpfPrpCt5//0dEIr6WfIv7JcuE9h6D5WmLhBVgSrcTcd/4L50/nk4yJ5dIvU3n9ByKZWdWfNETKwi+7Exssk7yxaNezvqz4LrhC6G+Hi66Y49e17AsAnl72bi6fiP8YiSsWQRIqF0PVavB9EAqmournwAADplJREFUgSEdQmYan+GSlgZJaeHGYxi+Aurrk1s/15wP1BLhpmALMt8FzPtk52MYehb852+wfqlqar0jpkcFZ4mYKox65+vbN8XWNO2QpwMuTdsLv/nN8Xz22SoWLKgknVYV5y3LoFu3fObPr2qqzTV58hLefnsR+fl+KiqiuC7U1MTJzvbz4INfUFkZJSfHj+O4RKMp0mmXr79ey003/Zennx6N2LKP0GGmwIQ+PoMG14u1chFdZ3xKIjcf1+tHWhYe6ZKfqqQi0YVQkYFMS7yGg5UvWb82gHd1LXmRHPjhbTDwpOYb6MNXqSKiwlCzR6CaS/uCICVhu5ZugRggsYTLR3XdkP4wju1y/PEdtn6uUDY7naYS2y8/Nylsp3osOmmVOL/dYw1Vf6vncOg6CE68RO2c1DTtsKMDLk3bC3l5AT7//Er+9a+FTJpUzgcfLKekJMTGjXFs2yGRsHEcSSKhPnzXrGnENAWmqZbN4vE0jY1JbNvFcVxqahJb5YS/8MJcTNPkySfPbaF3uP9ODsOCjdDVK4hUrMHr8ZLwBTBTSXzSxXVdogRxNiRwO4QxLQdHekibFq4XsjgV6/bzmneQUqpZKZ9f7frbVDbCMFXQZRgI18FnuiRtQbUdpINvI75YjBNOGMixx27TWHvQaapkQzK2eQnUdQGpSjjsjBBw+b1q2VFkylcg1Th8QfVzYfsd1/DSNO2wopPmNW0veb0mY8b05bnnzuc//7mYoqIQlZVRkkkH14Vw2LPVDJUqHeFmZr+cTONriMXSTcHWprt7vSb//Oc8Vq6sa4F3dmD8IALdfLDOhsr8UmzHxQoE6OzEVH6VELRjNamYSd0Ch3TawvVZ2Dakqk3O7zXq4AzUdVUTaUO1aVJBF+q7xw8lXfCGghj+EHYwj+y8CH8YY/PAA6dsX2fNNOGWl9VslGOrGSukqgr/Pw/vehwd+8J9k6BDX/U8wSxVKHXTkuQZVzXP+9c07aDSAZem7Yf+/Yt5662LGTmyPV6vSXa2DykljrN1n0aZ+TzfdL1lCZJJlXC/Kb9aCAiFvEgp+fTTFTt5xUNfxITn2sBdBTC8f0+KBw6kV10FbduU0PbYYyk56ihG9vXii4RJxYM0LA6ycZaPqtkWJwztSseOuc0/SCGg8wCVhB6IqDwpJDiOaiRd3F5Vlc9rQ8gv6eCvpcyooou9tCnvbjvHngcvLIMLblGlJcY9AU8tzCw37kYkFx7+XM2USVeNyxdUwda51x/Qt65pWssQchc1bg62IUOGyOnTp7f0MDRtr/33v4u54ILX8flMamsTuyodBcCYMX3497+/bQq6DAOysvx4PAaxWJr//OdiTjxxz3rmHeqSDQ1M/fOfWTxhAq5t02boUEbeeivTFjncdtt7rF3biGUZnHdedx566Az8/oOU6bBsHtx28uZkdSlVO52734JnboG6DaqmlserlvsSMcgphGv/CsPO2qpy/QFVWwmVK6GgLeSVNM9raJp2QAghZkgpd9wLbtv76oBL0/aflJLRo1/h3XfLSaV2UcASME3BFVcM5MwzuzF27HhM0yAU8uK6LvG4TVlZhPnzr9/5TMphykmnkY6D5d+8w85xXCoro0Qivpbp71dbBW/9FZbNgU79YfQNkFMEn7wGD12plhuFkSlS6qogy7Qgr42qMH/GVdCpb/MFX5qmHdJ0wKVpLWD9+kZGjHiWZctqdjnDFQhY9OiRz9dfX82TT07nrrs+IpGwEQI6dcrl9dcvpEePgoM3cG17tZVw2ykq0LJTqo+iMFSCvZMGDJXvFQjDWdfAlQ9s3umoaVqrsTcBl96lqGkHSElJmD//+XQuvPB1bNvB2UmBdLVr0cC2Xa67bhhXXTWYadPWkJvrp3fvwsO6JMQRI5IPuSWqeXS8Eeo3qJ+dtAq8TEsl3Ts2vP8CDD1TV3/XNG2X9J9kmnYAnXNOdwYPLt1h0CSE+srNDTBgQHFTrpLXazJyZHv69CnSwdahwjThgpsh1qD6FjoOJOLqNiNTV0ugAq9EFL74V4sNVdO0w8N+B1xCiBuEEN8JIeYLIf6wxfW3CyHKM7edvr+vo2mHAyEEEyeO5ZJL+mMYInMdGIbI9B42KS4OccstI1p4pNpuDT4Nxj0O3YeqwMqyVBHTTdtKYXPwdehkZmiadojar4BLCHEiMBroL6XsA/wpc31v4CKgD3AG8JgQuyq3rGlHjuxsPy+8cD6TJo2la9dccnL8hMMecnMDXHJJX9555xKdo3W46DZYFR095UeqzyKoZtpSbq65FQjvurippmka+5/DdS3wgJQyCSClrMxcPxp4JXP9MiFEOTAM+HI/X0/TDhunntqFmTOv4csvV5NM2gwZ0obS0khLD0vbW0LAVX+EnkfDc7fDxjUqj8uV4LHgxEuh/wktPUpN0w5x+xtwdQdGCSH+F0gAN0spvwbKgKlb3G915rrtCCGuBq4GaN++/X4OR9MOLZGIj9NO69LSw9D2l8cLJ14MJ1wE8z6DGZPA41MzW53667IQmqbt1m4DLiHE+8COqu/dmXl8LnA0MBR4TQjRGZVOuq0dZjlIKZ8EngRVFmLPhq1pmtYChIB+o9SXpmnaXthtwCWlPGVntwkhrgXelKqY1zQhhAsUoGa0tuzu2hZYu59j1TRN0zRNOyzt7y7FfwMnAQghugNeYAPwNnCREMInhOgEdAOm7edraZqmaZqmHZb2N4frWeBZIcQ8IAVcnpntmi+EeA1YANjA9VLKnZSB1DRN0zRNO7LtV8AlpUwBl+7ktv8F/nd/nl/TNE3TNO1IoCvNa5qmaZqmNTMdcGmapmmapjUzHXBpmqZpmqY1Mx1waZqmaZqmNTMdcGmapmmapjUzHXBpmqZpmqY1Mx1waZqmaZqmNTMdcGmapmmapjUzHXBpmqZpmqY1Mx1waZqmaZqmNTMdcGmapmmapjUzoXpNHxqEEFXAipYeRzMqADa09CAOUfrY7Jo+Pjunj82u6eOzc/rY7Jw+Nru26fh0kFIW7skDDqmA60gnhJgupRzS0uM4FOljs2v6+OycPja7po/Pzuljs3P62OzavhwfvaSoaZqmaZrWzHTApWmapmma1sx0wHVwPdnSAziE6WOza/r47Jw+Nrumj8/O6WOzc/rY7NpeHx+dw6VpmqZpmtbM9AyXpmmapmlaM9MBl6ZpmqZpWjPTAddBIoS4QQjxnRBivhDiD1tcf7sQojxz2+ktOcaWJIS4WQghhRAFmctCCPGXzLGZK4QY1NJjPNiEEH8UQnybef//EkLkbHGbPm8AIcQZmWNQLoS4raXH05KEEO2EEB8KIRZmfs/cmLk+TwjxnhBiceZ7bkuPtaUIIUwhxCwhxDuZy52EEF9ljs2rQghvS4+xpQghcoQQb2R+5ywUQhyjzx1FCPHzzP9T84QQ/xRC+Pfl3NEB10EghDgRGA30l1L2Af6Uub43cBHQBzgDeEwIYbbYQFuIEKIdcCqwcourzwS6Zb6uBv7WAkNrae8BfaWU/YFFwO2gz5tNMu/5/1DnSm/g4syxaa1s4JdSyl7A0cD1meNxGzBFStkNmJK53FrdCCzc4vLvgYczx6YG+EmLjOrQ8AgwSUrZExiAOk6t/twRQpQB44AhUsq+gIn6/bvX544OuA6Oa4EHpJRJACllZeb60cArUsqklHIZUA4Ma6ExtqSHgVuALXdwjAb+LpWpQI4QorRFRtdCpJSTpZR25uJUoG3mZ33eKMOAcinlUillCngFdWxaJSnlOinlzMzPDagPzDLUMXkhc7cXgPNbZoQtSwjRFjgbeDpzWQAnAW9k7tKaj00WcBzwDICUMiWlrEWfO5tYQEAIYQFBYB37cO7ogOvg6A6Mykw/fiyEGJq5vgxYtcX9VmeuazWEEOcBa6SUc7a5qdUfm21cCfw387M+Noo+DjshhOgIHAV8BRRLKdeBCsqAopYbWYv6M+oPOzdzOR+o3eKPmtZ8/nQGqoDnMkuuTwshQuhzBynlGtSq1EpUoFUHzGAfzh2ruQbZ2ggh3gdKdnDTnajjnIua5h8KvCaE6AyIHdz/iKvTsZtjcwdw2o4etoPrWtWxkVK+lbnPnajlopc3PWwH9z/ijs0e0MdhB4QQYWA8cJOUsl5N5LRuQohzgEop5QwhxAmbrt7BXVvr+WMBg4AbpJRfCSEeoRUuH+5IJm9tNNAJqAVeR6UxbGu3544OuA4QKeUpO7tNCHEt8KZURc+mCSFcVOPL1UC7Le7aFljbrANtATs7NkKIfqiTeE7mQ6EtMFMIMYxWfmw2EUJcDpwDnCw3F81rFcdmD+jjsA0hhAcVbL0spXwzc3WFEKJUSrkusyxfufNnOGKNAM4TQpwF+IEs1IxXjhDCysxUtObzZzWwWkr5VebyG6iAS587cAqwTEpZBSCEeBM4ln04d/SS4sHxb9R6L0KI7oAX1WX8beAiIYRPCNEJlSA+rcVGeZBJKb+RUhZJKTtKKTui/qcfJKVcjzo2P8rsVjwaqNs0td1aCCHOAG4FzpNSxra4qVWfN1v4GuiW2S3kRSWyvt3CY2oxmZykZ4CFUsqHtrjpbeDyzM+XA28d7LG1NCnl7VLKtpnfMxcBH0gpxwIfAhdk7tYqjw1A5nfuKiFEj8xVJwML0OcOqKXEo4UQwcz/Y5uOzV6fO3qG6+B4FnhWCDEPSAGXZ2Yr5gshXkP949nA9VJKpwXHeSiZCJyFSgiPAVe07HBaxKOAD3gvMwM4VUr5P1JKfd4AUkpbCPEz4F3UzqFnpZTzW3hYLWkEcBnwjRBidua6O4AHUGkMP0F9eFzYQuM7FN0KvCKEuA+YRSZpvJW6AXg588fLUtTvXINWfu5klljfAGaift/OQrX1mcBenju6tY+maZqmaVoz00uKmqZpmqZpzUwHXJqmaZqmac1MB1yapmmapmnNTAdcmqZpmqZpzUwHXJqmaZqmac1MB1yapmmapmnNTAdcmqZpmqZpzez/A98xr/55y/xYAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# draw the points\n", - "alpha = 0.7\n", - "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", - "node_colours = [ label_map[target] for target in node_targets]\n", - "\n", - "plt.figure(figsize=(10,8))\n", - "plt.scatter(weighted_node_embeddings_2d[:,0], \n", - " weighted_node_embeddings_2d[:,1], \n", - " c=node_colours, cmap = \"jet\", alpha = 0.7)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Downstream task\n", - "\n", - "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node attribute inference. \n", - "\n", - "In this example, we will compare the `Node2Vec` node embeddings generated through weighted and unweighted random walks to train classifiers to predict the subject of a paper in Cora." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "# X will hold the 128-dimensional input features\n", - "X = weighted_node_embeddings \n", - "# y holds the corresponding target values\n", - "y = np.array(node_targets)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Data Splitting\n", - "\n", - "We split the data into train and test sets. \n", - "\n", - "We use 75% of the data for training and the remaining 25% for testing as a hold out test set." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Array shapes:\n", - " X_train = (1863, 128)\n", - " y_train = (1863,)\n", - " X_test = (622, 128)\n", - " y_test = (622,)\n" - ] - } - ], - "source": [ - "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Classifier Training\n", - "\n", - "We train a Logistic Regression classifier on the training data. " - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", - " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", - " multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n", - " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", - " verbose=False)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "clf = LogisticRegressionCV( Cs=10, \n", - " cv=10, \n", - " scoring=\"accuracy\",\n", - " verbose=False,\n", - " multi_class='ovr')\n", - "clf.fit(X_train, y_train)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Predict the hold out test set." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "y_pred = clf.predict(X_test)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Calculate the accuracy of the classifier on the test set." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.8520900321543409" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "accuracy_score(y_test, y_pred)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Comparison to unnweighted random walks" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Perform the unweighted random walks. Note, this just requires toggling the weight parameter to False. Also, the weight parameter is by default set to False." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of random walks: 24850\n" - ] - } - ], - "source": [ - "walks = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", - " length=100, # maximum length of a random walk\n", - " n=10, # number of random walks per root node \n", - " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", - " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = False,\n", - " seed=42,\n", - " )\n", - "print(\"Number of random walks: {}\".format(len(walks)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We use the Word2Vec to learn representations for each node in the graph." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "model = Word2Vec(walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "# Retrieve node embeddings and corresponding subjects\n", - "node_ids = model.wv.index2word # list of node IDs\n", - "node_embeddings = model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", - "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "# Apply t-SNE transformation on node embeddings\n", - "tsne = TSNE(n_components=2, random_state=42)\n", - "node_embeddings_2d = tsne.fit_transform(node_embeddings)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot the embeddings generated from unweighted random walks." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# draw the points\n", - "alpha = 0.7\n", - "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", - "node_colours = [ label_map[target] for target in node_targets]\n", - "\n", - "plt.figure(figsize=(10,8))\n", - "plt.scatter(node_embeddings_2d[:,0], \n", - " node_embeddings_2d[:,1], \n", - " c=node_colours, cmap = \"jet\", alpha = 0.7)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Using unweighted random walks to train classifiers to predict the subject of a paper in Cora." - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Array shapes:\n", - " X_train = (1863, 128)\n", - " y_train = (1863,)\n", - " X_test = (622, 128)\n", - " y_test = (622,)\n" - ] - } - ], - "source": [ - "# X will hold the 128-dimensional input features\n", - "X = node_embeddings \n", - "# y holds the corresponding target values\n", - "y = np.array(node_targets)\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None, random_state=42)\n", - "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", - " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", - " multi_class='ovr', n_jobs=1, penalty='l2', random_state=42,\n", - " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", - " verbose=False)" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "clf = LogisticRegressionCV( Cs=10, \n", - " cv=10, \n", - " scoring=\"accuracy\",\n", - " verbose=False,\n", - " multi_class='ovr',\n", - " random_state=42)\n", - "clf.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "y_pred = clf.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.8488745980707395" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "accuracy_score(y_test, y_pred)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Testing whether weights = 1 gives identical result to unweighted randomwalks\n", - "\n", - "**YT: I'd suggest fixing the seed to that of the one above for weighted=False**" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "for u,v in g_nx_wt.edges():\n", - " g_nx_wt[u][v]['weight'] = 1" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "wts = list()\n", - "for u,v in g_nx_wt.edges():\n", - " wts.append(g_nx_wt[u][v]['weight'])\n", - "wts = sorted(wts, reverse = True)\n", - "edgeCount = collections.Counter(wts)\n", - "wt, cnt = zip(*edgeCount.items())\n", - "\n", - "plt.figure(figsize=(10,8))\n", - "plt.bar(wt, cnt, width=0.005, color='b')\n", - "plt.title(\"Edge weights histogram\")\n", - "plt.ylabel(\"Count\")\n", - "plt.xlabel(\"edge weights\")\n", - "plt.xticks(np.linspace(0,1,10))\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of random walks: 24850\n" - ] - } - ], - "source": [ - "weighted_walks = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", - " length=100, # maximum length of a random walk\n", - " n=10, # number of random walks per root node \n", - " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", - " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = True, #Flag that indicates whether the walks are weighted\n", - " seed=42,\n", - " )\n", - "print(\"Number of random walks: {}\".format(len(weighted_walks)))" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [], - "source": [ - "# Retrieve node embeddings and corresponding subjects\n", - "node_ids = weighted_model.wv.index2word # list of node IDs\n", - "weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n", - "node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Apply t-SNE transformation on node embeddings\n", - "tsne = TSNE(n_components=2, random_state=42)\n", - "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# draw the points\n", - "alpha = 0.7\n", - "label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n", - "node_colours = [ label_map[target] for target in node_targets]\n", - "\n", - "plt.figure(figsize=(10,8))\n", - "plt.scatter(weighted_node_embeddings_2d[:,0], \n", - " weighted_node_embeddings_2d[:,1], \n", - " c=node_colours, cmap = \"jet\", alpha = 0.7)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Array shapes:\n", - " X_train = (1863, 128)\n", - " y_train = (1863,)\n", - " X_test = (622, 128)\n", - " y_test = (622,)\n" - ] - } - ], - "source": [ - "# X will hold the 128-dimensional input features\n", - "X = weighted_node_embeddings \n", - "# y holds the corresponding target values\n", - "y = np.array(node_targets)\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.75, test_size=None, random_state=42)\n", - "print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n", - " fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n", - " multi_class='ovr', n_jobs=1, penalty='l2', random_state=42,\n", - " refit=True, scoring='accuracy', solver='lbfgs', tol=0.0001,\n", - " verbose=False)" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "clf = LogisticRegressionCV( Cs=10, \n", - " cv=10, \n", - " scoring=\"accuracy\",\n", - " verbose=False,\n", - " multi_class='ovr',\n", - " random_state=42)\n", - "clf.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [], - "source": [ - "y_pred = clf.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.8167202572347267" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "accuracy_score(y_test, y_pred)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**YT: conclusion on identity?**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**YT: the following test shows that something is wrong with weighted=True case**" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [], - "source": [ - "walks1 = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", - " length=10, # maximum length of a random walk\n", - " n=1, # number of random walks per root node \n", - " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", - " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = False,\n", - " seed=42,\n", - " )\n", - "\n", - "walks2 = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", - " length=10, # maximum length of a random walk\n", - " n=1, # number of random walks per root node \n", - " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", - " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = True,\n", - " seed=42,\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "ename": "AssertionError", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32massert\u001b[0m \u001b[0mwalks1\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mwalks2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mAssertionError\u001b[0m: " - ] - } - ], - "source": [ - "assert walks1 == walks2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.6" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From eb260371e30dc6cc7a1884312df1b1271691a4e3 Mon Sep 17 00:00:00 2001 From: Denis Khoshaba Date: Tue, 8 Jan 2019 11:22:20 +1100 Subject: [PATCH 013/116] update docker plugin to 2.1.0 (#307) * update docker plugin to 2.1.0 * use custom entrypoint * add GIT_BRANCH env var --- .buildkite/pipeline.yml | 11 ++++------- 1 file changed, 4 insertions(+), 7 deletions(-) diff --git a/.buildkite/pipeline.yml b/.buildkite/pipeline.yml index 9448bb2d2..dd585857b 100644 --- a/.buildkite/pipeline.yml +++ b/.buildkite/pipeline.yml @@ -5,21 +5,18 @@ steps: && py.test -ra --cov=stellargraph tests/ --doctest-modules --doctest-modules --cov-report=term-missing -p no:cacheprovider && coveralls plugins: - docker#v1.3.0: + docker#v2.1.0: image: "python:3.6" - workdir: /app environment: - PYTHONDONTWRITEBYTECODE=1 - COVERALLS_REPO_TOKEN=$COVERALLS_REPO_TOKEN + - GIT_BRANCH=$BUILDKITE_BRANCH - label: "style" - command: - - --check stellargraph tests plugins: - docker#v1.3.0: + docker#v2.1.0: image: "stellargraph/black" - workdir: /app - entrypoint: /usr/bin/black + command: ["--check", "stellargraph", "tests"] environment: - PYTHONDONTWRITEBYTECODE=1 From adf712b1970275faeb2d9134ddd15d6ff3a82ed4 Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Wed, 9 Jan 2019 12:27:00 +1100 Subject: [PATCH 014/116] Added tests for zero neighbour samples --- stellargraph/layer/hinsage.py | 13 +++++++-- stellargraph/mapper/node_mappers.py | 1 + tests/mapper/test_node_mappers.py | 41 ++++++++++++++++++++++++++++- 3 files changed, 52 insertions(+), 3 deletions(-) diff --git a/stellargraph/layer/hinsage.py b/stellargraph/layer/hinsage.py index efba11082..f0df8818b 100644 --- a/stellargraph/layer/hinsage.py +++ b/stellargraph/layer/hinsage.py @@ -117,19 +117,28 @@ def call(self, x, **kwargs): Apply MeanAggregation on input tensors, x Args: - x: Keras Tensor + x: List of Keras Tensors + x[0] = tensor of self features shape (n_batch, n_head, n_feat) + x[1+r] = tensors of neighbour features each of shape + (n_batch, n_head, n_neighbour[r], n_feat[r]) Returns: Keras Tensor representing the aggregated embeddings in the input. """ + # Calculate the mean vectors over the neigbours of each relation type neigh_means = [K.mean(z, axis=2) for z in x[1:]] + # Calculate the self vector shape (n_batch, n_head, n_out_self) from_self = K.dot(x[0], self.w_self) + + # Sum the contributions from all neighbour averages shape (n_batch, n_head, n_out_neigh) from_neigh = ( sum([K.dot(neigh_means[r], self.w_neigh[r]) for r in range(self.nr)]) / self.nr ) + + # Concatenate self + neighbour features, shape (n_batch, n_head, n_out) total = K.concatenate( [from_self, from_neigh], axis=2 ) # YT: this corresponds to concat=Partial @@ -302,7 +311,7 @@ def eval_neigh_tree_per_layer(input_tree): [ Reshape( ( - -1, + -1 if self.n_samples[depth[i]] > 0 else 0, self.n_samples[depth[i]], self.dims[layer][self.subtree_schema[neigh_index][0]], ) diff --git a/stellargraph/mapper/node_mappers.py b/stellargraph/mapper/node_mappers.py index 05a5e3209..ac5db7643 100644 --- a/stellargraph/mapper/node_mappers.py +++ b/stellargraph/mapper/node_mappers.py @@ -381,6 +381,7 @@ def sample_features(self, head_nodes, sampling_schema): reduce( operator.concat, (samples[ks] for samples in node_samples for ks in indices), + [], ), ) for nt, indices in sampling_schema[0] diff --git a/tests/mapper/test_node_mappers.py b/tests/mapper/test_node_mappers.py index ae16de8ce..46457e918 100644 --- a/tests/mapper/test_node_mappers.py +++ b/tests/mapper/test_node_mappers.py @@ -278,7 +278,7 @@ def test_nodemapper_with_labels(): nf, nl = gen[len(gen)] -def test_nodemapper_no_samples(): +def test_nodemapper_zero_samples(): n_feat = 4 n_batch = 2 @@ -297,6 +297,22 @@ def test_nodemapper_no_samples(): assert nf[1].shape == (n_batch, 0, n_feat) assert nl is None + # test graph + G = example_graph_1(feature_size=n_feat) + mapper = GraphSAGENodeGenerator(G, batch_size=n_batch, num_samples=[0, 0]).flow( + G.nodes() + ) + + # This is an edge case, are we sure we want this behaviour? + assert len(mapper) == 2 + for ii in range(len(mapper)): + nf, nl = mapper[ii] + assert len(nf) == 3 + assert nf[0].shape == (n_batch, 1, n_feat) + assert nf[1].shape == (n_batch, 0, n_feat) + assert nf[1].shape == (n_batch, 0, n_feat) + assert nl is None + def test_nodemapper_isolated_nodes(): n_feat = 4 @@ -529,6 +545,29 @@ def test_hinnodemapper_manual_schema(): ) +def test_hinnodemapper_zero_samples(): + batch_size = 3 + feature_sizes = {"t1": 1, "t2": 1} + G, nodes_type_1, nodes_type_2 = example_hin_3(feature_sizes) + + mapper = HinSAGENodeGenerator(G, batch_size=batch_size, num_samples=[0, 0]).flow( + nodes_type_2 + ) + + schema = G.create_graph_schema() + sampling_adj = schema.type_adjacency_list(["t2"], 2) + + assert len(mapper) == 1 + + # Get a batch! + batch_feats, batch_targets = mapper[0] + assert len(batch_feats) == len(sampling_adj) + + print(sampling_adj) + + print(batch_feats) + + def test_hinnodemapper_no_neighbors(): batch_size = 3 feature_sizes = {"t1": 1, "t2": 1} From 0aa1073c28edff2434b9a4d0fb0657084441a694 Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Thu, 10 Jan 2019 09:09:08 +1100 Subject: [PATCH 015/116] Added fixes for zero sample size to HinSAGE and GraphSAGE models --- ...age-cora-node-classification-example.ipynb | 83 ++-- stellargraph/layer/graphsage.py | 442 ++++++++---------- stellargraph/layer/hinsage.py | 144 +++--- tests/layer/test_graphsage.py | 73 +++ tests/layer/test_hinsage.py | 60 +++ 5 files changed, 428 insertions(+), 374 deletions(-) diff --git a/demos/node-classification-graphsage/graphsage-cora-node-classification-example.ipynb b/demos/node-classification-graphsage/graphsage-cora-node-classification-example.ipynb index e82dd1477..cda7a8122 100644 --- a/demos/node-classification-graphsage/graphsage-cora-node-classification-example.ipynb +++ b/demos/node-classification-graphsage/graphsage-cora-node-classification-example.ipynb @@ -198,13 +198,13 @@ { "data": { "text/plain": [ - "Counter({'Neural_Networks': 81,\n", - " 'Probabilistic_Methods': 42,\n", - " 'Theory': 35,\n", + "Counter({'Genetic_Algorithms': 42,\n", + " 'Neural_Networks': 81,\n", + " 'Reinforcement_Learning': 22,\n", " 'Rule_Learning': 18,\n", - " 'Genetic_Algorithms': 42,\n", + " 'Theory': 35,\n", " 'Case_Based': 30,\n", - " 'Reinforcement_Learning': 22})" + " 'Probabilistic_Methods': 42})" ] }, "execution_count": 9, @@ -330,7 +330,7 @@ "metadata": {}, "outputs": [], "source": [ - "batch_size = 50; num_samples = [10, 5]" + "batch_size = 50; num_samples = [10, 10]" ] }, { @@ -450,7 +450,7 @@ "model.compile(\n", " optimizer=optimizers.Adam(lr=0.005),\n", " loss=losses.categorical_crossentropy,\n", - " metrics=[metrics.categorical_accuracy],\n", + " metrics=[\"acc\"],\n", ")" ] }, @@ -480,45 +480,45 @@ "output_type": "stream", "text": [ "Epoch 1/20\n", - "6/6 [==============================] - 3s 533ms/step - loss: 1.8646 - categorical_accuracy: 0.2372 - val_loss: 1.6860 - val_categorical_accuracy: 0.3482\n", + " - 4s - loss: 1.8364 - acc: 0.2574 - val_loss: 1.6995 - val_acc: 0.3495\n", "Epoch 2/20\n", - "6/6 [==============================] - 3s 445ms/step - loss: 1.6170 - categorical_accuracy: 0.4492 - val_loss: 1.5196 - val_categorical_accuracy: 0.5021\n", + " - 4s - loss: 1.4710 - acc: 0.5824 - val_loss: 1.5217 - val_acc: 0.5472\n", "Epoch 3/20\n", - "6/6 [==============================] - 3s 454ms/step - loss: 1.4373 - categorical_accuracy: 0.6440 - val_loss: 1.3507 - val_categorical_accuracy: 0.6608\n", + " - 4s - loss: 1.2417 - acc: 0.8883 - val_loss: 1.3898 - val_acc: 0.7322\n", "Epoch 4/20\n", - "6/6 [==============================] - 3s 452ms/step - loss: 1.2599 - categorical_accuracy: 0.8348 - val_loss: 1.2325 - val_categorical_accuracy: 0.7297\n", + " - 4s - loss: 1.0549 - acc: 0.9695 - val_loss: 1.2663 - val_acc: 0.7715\n", "Epoch 5/20\n", - "6/6 [==============================] - 3s 449ms/step - loss: 1.1216 - categorical_accuracy: 0.8560 - val_loss: 1.1288 - val_categorical_accuracy: 0.7436\n", + " - 4s - loss: 0.9074 - acc: 0.9695 - val_loss: 1.1652 - val_acc: 0.7888\n", "Epoch 6/20\n", - "6/6 [==============================] - 3s 441ms/step - loss: 0.9716 - categorical_accuracy: 0.8754 - val_loss: 1.0466 - val_categorical_accuracy: 0.7580\n", + " - 4s - loss: 0.7749 - acc: 0.9898 - val_loss: 1.0940 - val_acc: 0.7896\n", "Epoch 7/20\n", - "6/6 [==============================] - 3s 445ms/step - loss: 0.8802 - categorical_accuracy: 0.9144 - val_loss: 0.9656 - val_categorical_accuracy: 0.7925\n", + " - 4s - loss: 0.6759 - acc: 0.9898 - val_loss: 1.0289 - val_acc: 0.7908\n", "Epoch 8/20\n", - "6/6 [==============================] - 3s 457ms/step - loss: 0.7650 - categorical_accuracy: 0.9585 - val_loss: 0.9056 - val_categorical_accuracy: 0.8056\n", + " - 5s - loss: 0.5839 - acc: 0.9932 - val_loss: 0.9692 - val_acc: 0.7994\n", "Epoch 9/20\n", - "6/6 [==============================] - 3s 443ms/step - loss: 0.6900 - categorical_accuracy: 0.9695 - val_loss: 0.8489 - val_categorical_accuracy: 0.8126\n", + " - 4s - loss: 0.5141 - acc: 1.0000 - val_loss: 0.9299 - val_acc: 0.8011\n", "Epoch 10/20\n", - "6/6 [==============================] - 3s 430ms/step - loss: 0.6212 - categorical_accuracy: 0.9652 - val_loss: 0.8099 - val_categorical_accuracy: 0.8093\n", + " - 4s - loss: 0.4514 - acc: 1.0000 - val_loss: 0.8947 - val_acc: 0.7920\n", "Epoch 11/20\n", - "6/6 [==============================] - 3s 443ms/step - loss: 0.5369 - categorical_accuracy: 0.9865 - val_loss: 0.7737 - val_categorical_accuracy: 0.8175\n", + " - 4s - loss: 0.3996 - acc: 1.0000 - val_loss: 0.8601 - val_acc: 0.7978\n", "Epoch 12/20\n", - "6/6 [==============================] - 3s 448ms/step - loss: 0.4861 - categorical_accuracy: 0.9865 - val_loss: 0.7438 - val_categorical_accuracy: 0.8154\n", + " - 4s - loss: 0.3568 - acc: 1.0000 - val_loss: 0.8304 - val_acc: 0.7982\n", "Epoch 13/20\n", - "6/6 [==============================] - 3s 444ms/step - loss: 0.4373 - categorical_accuracy: 0.9788 - val_loss: 0.7248 - val_categorical_accuracy: 0.8154\n", + " - 4s - loss: 0.3189 - acc: 1.0000 - val_loss: 0.8146 - val_acc: 0.7904\n", "Epoch 14/20\n", - "6/6 [==============================] - 3s 455ms/step - loss: 0.4101 - categorical_accuracy: 0.9889 - val_loss: 0.6973 - val_categorical_accuracy: 0.8167\n", + " - 4s - loss: 0.2835 - acc: 1.0000 - val_loss: 0.7935 - val_acc: 0.7978\n", "Epoch 15/20\n", - "6/6 [==============================] - 3s 440ms/step - loss: 0.3546 - categorical_accuracy: 0.9932 - val_loss: 0.6853 - val_categorical_accuracy: 0.8199\n", + " - 4s - loss: 0.2583 - acc: 1.0000 - val_loss: 0.7742 - val_acc: 0.7986\n", "Epoch 16/20\n", - "6/6 [==============================] - 3s 437ms/step - loss: 0.3333 - categorical_accuracy: 0.9865 - val_loss: 0.6768 - val_categorical_accuracy: 0.8191\n", + " - 4s - loss: 0.2357 - acc: 0.9966 - val_loss: 0.7778 - val_acc: 0.7945\n", "Epoch 17/20\n", - "6/6 [==============================] - 3s 458ms/step - loss: 0.3039 - categorical_accuracy: 0.9932 - val_loss: 0.6671 - val_categorical_accuracy: 0.8167\n", + " - 4s - loss: 0.2117 - acc: 1.0000 - val_loss: 0.7583 - val_acc: 0.7941\n", "Epoch 18/20\n", - "6/6 [==============================] - 3s 444ms/step - loss: 0.2698 - categorical_accuracy: 0.9966 - val_loss: 0.6546 - val_categorical_accuracy: 0.8220\n", + " - 4s - loss: 0.1933 - acc: 1.0000 - val_loss: 0.7518 - val_acc: 0.7842\n", "Epoch 19/20\n", - "6/6 [==============================] - 3s 421ms/step - loss: 0.2441 - categorical_accuracy: 1.0000 - val_loss: 0.6608 - val_categorical_accuracy: 0.8162\n", + " - 4s - loss: 0.1760 - acc: 1.0000 - val_loss: 0.7366 - val_acc: 0.7970\n", "Epoch 20/20\n", - "6/6 [==============================] - 3s 420ms/step - loss: 0.2388 - categorical_accuracy: 0.9865 - val_loss: 0.6478 - val_categorical_accuracy: 0.8167\n" + " - 4s - loss: 0.1639 - acc: 1.0000 - val_loss: 0.7335 - val_acc: 0.7879\n" ] } ], @@ -527,7 +527,7 @@ " train_gen,\n", " epochs=20,\n", " validation_data=test_gen,\n", - " verbose=1,\n", + " verbose=2,\n", " shuffle=True,\n", ")" ] @@ -562,7 +562,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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runMsp4DHv92oo52VUi5NQ6E2BDaHMdMgPdE6YjjjD39c80AeHNaBnzcf5quEA04qUimlqmfPRXamiUiqiFS5cI6I9BaRIhEZY69aHCLmArj4GdjyPSyfUm733YNbM7BtKM/M2syOlKwKnkAppZzPnkcKHwHDq2ogIu7Av4B5dqzDcQbeBx1HwrynYN/S03a5uwmvX9cdf28P7v1sDbkFurazUsr12C0UjDGLgYxqmv0Z+AaoH5fmiMDoKRASXeHAtiYBPrx+XXcS07J57kddlEcp5Xqc1qcgIi2Aq4F3a9B2gogkiEhCWlqa/Ys7Hz5B1sC2/Cz4+o5yA9sGtwvnTxe24ctVB/hhXbKTilRKqYo5s6P5DeBRY0y1s8YZY6YaY+KNMfHh4eEOKO08NY2DK9+E/Uvhl2fL7X7g0vb0ahXC499uZO+RE46vTymlKuHMUIgHvhSRvcAYYIqIjHZiPbWr61joM8GaTfWMFds83N1484YeeLi7MemLNeQXaf+CUso1OC0UjDExxphoY0w0MBP4P2PM986qxy6GvVDpwLYWwY14eUxXNiVn8uKc8qu5KaWUM9jzktQvgGVABxFJEpHxInKPiNxjr9d0OR5eMPYj8PCBGbdA/ukL7wzr1IzbB0Tz4R97mbe5/GyrSinlaFLXRtjGx8ebhIQEZ5dxdnYvgk9GQ9xV1uptIqW78ouKufbdpRzIyGX2fYNpEdzIiYUqpeorEVltjImvrp2OaHaE1hfCxU9bfQuzJkHxqam0vT3cefuGnhSXGP7yxVpdrU0p5VQaCo4y8H644BFY+ynMuAkKckp3RYf58cLVnVm97yivz9/hxCKVUg2dhoKjiMBFT8AVr8KOufDxKMg5Nbbvqu4tuC4+incX7eL3nS4+FkMpVW9pKDha77tg3MdwaAN8MAyO7S/d9eyoTrQN9+evM9aRmpXnxCKVUg2VhoIzxI2CW76D7FQrGFKsKS8aebnzzk09yc4v4q8z1lFcUrcuAlBK1X0aCs4SPRDunAMITLsc9i4BoH3TAJ69shN/JKbz7sJE59aolGpwNBScqWknGD8PAprCJ9fAlh8AuK53FKO6Nee1+TtYuae6OQWVUqr2aCg4W3AU3DkXIrrBV7fByvcREV64ujNRjX2578u1HNVlPJVSDqKh4Ap8G8OtP0D74TD7Ifj1bwR4e/D2DT05kp3PQ1+v12U8lVIOoaHgKrx8rSm3e94Kv78CsybRJcKPx0fE8uu2VKb9sdfZFSqlGgAPZxegynD3sKbcDoiARf+C7DRuH/shS3el8+KcrfSODqFrZLCzq1RK1WN6pOBqRGDo43DFa7BzHvLxVbwyogXh/t5M+nwtx3MKq38OpZQ6RxoKrqr3+NJBbkFfXMl/RoVz+Hget324kuz8ouofr5RS50BDwZXFjYJbv4cTqXSZM5aPRjRiY/Jx7pq+irxCXZhHKVX7NBRcXasBcMfPIG4MWHwLn15wjBV7Mrjn09UUFOmMqkqp2qWhUBc0jbMGuQW3ov/y/+OHzn+waHsK989YS5FOta2UqkX2XHltmoikisimSvbfJCIbRGSjiCwVkW72qqVeCI6ygqHrOLrufIeFkVP5feNuHv1mIyU6R5JSqpbY80jhI2B4Ffv3ABcaY7oAfwOm2rGW+sHLF67+D1z+Eq0ylrI4+Hk2rF3Osz9u1sFtSqlaYbdQMMYsBiqduMcYs9QYc9R2dzkQaa9a6hUR6DsRbvuRYPc8fmr0DEdWzOBfP2/XYFBKnTdX6VMYD8ypbKeITBCRBBFJSEvTBWgAaDUAmbgYz+ZdmOL1JiF/PM+U37Y5uyqlVB3n9FAQkaFYofBoZW2MMVONMfHGmPjw8HDHFefqAiOQ23/CxN/FRI+f6L5wPJ//ttrZVSml6jCnhoKIdAX+C1xljEl3Zi11locXMvJVike9Qx+PHVy4aCzz51d60KWUUlVyWiiISEvgW+AWY4yuVn+e3HvejLlzLl4eHlyw5BbW/fCWs0tSStVB9rwk9QtgGdBBRJJEZLyI3CMi99iaPA2EAlNEZJ2IJNirlobCK6oX/n9ewnbvznRf+yRJH0+Eonxnl6WUqkOkrl2xEh8fbxISND+qkpWTx7y37uXa3JlkhvUg8NbPIbC5s8tSSjmRiKw2xsRX187pHc2q9gX4+nDRpHf5m+9k3NO2UjhlUOka0EopVRUNhXoqxM+LiX/6K//n9wpJed6Y6aNg2RSoY0eGSinH0lCox5oE+PCPCWOY4P0yC01PmPsYfDwKjiQ6uzSllIvSUKjnWgQ3YurdQ3nE/RFedJtASfI6eHcALHpJO6GVUuVoKDQAMWF+fHp3f77kUq52e53cNsNhwQvw3iDY+4ezy1NKuRANhQaiQ7MApt/Rh125AVx5eDyZ13wBRXnw0Qj4YRLkVDpNlVKqAalRKIjIfSISKJYPRGSNiAyzd3GqdnWLCuaD2+I5kJHDDQsDyBy/BAbeB+s+h7d7w/oZ2hGtVANX0yOFO40xmcAwIAS4BXjRblUpu+nbOpT3bunFjpQs7vx0MzkXPg0TF0NINHw3AT6+CtJ3ObtMpZST1DQUxPZ9BPCJMWZzmW2qjhnaoQlvXNeDNfuPMvGT1eSHxVoL+FzxKhxcC1P6w6KXoajA2aUqpRyspqGwWkTmYYXCXBEJAHQdyDrsiq4RvHhtV37feYS/fLGWIiPQ+y64dyV0uBwW/N3qiN631NmlKqUcqKahMB6YDPQ2xuQAnsAddqtKOcS4+CieuTKOuZtTeGTmBmtZz8AIGDcdbvwKCnPhw8th1p+1I1qpBqKmodAf2G6MOSYiNwNPAsftV5ZylDsGxvDQsPZ8uzaZZ2aVWdaz/WVw73IY8GdY+5nVEb3hK+2IVqqeq2kovAvkiEg34EFgF/Cx3apSDnXv0LZMvKA1nyzfx0tzt5/a4eUHw/4OExZCSCv49m6rI1pHRCtVb9U0FIqM9V/Iq4C3jTHvAAH2K0s5kogw+fKO3NS3Je8u3MU7C874ox/RFcbPhxGvWB3R7/aHBf+EwjznFKyUspuahkKWiDyGdSnqTyLihtWvoOoJEeFvV3VmdPfmvDx3Ox8v23t6Azd36HM3TFoFsaNg0YtWOOz6zRnlKqXspKahcB2QjzVe4TAQCbxc1QNEZJqIpIrIpkr2i4i8KSKJIrJBRHqeVeWq1rm5CS+P7calcU15+ofNzFydVL5RQDMY8wHc8p11/5OrYeZ4yEpxbLFKKbuoUSjYguAzIEhERgJ5xpjq+hQ+AoZXsf9yoJ3tawJWv4VyMk93N966oQcD24byyMz1/LzpUMUN21wEf1oGF06GrbOsjuiV70NJsWMLVkrVqppOczEOWAmMBcYBK0RkTFWPMcYsBqq6jvEq4GNjWQ4Ei0hEzcpW9uTj6c7UW+LpHhXMn79Yy6IdaRU39PSBoY9Z4dC8O8x+CD64FA6td2zBSqlaU9PTR09gjVG4zRhzK9AHeOo8X7sFcKDM/STbtnJEZIKIJIhIQlpaJX+gVK3y8/bgwzv60K5JABM/SWDV3iryPawt3PoDXPNfOLYfpg6BOZMhL9Nh9SqlakdNQ8HNGJNa5n76WTz2vBljphpj4o0x8eHh4Y562QYvqJEnH4/vQ/PgRtz54So2JlUxNEUEuo61OqJ73QEr3oN3+sDm73Vsg1J1SE3/sP8sInNF5HYRuR34CZh9nq+dDESVuR9p26ZcSJi/N5/d1ZfARp7cOm0FK3anV/2ARiEw8jW46xfwC4Ovb4PPx8HRvQ6pVyl1fmra0fwwMBXoavuaaox59DxfexZwq+0qpH7AcWNMJb2aypkighrx+d19CWrkyfXvL+fludsoLK5m6qvIeLh7IVz2T2v+pHf6wuJXoCDHITUrpc6NGDsd2ovIF8AQIAxIAZ7BNrbBGPOeiAjwNtYVSjnAHcaYhOqeNz4+3iQkVNtM2cGJ/CKe/3ELMxIO0DUyiH9f34OYML/qH3g8GX62XaXkGwq977bGPPiF2b9opRQAIrLaGBNfbbuqQkFEsoCKGghgjDGB517iudFQcL45Gw8x+duNFBSV8MyVcVzXOwor46uxbxksfRO2zwYPH+h+I/SfBKFt7F+0Ug1crYSCK9JQcA2Hjufy4FfrWborncs6NeXFa7oS4udVswen7YBlb8H6L6G4EGJHwoD7IKq3fYtWqgHTUFB2V1Ji+GDJHl6au43Gfl68OrY7g9qdxSmhrBRY+R9Y9QHkHYOW/a1ZWdtfDm66fLhStUlDQTnMpuTj3D9jHYmp2dw1KIaHh3fA28O95k+Qnw1rP4Vl78Dx/RDaDgZMgq7XWwPklFLnTUNBOVRuQTH/mL2VT5bvIzYikH9f3532Tc9yIt3iItjyvdXvcGg9+IVDn4nQezz4NrZP4Uo1EBoKyil+3Wqt4padX8TjI2K5tX+rmnVCl2UM7FkMS9+CxPng6Qs9boH+/wch0XapW6n6TkNBOU1qVh4Pf72BRTvSGNohnJfGdCM8wPvcnixlixUOG78GUwwdr4C+f4JWA6xR1EqpGtFQUE5ljOHjZft4YfZWArw9eHlsVy7q2PTcnzDzIKz4D6z+yOqUbtYF+t4Dncdov4NSNaChoFzC9sNZ3PflWrYdzuKWfq144opYfDzPohP6TAU5sPErWP4epG21BsP1ugN63wWBOsmuUpXRUFAuI6+wmJfnbueDJXvo17oxU2+NJ9DnPBfuO9nvsOI92D7HWhkubrR19KDjHZQqR0NBuZzv1ybz0Nfradc0gOl39KZJYC2d9snYYy3ws/YTyM+EFr2scIgbDR41HFCnVD2noaBc0qIdafzp09U09vPik/F9azZ3Uk3lZ1mjpFe8B+mJ4N8U4sdD/B3g36T2XkepOkhDQbms9QeOccdHqwD48PbedIsKrt0XKCmBXb/Binch8Rdw97I6pPtOtFaIU6oB0lBQLm13Wja3TltJxokC3r25Fxe2t9PiSUd2WlctrfscCk9A4zbQfji0v8yaVkNPL6kGQkNBubzUzDxu+3AVO1OyeGVsN0b3qHA11tqRd9wa67D9Z6uDujgfvAOhzUVWSLS7VKfyVvWahoKqEzLzCpnwcQLLd2fw5BWx3DW4tf1ftOAE7F4EO36GHXMh+zAgENnbOoJoPxyadtLBcapecYlQEJHhwL8Bd+C/xpgXz9jfEpgOBNvaTDbGVLnMp4ZC/ZNfVMxfZ6xj9sbDTLigNZOHd8TNzUF/kEtK4PAGKxx2/AwH11jbAyNPBUTMYPBs5Jh6lLITp4eCiLgDO4BLgSRgFXCDMWZLmTZTgbXGmHdFJA6YbYyJrup5NRTqp+ISw3M/bubjZfu4ukcLXhrTFU93J0yfnXUYds63AmLXAqsfwqMRtB5ihUTbSyA4qrpnUcrl1DQUPOxYQx8g0Riz21bQl8BVwJYybQxwcvW2IOCgHetRLszdTXhuVCeaBHjzyrwdZJwoYMpNPfHztudHtAIBzaDnLdZXUT7sXWI7zfQz7JhjtQltB20vtvojogeBVy1eVquUk9nzSGEMMNwYc5ft/i1AX2PMpDJtIoB5QAjgB1xijFld1fPqkUL99+XK/Tz+3Ua6RAbz4e29aVzTFd3syRhI2w67frUud937BxTlgpsntOx3KiSadtEFgpRLcoXTRzUJhQdsNbwqIv2BD4DOxpiSM55rAjABoGXLlr327dtnl5qV65i/JYVJn6+hRXAjpt/Zh6jGvs4u6XSFebB/mS0kFkDKJmu7Xzi0HmqFROuhEHAekwAqVYtcIRT6A88aYy6z3X8MwBjzzzJtNmMFxwHb/d1AP2NMamXPq0cKDUfC3gzGT0/A28ON6Xf2ITYisPoHOUvWYSscToZEzhFre9PO1hFEm4uscRE6o6tyElcIBQ+sjuaLgWSsjuYbjTGby7SZA8wwxnwkIrHAr0ALU0VRGgoNy46ULG6btpLsvCLevy2efq1DnV1S9U5e0bTrN+tr/3IoKbQ6rCPjIaoPRPW1LoHVFeWUgzg9FGxFjADewLrcdJox5gUReR5IMMbMsl1x9D7gj9Xp/IgxZl5Vz6mh0PAcPJbLrdNWsj8jh0lD23LX4Bh8vRzcAX0+8rOtDuvdC+DACji0wVowCCCsw6kAu6n3AAAWcElEQVSQaNkPQtvq+AhlFy4RCvagodAwHcsp4LFvNzJn02GaBnrz4KUduLZXJO6OGs9QmwpOQPIaKyAOrLS+5x2z9jVqfCokovpC8x7g5WL9KapO0lBQ9VLC3gz+/tNW1h04RsdmATw+IpYL7DVvkqOUlED6TltIrID9K6z7AG4e0KyrdRQR2RuaxEJIjPZNqLOmoaDqLWMMszce5l8/b2N/Rg6D24Xx+IhY1+6IPlsn0iFp1amgSF4NRXm2nQJBURDa2prgL7SN7XtbCGkF7ue5gJGqlzQUVL2XX1TMJ8v28dZviWTmFTK2VyQPXNqBZkH18H/RRQWQuhmOJFprRWTsgvRd1ve846faiTsEtywTFGVCI7iltUKdapA0FFSDcTynkLcX7GT60n24ucGEwa2ZcGEb/B09GtoZjIGcjNNDIj3Rdns3FGSfauvmaU3016IXtOhpfQ9rr0HRQGgoqAbnQEYOL83dzo/rDxLm781fL23HdfFReDhjDiVXYAxkp54KjPSdcHAdHFxrLVsK4OUPEd2hRQ8rJJr3tI4o9AqoekdDQTVYa/cf5R+zt7Jq71HaNvHn8REdGdqhCaJ/6CwlJVZQJK+2fa2xxlUUF1j7fcNOHUk072nd1rUm6jwNBdWgGWOYtyWFF+dsY8+RE/RvHcoTV8TSuUWQs0tzTSf7LJJXQ/Ja63vaNqzhQ1hHDyePIvybWmte+4Wfut2osc755OI0FJQCCotL+HzFft74ZQdHcwoZ0yuSR4Z3oElAPeyMrm35WXBovXUkkbzaup150Fq17kzibguJJrbAaHLqtn/TU/saNQafIL2k1gk0FJQqIzOvkHd+S2TaH3vw9nDnzxe15Y6BMXh56P9uz4oxVn9EdqrtKwVOpFnfT247kXrqdklhxc/j4QM+wVZANAouf7uR7X652yHWVOV6KvCsaSgoVYHdadn8/aet/LYtlZgwP54aGctFHXUmU7swxhqpXTZA8o5B7jHre97xSm5nUnraqiLuXlY4NGpszR3VKMT68m1sbSt7u3R/Y/BwgSnYnUhDQakqLNieyt9+3MLuIycY0iGcp0bG0Sbc39llKbA6wvMzy4dF7jHIPQq5Gdb3HNv30tsZpzrLK+Llf6ofJKDpqf4Q/2anb/MNA/daupy5pAQKc6ypTQpPgFcA+IY6pf9FQ0GpahQUlTB96V7e/HUnuYXF3D4gmr9c0o5AHx0RXCcZY/3xPRkcJ4Mi9yjkHIWc9DKnumxfZQf+nSRuVjCcFh62ADn5GgXZtu9n3j7jfuGJ8s/v5nHqOQNOBlKE7bWaWdsCmlkBVotjSDQUlKqhtKx8Xpm7na9WHyDUz4uHL+vA2F5RuNXFyfbU2SnMPXVqKzvFWhej7P3sFMhKsfpJSopOPc7dy+rb8PK3ffer4L7/6fc9fa0joKzDttc5bD139mErsM4kblYwBDSzhUVTaH85dBxxTj+qhoJSZ2lD0jGe+3ELq/cdpUuLIJ4dFUevVrregcI6DZR71Drt4+lX+/0TRQWnB1PWoTIhlWLdz0qB3nfBkEfP6SU0FJQ6B8YYflh3kH/O2UpKZj6juzdn8uWx9XM+JdWg1DQU9Ho8pcoQEUb3aMFvDw7h3qFtmL3pMBe9upB3FiSSV1js7PKUsju7hoKIDBeR7SKSKCKTK2kzTkS2iMhmEfncnvUoVVN+3h48fFlHfvnrhQxqG8bLc7dz6euLmLv5MHXt6Fqps2G3UBARd+Ad4HIgDrjBtvxm2TbtgMeAgcaYTsD99qpHqXPRMtSXqbfG8+n4vvh4uDPxk9XcOm0lianZ1T9YqTrInkcKfYBEY8xuY0wB8CVw1Rlt7gbeMcYcBTDGpNqxHqXO2aB2Ycy+bzBPj4xj3f5jDH9jMf+YvZWsvEpG7CpVR9kzFFoAB8rcT7JtK6s90F5E/hCR5SIyvKInEpEJIpIgIglpaWl2Klepqnm6u3HnoBgWPDyEa3q2YOri3Vz06iK+WZ1ESYmeUlL1g7M7mj2AdsAQ4AbgfREJPrORMWaqMSbeGBMfHl7H1+NVdV6YvzcvjenG9/cOpHlwIx78ej1j3lvKxqQKBkIpVcfYMxSSgagy9yNt28pKAmYZYwqNMXuAHVghoZTL6x4VzHd/GsBLY7qyPyOHUe8s4bFvN5CeXcEsokrVEfYMhVVAOxGJEREv4Hpg1hltvsc6SkBEwrBOJ+22Y01K1So3N2FcfBS/PTSEOwfG8FVCEkNfWchHf+yhqLjE2eUpddbsFgrGmCJgEjAX2Ap8ZYzZLCLPi8goW7O5QLqIbAEWAA8bYyoY762Uawv08eSpkXH8fN9gukQG8eyPWxj51hKW7dKPs6pbdESzUrXMGMPczYf52/+2knwslyu6RvDEiFiaBzdydmmqAavpiOZamh9WKXWSiDC8cwQXtm/Ce4t28d6iXfy2NZV7h7bhtgHRBOgsrMqF6ZGCUnZ2ICOHF37ays+bD+Pt4cZlnZpxba9IBrUNw11nYlUOohPiKeVi1h84xszVScxaf5DjuYU0CfDm6h4tuKZnJB2aBTi7PFXPaSgo5aLyi4pZsC2VmauTWbg9laISQ+cWgVzTI5JR3ZsT5u/t7BJVPaShoFQdkJ6dz6z1B/l2TTIbk4/j4SYM6RDONT0juTi2Cd4etbfylmrYNBSUqmO2H87i27VJfL82mZTMfIIaeTKyawTX9oqkR1QwItr/oM6dhoJSdVRxieGPxCN8syaJuZsPk1dYQkyYH9f0aMHY+Chd8EedEw0FpeqBrLxC5mw8zDdrklixJwN3N+GS2Cbc3K8VA9uE6TrSqsY0FJSqZ/aln+Dzlfv5OiGJjBMFRIf6clPfVozpFUmIXy2vGazqHQ0FpeqpvMJift50mE+X7yNh31G8PNwY2TWCm/u10r4HVSkNBaUagK2HMvlsxT6+W5PMiYJi4iICualfS0Z3b4Gft05YoE7RUFCqAcnOL+L7tcl8unwf2w5n4e/twdU9WnBzv1Y6ME4BGgpKNUjGGNbsP8qny/fz04ZDFBSX0Ds6hJv7tWJ452Y67qEB01BQqoHLOFHA1wkH+Hzlfval5xDq58VFHZswqF0Yg9qGEaojpxsUDQWlFAAlJYYliUeYkXCAJTuPcDy3EIBOzQMZ1C6MwW3DiY8OwcdTjyLqM5cIBREZDvwbcAf+a4x5sZJ21wIzgd7GmCr/4msoKHXuiksMG5OPs2RnGr/vPMKa/UcpLDZ4e7jRJ6Yxg9qGMahdGLHNAnUMRD3j9FAQEXesNZcvxVqLeRVwgzFmyxntAoCfAC9gkoaCUo5zIr+IlXsy+H3nEZYkprEjJRuAUD8vBtoCYnC7MCKCdIGgus4VFtnpAyQaY3bbCvoSuArYcka7vwH/Ah62Yy1KqQr4eXswtGMThnZsAsDh43ksSTzCkp1pLElMZ9b6gwC0beLPoLZhDItrSp+Yxni423N5d+VM9gyFFsCBMveTgL5lG4hITyDKGPOTiFQaCiIyAZgA0LJlSzuUqpQCaBbkw5hekYzpFYkxhm2Hs1iy8wi/Jx7hy1X7+WjpXkL9vBjeuRlXdInQgKiHnDa6RUTcgNeA26tra4yZCkwF6/SRfStTSoG1rGhsRCCxEYHcfUFrcguKWbA9lZ82HuLbNcl8tmK/BkQ9ZM9QSAaiytyPtG07KQDoDCy0DctvBswSkVHV9SsopRyvkZc7I7pEMKJLhAZEPWbPjmYPrI7mi7HCYBVwozFmcyXtFwIPaUezUnVL2YD4bWsquYXFGhAuyOkdzcaYIhGZBMzFuiR1mjFms4g8DyQYY2bZ67WVUo5TkyOIy2wB0bNlCI28dDyEK9PBa0opu6joCEIEWjX2pX3TADo0s301DSA6zA9PPZqwK6cfKSilGrYzjyCWJB5h88Hj7EjJYvvhLH7ZmkKJ7f+knu5Cm3D/0rBo39QKi8iQRjqIzsE0FJRSdtfIy51L45pyaVzT0m15hcXsTjthhURKFjsOZ7Fm/9HSsREAjTzdad/0VFj0bBVC1xZB2kdhRxoKSimn8PF0J655IHHNA0/bnp1fxM6ULNsRRTY7UrJYuCONr1cnAeDn5U7vmMYMaBNK/9ZhxDUPxF2PJmqNhoJSyqX4e3vQo2UIPVqGnLY9LSufVXszWLrrCMt2pfOP7WkABPp40Ld1KP1bhzKgbSjtmwToKafzoKGglKoTwgO8S/soAFIz81i2O51lu9JZuiud+VtSAGjs50W/1o3p3yaM/q1DaRPup0uUngW9+kgpVS8kH8u1BcQRlu9K5+DxPACaBHjTr3UoA9qE0rd1KNGhvg0yJJw+S6q9aCgopapjjGFfes5pRxJHsvMBKyT6xDSmb0xj+rYOpW24f4M43aSXpCqlGiwRITrMj+gwP27o0xJjDLvSslmxJ4MVuzNYsSed/204BECIrye9o62A6BvTmNiIht1xraGglKr3RIS2TQJo2ySAm/q2whjDgYxcVuxJZ8WeDFbuyWCerU8iwNuD+OgQ+sSE0iemMV0jgxrUwDoNBaVUgyMitAz1pWWoL2PjrXk7Dx3PZeWejNKQWLB9G2CNlejZKpg+0aF0iwqiU/MgwgPq7/rW2qeglFIVOJKdz6oyIbH1cCYn/1yGB3gTF2GNsejUPJC4iECiQ/1cum9C+xSUUuo8hPl7c3mXCC63XQKbmVfIloOZbDmYyeaDmWw5lMkfi3dTZJurw9fLndiIwNPCon3TAHw869YEgHqkoJRS5yi/qJidKdlsOZRZGhhbDmWSnV8EgLub0Cbcj07Ng4iNCCDM3xsfT3e8Pdzw8XTHx9MNbw/3ctt8PN1rvR9DjxSUUsrOvD3c6dwiiM4tgkq3lZQYko7msuXQceuI4mAmy3en893a5CqeqTx3NzkVFLbvN/ZtyV2DW9f2j3EaDQWllKpFbm6nOrGHd44o3X4sp4BjOYXkF5WQV1hsfZW5nV9UQn5hMXmFtm1F1u38olPbwvzt38GtoaCUUg4Q7OtFsK+Xs8uoll0vvhWR4SKyXUQSRWRyBfsfEJEtIrJBRH4VkVb2rEcppVTV7BYKIuIOvANcDsQBN4hI3BnN1gLxxpiuwEzgJXvVo5RSqnr2PFLoAyQaY3YbYwqAL4GryjYwxiwwxuTY7i4HIu1Yj1JKqWrYMxRaAAfK3E+ybavMeGBORTtEZIKIJIhIQlpaWi2WqJRSqiyXmNBDRG4G4oGXK9pvjJlqjIk3xsSHh4c7tjillGpA7Hn1UTIQVeZ+pG3baUTkEuAJ4EJjTL4d61FKKVUNex4prALaiUiMiHgB1wOzyjYQkR7Af4BRxphUO9ailFKqBuwWCsaYImASMBfYCnxljNksIs+LyChbs5cBf+BrEVknIrMqeTqllFIOUOfmPhKRNGDfOT48DDhSi+XUNlevD1y/Rq3v/Gh958eV62tljKm2U7bOhcL5EJGEmkwI5SyuXh+4fo1a3/nR+s6Pq9dXEy5x9ZFSSinXoKGglFKqVEMLhanOLqAarl4fuH6NWt/50frOj6vXV60G1aeglFKqag3tSEEppVQVNBSUUkqVqpehUIN1HLxFZIZt/woRiXZgbVEissC2jsRmEbmvgjZDROS4bUDfOhF52lH12V5/r4hstL12uQWxxfKm7f3bICI9HVhbhzLvyzoRyRSR+89o4/D3T0SmiUiqiGwqs62xiMwXkZ227yGVPPY2W5udInKbA+t7WUS22f4NvxOR4EoeW+XnwY71PSsiyWX+HUdU8tgqf9/tWN+MMrXtFZF1lTzW7u9frTLG1KsvwB3YBbQGvID1QNwZbf4PeM92+3pghgPriwB62m4HADsqqG8I8D8nvod7gbAq9o/AmtFWgH7ACif+Wx/GGpTj1PcPuADoCWwqs+0lYLLt9mTgXxU8rjGw2/Y9xHY7xEH1DQM8bLf/VVF9Nfk82LG+Z4GHavAZqPL33V71nbH/VeBpZ71/tflVH48Uql3HwXZ/uu32TOBiERFHFGeMOWSMWWO7nYU1BUhVU4q7oquAj41lORAsIhHVPcgOLgZ2GWPOdYR7rTHGLAYyzthc9nM2HRhdwUMvA+YbYzKMMUeB+cBwR9RnjJlnrOlowMnrmVTy/tVETX7fz1tV9dn+dowDvqjt13WG+hgKNVnHobSN7ZfiOBDqkOrKsJ226gGsqGB3fxFZLyJzRKSTQwsDA8wTkdUiMqGC/We7Voa9XE/lv4jOfP9OamqMOWS7fRhoWkEbV3kv76SS9Uyo/vNgT5Nsp7emVXL6zRXev8FAijFmZyX7nfn+nbX6GAp1goj4A98A9xtjMs/YvQbrlEg34C3geweXN8gY0xNrKdV7ReQCB79+tWwz744Cvq5gt7Pfv3KMdR7BJa//FpEngCLgs0qaOOvz8C7QBugOHMI6ReOKbqDqowSX/30qqz6GQk3WcShtIyIeQBCQ7pDqrNf0xAqEz4wx35653xiTaYzJtt2eDXiKSJij6jPGJNu+pwLfYR2il1WjtTLs7HJgjTEm5cwdzn7/ykg5eVrN9r2i6eGd+l6KyO3ASOAmW3CVU4PPg10YY1KMMcXGmBLg/Upe19nvnwdwDTCjsjbOev/OVX0MhWrXcbDdP3mVxxjgt8p+IWqb7fzjB8BWY8xrlbRpdrKPQ0T6YP07OSS0RMRPRAJO3sbqjNx0RrNZwK22q5D6AcfLnCZxlEr/d+bM9+8MZT9ntwE/VNBmLjBMREJsp0eG2bbZnYgMBx7BWs8kp5I2Nfk82Ku+sv1UV1fyujX5fbenS4BtxpikinY68/07Z87u6bbHF9bVMTuwrkp4wrbteawPP4AP1mmHRGAl0NqBtQ3COo2wAVhn+xoB3APcY2szCdiMdSXFcmCAA+trbXvd9bYaTr5/ZesT4B3b+7sRiHfwv68f1h/5oDLbnPr+YQXUIaAQ67z2eKx+ql+BncAvQGNb23jgv2Uee6fts5gI3OHA+hKxzsef/ByevCKvOTC7qs+Dg+r7xPb52oD1hz7izPps98v9vjuiPtv2j05+7sq0dfj7V5tfOs2FUkqpUvXx9JFSSqlzpKGglFKqlIaCUkqpUhoKSimlSmkoKKWUKqWhoJQD2WZw/Z+z61CqMhoKSimlSmkoKFUBEblZRFba5sD/j4i4i0i2iLwu1joYv4pIuK1tdxFZXmZdghDb9rYi8ottYr41ItLG9vT+IjLTtpbBZ46aoVepmtBQUOoMIhILXAcMNMZ0B4qBm7BGUicYYzoBi4BnbA/5GHjUGNMVawTuye2fAe8Ya2K+AVgjYsGaGfd+IA5rxOtAu/9QStWQh7MLUMoFXQz0AlbZ/hPfCGsyuxJOTXz2KfCtiAQBwcaYRbbt04GvbfPdtDDGfAdgjMkDsD3fSmObK8e2Wlc0sMT+P5ZS1dNQUKo8AaYbYx47baPIU2e0O9c5YvLL3C5Gfw+VC9HTR0qV9yswRkSaQOlay62wfl/G2NrcCCwxxhwHjorIYNv2W4BFxlpVL0lERtuew1tEfB36Uyh1DvR/KEqdwRizRUSexFotyw1rZsx7gRNAH9u+VKx+B7CmxX7P9kd/N3CHbfstwH9E5Hnbc4x14I+h1DnRWVKVqiERyTbG+Du7DqXsSU8fKaWUKqVHCkoppUrpkYJSSqlSGgpKKaVKaSgopZQqpaGglFKqlIaCUkqpUv8PkjhIomx7UJ0AAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -603,8 +603,8 @@ "text": [ "\n", "Test Set Metrics:\n", - "\tloss: 0.6467\n", - "\tcategorical_accuracy: 0.8179\n" + "\tloss: 0.7293\n", + "\tacc: 0.7957\n" ] } ], @@ -711,7 +711,7 @@ " \n", " \n", " 13195\n", - " subject=Reinforcement_Learning\n", + " subject=Neural_Networks\n", " Reinforcement_Learning\n", " \n", " \n", @@ -753,7 +753,7 @@ "31336 subject=Neural_Networks Neural_Networks\n", "1061127 subject=Rule_Learning Rule_Learning\n", "1106406 subject=Reinforcement_Learning Reinforcement_Learning\n", - "13195 subject=Reinforcement_Learning Reinforcement_Learning\n", + "13195 subject=Neural_Networks Reinforcement_Learning\n", "37879 subject=Probabilistic_Methods Probabilistic_Methods\n", "1126012 subject=Reinforcement_Learning Probabilistic_Methods\n", "1107140 subject=Reinforcement_Learning Theory\n", @@ -932,7 +932,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -951,13 +951,20 @@ "plt.title('{} visualization of GraphSAGE embeddings for cora dataset'.format(transform.__name__))\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Stellar ML [3]", "language": "python", - "name": "python3" + "name": "stellarml" }, "language_info": { "codemirror_mode": { @@ -969,7 +976,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/stellargraph/layer/graphsage.py b/stellargraph/layer/graphsage.py index 649cd7511..33aff6b66 100644 --- a/stellargraph/layer/graphsage.py +++ b/stellargraph/layer/graphsage.py @@ -34,11 +34,12 @@ from keras.utils import Sequence from keras import activations from typing import List, Tuple, Callable, AnyStr +from abc import ABCMeta, abstractmethod -class MeanAggregator(Layer): +class GraphSAGEAggregator(Layer, metaclass=ABCMeta): """ - Mean Aggregator for GraphSAGE implemented with Keras base layer + Base class for GraphSAGE aggregators Args: output_dim (int): Output dimension @@ -88,30 +89,15 @@ def build(self, input_shape): and neighbour """ - self.w_neigh = self.add_weight( - name="w_neigh", - shape=(input_shape[1][3], self.half_output_dim), - initializer=self._initializer, - trainable=True, - ) - self.w_self = self.add_weight( - name="w_self", - shape=(input_shape[0][2], self.half_output_dim), - initializer=self._initializer, - trainable=True, - ) - if self.has_bias: - self.bias = self.add_weight( - name="bias", - shape=[self.output_dim], - initializer="zeros", - trainable=True, - ) super().build(input_shape) + @abstractmethod + def aggregate_neighbours(self, x_neigh): + pass + def call(self, x, **kwargs): """ - Apply MeanAggregation on input tensors, x + Apply aggregator on input tensors, x Args: x: Keras Tensor @@ -120,10 +106,23 @@ def call(self, x, **kwargs): Keras Tensor representing the aggregated embeddings in the input. """ - neigh_means = K.mean(x[1], axis=2) + # x[0]: self vector (batch_size, head size, feature_size) + # x[1]: neighbour vector (batch_size, head size, neighbours, feature_size) + x_self, x_neigh = x + + # Weight maxtrix multiplied by self features + from_self = K.dot(x_self, self.w_self) + + # If there are neighbours aggregate over them + if x_neigh.shape[2] > 0: + from_neigh = self.aggregate_neighbours(x_neigh) + + # Otherwise add a synthetic zero vector + else: + x_shape = K.shape(x_neigh) + w_shape = self.half_output_dim + from_neigh = K.zeros((x_shape[0], x_shape[1], w_shape)) - from_self = K.dot(x[0], self.w_self) - from_neigh = K.dot(neigh_means, self.w_neigh) h_out = K.concatenate([from_self, from_neigh], axis=2) if self.has_bias: @@ -148,7 +147,59 @@ def compute_output_shape(self, input_shape): return input_shape[0][0], input_shape[0][1], self.output_dim -class MaxPoolingAggregator(Layer): +class MeanAggregator(GraphSAGEAggregator): + """ + Mean Aggregator for GraphSAGE implemented with Keras base layer + + Args: + output_dim (int): Output dimension + bias (bool): Optional bias + act (Callable or str): name of the activation function to use (must be a + Keras activation function), or alternatively, a TensorFlow operation. + + """ + + def build(self, input_shape): + """ + Builds layer + + Args: + input_shape (list of list of int): Shape of input tensors for self + and neighbour + + """ + if input_shape[1][2] > 0: + self.w_neigh = self.add_weight( + name="w_neigh", + shape=(input_shape[1][3], self.half_output_dim), + initializer=self._initializer, + trainable=True, + ) + else: + self.w_neigh = None + + self.w_self = self.add_weight( + name="w_self", + shape=(input_shape[0][2], self.half_output_dim), + initializer=self._initializer, + trainable=True, + ) + + if self.has_bias: + self.bias = self.add_weight( + name="bias", + shape=[self.output_dim], + initializer="zeros", + trainable=True, + ) + super().build(input_shape) + + def aggregate_neighbours(self, x_neigh): + from_neigh = K.dot(K.mean(x_neigh, axis=2), self.w_neigh) + return from_neigh + + +class MaxPoolingAggregator(GraphSAGEAggregator): """ Max Pooling Aggregator for GraphSAGE implemented with Keras base layer @@ -162,44 +213,13 @@ class MaxPoolingAggregator(Layer): """ - def __init__( - self, - output_dim: int = 0, - bias: bool = False, - act: Callable or AnyStr = "relu", - **kwargs - ): - self.output_dim = output_dim - assert output_dim % 2 == 0 - self.half_output_dim = int(output_dim / 2) + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) # TODO: These should be user parameters - self.hidden_dim = output_dim + self.hidden_dim = self.output_dim self.hidden_act = activations.get("relu") - self.has_bias = bias - self.act = activations.get(act) - self.w_neigh = None - self.w_self = None - self.w_pool = None - self.b_pool = None - self.bias = None - self._initializer = "glorot_uniform" - super().__init__(**kwargs) - - def get_config(self): - """ - Gets class configuration for Keras serialization - - """ - config = { - "output_dim": self.output_dim, - "bias": self.has_bias, - "act": activations.serialize(self.act), - } - base_config = super().get_config() - return {**base_config, **config} - def build(self, input_shape): """ Builds layer @@ -209,30 +229,37 @@ def build(self, input_shape): and neighbour """ - self.w_pool = self.add_weight( - name="w_pool", - shape=(input_shape[1][3], self.hidden_dim), - initializer=self._initializer, - trainable=True, - ) - self.b_pool = self.add_weight( - name="b_pool", - shape=(self.hidden_dim,), - initializer=self._initializer, - trainable=True, - ) - self.w_neigh = self.add_weight( - name="w_neigh", - shape=(self.hidden_dim, self.half_output_dim), - initializer=self._initializer, - trainable=True, - ) + if input_shape[1][2] > 0: + self.w_neigh = self.add_weight( + name="w_neigh", + shape=(self.hidden_dim, self.half_output_dim), + initializer=self._initializer, + trainable=True, + ) + self.w_pool = self.add_weight( + name="w_pool", + shape=(input_shape[1][3], self.hidden_dim), + initializer=self._initializer, + trainable=True, + ) + self.b_pool = self.add_weight( + name="b_pool", + shape=(self.hidden_dim,), + initializer=self._initializer, + trainable=True, + ) + else: + self.w_neigh = None + self.w_pool = None + self.b_pool = None + self.w_self = self.add_weight( name="w_self", shape=(input_shape[0][2], self.half_output_dim), initializer=self._initializer, trainable=True, ) + if self.has_bias: self.bias = self.add_weight( name="bias", @@ -242,54 +269,28 @@ def build(self, input_shape): ) super().build(input_shape) - def call(self, x, **kwargs): + def aggregate_neighbours(self, x_neigh): """ - Apply max pooling aggregation on input tensors, x + Aggregates the neighbour tensors by max-pooling of neighbours Args: - x: Keras Tensor + x_neigh (Tensor): Neighbour tensor of shape (n_batch, n_head, n_neighbour, n_feat) Returns: - Keras Tensor representing the aggregated embeddings in the input. - + Aggregated neighbour tensor of shape (n_batch, n_head, n_feat) """ - # x[0]: self vector (batch_size, head size, feature_size) - # x[1]: neighbour vector (batch_size, head size, neighbours, feature_size) - - # Max-pooling of neighbours: # Pass neighbour features through a dense layer with self.w_pool, self.b_pool - xw_neigh = self.hidden_act(K.dot(x[1], self.w_pool) + self.b_pool) - # Take max over neighbours + xw_neigh = self.hidden_act(K.dot(x_neigh, self.w_pool) + self.b_pool) + + # Take max of this tensor over neighbour dimension neigh_agg = K.max(xw_neigh, axis=2) - # Apply separate self & neighbour weights and concatenate - from_self = K.dot(x[0], self.w_self) + # Final output is the aggregated tensor mutliplied by the weights from_neigh = K.dot(neigh_agg, self.w_neigh) - h_out = K.concatenate([from_self, from_neigh], axis=2) - - if self.has_bias: - h_out = self.act(h_out + self.bias) - else: - h_out = self.act(h_out) - - return h_out - - def compute_output_shape(self, input_shape): - """ - Computes the output shape of the layer. - Assumes that the layer will be built to match that input shape provided. + return from_neigh - Args: - input_shape (tuple of ints) - Shape tuples can include None for free dimensions, instead of an integer. - Returns: - An input shape tuple. - """ - return input_shape[0][0], input_shape[0][1], self.output_dim - - -class MeanPoolingAggregator(Layer): +class MeanPoolingAggregator(GraphSAGEAggregator): """ Mean Pooling Aggregator for GraphSAGE implemented with Keras base layer @@ -303,44 +304,13 @@ class MeanPoolingAggregator(Layer): """ - def __init__( - self, - output_dim: int = 0, - bias: bool = False, - act: Callable or AnyStr = "relu", - **kwargs - ): - self.output_dim = output_dim - assert output_dim % 2 == 0 - self.half_output_dim = int(output_dim / 2) + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) # TODO: These should be user parameters - self.hidden_dim = output_dim + self.hidden_dim = self.output_dim self.hidden_act = activations.get("relu") - self.has_bias = bias - self.act = activations.get(act) - self.w_neigh = None - self.w_self = None - self.w_pool = None - self.b_pool = None - self.bias = None - self._initializer = "glorot_uniform" - super().__init__(**kwargs) - - def get_config(self): - """ - Gets class configuration for Keras serialization - - """ - config = { - "output_dim": self.output_dim, - "bias": self.has_bias, - "act": activations.serialize(self.act), - } - base_config = super().get_config() - return {**base_config, **config} - def build(self, input_shape): """ Builds layer @@ -350,24 +320,30 @@ def build(self, input_shape): and neighbour """ - self.w_pool = self.add_weight( - name="w_pool", - shape=(input_shape[1][3], self.hidden_dim), - initializer=self._initializer, - trainable=True, - ) - self.b_pool = self.add_weight( - name="b_pool", - shape=(self.hidden_dim,), - initializer=self._initializer, - trainable=True, - ) - self.w_neigh = self.add_weight( - name="w_neigh", - shape=(self.hidden_dim, self.half_output_dim), - initializer=self._initializer, - trainable=True, - ) + if input_shape[1][2] > 0: + self.w_pool = self.add_weight( + name="w_pool", + shape=(input_shape[1][3], self.hidden_dim), + initializer=self._initializer, + trainable=True, + ) + self.b_pool = self.add_weight( + name="b_pool", + shape=(self.hidden_dim,), + initializer=self._initializer, + trainable=True, + ) + self.w_neigh = self.add_weight( + name="w_neigh", + shape=(self.hidden_dim, self.half_output_dim), + initializer=self._initializer, + trainable=True, + ) + else: + self.w_neigh = None + self.w_pool = None + self.b_pool = None + self.w_self = self.add_weight( name="w_self", shape=(input_shape[0][2], self.half_output_dim), @@ -383,51 +359,25 @@ def build(self, input_shape): ) super().build(input_shape) - def call(self, x, **kwargs): + def aggregate_neighbours(self, x_neigh): """ - Apply max pooling aggregation on input tensors, x + Aggregates the neighbour tensors by mean-pooling of neighbours Args: - x: Keras Tensor + x_neigh (Tensor): Neighbour tensor of shape (n_batch, n_head, n_neighbour, n_feat) Returns: - Keras Tensor representing the aggregated embeddings in the input. - + Aggregated neighbour tensor of shape (n_batch, n_head, n_feat) """ - # x[0]: self vector (batch_size, head size, feature_size) - # x[1]: neighbour vector (batch_size, head size, neighobours, feature_size) - - # Mean-pooling of neighbours: # Pass neighbour features through a dense layer with self.hidden_act activations - xw_neigh = self.hidden_act(K.dot(x[1], self.w_pool) + self.b_pool) + xw_neigh = self.hidden_act(K.dot(x_neigh, self.w_pool) + self.b_pool) + # Aggregate over neighbour activations using mean neigh_agg = K.mean(xw_neigh, axis=2) - # Apply separate self & neighbour weights and concatenate - from_self = K.dot(x[0], self.w_self) + # Final output is the aggregated tensor mutliplied by the weights from_neigh = K.dot(neigh_agg, self.w_neigh) - h_out = K.concatenate([from_self, from_neigh], axis=2) - - if self.has_bias: - h_out = self.act(h_out + self.bias) - else: - h_out = self.act(h_out) - - return h_out - - def compute_output_shape(self, input_shape): - """ - Computes the output shape of the layer. - Assumes that the layer will be built to match that input shape provided. - - Args: - input_shape (tuple of ints) - Shape tuples can include None for free dimensions, instead of an integer. - - Returns: - An input shape tuple. - """ - return input_shape[0][0], input_shape[0][1], self.output_dim + return from_neigh class GraphSAGE: @@ -521,16 +471,7 @@ def __init__( for layer in range(self.n_layers) ] - # Sizes of the neighbours for each layer - self._neigh_reshape = [ - [ - Reshape((-1, max(1, self.n_samples[i]), self.dims[layer])) - for i in range(self.n_layers - layer) - ] - for layer in range(self.n_layers) - ] - - def __call__(self, x: List): + def __call__(self, xin: List): """ Apply aggregator layers @@ -541,54 +482,52 @@ def __call__(self, x: List): Output tensor """ - def compose_layers(_x: List, layer: int): + def apply_layer(x: List, layer: int): """ - Function to recursively compose aggregation layers. When current layer is at final layer, then length of _x - should be 1, and compose_layers(_x, layer) returns _x[0]. + Compute the list of output tensors for a single HinSAGE layer Args: - _x: List of feature matrix tensors - layer: Current layer index + agg (Dict[str, Layer]): Dict of node type to aggregator layer + x (List[Tensor]): Inputs to the layer + layer (int): Layer index to construct Returns: - _x computed from current layer to output layer + Outputs of applying the aggregators as a list of Tensors + """ + layer_out = [] + for i in range(self.n_layers - layer): + head_shape = x[i].shape[1] + # Reshape neighbours per node per layer + neigh_in = Reshape((head_shape, self.n_samples[i], self.dims[layer]))( + x[i + 1] + ) - def x_next(agg): - """ - Compute the list of tensors for the next layer - - Args: - agg (Layer): Aggregator layer to apply - - Returns: - Output list of tensors of applying the aggregator to inputs - - """ - return [ - agg( - [ - Dropout(self.dropout)(_x[i]), - Dropout(self.dropout)( - self._neigh_reshape[layer][i](_x[i + 1]) - ), - ] - ) - for i in range(self.n_layers - layer) - ] - - return ( - compose_layers(x_next(self._aggs[layer]), layer + 1) - if layer < self.n_layers - else _x[0] - ) + # Apply aggregator to head node and neighbour nodes + layer_out.append(self._aggs[layer]([x[i], neigh_in])) + + return layer_out - assert isinstance(x, list), "Input features must be a list" - assert ( - len(x) == self.n_layers + 1 > 1 - ), "Length of input features should match the number of GraphSAGE layers" + if not isinstance(xin, list): + raise TypeError("Input features to GraphSAGE must be a list") - return self._normalization(compose_layers(x, 0)) + if len(xin) != self.n_layers + 1: + raise ValueError( + "Length of input features should match the number of GraphSAGE layers" + ) + + # Form GraphSAGE layers iteratively + self.layer_tensors = [] + h_layer = xin + for layer in range(0, self.n_layers): + h_layer = apply_layer(h_layer, layer) + self.layer_tensors.append(h_layer) + + return ( + self._normalization(h_layer[0]) + if len(h_layer) == 1 + else [self._normalization(xi) for xi in h_layer] + ) def _input_shapes(self) -> List[Tuple[int, int]]: """ @@ -601,10 +540,7 @@ def _input_shapes(self) -> List[Tuple[int, int]]: """ def shape_at(i: int) -> Tuple[int, int]: - return ( - max(1, np.product(self.n_samples[:i], dtype=int)), - self.input_feature_size, - ) + return (np.product(self.n_samples[:i], dtype=int), self.input_feature_size) input_shapes = [shape_at(i) for i in range(self.n_layers + 1)] return input_shapes diff --git a/stellargraph/layer/hinsage.py b/stellargraph/layer/hinsage.py index f0df8818b..ff37513c8 100644 --- a/stellargraph/layer/hinsage.py +++ b/stellargraph/layer/hinsage.py @@ -46,7 +46,7 @@ def __init__( output_dim: int = 0, bias: bool = False, act: Union[Callable, AnyStr] = "relu", - **kwargs + **kwargs, ): self.output_dim = output_dim assert output_dim % 2 == 0 @@ -82,6 +82,8 @@ def build(self, input_shape): """ # Weight matrix for each type of neighbour + # If there are no neighbours (input_shape[x][2]) for an input + # then do not create weights as they are not used. self.nr = len(input_shape) - 1 self.w_neigh = [ self.add_weight( @@ -90,6 +92,8 @@ def build(self, input_shape): initializer=self._initializer, trainable=True, ) + if input_shape[1 + r][2] > 0 + else None for r in range(self.nr) ] @@ -126,17 +130,29 @@ def call(self, x, **kwargs): Keras Tensor representing the aggregated embeddings in the input. """ - # Calculate the mean vectors over the neigbours of each relation type - neigh_means = [K.mean(z, axis=2) for z in x[1:]] + # Calculate the mean vectors over the neigbours of each relation (edge) type + neigh_agg_by_relation = [] + for r in range(self.nr): + # The neighbour input tensors for relation r + z = x[1 + r] + + # If there are neighbours aggregate over them + if z.shape[2] > 0: + z_agg = K.dot(K.mean(z, axis=2), self.w_neigh[r]) + + # Otherwise add a synthetic zero vector + else: + z_shape = K.shape(z) + w_shape = self.half_output_dim + z_agg = K.zeros((z_shape[0], z_shape[1], w_shape)) + + neigh_agg_by_relation.append(z_agg) # Calculate the self vector shape (n_batch, n_head, n_out_self) from_self = K.dot(x[0], self.w_self) # Sum the contributions from all neighbour averages shape (n_batch, n_head, n_out_neigh) - from_neigh = ( - sum([K.dot(neigh_means[r], self.w_neigh[r]) for r in range(self.nr)]) - / self.nr - ) + from_neigh = sum(neigh_agg_by_relation) / self.nr # Concatenate self + neighbour features, shape (n_batch, n_head, n_out) total = K.concatenate( @@ -276,8 +292,8 @@ def eval_neigh_tree_per_layer(input_tree): [li for li in self.subtree_schema if len(li[1]) > 0] ) - # Depth of each input i.e. number of hops from root nodes - depth = [ + # Depth of each input tensor i.e. number of hops from root nodes + self._depths = [ self.n_layers + 1 - sum([1 for li in [self.subtree_schema] + self.neigh_trees if i < len(li)]) @@ -305,25 +321,7 @@ def eval_neigh_tree_per_layer(input_tree): for layer in range(self.n_layers) ] - # Reshape object per neighbour per node per layer - self._neigh_reshape = [ - [ - [ - Reshape( - ( - -1 if self.n_samples[depth[i]] > 0 else 0, - self.n_samples[depth[i]], - self.dims[layer][self.subtree_schema[neigh_index][0]], - ) - ) - for neigh_index in neigh_indices - ] - for i, (_, neigh_indices) in enumerate(self.neigh_trees[layer]) - ] - for layer in range(self.n_layers) - ] - - def __call__(self, x: List): + def __call__(self, xin: List): """ Apply aggregator layers @@ -334,75 +332,55 @@ def __call__(self, x: List): Output tensor """ - def compose_layers(x: List, layer: int): + def apply_layer(x: List, layer: int): """ - Function to recursively compose aggregation layers. When current layer is at final layer, then - compose_layers(x, layer) returns x. + Compute the list of output tensors for a single HinSAGE layer Args: - x (list of Tensor): List of feature matrix tensors - layer (int): Current layer index + x (List[Tensor]): Inputs to the layer + layer (int): Layer index Returns: - x computed from current layer to output layer + Outputs of applying the aggregators as a list of Tensors """ + layer_out = [] + for i, (node_type, neigh_indices) in enumerate(self.neigh_trees[layer]): + # The shape of the head node is used for reshaping the neighbour inputs + head_shape = x[i].shape[1] - def neigh_list(i, neigh_indices): - """ - Get the correctly-shaped list of neighbour tensors for the tensor at index i - - Args: - i (int): Tensor index - neigh_indices (list of int): list of indices of the neighbour tensors + # Reshape neighbours per node per layer & apply dropout + neigh_list = [ + Reshape( + ( + head_shape, + self.n_samples[self._depths[i]], + self.dims[layer][self.subtree_schema[neigh_index][0]], + ) + )(Dropout(self.dropout)(x[neigh_index])) + for neigh_index in neigh_indices + ] - Returns: - List of neighbour tensors + # Apply dropout to head inputs + x_head = Dropout(self.dropout)(x[i]) - """ - return [ - self._neigh_reshape[layer][i][ni](x[neigh_index]) - for ni, neigh_index in enumerate(neigh_indices) - ] + # Apply aggregator to head node and reshaped neighbour nodes + layer_out.append(self._aggs[layer][node_type]([x_head] + neigh_list)) - def x_next(agg: Dict[str, Layer]): - """ - Compute the list of tensors for the next layer - - Args: - agg (Dict[str, Layer]): Dict of node type to aggregator layer - - Returns: - Outputs of applying the aggregators as a list of Tensors - - """ - return [ - agg[node_type]( - [ - Dropout(self.dropout)(x[i]), - *[ - Dropout(self.dropout)(ne) - for ne in neigh_list(i, neigh_indices) - ], - ], - name="{}_{}".format(node_type, layer), - ) - for i, (node_type, neigh_indices) in enumerate( - self.neigh_trees[layer] - ) - ] + return layer_out - return ( - compose_layers(x_next(self._aggs[layer]), layer + 1) - if layer < self.n_layers - else x - ) + # Form HinSAGE layers iteratively + self.layer_tensors = [] + h_layer = xin + for layer in range(0, self.n_layers): + h_layer = apply_layer(h_layer, layer) + self.layer_tensors.append(h_layer) - x = compose_layers(x, 0) + # Return final layer output tensor with optional normalization return ( - self._normalization(x[0]) - if len(x) == 1 - else [self._normalization(xi) for xi in x] + self._normalization(h_layer[0]) + if len(h_layer) == 1 + else [self._normalization(xi) for xi in h_layer] ) def _input_shapes(self) -> List[Tuple[int, int]]: diff --git a/tests/layer/test_graphsage.py b/tests/layer/test_graphsage.py index b10ece225..8a5937fc5 100644 --- a/tests/layer/test_graphsage.py +++ b/tests/layer/test_graphsage.py @@ -96,6 +96,24 @@ def test_maxpool_agg_apply(): assert expected == pytest.approx(actual) +def test_maxpool_agg_zero_neighbours(): + agg = MaxPoolingAggregator(4, bias=False, act="linear") + agg._initializer = "ones" + + inp1 = keras.Input(shape=(1, 2)) + inp2 = keras.Input(shape=(1, 0, 2)) + + out = agg([inp1, inp2]) + model = keras.Model(inputs=[inp1, inp2], outputs=out) + + x1 = np.array([[[1, 1]]]) + x2 = np.zeros((1, 1, 0, 2)) + + actual = model.predict([x1, x2]) + expected = np.array([[[2, 2, 0, 0]]]) + assert expected == pytest.approx(actual) + + def test_meanpool_agg_constructor(): agg = MeanPoolingAggregator(2, bias=False) assert agg.output_dim == 2 @@ -147,6 +165,24 @@ def test_meanpool_agg_apply(): assert expected == pytest.approx(actual) +def test_meanpool_agg_zero_neighbours(): + agg = MeanPoolingAggregator(4, bias=False, act="linear") + agg._initializer = "ones" + + inp1 = keras.Input(shape=(1, 2)) + inp2 = keras.Input(shape=(1, 0, 2)) + + out = agg([inp1, inp2]) + model = keras.Model(inputs=[inp1, inp2], outputs=out) + + x1 = np.array([[[1, 1]]]) + x2 = np.zeros((1, 1, 0, 2)) + + actual = model.predict([x1, x2]) + expected = np.array([[[2, 2, 0, 0]]]) + assert expected == pytest.approx(actual) + + def test_mean_agg_constructor(): agg = MeanAggregator(2) assert agg.output_dim == 2 @@ -182,6 +218,24 @@ def test_mean_agg_apply(): assert expected == pytest.approx(actual) +def test_mean_agg_zero_neighbours(): + agg = MeanAggregator(4, bias=False, act=lambda x: x) + agg._initializer = "ones" + + inp1 = keras.Input(shape=(1, 2)) + inp2 = keras.Input(shape=(1, 0, 2)) + + out = agg([inp1, inp2]) + model = keras.Model(inputs=[inp1, inp2], outputs=out) + + x1 = np.array([[[1, 1]]]) + x2 = np.zeros((1, 1, 0, 2)) + + actual = model.predict([x1, x2]) + expected = np.array([[[2, 2, 0, 0]]]) + assert expected == pytest.approx(actual) + + def test_graphsage_constructor(): gs = GraphSAGE(layer_sizes=[4], n_samples=[2], input_dim=2, normalize="l2") assert gs.dims == [2, 4] @@ -290,3 +344,22 @@ def test_graphsage_apply_1(): expected = np.array([[[16, 25]]]) assert pytest.approx(expected) == model2.predict(x) + + +def test_graphsage_zero_neighbours(): + gs = GraphSAGE( + layer_sizes=[2, 2], n_samples=[0, 0], bias=False, input_dim=2, normalize="none" + ) + + for agg in gs._aggs: + agg._initializer = "ones" + + inp = [keras.Input(shape=(i, 2)) for i in [1, 0, 0]] + out = gs(inp) + model = keras.Model(inputs=inp, outputs=out) + + x = [np.array([[[1, 1]]]), np.zeros((1, 0, 2)), np.zeros((1, 0, 2))] + + actual = model.predict(x) + expected = np.array([[[2, 0]]]) + assert actual == pytest.approx(expected) diff --git a/tests/layer/test_hinsage.py b/tests/layer/test_hinsage.py index 309493c42..452d67951 100644 --- a/tests/layer/test_hinsage.py +++ b/tests/layer/test_hinsage.py @@ -110,6 +110,29 @@ def test_mean_hin_agg_apply_2(): assert all(a == pytest.approx(e) for a, e in zip(actual, expected)) +def test_mean_hin_zero_neighbours(): + agg = MeanHinAggregator(2, bias=False, act=lambda z: z) + agg._initializer = "ones" + inp = [ + keras.Input(shape=(1, 2)), + keras.Input(shape=(1, 0, 2)), + keras.Input(shape=(1, 0, 4)), + ] + out = agg(inp) + + # Check weights added only for first input + assert all(w is None for w in agg.w_neigh) + + model = keras.Model(inputs=inp, outputs=out) + + x = [np.array([[[1, 1]]]), np.zeros((1, 1, 0, 2)), np.zeros((1, 1, 0, 4))] + + actual = model.predict(x) + print(actual) + expected = np.array([[[2, 0]]]) + assert actual == pytest.approx(expected) + + def test_hinsage_constructor(): hs = HinSAGE( layer_sizes=[{"1": 2, "2": 2}, {"1": 2}], @@ -284,6 +307,43 @@ def test_hinsage_default_model(): assert actual == pytest.approx(expected) +def test_hinsage_zero_neighbours(): + hs = HinSAGE( + layer_sizes=[2, 2], + n_samples=[0, 0], + input_neighbor_tree=[ + ("1", [1, 2]), + ("1", [3, 4]), + ("2", [5]), + ("1", []), + ("2", []), + ("2", []), + ], + input_dim={"1": 2, "2": 4}, + normalize="none", + ) + + for aggs in hs._aggs: + for _, agg in aggs.items(): + agg._initializer = "ones" + + xin, xout = hs.default_model() + model = keras.Model(inputs=xin, outputs=xout) + + x = [ + np.array([[[1, 1]]]), + np.zeros((1, 0, 2)), + np.zeros((1, 0, 4)), + np.zeros((1, 0, 2)), + np.zeros((1, 0, 4)), + np.zeros((1, 0, 4)), + ] + + actual = model.predict(x) + expected = np.array([[[2, 0]]]) + assert actual == pytest.approx(expected) + + def test_hinsage_aggregators(): hs = HinSAGE( layer_sizes=[2, 2], From 5a08d43acc489d9d1caf3e7df7e086c085a81448 Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Thu, 10 Jan 2019 10:28:50 +1100 Subject: [PATCH 016/116] Updated location of cora dataset in cora-links-example to match other demos --- .../cora-links-example.ipynb | 71 +++++++++---------- tests/layer/test_graphsage.py | 4 +- tests/layer/test_hinsage.py | 4 +- 3 files changed, 39 insertions(+), 40 deletions(-) diff --git a/demos/link-prediction-graphsage/cora-links-example.ipynb b/demos/link-prediction-graphsage/cora-links-example.ipynb index 74d52f5ef..d97522a7c 100644 --- a/demos/link-prediction-graphsage/cora-links-example.ipynb +++ b/demos/link-prediction-graphsage/cora-links-example.ipynb @@ -76,7 +76,7 @@ "metadata": {}, "outputs": [], "source": [ - "data_dir = os.path.expanduser(\"../data/cora\")" + "data_dir = os.path.expanduser(\"~/data/cora\")" ] }, { @@ -355,7 +355,7 @@ "metadata": {}, "outputs": [], "source": [ - "batch_size = 25\n", + "batch_size = 20\n", "epochs = 20" ] }, @@ -448,7 +448,7 @@ ], "source": [ "prediction = link_classification(\n", - " output_dim=1, output_act=\"sigmoid\", edge_feature_method='ip'\n", + " output_dim=1, output_act=\"relu\", edge_feature_method='ip'\n", " )(x_out)" ] }, @@ -470,7 +470,7 @@ "model.compile(\n", " optimizer=keras.optimizers.Adam(lr=1e-3),\n", " loss=keras.losses.binary_crossentropy,\n", - " metrics=[keras.metrics.binary_accuracy],\n", + " metrics=[\"acc\"],\n", " )" ] }, @@ -492,12 +492,12 @@ "text": [ "\n", "Train Set Metrics of the initial (untrained) model:\n", - "\tloss: 0.6820\n", - "\tbinary_accuracy: 0.5284\n", + "\tloss: 0.8075\n", + "\tacc: 0.6095\n", "\n", "Test Set Metrics of the initial (untrained) model:\n", - "\tloss: 0.6866\n", - "\tbinary_accuracy: 0.5199\n" + "\tloss: 0.7174\n", + "\tacc: 0.6053\n" ] } ], @@ -531,45 +531,45 @@ "output_type": "stream", "text": [ "Epoch 1/20\n", - " - 11s - loss: 0.6759 - binary_accuracy: 0.5526 - val_loss: 0.6397 - val_binary_accuracy: 0.6015\n", + " - 6s - loss: 0.6976 - acc: 0.6115 - val_loss: 0.6591 - val_acc: 0.7315\n", "Epoch 2/20\n", - " - 9s - loss: 0.6111 - binary_accuracy: 0.7126 - val_loss: 0.6025 - val_binary_accuracy: 0.6935\n", + " - 5s - loss: 0.3436 - acc: 0.9166 - val_loss: 0.4788 - val_acc: 0.7799\n", "Epoch 3/20\n", - " - 9s - loss: 0.5705 - binary_accuracy: 0.8074 - val_loss: 0.5875 - val_binary_accuracy: 0.7306\n", + " - 5s - loss: 0.2128 - acc: 0.9656 - val_loss: 0.4743 - val_acc: 0.7932\n", "Epoch 4/20\n", - " - 10s - loss: 0.5467 - binary_accuracy: 0.8305 - val_loss: 0.5803 - val_binary_accuracy: 0.7268\n", + " - 5s - loss: 0.1506 - acc: 0.9781 - val_loss: 0.4827 - val_acc: 0.8017\n", "Epoch 5/20\n", - " - 10s - loss: 0.5199 - binary_accuracy: 0.8768 - val_loss: 0.5757 - val_binary_accuracy: 0.7268\n", + " - 5s - loss: 0.1154 - acc: 0.9927 - val_loss: 0.5108 - val_acc: 0.8055\n", "Epoch 6/20\n", - " - 10s - loss: 0.5085 - binary_accuracy: 0.8768 - val_loss: 0.5719 - val_binary_accuracy: 0.7287\n", + " - 5s - loss: 0.0928 - acc: 0.9969 - val_loss: 0.4586 - val_acc: 0.8055\n", "Epoch 7/20\n", - " - 9s - loss: 0.4891 - binary_accuracy: 0.9021 - val_loss: 0.5690 - val_binary_accuracy: 0.7315\n", + " - 5s - loss: 0.0798 - acc: 0.9990 - val_loss: 0.4712 - val_acc: 0.8055\n", "Epoch 8/20\n", - " - 9s - loss: 0.4767 - binary_accuracy: 0.9242 - val_loss: 0.5709 - val_binary_accuracy: 0.7268\n", + " - 5s - loss: 0.0703 - acc: 1.0000 - val_loss: 0.4956 - val_acc: 0.8150\n", "Epoch 9/20\n", - " - 9s - loss: 0.4687 - binary_accuracy: 0.9242 - val_loss: 0.5703 - val_binary_accuracy: 0.7324\n", + " - 5s - loss: 0.0589 - acc: 1.0000 - val_loss: 0.5058 - val_acc: 0.8055\n", "Epoch 10/20\n", - " - 9s - loss: 0.4564 - binary_accuracy: 0.9337 - val_loss: 0.5711 - val_binary_accuracy: 0.7287\n", + " - 5s - loss: 0.0508 - acc: 1.0000 - val_loss: 0.5300 - val_acc: 0.8055\n", "Epoch 11/20\n", - " - 9s - loss: 0.4509 - binary_accuracy: 0.9526 - val_loss: 0.5699 - val_binary_accuracy: 0.7258\n", + " - 5s - loss: 0.0486 - acc: 0.9990 - val_loss: 0.5638 - val_acc: 0.8065\n", "Epoch 12/20\n", - " - 9s - loss: 0.4419 - binary_accuracy: 0.9589 - val_loss: 0.5729 - val_binary_accuracy: 0.7239\n", + " - 5s - loss: 0.0428 - acc: 1.0000 - val_loss: 0.5302 - val_acc: 0.8150\n", "Epoch 13/20\n", - " - 9s - loss: 0.4363 - binary_accuracy: 0.9547 - val_loss: 0.5713 - val_binary_accuracy: 0.7239\n", + " - 5s - loss: 0.0392 - acc: 1.0000 - val_loss: 0.5687 - val_acc: 0.8036\n", "Epoch 14/20\n", - " - 9s - loss: 0.4307 - binary_accuracy: 0.9537 - val_loss: 0.5755 - val_binary_accuracy: 0.7173\n", + " - 5s - loss: 0.0365 - acc: 1.0000 - val_loss: 0.5409 - val_acc: 0.8112\n", "Epoch 15/20\n", - " - 8s - loss: 0.4216 - binary_accuracy: 0.9663 - val_loss: 0.5769 - val_binary_accuracy: 0.7154\n", + " - 5s - loss: 0.0335 - acc: 1.0000 - val_loss: 0.5357 - val_acc: 0.8065\n", "Epoch 16/20\n", - " - 9s - loss: 0.4138 - binary_accuracy: 0.9642 - val_loss: 0.5763 - val_binary_accuracy: 0.7182\n", + " - 5s - loss: 0.0303 - acc: 1.0000 - val_loss: 0.4906 - val_acc: 0.8102\n", "Epoch 17/20\n", - " - 9s - loss: 0.4098 - binary_accuracy: 0.9611 - val_loss: 0.5754 - val_binary_accuracy: 0.7192\n", + " - 5s - loss: 0.0295 - acc: 1.0000 - val_loss: 0.5234 - val_acc: 0.8188\n", "Epoch 18/20\n", - " - 8s - loss: 0.4007 - binary_accuracy: 0.9768 - val_loss: 0.5797 - val_binary_accuracy: 0.7144\n", + " - 5s - loss: 0.0284 - acc: 1.0000 - val_loss: 0.5592 - val_acc: 0.8121\n", "Epoch 19/20\n", - " - 9s - loss: 0.3981 - binary_accuracy: 0.9758 - val_loss: 0.5814 - val_binary_accuracy: 0.7125\n", + " - 5s - loss: 0.0266 - acc: 1.0000 - val_loss: 0.5138 - val_acc: 0.8046\n", "Epoch 20/20\n", - " - 9s - loss: 0.3912 - binary_accuracy: 0.9800 - val_loss: 0.5880 - val_binary_accuracy: 0.7040\n" + " - 5s - loss: 0.0246 - acc: 1.0000 - val_loss: 0.5125 - val_acc: 0.8093\n" ] } ], @@ -578,8 +578,7 @@ " train_gen,\n", " epochs=epochs,\n", " validation_data=test_gen,\n", - " verbose=2,\n", - " shuffle=True,\n", + " verbose=2\n", " )" ] }, @@ -624,7 +623,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -655,12 +654,12 @@ "text": [ "\n", "Train Set Metrics of the trained model:\n", - "\tloss: 0.3672\n", - "\tbinary_accuracy: 0.9853\n", + "\tloss: 0.0216\n", + "\tacc: 1.0000\n", "\n", "Test Set Metrics of the trained model:\n", - "\tloss: 0.5853\n", - "\tbinary_accuracy: 0.7116\n" + "\tloss: 0.5346\n", + "\tacc: 0.8074\n" ] } ], @@ -701,7 +700,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tests/layer/test_graphsage.py b/tests/layer/test_graphsage.py index 8a5937fc5..35aea5307 100644 --- a/tests/layer/test_graphsage.py +++ b/tests/layer/test_graphsage.py @@ -358,8 +358,8 @@ def test_graphsage_zero_neighbours(): out = gs(inp) model = keras.Model(inputs=inp, outputs=out) - x = [np.array([[[1, 1]]]), np.zeros((1, 0, 2)), np.zeros((1, 0, 2))] + x = [np.array([[[1.5, 1]]]), np.zeros((1, 0, 2)), np.zeros((1, 0, 2))] actual = model.predict(x) - expected = np.array([[[2, 0]]]) + expected = np.array([[[2.5, 0]]]) assert actual == pytest.approx(expected) diff --git a/tests/layer/test_hinsage.py b/tests/layer/test_hinsage.py index 452d67951..3b61e1403 100644 --- a/tests/layer/test_hinsage.py +++ b/tests/layer/test_hinsage.py @@ -331,7 +331,7 @@ def test_hinsage_zero_neighbours(): model = keras.Model(inputs=xin, outputs=xout) x = [ - np.array([[[1, 1]]]), + np.array([[[1.5, 1]]]), np.zeros((1, 0, 2)), np.zeros((1, 0, 4)), np.zeros((1, 0, 2)), @@ -340,7 +340,7 @@ def test_hinsage_zero_neighbours(): ] actual = model.predict(x) - expected = np.array([[[2, 0]]]) + expected = np.array([[[2.5, 0]]]) assert actual == pytest.approx(expected) From b86ab8de6ebb2d978a7598f7973f43f907baca41 Mon Sep 17 00:00:00 2001 From: habiba-h Date: Thu, 10 Jan 2019 11:44:45 +1100 Subject: [PATCH 017/116] Added comments about comparison of unweighted and weight == 1 random walks. --- ...graph-node2vec-weighted-random-walks.ipynb | 78 ++++--------------- 1 file changed, 15 insertions(+), 63 deletions(-) diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb index 1bb7c3f2a..b5d39c10e 100644 --- a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb +++ b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb @@ -150,13 +150,6 @@ " wts.columns = wts.columns.map(str)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**YT: please fix the above cell to remove the warning**" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -293,7 +286,7 @@ "source": [ "### Representation Learning using Word2Vec\n", "\n", - "Once we have a sample set of walks per node, we learn the low-dimentional embedding of nodes using Word2Vec approach.\n", + "Once we have a sample set of walks per node, we learn the low-dimensional embedding of nodes using Word2Vec approach.\n", "We set the dimensionality of the learned embedding vectors to 128 as in [1]." ] }, @@ -357,7 +350,7 @@ "outputs": [], "source": [ "# Apply t-SNE transformation on node embeddings\n", - "tsne = TSNE(n_components=2)\n", + "tsne = TSNE(n_components=2 , random_state=42)\n", "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)" ] }, @@ -375,7 +368,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -405,7 +398,7 @@ "source": [ "### Downstream task\n", "\n", - "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node classification. Here we give exmaple of training a logistic regression classifier using the node embeddings learnt above." + "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node classification. Here we give an exmaple of training a logistic regression classifier using the node embeddings learnt above." ] }, { @@ -521,7 +514,7 @@ { "data": { "text/plain": [ - "0.8135048231511254" + "0.8070739549839229" ] }, "execution_count": 18, @@ -604,7 +597,7 @@ "outputs": [ { "data": { - "image/png": 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FJniwDtJ08OjwihcebYBiJ3g0eLERvPGLswUM+O5TupfMwZtTiKZpLNBggBXky7vuovf48Tg8ni49nn2VYNDkttu+ICXFRXKyE9OMUV7ezCOPzGHp0hquueZgDj205y5FuaJRC8PQWLashqKidJqawlhWkFAo1vJeT+DxOHA6RYBYlskDD3zH8cf3a9mfbdtMmfIe5eXNpKQ4W+6vrvZz+umvkZrqonv3NEwz1m4Otg2hUAzLgvz8zmvQHgpFue++b1uiVo2N4RaBtbm4DAajhEJRUlKcNDeHO21Oir0LJbYUO8XS1TDlDhFITge89wW88DY8dSe89C4sWgEZ6RLBSvZAaRX837PQIx/qm6DJB0lu+T4aCoO/jdCKWfK8JI88pungckFtg3xQXXpm1xzz3ophSJr14H08tRq04MkGyHWASwO/BfUxCNuwOiLbRBCRlaB49gyiLg9omvi22rDBSELz+qhdsYKCUfv4SekiFi2qIhKJkZHhIRqN8eOPlfj9JrGYzfffl7F27Udcc81BnH/+js/v119v4KGHZrN2bQMFBamATU5OMv37Z2NZNjU1flavrsfni2BZNi6XQWqqCwDLsjEMjZqaAJFIDLdbLlFr1zawZk0jDofeTvC53QYbNzbRo0ca69Y1tIsgQesXOMuyOOaY4g47X5uzeHE1lmWTm5tMZaWfWMza7va2DYGASa9emZ02J8XehRJbih1i23Dn4xKVKmyzWGjdJnj5PZj2IZRVwZoyEU1ul6QJV62XCFeDV+qyzChEIq3iqu0XPhtJizmdMKA3RE3Ybwhcfg4MH7Anj1axp6iMQgwRWonbIVv8aGKIyNr8khVKzUCPta5qswDNtqmL2sQ8yXtk3j9HElElgI0bG6mp8ROLiViprbXIyPDw2GNzOfXUwaSlbTuMOnt2Gddd9zFut4Fl2axYUUtzc4S0NBdZWUkYhkZBQRrZ2cls3NhIZaWPWMxG1zViMQvTtOjRI42cnGRcrtY5aZqGbdtbjaxFoxbr1zdtdT6JqJLLZVBe3kxGRudEPl0u8brr378b1dWBnbKtsW245JIxnTIfxd6HElt7AbUN8L+P4fsfYXBfmDIJsjL27BzqG+V39la+aDU0wepSyMsGfxBMU9JZmWlSj7VsrRSyu+XLKRETFq+CtFQRWoYuz2ubHtR0MDR5Tjgi93vccP8f4dJJe+aYFV1LTrxWL2qDQ4OGWKsIj9FejCdYeeTJDPriXXQzguWUF5yjvpZAUR+04v5beYZiZxg5Mp/MTA+LFlWycWNrv0LbhnA4xsqVteTnp7J6dT1jxhRuc5wnnpiPbcOKFXWYZoxo1MY0Y9TVBXG7DYqKMohEYni9Ya688iBSUpz86U+fEAhESE6WVKDDoXPppfu1E1bFxZn07ZvJwoVVOJ2t0a1g0NyusNF1OQaPx8GFF77N1KkTGT2644sbhw3LJScnmbVr67E2D69tA5fL4De/Gdzhc1HsnSix1cWsWg+nXi0r9kBEx52PwVEHw3knweEHwJwSEStjhsCgYvm2ubsEQ1BVB8Eg3P8slKyS+0cPgtuugJ5tPk9dTok6LVoBzQGJcIXipQYOh9Ro2ZZcHDVNolM+Pxw6RlKDM+fQ8i05gWWBbkBKkhTC+/xw0elKaP2SSDPgjHT4rzcuvOKvIQswaP1/WyqHjOa7yTdw0EsPATaGbeMtKKLuln+R6/x5rsbcEwQCJunprnZCK4Ftg2nalJf7+PjjNS1iKxSKEgyaZGZ6WsTP2rUNVFb6iEYtwuEYsZgdH8OmvLyZ1FQ3xcWZXH/9OE46aSCaplFYmMq//z2HykofmZkeLrtsf844o32rKU3TePLJkzjhhFeoqfG3FJ63jr/145LtNNxug4aGIP/3f9/y0kunddRpa8EwdO688wiOOuqFeKpz+6bMmgaTJ48iJcXV4XNR7J0osdXF/OVBEVqJeqVYDCIWfDILflwuUZ+ehfLGNQw49Wj4y2U/XXDZNjz3ltgpmCas3ACZqTBsgIy5aJXUZr35cGukKjVFRFV9k9RdNfolFZgYLxQWwaUZEpnQNKnrOmYcTD4FDpwkz2vwxqNYiSyQJj9mVI7tdxN382Tu5USj8O1CEdg98uFXYyVC+Evm2m5QUwnPVENTFDBB6wk4Wl4eW0S4Fp94Nqt+9WvyVi/BmZpG3YBhPFOko7TWT8O2ba699iNmzlyPrmtY1tZVgmFovPXWMs47byQvv1zCW28tJxqN0bNnBn/+86EcdFARxcVZzJtXHk8LSnrQtm0cDh1d18nPT+XVV89oF7U6/vj+HHdcPwIBk6Qk5zZXPg4dmsfixZfz/PM/snBhJUuX1rJsWTWNjdsuMrdtSElxEArF8Pt9fPjhaoJBs1MMTk3TYuDAbjidBhUVXjZt8mFZ1hZ2F7ouqxAffvjXHT4Hxd6LEltdSCgMs3+UNFvidqLo14xKHRSIEBk1WN6kb34qjuqHjBEz0FkLZJtDRrePRm2Ld2bCI69AThY0Ncu+GpplX70KJVVYVStO7kceJM9paIJYFLLSoaK2dRlzYgUh8fRgWhLk54hIi0Rg/Fj5f0YaDIh7bVbWwMr1EInGI2QhMav8w9mw/7AOOrGbsakKXv1QLtznnACFebs3nmXBdwthxmw5vgmHwYiB2xfAzX74w99h2bp4VE+HnEz4z9/3TcuGjmLpKnj/SShIhSEhWOQD7+ngTAVXdjy6ZUOgzXM0IJKWQe2YQ0jS4U/d4LT0LjqAnwGLF1ezeHE1brcDTZPX5tYKzcV8U+Ovf53BokVV5OWl4HDo1NUFueaaj3jhhVO57LL9eO21JXG3eLtlHI/HwONxUF3tp6LCR/fuaZuNr+1UlCc11c0f/nAga9bUc/bZr9OvXzbz51dsc3tdB7fbgWFItCkatfjss7VMnDgQny9CUpKzw4xOU1JcaJpGVpaH9HR3XOCZ8RWSci4yMz2cd95I/vGPo3C51OX3l4T6a+8hbBtq68WoM7E63WEAccESjcUvLLEtn1tZC01zoW9PSdF99LUIiPuflUiYbctYf7oIzpzQ/rmWBV/Ngw+/kjqpbxdAeoqkBiOmbON0inDrWRAPzVtSR5YgEBLBp+u0hBkSYXIzGo8+2CLEzBj0yIWjD5G0p6bBQSPFqiCvG3TPF4GydK1EdfoVwRVnw9knduz5TnDLg63nSdPg1ofhnuvgqvN+2ni2DX97FD74So67qk4WD2RnyPH++jCxvOgd7wHd7If3ZsK/noPl66TOrWehCK3qerj3afj3XzvqaPcdbBumfgY31EL4GHl9edzQazGUNkJAg+45UOSWD6m5Ach0yApGnwVJGgxyw5RsOH8P1zf+3Kio8KFpGvn5KVRV+bca2dJ16N07g2Awyvz5FfTsmd7i0J6e7qaqymTatMXceuvhTJo0jFdeWUQsZqNp4HLp8fFT40XukrZMtKoJh6NMm7aE6dOXAzBx4kB++9sReDzbvjyVlzdjGDrduiWTlubC641sMd+21gvi32VTUJDCf/9bwlNP/UB5uQ+Px+C3vx3BpZfuv9uia9iwXHr2TKeszEtOTjKjRhVQWtpEdbWfs84axoUXjmb06MLd8ixT7LsoU9M9wGsfwh/vF9Fk29C/N7xyL4wZBpfdBi+9J61qmnw7zvNrGowYIBennEyxSAARTo1eSf/1yJf7EqsI354h4gpg8UqJ7AwqlsjWopXgckjrnMP2k/Gr6yTiMipeu2lZ8KvzxEgzYraKtC3mhwi6k46A1x+U1COIL9elt0Fdo0QpdE1WK/77r7IQoCNq0LbGzO/hmEvk/4noYSwmYq/kbejXa9fHnL8EpvwNcrNlYUB9k+hPvx/cbhG9/XvBVb+D4w6FC/8qZq+N3nhNGyJu+xaJeK6ug69elDTyL4ln3oQbItCcAnqz3GfpkJQLQ+bCqkFQPExeQzYwMRX280B5FHo7YaAbujvEm0uxe6xYUct5571Ft25JLFhQSVWVf6vbJSc7GDOmgGjUIje3vWeV1xumb98snn32N1RV+Rgx4nFqalrjkYahUVycSUZGa33XuHFF3HTTodx99zfMmlUafwwaG0P0759Fr16ZLFtWQ79+2Vx00Zh2he0bNzZx+umvkZeXgt8fYfbsMkKh9mamic/S5GQHHo+DXr0yME0LrzdMcXEWaWkuTNOipsbP5Mmjueaag3b7XJaVebn++o/ZsKERTdNwOHRuvnk8J5ygllT/XFGmpnsJ38yHi28V52+QD4EV6+BXk+GTp+D//iQX8JJV2xda0Gr4uXQ1OF1i9pkQWy6nRMe+WwhnHC/3LV8L786Egpx4VApJH26qEkuGjFTISoPqBkhNkiJ8r09qiUYOat2vrsOJh8PC5SLy2IrY0jQRNJYtKxTvmgq3Xi7b9yyENx6CL+ZKunJQH0l7ujq5NvS2R+R8Odu8yg1DhOUzb8A/rtv1Mb9dIBf/YFhq0FwO+W0Tr0WLR/seexW+ng8byqXHI7TWH5lRWd1ZkNsmFfsLIhyBx2aAdSq46uXlpOugWWCGoSYXRr4N/zgafDoMcUFvVUfcodi2jWlauFwGAwd247DDevHFF+vp0SONpqYQpmnFa65A13UsS+qvdF1H120ikVg7a4ZAwGTsWKljeO65hfh8ETweA9O0WgrZ161rZMSIPLp3l5zv7NllnH32G9TU+KmvD7JsWS2GoZGa6mTZslr69cuisDCNuXPL+f77Mh56aALjxvUEoFevDI47rh8ffriKrKwkRo0qYMGCCiIRMVJ1uXRM08Lp1HE4dPbfvzuxmM3SpdVkZydTVeVj2bIgDodOQUEqr75awqWX7rfbjaGLitKZNu0MVq6sIxAwGTw4Z481wFbs3Six1cnc8dhmF9t4eMMfhBv/BV8+D28/CoefLymn2oatL3lPoGkQtSAWgh+WSGF7t8zW8Y02DXp/XCECrKZexk7ySNSrukFEQK/ukJMt0YO+RRJlmnIWnHbMlgJg/P4SCYpG42nN5tYi+cS2miYeSYYOL74LvbvDhfGFPynJItj2JOXVW96X+Mbb2LxrY836AR58QSKBXl885Qr4gu0XC4RNObf9ekpNl23L47reuh1ItHDNRjj7hH3X/f2nUtcIEU0inMlu8JpyPjTEX81vw+VnwmGqDqvDiURiXH75e/z3v4sJhaK4XAannjqYu+8+mqFDc3n66R8wDB2Xy4FlWTgcBqGQSSwGWVlJhMNRTj55EG++uYyUFBdut4PGxiCZmUmceaYUXb78cgkOh05SkhPLsonFLKJRC59P7B0aG0OsX9+A328SDJpEIla7SJTfL9/mSkubWjy3mppCPPTQ7BaxBXD77YczYEA206YtIRZzcOyxfVmypAa3W9zos7I8rFvXSH19kNJSL4WFqRQXZ7FiRR3RqAixcDjGmjUNZGV5aGgIthNbtm1TWenD6TTIydl5DzdN0xg0KKcD/lqKnxNKbHUyPyxrcyMuShIfKvMXwxPTYEhfyEyHQX1hXanU9mwLQ2/ttWXZ0rIlO0NSew5DIkYt2LLSMbFM2ozGa6w0sXBo9klx9/mnSFpvexw8SsxGN5RLDVYwCLMWivhyGq0CUdNEvGWni8P8Bad2XeRm5CA5/kTqElov6rtSI/boK3DTv2QckIUMDV6JmEXipSKJwmLbknPiC8jfwzTjNSNtFLRtA7bU7914cUcc6c5h2zbz51cwf345WVlJHH10Md267Xkj0G6ZkO4FLQK4IQ2xIgmb4EyCK4bBWQfv8Wl1KRUVzcyaVYppxhg3rid9+nSOs/jJJ7/CJ5+sbfkMCodjTJu2hNWrG3jzzUnMnbuJJUtqCAZNTNNC1834ikJoaAhhmlGKizO44YZxfPzxWmpq/JxyymAuvHBMvICedr0JJRpmEI3KN42mphBlZV50XcPp1Glq2rYnVXNzhEWLqhg7tgfp6W5WrRLvroQBq8tlcMEFo7ngAvnQe/rpH6is9FNY2Fp8P3q01E1dd93BnHPOCM4++3V+/LGqxbEe5L1bXx9sV7O1YkUtt9/+BWvWNAA2o0cXcMcdR25R2K9Q7CxKbHUi0ahcfNvSNlWo6/D3x6WGqDYebXIYUr8V3kZdlG1LJCTRKDYQhI0V0iLnlimrR8ftAAAgAElEQVSyGjDB6o1SsO5yygdKOO6R5TCk7qvBKxGnHQktEAE19Xb417OtEZszjpfC++Z4iYdhgMcl88/NluJx0+z8dOG2uPky+HKeROESYscGDhohkbqdIRiC2/4NhgOS48fhdMgx23aryEwU5Oq6PB4MwTknwvNvbz09rOlwx5WS1t0TRKMWf7n1E0q8K3BmxQh97+ThR5J5+MET2G+/nVjG2oG4XXDJKfDPT6Hy16ClguGR+quTe8LNO1jZ+XPjww9XcccdX7Y0gDaM75kyZSwXXdSx7uJlZU18/vm6li9fCWwbFi+u4qqrPqSszMuoUfksWFCJaVotReYpKU5MM0plZYSLL34Pw9AYPbqAN96YtEXPwRNPHMDUqfPaOb4n0pANDcG40DKIRmMt75utvkc0qKsLEgpFsW2b7Ozk7RaxH3FEH6ZOnd8uxen3R0hNdXHaaUNwuSTa5XBohMNRnE6DWEzSpQUFqVRU+MjPT6WpKcSUKe8TicTIzxcBuWhRNVdc8T6vvz6pw1YvKn5ZKLHVyRTlS+H71j5QPG5p4hyOSF1VVS00hNqnAjfH6ZAoTY9C6JEHa0vhhF/BwSPFCLUtX82H4f3FaiGR9jN0KdB2u2Sf0z+HK84Re4YdkZMFd18vAgpknB+WwMl/kEJxl1NSlUP7iRgZ1KfzhZZtQ8lKqSfLSBUT2Mx4+umAEfDKfXDzg62msccfCs/+Y+fGnv2j1J41NcvfymmIEavbLeItJak1lRgIxh+L1879ejzccCE8+b9tTRy++QFOP27PCIv3v16E94S5DMsXPzQ7puFdGeCWOz7lnTfO3eMXkMmnSGTv0Y9gTQ7k9IbLx8Dkgfyi/LLq64P8/e9fkpbmbll9Z5oxpk6dx/jxvRiQ8EzZBpWVPv773xLmzSunV69Mfvvb4YwYkb/VbWfP3tSyQnBzwuEYs2ZtZP/9u+N0Sh3X4sXVLXVbsZhFKGS1rC50uRwsWFDBxImvMGfOpe18s26//XA++mg1GzZICx3LsrEsm9RUF9XVAZKTHRiGRiQSQ9d1NM1uMSfdnFjMxu+PEApFufHGQ7fbCLtfv2xuuGEc/+//fYdlidBzuQzuu++YlhZDI0fmM3duOcGgSWNjmORkJ0VFaVgW5OYms2JFLbfcMoO5c8sAreVc2TYsX17DAw98xw03HKJWFCp2GSW2OhGHA045WlJ3pZVSp5UgK10uym6P1KkUF0lUZNUGsKIiitrW+GjxGpeMNPHDys2WAvhACGZ8DzNnS03RAzfBmLj5crJHVrtZVmsBu0arsajbHe991rBzYiuBs029537D4LNn4Nwb5TizM0R8aIjY6CxiMVnleduj4t2VkiTWEplp8PDNMHqIbDdhvHhgXfUPWYk5exGMOg0mHS99F7tvw3Prgy8lohUxW5tnR0wRdHq8zUyPPKljW1cmTbgbm+RvnJIMd13TJoXLlnV4ui6rRIcPgEvO6LzzlOA759d4siyijYkCMZuMwRHqDqxl9ep6Bg/eszUmmiZC8/Tj9uhu9zrmzhUBFApFWbmyLl7X5CQlxcnXX2/crthasKCCa675kGAwRmqqizVrGvj887Xcf/+xHH54ny22HzRIxto8spW4r6kpzLx55Qwdmovb7SA52YmmaXGxZMVTghqaJr+Tk10sW1ZLSUkVI0e2rhTMyPDwww+/58kn5/HWW8tZsqSGvLwU8vNTmDu3HL9fUpPFxVnU1QVa+jBCa02lYbRO0DA0rr32YM46a8dGfGefPZwjjujD3LmbcDoNxo0ratcP8bTThvDaa0tJT3czaFAOsZhNdbWfo47qw+LF1UyZ8h5lZd4tjEgTc7vllhksWlTN88//Bl1XES7FzqNeLZ3MdZNhv6ES7cnNlghJj/y4BxVA3Bne7WxtfaNrEjkx9PhtHQYXS1F2eqqIsJXrpVB7SD9JHeZ1AzS4/t7WVjqnHQNrSmUMT1xYocn+KmtFPBhG++bSP4XBfWW14Vm/lrkcOw6ev7vzTEpBhOVtj4jQcrsgFIGKahGwf3mg1aU+FIYTfg8ffg0bKuRn9Qb4v+fgxCnw+fdbjh2NwgMvxIVt93jaFhGtwbjLv2XB788S+4r9h0GTV/5OA/vAf+6Q8/DjChGgsqKr/T4MXaKez09v/Xt1FmHCOHr7iDS0DZlqRH06uYcF2l3YFHsWXdfw+SKUlFTR3BxG1zX8/gilpU2sWVO/1efMmbOJYcMe5aCDnuKbb0pZsaIW27bJzU0hJcXFPffM2qpX1vDh+RQVybeqxMrmRLTd49HJzk7CNGMsXlxNaqoTp9MgEonRo0dqfDs73o7LaJk7QGnpli1+PB4HV199MPvtV0jfvlkUF2eRnOxi1KiCFhHXs2c6vXtnkpLiJiXF0TIvp1MnOdmB221w8cVjmDFjMuefP2q7Ua22FBSkctJJg5gwof8Wjad79szgscdOoKgonaoqP42NQU4/fQg33DCOCy6YTlWVf5tRNmlbZDFt2mJOP/1/+P2RrW6nUGwNFdnqZLIy4IV74IelMGcRPPE/sVlwxOuoQmG5QGu6rNKKtUk3Jt7zDgd0y4JwWKJKTV4RF4Ew1NRBcg8ZKy1FIlnzl8Ch+4nLfHqqRFt0vbVuSbekTU8wLHVNHdEypncPuPn3uz/OjgiF4bWP4P5nJEKnxcWjYcj58cfr0lZtkBWHl90OS1a3nlM9XshumrLt7f+WFGxKmzrxmgYRsnnxoMKw/rBwmQi5YEjum/RriUhpGjx+u0QHQ2ER0olrwsLlYiDr9cvc2pKfI+nOmnpJwW4rwtYRaGhkZHiotn3t6mjMqIXH46J//+zO27liuxx4YA9qagJYlkUkYhONxtA0iR4tWFC5xfZ1dQFOPPFlgkHJ5RuGht9v8v33ZRx5ZDGpqS6qqnzU1gZaCtbb8umn53P00c9TXu5reU+43QajRhVQVeWjri6IbdusWFFHXl4y9fVBPB4nbreDYDBKWpqrRWRFozEMQ+PAA3tssZ/6+iDTpy/ntdeWkJTkJCXFRXKyk8xMDyNG5LF8eR3l5T6KizO57bbD6dcvk6lT5/Puuyvx+00cDp1TTx3Mffcd2yLuOopRowr4739Px+sN4/E4cLsdPPHEPLzeSMtigG1h21L/+P33ZTzzzAKuumrr3lyRSIz6+iBZWR7cbnWZVSixtUcwDKkfOmAEHH4gPPKyWAgM7QtV9RLVCgSltkvTJFXl9bUJqWuSJltXKmPlZssF3NBgY6U40he0yQJF4yH57AyJnqQkiYBYvTGeDounJ0sr4fPZUj+zL0TEgyH4/d/Ejd4flMhcNBZvyeGS316fRKKamsVItqa+fa2cZYtLv66J2DSjEoE6pE0tckaqnGczChU1sL6sNQqgxQ1Z/3hB+1TM1grdU5Ik5VtdL+Mk/i4elxifRiLi09WtcxaeAbKPqdNcLM3tj7vnBhprDdyaF0OLkFIAx6aP2+mIgaLjycjwYNsWzc1tV8TYuFwac+Zsarf6DuD222fS1BTG6TTirz8Nh0PDNC02bWqiR48MDENvt9quLYMG5bBixVV88cV63n13JZ9/vo4+fTJYuLCKSCRGWpoLv9/E6w1z6qmDueuuo6is9LF2bSPnnfcmPl8El0tqrGIxi0suGUNubntRV13tZ/Lkt6ipCRCJWDQ0NFNTE2DEiDwyMjwkJ7sYMSKPzz47v12t4L/+dTy33XY4ZWVe8vNTd8luYVfRNK1d1KukpBpNs9utpNweXm+Y6dOXtxNbjY0hPvhgFW++uZSSkmqamyP4fBGys5M499wR/OlPh24RaVP8clBiaw8zfABM/Vvr7bklYpGwtkwaQofCgCaF5aYp/3cY0uqnsVlEQFOzpLKCYREWm6pEbIXC8viYeL1SdqYUjL8zQ1Ysto2uGLo0h37rU3j1MPjtSXvwJOwigSB89h289A7MLhEBU1EDSYZYLPgDIlgtWyKE+TlinhqObDtFlyhwh/ampyDCbVh/eONjqT9LRAQdhjxn9QaJmL37mJzjBP4A3DkV3v1CxNz+Q0UQDu0n/Q8Xr5SoW1o8FdzghWvOa2343Rn840kxtu3e5wj6nvc2zu5N2CTTI8fN0PRijjbGdd7OFTvk7beX09AgL9K2XlPRqE00ajF3bjljxhSweHE1H3ywildfXdyyatG2pfDc4ZC+fz6fSXW1jzPPHLZdc86UFBcnnjiQQYNymD+/nE2bmjHNGB6PA9u2SUpyMGxYHvPnV+Bw6AwY0I0BA7rxzTcXcvPNM5g9u4zMTA9XXnkgl1225bLeZ59dQE1NgMLCNDweB4sXV2PbNqtW1TN8eC719UGuvvrgrS7KyMjw7HFB4vdHWL++kVAots0UYlvE5kWjqan1w6W0tImLL36H1avr2bTJGzdz1dB1m9LSCPfdN4tp05Ywc+ZkiopUf6lfIkpsdTGJiFcoDEdeICJoY0XcRiDup+V2SyH6srUiDAwDiHs3BULy5q+okefe/gdJHSa4ZYo0r070XkwUykNrzdYzb+29YqupGS65VWrPNlWDL278allij5Gob/P6RQx1z4P7bpDoVyzWfpHB5vgCIoJGtXHLt2342yOSitWN+HmL22ykpYgIDkckUvjZd5JOBImoHfo7madhgBb3OCvMkdSuwyH1X81+WRyRngLXnAunHCPPj8VkVWVdo8xn5QZ4/ys5zl+Pl1ZKuxp9rKkXa46CXNCCaax76hxSikvx46P3gGz2P9niNV6lkgocOOhBEcMZQXe6k0IqBh2bvlFsyUMPzUbXtZYaq4TgsiyxW5g+fRk33fQZfn+EFSvq2mxjx9ONIrhs28YwNE49dQjXXbdzJmX9+2dz1lnDufvub7AscYW3bZvCwjSysz3U1AQoK/O2FOkPHJjD669P2uG4X321gcxMEUxZWUkMGpTD2rX1eL1hAgGTq646iPPOG/lTTleHY9s2N974KT/8UIFl260fKNvB5TKwLIv99mtdFPDQQ7OprPRRVuYlFrPbiOG4EXXUZsOGRs466w2+/PICZR/xC0SJrb0Ej1tWLr72EQwfKO/5iCkX33uulxTa6x/HC+cBNEhNlg/lQX3hynPg6IOlNU5bDD1uhWDD2k3yOxpPo4UjEqkJ78V1nv/5n1hYJKJU0Whc/GgSzQrF594zH266DM45QewnLEsEjtsVf95WsgNev7QUsmy49SF4fJqIO2zo21tWGybMNjW2FDtVda3/f/RlseFITW5NL5qm1GP98SIxhE1PhdGDt7T22LAJJt8sqeVwfK5up/SwTE2GT2fBSUfBbZfvmk1EZa0I0IS4xjLwr+lDYzOU5azlBV4mGv8HUEcdiynBjZt8CjiYcQxhKBoqzdhZ1NT4cbn0FsEErX9jw9B5552V9OiRjtNp4HDomGY07n0Vd8ZFXk8DBnTju+8uIitr11JvN9wwjpKSKt57bxW6rpGTk0SfPhktguGnmN5mZSVRWuolKR45zstLISvLQ11dkI8/Pm+bKc6uYNWqembOXI/fb+I+ZjChBWXQEJA2HdvAtsHtdvDHPx4av23z1VcbaGgIxi0nttweRHAtWFDBZ5+tZcKE/p11SIq9FCWv9yKuOQ8mHg51DSKy/AG575hx8oYtyAVsER5mVH47nXDp6eLUvrnQAhFxqUlxd/M2JpxWvI2MDUw8Ys8d464Qi8GDL0r0zuWUtGcs7pwftVqFFsD6cvhuQWtD5yH94PRjJRqVEGe63jrOgN7i3J+TCZNvgn8+Kec8GpOxV66T24kooo08FovJxTAlWYRTgg+/EWHT9oPW6RCht3I9HHmQrFrcXGjZNpz7Z5l7INhqMdEckCL/1RvlON+dKT0xd4WeBXK+NheawZBNzsSP2gmtBBYWMWL48fElX7CWNbu2U8UuccQRfbBtcDg0DEPH6dQxDCmQT0lxkpQkFgyGocejT+J75XTqLa+1lBQnM2dO3mWhBVLIXl7eTCgUJRQyKS9vZs6cckpLm5gwoR/Z2bu+euZ3vxuBzxfGNOWFZ1k2NTV+Tj118F4ltAA2bfJSWxvANGNEJo1F/9tEtIP6QHabcxlfTSyLcTQKC1O5884jGTiw1ZbD6TRaaum2h2XZvPnm0k46GsXejBJbexEeN9xxFXzwBDz3T2lUff5v5E1+8ChIS5Zaou55kobqUQD9e4qp6bYwDPjdya2mnpvjdMBFp3XO8ewu85eI+HA54m2AjC2jS7omx2Db8Nx0OP5SeOp/ktb78yViajq0v5yHlCT5GdBbekFqmtRNvfdla+ag7ZfSihpZZelwSKQsEmn12kr2wIw54m8WjbaKurbF+InYQ7+ebJMHXxDvLzMm4nnztj7BEJRWSPpxwfJdO3+Z6eJiX1UrKdOIKdGurGwTI6ueGNsuBg4RxoWT+czbtZ0qdolbbvkV3bolx809ZaVbLGYzfHguZ589HCMelszM9GDbEv3SdZ2UFBfZ2UlkZnro2zeL5ctrf9L+//OfH2hoCDFqVD7JyS40TdzV09Lc/OUv43/SmBMm9OfSS/ensTFEba2f6mo/xxzTl2uv3ft6MG3Y0EhDQ5BIJIrldmI5DLTzDsb48/EY4/vjSPeguWTFYrJHZ2h+iD8e3cTph7U2NNU0jdNPH0IsZuHxGNtccJL4bCgr28XGrIqfBSqNuBfSLXPLFWr5OXDTJXDPUxKZSXJLeuj6yVuPaLVl7FApHHfQKggccbsEh7HnWsbsKlV1sqKyqi5eB6XLMSdaiDjjIixRVwVQskIig+99KV5f48bA58/ApOskpZebLdtX10u06Zp/SuSshTYOpJYt0cXMVIkuDe4rKwnLqiAUEuPTd2fCuFFw7kkwp0QEk8slNVuBoBTQn3H81o+vtgGeeXPrrUoSmFEZz+sTsb2rXH2urEh96V1o9MJxh8BlZxm8quvY22h5HiOGjoYTF1629FBSdBz5+anMmXMJf//7l8ycuZ6MDDeXXbYfF1+8P3PnbuLdd1e2tLrp3j2dNWvqWwrjdV1jyJAcolEL02xNe4VCUWbN2khNTYCBA7sxZkzBNgXAJ5+soVu3ZFwuI+6zZcXb5AR+sku6pmlMmTKWc84ZzoYNTeTmJrfrV7i34PdHeOqpBWRmuqmvD6PNXY99aD+sWj9GZhIZV4ynMNlB6jcrKf74DXqHlzKgWxirxOSdS97j8FtvZdDJJwNwxRUH8NprSygpqcLjMfD52qchJTImjvTKauWXiRJb+xCnHgsHjoRZP4geOGT0joUWSOos2dNqrqnHzU1DoXjLmb20JKdfT4kiOQworxEdZOhgInNONNduK1ZiMal1KquC6Z/B5FNFYL10Hzz5GsxaAHnZcPav4dm3tnR2T9g7JMbcsEluu5ySDkxyw6DiVl8u24ZvF0p08dIzpBdiU3Nr2vfCU+D8m0RY7TdU0sJD4+Ua85dITZnTCdEQ2yQW7yhw+AG7fg51XcRee8FnUEwxi1m8zeelkU6IEIV03/WdKnaJwsI0Hn984hb3jx3bneOP78/HH6/G4ZAUo9tt0KNHOgUFqaSluYhGbZqaQi39LTdubOKCC6azcWMTphkjOdnF0Uf34V//Or6d35Npxvj00zXxRstQVJROVpYHl0uaRhuGvtstaTIyPIwcufdaHSxdWkM0arHffj2YO3cTTdPmYQ/rDrmp6NjkDcqhIN3NTfzI2s+/JbVnIZomb/xoKMSs+++n7zHH4ExOxuNx8Mkn53Hppe+wcGElpaVeotFYvHZUbxFaSUkOfve7EV185IquQImtfYwe+a0r4HaWwX2lHdDK9fGaJk28pswoXHBKZ8yyYxjST8xZv5onlhmhsKTV3E4pJo9spVl3vVciWMkeEUGTT5X7e+RLiraqFv7xhDQA9wXEM8thtK9rstukFJOTRGBpumzvC4jBbEJsaZoIpi/mwr03wGWTYPkaiWjNXwL/eV1WH+Z1kzTgSVfIcRXli2jTNekOsGDZts+DZsBfp7T2fOwIjuE41rCGEKEtIlwppGBjo6FxIFs3bVR0PpqmceedRzJhQj9mzFiHy2VQVxfkyy83EAiYBAImhqFx442HkpOTzKZNXo488jnWr5eehIah4fE4ePXVJRxwQA8mTx4NSJ/DP/3pU77+egNOp055uZeqqua4wNJxu3XOP3/Uz37FnNstVhcul8G4cT2prw9SO3UGjcN6MPjEIfy+l5sT0mDOgx/jSEpqFx10eDyEm5upX72a/JGysjI93c2rr57B8uW13HnnVyxaVEU4HKW2VoxiYzGLq646kIMOKuqqQ1Z0IUps/QIwDHjpXjj9WjEyTVxbJx4hF/GOxNssoqIwBwYW795YmiY2Dv99H978TMThiYdLHdvDL8ItD2+5vWWLqOxbtKUr+4ZyGHsGNDS3piIXLofuuWIrYW22ACk5Kd7mKH7NcTlktWBFDfRuE/CJxVpTfH16yI8/ANfeIyLL6ZC6rtIKSQfatqT0Zi+S7XoUSLH+srVbngOPG6ZMkqhZfSPUNopQ213X/2y6MZ7DWcgCLCw0IEIEJ04yySSPfPZnLLl0orW9YqvYts2yZbU0NoYYPDiH8eN7M35875bHSkqq+eabjTidOkcf3Zfi4kzefXcFU6a8R3m5D12XlYy2LSlFy7KZOnVei9iaPXsTs2ZtpLAwjdRUNxs3NmKaNiBvgEBA48UXSzj//FGMHr0TofN9lGHDcsnNTaG+Pkh2dhI5OcmkR2LULy/n8T8fwPB4KUdyTg6xSPsl27ZtY1sWrrT26VFN0xgyJJepUyfy5z9/yvz5FWRmJhGNxrjoojFceeWBe+rwFHsZHSa2NE0zgHnAJtu2J2qaVgy8CnQD5gPn2ba9F5sM/LwZ2h8WvAFfzBET1PH7774YSuDzw71Pw9NvtHpKOQwYOQimPwx5u9Hj2OWS6FQiQpXg1GMkQqXFLTLseI9Jy2oVNGe2SZ2ZphTP1zXJ3Oy4h5llSdH4IaPF36zBKxYcPyyB0qr2KVY93quyrTlsxJQxTjqy/fyq6+X+hGFqdb1E5ZI8YiWRlQGpKfK3MCNSYN+rUOZixNO9hbnSe/FXY8Us9aOv5bgCITj+UGn0vTttfg7lMArpzjKWECXKAAYyiME41HewLqOqyse1137M2rX1aJq0jpkyZSwXXDCqpY3PyJH5jByZ3/Kchx+ezb//PZvGRslFWxbYtoXTqbd8gSgvby3KnjevHNCIxSxKSqraNV3WdQ2HQycQMLnmmo/44osLfrYdBgxD54EHjufqqz+kpsYft97QuOGGcQwf3vrGGnzqqax45x2ioRAOjyxU8FdXkztsGJl9+mx17PR0N48/PpH16xuprQ3Qt2/WT1rZqfj50JGfqtcAy4BEsuNe4AHbtl/VNG0qcDHweAfuT7GLeNww4actMNomdQ1w0NkStYnEXQSsCGgu6Sd4+rXw9Uu7Pm44LDVVM2aL39UV58CAPq2PF+SIqHM5pO4s0b7HskSg/ePa1toogK/nw7qytku4WxcLxGISacrJgruugfNOhj/dL87+YTPu8B73J8vPkSL56rpWIXbDBTCqjQ0ESF2Yrks0zumQ8TVdxkhYFzkdYstx7x/jFg1RichV1YkYG9Bb9nHvU1KIn+KBpWtlzKnTZBHAzZdJu6WfgoZGv/g/xd7BzTd/ztq1DeTmpqBpGs3NYf72t5ksXFjBBReMZvTo9sXutbUBXn65pMUeom29YcIoNRq1KCpqzUEnLvq1tUEikdb8ecLaIOEVtWpVPfX1wZ/ktbVTmBGo2QjeOnlzFPaF9G47fl4HMmBAN95997csWFBBIGAycmQ+WVntRVHesGEcfvvtzLr3XsLNzdiWRd7w4Rxz7707FKJ9+mTSp08n9uNS7DN0iNjSNK0IOBH4B3C9Jq/Ao4Dfxjd5HvgbSmz97LjtEUmrJZzaEx/2YRMy0kRwrd8kqbWdpckLh54r4ki+a4rL/VN/hzMnyDbZmeKq/uVcEUPJHokIxSy462o49pD2Y85eJAIrFr+2aIhYi8YF4tB+8IffScQP4C+Xihv8Z99KalTTpGZqaH945k4RRL6A1JK1raXyB6QIv74JRgwUQ9JwRGrJTFMiWz3iQQk77nXWPU9q6hL0afP/UBimfw65WTA/bs+T5BHB5QtIn82xw2DYgJ0/v4q9k7IyLyUl1eTlidCqqvJRUlJNOBzl0Ufn8txzC5k0aRhPPnlSy0V+9ep6dF0iKbqu4XIZhMOx+JcIEVupqY526atjj+3LY4/Npa4uuMUcJJom9UW6rnV8VKtyHXz1P5jzPqwvgaAPbAsMB2QVwDHnw9k3g2vPFdY7HDoHHLD9D6iBJ55I36OPpn71alypqWT07v2zjfgpOoeOimw9CNwIJBLY3YBG27YTjollwFZfzZqmXQZcBtCrV68Omo5iR7QUge/m58Vn30lbm7YrAhOCy46bplbW7prYuusJ6RWZmtRaLxUKwVX/kBSfM9727em7xNJhxXqJhHnckoozdBFqbQVMbpb8lFXFeyi22V/fnjDtgfZzyM6EM4+T+q8Gr4i0Yf1g6m2y2rFwK+m7Vevhir9DTaPsPxCSlYSaJnPW42KwoUmK7qvrxOi0eDv1soGg7NsX/+2Ke0LqWlwoavDJt0ps/RwIBs0WgRONWpSUVBOJh4sty8bvN3nqqQVUVwd49NETKCpKp1u3JGIxm+xsNxkZbmIxsYWIRkUspae7ueii0ZxxxtCW/eTnp/LggxO46qoPKC21WxveGyK0olGLaFQMTw888D/ceuuvWuq9fgo//FDBiy/+iGfDfK40XiHf0YjDWwtWPP+vx78FNdXAjJchKRXOvHG3z+e2sG2blSvrqKkJ0Lt3BgUFqTs0IwUpis8bPrzT5qX4ebPbYkvTtIlAtW3b8zVNO2JXn2/b9pPAkwBjx47dcRdQxW5RVStGmp9/L5Gek4+QiM6iFdKLz7ZhzGDp07e2DP4UfnIAACAASURBVMaPhd+eKFGqreF2tkaJNl8dGLPEMmHUwF2b4zszwWm0Ci2Q/pC+AHz3o9QwgdQ0zXgWvl0gqwvnLZE0280Pwr+eg3/fDCcfLdtOGC8rA31+aPK1mocme+D9zeKttg0vTJcC/LQUWS2Y5JFzd/+z8MgtW87ZtuGvD4ko2lguc03Uy2iIOBrSH8oqxRXeYYiVw62Xb/9cZGXIcW6saH9/NCZpT414w3LFPk9xcRZpaW58vgiBQKTFgT1hR5KIVL3zzgo+/ng148f34rnnTmHkyHx+/LGSIUNyqahoprS0iWjU5vTTh3D11QdtkXoEOPDAHnz11YVccMF0fvihnIoKP36/iRV/0RqGRMmqq/384Q8fUFcXZPjwPIJBE9OMkZ7u4ZBDeu7QEf7TT9dw882f43Ro/Cvtf1THwqQ7Gkg1rHgbKLs1fG1ZEPbDt9PhN9eAy73dsX8KTU0hrr/+Y774YgPV1T4iEYvc3GTOPXcEf/yjrOpUKDqDjohsHQqcrGnaCYAHqdl6CMjUNM0Rj24VAdvwMP95Ewj+f/bOOzyKev3in5nZ2ZoeEnrvCAiKIBawIXZFUUSsWFCv158FLNi99q5XrxWBqyj2DipKUUQBAem9l5Bet+/M/P54d7MJJBAgAb3ueZ48IWR35juzm50z73vecyQI+tvZUs244FQ49dh9DxWuD/gDEuq8s0C8p0wLPp4mk34xrVNZBTzzdvwD/sNv4ZHXYOZ4WLdVLA7SkuCck6SaMvwseOx1IV1VPa9in52jR1KZkVZX2PXYXFQVRLfr3OWzXdchr1jahLpNpgJNS9p4Nz0KJx0tQvSS8qiGyohXxnp0hA+fq962syx46D/w2mSJzCn3isdXp9YyWThviZCuxruI/rftlHaprss5VFVZc+x8BMNC8vodDjvyYPxj0oLcGxQF7roWbn5U1k5IToVuk/ZjeYUcYwJ/fdhsKg88MIDRo6dRUOCL5iXK73Y1vg0GDaZP30S/fm/x5ZfDee+9pfz002YcDhsnnNCW++4bQO/ee54kdDhsTJhwHp9/vopvvllLXl4Fv/66DcOw8Hjif2glJX7Gjv2B7GwPBQV+dF2lZctUGjVy89JLp1cT61eFYZg888wckpMdtHR7yYhUENAcYEilTlMqw8NAicZARCIQCUPQVy9kKy/Py0cfLWfhwhzatk1n/foiPvhgOX5/PKZq+/Zyxo1byLp1RUyefOH/vOVFAocGB0y2LMu6G7gbIFrZGm1Z1ghFUT4ChiITiVcAXxzovv5qCIXgH/+CxaujImtg4QqpIt1xzcFfz4x5sLMwmrGIBFqnJInz+RFdIS1Z1hbTX8UIzo486HMRtGslhDESEYJ2zyj45yWwYJls2x6Jt7a6tRNbiWG1eIKVlktwc2YatNrFN/Oys+HBV4SsxUipPygE8ahd/AAXroCr7xWBPAhRS0mSSlRRKcxeKDqsfz4iBGXAkeANRPMWbbt7V81bAl/PlEqd0y7fDVOqUZlpsp5y7+5kK4aS6NCXqoCpxEmrglTVIhE5h3uK8NkV/XuJKevjb0j10eWQdZd7hbwfeVjdt5XAgWHJklzeeWcxyckOhg7tSrdu9WuNcdxxrfngg6F8+OFy7r13OpGICSiVYvcYYqa+RUV+HnhgBl9+OZyysiCBQKRS81UXOBw2hg3rzrBh3Vm5Mp8BA8ZXs0AJBiMYhoWiKOTn+4hETAKBCCtW5ONy6VxxxWfMm3dtjW24wkI/JSUBsrOTCFgRFMUibGlYioqBglYZ1xD9rijg9EBWS0g6cFH5jh3lXHHF5xQX+/F47Pzxx06WLMmLntPqKCgIMH/+DubO3caxxybkLAnUPxpyxvtOYLKiKI8Ai4BxDbivPyVmL5SKS0FJvMWWkQqTp8IlZ0GLJge2/c07xBV90UrZ7iVnwenH167D2rRt9zvkci8Sbh0WAuLbxck8puco80r1Ki1ZAporfHDPS9IK+/B5+H0ZLFsrk4Mn9xeSUhMsSywi3vo41hqBvj3gsVuFJIFYGsycD7N+l9gbosHP7z9d/dhy8uG0a2UtsbWGwqKJykyTCtdrH8DTb0tQdbf20ppMcstXTr4Ypp5zUnybPy0Qkmy3QUkoGmukCkmKxQe1rsFUvUUT0V4tXh0/zspooWinxOUQC4hrhsYDs+uKzm1hwuOy5hlzpUrZ73DJykzodBseXm+Ic86ZzMyZm6L/Y/H447O58cY+PPPMqfUqlm7dOo0xY44lEIjw4IOzaiRaMW2Xpqls3FjCtm1ltGyZSmrq/u+3TZs0dF3D5wtXVndEbG9F/y0kJfYZEgiEWb48n+ee+5U77zxut+0lJ9vRNJVIxMRnc7NU6UZPazk5ZjqtbQVA1AkoJvC0aZDSCIbdXS9v6nHjFlJS4q+MCjJNs0aiFUN+vo+1a4sSZCuBBkG9ki3LsmYCM6P/3gD8rR3cfvxNtDaqKgLviCnkptgDqzbsP9kyTXh+ogjJQ2HRN2VnwIr1Ui26aUTNz+vQOhrVUwWaCiiiXQruov3Z9eMur0h0XDFfK8OA4aPhoxckRqhvz72vfeY8eHWyVKliAdK/LZGqzeO3RdekSRj3nEUw/TepxF1y5u5Gni9MlIqWyyEkMXYRMEypMIXCov+KkZ28QtGgxbyvTFNIZAyGIa/Z2s3ycygs04BJbtFIBUNSzdu6EyZ9LevLLZCqW2YanHw05OYLqQ1HK3yxY7Qsaftdf7HkKO4vmmYJqU7g4MGyLK666gtmzNgIECUiCqFQhNdeW8DZZ3fihBPqybSuCu69VxLmH398drW2FxAld1ZU1A5e74EL91wunRtvPIrHHvtZ8lNtKpGIESV1SqVmLMaDNE3FMEzef38Zt97aH7td221755/flfffX0Z2tocPtPPQIn46muswM1tAoFDE8XYnpDeG3qfC4Kugef1Me8yZs5W0NPnQMAyTlSvz9/h4RWG3Y0gggfpCwr2wAbF5h1ygd42CKSmH736BU3axJ7As0fs4HfG2Y02Y/A38e5JE7iS5hTTkFgkZefcrISYZNVThB/QR9/EtO6FRtPITCEv+oGlINadKDrN8r3JTvWWHCNWT3PL/wZAQj/Gfws2X1e2cvPeNVHVihEdRRAv142/SWkxNlrZlTr5E6RzTu/ZtLV8XdY2v4WY1Vkm0RT87wxEhZItXQZ/u8hxNk/ZpDN/OFjPTUHSCUFHlhtsXkCnHD54TsnrZXbLWzTskoNoyYXOOVBh7dRHvq7c/E6KmACnJcN8oGHFOogr1V8TTT8/hs89WVraEY5N+mqYSCkWYOHFxg5AtRVG4776BDB7cgVGjvmLp0rxoSy+qedIUAoEwO3eWM3LkF4wa1YfLL+95QFW2e+45HsMwef31BYRCBmlpzqhJqkUoFC97x3YRy0/Mz/fSvPnueVI339wP07T47LNV+Kwg65OaM6BZLm6PCmddCUPvrL0MfoBo1MjN5s2lOJ02Cgv9RCIWNptSzcS1KtxunYEDWzfIWhJIIKEEbEB4nNWJVlW8+VF1krB4lVSJThkJJ1whonNfFRuc3AKpZg27Fe5+QS7kWpRIqKqQlx358iG4sZZRBKcD3ngYzj1JKkKRCFw9BL58RUTk5V4hUzVBQSpGoZCsOxQWctc0C6b8VPdzUlImpK4qYtW2olK4+zk47ya46RE483p46q24N9auOLyznF9/sObfQ/QcK9EKHtIKzC+S83nOCZJTGMObHwuxSnLJ8SpEW50mvDBWBO0vviOkuHLasEpwtcsJy9bJNhZ9Am8/Aq8/BLMmwqXnJojWXxFr1xYyadKS3UKZY609y4JwuPbWVH2gb9/mLFw4im+/vZSuXRvhdus4HBqqquDx2Dn88CYkJzt46aXf+PHHGjKf9gGKovDAAyewevVN/PDD5fzyy0jOO68zHo9eqZ8U0ikVNbdbx+XSa3VHt9s17rjjWH749mK+Hfg1tyV9QkbZRtixBib9C0YPEHPTBsBll/XE6w0RChmEw0b0Nav5j1DTFC666LAaCWMCCdQHEmRrP2FZMHsBjH5KiME3s3Yfwe+wh5ukCh+skq4EW3NESL8tV4TXacnwyTS4/9/y+9wCGHY7PD0Ops6WalJ+NP4lFBYyoiCGmltzRD9V7q15v5u2y/MddjHoPKGvVHq++g9MfByeHSM5fXY9/hyF+M8RQ8iEyym+U7GYnLrihL4ylVcV5V5xhP/sB6n4ZWXI/vKKpFU6+FoxL91Vb1a1mhYToe8KM+rMrmlC6lRF1vDcXSLgr0qAtu+ManSdIkBP8oiOzGmPv7YLV0iwdIVPqmUxoXJsHwowbY4Q0TMGih4sNpAAsHm7+IV1GAzp/eSr0+nw0Cv7b+GwabvouCZ9BRM+lXZpAvWDmTM3EQ4bOJ1yh1D1PRircI0Y0aOWZ9cfFEXhlFPasXz5jUyffgUtWqTQvXs2/fq1wOOxY7druN123nlnab3sLznZQa9eTejUqRGvv342//736bRqlYquqzidNhwODadTIyvLw4gRPXC59D1uz7PhV1xrf5G/0UhQCFY4BKt/g3cfqpc174pBg9pz0019KS8PRr3DTAyjZmKckuLgwgsTkyYJNBwSbcT9xL/flTgXXZeqya+L5CL75G1S3fD6RZBdGyzEwwlksi8YFsIBUlVv0kjE29tz4b2vYdkaITpOh7TvQmFpYcXaZTENrWnBS+/CFz/CuEel8hTDLwslHNmuSytw4Qq49n547QHo3U3IV7cO0rq741mJuLEseaymCSkKBCHFDUd2k2PYkQc3Xlz383bJmXKetu2UYwmF5fzdfR2MflqIVmGJhDL7A0KWZsyD+cvgnBNlrZ6oFU7jRnDCUbK9mFGpQtw8FKjsi8aqY13awRNRbdiS1fDx90JWenWROKDl6+Xxqgp2VQiQwy7C//wiIVgbt8W1WIoaf7xhyGtXW2tze67EF61YF20/Rl+zsgqJ5Jn1O/z4dt0rYKGQ2FR8/qOYr8aqqJoGF5wC7z2zb0Q4gTjy8iq4/PLPmDlzM+GwgaoqqGosd1Aeoyhw9tmdOO20DnveWD1CURTat88gLc2529Shw6FRWOjb7Tleb4iiIj/Z2R4cjn3/yLfZVM47ryvHHNOKRx/9iU8/XUUoFKFFixRuuOEorrqqDoani6bLH5MREs1C7NbIsuDjp+HES6BN/ZIdRVG46qreXHTRYWzdWsqdd/7Al1+uif4uPikMUqlMeGwl0JBIkK39wPZceOcr0RppmhCQvCIY97EIpzNTRXvkD4JNFWH8rkh2Q8uoQH7jtt01WqoqJCS/CL7/RXRETke8khJD1UElW5RkrN4o27z0DqlYxYTlL74jYvKYQWl6ipClR18XkXtsu726wot3Q99h4r0Vu2A77VLBKfOKVxeKELNLz6n7uUtPhXeeFHuFeUvlHJw/CJplyXlMS5KYnHBEyEtcJyPVm9c+lCzCGK4aIqTQ4xKyUe6Ltzyhak6cHPu/75Gfv5wupqXrtsh+3/0yavfgEFIZMaUK5tCFgJb7oP/Fos2KkRpFAaL2FC67rDkrXawaapo2fO8bWL8lqgWrcsE2o8c4d7EcY119s977RiqqazdVb1ebppDIzv+Bh/9Zt20lEEckYnLuuZNZvDgXl0uPurLLGyotzUEgEMFm03j55dO5/PLDD3psS3q6k2bNkikuDpCSEu/7l5YGOemkuHZs5cp8HnnkZ+bN20ZysoOkJDvXX9+H4cO779eas7M9vPji6bzwwmkEAhHsdg1Nq2NzJL0xmJF4Xz+2ewsRPf73frj/k31eU13g8djp0iWLf/zjKL79dl1l29dmU6MT0VKhPOywrL1sKYEE9h+JNuJ+YOka+azQNKky/bEyOpUWkgt1ToFcwL0+MGrQYto0+GeVicHeXSRupioiEbkIt2oqF27TjN6NmUJCdFvcmVyJapKM6AR17HP0tyVw57PxycF1W+L2CsVl4im1cZsIwy/4P5lkjKFre6mKRSKytmBQPhd7dYXWzeHe62H8o0JenPvoPZjsgeFnwvN3wW1XSpSP3Q69u4qmKhSS82dacX1+MASlXvjyx+rbuvA0sUDw+uU5hiFEq1VT8Z9KcoOmiGXDlUNkIjAQlJbsmo1SPbOi+wlH4tW7cFiqbr4AXHUeXHc/bM2NEyOIEqYq0T9Z6eKfdcfVNR/3vCVCiozoYFlsO0p03yBVvLrio+/kWMNVyF/Va+gbH9R9WwnEMW/edlauLEBRFLzeEJZlVU6UhkImRx3VnGnTLuWKK3odknw8RVG4++7jCAYj5OZWUFYWJCennLQ0Z2WV6dFHf2LAgAl8/PEKcnO9bNxYQkVFiGefncO0aesPeP8ul153ogVSudJsVPuDsaIaKrsTtiyP/2E0EPr2bU5qqhOnM04STdNCVRXOOadzIuswgQZForK1H0hNjl/UcvLkQmmLfo44dGnTrd8qBMipCwmyaVKdSnZDj87wj0vi2zv3ZPHeysmXalMoLBf9q4bIVOGIs2Vaz4jEI2xMS1qYuk2IiGFE7QEry+Ii0J+7BNZtFkKj6zB/qVTcAgERw+s2SHZKpeof/xKxfMxh/eoL4J0vpeqmqVKVKiqFoYNkzSDE6NMfpFKlKJJdeM6J8W3sC8aMhJH3yvqqVn40m5DIYHB3MbyqwvdvSkv3w2+lnYYCHVoJEd0UrRi2byWtyMvuhGsukOnNmNVFNfKEkGiPOx6F89Cr4t1lmvE2Zewcu50wapjo81o2kbamp5ZuRLuW0Si4Xa5RVnSbCtKurCv8gd2JW3yDYt5atVWSQN2Qm1uB3x+OVjxUNE1FVSUz0OnUmDp1RDWH9UOBfv1a8M47Q5g8eRmbN5dy5JFNOeKIpjzxxGzefXcJRUXxyUHDMElJcbBxYwndumUxYcJiTj21YVqfBcVSWU9PkRu2yvdeWhZc+gC8fVcV4ZsCDieoNvHXUhu2552W5uLaa4/g7bcX4fOFoqkZNpo29XDrrYkYhgQaFgmytR/oc5jk0u3IE9+pYChadUIqNKoqhMnjEkITq/wEQ1KlGv9IddF0WoqI08d/KmaejdLgkqvgrBPk9xedJpYOM+cJgYjdELqdQj6qtpBiDu66LlUcgJffh59/F61QxBSCZVrx53ZqIz5ReYWSL9g/KsG4fphMSa7bIkRxe66QgX9eKr83Tbj9KfhlUVx/9ujr8NtieGr0vl/kO7eFj1+AAZcJWVWI3gxHoWk1R9zYbDDyAvny+eHVDyQiaWe+vBZ9e8Rbqf6A2DIUl8rPMe1GVZhWvK2r20RDZppyrqodUvQ1D4bkXO0NVw0REXtRdN/VwrsRknbZPrRkTz5aWonV9CdVfDu6tksQrf1By5YplZNrMnUXj81xufRDTrRi6Ngxk/vuGwjA5s0lXHrpp2zZUlqNaIFkKpaXh/B49MpqWH0jGIRbn5DBHkWVIZ8ju0n1Ojsz+qALbodFP8LSWUKsNJv8gSZnwsmXHpQ36333DcTt1vnii9UYhkVmposxY47h8MMP0GE6gQT2gkQbcT+g6/B/l4ljui8grZyIIRfkQLQqY1pxYtSmuUz8HdMbmjaKk6CqyM6EO6+FqW/A+8/C2SdWaTMpQkKeGSPVEadDtl1aIRf6qrCQfaYni2nqjjz48Ve543Q6hUSEQnFNk24TohVD1SnGlCQx4fS4pN1YWAL5xVIB27wdFiwXYtUsWx6bkiSPff8buPkx+GGOkJ6nx8mkYUUtE5JV0TRLBPfp0eqhaUQ9wHTRjI08P/7Y2IRRVbhdouma/S4MPk6IZFUz1JiWqkU0zm1XogW7GL/GWrRG/PzGlPiWJetq22L3bdSELu1g0lPQvLE8Lybot0eJ8Zev1F4VqwnXXSRtyxRP/Fhi69N1ePWBum8rgTjatZNAaMuyCIcNwmF5n0k73sTv//Mlf0+atJRg0KCoyF/j7w3DxDQtvN4Qffs2r9d9myaMuAMmfCE3maGQfO78tADu+3eVB2o2ePhrOO1qSE6HpAzIagWDR8LgWnrv9Qyn08Y99wxg+vQr+Prr4UyZMoJBg/YwyZRAAvWERGVrP/HseLkopySJNisWPeP1C5FxO2XirHEj0QuBVDQO77LvGicQkjTsdJj4hWiblq2VNlHMLkBV4mJ5RRHStGKdtDBbNZUWmm6LtjPDolVViLuk2+1yse7RKb7Pd7+SqJuN26Sq5A9Iq9OmiX3BBadKpSxGCrfkiNFnOCxtxf9+IZ5VzRoDlniLjXuk+oTkrpg1HyZPiQ4E2OUuuXGmEJ5ObWDJGpj8lZcty35l+8aN2GwKgwa147bb+lfz+lEUGVTY1U4hpl/r3gn+WF3zGqreYPv8UsUMhiGvIE5mIU6Uhp66+zZiXlxuZ/WJwIF9Yc1UabWUlMt7p1E69Ows749PvpfX7ohu8lrs6WY/KwPef0Y0d69OFvIbMWVb/7lPfMgS2Hekp7vo16858+fvoLjYj2WBrqtomkY4DC+/PJ8xY47Z+4YOIpYty8PjsRMI1Kx7ihHFzEwX1157ZL3ue/5SIVYOXT5HQKrNZRXw2x+7BLfrdrjpP3DFo1C4HTKaQkpmrdtuKCQl2UlK+nNUKBP4eyBBtvYDBcUyph+JSEUrpsHRNLmQn9gXenSUlmA4ImL0cLStWJt4ui74bbHs0xuNy3E5RMsEUS2QIoah4YisKWJAVpqsK8kt6/AF5Dmx3D7TEsF/y6aiZYoRoXIv/Od9OR5NjbfVfAHZbm6hfJhGI9QIBIVoxZzhYyQn5qllIZOVz0+UFmMMhgFvfAQTPxcyV1Qq1ZpeXWD1Jvm/vCIY1B+258G4jyJsnPcVQV85niQ3PTrBd9+tj5pPXlCZ6QZCBr+dLdU/R5RM5hVJJW/FOjl/u2rAbNHzVl4hRM/thMdukUnO7HRYs1mOTdPk9Tzt+N2DtCd9BQ+8LG1Zhx2GnwHP3x0nXYoiVa6qmL9U2jCBUNzd/syBcP8Nu2u8qsLjluO8oAbCl8D+QVEUxow5liFDJpOU5MC0VHwBE9NQCCkZPPbsSs4f1p/2rf48PdqOHTNYtSo6Iszu5VpFgeHDu/PAAyfQsuUBBCjWgEUr5e+46vs0NqwRCO2etwpIZSs5vV7XkUACf2YkyNY+wrLkohibYFarjPEnuYUMTX4GkpMk0mXKT+Ln1L6lGFxmH8BNXKz1FwgKEdA1qbxU1WyFDWmbHdMbCopECN4sItWtvEJpySlK3KTU45K70DEjpXIWw/ot8eOtKlTSVCFt2RkiOk9LkfZiJAJY8t2hS4XPsuS7zx/3o/r3u3DrSMmHdClw+xj49mfZbjgilbYKn6y/b48oASsR6wVNAyWyFTNUTlJKEsGguOZ3aJXExo0lzJ+/nf79W1autVdXuPMaeG6ikCfDFJLjcYl9Rcxeo9IeInqsLrsYmp7UD169X/Ro734lxzLoGHntwxEoLK7e1gSYMgtueEgud06HXITe+kRI5LtP1/y6hkJw13NCVNNTwTIMVH8xX09L4uieTk47ft/eJwkcOE46qS3t22eQs9NHQZGB0+3GlZSCqtnwlVdw+5MWn72s/Gk0cZde2pNPPlmBrkteYTU9oAKDB7fnrbfObZB9Z6SBs6VBfhcLsk30bQruxTbMfIWMFPnsSSCBvzsSmq19xKoNUnFp0TgeMBwzsfT6hSQkR+0VUpPF4uDx2+CaCw+MaIGQD1WJV7Sqtg4rYQn5KiwGFOjSRkiWokBm9EbSsoSQHdYB+vWUataaTfDxd2LwCTJNFIlEPbmiFgcgx2nX5cejusPrDwqRLPPKfpM98fZXRdRfUdWk9aiqENTgqFdh5HY4cw182R2cTWQ9dl2Oqcwbjx5yu+R5m7bLmvzeMqxoOU/Xo8eJjHBv316+2zkbdIxYN7RuLs7xD9woGid/lUm9qm0+wxQNVq8uMsW5abv8Pib435kvk5vFpTDkFDh+l47Mo6/LuYmtW9fl31/OlMpe7Px/Ng3O+Qf0Hw6X3w0FJULOtixZx4KZa/htTh6h3z/lsSvf5Mo7wqyOpg2Ulgs5/WqGtGcSaDicdVYnVN2DJ6M5SWmZaDadcMBHo2YtyClQWXVgyTj1ChHLn4DbreN26+i6it2ukZHhpGPHDM48s9PeN7KfCDcrJ/eiYsK9w4SzwNcfCi+PoGRaPDMmYaybQAKQqGztM4rLhBB0aQcVfqm6gFxAM9NEAN1QyMqQSs2jb8iFv6B4d7JlmEIklq2Vi/3g42RS7v2pstZwWEhWTCheGB3V/vg7qXBpmrQTr7tIRP3zl8pkUXE54sQenWYcdaGsJysD/vuExASNuEPW5XJKuHVxmeyjMlPNDlYLKJgPvS+DoiKwssE7HFLfjHqHRb3E8gqF0MYicZI9UiXypKSjKCqWZWFaCg5dQnJVVaFt2+rp2/OXwkW3SuvQrgtZmzVfqlFlFXKsblvUqT5KvBy6/L9dl2rcF9OlQtajE3z9qkx1VvhEF9WkEXw3W9bYp7uQ1s058YuLZcnvwmH5+mUhnHcKvP0pvPKeENn0FFi5XqYvS3bkEygKYzfK0FDZ4TiSMjOfxt+/yqjcm7n9SnjizXhqgKrC6KvEayyB+scNN/Th3Y92UJpbjmJoWJaBze6gfa9j8EV2H0451Ljwwm5MnryUnJwKGjVyoSgqfn+Y8vIQZ5xRwxhvPaC42M8tfxSg6Da0Yi+W5sbyOSAN+t0U5tgjD74eK4EE/oxIkK19RKc28YpWv56iSSorF23C06OhUUbD7n/IILmwT/wcHnyFmuQZgKynWbaI23cWyjSjzw+XjJEMRjUaRbNkjZDE1tEBpUgE3voYjjsCHr9V4mB+XiAWFsEgHH8U/PMSOKpKHJyiiG7p1QfgticgvzBO5mLkyQLUNDBV0KJrttuAcjAzwGgGtqiTvi8gxCo3Kkj/xwjYkSt+Xo2zW+BJy6SiOB9TcdMiC3Jy/PTul3ey8QAAIABJREFU3YQjjoj3K7btlGDvvCLRNZmmtDsVFb6aCaf0l9agbpN9miakJEub1RFtseqaVNliSPZI3iHAnEVwzX1Rr65obM//XSpVvgXLhaxVeIVsmdHK4MOvynl5+9N4/iPI1Oj6rVBe4iPVLCSCHQUTj5lHQE2BbQvRk6Zz+5Mn0rKpQkaUU4bCMsDQp3vdJyITqDuaNk3muZeGcuu9a7EZBSSlZpDduiMRy4VDrR5iXlf4/WGWLcvD4bBx2GFZ+2YMuheoqsKLL57Obbd9x5YtpWiagt2u8cgjJ9KuXf3ro3burODCq76k6OoTUIp8Ml1rlJKc5MA0FJbbEwL0BBKIIUG29hGN0uHK80SH43RIe0zTxFNm0EEaUGrZVITddj0aRF1DHJCiSEUqKwM++lZMVN0ueOtfMhU4bY443mdnVL9o2GxCcKbPFT+t5++SClqFTypNtj28Y7p3hG9eg6VrRVd22Z3iph8zRfU5IOKFpifJ45s3lvalYYAZJWc2TdqkF54m+zv9eKkieX3Shpvzh0qznmeSt24henANWRkK5557OCNH9q7mAP3Bt1LJcznjrUJFlf/LyYeX74UV68XKIjVJ1mEa8riMNCHTgRCcsovXYSgET42Dx98SEtkkCzq1lt+9+I4kAyxaIQMGoXA8I1G3icD/rmeltVg16FtVxb+ssDSIhSaWEmYFmhUirLgpI4tui2+FJtfibHdT5fPsuhC5mfMSZKuhcNaJDmae153ZC6WiXVQu75HHb909YmtvmDZtPf/610+EQiKyzMpy89xzg+nYse7Vn9KtWwkUF5Perh32pKTdft+qVSoffXQha9YU4vdH6NKlUWWIdn3j9dd/pyS3AiViouoqimFhmhaBQBjd5cKx6/RJAgn8jZEgW/uB6y8WgvLRtyLcPuVomQbbH0uH/UUgiPgp2STbdVeoilR1WjcXfVFMn9QoXUKf775OWmKjn6552q2q8LdRunzVBboutgUAk58VXVK5F0IWWCXgOQzaR4077Toc1gWW50BoA4T8QrSeu1MMSqvC44YXxsKWHbA918G3P/fn0x/7syUMm3YZEgBpzdkdQo5ibT1VicfyZKZJ3NBdz8HWndIS3Fko34vLpMJ3dE8xDq2Kc28SIhqOyDnduE2mMJtlCaHMyYdJT8MVY6ODDIq8L5LcUkncsE2qgOFIfHITZGTenpSEM5BLIGRiI4ylaliopBub8Tua0CXvv2z3XkDYU0VxbMU9wBKof9hs8Owd8OsfUs1MT4XTjpMbnroiEjGZMmUNd931I1lZHrKyxBitqMjPzTdP5csvh6PrexY2BUpK+HHsWLbMnk0kGESz2Tjmzjvpdfnluz1WURQ6d25Uw1bqFzNmbKJpIxdb5qyj4oQuaMVeVFUhZFqg27jE9efzI0sggUOFBNnaDyiKiK1P6Hvo1nD+IHjtg5oTLmyaVFR0TVpnxx1Rs1/TEd2E8Pj8cePPSETaXx9Mhf9Mhj7d4L4boGObfV/jUT1g4/fw/hQhNH17wcctYVEYXAZELNDS4MVm0PxBISAnHy0TjrWhZVO46RGJL9I0Oa5X34epP8HCj8W4FaBLW5i9MOoLZkbDn6NThKceIy3BZI8EcG/eEc+enPKTkK1je4v4vWolb9Y8aanG2sgxmKaYONp1eOEdGHWRpACUlkv1wxUNELfZpNrVqzMsXx+d4rLL/jwu6H5cMnNmNcYW2knEsuHXMkmJbCdT2Y7uyYBy0HKXEm7XtPK1UhQ4vs++vzYJ1B2aBscdKV/7irVrC7n55qmsXl3Izp0V5ORU0K5dOs2aJZOR4SIvr4JFi3bu1Wh0+n33serzzwn7olMnlsW3//wnjqQkup5//h6f21CI+Xr1WrmV+Q6dUN+2WKb8cRyzJZf7RnY9JOv6S6MkDxZOg4oS6NQHOh21Z++XBP4yUKyaLLQPEfr06WP9/vvvh3oZfxlccTd8OFXaXTEoStypoW0LaN1MjETb1PJZPnuBhFUHo95dxaUyCWjTpFITMaQVN328tPP2F8WlEuvji0BFR1hkh2QVhqTAUa69Pz+G+UvhxCuFwMSIpmXKsMKTt8WjhLbmwPAxMj1YUCLHFolIOPU3r8XjhfYF974Iz02Itgd3IVwQt9SIGDLmGzHjQeEpSfHnvP6AmLZO/AyKykR8f9sVElf0yrgiJry9lfKiCtoEfqGbNZPmjTVaNIH8LXlMa/YiBWlSbtNUuGaoDDMk8OdDJGJy7rmT2b69jA0biqmokD9URYEuXTJp2zaD/HwfTz55Ciec0KbGbexYsICfH32U1V9/DYaBze3G7paYgZDPR3KzZty0atUhCVEe95/ZjHtmCulNG2GmNGZn0CA3aDLk2Oa8/OQpiWDnfcUvn8ErN4G/DDRdYoyOPgeuebJ6blkCfyooirLAsqy93vImXsG/MCY8BhcNhjuehQ1bkWiZqB1EmxYw5ko45+TqcTy74rgj4av/CBHyByRmxx4NuDaMqGDdD2Oege/e3L91/vw73PmctNVKK0R/dXQvGH46zNoJszXRu9WUe7grps+V71Ureko0xHnanDjZatkU3npYTFTnLY078P9zxJ51Z3tCVnq8Hasi7vxVYdOotMlwu2XiUYn6eJX7IC1J2pTdO8JhHeHSs+MGpjHcfmMG1w+NMPm887A5HNiTkrAsC39REU3bZDLuzSP5ZYkQvv6HSwB2An9OLFuWx9atJWzZUobPF64k55YFq1cXEYlYpKe76NmzceVzijdsYMmkSeSvWIEzLY01X32FLz8fK+oSHK6owAyHcaamouk6/sJCyrZtI7Vly5qW0GCYdued5L76GscGdPybbBQ5W1LccTjDTurGYw+dkCBa+4iKtauZcssjTMs9Co9ucEGLDRxnbEP55RPoMxiOTLgW/9WRqGz9D8A0pa328XdS5Tp/EJxxvOin9gWbt0PXKAGoqgOKVWYK5uz72rw+OOkqabPlFsl2bZoQQpsmWqfYdN31F8HVQ/e8vXe+FNPQXTMEK7ww4ix44+Hdn1MZ0lwDgiHJcPxlkeROnndy7fq0vELodrYYlNpsUimrjO5RINktXmuKIpYOpRVSfYoFkzt0WfdJ/eC2K2WKsDZsnzeP6ffcQ7C8HMs0SW3VikFPP01627Z7PkEJ/Gkwd+42hgz5gNLSIKGQgWlalaHWiiI5fc89N5jrr5eb4vyVK/nqmmswwmHsHg87fv+dkNcbN/KrAsVmQ9U0kpo25coZM0hr0+agHdeSd9/lq1GjsDkcaLpO0ICQ109qm7bctnLxQVvH/wp8vhBDu9/OjoIwTtXAsBTClsaodsu4oe1iGHQl3PjSoV5mArUgUdn6G0FVpTJ0oNOQaSlChiJRQhRDJFJ3EbZlwdwlQvxKyiXXcNXGeFC3psr0pBG1WCgqEz2YArz+ocTfNG9c+/aHnSZtz7IKidKJRYLYNLGIqIry8iDz5+/ANC369GlGWpqz+u+9MGgkLF4j69ZUePwN+OzfNbdMszNh3L+kfVvmjRMt3RYPpfYFon5hqgjjs9LjZqbtWsqE5dadEuY9/lHo1qHm42zety8jpk6lcO1aNF0nvX37RLXgL4bu3bMJBg2M6LiwzaZimhamaWKzqbRpk0rv3k0qH//bCy9gGgbuzExM0yQSqOK8q6rVCJcViWBEIvgLC7EnJx/U45r38ssoqooWvZtzaGBPdhLYso7cpUtp3KPHXraQQFW8+OJcNuSrtHV6saJ/4xFD4a2NhzG06SqyrBrGzRP4yyGhvEugEqnJ0YpRFT1SLK7H49rt5rpG/PcLEbD/skjsFCZ+Ho/uUaheYbKiLbcKX9RywoLfl+15+3Y7fPmKBNt6A7JtpwNeHFs9eHn27M2cfvok7r77B8aO/ZHTT3+XqVPXVtvWpXfAvGUyJWgYolvbkQdXjt1djxXDuSfDxmlw7/VwXG/o2EoqYXZddFjpqXIsRlS83jhTyOVhHaW1uWqTkNHfl8Ggq2H5utqPVbXZyOralYwOHRJE6y8Ij8fOqae2EwNeU74AHA4bHo8dt9tOdraIBy3TZMO0aRStXcvWX38lZ8GCuIWeZaHUIJJWbTaMUIifH330IB2RwF9cjLrLepRoGGL5jh0HdS3/C5gyZS0hRQcFlOirbtMsFCyWlabDMUMO8QoTqA8kyFYC1dC1rYjHY61E04QmGeKOvreOc0kZvDo5bhWRmizkwzSFfOwKJWrFEKuixdzn94Y+3WHdtzBzgujNNv8AV1b5PCotDXDnnT9it2tkZyfRuHESSUkOHnpoFjk5EumzabuEVKuqaKZUVcTsYUPimLbn1r7/9FR4+J/w8yRY8y388SmMHinDCC2biEYuGIbMVDm+xpniozX3D9HWxYxOd+TDkUNh7aa9H3MCf008/PCJdOqUia6r2GwKbrcNm00lNdVBv34taNtWetZ/TJyIv7AQy7LQ7HYs04zf3ViW/FwFqq7jTEtDs9tZO2XKQT2mNgMHYoSr2zoY4TCqrtPq2GMP6loaApFAgB2//07OwoWVxxkihA8fVm0u0geA9HQXJUYyIcS4TcGq/LJ37Am9Tqr3fSZw8JFoIyZQDeeeLDqmpKj+KDVZtEenHL33jLNYfl9V/6jUJGkXGmZ0Gs+gWrC12yn7qvCKDUL/XnVbp6JUd7Gvil9/3UYoZJCRER9zdDptFBX5+fDzHJwZyfy8QNZUtV6kKKBEfasiNZDDXbF+C/zrVRHgN0qHkUPkWBRFMjKzMsDtgNOvl2nMgtL4fmKu86GwtBS/H1e3407gr4WOHTOZPHkoDz00k+nTNxGJmDRu7Obii7szZowQEyMc5o8JE0ht3ZrSzZtB09B0HdXhwAgGURQFq0ofX7XZcKSkVFa71P2d+NhPDHzwQdZ+841UuGy2yrUdO3ZsjUarfyVsmTOH6WPHSgsX0LNSSX/zcnKalFGwKcIf/7Uo+MWNS3Nx4omtGTHicJo1O7A27k039WX69I2sDreitZ6L0wpQGHJid7s5+s2XaxecJvCXQoJsJVANoy6ChSukAmNaQrSaZcGtV+z9uWkpcXuD2OdDWrK0IO26tPtyC+UxSS4R8DfOFId6lwOev3v/LBl2RThsUFOOUXGkDS9+3IKMDPEfsywpHlTtiJimCPZbNdvzPjZshQGXQUmFVOa25Yoj/ZiRkl9ZFdddKNOcUOVzU4nr1xau3O9DTeAvgMMOy+bDDy/CsixKS4M4HBouV3x6JVReTsTvJ7W1jJaWbdsGkQg2XcedmUlWt24UrFxJeU4OiqJgT0lB1TSMSATLNDnsooPn/WGaMC2pGRtnrMT48kPaT3qNzNQk+t1yC13PO++graMh4Cso4MNHniDctDXN/WXoRoTtl2eytXQuenE3Jl7rpWBLGF9JMaphY9aszUycuITnnx/MoEH7kd0Uxamntmf06P48//xcFvtaoGCSnu7m408uQktEHv3PIDGNmMBuCIdhTrTl1aqp2EPUJZrEsuDyu6TClZ0pxKLCJ1WrMwaIC7cF9O0Ow86QHMHFq4Xs9O66+z7mLxMfMd0mNgm1icl3RW5uBeec8z5paS7sdinH+YI25u4YwOE901E629ncCnb6IPIHKAtADcnaFEWE65eds+d9XPB/MPVnmUAkWqkKBKUSuPQL+V71vNz7Ijz2hvysqkK0FEVaih1aSjvy7wQjFCJQUoIzPb1SaP13hWkYTDr9dCzDQHe7MQ0DIxgkUF5O2xNOYNBTkm6//ocf+HTECMJeL1ZUx9X6+OO58MMPD0pFyW/CwE2wPBjNOgUcCnzaEgbWw03SnlBREeLnnzdTUhLgsMOy6dEju151jEUGXP/reuaVBNA1DVskzOCZb5FxeRArz8dPH3ZgzW82CrdG0OygKzYIa+gatG8M373YmeS+AyB5/8Nx8/O9TJu2nowMN6ec0habbS+thAT+FKjrNGKCbCVQJ1iWTNV5XLvbLlRFXiHc8yIsXiWkItkD999Qu8t5MCSkZdZ8CWQecrJM7d30L5jweVwnpioSMTR2VN3W+8EHy3j22V8xomZY5VZzQikDSRuSxKaeMs0VrAgR0jTUnTqOt1Vcqgjfb9k9AWU3NBsovmRVbzwtUzIr507enRhaFmT0F1d5TZPjMUx5zpv/gpGHxgT8oMOyLP4YP54/JkwgEgyiu930GTWKw4YN+1sPAaz5+mtmPvAAutuN7nYTKC1F0TTOGz+ezE6dKh8X8npZ+v77+PLyaDVgAK2OPfagnbe7dsJLxZCkxCu0PhMa2WBDh4brdq1cmc8//jGF8vIQhmGiaSonn9yWRx45CZutfmTH1+6AOdvyUdesRHc6qAiEcDcJcmb25+jbCplwRyt8OyzKS3U01UC1aTiAcMSkY3IJzx6zggEdwzDySehxfL2sKYG/BhLWDwnUGz6YAmNfkNBm3QZnDYT/3F8z6crOhDcflqk+r09c7GuTlFR4ZSJvaXRI0KbBmx/C9cNg/OfxoG+QCtDjb8LwM+sWujxsWHeOOqo5M2ZsxDAsXJnteeGLJDZ0t4gUlBIsjQqoTFAbexg+xs7Dx6fQLLtu58Rhl+OrCgshVY1ryBVWFJg1AU6+WsKwTYSM3nDJ34doASz/4AN+e+EFUBQURUFRVX556ikcKSl0POOMQ728Q4ZOZ52FIyWFhePGUbZ1Ky2POYYjr7uuGtECsHs8HHnNNbVspWHxSTnoVCdVLgXyIrAkAIfvQxJEXWFZFmPH/kgoZNCkiVTvTNPi++/XM3Bga04/vQ5OyHvBljAsDkAzj4M8RZHsSZ+XCm86vtR0UnYWkVSQT3l5Cqi6HH8wjN8C3aZhmRZaeT6EHDD+bnjsO3A2cKkvgb8cEmQrgT1i+ly45n7plDkc0ip77xtYsgZ+fb/28O26kJZbnpA2oscljvARQyb0HnldKj5Vq+i6Tapgk76Ce2+o29rbtUunXTuZ9vIH4Pl5EAqGCJWWoqoaFgqaAnYMZu3cSpNG3aguma8dFwyC1z8QgXvMZ8vnlzigzFpMUXt2gfxfpJ26NUdaq0l/o89ky7KY88wzlGzaBKaBZYm425WZycJx4/7WZAug9YABtB4w4FAvo1bsqQfSEP0Ry7KYPHkZv/22DZdLxzAsMjNdqKqC263z1Vdr6oVslRqSvOFMTiapaROKN2zE70qi1NOE77cO5mjzew53TiVPPxYrBFgQtHTC2NAjBuu8GWzyp3JswXpo3AbWLoAef97XMYFDgwTZSmCPeOQ1IT4utwQmx6b0/lgFrU4S64V+h+/7doMh+GaWtOFi0TuxAO1dK0b1AZcT7r8Chq0LYFoKWEKqPC7AoRHKKWPNmkK6dGlUp+3ddS0sWimk0+uTKlW7ljDpqb0/t3+vuk9d/i8hWFZG4fJlpGhB3HYhqP6IQlluiKJ1B9eYM4F9x/nJ8HIxOKoMwPgtyLLB4XWwbKkLZs/ewuuvL2Dz5mL8foPiYj/l5SECAYPCQj+NG3vo1ElKx6paP33L9nbQgKCpkNKhDZtUKHRlY+g2dpbCd7bhtL8ylWM/nMIvm3tR5HNjoqIRQVMs0u0BHl3dl5auMgZkVYmVSCCBKkiQrQT2iI1bpQ3o88WJlqLE8/6Gj4FVX1fXLtWElevhi+kyeXhsb3l+MBS1Eooap4IIx7Uo6arqZB+OiM7pkrP2/1jO7Qrt1nrZ1NiJwxvGbgPDrmFakL54C5GL6z5R1ChdAq1nzBXz1nYtJYZnT3q2vzu2zviBpq4ggbCEdAO4dAsjGDjo9gUJ7DsezIbpPlgZjJsUOxUY37R+9Frff7+esWN/rJzUXLkyH5tNweWyYRgWDodGXp6XJk2S8PvDnH12p71ssW5wq3B7JjxaYFEeKMCbloUjEMYKBskq3oapW6w74iTO2jCTG1tO561Zx0DEIt9IJ2jpbPXpmMDFc89gQ49fcXboTUHFF+RXfEDQrKBQO4XOaZfRwlFLyTuBvwUSn3ANCMuCb3+G739aS9fmX9C70wY6tO9HevZwUP8aI72d2sDsRdI+hOofqh6XCOLnL4Njj6h9G1N+ggdfln9bwFufCIkKBCVqJxyBlGg7LRCQcOVjesHEL6WqRjSt5K6rhdTsLxQFHkkJMWpFKZH22YSxsAUjtPxkPo38QTp3rkFstQc4HXD6APlKYO8o+XIivZrD7A0QscCmivmrrkKWJ1EN+LPDrcK8NvBxOcz2QVMbXJcOmfVwFbEsi5demktysoOkJDs7dpSjaSqqqmC32wiFIoRCBqGQwfbt5YwY0YNTTml34DuOYkgKdFjyMXPmzODlPjeQXZFHOBCm0NAx22diFejkZPekyaatqDaF4pBb2oiK3DWoFuQG3dyedzkPhl6n2Ps+PisZsNHM+i/r82fibfQOnRNarr8tEmSrAfHmR7B4ybeMGXoLTTM2YVPDKMZrmLk3o2Z8CY6Bh3qJe8X9N8IZ14s3FsQr5A573J/KH6z9+YEgPPEGpCSLl9bytbKNSER0XTvyhHCVI9tzueCNh6BvT7jqfPggav1w2Tl1t37YE849vhXzv5vO1M8XENFtOAvKceoajz0/GF1PjFo3JJyml4wk6NsGNhRARRAy3NC9CZQ0TjnUy0ugDlBVuChVvuoTfn+EnTsraNpU2sk2m4qiyPdAIEK/fs0pKvJTUOBj9Oj+jBrVp36nMDcto8uHj7G2TVdsOqguGy4bZOk6OSlONE8KaQPa4Vlh4XKE2ebNxKbEbxAsRUFXTGYtWo/PP4N8qwm6Ip8n5bjJYivTi76nc7NE9M7fFQmy1UAo98J7X/l4/eb7aZaxEU01MC0Ny7KwKeVQdBqkvAXu80FpgDGeKvhjJXzzk4jETz4ajj+y9gnBXXHsEfDe0+KfVVQqrQNX1PXdH4SUJOhzWO3PX7tZKlep0ZDrojJxig9HxPqgdzdxYg+F4cLT4I6R0L6VPPeoHrW7xO8vbDaVxx8/maELcvj99x2kpTk46aR2lRl1CewdpgnL1sp7vGs7MYGtC5KOGICyZgZpTosjWsQulBYeO9hOOrPB1pvAnx8ul430dBd+fxiXSycjw1VJtNxunQ0biikvD5Ke7uKCC7rVv93F7E/Q0OlRvgZP2EuZnkQKFTjCYaywis2m0uf0FDLOuZ1zvvXyzBm5GApoliKTxQo4dYPm2TspMzRsSvUbN0WxYYssxLKGJAzh/6ZIZCM2ELbsgDaNV5GetBNNi2BYGqBgU81o2GgAysdA8YVg5DTIGgqK4fan4KLb4NNp8ONvMOZpGPt83UKlYzhzIKydCl3aCtGyELNSVYF/3SzO8bUhyR31k4qFW1tCtCp8UFAkMTad28BxR8DrD8aJVkNCURT69GnG9df34eKLeySI1j5g20449yYYeDkcfxlkHgOpfSWAfG9odc1ovHoqyU4FmyYVy2SnQpEtk/Yjb274xSfwp4WiKFx33REUF/vx+8NomkLbtmkYhklpaYBt28rw+SKYpskdd0wjEKhDnta+oKwAVbfTzEzhoYWP4TT8FDjSKXClo5g2zsv+lXRdJnd6nOYis7mBilT6nDaLFIdB2NDINgzsSgRzF5G8SoRS2tROtCwLQrOh9P+g5Arw/RfMivo9xgQOKRKVrQZCdiZ4g050m7+SZaiKAYoV1YNHnQGNPPA+B+7rwD8JIitB7wuuq0GrY8lgF1gWTJ4CT70NazZKFaugGDq3hcaNYPo8yfM7eh+mCDPSJHB53CdiB9Gkkfhhdd+LRrVNc+jaHlZukIDmiAHe6GdIOAKrNsBaGzx0434dagIHEZYFtz0JP/5avXVcVgEj7xEN3wWn1v58ze2hyfi5bLjzMlJzlmABOU170/HZSWiOWjxEEvjbYOhQsV55880F7NxZQePGHrzeEOnpLux2Gx6PCOeXLMlj2rT1nH125/rb+WHHwYo5eJLSOb48yEc/j2WFuxmqYafjLU/wkytICV5ikzwP3lTBvfe7CVsaChb+sIpbjzCmvx1V701qeCEVZAMqHkrwWk5aJO1husc/AbyvgOIAbBB+EYJTIO1tUPYydbPyNxg/FvI2Q5O2cPY/4JjzEpmKfzIkHOQbEPc9M5+hR19L9zZLMCwNmyqZfYoid3Jo3UBrBZENYIXAykOKjQaojSBzBtj2TQS6bC3c+wL88JtcHA1TxOdmNAewb0/JBRx+Btx2ZQMcdA3ILYDRT0tlbWfB7pPRqgonHAU/jj8460lg/7B2k1S1Vm6Qn5V4JxAL6Nga1kyt27bCPqkS6O7E+GYC1WFZFsGgwYoVedx44xSysqpXnouK/Bx9dAuefXYPzH5fEfDC81fD9rXgcEMkJNM5w++D/udgYZFHLgECNCILz6aNrLz/Fp76vQ2rS1PonVnMHUdupPXYZzHadWRBwRN4wj+iYLLV6shO51hGNOqOrSb+Y5aIrERJA0UIZYGZQl44RMuUy0n2nF398RuXwq9fQEUxbFoGC7+v8ksFUjLgkvvhvES1+GAg4SB/qGEWcM/w25jw7TDaNt2Ax1lBnGgBeEBrDphgbgMU0W4pajQhuQBKrqbcNYNAUKwG9naj8uFUuP4h0dJYprT8AtGWXXKSVJWKS2XzqQfR1qhxI3jlPjj6YpleVLU44bIssXpYvFpMQd0NK1/7S2HpGnj/GyGjI86SCuGhhD8ouj+o+b24I6/u20qQrARqg6IoOJ02kpMdmKYlOZBV3nDhsEGjRvX8QeH0wK3jYO7XsPQnSMmE44ZCu56yJhQa0yT++Dbd6froK4yfNhG2rIDmHeHUMdC6GxrQt/FjlEa85IaDHK2nk1ojy4oishb5/NcJWDqPVlzEd8Ej0AiilbkZUzKHcwqXo6Q3Bn85fP4CoIK/DLauip01ohkWUFYIE++FzkdB1/71e54S2G8kyFZDIbIGpyPC9UPmEAoOwDCXoKs7UDCAJLD3A3QwtwKW3NEoUQmdohCKJLFxax6D7igel/w3AAAgAElEQVQgt6gRqcmSC/h/l9V8oftsGox6UFo6sdiYCr9cqENhEaeDTP65HDD42INyFipR4RNhfMyjKzbJaFlCDOvJn/B/AsWlMHy0VCcVRWwyXvgv3HkN3FdH9/yGQOe2Qtoh6rMUfc1iNmmNEjZCf3nsWLCAP8aPp3TLFpr06kWvq64ivW3bQ7KWDh0y6Nw5kzVrCsnK8qAoSqVW67zzutT/Dp0eGDhMvmqBGYkQ9vuxJyWhtOwMIx+r9bGpNg+ptjroQdU0wADL4iXv2UwJ9iHTKCFcXMEtUx6hfd4GymwmqSqwYz207Q5J6bB9dZWN7NIuCAXgPzfDEz+CJzHp+2dAQiBfz/D5RYDebcgRHHbZu9z/1sX4wx7srsNR7KeCkgVqBpilYOaBrav06a042zBNhdlLelBSkYRN9WKY0vq7+zl47YPd9xmJwNNvgy8gfM2mxUNnYhWkQFAe53bCE7dJ6PPBRHYGNMoQXY9Z5XPBjPpoHd8nUdUC+HoGdDwNvvtFCHIkIq+dZcGTb4nG7VDBYYenR4NdOh3xoQfkfffgPw7d2mqCZcHqjTB3seRRJlA7gkG48ZaN9LysCZdOv5dvcs7BMeN9Now8gbKfptT/Di1TpBN7gKIoPP30qXTqlElenpf8fC+BQJj77x9I165Z9b+mPcCIRJj18MO83rs3bx19NO+fey6bf/65fjaudQBbN4JGEZ8Fj8Ys8DJ/oYsu0+bQesNytpHGamcTIYNmBHZukudF9nz+iIRh6az6WWMCB4yEZqseYZpw5FBYsR6wLBQ1hKqY9Ou2mu+ffxBdLQYrDCkPgRUArRnYekPRWRCaCUoyKLAtL5O1W7MJRpwMeeAbTFMT/ZUh03orvqpu3VBQDH2Hwc78qNO6Klot05D7HbsO7VpI4PE/L609z7ChMW0OjH4KVm2UlmasOtKxNcycAE0O7ufnnw5bc2DwtXFNVE1o0RhGj4RRFx2613HeYjj/lmjb0BKSfO8ouOu6ht93yaZNbJk9G4BWxx1HWps2NT6uoFjeayvWxxMJrhkqXzVVhstzcgh7vaS2bo2m6w14BH8+mCaceo3Fz3OD2KwQLWzb0LA4yfkjY5MfICnVScqt/4bjhx74zqwQeN+AwIdg+UDvCZ7RoHer/SmWxYYNxVRUhOjUKbPSYf5gIVhezvjjjyd/xQoUTUPTdXSPh+RmzTh33Dia9KqH7C2zkNLSxzhu67VsWWJg1y3emnknmf5iKnQPigKDUiOo6xfJ47v0g83LoHBHzdvLbA5p2TDkFjjl8gNfXwK1IqHZOgR45T3JylOQ3C7TsGNYBvNWdGb67y0ZfHQEkh4A+1HVn5j6FhQNBGMHWCqhcCoup58H3ngE0xS/lpjWq6AYZs6Hnp1k4hFEAG+3yUXFMOXDU1WAqPzrmF7w3yegZdODejp2w6BjYOLjMOlrmLNIWlIXny56pL/Z9a1GzJgHeUV7fkzYgImfQ06+VCgPBfoeDttmSBXXH4SM1IMz+LT0/ff57fnnsaI98bkvvUT/22+n+7Dd2z4PvAwr1lsc1XkhPVpPJRxRmTrjTLq07cnxfeKL9RUWMv3ee8n5/XcUTcOelMSA++6jzcA/v+FwfeHn3+G3P0C3fDSyldBUyyVgOZgWOJVTXVPp451HyqfPwZGDwX2AYs+KJyHwuQwAKSkQWQWl10HaeAhOh8BngAGO08B9DaipKIpC+/YZ9XKs+wojFGLiiSeSu2QJKAqqZRGORLBME19+Pn9MmMBpL7xw4DtSM0lJexZ1US6mO4JqgqHoqJZELaglPspdTlIdbvCVyXOad4KSPDB2scGwu6TVWFoIbXse+NoSqBckyFY9YtwnQm5stlh7RcHCRjCs8fPqRxh8enJcl1UVtmbQ6A+xfgjNYeXObvzf8xeyeWfbSm0TCJHy+eHeF4VQXXAqjL5KcgmvHiqROG6nVI2CIbkAtmwKn/17z15YBxO9uspXArsjHI5nztVWb/b5xXZj+m+wPReaNz6YK6wOt+vgtX7Ltm/nt+efx5WejhYN4jRCIX597jlaHXccKc2bVz42rxDmL4UrT32SQYdPBKRXfUqvScxfPYzjj7wPFAXLsph2xx3kLVmCp3FjFEUh5PXywx13cP6kSWR0qIfIgr8Afl4o7zebAqlKGRYKqmKhYLEy1I2+acvlA2frSujcd/93ZBZA8CtQG0PM9FPJhMhOKLkKLB+WkkGO2Qir4gcy8qcx66UO5C9b/f/snXeYFFXWxn8VOk9PT04w5IyAiAgSxIRizhFd45pX1zXsuurqquun65rjGldF17AoImJATCBIkih5GBiYHHs6d1fV/f64PcyQEYbovM/Tz3T3dNW9VV1d9dY573kP6V27ctjVV1Nw+A4DCK0GIxrlwwsuoHz+/I35cmFZKJqGEYsR8/upW/Mr8vqxCNVfTSS0YAbtC9PRjzp7owAf5Pl62NJSijq0I2bXmdj9VG79+RmCphtHXQgzywEZyXRisEGmMDr3l9eUdb/ItGJaLuR2goZqGDgauvwKf5827FG0ka1WRG1D0jrL3NQ0VKAQM3zNQqqtQfWA5xrwXEPH7hCMSm2TsOSjSefUROSy0mUrm04FcMHJcNvlsK4M3pogx05xQ2EevHjf/kO0DlQsWQUPviCjloV5Mh17wcmtH80ZNlB6kdU3siXbEgJFsQiGYOHPxWTnpFFWlbVPydbexIaZMxGmuZFoAWh2O8I0KZ01i9Szz974fjgKHbOXc/yAN/GH0rCEPM0JYTG81ziIHwmO0TQUF1O1eDGebBuKsQhEBLsjjXjAxfIJExh2++2tMne/P8ry5TV4vQ56985qfffz3UTndoCioDldJBJa0nRZIkOpxlfYHjDBmbJ7A5kVgNZMtJqgWAhjJR8uPIk7666lyl2ATRf00pdzlf4MblWlavFiPrv+ek544gk6jhy5e/PYScx7+WU2zJyJojTvESHExpO7mUiQN2DnyExdRT1/O+dBZq+2UFSNNFsN9w6+nRF/ug6GNx+7Yw/NYvo/viF+bG9+SB/BSPsPDFv/I8Ky8Fka5HSAm16AWFjaVbTvCXannNPCb+GniVI/csQpcNjoPRNyLl4ML98GaxeDLwtOvRFOubbN12sHaCNbrYjuHWV6x7RaVGolf6Vzl0ix8860yTmkOzz5Z/jLk1IXYybX4XLIdNuKYvkZnxf+OxmOHQoPvgizF0lNl88LV54lI1+etgr73cKPP0sdVSQqv9PV62HpGmgMwTXnt+5YvbrAjRfD31+QFYkbIQQKCYSZADNOecRB1S/j+PyTIQzudxCUdieWIcLjUMzV4BgJrotlEUkLKJq2jZO5QHeEpFeR4gURoDA3hcG9vpMOKqL5BxdLOPClBCHyPjhGE21oQFEa8OWWoaoqjeV2LLMGTTEJli7fyli/Hu+8s4jnnpst52IJOndO46mnxmzsAbg/4OSjIC8TKmuc1Gn5ZIkaGi0vaWoDJ3Vfg0uzIKcjdNjNkLTWHrBAGKC0OBFajcxfmcVVNX/GcDpxBAMI02Kxuzv/d9TD/K3oH7jsdmKNjcx6+mk6jBixVwjr0vHjsXk8xBobsYS0oAAZ3UJRcKSmMvCKK3a4HiEEd/5+HAtXCXJ8MmoYjDu4/ad+vPvaC3QZdKKMVgFHHtmeUwZk8/X7s1FVhZfECL7Qe3DnxZloxw2QkUVtKxcRVYUegyX5ysjb+md2FUJA0QJY/hOs+hmm/AeECSjgr4aXb5X6sRufa70xD0K0ka1WxLXnS1IVjDSTLEWBdjlS27I8SZJ2BhedKknUcVdKnVZ1fXM/QYcdSsplXzp/AG56CIo3QHaGHK/OD29MgNOOgbZGNLuHc26RkRI9eTMuhCTUT74lm2O7nK03lqLAzZfAsUPggRfg46lSe2dZFmYsAokGsAyE6sAwFB64fyr1tX4ee+wEdP3AKyxOJEzeeOV9GitfZfTI5aR6DfJyP8flfgEyvwGtuWS2w/DhqLqOEY2iO+VOd6fVMviSdXQ+7AmoeQBEDJRMNC2ds0Z2w4gpxBI2FEVgCYUUV5T0lAAgo2OZXUxG31WMJ1NWahjxKIvGe1j7o0nh4Y27vX3z5pXx1FM/kZHhRlWhsjLI9OklnHvuB0yYcOEWZp37Cuk+GP80XP5XhTXrs1hhDmSwaxb/7Pki7X1xyO0C1zy++5ELNQ2cF0HkLVB8sgrbqiNheXn4h5MwDvHgCssGrIpqoccClCvpzPUVcnjRPOxeLw3FxViGsVeKGIxIhJS8PCK1tZJgWZb8KwQ2t5vz/vc/0rvs2HS6uLiBRYuryPUkUJKmpSl2i1BcZ8LqLP5Uugq6SpG9pqk8/PBxnH56T6ZNW4fX6+DEE7tuX7MWi8AHj8DcL+Rrdyqcd6eMbO0uLAvG/R3mTJZ2Eut+YaPZi6LIv6YBX78FY++DtN94ldN20Ea2WhHnnggvvi/1Ik3IyoA+XWWkwrJkinF9hYxS5WZtf312G1TWSp8sm5Z0gRcyyqLrUOuHwYfAvF82XVdmmqxM/HqmbO68MxBCEraEAV0Ld75R9Z5GVa0kqempkqjurUi1sEy+/mEO5wz/mbpgBt8vPJ7axizpE2ZCWaUkwa1ddKAo0K8HfPgUnPUHqc2KxwWm0Zi8m0yWcAoL01J4/u0g3Xqv5sZrdtA3aT/E/z38A/6K97nukiX4gy5KK1xU1ngY1H8dNv9tkPHOxs+6s3MYdd99fP/AA0QbGrCnmIz6w2rSO7dH0x1gFMkPqgaITLrnzyAWK8XjNAnHUkjzBsn21aKpgOsKsBqxGzeR1VWlpshAUSx0J/Q/u5FYIINuo3axL53lB7MY1Ew++mglmqYihODnnyuIxaSwf/78Co477k1eeeUMhgxphxCCQCBGUVE9ixZV4vU6OProTmRk7D0vlEN7w/yP5DlAkEaXnFEoG3JlxKWgW+v98Dw3SzPnyNsyGmk7lpLZvVhdFUJtcc5RVMASWEKlpDFB4eLFaDYbOX37ou6lk1PnY45hzTffkNaxIw0lJViJBJZh4MrM5LJvviG7985F+urrI2g2HcXYtCGtTROUBR3g2jTKqaoKw4YVMmxY4c5N9L2HJRlKz5WO0dEQ/OevUr/VZTcF8stmwuzP5LrXLqZZ3yCao1uo0pJi2Uw48vTdG+8gxn5yST04oGnwwB/gpgchxSMb7cYTsnmvqsAjr8CP82XJvtcDg/rCQzfLiFSTtUPL80htg1xe18Dmlqkrki14EgnIToejDod5S+XnLUu2w6mslYRs8jQ487gdV/qVlMGd/4LiUnlOTfXAQ7fI1j6tifJqCIVlv8TtnS/9AUlkJn7b7KBuCWlf8cxfm6sw9xRisQQzp91OrutHrhgjTy83nv4cf3rpWRYWDQQkKd3TJp733yiPnZrqMCX+KJZQQE+B4PJkeydIhP3c8S+d40bV0avnvqnY2hVUVYWYNGkpT9+3iEjMgWVp2O2CWEylospLYbspIATTf1Z49h1YvQ7a553EVXcfQS9lFt70aeR0EWj29pCYlzQF1qWdADHQc3Fg0CG3LHlRQF7BXX8EUQE1vwdzJZ6sOKoNgpUqZkKQmi846UEbuncn2mRZNRD6N8SmyCiNmid7myoaCJPRQ/KYPetE1q2L0tgYIxYzN0a8ly2r4bTT3mX06C7U1IRZvLiKYDBORoaLrCw3Tzwxk6efHsOgQQV77DvYHIoCXTZe350boy2tO4gKrvPko7EWnr+RDiVf03PVkaw69hQ0xUSgYiZU4iETbCYdylaiahrxUAjd7d5rmrcht9xCxcKFRGpryejalUQohDMzk/Peew9fhw47vZ5u3TLAm0GipgqbZkpCBMTiJkf2dUP+r2vJtgkCdTDvq2aiZcRlpMk04Lv/7j7ZWjBVXtiEBfWVm/1TaXaltoQU5rdhm2gjW62MkYPg/DHS3mB9hTwWDVOeyFaukxYNKJIs/bwU/vh/cNyR8PoUKMuSZqP3HwPH9pFC6YJsSVJUVRK0SBQwoEO+JB1fz4TGAGT6ZASozg960jV++jy46ylpRLm181MwBJ98A3cnqxu7FMoxgiG49RGZWtgd76sff4Zxn8r9UO+X6TiHXYr3770eRm3mgBGPw2NvwMRvJLEsKYPcTLmdXjesWS8rMV9+YNfntCNYFkz68kt65UynMZJPbb0Ux3rdjfz9d3dz1v2fYgmNQX1bN4W4NQzoBY/dAfc8aWfdeg8oJgSWQt08wJKRfN1B3HJyydUzmDrpeHy+PTypVkJZWQBN0/F5o4SjzYZhqgr+gI1Covy0yOSPj+i4nZCfI4+Jv/8nk7/feDKn9l8JkeTpS0TZ9FSWAHyy6CRtCcQ+kP52rvNBBMD/++QPwgJUXD4Llw/ABhhAPdjHQOhFsMrBNgQcx4HSYt9aIWi4Utq1qJlgVUN8Gqg5YOsHQjCg9xouPHUSN/5lGLHYplENwxA0NET4+OPlpKc7CYUS2O0a9fVRMjJc6LrKXXdNZfLksQdkinhHsLAIfnA3StkCzJwsrihdwtSfVhEa0gOiFqZiYGY56DB/Fu2XzQZdJ7N7d0JVVcQCARzePa958xYUcN6HH1L01VfUrlhBZs+edD3hhF89ts/n5NqbR/Lso1Ec/jJsikkwodEtX2fMI/fsMGpoWYJFiyoJBGL06ZNNZmYLIW6wAaFAoLSMsjXl2K04EcuO227hrp1I7kV3g2s3Cht0uzwxr5oHZmKzf7aIchX23H1id5CjjWy1MhRFttT5eCp0KJDpv7VlMmoViUkHdU2VpKggB6b/DN/pUHM5GA5YC5wYhPtXwfWFkJoCvlQor5JEKz8b6hqlq/iaDXK9jUFJ3EIRmXo0LLlM947w/RzZY69/z03nGQjBlXfLSrvaBnnzsmA59OosI23l1fDldLjsrF3bDx98Do++JslVcakkhG4nHNZXRoXufBzeeRS6dWxe5tl34KMp0m1+5VpJzopL5QNku586v2xsvaMU7K7gl1WSnJ5+2Of43S6CUQWHXdpoBMKpZKdV0TFnDZX+7rz9aOuPvzUcfQR8P87BsaOnMe2HNTIy0hQe0d0o7o7Y7SqBkMKUKWs499xtm0PuT2jXzotpqaws7kCvbmtpDEj9kmlBVnoYbEfw4ns6LkdzH88Ut0xavPgenHLkABTeSXplSGE8TWJ4xSNfa13A1gFsLaoKG+9CVsS5kaRMIBtpWEBTWkQD/2WSXKk5EJ0MkXfB97IkcACxqWCWg5bMI1s1gANEA4gQKB5S0woZNbQIwxgs17kZEgmB261RWxvB5bKhaSqKolBS4mfo0PbU1IRZvryGQw7JadV9v69hYfFNfBL9F31BJM2DwE+vQ+HVZY/xwMqTKRo8BEXA0CXTubxxOrahQ1GTBRLBykosw9jxIK0Eh9dLn3PO2e31XHbZALp3z+CD/y6ivqya40YVcvYVI/Ckbv/maMOGRm6++XNKSxtlVaSA6647nMsvHyAjfFntaaysZk1JEKdqUZ6QxKouoZBR3kD0X3+l473P7PrEB58MHz0h9Vpq0h1YbHrjQEo6/OOLXR/jN4KD75ZpP8CcJZJQdS0Eh2NT36REAhl9BRoCUG1B5dlg2kEzQDfArIP7p8HkX6QIOxGX2qC+3eV6AXp0gjSv1DL5vDIKFolKgpKdLk1PFZu8fKwo3nKOH0+RZC0tVaYpHXb5d3WJ/D0pitSE7QqiMUmcMtNkyjQSlVWRCUOSRo9L/l4nTN10mfFfSaLXEAD/ViQz0bjUlHwza9fmtTWEwnIe9z8P5/0JquvAtBzoqkVSE0uKG3RNoKmCY4ba+Pl/MhW6t6BpCuPeHEP/AQWgu0Fzgc2L4umM5inAbtdxqXVs2LD7ou69hexsD2ee2Ys3PjyZeNyBzxtCVeNkZwTJyMqA1EdYs17u+5bwuKGiFhLKcLD1BqtMEiJhJElOpox0iTB4/rjlwOZ6MGpl6rGpcS9NFw878v4z3Lw+cx3gkeab0Y9brGcFm3q5JJKWBgqICACaqqHqGZt45W0OXVeSbY/kGUJVFQzDSjZglq8PNpSwjmJrNapQ0BQbOjqqonJYnwrmdJ9Ipf9Bvs9azNgV7+HARLPZUFSVSG0tOX364Eo/8JpwKorC8OEdePq5U3nroyu47Jbj8e6AaAkhuPPOKZSVBcjJSSE720N6upPnn5/N3LnSOT7cGGDWBp2w5SRi2dBUeY3QFYt6001s5mREZBf1hyBTg06PvCCoyT5wqiYjXnaXNFZ9ZCqk7+X+bwcg2iJbewCG2fzcpjU3E4Zmvywl+dwYCsImiRYWmJNAzAVDgWsS0M0Nt1wCsxdLAuJLgfWVzZqn4g1QVi11WTabjP5UByDSF0L9ZHusSRlwSBkUeJujBN/PlRcyh625cbWqyOhbVa2c2xH9dm3715fLfeCwyyb1Te73mgb1AeiI1LNV1DQvE47IZXStOf26NQjg3+/DRafs2txaoqoWrrpHzqMxJPVRbhf8uPQMjuj1PZpqYloaug7tUuuImV146e8dt++XtodQWOhj1oxLOfV3q/nuxwZUhw/dlYau63RIXY0tEqFfvwMrAnLnncMZN87Loy/7GDbwO4YOqiGv0zDsudeC3pVuHWBVibyhaEIwDPlZYLPbwfYiRN+H2OeyclEgKxJtXcH9e7AdtumA5npIzAfRdPfRdBvU9IVqydcOUJMXQhEHay1onSD+FbgvSX60CygtDlIlUzaVVxS5PIAIYHdmY1k6iiK2OKYVBWIxi9RUB4mEiRACyxI4HDqBQIysLDc9e+5hgeI+wBrWYDld1HXvTEbROqJpqaiomCKBGarGecK19D/2YkqmTaNm+fKN347d6+Woe+/dp3PfmygubqCoqG6TqlWbTUPXVSZMWM7gwe0IlJZSYmbSxarCoRoIFCwUTKGgIIiHY3x52+0I3U6PU0+l83HHySjhzsIyITVLFkkEG6C+Qp7ULQtsDrjuKeg2cA9s/cGHNrK1BzCor9SexOIyctQklNdUQCQbC1tSW+XJgkaS5GsZWHOAVEAHMwRrSmTU5ZdPZUrx1Q/h3x/IcQxDpvscdlCSjvGmAmEvRIvB1UFePj7WYfJy6DQRxoyAv1wtW6zEE3KdhXlQtD6pB0MK7r3ubbuY7wjpvmZj15RkQVVTlMiVvA7F4tLEs+UyeVmS9CSMbbuo65rUvrUGXnofymtkatawJIE1DPhh8VF0LRjLqUPew7LAritE4lkU9nxknxr3ORwqk8f14JLrFvDt7CguRwU5rg2YwQ306J3NyJEdd7yS/Qi6rnL55Ydy+eWHAltGoW64CG54EBoa5XEaDMtI5J+vaqo694D7SvnYGQT/D6nLajq6kj9IAJxABJQOQF0LDmYD4ZeaL6UF63OMhvDLYFbJ1jNqHlgbkp9PgFkJikb7Hn+jQ4cZrFvXgKJsanacluYgkRDk5XmIxy1KSxsRQtC+vQ+7XeNf/xqNph18yQc7dgSCXy44lSFPv4Ez2SXcUizM9oPg+Muwu1M447XXKPnxR6qWLCG1oIDOxx+P0+fbx7Pfe4jFDBRF2aIgQNdVAgHZhDolPx9hmiyOFnBc6krCprxJEFi4RYSykJOSOfOINTSwdPx4Oo0axRlvvIHu2MnGqt506NwPSpZJ/66MPJlqqS2FM2+BwSe16jYfzGhrRL2H8MlUePhlqUGJxaC02qJLXgUx00t9o5cRg+TF5ItKeKRARrbMt0GsRZpjqZBaC/ZGqa8aPRyuuwB6dobf/UVqszRV2j4oikzX9e4CCyuh3ga6BzIukZEqXQfTC/2mQGSl7FF49mi4/gFJuhIJ+GFec0/FFI+ct88DSyc1R8N+De5+Cr6YLgXu5TWymkwIadwphNSTvf7Qpu1efvwZ/vSo7A+4tnTr63XaoU83mPe/XfhSNsOo38n9ZrdJ3dvC5fJ5PAHDDgO7uh6f8xfOOTGV0UcN3usNcLcFw7AYP34p48cvIx43GTOmG2PH9sPr3UedqfcgZi2E596FFWuhQx5cdyEcvys+rlYIakeBkgHGrGToNJnTV5ygdQOzBGx9pY2EaEBGqJJhaq0jpD4BjhY9E831EPwXJGYAOthPkJ8zFoFWCM6zQe/M8uU1HHfcW1RWBrEsgaJAfr6XW24ZysCBeUyatJIlS6pIT3dy+OEFHH54AcOGFe43x9vOQgjB3LllfP31GqqqQgwe3I4zz+yF273pdlRRyUeMx4ULRyRB7oKl6LVVRAo7cHyf+1FtB0aRx56G/G2PA8Djkd5wQgjKywPcf//RnHaaFOJ+/+CDTHn7a45OKyXPESBhqmiKRdzS+DLYG710vvQHA6xEgi6jR3POu+9ic++k43X5GnjmWhnZEpasKO3cD254Dpxtrtk724i6jWztQZSUwdSfoHPGaxzZ/SE0pREhPGiec1BTHwLVgxAw9GeYp4P5KlACpIAah5T1EAnLKFGaF7p0gMJcecF5/D+ywm/ZGllB2LebJA5FcVhbBe1HgjhCWijYbRB3Qc9ZkLlO6pIm/xu+nQVPvQ1F66CqvrlSUE02sA6F4Zm74apd0IeGI/DY6/D5tGSKUoWOBVKvddxQOP0YSeo2x9LV8PZEePkDqUNreXSqiiRnL90HY0/bte+kJU68WpJKlxMQspqzslbOt193iCXgjGNl5WRbJ4ptI2LB+gRkapC5v8bKRQRqRskolLEcRJ20axAmoEnvJ/sxEP8WlDQwV4IVAAwZtUq5A9zbaEkiDEDdet/Tpo8IwRdfrKa0NMDRR3eSdgAHEYQQPPjgD4wbt4iysgAAirAY1cHPUzfl4NDizPx8Fv6ycrJ69ybzvrNZ3rUckQwhunBxCqeSya5XvqxZU8+UKUWEwwlGjOjA4YcX7HetkX4tpk1bx513TsEwBKqqYJoWhx9ewDPPnITdLtOBZiLB/Nde44MXJmMGonRPaaTSSKWyMU6nxHQjGdIAACAASURBVHKEEd9oApuIRHBlZHDcww/T7+KLd34ikaBsB1RfCYW9oPfQ1nWpP4DRRrb2F4RehcZbkBVQ9mQ6QoBzLHhuhMRcEqTwfHgMT32Rwrq3AAv0GllpK4TUOnUqgN5dZdrwvBPgtitk9OfzafCfCZLEOB2wth7KdRjyZ1hRIwXzmgZxN3QZD7YaGcl6/3Fp61BdB1fdC7MWSdLWEsGQTDnee8Oub34gJNM/ORlyHjuLaBTufQb+/aEkbjZdCu6vuxDubqU2XK9+CC+8J6tCFUXKE1aukwUGg/tJQnjMELYrcP4tQwj4rx+er5fxHyHghBS4Owuc++M+a7wDYt+Dmg7GYrDCQEIK7N1XgOcuiLwCkXFI08aotHzw3AnagaWH29uYO7eMq6+eyNq1Ddh0BXu0gXZaDTFL45VDJtLNXUdA9TLXdij+xghmPM7o155D9MvCjp088tG2UrG5s/jkk+X84x/TkpFDmSY+9dQe/O1vow54wrV+vZ/PPltFTU2YYcMKGTmyAzbblvuqpKSBK6/8hNraCHmRlfRa9yEpRh0enxvdjEE8imGYpKZ7yT9yBGd9PGkfbM3BhzaytT9AGFDVU3rwqC3yZVY0WdXROXk3rILi4H8/vcol9/QmnrQz2Vjhr8ORA2Q6LxaXka6pbzR/ZupP8OYEGZU5rB/MHw61GRCuhg1VIDxgLgLHf5u1U8MOlWJ1gFBUpvlsuhTG23X5PByDL16W3mH7EmtLJSnsUigJV2shHod7npERPi1Z1Xz4IdKXrK2n5I7xQwhuqoCgCQ2WVEB5VLgqDf62P3ITqwb8N4C5NimeioDeA1IflX9FTNo8xD6TIVX3hWA/ri2suRN48smZPPfcbGprIzjiftrp9aTpUSrjbq5pP4+L8pfgcECJ2o4lWk/CtbXkDRzIKc8/v9tj+/1RxowZh9frwOGQ0RbLElRVBXnhhVMYPHgvlg7vQ9x66xf8+ON6cnNTUM0Y3Wc9gquhGE3TSdFimKaFAmR4NXJzUzlt6pzdM1RtA7DzZGu344CKohQCbwG5yFPUy0KIpxVFyQDeBzoh7aPOF0LU7+54BxSsaun3o2y2mxUFRBBUH6hJ0a0IMf7LEmx6D0xT26KisclA0zRlBKvlqo4/clMdS60BLzfAZAuqayE4GWwzmqsCnU6YNh8O7SU1W2vWS1F6kzA9GpMpu2OOgBGbFXTtC3Rqt2esFux2+OftcvvXlckIV49ObdfWncVr9TJ9KAB70ky63oR/N8BtWZJ47VdQsyDtv9L2waqUFYV6n+TvMQENf4DE90kXegsS08B9C6TsRmj3NwK32yYtmEwTTINUZxRDqICCTbGwUHARJd+qZonaA4fXS93Kla0y9oIFFcRiBnV1EWprI9jtGu3bpyIETJ9e8psgW5YlmDathNxc6bNlaQ7W9r+G7j89jBprwBAmuqaQmaISNyz6+MLw0ZNw47PbX3E8Cp88C9+8I93ph5wKF90DntTtL9eGLdAap0MDuE0I0QcYCtyoKEof4C/AVCFEd2Bq8vVvC0qqNFzE3PR9EUUKc5vDJwIPgSB4XSEy0mQEp6lyr6krgmVJHdO5J25/2Ewd7sqCad3gk3zInQ8pNhkZ69FJkiq7LvVcliUjYh6n1IU5HNJ8NCdTpux+C8SjS6FMF/bs/NvY3p2C1Qjhd8D/Rwg+DsaWZm2/xMEU4FCSgVoFXCo0mLAytvenvFNQNLAfAc7TpBi+6QuPT5cRLbNC3giJsHweehiMzduU7F+orQ1TVhZgX2YpRo/uitdrR1jGxoh80LTh1hL09NTg06NomIikkUMsECCje/dWGTsSMVi2rIaionr8/ijV1bL9UWVlEKdzN+IJ8ShUr5eNnvdzKAo4HDpGi/6LsZR8FvS7g6xUOz6Phs+jYVgK/Tq56JKrw89fbX+lpgkPnA1v3wfrl0PZKmlwesMACAf28BYdfNjtyJYQohwoTz4PKIqyDGgHnAEcnfzYm8B3wJ93d7wDCqoH3BdD6Jlk6lBPCnJNUHI2iXhFYjCi34/MXjkSkp5UKUkjUNOU5e9CyErCsb/CYyrFLbVZ2Uk9bmOguVm7ZUlH9mhMvpfihuHJSFa9X7rPn3NCq+2NNhwosOqg4XLZikZxQnwGRP8HqU9LopKET93iNgJDyChXaDOT6f0escmyAlHxtGDcQjZLjn8O+uX7cnZbRU1NmPvu+44ZM0rw+2M4HBq///0grr120Mbqtb2FLl3SeeihY7nlhk+oKo9RHEmnwBHgusI59Eipw6maWEJhg5pD1O/HMgwGXXNNq4z99tsLicctVBVUVTb+TiRMqqpCFBamEosZG9OLOwUh4Kv/wFevS+GsosHxl8JJ14CqsnJlLRMnruDbb9cCMGJEIddddzjp6XuvcfjmUBSFs8/uxTvvLKagwIuiKFiWoC7h4oIj7JjCQcSALK9GqluTRNLYvP3OZlgyDZb8kBQP0/y7qFoHz14Hf35nu4u3YVO0ajmBoiidgIHALCA3ScQAKpBpxq0tcw1wDUCHX9Hc84BByj3yxxsZB6JREjDHpfICJoyNhEtXGjms5yIETgJBeVzbdFl9N+IwuPV30Lk9dP2Vu6hXZymeD4YlmXIl3duFkGMsLZLO7NLFGiqqJTlLmK2rj2rDAYTwu5JoNbWiARnpCj4E6Z9sPOme6YW5EYhaAgcBwELgJEdzUnhguRbIaBZi09Cm0hRSrthn09oWhBDccsvnLFpUSWlpI6YpsCy4777vmDKliHfeOYeMjL178T/99J4cddQf+PjkU1lWrnBJ/iK6e+pxarK9Th0+FlQ7Se3ZgaG33ELeobvf6DoeN/nuu7XoOsTjgpb03zQFd901lccem8GNNx7Beef12Tmx/IwJMPFZ8GWDzS7TZ5NfBlcqH9YO4IEHvmf58hpMU4bwpkwp4umnZ/HVV5fSv/9WL3PbhWFYLFhQgd8fpW/fHPLydq2X4fXXD6akxM+MGRvQNAXTFBw7uhdZdQWoNeulCamqQiIZdu46YNMVLJ4mt7uxBgaNgVBDMyFrqhJqMoub/ZmMbrn3fI/KgwWtJpBXFCUF+B74hxDiI0VRGoQQaS3+Xy+E2G6fhYNOIN8SVkCaI6q5gA7hlyDy+sY7hlAkg2E3/pdV69PRVOmmrqpQkAuvPrBl0+Zfgxnz4fbHpCAcRaYPg2Epttc1CEYAIY0jLQsG9JR9Fl97aMueim34DaDu3KQ1QovyVCFAVEuypcnWHHUmnLu2mu7iY8qtPHLVSsboX1KhHMIV7e/BfSCVhoffAf+1MpKnaEnPEWkcie9NcJ2+L2e3BRYvruTqqyeyYUMjkYixsTotFjNIS3Nyyy1DuPXWHRuSlSRgbRw62qBjawXDasvhzqOhrEgeN7oOI86DO95EqGqrVgf6/VHatXuCUGjrUZrevbNo1y6V2towjz9+Ascc03nHK73/dOmS7mxBemIR4gmLod+ez5IlVSQS8rqpKLKlks2m0r9/Lp9+ejHvvbeEefPK6NQpjQsvPITevbO3GCJcW8u8l16idOlqvvzFwTLbAISqIwRcdtmh3HDD4bu8n1avrqO0tJGOHdPolCkwJ7+C+tkLKLGQ9Lqx2WW0Kr8b9B0OJ1wJc7+AcfcnfbSSNxmuVPBXyQtR0tZEAMI0CHoy+OftU+nVqz9npe6H+sy9iL0mkE8OZgPGA+8IIT5Kvl2pKEq+EKJcUZR8oKo1xjpgoXqBFncBnuvBeSokFoDiZvz0EaA6SPdJoqPrMn3osO2+SH3YQPj4Gfh6pkxHDu4HE7+RDuo2mzQebQxJm4iEITVcD/+xjWj9ZqGmS53SJuf6ZF6wBQFLU+EW+/0UMocqIe/oXYpFH2Uic+oHMCprF7uY7ws4T4dQkzbNZGPbHr0zOI7et3PbCurqIpimIBRKbJEi0zSVr78u3i7ZillwSwV83AhBIb/qw52CDzLDZLrsG32ZdhqWBQumwsxP5AX7micgqxAaq6HbYdKJnNbvdBWPG0Sj225MXVRUR6dOaXg8dt58c+HOka2GatlcuSXsTiKlaykurt+EaIGMoNntCkuXVnP++R8QDCZISbGzfHkNX3xRxBNPnMDw4R3ANKChipIFS3jvgosxIhFiMYP2AnLc2awYfj8xxcXrr89nwIBcRozYtUxPt24ZdOvso+b1/6N40tsEggky1DAej43UTB9afTlk5II7BZb+CAu/l3osTQNbUkcsBIQb5HumIQWZgCUsLFSqU7JZ5sjk8zr4MgSv5O+ndi/7EVqjGlEBXgOWCSGeaPGvicBlwCPJv5/s7lgHHbRC+QCmzJStfTrkQ22DjD6pmjzm15dDp/a7N1Ru1qZGoGvLoGM7WYEHyd9WBCpr4P6b4KzRuzdeGw5guC6SnlTCI7uZCwFWFThOSN40SJTF6+muzCGoZNNs0akQEyno8fHAAUS2VC+kvSW32yoDVBmFTn20uWJ4P0KPHk09EwVCSG+ppiyF263j8WyfLD1dB+82WOjxGF5FkNBtzPSbjJy9mDue/CO9zz6bITffjO7cCTd3IeDdB+GniWB3ShayfBYMPB6u3LMtrhYtqkLXVUxzc/WghGkKGhqieDx2Kip2siFz14FQNB98LQxWgw3MVwcQj1sbAz8tIZuHKzQ2xmjXTrYU8nodBAIxHn30Rz659xcY/zixhno+/u8SjJhAS/GRiMdQVXCEqylY9h7r+1+F3a4xYcLyXSZbAIHP36Huw1epMb1oNg+lwosvUM93/hzOOjQDUpO/WLsLSldDLASpLfpwKgpoNvDlyH6IpiGPMwRCs6OpGl5VkK/Bshh8G4KT2jKK20VrcNHhwKXAsYqiLEg+TkaSrNGKoqwCjk++bsM2kOKWkaxav3Qyr6qTjZFXrYOr74OikubPCiF7+O0Ohg+UKcRYMlPS1Cg61Ssr89rwG4b9GBl5FQ3Sm0pUgX0YpNy1ycccikFTE0EbUdqzlD7KdLqpC+nIwqQD+3Zg+SEyAUKvQHxmsnhkH8J2CGRMkvYQaePkc9uAHS+3D5Cf7+Wiiw7B5bIRDicwDItYzMTjsaFpKhdc0He7y78/bwWu4lWkL5mHZ9FcUuf8SP7Cn2hweCiKWcx//XW+ve++nZtM6SqYNQnS88CbIaNCGXmw4BtYs7AVtnbb6NYtA11Xt2k8LLOYKg0NEY44YictIM74g0yb1VdCNAT1VWCZWMdfhq6raJqycd0tx0lJsZORsalBX0qKnfLiSub99VbGvf8zb3y8Cn8gjmImsKJh+SFFwVI10qrmA6BpCuHwDsTrO0DDR6/iN5zodpu0/FE1wjYfHeOrKU5sltb0+GQ0cnMIC7LawYOfgzsVy2Yn5EilJr09Cd3BjW9fi92IogOzo7s13d8EdptsCSGmCyEUIUR/IcShycdkIUStEOI4IUR3IcTxQoi61pjwwYrzx8j04YpiQJEkKBSRab1vZ8Exl8O7n8IbH8OxV8CQC+GSO2H+0l0br12udIdvDEhX+opqqeO67wbI2q6yrg0HPRQF3FdDxpfgexHSx4PvmU2iWgDZtiwCandcoobOykJSlVoSySbDmWoAGv+0ZQigCcZyqD8LQv+Q+kX/zeD/gzQW/bUQQpqR1p0NtadA+G0Q8V3YcKRey9YnaQuxf2vO/vSnI3nhhVNo3z4VEGRlucjLS+H88/ty5pm9trmcv6QE26wfUC0DYbeDYWCLhNBjUYSqUu/LIlhRwarPPiNQVrbjiaxd0tyTqwmKKlsyrF2y+xu6HXTsmMaIEYVb1TdJOwSNcDiBx2Pn6qt3Uo/RoTfc+TYMPhlSs2DQaLj9TQacPIIOHdLweGwbg3VNhUZZWS6OOaYTsdimNwwdjbVcHX+ZeXOLEPE4HpfUZSVMIB5NRiQ3zhghBJFIgjFjuu7qLgHAaqzH2Oz4NdBx6wZldZasRqwrlw9VAZtTEsumyZiGfH7SNVLTktcFI6cTCZsDRyIKioIvUEWfVdMxgfxdN///zWD/Ppv8hnD0ETBmBDz7jiRaLU1NLUsSotsek0QoLwvys2Uq8PoH4K1HpH/Wr8VZo6XVw08L5QnjyEP3PtESAj6bAc/OgVoLRrWDv4xutqpowz6E6gN1OxVjikK3jPsI1p6LXYQwFRs6cVB8OPWuMlqV+BHsIzZdTghovB2MlUkDUR3UdvLz0QnguuDXzdN/M0T+IwVBAoh/R0VgMo+JccyIaPhUGOuDi3ygH0Q+aoqicNZZvTnzzF6sWlVHVVWILl3SKSjYfj5n5Wef0W79WtYMHgVCoMZjWJosClCFRWZtBSgKkfp6QlVVeAsKtj8Rp1umoeqrZHWaI1kFqWqQsudLmsePv4BLLx3PxIkracom2mwqDofO8OHtOfbYLowd24927X5FOji/C1x6/yZvZQJ//OMQnn9+DtFogmAwQTRq0Lt3FpMnj2X27FJuv30KLpeOw6EzMDGPCxL/Y56/AksT2KwYxBM47CqxuIVhWHhSNYLBBKplUJrRn4qKIEOGtGfMmO14kPlrZMVk8UIpch9xNmQXbvKRcMfD8dZ/R5jmqocUgiw3OjLCXAErkhW2QkhSPOoC6bsV9MvfkaLAqAth9GXw7X+hYg12yySm2LAsk4LKlUTtHpwNFdgVOKUthbhDtJGt/QSKApeeDp9+C78Ubfl/w4Tqekm0mhzk01OhqhbGTYQHbt61cXMy4fRjd33eu4tHPoZHFDD7Sgn2Ugs++hxmnwbZ+59Upg2bIdPZkwzvxcTDr2EpTuyqF7tokC7txKDuTND7gfdesI+SkSNjMcR+QLapsgEWmGtAzZR+V7+GbCWWQvQNwCEjUQrELIW6xGKWxYpI03uQEPBkLZQZ8Odd73O830JRFHr0yGyh49o+wtXVDF8xh3mBcwmm+PCEgkTSsoj40um0eBbeuioUVcWIRPDtwI5HlBXB/x5HqS0Da70kWJkF4M0CVwr0G9Uam7hduN027rrrKLp3z6SoqIH0dCdHH92Z88/vs9UegruDK68cSJ8+2Xz00TICgTgnnNCVk0/ujtOpc/TRnbjttiN58cU5hBtDnOGZhCsrk4SowqmBUFTWNeisT2QSQ8MrAoQDXjo6alCyu3LINX/lqpHdGTasEF3fRtKpphQevxyC9VJvtXwWTPsQbn4JOh2y8WPtrvsLxX+YhSdeh6U7sIkEEUOlZtCFZDU+D4YKCKnLysiHkqXw9BxYNgMaquCw0dAuSfgqiiEaRBHgVSLENDsR3YU74sdw+3gqD9odaFYv+wBtZGs/Qq8usk/htmBZUmfVEm6X1HUdiPAH4IkwxLPAqJbvCWBDBtw1A14ds0+n14adhGI/FEcsA4eWC+aGpMDcAuIgNEjMhoYrwTUWvA9B7Euksa+rRXmaKq0ldqTbMlbICBg6OEZB9ONkCqv5VFYuskFYHKV9xY9KD3QF8hT4qBGuTpMdFn7LaH/kkayYOJFbP3qa/w47g4WHH4ul6bga66kp7Ma7f32O0x66iT4D++PK2HqIOR4KMfeFF1j+3KOYsSh9umVwRH4UmxWHqhLwZsKNz+8VH6bXX5/Piy/OTeqpVIqL63G5bDvUre0KFEXhyCMLOfLIwq3+7+KL+3HWWb2oXLiY9uNS0TNz+WVFJdUbKqgM2FgdyURTBC4lRiMZTFFP4p7LCvj983ehbq/jvb8GKtfKtjnBBkmQmhCogw//CXe8tfGt1O49yXvqU+Y8+QzG6kVU2NqRce6lXN67AcanQWEvmSrUdJn+rSuHVXNg5LmbjhuPwtdvJiNgAkVVcRoxHEYc05PG3wpTNmn724Zt4zd+2tm/oKpwWG/ZeHlb2LxBcigM/XZsp7NfYsF6CGSDUQta0tUeAYkwfGzAq/t6gm3YOTiOhnC+NEI1SpBfZAhJnWPytVUnSZbrbEyjhFqRT4mRjVA0cpQG2qmV6BgyCiaikJgr9Vu2gaAmL/ihF5PedJZcZ/hZ0Le8oNZZKdgJ0GDZaBTgVeXxpSmwwWgjW3kjR7HsoutYUVVPQLXhqyoltWIDInmxr83vxKKrbueOq8/c6vJCCKbceSelP3yPWyRQUtwsXdNIcYWN804bgCMegJ5HQMc+e3xbqqtDvPzyz2RluTdGsYRwMmPGembOXM/IkR33+Bw2h8tlo1OfjlIRbVkMHtKVTysbqYjYsZHATgJVVVnnPRyXaeO9qQGu3RbRsiz4+Cn4/j0ZNVz3i7TR8GXLiiaQBQnrfpFthRzNzCe3V1dO/ffT8kV9JXwzDiZ8KMmw3bXRjmObEEK26qkuSYrTkL89TUNRdXRfFmTm7fb++q3gN37a2f9wzgkw6TuZNrQ20xYfPxRqGuQx73TIPol2G1x86r6Y6e4jM13aGinQHOFQ5DkqEpNEcnNy2Ya9DGFA9AuITwJUcJwOjtEyHQhSiB6fDfbjIPGzFL43mYHSlFsQQBAsPyI2i08jPehuzSSOHUWYrLMyqbd0+uvLUEOvQ+gJEEmnXcULen8wl0j7CSVbNo9WnZKMxRfI9KEVBcXJBiuTBsuNT4nzlTGKNRa016GDTbYSKtjWGU8I1oYXMj8SxK2lMTy1Byna3m15szfwbQgu3GAneNJVRA0DS1VxhQLYUrzo/jqIxUlxO6kZey1pnbYesqhdsYKy2bNJyc1GCZaCqpCS4iAYilFcFqJXOzfTPO15cQMUxaGrHa5Ph5Gera5ut7BkSRUgNkkXxmImfn+UiRNX7BOyBUgbhQHHwoKvycvJZfSJh/DVW0FyqKHRnss6e2/8Ih2XEmVD1XYuwzM+gSn/keQo3CjJTn2VfN2U5jMNKXDXt5HLq6+ERy6G9cugsVY64i+rg/yuUNhTOsqrOvTe7K79lx8lydNskvQ1ES5Vl7qXzHwZIWvDTqGNbO1nOOt4eOJNWLxSmv1aSUPfgb3hi1fg0+/gzY+hqh6GDoAbLoJOB2hT+0PywVUF4UxQQ/I9S4BwgXcOlFbtmvB/b2B1HKYGJa0Y5YZ+joOwibUQELgLYlObm6bHZ0FiBqT8XVpD+K+FRBEyLaiDmgVWOdB08TORKUUFrLUEot/zcuRx/un4gHQlTkBoOAjhUBKUMJBOYm5yGRXQQVRAohywy/dFBSTqwTYK1KROyzkWoh8QF1EaTYUCtYJXY9dTbPXCDqxPyBlc5IPsrZzxRGwRz5ZP4u3YiQjhQlESuGuW82xBDv09B8+de9CCSzZA2AKnqhBLXpwj3jT8qWm4CjuTEJCigipifHvffdStXk3BoEEceuWVuNKk2L2xtBRUFcXpkRf4pnQUUFsbYlq/Adw64ErccUGX7yejL57Po936YFxyBsektq6Gyut1bHxuWRYLFlRSWRlECMEzz8zmp582MGnSxfh8O+EX1tq4+B75d+E3dPAqFDkPZbGagpsIGBYQJZLQKUyvka77mfmbLi8EvPsAlBclm2G3uPsuXQXZHeT+91fDMWM3fgdb4Nt3pW9YyC+rRBVVkrayVfJvahZcdDektTBdXDINXrwZIsk2Vm6vrFY0DTBiUpN3yd8PwpPenkMb2drP4HLCl6/AIy9LYqVpcMFJ8OerZJrxjGPl42DBDRo8FQPTC0JNnk6CUB+AIXdC1yPhvivgVN/+87v+0A//rJXPBfBWA1yUCrdm7j9zbBUYCyH+HSi5QDTZsiOVWM0k1v/QAaPxG/J7TMPXLoqMQrnYSIoQQEszuGSaxFhKd3Uhz5mvcqb6T7oynZjiZkLiPHqaRXSyz2qxTNN6QNIlFXlrHQOrBJQCsCrBqgbHeVRGfkIjQoPIwallkG6Z1JoaFjDECX/ZmjjerGZuzcO8FbuDHKUOTbUAQaPwclu5yudd8w6aCsYpQWiwJJlK0l+Z6QIiAlyAKcAK+Ml44wlmvPEvAFZMmMDsZ5/l4smTMSIRln74IQ3FxViJBCnteqCuXyqjI4k4mY4E94+4CW/C5IhTBuBYV4QAOgJfPV7I4dO/xZufv60p/mocemgeOTkeamvDVFQEKC+X3m6KouB268ybV84ll3zEp59e3Gpj7jRcKXDVI9BYixps4Kbsn7j/HzNBKDg1hYipE1fs3HbYcvjoCfj9Y5suP+MT2LAC4pEt1y0sKPoZ8rrIPoan3bD1OVgWfPdfqfMC+YWruiRUpgG6He7/BNJb9HQc/zh89x5Ub5BtfRIx2SPRnSqXi0dg4HFwyIitDrlNWBYUL5KRtoJuULB79hYHGlqtN2Jr4KDujdiGraK2AX53L/ySDqWDwbADMVBdoEbA9i7knAhXngJ3Zye1XfsQ1QacnDSYVYBUFewKVJvwnwLouw9uoPcYwuMg+KDUWyENTEsX2Pnq/hBGIg+RWIeiWgy6ROOwsU0pNx1IAFnAhuR7GpKMZRMgm+/jh/Bv3gERRk3MwVJcVJg+nnRezwjbdyRrz5MPs8V6afFeOiiGFNSrHcBagd9KYaXVCydR3EqYH8X5fCgeojwBd2TBBb6tbeNbPFBRxmeJ48lRm6wABSCoFvm81K6AQz1b9rY7EPF2A1xXLskWyEhXTDTHEV0KKMKk99RPOPnBG/BgoSgKlmWRCIdJ79wZzelE1TQaN2wgWl+Pw+cjt3cvomUleFI9nPvvZxnuO4qht1xE+tcTsdwp0sfJEijhID2OGsmlX37Zqtu1dm0DN900mcmTV220idI0BVVV8HhsGIbg55+voa4ugpLvY6nXi0eDES7I38UqOn8APvgCpv4EXg9cdLI0g97RzdY7x5zIs/PbURlx094b4Y6j6jm9b1S2CHrqp2YdlmnCtX1lf0lrcwdrRd74pOXAY99D+63bRAjLIvrKX7FNfgE9FmheVlUk4TITkNMR3ixuXqhiLfzjPEjLhur1ULVeRs8iQbA75PIZ+XKunp0sF0/EZVPrl26V0bSmZtaDToBL/77tiNwBgr3aG7ENbdhVZKbBe4/ARQuhrB4cjRD3gGIHMwWs0VD6eDdfzgAAIABJREFULTw6VOpN7sqGE1J2vN49gelh+GslzI+CTZEkSwHa6fJCNTNykJEtBJiloDhAsWNELKY8UCftk1LrQJhYBswdZ9B+kEFOLw0piE+RHl1WPZJoGUgCFiZFFJOppFMRXUuOrT1COKm13KQpdQzQFzeP20TQNiKZMhRNwvsQCB1s/SGxAgC3GiNu2VGAFAKcrL7COqMfXypncZR7G/orawOCzVNbyUoNIRDsPzeju4sRbnmcxixwqEnSZUIYyFChjwMuKVtK3d+vQRECSwjiwSDCshCWRfWyZbQ74gg8WVm4MzPxl5TgX7cOf3kFfc8fy+Abb8Sem0un9ZA67Sssh2tjTz2hKOBys2HGDEzDQNNb79LTqVMa/frl8MUXq5ONoSWbtCxBNGpgmoJzzv+QyitHUjMsB63ewG5TyDJi3KPXclXv9r+q6XMoDFfdC8UbIDUFNlTCHY/B1efC9Rdtf9mxQy3GDl2PZXM27RoZTtS0TU1hl82QqUWHM5nKawkhiY9u26bIvfybz5l25x9pWLMGVVXongbDOoNNJykGNiXhyu206YJrk7/BJguPhipZkahqUoiflgtXP7ZzRKt8DfzvXzIlWVEk256kpMloXFo2zPkcOvWDoy/c8boOArS1jmzDPkeKGypywWZBoiOI9mBmgPCCNRSM6yEhZPTo7iqYs5Wo+p7Gh364uVwSLZBi64glJeClhmzm6zhI0k0bYTUiTxECBJQvMTGiYHc3Vxmquvx30Q/QFBFC0SHtBVCzpZBeccgHDhRFpa8tyghtBtVGLZW0p7c6n3+7rsar1LcYfHOS4wBhl39xgZoHtuHJSsUgsmWQST91MT20ZWQpVbgJ8Dv9b7znvYF8fRueKvpARjvmYqJhiqYvUBAUbjwa9HXtRlTLaoBEMYjda73SWuhshxsyZNowaMkHChzqgCVd4btOcIozjgIkwmGi9fVYiQTCNJOl/xZlc+cSqa9H1TTSO3cmt39/epx2Gsc88AApuTIVdUM6KKYpCRbJRZE6MdEktP6VqKoK8eWXq/nhh3VbbTz9ww/r8PkcWC26zqgqGx3dY+cPonZED1TTxAxESfiDVMQt7ikzeO1PfybW2LjTc/liuqwYL8iR5670VOlX+J8JUNewg4WHnQmNdahNx7cQMqo19PRNw2KLvpeEpklj1RKaDiiy2jN1S2+1hulTmHzJBYTWl5Bis3BpFiuq4NtVyfGaxv5/9s47TG7y7Pq/R9L02d5sr3sD22DAgDEYiA2EYDChBUgogRBaCCGQ8IaaL7RAgJcQiEleIAklAQOBAAZMDd10A8a99/X2MrPTJT3fH7dmi71uVAN7rmuu3Z0daTSaGenovs99ji8AJ/22c8FcVtqF+f9bfsmJ7DNUjGtHTxRn/V0P2PpOijfDn86EBW/B+iWiOXNyoi9b9qEQyUgRvPno1tf1DUFvZasXXzm0hmYH0oPA7Uk/Wyh1kXU2DPfDfa2w95fo7ZJ24fZmCHqTkvlDXwfl0BB3YPIXMG311aIdzMGe/1UadA7dMTbqA4TAKJWPVnMBS7RbvnFQOgPafiZTivhAZUFFKbRKubXoXtqdf+BohyJTyxvvloFu89ZvIBWxclBFoDd4d1dA4TRI3NDFoytInnAVGm1oLHLKRKGptvpg8RGkn4bQRh5CAIHJ7Bu8h2Mzz/B4bgqONjBwCSqXW6uK8BvbwaDtFZD+D+SWQe5dcJd5HmDFEDoHwj8Gc+BXKuy7ugImh+HuFoi54vx9ZjH4vA911dix+CIRUk1NPS6vbZt177zDwIkTCRQW4mSzRCq6E9LJUZiz5140v/cOOTOKqaBAAYkk5aNHY/q2r3f3z39+wrRp7+G6LsmkTThsceedUxk3rtPZPhLxM3x4KR99VIvjuF6nSqM1DN+5jLX7jJBWpuOitIvjGAQtl/aiMt6yAwy/9VYmbWMW5AfzZAq8KyzPrmrZGhi/JdP8Q8+ANQvFjFR5FzJDdoUjz+/+uEiReJXlMqKtyiQ7/6cMaeX99OYeP0sLb7oC13UJR4KQslGGQTSkWd2miecMCvxaqlTn/Rl2P0g+o689DA+LvoxYk0w89hkCsUbRaFUMhPNul+zLrnBdegymfG8mJONiG2FvFJ3l5GDdIth5gry+bwl6yVYvvnK8mRLhrutVSTaHtCukZu2XXChYlYNGRyoBWS2tmJQUe0i7UtHaNwT9v44uym4CMi+KGN4cBIHDwfSmknzjQf0bzD2BFFW7uViBj8ml4/jCFmDi2jZaw5CJ+QNuYWdFy7cLlDwCjRMBnxf/Uy7/0w5R1oMRBaMvGIXAYLF3sJeDOQKCx0PkNHGWz74PbhL8B8jB3VkEqelS4bKGg/0ReUG+QuMnK9uim0G3Q+o+CB7TaVmRhwqiSv7OZYEHOab9z3yYHUTUP4IDSqdS6t+GqBltQ+5tSDwA6ccQBVS7ty0mEJbpzMRVkP4X+PeFgps69/GXDKWEDE3eTCve9PkoGjSIeE0NejNp91prGpcsoXL0aJRhsPNRR23ymFPu/Av3TppEJhbrpOfhMEfeeed2be/8+fXcfvs7GIbBihWtuK7Gtl0OOeSfPPvsyeyzT38AfvjDXZg27T0mTOjP8uUttLWlMAyDcNiiemgZq00hNtpxQcl319CanGkRKCxk2bOPccDll28TEayukszaXDaDk8sSCEcBheOILGKLCISE5KxZKCal5dUwZOympGmvw+C//4RBY8QtPtYk5MXnh2N/Dd87Q1pxGyOXpWXVKky/Xxigp49SpolhuCQqdqKgqgB+/zxEPRHje8/CHecLKTIMuTWuhcZ1nb48LbXw4LVwxo2yDfNnwRO3Qc0ymaKccg5MOLLzdcx9TcT9qc2E0WczYtR6wPFb3d/fFPSSrV585XgkJm1CBeh8vl1XqE5ZdLMDe34JuqgmWzRYWQ1PxmBNDkwtVg8Zb3JLKShSUOmDn29bUsqOBbcZWs8EZ62nh7IhdQ8U/h/4Rgmx8e0FufdBhfGHbQ66vJKXrjVJx5Pg+lCGw9jjFH12ASgGq78QNuW9SWZfqShlXgHTm3jSGtwmMSR1Noo/UBEwKiF6EYROAGeDbKM9Rz4cRgVEfgHhc2UKMfuKRP4YA8BtRBRIGlShlNvctfK6su9B7DdQeCObBEwbBajoOYyKnsOo7dl/Og1tv5Qqlj0fqeyx0c92hHQ58ppzCyWgu/ifO+zoath02GevgTSuXM36JodUV86lFGgtLUbXZfJ111E2cuQm6yjfaSfOmzeP96ZNo/ajj6gYM4Z9Lrigo9W4rXjuueXYtsvq1S0YhsLvN/H7TVKpLOee8zSvv/ETCgoCnHrqWFatauXZZ5cxcGAhtl3AQQcNJpdzeePNNUSa2skUBNEKtFZYSmObJsFsmp1WL5SLBseBbSBbB4/PcMP1b7K4bgWGAf5QhNKhB3DA/gMYuqmx/KZQXgtwS6av1SOkxffwDeKhVdYPhpTDz26TSb7NwbToV13MuoY6CPpkgjDVLu1grSgeMhjOvbmTaAE8cj3k0hAIy7YpQ7Iu0RApEb1WMg5P3A7vPANj9oMVc2TdZf2k6vbA1ZKxOPEYWLMIZj3Rg9asKzRUj4SDTtmGHfbNQC/Z6sVXjgbvYF5gSGuDzZyDXCBiwGlfcLbtS+3w2wbRZcVdqaRFFbR4hNBFTumGlmrWEQVw4NfRfDV5PzhrhBDl4TZD++89MmBJvE78asi+CKqAQQddzI/2OYzVz/+MXPsCqndrp3RwO8oICBGyxkL0f7x1xcUJ3jdeMgydOsCW6pI1CiIXQOznQoZQYC8UQoKG9hshNw9yn0hlSJWAu1gek3tDSGD0WlmHWytVOV0CbT+Uypi7SqYsQPq85jDIvgbZNyAw+fPZf+mnhYi6GTpaqB12F/lPSn6q0hByZlRIALezBKydPp/t+Dzx3kymlK4m29qMM0JhD4a3VsHCOkApfOEwWmsqRo/m1OeflwrKZhAuK9vm1tzmkM3atLfncF0xLrWyMQLJBgzbZMiyF3nm9gA/vOIn+Hwm11wzmXPO2ZO1a2NUVxcwYEARa9e2MXduPfFHPyB25oFkC0OgXbSl0NrliNcfJ7psAX323hsruG1XcXfe8QqFrMGORMjkDFLJDG3Ln+e8W49FqZ7jjT4VJhwJYyfBqnlSERu8y9Yn9wyDnX58NvMXXEM8niYY9OGaYTKZJONOPIrg9Q9tSvJrVojYPn9/tktrT6lOM1WlINEC7z0t/9t5gtwXjMjPZ/4qmrTHboFsUkjaJpOUHkIFcNl0qZJ9S9BLtnrxleOwKDzdLsqbgJLKUVfkT1dhBf+shkFf4PezxRGiFVEQMqE9C5YSEpg/ROXn5IqU+DddW7HDFim2jMzzQoicNYAGowqM/pI/qGOSa9h2LuTmiJZKb4D2/0c4kmLUSQ+Cuxyy70DyLnF8V36wV0HuY8CE+KVCntwW2UH+qV61bBj49pHHhM6A5D1SXdNNdJAWpwFS/5LttEZ7la245+WVlWigth+DtYfooELHS4uu6HZoPUXIjPJ5r2ugCOl1kxi0fl5kK/MsqChQR+eno1Nk3x2uVNvylQN32wXZXxraGuHBa4kMGko8kcVxM+QycSYO1qxvg7QV8Vq4DpOuvnqLROvzwuTJQ7j77g9xXY2VjRFqryGHD8MwqKCO1X//X1ZMGMjQgw8GoLq6kOrqzkm5AQOKePjhH/DUU4t59b2FLN9jEOucOKW1q/nuiw8xZNlc/EVFTPzNb7Zpe9avj/HWW2sZOjjKcEORzoBpBGhuzvHiCwvZY/eJn+8OCBfA6O3LYwv94AKObmng4wceZHVNO8Gwya6nnc7wq+7Y5ECltSbpK0S1tGCEDAIBq/tDHNsjWobYrLjegdCxxc4h6k1DBsKSr5hJSsaiYYjurL0lL+gUKEMI49m3fKuIFvSSrV7sADipCP7UDEuzMmtmKkh6VSTLuxWb4mP1RUR+dMW7KZnEDnnSHh9SGMkhAnm/10p0gBIL5qThrXa4NwYzE9JqnBiGEwtg3yhU7ajfMO2Cs9iLwPGmDdy1MkFn9hOikp4Budmie8ISMuXGIX6xECz8oBuFoFn9vfUmIXax/Oo00rSsgWSTQekQiFY8CEYYwqd2HvQjPwP/QdA4HiFa3li6rhGyR1DsHnRcng8t033OWvJTkrg1kH0dIhdC+BQouBXaTgZVIGRIeS7jrgPGZj5ArgvOUhGzm9vY6lIB2WYVlv3T4Vi1cZi2p9+yRoLOAgqsHTDmZNE74NhYReX0HTeORF096dYWaKllcJXLwgaXQDTKd66+mpGHH/6lbNI++1QzdepI/v73D7FTMeI6gqFgvH8eDZkodTV+5p9wNQfdUsapp47FNEU7uH59jKamFEOGFFNaGuK003bnNG+duVSKFf9dSuMeO1N09PcYfthhBIt6MmHbFE1NqQ4PL5DYNAC/32Tt2rYtLPklwucnct6NTDzlN0xsroWK/kJ8NkK2vZ0ZZ51FYlYd40rSRP1pAgGTqhK/mKGYVseAccfFQ0klpJMQb+peAUsnJK8xEIbSfrBuCeTiXtu5y5MWVUh79LAzv7CXv6NiRz0V9OJbhIABrw+GX2yAV5PiYdXfgsOj4mXV34IpBRD9fJM+eoSrux8bKixYK36eHaL4/P9XekL9SWu7e6U/FIcn47BrEH5TDsdto/ffl4rcbLHsx0REcQrcANACvkOEQGRel7ai8ntXtpoOqum2g9kHnCbABrNU1oMf3HqyySzPXdFE3ULdkQ4y5vsm+577FCp8Jvh27bIxGmnM5j3N88I9W+7XXpg1GSFzHZooJdtjlIGbgvhvIfkPOgJzcSTSB4TkKA2BHoJEE/dD+6Xgtsl+sMaJsN/cSlRP8DiJL1J9QNV7RCpL52E1/4H1SRuTtAwkRC8Go2Dr79HnjQ0roKlGpszKt5zxZfp8FPavprB/NTSVcsSvz+M7O0+iePBgDPNL+CJ6UErxpz99D9M0mHPHH0kZUWJuiFeSu+HgI6KzGK02T130PDNmLGbKlOG8/34NH39ci2kqlFKce+5enHrq2A4vLV8oxE5Tp7LT1O0PlR0ypBhQZLMOfn/nfkinbcaP/wy5aY4NC9+B2hVQVg1j9vdMRLcBbY2iofIHYcRencsVlvVoDQFS0frPKaewdOZMtOPQ2KAoDWn2H+LQZmUoqu6P2d4s0Tzau4gIF8pUYiYpgn3HlguYdEL0WadeI9+f7/8CPn7Zi3EyvUquI4L98UfA93/+6ffT1xi9ZKsXOwSKTLi/P7Q5opPqa301bvHjQ/K8eePHsAHDffBxpnu9wpM8A92JVh4pZB03Nso6B+xok4rOSmlrmZZonrQSMkJIWn3gtcicLj4/WTp1SGn5Xfmkhei2erf1oBMsfSlH3QKIlCuUYVI5yqVyZ5tUy1rC/ouh6LbO6o6bd5rXdBpr5N/8gEwT6qz3nF3bdK5U5pwsuEtFIG9UilUEhkT64LVAUBD59UYkD8i8IboxDCAihDI3G5qnQPmHW+4P+w+C0I8g/bBMRTobhJgafSAwBQqu9SqEz0D2ZVDFEDoWfHtu33v1WZFOwD8ulcqVYclJcPwRkt3XVQO08wT5O5uWEzeAncVWJq+MOpQlxQMYkxZz1DkfrOeVV1ax9979mDx5yFY3odWBv7fAcwmRChxbAKcUy8XU1mAYBjfffAgXPfcXHl3Sl5gbJosPBcQckyIVIxbL8MwzS5g1ay2JRJaxY6uIRPw4jsttt73L4MHFHHjgoE+3/wC3cQPrp11Fcs0Kfrf7Tlz17k7YRoDW1jSxWIZ+/Qo+/fqTcZj2M6kGubZonUr6woV3d4/R6QmvPgSP39r5d6gAzr0NBo/Z4mJrZ81ixUsvoV0XZVmkXKhpd3hqsaIoYrHHKf+PcfuNgZl3wUf/le9Qv6Gd5GrPQ4V8rVsE5QPgR7+FcYfIyvc+TITzjWvFCd8wRNc1ZCysnNP98/UtQi/Z6sVnQkMz/OMxePldMfj74eFw7Hc7Uye2F0Wm3L4qlFtwYSlcWS+mpa6GtJYWYsIraeUbRT0NTtLl/noH+hrwRgJO+oJF/dsNs68I4M0RoAd4FSO/V7HyMstCP4TkX7wTgOVd4WrAksqMUeTFF7pCNHQjaI3rOCyaCeEyUEozYC+b0VMhm4BYjSZcvhpafwrF94I1AlQl0rDN0Vm1AlDi81V4I7SeDzo/udj1MVmwZyH01xIrCRUAa4A4VgcOBf/B4N8DjB7cthM3yfqM/ISDAjcC9lLIvQf+fTa/D5WSKlXoRBHuqyiocjDLpNqWR+g4uX1VePJ2nE/eIOuPYlp+fNEQ6p0ZMtV2cJdpsKJy+NGVMuIfF4PZtDK4+TsXM4MB0Ap2IsOKY/9G+4rGDm9SyzLYb7/+/OQne3DyyWOxrO6+S2kXzqqBFVkoNaVCPK0Z5mXglqqt6x211lxzzes8un5XlG7CxsLE8b6HBi2UYJp5x/gchqGYPbuGUEiucMJhH/fe+/GnJkPx155mxonHEE/auBoM9RK/qSziN+0X0pwNUVISRCk499ynue++Y6is3E6tw3N/EyuI0r6dO6OlVtzXN85L7Io1C0WMXlgqBqQgYdN3XQTXPCOi943QvGwZ791xB/MfeYRcKtWhhwVwMWhPu6S1Qe2cT+DMs2D0fpCIwfN/F8d3w4DDzoJDTxfRfk9oqRNvLisgxwatIVwkhMvJsYlJ67cEvWSrF58asXb4yRVQ2wAlRdAcgxvuhuVr4dKzvuqt+3RYloW7WsRLq86BBJ3aMd3ldxDStSXLL593FNtYwbNDwDcBzP6ifTIqpBrkNoJVDf795DH+cRA8BdIPdCFaBhAUnZYKgjEInGVSYUIBSeyMn+aVaSKepdaIgyHTLh0JwzLAHCLtyeR9UHidVJvMwZ4NRD4aGURAfyIEp0DkTEjeLVOGmyAhy6lyEc67DaLzQkHqQbBng3lrz2TLWQsbx/UYClwFzgpgC2QrD3OA3HZAaDtH4sm/0VLbhFYKrTWBwkIqhg7GfP2R7mQLYJ8jYORe4vytXa4smcCsUDV9vA/9Oz9/hNjyRpQhFhBaQy7n8v77NbS1ZVi7NsaVVx7YbZWvJ8Wrrl+Xc39ISfzVkizstJVu2YIFDcycuZSkihIu9KHbcihcXBSO8uFoA0vSldAaUikbrTWmqTBNg/b2LK++uupT7kDNC6efQFvCJuh9oV1XU1PbxplVTzJr705h/YYNce655yMuuWQ7A5rfnylmoV1ZZ1E5zH1VHN17IE0AfPCc/LS6CM0jRRKxs2KOvI9dEFu3jid/+lOcdBrDsjAsCzebxXUcDNNEKYUGfJEIZSO65C1GCuHYi+S2LXjgms5JRMeRw0JzDbQ3w2E//dYJ4/P4dlLMXnwuePZ1qGuEvpUiFI2GoU85/OdFuf/rBq0lkmd+Wny10nQ6xltdjoM2UofJD/tvsh7k+DLQktP4/l+FLYS9EmJXQNNh0HqGWB50hfJB0Z0QOMirSDVCYBIU3dVpmQBQPA0KbpAKmDlUDEjNPp4Oo13YVOh4b9KuGAjiC0cpHqhIx8Aflgtc15ZbuAwR3BsFYHs5bEpB8b88CwpPt6UKwT9eBPQg29nRsPWz6Z53ZdrQWQ26FaHB4liPm4DYBV4rciP4xrMJHXa9v33bNwW2I2Lpa6/xTMkY/njk5fxz0jnUVQ0lE4vRvGoVpDfjg1RSBROPIb7vcbwaqqbM46JuzqHp3dXkTUGhkx8kkzalpSFmzFhMXV339S7qwSQ8v9yqbTAonju3HsdxsSyDnBXCCATJECJDEBejI9e4rExsKbTWKKU6bgCOo1mxomUrz7Qp2j56m7rGFAEL8opNw1AYCkrbFnZ7bHFxkNdeW93TajaPxvUS/rzsI1j8PjSt91gjyPdgC2W/XBp6TDhQm7q2A/Meegg7mSRSWUm0shIrEACl0I6D691QiqLBgxl1nFeJdWyY+zo8/Vd46wlpeW4OTRvg5X/Bqw9Csk22wfV0XVrLutYtkZ/fQvRWtnrRAa3hpbcl48t14dTvw/cmbr4l+PGiTT0ATRNMQ7LDqsq/+G3+PPHXZhHoB5W0OvK1HB/iuVWoIJYfgENIWNiACFDjdl9XP1OifM4vlUy6LxX2amg9zfN1KpaWWNtFEL0SQkd3Ps6skBZdnoR0JVlui1SedAwCR0LkXFmfdqXSlZkphC14msTTYHskJ4NCc+CFBjMvc2heI+cE1wFfSFHY1xBrCXMw+Md2Pp9/HJS9AeknxCfLGioO8ob3IfKNlwigzDqESHVt4OaF9S6iK+ui/XKbwBosHl+5DzqrdnlEr4D0kzJliTddSA4CR8tyX2OkXTivNULtkdcQdLPkDB//2fMHXDnjKvZf9grZkaeypY+moTr3qglo2/Uc2DeaMPPgulJNWrs2RlVVp0X9wB4KM/kWZJ9tOAMVFgawLJP+/QtZtaqVcNiH62pyORetvW5u1MfYsZUsWNBIMhnHMJTnNm8TDvuoqAjT1JRk6NCeg5u7Yn0dvP2xrHfI+lXdp2IA7YVWuU73L30u51JVtR0txMb1cNMpIjZPtEqLrq1ByFfFQBh/eM++Wsm4tPXe/I9oppLtUDXI09ul5CA8dLdNFqubOxdfRLYvUllJorERlCKXTAoxNU0GT5rE9265hcLqatFmTfs5rJ5PxyXkjD/DBXdBv2FddoiG/9wq+rH6VeLLhZfpaCjRYgSDoieLtwix3Gnvbd9P3xD0kq1edODn18D9TwHeAeypV+C4Q+He63u+wBo2QMhZOgNLVot+Cw0FEYh+zXIC4w7c1ybEylKd3l55YmUBQW+opsKCn5bAmAAszcCSHAwyxa7Cb8AgnxC2fcMw+MsmWq4LbadB7h3ZehUVA1GjGJK3Q3Aqmzioq402MvUktJ0O5ORA2n4jBI+F4vvl4Bn5WWfFKX4TpB+kk+gAJKkapTj+LpMlLzm0roNBExSBqIFh5v16miB8evfnNaoAS7Y996aQPd9u4Nsb/BOh8D5oqEJobFdopNqlkNEEkHcyBCQ6fX50kk1gDYKy1yB+ibjMGxEI/RQil2x9X+/geDoOK4r7UNi4jhIjgQEk/GFu+96v2G3Z2wQm/GCLZCtiiFnva0khRWbIR6AiQqauHcNQ3fKkTVMRCvlob89RXd190vLgCPylBeptKDflk9LgyPdn7DYM3B1wwECiUR+5nMmAAYWsXx/H7zexLINDDhlKeXmIOXPqaGvLAGJ+WlwcxO83KSsLU1YWIh7PMnz41g1H//0c/O89YHvFTX/jbvzUgpwLHcOHGhwXYr6+uK5UumzbJR7PcPLJ+2123ZvgsVtg6YdepI3uZKCJNoi0wXG/3nQZx4GbToWFb3dOCdauhNY6qBoshOvUa0QftRHKRo6kceFCAgUFKMOgcswYko2NxGtr2f/SSxl5+OEUDRzYucAr02HlJyJ2z58A2hph+rXw63s7H/fxy/DKA1BQAjVZMP3e0ArSAjVcCbnuV+UpDXZAj7kvAb1kqxcAfLQA7p8BAS9SC6Ta+9gLcNYPYP8eBqiOnAz3PA5vfwSprHyPXA1ZG076H5j1IGg/RLdSDd8RsDonPKLSkhNBQInfFkiFK6ykUhAyxIbiih5iyXYItJ3ltQy9ao+Oi8u5bwKQFV3WliwN3DS0/VQIihHx3lRHApbTh8v0XR46C8lpMoWofEABYuEgiFZajDtJAWHkyJsCTBGw+/YH31i6IfUQJP8qGjK3RXzA7LmQeRnMEggc48XyrEZaivmGrU/Wi4+OipbKP6cXQ6QU+Hbv+TX7dobSJ7e4WzWaNGl8+LC+JofNu1sh7gtCVhP3F1OsMkSzNvXhMp7sdxQXjtq0+rExLiuHdbUibgfof9URrDz/32jH7Ua2hg0rpa4uwZQpw+jbtzvZKjDhb/3gpkbxsTMQW5dfl22LtSLcAAAgAElEQVTbcaGgIMC0aYdz6aUvkcs5DBtWTHFxiJtv/i577CHpB8uWNXHeeTNpa0uTTNrE4xl8PpOKijAtLSnOPntPSkpE0K21pu6TT9jw4YcEi4oYPGkSodJS1tfBzfdASQHk/Vo3NAaYZx3IztnXSdvChxSShLN4rzOor09gWQZaa848cxxTpozYzKvYCC118OzdUj3Kf461FrLkC8ikX66Htver0+Gjl4TEmKZUw0wLTB/seRhMPRcqetYP7vqjH7F05kxSzc0ES0pwMhmcXI4JF1zA3ueeu+kC78+EaHH3N8nywXvPwAXjhdxNORtm/Qf8ebG8glAEEo587/ItecsHRZVSwRu8y7bto28Yvh5HjV584Xj0Rc9jygdtWgokPlPue+zFnslWVTl8Zy949xOvEqQgHIBQABY1wJ5vQeEQMfb8ZSl8dzPhtzsCykxpFQ7xyfRh3BWD0ny70EHG1H9cDL/bUYmW2wiZfyOkIz8vaQI25BaBb6RUuLaEzJNe+7HLlbFhimA8eU93smWv9PIIEfsHFNKK8wsp8o2FzFPyf+UDY6RYM7j1InzvCq0ll9Hw/LqcpfI6lA9oBzXSC54Og3Ug2CvEzFQF5TVqEedjlICKdIkGKgeaIfzLzpbkduIT+1Ha0n8n6LRQ7xtMNHgSE43Dd2jSNTcthru5skp0fQ0qlaBZmbRpAyfsY//zf4Eyti7ZLbPgwWr4KC2VqeGn70zTbqdz0UXPs3hxI0opSkqCVFVFOOGEMZx9ds+2FgN9MK2vXLAYatssH7pizJhKnnzyRyxf3gwIuTO66JVmzVpLU1OSESPKGDKkhJqaODU1cVpa0tx995EcdJDYU7iOw6tXXcXy557DdV2UUrz9xz9y2G238XbjnrhOJ9ECCAYUT1f8L9HEL6iOz8ZnaBwrQKZsIFf+4RjciiHU1ycYNKiY4uIe7Ay0FrH6vDfE7mCPQ4Sk/PMqyKTovGDIX9nZMuVn+aQluDFe+Ic8Ni8yN0w58OayMGTXzRItgJKhQ5n617/y9h//SN3cuQQKC9n7vPPY/bTTel7A8tPN/T0Zk0qXY8t0YWsd/OMSCBcL6fMFhSg6WSgohnirp0FRUNIH4s0w5cyt21l8Q7HjHi168aXCMsCxoCV/oYU3aedCbQtMfwbqm2GPUbDf7tDWDlfeBo++4F2QmRAJyYEqHQHbgJbVMHIEtLtwWb1kH07YQTME+/qkZfJqEnYNQMIVb6C87mqED/YLy1X6DovsJ97BMQzE6DyQK/k7+EM6AqI3h55E5Jv7n72aTv1UPsQoLf8zK6DkQUj8n1S/jDDimVUP/jEQPGyjlbvSWjT6idAdRHyvtZiaKs/aQbcC/cA3BpwS8QvTGVAlkjWovdFy5ZeJSf9kCB4hE4qNhwiJMwdC9DcQPHIrOxTmZ/6P0vh1lGmNoyyqs2uIpz/m9eIsBxk/2OryXxX+ExObhRptkhi9O/7meoy2VtoKijmwIsreo7bdVNVQsGeXKf8REwbw9ttnksnYPPDAXB57bCHZrEM265BM5rqZfW6M4GcYyTIMxYgRPZt0PvvsMgoKAiil8PlMBg0qZuDAIurrE+yyS2WHUH7166+zbOZMon36dJDNTDzOfy+7jOBFz6I3mkyNVFZir8uQGHwYhZESXMchE49TVFFB5S67oAxjk0peB7SGR26CNx8FtPhLTf+9TBqumkenEMzTbWhPHBYMQ2E5VG5kVZGMQ8O6TXVcpiUVstK+bA1VY8dy9L334to2yptA3CwmHgOP3OhlHxpQv0aIVlEFBIJAUJ67tUFOAOFC6D8CVs2HTBpCUXkdSsE+U+GA42HUhK1u4zcVvWSrFwAcNwWuucf7I3+88dJTHpsLS5bLxcs/Z8C4UZDKwOKVUFYMLV5KRXtSPLKSUSAGUU8iETUgp+FvrTsu2QK4phL+0AgvtstLH+iHK8p37G3uBrMfoptKQ4cDuyG/mwM7dVZbQvD7EPsFuFkwvKtn1zsJbFyNcpYjh5C8P1anYw++fTzl8s8gsC+k/iNTiP7JEDx8U9KnkzLx6K6nu4NZzjMpRQiXubcI3bU3K6pKwYxC4TTw7QfOJyKw9+0leiyA1KPQdraQMvzgfgStJ0HBHyCyeTdrR2cJt9+KjQ/bFHFRlhAFTgw79QCZyJEE2EaX7y8ZjQ6UGDLAsiZnkivviy7viwlc2P+zr19rzWWX/ZdXX11FOGxRW5vgmmteY9q097j77iM5+OChn/1JtgPBoIXrdlft59ucPl8ngVr23HOYfn+3ql6goIBYTQ19F91HSWwPMkW7EwjIZ1kHCiisrmJg23skM82S0VpZyWF/+tPWK4Mr5gjRihSJJ1YyJu7rDWs7vaby8Qpde7IlfeDUqzsnkzIp+PfN8P4zIqDPpKQ9F/AOTNm0iM9Hb7tezLC24dS//3Gw/GP0hy9S15iioK0OMxgiUD2i45tOICwVsIGjYe0CeT0V/YX87XYQ7HMkjPvu5j25vkXoJVu9AKDBJ+csJ053S/QCsC0I+qG0WI4Jb30kZGvUMCgugJXrRFCqEO2WG5Pz3ICRnauJGKKL2pERMeDaSvhNmYjdK80dX2vWDam7kThvz3cKkHZiEArv2FQY3xOMIohcD4lLhHDlq2O+vSHUxTxNa4mq6cgzxHtOS376u7STfLtvXi/l1EH770UUr9vBaRR7CRS4+QgfG7JvAyYYg73nTEulTYfAf6BUtWKnS7tUmfKY0Blyi18l6zDyfWy/xPu03wShH282OifpLiOgEySMKF0/BlkVpDq7jFQkucOSrUlheCsFAywRt7d7Br2W+nwuHpYsaeKNN9ZQVhbi449ryeVcfD6DhoYE5577NNdffwjHHz/6Mz3H8liOX81uYVbOxO+6HF+s+MPeZYR6iJY47rhR/O53r1JQEOhoLzY0JNh7736Ulnae6A3LQuvupKxp6VKaly2jceH5HKgNWv1D+GDfJ0gWDMMy4feXlXHong9RN3cu/kiEyl133bbIonlvABrWLYZMwjMH9r6X+THKvKYpf4Hh88N502DnLv5uD10P78wQUqVduWXTnYQtEIaf3LB5P65PC9Mie/zlPPfiMurmzmG/kgBl2QwsWETFmDGYlpc2ECmEX94pCQVLPoDiKnGRL678fLfna45en61eAFAUBLMAVB853xqFYPUFCuSYkPWIklJytRxLyO+BAOy9i+i0tBbpgH8sDP8pFHbRaLU50p77OqDAFJ3Z14poORskjNnaF1ReE+EJxP1TRSdVPxw2FELdGEjP3Py6Cs6D0reEqASPg+J7oPRlcZHPI3U/5N5ApgDzVSpH/LHMwZuK33uCtqHtZ5B5WzbViQMZcNaBOQqZJvQsJXROqmHZZ0kTZa1VQZ1ViiYjgdlNU6WNalSKNkuVSlh2ZobXltzo5Kj8MjzgLN3s5gVUGQqF7qpbAUxsMkaUKF9BvuE2YkoB7OyHDba0xHNarqEuKf9srbw8VqxoQSmoqYmTy7lYBUGyJRGcaBA3HGDatHdJp3ObEJttRWPaYeKrjcxsdmhZ3UJdTZw7am0OmbGux8cffvgIjj12FPX17dTVyW3QoCLOvnIySzOixwQYecQRuLmceEoBifp6mpfKZ8AfjRKKhijLrWDKgqlceY5mxh0yCBQoLGTgbmPoY9dizH5epvK2Bn9QDoipuFR/HEfGGB1bCFMH0UK0V4EwlPWXVmNctGnEm+Hdp2HDMqhZJhWj/LLKgOHjxGX+0NM/1X7eGj648042LFlBZMhI1hbvgs9n4caaaVu1ystIbIbvnSmVq90mw/H/A9/9cS/R6gG9la1eALBnJVSNgHULJVM4bxRIu5xOI1101YGA6DhyNvgscY+fPF4qXGccB8OmwrUx0TyFDSFahoKztm5x04uNEHPg2bho6iaFRbDcI9xGwJKxa3NPITLaFuG6s1rsIPL+U+5CaPk+FP4NIqf3vD7/ruD/c/f7cnOF2LjNkHkOzEFSjSIjFSYycgIITAJzJ2+7PEKjisU5Hg3Z17xKVdpzjc96OYb5icIUKAcC+0mrUoVlebeRuf5C3o6MAxQaRZHTxpTYSxQ5s8XmQvnBrJIqngpC5kXAL23KruRZ2/J/tfmBAb9RRca/L9HMm7QbUQxlgLaxdA4jdNIOLZAPGzIBODMOr6egwoRjCmDM5xRJl9cptbSkyVUVkiiRgQpXw/rxQ2l9bwX77fePDnuGCy+csF0xNre8U09DFozmBJbn1eTUx3m3LMqbK2PsP6R7urtpGlx55YGceupYFi9uQpVFmN6nirNSCmO96EWvqoD99t2XXU8+mXnTp6OBpiVLxEsvGCTd2gpaoywLt3E140JvUVk2UZ5gzitw7xWeIaeW6ukPL4N9j9r8i9j9YHjydshmIJ2UqJo8upFQQ6pSuSw0rhNz0MsPhWMuglH7ivt6Jt0phsdzZ7czcN2zX2iLbvGMGUTKy1FK0UIxH5qjGeFbgb9+LQweBCdeCgfsuNrFHQk77tGiF18qlIIZl8D+v4FUAx1VbX8BFDVAwWB5nONALgenHgWvvCtWET5L9Fpjd4Kf/RBCQagIw90tsDYHE0JwTimM+ppUtnYU/L0F/qcOst5xucCQLLkecxbNwfJT52SCT1lyyzWDO997UL7N4E0oxn8D4R+zTVllqX9LjqBWgAPOKtAJidpxVneSPaMSCm+WD1RqOiT+jJA8RzIX7RXgzPc6jzZS0vKDCnXZDgvsWlD1YI3pKDHWWqXMivQn5KYwPafJmFnAc4UHc0LrkyhtCbEzSjzvMAtIitYscUdnxqNrAzlpP5pDtviy+0f/jxp9BgW52TgaFIpEcCq7GVsX13/VCBlwXJHcPm/stlsVO+9czoqadlJhP2p9K25zAhyXzEMfkMm5lAwsZMSwEl58cQULFjTw8MM/IBCwSKdtHn54Hk8/vRTTVBxzzM4ce+yobtqqF5e2ogsLu00cmoaBbbtMf3UN+w/p2T5AhPHFnLwelmc6pQDtLvxqg8P/rn2byuHDOez220k2NPD8r3+Nk07jZDLyQMNA2zaO69KwYAED99tPjDjvvUIqT3lik8tIe2/4nqJR6gl9hwrhWr1gK3tTe0TMGwPHkc/p43+C6p0km1CpjUrt3tXw2kUwfI+tvl+fFq5td9OmNRpl1BtFpNuaOePamds00doLQS/Z6kUHdu8LdXfBFQ/DG3MkRPmIveC5N2FDIx3SnBMPg4vPgHfmwL+fh9YYHDwBjjlEiBbI5N5+Xxdh+WfEogw81CaatPEhOL5QAq0/C+an4cJaoUURQy6EEy5cVAv7R3pw5TYKIHw2JKZ5lSA/uG1gRjxysbHGxADdIu3FLflugYjwEn+U1pzhFzNFtVK8sHQCrJ3lcU49BA4W4pR9H9pvkUBm5ZcXkH4BiEk1yTC8ylsLoivzTmIaQIEqANoRby75IC3090GhMbuI8UNuilazmGazmDInLa/TbRa9l7tW1h8+G4InQeYRcL3JRt9kKP5Hz71it02mHI1KLLMfA4ueIGcvI5e4lWD2HYzMPEgfD4EDoeA6eb3fYGRiMex0mnBFRcf0mlKK22+fwvs//A9NLy5DdxWnZxwImmyobSca9jFgQBHr18d48801TJo0mF/84llmz66hqCiI1pobb5zFBx/UcNNN3+1Yf0ksCcXdWaJGow1FpL0HS4QuWJiVjNOumktfexvts2fz779eTb8lcwlEo0y46CKGHHQQH959N4ZldTy3i1TiC957BBbcA+0tIm7v6g/lC0iVa/6bMOmHm9+YNQth0C7i9L5JhE5+EER313ApAxrXQlk1fPQCFJZB84ZOk6/8Y03rC88ZHPrd77J05kwK+nQeIxINDYw4/PBeorWd6CVbveiGSAj+dHr3+846Hj5aCC0xGDUUBngTxvvtIbdvM2Yl4Fd18ntQwdwMPBGH+6q3LYpkc/hzk+hMAkbnsTUItGt4pA0u7skyKnS6VLhSD0qlKXQkBKZA4y50hq7koREfq21o7dheXEfeaV6ZYFRLULO9QaamdFzMSgMHQ+z/SaSP2+616vzIxGKKzpBpkMOPD8jKdKE26HSArwFrb3kdhgEqSEZpjI72i/wUYwtNTvmBNqm82YsRj61CUGXiD+YbDxVrwF4oAdxWD9UIrSF5J6TupUOY7/8OFFyDL/suvuzbYPTptKTIvArGHRC9eOv78GuITCzGG9dfz8pXXiERimIOGcZR55/DwD3zww+adbPXS2xCeqN8yayDjWLduhgDBhTiurB6dRvvv1/Dxx9voF+/gg5yE436ee211Sxc2Mjo0WJid97YUl5ek8IpDmO0pcAEpzCM/+O1/GBqvy1ud6snW8gTLe26MP0ejrrt/2FlM2Qdm2xbG/+97DK+c/XVGD4f2rbRHQtoxg70UVn/CVTuIVWs+jWwci4M26NT5A5bzvnTGmKNUOl5X636pPv/TbNz+a5CeYWYnoYKIdUuxqEPX9/p5GL5RLdVXi1TgF8Qko2NDJw4kXXvvEN7XR3adVGGQUF1NeN/8Ysv7Hm/qeglW73YKiwL9t51+5dLeufN8Df0wt/VcEOTtGsiSpznWx2oy8GtjXDjVgpGm8PyjOapxhS2Nom7DoZhEA4GsLxMujZ3MwsqBYHJcusKa3ewZ0O3DEEX/JM2O4nXfb1ROicOPZiDpJKl14G9Fmkh9oXWi8AIyrSfToE9TyYFVV5j08XWQQFEQceQlmKOTsG9Dc56CEyF7Axw1zGE/qyMTvAu8GU9OSxMbVNmp4AiIC4rNseAVSmvV0fA/gDclRDYgs9P5jl08i4WB0bwYbCCdmXRJ1fHhOTNVGY+EENYZXbua6NCnPUjF3Xe/w3Ci5dcwopP5vHiKb9iwYjd0Y7DX1Ym+ENJPUcNreSpp5ZgJ3MYlomL06mJ04htmu2SyTieD59iyJBiFixowHXp5u+klOQYLlnS1EG2jj5kMFPOeoYXK8uw9xiEytgEn5vP0bkEe+215Vy9nQOQSGRprIvjZB0K/Q7fu/MGlOMIsUKRtRVGxmbGn6YzYOgI7HgrqZYWDMtiwKByJpRvED8pyyeVJcsv4vT2Fvnbzgnp2pLdglIweFeoWQrl/WD1vO4moXmi5QtK1Usp0WXlr64a18LoiSI8/+QVmfTTWtZRUAq/vu8LmeLRrssbN9zAnPvvRzsOpt9P6YgRDJk8mYrRoxl04IFYwc9J/PctQi/Z6sXnioXLYdqD8OzrYg9RXgIH7QOXngV9d1Tn9U+JJqcz7+2TjLjOG0hF6q5WOCwKk7fTNT/twnFvrSJpgyoux8hlcU2TRDZLJBpFKYMjt9eJv+R5aNoP3KV0VJbMcVD8721b3hojlSx3g1SKlPI0Wo1AkI5oHHcDUAvWd0Q75iYQ/dUK8d0iiIjpVZcOSlbMR/GDrkHifPxCljAh+yIQAGsPhmWWsTjQwHpfBSauFwesOTj+Gj40KBt0KWCD1YXpKhFY46zavAUFQOoB5gSG8Fa4H2iwDYPl/krW60ZOyGYo0xv3bk3P6NVh0zbt1xstK1eyYfZsXjj9EuYPH0tRrBUDTQq4vM6lb0mO+fMb0I6LqRVuD+d8rTWBgEltbTtDh5YwceJAUikbswfrBtNUVFR06g6UUjw67TAefngeD/79v5iGwYknjuHEEyd103H1hFeeWED7m/XUHzIGw9HoeZ/ga4+j/QGcXI6MPywfqXQaGlYzOziZvYqXUzFqFKbfT1VsCaZlEO3nVdB8Aeg3HNYskHZeLiOk6IjzRJe1JRx7Edx+rkwVFpRBrGGjB3hmpn6PcLkOoMEKiXdWYamYnP7+eYnpmfOKONAf8IMvzIn9/TvuYNYf/tDZJlSKVFMTfXbfnWGHHvqFPOe3Ab1kqxefGz5aAGf/DpatkQlnQ8HaWnj5HVi5Hh69tXsUxtcdEc+s9YMUNLnyZQooOe2GFFzbCBMj2xdN8siiddTGEkQTcTKRAmx/EOU4OIZBpq2V7w8oZfz2auGsUqhaBNl5Ygjq30+ie7YVyoCi2yB2EThrpN3nLAd8XbyrvH4nNjgNogPT9TKtqB0xK7WqwQ4DLR7n00LUCq4Tl3kGedURf6d+xfkA/BNAhbBUisPj77PaV84qfz/CbpydMmspdepkGe1DnPOVkKCuAdvKkBbgFmDrNj4IDSalTNJ5mwulacfirfAYjoy92V3fppvBtyebBHl/A5BsbCReXM7CobtSHGtFedXIQC5LY1uW4+6aS8nMpdi2I5UqvHqlV7Q0TQmq7tMnynHHjeLcc/fC7zf5zncGUVwcpLExSVlZCK2hsTFBnz5Rxo+v7rYNwaDFaaftzmmnbYEgb4T29iy33PI2w6N++uVy1I7pTzSRBttFKZtMINQxCah9Jna0kPl9pzCsaimFsdmk6usZvNvuFBkhrK4Hq9I+ImLf9yjoOxzGTNw60QIYuhtcfB+8dD/U/Q1K+wmpcnJCvqqGwIqPPM8cb9uixVAxUB4T9L5fPj+MP1xuXyC01rx5440ow+ioXmmtyaVSzHvoIQ647LLeqtanRC/Z6sXnhlvvF1NTTadQPpcTT67aRnjnEzhwr690E7thVRYeaK4nkHuKkcYShoTGsEvRVJRZuk3LPxuHhRmJ9AFphDlavlSj/JB0JcB35+2Ywpy1bA2uKsJwHcpXLyVRUk46Wozrmuz2xgzuv/AUPvXX1r+L3D4NzAFSCXOWiI1C61nyezdYyF7IyiSktRs4NUK6gidA6Acijk/eB7n3wBoB4TPAGgaZZ8RfS3URReu4N1Xp9aFVBEsnGJarY1iuTtqbrudHpDwGqr0eVu5jcZFHg26QqUPflj98qcBEkmoDaWVhdWjLNDYGC32FHGGUYji1Mu2pc5Ifub16LWcDJP8mnmiqEEInQ/DobZsI7QEJF56KwxtJEYQfVwi7fA7nwtJhw0iGIijtdBAtgJRt0NwGoUiQWCyHa5hop7tey7KgvDzMoYcO4957j+5oGS5d2sT06fMIBi2WLWti8eJGLMtgwoT+/PWvR3SbRtxWaK1ZurSZxYsb6adr6TvnYW4JvU6bWcWLKyexZPVwlGuTNQvw66Q37Qe4LqadY9FBxxCPVvHmogyXvXg1VjCIcl343x/LpF9ROaDEV6v/znDSbzeNy/GQqK+ndfVqCvr1o7C6C3HsPxJOvw4Wv4eMeHd5g1wHSvrKVWikWCYelZJKWEkfGDRmu/fJZ0Hb6tVk29vBb5GOarRPYaQ1pm2SbmnByWa/ELKlNTQ7Yrpb9M0qEnegl2x9zfFJCq5tgDoHJkfg0nLREH3Z0BrmLwMrAE6pN2WflgNvrF3aibUbV9C/QqzLweU1y/mVdSZB1U6tU8KzrZr7W9sZWXgCBxSUM9wvX36tZbrJAUb4wVQwKwmn13j5kR7yp+eAggjQhlS/tgcF2kErjTbAcB0KmuqINtWRjhYybO7L2MmjsPxfkWGZUqK/AiFS9iLA7UIU/EC6y3SeI1qm8OUQPR90RrISM49JVqGzUrIQw6dD+DyIXyiB16pAJiCdNYCC7HtgVoMxCJx5HtEpA6MK3Fo6SZ4Jvp2BqIj6nfUyPek/REjRVhz0Q8Efk+WPst3QqZ1RIVAB6kr+RN/0h7JuaxgEjgRzO8wb3WZo/YmXAVkif7dfJ9YZ0Yu2fT0eEi6cUQPLsi4hpchpxdPt4id1xGf0Ww2VljJpyiHcl0qRAXyOg2vnaNfFOOEgrfe8hGpOYhYEcLI2OplFabAsA7/fpLq6kMsvP6CDaM2eXcPPfz6TXM5hxYoWYjFJJygqCrJ0aROPPrqQCy7YZ4vbtDFs2+Wqq17l+eeXM8Co5XfR+2g1NaZrME5/zIHOLGqcvrxgTOaxfX/OnvP+D1+8jby4rG7orrw55SyMJXVUP/UBD059nMP//GcqRo+G8/8CT/9VDEXRsP+xMPW8HomWa9vMuukmFj3xBMo00bbNkEMOYdLvftedmOwzFV66TzIM81qrtkbYewqM3Bse/6PowlCiCzv3T93F+F8SzIIQif4GeOTXAez6JEW6AH/B52/kuyQDVzfAkqy8M/uG4MoKqPiGsZNv2Mv5duHmRri8Xr4MGngjJfe9Mhj2+ZJtF5QCvQes2A1SLqRN8M+H4DNyCjYNGDbwy92mLeFfbXCseQtKp3jb3p1pmfNJEsJHjukNaRKNMC4IZ5fA9DZx4lZK8uZuqIJr6yGtRaNl0D3hyNSwwREbiP7b8Q37KAUv7DSBRFMbrf2HEoy1EmlpwPH56Dd/NnvG3yMQrgV2AHfY6AWQfUkIg86HUOc8B/souHWAD0I/gci5skz8Osg8AU6tp3WqhfilkHkcih+AglvEusJeLpYNhh9Uf7BXgr1EBOnGALGrMCrANxqMUnBbRZSvQohpa6u09oJHs7ZxKs+/bLB06Yf071/IlCkjGD6858qlZfajnzuG5WoZrnZRysBVflAGYSIYRimET/70+yz9lBCtfCtSBUAHIf0QhE+T17IdeCAe44OsQ9hqxcYgSgFBt5ibmgwOjnx2p/iJ55zNhW/M4Va7glw2S0FBBNuOYn+4HrW8AcMvQcbKb5FL5bD8JiOGFjNkSDFNTSl+9asXePzxE4mvXsE9J13MPrWLWJXtw9L0eCwzgqsMUqkcGzbEueuu2Zxwwhj69Nl2QeIzzyxh5syl9O1bwMn6XYKupjEbZoS5mpCbwzYsKmjku/Z/UUV7cMfdz1L99H8wa+up3WVflg3dAzsaxZ+pwTl0HNOaRvHUz//BtAd+S59+RWLYeeKlW92OeQ89xIJHHyXapw+GaaJdl+XPP0+0Tx8m/PKXnQ889Cew5H2pmLmOELeSPvCDi0V/teehsGquVLeG7rbZCtoXiaJBg8gOj0JTDKfQj2uaKNvBMhS+o3fbcnD1p8AnKThiLbQ4cp7o55ML2fNrYXq1SFG+KeglW19T1NtwVUNnNSfxIqAAACAASURBVCX/mUwB31sNHw6DoV+ilGR2CloPB70WfCnIuZAZI23EAa/BHqNh3Bc3pbzd+CRt8331HiudKh7JnUCGACWqFYVLMa186PZndRbO3gAj/VDlefbEHPjFBliV6x7B3BXtQD8L/lC17cNC63MwZQ3EtQ/T0IRq1pAoqyIbirDnY3dTpmJMPeULGT76dPDtBkX/gvbfCRFSfmmJRX/nMe8WqVApr4fq1EH2eZlSJCfkCKTalVsq5qeF10HgOxLfE7tAKlfKq3TZnnFqcF+IXgE+r72SvA8St4lw301ItcxtBGXw+qtvcfFVraxeV057QqGU4rrr3uDUU8dy/fUH4/dv2q+YbHyPWprIqDQOLn78hIlQRDEVfMYJj9zHnfsjD2UJWXVWbxfZaqed6cl1GKoYCwuNJkYbjmGDXcnK3Gc3EVZK8fMDd2fvFNzUAB+kQSezUNMGPrMzdjxre84gJum0g1IG5eURajfE+POPL8d5+R5KGtvAMIg4ECFGoRujwarGcTRKGTQ0JFm0qHG7yNbjjy8iGvVjGIoh9hoShCn3Jwm6No7hx3Y0fmWTSGU5KvsCj9aewqJjfkS2PknMDuEEfLh+P9kVrbwzTwEh5uiBvHXEdB6/80j22UhDtjnMmz6dUElJR16iMgwiFRUs+Pe/2eeCCzoJSrgAfn0PLHwH6laKfmvM/uD33qhoMexywDa//i8CyUwM+5IJZK9/F+IZcBy0qWifMg519Od3tZyor2fFyrWcWLALzSrQ4SX4/9k77zCrqrNv32uX06d3hoFh6EWKYgEbKiJqxBos0dhbohjLq/ni+0ZN1NgSjYk9Ro2xxRoQxN6wgCC99zK9nzn97L3X98c6DKB0GWZG557rXNectvfa5az97Kf8no2W6nawLgHzYnDgj6iSvcvY6qR8HIao3CK9sjUtEv7RBHfvx/ZULzRDQQakJ2FDBYgEJINgjIRJA+CKkzuQoQCUGjqhpIe4dLHe6UkGTQBoSGxhYKOS3i2pKgRDGjRYyotlo2Q2tVSIcfMx2JzZkiVUuDF/D35dD9WrasaABjIrnaRH4G5uIeEL0LfM4v8d+DUlI0tVnlNHwXMkuD9UOVzCs638gchV0hD2auWFckKo6r161D3sZjS18xIfgvMb5cVKfo4KQQqVXI8JRj8VWvRO3GJogerdGHsNEjOUVhdxQCfpDOG2+w6godEkFosRCKQjpSAWs3jzzaUMGJDLZZcd+L1NKqIbx3Ass5iJRCIQePFyIieh/dBWsnpvSM7Y9jXpoJpk71ll2TKW4NUFjswDbAQCA4OwjODCIl3bd1N7tQVrLSWkq6WbzDisFPu/85ENYUQ0gbQdhMtAABkZWyy8UE0NK6rnUBqPY+tuBFBEJX1YzUZ64nEixI0Auq6Oy9YNo3cHy3JaDZk6simmEg9xpJQ4jkRDIiW4k0EMr8mkD5/krqNvYEnxQJIJBzMWw5y/Bmt+Oe5MEyEE0pE06yaTfvcRX0z/BYax62Meb2nB9G0bStAMg2Q0irRthLHVsdANGHKEenRAdMMkMqgndf8eie+rFWjBKFb/IqwBebTEtNbI+m5TuQY+fRnKV0Kvocgjf85Xz77E4ldf5avDTkAvW0cvTZDMLyI4cDiax0udrbpl1Nm7XnxnosvY6qTs7MAJlKdpf1JpqbBFbiEU52/pm1jvwOkl4N3HDel/KBdkCV4un8g442Vovaw6mCRZ6/RqNWAFUGWpO67NRlVSwjE+KI+wudtgq3fLJ2CkF76J7dl45se3GM1CuHB53eARhKWHvud1o8QfgPQ/7TLvaL8jxPeFUe0gBK9VYUY8qrO5MVSFDqUAsfUtggP4lGHWcBJKAb5ehQIdDeQKlaOFQFUcfmcGFi7lHRMFKUMOwM3SZWEiUWhoMnG5bMBCCOUFSSYd/vOfxds1tgBGcCD96E811bgwKaIb+g+UdmhpiVNbPYYeaS9h0AAiC7BU7pp7LOg7F+r8LvXUc1AgyMzVJZSvT6LZNvl9TMjzcaQnRrG5p/og28eR8LcGyNRUv0UQ9BhSxLqTBuO8MgcRVKWIMmnh83spKFDrdRyHaGMj3UoSiBaBx6sTjVpoSPqxgtWyD4aMIzwZxGIWRUVpHHBAPg0NUT78cC0NDRGGDy/k4IOLdyj1cPLJfXnggS9JS3PxvnYMV9jPEU9KpABNk5iaTZ3lx7FDxGIWlTGd0K1TGOv/C5lmA96mOqbmTaSWQmW0SYkQYKZ5qWiM8NFHa2loiOJy6RxxRI8tvR2lVDpbhglC0POoo1rDhpuJNjTQbeRINKOD/V53gcfwUWsPwJtRQeLIfmy+jXTrUZYnjqLW3oObyDXz4W9XKz0xtxfWLWLZv55m4Wrw5hdQGXeoLe2nJFwEaGtXoRcVQ3o2caluWH9MdK4zoYtWjg2oC3t4O56VdAHF+9m4Ge2D55qUZ0bTVM/EqKMm6KIOeJYNdMOI7Cv4sqGCg/VvmGuNIEc0UCUL2SSL8QvopsMaSyUiB3RaO2U4wAYLfpuj5B0slA56mgYjPOp5zh5emwe7VK6CQoAIILGQwMDAoZB18R7n9LQLdi00nKzETHGBCIPdlEpqzwfNpwwp6QWRBAwlfipsFQokrsJqsglkHcqUFSh/YhzCD6aq91I7ODk71ZYoV1UdSpUo73HFkY6NbSujfzNSSkxTIxbbifI34MdPGbtR2r8LHEfy+OOzef75BYCkV8k4/vc3XzGwTyVCc6m+jf5Je7zcHDuXJ4Z9Q0N3By4ZDYbJ+nUa6fM2cddleyDrsQtaHJVPs3U3hMJ4jE2HlmIF3BhPfwmWjRFLIm2HcDihWkuFEwwOVNM9W1JbAV6PiXQgaifIko2YJAgbOTi2xOczefLJU1i4sIZrrplGJJJs9aAcfngPHnjg+O1WKp5++kA++2w9s2dXUOkUEXOfwtn6dAq9DRjCopo8mh2dHHeQdS1eXqgs4fDYu/ijIWLSjZ3uI7t+E5GkTSK9FISGOy1AAgi3xLnxxncxTZWX5nLp3PnHMRxb/ypMfRwRbYG8EjjvNkZefTXls2YRqqpCd7lUxZ7Px+ibOmdngaRxCk78NdJc9eraIiQNzaU0ioMx98Sr9er96mKQnvLa+tJZNP0L3FqAtXY+i8adQXawRnXyMj0kTA/xpkbiadmcEIBeXcZWFx2BLB0eK4SLK7ckyAO4gRITLtles+I25Jx0mNqiPFxpmgq9WcAdeezZD3Q/clqmhxe4hxdrKqjDzWq7LwlcuFD7160pwdJ6W3mzQBla+Ybaz6N88HAhPNigPpepqWNRbcNNOXs2lt/kwL+alWHnFeAgiEmTXiYcn33E92PFHZXIUyp0KLxbvHAyAbIZ8IL/NgjfncqrSlfhRqIqjCYbVP7X5n5xm6XI0QG3WmZyISTngisl4+AEU0n6tSnZBwnE6VtWTo/iFjZW+IjFNFweEyfVv8/t1jnmmNL9sjtefXUxL734JScdu5qexdVsrCjgyv8ZzxVXHsoFF4xUMhJ7weQ762leFYNVy+HrNdA9C0JxglVB5nc7mx6nDNgn4/dr6gYq5oBbSGpqwyxbWodjGmTk+MkKGLQ0WWg+ZZTk5/vJyvJw2mkDkNMWUTVnNe60NOLBID6fG5duk8TF6eYcPim4mL6DirnllsM58MAiTj31JQCKilTFm5SSGTPW8847K5kw4fvb4/EY/P3vJzFrVjmLF9eSl3cUb306nke+/oaJGV8ySC7H5RIsqE7n4/JMZLIBnwwRE14Q4DU8dMuKUb7OxpNMQn4+UtNJ1oWRoRjFZQWtRl5DQ5RVN1/E6NyZ2EJHd7nwVKxCPHQp6Tf/m7NefpnlU6ZQs3AhOf360f/UUwkUtI3oaFtzZkYGf6i7hB7RdehOI7ZeSAXdONin5sXdIhGHjUsJu7NZ8PUaNmxowO9z0RxxyPM1Mb33YHQhMawkAonLTtAiJVbMzWFeyf0FnWXC2326jK1OzAVZMNYP51XAghika9DLgN/kwhH7uRoxz4Dni+HlIHwdUd6s8zI6foLjLzLh+EA3ZoRVCbINrE4q2+b4ANQl4W9NSj/LQWkZ5egqn8AUcFkWRCS80qxCpgAXZSjjc0/o6YIpJXB1FaxNKHmJI7zwbLH6v9OQ+ABlHG1dNmAqo0jLB9/p4L9MyUY4m5R+V/ONKu/LWgwYSkpChlLf1VSYsjWxPJHS90oZW0Z/kNVK0FQzVJhShhHC4YHbPuWym37GN3PzCIeVSEdenp/S0kyuvnrnLV/2FW9P/pQHbn2arIwwUgoOG+4w7sgADzwF519w2B7b0I5lMePee6m96ykuJEmQdL6MjWbTapW8LIF77/2SU/aRsWUIdeP2YAM0r2+itiJIzNCRhkbwma8Ir28iPd2NbUM0mqBnz0z+/GelMt446AYmX3opvjxVWBBtbEToOsMnnsaY22/fRotqzZpGamoiW0J1qAR9n8/FtGmrtmtsAei6xqhRJYwapfoPmqbGLZ+tZok+BjgSiSAjvZphm96lSKtB2kp92B0IoAlBz5aNBNMki1uKSGhRhIBsHbJyvK2GViJhU71qAz8fMps4JhKDeExiuUzSSMJLd+J98EuGX3jhPtnn7c0paTAvJpgW6gVaL4SEnibctif1IYZJxHHx5ltziUQt3G6DcChOMBjl4DwLr8/Ea0gyTIuorZFwNHzJCJaWxa156rz7sdFlbHVyilxK6iHmQNBRE0V7nah5BlybrR6diXwDzsjY/ntrEvCvoLqj26wEH3KUltnBXmUIXZ8Dl2aq3K4iA9L2Mr1ntB/mlakei6bYg7vIjoTwK+FSWc2WFjYpD5VeSmu7H3MgMFC97T5WCX0it9Ls2lyKgAoNCjetUuXGVsKswgUiG2hKJZtrKYFTN6W9Spj+wT3M+KKKDz9cQyJhc8ghxYwb15u0tB9YqrebHHfYNHKzmnGkhqZBOOIjPS3MSWOmIeV1e1w08sb557N88mTiyXxi+PEQ5QSmM0WeSo1QnpR4fOch0j3l/AxorAvzv7VhRG4Af3WQyMMfYS+pQAqBbUt0XeDxGHz66TpqasKEQgn+9rflzAmeSqm9lJEH2Zx4+pH0P/kkfLnf76KuFOclUspt5AUcR263anRr6qhlEYtoppnMcVlkTw+x7gsHt0fDtgRBJ5+hj13NmYuTfHn/ahypkYhGEUmlAzehcBVX3XcjG2Uhw3LcrF1YyTPPzGtdfnV1iJ5mNW7NJo6RamEoSCRtbFNDbljOt488QnpJCWXHHosrsG/y5doLXcDt+XBhptK+ytVhuGcPb/o0jSWUEmmZT1pGIKXRp6GnG/TMSHBR02fMNc7FbQr8pk0oCQ3SJDMrg0O9P0JLiy5j60dDnQ2vBdWP4wC3UpLek2q4LrZPmQtuzoUH6lWysEAVAvylYFvx2HRdPX4oQnTy4+aZCPYDYHtVdaAESKiKxLTfb7+UyXchxCanRExBfcnNljCiA04cSII+AoytuqKLTNCLQBaqHC/pgJ4HCDCHY5gexowpZcyY0rbc6h0yfswCfJ46NG1z62xBVW0WRx6yrlVDqKUlzpIltQQCLgYNytuhllHlvHmsmDoV0+cjR3MoDwsSuDGwGMp83pfKo3TNNfvWaycE9F9dSf8HPiavWzokLWYsriCCwHEgFkvi8RgMGKDU1mfPLue++74kFo6RnZ1OuT2aRRuiyKb+jNiOoQXQo0cGZWVZrF/fTG6ucsvbtkMsZnHaaTv20q1nPdOZhkRiYLDaWMnxDyZoeD+bxdOT+DI1Rp7mI2doAn41i0yvTSjSTCjhw0xGKUyz6X/Uz5hw6uGt+31FoY/nnptPMmljmjrhcAI96SXu6JimjbVVVaoVjdBsmcx/9lkAZj/6KKc89RQZJSX7Zue3I71cPyxvqiLmwZVTALGmVBqEIKekGx7XGg6pXcjJc15nyoFnIoWGjkRagnv6Ze/1zWpHpzNP612kWBqHyytUQrohYFYEXg3CM91UeKqLH8ZZ6TDGB9/GlMfpEO+eK8P/ZPCeC9ZK1X5HtijJB2M4ZD6tVNe3h5YLWf+F+uNAVqlKPa1QtfpxVqe8ZS4wBkHmv7Y12DQ/eE6H6Cug90m10gmD0wK+C/bPNu8IaxX5ObUkkxa2rZO0TGxbUJhbj+bKBSF49dUlPPjgVziOkivo0SODhx4aT/fu349Dr3n/fXAcNF0n3x+nPuYiZuskMclMSZcMH17A2Wcf8L3v7i1hB5bHIZzmQwC67YCm0bNnBmvWNGFZDrm5Pvr1y8XrNaipCTPrsxUUr3iVbpFlCCShzN6Ul/6Ml15ayEUXDSMj4/vtXoQQ3HPPWH7966nU1IRSXXUkEycO2mF+nYPD53yCgYEb5amMEkXqYXqNtzhw/JbEycZZq6ids4B+o4YT3LiRUE2NcpJ6vRzyq18hhCAcTtDUFKNXr0yuueYQ/v73Weq4JC1CUUnUcZFJCw5xoniQjo3QHJa5B7VWIoZqavjinns46ZFH9tkx6KyklfSgenE+7tL+YCWwHNArvyXicvB7LG79/AFOXfsRX5eOIi0R5Pg+veief1B7D7vN6DK2fgTcVwfrk8q7lUypmmdr8EgD3Lfz3rtd7IAmC76MQlUSMg04zgfjOnd0YP8gDEj/A9iXK80svShlBO0iNKBnQvarELxOyUAQAj0DAo+rptkiA4zB21+O/zeADrHXlTSEyIK0u8HcvrRDmyOlaiPUeDaacDBNMHQLl8smaXlwu0DzDGDhwmruu28GWdk+YqW5VPcr5Ou4zS8fms379x2D/h3JA09GBmgajm2j6TqDclqojbgIhZME0/ryyJ9O5OKLR+Dx7Jtp/Y1gyqML2HmFVOdmkKxupluen4KCABs2NGMYBgMH5qHrGpWVIY4+qgeR1++jsGUtljcDEPib11K26Gkqcs7hs2de57ATDiR3wIDvefBKSzN5881zmDWrnObmGIMH51NauuNKn3Dqz8+WH6YXD80IIkTIQuUzODhYiyvw2Dq6aZJVVkZWmao0bamqom7Nel76JM5rry3BcVR15LXXHsJLT4/l478/S+SjV8jJqWNZLBePW5AuW/ARJSjdzJb9KdeLWtfvz81l06xZWLHYT75h85BzzmH19OkkYnFMv5/aefPw6xGS+S7Cmgc/UYZtmsNBDcvRM7LhjPPae8htSpex1cmxJLwfUu1hHLYUydc4qiVNl7G1+9gSPgrDnSm17EQqKd4EMnWVIHpVVscSZ91dIo46T74Iw+KEygsrNeG6HDi8LYop9BL12BOMMsh6E6yFKmHeGKI0unaFcEHgRvD/Snm0tJxtBVb3F8lFSpoiOU/JUcgQ4EUTSdCTgMTQ40AmuMcwefJyhBBUH96X9Yf2SRVgSmY6kuuWR/jbAP8251rZ2LEE8vMJ19YiDQNN18nSgmQGJLd9+SD5g/dd0+IFMfhTnWpP5dZAahrWbScR/tvH1CyvQggYNaoEt9ugvDyIYWiceeZAzj3Gw79fq6JSS8Odyr9L6H5oqsLb8hWrnplM1Qs2ZeNP5Jjbb2tVXd/MZk2r3cGFK6WO57QKznrw4saNhUWECBKJg0O//AOp0Jd9bxlCCN6YEWXy5wvIzw9gGKqF0P23T+VczxTcsQbSI+WEHI0lK6qJlhZQmNudXhlx1gYNViWL2LqeVEqJ0DREO/Q07GjkDRzI2Pvv54s//Yngpk3EmppoKOmO5mkggUFUeMCO4dPTycrvAYNGt/eQ25QuY6uTI6W6cG42tGCL5latrTRyOmWi9X7GknBLNbzYrDyEm1OMdZTx2mLDn2qhj0tVKXYmmm24tEJVWy5PqBZDAlgYg+khuK8AruooRQ3CAHPEXn7XC3o7lb9aa6D5SkCmQqAbUor2diphP5V/JpNgFIN7HM3Nq3By/Kw/tA9mOI6WkqYgYfOxncH8uEpM3kxWWRnH3Hknn9xxB9HaWqx4HHdaGuP+8pd9amgBvNWiPOTulM0gBBQXBqj9wyk84olQLGwKCwOt4TfT1HG5dFZNn052jpfqsE0iYWO6dOItIQxHMCi7jo1mHz5an0fDn1sY8tmj/O+fTmX06L1rA+PGTR/6sZxlBAggENjYBAgwlBGEacHApD/9yT06g1cyphKpr8ebrU72cG0t7twC3psVITfX36oW7/WaFDTPpLK8nAOGdoOWTbgNF/G4RbAlxMknD0SEGrGsAHNm1GJ4vUp9XkrCtbX0OeEEdFdX/gZA6VFH0fOII9jwxRe8e8MN+AsLme/UMcxZjiEtHM3Bth248iHw+He9wE5Ml7HVyYnJLUX28jvv2cCyuNKD6mLnfBaBD7dqgQTKINms8pQEqmy4rALuyoeJGVuqEzs6/26GtUloSBmRm3/0Ugk3c1stXJDZlYf2g4i+qAwpPaWtJLwpgVVoVcKTqQoL/3VglDFmjMUbtTZI2WpoOY6jRIE9BjMj2xpbAAecey6lY8ZQ8c03aIZByeGHq/DiPqbR/n5Vs0idL65sH0Vbjcvv32JYZPbqhculc8DQHNaubaKpMYJjO6R7LOrT83lzZTd8hk2WO86GlVVcd927PP74yRx00J4p6G/mCI7EIsla1iAQCDRGcTjDGI7YWlgjACc/9hif3H47DStXApA/ZAilZ55P86RZuJJu9JxsdFNtS05kNTHp2WIASAe32yAUjhOJJPAn4uSeeS099ZlsnDGj1d2d278/o268ca+25ceK0DS6H3YY7vR0EuEwtf5cPhaZZMpmwo0NDLj8dnL77OUNVieiy9jq5AS0HetdSpQ35j8lqoKuix3zUQilPMC2+1OyxctloLxEt9fCB2H4Z5ESSO7ovB9SgqtL7W23z5bg0lQS9LxYG4UTdxcpIfEJRJ9TTatdh4Hvkj0PRe6TsdgoFf89OLjWsm3bFundQS4GqanqSRlVoq2eieC7GICxY3szaHYdHyYdRMJubRrVr182tqYR2MHq04qK6D9hwt5v324wxgefhSVSE62hzKijzpd+O3Ha5PTrR48jjmDdJ58wqE8WybiLqrlrcaWlM7mpDL9p4dIlThJ8LgfTpfPEE3N48sm9M7ZcuBjHeEKEiBIhg8yULPF2xta3L2f8+9+Ea2oQmsaC55/n69tuQdSNpKJGx2uuJm/QIDxZWYSlnxJ/UvUyLCiFqrWqGlk6mC010HMA+qhTOGHM2dQvX07j2rUECgspHD58h9WkP2V00+To227jg5tvJtHSgmYYNCYSFAwdRd8Jp7X38PYLXcZWJ6fcUgcxuYP3NyWVx+bktP05qs6HP6VPpqH253d7oG4OzcaBWktVe7bYSnS0o5cqB3TlqdC27umUQqaep7W30Rj7D4TuUyE34YHY28r4ynxRJdnvD+waCD+g1osGrhMg8BvQsnb9XXNwSv0+FWMW2aCVgrNWhROFBu7zIe3/tX7F5dL5982HcvSSOPVBkzSk6i3odRGVcFw7haubN27EfPAhTvjoM1pcPmpOnsj6iZfhuN3cnrfzGzchBGPvuYcF//43S994A6FpZJWV4XjSiaw0yXSr3DXHtgnkF2AGXKxZ0/iDxxxI/e0KIQSBggIqZs9m4YsvEsjP5zSziReXltBiW8QXLSfQexB68eEMt6djJxLoud2RLi/htasZMLQY18QbYPRp4PEjgNwBA8gdsGsRWQcHGxsDY1uv20+E0qOO4syXXmLFlCmEa2spGT2aXscei+HeP5p37Y2Q8rvBp/Zj5MiRcvbs2e09jE7FK81wbQXU7uAw9jfh/Ez43z1R//0JsjAGl1RAwlEht4jc1uASKEMsS1NGS9yBXEOpa/+ug+/bt4MqVBh2YGVShUUlKvFfCOhlwsLe7Zj4L+NQf7wyssRWE69dBd5zVPJ7W+MEoeFnqjG0VqIS7J1apVCf+a9dJ9xb66DpfFSOVhYQU0ny3ovBM171tdxBb8slcbihCppS+QAeAX/MgyPbIYUl2tjIaxMnEmtuxp2TS13Coqm2DtdRYznrz/cxYC+ui3XLljHl6l/xwLcDsR2BW3fw5uaQO2AADQ0xRowo5JFHTt73G7MDYqEWZvzlftZMnU5avgr7rmv28vmmHKqbYOw5R/Hr355I0+dTmf3YYzi2jbRteo8bx5G33orp3bO8QAeHuXzLfOYSJ0E22RzOEXSn82txdQFCiDlSypG7+lyXZ+tHgBQg5PdztgQq7FWyn5tSd0YO8MD12fDXBrW/ai1VjegX0JLaty5BqxAlQrXumRKC3+Zu9XoH5KQ0WJZQhnmmgKaUPIgQSvH+9ZJ2NLRi0yH8Z0jOAZGmVOb1lPUqAur1tia5CJouTIUCTRynmmb6kRCFZFkrcSXngOuQnS/DKFVaYuGHU9uSA4GrwXPWLnfuIDe83QMWx1WhxmB3+4X9V06dSrSxkbQi5U0sMnQKS4oIz/yYwqr10LPnHi8zd8AAzpv8X+L3T+bh5zfizwmQmZ9JU1Mc23a44or9o61UOXcur1/2SxqWrUAKCWVZxIYVkrtQUpoRpTRjE+GaGk68+BKKe2TS4xe/YODpp9O8cSO+nJztKt/vDrOYybfMRk9dbuup522mcAZnkU/+vtzELjowXcZWJ2e0T90Jf3c632x4+TQ4sZNVz7UX52XC+DRYFFP7bbhH5amcuQm+jqZCiVIZYT4NMjSoc1QSfZtfG6UF6HtlFWkCbspVHs5VCQjbsDEJPVxwvL+dDa2WW8ERQDzVH7EaLD9ovVWvQ31U245BxiA4Sck0CIMEbsKOjc5yVtoB0pDMtio4LU9Vcr4WVO2ajvPDhLRtuwhg9IeMvROzNAQM6wCyTPUrVqCb296dCU1DGAbBTZvI3AtjC8CdlsaVd5xH7yPX8OSTc9i4McigQXn8+tcHM2xY2+vTROrqeH78OKKhIMJvImyQK+tpfOYTxM2nkPtBkEQohOn3UzhsWOv3TJ+P3P7993q9CRLMZx4hwiRJbYOI1gAAIABJREFUpF4V6GjM4RtOZP959NqLitmz+fbpp2let47cQYMYcu65dDvwwJ+cPEaXsdXJKTHhlhz4TY16vrkyUQAe4P7CTt7+ZT+TrcNRW4Vv0nR4sgjO2ghLE0pBPtuAvi6ot+FoX9v2oqyd9xKzHv4/qhZW4s/3M+LiC+l3xr17NVEVGurRYYg8BtIHzmy2bVwdBmcBOD7w/aZtx5CYpRTntRwcp5qQA6AjZZJ0arExmBluYnJkNuvkULr711OS/g2fG0FmRvP5je8weoi9S+7uiOQOHMiqd97Z5jXpODiW9YNb0AghOP743hx//A46CbQhsx59lHioBeHSkcE42I66C6kL09CwCVdTHJdwccKDD+5T2YYoUVoIkiSBjo5AIJEksViZWEbWY6uoWbSI3P79GTxxIhk99k4Go6Oy7tNPee+mm5C2TdO6dax+7z1mPvQQmaWlnPDXv9L/Zz9r7yHuN9p86hVCjAf+ikoV+YeU8p62XudPjWtyod6BxxqUFIRLg3QNzk+H07sS438wpS54tydcVAHlSdWQtdGGHF01oW4r6pdMYfIVV4AUeDL8xJuTfPKHR4g3NzP00ifbbsX7A+mAvVF5s0jw/SA4gBui/wDfz1U+V5uQ6t+oZ5HAj0mYpDQBSaGooJlMful6Ghdx4rabrxsHU5F5II7jIaHV8LLzXy7UT6eAzqse7FgWG2bMYN0nnyB0Hd3lIlRVhS83F8eyiNTX03vcuE5tCNQtWYLjOBBKKleuJpSb2pKYS5s55I7fM2jkWNzp32+T9EPw4SNGHB2tNSleIMB2aKqvYO77M4meWcrCASv5fMkdHOecw0GlY38UCfRSSr76y1/QXS6q580jGY22VuQ0rl3Lfy+6iHOnTKFkVBt7rzsIbWpsCSF04BHgeGAT8I0QYrKUcklbrvenyO/zVG7OOyHVsueEAIz2dk61845IjgGvdodPwirJvKehqsXaUptq/j//iGNJAvlKk8EVcKEZGnOe/g+Dz/8LursTx4eFpvKz7M/Z1qu1NUEV3kvOB9ehbTMOY3gq4dGmRTuAFnsDmVSz1BnI3dHfscLpj3AcDrW/4ELXs5y66QX+dd9CQnf+AjsrQMiOMFv/hpM5pW3G18Y4ts1/L7+cDZ9+iisQQHe7cRIJMsvKCFVWYvr9HHT55Yy49NJtvieRrGc9y1iKRZK+9KMPfdHpmKW5hQcdxOJX/6PulLaeFIVEq48x5NhTMNl5cquNzXrWs551ePHSj35ks/O7LQODAH5ChNTqUor3diyJFkrSfNeBOF4NLWwT92hMYyqrqec4jiOXDl55swuSkQgt5eVY8TjJWCylM5fa91ISbWzk87vv5rwpU9p3oPuJtvZsHQKsklKuARBCvAycCnQZW/sYIeBgr3p0NqSE+XGVR1RiwjB3xzQSPZrK6Rq/n9YXbVjDiHMS+HOj1K3SqVwcAEzioTiR2nWkdR+yn0bSRviuhcRXO/mAA04TbZoRp+eD7zqI/JVMIamRAVbapVwf/TNuYmTIJqTj8KV2JEE7gwcDl9LTXsuau98idv/5uHBRS23bja8NSYTDPHPUUVTPm9f6g/NkZVE4dAj2phUc/dvfk95vEPlDhnxPO+prvmIec1tDYxvZyGpWMZ6TWlvndCSGnnceH//vrTiWBVrKuHckeE38Sd9ODS0Li7Ws5Wu+pI46EilP7Ey+Zjwn0Z/t53RFibKJjRRTzCY2YaX+vHixq+owmxycDBO9KUmCBA42siLGih7LaNDqOYZjGcDANtgb+wfD48EVCBCqrgbH+U4DeXWOVM2b106j2/+0tbFVDGzc6vkmYJtbVCHEFcAVAD06sZu6iz0nnoB/vGlx73Sd5oQg42DIGwvDsuCvhdvqV0Xq6rBiMdKKi38SooGy6X4Ou6weK6ae5/V16HFII18+7kUzXHhzStt1fPsEzzHg+y2Ed5aXZYA5bCfv7wN8vwBzBGb8XTQtxi1159DgeOmnryBh62hIskQDS5xBVFGInuegf7YKrSFEZrFGDvtJB2wnbJbw2ZPfxuTLLqNm4UIQAk3XcRyHeEM93iWfcOoQ4IlzqUimM7loHMc//GhrNV6QZuYzDz/+VsNKItnABjaxiR50vHk8rVs3ig85lJqlS4gHmwHQC9NJ715Cj77Dd/i99aznFV4kQgQn5YE1Un8tBJnCW/Ti+u8Jqa5iJR/xYau2VpQYfnwESEMgSFbbyHgSza1jp/6EozxfutAxMPiczyij9w5FWjs6mq4z/KKL+PB3v1MvbOXZ0jQNx3H2WEajM9Pu6bJSyieBJ0HpbLXzcHabhIRvo0q7aKgH8tp9T3YuKr6dyxXXV/NtbU9kZgJ5Qk8q8zJomCcIjYTH3PBrp4ZVK9Yw65//JLZgLh5NkNatG2Nuv53C4TueIDs9ycVEK3+PJx1qKwEBmg6+LCgYGCWzz1kY3k4cQtwasxjIB2q286aAtN+rRtNtPo5BYA5iYAAOjsG0YBCkVC2bbEhWRkgmND75IIvEglpA0NtuwdDSOIhdSuy0GbHmZr555BFWTJmCY9uUjRvHYdddhz9v5yGoeDDImvffRzMMnKSSRDY00KRkXT2EE+Dx6HR3t2BWvcNnd97J+LvugKlPUN38BWJcDzQjS6mrG0Zr4ncF5R3S2BJCMOqGG/jszjvxZGRg+nwkWlpIhMMcdMWV2/1OM008xz+xUer+m7GwMDAxMYkSZTnLOYADWt8PE+YjPkx9QnnMPHgIE+YAhlJIEZGKbN6tf4PE0UU4MVt1c0pY6KW5SAEmJi20MJ+5DGEoXrw00kiMKNnk4GaL4JljWVjxOKbP1+FuRIf98peE6+r44OablbElJWga0nHQdJ1+p3TO8Pve0NYmQjlso9zWPfVap2ZlHK6tVL3mNp/bV2XBxbshNN0F1C1fzj+uvJfFsdvQc6LU/aoMx6+h2TGiHi+bQg7vvf4084L1mF99SlrVJpL5RWR6XPSub2DaNdcw8bXXCBR23qTknRJ9DieZwOWDrFJBS5UkGYVkDIacCpnDfkQVPFqmasxsxYAwKltdAgKMg8B77n4f0tF++LLKwo7YeP1RGpZbJC0NO0MQnroWvaIFz4B8inuWMIrD6Ubxfh8jqCrBd669ltrFi/Hl5SE0jTXvvkvtokWc9corO1Xmjre0IG1b5Wglk0gpMYSNI1QbJ1sCQiOJIN8VpfGrD7EerMCoWo17SE/smggtHy1CajPxnj4Ws08BAvCy7zwV9fPnseIfjxHdsIb6nMH0v+RyMkUT3z71FE3r15M/eDAjr7qK/CG7F04fcNppaLrOnCeeoKWiguzevTlm0iS6H7r9fMA3eB0LCw1tG2MLwCKJlvI4NdO0zXsbWI+DjYkPadkkFm1Cxi3MAzLJ8eXQhz7IM8qofaGSr6zVSFMgQxZGcSaiezoePFRSiUWSWcxkDrPx4CFOHJFKtD+UwxicGMjsJ55g8X/+gxWNklVWxuG33EK3g/aPbtnuIDSNw2+6CSsS4au//IVEOAyAy+cjs6yMQydNaucR7j/a2tj6BugrhOiFMrLOAc5r43W2KcvjcMJ6qLPBLaCboYQhH2lUukwjfjpe0b1mwfPPU+t0QzN0wqOzcQIGRkNMaR5FwIw2smD4kRRvWs1RbzxPIi0TIiGa9QzWezLo2VTFynfeYcTFF7f3prQNThCZakzs8kNObwESNENiJXSk/SNyo7oOBy0XDKna5cgg4Kh2N1mv7ll/wn3EKWnwSFM95bFC/DUNxLBJZKQxYvJzGKsbMDwesq1szoyd3q5hkMpvv6Vu2TICRUWtHo1AYSHB8nI2fP45ZWPH7vC7gYIC/AUFtJSXY/r9JCMRkBLbgSwv+DybzzG13B5mM6J8JeQVE/50I8HHvsB2JJrtEHx5Kd4rj8Z36Wj66H33ybY1fPEhNX+4gjTLwau5yA+uIPg/rzN1vUFGt0LSc9KpnDOHyZddxoR//GO3DC4hBP0nTKD/hAk4to2m7ziZP0SIeupTe0C0eu424yBxcNDRyftOIruDgwQSK6qov/4F7HqVHO+YgjV3u0kcmUDTNA6+4BK6NWzgM/0jqv31aIZBGmmECWNj48ZNBplUUUkttXSjGDdubCy+ZAYbXpxC+TNv4M/Lw5ORQaiykmm//jWnP/88OX33zXHYVww66yyWvfkmjWvX4lgWrkCAw2+5Za912zojbTqTSSkt4BrgXWAp8B8p5eK2XOe+IurA681wTSX8vkY16q224PxyZWj5Un30NliwLqn+nxpq71F3DhpWriTHq7wYVh8/WjiOcByEBGEn8deXE87Ox4hFUDE0dTenxaI0OmALjVBVVXtvRtvhHkuk0YvQQGipCV6TCA0SET+urOPbd3z7EuGFjMfA6Kc8XEZfcB8PuR+C0T4TcYYO9zUuYuTX7+GEkqTV1HLcY3/i0Jf+ge5yUTh8OIbXS9O6de0yvs0Ey8uRUn4/dOQ4NK1fj5SS5ZMn89q55/LCSScx4957CdeocK1mGBx3772IVBjRcLtJSoGuwbH9tVYdN4GDdCRGdh6aphGJJvni81XkxyTuHB8UBUj6BU0PvUv0rOf5+ta7iTU1fXeoe4aUND1+G2FLJ+LKojHuYlPYR6GopbcnyKJVEWrqE/hycxFCMPvxx/d4FTsztACSJPHgaTWyxHculVqqpXsuuZTSa5v3SihBJGxqJz2P3RxFz0tHy0vDPqWMb3OW8Fn8Iz6IfcTdax7hxjs/5F8n+Qk9fgCZsTw0NCwsXLjIpwALq9WjFSECoJToLclSfSmBwkJ0lwshBJ7MTKTjsOjll3d7P0gpqVm0iEUvv8zKadOIt7Ts9nd3FysW451JkzD9fnoeeSS9jjmGnH79mPXww63n40+BNr9FllJOA6a19Xr2JTEHrqyExTGlEJ2USlJhhBsijhK2FCnVdreEGls18o3sqIK9i23IGzKEojVvU2hWUVOfjczWkTHleBfCxi2b1Z1hdh5COippRqg4v5AS27b3qat8TQL+E4R1CTjIA2ekK6mHdsN9Iumlx1K95B3yB9jK6yMhXG8i055E6D8y8TSjN2S+DM4m9Vzr3u7lqAcffyynPTWRUf+8n2Q4jG6a2IaBNycHT2Ym4dpaPJmZ7TrGjB49EEJ8z+Da3Px51t/+xrxnn8WdlobucrHk1VdZ/9lnnPnii3gyMhh46qmkv/suM+69l4aVK8nv1Z3Dw5+TY0SxHAsN0IRkpV1A3yuuR7z3MBUVTUgp8UpBUXmEaLSFZukhEXYwjRBrNr1HS3k5pz7zzN7nDzXX4tRXkdD8SMshHrfQNUkiCb0zE3zWLFi9uoGcXC/u9HRql+z74vaM1F8LLcSI8l0duEyyyCKLExi/Tf4UQDoZ9J+bxZeNLWj5aVhYyAIfnDYArS6OsynEyiodDMmAK0JsXBqi9vbncN/XTM8rhpN23UBy01RoWlU+KtUtuZVEikjYOJmu7xmNQtdZ9tZbVM6ZQ2bPnhwyaRLZvbcvIuvYNp/ecQerpk/HsSw0XccMBDjp738nf/DgH7wPN1M+axbxlhYC+VtaE7kCAeItLaz56CMOOOecfbaujkzHq9HtALwTUs1hiwzI0pUCe5YGb4e3tMaxU7+9zUZXVMLYH0nOclsz7IILMN0mE8VdDPjgfRzDxHK58WphurvXk8jNpef8L2nO68amw8fhbmrADDVjWEkCtZV0GzyI0jFj9slYZkfhF5vgjaA65k80wXnlUGVt+7mqJEyqVJ99vVlVMrcZmh9vz5fJP+RJNs47jFWf9mHdt+dh9lhJ9sCz23DF7YgQoJeoRwdI8vVkZDDh6afpPW4cTjKJlUySXlJCTr9+hKqrKRk1qrV/YHtROHw4BUOH0lJZiZ1IYCeTtFRWktGzJ3kDB7LwhRcIFBRg+v3objdpRUWEq6tZsZWuUfEhh3D2669z9YIFnPnfaRQ+9gn6AUdi+gLYvkxqRpxNzxfnkX3iOVBYhgg1tiY6y0gIYjbScimvtK7jLyigdskSahf/gACGx4/hMsBxSCZUO3gpNDQdwkmBoQukhObmOMlIhIw2CEVpaBzLceSQQxrprRWIueRxCZfzC87nF1xAPgXb/X5ppDs55KRMsizSBvZG03SELWluDOM4ElMY6DJOWdq75NjVNDQ7xD9YQ2jNRkINSk7ExERDIHHw4mtdvu3W8Mxrxk4kWl9LhEJUzZtH7aJFrP3wQ759+mmePPBAFr/22nbHuO6TT1gxdSr+vDzSi4sJFBYiLYsPfvtb5D6c4BKh0A4nzHhz8z5bT0fnR5T8se94uhEWxGAOypDyA14BzRIaLNWeJSnBrSk9RAsY44OjfDtfbheKzNJSTv3nP/nm0Uc5++UbGPDUVGZedANOdgAHL8O//Yyhj97F+3c8weyzr6SybAA9Z35MwNQZO+FETjznjH3SUkNK+FOd8lTmpm4QM1CG1rNNqsE0wBMNcE2Vkt6UwMtBGOSCOWVKrb9N0Py48i6h95mXtNEKutgV6d27c9ozz3DAuecy4557SIbDROvr6Xn00Yy57bb2Hh5CCMb/9a/MefJJlv/3vzi2zcAzzmDkVVfRuHYtiWiU4IIFJMJhNF0nrbgYVyBA5dy5DD3//O0vtO9BaPd/jIa6OGwzpV37GMV5D6B/8zDJWBzL9NMQSSCE0lDy5eQob5YQhKqrdztx/Xt4/BijTyHr3VfY4M1nqbsHUkqykkHmr4+jOUlAQ8YjJBMJDrr88r1bzy4opjtncy7LWUaIForpThm9dyl+ClAwdCgGBp6EF93lotnREBKQkri2pWrQjDdjSbBdAUjYaLaXrBfLabjUg8zyIITAi5ckyZSERBQbixw9l16lJzP3rUdxBwIYHg/VCxfiJJO409Nb+1smo1GmT5pE7+OPx5ORsc0YV7z9NqbHs03rL09mJuGaGhpWrSKnX799sh8Lhg0DIZT3zFAmh0zpbhUfsosG7z8iuoyt7/CvRpga3vJcAiEglPJk6YALlRyPVOHDn6XB34tUB4gudo+cfv0Y/9BDDJ44kfRJkzjmqVsJFRTjbWlCblhHz7PP5OiK2cyoWUHVqCMYeukvOaPAR/Gu57ndpsmBDUko+E76RoYGH4ahvwtqk3BttTK0Nv9YHGBxQuXy3fMjLYjsYgu9x42j9JhjCG7ciDs9vVVvqiPg8vsZdf31HHbddaydO49ETTWR+nqSkQhNa9agu1zqxkRKmtavx5OeTtZ5e1mjlJaF5/K7OLbfOD763e8I19ZiJcrR0cju0wfT61UXUcchq6zsB21X90l38PgGi+fejBOMm4DgHv9o8oa7OG7mc/jsFnIKSxh9w/WUjB79g9a1MzLI4BD2vHuBLyeHw66/nq/+/Gf1wudB7BMz8BfmoXmyqVvXjHA5iHic5NxIqyqC12viWmwjbpzFgW+ehWU49KAnbtwsYykhWuhBT/rRH/N8k6zcbsx/7jnCtbVI28b0erdpJG54PMSDQTZ+8QV9TzppmzFuNvgkgOO0Gl1SvbkXe2v7pBcXM/zii5n79NNouo7QNOxkkj7jx/+4JXy+g9gshtcRGDlypJw9e3a7rX9pHEashvgO3jdQzZ3N1I2ALeGGHLg1r22bEf/YWfrmm3z114exolE0Af0nTGDUjTfutHR9XxBz4Jj1kKlte/w2JqHCgh6mCh+W28rDubWdZwFFOmzavnh0F13sF+LBIB8tWMFd60NszCzAlYwzcub7HPPlVILLlmLFYuhuN0IIrEQCaVlc/s035A4Y8IPWG2tuZv2nnzLjvvtIBIP48/ORtk2suZm+J57IsXfd9YOWvyFic8AJL2KGIxi6TVPSwLLBSdj0P6iIF64bxohDSjucrtR3qVm0iJXvvENTxSYaDvNSc7Qb3e9nQ3mcZMJBv2Mm4sPVxKSbbt3S6NMnm2QkguZy8Ytp0/Zo+x4ZPJjgxo3K6N0c6pUSJ5nk1GefZeDpp2/z+VXvvcdbl19BItSCZtu4/H58+flklJRwzltv7VWz+x0hpaRi9mxWTpuGHY/T+4QT6HHEEbssVNgRURvmxiCgwSBP+15/hRBzpJS7FNvr8mylWBiDyzbt2NACsIEkoEvwaRCUMCsKS2NwQJfkw14xLwqXDjudFX89mUB9NQPyMnmmXxpG29pZgGq/MyENXgtCoa48k3EHViegt6ly9kIOYG+j/tRKVz1EF+2BdBzql37EvH+9wMx51Tx16R1I4SJQU4GekcnXx5xGfSzBhGpVsRuurkZKien348vJQXe5sGIxNMNoDevsKZ6MDPpPmEDPo45i3rPPsvq99zA8Hg68/HIGT5z4g7fx7VmVWC0xbN0kuimCE2lBuHR0v5u+w7px4KG9dr2QDkDekMHMCX/FPGMNjtuC6iCuBSs5WBvAsg2jmLcqSn+WUtQ9g+69skhGIkSbmjj6//5vjw3Joeefz2d//COxYBBpqaRTCfiKumENHUnMUXOeFYvx6dvv8taf7sMx/ZDlJ56ZQ/c1S4ivXs0xf/wjsaYm1StzH6RrgPKiFR98MMUHH/yDliMl3F+vHlFHzcc9THi2GxzcwdN4ujxbKa6sUHlaM2PfrTvZgo66wGqoUFPUUTk7SanytX6XC0f699+Y25INSVWlV2iocNqe/O4dqQxTcxffqbdg4GpVxelNfTYsocCAFb23eBB3RosNd9fBlJDyOl6cCVdm7/6dTsyBP9TBByHVozbsKANrcMrYC9vwSVSdEzpbzgEbuCoDHm0fPcsutoeMQeSfEHsTZBzcJ4D/SqXj9SMh1riW964bz4avNhAsT/D5hTex6LgzCTSqxHXd5cJIS6NRM7nwutMZOGwIjuMgbRspJZHaWvIPOIDaxYvRTZP+EyZwyKRJuPwda+J6+v11XP2raSQrmxFSgq4p7bmkw4iT+/HtGz/fq+VKCTMi8HYI4hKO8CpdNXcb5V7OC37NlIoXMMIS3RY4psBO0wk8sYJzL7qP/MGDWTV9OrP+/ndCVVV4s7M56MorGXjGGXtsbNmJBA+VlhKqqlJVqkIQying2zMuZt3J5+IL+Bk/+z2ynn2E8riNbRg4pgoxuyIhYt17MbRyFTgO3uxsdNNk8DnnMPKqq7YJTbYnLzdJrl4TIbB2Oe5QkER6Js29+lPg9/J5L3Xt2N90ebb2kIVxyNQhT4OaHbgsNidIC5ShZUNrj/uFcbi+Gh4uhNEd3MLeGZaEO2phekgZlXGp5BAe+k6vwu0Rd+CJRiWjEJNwoAduyoF+O/BSPdqgjJvAVhNdmoAaC14Jwvm7qKyPOXDoWlibVCE+CdxcA59G4JXdVA/waHB3PvwmG2otaLThpuot7/t16GHAeksdbwd1/IsNeOAnmq8lpTrWzzTBvDiM9sIFme2csyglBP8HEl+Clq30u2JvQnI2ZL0EwtOOg9t3zPjDGVQt2EQiItHdOg09+2LEoghhg9CxEwlMx8ZweQnnFhKqqcGblYUVixFtaMCKx2lYsYJAYSGOZbHktdcIVVcz/qGH2nvTtmFs/yys+rA6rqaeCosBSDZ8tQHLcjCMPbeQ/lwPLzVDs6PmmacaIU+H+/Lh5xlqzlgSU/mYc+LK431DLvw8fe+2Y1bsC0SLhS7VpVZLSgjbhCZ0Y8OMGeQPHkyf8ePpfcIJWLEYhsezW0ZW45o1LHrlFRLhMCWjR1N27LHULF5MoLAQw+MhVF3NymGjmT3xSpKBNHyNtcRqq3i59CDG+zJxRetwjJTXStNJ+NLwVGxgk6OTF2omb+BA7ESCec88g2NZjLr++j3e9paKClZMnUqktpYeRxxByejR3/OkSimJNTZi+nwYnu3/RqWULH7lFeY9+yx3nnMzmRLMeBSEhicaQQs2Uz9gKO/mZfHL9lVj2SldxlaKboYSKz3QA19E/j975x0eR3W18d+d2b6r3i33igE3wBTTAqEFCAmdQAATIIQaCCQhEAIBEvioARJqGqF3ML2YbgwYbGyDce+S1dv2nfb9cWa1kmW5YWOT6OXRI7PanbYz9773nPe8B9a2dgsBjhIS4UOiLjoSQdGQXolBJQTiu0y2nugQc9ZmA1ZbQi5mp+HdOCwYBp71EK5rm4SklepS1Tc3BWfXwhMDJEK2NhZkeo8iLsj08gcXjgOn1cj7FEKEghr4HHg1DrNTMH4TUrvlHvkxHCGVHRbku+c6widVpyUe+b6PisBvS2Az5QbbDFELnumAhANH50HVxixWHRvMOWC3gmcHXk9WcWMjvJ/MEc8H2oTkfjF0I7e5NWDOh8wnoFXlWLZeBdZqSL8DgR9sowPbcsh0LGHZe4sIl4aJ1nWgFPRbOoea4eMIJKIoTW5Iy/WkO+i4H6G3NlPz6aeESkupGDOGVdOndwr8da+XSFUVqz76iLblyykcPHgbnl13OLZDwDRJ2Q5O2oSM1dmrsq0hxtNPfcnex43l8XbR2u7khxMLoP967r9lGRnfbKDRylWTt1hwdZM879VeOGC5WPl4kQXY5Brx4Pv1ZgRIkwETlbbAlxsAVdrBLvWjB3KrUKXURnUjcGybt6+6ik/vukuKERyHWQ88QP+99mL0scfSunw52DZ2KMzUC67FH2vHY5qYDmimSSS6EtMBTzZS5SAXQVPYKOKRfAZ6ZVTWfT7C5eXMe+opdjvnHLyhjZ/YlkydypQzziDZ3Cxu/V4vg/bbjxOffbZTi1vz6ad8cMMNRFevRvN4GHnUUex1ySU9SNesf/yDGXffjScUIhqMEGppkF6SOqDreJMJ9MY6moZu3/3y+ny2XJxZCFFbNFn7R2APLwSBKuDQMOwRgkkBCCsY7c+llUAm+rAmlYlLjG11BlsGT7ZLem+llZtMAZaacMiK3j9Xm5HP1mTEu2pBRnRtCQee61j3Z8YHZPtdM9nZf4/fQCDiiQ4hdpD7HhI2WErSmO8k1v/53uBVcEsFoMQCYnYKPkpWke8aAAAgAElEQVRCCon6nVEIvyvbekRr3mK48Hq44Hr4aNaW2+6z7TBwoZj1XlIHIxbBtRsyb7bWQNsJ0HYOdFxOR9OPmNt8O9OTTje9mo5MXket3HLHu8mwVsjNtK6ogLnoWz+crQEr1SIGpjoEi7zYlsPY957Dn4wRK67AUDrpYJi2UB4HLf6MAy88n0Nuvpkz3nuPE595Bl9+fg8NjlIKpevbXUeGysoIhREfIWWjpQ2UY+NVNho2Hiz+dM2rHPNpO091iMby8Q44pUb61vaGOe7fVhuyYNbI+SQ6DvyjDX5XL0QrogkZC2vy3puaJJq7qegfHIxT4Mc2c8Z9VkjhXRpn6IHf3+TtzX/hBT6/7z6UpuELh/GGw5ipFLUzZvD1889jpdPoPh9GIITt8aBZJo5tY5sGYouqMLwBdCOTe1YcUKbkbSLRNvKrc9oI3euVwocuXQGSLS3Mefhh3rv2WuY980wP13nLMHhh8mSSzc2YmYw0yk4mWfzaazx14onYlkXzokW8etFFpFpaCFdUECgsZN7TT/P+9dd325aZSvHFgw8SKiujdelSKr+eRaqgGBQo28ZxHJKFRVR9+RkTQ9uPJGpd6CNbLg6LwOUlQjAaTPB74U/lsFtYVj5xWwTxR+fLe3wIyTId+f8BHiFrw7eP1PZmI+lAjTsurD1tvZcSDdPayIoWVxtCShTQbEmLI4DFvUSpflEExbrYapiORJViDgzxwtHrMYh1HPhnmwyE2WNU5NK70NPOYVMwLgAvD4R9g/K9a0hEc5kJVzTAw5viw5f5ANp+Bs2HQceVYC7r9a2/uAbG/Bj+9hjc/Rh873Q49bfdyejmoMWUKGCbAxnkJw5c1wTvZW1OHAfMVWDW5HYYvUpe08tBL2exVcqR+sMUKDFczF57C7lGs9NyvbYJdHeC6HGxFOiDv+2j2SoIlI6jeEiEVFua/KoAHr9GsK6OY6+ezKgv3odIhH4lBVxZYHD3BT/Fn9e900DFmDHdTDBBIiWOZRGurOxsErw9IBDwcP75EzENC4WDRzmdX+3AggxrTEXLtCVUeCQiVekRMnRnS+/bzHfHiwzdU95KSVZilQEzUrC2JNynybg4fwPR9nVhkndfCocMwizwYDgG6aCNrWz2zzuUggEDNnl7sx96CDOd7owOKaXQfT7SsRh1M2cSKCggHY2i19UQaVxDJihavGxlYayiGo9lkAmG8cWjaKaBJ53Cm4wR32Esg8O+bhEsI5mUwooy6f/YumwZTx53HB/fcQeLX32VaTfeyDMnndSt7c6K998n1dKCZZoopDWSpusopVj61lu8csEFPH3iiXSsXo1yX9c8HvIqK1nyxhskmpo6t5VsacE2DGzTxEgk2PORu8CBWHE5RiBIoqgUB8Wez/+TPbfzIrU+suVCKcnZvzFIJtq3BsElpfDsQLinSnQ9UwbCg/3gN6VCrpKOXMDR7tOZdOC84m16Gt8YB4dl8lybaGlING/VWpG7DxMwejH8pVWIVrst/lUZ1+y1zsyJzddGRIcPBsMBoVzhwY8i8N5gWF/VsYOkfIe6xNYil440keKFYzdTY5FFWMFb8Vx62KfAjxDCaxs3ciPJF6D9EjeyYkP6TWg7HczlPd765kfwwNNyH3o98mPZ8MSr8NoH3+xcHmgVcgU5Ugpyra5vBJLPQeNwaNwBmnaAxl0h9aqkD7Vck92ErZMhSLnqGQVxbec6Oyt86/DsDJ6xYK8BxwDHAqse9BLwb3oEYXuE0nzs9/sbUcom0Zogv9pLsFCjv9PMVb5WPp1YzoeHj+Wcvcfi8fesIhtx+OFEKiqIrlmDmU6TicdpX70abyjEMyeeyL/3358XzzmH1mW9Lwi+TVxxxb6cvHMTSvqw49EchhalGVGSJuEJEEymur2/WJfq8N6wV1AIl0/J4g7kdzaVuNwQ+UCHI4uGuC3jWcytRq7cjAVcFf04IXIau4w8mPLhOzAyfwynDfgle+23eS1qMh0dnS2aOqEU2DaeYBAzlRLyohR7//MmzECIeFEZmXAesZJK/Iko1S1rKGpYTXvVAMxgmFR5P8pOO5Ob77qBYEkJsbo60fi1tpJqa2OPiy7qFMh/dPPNGIkEeZWVhEpLiVRWEquv57P77us8nHRHhxyfbXcO5OLn6mAmk3z1xBNEa2tJtbdTN2sWSTdqpjQNTdeJN+YG2GC2ejaZRFOKypWLOOZ3pzLig1cJtrcydPpUjrnyDI6aNAHvdm502VeNuJlwHHgjJnqVFYboes4vgr23r6KeTUaLBZULJJ0K3SNHOhDdIVe5U2PAuCVSvbd29D7rQF3igblDc70Gs7fbN7XHOXW1CONbLYmcZQlXSMHbg755GbDlQNkC+XfXqkrbEVK9ZuQGCgYcE1oOATQRa3duuB4CR0LeH7q9/ftnwLufwtqV+IYJxx4MT30D/fKPVsAUl211vewOsKtnBZ/l7yaVfCrofkFJUCWgF4Pev/P9s1KA3cFfkmfyH+O0Htsb5IVlIzb/OL8x7Cgk/gqpKXL9/d+D8CWg99uGB7XlEVv9EQtfuJ32laup2mU/hh5xGb5I2YY/CMQbGvj8gQdY9vbb+CIRUq2tGIkE4fJylFIkWlrwhcOc8MwzPRzHtwWa7rqSw69PEAlqBL02mgLLsvnQM4TRt59I+c65lkkJW4jUq+vp3rMgDWfVuvcyYk4dUtBiw4QAtFtiWLz2rOgHPhsKO2/jOosP/vxnPr3rLoxksjO6ZRkyWu9w7LF89dhj6H4/useDbdusKKxg7g9OomPQcIasXszE6a/hXbIAyzCk6vHYYykbPbozCtq2YgWz/vlPamfMIK9fP8ZPnszAffaR/WQy/GPSJCIVFd08uKxMBjOTYfI77wAQq6/nr6NGkY5G0XRdKmG7tutRSqpfNQ3N40H3+ei3227YmQzpaJRT33yzW3Xs7AcfZPrtt9O6bBlK18l0dOBYFmjSDrzfxImc8cEH26xisq8acStDKTg0T37+m1Csww3lcNlaeh4HOG6tEum7WoR4dIY16PmZn+QJ0UrZQkyfbhcd174huLhEPFI2BxeXwPl1opPbMwB1lpCix/tvmQFRV6LbaLe6ky3DkfRl2oH1fvV2Ezhx0MoxbI1HU/vzdGoSYRXnTPN9Dop0J5ztUXqGE11kvqEOcIQfiK9784PUHOqsEEWaH78y5KCcIDgtYEdAdYAmYcLBHoe6TIwCPYgyunuP+YD/bGsbDC0PIr+D8OWIEOW/M3Af6T+JXc7fPNf0cHk5+115JftdeSX1c+Yw5ayziFRWdlbAhUtLidXVseTNN9npuOO25GFvFkqPmcxlr/6Wmz8fTDTjAcfGsRwOObaMJSMrReztRqpabal+Xh9G+SVy/lIUnolCkynpwTFe6YNbqMn/d22N6kUWjxfWwd8qJQo/yr9ha5utgQlnnsmyd96hbtYsSfs6DkrT2Pmkk4hUVVE0ZIg4+6eETQ5Pd1D9jxsoGTWK/OpqnNJC4vYQSkaN4qAbb+xR+Vg4aBAH/PGP69y30nV0nw/bstC7kC3bNPF1ST1GKiqYeO65TLvlFmxjHYOX45CJxVAeD75QCMMwSDY1YWUyTLzggh42JGNPOw1ffj4f3nADjV99RbC4mEBREbZhUDlhAsc+8sh2Y02xPvSRrT70wKWlMrhc2yj9IP1I9drDa02mi1wNg+Pk0oy4v73IIHiyW4r7hwZ4KyFl1mGk4nNOCp4cIARvU7FrEP7VT3oYLsxIRPGMQpdYbCH8tEA0IGlHHhQTGWh3DUDJho5ZKwR0DNvmkNbr+dQYRfYKvZTeh7OB27v0MT7mIJg1v1vkHds17TvzG855Py+CO1q6TyBZ7Od5n+V2f5baHsZ6VhDRpKRaSu7Hgb0SrDpAUaQczMA40upIxtkiiteBPYPwfxUw+Fswot0oqK7J0j70hli9eJz0sBpQitbFi6mbM4dAYSGFAwcCMqlmNTbfGqpHcMI91zP+7/fw1rQaUr4C9v/JQYz96XHc2ap4qiO31ptcACdthHxAU3BUvvwA7L409zzHnVwU3wGKFOiaOJZPT8BPayR6FnYtY3YPShbAy7fTPz1SUcEJTz3FgilTWDp1Kv78fMacfDID9tqLzx94AE8gQL+JE7HSaZSrlWpZvBjN45GWPrZN+ZgxHHTDDZv8PWq6zqijjmLeU08RqaqSdKZtk2xtZY9f/rLbew/8058wUik+ufPOXptQO6aJLz+fTCxG0fDhjDv9dIZ+v2fKXynF6KOPZvTRR9Pw1VfMf/556VG6334MP+ywXi0jtjf0pRH70AMpG+5vg/ubYbkp0aMKj6zmbq0QMeprMbirGd5NyMAktS6SzgPIV0KIpg4Sg9TjVkO53l2YWmfCL4vX7adlO70Xl60TVgIyb4E+CHzjvsnpd6LNgpNWi4VF2hFPrn4e+Ec/GLMxz3fsLh5saeC82BWESKFJJ1pM8sng5bOhck0Bmlphn1NgkVvxmX0qD9gdpv5rM0/AXASJh8Gaz62xH3Fl9FjS5BiRDvw7/Gsm6i/T6JQTUWnGe5dKCg4T8u+XVFz6NbDrwbsb+PYBtWVcpfuwbdG6dClPnXgikfLybmmh+i+/JBOLSXTEcSgcPJiy0aNpWboUXyRC5Qkns9PkM6iwRai9pVzGNwftlowjVZ6cVcum4pxa8Uks0UUSMS0hiyqvEo2Xg8grNODAsLwes6HeFL+9Flv0XOcVw+FrRazTthsF17Y+GYvW1vLU8cejdB1/fj44DvGGBkpHj+aHDzxAq/v9bY4wP4tMPM7Uyy9n9SefoHQdxzQZdthh7P+HP/SILi2YMoWXzjmHeEND9zRiFkoRqapir1/9ikmXXrrZx7StsbFpxD6y1Yce+G09vBiVqkQvbrWZA4N9QjaWG7DUZVdZPWo2suUgTu5jAnBbhaT0ZqfgN/VQtlYctcmEgyJwXXnutVoDbndJnFdJO50Lirsbn/ZA63mQeoDOBjqqAkreAe83b1wYt+HNmGg8Bnil6fjanmFpG16IwisxOeaj8+DQCOiYHLV8FVOTFUSUGzEiDMpHzIZryrp79zQ0wx0PwbNvQtAP5/0EzjpeTBZnpeSajt3YRZwxB9rPEaG4CrPKiDPLGMzvU3cw36zCj6RKx3sWcnfwJ+gkaHGKmeiZh4c0eCZAyeugracstA/febx1+eUseeMNAoWF4Dg0fv018YYGNK8XbziMUopUayu6z0fh/geyOGniqV2F7fUT8HkYEPQy5sc/Yo9f/nKjfKK2R8xLix+g4YhdzacJ0aAWKPFTTLuV6BU67OaeYpMpVhKDPDDML+Sr3YY/l8FheaIf+0szTInK+DnCB5eXbsLzu5lYM3Mm7117LdHaWgD677kn+199NaGSDeRXNxEtixcTra2lcMiQXslb3ezZPHzooaTa2rDS6S5WEznOMfKoozjhqae+MWG3TZOVH37Iig8+IFBQwIjDD6d4+PBvtM2NRR/Z6sNmYZUBx6ySCpw1lghIQVZngzxSDJBGnN6Vq5VosyVKElSywjw2D8q9QkCitmxjjSFtf/QupKnOFO3VKa4ON27DcavENqJUz5kP7hqAeythkSEr0AIN9g7JwEjsbxC9EKF72eC/CaoMKuq2+HLSsm0+iS3lixSU+io4IJLH1Q3wcVJWrxlHzqu/FyYXwstReD3uENGy6iY5npgNN1f0Xr3aYsGXKfH9+SKdS5VMCMCrAzfs5k/bZIlsabKDaQkoUk0sdXbh7PjfyLhal7QDJwQXcIi6i/5qNhN9NeiBYyDv924qtA//zbAMg6+eeIK5jz1G7YwZpGMxrHQazY10KY8HxzSxHWgZOxGCIfK//BxMk9ZdJhHwaIzoaGDoQQdx8P/93zY+m83H0gw84hqkFmqy2Gxx126WG2XfN5wbDz9LyjM82CuL0JgtxqcO8tx/kRL/r/5eGZXa3G093n/9xqsbgm2arProI+pmzyZcUcGwgw4iWNx9EHEch2htLd5gsMffvk04jsMjP/gBy997DyuV6vkGpSgePpwf/etfDNx7783ej22avHHZZaz88EMATNdr7MDrrmPE4Ydv9nY3Fn1kqw+bhekJ+FW9rNyaLNEngKz6inQhW2ElKbUsMm6PyK+GQakHnu8QvVexLq7uSRu+TMvnhvpkkm+2ZHtP9Jc2SQBTOsT7qWvkyHGg3oI9gvBJMrcoCii4owp27RgE9iokBtf5KcCColchcMgWuzZpo4ZLVs9lhjEQB4XCwVQVGKqEwV4hobNTshK2EL8wXYm2LaBy/RpTtvx74fBclWbX8723Ff7dDsvS0GSL+DxPlxL1mC293J5YXybAsaFpYjc39U+SgGNRoFo5JTWdxRmJwjlISfwaC47Jgys3rqitD/8lcByHJW++yfvXXkvjV19hGYY0qdalRY5tWWiahqHpdAwbjd/M4KurAaVI7DieZCjCWJ+N3tzISS+8QF5V1UbtE9ahFduOELXEjHmhIc/xPS0Smc8+w+/H5dEa4xcy9nVGxsiEk1sYBZE0ZESDAnfxeEYRXLiZ/MdMpXjlgguomz27U5HoDYc5/G9/o3ynnb7xOW8NpNraeOSII6ibNaszLd0JpVAeD/5IhJOmTGGQW/W4qVg6dSpv/PrXGLEY7StXYhuGa/6rM/zww9n1zDMZ+cMfbrX7bWPJ1n9nuU4fNhsDvTJ4FOnyXGSfDZscndHXumc1JMKVff2BViFQQU20VylHIlWeLpGw74fhn/1yRAvEwmHtx0G5+ojXYq7mC0ljzk7DwSvg+vhZpJy1Y/PuVsyl3/Ry5OA4TGl8io8zg6nQYlTpUSq1DqJWjNWGSM9XZCSyFdDkXIOaRPtGeV0jUde7R1dwT2VPogWSPv17GxRruYih5X5Wudt8PZ7zCVo3FGhFiPOZoNoDiiRtlFHlkQhk0hGdS4MF+7jVoX3438L0227j1QsvpHHePGzblonKsqTKVCkUSCNrTcMJhtCSiU4C77jWA6bSULpOvL6+9x0BtmUx+6GHeOiQQ7h/t914/owzqJ8zZyuf4eYhT4fTiuD6cjizCCYXSZS90ZSFosetVs5XsNiQcS7hCMnKSioSSJ/dWlPes8KAr9cR4NlYfP3cc9TNmkWkooJIZWVnf8t3r76a7Slo0hWBwkImv/MOJ73wAuVjxnRW/yiPR/ok2jbpaJS3fvObTguLTUGqo4OPbrmFpq+/pmXRIqxMprONkWOaLH3rLd65+mo+2Q56f/aRrT50Q7VX9EYZO2dxELddLZYG1bqs4Lo+2ylgR3+OoK2xxLsmaktE5fOklFMvNkRU+oOIvHd6QshJFqP8PR0kHNdwME+DDltWmiApRNuBx42TuTX1q7U+5TYaChy6Uee8IgN/bpQeaPe3yP56wFrGK6lhRJSZy0wqjUIVx3AsUo4Mwl3Lwb1KonuaBl8MgRvK4KpSeL0awnPhNzc73Hb/NGrmHQz1A6D5YD5um05QCcnKSko15JrbuMUIzgbIllIQnAx2ixh8Av08GQbq7TxnTKbZFpL18yJ4qBqe7A93VMr33Yf/Hcx/4QXeu+Ya4vX1GIkERjyOJxQCpcS127LcBtAOPp8PI5yH4w+gMmkyldXYHll+hW0TbJsCt2qxN3x2zz18fPvt4DjkVVXRsnAhL/3iF7QsWfJtnG4POI5DR00NrUuXrlvA3QXnF4ntw0Fhsa35Y5mI4htcA+ekS7Q8gMI19HQcHOS59St5T+wbdFhY9Mor+CKRbhGaQGEh7StXdmq0tkfoPh/DDj6YvOrqzsW0Y5o5Ym+aRGtraVm08W21Gr78kucnT+aOwYNZ9vbbuTTlWqTTSiTwhkLMfeyxbs702wJ91g996IGryiR0/mi7GJcW6LB/GE4tEAH76bVCpJRLAPI0uM/1jVQKdvAJgVmYEaGoicSaPAhZurpRRPSagvIGeGkA7BSQSp/7W0WYX6pLhK3FlrRiUEk7IEUugqYUlHjKeNH4IRcF7iRPJeiU6XsPAc+QDZ7rjCQcv0pSpgpp1Hx3ixgjdmuq7KTwY2CvFYouUR1oyqEjG4WywVQyuBZqcu5+Jdt+vhlmdcDvM6BsGOss5Z6Rv6KtPY7meKkq/ogTOYM27RbmqSOJKIg6XVZE7qA+xNs9jbtOBE8GpwOSD4PjoKFRWXA+v/YezUmmnNu6moP34X8D0TVrePv3v0dpGh6/H6XrpNvbMWIxfHl5OJaFlU7jjUTY6YQT0IIhEp/MpL3fIEI+P5bHg5FK0R+DTGsH4ydPXq8+KBOPM/fRRwmXl6N7vRjJJPHGRuL19Tx57LEccuutDDnwwG8ttdhRU8PbV15J47x5oBTh0lIOuO46qnbZZZ3vV0r64+7RxSx5j5CI4OenswshBz2TRksmUJqON5XEUQqrtJy0owgqGWc2Fx6/v1dSuC0rQjcW/ry8Xo8/Xl+/0ZGt1qVLeemcc0i2teG4zvmZTO+9lJItLQQKC2ldtqyzCfu2QN9a9r8ECVsc7R9vF3HmN4kq+xT8rAjeGgxfj4CPh4qP0s4BOCQP3hwIpxfAXiGxbpg7TCJbWRyTJ5GsFluiXl0PpWsroLCSsPxPVouOKaiJrcKP8iSaZjrwwwhcWix6qFQX4mE4cpx53nzw7EiH2hNRNxVB+NdQ/ErnPh1HKgpPXA37LIPz1oj43HHg57UyAAaVRMv8SgjhH9ZuyeMZzo/9H5N0vNhOtqoG2gnx/UArAzySeki65zUma+lgSTuiA2bCu0ugbYW0HzTaHebsO4CZeROIJotZUjOIjFWInwzHaLeiYbJToLutRtxN1f6lciO+RKVB+DwofhMKH4eStyB0JqVexYRgH9H6X8cy1+07G6bVPR58kQiO42BlMoRKS9n9oov4VU0NR/397xx5151c/fGHHPDia8QefY3AEcewQ0BjRL9y9r/6ana/8ML17i/hejzpXi9mKkXdrFnEGxpQuk60poY3f/Mbvnz88a1yrrZl0bRgAU0LFmBbFrZl8eqFF9I0fz7h8nIi5eVkYjFeveiiTu+xjcHEIDzSHy4qlvFDz6RR6TSOUji6TrCtiVB7C/2++owqD4x0o/+bix2OOYZMItGNsCSamqgYN45w2fYvtnRsu9eCJd3no23Fig1vw3GYfvvtxBsbpcIR8Pr96+3vZhkGjmlu82vUN+T+F2BpRsz2lmeEkASVWCo80C8ncO8K25HQt9+tKEzaYi0QVEKoNuSMvHMQ/tZLlfeiNNzeIsLQqC1EwUYISMJlXYpcisxxYF4Gdl0qFYaXlcDPCiVq9nQUXorlyJmGRHZ8iBVFvg6zkhDS8kiVvNGzg6yL56LSAzBPk59ZSTg7KZ5hizNy3ln/L12B3xEbh25QPg4pOZKZ5ls8n97fPQ+bCt3mr9XFVHtFk3F3K7wbF2LUbkNEwaNLYWU7kAGluw4QBpgdOrcVXsx/1NkARBNBKvLaSNBMOt2ATT9G+aS6sUSHXYLwuxIYsykV9lpYfvrQhy4wk0l0nw9/QQHp9nZ0nw+P349tmmKc+cwzVI4f3+0zAU36xx4/vhLGXwFcsdH7C7teXlYmQ0dNDbZl4fH7MdNpAuXlJAtLmPLMv1h42F4cXNCPfO2bR2oav/6aaTfdxOJXXkFpGqGyMgoGDmTcqafSUVNDpDznOePPzxfn/NdfZ9xpp23Sfq4okwbWn9XUEysqxVEagY5WbJ+fstVLOeipe1n6wHPUmRtnutobRhx2GHWzZjH/+ec7I4D5/ftzwLXXbv5Gv0WYySTevDyMjo7uf3D9tjLRaK+fTbW3s+qjj5j5wAMsf/ddbNPs/NF9Pnzh8Do/r3k8OJZF/732onDw4C18RpuGPrL1HYfjwLm14sauu6X8bTY83A5fJeGRAaKFMhx4LQo3NUtlIEjZ8lAvTE3I3wNK/GDu7QfjN9MP5l9tEpEa5ZfjyOq90k6OYIFrDOiIcBxEED43BUesEMLYYOXe7wccJTqwQiWfbQfWmELEwhqcVgP3VokXVbaC0YMI8O9uyVVGglRMNppS6t1bANBexx+0wH5c0X8wJ8feZ15ap9g/nN3yxuPRJN84yCuu87sFhMg2m/DXVrBrgIhrzO6mEbILvMbmMuKhMF7SeHQbDwZDPQnOjxTwcQr6ecVrbMD2343ifxKNphD2Mg8M8/ZcuDvuwsaruhv6bmtU7747n917L6WjRtG6dCmJpiYcx0H3ejni7rt7EK1vCm8oxLjJk/n8vvtItrR0Ei80jZXDB8H5g/FU6kxteoh3M3kcl3cg+4fGbvb+6r74ghfPPpumBQs6DVvbV61C03Xev+EG9LWbkAIoRbyhoefrG0BYg1cGwu8n/4KFQ0bTWjWIdCiP8tVLqFj8Fb41K2k0HU4uUBzxDdq7KU1jvyuvZOwpp9A0fz7BkhKqJkwQofl3AGWjR9Mwbx7t0WiPqsRUWxvR2lrS0Whnn8YsFr36Ku9fey3RNWskQuq2KPKGQqTa2khHo+IJ51bQZttwaLqO7vez0/HHs/8f/sC2xnfjW+pDr6gzYXpSBnSjy/3rADMzsOcyuLEcvkrDk+3QaOf62c1Ni4dTGIi4wvd5aUmtvT14A0aivWB2WqJaXgXDvVISnRWPZivrNKSyMea+7lcSpVpmwFK3p0xXYmYika6MI9vW3W0Ve6C/RzRlLRbc0gxXlMI1jeJxA+Lt1WyJt43piN9XjSlRt5kpuQ5pB4pch2cHIYCH9tbIWh/I4IKfMnitl5tNuKhObB6ykTvDkWqlVBLIE8KYJVxu8TtBI45daWAmdUKhKGChB0/kh/lhfrjt+wD3oQssRxqf5+ty/97ZIrpGTYFpywLjqjIY6ZPI5sykRDoXZSSiemqBeDCtXc27LVC+886MPuYYvn7mGYLFxfjz83Fsmz0vvphhh25cYcmmYtezzyZUUsLUyy8numYNodJS2vsPwfn5IPQyHXtNgnjYwWhoKO0AACAASURBVGmI8lTFiwyoKoDpi1gwZQq2aTLiiCMYfuihG0UuPr7jDjLxeKcmDSSdlGhqIlhSQrqjg3B5OZoueT3HcXBsm34TJ25w24nmZhq/+gp/fj4VY8fKPhTsNbQfw77+BK1+EX6XXLcm29BHj+K3gxQVW2i2LRw8eJtHaTYHO598Mp/dey+a14ttmrk2Pm5F4txHH2XlBx/wgzvvZOW0aaz57DP8BQXMf/55wmVlZGIxvKEQlmmSiUbRPB58eXkY8ThmIkGkshJ/QQEevx/N6yVUUsL3rrmG6t1337Yn7qKPbH3H8VpURNTrgoMQjOuaRJDeZueE6g6S4gPRVYURgmQjpcrTElKVuKkY5BWvqQBQ6RUd0/KMkKGd/fBVSvRXSUeIlwd5PenAskx3ktX1TMQ5yyFjm7TjYWefxoAumYYiTaJ759TKeZW72oj5aWkXFFFC/NrsXEuhrmiy5Ro4Slzyb6zYtPO+vkkKAip0IW22A9OSMMADVaNg8XtgTBALLFHTKlgOxUPb8CqTopI2VlmlDIkczHzv1Vy8QsT7PgXH5cMtFesXxccs8UebEpVrelI+XFcGTa7OrZ/n2+nd9t+KV6OSHm9zvefG++X7LdOFrK9wDXdficoiQENIfaEmekaFEK+kDRdsBxYbSin2ufxyhh50EMumTpWKsUMOoXznnbfqPnc89ljKdtyRFyZPxhMIsLSqkGC1B1UfJx4oAlfonYqn+edL/2DATS/jDQRAKZZP/5h33niPYdf/H3uFVa/Vsw4Oq1Z9iTEwgFVrd05ymsdDOholVFbGgEmTaJg7F08ggNJ1MrEY/Xbbbb3mmo7jMPvf/+aze+8FpXAch/zqan5w553k9+/P7hdcwNMnnkhi/tedadJweTmH33zTFiNa32WsmjZNqjMNIxfZUqJlsU0TM5WifeVKHj3ySDyBAJ5AgGhtLfGGBlkMOA5KKTw+H04o1JmG9oZCHHLbbex0wgn4wmGitbXYhkHBoEHblZdbn6npdxSzU/DPVvh7q/i59IagEhKRwRVYu693JVsKKNVyjvBKwQNVcHQXfcHXSfhzEywzYbQfzirsXpmTxWdJOHeNhNYjSqJRTTacVwRnFUGrKZPO+3H4LCVaLkdJFV+dva60ntPt3yW0kiSAT/nYO+TtJBAZR9zvQ2qtKkKE4LVaQugya20xez0UMMILJxTIcfbm8my4hqRdn+GoBQeu6Nn7cX5aomp7h2D1u/D1TEiPdne6CMp3gR3GQmEoQb5Txwq7nOsrIhy/WkrEAwgvSyOmru8MXvcxJSwYsVgsNzpLq5HvfZRfjmmkTzyDBm//RUvbHaYn4MI6iaqG3S4Bn8TlezHIkXdFLoLrQUiZBvg12CUgf+uw4c1BfTYbKz/6iI9uuokZVgveq0YTi4WJBksBDQfw+dNYn7dy8POLUJrGagOWpW38zQ3M/dP9GGMm8JcKmLCWfrGddh7iQRoXzsdJGbCyHe1P0/HNbUX3etG8XgoHD+ZH//438fp65j//PEY8zrDDDmOUO8n3hpoZM3j53HMJlZZ2VlQ2zZ+PkUqRV1WFNxgkumYNjuNgJpPYlgWWRf7AgVTvtht7XHwxVRMmbNJ1ysTj1M+ejeb1Ujlu3Hei6nBdqP38c5479VQ6Vq/GNgxMwwDLknSfpqH7fJ3pQcsw6LfrrgRLSuhYuZKWJUvw5eURKCggVlfXSbJKRo4EYPD3vsfBN920zc5tY01N+/j2dxBvxeB3DdBm5jRPvcFyIM8DDWYuvaXR3Ty0679NR9rhTOgy5tzaJPvLTiqzUjIB/aVShPhdsVsQbi6H21okQhbR4MIiON3t/FLkEZfy8QFJVzbbkpKJOxsiWu75oOPBwu+0E7VKyffIOTaaMM6f8+HqiiJNxPkxq+cWs9E1v4KBPrimvOfnAR5vgysbRScWVHByAdxeAR4t5xW29hqqyiP7XWNCYB8YNhpWfw1oYBwDZgGkfWCrEG1qKGlbmnvH7O4pXK8DnybhswTstg6Ce1MT1FlZjx9JuzpADFidkd5tHyXgqJXwzEDR5WVhOOJ9VqhvXtr4fwH/ahM9Y5Yg6Q5EyT1LWThdfqeR+0IhZHxaQqK+YU2ivP/rZGvgpEkMeO455n+6gpXagzgFHsjIRXFw8HktmqYlUZpG1BaJgVfX8DoW1YvmsGLMBC6tF62U4YiUIuE4rAg9TofegpYGa3UH5Puxbz2QzEnPo9VGyevfn5FHHknZ6NGU77gjQw44YKOPef7zz6N5POheL5l4nDWzZmHEYji2jZVMYqTTeP1+CgYNQi8tpW3ZMhylMBIJambM4LEf/pAJZ53FgEmTqP/iC6K1tRQNG0b5zjtTOW5cD+uMJW++yXvXXCOkDfBFIhz2l79s1ejj1sLsBx/En5+P7vNhplIopXCUAtsWewzXcytbVdj41VcUDhlCoKgIzePBSCQo3WEHUm1tGIkEjmVhZjIUVFez5yWXbOOz2zj0ka3vGExHRO55moxN2W6A60qNKUQUnq9BWsx6aeiSp9PIGWWmEd2JBpxdlIuAzEzmiFY2CpR2RBN1W5M4wa8dqf1eRHy5YrakJqfG4fw18r4fun+7pVn0VK2uw3LKEpKwfihihKlS9fhVmhmpUvJ1tx9jvpgNXlYvEersMdmuQK1UEwfodSE7Seb1MgG+GoOz18j1jCgZ3P/RKtGyh/uL+H6kT5zti92L5DiiSbuiRFz5P0/B68Cwvd3AlusZtiAj31HYTeEuN9ftoq8c+DS1brL1Qix7deQadk3F1jvQ5EYQ6y0hXH8ul6jllA74S4sUMWhKGmhfXLLuCtb/ZawyhGBnUWt1J1Zrw+7yt65/X25AuSeX4v5fh1KKX08czBG3DmXEYUtRIRvbUng9NvGvdYZ+sQIGeDu9qTTA0XSswmLyNFlgPd4O/2oX65uwt4kdvWnCmQjh9uVoIT9OwsApC+L8eCS+Bxey0/HHs9/vf79Z6aVMLNap8Wpbvhw76+2kFLobbbEti2htrbjv6zpWOk3HypXogQCO4/DRTTdhW5bs33Gkms7vJ3/AAMb+9Kfs9atf4Q2FiNbU8M5VV+GLRDobfKc7Onj1oos45ZVX1huB2x7RvnIlvkiEsh13pOazz3Bc2wZAhO2WhdLFFVv3+9F9PtpXriRcWUlev360r1hBuq2NvH79yMRiDNh7b0YfeyxDDjgAX/i7UW3dR7a+Y2gwod2SQdvQZWLMNkrNCt+zA7wP6K9DgQeuLIK7m8HI5LRbJTpMCsr2lhtS8XZZifTey+K25hzR6mrBYCCEIWavuymyUhIp+V0DvBnPTVYfJ2HPqKS+yr0Q1iVltygFCzbIthwUFppjMN67jCGeYdSZ4l3zy2LxyRrlk6hb2LV5SAJH5ElkYV4vnnlZkf6ZvfRdvq5B3hNyyZhPgW7DlBi0mKLR+UMZ/GKNFCxkI4g7+OC0Qrk+o/xiJ9HPI39baQppdRDj2IgO3wuJcH9euvv+Hfd9o/ysE0V6bmJfl+YtyzG9Ss7z/5rl9x+bJOpX7hES/0S7DAi/+rZ9/+w4KB+o7bPkckIA3ornNHNZF/BNma4NB7ya29oKqbDNosmE12MSYZwQlNZJG7Jf+W9BWIOnJh/Lebe8QGbAakJFNrEvAvx4xz3wlk0j0dyMFSkGB/RoO3YoTGz3/QAwHZubWtMEtDRFHi8l3gQKh/aoh6CjoYc8qKAPJ+hFmzSI8i8CZGKxzurETcXQgw5i5YcfEnAcUm1tAJ06IsclULZp4jgORjLZTZtkJqTNkdK0znSZQioMHdsmWlvL9Ftv5fP776dkxAiKhg7FMoxOogWuPUVDAzUzZjBo332/2YX/llG1yy4sfOklIhUV9N9zT+pmzsRMp8VB3rZxHAePS7JSra0YCRHHrPn8c4IlJYw55RQqxo1D93oZ8v3vUzxs2DY+o01HH9n6jiFPk0HectN9pbpEbJJOZ5Ma8pQQqSFeOChP7AgGeOHH+VIZlbBlsO/nXXd/vq5Yaawj0kKO0AXXM27NTUtUq7KLlqnADfmbjkSdsq93beDafU82GhYOCi+GaKv05ZR5S0kpGOT6UL0VF/Hy/IxowGpM0Vb9tgQuKoGL1sD7rrht7QCXBzEm7K0gYIXZvc01gK5JpHCJIWRrlB+eGSCT5mpD0qT7hUSvA3Q6zCslv8cFxGW/1pR009mFcEahXO+nOiTaFHKjXQkHhvngwF4qJH9XIue2PnPqpCPbK9aFLPy1RQhw9vvzKLEveDoK5xVvhEP9FoCR+Zr3W6YwLVVAsRbj8PwwQwtOB9VbKei2wVlF8EFCyFCBlnse8rVc8+F1oev9nAGqNbEuabPExPeDhBRVPNUu96wGPNohhrh3V63/2dpekSKJgUGEPNRG0tGyshBP3ngSixe30NaWYuSRJRQUBGjZ7x7euvxy8pavpNkAs7SCmt/+GSu/gKidoZ4oGiYeLUEjirhpUaUUaa+GbUu6FwWOVxFcmMRKpTfYUqg3OI7D4O99j+rdd6fm00/F/LVL6isTj+d68llWTxG42/bIse3ukRyXoFmGgTcUwojHUUqx+PXXUZpGfr9+PY7FTH2DBovbCONOO42lb71FrL6eQEEBJaNGEa+ro3THHTESCTpqanBMM2e94V67VGsrSinGnX46A/fem/ZVq5j5j3+w4t13yR8wgD0vuYR+vbj+b2/oI1vfMeTpEql5PiqVb6P9kGfIpH1gGE4pEDFulbdniblXdXd63xjsF5L0ldVFl5SNnkwukEm6N8xLy+e6isY1V1w+xCvHXOESsQw5a4i1CZcPg/5qFQUqSox8Bvi8rFLju7wDPk7A2wkhn1XuXR214cUYnF8s6c4H2yXa5yiXsNqSPr29As5bT4XYUC/MtLp7pppuQ+nhXVhYsQ4/6cWuYZRPzjvjSGTMr0Q7lafDNaVwpFuMMNIPT/eHC9bAKlMm4EmuU3VvmY+D88Rl/9aW3s/BQtJXYU3IVus6dENeJT0xF2dgB//6v9tvioy5hotXf82n5o/wABaKh1IGf0o/yEEV5269HW8GhvrgwWr4Z5voFQ8I0tkLM4BEqjLkyJXX/W0i35+GENsGS6Kji9Ki/0s58m8T0XMNc++lOWkx4j35O2T98WEyyhT1BB5vDZpyCJPHsdqRjGTURn1eKcWIEd0fwuJhwzj+ySdpW76C+5ptnikago1CGZDSmjmk/EPq0nkYdh7NqX7EbY3a+M6Uh+diVReht7ZBgR9tTYLCD6IoTWPH447rse9FX87n5QcfoWXpMsrGT+DHk3/CgAFCchzHYeGLLzLjnnuINzQQqahgpxNOYM2sWcx/9tnOyFRXWJlMdy2DnGAn4er8yTb0dp3VNY9HXPZ9PgoGDKB+zhwsw0D3eju3q2CLe6B9GygcPJij//MfZv7979R+/jkVY8cy/rbbGLj33rQsXsyTxx1Hy5IlWIYh18GN/nn8fkJlZcx5+GF84TCP/fjHRFet6my8/dUTT7D3b3/Lgdddt43PcMPoq0b8DiJlw41N8GpcBviAgouLJXK1pdFswoSlsqrPuhaAlL7PGLp+o8bXYnBVQ8/WMPWmpP3ua5XJSyHkw0YiXum1qgYVUKRSWFKnxKSgjq513954P8xK99xXoylNlicGYPdl4laf5UcGorX6bIgI3deG5cB/2kTX9GXaNVB107YGcEI+PNR/w9cwiyfa4eZmIZVeJTYAOwfgvqp1R5JaTHk9tJERjvo0DF8i1y4MGEp0Y9lo575hiWoaDuwfgjfidJak2w4sSIuuq79HIp6XlnSvSN2SeKXxZa5qGUqVHu2ck5K2FwOH1weXEfAO2Do73kKoNeDsWvgoKffpYC9MCglRrXEXP1E7V50YcQspRvkkde64uscGK5cCDiLR5iINRgWkSfh3AZ8mHR7T7iDkbcVyZEmiMAkqxS+0X1BOL1UnmwDHEa/AT5KA3siqyH14lM2adAFKOaTMPL5o2Q/D9lPhzXB40YcYi+fiPD+f/KnNFOSXs++VV1K9x+4sYiFzmE2CBOYHBnMvvA8TMAN+PIkkejiPcx95mFFDB7DwpZd45+qrCRQUiEt5LEa6o4PxP/sZ02+9lY5Vq8QzCkkJKo8HbzCIlU6jeb1SlWiaOK4eSbnzrdL1zrifbVlouo7X1Wdl+zPWzZ5NsKhI9FluU+s9L76Ysaec0vtFshaDEwfPyM2KEKfa24nW1BCprMQbDrP83Xepnz2b/P79GXbooYRKto5vybRbbuH9667DcNO8us+HNxzGymSIVFaS178/mqaxbOrUTrkMSklvxECAn8+cSdkOO2yVY9sQNrYasY9sfYfRbkmEop9364qaawy4oh7eSQgpOqMQLi9ZbzsqQFJhR62UFXyR+95WW8hhoS7eRPnuJNRhCzHqcHsiZlNiWRF/xE157RuExYbolDSksmuID3YNwLPRnmSrwYTbK2UijFvS8/C5Dolu/SgC15aLSeW6cF8L3N8m7vatlqRFsxG4Uk0m2D9XwIGb4Ec2MylRi1ZLIpE/iGzZdNGtTeIHlbBk4RxQcs0rdXHO9ym4qVwqL0+tcTV3GsxLSfGEIkcGS3WZ8PfbCvrTS1e+x/RUESV695RIoxXivioYl/fdqLhKu4QqS5YNRypXL6iXllLZ6HJAifluu2uKGrclMhZfa/gNINf+sAg8uX3zzU78vHExpSUP4zhesklWB/CoDLtqYziaY7fo/p7jGb5kLl58xE0/tZkCAlqcJdHRLIzuwnn5pVxa4kaS43GMRIJQaSlKKT5jBjP4FB9eNEfnsyMewWxOoPLCZGOTnoZmwgcdxo233sBDBx9MJh4nVFLSKapPd3SgvF7S7e20LFyI8ng69VeWYeAvKCDR2Iim69jBEDHTxjFN9HSKRFkleek4vli0U2CvPB40TcMTCFA+ZgyBggLMdBojmeT7f/4zq6ZNQ/f7GX7YYZSNHr3ui2Ktwem4jEzrTOJNLVhpk4YVRxKsOo28fv0o3WGHdRYFOLZNzYwZ1M2aRc2nn1I/Z46YjhpGZ5RJc53ZfeEwR957L6VbgdTUfv45L597Lq1LlsgCxTWuNdNpwhUVDJg0iUWvvEKioaF7xNCNEI479VSGHHQQhYMHM2Cvvb5VV/0+64f/ARTo8rO1Ue2FBzchgpNFWBPtyRUNomNy3G0VavBsh+iZKjxi/Fmoyc24jxfeSEgEJqgBjmzHh6Tc7q6S1OCzUYmAnVwgTbOXZuQ1q8sEl7BdA0q3cCeowdVlcFPFhl280zY81C6Ew6egREHIkL6JPgU+Tdz4L62HNwNCZDYGuwTlZ2vhwhLpyfhaTM7RcuCMiKQi/Qp2D+YKGh6ulrZOb0e7Ey2Qa9tgSiRua5CtAk8B1lqaHsd2sFEEPVVbfodbCf51pGJPLZKo8ypDFhWGI/04F2UkZVibbdm0ju2lkPev29x3+0QzzZQh5StZiK5U0eK0bFolwQaQIUM9dYSJkCJJxJNmqNZE1PIwpnAO5+T358e+0s752BcOd1arpUkzk88JEUJHx+pIola34JRJZYzmHrlVmE/7Jx/zzMkns2r6dHSvF4/fT8kOOxDIz8cbDpNoakL3ekXY7U7s2cBFuLSUcFkZLcuWk4rG8LixmI7Bw/n4b8+Qn4rzhzUzMVYuJ9naSryujpoZMwgWFeELh0lHo6SjUfa6+GIG7bvvhsXwjgMdl5Ks/4TGBY0ozYPSDIrKHublXz+LzQgKhwzh0Ftv7XSer//ySz688UaWv/02jmWh+/0kmprwBAJUjBlDIhqldelSiocNI9/9TLKlhfeuu45jHn54i5uFVk2YQNHQoSRbWnK6LdtGKYUvEmHXn/+c+c891/ODbnp20WuvUT93LprHQ/Hw4Rxxzz0ECravPHwf2erDVsUoV4O0wiVb1zeKT5iDjBErDVntjw3IYPeTQri5Ak6uEc2X4UgUoANJWT4bg58XwRlF3fezSwBOzIcnOnI6Ma+SVkVBBTc3SY/EmC0E77cl8NPC3nVQ7W66LRsxbLFkuykn137IQsT5/26Dy9ZRwRdze0OW6etPt25J+JRE684rllRXf69UG64L1V74bSksTINKdh8MshWn87aSFveowmG8GFtDxo7iUxK/bHYiDPZqjAgUb/Dz2zt+WSxGqM0WrMp0t1zJorecgoNYgnxXEDCr3XPpTPBIdEI59FebsUpbDzQ0FIoiimjCxMBAaRYRLU2YCD9kZK/crp12APTskiLgwfZ5wbRwvDn3QS2VIRYqpG35cvz5+diZDJZp0jB3LtUTJ5KJxykbPZrxP/sZT594YmfrGJQiUlmJ7bY9+mrX7zHlgX/j1NWwcvzeLDrkOKxQGKVg9T4T+EmX6uemBQuYcffdrPn8c8IVFUy67DJGHHHExl0UazF2ZiFNi1rQfX4c2yHdniJcqjHi+wazn21n9Ucf8a/99+fgm2/G4/Px/OTJuYpJAKXw54tmoGn+fByl8AQCdNTWdjqxB4qKaFm4kFRraw9PsLWRicdZ8tpr1H7+OQUDBjDyqKPIr+49L640jcP/+lc+uPFGFk6ZQryxEc3jYeDee0v6d+JE8gYMIN3e3l0PlyW45eXkV1fjOA7NCxYw84EHmHTZZRt3/b4l9JGtPmx1fJWGM2pE+Gsi/QJxJA0ZQFKHbaYQkmoPDPbDFWXizWU6rgu3EtJ0X4v4QZWtdecqJRqjI/NE1xFS4udV7oHf1cEdraLV0pUQvF/WS3TqxF4WP8WumDzpRthsJN1pISkhnZzG7O+tcH4RBN0xPGHDLU3wclTSRGENriyFo1z9k+NIxeGtzRI9mhCU1jo7bUHrnEpPz5RqV3wQh3ta3X6Ume7WIZArhCjaSpHT8aE8Li2z+EtzGOwOHHSqfSFu7dfvv6Kt0B4huL8f3Nvi6oxcKLoXmfSG2HYU2kqRkigSeaRJ8yVzWc0qCihgDOM4Pa8/z6UGUBxYie1IHEdTJn4C7M0+W/RYPHgYxnAWs4hKqsiQxsDEIMM+7IdnPVNamDCO+59Cofu9pI/dleAj0zDLSkDXUJkMWjQOAwYSznhRStE4bx5K07Ati9blywnk5zPxgguonjiRU157jRfOOINUWxueQABfJEK/XXdl5xNP5OtUgA/Pu1q6QbiRew/y3T4bpRvZKh01ih/cccfmXRQnhpUxwQGlNMyM3HC2Bf48i45Vq0Rv1tbGi2edJfYXuo7mNmtG07AzGYx4nGBREVYm0+lU75hmjty4vzXv+i1aUm1tvPCzn9GxalVnSnLOI49w+F//ul5xf6i0lENvuYUD/vhHHMvqJH9ZjD/tNKZecUXumLoguno14bIyfOEwwZISFr78ch/Z6sP/FuYkYa/lEg0CmdDbXAKFJYOQ7YigeK+QONCD6KPKdSFiSw2ZnLKP1y9r4V/9e6ZwlJIquh26VFxGLdFd+RFyBXLTJx2JdvVGtjxKqhj/3CQkK6Ik0qOQbbXbuYKBlSYcsxr+XS1Rs+ub4MUOET9nHImInVwDl6bgmjK4oUm2mz2W12PwXhzeGQRjt2KKMYt3Y3BZgxDSIk20Rdnrm13fW+7vc7dikOmkokIOyy9kXrqaiCY9Mr+tCODWwmpDrB2G+SR9nXXr72oDsSGVrCJXmbgtYWDwAe+ziIUoFDa2RJIQ0tNEE4tZzCGRQ/lB9DReir5OQfhLPMqk2BrK6Z4jiJC3wf1sKvZmXzpop5FGssuDUYxmLOPW+7kwYYYznIUsIEQYDY0dLxnJrBgUvDxDfLJ0neYTDmP316dCWTWhkhLKd96Z9hUrSLa1ESwuZuK557Jm5kzali1jyPe/z1nTp7Ny2jQSjY0UDx9O1S67oDSNPTQZv/xd7mkbWfQtXkfB4qbCymRY/t57NH45g50OjqI0E/C51ZEOuheWf2Ch9ABGOo2dSpFJp0Vsb5qii9U0dE0TwuV6hDmOQ7iigtYlSwgWF3d6g8UbGhi4777489b/nc599FHaV64kryonB0i1tfHetddywjPP9EhBmqkUydZWQiUl6D5fZ9o31d6OEY8TqaxEaRo7HX888558klhDAx2rV8tq3bLQvF4coOHLLzubTm+ul9rWRB/Z6sNWxS/rhNhkb7RsKxkHIT8ZZAD6Xhhuq8xpqcp0abDdlWhlJ6nHYjB1kUSTflW6/jYzCzOiP+pa0aeUHM8qc/0D3jF5Qkb+2Sa+XRW6kKyEkyvrDykhZk0W/KVZomtvRCV9lLV5QEkF6QNt4nJ/e4vs3+sSOB9yja5ogJcGbfo13lTc2SJVldnCgBF+aEvKsWQLEjRg90CuzdLWQqEuxQvfdbRYcGW9dArQ3fvrV8XwQtS11OjCsNZHthRQoom317bGB7zPAubjxUsD9aTI5ZR9+NDxUPD/7J13nFx1vf7f31Ombu/Z9BASSKMFQhOIoIaOoCDVC4ryQwWxXEX0qqBeuXL1YkMFC4iEXgURQu+kEEghIb1t79Nnzjnf3x+fM7O7aaTsJgH22de8ktfuzJwzM2fO9zmfz/N5Hkp5iZe4uPgSTtenkdanEVKgBlFLGibMp/kMzTQTJ04F5VSwY1Nyx3ECAYK8y1I8PIaH6jj0pwcz75rDaW/JUDuyhOO7hjP/Xy8UpgTD5eWEysqINTVRPnYsr9z1R1In1aAzJsVX/okzvvM/jDvxxC22NS4grfqGXP+K8ZjAlheKO4tsPM4/v/xl2t57D6UUXSsMDj4nC+QIFIEq9mhaYrDqZTFSdXyT0M0rQngenq+N0lqTSyaxIxGMQIBwVRXB4mISLS1ooHLCBD523XXvu2+rn3lmi6pUsLSUno0bSba29iNwC269lXf+/nc8x8EKhzn8yisZ98lP8vLPfsba558HpEV43A9+wIgZMzjxxhv555e+hB0OY1gWnuOIRUQggJvNCkFLJjno4ot37w0eBAyRrSEMGhwtuqt86ySP/FV+RcQrPQAAIABJREFUUMFYS1zV/1Dff6Ly5CL4bkv/ilZfdLkwu0esCn63HT11mSltv5zXW9nK79toe/tXlkrJpGF+2vDfMfhGk4RxR7Q8n4P4elWbYuB6SalUspK6vy+XpcSb6w4/WsREnPz7om+7abDgaUkLqO/zzS81YVpQDGHLfX3ZZ0uktTmYXluDjfcyYhyqEDI/bhAzfH/QIsHqteJTSdqDn7aLZm+EJZrF/IVGHkHk+M4HG1jI4z9bAmcPkuXGjiJNmhW8R4gQ61mHt1njM0uWEAZddKLx6KSTSlXZL9ZoMKFQ1FG304+zsfkYx3EUR+PgECSIQnFclUuuKkeAAEaxQfrcc1k0ezZ2KIQyDLLJJMXDh7N2YozYNcei/ZNV7Auaux/6DVdPu3WrE3BfLoPbuuT7biiZbO7RcMpWYs52BovvvpvWd99FWRapjg5WPmfTvqqO+qmNhEs1a19RrHzBxc0oJEdj29C+dUWgpITiYcOoO/RQ6g89lMnnnQda075iRSHXsKDx2g6CJSUkW1v7b8PzcHM5XrjhBja9/jrKNCmur6dj1SqK6+rQnkeqs5Pnf/QjFt5xB4mmJopqa1GGQaanhye//nU+M3s24z7+caZdfDFL77uPaHU1hm3TsngxuWQS13FItbUx/MgjOfTyy3f5vR0sDJGtIQwaTMTaoc3r1QOJgWVvper4KHy7akvriuE2TLThtc3Co/u2Y9AS0Lw6u+2FdJwNR4XhmSRk3T7aJCU6qp3BJ4ukkvb1JjFDTfotAkv5GZNKchCV6t1GHi4+kfF3Pqn7B4I7/u8K1bBBgqFENB/zIILYbbT778tJUWmFho0PNskCya78Q2evNuoPneJFd8EgVOoacjA31Uu0QNrjpicVVVMDlrTKM8g+WUiqw/iAH32VgU9G4epKmBzcvYV4IJDxq1jddOHhobdyyePg4OLSRhv3Mpv9GM+xHEeEfb9Uafk/eZj+Tx5HffObDDvsMJY9/DBOOs3+J5/M8rnP0nNNSLJKU56cS0zoOruGJRtfY+qYLacGL68QreqSjFzoxH2vtat2065qxRNPEG9qEsd508RzXTpWJFj7ok3N1KkAVE/2aH7nHfQOECQzGKS4rk6qSN/7XiHs2nNd5t5yC/P/+EcxVTUMRn/sY5x1++1EqrZ+Ap187rk8+/3vE4hGCwalscZGMt3dbHrjDSLV1WjPY/XTT2MXFeFmMsSbmlB+IHXHqlWMOf54yZDUmmBJCbnmZt598EGO+sY3GHfiibz32GPYkQjKMKiZPJmOVatI9/Qw9cILmXH11ftkXuIQ2RrCoEEp+GqF6IPyran8KbtYwZtjYcR2qg1fLIcFTb0tmHyVK0/a8u2aJmfbZEspmbh7dT109tn+CKPXEmJnXs+sIqliNbpQ4v9ubVbaSFeUi2HlNRXwlSaZXLSVECkbEcqfXQKvpCTmJ19oy+9TtSkWATMGea26olxalguyIuDPE9/upNgTDKY1xZ7AmqyQqyqzlzRmtZjTzoxKusJAIuYHuG9OkPKV2yZXfN0qLWjKCbmd3seCw0IGOc4oEZPbfQFFFBMgQDttWyVaIGQLIECQKEWsZjUxYpzNZ3Y4qmdfhVKKsTNnMnbmzMLvXjNeQ1tgZHrfD+WCZ8PSslVMZUuyVWTAX+phQVqqm8Mt+ezfz3rm/ZDu7iYTixGIyMlCGQY5RP/Utnw5hmHgeR6GYWwZ45UXuwOGbWMEAtQfdhihkhLSXV3MufZazn/kEZRh8OpNN/Hmb36DadsEolE812X1nDn8fupUxhx/PFMvvJAJp53WT4c1ftYsOlas4J077yw47EdralBKUVRbC4CnFBgGme5usrGYECel8LTGSyZZ/9JLGLaNMgwilZVEqqpEpwWMOOooxp10EqvnzMHNZulaswbP8ygZPpxljzxC44IFnHHbbe87Mbmnse+pyIbwocKVlaKtCiLVHQ+pAMwZtX2iBSJen+EvPn1P9wEk1LfSlOccu53FU2u4qV0mBaMKyhVUKejw4DMbhSTtDO7rkdZkjQmOr7ky/LbRRb7Y/qIy8fIKG7J/xYYYzx4Thll+VmXUr4blq3yjLRHX7+Tu7BJOLoL9bbnK1ggRLFGiG7tw0x7YgUHGGyl5H/tW5wJ+tfHNQbCyGBuQSlZqs7ZwUst07N0jxAj4yAj8ZxUcHvETErTcuvzopOP3oYJQjhxBgmTIbPd+JiYVVGBgECVKK60007yH9nLPomLqgVtQyHwQtVG67SsUpeCwsFxozYjsONHKxuN0rFpFJhbb4m/hykrwA5z9HZGcRsAwTcxAACedxs3lxHTV7COiyz/Gj8OxQyGCRaKVCJWVkWhpoXP1ajzH4a3bbis4uoNYOrjZLImmJpY98ggPfO5zPHTJJfQ1R1dKMeOqq7jwiSeYdfPNfPrvf2fcSScJIUyl6Fi1ipZFi0Br3GwW7XnkUimy8TjZWAy0xkmnySaTeI5Dsr2d9hUrqD/88MLr+/hPf8qsm2/GsG3CVVWMmDGDUHk5PRs2sPyxx/jl8OH8fvJk5t96K/uKcftQZWsIgwpbwf8Ng/+qgWVpuYIfv4P5jBED/j0a/sd3Rc9XEIKG6GBiHnymZPuVinU50SjFPbGOyF+ABbW0f/4Zg0t2orW0LCNXq/X+9lNaNGFZ3w8MZBtXVMCZxfDvBLQ5YiZ6dEQIwCnFYsxarES8X+Jrv9JaAqoHG0pJtFFU9XevD/i+Z8sz4o/2QYWltu2jORgnvIAS37YftsoxEVB+eLgtx0CxKb5nOQ/u75ELiHcyMq2qEM3fT7eTZLA38Cxz6KGbaqppoWWb9yumpNA2VP5PgsSe2s09iqPHnMLC3Aq8TBbl+c5iphCRSWrgEg+05zH3lltYdOedQhSUYuoFF3D4lVeKVQMwfPp0Nr7yCtlEQmJrHEe+2EpJhcjzCuQrEInguS65VAr65DgqpcilUlRPmVKY3tP+FYDyw7WzyWRhm24uh5sPwVYKOxxGex5L7rmHbCzG1IsuYsKpp2KHhXiGKyvpmjOH+bfeSvf69cQ2bpRqm2liBYNofx+dVKoQzt3/jdDk0mmsQAAzECgYsqY6Opj3xz+y4okn6FixgpJRo0i2tdG5di25eFzImuPQunQp//zyl1l8zz1c/OSTe9RVfmsYIltD2COoMOHoXWijBw34QQ18pxqei0vUzYqsVJfOK4Fz3kdIbPpESLFlm8dUQix2BpNCMnFW6k/zlSCC+HY/NqkvhtnwH1shctNDIoK+v0d0HG2ekNKfVW8ZDj1YcPVWytoKlO616fig4mMRuMmvNuZjdJL+ezxYk48nF4sG68GYZHUeG4HTi3snZV9LwKz1vdVEBZwQFi+ucYG9r9HqixgxNrCeKEUoFD3EyJAutBMtLBQGAWyqqS60DPMeVhXsW+2bgUK1qmFG4FjetF737RUUpmkwRo3lQLYRo7MLWHLvvbz15z8TranBtG08x2HhX/9KuLycaRddBMDEM89k6f33YwWDeI5DJh6nY+VK0BrPdQteVIZtU1RfTy6ZxNm0CW0YmLZN8fDhKKWINTQUYoMA0p2dlIwcSdnYsQCU1NfTumwZZiBArg/RQik8x5HsR9dl4xtv0L1hA+89+iin/+lPWKEQS+65h1f+538IlZXhpFI4/uO1YeDlcuLX5ZPDrZ5yfGKY14ote+gh6g45hMe+9CW61q4lVFaGUoru9evxMpl+7dHCfgLrnn+eZY8+yqSzzx6wz2hXMES2hjDoSHgiZM9qyTDc0Wibvggo+FSx3HYGIyzxOlqfk3ZZflFzkYrSgTtZwflMsUQNtTpCILNaWpHnl+64AahS8J+VcGqRb8BqiJZoeyakA41TiuCv3dLezSPtyWuY9AGuaoG0Y39UBT9ug26RFWEr+O+awTNpBdFbbU1z5XlwyobeUPC8dvG5lCQefK968PZpV5AmjfKd2gHqqaeJRrJkMTGppIoRjCROjE46CBFGo8mQZgITKWcf8K0YJMziZCYYE5hvzMPBYQpTmcRkjAFU5Cy8/XbC5eWYvnmoYVmEKyp4+447CmSrauJEjv/hD3n55z9H+6TKjkSonjIFXBcvl6N7/XrSPT1Eq6pwslnSXV2gNZUHHEBxba1YPaRSJNvawDDEJb60lJN+/vOCBmvmDTfwwAUXkI3He6tiWmOHw0KefLJkRyIUDxtGy5IlrHzqKSaedhrzb72VcEUFqY4OyZM0TalmaT/YSWusSAQ3k0F53nYTFZRhsOKJJwiVl9O1bl3BwytaW0u8sRF3K0anQIGALfzrX4fI1hA+3JibkvzAtP89NRR8u/L9K1IDBaXg5jo4cZ0I6U1/wSsyxfrh1J0kb/U23FYPv26H11OyeH+9UjIad3a/trU47wn8pAaeTQoJzRdVAgp+VTu405ADBa2lBWurrWtgZhWLRmpuSl7fEeG916Z7Mi7+bH0d+vP4fee+R7bKKMPAwMEpTO0NZwQddLAf+3E4R1BDLRkyLOQtVrICC4vDOYJJTN7buz/oGMd+jGO/QXv+VHv7FpN+VjBIvLm5oBEDmHDqqYydOZO2Zcuwo1E2zZ3LG74LvWEYRGpqCPqh1k4mg3YcSkaOpKimpvC8JfX1HHH11QSLigiWljLyqKOwQr0npfGzZvG5hx/mheuvp3nRIlJtbZjBIGYoJHorAKUoHTlSSFcoxPqXXmK/k04i091NUV2dhHJblrQqfXIWLi+XFijiwZXu7Nz2G+K6uJkMwZIS3n3wwX6kqnzcONF75X3ENoffhs23NvcmhsjWEAYNHQ58sUE8raosqSRlNdzYBoeEBtf3qC/GBODt/eDHLfB0Qha8WUXiEL8rlY7xAfj1IGQlO1ramoaCCYHdn1jaHsotmDtOooaeTciU1FcrBjYyaLAwNyVxSKty0qa7oBQuK9vSrqLMhE8U7Z197Isl2a0TLY0kHOxrsLE5mmN4kRcwUJhYZMlSTTUn8UlCyEESIsSRHMWRHLWX9/jDhfrp02l6661+hCvV2cmwww7bwn3djkQYduihgFS7hh18MCuffBInnWbMzJkMP+IImhYuJNXRwfKHH2bjG2+IXYRhkOrspHrSJKace25BAL81jD7uOC6ZMweAN3/zG5657jqcVEpaqUpRMWFCwVXezeWIVldjhcMUDRtGzo8GArBCIXLJJMrXTinftd4uKto+2fKjkjpWraK4vr6f9sq0bWqnTcPL5XDSaclOhP7xQoEAB33+8zv47g8e1L6i1AeYPn26njdv3t7ejSEMANZm4dyNYmpq+oLlSlOidJodsR/YF1yy9xUsTMN3miWUWyPZj/9TO7gtvZQHD/TAE3GxKTi7WMT7g0nyNoej5Xgo9c1nE55Mb24rtufdDFzaIC3hUp+8t7nidH/1bnoXDRb+3AlfbJT/519W/qw7LQBvj98be/X+aGATi1hEggRjGMMkJheI1hAGD23Ll/PoF76Am81iRyLkkklM2+b0W2+letKkXX5eN5dj6f338+6DD+LlcoyfNYtpF11EoGjnrkhiTU0snj2bRf/4B67jUDpiREFsn4nF+PQdd1A1cSKrn3mGOd/5Dk4mQ/e6daLzymYlXsfzsCMRJp5xBovvu49cT882t5e/vzIMDrn8cnrWrSPR0iJk1I8Rqpo0ifrDD+fF668n1d4uD1QKMxjkkMsu4+Sbbx40gbxSar7Wevr73m+IbA1hoLApB7d3wctJqdBktUTu5LPB0trPitNwWblMaA1BRv/PWC8Lcb7V1eVKpeafowZHNO9ouKJR/H9KjF7DxbOKZHJ0T+DxmIRxxzyPFjeDbaQoVWFqzDBXV0grcHN8r1mc+mv6nDdzWjLonh695wYMdgb3dsOXN0HXZr9XwG/rhr4HQ9gSXevWsXj2bFqXLqXqwAOZev75hWm8fQWJlhae/s53aF2yRCJzQiE+9r3vsd8nP1m4z4bXXmPBrbey/uWXSXd3F0T/0ZoaZv3617x4ww20LF1K6+LF/YT6fWFYFtrzMINBznv4YWqnTuX1X/2Ktc8/jzIM9j/1VGZcdRWh0lI8x6Fl6VIWz56NHY0y6eyzqTrwwC0qggOJIbI1hD2KJgc+u0EiUjq93ggSkCpEka8KDvueU3+ph6lDF8kAPBqD61vFAqAvmh2xBBiMVtiLCfhGM9T1cT33NLS6cM8I8Y4aTLyZgisbwVZJ1rhJOnNFeJgEjQzFhibjFHNWifhS9Q0WP2+jDCdsTqpaXbh3hDj472vYkIOz10OPK3mcOcT2Y7gFc8aKoH8IQ/ggQmtNz4YNZONxyvfbDyu47VJ8rLGRtmXLCJeXUzttGt3r13PfuecSramhp6GBlnfekdZknpMoyXVUpolhmlROnMhlL71UqMR5rit/38ujvDtKtoa+5kMYENzZCYvSUh3ZXIaSQwiYjcTVXFACUz7gE28DiR5XrBg2h4f4gw0G3vYzK9MaNmSh0xWxebGC5dnBJ1t3dIGlHBq8GB25Mkw8DOWScMNkXA8Ll0d7TN5IwYywTGrOKoKpAXg0259sZXxvq5p9yKeqL0ba8K0qqeIV5V3jFXy3aohoDeGDDaUUpaNGbfsO7kbwOsEcR/GwYYUpQkD0Wz5ZKh0+HCsQoG3ZMjKJBLguyvfjMoNBiurqOOqaa/q1PA1zH/3CbwNDX/WPEJZnJIOt1oZDQwOrzflXfOtEqy9c4Mpymd4b7IsR14M5SWllfiLa67e0M/C0jOb/vUsc52eE4GuVIpAfSBwc8vMVdS8BAvn/tEGq/tWZMiG6IrPl5/b9FsmTLB3Ec1mDA6g0XU4RCo1S4GgThcJUDh42Kd9ktcGBAwJiEDvOFnKa8CTjMe3J/l9TsWuf8Z7CeaXi8fVqUvRoR4cl/3MIQ/hQwuuCnu9Bbh4oEzAg+nUIf7Zwl4rx47HCYXLJJHYkQrS6mnBVFT3r13P4V75CuquLDa+8QsmIEUw5/3xGHXvs3ns9A4AhsvURwOqstF+W+tWMMgMOD8Mf6/trX3YHGd0b+rstGMDIPWDgOCcOl2wSHQ+IZuz/6uDinQwh/k0H3N4N5YbE/DyTkNut9XDUAJpjTg6K59bsbmkdOoiA+pCQeHkNJJx0mtXPPENg/kIaT7uKWCiK53sEKX+7C9PS4vvHiIHddl8cEYY7ewwcrTB8ubirDSFeaBwtRodlSqJtwgaszcC7SZfirlbSpk2DHeCYqOK7I4qYtY1Wq4PDOtbRQjMllLAf4/eayHukLaRrCEPYm+hat46eDRvEvHT06MHZSOy/wJkLRq0/GZiB+I1gjoGAxO6YgQDH//CHPPPd75Lp6cGwLNxsluFHHMHBn/98PwuKDwOGyNaHHN0ufHqDuK4X+flwcQ2vJOGGFvhN/cBsZ0oIXt1O7pxCSM/W2mUDiR4XPrdRyF/Ej+fJePCVRlngdzSGpscV8lNriph8YUac1XNaiOsXy+C66oGpDioFF5fCvT0ikA8oCaVOa5lQ/OOwgSGoPc0t/PXCS0gsXUTINKgceSTt008AQ7x7FHJCcIAXkjLwMBjVl2UZOS67nCAeOTQGnq/TMJWL9g01g4qCq/2GHMSzWXQmQyARY1hPO53RUiJz53DkJaehisf220a6u5u3H76Hl/dfgjMiTLi8gkBxEXN5kzM5i/JBdjlPkWIZ79JEE+WUM4lJlDDEtIaw9+BkMjz3X//F2mefRZkmnuNQO20ah3/1q9RNm1YgO+meHsIVFRjGrpWKvUwDm155mnhrhLLRPdRNLUGpICgb0vcWyBbA2BNO4JzZs3nvscdItLYy8phjGPfxj2/XiuKDiiGy9QHDqiz8pQveTsMYWwJuD9uOX9tTcdiY680FVEgGXhZ4PimL3kC0i84rkZZb13bKWwoJQR5M3N4lJKWvpidoiPbplg7JadwRNDqyv5aSimDKn6o0Ef3mw3FpxZ42QOasj8RkiGC/PucYraXKtCa3+55kL7UmuOvCL2KtXY9bXkck0cNhs3/PmmlH4tpBTEtaeBp5ja4WHddAk60nY5IhqIFhlkkq59LtGYTMLBGVJO4UoZXFONug2RXSXG9Bk6NRyQTKtLEAQxmUZlK8PeVoFv7tb8z88Y8L28jEYtzzwyvYcG4xucllmG1JnMUdVIwcS3aEwYu8wJl8emBfWB/EifMg95MkgcJgGUt5mZeYwZFMYSoBAkSIFBzahzCEPYH5f/oTyx95hEhlJcow6Fy9mpalS1n19NNUTpiAGQiw8dVXcR2HcHk5J/z4xxz6hS/s1DaSbW08fsUX6Fq9Ae1ZKENRN7WEWT+bjB0MgNe2xWPKx45lxlVXDdTL3GcxRLY+QFjhewxl/fDiBWl4oxFuqoXjo7I4P5+UzL2kB58sgpW+oWLfaxTl94uyWqo2A4FjoqKNmhOHLk2/6AWFiOMvL4fRg3zB0u6y1dgHjUyx7ShqLWmLJj1x/87vtouQorQLVzdLm/GUYji3ZPdsBxocEaj3hfLJXeduGl+uycL/3vUYo9etIlNaAUrRVVxKpLOVUFc7sZrhvv+fWG/aiCHoQIvkMx78d7v4aOUDsGvNAKsdh3HBJCgwXY+NuSCmEsJbZsBYGxqzGk9Jy7E4GSs8p7Ismt9+u992Xn7jbtZfXoE7Spi9WxvGqwzRuXwdw+tqaLQayJAhyOBMacxnHkkShAjTRCMuLh4ezzKHF3meMsqpoYaZfJwqtm4f300XXXRRTMmHNmtwCHsOrUuX8vwPf4jnusSamsjG45i+pUK8sZF4UxPacQiVlxMIBsnGYjx59dVEa2qYePrpgBCp7g0bKK6vp6i2tt/za61pX76cl2+8kY41TZRUSwtQY9CwsIu3797A9EuCEDhhT7/0fQa7RbaUUr8ATkcKJauAS7XWXf7frgW+gKxPV2mt/72b+/qRx61d0saqtcDxxH262YVLN0mEzDtp+Hu3CIUt4KZ20byUGDINmC9gaZ9kHRgcOE1QQImW6ZYO+F2HVLgMpCVVbIiFwaU7qZnaFZxcBL9oF7F53hhT+8Lzrfk2bQtlJnymRMTx2rf/zvrhzWmgzRHC0OTAz1rh7m6YPRwqdvEbdVQYnvMTJ1wtlTjlk9bdFeQ/1APlc19EB0Lgx33YTo54USmheDex2hFonY8Z1piG4ntVakA9q1KeHBeL0/KaAgpGWnIsVxoWo80qfjes974bc2JW+pM2aHcgakK7aTOqcQ2W64j7erSY6a8+WfAf0hoez6zjlaMawCzHMjRm1kXlPDxb4VQHySVTqBJjQLPsNsda1hAiTCedeHhYWKRIFYKaM6TpopNHeYTzuZAwYRIkaKedAAHeZiGrWInpq9lGMYpP8ClshhT1Q9h5OOk0/7rqKtxcDjscxsvlwPMkk9A3+tSOU7hvsLgYKxQim0jw0s9+xv4nn8yrv/gF7z78MIbv5j7+5JOZcNpprHj8cXLpNC2LFpFsbaV16VLMQADTqiVa1ogCwmWKZY+vY/pln4TQ4FWU93XsbmXraeBarbWjlLoRuBb4jlJqEvA5YDJQD8xRSk3QWu+D4RQfHLyclAVoVRq6ERargTYkFierZXotryMq1rDJkQUtnpVFDP9xlSb8onZgxeqlJny3Gr5TBe9mxUW+3oaDgoMvis9jRkQqbE8nhKzkCd+UoFhO7AyuqYRKA65tFfJTZYoX1jJ/0KDYgMUZWeQbHDh+LfxhmFT5dhaziuHuHngzCU1ur0h+tCUGp7vT6t3ogFtehW0osuhCjMW6g47CzGUZvXQ+HWP2J2sFsNNJqkw4Y0LV+z/xDmJeCr7aCIsy0uJViJ7uvZwcsyFDjsc8wgbsH4T9gUdHwtxMjLnuu7ybWkBXjcnqpgm0ttdR17CWY597kINv/hUAP+lcy0r7BepC4HkBMByIgBnXKFfjlVhkgg7jOWBQiUuQIAkSpEhiYOLiodEyaYlJijTV1JAgzkpWkCDB2ywkS4YOOnD92VAbmzLKWcta3uQNjuGDPY01hL2DhnnzyMRiFNXWSuh0X3gehm3junLMuX2MRQ3bJrZxI4vvvpsl999PUW0thmniuS5zf/c7Xv75z0XnlckAUDVpUiEDse29JgKHHIgd7ESpBNooh9K/grGTYbQfIuzW5Z3W+imtdb458zqQn186E7hba53RWq8BVgJH7M62Pup4OgYLU7A6B+30Lsb5CbJ1jtgTpPr00JSSCsJJRXBVpeh+RthwSSnMHycL2mBAKYmZOaVYbA32tOfcgyOktTolKFWhH1TBS2PA3Mmj3VJwWQU8NxoOD8nkZofrm1Ka0rK0EE2YrURf9J0W0cHtLKIGfLkMWjxpXwaAUiWVy0+t33qg/Y5iRhg2zjoH01AETBOtNZ7n0Vk/GpRBz/AxlG1cw+gFLzNi8Vzctau5/7d/7Hfi3VlktbRtF6Tg7A1SdXW0vF8KOU4t5LjNaTh7G0Q4qWK8G7oXOzqX6RU2k4JtzKx7ivNW/pqvPPJ7zvrJ9dQedDA3tcFvO6I823oiXU4FPU4pTs7C1QZexMSzJCOtJljPxzhul1/XjmAaB5FFFiAPlywZNBoPjyxZNF5Br7WG1bzFAhSKbroLRAtkkrKTDnLkWMoS9FYb5B9+aK1ZePvt3HX66dw5axav/epXJFpa9vZufWCQS6UAKBs7FtOPvulrHGpHo1s9SXvZLJUHHMA7//gH4bKygq9Vsq2NdGcn2nWxgkExFVWKtnffJei7uKM1idY42hxPKlbDhDO++JEmWjCwmq3LgHv8/w9HyFceG/3fDWEXsCgNZ2+U9tXmyAuaNX48jue7tfvwEMJxaRn819blIR86GAb8vwq5DQQmheChUaJHeyMtMTNhBau8/hl++aDt11Js04pge/hTl1z99G3t2v4k3jMJIc27glOL4Z5pB7H4yu8z8babCHsOruNgao+u0eMpbm3C7OkiFSkikM2gTZP2Rx7graBm+hVX7PB23knD3zpIvkKSAAAgAElEQVSlHdrhQsSQfc/553UXIVr5amParzx+sVxI+dawiHfIkKGIYjBgTM1wXM8hc0WGc7/yKwIqwJw4/L7dJWgnMVE0pEYyPLKOmFtCsdOD4XlEkgYnRk/lCI4ZdGH6ARxIJ528zmt0bxbS4+Ki0eTIsSpRxyKdkeqAVhTbAYJWL8FVKDw84sSwsQvVsY8S0t3dzD7jDBrmzSsYYDYtXMjKJ5/knLvuIlK5jwZi7kOoO+gg+d6ZJsMOO4xESwutS5fiZjJY4TB4Hsqy0LkcKIXrOLjpNIZlccKPf8zT3/42oZLeq6GejRtFB5wPe4ZCe9EOh3EzGTKxGMn2dqxwmOrJkzn40kv3zovfh/C+1/pKqTlKqcVbuZ3Z5z7XIefPf+zsDiilvqSUmqeUmtfa2rqzD9+jaHfg1g64phH+0iki6V1BxhNTxjxyWoTsjbn+98tqeC4O522AhF8J2NoHZtIbcBt3ey9aelyZoJu1C22tIfRHuQmfLYUba8QXq9u/ONT+oIEFVFlCenO7WIDY5Gz5+eYnSNfktvaIHUORAX+th09/9kwa//EU7Tf/nZY7nqD12E9gaI2VjOOZFlopuqqHMX7ZWwyzYPHdd7OjcV4vJaSV/UhMjuVOV4T5jpYTg9rsFlEwzBTd4MXbcURopGGLlp9pWGAp4kqE8r95ew3ZtavB9dBujsUdk2lIjgLTwLQ0diDMGdUXMCNy7B4hKwYGx3AsZ3Bmn+31blejWZ5N8lDzTBw8TG2S0YrmTBU5d8v2potHPfWDqjPbV/HKjTfSOH8+gUiEQCSCHQ7jpFK0v/ceS++7b2/v3gcC0ZoaDv/KV0i2t5Nsb8e0bcrHjSNYUoKXzZJNJLACAYIVFYQrKsDzqJ48mfMefphRRx/NqGOOIZkPd4bCic+w7UK4s/Z/p0yTukMPpWT4cA7+j//gU7/8JWf+5S8Eiz/aVS3YgcqW1vqk7f1dKfUfwGnAibr3zLwJGNnnbiP8323t+f8E/AkkG/H9d3nvYG4SPrdJBNF5/KQNHh8JB27He63DhX90w7MJ334BWYxcRMv08Sj8tUs0QR5wWAh+UiOL+WUNMoHY5k/YechivLm7gvZvZQYcGek1L6224MfVMGxIVztgMBX8fhh8owkeikEG8S+bEOyd+jwiLMMLT8SFbJxeBCU7UEM+NixWD33hevJZzthNf79SE84vgzmJMP+um0CXCzrkEe1oI9TZTrymHoVm9FuvctYrj2DaNqm+J9jtQGsZxgghgxEhJRW/pB8BlBf6g/zrINOpQQPOL5WW7LZQRjlttBUmBz0NK9JBXunZj/+NlTIp1cmS5k5KDUVLqp6iaBzPM1jYdjBvWdM5fdg/+Wzg40xh4m68e7uGFpqxsLCw/Sai588luiTdIHWqjHRmPMVFb2J7ATQeHdlKasNNAIW2oYU56K3PvY01zzzDM9ddR8fKlYQrKznymms45NJLWfH44wUdUB6GbZPt6WHTG2/sVOX1o4Tu9etZ9dRTpLu7GXnUUUy98EKGHXooK598klwyScP8+XStXVuQFJhAUXU1R3/rW4w85hhKRozASaV483e/o2vNGpJtbTipFMHS0kLb0QyFJIA6EiGXSKABKxgk0dzM/iefzMzrry+QsSHs/jTiLOA/geO11sk+f3oUuEsp9UtEIL8/8ObubGtvwNMigG514FvN0OIH4CpkYqwpBxc3wJtj+7eT8oj5k4KbctJiei0rruZjLNFPLUjDfT1wUEiIkdYwPw3faoLFWXg307s4gRC0fBWrLyt1EY3PDdVwZaUQwrQnobxb268h7B5qLLhzBPyyDe7olrzHHn/a85uV8EJCTFSTvhj8awp+UQNfeJ+25rcq4c4eqQoF8KtkiOB/IEK7r26Ex+Ly3IaCjDboqahmSuMaJv3hR1BciqGgLGKQbGtn+IwZOxTyGvdkQKDS6D1G8f91fHPZpJaLjbRPvGosidj5j/LtP/c0prGSFWTIYOsAryeCPNZ6NMlcKY5rsd6LokaOpzTRTfW6ZtpGVWOEXeJeCWQNst1nM7yqdvsbGSQUI60XAwWYmJjYQJYsPbkaSgyDruRUSkIriVhtmNrF87/chhJxQJgwn+JkKhm4gYV9ARpNIw28x3u0PzefZZ/+MXgaKxAg3tjIU9/8JrFNmwpaIu1P0YLk8bm5HCUjR25vEx9ZrH7mGZ697jq064JSLJ49mzEzZ3LSf/83NVOm8PYdd/DGb36DGQhgWBZOOk0ulaJz7Vqe/PrXqZkyBS+XI+vH6ASLigiWlpLp7qZ68mSmnH8+Kx5/nHUvvEAmnRbiFQgw8qijGDZ9OuNOOokxJ5wwRLQ2w+6+G78FgsDT/hfhda31FVrrJUqpe4GlCFf4ygdtErHJgasaYV1OxLzLMiKYVoj3UtqPp3k7Df+vEW6u2zKb7V9xWYSG2bIgpTVEFTS6UvbLaFmc4p5YDSg/TPf1tGw36q9zecsBB7m/Qa84vtKQx361vFejVDd0jO8RfKNKhgBeTEjFa2ZUyPjElfL55D+/nIZrWsQLbfx2hhKqbXh1jLjGv5SU4+miUvhe1daHDJoceCImflTTw3BCRKpFW0O3Iw71SoumLYIQIY3inVMv4PAnZuO1t1ASDpKNZbCjUY685podeh/ChlSzPOTfnN9WDare6cNhlkxvxjz4Yin8oFr24/1QTQ0ncyov8yKbvB7eih1AKleGraNYBignQ8o0iUVLCWXSBFtTtFTVo7Vmou3xdrKWizbC34fv+QrvRA4gQoQkSWxsFIocOQwM3OTRxD0oVSHWdZxDcWgFyl5P0lOMDYqguY5hHM8JjGbMDm/zg6LrmsubzGceCkX7db/H8bLY0QgmNqZt42SzzLvlFg44+2wSLS3kEglMX4ydS6cJl5cz5XOf29svY59DLpXi+R/+ELTGjkYLwc1rn3uOdS+9xNiZM3n79tvJxeM4mUyh9acAL5NBOw5WKERPWxuxhgZqJk8mWFJCsKSETEkJbjbL4VdeyeFXXsmKf/2Ldx94ADsc5uDLLqP+0EP37ovfx7Fby7LWevx2/vZT4Ke78/x7Chtz8FxCSM3REQm9/X6zVLV6XKlaOMgi4riyqOSv3g1kYfxDpwQs98X8dK9RZcZfdAz/yjXpye8M5Ko/D6Xkb1r3LkZhJYQvbw4aUDA1KNYNEUOMQgc6Q28IO4YDgnLL4+etcpz0HVIIKCHUt3bCjXXbf77RAbh7By7YF6bFTiF/DD0UkwnQW4Ztaa7amIOLN4ruTwFZTy4cooZoBxOhKG/efDczX3iI6RuWMuyAiRzw6U9TPGzH7PYtBReUwm2dMMoSSwfHE8JZZcp2yw2JIvp6pUQd7UzFdRSjODB9IX9tSbMgHsTEKEyAWoEAZjpDUTLGEe+8wpxjTqWkp4Oq9iZGHXwQhimk9I5usSTZkwgS5LOcx4M8QJwYHpoQIWZxMscW1/DNJCgXio0AmxKTiXmT+Vk1fIpZO7UdD493eJu3WUiKJPUM5yiOppqa7T4up3tTEvYkeujmLeYTJYqBQeuKNlTQwsHFxMPEwLRtcskk0y64gM6VK2lbtoxMTw9oTaC4mFNvuYXqSZP27I5/ALD47rtpXrQIwxCPNisQoHrSJEzbZs0zz1B30EE0LliA608MopRUwPog2dZGpqcHKxikZ9MmiurkpBUoLqZ7wwbSXV2Ey8uZcMopTDjllL3wKj+Y+MjXQB6PwfWtQrTivhHnZ4rF06rJkUUh20dzsrlOOahEK3VvN3yton9W3ii7VywdUb62SveaOlb4C0FJn8dktbR5LOWPyiupHJieZBrOCMFPauHYyFCLcE+hMSeau6QWG4Wpvm/Y0gw8n5D7zIyK2Ltnc0GdD832o4x2BuuyMjTR7IBtSCVzpAVLMvBAD1zSxzxWa7iiEeame7V9Br3HVkjBaBv+eVgNZUd8eZf36fJyOdbv7pHA5U4H6myZyrywVAYMyowtq787ggd64OdtioZcmPysXtpv20btAMpxsVIJDnn+Id48YDolsU4qJ04sjKqXGPBacptPP6gYxWi+ylU00oBGM4x6EfxHpbX8205Ym5PP79pK+NQu6Ijf4HUWsoAQYaIU0UQTj/AQ53AupZRuIaxvcuCmNsm/NJAp129WDuwF2/YqbI00+seh7JdZXYSzoQMsEw9XzFxdF2UY1B9+OOc99BBr5syhbflySkeP5oCzziIQHZr62Rzx5mbeuPlm0LqQLejmcrQsXkzp6NHY0SjLH3sMKxLByWRw8oQrD6Uwg0GpIgYCuLkcbq53xfMcB9OysCORPf3SPhT4SJOtLt+h2vHkhKeRNt3PO3qrV0F6W3d918r871wtBp6OlhzCk/ucLM8qhru6fVNKQ8KFNzlylZ9f8MpNIXDdrixWOeBrlfCnTrlvRvcuklUm3D9K9C5D2DN4Pi6mpjm/UvMnJZ9rlQl/7JTP30KGHK4oF5uFmzv6O9h7esdyIVOekLpFGcm9/FSRHB99sTEnQdtrc/6UnytDGOuzUmF7Kt6fbD0SE4PXsIKIhiTyOMPfXpEBP6uRVvTuwFLi5fbFcjneqyy5oNgZdLtSYW5zhdAeHpaK7i/b5fuzyuv9Hua/EzFPEQ2FubDM4OCjjqCospLq8WMJ91mM0xom7MXvjIXFSEZt8fuZRXLzCwxbYHG2h5u7W9iYUxwSDPCtsjoqzP690AwZFvE2QUJ+fLciQoQ22vg7f8PGppQyZnAk+zGetAdfahDCVe1/5k/FZWjnH8N3v8q1iY28xmu00kIRRRzKYUxicj/iZRPoR8PKvn0KbV/9OzqTg6CN5zjkUikOOPvsAqk68Jxzdm/HPoQoTAD6LZDVc+Zg+GTIzWTQnofnODhak+nuZsKpp/L2HXdQMnw4XjYrbUSvd1UzfA1XoLgYOxKhedEiIhWiTfFcl0RrK1POOw8rOEgGjR9yfKSX7fkpaM/BWkdO4IpeMToIoerb4tsaPGTBLTbgR60wJiAVDpAQ398Ng5+0igar3IDJUXnenJYr/nNLpQ35bFyiXj5TLC7oI2x5XJcr9y824X9rhojWnkTSgx+0ivYq7K9xnoa7uqDVpVBlsRFy9IdOeGCkkKp/xUUfBXKMHBWGM7ZTteh04fIGOU7yhOJ3HRLwrRVMC0qL+44uISN97RTyreiV2S39qv7cJRcNpt82VJ4QLg2Egd/XwRkDFKYN0taO7ET1qsOVqvC/YvBWBsLKoyrQRE14A2MyYc4Kj8SjnJSW96FYQw+9F0YmcFRYcf3E8QSPvI6FbTJ0EtDymtN+u/7iMqm2NNNMO21EiTKCkVj7wClwa0TrnngL32rJkvWKUWgWJBX39rTw6IgwTfZbrGYVFhaVVNJKW4G8BAgSJUKMHgIEKKGELjp5nH9yKqexJjmeDU6OkNVFExlsbMqtUtZkQ8xLyTTzrmI967mPu0mTRqFIk+J5nsPFZRoHFe43kpEECJImTYgQJZceR6a5k9gvn8KLp8GyOPCcczjjttt2fWc+xHCzWRbcdhuL77mHXCLBiCOP5Mhrrim0WSv2249Nc+cWBPJaa5xslmBJCRX778+6F15g2PTptLzzDsm2NoxAAO15cgz5Wi/PcSgfMwYrHCbR1gaex4TTTmPG1Vfv7Zf/gcXeP9PsRazOwXqn11JhZ62MPGTBzWqZSFudhRta4G8jeq/qDw7BfSPEbTxk9Nfy5HFhqdz64uwSaRW+npJ9OyoMlR/pT2vPomfTJp59/jUqu8A44hhytaJfMpTE6fR40hYz/HbvihzUWzA3BfeOgNu75OYC55fA5RVyX1dL6/FfcdEcnV4s7vR/6RBfqnqf1MU9uRh4N9MbCD0lKOQ7bxOSR36hTWk4Mtz7e62lOlpjQrsnLe+oCWFPdFQ31sIFeyCvclvocOGSTdKmXZuDNGkqAk2Mq3yGYrsHy0zwnAowuvRw1nYdT9ozyNDb0lfAcFOqyfnBgGsq5D1+NCYkJqRkwOCIiMO/eJL1rEejMVBEKeYMzqSEAWSbO4B1rOUNXidGD2EihAgxnBEcwqEECOBqzU87O8nqMiJmr8lpzAtwdcdyzqldRpgIDg5vsQAPjxAhFIosGRLEMTHx0KxjPdqPC7qH2QSdy+nQJqUkMDBI+T8wjEZn1ysWGs0jPFgYBgBIkiRDhrm8yWSmYPpKVxubUzmNJ/kXSaQPX/rdkznrmzdSvskiUl091CbcDl64/npWPPEE0epqgkVFNMybx6Nf/CIfu/ZaMAxiTU3Y4TDKNAtu8eGKCl7/v//j2GuvZfHs2WS6uqidNo2ejRvpWreOUFkZ4085hXBFBenOTmoPOojJn/0sdjRKz8aNRKurxYNrCLuMj/TyPTe1LVdXD8M/JevtTPYo5A3MTxRGlLRs/rMZftUnd1ApaavsLGqs7VdDhjA4WHLffbx6003Esw7jHDBvs3jryzfxTunHSLRDqgPMSWBMlftbSvyw2hypchkKLi2XW1+8koDLG6UClddO3dwhWpm4J5XPMlO0WHkvtpwvLg8omXytNIWkmPRvp4Fo/6b3qWwpBeNsaFCQyvZWaR2k6nrZNmwXNuV6vxsnRSEySMMXD3RLO6vMgLiniVpJjq56iagVJ+kUkXCKGBZqYUzxW7Sk6kmnxSsr/400gI0uTOjTWQsacF216Cc7XZlADCh4hyWsYy1Zp5j1OUXCgxLdQUfbnZwX+xg1U6bskM3F7uJVXuFZ5uD6P3ksZhEv8SKX8gXWZm2aM+WEjUy/x4aMFO8lh4mbPpAggYGJRuPgYGLKpKP/vA5OP+1UmjTd0dmojgswtIlSYkjhao8kMUbbAdjO+W57aKKRHnqwsFAoP9nCxMUlTrzw9yAhRjKSGmq5kItppQUPjxpqsWyLnRi8/Egi1tDAqn//m+Jhw1C+CN6ORIht2sSmefMYd+KJvPnb32JYlhAtoHTUKErq61n/yitEa2o4/dZbefWmm2icN49gaSkzb7iB6V/+MlZo6/4yVRP3vEfdhxEfSbLV40rFaF5KqgbLsvmqlsZWOUATNWPYKkd7rhpvO29TXtuVX/hGWPBKUjy0Dgtv82FD2Megtabx7YW8NPv3rPz3k4SjJVSWD2dNLsiCySfxWv2hOAEPqgy0BmcJJOIQOVIqSimf9fylW4jM5p/94zExQl2Z60+Q0GIPUq7Ez63Jkb9lkGXPQ4T4B4fEmLTb610OLfqL3kvNLQ12v1YB32wWXzdXi0jfAP5cL4MXWvcOglQb8OtO+N92ISog1dhf1cDF7+OHtSt4NSUt2rQGrVyqAs1UBNpJuWEMpXG0QcKJMiKQZmTRElT3xMLrzfvNGcCbaThls+JUiSm3PN5lKSknyPKMwkRTsm4VVmsT6ypL+P4/VlE5rI4rL7iEUdWD58mVIc3zPOuTkf76BIUiRZIHuJ+juQRDJXya1P9+ttErdHBx/HBri6hvMZErnMl0gWjlt6dQBK02Dih+m8WxqRQZWUws4m6YEeFGpoRK0Vi00MIG1mNiMo79KGXrFv+e/2Nh0UUXFjJR6JAtED6xcHW5nb/h4WJjU0EV5/AZKqigjh2beB2CINbQgPJNXj3XpfXddws5hW/8+tdMu/BCKvbfn3RnJ2YgQFFtreQV5nIFYXvl/vtz+h//iOc4Yvuwp8NrP6L4yJGt15Lw7WZp/W1ypB0UAlKAgSuiQ6UIGGkcHWRYcANt2Voyur+YIe91lW/neIhWpc6WysTSTP8FN+YKqSsyxFpi6Pjed5BNJHjsG19j8TOPwKYe0TioRmKBVdR+7OPM+8QF6B4XK5jFC/hsZiqkH4XcIeD4lZURpkQ6fbUR/j5CMilBSM7NHXIMbE0CqJF2tEf//Ms8sWh3pd3d7PgmoYaI27P4diBKyMes4i0FzsdH4dd1oidblZU245UVIj5fkYH/apXfg4j+F6R7DUgNX/P0tWYxVT14gC8ehlnSJjUBC41p9B/XVIDnV2CG2Q5Bvy3o9pnoTWlprb4fNJpNjsJUEG5rwW5pZG3xFF4Inom+SITGdzUn+J6zhCuGTd7qcyQ90Ve2u/IdPmQnQ9ZXsgrXJxwZ+letHFxCBGmjhRGBDKNDXaxOVRIxMuQj6NJemMNK3io8JkSIbnoKlqkg4nMXB8dXn+bzFQsVLgWHV73I8Mganm89kZzKMrX8LQ4te5sH1WLKKWMNawpk8E3eYCYfZ0IfB34Hh/nMYxHvkCNHDTVMYCJRorTTjtcnaDt/fxMTCwsXl2Ya+SePcjGf/0B4gu1LKBk5Eu26eK5L19q1pDs6sEIhnEyGopoa1j73HDWTJ9O6dGlv9cvzSLS2csill/YjVkOmo3sWH6l3O+HBd1pkwUp6smDlp/0MPKJWDFfbTChazLrUfgSNNMowKAt005zpJVsGMk6e9ig0AsoVHBqSxc5U0u7J44EeqRZ4/rbGBOCXtVIBGcLex4Jbb2XZshdhYzeELPBtOlTWZYVjoAliuy6WgoAprb2YAqMejBiEKqQCNCEkZKDZgbu74ft+8HeHK4RA5593K/vg6F7vts2RBpZnhFSNsyUnMahgoi3Hn+U/7+dLpf34alK+2MdFZdDi6Ijc+iLuiRlvUoumC2BBCto8qDB6SUTI9+L6TQf8eYCj5M8rhTkJIU22sujJFZNwigiZKXI6iAKiZgYbiynGBAzkdQX83r/2pzxP3YFW+0QO4DX1KhY2dnMDSauEF4rPxCaLlYmLZlPZ/LSziCOCqzi0Yr9+j1+dFQuNTlfInqlER3lT3Y5PXQYR9r15VQvyqRBCiByV47eVo/l8SwNt2eJCXWpiKM0p5c0kSBAmQoCA2CSg6aHHJy6aMspJkyJOHK+Pui+/XaU0w6PruTD618LfKqiknTZW8h4jGIHl665y5HiWOdRSV6hwvcxLvMsSIkQIEqSDDl7nVUoppZ12DIx+2wUKFTDTb3s20UQDDeTIEiJMLbVDxGsHUFRby4TTT2fZgw8Sa2gA0yTd3Y3WmkwsRlFdHbHGRvY/5RRWPfWU6LYch3Gf+ASHXn753t79jzQ+UmRrfgo2ZUUsnNFy64WmMtDG/kXLqQy0sS45DhcDS3vYqrd0bwCTArDRkZOsRqa8pgVlsexwhYgd5+s730nDz9tElxPwr1DXZSX+567hQxWuPLQWy4NmR1pe+wX23LaXPfIIzupWsAxxktVyZa5tA6M7TtCLk1ZFBAM2CiE6OQXKAbsI6gJCakL+ZxlWsjjnUeIbcJYbIq7fGkwFqRSwGFSrw34jVlM6uZvFxlQyhMgBoy3xsIoa8l41uTDckgrUeSVyfN/qi/IVUk37XhWcuRX994sJaUn2TRuw5aUXsgvBr95qeD4Jf+6E04qhdoDOGgeFJLvzF+1Qbijac3W81XkkR1c9T8hIYSmPMivDaA7gtOBk7oqIN1R+ylMjrvkn7YCWegpT8XLrMa0GjHKDTe5EXGUSiSfI019b50h7BneuX1QgWzlyKG3woxaTmNv7fmkNL6fgoR4hjTuCsYwjTJg06S0IiYmFh0c5FZRTQVXIZN7w/bgz3sE6N8txwWI+Ga2lh7N4lVdYy1pMTI5GwrVf5WVsAhRTTIQILi5JVm9BerYGaWGmCkQoRZpiv/rWQTtp0vyNv3AABzCdI1jOMqIUFXyywoRJEKecSqI0kyXrT7uG6KHHr9D2nmwNDNKkeJgHsLHRQDnlnMJpFPE+/ihD4NjvXsumCQfxwEtvkdOa/ec+x9gV75Dp6iLd2UnZ6NF8/Cc/YfoVV9C9fj0lI0dSOhRttNfxkSJbTQ40u7IYxnX/lo4HHFf9LJbKsSI2kYRbjKtNDOURVFlCiI4mhJCmSUH4bqVUp37ZDsuzcsoeG4CfVPdOHT4aE4KWv/pVSto1q7JShdh/BweAkh68mZKqyiGhXRPc76vodODzDUJMFaK1mVUEN9TsvFfTrsArGPfJxpQ/Lg1Qv3QepekWMqXVuNrEAhw/O+nKMfByqdh+9N3PpO7fcgsa4rD+pw45fjbLmsYGrHbwfg/hWJIRxnos5VJa28P9V5/Nz81recX9GK5/wFZZcKgh2sOvVohViA1csEmOrXwrMePBf7fDMZEtj5cOV6ppfVFnykVETgs59BDvq7xQ/5ZO+FuXuNRPGYCsRpBJwhOLYGMW5qcDPBSfwOqOCg4qWcSMaI7D1IGMZgymMvnnSPhzN/yjS767F5XCZWU7dsFiY3OOOoMb2jex35L7cBua4VgX7eWHZPI1R0VPqptOOniB51nPOpJekIXOOYwwq8jXH5WCYgWPxXacbJmYnMt53M3sgt7p/7N33vFx1WfW//7uvdM16pJlWe69gHEB0zuhJrQlBUg2yyYvCSHlzSbZ1M2mbAps2mZfSJZkE2CTAAFCCASyYJrpxRhjcO9NvU2fW37vH8+dGdlyw00ynqOPbGk05baZe+7znOccwNdUeUSIcREXF1uCEVPx8aodYykqqeICLiq26hSKNGmW8zYRIiWjUEzqaSBLhn76d7tMhv+l8XB9Qb2orBzaafPHhAwiRFjPerroAv+2HdfNwiZPFdV++LYccClSfkRR6QC0sfHwqCBeJHg9dLOQx7iUy/dtYx6l8ByHW154iwdCI1l/+kjynseqcy5l1rOPcO7vfoadTuM6DlprKltaqGxpGepFLsPHu+iUvXcUTi4usHOBIYDNm32zaQpv4+3EbKoD3fTZNbieQYIKIUxIi6XBlPZB4YRz5yghch4y/j/ww7/HHayjUb7GJrUXD68CFmfg063QZotOJ2bAvzTAh/bxQ344Q2u4cgu8lPGzJzX0eHBvn1gdfPgwWBNMPP98ti9sw3lxvZR3lJJ9mPeI1Ia569TR3NAVYG0n5HwfrA9n4N8+AHck4ZZuIdchQ/Z33ID371RNur5GHverHtHz5ZE3X0EbZT8IwaTL7Pol4vemLTZuH8NfHnkvN73/n3vj5fsAACAASURBVLk8+QDtbiMxWyJ9XN/moTDxeHuvHH8Dj7WQAa4jJP2inVpt00N++3GAoWadKQQip6XN6Grf482AqUFpKfa48L1OMcDcG8nRGh5KwO19onM6IQKfrJE2+kAEFUwIyfdVVUEku7550PMZhjjVf3w/xfpnxgy0Hs2tUz5O5A+fxTjFxVMmhpbKtbYCGIbH3N4+/sjddNABgKtSnDHyd7SmppJNns/Aj813Wpkewzg+xz+xnLfpJ4FNnh66qaOe2RxHDfu2cgPJTpQok5jMKlYWI3Dy5MiRJUyEBIniY9ydPvk0ukiMQoQAhUWAJCk8PAzfKjWCXD300YeHW/xbAQ4OI2lmEpN5lkU+ifKKFa08eWzsARW8miKpFCPWGNvZTpJkubq1G3SuXMmfP/d51m7vZFY2y1TPY+nFV9M+5ViWnXge0x5/gJbWDRimiZvL7Xa6sIyhwVFFtqpNIUObncF/CxiaY6tf54m28wkaORSamJnGURZ5z8HTFZwRkU5Tpyvar/ta5AQkAt5dv+bZMWnBDDypZTw5p0/bh1ZZxhOtyKoBbak+Fz69XcjIMUfw+6nXhc9sk+1jIif/kCEn+U5PdE+Hg2wdf8MNbFr2GutGd8OWfj+YUmFEQlz5+98zbVQdLzQL6e1OwAlVUO9v9+uq5Zi6o0+OiwsrhAzsHAZuKQkK/0ffYX1FDlbn5bEnBmHeGnCrewjgktVS7ozHE7z46kl8/P2/5izrCR61P8hWR/zWclqeq/j8u1k3xa5dweeGRce1KC0ESyMC/tOiIlrf7AghNBFrhsJzVBuy3D3e3uNdftgJ/9ktbclKA/7XFVL9u1FDp1c8qwLOmh7H/u2tfOKe/+bRuReI65aS9+dJXQuZccwYFrEYA1ME5kaOioDNpOqXSUU3sK3nMrL5USQ0XLYfvCBIkNkcd1DX63TOwMJiJcv9adYsJiZx4iToJ0u2WA0b2NITUgSF+cUxjCFLlvQAstVIY1FPZWAwhrFsYgMhwpiYZMkQJMhMZhEnThXVLOF1lvNWsXJVEOm7OESRvm+hspcgQZo0Hi7rWMsxHFvWb+0EJ5fjkRtvpCeVJROvRqkEKpthzgO3s+jjXyFR38TGKccwMdNDuKamGNdTxvDBUUW2To5CgyVX7R3ujm7xOS9CR24EGTdKX74am+AAMbMmCpi+iWWjJdqi59LSAtkTzquABxIy5RWkVFG7Ii5WABttiVn5YCXMj8gH/lYb/pqQlmcUaTkWxtwVsgxJDTd3wh1HaJW414X560TsrZF90e9Ji63aF6F37MOU2cFAtK6OD91+F2uffoJXH7+HxNatNM08hrM/+WUqayXMN6h8d+2dhOZKSSvswn30Qwv6x0+jVdL1OY6kB/Tgyj72K06eZ2BZDgaauEpJfcKTbXdzo0wUFnB6TDRaOS2aMpDWs6Ukz3FnKCVB5n/phweTcmyNseDPSdkPBaWPi0xCdrgiCM9r0Xq9lpFJx121ebWGB/vhO52lXNFOV16jJSAk+p8Ocyj0zgiEQ/ziqo9y573/zSNxCx1RzFm3njMuOJnnW5aJVstvqwGYSshILNhKS92dLNp6HWdFGw+q+/6BIECAMziTkziZJEn+yN3FtmId9bTThotH0I/KyZGjkipAkyPHSJqZyzymM4McOV7mRZbyBrXUFYlPgTCdwqmMY5wffJ1hAhM5nhOI+/5fYxhDF52sYDkaTYgwDjY2drFN2UcfSZJFvzGFIkCA51hEliwnsGDoNuYwxLZXXyXX30+wthGnJ4VSBjoSw8xmaFz9Ju2TZxFMJejfupVjPvShYoRPGcMHRxXZqjbhpka4bptcmRcyOAOIRuWFjnPJeZAniEL79g7yUw4RCheCph0N7ftABoJKInueSMIzaSFLa/KSfdjjyfM8mZYYlg9VSfvpS+1CNkzEe6m3qCsRWH4b8s3crl/zSMCPOiXnb+dOah5pOVmIs/oTKdhsSxzOyVHZT4cCVjjM1PMvYur5hz/F3rLg4tPhgSdrMCvBRGOjSCbjXHLJQ3gYLHcXEDekQoQWsj0QowPwlXr4YRdFbVdQwQ8axX9rVwgquLJKvgGu3iLmrAn/8SZCtjTihfVSGjwly/D1drlwuXWkvPZ2G37VKzl7222xVckix23BE8sFttkicv+ng7oF9w+BSITrPvwpPpLL4eZydL8nyZ/VA352X8mfqhAej1ZorQhbGeaNuJf3q+sIqOFVWi5MKMrFmXxqRIkygiZ66MbFYxrTmMQU8uQJEmQc43do3VlYnMrptNNON92ECKHR5Mkxg1lU+18zmTXo9TNkeJzHWM1KkiR8PZguEioAD42JuYP9RYHURojwOouZySxilF3kC7DTabTWcvHieWjDRLkOKPCUgeF5jH/1GSJ1dRiB8pj7cMRRRbYATonBk+NEJ7TFhrRLMQLk3EglT6Y0Kd8Mwh+UBuSk0SeelmifdO3rxFxQSajwGzn4Q5+0YWz/A7zKKGW4PZKUKJdaq2QdoTSs80twhZ3laKkENR/Be+/RlKyDyY4VRihV/15Ii2Glq4Vgjg/CL0aKPu6X3fBWHsYE4OPVB5bpNhTYkhfrhVcyEqHzkUtg5uYga9ZOBa8DreGkWa/woXPv5hH7MpbpmVjAlKBUnX7VC5ftVFW5vFLagC9n5Jg6MbJ7orUrtDryXnB0KXex4CWngRQwyoCZYSG9HQ58sx2+XA8XbxocnA6lCpmFH76OVNyGE6xQCCsU4i1eRKGopZY+egdN8knF0cLQHlErwc/7NrAgMm2Ilnr3iFGBiYWDU9RjRYjgUcV0ZnI6Z+z1OQIEuJTLeYMlrGUNQYLMYCbTmL7Hxz3B42xiI1Fi9NFHwd0eKBJYbyf3/AIJy5OnnwQhQnT6+ZVHOzI9PSRbW4k2NJDt66MtaVNpGCSCEVzLQpsW7dNmc/IdP2ZEyJKQafudBs+VcThwBJ+u9x/NAXhoNPyuH55KSsXrWn+q7JWMIqMVHr73kZL/XUTQHvWk0jQ3vGM0yt7wRAru6ZdWovbJkqaUsad8YXK3KwLoAvp1KZi48NEvVFD0QQOxOCOeXl0unBWTMf3YMKkmOxru7ZdtkPbE/LNgUbAzFEJq19jSqipgbR6+1SG6H62FSKzMwY2t8MPGvbd0hws25GHmWt91HgmH/o4Nl98Av0w1sL01wfiGJxgzpo1rO37MUncB4wKKEZYQd09DxtjGIyyhnz5G0cJsZhOnknprsBh+XzE/ApsGaAMVfog1pfzQoJJK4whLJh/fzME/tYoLvkGp1T3w497zfy/8ffwwlZOkSWP6X42MoIP2IilQgKtNn0gqNCZtbrbouTWcYGFxIifxDE8TwMIiQI4sAQIc9w60YmHCnMACRjCCpSxlGUtJkOBYZhcF8wOxnLdZwusUp3p9Q9UCNGBiECRImnSxcliofmk0CfrxiPmasNBR67/lOQ7P/+hHLL/vPpJtbSS3bfPtNBQRy6LCsnAwSNWP4LT/vol8ZQ11U6aQ6+9nwnnnDfXil7ELHJVkC0Rk/Jla+S4g5YntQJcHEUD5RCXjiWt3s1ka47+6SrRT+4oHEuLDtNFvrxSu/G2kJRRU8p1kRzF9XsuyeDu9lonEDT2fFi3NvQm4qVNuDyh4JSu2E7c1y7IPNb7bIctTZUqlartfztrVQGaDkm0kJ7jSyazOhD/2i7aowT9yg36u4E+6ZRjhSPAt+8hWIVoWJbLpAA+n4FsTFRfNmAiIz1NVEkbmoWZAhUoFVzM+/io3bZ/F1uwc4oEkZ1U9xzcqTqFK7b+I6Poa8d/a4shxWVi2sJLl9YBuT7y4tjkwOSB3eiUr61J4zK4KVxoh1xVKWsJ5fXhsPd4JxjKOrWwlTJhKKgkTZitbyGHjepKTaqLJuhFcbRHy6naTrTr0KLThXud1kiSYzFTmMc/Xae07XmcxL/Fi0ZB0Ma+xltVcyfv96UVBO+08wUI0mgCWr82Sg7ZApEwMLAJEiZEmDQghG1jlypFDoXiTN3mLt5jIJM7h3EFWE+92LPntb1l8220kWltxUqni7dqy8DwP1zDZcO5ldDePJTFyDFZFnOPvvInJF13EmFNOGcIlL2N3OCrJVl7D6xmpJM0Ol1otMQO+WS82Cz2etPA0Qla+2wgfO4B8uLwW0pb0RCMmCYxycsrpkg3ArJCIkRtMIQ6VhgQJzw7KBON6G3odeeCyHHymVcT2DyflhFwQR1dpmXh7NAlXDLGId7MtyzfSN+Bck5e2oKEHn5hjSOXj7bysy8CqgUaqYpU7tcZiSlpgaS0/D3cszpbadAWYCMF8KysebgV8rg6u3yYtuwoDUp7L+KqlLGw/GxNF1MyTsuPc0z6PuLeZb1ZJ1MxTKZkE7HTEYf1TtXsn3RODcFeLkPY7+0SnZSnfc6vwM3Jcelrip86vkGXLIPezd7FPC1D+fe7rl2Pg/42U98Mve2BhSvbdVZVwTfWh0+btCdOYznLepoceAgRwcamjnlY3S5Ycnjaw3TAoTV+uhb+Ltgxrcj+O8Yxj/H4/PkuWV3gZA1U0Yo0Ro59+VrC8OFHZRScPcB89dOP4xCngfykMAlhUUYWBiYNdbCfCrt30K4hTSSUazRpWM54JTGLSfq/HkQatNa/ccgvJtjbc7I6ufIbj4EbD2MEItqdZc9alGLEK/rVjKefedhsjZs8uZx0OUxx1ZOutrLSd+j1fR6LgK3UUp4our4IpIbilR+47JSgj+3MOMBfuogoRD3tayEJigFYM5LZTo/DP9WIrsSFfOiHPDvmO9560GS0Dxvu6rg5HTqpxA6IBqcoFlPweNmS0f6jJ1rq8kCbDtxjYYpdaaBalFqmB5AkGDSEWMaNU5dNa2qOTgkK4ggMIV04LKY0cIZ8xe5JRtez0jjwuDL8ZBb/plZbpnFiaJdmxGBjELfkgjpg2pjK4p6eOr1bCjzrgu10lMv9KVsxIX5pQMtvdHcYF4ZZm+M8meCEjVa6/JCRHsc2VFrr2ZJ8opP0+0oRf9Ap5HqjXUkAIqWgZyDFwfER+XurrF+9PQLsjNhJZ7XJnegtrjR7+oaqSMYwpao4OB0KEuJwrWckKNrKBKDFmMYtKs5qfpZ9jg1qLxqArPZ0z1PF8uPYIOeD2E9100UfvDuHW3XQRJ84WNjOb4+ilhz9xP910Y/jWpTY2jh+SDdDCKD7INYR9R/k8OZaznCd4fFCOYpgwSZLUUotCYWGyihVHFdlCa/o2btxlmd4ArFwGrRQuitGtGzl94R9570++T9WYMYd/WcvYZxw1ZEtr+FsCPrBVrtjDSrRa44Lwb51iUDrB15LMDMtV98HEhXH4717JgstrIUJhLX5MOQ1fqJPW5N2+zdPoAJwagWuqIG7CX33zzLCSN9yaPLyZL7VtWl1Ya0ubRim5X5NvMTDUGGH5uZBayGB+gAA74ldOXC0kK2yIPcA/18Pv/WECT2yvODYk2+gr7WB5QhyynrS2Pl/7ztq6Q4kLK+CPCSEhBeLlIOR5V0L/GSGxaQDIE+KETXWEjR1FsJZhk3GibMjDD7pFGxgYkCG43hYS9s0R+7aMhiHDJCD7YHVeqq69nlwoBJUcd7UmLMvK8ZbSO7aFa4CWoNibgAx+FCqVFQru7JXHNFlgqBwtNQ8SDnTQr13+5DnEjQjv5VJGcpDfjHtAiBDHMptjmV26UcGXY+eQ8c6hzYGG2uGjhTyUaKONLDkCBHCwcXF9t/ceNrCeNGne4A1cHGJU0Esvnn8fSXMUS1SLQJFQVSJXfqdSz5ssJU2qaA9RyHcsPIdouuBo02wpw8AMh3Fte5eEy3RdzFSCOQ/8lsrXFhJvbqZ77doy2RrmGAan4kMPrWWs/a5E6ba8Fn+jrJZqwv8m4RO1u3+OA0VQidP8uRvEc6jakAiVpN8W+2AVfGw7bLClSmNruLMfIgZcXyvVqXYXns+I2HxX8yauv15xQ6o/m224fBiIxqcGpUKzOAvdjhCMYkCOLgmqr6uEHw84r15QAa9lpRI2NiAxRYZPzP6jW1qHFQZ8rlZI2JGCW0bKem2wS9uhQsFfR+9dcxYkyJSgxStpVQpkRmNrg2oV5ZWsHB8DyYBSYGn4S3LfyFbWExPdiJJK4qVx+HNClrXGlGO305W249+SkABOjwrp7XIg74mFR3OgdKxGd5redSm1zwHqYq8SDrTh6RCRQA8pPNL0cSe/5QzO4gQWDPlJN2IMdr9/N6OV7YQJkSVb1FUV2n6ddPIA92NiECBIjhyO76NVgAIaaSRBguW8zXHMKT7HdrYRJkyaFBEi5LHReORwiRApiuddXKbuZQLy3YiJ553H8vvuwzCMQWknA2Fns2jPI9bYeNiWrYz9w1FBtu7ug7sTg29PIxWSpBZx/KFGpQm/a4Gvd8D6vFQJJgbh3xrh8SS8lZOTpKPlhBZHRvw1MoG3JLNzePZgZICgr6+pM8VWYKihFPz7CPhRF/ykS7RJJrJeSYQIVBuD252mkoiXE3Zq4V4QF61Q0h9cGG7TYHtDrQUrJ8Jd/UJAJwQkdieyj9WSL1eP5Jp0mqSbJGzk8XQA5dXyf2pC1Pv7e+CQBfixO/twLPxvUiq9Od/YdGJQ9t2X6mXfeVrIbkgJ0b2jr+SWX2fKt9YioP9avRznj6Sk/V0I6nZ9/eJ7KqTSC1AZXYHrRYgE2tDawzJMDExsbBbzGqMYRQvlMN3DCYsAlVSRIzdIW+XispIVvru8QYIEJmbR5gHEnT7gm6iuZx3HMQeN5mmeYilvkCFDiuSg7MYMafrpw8BkOjMYfwC6syMVp37lK7QtW0a6rY1Eayva2UXsCWBYFg0zZ9IwY8ZhXsIy3imOCrL13Y5dT72BVLYcXXLzPtSYHIK7RsnJCMQrq8uFf+kQnyITOUkGkXZhpwdfapW24gZ79+LjgdAezIoIMcsOE0+jSt9e464+Mb0Mm2B7Ym2RR4jnJ7eL6eyF+6AxU2oweXC0rHNUDf+pRMOAq6vh6v147NywxW+aKvn3rhhrbE2DYfDRWoNrxRCcWlMyDKP+Nihkgn5iLwMea/LwjXapjFZaQprW5eFzrXBPC1wQk5bhbb2wJCexPklP/k8FSm14GyGO740LEb66WuKlCu1EjcQwfbhKLiI6HJioFZBHK1fm3hTFFpKBYhWrymTrMGMa01jDaiwCO/hlARiYeHh00UWMCvLkBxEyD02GDCFCRP3ohXWs5VmewcMriukLKJrIogkS4nKuoI4hjhoYItRPncrf/f73LL7tNjY89RRtb74pbUWQN6bWqECA6Zddxjnf/35ZFH8E4KggW1t3fVEACHk5L/bOPLMOFErtmA33427fCkBJxSDrQZcuOXingJX7SLRMhLy8mBG91hZHWkHD4b24JCfVkNFBWa7EAI2P4dtifLIVXojsPmtyV7C1OPLf1SfbcUIAvli/Y5zNuw0nRuGPEROb0oQgAArubYHLt0iGpn8T11XDB/bSan0oIcdYocKmlEzFbrQlPHtmWIYz3syJDYpSMjm6Oif7c6Qlx2+nK8S6UHEcYcmU45s5qXBNC5b276+b4eYu2JyaxtjKlwiqEkn0cIkS8+0B9vAmLuOQoIXRzGM+z/A0Gd+qAQrO9BrLz46sJO5XoowdfLVcHDrpoJpqZjALjebP/Ik8eb8lvCM5K0wpGhh00H7UEq0C6qZM4bybb0ZrzbI//IEnv/lNkq2taNelduJELrr1VsaeeupQL2YZ+4ijgmzFDMmT2xUWhOCWpqEjI46GhUlp17zh620yA3RMUJrY20sHESjFq4AQmy+0wqdr4aMHYFtxsBD1JxInBGR9VuVLAvGQX83rcMX89NN1+/68P+iQdlaFAXWGaLk+3Qq3N8PU0N4ff6SiUAHdGSdEYeMkyTnscqTlOnYftEaFmKSdX8NAKlhtDvy2R6pmtaa89khLLg42+BE9cUMmb2/Y6XgzlNis7IzxQdGwJfV8HmUrK9Tb2LiYmFgEqKaaDBkmMXnfNkoZJXi94G4EoxHMdz5koFCcwAImMIFfcxspUgP8rhRBgtjYWASKkT4DI3iAoqB+M5vIkiVBggKt2pXtQ3HR9+nS8uiAUopjrr6a6VdcQf/WrYTi8bJG6wjEUUG2zojAPcnBsTAh4G/jpKUzVCiMykcUzAyJd9FAYjVwBw2+FtwRBb4Y89toYwJy2y97RQ+1sz/V4capUVnPhD+RCAO8pnSppXhLj1Ru9qUydfe2JD/c4uIoA0NBIBRifDRISMk047cO02dS1hOSXEgDGGpYBlz5Di0/To9KZNTOprpKCTH+TKtUrVodIWZTg2IuOyEoeqwb64RojdiPT5UKFeQKrmQJE1jEM+LJRYAsGSYzhbGMe+dPOsyR9eT9HlJS7Ttox43WkL4FMndi4+KQIR08kVj8ZsKqBgeHVaxkLWsIEGA6MxjD2N0OINTTwPv5EHfyWwBMLEyMYhzQeCaQIkUffYMeW3jOJ1lIEyMHOGztZtF9CtZM8wFuhHcfrHCY2okTh3oxythPHBVk6/o6sUlo9UOdFXJS/E7D0AvIAwrOjIkJ5QgLTgjDc+lSxtzAStVA/6KdSVdB42Uj7Zu4saND9zobjhvida0y4adN8KU2+b2wDiHfNqBgB2F78KntEnI8bw+Ea9nWdv5hewTHMDFdF1cpvGyWdZ7HtHiYdfndP/ZgIe2JcPzBhAxZjLDg2w0l24ShRK8rVahmS5IP9oYzYjAvLMkEYX9QwwP+oQp+3u1PIvp6ME/Dyrxkeya1kK5rqg7MFd7AYC7zmMo01rGWLFlaaCmepN9NeCoJ3+yEnO3R+8J67CdXcWpEc/WlUzj33AmY5gFcAWYfQqd/TY8RpF9lcbVBMP8Ua1LXUV3xfZ7nObrpJkYUA5P1rGce8zmBBbt9yvGM50zOYhGL8HDxcAkS5DKuoIEGVrKCGFFyZHeoWhVaixpNF12YmBg+Udu5uuXhYWAQJsTFvG//17+MMoYhlNb70pw6PJg/f75+9dVXD8lz/yUB/9ElYdIhJQLdf6weHpNs7Y64hG915ATX44lLvIOw4eQAs0gPsYbIevJ3hZCsECWT1DoTjglLtUFrsYy4d7RUuoYDbC2E8u+3SptroLlrSEmYcsKTSt9/7eEC96KHX+fxkVOx8tK60IaJa5qAojEW5XP18IVDLPv4Uhv8NSHbOOtX7DTw+Tr4TqPo8A43sh58v1PSAxRCtD5Tu2+VrryGx5KS5VltwvviIor/cbeQNk+L7mpNXhz7WyzRct08Yt+D2Y92bLbhqs0QVZotP3uKtoWr0KEAloJxns05F4zlyu9WsUatxsVlEpM4gRMJECiagO6RfPZ8iJy7gS1GihWhiWwIjsRFYeDQZTWilOE7YCmqqSZOJRnSXMNHqGDPXjEJEqxiFUECTGYKYaQ3vIH1/C+PspWtOxAtkGpVJZUECZEn7083ekUSZmAwkmY0mtGM4WROIc5+BnyWUcZhhlLqNa31/L3d76iobIFMRl1YIVf7lebwymVrtODu0UJAtjkw1pKT2fc6RXhcYUjob8KT6ckAgFHKl9NaCFbQkJNhc0CIlqdFZ7MgOnyIFpSqeXe3iLZqaVa0W0EDjgmVHPBX7qUytdyMYnoaQymyoQieKUHBKEXCc7liX7wODgDbbXgiKUQr4+8bEEL8oy7YZsOvRh3+6Jl/74KHkjDClIuJrCfH0kgLTt6FaepABJXE+1w84Fy3NCvH0uq8HE+FtvdIU8x4P1YzPFqnRwoe9Q1tvXWdtD+5hlBDHGUoeT8HLO5b+BrmZ/OEGsXccy1reIanGc8EeughRJBjmM1c5pGgn1WspJ9+RtHCJCYT8HpIKZtl4UlsCDYT8XJYKNqtKlw8LEwC/oRhL71EiAKKdtr3SrbixJnHvEG3j2M81/Fx7uC3bGJjkUiBkK5aasmRL044Zsni4REmwmVczihaDsGWLqOM4YOjhmyBVBnqh+kaBxWcNaD1dGpMRuOfz0hunO1PKxYyBkHaVltsqTRcWQn/tw425uG7nVIt08hzfqNhSFZprzgxCs+MhbM2ivdSwwCH8aQHk/dSKWlIdNNaPwo7FEabJsrzRbWGQb1p8EQaJhxCgXyHK+3evG85UWiDFnjHk2lpD593GI1lk55MFTaapW1ZSCv4Xd/eydaucEpUKngpT55LIQQu6UmM1dFAtNbm5XuEJUkGB7LOPb6UIbGqHe1p1IDog34jRfPpeTxL6tYmJtq3UFjFSsYzAReXV3mZlaygle2kyfjHnKKBev4udCo6excbA01EvCwKTU6VLjxksjNYrI5lyGBhEebA3iwWFh/hoyzkcV7keTSaMGEaaMTGJk6cszmXBZzENrYSIMhoRhPc5ZhHGWW8uzBMqUcZAKYBp8XkG2SU/7m0hAvXmlK9qjTlZHjziJKlxENRqZDFDNHZDGdETPhKPXy7QwTmMUoVvL35Qn24wuXbfV10NbaI+sMwAEV1PsP4eAX39R9YePjeMDYgFQrXbx0WVDaaUjXr8cNMthKuvP7O7cuQEs3i/iDm505mlJidKgAFTYa0G+e/iy02bA3/0i77UQwPYFoIfta0/++tk6NwTz9Y8XCRaBUtUIwEY8/xQKsd2nAgRqIODgECBAmxljWYmAT9OBwPTSedPBpt5my7GRMHAwe0h1ImjrJAUfTMsrDQQI4ctdTSNCAWKeHKhO9fk1JJv7wSTovA7/rh+bRU4z9SBWfHdiSeFhbncwFzmMtCHqOffmxsRjCCczgXE5NK/6uMMo4mlMnWEYQqUzRMP+gU53ETaY1+oW7HDzxDSb7gkYL3xWWZf9kjJHFCAL5bK+3PXeH5tIQYt08/iZOee5JHaxtRWqOVojKXoammilZHNEeHElWm6P6+3iGtw8LggkzSSfs3fpgnXRstIQEpb8fInn4PLt5P0tfhwIgAjFcijgdpW2c1rLVd1rKBNClqXma+5QAAIABJREFUqWUkzQPsAY583N0Hf0tJy9TwW/bLc3BzJ3xvH3Mmd8ZJEdElPnncaHQsSKo3g1kZZnwAMr0egQiEd+OJVrBEyJApkrBChcpA4aHoNlIYVT9H69+S9rpxDYukGUcro6j3corxOx5NNHExlxT3m6PhU62SaFGtYKOX59PbPWxgRDDNaDNCMh/hS+2SSXpN9eDlbKSRD3I1CfoxMPfaniyjjHc7ymTrCMOEoBCulCc7b1+mzIY7lBJN3XvjpdDp3eHuPvhhp1T1QoZJ4sRzaU6lCQLagI5ILZs12DbUe+Jhds4h/Jz/fJ20bH/SLVWuIFLVqjbFV+x9h1nnayr4Yh18tV2OkYgh/9eZcO0uToq7w1Zb2qTjAlLBA1mvgWa8XY6DE36Jx3gDjYfCoJlRXMhFBDiC2P4ecF8CKtWASWDf6HVhSlqp4f14/5lKKtFPVQS56+aLef57CzHa+wkZitqRtTRNyqOsvC+GL72AVLGk5bYz0Sqg8Ltp1HIyV/GQ+eeiVaiFh+tXtACqqWY+JwzKnXw+LYRyhAEvZV16PKv4altyAVS4gwmWR0TH+EWPSBh2tR3E8PQICi0to4xDiDLZOkIRexeQrF1hINFqdeC/e+CZtJCXKyrga+2ieXGAuBLyWRmLkvLk/hZSWaoyYHwAvtkh2rBDtb2Ugh82wTkx+GybtHqrDJkY/b/1cOxhTCYo4JwK+JUlPmNbbDE5/UClVL32hpQnkT2L0tKK1Bo+Wg0frRKX/pihaYyuYFTV48wKdBIwHLoJU08DESJsZTPLeJM5zD30K3qI0evKcECHLfu5yhQdYVj57eMDeG5LwbkVcO4p9eiH3s/69b1orRk3oYpF6hme5klcXDRuseJURVWxBajRhAjjISL6QhvRw6OSSur8r1d4iV560WgihKkgTpIEddRzGVfssuK00vf622BDjycGDfj/uii2ZuuojrXRoqL0a8VWpzyJWkYZe0OZbJUxLNHtwke3inlmtSGTf59tk98rDbG6SGuJgJkYkJOXZ4q2KG5AnS+2b3dhSVZ0bYcS74nDsgpZnqQHs0KHvo25JxwThu/vB9G7uROeTkOT3zZzNNzWI2Hp32uEB5yXqK16BFP5AjAFWbJsYQuVVGKgeI1XOZbZmJg8lYRf9Erkz9Qg3Fg7/DVeWos27fptoo9MAYaGnAMpV4Yu5oQPHoFXSjFhQklceCZnMY/5vMgLdNBOPQ1MYzpv8xab2UiIMKdzBjlyPM2TxaBohaKGWs7ngiJBO5tzeJzHCPhfOXJEiPIezt9ta2+UJfq0rS6AxqBELA00DiZ9rqJJXFaK4edllFHG7lEmW2UMSzzQL27lhcnLgBYDURd/4k+B5Qdtr8rJMEFeS9UhYpTE6ugDP8iXZSVKaWZIImd2N4lmKjhuCCpZBwtpDx5JiWVEocJoKSEVd/TnuWHUSzTx+G5yCjUJ+gkQIEOWR/krbvIc/rU9TFwZ1BhiZ3LDPpjVHlboDGT/BvYLeMZIHsxfys/7x7PNhrW2tE4t5LizgT4NGVeGOg4l4sQ5j/fscNsYxgy63xSm8BZv0UsPo2hhGtOJUNq4k5lCkCCv8gp99NHMKI7nBBrZveDsjBjUdUPe21GHuIMjow7Q7sLlcan4lVFGGXtGmWyVccjxZhZ+2i0tmXpT2lLvr9zz+PySbMmUVSk50RlKSFfGV6PndMlhf8yA/Ms1thzYYUNE6nP288Se8uC9m+DljPyuEIf1B0dD5RH+zhkYyVNAxpPbDf/vrQ6styGrXVY6SY61l+EGdj/SWNARVRBjiV7CH7pnYBshAkaAGPXUmCbdLtzaAz/q3Eymu5uaCRMIxYfIwNJLQt/HwFkDKkinYzPBuZtZ6ma2qVPl2NJSKdVIsoGNxE5NGCZtsxpqOZXT9nifsYzbp7gjB4etbMUxbH7W3MyHNkVZkjPQeASUi6U8sp6FQhOngmsqFTe+gwzTMso4mnGEnzLKGO5YloEPbhUNSJMp1aebusTeYU+2DFElFascMtnXbIH2xI8sAPTq0tV2EIlhqjeh2/MNOG3RS/24af8NbD+xDV7MSNakocTi4eUs3NgKdxyBHozrc3DZZngrL9ut2RTT1fP9blKtCaMDMn3Y5khlB0DhkfIC/L71NC5ruYtijWNgucPfxiYmKdLkNfQ6MRosmwwZ2mljJCOp8BxefHsD93z1GpRpopTi+Btu4JhrrkEdbsOu7P3grAazGQ9Y7UBMJfl76zs8nv8rhZj0rE+4gr6xcN0R9Knp2jbtnRt4O7SC7bU9xIgxmzmMZ/wOovh22vkrD5WCpAPwn2NP5RMbjmG1LbE6jlaEDIcvN3bwpepRO4jiPTy66QIUtdS+qyZSyyjjYOAI+tgo40hBypOx8VYbPtsqU22Wgu2OtAVHW/CbXri2atdTTJttWJgW3y0LQIlY1zJKsUTVgKPktQqVh6yW8OpuPwLor2Mgug+f+f0uLMvJfY8JSTsw5YoLe5hSS81UYg76cFL8lw63M/yBoN+F49cLGfWlNmxz4dJN8PJ4ONY3J/1qPXxymxAtD7lvwLCpDfSzITOajlw9daEOOU0P7CtpcQp3lIuBkhQAM0POCxEy8GNa8mzbuIX42pXEGhtRSuHm87z4059SPX48Y0455fBulPwToIRp2n4OZJ4KqmjnVOtp+p1pBFSeLq8RT0fJ+m3q848AF4Ptr7/Ok9/4Bpuee5a8m0PVxYhefCwV/3oJf6tv5SRO5jjmAOLf9QgP4+AQI1a8bam1iAcnjODR3kYeTVqErG5OqH2JkeFuljCJ2RxHhAhttPEYj5IiDUAFFbyH82ngMKXAl1HGEYDy5UcZBxUPJ2DuOrhgI1y5BTY5gC45jq/NixbL1ULCdkaPC19tk+rKpKCYnjrIgRozJOTZ00LETCCOiJmTHrS5sCIn1bMzo/tGtO7rh/M3wefb4BPbhXz8azucu1G8qRK+O3wBhpITszt8IkX3Cb/qkSlOC9mWBvJzHvhaR+l+YwMi7C/sGg3UB3vIewEyTpRHW99L2qlk50jVnBugN9+I9mNalIJza1aRdkPkPAutoSebI5nJcf4bTxWrWGYwiBkM8tbddx/qTTAYqhppDJa0WZ52GaHW8u3AtSywnqeaLuaaLxD0tpPzj7m3c3IMDld0rlzJgx/7GBsXLcJRHjpo4HWlyPxlKYlP30NER3iFl8kjeVhttJIlW8w5BKlQgmabsZpP1MLnxyzijOa7qA5vI0ee11nMn7mfBAke4kGy5Ij5X2nSPMRfis9fRhlllCtbZRxErMsLYel1Sw7mHjLNVYALLMnBcSHxKyogn0rx/JotfC00hpWESXuKVkdagJNDItrucWGdLUTLRUhWIaBbIe3EHle+vzMg+gjk5FgQ1hewPCcGsbUDsjLfysKzaVgQkfZhSkv1zDDkhJzRMDW0f/5KQ4kXBujOBkIh5AFEn/SFNqlAGhSaaNDvVJD3LFCavnwNj2+/gvrIWqoCvaTtSlyvgvHx5QSMHI5nEDA0ddQxJt5GQC3hie4pdDsxWrTmjLt+xtTebTssgxkMkunuPoRrvxtEroL8ItA2hgowNqCxnVXE6KfC8Lg18gluzX2CR50LGWOuZ4ypiFhN/FevHC/XHcJ0ggPB0v/5H7I9PSilUAHfqSts4vWnsVe34b65DX1sPf30UU9D0eB0MBQ2Ngn6Wc5bVFBRbA8GCNBLHy/zIjb2DpONESIkSbKJTUxi0iFf3zLKOBJQJltlHDTc1SeWDTFj11f+BYmPRibfCoTlrT/+kRd++lP+3yf+jWRFGq95HLl4NQaKlJZqVZd/5v9xd0kUP/AlDKSdWG2KKH5hCi6tFHPOH3eJV5cGFoSlDVRnSog0lIiWp0X7pYEsMCMEr2WFMCY9IVtBBf/RdJA33GHA8RG4P1EipgVoYLov9l6TF+I1NgCbbEhqMNH0OxUoPCzlEg/0k/IMWntPoNuuxMMgbNgs6ZtNS2Qz1ze2Uh1qo5debJVnZnwtk+LLmaqP4Sz3FH7XvoF8Pk+wonRyzicSjDvzzMO4NXwETobYjZD+JWgYaXhkjax/YCmqzQRfjtzMl7kJE5fF3gV823sYC4my+fvqUv7kcEL36tXFq4qiLkuJtal2PZyuBFBH1G8ZNtGEgYGNXTSj1f7XeCbQRTegBumwDBQddKB9V/uB0GhyZA/ZOpZRxpGGMtkq46Bhs10KYjbV4CpKgRyFkZaf1rD15Zd44mtfIxUI0bzob3TPXsCW0ZNQrgumhYF4PbU7+I2N0kHrQvFjPqLEvBSkjbg8LwTpY75XUtIT36DXs3BLrzyXCdQaUjVTStqVHtIq9Pxg7JMjQvYyGt5XAV9tgBlHoL3Dx2qkitfrlSpWLjJs8H3fBaDXE9KqlHhhvZyBtC4YWpqEjTxVpqLbrqTLrkahMHExcUl5YdampvE+YwZ15HmTN1jDGgIEmMkspqppGJbB6V//Oo998YvkUynMYBAnm6Vq7FhmXHXV4d8oSkH0HyB8BTirUEY1kZ6PgtPq3yFfPGY9oEWtIESa4IatZFe+zeqpNUw++UTM4DAZTfTROGsW219/HQBTm7jKBc8Tom0o7CmVTGcyUeQNEyTImZzNEzy+g2fXVKbSQgvddBXJ14Y3sjzyH91sedOmogkuvy5Ky6UKrXSR2BUeP4Ij8KqkjDIOEcpkq4yDhrNicsVfsBWoMEQnBCWdUFBJuy+oZFLq4U9+ksS2behwmPFPP8SEpx8m8SnNhgVn4sarsP3r6SpDTEwHDsIVNEc7k7qkJ0L3x5KiDwMRg2e8EjkrELVWD9blYGJYiIeJkLtCpmGlCWODUg37zhGs96014flxcMVmWGXLZmwy4TfNYoAKMMXnDLYWvdvpMZcVbhsJu4IFlet5O91Mxo0g1pYAigrDxCSCAVQaio02jAqEOZ4FHM+CQcsx9rTTuPzOO1l+//0ktm2j5cQTmXLJJUNn/wBgVEHwePk5dAY4z5f+5pdjDSCse6j/yfeJLXwUE82isMGrdXVccuutVI8bNwQLvmsce+21rP7rX8l0deHmbEwDbNvGqI8Ruuo4jhl1Ciez4zDCZCbTSANrWIONzRjGMJJmFIo66mmiicXLN/Hb6/vB9Ag3QCahuf07G7k81ciMa5JYmL7LvMt0ZlDPITYjK6OMIwhK76x0HULMnz9fv/rqq0O9GGXsJ1wtE28rc6VJvYRPcGJIjqPSkAY+XAlfXPY37r/2WjzXxQoE2NA8gZxhguty30/vxWwcQd6wmBYUHVjCEwd5j9JkR6EaNdqCY0Nyn7SGX4yEp1NwV79E1qQ9MaTcFUxgbghQMrXnItE2ESUi+bCC20fB+OFVwNhvuFr2g7EL3dntvfDzbiGelvLYqDsZFUzwkeYnWZcP82LPLNakRpN0YtQaYcno9DMTFfCNBrh0CHnTAcPdBu1jwTdu1cV/wM4rvv6+WSTrRjMjYlBnQrqzk5oJE7j8f/7n8FtX7AFdq1bxwk9/yrrHHsPJZKibOpU5n7+BaRdeQtAIvePny5Llyi/dwhvP9BNt0H4F28DJgpdX/OmxK9gW3IhCMYVpg6wlyijj3Qql1Gta6/l7u1+5slXGQYOp4Mmx8IVWcSIHOCUCG/Ow3pGpPgWcEIF/b4KXfv4k4epq0u3tEAjQ3LGFzU1jcV2H+NYN9I5oZqQlGjCNxPSYQKvLDh7mYyyYEIBt/gTjZ2vFobzVv5PD4OrXQGjgggqoD8BFFSKw/00PbHYk5ucfqmHcISRaWuviiVprTT6ZJBCJYFjy9nw7Bw8lhAieFROHb+sAzmNmode7C3ykSipcf+yHPtfgpNg2aisfp9tIUx2GC0auY326mSdbL2e6GS4OHHhaopGm7LSdCgLrKLEdpt2GLcxmhGrKwaMArSS0RuExdkIOM28UXdMjdXV0rV5NYts2KkeNGqqlHoS6KVO45JZbDtrzhQnTvkITqlCYlA6gQBgS/R5tvb1c2HjxQXu9Msp4t6FMtso4qKgy4bZRopty/HaU1vBcGlbkpb13gu/pFKqqIlxVhZ1OY6dSmLbN6DXLSAUjjAub9AYVEZ9o/WiEEK0vtkl7ssOvQH0gDjc1SdvPZUcScnZMwpO3OexVqntjDTQOIArHH4Y4mdYlS3jxJz9h80sv4WazxEeNwjBN7HSaQCTCrKuvZtMH/w8/6JEzuwU8mhId2Y+bDoxw7Q5KwUlR+QbYTB13kin8FYCpkV5WhFvZnK2i1hBbh34N50Rhmr8NNZo3WcrLvOSHJcNUpnEqp2EN948dFQOdo6AS9KXluNqjJhtEBQY/RLsHEkt9ZKB5SojtzyYIRgolUY2dAysMqequIV22MsoY7hjmn3plHKkIqtKUn1Jwaky+B2Lqe9/L8vvvp2H6dLK9vWS6u/Ech9HTp/Odyxew2pZq2LRQ6bkeHSvCbRs4Pryjm/fOB3PEgF83w793CeliN23EgDr8Vg6dK1bwl+uvp3f9etJdXeB59G3cCECopobmuXN57n9+z69nX8rIUc2E/PXXGp7LwKK0VLkONXrpoZoaggRxcAgSIKhCXNW0iFR/FUuSLVjAJ+NwxYAIpvWs4zmeJUIEizAeHst5Gwtrr/EyQ47o9ZD6HnLAGP7/LtlknER7gHhzqRKZ7e2lcvRoKkeP3q+X0mha2U4HHUSIMJZxBBme/ep/vG4erz37N9I9mlCVxs5osn2w4LMemWCiKIwvo4wyBuMIcwsq492ExlmzOPXLX8ZOpzEsi1hDA83z5/O+227DMBRTQxK5MzBuJ27CORXS9tuX2JR6C34wAjZMhlPC/rSd/x1AHOnnhneddbjZhmdSsDoHCVcMW3/TAy+mD9zU9I077iDT3V0kWgOR6+lh2+LF9M6aR6qrm4BXqpooP67omfSBvf6+IkAAA0WYMBVUEET0PiHD4++qU9zTAr9vgQ9UlXR6We1yb24pnXawmJdoYBAlynLewtllkPUwQvw7ELgQUQM6gAuqhuj4Jxh7+ukk29ro37qVZGsrZiDA2d/97n7ptXJkuZ97uY97WcQzLORxfs+ddNF5sNfooOC9M07ko7c0UDPRI9GqscJw2lc18z5s0UUX61k/1ItYRhnDFuXKVhlDihlXXsnE97yHjrfeIhCL0ThzJmpXyu0DRKUJD4yGczaJi32BKzWYcEez/Jz3251r8/BUCpZnJSIo40n0UMSUzMaYIZqwnzXtf0Wsc+VKcn19g4hWAbneXoKb14MCz85jmKW+pgtUHqYCwljGYREgT75YccmRw8JiDGMH3f+RVIIvdCTo18ejtWJEqJ3LR7zEOCuKgYGLR5788G4lKgX1D4O9AXIPgzkWwhdhKoPzfzyX7YsX0/bmm0Tq6hh/5pmEKivf8UusYTWP8DC99GJgECRIA43Y5Hmcx3g/Hxx2VSKF4sa5VxK9/TYc7eIp169mmbi4LGMpE5gw1ItZRhnDEsP4E6+MowWheJyWE0885K9TH5AcwIeT0oqcFhLNV8QUM9brt0kGY5sN2/1iUth3kdeAckrmqTkN9/bDtdX7tywN06ez/skn93if4BuvUZXopdcMFYfos55U5S45TBN/ESJcyEX8jUdJk/KDv4OczwWDBO/r8prPtOUxDI8qM4etXdpzjfyx9RQ+OepZAsoiTpwIh0EQdzAQGAeBT+1wkzIMmufPp3n+noePcokEKx54gI1PP020vp4RHz6PpTO304Z4eGVI43iOaL0cRS7o0W620cRIeukhQT+VVB2qNdtvRAhTQy2dqgMPD+W7zHfTNcyoYRllDC+UyVYZRxVChmiLrtipGHFrN6y3xXvqrWyp8lUgWlByX+/3RHT/l8T+k63Zf//3LLvnHnI9Pbu9j5vNcFOkj1uDBlvtklnsNxskwuhwYRQtfISPsthuZbMN440mmkLWoInG+5JZ8jjUGhpNAFd5RM0UXfkaVuUVU0MOp3L6sKvYHGzkUyke/Md/pGftWgKxGJusLSwap9GuhWEaePgxBZ4wZ0970JvFiznkQ/k9j84OMeJUYpPH9h3wZHRA3iG99NJDDzUM0xyjMsoYQpTJVhllAI8kod6UHMQcJWK1szSrIJdOeDsGVL9T1E2ezFV3383dl11G36ZNg/5uBoOc+PnPc/qlF3EOkuOY1hIhFDvMSktHw7c6LB5NthT1bhOD8POmHXVzbbbybS2l5RQihKMcDBSmW8sVnEkDR7Az7D5i1UMP0bNuHfHmZpyYSedNU9FhE7RXirHyPOjOQNqBqhAGCjefJ6l7GRUZS5x33po81GillddZTD/9AEIafZiYKAzWs5Ya9mo5VEYZRx3KZKuMMpAh/4yWfMCCUf3uuFSBcJ0WPbDXHDlnDp9dv57HvvIVXvnP/8TL5zGDQcI1NUw45xxO+cIXJEwYmDmEFlX398twwEjLJRpeQ2V4NRkvwGc6p1GrxxAxFJfG4YxIiPtTAVydw1RS9VA6iInJ5aGZRwXRAtj07LNY4TB58mx7Xy1etBAW6h9ReReWtkHGkZsao3iPrEW9fwboDOeMPm/YVf82spFHedivZA2Gh4flD0GUUUYZg1EmW2Uc9XC0CN2fSUn8z54KVh4iUK814OMHoVuiDIP3/PCHHPfhD7PiT38i09vL+LPPZsK552KFDmOvcA+4PwFBwyNc+Qh14Q04OkAEDyO8hu3JeWxNnMjCFFxbpTg+FOXFnEdQ5XG0gYfJFbWbOcGcPdSrcdhQ0dRELp+mj36yx44TomWo0oG1oVeIVthEOaCVwljXR+DGJznpkk9R+7HaoVz8QdBonuNZLAJ+UPWO7xADaY0amExm6tAsZBllDHOUyVYZRz3u6vOnDQ3I7Xo4EChZRlQb8F8jZcLxYKFx1iwaZ806eE94EJH2IGlspj68kYwbx0PhaFB4jK5cjJubQdat5A99cNeoCC9kTR5IJUl6LmEiZDNz+bNSXBw//H5mQ4HpV1zBS3++HZ1WGC64vTmoDfsmZBpyLgRNcZWIWKhEntDCbejNfUy6+ZyhXvxBsLHpp5cYFdjYmH6UuY0NCBkzMBjP+OLfyiijjB1xFHz0lVHGnnF3v7jSO3shWmEkjmbhWLhi+A2KHTJMC0J1aKv/m6IUp2rgaIgE27GUbKO1NlxTFeSiSC0d+QZa8xUsyyq+1wmfahV7jXc7GqZPJ/JvF6O0gbFwI/TkRJtl+h+3HSmoDmOELNTWFKFPPQnbklS2tFA3efLQLvwuYGERIIiLWyRTQYKECBMmzEiaaaKJUbQM8ZKWUcbwRbmyVcZRj6QH2x1xpd8dF1DIlUmNCXOOEOeCg4UFEViUkpX2KG0j0a4pXK/U7qw0xEbjFz0ycFAwOq0y4I2shIOfV3FYF39IMOK8EwmfMRk2JegZmScX035skabmFQfjJ0uJ1tXjrmxH63rcsXFmf+QjQ73Yu4SBwXHM4WVeJEqMKDGSJABFHfVYWHh4HMMxQ72oRzQS27ez7KXX6LNCHHvqSTRXHwVvlKMIB6WypZT6J6WUVkrV+78rpdR/KKXWKKWWKqXmHozXKaOMQ4GzohKi7LL7N4SB/L3r3R+BNwjzIkB+MkFlEjNyxAww0YTMNJ4XJZVrptOBRkvuuzznO/QP0HgrJVd2z2d28yLvMsxlHnZQY06qpyk2hkYaiBPnNE7n4zf8F6PqJuMub0W7LkopRs6bx7zrrx/qxd4t5jCXucwnT54wYWLEqKACjaaCGBdzCbXUDfViHrF49fY7uPniy7j7X77FI1/7Gt8+9yLe88Cr/LwL2ncRuKA1bLFhu82ASnMZwxlKH+CeUkqNBn4FTAPmaa07lVIXAZ8GLgIWAD/TWi/Y23PNnz9fv/rqqwe0PGWU8U7R5sCMNdDj7b6yZSHu8c0BeGPijhFCRwN+0An/m9vMjJrHsIwcNpCwq9jYcyFpp4Y6E75UJ3mNb+Xgum3QaJayEgFaHfhoNXxqeOm/Dwk0muW8zUu8SJ48JibHMYe5zMPAQHse2xcvpn/LFipHj2bknDmHJDnhYMPGJkuW/9/efYfHdZ0H/v+ee+9UzAAYdIK9k6JEqpCUbEm2ZUu2LMuSHUe2vCmOk6w3fhw72V/aOs4vm2dTnMTZeOPdeL2Oa2I7WlmxJFuy1eVIpHpjlcQmNpAgiTIAps/ce/aPc+cSIMEKDOr7wcOHwJ2CMweDi/ee8573xImj0VSoECEy5VZPTic9b7zBVz/+K3TXN2M5IYY8cHIZ8DQ//sZDlCNRloTgliR8rsmMHP/JcThYNuer1RH4izZYMMoG6aL2lFIva63PWe9kPKYRvwz8IXD/sGO3A/+sTST3nFKqUSk1R2t9dBy+nxDjqt2BzzfDH50wXytgePqWwkyPLQlByGJWpgD/UTOsz87n3oFPkLd7WerYXBNpYl9C8bU09Lvw+eMwNwR/1waLw6Yaf6tlAq6sZ/rtgxNU+X6yKRSXsIaVrKJAgQiREVsUnW8l+qkmFKxINKb0tkvTxO5HHyPtakKhEEP+yLkXTxDqPU5i+yv0Xvl2jlXg6/1mb9akZdIZ2vwT0e4ifPoo3Dt/9l0ETidj+k1RSt0OdGmtt5yyEetc4NCwrw/7x04LtpRSnwI+BbBgwYKxNEeIi7Y+Ds0W9I2SJL/QNiexnSVzkvvLHvidJmiYJVHX7iJsK5qT/CcabP70RBtbXLgLU5dseciM+GltRgk/ewy+1gF/csJMKVoKEgq+1D77rr5tbOqom+xmiCmsXKngYUqDVFMZqlXZLLeCBxxzzQXfoGe2ElNlc/GSVHBJFI6X4Rv9ZuVwgwU3J2H+LPtdm+rOGWwppR4DOka56QvAHwPvHUsDtNZfB74OZhpxLM8lxMWyMKMxK4DDFbMHYQlz8jrums8VMOTCl3rgkQz8fBE4M/hKUmv4615T1LSabbC3DEtDMCcEh/yiZHtLZmSrzzMnlJRlFhzaYOUmAAAgAElEQVR8p9P0Zc4zFedncl8JcbFW3PAu4t/5PgOuC8rswWAV8ni2w4nVV5L3f/cq3sk6gNU/lGkNz+VN0PXlXnMxqIFvpuGLbXCD5NhPGecMtrTWN452XCl1GbAYqI5qzQNeUUptBLqA+cPuPs8/JsSUdEXU7DsYVeaEdcAztShdTp7gbExppAjwagH+qR8+PYPzj57Owb8NmMT3ioaX8+bk/nIRYkVoUOZ4HhisnNzSr9+DL/XCD+ef+era1fBiHl4qQJMNN9VBq8xIiVmofd06Nv7Sx3nqe/+K5bqUsdCOw2Of+wuG6k5GS0OnPM4b9n+/Bl02n88PmXPVf+2Bt8VnR2276WDMCfLBEym1H1jvJ8h/APhtTibIf0VrvfFczyEJ8mIyPZqBz3XDgbK5Cilps09iVbX8g6PMyeyaGDy+aDJaWjtaw7N5+OGg6Y+8B4tCZhVh4RyPVZh+8zBB6z3zoKti9nJ8d50J2gDKGv7gGGzKmc8znlm5+OV2eP8syekSYjitNTu3vcGDTz3Ps16UnVe8kz3NczhL6b/ThIGYMjmSl0XM+eurc+DKWVaqZqJNZIL8aH6KCbT2ADngkzX6PkKMm5sScGnEDNcfr4wMtMCMbrmYUZkwUJhhk94v5uH3u+GVAsT9q+GMP416al+MRmNG/hLK9M1/OmpqbSkFX+mDv22D6+rMFOxTWVOt/2DFBLAecGcX/K8O+JXGmr1EIaYkpRRr1q5mzdrVAHwvDb/TbTa8L5/nc3iY3zUF7CvDXAciMnU/ZYxbsKW1XjTscw18ZryeW4iJktPmXxlz0jpTPFUCyhdy2TnFbc7CZ7thd8ksBihpM+qkMBt0a87eHxYnpxEVJuhqtEziPJjViH9yAh6KwfcHTJ5XVp98bJ2/V/OXes0G34vCNXupQkx5SRtcz1zcnS+N+R2KWiaH8qqoKQshpgaZzRVimEvDkPbOncytgNdLcOx8LzunuK/0m/8dZf6F/X/DTxDVgGv4FZqDuY+FmVqtBmcO0DEsX6vOMqNdrxRgc/5kIFdd0JnxQCvzx2JTrjavcTKVKXOELo5zDO+CJofOT44cGTLos26jLqaLq6NQUWe+uDlV9ULIwyzuiVvw5Q6zElhMDZKSKsQwtyXNVjOePvuJzsac2J7Pw23TfIm11qaEQ6M18jU7mABong1HKma0qhpQVU/uyxxz9f2Wv92RjdnQu806veaP58EbRVMcVqmTKxyrdc0sIGIx48pjvsU+nuBxXCpoIEmCm7llXCquH+Igj/MYPfQQwqGdDm7kvbTQMvaGi0mjFHQ6ZjrwfEa3FKbkw+IQZDT8WQsskdHhKUVGtoQY5uo4rIualXHnKqNlAS0z4HJFKZjjmMCq3oKiHwS5mICr3YE/aIZWv0MqQBz4QB0kHEg5sCYM68LwPzrgR/OgwV/BCCao2lU0ZSP+qsdsMRLBBFgV/3+FqXNmA9fFJ/LV19YAaR7lYSws4tRRRx1ZsjzIA7gXNEk0kofHkzzOd/g2b7GPIQbpp5/d7OIufkDhnMsZxFQW91dFL3HgXNdyDub3Zr4DCdsUaL6zYQIaKS7IDPhTIcT4cRT8eZtZLXfCNVNfp25NVt0ncUEINsyQlT7/KQV/dsJcGR+sQG/FvMZVYfi7dri+Dn6vBd4smjpaKyMmSDtShp1FaLRPls/QGj6VMkUWNXCiYvaUXBMxuSSD/hRiGDMaZmEeF7Pg/2uGhTPoinwPe/DQI6qux4iTIcNhDrGQRRf1vPvYxxa2UKGM8j88PCpU6KWHrWxhI+fcIQ2NZi972MkOypRZzgpWc8mI9oqJl7ThfQm4b9Akubv69F0tqtPwc2z4szb4QNL8HkoV+alJgi0hTvHOOrhrHvzhMXg8a0Z6lF9PqjrNlrLg3nkjN1uezm5NmDyq/9MPzbbZmujOevhk6mT+WpNt6vYM1xk6mQRfpZQJtm5NwLM5+NMTsDxsAqtjJbNasZocH1fm+I1x+N9zYO4MCrQA8ozcedvDo58+BhnkPu5lGcu4jutp4PQlmNW9B21sLCw8PE5wnDJldrANzx8ZqwZa1XwtF5fNbGIdlxPh7BnSm9nENrbi4GBhsZlN7GUvt3E79qzcmGrq+KMWUxD4pxkzzV8NtiKcvOBrtuFrnVIyZTqQYEuIUSwJw93z4J/T8Oc9ZhPlBszQ/oIQfHfuzBqBUQp+oR4+nDSrMat5VWPRGYL1MXOVHrWgu2ySd6uTZxXM1GTCMsVhZ1qgBdBEExmGKJAnSowhBilSxMKigQYOc5j7uI87+fiIwOgA+3mGzaRJEyXKClayn7fIMAQo0vRj+VkgwwOtqiIFXuB5rucdZ2zbIANsZxt11AXPFSZMN0d4kRdooIEmmmmjTTaangR1FvxdB/x+BfYWTS7pQ5mTv59XxMyo89roZLdUnA8JtoQ4A0vBr6XgE42wp2zyjppsM3U4U7eeUQrqxvG1tfm5byVtphPLnDzphDB1hBqsmVHl2sVlP/vZxx4cQtST5CVewsUlT54BBvFwCRGikRSO/5Ehwz72sppLADhCFz/jp4RwSJCgQoWf8wRx4rTSBpjVjb30oLCCEa7hwkTYyQ6u4/ozBkon6EGhgkCr+hr66WcTT5PAVC9fwALey83n3HQ6R44D7KdChU46aZYk/XHR4Zh/19aZIsPHKmaqcI4z9gsiMXEk2BLiHJQy02DLZ+DIS63FLPj1RlPUNOOdrMFVHYepeCaPa+M0y30bIM1e9vqjTRlixDjOcdL0Y2MTIUqWDEnqmctccuTpp588ORIkaWBkBnOadPD5K7yChUUEM2RRLRVRoIBGo1A00ECWDC4uhVOCLQeHHFkK5BliiHrqATMtqdFBcBVj5JBIkQI99FCmTCMpEiTQaA6wn21s5QquPGN/HOAAj/CQv+JSo7BYx+Vcw9tkVGwcxSypQTddSbAlhKipX280+WCfP27y31xM0OVigq6iNqU2pgMPj008zVZeI006CIRcXDSaEGEUHhmG0GiyZGikEQcbjYeHR5p+PFyaaQnyooaXauinjzAn/6JqPD8vyzyDje0HXI10MIceTnCIg0FQo9GUKAHwT3yNpSyjkUb2spcSRRpJ0UILKZqoI06GIYYYokCRsv+4HFmSJNFoihR5mIfYwTYWspgwIVw8FrKQTuZSocJjPIyNTYxY0E9beJVFLGIOnbX/wQgxxUmwJYSoKaXg11PwrbSps5U/ZYVnrwdfPAF/1TFpTTxve9jNDraRJ4+HFwRZVWVK2MSwsYPcrCxZ+ukDCEaVcuSo0E2CJE2kWMTi4DnaaOMA+4NpuzCRYLSo+vjqKNVa1tHNUQ5y4LS8LYUiS5Y3eZMyJTqZS548JzjBm7yBgxNMI5YpY2GhUISJUKRImn7yFChRxMYhzQBv8QQhwjTSwFZeYyWrWMIyKrjUDRsps/w9BfayV4ItIZA6W0KICRBWcFti9FIaAF/qA/fiy05NmB3sIOtXa6/4U2anKlMKApcyFY5zjCLFYLSpnnocHEqUWMwSbuPDI0otXMV6FBY5sri4lCgRJ06cGDmyZMmSIcNCFmKheJbNo7ZV+yNhRQqAYohBcuSCALFMmSLFIHAMEyFJEtDY2AwySIkSCkUdcQYZIEQID5cwEepI8CZv0suJoOzEaAGfEEJGtoQQE+TORvhvPSOPVSvRV4B/GoDfapqEhl2ANP0MeiWKXgzHyqEU9BZb2Dm4loFyA3NiR7ikfhvNjgk7NF4QflRHo/Lkmcs8ihRZxWrijKyn0UIrH+LDvMDzdNNNAw28m/eQJMmbvEmRAotZykIWcj/3UvKDu9G2AbL86UuFKUPh4galIgBsbFxcPDyyZIgQ9Ue6KkENrwgRbBzKlIPX0E8fbbSj0WxlC72YH6xDiCaaiPqjXEtZVqsfhRDTigRbQogJsSxsRriq+yJWVT/vGm3Ia4rJVkIcrzSgtKIpkuNwdgGPHr8FDYRUhePFDnYNreYjc+8m5pwsZlrm5CaaJUp00UWKFM1n2LKnlTY+wAdHPT5cP30oFCHC/gjWSBYqyI1zcEZUlh8edAFBfpaDjYeHg+NnmZn6Xp6fO6aBDFkqdJk+IUMb7fTQQ4Uyx+gmRYqNXEM77efZs6PLk2cTT7OXPTg4rGAlG7k6COaEmC5kGlEIMWE+ZKoJBKM91UrYFvC+uslp04U4WmpAaQuXEGUvxDN978BRZRJOlohdJOFkKLgxXDdFkiS2H7icqkKZBMlgpeDFaqHVr8+l/Rysk6f0amV5MzJlBaUcqu1RKLTWwR6V1XHGij/RO4/5RIj44Za508nxOpec/xEmQogQ85hHK20kSbKAhSxl6Ygg80KlSfM1/pHneIZeeuijjy28xoP8pCabeQtRSzKyJYSYMP84Bx7InNyyp+qqKFw3DYKtg9lVtNQfouyFyJRbyFSSxO0MGpMUnnKGWNewlYjTg4tDBRfPL7cwPMhJ0eSPEY3NBjZyhCMUKKLRwX6LFhZhwjTTwlrWYWOzk53UkSBLhopnk67UMViu54W+t7EofoT1qZeIW1aQp2Vj08EcjtB1WtA0PDerj14GGaSOOE00kyHDTnbQTTcKxXo2cDlXXFD+lovLPdxNhkwwOlihTAaXYxzjCF3MY/6Y+0+IiSLBlhBiwjQ4sH0ZfPoobMqZacU7k/A302AlIkCnt4yu/H7aY3txtYdC42kbdIg5kX7WNm1CawWEKFHEw/VzpqxgpKmNNsJEiDP26LKTudzOh3iWZ+niMA4Oi1jMOi6ng44RW+5U90p8urKDL/RkGXJtspUYHg6vDawlW07xyY4ddHEYMEGhg0MTzRznGBUqwWuo5m4Bfu0uRY5csBCgkRRx4ri4PMczJEmyjOXn/bq6OMwQg8FCAzD5ZRUqFCgwwIAEW2JakWBLCDGh5oXgJwsmuxUX59cabT555L30ZLtpjXTTEcpzqNhIo5NnUWIbnoa8GycZGhqxOq86qtVIijoS5MiylnXj0qZO5vIRfvG8778vs4ZcTtPhVEirNAMMELNLHMotpb98CCfkjAjSqkHTcKeuOqwWW82RA2CQQVwqpGgiRJgtvHpBwVaWLBY2jDoapqk/pSisEFOd5GwJIcR5Wh2Br3YoWvUcdgxeQaO7gqvD9eAliYf6KXhhGsO9RKzCqGUhBkgzyCDr2Tgi+PDwgtWCtbarCGGlcAjRQgvNNJttX1SF7rJiHZezgEVBmYkcOeppIErMz9jSQX0ukxMWJUwkmGqMEMHBIU+ebrqxsMj4QdhwZcoc4hCHOHjaNGULrYQJ42BTwUX7feTh0UwLc5lb834SYjzJyJYQQlyAK2PwL/NM1XtXlfkh93DYzdLPALZVxFKcMRtLo2miiQ1sDL5+nZ28wPMUKRAizJVcxTour1mNqtUReCRb/UqZrXl0Pd3a4z+G3s8y4mg0xzhGlgzNNPMar/E6O8iTJ0eOMuVgtK6eJHHqKJD3n9G03PYDpTT9rGQVFSpBodbDHOIRHqLsJ+M7ONzE+1iAGfJsoYWlLGU3uyhQIE8ejaaVVu7gYyP2cxRiOpBgSwghLoKlYA/7GGSQJtshT+Wc41IaHeREAexlDz/nSX+z6hwuHo/yMC4uV7G+Ju2+NQn/MgDdFWi2oaKhz7O5LWGzLGSS0RWKDk4m0l3FVRxgPy4eWYJIDRuHfvrJkgv2bBxggBKlIMeqQpkD7Oef+Q7X807mM5+H+BkKRYyYX/y1zEP8lGUsZztbqVBhBSu5hrezj724eKxgBZexdkQBWCGmCwm2xLSn0fTSwyEO+QnCi0iOcUm9EOejJyjmef6n0moleYCXeYk8eQrkg9GaIkUe4xEu5TK/rMP4arTh253w1X749yzUWfC5FPxS45kfk6SeO/gYD/BjMgzRSCNx4hQoUvAr0IcIkSUbFEqtTg2maKKeBsqUeYLHWMs60vRTooRGEyZMihTdHOUwhwAT7L3A8yRJ8hk+d1rhVyGmGwm2xLSm0TzHs2zhtSBH5lk2825uvKCEXCEuRhOm5P3JGlfnzrkyVatM3lM/fRTIB5tLgynbUKTIHnaxhstq0u7OEPxF27nvN1ycOGHCtNJKxC8qGiFKAw0MMUiaAbRf78vGJk8ehQoKkIb8FZrPsJkhhoLnNaN6+aC+F5xMwM+Q4Sl+zs3cMsZXLMTkkolvMW1pNDvYxtM8RYYMGk0ddYQI8yRPUKQ42U0UF+gIXTzAj/ke3+VRHqaX3slu0lktYSl11PnBw/nVzbKxg+1tEiSDyuxVLh4OIY5zohZNHpMUTSOCIjDBY4kyDdTTSMrffskNXtMRjnCYw6TpJ02aAdJB6QjtF1E99TmrNJrd7K71yxKi5iTYEtOSi8sD/IR/4x4yDDHEIMfo5iAHyJOjQoUjHJnsZooL8Bb7+DH3c4QjVHDZxz5+xD3BVN1UFCbM7XyYxSzGwsLG9guKRkZNcLewSJLkKEcBWM8GgKBMRHWT6AR1NHKWeb1JchlrUVgUKATtzZJlIQuxcWikkfnMp4lUEEyZavNZjnN8RL7X+YoRq8ErEWJiSbAlpp0MGf6V7/EyLwZL5asn9hIluunmBCc4KsHWtKHRPMNmQoSIE0dhpuYqVHiJFye7eWdVTz03cws38T6aaaGe+mA1HhBUY48RYx7z/ZIGJoNjJatYzkpsHDSmbEIjjdSRYAUrJ+9FnUETTdzKB6mnniwZSpRYx+W8n1uIEw/KV/TTf8bnGB6EVoukns21XDtu7RdiskjOlphWzIjW/Rzm8Kh1jKoqfjLucbrZwNXMZd4EtlJcqBIlhhgkRpwjdI0YAcmR5WbeP4mtOz/r2UCRIm+wk5hfCLRMiQRJokRRKEqUgirvYIKND/FhNvM0e9iDxqOVNt7Bu6gbhwrztdDJXO7gY8FrqQaVH+CDPMJD9NJLhQoWFg4OZcpBjtrw/+H04qin6qCD1ayp+WsSotYk2BLTyhGOMMAgcO4TdZkK+9lPN93cwHtYyaqJaKK4CA4OIcJ0c/S0qaYBBniSx7mB90xS686Pjc07eCcb2EiWDEnq6aOXh3koqKweIszN3DJiaixKlPdwE+/gXbi4QUL5VFbd4Hq4Jpr4KHeyiad5gsfw8PxAixHJ/6P93lb3jrSwgpWH9TRwBx+t+WsRYiJIsCWmlRxZNN55Jb9rP9E4QpRn2Mwylo/YhkRMHTY2l3IZP+WBUW/fxNNcxzsmpcaSh0eaNA4O9edRUiTmfwDMoZNf5lc5zjEA2mg/Y5mIkP8xne1iFzvYRpx4sGgFTi4dqI5snUqjiRHHwiJKjMtYy+VcQYrUBLZeiNqRYEtMK820UKYSVK8+Fxs7qP+TYYiGKZh0LIwlLD3jbWXK7Gcfyyc4j+kwh3iSx4MK5u108B5uIknyvJ/DwaFzlmwv8wovESFKmQoZMqPex2xcbY34Ha6m0jeQooM53MC7J6rJQkwISZAX00ozzcxn/hmvkIerJiabpfUQrcGqpkNluHsAXsiBPr+V/+IMUqRwqFYwP/3U9CRPUqAwIW3JkeMt9vEgP6FEmTh1xKnjGMf4KQ+ecwp7tsqQoUCBPnpP+/0c/jOtBlrVPRarwVc//cGWPULMJDKyJaYVheJWbuMNXifv78V2JtawUa1LWDOu1bg9Dz55BH7k12bUwPIw/HQBzJneM0GTxsHhSq7keZ5DjzJy2c1RvsnXuZH31iz/zsVlM5vYyhYGSFOkiI1NgiRNNBEnTpo+jnOM9mHb2QijhRZ2siPYsHq40X6m1ftUp/c9PJayrObtFGKiyciWmHYcHD7CHUSInJaDVb1SBpM7U6bEJazhWq4b1zZ8qRd+OAQRBXEL4gp2leCOw+d+rDizW7iVhSw67bjjf2TJ8QSPsZc9Nfn+L/Eiz7KZXnqCvEAXlwxDHKPbH5FR5CdohG26WcYKKrijBlZn4uAQI0YjjaRISV0tMSPJyJaYlpazgk/xW2xmE7vZTYkSUSJ+5odHOx18kNuJEx8xovVUFr6Thm4XNkThN1Mw/yJGor6RhhBg+zMlSkEc2FKAI2WzHYq4cArFR7iD7/JtcmSDLV9MlfISUaKEifAiL4z7CIjZ+ukZSpSClXHV6S4PDxeXIYYIEaKV1nH93jNFKy1YKDglJ+tsQoRpo508eRaxiDDh2jZSiEkgwZaYtlpo5XY+jIvLDrazkx1UqLCcFVzOFadNG94zCF/sMaNQUQU/y8BTOfjeXJh7gcFRxjt9WFgBHpB2Jdgai0YaaaGFfQwAJ8sFmKK1ZRwcBv3bqjw8drKDrWylRJHFLOEq1pMgcd7f18NjiAwWVlBss1oTqhrEZ8lyA++esjWwJluUGCFCeP6K4eE1tUZj9oEs0E03C1jA9bxzAlsrxMSRYEtMezY2a1nHWtad8T4lDf+zD5osiPpRUtSC7gp8fwD+sOXCvufVMXg0y4hr8JKGegtWyIX5mCVIECaMixvsHRgihEuFHDnaaR9x/008zXa2ESWKhcXr7OAgB7iDjxEixFa2sI2tlCixiMVsZCP1NIx4DrPdjtkEujqypbDQ/i4FIUJcyVVsYOOE9cN0kyBBihT99I8IVs+kujLR9Vcv9tMngayYkSRnS8wKxypQ9E4GWlVJC14elmc/5MJLedhdHLm68GgZ9pfA84/9TTskLDPClffM/y7wxTZw5LdqzDSaZlroYA5OUH/KVGDvpYcGGilRAswKuJ3swELRSy/H6KZMhSGG2MWbPMW/8xzP4OISIsQednEvPzptgcUzbAZ/yhLMSJfnb6gcI0Y7Hbyda8+5CnY2CxFiI9cQJ46DQ5jwWWvbVfeTrKMOG5uHeYgy5QlssRATQ0a2xKyQsk1eVUWDM+xvZc6DBTFz/Bv9Jp+rOh24NnmAKxq2c9eJZRwudFBx64gqh//cDL+VgucXw1+dgOcLsMAxo2PXy0X5uFjOCo5yhARJHBy6OUqJEjY2TTSznW1sYwtJ6okRY5ABypSDkZQB0lhY7GcfhzgcTFdFiZEgSYYh3uQNLucKAAZIs52tdNBON91B3pZGY2OzktUyfXieruBKwoR5kJ9QpkyCBBkyuHgwyiiX2XjbjGRmyXKErlEXSQgxnUmwJWaFhAW/kIR/HYA2x7zxM9oEVQsduPYt2F6EkIJOGzqiBzlmbeO/d11K1m2krxSj4v8p/+1uxT/1w8ML4Ouzo1blhFvKUl7hZbo5CphRpihR2mjHw6WfPjy/6ngvvWTIYGOPmLLSaI5whF56UZxcqVpPAyVKvMBzWFisYCXH/ArvIcLMZR5ZspQoUsHlaq7mOt4xGd0wLSkUl3IZbbTxIA9Q8stnDDJIxF/EUt2+yEwRW6QZoNWflJcaZmImkmBLzBq/22yCqR8OQlmboOujSfhBJo0XStOqkwyUmthVhh4Vwy28nYGyqRTu+TPuFh4am+1F+M2jcN98M2Imxk+ZMg/zEBmGiBAlSwYPjxRNRIjQRRdgRiArlIOFEK4/5Tc8qf0oR0f88bawOM4xbBwU8IxfU2sDV/vPaO5jKsQnyZCRXQcuUhvt/DK/SheHKVFCo9nDbg6wH4352TmEUECBPH30UkeCOXROdtOFGHcSbIlZI6RMwPXpFGQ11Fsuf5B5kqvad5F1LfrKjfz8xE2ocj0xO0vJjaMBL/g10VQwiY4KU+ZhbxmWSUL8uNrNLo74U4gKRZwYRzlKDz300UdxWI2rAQZG5FBVAyuTdO2eNkpysnI5pGjCwSFDhmN0EydOnhxRYigURYo42GfdRkicXYgQi1gcfL2SVXybbxKnjiGGGGSQ6mY9GTLcym3jWnxYiKlCgi0x60QsiACPVLZSCb3BW9kFvJK+iqwbI1dJoJRH3o2SKdcNC7SgOvLh+Z9ZmDIPYnztYy8OThBEVQOn0eo2FSgERWyBYNXi8Pta2Gg//6oq6eeCAUSIcID93MoHeYSHSZMOtne6kZskT2ucVagQJkyKFBEi5MhhY2NjSfV4MWNJsCVmpe+n4anQNjJekuf7r0ahCVsl8kqj0JwotWEFCb2nzxOWMXlgUuZh/Jm8HhMsaTQn6Dlt4+Lhqnk/yr9/mTI29rCyAzqYXqw+R4ToiMdHiJCiiY9yJ/304+HRRNOIQE6MjyUsZRdvUKRIlhwKMwXcRhsubhAECzGTyJlEzDpdZfiHPohZZXoKnbjaJmSVCakyKhj9UOhRfz1M4GUDN8Sh/syr2sVFWsUlQcX2sv9RoXLWx8SJ+9Xlwzg4xImPCLCqH1XVqSpTmb7IZawFzMhYE0200CKBVo1czTW4eAwy6E8ggkOIMmVe5qXJbp4QNSFnEzHrPJc3NbEyxWoujgmglIKGUD8uNibYUv5tGmvYFJTCVJy/Kj6x7Z4t5jGPDVxNnjxDDFL262mdTY4cEaLUkSBBkjVchoNzWs6WQuEQIk062A5oLZfXbGNrcboECeLEaaaFeuppoolOOkmQZDvbJrt5QtSEjNeKWcdRJmDqzWygOfE4jnKxcFEKLFtjlTQuHnMjXXQX23H9P9om4LIIobCA9bJf7rgxZRq62MlOihRYwEKaaeEwB8+rFIDGY4A0YcLczod4iZdpo42jHB1R36mBBlKkcPF4P7fQSGrUnCyNpocT7GYXYSIsZwUNp1ScFxevQoU66hhggH766KOXMBFiRNH+tK8QM4kEW2LWuTZmViYOVepwB99Hqz1AV7mJsrYoujGz/U9iHx3x18n2v418JUpJRwGNo8pYhLgmplgt+Vrj5jVe5Xme9SthWexkR7CheIYMFSrnDLo8PBxCDDBAgXxQudwettehKVLqUKFInDpe41UGSDOXeaxkFVH/j/3d3MUOtgfP7eDwQW7nCq6saT/MFgtZyGu8SoVKUIajQB6FGaWURQlippFgS8w6LQ78eSv86QkYrESI6zY6LVgagp1FM/J1eXIvTugYr6gKzaE0Ycui4EUpe4pmC/6+PSz1tcZJju8OU2YAAA+JSURBVBwv8Dwx4tjYVKhQoECFCoc4OGoJh6pqYjyAjUORAnvYwwBpChRwGblcdIgMMWJ00Mk9/F9/D0SbA+xnE09TT5IBBjjO8RGPq1Dhfu5lFauJIUOaY7WSVbzIC35Onfn5OoSIEmMXb0pQK2YcCbbErHRjwkwDvuBvj7cxBo029FbgXwdhuwqRChf4WOurPNJ3Ba5WxK0K2q7w560e7SEZ1hovPZxAQRBoHeVIkBB/rsR4U9LB5GLZfomIftJnTKr3cMmSZYhBFBZ1mMS7Ywz4VeNLDJAe9Xt5ePwL3+UOPkaK1Jhe82xWDZybacHDI0cWhQpWofbSO8ktFGL8SbAlZq1GG96bGHms2YHfboJuVnIfO4mFj7A20ce+fAtFiqyODfGL9scmp8EzlPkja6T9sgtn4+CMGkgV/W1hXMrUkaBI8bT7WP4eAHnywVRVgQIFioQIUaJ41u/fRy/38SM+yp0y1XWBhhjiOZ5hH/vw8MgwBH7x2DJlhhgCYDtbWcayEcVQhZjuZDWiEKPoYA5Xcw0FCmg7zeLEHq5I9PAR+yYpCTDOWmmjgYZgdWA11+pMTp0aBIKkag+PBhqD51BBFpj5cHCCDK7qCEuZMtUq5jY2Ic48apkiRZEib/LGxb/gWahEifu5l73sJUaMOHGKFMkwRGnYatNqJfkH+IlfXV6ImUFGtoQ4gyu4khWspJtuwoTppPOcgYC4cBYWt3Arj/AwJzgBEARDoxUzPVP+lodHmAjLWM5OtuMQwg22D9fBY5eynAbq2cUuEiSCDaw1mjoS1NPAYQ6d9vw2NnHqyJOnh55x7oWZ7S32kfHz5QYZJEeOMuURP5eqMmV66eFBfsKd/AdZmShmBAm2hDiLOupYKnvj1Vw99XyEX2Qzm3iFl4PcnWrAVQ2GzsbGJkyYhSwkSpTneJY+eoMNqm1smmjiJm4iTIQiRQ5ykBKlYFqyn37qSZKiiQHSQaAXJUonc4PRs1Zaa94nM0kffXi4HOUoJYpnzcWr/qz3socf8D2SJFnKMlaySqrLi2lL3rlCiClBoXgbb6dEkTd5098Y2qxgsLFxcChRGjWnqjpF6OEyj/ksYjGrWc1BDvKWnyNkjl1C2J8mvIVb2csefsaDtNPBEEMUyNNLH/OZx2/wH3mR59nFm8SIY2GRJUOUqBRBvUDNNFOgSHGUFaKjMZX9S+xhN00000UXe9jNrdwmo8tiWpJgSwgxZdjYvJsbWc8G+kkTwqFAgSaa2coWtrGFLDk/uXrk4xSKecwPRj/qaeBSLuNSLjvj99vDbhwcsmSDPRU1ml56CRHindxAA41sYysF8ixiMdfwNuLI9gEXYjFL/A2YLmzndoUiwxBzmccRjnCAAyxhSY1aKUTtSLAlhJhy6mmg/pSK7UtZyk620047NjYZhrD8dPdW2nCpsJGrz+v5XVy2sZVXeZWCP3oWJuIHW6b21w/4Hs00s4Sl/BK/EoyIiQsXIsQiFrGNbee1I0BVtZhtiRIKRReHJdgS05IsqxJCTAudzOVS1pInT4woUaIAQVB2FRtYzorzeq5neYan+XcKFIJNqgvkKVGm7E9VHuUoPfSwmU3cp+9jT6lMz9nLfomzWM2ai1rJ6+KSJQMg5TbEtCUjW0KIaUGhuJbrWMUqDnOYECGaaUajaSR13pXdc+TYxlZ66T0t/6u66XWIEDYWUaJkKhGec0/wL/17OJhdTYsFa6NwWxLeVYfsJHCeFrOEKFGyZC/4sYMM0kEdy1leg5YJUXsSbAkhpg2FooVWWsawGnCIITIMnbV4qUJRRx1ZF94oKqK2TTR0iB3F1bjAE3n4Sj+sCMOTC6EjdNHNmTWe5Img2OxoqxGHl+g4lYfmZt5PkvpaN1OImhjzNKJS6rNKqTeUUjuUUn877PjnlVJ7lFJvKqXeN9bvI4QQ4yFJkjyFs97HwaGBRo4GMYHL9sz8IL1b+f92leDjXbVr60wxQJpDHKSBBhazhGaaCRMBqitNT49Wo0SJEcPBYRnLmc+CiW62EONmTCNbSqkbgNuBdVrrolKqzT9+CXAnsAboBB5TSq3QWl/YUhQhhBhnceLUk6SPvlFvT5AkSRILi4IGxypR0hb7ciYxuzpraAEeZn/N/gqkZJ7gjAYYxKVChYo//dtCMy0coQuNpo02ipToo5cCBRwcNJoKFaJEuZGbJvslCDEmYx3Z+jTw11rrIoDW+rh//HbgLq11UWv9FrAH2DjG7yWEEOPiPdwEo1Qmt7H5ZX6VTjrJkaXeyeJqi1d7bqasIyPuW320Bwye/wK7WWcH2/kZD9JHP1100U13UAIiQYI22ilRwsKihRbWso4mmokRYyWr+CS/STvtk/wqhBibsV6LrQCuV0r9JVAAfl9r/SIwF3hu2P0O+8dOo5T6FPApgAULZJhYCFF7l3IZu9nFDrYHf/gdHG7ifXTSye18mCEG6Vdlfre3kb6CjYIgo8ge9nmLBfOlzuZpPDx2sI0neYIECVKkSJOmQJ7jHCNJkgYa+Qh3kCdPgTwpmoJVpkLMJOcMtpRSjwEdo9z0Bf/xTcA1wAbgbqXUBRVB0Vp/Hfg6wPr16+X6UAhRcwrFh/kI69nA67xOhAhrWEMrbcF9ktSTtOHbnfDDAfjbHtjj53BVU+ujCv57B1hSRCeg0exmFz/nSXrpoUSJNAOkaKSNVgYZpESJVaxmI9f4RTyiQGqymy5EzZwz2NJa33im25RSnwZ+pLXWwAtKKQ9oAbqA+cPuOs8/JoQQU4JCsYCFLGDhWe/XYMNvNsFvpOBnGfjiCThcgdUR+P9b4W1STD7wBq/zAD9hiMFTVha69NBDMy10MIccWdZwqVTiF7PGWKcR7wNuAJ5USq0AwkAP8GPgB0qpv8ckyC8HXhjj9xJCiEmjFNySNP/E6fbzFvdzL0WKo5ZwMNsg9RAlio1DiqZJaKUQk2Oswda3gG8ppbYDJeAT/ijXDqXU3cBOoAJ8RlYiCiHEzPUcz1KiNGoNrSqN5gTH+Sh3BntYCjEbjOndrrUuAb98htv+EvjLsTy/EEKI6aGffirnsdG0xmy9JMRsImmdQgghxqyRRjiPTaY1HnlytW+QEFOIBFtCCCHGbANXY3P2GhgODjZOsHm4ELOFBFtCCCHGbBnLWMUlhEbZegeqex/COtYRJjyxjRNikkmGohBCiHHxQW4jhMNudlOkMCJZPkKEdVzB+7llElsoxOSQYEsIIcS4iBHjQ/wCvfTQRRclSkSJ0kQTzbRIdXgxa0mwJYQQYtwoFC200kLrZDdFiClDcraEEEIIIWpIgi0hhBBCiBqSYEsIIYQQooYk2BJCCCGEqCEJtoQQQgghakiCLSGEEEKIGpJgSwghhBCihiTYEkIIIYSoIQm2hBBCCCFqSIItIYQQQogakmBLCCGEEKKGJNgSQgghhKghCbaEEEIIIWpIgi0hhBBCiBqSYEsIIYQQooaU1nqy2xBQSp0ADgAtQM8kN2e2kL6eONLXE0P6eeJIX08c6euJcyF9vVBr3XquO02pYKtKKfWS1nr9ZLdjNpC+njjS1xND+nniSF9PHOnriVOLvpZpRCGEEEKIGpJgSwghhBCihqZqsPX1yW7ALCJ9PXGkryeG9PPEkb6eONLXE2fc+3pK5mwJIYQQQswUU3VkSwghhBBiRpBgSwghhBCihqZUsKWU+qxS6g2l1A6l1N8OO/55pdQepdSbSqn3TWYbZxKl1O8ppbRSqsX/WimlvuL39Val1JWT3cbpTin1Jf89vVUpda9SqnHYbfK+HmdKqZv9/tyjlPovk92emUQpNV8p9aRSaqd/jv4d/3iTUupRpdRu///UZLd1plBK2UqpV5VSD/hfL1ZKPe+/v/+vUio82W2cCZRSjUqpe/xz9etKqbeN9/t6ygRbSqkbgNuBdVrrNcDf+ccvAe4E1gA3A19VStmT1tAZQik1H3gvcHDY4fcDy/1/nwL+9yQ0baZ5FLhUa70W2AV8HuR9XQt+//0j5n18CfBxv5/F+KgAv6e1vgS4BviM37//BXhca70ceNz/WoyP3wFeH/b13wBf1lovA/qB35iUVs08/wA8pLVeBazD9Pm4vq+nTLAFfBr4a611EUBrfdw/fjtwl9a6qLV+C9gDbJykNs4kXwb+EBi+QuJ24J+18RzQqJSaMymtmyG01o9orSv+l88B8/zP5X09/jYCe7TW+7TWJeAuTD+LcaC1Pqq1fsX/fAjzB2kupo+/69/tu8CHJqeFM4tSah7wAeAb/tcKeDdwj38X6etxoJRqAN4BfBNAa13SWqcZ5/f1VAq2VgDX+0Ok/66U2uAfnwscGna/w/4xcZGUUrcDXVrrLafcJH1dW78O/Mz/XPp6/EmfThCl1CLgCuB5oF1rfdS/qRton6RmzTT/A3NB7PlfNwPpYRdv8v4eH4uBE8C3/Snbbyil6hjn97UzxkZeEKXUY0DHKDd9wW9LE2Z4egNwt1JqyQQ2b0Y5R1//MWYKUYyDs/W11vp+/z5fwEzDfH8i2ybEeFNKJYB/A35Xaz1oBlwMrbVWSkk9oTFSSt0KHNdav6yUetdkt2eGc4Argc9qrZ9XSv0Dp0wZjsf7ekKDLa31jWe6TSn1aeBH2hT+ekEp5WE2g+wC5g+76zz/mDiLM/W1UuoyTCS/xT9JzgNeUUptRPr6opztfQ2glPo14FbgPfpkYTvp6/EnfVpjSqkQJtD6vtb6R/7hY0qpOVrro37awfEzP4M4T9cCtymlbgGiQD0mr6hRKeX4o1vy/h4fh4HDWuvn/a/vwQRb4/q+nkrTiPcBNwAopVYAYcyu2z8G7lRKRZRSizHJ2y9MWiunOa31Nq11m9Z6kdZ6EeaNdqXWuhvT17/qr0q8BhgYNowqLoJS6mbMVMBtWuvcsJvkfT3+XgSW+yu2wpgFCD+e5DbNGH7O0DeB17XWfz/sph8Dn/A//wRw/0S3babRWn9eaz3PP0ffCTyhtf4l4EngF/27SV+PA/9v3yGl1Er/0HuAnYzz+3pCR7bO4VvAt5RS24ES8Al/FGCHUupuzIuvAJ/RWruT2M6Z7KfALZhk7Rzwycltzozwv4AI8Kg/kvic1vq3tNbyvh5nWuuKUuq3gYcBG/iW1nrHJDdrJrkW+BVgm1LqNf/YHwN/jUn7+A3gAPDRSWrfbPBHwF1Kqb8AXsVP6hZj9lng+/5F2j7M3z6LcXxfy3Y9QgghhBA1NJWmEYUQQgghZhwJtoQQQgghakiCLSGEEEKIGpJgSwghhBCihiTYEkIIIYSoIQm2hBBCCCFqSIItIYQQQoga+n/46S28gz3yewAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] @@ -717,7 +710,7 @@ { "data": { "text/plain": [ - "0.842443729903537" + "0.8520900321543409" ] }, "execution_count": 25, @@ -733,9 +726,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Testing whether weights = 1 gives identical result to unweighted randomwalks\n", - "\n", - "**YT: I'd suggest fixing the seed to that of the one above for weighted=False**" + "### Testing whether weights = 1 gives identical result to unweighted randomwalks" ] }, { @@ -759,7 +750,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Plot the weight distribution just to check if all are 1." + "Plot the weight distribution just to check if all weights are 1." ] }, { @@ -892,7 +883,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1005,7 +996,7 @@ { "data": { "text/plain": [ - "0.842443729903537" + "0.8488745980707395" ] }, "execution_count": 36, @@ -1019,59 +1010,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ - "0.842443729903537" + "assert weighted_node_embeddings.all() == node_embeddings.all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**YT: conclusion on identity?**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**YT: the following test shows that something is wrong with weighted=True case**" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "walks1 = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", - " length=10, # maximum length of a random walk\n", - " n=1, # number of random walks per root node \n", - " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", - " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = False,\n", - " seed=42,\n", - " )\n", + "**Conclusion on identity?**\n", "\n", - "walks2 = rw.run(nodes=g_nx_wt.nodes(), # root nodes\n", - " length=10, # maximum length of a random walk\n", - " n=1, # number of random walks per root node \n", - " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", - " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = True,\n", - " seed=42,\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [], - "source": [ - "assert walks1 == walks2" + "The biased random walk results in identical set of walks when weights on the edges are 1 or when weights over the edges are ignored. Moreoever, the embeddings learnt through the walks are identical. However, for a downstream task like node classification, the results are close but not identical for the unweigted and weight = 1 experiments." ] } ], From 6d7ea58620ece87774073a4eee56d7ecd5833c7e Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Thu, 10 Jan 2019 12:39:42 +1100 Subject: [PATCH 018/116] Added Dropout back to GraphSAGE --- stellargraph/layer/graphsage.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/stellargraph/layer/graphsage.py b/stellargraph/layer/graphsage.py index 33aff6b66..d6932efad 100644 --- a/stellargraph/layer/graphsage.py +++ b/stellargraph/layer/graphsage.py @@ -500,11 +500,13 @@ def apply_layer(x: List, layer: int): head_shape = x[i].shape[1] # Reshape neighbours per node per layer neigh_in = Reshape((head_shape, self.n_samples[i], self.dims[layer]))( - x[i + 1] + Dropout(self.dropout)(x[i + 1]) ) # Apply aggregator to head node and neighbour nodes - layer_out.append(self._aggs[layer]([x[i], neigh_in])) + layer_out.append( + self._aggs[layer]([Dropout(self.dropout)(x[i]), neigh_in]) + ) return layer_out From f25ff1d4c8d7628db8040e2d164389f83a69a61c Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Thu, 10 Jan 2019 14:03:20 +1100 Subject: [PATCH 019/116] notebook fixed to give identical results --- ...graph-node2vec-weighted-random-walks.ipynb | 54 ++++++++++++------- 1 file changed, 35 insertions(+), 19 deletions(-) diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb index b5d39c10e..04e7b3110 100644 --- a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb +++ b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb @@ -182,7 +182,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -296,7 +296,7 @@ "metadata": {}, "outputs": [], "source": [ - "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=1, iter=1)" ] }, { @@ -368,7 +368,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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\n", "text/plain": [ "
" ] @@ -398,7 +398,7 @@ "source": [ "### Downstream task\n", "\n", - "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node classification. Here we give an exmaple of training a logistic regression classifier using the node embeddings learnt above." + "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node classification. Here we give an example of training a logistic regression classifier using the node embeddings learnt above." ] }, { @@ -514,7 +514,7 @@ { "data": { "text/plain": [ - "0.8070739549839229" + "0.8086816720257235" ] }, "execution_count": 18, @@ -580,7 +580,7 @@ "metadata": {}, "outputs": [], "source": [ - "model = Word2Vec(walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + "model = Word2Vec(walks, size=128, window=5, min_count=0, sg=1, workers=1, iter=1)" ] }, { @@ -597,7 +597,7 @@ "outputs": [ { "data": { - "image/png": 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SnWsuspSXMTEopYwIEcYwliDB/HEuLi/zEs+zCA+PFA4pUrs879BOGxVUUE89O9lBLUPevpsTA8ZJpTAsK58wPlha1qxh5V130bFpExWTJzP9mmsoHjGC7UuW0PCf/xAsK2Ps3Ll73cUXa24m0dGBHQxmW+7kCpIqpUAp7HAYwzQpKCsj3tGRnXXKZBh+2mmMnTsXN5PB3GUJcshxxzHkuOMA6Gls5P5zzyXV00NPfT06V0YCrfO7H03PwzUMfN1dBJobGHvVHMwbf8INn70a2P/71lfvSxkGnmnmojj1Rq0vw8CzbQok6USIgybBlnjbpUjxNx7aLdB6s5d4kUoqsbB4mZeYw/tooYV22ogRY2cuP0vvo/ubg0MbbRRRTBttEmy9SzS8+CILv/1tdi5fjpNM4i8spGjoUI6+4gpmfvrTu80CDZStCxey4PrrMXw+/OEwmxcsYOszz1A8Zgztr7+ebW2jNcv/+Efm3HorI087bbfXu5kM8fZ23HQaOxTCicezgUsuv6ovUCweNYqyCRNI9fbSuWkT9UuW0PjSS9gFBZz0ta8xbu7cPcYWb23FDgaJ1NaS6u0lHYvhpdNv5G4BynOp3LQGz7RwLRurt5vpP/waDcl6Rt94437vv2TUKGKtrZh+P9Wvr8DKpMj4A9jJBMrzSA4ZjqNMPlF8KO+yEEc2+V1FvO22UUeM6H6PS5IkTIQkSR7gPpbyMtuoYy1r6KHnLZcGXVxSpIgRpYCCgRy+GCQbHn+cez/wAbb8+9/Em5tJd3fTW19P2/r1LJ8/n+e/970BvV4mHufJL32JB849l5Y1a2hZtYr2TZuwAgESnZ1sXrCAcHU14aoqwtXV2AUFLLrpJtw3FTAtGT06G2ApheXzZQMtz8s3eXbTaQLFxdjBIGhNx6ZNoBShykpCFRUopXjuW9+iacWKPcZYPGpUfjareto0whUV2H0tdow3vn0rwHQdfKkEppMh3dPNf3/yE6LNzft9H6Zfey2R2lp8kQgBNGfe9k2cQAG9lTW0TZxG59jJfDAMny05pLdbiCOazGyJt12MWL92DfYtDSaIkyZNkAJU7sPB2e85NJoYMVzctzxOHH5OKsXTN9xAOhbbozhosqMDf2UVT2xt5r/booTamym68+d4K1+lZPRoZn7mMww76aQDvubDH/sYG554AifXZsfLZOipryfR0ZGtxO44u9WZ8oVCxFpbaVu/nqopU/KPG6ZJ5ZQp7Fi2DJ3JYPr9kMuBsoNBjv30p2l69dV84GNYFpVHHZWf8bILCkjHYqy+/36qp0/fbYyBoiJmXHstS3/3O3wFBZSOHUusvZ2uujqKhw2jde3a7K7FXRPyc7lhmUSCRz/xCUbMns20j3yEcOXe60BMvuwyWteuZfNTT1E0dCiVOsapC+/B+9atdAXCzAnBtMBb9rUWQuyHBFvibVdJJQbmfoMgExONJkkSAyMfaFnY/ZoZg2zA9S+eZBSj8THwS1BiYDS+9BKdW7futQq7Bja6Jk9d8EkCLUniDb0MqTqa9yVfIfbiizStWMHJX/86I2fPpnDI3peLo83NRHfupGj4cIKlpXTV1bHxn/98o7xC/mIaL5PBTaWyM1G7PaXRWu+2e7DPMZ/4BPHWVlQuId5fWIiTSjH27LM56/vfR3se8bY24u3tPHLNNZg+G8Ny8RwDUFiBANGdO/c69mM++UmKR43itQceINHRwbjzziPW0sLGJ55A2Tb6TUn5KJVPeN/4xBNsWbCAxbfcwrm//S1Trrgif5ibTmPYNqZtc9b3vscxH/84nVu2EKqspHLKFCloKsQAkmBLvO1qqKWSChpp3OcxBgaFZJvkajQBAhi5Ve8gwX4HWwpFD928zIucwElSBuIdasPjj+9W0HNXrmkR2bmdcQsfIzl6ApN/9wMcTJ6dcyGp8iqGLH2e5uu/ypARw6icMoWzvv99wlVVQHbG7PlbbmHzU09hWBbadZl8+eWEq6vxHCcblLz5ermEdTMQ2C15PdHeTvGIEZSOHbvHa/KzQwsWYObKP1ROnszJN9wAgDIMQpWV+CMRRp3aw6T3bcQfcUl0BVj/zEg2L3QYcsIJe71/pRRj3vc+xrzvffnHUr29JNrb6d25k5TWeH1Lm6YJu+RzoTVuOo2byfD4ddcx8owziDU18Z8f/5i2tWvxRSJMueoqZlx7LSWjR1MyevT+/2cJIQ6Y2uM3u8No5syZeunSpYd7GOJt0EYrf+JueuhG5z6A3MyVhQ8fRRShMHBx8NC5zxUdtNNG2wFdr4giyinnXD5IOeWDcUviEPzp7LPZ/vzzuG+epQEc00KbJr0Tp+FrasBIJYmWV+OZFivP/zB1J5xJScNWPvXwb0i/vhZfOMycH/6Q8eeey9Lbb2flvfcSqa7O5lI5DtHmZiZceCHPf/vb+fIJu1GK4hEjGDN3Lk3LluW3YISrqjjnV7+iaPjwfd5H59atdG7ZQriqiorJk/OzQ111dfz3Zz+jfvHjmEYjQ2bC+Dl+giUKy5dh2YNTOO3mxyko7//XptaaukWLePYb36B5zRqcWCy/U3FfiseMwR+J4AuFCBQX46bTxNvamHLllZz0ta/1+9pCiCyl1DKt9cz9HifBljhc2mhjEQvZzCZcHMJEmMhEpjEdE4sO2imggAoqeZ6FbGITBgYxonTS2a9r9CXR11BLhgygOZXZjGM8IUKDeHfiQDx48cVsXrCATDy+R7DgGQauL4AuLMJxXVpHjAMUZjqFP9bDws99m47hYznpoTs4bsFfcDMZioYPZ+iJJ9K2di3+wkK059FdX0+ysxOUomjECJpXrcru7HtTsGWHw1QdfTRXPPIIyjBoWbMGfyRC1bRp+y1BkYnHySQSbH3uORbedBM9DQ34IxHMQIBgaSnhoi14jqa3NUXNFJNZHw8TqgoQrDgOu/rPB/XeuZkMW597jpV3303dwoVEd+zY57GBkhI812XEqafmA0HPcUh0djJvwQL8hYUHNQYhjlT9DbZkTUUcNuWUcwkf2ufzZZTl/z6HszmeWfTSi58Ad3IHcWL7fC28EWgZmESJkiKJh8cLPM9SXuE8zqeamoG5GXFIpn74w2x5+mnsUIhMdPclYkMpMsEgbmFxtmWNYWK4Lp5loTyPsroNRMurqZt5GicsfBiAQHExTcuXk+7txQ6HaV6xAjeTyRcZbV61CsvvJ+M4b8xuKYVh2wQKCznr//0/QrmE8pGzZ+93/OlYjEXf/jZrH3qIZFcXye5uLL8fXyhEor0dJ5VCKU2kJIPpC1BUa9K6Pk1B5SQKay3QTQf93pm2zdizz2bs2Wfz3E038fx3vrPPYw2fDy8eJ9XbSyAXWBmWBUoRa2mRYEuIQSKlH8S7RiFFDGEo5ZTzfj6wz4R3tcuXtYVFMcWkSGLmPoIUoNE8yiOsYy1d/ZwlE4Nn4kUXMenii7M9A/3+N54wDCLV1YQuuZK0P0iqrCq/287M5SZpy8L1+Qn3duG5Lk4yScemTfTU1+PlSi24mQyW349hmjiJBNrzsgniPl+2R2FNDWXjx1M2bhxXPvZYvwKsXf3zC1/gldtvJ9Henq327nk4ySRern8hStG9rR7P8wEuylAoQ9GzIwG6B+xJh/we9jY18dJtt+3z+UBpKQWlpfnejH3cTAalFOEa+cVDiMEiM1viXWkGx1BIIX/jr8SIYWJiYVNCCS4OUaJYWJRRTjttKBQanQ/E2mjFweEZnsbCZhrTOYETd6vdlSZNL72ECBFgzx1oYuAopbjgrrsYcdppLPv970nHYgRLSjj6iiuYce219O7Ywf2Xv0SmMERdNEmvbWOlk2jbR+u4KXi2zeSnHyLZ3Y1pWWjPy1aft21S0Wg2UTyTwc1k8FyXQEkJ2nEoHj2aeGsrye5uxs+dy0k33ED5hAkHNPaexkY2PPoopmVh+nykenuzT2hNOhrFDgRQhoF2XVxnCIavDu26aNejqDYJWFDw6UN+D1/8+c9JdXdnm127b9rpqxS1xx5LJh6nt7ERJ5HADYVwUymS3d0c++lP4wvJsroQg0WCLfGuNYaxfIrP8iAPkCZNiFC+nMQ5nEszzWxmEw4OLh4mBhVU0EbrLo2rIxgYrGQ5QxhKFVXsYAeb2MhWtqDxSJCgkCKOZgpHMZkw4cN85+9NSilmfPzjTL/2WtxUCtPvz+cVlYwezek3fI3//vjHTPQ029MevT4f6/73hwQmTOP4X97M0LWvonNLd57rYto2ZRMmZKvAW1Z2N6LjkMy10tFAqLycwtpaepuamHDBBQccaAF0b9+Ok0xiF2SL5/YFViiFdpzsTF08np2RsyrIOBaJti2Mm1NE4fCZEPos2NMO6JpddXW0rl1LoLiY2pkzMX0+6hYuzLYJMox8wNWXMG/YNrG2NjLxOLXHH0+ivZ2exkZKx4xh1pe+xIQL9t+LVAhx8CTYEu9qRRRxKZfzKktpoIFCCpnBMYxiNFOAyRzNCpbzOusooRSNzgVkCh82KVLoXOOf/7KEVlpJECdGDIXKl5vooYcWmlnGK1zCpVRSdVjv+71MKbXXWlaTL72UkbNns2PpUgzbRh17ArGCCKN94P3wRu5+5Rl6Ghqyy4OWRflRR+EPhwlVVaFdl2BpKalYjGRPD24qRaiqKt/+RylFoPjg+tGUjBkDkK8Yb4dCpHt68n0F3XQawzQpnzSJTDyOL1TK8V/6LFM//GE4wPZDWmuW/PCHrPv73/veLELl5Zzzm99QUFaWzb/qyz8zTTzDQDsO1dOmESwro7ehASeRyNYQU4ra445j4oUXHtR9CyH6T3Yjivc8jWYJL/Aaq3HI0EknFlauAr0CdG7uy8XGJk16j3P0LS9aWESI8Bk+jx//HseJw2fJj37E6vvuI1hail1QkJ298jxira2c8o1vsGL+fHrq6+nYtIlgaSnlkyZhmCaJjg78hYVc+eij/eq9mEkkiLe1UVBeni98et9551H37LOYgQCGaZLq6cnWvjIMlFIES0sZftppzPn+9ykbP/6g73HLM8/w9A03EK6qyu+MjLW1UTp6NEdffTUPXXpptn5Y3zKi1ljBIFc88gj//t//JVxVlZ8t1J5HtKWFDz3wwF5rhwkh9q+/uxElQV685ykUp3AqV3IVZ/MBKqjAxcXAwMLEyNXy0rk5rr3ZtRZYNz0sZtHbeQuiH4760IewgsF8vpLnukSbmhh+yilMuvBCrnj4YeYtWMBHn3uOqmnTSHR0EGtpoWj4cM69/fb9Blpaa5becQf3zJnDXy+9lHvmzGHZ73+P1ppL7r+fkaefjpGbSQqVlxMeMoTyo49mzNlnM+T444nt3Mnjn/nMGzldB2HdQw+hXZdMLJavfl9QVkb7xo1UHn00J1x/PXYolK8MH6qu5qonn6SnoQHtebtVhe9rsN3y2msHPR4hRP/IMqI4YhRRTBHF9NLLP3kCb5cPAwMPD4e9VzHvk63VBS/zEm20M5GJTOZobOy34xbEWygZNYq5t93G4u9/n96GBpRhMO68896o4q4UBeXlFJSXc8XDD9O1dSuGZVE4bFi/WtOs+ctfWPbb3xKqqMD0+XDTaZbefjuBoiImX3YZF917L8vnz2f9ww/TsXkzqa4uMtEoXiJB6dixBEtLiTY1se355xl/7rkHfH+r7ruP5XfdhZtKYZgmVkEB1dOn449EsrN4rsuZt9zCMZ/8JNtfeAF/JMKI2bMJFBWxvrMzG1y9iTIM/EVFBzwWIcSBkWBLHHHKqaCMMhTkg60uuvrVHLtPihQxovyX/7Cd7ZzH+fn8LnH4DDnuOC7/+99JtLdjBYP73GGnlDrg1jQr7rqLYElJfgbM9PkIlpSw4q67iNTW8o+PfpRkVxeZeBylFG4mgx0MEmtuxrAsSseMwXNd4m0H1v2gc8sW/vWVr7DhkUfyj3mOQ7q3lx3LllE9bRqhqiqKR44EoHjECIpHjNjtHCNmz8b305+S7OoiUFyM1ppERweB4mKGnXjiAY1HCHHgJNgSR5waavDhw8TAxoeDQwcdB3QOhcKPHx8+dtLIBjYQJEiECKWU7vN1ceJ00YmHRxFFRJAikgOtbwZroMWamvAXFeE6DngeiY6OfPufu888M5snlatfZQYC2fLo+DLlAAAgAElEQVQTiQR2QUG2CfaIESjTpHLy5H5fs3XdOh655hp29OWy5mqMAaA1TjxOqrub826//S1n5wJFRZzzq1/xzNe/TqylBQ0UDR/OnB/8YK+bEYQQA0uCLXHE8eFjDu/jaZ7K7UbUqNyHpn8bRjSaOHEsLLro5lEexsUlTQofPk7nTI5nFibZJOY0aRaxkJWsIEEchUGIEEdzNKdzpixDvoN5rsvLv/wlPY2NOJs2oQHtuvmlRCeRAEDl6nuhFG4yien3Z2t9+Xxox6G3sZGRp59OzTHH9PvaL//yl6TfnOOVC6qUUqAU0z72MaqmTt3vuSpzLYg6t27FMM1s8NeP5VMhxKGTYEsckUYyiquYxzbqcHDYwHpeZx0eHi5uLuTad+Cl0eygMZ84b2Lma3wlSPAkT9BAA5dyGQCLeZ7XWEWSBDY+NB5xYqxlDQWEOJlTBv+mxUFZff/9rPzTnygbP56WNWvI9PSgtcZJJnfr46idXL7fLo/5QiEsvx8zEuHUb36TSRdcsNfcqX3Z+eqr+AoL91qoVAOGaTJ6zpx+n08ZBqW5UhVCiLePJJmII1aIEEcxmalM4yROBrI5XNn6Wvv/jT9bnSv7g7Uv0NrVa6yimWaSJNnERtKkMTFRgIGBQuHgsJY1e329OPzcdJr//vSnxNvaiLW0EKqsRJlmNqDaT9kcz3UJlJZSPGoUl/3tbxx96aX9Ki2xq75k/L66WPnr5v6rnTmTmunTD+UWhRBvAwm2hABqGcIEJuXLPxxIsvy+aDSv8DIpkgB4ueXKPgqFi4uDMyDXEwPLzWT45xe+QPv69aR6e4k1N9NVV4fnOPmlvLdiGAblkyZx4d13M+S44w5qDNOvuYZ0by8VkyZhh8PZQA9QpsnI2bOZ9/TTB3VeIcTbS5YRhcg5hVNZzcoBPqsmTAR/Lp0+QRIrl8fl4eHHTyWVkrP1DrTt+efZsXQpBRUVJDs7cZLJfPub/VGWxcgzziDW1ETHpk2UH2Qh04kXXUSys5Pl8+dTPmEC6ViMobNmcdqNNw5YIdLenTtZde+9NLz4IpGaGqbOm8fQWbMG5NxCiCwJtoQgWz/rSZ44oCT5t9KXcD+RozAxOYVTeYp/kSBBmgygMTAIEeZUTjv0GxADrn7JEpRhYBcU0NPQkO0xaJr9+urQnkespQVfOMxrDzzA+HPOOagx9PWLnHL11cRaWykoK8v3YBwI0aYm/jFvHqnubnyRCNGdO2l48UVm33QTE84/f8CuI8SRToItIYAtbKaTDmx8e60m31f0dO+yLX/e+Cz7MZoxjCGbjDyWcYQJ8yrLaKABC5MxjGMGMyhEikq+E1mBAB0bN2ZnswC0zi8hGpaF1vqNpPhd5Rpdd2zeTPW0aaS6uw/ouulolKaVKykcMiRfO8sKBCgaNuwQ72hPq+69l2R3N5HqaoB8X8f//OhHjP3ABzBtmXEVYiBIsCUEsJMd2PhIkiJAABcP0PnSEG/Fh02YMAYGPfRQTQ3TmcExHLtbjlY1NZzDeYN8J2KgeK6Ll8lg7qUOlWnbeJ6HpzWG5RIuh5EnwYiTYP0CzYansyF4T2Mjky6+uF/X01rz3M0388ptt+Fmsp0KqmfM4PK//51QRcVA3lpe4yuv4A+H2WEXsNExSMTjFHUlqdq8hseuu47Tv/1tmlasoPHFF4nU1jL+/PP3KJgqhNi/AQu2lFImsBRo1Fqfp5QaBfwZKAOWAfO01nt2+BXiHaCQImwsLEwcHExMdC5Qyu5OzO4ezO5WNAjgJ02aEkoIEcbGJkqUMzhLyji8R7SuWUPJ2LF0b9uWL1aKUhimmS1amkgw4pRxnHH9JgzbIdkFhg9O+xIUVmuW/zlDoLCQqfPm9et6K+6+mxd//GNMvx9fKITneexctowHL7qIa194YVDusXDIEBa1xnDXvI7lpIlojWuYrD92NsWvvsr8U04hVFmJ6fPhZTKsuu8+PvDzn0tOlxAHaCB3I34JWLfL5z8Efqa1Hgt0Ah8fwGsJMaDGMwELGwsbB4c4cZIkMDAYyUgqqcLGh4WFAgIEKacCCwsHhxgxRjGK45EfQu8mye5uXr3zTv529dU8+aUvUf+f/+SfK6iowBcKUTp2LFYohOn3Z+td5ZYP/YWFDD+uiYKyIIlOE61N3JRJolMx9WJNyegqzr/zTgrKyvo1lpdvuw1lGPmlOyOXL9a8ciUdmzcPzv0HQzg7GvCUIl0QIR0qJO0PUtiwlfqyISTa27ELCigoKyNcXY3l97Po5puz1fKFEP02IDNbSqmhwLnA94CvqGxZ4jOBq3KH3A3cDNw+ENcTYqCFCTOEIbTSgpX76KuDBSq3nOhhY+Pi5p8fzwTGM4EIEYopPty3IQ5AqreXR665hu7t2/GFw3TX1VG/ZAknXH89U6++mqMvv5ztixcDYFoWVihEJpHAFw5TcdRRJLu6qDpqK05aYxcU5CvJe66BMmHW5y45oGrxifb2fGmHPoZp4mhNdOfOASlGqj2PNX/5Cyv/9Cc6t2xhnRXGcB2cwBtJ98o00ErRlnIoNAzc9BsLEv5IhGhLCz0NDbKcKMQBGKiZrZ8DN0A+g7gM6NJa92WPNgBD9vZCpdR1SqmlSqmlra2tAzQcIQ5MggT11DOEoQxhKEMZRhHFeHjUU08nHbvlblmYFBCkjq0MY5gEWu9CGx57jO7t24nU1OCPRAiWllJQVsYrv/416WiUoSecwMk33JCdadKadCxGQVkZVdOm4TlONml95OkoI4MV8OMrLMT0+TB9JpEhNRxz3TcOqB1OzbHH5nO1+rjpNKbPR2U/2vH0xyu/+Q1Lbr0VJ5mkzdH0FpaAUnimid51rBqU54LW2Ls08+4rfTGQOyKFOBIccrCllDoPaNFaLzuY12ut79Baz9Raz6wYpCRQIfYnShSFwsTEwyWxS8NohwweHmnSxEng4ODiZXvkSTHSd636//53jybMps+H9jw6t2wBYPJllzHv3//m4vvvZ9hJJ1FQWUmysxPT5+MDv/gFtaf8iFBlLVYgBZ6LHfZRPbWGyKjPosx9NyTfmzNvuQW7oIBUby9OKkUmHsdNpznu858nUHjwDcs9x6H+P//hxZ//nJduu41ASQntkVLu+fqv2TLrDFzLRjkOnmllAy5Po9BUpWP4Cwvzy5paa2ItLQw57rhBS9gX4r1qIJYRTwY+qJQ6BwgAhcAvgGKllJWb3RoKNA7AtYQYFIUU4uLQSAMODmnS+Zms3WtvZfsgdtFJlF6O54TDN2hxSCK1tTS+9NJuj2mt0Z5HsPSNQMkXCjH+3HMZN3cu7Rs34jkO5RMmYFjZb5/hcX+joOqH6NRqlF2IUXA1PZ0fYOmt36R+yRICxcVMufpqJl100Vv2Raw46iiuXbyYZ7/5TXa88goFFRWc8OUvM+Wqq/b5mr5Aqn7JEvzFxYybOzdfLgLASSb515e/zI5ly3ASCXobG4m1tPDUtf9LMlxIx8gJ9FQNoWjHduxUArSHocE/egxXffpjxNvaWPHHP4JSaM+jYvJkTv/Odw7yHRfiyKV0P6oh9/tkSp0O/E9uN+Jfgb9prf+slPotsEpr/Zu3ev3MmTP10qVLB2w8QvSXRvNbfk0bbUC2yGkfC2u33oXZau/Z/olTmEYXnZiYTOZojmYKJuabTy/egdo3bOAf8+ZhFxTgC4fRnke0uZmhs2Zxzq9/feAn1GnAIt7ewUNXXEGqu5tgaSluOk2yp4fpH/0os774xQEbv+c4LPif/2H7Cy+gDAOdK7p65i235JtTv/bgg/zn1lsJ19TguS7bFi3CSaWY/4d/Y6VTmE4GI5OhZs0rlDRuIx2K8Lk5x/GB6z6Rv06io4P2jRsJlpRQOm7cAS2NCvFep5RaprWeub/jBrM34v8hmyy/iWwO1x8G8VpCHJIO2lEoSinboym0kyty2rfMWEQxFVSg0WxgPQ4OSZIs4QWe4d+H6Q7EgSobP545P/oRhs9HrLWVWGsrI08/nTO///2DOl/X9p2se/gRFn3nOyQ6OghXV2P6fPjCYcKVlay+7z6SXV0DNv66hQvZvngx4epqwlVVRKqr8YXDLPrud3GS2X6cG//5T3zhMEqpbEHW3C/Xgd4uXDvbFNuzbRpnnMzKCz/Kax+cx4xTTibW0pK/TrC0lKGzZlE2frwEWkIcpAEtaqq1XggszP19C3D8QJ5fiMGSwUGhsN/in4SHh4FBnDgWJh4eIUL5voY2NlvYTAftlNK/7f7i8Bp52mkMP+kkehob80nyB0przdLbb2fFXXehPY/u7dtxUil84TCBomx3AMOyUKZJ9/btBIoHZjPFlmeewfT5dguA7GCQdDRK67p11MyYkc9BA0h1d2fLV1gWUx+7l8XX3YiVSmF4LlgWRTvrOf3332N+byembVN7/PFcOH8+ocrKARmvEEeywZzZEuIdSWtIv2n1vJgieuihmea3aMsDPnw4ZPLLjQXssmU+99FB56CMWwwOw7IoHjHioAItgKYVK1g+fz6B4uJsgFVcjNaa1rVr84GO9jw8xyGca4szEHzhMJ63+9eq1hqtdT7xf+KFF5KORunYvJnWdetI9/biOQ5TX3ya6Y/dQ6KkjHhxGWYizum3f4fCnfVoz8N1HOqee4573v9+BjLV5J3E0bA5DTsy+z9WiEMl7XrEEcPVcE8X/Kkbuj0Y54OvlGnGBjt5jdVY2Bi8dZODNGkMTBSKCIUYu/y+onP7E8OE9n0C8Z6z+amnSHZ00LlpUz7B3kulcDyPRHc3/lCIeFsb4849d0BniSacfz6vP/xwvjwEZPOrCocMoXziRACGnngisfZ2ehsasi/SGjeZxDZNTvvHH5j5zN/pLq+mqqsVp6URwzCw/P58cdWODRvY+uyzjD7rrAEb9zvBkhh8sxW6XDAVTA/A9yqhUn4iikEiM1viiHFHJ9zWCSZQY8L2TIard3bwi9RTvMBi4sQopZQgwd16GkJ21irbzMekhhrKKKeAAuLE802rY8Qop4IqBm72QrwzJDo6iDY373WWp3PrVrrr60n29pKORknH42AYeI5Dsr2ddDTK1I98hFNvvPEtr6E1dLp7zrruS9XUqZzw5S+T7O4m1tJCtKWFYFkZZ//kJ/mlxVX33EOyo4NAcTH+wkJ8kQgYBplEAmUYBLs7GJ/sxuhoy9fPUoaB9rz8rFzTypUH9ma9w61OwqUN8EoCtmSgPg0vxuHLTfmUNiEGnMTx4oiQ9ODebqgwwaeys1BJsxnXsVjaNZlTqrbgoemggwgR0qR3S5TXaGxsNJoEcYopYS7n8gLPs5MdKAzGMJZTOHWPQE28eyTIVoFvpZW1vEY00Un0z6+Qmv8iRtKjeNQoTr/5ZiomTcq/pvHll/EymWx5hNxPa9d1UbbNFY89RsmoURjmW+9QfTYKP2mHVjf79XlVEVxXAtZ+vpSmXn014+bOpeW11/CFw1RNnZovSQHZwq27tgACMAMBMtEoNTNncvpNN9H40ktseuop6l94AdPvJx2N4qbT2XvRmkwsdqBv42GltaZ9/XribW2UhRWhumWQjML449BVo/lCTzXdhAjnphrSGhoy2ff69TRM8h/e8Yv3Jgm2xBGh3QWX7A8ygDQpHBxsQ1OXtjieVD64evNuxL7gKUkSM7eEeBZzKKOMC7iINOlccr2NeHfqoouFPEsTTcSJkSZNkS6me+smMie4BEfOoPqXDfQ2NvLEZz7D5X//O8HSUtLRKN319fnZoF1px2H9I49w0le/+pbXfjkOn92Zbb9RYGS/KX+vFX7aDkNsOC8MnyqBwn3Ea8HSUkacdtpen/NFInvMxilAGQY1M2Yw4tRTGXHqqUydN4/bp04l2dmJ53nZmTGtsYJB1j/yCBMvvJCqKVP6+W4ePomODp76yldoXbuWEb4upvsb8cpKCQdM1APfZ23xWCKj51E1dhba8zD9AXqmHEdaKbq97MyiEINBlhHFEaHCAr+CVO7nYbYyvEPccxkVen23AOvNwVaAAH78uYDKx4f5KDXU5p/34ZNA610sQ4ZHeZgWmgkQIEESF5cupx2vI4avF1JDA8SmRwiWlJCOxdi8YAEAic5O7GAQAGVZsFvLG81z3/wmD19zDZ1bt+5x3Y7Nm1l87wN89a6H2dYbZ1MGVqfgxWR2hqvVARt4sAc+25RN6D5QUz/8YXyhEJlkMp887yST+CIRpn3kI/njwlVVXHLffRi2jWEYGIZBsKyMobNmYVgWax588MAvfhg8/73v0bpmDcUVJRwTacWxgyTb2/G6WtlWOJRPXfgz1k6bjd9J4fj9dAcjRFa9DLlNMxNlVksMEpnZEkcEn4LriuGnHRDRoAyFMmKcXb2EqkDTHscbGJiYZHIfJiYBgkQIU8jBt07p4+LSxE5cXKqpwYfvkM85EDSaerZRxzaKKGQyU7De498mtlFHnDhhwiRzy4gWFmmSqEIbKwmGo0lOClH4Si9KKbp27GR1EqJF1TTNPIXAk4+gPBcj3w42y3Mc1j30EK1r1jD3l79k6KxZ2VIRv/0tK+bPZ1vCIXnxdRi9PSjTxsst92UAU2d/G642YUMqm2N04gG2JJx4wQU0LV/O8j/+kVRPD2iNr7CQc379691mqhwcWidprLsvwXZMwv/pJLTFwcjV54o27flv5J0m2d3N9sWLCVVWUkwXoPG0ImSkcdIG94w9j6gvRHVnC92eQVGsC89TRIMFZByHi4otSqUesRgk7+3vokLs4qoiKDFhfhdscGLMrn6WIqsLy9h9JsvExMDcre+hJjvDNRBBUQstPMkTJEmicucezRgiRBjLWMo5PH3nMmT4E/NpoAGNxsBgAU8xj49RRRVrWcNKVhAnzjCGcTyzKOHgyiW8k8SI5v9fG7nq/xqdXRq0snlYnqkwOzNordlZNZz7z5hH7w6oS9skv/VHrtxyBuGWRgpbdqA8L5+152UyuIZB55YtPHTZZZx/552Ea2pY/sc/4i8rp9ULsP6MD5IJhbHjvaQLi9Equ+CQJrfkp7JL4NszcOIB3pthWZx5yy0c+6lP0bR8OVZBASNnz94th8vB4Qkeo7G6AWd8Ia5pkDi2GOfJdkqe7iQdizHspJMO6T1+O7ipVPYvSuFqhZNIkkzEUBEXJ+2xsmYyBel4Pgve0B6G9sDTTE938sNK6fcoBo8EW+KIoRScE4GzIilu40566d3rcRqNHz+99ADZZUIN9NBNJZWHlACfIcPfeYg4MWx8mJi00EwjDdjYPM1THMVkLuKS3cpKDKY4cbZRx/MsopFsiQCFwsMjSoy/8AAncBLLeAU/AWxs6qijgQYu5fIBmek7nMqpQGHkN0H48ZEiBaZBKFRCPNoKGUXguSY6Wrv427fuJFxYStzLzkAFgkGe/z8/4eJPnbPX7WxuKoUXCGTzib76VcrHjwetUZaFdgySkSIMJ4OhNYbjvFHZHXglCaPtbHmCIYewUl00bBhFw4bt9bltbGMnO4iYhRiVw+nYuAllGXTMKUY9spHi2lomXXzxwV/8bVJQUUHR8OHEmpvZHosxznYI2Iq0o/DbipFtW9hUOxkjHcXExTEslOtiei5/qIECmdUSg0hytsQRQ6NZwXJ+x+1Eie7zOBubNKl8uQcXFw+PAgqI0ouDs8/X7u/6j/MorbSQIEEP3TSxEw8vF8BlG16vZCV/4A62s+0g77T/6tjKn5jPP/hbPtDqG6uHh8ajnXYW8iw99NBNFw4OIUJkyLCaVYM+xsFWQy211BKllwwZiijCwMDGIjS8htJRoxnxcIpiXUzohpvwTZhEqW3Q6oCPbCDUPONktG3jWj48Y8+f2hrAMAhXVbFj6VLcTAZbQYmbxnAdPCP7e6+3y65FRfYb9Lo0lBhwQnDg7z1Nmv+yhDbaqaeeVLVN+dTJBItKsHw+xnzpKi68++4Bq3o/mJRSzP7Wt9Ba07G1jn/XBUhlIKVNDDTzVv6ZeMqjJ1AInoerTdyCAmaueJ4J1dLxQQwumdkS73nttPM0T7GRDbs1mN6bIEFO4VRWsxobO5+3ZWFhYxMnjoNzUHlMDTSwnW0YGHs0t9ZoHDK5oEvTRDNP8DhncCYTmbTvkx6CFCkW8BQ99OyxKWBXGk2SJDY2idxHBZXY2DTTPChjezsZGMzlXF5jNet5HYXieE5gOCPQyqOoohjzxmwQtCAKqq9tYN8aMLng1PahfT4c/Jixnt2uke7pwfL78RwHf1ERbjKJm8kw3mczbMNqtk+cjuMPoJWRnzc1gYyGYhOOL9h/GYgDpdE8xZM0sRPQGCii9JIssqktmkicGFPHXkyQkoG98CCqmjqVyx56iLvOOINkOs1zXglDMr2E2+uJdNTzP3d+jt+e+780V43CSqeYtehRvvuBWShD5h3E4JJgS7yn1bOdB7iPOPG3bMOTrQoPRzOVkzmVNBk2soEgwXyeVooUESL4ObgtS9uow8aHys1gafZccupr+QOaNGke41G66GIKUwkNQGV6F5fNbGIzm4gRI06MDJm9jmVXfSUvFAoHh53sAKCNVv7EXRzDsUzm6HdtjTEbmxkcwwyOecvjpma74OBoqLayeVS2kyGTSFI/42TGPvMIhudl16x3XVLUGiedpvHll6mYNImjLrmEDY8/jvY8rnzoV9z1iW/RM2wMsdxuRg0EVfY0Btk6cYei5bX/z955x8dR3vn//czM9tWqF0uyZbnIvYALDoRqijElIQkthNwlkEou7XK5Sw9J+OXIXS4QkiOdhNBbwFTjblOMMe69yrYkq2u1vczM8/vj2V1JWG6yMTanz772ZWt2dp5nZnZ3PvP9fr6f7yZW/eY3tKxfj3/IEM667Tby506jUTRSRDHNHEQiMTBIk6aTTsopp4wzry+iv6KCKbfeytZnnsFXMYTg7haCSQ+xoE1+vImfP/If1AdNSrQEM+7+PUOvnPN+T3kQ/wcwSLYG8YGFhcUrvKz0N0eAhoYXD8MYzlVcjYbGNKaxj71EieDAmYmIST7MZQMmFE6caAgKKaSTrkMITu/tmtJi3Yog6/4m+VPrfGo/tIg7//k6zqmcMKCxQdldzOdl9rEPiU2YCDGiOSJ1OPjx48ZNiBAmZh/SamHRRScrWEaa9FHJypmOCkN5Xt3fBS7AhU13ysSTShKurAFNQzPfFT3VNIQQSNvGjMXoPnCAsz77Wc667Taa3n4b3enk5nOqecxy8csOFc3yCzA0xdc6LI5ChY+Mjh07eP7znwfAXVhIrKODRd/7PiN9X0JcpD6XPvx00dnrMymZy1WnTDd4snH27bdz4PXXCTc3o8eS2IkUDreT2ZeMpbjYrw5ssBU+NOvEB0tE4a0XYONyyC+BD38Cak9/T7JBnFqI06nJ6PTp0+Xq1avf72kM4gOCDtp5iL8TIUKa1GEjWw4cXMxsZnJOn2rDEN2sYx3NNFFAIVM4i3LKBzyfTjp5ksdw4c619wkTIkGS7OU0Gz3a/ITgtbsFDg843Rrxbok3X2f+w19gRPnAog37qOclXiRMmChR6BVdy6Y1300AdXQqGIIXLwdp6qN10zKicg2NYkqQSD7BDVRQccZGuI4FUsLaBLwUgZZ9+wk99iBFZoKCR/+MW1rIZJJkOKxW1DKMqdfvrLuoiOqZM7n+ySdx+v19tjtht3Iz1zIpyqRU/nDTPLBo+MDmu+g732Hv4sW4S0qp3xvkYHMYzBSBaYWUvXADHp+TjkxjdVDViX78XMfHGcHIAR6l9x/JcJidL71E66vPUrj3deqm1uHLywjfgm1QMx6++ZcTGyQRhV/dBg07wOEC21In8pYfwqxrTnwnBnHaQwjxjpRy+tHWG4xsDeIDCwMjc2cuj3jxd+NhGtMPsXUIkM8FXHjS5lNEERdyMStYho3EiZMqqjmLs1nHWvazDx8+uhIRVv1G4ikGp0tTZqoeQajZ5n8fW8Z/f+36AY3fQAMxYkSJ9BHkAxnRvzpGShzuIJ8CJjKRrWzFwjpsYYCFRTvt6Gg8w1PUUsvlzPnA+nMJAWd71HPvpt0sWvE8utNJayqhGkK73VipFGYymUsnag5Hrv2Nt7iYWHs7exYuZOxHP5rbroVykD/LDTtT0Jy5N0hJWBaDezrg6wPQcbdu2YIzL48dOzpoa43iqvKguXwkVjezdWGI6itBd6rPgC1tsCQxM8wi1wJGiDOXbLny8ph4441w/fXw+M/hjWehK6TOSWEFfPqnuXWtdJqNDz/MpscfJx2LMfzCC5nx+c/hr+6/gjOHlc/Dtreguw1SCUW0fIXw6F1w9mXgdL/HezmIMwUfzF/DQZz26KKLzWwiSJBKKhnHeDyc3HIrgcCNmyBdhyVbWQ3Sat7mfPpveXIyMZZxDKeWZppxYFDBEHR0JjOF3eziDV5jX1MYKw2efC03b4nE6YM1bw9ckO7Bk4loZWNafaNYRsZfTAAFFPIRPkIVQymhlFWsPIRs9Y4UChS5zSOPfdSzkQ0fmJSiqmJdx3JrCaF0F1pbgqGvprhw9MepOOssFb3K9EWUUmJbFug6usOBlc6kFDNESzMMAtXVpCIROnfv7jOOIWC6G96KQ6vVUyouUT/UP2gFt4AlUWUL8cl8+GheX9P6/lA8ejS7Fy+jQxPk/3Yq+oQ8kBLZHGPTE3loJSEqzjOx0xa0RNEaI5hS0lAeZG9gM7XFA09dnxbQNLj5e3DxLXBgK+QVwehpoPdc/pb95CfsfPFFvIX5jHW3U/P6r0iuuhfPBXPRb/oPGDGl/23P/wu07gfZK2oe6YCdQdi+GiZ9+D3euUGcKTgzE/KDOKPRRCNP8Tib2MAOtvMSL3IPv2QJi4+qrzpW7GMfj/EoKVJoaIdNIWYbS69i5UkZ91jgxs1whlNFNTo9pf4jGcUtfJqLi2eBLZCZAkE780gnbPSaELvYOaBxRzGaHpp1qHzAxkZHYwiVCAQ72YVAMIGJfIpPHwpEgu4AACAASURBVJEMa2g5ywQXbrayZUBzPB2xird4QT5HZ7IVM5EgVaSx+2Y3Ty/9b7Y+9RTnf/e7mMkkQtOId3So/oKmie52ozkcqtJN0zDcbkonTMDp8yGlpLiu7pCxvlUCwUwfz+xTZv6NSviXZngxAi9H4FONcGPDIZs4BFP/+Z9JmhZ5/zkWbZwf2ZqAlhhmeRnjvhGh7U0vesxGrGxCPxBBCKE6LERSvLz8d4f0VjxjUTEcZlwJY8/pQ7S69+9n93PPkCeSTEhtYwz7EQ43kRQktq2F+74ETbsP3Z6UsPWNvkQrC9uCl/+gdGHrl8DONWBlvtDBVtixGtob35v9HMRpicHI1iBOKSSS5SxDoBGhmyRJDHRMLFazik46+Cgf60NCjgcxYuxgG0tYghMneeQRIECSJB205yI770aIEAfYz1CGncjunTA0NK7Kv4wHrt7CqmfDeMtsNANSYYGQgvNvyWcRCymmmEKKMCU8F4J/hMFENS3+RADc/dxGBQgwktFsZ2u/Y9vYJEjQwAF0dF5jOdvYmlkeP6I3WTHF6BhEiBxia3Emw8LidVYg0yYibirilJJIp0bk9tG884k/8akXX2bufffx1E03gaZhp1IITUMzDMomTcJfVkbrpk3kVVVhuFxEmpvxV1RQe8klh4w3yglT3LAvknGPR90R2yjSpQG+zLm1pCJer4RhTt7h96Fs4kRm/OmnPK+/jGgNIzWDpK+MtFUI7hRTLyzA6mxUMVSnpmi4JTF0J5FEF8G9eykcMeKkHtfTBlLS/be7Ea37cHh1hvmjJKIg3TpCaMRTEp9lwpJH4JYf9H3vrrWQTh1+28sfh/2bFbGTQFEFlFTBhmXg8gACps6GW388mG78P4BBsjWIU4o4cYIE0dFJkcrpenQ0LGzaaKORBoZRc9zbbqeNeTxHlCgRwmhoxIhSTgVu3EfUbWlorOKt951sgUrHPfLtr/BV10PM/0cD0oL8Mp1rf1rEiPF+IoTZwQ6Gp6fy8cYY21MOSvQEAd3Hrzo9rIgJ/neIMtt8N67hGnay/YiRPhMzR5baacu1LjqcPYSBQTvtfQjWCEZiYR2WNFumiRmP4/T7EUfLg72PiBMnQQJSdt98XdrGzjOwA072LlrEvhUr0BwOqs85R6XobBvNMIi2tTHrm9+kZf16tj79NMlwmFFz5zLzjjtw+vq38vBpimTpkPvEZo+8IRTJ0oV6SglPhY5MtgDKzh6Fe38RkXYLoWlYwkEyYeINCGZMqGVt2w7iY4vAo76PWtRCxCTud4KkJhyeZJ/xqN9E3s4V2JqOy6UaiUshIBFFOrw4fF5we6FhO6xdBG+/DIYDZl6lIlRON8QP491npqC9AcbMVJGuDcsgHgG3D6y0ImEHd0NXM3zjT32ibYP44GHw7A7ilMKBAw1BilSfi7fy+NGQ2AQJHjfZkkiWsiTnbh4mhIZGihQhuimgEAsLB45+jU01tFwT4tMBXpeLH3x7NlO/+hJ6xIOvSEPT1KVXoPFkl5/7WwRxWzl7d5peKpwd1DqSrEkU8nYcZr2rabFEsotdOHAcNV2brTJ04uxDvrLQ0TMO8zKn5eohs4JGGtnIBqZyVp9ttsYbWfS5r7P/hYVYqRS+8nJm//znTLrpphM4Wu8d3LiV95QhVGlglnAZApGwiWzfy9I77yQRDBLv7CTR1UX5pEk4vD0H30ommXnHHcy8445jGnOEUznGd/Xiw9n/JjIVigaQl4lwOY/CVaVts+Wnv0O/IYXfnSYdt3BGIuQVllM6oppaZzVbAgHirgiaBFsX2MU6qTwbTQoKR486toN1Igh3wit/gjULoKAMPvJVle57r7HlDQoDToYNLaKxoQO7TBFc07LR9DR+OwIt3WDb8Odvq4pDKWHtAhh/HhRVQtOOfts0ARAJQiIGnQchEQEkmEmwTEgnQddh6aMgNEW4Bs1VP7AYPLODOKUwMKigkjBhzIzVQPaRRwCBhp+j3Kb3gzhx2mnPmZDqGNjYaGhEM4amBg68+HL2Chpa7v8GDmpPszL3MspxugXeEnJESyJpSuTx+5Y60rLnKmuj0ZQq4YCZJC1ttvbDpd5iJS/xQq/2QIeD6PN61oS197IsUc42btbR0TFw4cKDGxuLNbyTW7+DDh7nEf5yw5XsfGYeKd1E93uJd3Tw/Oc+x55FiwZyiN5zGBicxdkIp45tCGwpVXNqQ+B8YhdmKEb+0KEUDBumBPGpFPUHmnjTW8Ri28OG/ArM8iHHNea1eTDcCZOdUKpDgQbZtoh25pkEOm0V/frMUTrpNL79Ni0vvUbByihGlR/3UB+uKi9GfpSyVAE2Np5AAb4DJjZSsY2EhZQQ//EMNnu2HfdxOy4E2+DbF8NDd8Km12DFU/Dvl8A/7oVoSFX8zfstvPa0igydTDicIGD27HGMG1/Njk4nDmHhNWzKfRK986CKPO1aA948CBQrL62CMtjyOlTXQXFVPxsWikAJAam42kaWqFumClVKG8y0ei5/DP7+45O7b4M4rTAY2RrEKYONzWIW0sCBzN8WMWK5HoQhuimmhKGocusoUXawnSBBhjCEWkYQJYqFRRFFaGjsZhfvsJogQYJ0YWDgxk0ZZbTSkotixYkxiw+xi52YpHOO8gKBAwdllDGZw1QcvU/w4GEW5/IGr2f0OxoWFlu7LyctNXRh9yFcIGhMluByWpQbfe+jstqjbPypd5Uj9DjEq+ifE5BYmXiKROLDl9NsZS01eke1bCQCCzPTxFsgVPoN1Xz7BeYRa2gmvXQnwudCaII0KdweN+lIlOV33cWI2bPfq0N5QpjNZViaxWrvW6TNJDJp4f1HI/7f78I5ahSaruMuKMBdWEijMGgPlOJdsxqn0EAX3H/7l7ntT79n4sQxxzTedDd8vhD+1AU1GjSbELZVH0ZlratgA3P9MP0oRbwH16wBKXE8uxfqdexzK8BpwJJ9aOdXEbliLOga/tE1pMw2SFogdITbgU8vYjWrGM+EAXdO6INotyIXgeIe8vGPX0HjjoyAXGYqAhLwl39XUZ/WeoiFAQH+fLjiNhVpSkThrNlw9uWKNA0EU2fDC/fjwOTcc0ci7VrktlVo4XbABM0BgRIItsPBPT1ViVomyXvhTVA7GZ7+JaQToDtUmtC21Pw0HZwe9bdmgJW1A7HJ9XtyutT7lj4Cl94KVaNP7BgP4rTEINkaxCnDfvaxi525ljcH2J+LaqUzjxgxHuQBrmAO85mfI0sbWE+KJH78aOi4cDGSkWxiE06cePDQjcZBmqikEhduKqmkky4mMolzmIUfP1OYwlrWsoPtRIngxcd4JjCFqfjxH2UPTi1sbHz4KaWUIEEC5HMWZ7HeHolAYtqHBqYlgpAluOBdcqCs9kilcNOZdXtSHzY2FQzBwqSLIALw4iFOHAODIoqxkcQyBQY6OiZmLp2Y3Z6ZeWholGSMThtoIEEcfWcIJLk+dBKJhYXmcNBdX3/yD+BJgobGHOZyqeNywloIuy2IZ26Ahcv/g47t2wG1T4HxI1jpKKFkwwbSJcUIjwPTIbC6Ivztzh/wsyf/fkyERQhFtj6SBxsT8McgvBBSWi6JSiVKqchWmXF06wd3YSE2NkE6ca7TEeu6ADBbuzk4t4MRmQhvQkugO13oTi1zbmxcuLAwCRI8IUNfutvhkZ/C1jfV5CtHwnXfgBFTlQ7KTGciQRnBmhQqzXZgKyDA7QckhDrhibthyEjIK4RNy+GtF+HLv1ZaqmOElU5jp9M4yoYpA9JH7wIZQphJRKQjc1AlJKPQFldkKBZShDDbLFwIKB4Cl3wSpl8BP/6ImrNtqn10OMGbD4kwGE4V0XJ5VKQr+90TGrh86j2aDttWDpKtDygGydYgThn2sAeBRpIEjTT1K9K2sWmkkUd5FB8+YkSJEcu5m1tYVFFNmjTLWUYZ5bkLWDkVNNFIO+0UUIhEMonJXMTFubYjAfK5kIu4kItO5a4fNySSxSxkJzszInNJO2200MJ1eaP5e9DGggzVEchMpMor0lQYbvzv4mFu3DhwkCDRr/WDRNJKCwYG+QTwZvowluHIue9PZwY11LCFzbTRSgcdFFNCKy3E36V3s7E5wH5e57UM6QLXpCrQBNK0EUYP4ZLpNCVjx74Xh/GkwsCgUC+CYUUA1F11FcvWrsWVn48QgrAWwXvQxPJ70QLuXGQwXeAjsW07f+/6A9cV3kwxJcc0XrkB5X7YkYQXw+raLgCvUEQrkUkjHg0jL72UFb/5b+xQAj3gV15gnRH04jyM6cNIkKCcCnaxAxsLgTp/Xrw5jaP3RDzwbBv+9ysqMpRfCl0t8PYriiQNGwuhDhXp0XrvTebzGY9CoChDwKQSlmu60j9VjlTLdqyCza/BlIuPOpVkJMLSH/2IXS+/jG1ZlE2YwMU/+xlld70CO99RpAuhxuid9jMTimRll0W6wBuAcR9Sf088H+5ZCQ/9GHavhfwyuOKzUDpU2TxIC96cp6JdDduVeF5o4MtXUS+HSwnxHSchejiI0xKDZGsQpwwGBjGihAljHcaNHNQFWLWxiefSVFlyECdOBx3Y2CRJ0k4bJZTiwZNrLZMmzWwuo5giCig8Jft2stHMQXaxCz/+XMrPxmYjG/iEbwKzfYW8GFE1gmSoll9LM8XloLSfb7XSHk1TNgb9VBUKBD58ePHhw8ct3HqIA7yFxWusoIkmJJIkSbrpxouPJMkcec6aySZJspENzEE1+tVK/Pium0bkyVXgNJCGhp1IoBsOLvrxj0/m4TslGH3VVdQvW8b+119HWhYJvRvbVYtmOzB7H2PLRmgaptNmMYv4BDccVzujG/PhznaI26oaUQK2hFIDLj6G3uTekhLOuffHvPr9f8dqU9FFo6aY4rtvJOl04MbNVVzNSt7gNVYgEBRShA8fUaLUUksegeM/QIkYdDRCZ7MiWv5CRUSCrT3rdLf3tLiRtiIg2f9DhmFmSY/Vs8xM9fxfN2Dz60clW527d/PQ5ZfTvX8/MtMsvHv/fhrefJPPvvgMhS/8BjYsyZC6DPnTdEWyTFNptoKtasyiCrjtv/paNlTXwX88cujAUzMWH1fcpgjXltfhtafUMmkr0lY2TI0x8b03Vh7E+4NBsjWIU4ahDGUZSw5rO5BFtvItTToXkcoSBImki85ca50UKVppoYQSfPhJk2YIlYw8zcTux4ssoel9Uc4ei3bRzD+GFvKNZsEDQXUBrjYkpbqLbhs+dxjB9KVcRgdtbHmX4WiPfkt5cUWJ0EgDNQzvs94mNrKFTfjwZwoPIkSIZHzn9dx8VcNtLdfiJ0ac8UxgM5vwPfBJZHWA2F/fQIukKR03nst+8V9UzZx50o7dqYLudHLFr37FwXfeoWXjRhpK2tnVHEK75zlknjvXF9HZEUSfPRmfr4AOOogQPi7yUmzAL8rgZ+0QtcEhVFufs91w+TFmvqdMm8OGF5pJ7D6I2/Bg1JZiCQtBgpGMxImTC7iIGmpZzlJiREmQoI46Pny8nRWkhEV/h5d+r6JakS4lbO88qKoOEerYWKYy9hw6RrW7sbMWrlIRKCNDdiyzxxZBZl7L69W3yLaVaL0ftG3dyqr77qNp9Wq6du8mEQohM07+SIk0TeLdQULf+SiFnljfjt85EpiZk5TQsA18BTB21vFHoQrK4Mrb1XPO7fDHf1U+XbpD7cOnf6JI3CA+kBgkW4M4ZZCAHz9ddB3Hew7ta5hdZmDk5N5ddKFlkmrTmHZyJ/4+4HC+YAJw4kIXcG8FnO8V3N8FQdsGLc33ig3m+A/fmuijfJwGGokRQ2ac6bPHsndvyKw1hEQSJIiNxQbW48adI32llNJMM3HiubkaGBnipaBn+iyezwUMZSjbtG3Yd32J0Xf9ipGMGrB57ekCIQSV06dTOX06Y4jRZj7J67vOw/Pym9iahpA2TKhh4g9V25ZsocPx4p8KYZwbnmroJrJzB+eU5/Px2tF4tGOLkBkYzNWv4eW6F0mSJE0MgcbFzO4T/a2hhlu4lSgRnLgGJopfuxCevVcJyx1OFf3ZujJDplCkxcxI/W0JjTuVqLyoEuIhQINAoSI0O9+B/VuBhIp6GQ4Qek8FYCKmCNn0Kw+ZRteePcy7/XawbYSuk04kkKaJ0FVLKoSqLg04Ja5YO7bXj+ZwKaF7Flkhu+6AZEw1kYx2w+pXYN8m+O4ThyV6R8SE8+A/F2VSjDaMmga+AUQPB3HGYJBsDeKkIU6czWxiH/X48TOJyVTSUxbtyFgvpEgTPYIbuS0FSB0LiFtuXJqFS++rCUqQwMCggAKiRDO6Ei8f5oI+Y56pqGUEb/IGSZK5C152Pw/SBEjiIoGVv44rAwexbA8BTWCJYrq5ggL6D2+5cXMOs1jPWkxMQoRylYh55GW8s6CccoJ08Srz6UJFIzpop4SSTLUi6BhUUkUbbQggSgwd5UBuYeLCjQs3NQxHIKhlBLV8QJ3IAS9ebjKuZ9LdY1nyxfE0bm9kSGURVZPKEUIQI0opZUcsxDATCRpXraJ10yaQkoLaWmouvBCnz4fryQepu/9+kJKUbbNg7FguuvNOOnftwozHGTJtGoGqw3/2yynnU3yaZg5iYVHBkH7JlBVP0rhgKU2rVuEfMoQx115L/tCehszJcJj9r71GOhqlfMoUike/S9C98EFFnrIVgg6XIlpWP+afWXsEM6VE5pMvgmgQymuhboZip8sehzWvqujPqLOVyL69AeK6InK33Q3lh/rybXjoIex0Gn95OdHWVhXNAqRlITOESzn02+pOUDfUnK10DzEku9ylnkKAJiDWDbF8ZUtxxWcOe8yxbZV6DBQfKuB3+2DyyWt0P4jTG+J06ns1ffp0uXr16vd7GoM4DmR1ROtZRwMHcn5ZLpxI4AIuZDyqka2FxcP8nQ46CNLVr3bIloLWRAUFzi50TMJmHhEzQJGzHb+jp9VONhrjwEkFFaRJ8xluO0RnNBBIKUlFIhguF7pzgCXlJwFNNLKAV0mSIEWaMCHyyENHJ0QICyuTklVxJR9+vJnHzdxyePf2jAfWBtbTThsWFvkU4MCBhcVkpjCLD/EIDxEnjgcPApGJYsUYyrDccY4RpYIhTGAii1hIG63Y2LjxUEoJc5hLBcfnM/VBgIXFEhaxm11I1Bny4uVaPkJ+P0RYImlZt55XvvY12rZuJR1Vn3V/VRWFw4cz40tfYvldd+EtLkZ3OpFS0rV3L/HOTkWEpMQWNv4LJ2IVGJTW1HHRjV/B4zgGUVcvpCIR5t1+O527dqE7HNimieZwMOeee6iaOZPm9et5+atfxYzFsC0LoetMuOEGzv3Wt3o6AXxvjiIrWT3ThqVH8MfK+FE5HCrK5Quoyj2XV2mZLv4kXPuVvtYOUioNWCoOVXWHtX148sYbibW14fT5SMfjNK1eTSoWQ6bTaIahfn2kxOtz89kZFkUBl7JhkBKS8Yz5qKUI3sFdal7qZKnXaibAhA8rspdFMg7vzIeNy2DdUmjYovbL6YFLboEv39dTzTiIDwSEEO9IKacfbb3ByNYHGPXs5W1W0UUXxRQzk1k5D6uTgSBB/sqf6epFnASC7oxNQT75vMHrjKYOBw50dK7iap7jWboJ9ku2oqaflO0inM6nwNGJJmy8RpSY5cOlJ3BoPXecFhaCNN108yHOPSlEq3ndOlb8/Od07d6N0HXKJk1i1BVXUD1rVp+7+1OBSqr4FJ+mnXZe4SWcmUc77Zk0oHJ5d6MualEiGc1VlEYaGXaY1kM6OjOYyXRmkCZFPfXsZAc6OmMZRw3DaeAAMWL4MuL3boKkSGJh0UoLhRRiYePEwXl8mGJKGE4tIboJE8GJk1JKz/g04UChozOby5jCWbTThgcP1Qzt8xmVSN5hNW/wOrF0GPuhhbjaG7CSSZx+P7ZlEWtrw+XzseSHP8Tp9+fIv7Rtoi0tmMkkrvx8bIdk/5tv0rx6DbgM9uoaa777C259dQHDxp59zPPe8tRTdOzcSaCyMrcsGQqx7Cc/4cZnnmHht7+tijEqlLbItiw2P/44w847j6HnnqveMO5ceOt5pT9q3ncUI9KMGD6V8Z/qbifjD6II1+M/V3quWdco8lUzQa1XeXRNZsmYMeyqr8fp8+HweAhUVxPct4+0ZSGlREqJw+ulcMIkjGvOgcV/gKStIllCgDtPWUxk9Voy00HASoMnoPRWlaOV6H3tQhX52rMOOpqgaVcvEb+mqhDn/0W9/yu/PebzMYgPDgbJ1gcMNjb11PMOq9nLbvzkZXRSnbzI81zF1Set/9+TPE433bk796ylgI1NhDD55GNh0U2QEkoBKKaEf+Iz/I0HiBHL9dVLZ9r3SGng0hJowmRnpI6GeDW6kDTFK7msYj4V7oNAX8F8HXVM46g3FkdFsL6eF++4A03TMLxeWmIHaN65mK3bl2O0TMU7ZxLOkeX4hI+pnMVYxh1XVdmxIkmCRSxiB9sAQQ01RAjjw08zB0n2anWUrcrMEq4UyYyh6NFbDykxu4s6xlBHX8PNrCFpkiQtNANKoK+jY2FRQCG1jGAs43JpMR2dQooopOhkHYr3DOmWBjbffSeOLcuIWU4OjprDmE/eSHDdSsx4nJoLL6Rq5swT6tsoEJRmHonMw4ePsCV4Mw7b9CV0uVegCxDRJKnbxpEc6cXx3TZ0KdF0HTudRto24ebmPum6ZCiEtCx0w0BaFk27tyBDcdAEwtARXhdmR4QnbrqBb63bdeSJSqn8oRwu9ixciCuvbwcHVyBAtLWV+qVLSXR34ystzb2m6TqaYbDrlVd6yNac21Rkp+2AIh29jgjvvsESmfLKzK9In9fNtPKfevq/FZkRQqUXv3iP8rc6Cibfeiu7Fywg3tmJu7AQX3k5VjpN/rBhODweXPn5DL/4YsZeey3e4mIYMxH52F007W2mIaThGjWKkYUjyNu1TI0dC6k56oYift4AbFoB9ZuUf1ZnM7Qf6LGoyB3fDIGzLdXQ+ov3HJcn2CA+GBgkWx8g2Ni8yvyM67oSoasehDb5FJAgcdKaLUeJ0kIzqu2N6BOlUg2IjVz/Q/e7PHp0dK7hWp5nHilSFGWiJEWyjCdCFaRFmGC6gPZkqWoKKyFpu3FrfQmEhkYRRVzEJSclgrLlqaeU0WFtOfXXOrHGjUE6BGkpYUgeIV8El2lR4ihjKYsJE2YmJ7d/W5Ikf+D3dNGZa4WzmU0ZEqt8xpA2GhYOmVYZDeEgBWjCyJG/EzKgzLzfzjQGV62OMg2K0QgQwMJiOjNOaIz3DbEwe//lYxgdrYS1POxUmjEb/8KBL/yRLfoIPB4Hm594gtFz53LRnXeeEOGKE2cZS9hHPRYWIdPB8y2zSZuFTC/fTDJWQakzjr97P9QHkTOGYE7MR65sxuHzKRG3ZeHKyyMdiyGLinLzsS0L3eVC97hJH+xQWiLo8cv0OYntPECosfEQLVcyFCIVieA/uBkx7z5l0ZBXRI0mWG+mwbappBWfjNMm84lIG911eLG8tHtVGJdUKQuER34Grfsgnf3e9iNZyclYsq7q9Kxrm2ABQmbSinnKTf6B78C/PnBUN9fi0aO5+ne/Y+U999CyYQPeoiIu+tGPmHjTTTlj3d6wK0aydHOSXfsAKwV732b14jVcOsnDcHe4Z8W0UEalMz+jHO6Lh6i5HNytKif7288skUwnVL/EgtJ+1jkCot0q6ldcqYjdIM44DJKtDxD2spc1rCZJsg/5aaGFcCbF1E5bn/fY2KRJZxpEH3uVVBp1odfQchVtfdOCyodpFKP6FQSXUsYt3Mo+6jOmiuUcTJZT3y04aHfhNbpwaCZS2sQsH+WuZvIdwT7bEAgu4CI8J2C4aGFRTz272cW2Pa8SdnWSvGU4jC2CroTqj2LaMKIAkbaxRJqwI0wpZaxjLVOYenLamAAhulnKkpy1RZY4WVikSROiGyklRWYrId2PRKBhY9hpnDJGSi/GEjaTmdKvLuh40EY7ceLEiCIQmJgYGHjwkkeALjozpPrMSxO2v/I06c5WwnohoVASYdv4rRgj8mHRzhgjJg3H7zXY+fLL1F1zDVUzBkYqJZL5vEwzzejotMpOGtMFTC5+hb3h8QhhogkXbQkvroZgzjhdzqxEvtVCOhrF8HgQQjDy8stJRSK0bd2K4XJhJpMgJflDh6JpWp/okHAaYNtIqYTf6XjPTUoqEmHFf/4nexYsQMQjeLob+PC5I6gZXQWpBBOoZ0fU4ALHRooccTQkAkmwqpqSaVNxBQIkQyFcAVU5Z1sWtmky6sp3VQMWliu91Y5V0LIfgs1HPliapsTk9CZfmXQi9KT28kth/xYVNSs7+k1jxZQpfPSBB5BSHpk0m2kO/OKb7DoQwp/nRcS6QThIp9Is2RDm1mnKiUJFqCR0tcJz96n59DY/7Sd4BygiKaVyws87jshvOqUie2/OU3/HwzB8Ilx4M0y7TInsB3FGYJBsfYCwnKUkSPSb2kqTooN2yigD1IVgK1t4m1U5EfQMZjKO8ceUGgsQII88QoRyy7LEC1Sp+WhGczGH73fnyqSwsmiS4BFwlq+J7SkvUcsLwBB3AxeXLexzIysQzGAmk5h81LkeDtlIYD17SZEieLYLa4fZQ7SEUD+sEnDoSF2CBUlSuW2ECFHKcd6lvgsmJstYwi520pYRrCsC7ESQbY2jiI0lw3jsGBo23XoACx0pNIrSreTLYqY55lJL7YDnkiDBAuazjrUAuR6I2YbdpZRiYua8ts5ERLdvxEYjHk8jpcQtUggENlBgJNm9p4spk8sRwP4VKwZMtjrooIVmfHhppImE5SZlu/EZEQqdnShtko0jFMaywPC5VCS3SwmzbSkRuk7hqFFcdOeduPPz2fXqqzS88Qa+8nLyKit56957iRxsRve6sYIR8BjYWCoilLQQLoM1f/wjs++6C80wWPi9H7J78WICQypwhptI2bBgRT0fLSqgX4hi5QAAIABJREFUuNhHfbeHa0q2oUlJ1DSQCFy6TYnVhvbYXVz2i1/w8le/SqS5Gduy0HSdcR//eE8KsTdGT1MO6ZUjlT1DZ2OvFzUwjExTZrvHRT3dq4O60NRrnryeaI7ICOqTseM6F0eNTjbtYs/uFjTdQNgZw2UBDk2SMqE1ApX5GQKoaypNmIypysmsN5a/ACKdPfPuzbpsWwnjP/FvxyeQf/63sOJpFdXb8oYad/8W1ZS7ug5+8iJUDPz7PohTh0GydQajiy62sZUwYYYwhIP01TP1RrbdTQcdPM6jOSf2AgrwZ8xAl7EUHZ0xHL11iobG1VzDEzyGmUlvZQXbE5nEJVxK0XFqdya4lVmjk3w+WjGPbtOH2+ikyNmey5BkL/p+8jiX845r++/GAfbnbCqaaEReOgqW7FGNeO2MB5Blw7AAODRI2ehOB2R0aRIbHyd2Z5kmxXzms5PtFFGca49iYpJtkq32G87lPDbIhaSEG4eUlJghopqbMjPIpeFlWP7pVDoGbq0gkbzKK+xge+7v7EMgSJNmn91CU2wktdY5rHEKznYfvTff6QZX7Tgi+su8ZYxAc8Fkew+FoWY0BGHbTXd3AtvOCKh9Az+/2ahgWlqZYo6seayGLQVp24NDSyCzNgP5boQB+XttjNpazGSSCTfcwGV3352zLRh77bWMvfba3Bi1F19M/bJlBJsbWHr3zzA7QhDPkAVNo2LMRPYsWMCw88/ntd1uNv/5HySNPGg4yBBNUlvoIhVPsWXrQSZOqCYSieNxmISlV0XMyDS/1oDlT1Jx293c/Pzz7F+xglQkQsVZZ1FcV9c/mXE44Uv3we++DiWVEGpTOiyXR4nHs6lH3aHSavFMtbFlKSKmO9T6wyf0fMgSUfD4M8L1kwinG0MXyN7RtF7Qc4uyqdqMXYSVaTjt9kFJNbTuV6853SplmE2TevLg03fCdV8/9jmlU8ppPlAM6xf3taOwLdi/DX79Rfh/8weyx4M4xRgkW2co9rOfV3gJkzQ2NqtZlRM194fsBTNBgs1sylAWDQuTIVQiEOjorObtYyJbAKMYzef5Em/yOp10UsEQPsSHCJA/oH1yCvjPcvhmcyUdiWEUuutJSRdxM588R6iPkekc5pxwqmw/+3P/T3WHsTHh7kvUxcrKEK2qAihTF1yh6eDQcOEmQYKxjMOLd8Djb2A9LzAvd966CZFPgASJXHpXx8h5iE1nJqOtdpZaT9LmKEGTktGpJsYn9qAJjUJtzFFGPBQRIrlquSDdbGbTu/ocqouLiUkwVcDLB68jaflwyzyeFHCOB35ZDq4zKMj1k9R0lq+bgzQtTM3ApY/gJ5Vx/N1thGy3ClykUghdZ+Rllw14HKdVTKMtaUlrJOUQfHoq8y206U6XsS9ax8SCt3EV2mhBB8KUlPy1mWJ/DXKMTaS1lcmf+lSOaPUHX1kZE66/HoDRl83hwRuuxkwkcDo8lFTU4PB6SQSDPPLbV1m6r5Dpho7TZSAlNIY96MKmwmsS6o4TCiXxyCSmrZG2UGlIIVQBniXQTRV1cufnU3f11cd2EIaOgZ88D3s3wit/hoV/U5EdTc/YQ3iUDunuxUo03rAD9q6HfZuhoFyZmjbvURWJlqXed/t/DUxgLiWkEooIiWyaMkOeyoczevoktu5ejiU86EKAbRM3weuA0t5KCDMjfk9GVOQuFlLmqlIqm4h4OJNS1FTa8cbvwMU3H/98U3FFuBLRvkSrZ4dg6xsQ7lJNuQdxWmOQbJ2BsLFZyKt00UmKFGn6MQt8F7LtU7JQ8QqLCBH2s4+s2KAdQSutlFJKK62ECVFAIcUU95teLKGEa/jISdu3mR54bqjG4ugcWs3tON2bSehpLFGIEycGDi7iEuqoO+GxshV8SLA3NEO1Dyry1ILeAlohEFLgcriQQpJHHlOYekIC8Xba+QdP9zknNhZBguSTT5gwNjYmafLJ5wZuUg5ajqu4LvxbOuVaksKFhsQr4+RpI3A6Lzrm8SWSt1jJetZmolYmQbr6+Sz1RElXtM1GWnkUGyks2imWbt6MGTwdhk8OjF+fcry9L8zf/mc13qrRVHTupSzVTdRy8LWWm7jKfgVHvJOKEi/paIQLvv99CkcMLFIoJXy/xU/QOYWavLXoNqRsDa8eIZQuYFd4NCl0Yi23cHtRmKn189j28z9AyiKiaUjbpu7qq6mYOvWYx3T5/OS7i/ENKzsk0rRouwdHZSWiWVNpMs3A6XHTGDEp0kNUDcnDR4zFXUPIzw8SMFIkcSBBRfmstPKUGkgYUzdg1Fnwzz+Dxu3QvFd5VmV9uC75VI8L+5gZ6plFOqV8ura8oaJfM66CiuHHN76U8OZz8ML9qum1riuCFOqE/GK49msw93NUfOe3zNw+h7fX7Ac0hJXG5XJx+RgbTWS+F9kUo+GEggoorVZz/OI9KgJVUasMV7e9pYjhhA9DQenRNWP9wRtQjay3vnn4ddKpvr9VgzhtMUi2zkB00plJGco+F+sj4UjrJUniwYvERqAxj2cppDDjDK6E7zXUcBlXnBQvq6Oh2IDr8w1gQuYJYUIkSVFAwUmbw2jqWMM7pKIR9Ac3Y//7DGTaAqeuUogCsMFwOJktLmUYwyijDCPjGXYiWMyCnMBcpSR7rCwMDEoppYAiLuKiXOQRAOHBnf8AFeEfYlkbkYBhzEDLuxOE+/ADvgt72cta1uDDh4ZGBx29TFIPhWlrdKcLCeg9erW0SJKnG8w7g8jWA89tJ94cIhZJ0i4LgAIo9CG8Dv4x5Xvc5j/ITZ+awNCZ0w6xQDgebE7C7q07GPe3R3BsXI6rSCNy03S2XnMjQ1xwcfEGKuVIbvGUUudywzW3MW7Uuex65RWsRILhl1xy3NYTgepqCoYPJ9zYiKdIpfClbZOKRjH9Zfh8PtpqLqN8z8vYuqGqV4WJt7iYcbUFiIoa7nppJG90D+OXI17AqyUzRTDQZQUov+0Xx250Eu6EPRtUym/kVEW4/AXw7w+rCNeGpSoqdNEn4UPXHn47DidMu1w9B4q3XoBHfqrGT8bgwFa1XOiqb+MfvgHNu+HANqbWBRhdUk1zZxLH0NFUffUu9HQcVj4HSx9TmixvPpQPV0UAmgaJFrWdLEksHaqewOuv7+fXv36SnTs7qa4O8IUvTGPu3NHHdl6FgOu/DT+7/vDreAPqOA7itMcg2ToDocrxey7UJwMJ4jhwUE4ZnZlmucWU5MhWPXtZx9r3rdw/jwADv/T1jwIKuIzLWexZiL67G+5di3njWOTkEqRHB1PibrH4ZM3nGX4CovP+sKutmYgF8TaJO1/grZDoGYPqKDEqqOBK5lJIP+kBYzha4YNoVlumfcjx92bbwiYMjJzI3cykLE3MftfXhc1lFc+zNTiDcKpaLUO1VDqTJFuvPLwe2RVDuIxco2jZGUWTXj4+t46ffeZjJ2Wc+n0NTP6P23BaJsnCoYhkCve9awnUj2HoNz7Ldwrdh1Tplo4bR+m4cQMeUwjBJXfdxYtf/jLhlpZcH8CRl1/OBdYkli3fh7PqPFLeEooa3kBGg9jjZvGxV3+Bu0R9hgJP/Y7nm/LYtmUInyt/g+HeEHu8E/lr+4dZVDLs2C4Yix+C536DMgNFRa2+fB8MGaGaMd/0HfU8VXjp98qZPhGDhu09y6WlUpNWGp75H2WYWjYMX9EQRkoJnU2wdw1ccwecdYnqX/jcvSrt2RtZn7K2A6pnYrAVho7nLXsCX//XpXg8Dior8wiHU/zwh0uwLMm11x5jyn/cLPj6H+AHc/t/feysgR2TQZxyDJKtMxISB07SvariTgY0NFy4SJLEiZMWmkmSwsDAi5cNrONspp2xVWj9YQQjGaoP483b02z85R/wb92Hw91KMh4hFYpw1X2/obrm5BKtNWsO8uy9Cc7+tiDRLYl3QeigxpCpNpoLxjOey7ji6HowfeBVkClSaL1okgs3yYwhKhxaZCEE6MJibP5q3movwiH9OKSLdhu+eLJZ8HuE9vYYbdtaM5ZONqQz+6gL7GCML18+/KSNZT/3BFoyiVmm/M6k20O6tJyhLz7NzC9+/oj9EU8ExaNHc9Ozz7L/tddIBIOUjh9P2cSJjKwPsurtJppbovj9I9hTUY1tmnzlkjgL/u3fKBwxgok33cSsWdWsX9+M21vOn1Jn0ZqWBBuT1BS5iEZT5Of3Ez2NR2DBX1UEKRZWxp5VdT0VhKEO+MM34QfPnPqUl20rR/fiSiUol/3dnAqliYp291oklEXDyucV2QIYew7M0zKi+Ai07FN+W5qh0qOP3QXBNuhuBdsm1F6LN3oDgfJRIAR+vxMh4P773+aaa95VVGBZUL9R6bOGT+wbraqdDNVjlXbN7PWbn1fSk4odxGmPQbJ1BqKUUgIECBE6ql4rW713pAiYQODGjY1NggQSSZgwOjo6GkkSxIjShc5DPMiFXEwNhzZ+PVPhwMH5N99BkVbC2j//mUhzM3lVVVz4vR9SPevk3jlKKfmXO1ew9WApBesNhk+PYadAs9LEOqF0iJdr+Mh7TmhHMoo3eB0nrkx1p58OOnKFFP0h3xGkO52PQw9jJUbSiuACL3ws8J5O9aQhnbawUml008ZK9fYREYiAi0c0L1fG4FzPwCsspZSsXNnA355uIjxqOvklacqa2jASFinNIE/XmBY6CCdY3HEkOH0+Rl1xRZ9ltbWFPPzwx3jkkY2sX99CdalO4Zt/ILW0laDXS9vmzWyfN4/Zsz9OU8cBDiRGsCnqxbQlwtAIdaY4b85feeQnk5l4yTloWfsCy4LffgXqNyhyEmxW5IodiiQIobRMnQfhwDaoGX/EuUspWbBgNw8+uIGWliizZlVx++1nU1MzwOOlaVA5Srm7J2P0b4SV+Tvc2WNkTz+rVdfB7FvhxftV1aEQSpflK4SH7oTCIRBqB4cS4Oclmriw6Y8k9llguIjlDaWr8kPs6BpGMmnhdmcuv831cP9XIdiiBhcCPvZNuCCTPiyuVPvQ3YqdThG23NhCJz8ZRms7oM7BYL/F0x6DZOsMRDEl1FHHNrZhks4YjPb9ZXDiRCIPmxbqDYkkThyBRpQIDhyYmOjoJDP98LIX4SRJ5vEsc7iSUYx+T9rVvB8QQjDxppuYcOONWMkkust1Qs7hh8PKliTr9gbxlPh4568GjevCDJsRRyadxNaZPPHftx2VaNnY7Mv0MwRBHXXUMPy4zsU4xrObXbTSgkAjRDcCgQ8fceKHfJ40NFyaTYmzk3ML13J+ehpjnDDJdeZYP1SUugloCVotJ4awsYWGNDSkEAiHzoKY4JU4XJcH3y0Z2H79+c9reXTFa4z+tZtSTXmgQRE8dYCKt7so021KqgbemNvCYic72MoW0qSpYThTmNpT7IGSGWxiIyFCDGUo4xiPBw9VVQH+7d+UXcqSH/2IXVZrrsehtG2a1m9k3+ZfUufws826CLe/FrNmGA5hYqdT7GhP881vPMLto37B3N/8hkB1Nex4W1UOFlVmDphQlg2xkIoU+TMkSQhVCXgUPPzwRv7nf97E73fidhvMn7+bFSv28/DDH6OqaoCs/iNfhd9/XVUwOlzKkkFNihyjcvt6rChApQbDnXDl55BSMm/edv72t/W0t/u5hrP5pyGSskIHBEpUtKy7VQnjXR7QNNpCJqt3RvCYCeyEjdDAHWnC176F4sKRNL01leZnH0Vv2Ion3s7oSg3PEJWeJ52Cp/4Lho1TUS4h4JyribyznA1dJaT8PlJFeeAwmBCOULx9Ne7xJ7eTxSBOPgbJ1hkIgeBiZlPNUF7nNfZRf8g6yjZA3e3057vVHyQ2Lty4cRMkSJp0Tlif1Yc1c5A0aR7m7xRTzI18MmeU+kGAEALD7UZKSfv27aQiEYrr6k5ILN0b89MGQtcQNui2i9Y1DprXWCRCaWaPyqeCiiO+XyJZxlK2yi1onQlwO9jj28U4JnAhFx3zPJw4uZaPUk89e9jNJjYwlGocGZIeJkxzxretN4kTAoZ6OpjriZ2wx9iphti3mSnF3SyKlaieBwJshyqGcPsN/M3duKsLeDYM1wVg/HE2Bmhvj/GXh99m8q9DJJMuRHsKpEXKqVPyyQpK1u5lyo034C4YWJRGIlnIq2xhC2FCmJhsYiMLeZXLuIIZzKSevbzKfECiY9BEI1vYzMf4RJ+0dMObb+IuVHpA27Jo2bKVgwk/ccuJlldCe7iYwu4mwrECTIeGJjQMv4uNsWFEmlez8Dvf4boHH0Q071UpOKE8qqS/CNHdhpCoSJK/AJJxMFyHRLW69uxh5T330LByJa5AgLrrb+Z3f4eSEi8ul7o0lZf7aW6O8Oijm/jWt/oxTj0SOprgxd/BxuUq3VZUpYTwttG3rY6/SPmAWaaKLtm2ioiNOhsu/Sf++sBa5v/uGSbmdRP2FvKPtUXMq7+ahz+2l2GelEqjarrShHlUenjdnjgOzcY01e+nrbvBtjHMOKXuNMHv34xPpklaGpqWYneXoDySpGTUSITDqab21vOKbAHRtKAxmU+isoxUSSD7gaAlHubx7Qe4Y+w5Z5T9yv9FDJKtMxRZ89HlLOv39WxUS7lpaUetWlQ+W0bGudygiCKSpAjShY6BRJLKRLmAXN+83/FbbucLVFDx/9k77zgrqvv9v8/M3Ll9ey+0pbOA0i1YsaFGwdgTNUZN1JRvNBoTNcUYo0m+/izfaNRoookkatTYQUXUqAiIItIEll1gl+3t9nunnN8fc/fC0psIcZ997Wthd+bcuTNz5zznU57nv6aWK9LUxJzrrqNj7VqEoiAUhSOuu46RX//6Po8dcmnknTiM7jkrcBcGHeFIU0LM5OTzx+5y/zZaWbbkDZK3v4G5oQOEwHtKNctvTDIqUE0Bu18sr6ExmMEECVBHLS6cCn0TE3OL9HSPsCk4KVcdnVWsJJsc+tEPPb3fQQ/ToConTlMyTkvURTduzGw3gTwV21IRqkARjsTa4viek62VK1vxj0pha2BHXCj+AK54GCNhkkLFddNFTJl69V4ffjNNfJ72Pd1yAZUkyTzeIkCQRSzMXCNwnhNNNPIMTzGZKVQxGBcufIWFhOvr0dxuUuEwkYQgId24FAvbTqIoEmkLlPZWKClxgkCmDX43voIC2j//nFB9Pdl5JUhVJVzfQPfGDdimSZ5u4NdslETMSd8pKnzrjl71RZGmJl64/HLMeBxPbi7mhtXU/OI7fFcquHx+VhefzEcFZ2ILlUBAZ8mSXdj9bI1wJ/zvt5zoVFYemIqTajvmfEdc9bP/OCQxK9+x3CkZCFffBw1roLPJ+X/V4cRDEXL+fj2/zF2PKkAiOGeIwm11JzLrszxuOrrJiYqpLidyZhrg0mkLW7hdoGAhFB3bliiqgktVGJ0bRxopuqQHRRHYloJPTVFf144/L8cxxVZVp/4tjSXNPrIVjVRhDsKyHTIrTaRl8bYWZGT3Wk7NHbzX91Yfvnj0ka1DGM0000pLhlDJtLJ5D5T0Vw/p2lmEy4WOgsCLN10oreDBk5FZ2Lo2TKBAmtA9xiP0oz9TOKKX/c6hCCklr99wAx01NfiLHL0iM5nkvbvuIm/IEErG7poQ7QzH+WDe5VNwRRK0z69DaAq2lJReOJ5vnbHrh+W6jUsIXTULOuJIy0YEPERf/AStq5um+07aI7LVgyBZmXsnTox22rdJP/eI4Dop5wQL+RCBghcvZ3LWHrsFfCkYUM2MoR0saMljXGmMdo/GqmAWsiOCf1A+nlInYqAICOzFuiE724OhOjYtwXgr/mSH8wchMT3FdI+fslOB0l2hlVY66dju5zhJIi1sHM9EHGPEaEsbiW+igbd5i8/4jLM4m7GXXMLcn/40E8WNmwrYliP/EgpRnt9GQ3sO0rKxpcAWGsmUQeHUchaHhzO8pRUrmYSRRxGKWiTqPkdoXtqikg9WJOmK2chgK8deMpVRP7ol42MYi8MHn8DHz36CEc5hYGmA9iWL0EMtxG1Ha05Guyjq+BdnDa3n+ZLvEYulGDBgD6OBH77kEK28EkfEXdURuscpQr/tZSeaVfOxU+ReUA7DJjnyFLm9DdyjLz3GCGUdIZGXySsXetv4VvFCXm46wtkoFXf2yy93zKhNgwK/pDapogqLrGw3QtORtk27GaTK20FbwoWqK86VFBAxdfL0OOFNjfjy8pwOycM2W5015lTT5S6jLNpEl5aDIEVusoslOSNZWdCfBaG5nOpZBt6z9+w89eGAoY9sHaKIEaORTTut09FwOQtSzEzN1Y4Il4mBO/0lsTmV01nIh4QJkyCOso3MxOZoh5n+msubuHHTnwH7740eYHStW0P7qmX4i0szNVtCd2MJhZXP/3ufydbJAXgu28VnN55EXmuYeHsMV3k2tw3y4N+NGtcNDz2Huao5E3GzO2OgKch3bcwN7bBrb95t4MNHNaNZwid00pFJGSsomeYKLR3dtLAooigTOYkTYy5v8HXO+8Lr9yQSA6OXZMWOkCTBYhYTIkQ/+jGcEShuLyfe8j/MuOYRXlhbhB0KYxtRtNwAw392GkIIIjZ4BBy7FxnS6uoi3N0FuBMN+O1OLJG+oCq4ExECzy+ES/deOiVE9w4j1A5RjtNjJSUQdNCeWYi5cRMgSButrGQFY04+mUhjI4sfeQTbMFCQqLaB4tIBwVhjCZZnNKtdFZiGwDYknDCCpmMH8X9iAtXdeZwQtshRVGav81LtKsBob+XDVXFMCeGUgh3v5oX7ZxGtGMuka69lZQ1873YIR6Fz/UjM1G85fuOTTAi9hmWDxwWWFNgIUqZNoH4xbu8GUqkc4nGDCy74FwMH5vKNb4xm1KhdlC6sX8bqbh+/fDmbBU3ZeBSLGcPbuXlKF97m9Y4ExbBJzvdOkLNiDrXS16ttJKTmMSarlTXeqBMFC+TCZb+BidNh0avw/nMcVlbH+jmr0TWbZDyBioltmgTLColZSXRVZq6kITXcIknMdOELR7HbG1Gqj4Yxx2aOY9zE/lz0jys5aWgtp9TMxhLwz8EzeHzgTAqCGsVKHKL/C55TQHh3637qw4GFkHL36nkOBCZMmCA/+uijL/swDmpEiPA2b9FAPSkMuujsFYXYkkx58WJhkdoNiQiBIJ98dHSqGMxJON1MNjYb2MBcXmc964HehtPgpCqqGEyCBLnkcg47EeE7mBH+PcmW27CNCEZcsHpeEa/NGU+TqaB1d5IcM4EL779nrybiLZGwYXYE3olBvgpnB6F6Nzu4/zhmNG21a1B8zqQIIJMGwq9zyYuv0X/8EXt1TDY2bzOP+XyQIegaGioqRpqIO/eSwUAGbpaIkJIOO8LR5kUcrudmPCz3NzawgQ/4D1104UJnDGMZy1jU9DFuiRp7I3/jiXQ0VqIKQTFFXCm+jY4b2hupeXU2y1d30zFiHLMmHklI00CCX3Esoybu5Xy1oSHMnb+6kKyrKpGqQNgSRZFYrzQyeE4nV7z7zl43XvyTWaxg+Q7/fhRHo6CyljW40WmkCTVdQlBEcTpqnSCPfGZwDgCpaJTwpk2889fn+M9dd5PjiuHCJmq7WByczIJvXEts5GAsRcUjDUa/9xxH//s+9GQMJWWSXZyPOyuL/CFD2PDOO6TicRRVpWde0bxe9ECAH9TUMvM6na4Q5GRBV10tnRsaKAm9xxltPyWob25IsFCwbZukpdI06Rpmd41C0xT8fp1YzImw3333yRx1VD9sW1JX14XLpVBRkZU5t81P3Me0735KxHAR1BLYUhCyvEwtbubJT+51lN93B7ecxvp1baxvTOLSVVRFYBomOYTQ7/kPg6tyHemHVfMBAaOOylgJNS1Zwvu//z01c+Zgmya+wkL0rGxSWiEnuD6m0/BgoGFYgmI9wvud5Zi+PMJVU/nRn3+MP6u39Mu99y3gV/58koVutJBjX1ZYKSgsg6dyfkelWAXZfwbXKCeNqmqOgXUfvlAIIRZLKSfsaru+yNYhggQJUiR5lVfpphMffnxAhPB204Q9q39jJ92IPalHFRWBIEqUQoo4kqN7bTOAAXyTy7ib3xMjhr1VdCyQlht14aKbbg5JRB+ByE/RvZKkCZ6gZOzMZly5c3nl74OIJFUajjieG5rh0TIYvQ/yNh4Fzs5yvvcEtmlihCO4FB1ry04ql4oSMikauPcpXAWFEYxgLavx4aeTTkLpaylw/CCjRPHiyRCtiAXPd5SzMjKYO6wUOVodN+T5uCJr/zZMNNPMS7xAjChG+l6fw2u8wzyyyGY4I5jCEU4HroRHrWeQioHsqUGzJY1KM28yl+liOuSXUvXNb9FjZfwN6Si+S5w6LX0fCGO/8iBjlndR++MWxAgNTRco8xvxrWqjy+3GSibRPHt380SJou1AeNaHj0lMxocfC5MaarCxAEkeeXhx2KOF3atzUff7ye/fj5OCa5h0RDer2nRihkZeQOVo8Tl3JpazIHcMojPFgNpPOOGpu7CFwNC9CCtJtLmFaHMzLr8fI5nczJikRHG50HSdVDjMpwsaaGkfSFG+8+dASSnhTY2kRACJgpT25mZGHPcGr8um36gBaAsUioudwvNAQCcUSvKHP3yAz+fi1lvn0doaQ0rJ0ME5XHVsHD3ewez5IcKGizxXPCNem0+E91uLWVEXZ+TuStRNOp3KjscQejb1DWESKYsyf5ysSSdRVF0JH7wA91zhdF8C+HPghsdhwqmUHHYY5zz5JFJKWj77jEhzM3lVVSRcObxx+eWMlh+StCyEBs80j2B2fDzF/cfQXJOg6pUaLrxwdK9D+cH3JzFqSQs/29RAY/8scrIkpf4wtwVmUam0gjShqRP+eSlm3Uo+bM5ltXcsZWefzzGnjcHn2ws/yT7sN/SRrYMcCRK8zmw2shELkzBhiinJTHjlVNBMEzYSGwsDAxMTG5sUqfQDd/vQ0PDgIZsc4sTIIovzuGC7VjQ6OlfyHR7jUaJEMoTLi5ep7Pv8AAAgAElEQVRCnCdXkgTl7OaK8WBD+FeARAgNzWOTipoIE4YfneTjR1biH+lGHudhIzCrG377JWgJClUlWFqKEYkgEimESwNbYhsmOf36Zyxa9hZO9MNHnDjZZJMgQZIkNhYCQQ45GRkQpOCfbf1ZFRmCR03gVVKELDe3ttoM0ro4wbfnHXcSSQstJIhTSFGme24ec2mheZsUeIoUHrws5zMihJnOGbyfbAM9BNKVSfsIITClyhKWO2RrK2gCxu7H61l52Fg6Hn8cdbkPoTjVjZaqIm2bjfPnM/D44/dq3DLKaKM10/DSk1JUUJjJueSm6+ZOZToRIrzKy7TTnhFQ7dlnFNWbB5US/nwDgQVPofst8jxxkpaCKQUJM8ZQmvlQ05HSYMKrj4K0sXSfU9gmBFJzISyDjjVrEEIgbdsRjAU0j4dkNIqQkrXz3kGaFYAr87eSsWNpWBmkuzUPl9mGX3cK0KWUpEwYW13M7avzycnpnTIOBnXq6rq5+upXcLs1ior8uEMbKH/2J7z5VAyPV2NefAq5MovD5VKCdhcJ4aVOHUy3PZhVN1/NyBsvhRMu3rXI6kmXoXy+kH4bV1HpBWmkUPz5cMkPobUe7rzQUY8X6XFCbXD71+HxuozfoxCC4jFj2LIa7JuvP88LD73GH++cjaH5EPnFlBQUoqgqfr/F3Lm125AtIQTTDi9mWnUrm9p/QFzk018LoWGCbIHUGPi/nxMJp7jmvcmsavNgmQbqvKfJ//NKHn74TCor+6x9viz0ka2DGB/zES/xYq+HKjhdSWWUoeFCQSFIFkMZxnrqiBGliy7s9Bc4RElBIUmy14SlopJPQXq1bDCeiTv1/MungOu5gbWs4XM+Zx01+NKeilHiCAQTOUT1XmQbPWk5TXd0cayU00h1/I1QOjbJqa4LmJ1o4u/dbt6MQj8NLsuB04N8YemzLSGEYPRFF7H44YexTZN4ezvCraHlejjqp/tuf6KiMp0zeJWXiREjiyApPAxkICMYSQUVvM08aqml1VBYEx2ET42CdCMFeIRJzNL53+7O7ZKtdaxlHvPopINsshGo6YWCRT4F+PCRJJnZfjwTGMFIVrFyh7WGnXRSSCEb2UAHHWwwbHbUHGkcoJKJ/lOnsvRvf0MaKYSqYloWQlEIlpVRvw9kazwTWU9dOnosUFGRSKZw5DbG7AECnM6ZzOG1TBMNwGSmULlFYV9yzVJi785Gj9tYeFGIo2LiUSFlakxrWMJfLbBcKr72RqRQ0zIPgNdNQnGjJWIsnfEtpq5ZTPfCD1E0Dc3rJRkOIy0Lb34+nS//ibg1ik5tNLn5DrNVvX70fqOZeMP7NN96MpH69WiKc40GDS1l8rPvUXjTp6xf35WRggAwDJtYzEBRoLDQD1JS9fF9uK0opnAK4fvHNxKQnSiWJCncaHaK4XIpCaExKN+C5/+fQ5JOu2LnJ90bgOseg+fvRTx1ByIVd+Qhfj0Tivo7ml3qlhEj4Uhd/PseuPT2HQ4rhGDyWVO547EGior8vVLLhmGTm7sT9u+qpiznBxC9C2QcsME1GVZMgthS/rZ+NMtavZQFDCdaaIRp2dTOb3/7Hg88cPrO328fvjDsM9kSQlQCTwDFOJH4h6WU9woh8oCngAFAHXCelLJzX1/vq4LlLOtFtIAMeUqSpI66TGTKjYc4cZIkyCYHD14iRDBIkSRJFtnkkEOKFAkSxImRIkU2OSRIIBAMYBAj2Lm6MziEbyjDGMowNrKRxXxEN11UUslEJlF4qGpuiTyQzen/2CiaQ7QAyiZpgGBW8jwajRBxCglZsDIJb0ThRD/8MB9WJJ0utml+KPuCIvbjr7qKaEsLa2fPxpOdjbRths+cyegLL9znsaNEqaUGNx5UVMqpYBzjCW7hSnkyp9JMM39JNWBLFSl7TwqqsNhkbMs8l7OM53kWiURBYSMbAaeJw4WLZpzW/v4MQEfHwmIRC6mnfhfuB07heA45hAnTX+3HYjOAR41gZ1iXRBEWReZw9tE/fLdQMHw4uVVV2KkUyXAYl89HVnk5yVAIX8Ged4v2oIgiZnAOC1nAJhrw4mMyUxjG8O1u78fPDM6hnXYSxMmnIJNOBDBNm0due5pprXHKNYkpwcaDEBaqYiM9Ado2mOj/Nw/z8qNpGHwYOa0bnXosxancFGkdqdXTziZ4x71cdP9NfPLwwyTDjmyBv6SE0rFjUTSNsxvu4d+bfkPCGoAtHXWD04+FU2cORT23jpZlywivXEpB9WiyRzhRncsugxtvfAOPR8Pt1jBNm7a2KKNHF1FX1wWAJ1yPO96GrbhBgm2ZVFFDKznE8KMLCwOdlNSYqC1hdNVEsHV483GYdoljdr0ztGyAf9zuSEX0iJ92NDm/34bAp9P7dTuuretBaWmQww8v4ZNPmjKEK5WyMAyLr399F89iz6ngPgGsWhBZoJZC5/0AvLI6mzyP2UuUtyAoWbSogWg0hd9/iEi1/Jdhf0S2TOB6KeXHQoggsFgI8QZwGTBXSnmnEOIm4CbgJ/vh9f7rIZG8yzs7nWR6OrNsbCwsuukCBE00kkwXxHtwk002Om6iRNBwoaGSTQ6nMR0DgxgxCiigiOI97iarTH/9VyDwcwhfC+l6GAFIAbYEUAhLP4+nLqOAJlbJQrIVp2stYcObUVgQh1KXs9+DnXBn0d51tO0Kqq5z/G23MfHaawlv2kR2ZeU+TeA9aKGZ53iWVloyBH8dNWxkA+dwbmaSFghKKOFMVx730YElLdQtLd6kygh37/vWEeN8A4nMEKnM9ulC/J6awy46KaI4bRWlso6adCfs9tPhRvrLi5dccij3Ch5smUlFwSxUkUq/uiBl5nGRdtI+n6fdQdHo0eQOHEh40yZyBg50JtFoFKFpDD7ttH0au5gSzuSs3d5eIHYoB/Lhh/V8VGNzUrZODB9+EXMKtm0VCxvDhBc7RqNvqEe/8RnqR09lmP0a7lgEy+1GtW2EbVI/6VjyR4xkRUow8La7OPaWW/jzlCkES0txeTeTu2FF7Xw3cg0VV79KdwQOHwHVQzaXeRVVV1NUXd3rGE84YSA33ngUDzywiFAoiRBw0UWjmTChjOuvfx0pJYqZAEQm9qlhIbHIowuBIG57UYSkUI9SmW2QSll4vTpEu5zvnO0vEEOhJE89tYzaxx/m2y6NYMBHodtEqIqTfkzGAadJRArn9RWZ7lscust6aQB+85sT+fGPX2fFilYUxRHa/cEPJjN58m6UYwgdtC3qNAdUOzVvisROS/P01HVKtx+RgjVr2rnpprksXNhAnp7k0ilJbrwwF/eU6bu0UurDvmGfyZaUshEcqWkpZVgIsRIoB86CjKT148Db9JGt3YKFRYzoTrfpSSm6cJFLHmHCtNGGgkBLL997am6+zVVsZD2NNJJLHqOoJpfcL/x9HFIIfBfsVic0nz73AkCoIG1a7EJn0hZehISwDbnpKElSgmpDiQYKELPh560wx+sUw38hh1tcTKC4eNcb7gYkkrm8SRut6Q4+h3YbGNSyjkUs5BiO7bVPtVtnsjfOBzE/ujBQhE1S6rgVi5/l9p7ckySJEM5otm25iJBbTAg92/ZAQUFN9xsa2DtMJfbYSFnYaALuzh/E79p+RJ22ELcWIl9W8iP/GLKVA1M1oagqp957L2/ceCOdNTUIRcHl83HS735HduWXvzhpaYlSW9vJvHm1rDT60SoKUKWFio2HJG7VRCoq/7v+aBaE+xEMuhg8OJ+AR6fmyFvwN71MaetKUm4PdSeeTfu1NxEsLiZpQqcNg/1+vHl5m/0T07BSKfJy/Zx14g4ObDsQQnD++dWcffZwWlqi5OZ6CQR0LMtmypQK5s/fiN9TyiDFjWKlcPu8qIpJGC9xNDSXiwnZHfiVJEiJ7fY7KclUHNx+R7ZhO4jHDa644kVqajo4KhkmkafS0OYlYqQYlJOu0dJc2CZI20KmI1q2lJhuP+6zfrhb76+gwMdf/nIWa9d20NWVYOjQ/O2bfe8ORh4FlSOYUV7L/cuH4PObCNuEnCJaQzBuXAmnnPIk0UiCoZ5m/Kkoz76lk1i2kN+MuR2mfh2uuX+zgXgf9iv269NHCDEAOBxYABSniRhAE7B/ZoavAFRUAgQJEdrpNi5c2EjcuIkQQWIDKiYmKVKZyelxHmMmX2cCO9eU+coj61YI3AzJedD1NSDuKEADJUoTNgox25fpAzSkQ7QUYMugoE+BVhOWJWHCfnxufRQ3+HusllYZolzJ5arAAAbr+54XCxNiA+u3kAhx7hyBwMTkMz7dhmwBPFsygJ90buTFMMRtF6M8Me4syKVa791m6cKV6aLrEdrdEj3/l4Abd+YIDFKMoprlLCOcNl3flnAJcsnFjZvlLONoplKkwR+K/cTt45E41+NAIN7RQaKri6yKCrIrKzln1iy6amsxEwnyBg9G1Q9s+ibe2cmC++5jxdNPYyYSlEycxF/XDGfOEuEomivg9+vcV3AZFygvU22vRMdgnVFAwY/+wNoHGhkTM3pN/s1WAc3H3gxXH8tAL+henaBQMKRz/YbqIBSFUeeey6ePP06gpMTRg7MsEl1djLtiFzVSO4DbrfUq7lZVhbvvPoVXXlnD7NlrMALfIfs/D6DYSVbEKllkj+IY/oOGYHUklyHuFhRMjpzSDyURcSx2zrspI9OwNd54o4Z16zopK8uiadMAR+jWlaIh5KI8mMItLKQQPHbGLzjznT+RH2pCSImlumjIqcD/1B8ovuQWR35hFxBCMGRI/l6dl15w6fC9B7hw2Cw+vmMp8+sDEMhFuHIZMCAbVVWIRJIM9EcoIIyGhVc1ebW1iiujKxgw/wXoPwpm/mjfj6UP22C/kS0hRAB4FvgfKWVoy4I/KaUUQmx3WSqEuAq4CqBfv71QZPwvhEBwFEfzAs/3Ik1boicV48dPiiRBglhYmSjClogQ4Qn+ygxmcjjjD8h7OGShKOA9EfgHdJ2HxMBCQReS41wf8JI8lTa7EBMXhnRSIEI6Ua5ec7oA134smp8T6+JZ+RyuQIhCkSKJ4JfJMn7E6YzX985rrwdNNJNgK5NgCRaChOmlGZuEum2UTlUEf8jvxx92MU+oqIxmDB+xKBOt6oEjP+LISwisdMo7io1NCaUcw7F48LCUT0mRIk6MBIl0raKbbHJw4yZBgi56l4R6DxDJikWivHjbb2iZNxefqqC5dY64/nqGfe1r5A4adGAOYiskurp4asYMNn30kSOAKwTvPjOPcvtdSplOAxXYNoTDKd5cGCJ25MW4RZK2thh5Zfk8M/14rjRWcccd/8nUS23Y0MXatR0Ud8TpnlxFY2kOg8sD+LI8JCV8Lxdy0pd2/He+Q7S1lZo5c1BUFduyMkbv+wu6rjJjxnBmzBgOnEnT0m/w/t338OSL2XjzXbTaUBxZhtvoYG2ykNOOLKJ6sB9yS+CCb8O4HaeVFy9uxOVy3kw8bxD/aJzAxfmL8GopUvEkbjVJ94hj+POpN+M3k0z96GlCgXyivlySEoZ8+CIUFMGgsY5ZdcXQA+PY7g3g/tpV3HumZPnyVmpqOiguDjBhQhnTpj2BEIIcunESxY49lYqkJp7PAP96+M/TMON/Dh13+UMI+4VsCSFcOETrSSnlc+lfNwshSqWUjUKIUqBle/tKKR8GHgZH1HR/HM9/A5z2bMnrcg5ddCEBU2rYtoZbTWELJ63iwYMExjGOd3mXOLEdjjmH2YykOhM96MNOIOOgVRMmhzVJE1v4OVt/Gy9xHkh+h3aZh0tAkQJtFgzYYoHcZUGuAqP202mWEp635uJxd+BTY/TUYlT6VvNQHB7SL8KWgpqUoxHV37XrZ6WFRR21dNNNK63o6GkFcmf4pO0GbAyp8X7nZM5JwsOlUL6Xhf8ncypx4qxiJSYmOjoePCRIYmJQQgnHchwhQkSJUkklAxiIhsbRTGU0o2mlFQWVN5iDJ13E3wMTkxJK9+7g9gGL4/DgT+8k6+3XSRQU4VZVhsk479x2G4HSUson7r1i/L5g5XPP0bp8OarLharrWFLQEcrCTZIjmM+zwhEelhI6OxM0NUVQFMHYsZX86lfHo2kKM2eOIBo1ePTRj2ltjbJuXReDBuUyYEAO5qufsL6qmMYhJZxz8kDOz1E4Jmvz9dDcbk749a+ZeM01RJqa9ltt4c5QMmYMY27+PVmrnqew0E/cGEldZCoIQbf00zWgiGl3f223xqqoyMI00+luj59Pis5gQ3M5A6xavltST3D6DFbO/CVqs8nhK9+kqXAQdjqKJS2JK9YNj97o2AKpKgybDN9/EIJ7X74hJaxNpmgzOijV8xjg3nGkVAhBdXUR1dWb69GGDMlj0aJN24xpIyjzpueNVJI+fDHYH92IAngUWCmlvHuLP70IXArcmf75wr6+1lcJAkE1Y/h3+0A6Ak+QsnyQTuv4tTAFeheaUCmljCkcQT75vM7rmyfM7SBJkmaa6bc3ni5fOTjF1Vmql4AKLRYILM7Xn6VLVOPznUl/F1S6YKMBj3VBNP1szlLg7hJHv2l/YJW9noB3NboSBamAkJlUZq53La/FN3F/SzmdlvO7gTrcVQT9d/AsbqGZfzCLEN0IBBYWKmrGGcCUTnGtIiSdyWJIVtNmwm/a4IG95DMaGudwbtqvr4188jMefj1WUjtDNjlk40TwxjGej1iEjgsFlSQJvPgZyai9O7i9RIcFN3xSz6R//x01mcDT3kK8qIwV+YWM1qIs+8c/vjSytfGDDzC3EFBNWQogSOImjw6EtBwZhzRmzTqHnBwPRUWbuzqEEFxyyVguuKCaBx5YxBNPfEp5uZMi1lImA5fXE31qMe/d72GhrjJmTDE//vGRjNxCMTRYWkqw9MCRYF1X6eyM09wcwbIkWVluKiuzMLqS5Ofvfk7/jDOG8vjjn9LdnSAry430ZrHcNwEx4mSKHzsLNI2xNniaEgjLwE7rdUkJueEmcjo2OF2LahikDQtfgQd/CDc+sVfvK2pJnm15gmrrUYIiSYf0sED9NjOKv4m+m7ozP/7xkfzrXytYn8hhhNsRgm1J+ZmU28QwX5tjFD72+L6o1heE/RHZOgr4JvCZEGJJ+nc/wyFZTwshvg2sB87bD6/1lcKmFNzfFqA8OZG2VCGKkAzw1THEV4+u6UxTJ2R0rWpYix8fNhbhrdKIPRCIjKddH3YB/QiI3oeQJsPcGkUWdJgp/ELhmvyJDNvquT0jC5YkHLuXiR5w76cU1scsZr4yH7eMI4RECCsd13JsoRUM/hSuJ2aXU6g5D/v1KbimCV6o3JbwWVj8i2cI0Y0LHYGTyuuRABEIOlIFuISBKXVqO6eTQwCPCoviELYguA9lYj5825D9Pe2CncBEsslmKZ8SJ04V1RzOuIwI6oHC3NY4w279Lnp7C7bHi5JKEli3kng0TLS0iEhj464H+YIQKClB0TSkZSE0DZeSFhrFJI7X6VbL8YJho8STDB2641ywrqsEAjrKVpN6TU0HbW0xgkE3sViKOXPWMn/+Rl544cKdjvdFYe3aDq688kXWru0grauKELB6dTuDB+dx7rm7321XWhrk//5vOrfd9g719U7t7DHH9OPmm49BpM3EfQrcUuZhVeXhDGxYRlegAAGMbl+HsCzw+DbLSpgGLHgRIt0Q2HNh0Tfa/sVE617iooAY2agiyRjrXt5tDzKtcMZujTFsWAHPPHMu37/2ZdZtSpKnRjinZBXXDfnE0XatHO6kEPvwhWB/dCO+Bzt8Wu5B30kftsY9HdBiCzpCh1GgtyKBz0KjiVseSrVaRqubTZFDhLCRFFG8Q7JVQilFh6oO1oGGNhh834b4owhbkgfkuQT4r6PUW7LN5sUanBLYv4cQIcIiFhAQflRbwxZOnV5PVEumP3YBdy0y4ZBuIaBAg2YTPorDlK34RzNNdNGZlltw0OMG0BNhCmphomaAmo7TyGF3fU0OHAQio/X2ZcAyDEL19az7/f1kL54PhoGQIH0+0DTczQ0kPRqV552zX16vYeFClj75JJFNm6g48kjGXHwx/qKdf46rL7iAZU8/TbSxEYRAU1X8agLFSvFBwSlww0zo7xCi/GgDNWY3VdqOScDUqf146KGPME0bTVNIpSwaGyMIQYaMKIqgqyvBuec+zXvvXU4weODKFaSU/OQnb7B0aXOGaDm/d0RCOzriTJhQtkdjHnZYCc8+ex7NzVG8Xm27XYLHB6Dlkp8g772SkmgTfpeGNxlBKCroW6zIVA0SMWhaB4MP36PjsCUUGX8hIXIw0yUgFm4SZBNMPQrsHtkCmDatipWf/5CO9ijedYvwfvwSxKqciNbkM8DfpzD/RaFPQf4gxqy0zaAlddpTRfjUCKowWdp9GKcqE/B4Nkep8sjLdHpVUEl9WjSyB/nkcy7nbdMJ9kVBSvgwDpsMOM4H+YeiLZf/u6AfC6l3QWigHwda1S53219odBRVUFEpVnJpSgt/Qo+qkEAiUNUENvY217Z7OzJtBmZGWLQHJkbm3woKmhAgQHNtAHMI4NSlTfLuW1TrUEPrypV8/MgjNC5ejJVK4c7OxpOdTWddHd0bNhBvbsalqFiaCy0ZRxopbH8QxTQI+HxUX3DBPh/D5y+9xDu/+hWqrqN5PCybNYu1s2cz829/2ynhKqquZvr99/P69dfTvWEDpm1TNUjndWUqy37yc9A16IgQLFTxHtuP7zVJXinfsRPCsGEFXH754Tz22CfYNiQSBpZlA4J43ERKiaoKXC6VhoYwzz23kksvPWyHx5dKWbz7bh3/fr0Wf56P75w3gkGD9qKeqakWFrxE57r1VDamCIWcxcGWmTApobU1xrp1nVRV7ZmllRCCkpKdr6KK+g+GX/4LFr4KzbUQ64LWjb2tgCwTNB0rq5DmxYuxTZPi0aNx+XYdjbWlJEe0EKa4V1QjJbxkbb8UepfIy/dD/nEw8bi92r8Pe44+snUQY8vJ0pQuQqbzMJJA4VZXroJKCiiklRa8eBnAQLrowoePMziTMsoPGNFak4RT1sNGEyycSMwkN7zQH4oOtTvONcL5/jJems0M1S/8zoM23UIicCYUaWt0pfKxpcxMlFa6Db96O4GFEkoy3Xs942+te6UrCfyKoF9wOR9HjgbppliDn32x9c0HFVqWL+fFK67ASibpWr8eK5l0xCstC0XTMBMJBKDaFhINI5CFGo9hIfHkF3DWPXfvUUF4M80s5EOaaCJIkPFMoF+klDd/+lOSXV2ouk6gpAR/cTGRpiaW/fOfTP7BD3Y65uBTTmHgCSfQWVsLUtI8MMGaeBM1zUE8yZijSeUSGDJOQyqLpUk4bCcST1dfPZFp0wbx/vsbMQyL3/72PerqutA0BSHAsiSplEEwqPPWW7U7JFuJhMnFV73MK6VFGBNGgBDcPbuFG7IbuePiPRDWXPqOU4QubbwpuMrbwkP2JZhbTWs9xGv58tY9Jlu7jax8mPZN59+DDoM/XAqphKPHJW2wbRJDjuDpb1xOZNMmpJS4s7I44fbbGXTizhNAWu2ndEXzcSXXEeryomX78JTl4KGLuDraIXK7ITHRhy8XfVfoIEa5BquNzWkj0j8V4JitFkQqKmfyNT5mMav5HA2NqUxlLIcf0DotKWH6eqgzneMUgA18mITha+HmAvhWDuTt5M7rthwNq3z1q12rWUEFbjzEjCha3Mbjc5PQnG4hV9oX01YkqllEg6ngU5xznZLwzeztdw66cXMC03iNV7bQ1doMgaNl4dNi+FSLawva6KeUc5TP6XT8quCjBx90hF3jcaRlofv9JEMh7HQNlLQsFJcL2zTRUklMzQWahse2GHvi8ZRPmbLbr9VKKy/wPAAePESJ8oY5G++1rxOurUFxezCiUeLt7WRVVuIvLKR+wYLdciFVXS4Khjq+iT5ihEJRFA18nh5tM4kiBG7ctJq7Hm/IkPyMJtQf/7gIANu2sbYQ+O/sjJOVteMU4gsvrOLlwZVYo8pQu2KOxU62l9+pCqev6+aoQbuRyjINePI2xz7H48cjJeE6kwHeLlZF85HSUWOXaXkWt1uluPgLsHTYHqacCRf8DF592BFPVV3Y/Ufyr7da2bR8NVYqhRACoaq8/J3vcNk775BVXr79sVZ+yOd33MTPPx/M7b9cgU9GiNS5cLdvQJT6KXlpGTQcDkMnwszrYcCBbRLpw+6jj2wdxLijCM5vcCbQHvMFgLFuGL2dFagbN0dwJEdw5AE8yt5YEIcN5ubjdZJdzs9OG25thYc6oMrtdPJVuODsIIx2w8I4/L8OWJNy9h+qwy8LYchXVKlClSoVT4V5Y0Izy/wTaOoeR3XWUioDTfQ0kuWIbO4prGCZR/BqFLzCOZ9H7yQ7MY7xFFHMfN6ni05aaCFJMq15tTl0pgmL04PuHZi9/HejZfly3NnZdNbWorgc1iqlBClRXS7M9P8VTcM2TfREDGnbZBWUc8rdd/cyFt4VPuYjJDLTnemWblKzF9D48UJKvClUxSSOmzA+QvX1qLpO2YTds4PZEj58fM0zgIUhiSktRyMOQZ4sJIrKkD1ck7ndKl6vSiy2mWlpGBTE61AXrKVpSRnFY8ducy7+MqcW87TxqJ2xTFpMjRsY2V5+u6CFl3eHbDWug0QUcnrShoLhwwu5vuVjrv7kREzUDNHSNIVRowo57LBtay2/EAgB594AJ34TNq7C9mXx3tOvsW7BL5yGBUVBKApSSkL19Sz5y1845pZbtj/W8/fwrbmH82lrkB/95AxmnP0ZQ6va+GhJGc89P5LSrgR/HvcGRdE3YePncNMsKO5/YN5nH/YIfWTrIMbMbLjPgltaHHsYVcCRHnim8uCN+LSYmwnW9pwdVQkNFjTEHG/BKh2eD0FQcRTXk9IpCNVwSNeiOMwbsPf6Tocy1rz6Ku92f8azqeuJJbzoMsWb3Sfj1k2urKhhqs/vWC+JXAZkwRlZux6zB2RaQfoAACAASURBVBVUcC6OwORDPEgrLcg01VLSU6CKRjZfzYLZ7IoKuurqHI2qSMQxXk4TK6GqTj2OnU7AyvR5U1Wm3nIL3rw9S1W10tJb+66rGevdZUhFgM+PFYvhVZJIFLpsSEUijL744r16X+f7y3jVbfJZIgu/auOSbkJS5awADNhDshUIuIjHNxMtFRM/YeL4af3sff56zsXEh00j56QLOPvs4Qwc6JRBWEEP2Pa2XVWGRcsOFN23gcfnpOd6GBWQne3mkiO62JAX4oElpViWJBBw069fkPvum+7Y9BxI5JUgc4t5+9ZbWfzoo0jLAiEc0m7bCFXFMgw2zp+//f0ti2htDUvbhuJz2SxdVchHd5zoLInSayKZ3catq44mIBLUGYUctunvXPr779Gv31fzc3swo49sHeS4Og+uynHqn3LUzQrNByuO9TukMLWFPO2WSrUSh1DpQLeEdSmHXMWlk6ayASP9HQQaTPhGPbw5gF6Gx18FfPzvJ/ng+18nltQJ2h0AuCUk8fNq60Ru6pe/X0j3YAaTIEGcWKZ+S0WjiqpedWNfJRx+5ZW8/qMf4SsoINndjS0EQlHQfD7MWIxgWRmRpiYwTRACIQS+oiI+mzWLoWecseO00HaQRz711Ge8I2mth8IAQoLb48W0bKxkEg8xhPAx6fvfp+SwHRef7wy6gEdKNf7ZrfFaxImEnpMFXwvu2TgrV7aycGFjZtIX2LhIESOATyRYlyon3BDms/VR2t5+g1/84m2uuGIcd945jctPGchbEYGtQFqRwrEP8micUrqZdKZSFv/5z3o++aSJkpIAp5xSRWFhOhVYUOFYy6xf7hhJCwGmgS5sbvvjRVzlH87ixZvwel0ccUTFAe2M3BJtq1ZRM2cO2lZWTVKme4mldMjX9qAoKLkFSCChKyQMBRQQtsRO12W2hwz+0jWMbFcKG4X3X03w4rqnePrpczPktg8HBw6QoUUf9gWq4qw6D3aiBZCtwvfS7jG9LYbBS49UKJn+t4R0SJeNU6dlSlBxImOGdCxv1hmOjMFXCR0WLA23sp5B6DKOrQikqjg2QGaMxpSk3dr1OLuDiUwim2yyySGXPLLJoYB8js34yG8fdSl4ogv+2gU125Z/HdIYcMwxHP/rX+MvLsZXWIhtWfiLisirqmLgCSdQMXky/sJCCkeNonT8eAaecAJl48ZhxuMs+8c/ADATCazUrk/MOMYjsUmQSHtCmoiTBxFISYykie73487JwVR0+h19NBOvvnqf3ltAgSty4dlK+HuFoxG3JwuZRMLkiitexLLsDNlX0iRdAEnpIm7rLLAOx0Ij25VE0wSPPfYJd989nwtOq2J8fQtWtg/T68LUFOx8P6UqXDe+AMOw+NOfFlFd/QCXXvo8s2Yt5d57P2TmzKdZurTZeUEh4PI7oWwwdLVAVytEuuDsH8CwSVRUZHHWWcM5+eSqL41oAbStXImUEj0QcKKhmZCUxDZNFFWl6qQd2AYJgXLWpZSMMEkknRMtAGlLbAQBEaPJzsNEJWo4uYSE1Fi5so0773zvgLy/Puw++iJbfdjv+H0pDHU79VktlsPoFRziZKafNQoOwXIJh3CZ9G4EEDhddZpwVuO1BrtVEPzfgltbQCYD+EWEDn8JQutRqJbIlEQzLPz7aamURTbncQErWUEzTeRTwAhGksWO85JPdcP/tjvXM2rBz4FvZ8Mv/ovs5odMn87gU08lFYkgFIVoSwvevDw8OTm0r1nD85dcgn+rjkOXz0f9hx/yyjXX0LBwIYqqMujkkzny+uvx5Gzfw7KEUqZzBvP5gI5kIyPfX8Xg95cTzo8xv04QMS2wTPLLijjxTw+haF/uY3v+/I2Ewyl0XcEwFEzTSQk6n1/nE5xU/ShIXMIkKRRcLo1EwuCZZ5Zz7bUT+fB/DuO3727isUabVLbOabkKt00uoG55E8cc8ziRyGaS2tISy2hk/eIXb/Pcc+c5dWC5xfCTJ6H+c4h2Q8UwCOybT+j+hic3F6EoBIqK6Kqrc7pabRuEQHW58BYUMO7b397h/uuOHM3Fj3zOvadbhHMLsLMDsKEdV0snJWo7a8x+aJhowsYUKtIvkAmL12avPYDvsg+7gz6y1YcvBFfmOd91KXg2BH/pgojtpA1CtiMJ4RZkklSOkrlDwHpIlyacWq5sBcq+Qndqs+k0C1SPPY5qFjBXOR+XbTrmsYpC1BVkZrQDr7L/mI0PH+PZvaLrRgPubge/gIUJMm6cv2yHv3XD0irwHQJR2N2BUBTcWQ7p1AOb9ZYCxcWboxNbkJ9kOEyovh5vfj6B4mKklKx97TW6N2zg7L/+dYeF85X0o7JZEr9qLFo8hCokJQEYOBIaUkFyq4aQ/bPHEJWVe/wekuEwjYsXIxSF0vHj0f1715W3Zk07NTWdrFrVhq6r6LqGlIJ43MA0NccCCIUx7jV02Dm4ZAqEgqk7502k061dXQmCQTc3H1fOzVuMH4kkOfbYvxKJGL1e1zBsFi/exIknDqShIcSmTeGMbRBCOMrnBykqjzgCb14eyVCIvCFD6Fq3DjPpdBTnDRnCGQ89lLm/toGRwqxdQFUwxbAF57G6MZ9os0SaEt+8xcQffR2BRMdpWbeFgoJACptYss/j8GDDV2gK68OXgQE6XF/g1J49E4K72hxZGJmOWiVJR7G22MfEqekapIGuQD99WyX0/2ZEbCeVmjjnBAbyJyYZb/Kx61gkAtsQDBPLOG/EHhbZ7EcsTDjXa0lyM9HqIcjrTDh1A7w78Es7vAMCd1YWI889l8+efBJfQQGqrpPo7MSIRnH5fATSgqMCxzqnbeVKmpcupWTs2B2Oadz1TbR4CFNxYSFRsdBUm1xXktD0H5Gzh8rjAOvmzmXez3+ONB1dB9XtZtpdd1F5xBG7PYZhWNx66zzmzl2HEIJk0qS+PszgwbmsWdOB16thWRKZshifU88ZuWt5qbac1XIQVrAEKVSSSZNg0E0wqFNcvH2R0CeeWLoN0epBKmXz/vsbGDQo78AXuu8DNI+H0x98kLduvpmOtWvJrapC9/s57LLLGHX++biDO/gc1yyBR35MVbyFhyZdRaICBhS0kyh1E3+vifD0EUxsmUPipW5Cph8VC6GCZdhYJpSP7asQOthw6Ny1fTik4VPg0hyY7IXLNjldiapwTJwNG/q7HPKVsJ3OSymd6Mjxfvhx/maNJymhNc3MDjmB1N1EP5dTVxMryMJw9aN65YcMlR/RreSSqyboN6YUyz3mSzs+FaepoUd0tydW0/NzfhxStkOUpXQkP9yC/Zb2PFgw5Yc/xB0M8tmsWcTa2ykaNYp+Rx9N7Vtv9dquJ5oVaWyEHZEtKUmuWMSCGkl7zKAwAGPKBT63hk8xWVHXvMf28eHGRl659lpSoRAIgZVdStwI8NJ1N3H57BfxZO9ex9ozz6zg9ddrKC0NZvwROzsTrF/fzcCBOYRCKZJJk2nTRvLg/TfR8tlSwo8u5dN/tmGnQDENPB6N/Hwv3//+ZHR9+2HP5ctb2VGtOEAoZNDaGsPjObQ++LkDBzLzyScJb9rkyINUVOxcGiQRhT/9EIDO/GLe7XcMebF2XBssNlWV4i5zITs6+OyUs5i04h7eXTuGlKUh0JCGRSAXTv/JfvYO68M+49C6a/twyGO4G/5YAn9od6QdQmmiVbVV23mTCS/3602o6lLw81ZYmY6Qj3I7Olx72rJ+sMMl4NZCuLm1kGRuFrHDJiLCEbJUheEFQZJqlAr2PJ20v3CkzyHK25sXVZxUcLcFrQbc3upcZwGc4IefFjhNFE0mxGyHWG5tln2oQNE0xl91FeOuvBLbNFFdLmreeIN1W5CtZDhMrK2NRCiEZRhOF9p2JtqmJUv4+7wESRNAsqYFPt4oOXesTXEWBIr2PGU857rrCG3YgHB7aYl5sJs20qkm+JvrOIw7X+KHv/1GZlspJbVz57LyueewkkkGT5/O0DPOQHO7efbZFWRne3oZUY8aVcj69d2cdJJjX3XqqYM55pj+KIqgcsoUfj1lCjOvaeSBBz5i2bIW8vI8nHvuKGbM2HHKb+TIAlSVXgKpW6O1Ncq0aY/zwANnMG5c6R6fk62R6O4m2d1NoLQU1fXFdd4KIXa/Q3XFfEjGIbeYqBIFFOfcWxJvKEbYn0u3GgADRgZq+P/snXecFdX9/t9nZm6/d3tjl10Wlo70DjZiwRZsREwMxv41mqYx+k3Ur4mxpVljjIIlGk1ixRIVsItKr9I77LK93V5m5vz+OHeXXkUQf/vw2he7986dOVPuzHM+5Xnsk7NZWN8LIhYZOZIRl0UZnvEtKp78lkDste30KGDYsGFy/vz5R3sYHThCSNhwRRVsSUGNBZWmKor3adBJh/kVKiIGELPh/K3qIZ6bnhg3WurBPa0U3N+yqAko26P/JOcRc80loOnk6BqWSFFIARM4v10qIEky7aMo6UTxEXEMeC8EZ2zdbscE24lWQMDq7vC9SvV+dlrZvt5SQrWGhFlxFcX0anBDDvxPzrdD2sNMJHjthz+keeNGUtEowcpKbNPEFQjgLy6m0+DBdBo6lOKhQykZMQKR9s97Yvhw6hcvxClUuFACKQtKMuGkHhqhnz3LcZMmsf6995SUgNtNrwkT6Dxq1B7JW+uWLTwzbhzR+nqqUzlETR2HsHHJKIsdo2goHssz//5he+H5rD/8geUvvojD48GWULmhjrnxvix2H084kiI/30tFxfYUnpSS2toIH3xw6V67/Wxb8oc/zOKVV1aSTFps2xYC4Lvf7cmtt55Ac3OcxsYYPXvm0q1bNpFIkl69HqGqKrzbujRNGV273Q769MnD73fyzjuXHHJKMRWLMeu++1j37rsIIXB4vfQ85xwaVq8muHUrRYMGMfjKK8mpOHJeqO2Y/SY8/zvI6UQjTVw58jdU+YrJiTQSystjEeVIXSe3sY7ipqUMPXEd0pA4GyIU6kGMyjB933Uz4U+PHPmx/38IIcQCKeV+C147IlsdOGpwaTDWB6/WQDz9mo5KT4VtuK8eLs+Grk6YFVVyCIU7XLF5hiom/ywKp/iVx99qqwaLJJ31LDaziXWswcBJP46jggplR3OUsYMO4z7RwwW3uoaxhXxWsJwECbpRQW/6YGBgS5t5a99ldtZChMvA6Q9g6A5O5TTK+XqLpk4NwCOF8JPanUVsBfD7AngnAhFbeXgKAZqEXAHTQkpTrX2KZ8FNdbAgDo8XH1iUKxkOUzVvHtK28eTmsvG99whXV9N5zBi6n3HGIReAHw4YLhfnPPEEn//lL8x9+GEMl4tAt244/X7qli+ncc0aqubNw3C5KDv+eE7705+It7TQtGYNhj+guupQx1EXUBOCz1K98L/3HtULFrDp449xuN1I22bDzJkMvvxyhl9//W7jaFi9GqffT7C+WREtLX2WJOTKBiIZAV55ZQXDhhXTumULS599lmQ0SjAao6bFZkmyF0voTFg0kRQuotEUwWCCIUOKcTp1GhujDBxYuE9ZhXfeWcvLL69A1zVWrqzHttVZf+65pbzwwjK6d8/B53MipeTss3ty220nMnPmpXz/+y+zZMl2g2UhQNc1pASnUyM/30djY5TFi2sYObLzIZ2nWffdx9q33sJXWIim67RWVvLh7beT06MHvvx8Nrz/Pps/+YTz/vGPI0+4ug8BNLBMAnqAn654gluH3kadJ5+gvwDLcuMOBslqrCYcdPP5jN7kdY9T4IkwYNp05AcbyDrzu0d2zB3YLzrIVgeOGpbE4YkmVSTfhrZIiQU82AjvRuCXuerhbO4hCGuiIlwLEkF+0VDP1kQA0OnsXcXpefMoMdzY2GyjiloGMpbjD3h8qViMYGUl3tzcg1YF322cEj6MtfDvSA2r4y6k2Ymhbjen+5W1zt401ASCLpTThfKdXq9MbOKlFY/S0ksDS6I1JHCtriR3QF9mumdwCZPx8vV2Ffw4V6Vwf1Wrau86GfD7fDg7AyZsgVUJlfJtK3kWbP99R8Sk6mL8JLrdYL3UoaQkTvPvTEy3fPYZ791yC1Yy2d75F+jUCW9uLqvfeotZ993Hyb/7HV1PPhmH98h2VSQlPPnRfF5ZX4vp6UqvIcczLNaILz+fqjlz0DQNDAMjbSq9+dNPWT9jBiXDhyv7FiGISwNDkwgkFhJbGCS9OUTq6qhbtoxAp07tkSzbNFn8j3/Q+/zzCRQX7zQWT04OhtuNt6gYNigrIfUhiVZYhsfvprFRidctf/llWjZvRnc4iMYsHMkUFayjmiKk5iSFGykhFEqyenUD+fk+MjNd/OY3J+zzeLz44gp8PicLFyrxU8PQAUkqZWPbkpqaMGPGlGHbkjfeWM2QIUVMmNCbRYuu5W9/m8vtt39EOJzEsiS2LfF4HPTsmduezrSsQ8vKxFtbWffuu+1ES0rJxqYUS0dMwu9zcl5RNUW2Re3KMIuefJJT7rnnkLZzyMgrgTOvgnem4ERwQnOKZ2uv5blTL2Vh7hiSwQzKcWDm5hE2TWzLZnOoB1kLFuH6op5EStLnwguP7Jg7sF90kK0OHDU83KQ0tgQqogWKPJH+Owlk60pm4K6CdJ3QDlEhmRZALXZIflQdI2r7yNITmFhsjJbyco2Pn5R8gVd4sLFZxlL6M2CP+lExW0lPuDSVIln2/PPMf+wxbMtCSknPs89m7C23YLgOXiDxvyHJrfWtrEsZJOxuGMLElBoLYilebnGQ54SxHujrkvT9cjaRZ6cSa26m/OST6X/JJXhzc9vXJZEsl6t41XqRVIWGEALNksh8Dwk9QXD1BrwDu7KZTfSh70GP9WBgS1XIf36GqjM70w/D3PC/dbAxqQjzgTagp1Dp5G0mZGjqxvTrOiV4+7306Yq3tvLeLbegO524s7Jo2bgR3eEgtG0b4epqZRpt27x44YXk9e7NGQ89RPmJJ349O78Lalat5vIFlSzz5uHKLoK8zqztPYTqt1/grAUzVU2X06mMrDV13hweD+unT6fn2WdT0L8/1QsWgKZhpu1/kBbenBxS0Sh5vXoRqa3dKWVo6gYNFvxp1pf0G1/MmX7ISH+ROg0eTGZZGdLejNsPViqFiwSaI4tUr+8QaUgyblw5UkrWvPkmaBq600kiFCOJCw2bPqyiWpSjCYFtSwoLfXTqFOBXvxrDqad226fZNEAslkJKm1jMRE/niNP2khiGIBhUV4emCfx+J6+8sooJE3ojhOD660dy3nl9uPPOj3nxxeXk5/soKcnA73cSjaZwOHQGDjy0uqREa6v63ujKP/Hv+ihm3/sQGBq6IXnPafIn522caS9lybQPD2kbXxlnXg29R8KC6Tgtix6Dv8Ovex6HQzh51HDwXIuPnJ7ZZHXrxpaNW5CxGEPffxXbsvjOXXeR36fP0Rl3B/aKDrLVgaMC24Y3QioqJdnZR1GiSJc7LWhqoYqpR3ngnbCq63IIRYxO88GaVIiQLcgx2oQQbQJGhKZkDmviHgZ5JEqBRtBA/U5ka0sK7m1QHowacKofvvflJ8x74IH2ln7bslj1+usYbjdjb775oPZzXgxurU+x1YSk7UTDJmG70bCwhU29tAklNTYkoXOokXgwwFn+YkZu3MiSZ59lw8yZnP/Pf7Z3jr2SXMBs8QGG00Y4XeiapWw9oiYyx0l8Wytu08Q0zP2M7KtBSrizHt4KqdSfRJ3PCwPwYQRKDdh0kEOwgCxNRbpsFNF+rAnOD6htVH7xBVYyiSc7m2Q02q5xFY/FlKimrqsIkWXRuHo1L154IYOvuoqxN920E2E9nIg1bODTe37K68tMll17N/76KgQCoesYUrDozIsZ+Nk7+EARLSHao6TSstDT5P3cp57iudNPJ1xdjZlWndcdDnxFRXQ58USKBg2iZsmS9u2GbVgaB90UrNYCvNMIz7bC08WqqURoGmc/+igzfn0bhbWfUl8fJ+bOY2P5+TQ2SHr0yOWss3qwaW0NseZWHB6PUruXUl2juMilkZjwt09uvF4HZ53VnQsuOLAH+fjxFTzyyNz051Uac8fJ0o4F95qmJCV2RElJBn//+zl0757Diy8uJxhMEAolcDg07rvvVHy+Q6tN9BcUUOxLkRtfw8xkb7649hKMSASvO4kwIR73cHPGXYzyjGfkZRvBqgH9CJlYt0EI6DZQ/aAmpG1x2p/kKP3Bf7ZCk+ZkUJ/u/FjW0+fPd5NVXo7u/GZ3DFmWzdatQTweY68yIN9GdJCtDhwVTN4GDfuxm2mLdglUGq7eVNGUkK1u3fnAxRkwPQZih964trosgSRkediuBgUePO2/hyy4ehu0WJCv29hIZoY1Pmt08COvt/2mpek6vvx8Vk2bxsif/QzD7T7g/Xy2BUziRGw3OhZWeq9sNDRsLJSwq41NrLEB0+vjP5N+isftYtCq+YSqKln9xhsMnDyZNakI9zeaFHm6kOOsR8Mm312P7ZBohtJZsF0CDY0SDq2W5UCxLAH/DasaurZnpinh+VZFkONie8H8wUCm67liUpGtOlPV6hUYtHfzAe3pHyuVag93CiFUJNK2sVMpzHicOfffz6IpU7j49dcpGzv2cB4Cglvm8fqlZ7B1fgubfvDztLmyhdAdSMvC4XKBhKpO5fSqr8ZKJino16+dwFupFL3PPReAnO7duW75cla8/DJ1X36Jpuvk9OpF4XHH0WnIECJ1dSx44gmS4TBOv5/1CYne3ISWk4tj8DCKDKg2YUoz3Jxl8eqrK3n44bmsXFlBbqCCQJlNyPIyZkAZ/zOhNy6XzsSJLxJsjTNyQ4Sc7EICRhOuaAsiaeIhRh2FWAgsU+Jy6QQCLi66qN8BH59Jk47jgw82sXFjM6FQEk2z0TSBrqtIWXFxRvqcS4LBBFdcsbuOmBCCm24awznn9GTOnCo8HoOTTy4/pId0iCALU7MpeOqPDC/Zhl3VwseFk3E4BY5wKu0tLnARJ2pm807LCfys24cQfRz8t4M4yC4cKWHrKqjZCLnFijgdBjNTQ8CV2XBFlooIK1mc/PTPNxOmafPss0t4/PH5rF7diMfjoKDAy5gxpfz+998hL++rpfyXLq1hypSF1NZGcDp1DEPg9ToZPLiIM87oTmnp0Tfm7iBbHTji2JiE10I72/PsirYS50ZTRbFWpiK0upZySlYl2Bm0RAdSGy/ingb4cY6Pp0hgS4kmBDo6SZnCRtDZqfzmokTIIptCts9Q349Ag2XjMBqpIgKAoTvYGsihqltfujdta19WMwxs0yQVjR4U2ao0wSFskKLdyqQNtlQUUdcgaUpqC0vRpMTSdF448zIW9R7Gxc/+iaq5cxk4eTL/s76FdXpXXKKVItc2IpaPlmQWWc5mLJeOZpo4cjIYbAwjh69WY7Y/zI8p4rtDcKLdWiligyvNlHe1YNrb+W5bTVuRvTttZu4U2+vZ2mqbrGQSw+XCnZVFuC5dSC2EsjLaQTdACIHudmMmErxxxRX8ZPXqw7Hr7Zj38E8I1UbRDY2MSHPa+w6wTRAG0rYxPG7KunXh7Gsns+jJJ4nU1an6KKeTAZMnU7oDAXR4PAycPHmP2/IXFjL+gQf44LbbCNXVE4lLokWlLL7lj/g0BxkScnR4Lyxp/dMH/Pe/a9iypRWHQ6euRRLPcNOlS4CamjDl5Zlce+1/MQyN1mCSt/UJlG1bypDiAL1G9mD5kkqIRFksh2FZEsPQGDasmHvvPYVevfL2OL49jtnv5KmnJvDmm6v5xS/epb4+hsMhsG1wuXRyc91UV4cQAgYNKmLixD2nvYUQ9OmTT58+h04mIkR4hZcpWDCX/BVriZbnYWX7CNd5EIDDEMgdr1ANRIYLl7sJIlPBXAeZj4B2gHZAyThMvRlWzUYi1GSwtA9c9zD4Ds+DXwiOQN/xV0cqZTFp0svMnLmeWMzE4dCQUlJZaTJnTiU33PAuzz57/r61x/aCWCzF5MmvMm3aamxbbjdGF+oae/VVN1OnLuS++05l3Lijq7TcQbY6cERhSfhXKyT2UdtqAIaW9t2TMM4XZp37Jcr0KEnbicNooMi1HlpOZ0u0Oz2dOgOdHhYlwaMlsNGIWZn0DWwg3xkkAhRTzHc4FW0H7/UtpqSVFryE0dNfBUuYmH6NOt1B9x3GlAyF8HfqhDs7+6D2d4QHNrR6cWtJYrYDTSjF1rbYm57uEEsIDadpYkgboYM/EmRjSQWLeg3huC6FvDftvywvGIinIExluIxugfV49QhR04suTLxWBM+XcSZ2uZQK9i14GrJUBGpGBDwCJmbAhMDBSS8EtD1P0g0BZ/vho4gSMk3tcJ53PeU7xgk8qI7UuA0BXY2rwVTOA22Ctv6iIkbfcANf3H8/0rZxZ2WRCAaxTRPSES2EYMc7ru5wIDSNYGUlzZs2kdlZRfy+sr+glGyZtQJvrofgthA9573HFxOuJuHz44yEQUjCgWyyWhu47OrJFPTowYaZMwlu3YqUEsPrJa9Xr4N6wHQeOZJL3n6Hu2av4bWwg3B5d4QQyASUGao7V2xq5MMPN7V38DkcOoYhCYUSSAktLXEeeWQOsViKqqoQUkp0PY9mfShrtjZxXcZy+g8ohhHnUhAYQpfyLE46qQtdumTtlPY7ULhcBhMn9uPCC/sye3YlK1c2MHx4MaWlmbz33gZqasIMGFDImDGlGMbh028JVlZSv3Il7qwsOg0Zwgr9S+LEqJi3FtvlQhMGIsvP+OaFLLInKqsbYSM1HUtoOHSLiRVzQThA7wzmSgg/ABm/O6DtJ999jqlvZfFc7aNELBdDHXO5cc3fKNd+TeCXfzts+3ks4MYbp/PWW2tIpVSc27Iskkkbh0MjEkmxZk0jq1c30rv3gRN5gEgkyYUXvsj06et3e68tXR2Pm1iW5Le//YjRo0uPqiBuB9nqwBHD5iRcsQ0Wx9WDd69RLQFdDJAC7imApxNLyNdjBM0ANhC3XcRFEp//U1pDXcnQdJ7r6q6V+QAAIABJREFU5Gdqq8a0sI6umVyQLbkqYzhR2YcPwi7eCHp4GTjLD+cFlC5XZ2eQFCY6BhKJja2e0/l+suI1hGpqcHq9pOJxJcp5yy0HPfu6NBNmhB0EpUnCBktqCGwEAj1dSRaT4BICh6aRtCSabeGLR4iaTlb0H03FCd15+A8P4b6sN1LqmMLJrJqTqMhYS46nkep4CfVNfQnnDKRJ6vzB3rvuWNyGq6uV0GimBo0Sft8AyxNw20EEDsb54MEmVTvkT2+r1VIk7K4C1Vn4cJOSgNgRGmkyLdTv/rSDcdCGAk1FZ9pqwH6RC5fsEgQ47uKLKRkxgo0ffohtmpSdcAJfvvACi558kngwiBlVKWOhaRgeT3u6UUrJrHvuoXrRIjRNo2L8eEbdcAOegyTPO8Lhc2CnwJ1hQG0N5z7yS9694g4i2flIYdAlEeKBHpl0GT6IN666irply8iuqEAIQSoW48M77iCzS5eDKmZebhm8VdIXvwVhSxFRW8IWU0UFx9c28gmS9uZDW5JMmiQSFpWVrRQU+KiuDlNTE0YIcDh0YgmTqO2hiU7cub6U8i6ZjGnuzI8v7sHw4QcoxLkfCCEYPbqU0aO3i/HuLZL1VSCl5PM//5kVL73UPhvIKClBf+5CDJ8Dy2moA4YqN/h+yZe8/vZ0Vp09HtvQ0XQbHYsb3I9Q7toEIgu0HMCG5Lsgbwex/8fmLY96ebvmh/gI4ibC5/GxrKjux9Nv/QDfsA/pctK4w77v30Rs3tzC888vbSdabbBtSSJhsWlTK2Vl0NwcO6j1Vla2csUVb/DRR5v2ukwsZuFw6ESjKQxDY/nyOoYOLd7r8l83OshWB44IFsZgchVsSqkapb2llByoOgRdwL0F8FEUcn2bEdLZnmICSEknfiNCUgsDmQR0+FmOi/Nz6mikgQwy0Mjmr3VZvB4Gb/rhfmc9/K4OcnWJz5HCIeI0pFw49QgSQdxy0zVzI/0eOYtu/4qybf58ssrLOe7ii8nrffCGtyUO+GeJ4J+tXmZGEjTbSfIMi9FuD0Wak00peDsC65Jge/0Y8ShFm1YhE3Gk10/vsaOxklVIWxL2ZZAMOnH7EvgMwWdNJxKx/BQYkqFuF34NPo2qwtmr9sIhPkxva0djb79Uxe0/ylKSCweCPAPuL1Sdh/WmOpfZOvylUNksnRGAzg6o3QYhU6VT4+nza6TTH/kORc4Kdbg8Cy4IqOdjKr3c3nhtdrduZHfr1v73uN//nt7nn8/S555j5WuvEaqqwhkIYKRr7lLRKELXqVm8GF9+PkjJytdeY81bbzHk6qvpf8kluPdmBrw3CEH/SWcx+6+vklvho2FdhKKl8/jhz84hPmAIJ998B6dOPBshoGXTJuqWLcNXUNBO1h0eD4lgkJWvvkr+rbfuZ2PbMS+dvu3mhEQSmq20pIaEgW64oNzHLE2Qk+Nh69ZWotFUugNQUlcXIRxOcsYZ3Zk1aws+n5NowiISMduL5RIJi/WVYZhdxbJldVz7t/NY2rmAqniSIdFGfpjvpKzgIJsNajbCghkQD8NxJ0DP4YeldmlP2DBjOvUvT2VYDpiak2qtgLqqKsx3ZiMm9qFy9FAKl61WHTqawO20+dQzlb9NW8Zfc86nuDDCvac/yLiy1aD1AK1A1WpJUC0c+5eb2FoNM+qGkisaABVtzdWaaLJyeDfxXUruf4CyE08+pLTZsYY5cyoJh5P7WMKmujpEQcGBa+O99NIK7rrrY9aubdqNxO2KRMJC19Vs8Gh7anaQrQ587WjrXAvaaibuFMobsdneuZ6nUAcX4NDghc7K2md6BJKWH58eRODcYXkbDcgRbj6PwemBBG/xBvXUI7ERaESSBUwLn0cn3UATqrB+WwpMJJbehG0mkCJOj4yVbIl2xSkkQ7OW0TdzCVXCzfifXMUIfvKV97/EAbfkwS15LtQebsenEZgXh80CklJQ5PfRZeBApGXRZDiZXCR4YZPgwRsfJOnyYAmNWNJLKO7D0h14LIsBPlX0LwTkaPBacO9ka0lie+NBG7Q0EV2XPHCyBTDSC9O7wIqE+nxf186ipP70M6rVVjIeOupxlUrXejWYcGYm3FmwXbIADr4ORQhBcVqV/Tt33cXTJ5xA45o1JJJJVbflcOAvLsZfqKQC6laupHXTJpCSGTfeyAe33sqEJ5+kz/nnH9R2+1/+d1o2b2TN20sIdNJxZwo6Darg9Aen4c3fPoNOBIOqU3KXh6vudBKpq9t1tfuEL52+1QUc51JdugmpIoxXZcPIomJKSjKorAyqBgJLTVHaaliysjy4XAZOp048YRKNmUBaj0ETaIaG1DWqm+KI7/TiV60GnVPVJLdVMd/j44Vlzdy96TPOufHnB9b1NucteP73INMKeh/9G4afCZN/1064pJSsnz6d6kWLyOvdm17nnqs0yQ4W29ZT9PD36JqlFOiTlkE3ewtLc3ux6p9LkRN6sKV/F3LGjab849lY2ATw4M8t4+Y7buLmwi5qPeHVEGsFfQc7ILsenCeotOJ+sGojRAmQL6pJyu3HyCUSfJwYx9nb7iEVieD0f/s78aTct/2SaUJ+votNm1qoqNh/nWlVVZA///kznE51DSeT5j7Xn0hYRKNJunbNok+fg0tTHm50kK0OfO2oMZV+kkdAKP2aISADiKAuwoEuJeUQlvCbPEW0AMb74I/BwfTL3YpDmEgMJDY+PUIq0QdwYUlYzCLqqMVPoL0b8cuEhxBB8oUPTeqsiBtE0rIClQkfpe4UXXyb6Jc1n+PzPmkPm0kggsmzPMMYxjKM4V+L8vzaBPyqTh2XER5YFoM6C2LSoMxhcFUW5GlwpyhEaBG8kSCm00Xc6cbUnLhjUYb4DRw7DE2giM3e0NnYvUNQpo9J/l6EVfcFp4BBe+kX6OLYbkTdFpVs23ZIgk/Cv4Kw1YRnilWt1leF0+/n6gULWP3aa2ydM4fM0lKErrP4yScBiNTX07pxoypmTyMVjTLt0ksp37LloNKKmsPPSXd/xpBr5xLcsphA54FkdBm523I53bujaRpmIrGTTpsZi1F2wr6FQXfFd3wqPRuxFfHyasrWJ1tX0iiGpvH3R0q59TevsfxLNz4vOBxO8vKzKSkJIIRg/vxt/OIXo/j7lIWEIibC0JApGwRobgN0QSxuUju+P8naVmArXqcLbyxES3Ye/1lgUvT444z86U/3OdamYJCN018k15NPsRnB4fMjpA3z3obhZ0GfUcRbWvjHuHE0rlmDLQS2lDiKO/P99z+kvOwgUj6N1XD9ELxWmJDlYG0kl9WRXPxGkj4Zm1jf0IUTG8eysNNq5l94PKtPHMDAzQa9vaOg5ygwFIlau7aR998bxIkD36a002b8fqf67ut54L/pgIZSUQotRiEFqa14xPb0WJPMptrOw+HzHFSTzbGMMWNK279q9h6CUB6PgWFoBxx1mj27EtOUZGaq75HDoWPtg21pmjJNv/feU9ojXEcLHWSrA1872uqHCnRFJtrsXTRNEa4sXRGtEodqZz5lh4jyKX6YESnly+aTKc74HEMkEAIi8V7Uh05AA0Z64D1W48azEyny6BFiRKkmSLPppdHOQ0Okq7M0qpMBxvlX4jei7AoTEwcO5jOPfAoo30XB/XDg1ZBqGPCnScYwLwQtdYwe7wSDPXBLDdgIfF4PSctCM008VgTTcFDo1Im7fTtJtDZZu9c57Ygz/DClRS2XnY481VmK3PY7eL3WfeKloCKUbarxuyZg4kCJBptT8GYYfnCYurM1TaPPhRe2q2hv+uijdnLVumVL+3LSspRjgRAkk0n+c/75TJ4x46B1igKlIwiUjtjr+w6vl9G//CWf3nsvWlo8NBWNktOzJz3OPPOgtlVgwJ8K4NZ65TUppfIHvb8QPBqQnE+B6xc8eKebhYtHkJOVwO02wcgGzUkwmMDrdfC//3s8EUty/8NzkQlTfSeFwE5aYNq48gOYQuCIR9H8RnsUypVMsLXfMJY/eSfDr7sOTd+dIdsSHmmCf6yPog39CSlNZ/SaT7n5gwcp7VmBQ2iw7GPoM4r/XncdDatXY3v9xFAdpanKSv78gx/x3XdnMv5Agz8v/RFiQRKWzss1/ZhSOZSg6UICXdyt9CqKc2XREHowhAQJjHwDI3/nx9/rr6/i7rs/RUrJc86LGNBrNaefYjPhvFPRPd8B7cBSXd1K4YThBjM/G0pOahsBLUyTzCUifVwtHmLAD3/41Rs0jhGUlmbSt28+y5fXs+sdwOMxEALcbke7R+f+0BYd9vmc5OZ6qakJ7WNZ6Ns3H6/XedRTiLBzQ1AHOvC1IFuHsV6lJt7FUGmkRDr9UeGEmV3g464qdXjqDvYsUsKCmBK67CH70dBwOXNrJ7Gw+jJWNJ9Kk+ngxlzo5AANbSdphRhR/J5VBIwI4ZSX5lQGQpXAI5DkOmspcG4l11W/13FraOjoLOfLr+W4bDNVx14bBDaZuk22tl1SoU2LLIFO1J9BPJBJ0hfAdHvIDvjJ0VXksNpU/3d3KQ2evSHPgL93UlGnWks9sE/ywkNFh7eMZktK1cbtq+xVomQ9PEL5W35dKB0zhpyKCkLbtmGnUqo5wzRB05QIarp7sWH1aja8//7XMoY+F1zAhClT6Hb66RT078+YX/2KCVOnHpKP41gfvFsGfy1SfpJvl8FxbYGS6F8BJ75AJqePC9MSdCOlAdZGLMsmFEpw0UX9cLkMJp3bi8xCvyJYtkSaNnbcxI6msKMJTFuS7Yq1m2UDpAwn2eFmzFhMdYHuAa+H4Kn6BGxcQ26kkbxwE5/1GceUkZdR9+VypLTBpXSV1s+YgeZ2E0unOnVNID0eshfP5neVCZr2o8XXjqUfAbAumsODm0eRsHVyHDFyjBjbEn5e3NqHpqYYAoEbd7uJexuCwQT33fcZWVluiooC5ORksqV2OHc/0I/ZiwceMNFqw7//Aj+YYBBxF7HR6oaQCS7z3s0l1wxg8BVXHNS6jnU89dS5lJdnoevqHKtOWZH+W/DnP592wF2Co0d3xjA0EgmT3r3zKC/fsxSHpikR3rKyTKSUZGcf/Uji0ad7Hfj/Arfnwy9rVNdbN6eqNTnbr4rgHXug/FLCPQ1Kj6vtbYnBpEAOxQ4VGTvRq0yqAfrQlzl8gQMHAkGQIJqwuajTh8ysOY2qZHa756JDWNQnCxicNRch2mQCdh9DiiRevCQP2HTm4DDKo0iGJuLkBz4n07MaiSQ71pUCx/FAgD5ORUrN9CAFINOsaHECyiyYGIAKF/Rwwgm+7VIJe0MfFzxfoqJbTnF40ne74oUWWJXau6iphtLSArV/RV/jnUh3Ojnn8cdZOGUKC596imhj43YRVNNsl4pItLay4IknDjradKAoGjSIokGDDsu63BoM8+zhDXM1CMW2//cXNdQ1GCxb4UETSWwtwkUX9WPChF6EQgluuGE6rkiCPRV9J+ojOD5dh3l6CWZDJQ6Hk4TDhdQEQz95i/y+ffdqXfV8KziaGkiZYDs1dCzyQo3MGHQOV3/wCKloDOfQ8UgplXadpiPZceYvELZ6b07UxZmBXTbQUAVffgrShj6joagr5JfBhiW839iVlNTJNNR31tBsMnSTDQkPH3ywke99b8+irEuX1iKl3CkComkCTRN88slmxo4t2+u52BO8Hnjy94Ipv3ORSqRItbpwZ/32G58+lFKyalUDa9Y0kpvrZcSIEpzOr3aDGDq0mBkzJnPPPZ/wxhtrcDh0XC5lWXXOOT0RQrB0aS3HHVewk7yIlJJoQwMOr7d9UtKpU4Bbbz2Be+75FNO0cbsNcnI8uN0GpmnR1BRvFzUtLPRTUxNh/PgKcnOPrE/qntBBtjpwRJCjw1PFsCapLHp6OLebDu8JXyZgWkgVze+oUD4tBNNKoXiXOtUBDKSabWxlKwAJEjhw4CcLl6aoiplWbdewQAhsKZS+hNjlYZP+M2Z5MIwUFTspbh0+nOOHl4I2WVlvEnDWE7W82BJ6+Tfyvl7PRfL7zI47VK2b3GlogOKHVSb8rUWllk45iHpbISD3a/z2P9GyvU5rT/1bbqE6DtvqzSYeZDPgwcKdmcmYm25i1I038tTYsVTNmbOTAKrh9aIbBtvmzyfe2tpuj3TMQS9T9jIig8wMi6kPbWbNWpu6xgDdh9xFp06KuXz22VZCoSThYEJ5H+7hLNl//5iU53hah+aiazbeRJwJrz1B6bYNjHnssb0OodUGkUyCELSKAJkyhMNOYuk6wqnTPGIShZ17IoDi4cPZ+Nnn4N1+8WrxKPHOXbBaa5BzV8Lw0ZCR7oD84g34992q6lpK0HX47vVw6Z0w/x2Wh/PRsDGEovmm1NislSrx4H3U7Hg8Rrs8267w+w9dOlTTwOVx4PIcYbufQ4Bp2tx66/u8/vpqGhoiaU9LjQEDCrnwwj786EeDyMnZE8PfP7p1y2bq1HNpaorx4otf8tBDc6irizBlykKmTl1IVpabfv3yefrp8ygpyWDr7NnMuucewjU1CE2jx9lnM+amm3B4PEyY0ItRozrzxRfqXp+V5ea22z4gHrfIy0uydWsQIQQ+n5Mzz+zOr399/OE8TIeMDrLVgSMGIaDXAdYFzd2LQrkEFsV3J1sGBmdxDnXU0UQjG9jAWruKp7adQMRy4hEJktLXPg6JRnW8jLjtwqPH29fTdsNN2E6e33oW5c4U5xR2/lq+KQEd7iuu5j+ynpaUj0xNUOyAHM1PmDALrI1sSfVkoAvmx9OdfOnPaukfXYADi6mRLfTL3gI4sBK9yRM5HOfa+fgdKbRaUJvOMO2tUT4mVXQmU4Nb81W07UhA0zQu//RTHq6oIFhZieZw4PB40A0DK5XCnZlJzaJFlJ988pEZ0OGG51oI3QS2BpofQZReFS30GnQtuLeHiGKxFKmUhaaJNtmpnSFAS1jkvrqMHsu9XHGmhr1gDvnHdaPfnbeQWbb3SM+JXngpOxeqtmJi0CSyiHs8FNVW8UlTKd+beH37smc/+ihPnnQSZmsw3alhYzpdLL7qF2jJOCPffgA+egxufk5VWP/7HqXA7khfMGYK3vwr/OZF+MljnHXHw/yn9jhCpgtdk4QdOSQsB7m5bkaM2Ltm2MCBReTkeGhujpGdrQhFm1fjGWd8PZOtbxreeGMVL764nMbGGKmURSplY9sm8+ZVEQol+PTTLTz33PkH7UkppcporE9B4/Imbv+/Dwm2JkgmFSHWNKiuDtPYGGPkyKm8/ORJfHnHLzBcLnwFBUjLYtW0aaSiUU69914ACgp8nHvudimef/97ItOmrWL9+mb69y9g+PASSkszyMz85kQSO8hWB76RaGtx3xWCdCHwHiAQFKb/lVLGB5EvaLUcZBlRgqYSM5QILKkjkNQlClnQNJyRuV/g0Mz2TKJpG6xsPJ0yLZvGuJcrKzWeKobOh9EbY2tK+f5JZ5B8A7oaO++sRBKmBYAMTREzaxe5DAm4hcXJBW+T79nCTNlMUkqE430qQ8MJ153Og0Vae6r1SKHJVFY7e4tqeVF1fM+UwIkHkPY83NANg2HXXstnf/xju5q/bZpkde2K7nR+44189wn3OOBuVbtlVYOWD/7/A9c5Oy02bFgxbreBLVCMfVfGJVXQ1+t1ULXV5LtXXQ1X/eiAhnBVFsyK+NlY0gW7uQnL4cRIpTj+lWfof+W1rJ8+nTVvvYWm6/Q+/3yuW7yYP193A1sqa2gu6cKqc75PPCObHzz9BzJLXdBSC7NegZxisK3tRAtUF6Ftw/JZcOaVfPfUHzHhvClM/6KJWEpgaDp52W6uv34EnTvvPXxqGBoPP3wGP//5u9TVRRBCpRFvu+1EevT4ekzMv2l46aUVNDXFMAyl7G6nr4lk0qa6Okw4nGTq1AX87Gej9qkRlkpZzJlTRX19hLLuOTyZkcsHLRZ2MkXlT94m1hRXN7M02roUEwmL6uoQky97ixtLJL58db6EYRAoKmLj++8TqavDV1Cw2zZLSjK4/vq9N6l8E9BBto5xrErAP1qUaGgKJSHwkxwlKHksY5wPHmpStV3eNLkKWur3UQcQyfbjp4d5Ih6ZwolFnq7RYgpAw6nFSNkOdGHzeeNJ1CU6MzRrMZ0cEbbFionFRmOn8qhMqgLydUk4YwucmwF35O9MDiypao484sAKzDcm4Ve16rwFNPA6szmpSODT5U43MIGgm55LN6cqNu/pVHpWO8IQ0M2/jkLPZoKmn4TlBCEwRIoMzyoqYwVctm0I75cp+6MjhReCqvA/JneWewDIEjDcA3EJJ3iPPNFqQ7/vfY+Vr76q7HyEwOn3YyYSCE2j05AhR2dQhwvuM8A1HtWS4trjhVlamsnVVw/hd3/4nFAsuPs6BJgpmw0bWjj11G67v78PdHLAv0o1pgVK+GStxPvlQsY1bmLMrb9k0dNPUzVnDq6MDJCST+6+m9LRoynespac0i6s90nKP/oXPVfMRd9Wyebv9KGikw+Wfw4nXbT3L5mm6op0h8GTr13Du++u5e231+F2G5x3Xm9OOqnLfsfdo0cub7zxfZYsqSEeNxkwoJBA4AiFXL8BCIWSSEk6oiV3cr6qr4/S0BDljjs+5ssvG3j00bP2WMtVXR3ixz/+L9u2hbBtSeXQchrPHIjRHMFaV0+qqmUnorUrbBs219mszC5mNNsbMISmIXSdaGPjHsnWsYAOsnUM45OIUmWvNhXREijF9b82KZubnx3DE7JCA/7Y1uKeVijPaFMoP0DicJzLRUC4KJR+ChzQlIIGGyKWDx0biY0BBMwKKhv7MccUZGuqlmxrSkkiuFD39wwN3gkpnaof56j7xdMtSq09bEOZA27KAVvAsy3qnIzywGVZStJCSni0Ce5uUKrfoPajvyhkfaQTLn8lhboXAUSJkU0OXUQX7i6Aa6tVaq7EAVZCaZV5hIr+FXvWkZAGAokQ6seSOpbUSWlhlsVsfl6r8dfD3G24L0wPK+2tBXEV4WqDAI5zqg7L63KU3MfRQk737hx/yy18/qc/YUtJrKUFh9fL+Pvv/8YXMR8QhAD2vR/XXDOULkM78/3759P6+QZkdRCS6YtT1xBSEg4n2yMcB4xoiBxpc0VuJlfklsOocpKRCAueeIJ1775LRufOOP3+dpK74b330J1O8qMh8he91x65igjBtuoWKnKzIK8Yeo8C3YBEDFzpGVcqoYjWcSe2b97p1JkwoTcTJhy844NhaEfV0uVoYsKEXnz44UaSSUVydq1hkxJaWxM89dRCnE6NRx89e7d13H33p1RXhygs9JNMWiwZ1AWzOYKdsBCWDbE9d7DuCNOGL9bp9MkNk5WlrmErLVC8r/T1Nx0dZOsYRUrCpVUqFZXa5b2khFvrlA9g92N4YnaCD2Z4YElcRXEGuNlJwHNPeLlVdTE2pSUNujpgfVJpefVxKU/AWkvgRCdb0+nhgoDmUJOtdNeflEqWwQHtubCArmxtXgwqsvX3ZniqBXI1KNKh0YRLt6lITY6uCsCnheD9CPy5EKY2KwPu1nS0R0MVEs+NC8yms/DLhRRmrcDC4jj6M4zhGBhUOOH1UtW12GRBb6dazxMtStgyKZ04RQop9B1mohJNWNQnCnGS4v2Ii/lxFVE6EnAKtY/jPOo4NtjKxy8hFcG6Lgcu/poL4g8EfSdOpHzcOKoXLsRwuSgePhyH5wgdpENAMhymdetWjIxsVm1JEQ4n6d+/kKKiQ1MiF0JwxrAiJlwznJd+MBLzsY+xllYhYylEIoWeMOnSJZNNm1poaIiSl7efjq7GalW8vmqO+rtiENHx1/HuXX9m5WuvYZsmUkpiTU0YHg++vDyloq5pmLEY0nAgMvIgWA8OF7aEgFuorsOTLoZANlz6e3j2doi0AhI0Ayb9GvI7H9Ix6MB2XHrpQB5/fAELF1bvcznbhmeeWcyNN47eSfU9FEowZ05Vu/VOU1MMi3ShLRKtNAdrb10IO0HD0AXrFq+l75BuaHaKZDTKqJ/97JCkUr4p6CBbxyg+DqsH2Y5Eq+0yTqHI2JiN8L95ytD3aBRKHw64NWULcyC4rgoeb1W/S+C5oIpI3ZIDn8eVXcw9hYoArU8qUtSGFltpgdnAsoQirDpKjd0vVCoxUwMExCx4oRXy9O1pML8OdXFVi1SRLvnxaMoLcmKlIhthud2Au82QOSmhKuUkNziKR7NG7XG/vBqctsPzdKAHflugxEA1ow9/s5ZjSittYAQuLU7U9NOcysbCiVeoKOiRIlvnZ8CTzcp/sdQJnSVUW8oA/La8IxdhOxB4c3OpOO20oz2MfUJKyeJnnmHBlCl80XU0rwy8kFRODtlbWsi793N+PKkP11wz9JC99m4p0JgzdTaVjWFMrwO3U8MZgaQuKCjwkUxaRKO7Tul2gZmCR66F5hrILgAE1rpF1L0yhlVzkpimbA+VJINBksEg0bo6hKahu1wUDx2q6nGKVTF6or4WA+jeLQ8u+z/o2l9tZ/Ap0H0IrPxC1W/1HglZx2Za6ZsGt9vg4YfP4JRTniWR2LfAWTxuMWPGen784+1kqy0C2nYZmqaN/HgNTByCbAgjXAZ0yYZV+7aoEho4+59A5TZJabyZrv16MGDy5GO3aSWNDrJ1jOLVoOpO21sRMkCjDbfXw4YU/LXTXhb6lqAuBU+0quOxYyVB0FadfG/uEH0e6IZrt6n0pE9TaUBNwA250N2pTJnvakj7KEqIAnFLiYYWG8pexpQ71xsl5M7/t6HZgpgNRrtWloLJ9o7CBkvZsBwM3Jrq7JSUkBcbRtxYiBA2toS45WF241jipo9eDoEm9t5U8HXgyixYmVAdpW0Y5IJf5HyziNaxgg3vvcfcv/6Vjy64mpdOvgTb5UBYNnU9OhEbXMZjD81k8OBO++y22xf69MnjvM4e/vVpM42NMXSXQcK0yclxo2mCvDzvPovLARXNaqqG7ML2l5obQjitBGWZkvUNsFPIx68SAAAgAElEQVQRUBpCCKx4HGcgQGH//lTNnQuuHDKG9uakG67Hf9JpKnW4IwLZMOKsQ9rXDuwbU6YspFevXDZtaiUSSWLtpb5K01SN147IzHQzaFAhy5bVkZ/vIzvbjfbfZdgDOyN6FGDpGoyp2C/Zys72ECjIY615GhfcOJZzJx132PbvaKKDbB2j+DKl0lz7k9s0UDVEN+dC2THcZLU/vBBUpHPXC1oAn+yiTj7IDf8ogWdaYFVS2f1clgU90ynXSZnqtaEbtq/DRtVJuQR8GFHRpri93YrIkV7GvwupaTTV63vyK7RRY/YAkw9R1kkguM5zPJdW96NRbCVoQ3W8mKQVoIfhIs+hCN/pR9Dz1q3BI0Xq2G5OKYLaf8912l8rErbSa9NQCuv7S0F/U7Hsn/8kVFLOa2dMxjYFWjwFQmK5HYQ7ZREc3o0331x9yGRLCMFdd32HAQMKufXWDwgG4xQWesnIcJNK2dxxx8lEpEDYu1/f7Wit3838LtpQj0OAz8GeT76UaIaB7nazZdYsvv/mm8SbmjATCQLFxYccqTtm0FAF05+Exe9DIAfOuR6GnHpUh7RiRT0lJRkEAi5WrKinuTm+x+VcLoPTT9+9ceL220/immvepKYmhGVJArog9Ns3cY8oxy7LQd/SRFKoye2evBLdbp1+/QqwbYmuC4YM+fZECTrI1jEKF+rBv2skZU8wgY+jMPlbTLay0g+BNt/FHeHewz27lwvuLdz99TboAsodKnoYTj9kCg11vD+OwnXZcF+DMlP2aNBiqbSiW6gUrkNA0Nw/GQYIGPBKSLXMH0q6N1uH5ztl80Yom7dDynPQZ4BLV4X1/5unInZHEkKoGrkjpZ+1K76Iwm/qVFQRVM3dXwpV3d+xhmhjI3PGnostNEQqLVEiBTJlYnndBPt0IrZiw1fahmFo/OAH/bnggj7MmLGOefO2UVTkZ8SZvXjak8m8zWq5kR64PNHKi4/Nxbbhpz8dTllZFhR3VxevlO3EynC5kFFo3Itnk2YYuDIykLZNs9vP0qhF1+w8MjTJmrfeYt6jj9JaWUlG584Mvvxy+l100beHgNVXwu8vgMrVqiYtlYTZb0LPEXD7y5C7lyL92s2w5AO1fL/joUvfwzqL6dw5g6YmpTU2dmwpc+dWUVe382zV5dK54II+DBy4u1BrWVkmr746iU8+2UxtbYSysgyeemoRn3yyBb2qCZ/PScnpFcyatYV43Ex3PSrrHk0T5OZ6icdNIpEkkyb1+1bJbnSQrWMUp/jVrD1m7V4gvyNswMnOHnzfRkzMhOurFdHQ2R6NksA1+/AK3Bu8QhGuIn1nAhS2FbmZmKH+fzrdedjLBcU6zE9AVQzydSXtoKfH0DaJ25Eba6hoWYUT/t6k6ssuPsQIV4YOP8xSPwlbdQImpIriZX8NdjzfZDSYcFNt2orIMqmvi1Bnw6XNTj7u6yLTeWxZwpaOHUuz06uiAbRNKKQyVRcCIknGj684LNtyu432Tr64DRdWQkNMmcgDvHz7dB59Zg6aVLVkf/nL50ya1Jd/PncBet+xsOwTJToqBLn5GaysamBbMF3/s0sKUXe5SDpcTP/Bz9k49nRm1jnQpMWQN56l8+0/VY0khkG8qYlP77mHeGsrw6655rDs51HHzKcV0RIC4jFVfwaw6gu4ui/89g0YcOLOn3njEfjnnaoD0+WBzAI440o47+eHjXBdc81Qbr31A3Rdw+t10L9/IevXN2FZkmg0RVGRn2uuGcJPfzpyr8TX63XsJAQ7blxXNm1qobY2THl5FoWFfj7/fCsPPTSblSsbcLl0evXKxeUyWLKkBl0XnHpqBT165LB0aS39+xd8K0h2B9k6RnFFlnrQt1rq5runhlqBur8VOFTx97cZfk3ZAV22bXs0SQAne+C2/INfX66hjtmsqLIMEumIVVzCpAz196l+9bMyAZdXKXI2wKWiXNtM9eUyUIQryvaom0y/5hHKJ9ItthO3QyVbO8KlwZhv+fneFz6OKKKphWIsWV6vCncF1GZ4uOTtJbx60/Cv7Pd2JDH48svp+eBTzIuGkS4vZsJGSoF0GiAlp0RDjBt3cDIHm5OqW3ZLSnksnu1XhH1HfBZVdY2F6adE86JKap+eA8h23iQl/PvfK2hpSfDSC3fh7zENvngdbAvX939IamgQx213kAyFlB/lDsbfIPhgwmWsGXUKVl4h65KQX1vFG+VDOGXEOPyhVmZfdC31ZRVkhFsZt+B9BsZi3+iO0QPGog8ACcmkIlptZEJKSEThgSvhqTXbX//nnfD8b9M3EQHJGMSj8M4UGHwqlB+euqbx4yuIxVI89th8amvDZGS4+OMfT2PixL4Ah0x6ysuzdjKNHjOmlDFjSgFIJi2uu+6/LFxYjculs3ZtI0uW1JKf76GgwM/gwUU88MAZeL3HtnikkAfUinlkMGzYMDl//vwjvt0grSxhCdVsI4ssBjKYQvaRY/qG4MMwXFkNpgU19u4RLoGKaHXW4fJs+GXu0dU2OhJosmBqk7KL+UEmDP0KpKPFgptrYXF8e4Tqmmy4PGvnieTNtarbL99QaaulCVXPZaLImRMVKQtLFZmwUK8VGNDXZRIVLVQnPYQsH693hlHHbnfzNwLPtsCDjZKtC6uwbYmR9sRLBNzkvjyP+88p38nq45Agk5D8GFJLQCsB93jQcvb/uUNEdV0j562Nsc7wEXe6sTQDwf9j77zjrKqu9v/dp9w6d3qHoRdBBWxYsBeMRlFjSaLRaGLUN5aY+IvtfS0xtiSaxFhiElskdmNvWFGsgCgK0tvAwDB9br+n7d8f+06DGRhwgEF9/IzM3HvuOfvse8pz1nrWswRHyDQvjAt3aeC7OXyagotrVZGHmZUiVBrK0b9zhe5jrfDHhg6D5NnnPUHt6wvbhe5tW5QScnP93HTT4Vx00cYu3lYyyecPPMCKd97BSafJHzKE1tWrmZHWefTqu5G5eQRCYRCQ88m7eICRTpEsKEG3MxiZNOlIPk3DduHaSJr/Hdn38+x58HQMpmZ7ep6Rp+xJtG11vfz9KfDpNEWspKTLZPpC6u9/zFOu+f/4NbzyT5DZkijR5qAsIBSBc26B75/fp8PzPOWxFg6bm+wp2Rd4663lXHHFm5SX57BkSRPr18cxTR3H8dh77woaG1Occ84ELr543206jq2FEOJTKeXem1vuWxvZWmerSMIbCZsamWRUOMDhBS7N5gpWsILvcQyDGbKjh7lJHBqG8wvgX02q2i2Q5c05GtRn81ajfSoF8GTWJPrqrYjy7Ewo1OHyPtrHkG5xZwV86TTQ7NmMN8oo1TcW/SzMdAiHl1gqAhbUsr5SZL21pCJcqaylxFAfTIgsIBJ5H3AYIyS1ySH8qu4ILsz3MzGk0sR5NHNAMEXYqPiulK+X2CsAdsbFdjz8pmIPMjt3hbWtTJu27OuRLS8OreeDvRC8JpCN0AoET4PIH0HvezJQUVrEswVwT7OyLgkKOCMXzirI2SKdn5RwY7268HduRF5jK4PeSzoNfYRPkbE2GZaTypZ5ZN3FO0PTBC++uKhbsuULhZh40UVMvOgiQJlWHlcNryc70upxD/Klg5FK4pgm60eNI2/tKvzxKMLzCHlNtDo2f3Hz+dWmhPpbidNr4MV4x9/Tk/B0FP5bteWn3Yo1sLIGyothl2E9fP6Ei+DT17qmVqVUvgeGifQcHvvPZ9S9eSM/ki9QKlwEAoHsmDQhIJ3YuFqzD6Bpgtzc7SO4/PjjmnZCV1eXwOfTsxE0SSJhU1QU4vnnF/VbstVbfOvIVtpTppf3NStvJQHkmSbzY8NYnRrAhQPfQ9fjvM8MBjEYsZHcuv9ACFVluMKCNxNK87PegbWdLFK+yFZj+QX8qVG5mh++HSvTdkY0UM8MZlDDaqIiimn6iBBhJRqTOIix7Npl+dF+mJFQN6ZmV823hSJVbaSpwVVRxaNCiiD/qXUtRXnvEHf8eIQBybDwSkqNt7h6/bGU6hbCXYtOgohIcE/ezYwuuADMb0YZ9LbEWD8cY9rcnRtUgjsBCEHV7GVUeCsRboDbbpvBwIEFTJ48nMLCLUxLpR8HewHIFpB1qMS1C6n7IfUY5N4FobP7nBxXmnBjKdz4NdZR70KN06HBakO+rqpsO5OtvQIwzgdvp9RDQ/6P9qJhRlchfhtXqKzM6XWK6S9N8F6qUzAn+9PqCQoNg3RuAUJ6+BPR9o14hkHAZ5KSGp+n4MA+jP6+n1BEKyQ69JmehGkJeDsBla8/w7s33EB0zRpyBwzgoP/9X3Y97bSN1mPbcN1d8MZHoGsqWjZhDNx+OUQ2HO+4Q+HUy+HRm8C1sulBDcwA0nVY5+Zz+6Prubd4Jhlh4EkNTXjQhXB5oPtgwhF9Nxk7AGVlYbxsaWLnTJvqS67+dpxuShd3MnzDk0odkFL1ljunBu5pgvVZR+uU1Ki38kh4HutsPy83V5J0fcSIkab7stf+BJF1Vi/Q1QWidgMvOolKW6Wkenr8TbYv33foCinh5Sj8oTHFP61XqZPrSZBAAhYZkiQw8fEe71JPV5+Yn+WruZ+fgphUkawWTx1ftoSRPjg6DOtHw1NVSuf187Iv0RF4mPiAXE0gZZiwfyUZ4hR7X1CpraZMS5CRYa6MnoZsvRC8xh0xPTsVhIBbhweY9O58cuasomrJSn6x+B4e3u+n3HjZHZx32l84YPT/8Mrzj3HKKU+yZMkWzmn6NRAmeA1ACnWGtSEJ0Ysg8Y8+3KO+Q1Bs3K8SlLluwQZ3g49T8GpCRb2W2LDykDFEbpwCqPOl7b4Yifjw+XROOGF0r8YwtUU95ftERzELgKdpNA8cRigepXzJPOxACOF5IAR2USkiEMQn+l4K8XxM/ds5Qqhljc8ffncmz551Fk1LlyKlpHn5cp4/5xw+e+ihjdbz2Mvw2vtQWgglhVBaBHPmw18f7mHDZ1wLd82GooGgm2D6AInti3B141lUVOYR0F2SIgdHGEjZmcxKVcV4+E+gfEifzMOOwjHHjMA0daLRDOGwSSJhEY1mSCZtFi5s4KOPVgNw//1zeP/96p2WeH0ryJYr4Zo6OKkanoops08P9SMAB42oE0FKjzXpfOanPVodHZOdQ5B3fERFVZbbPRuctlXEpT11sUvunMfrNsFaG8Yug9Nq4A+NLnesPpqn6nbD9lwMdAwM0qSRKJ3KIhZ1+fwYv9J31Gwwp0mpLAgWZFTvxESn9w0jTpFuEBbKfd4QAAJLCvK0JkxSIPwgIF9LsNYrY7lTAOnXt/V0fCOgaYIHLtmTMxpf4j9jf8g1R9/CqCHLGDygiXBYEIm4XPnLpwn6G7n55hlbtnIRAJlE1b52d8YlIfl38Fr7YE/6FhFddSOoczvIkiPV9aBzCyXHU50Pop6KehXpEBEC76QJnH7vSUQiPvx+ncrKHEaNKmSvvSo566zxvRqDnd1uSHS0rsoe/gz56lMumHorR37wIpm8QjIFxXjhHDIDh5CRgqGmqrDtS4R7qJUQSNLPPInQNHzhMLphYIZCCF3n3d/9DiklS5c2cfHFrzBx4r/4zS//zerWd5iR9yXvlS5ihW8tRYWSl98Fx4H6JnjkRbhjKrz/qXqNobvDwyvg/56G718AP/8Db5z0X+bZQxBCMFfsioFLIwVY0shegYTqB3nQaXDJvX07GTsAAwbk8otf7Mm8eXW0tKRJpRzSaQddF3iexLJcZs5cw623vs+vfz2Nc899gUSiO+fC/o1vRRrxlTj8vRliHrgbXBxVixOJJX046PiMKFJL8HbjnowOGowLqIqx/owqE+4oh4NX9Ey2QL23zFbpxLualG7oT6VwVKTvxpLxVFWe0X+zrxvhrBplvpkjIGCk0ESaubFdKA1WMz53VftyDg4gyHTjnnV3s5pfk2x/xexPEghK+CAFp69RFZNFBgxiENV6LbXCjyvVnAlsbM/Ac0No3dwAJAK8Tbsvf4cODKzUuOXKp3EyrRiaTSqt6kPLS+pYVj2EgJHhiAMX89hzEaLRTO81KoFTwJ7NJk1XZBzcVaCN64td6VNcUaSqmD9JqciSB/yioGtLqJfiEHUVIWqDqUHGE0SPGUfTz3fj44/XUFsbZ+jQfPbYo6LXIv0puXBnk2qTnaerCHDag4AQPHb0eGa+rpG/cDapZ//F9CNPpXHUOAiEGG7Aw5V9b057Tj78uVFdu9qiZpYHupQMf+O/6L6uNwAjECBZX8/qFQ2ce+7LpNMOBQVBWgYU4P54NEJoaEJjoS5Yv2wtAz8awKW3wtQXVGoxP6IiX/uNh79cCX6fAftPUT9A4Uer0bT5ALyqHclIuVwVLnqCihyXQE4Izv8LHHDiN0LHmUhYPPjg5+y+exmaBp99Vovreriuh8+nIaWOrmskkzaRiI/HHvuSJ56YT3l5DmeeuTt77VXJoEF5jBtXts3F/F8H3wqydXuDSqE5PVIRoW6MboiBwVUsiY/gw6Y9+FRIhpiCoyPwu5L+TSD2CUKVAcuyHhDdBa46W0Q4Uum5jlsNvymCm0q/Xv/EZRb8oQHmpNXFcEpE6T/C/ffYB9Rx8Ukq+5QtwPP8mEYCU7h8Gd2N3SMrEELLEikV4RpKV+fkpqwOpu0J3UTdhtusHkb5FMFa4yjX+suKYVd2Y5G2EMsfpcYykbhIIUnEDyeiR/AkaChlcqsMU6Y3M1xbDeYe23uKdl7Eb0Fzl+MzlNjW77cwDQfbMckNx7Edg9ycKEIoU89eI3A8ZKZDalHPy3jrQfbPfH1EhzsrlO1Dg6Meujb0YmvKZkY3vJcLVJWuYWgceOAgtgb/VwyvxtSDX9slOajBfRUwKm80I158kdq5c5mcTmOMGcdcM0JEU9e4bVFNPdiEv5bCb+o6os+GgD+WCuJ2Gsdx0PSOCfJsGzMc5vmXlpFIKO+pNQkb70cToCUNrofmV+G35qF+zPkppr4QRBPg80M0oWQHH8+FV96DkzYwjd9nnwEMGZLPihXNuCU5/EFcyJDoHHbLbeQnF50E+34Pwv2gk3sfYebMGtJph7KyHFxXfQHBoEk8nqGpKd2uBUwkLGprEwBomkt1dSu///0MTFMjEvExYUI5DzxwAoMH5/e4rR2JbwXZWmEpVYWGp7qQdyt6FziewbTa48j3tVDiryXulBDWcng1ptqN9IUH0rbEuCDUxHrnWg7qy3dQpfKHhuDoLYhwNa9YQe3nn+MLhwlNPIBzW3JIecqTykNV8tTsBD0Z015X13nHDWPqrRjCJunk4OLiYRMkRIo0g7P/dcZaW3llxdu8hzbYRpt/UYGmChkuK4YgQX7AKczX57EqUI3r5jBG7s7Y0kquEzAtOhzXbUUXkCPS3Bq6DeGbAL4DtuV0fHPgxSH9HIoCqy9ACA1N89B1B4SHEJKZn1Vy+OFDt8zDR+gQmAypB4FoDwsFIPZ/UPBf0PpnRcogU/10h6Ny1My1dUOArE4LJVv4OojoMGsY/LtFnQ+VJlxU2NHlQDMMKvfaq335HrzU+xQ/K4ST89R1ywNOjUC+IXjnvPP48E9/Ak3DME1c28bJZNjnvPN4dkEjgYC6hTYURhCaAE8qyYYnEUIxw3RVBvFVkLYAWcAHiZQiXK/O2JhsGYbG3//+fW677UPeemsFUsLgA4/jmMsn4avowzREP4FlubS2ZqipieE4LiBJpx1SKcX420Tzndv7dP7dcTw8D2bPXscll7zKc8/9qF+aoH4ryFaJAWuyDTU1JN5GZEtm/69hSxNXqouzT0tgC408PcTT0f5Pts7JV0UAGRdWut1Ht9rQluYSqMq5Z2O9I1tSSj7+61+ZdffdpJubcR2HVDhC6nf/IGef/dAKC9EQVOgqYrTMUg7pOwKWp6oDS/Se/XKKdHXDWW2r6JZEJ2VXkCHFvnnzGCiqiBChgAKGMpxBDEKnaxig0oRyQ2nm2qTSbYQrIuCLtBqHEDDcpD1tGCTI3uzD3mKfLmfi70vgR5Fy5iXqyHXe5SDffCKBkyF4EohvxSn79WHPzaZcU7RJwjVN4EnQNRfpuXyxcBgW+3HFFZO2fP1aIeiDwV3IxulEH/j2UQL6zDsQPP5r7872RpWp2kf9s0WJ50FdT4abcHEfOFv4NTivUP30F+Tp8PMNuk0cct112PE4nz34IFY8ju7zscfPf86RN9/MwrtnM3v2WgD82ao5w5B4LgR8At2AtAGmo2PRqZNR1k4jlYZgD5nroqIQt9xyJJalrig7kwnvluLllxezdGkT7b0RpGRL7D+lBMMQ2Lbkq6/qWby4kdGji7fVcLca34or9y/y4ZL1bSk0gcBDZrVaAomOi4eGJlx00dZaQn31ub56bGtwr3oQ7mh8L0cRnFdisM5VJMrdxPJZizxyRe96LAKs+eQTZtx0E6nm5vbHC5lMcdDV5/L6bf8hPLCKopEjVb8rVCub7U22bA/+Z53qN2hJ5clzRRH8ppvzTwi4u1yJgePt7NQgV4twZ/7+jGT/zW6vUIezC+DeRlV8YcmOeU9IiGftIFwJiy04twYeHNjz+oSA3YIauwUnABO2bOe/g0JqalbEHkYp5zQEHrqu4YlKYlzN6L2P5QdnV23dU7C5NxjDlNGktwpIZN/wgXFQlhRL8Nb21R5td9xeDgeFOvSux+fAr4pUyu/bAk3TmHz77Rx+883EamrIqahod7A/9dSxPPPMAurrEwyMOKyKpXFDPoK2SzgkSElJwKdRXptDU1BFszrLvwRw4mZcG77JJAtgyZJGHnpoLqGQQTrdEclyN3Xj6gaapiGlh+tKUqnu+qnseHwrTpuzCuCYkEDVcnjouAhcDOFS7l9Hkb8RU9hIqRHQknhSkPKCFPpayBOqjP97/TMT0AW6gBtKYeoAFW3Z3Qfh7H2kuy9aopzMc7Te79+su+8m1djYNY4rBP5YK1VzPiReux4rnsDLEo4hO6Cg87x18GhUXczCQglfr6lXeqnucFgOfDIUzsmDSUG4tBC+HAYjt8DT7/8VwbUlqhm1BhQJNbedrxkhoUT4/42pdinfYRvBi4HzGWhF2VBCHogwEACRi1n2FuP3vYDddh+09ekGYUDePeA/AIyhQAhEuUrz6sFsqZ8GRu/sEPojhICT8uD1IfDRMLi6tOfKvW86DL+fgmHDurQKqqiIcN99U9hnn0oSLWnGPDebsJTIwjAJn0G4IMi/xoYZlSsoygfThEwG4gnlw3XuKXDoxh6wOy0sy+Wee2axxx7/YODAP3PkkQ/zwQfVm/zMCy8swnU9QiEfeXl+gkGDUMiHpvVe+28YWjYaJsnN9bPLLv0vqgXfkshWUINnB8N/ohnuiDbQ7OgU+taSkUHWpCpJOLnkmk34RJq0F8aSOoNDK9kjdzFf1p/GSB+c2c9TiJ0xJgAnRGBGEvYJwPuprn352hBERZ32C6nle4Mlr7660Wu6beGYfkRzI45u0BKLY/lzOCHS0epjeyHpqpRosFNFpF+A66nWI2f3oJ0c4Ye7voY4xBAwKQzFLTDGpy6m0xOqEEGgmlK3aV8yHsxMweB+XuW600KmAAn6GHCXAE2Apiwb9F3BGNk329ErIf9f4NYrfZY9G5UjSoHXDMYu4NuKFOU3HJ4nmTNnHfPn11NcHOTggwcTiWwft/K+xogRhdx557Htf9ueZPrqBPgMDiwLENTgiOvhb1Ph1fchmYI9xsAV58JuX+MwbNMx9Sdt0jXXvM3993+GZbl4nsf06Ss5+OCH2HffAdxyyxEccsiQjT4TDJq0pQ51XSOYDZtaltueQt0cTFOQSFiEwz7+8Icj23V0/Q3bfFRCiO8Bd6BUqvdJKW/d1tvsfhxwZl6YH+X5+MJdyS1NAtsJU+fm4WBQoFnsXfIuKTtCwEizu9/FTBzDj0sNDg7tfD0Ff1ME8zPQ6KroUrWtIi6FmvoiXMCnKW3GLwog0Iv9SzU1YcdiG70uAN3OkJeO4xkGYV1wcdGO0bjVOkrU69vgGmSivIW2Jeam1by2VR8Hsu15BOp1kw5voyovw4q3PyDZ0EDRqFGUjR/fry6c/RlSStbPnUvj4sUEi4oYNGkSRiBAvaNacL2TKOF6YyDDjHqKzV0R0gIccJshdHrfD0gvgbw7IfUEpP+rthX6OQTPVOan36EdluVy8cWv8Prry0gmHQIBg6qqCA8+eCIjRxbt6OF9bZia4KjBXdMERfnwu4vhetWtaKvcGpYvb2bFimYKCoLMmLGK//53AamUzUEHDebiiycSi1l4nmTs2JIdknpcsybKs88uxLJcpJQkk077te7jj9dwxhlPc+SRw0mlHEpKQnz/+6M46qjhnHrqWK655h0yGbedJDmOi2FoDB6cz+LF3RsOFxcHCId9OI6ksDDInnuWc+WVB7LLLv23H902bUQthNCBxcBRwBpgFvBjKeVX3S2/PRtRf5CA/61XfjOrrOxNUUgCmk2pLtg3aHB7maC4f5LkXiHmwhsJJVIv0RUJ+SCldF3lhkprtWYbJt9fAbtuxiywbv58HjjkEDKNPZwAY8YQKinh9Jdewh/ZMVUzlgeVi5U+yteJQCY81cZl5rCeP7shZFZjVW3DAFNFrDZ1oXwtrsxzy7PHTJ0Dn6ZVNDEiFAFMSBhlx7jsqh+Rqq9Hui5oGlX778/k227byNPnO3SFa1m88dvfUv3hh0hPlboYwSCREaP4eMFSYsXl2Gcdyahj1vHD9L/xIyjWCvBLQB8E+Q+A1j9Lw78NeOCBOVx66TSEEGiaimh4nuTAAwfx8sunf/fAsQEsy+Waa97m7bdXoGmCVatasW2PCRPK8ft1qqtbWb06SjBo4LqScNjkrLPGc/TRw9l334FbZmnyNfDhh6s58cTHaWlJY9vdl2YJAaGQiedJfD6dAw8cxAMPnMBbby3nwgtfIZNx23tsX3jhREDyyCNfsn59HMeRqsDFU/8eccQwTj99N047bddsdGzHoRSux68AACAASURBVL80op4ILJVSLs8O6nHgBKBbsrU9MSkMrwXhywzMT8PtjZCvC/J0H0jl+v2/dfCP7VF33MeIuXBvM3yQhKEmXFKkvHRsqbRMA42OSFaBDvUOPNCiBLGbQqSyktyKCupbWthQwSh0ndxBg5j8xz/uMKIFKlV3SgQeaJWkXWWUaKOiSzf08NCT8VQJ+tOt0ODBgSE4IQf+r15Fq4LZFiF7BtQc9dQE98CQeq/FVa7bpQYMMaDaUfVqjoRxfrjwjitJNTQQKC1DuC7rHMnsdTEW/ftpzv3Zj8nRv7vh9IQFzzzDqhkz8OXk0LRsGVYshpVIYC1ZSvkPh7NfZCaxV6az2D2BB6dcwlhnJiNEEyN8p1Lg/xFofdhU7ztsMe66axZSyi43SOUQXsO6dXEqK7951gZfB4888gVvvLGciooI6bRNKmUjhGDNmijDhhWwalULiYSNbbs4jkdjY5KbbprBc88tYOzYUu699zjy8/vYcr8bDBwYIR63eiRaoB5edV0QDvvIZBy++GI9f/zjB9x222SOOWYETzwxn1TK4cQTRzNkSAGffLKGN99cQVVVHg0NSVIpm0BAZ//9B/Hvf5+40xHzbU22BgCrO/29BujSulsIcR5wHsCgQVtnkre1CGSN8p6Mqptkflv0VahGrZ+lYZ0NFTtRJqDWhgNWqB6JTlakfmcznJWrmthGPUh5qmG1RNliVOiwqBeC7WBBARPOPpvZf/87sXXrcNJpkBJfJMJJDz/MqO9/H83YcaFAKeH3DR4zMinyTYuYGyAhdYaYDn8tC/G9Da7jKQ/uaFJNydc5ENJgqKF6Z/5f1qg9IFThQbkOs1Lqvct70F/maHBXOVxRp6JaAKMD8GSW5BXrUBxr4m8zZ1KTX4aT8Fg4bn8WHTIFzbV5Fbh/+nIenDiICTkmHybVuMb5YRf/N8Is+mtj0QsvoPt81M2bB0BLURnvXPYbaifsQ16VYD/tQy7I/IW9a57iUWc875nfozaQpF4v41j6H9GSSFaxiq+Yh4XFCEYyml06WoV5LeAsABEBY9ed/iCorY1vFG0xTY1Ewiad7p9VZJ3RHK3lzfmPsMq3Br9nslfOJPYfMwXRrXfjlkNKyTPPLOChh+bS0JBg7do4FRU5aJognXbRNA3D0KirSxCJ+EilHHRdy5ItmTVmlixb1oyUgnvumcXVVx/UJ2PbNAShkLnZSkDHabPI0MhkHN57bxXptEN+fpDzz+8aHJo4cQAXXTSRe++dTWFhEM8LMHRoPn/841E7HdGCfiCQl1L+E/gnqDTijhhDs7txCwghlMYpvimzqn6I365XRMuVXd1/HozCZylY66k+aAFNRXvWOyqydWYvMyv7XXopOWVlzJ06lVRDAwP224/9f/1rCkeM2Ba7s0X4KAWPxZJoej2Vho4gTsrT8BDsHo4Dpe3LulK16XknoQhoANUP7vOM8hNSJriQlhBCWWmM0uG5GPy2qOd73q4BeL4KllqKzI70KbLWhoejSlemAc2RQuYddQr+eIxwIoqOJKPBuYvySecXsSprxhsQcGIE7h/Q961KdkYk6+uRnoeXm8+zV92JVZJPbkstoYE5vOc7kgW+cfxtt18ysnk2M0sPJyh8NNKwo4fdLWbyCXP4FA8PF5eVrGQxi5jCiRjJxyF5V3ZJD/QhkPtXJczfSTFkSD5ffLG+iwWCZbmEQgYDBvTvqFY01sC/Ft5MJs9DS3qk6up5o/W/rIuv4uR9LumTbdx//2fcc88s8vMDFBQE+eqrBlpb04TDPoJBAykVoZJSkkioK7yySpBdrkmZjMP69XFeemnxdiFbyaTNsGEFWJZLLNbzk3vbGD1Ptu9PT1ImIQRnnz2BE04YzYIFDeTl+Rk7tmSnJFqw7clWDVDV6e+B2df6FY4IqyhWruw4GBKeqiAbupNJaN5OgCaVleOGmGcrTy0N5V6so363JIzvZTGQpuuM+8lPGPeTn3ytcUqpvL38ou8e1qclXDIkyBV6+5NmUPNodUyeyyzl4mBp+7YvX696Zrb1hkuh5k11P+yAQOn5wkKR0hKjq+N8d9AFjM7OpyPhkRYl3E54UOsUctj4fSn8YiarJx6higtcB0fT8Js6PjvDAjMHxyLrBKd0Xo9GFdE6rwD2Cvbv1lHbEqOnTGH5m2+CECwftx/J/GIKYuvQwgYi6KNQNtJACR/Z+zEhuICn0z9kiH8lg7XBm1v1dkecOJ/xKWnSJGUCdSQKFoiv2MX2GJv4a9a+wqcOWqcaopdD/tStP2lk9soggptebhvhkkv25dJLX2tPh7XdaM85Zw/8/h3+7L9JvPf5E2QKXYyvWrHueh+5LgYCvqycwYCf+tnvp+d/rfWnUjYPPvg5JSXhdpF7ZWUO1dVRamqijBxZRHFxiLVrYxQVhcjL82ed6jvW0cZbDEMnnXZIJjfRv7MXiMctqqtbKS4OUVrac2R42LACcnJ87LZbCXPm1JLJdF+NlMk4ZDIOQgjy8vzst19Vt5qrdetizJxZg2Fo7L9/FQccUNXN2nYubOujexYwUggxFEWyfgRsg3Kgr4cpEXgpplJpPpEt1xceV5U20Sw8iihG20ksyUzRc7seF0VwdvHDakf9nqNBmdg0eehrPNQMNzSoqFpQwI/z4M9lqtHt14Kws0So694IBHE6TLaWWErM7svaQ6Rctf9tl6WsQ1I7qfJQ5DTlwSGhnntIpj1Fdt9MQLWllltqqeOq7SNJCc9e9kdOu+qnCMtCODa6ncExfaStDLYHlm4iPC/b2Ffgor67h1thXgbKDLi7QlWSbgnW2h2RvD0DMDG482WlxvzgB3x2//2s/vBDWiL5SF1H0yEwNIzwvHZ37oQvj5BI0ZIsZF14JYd5eynjs68Jz5PtkYavW/VVTz1pMiRlFF2mENmeD5Y0mSXfZ4wwECI7aCFAKwZ3Mbgrs95eWwB3HcRvBetD9bfvQMi5AvTNCDX7GKeeOpbq6lb+858vyGQcNE0wefJwrr/+0O06jq3B6vRySLhYt7yNTFmIrBZKNiZ58/IrGLT7PlTuuedWr3/9+kS2+XLHcTVoUD4NDUnq6hLk5vrJzw9gmjoFBX6kFAwYEKG2NoHneV1c1zMZF9t22W230m62tHlIKXn44S/4xz9mt0fODj98KNdee0i3ra18Pp1rrz2YK698C8PQcF2vPWXo92vYtmqp43nqqmqagqamFMOH5zNt2lL22quS4uIQAE8+OZ/bbvswSyQFpqlx882Hc+ihW3jM9zNsU7IlpXSEEBcB01BBhAeklPO35Ta3BmEN7quEN+KqWs+nN5GT+wZ1viaeAUKEmMi+lFNBHv3bcOvUXLitqfv32khEuaF0aG3tI2qd7ef59EwrXFyrthsWSrR/f4sSlU8dqBrgvhRTbYdG+RQR7m1F6PE5Bv+OajhSkSgpIe6amFqGvQIdobsFVoeju56NrmVkB7FqayjdFvVyUdG/ET74dQ/V6Ymsa/1nadrTf1Iq4iuAPE2NyXYh6gsx/c+PUPj686Tzi/DHowjXxdINkrmFICWaY+PpOhhGe3spF1VVWufA1XXwcKXqP3ltvSJ5PgE/yYUrSrpalaQ9NeePtHZ0CjCBPQLw2EAYshNFb3Wfj5OfeILHjj+eAdFGTL+PUGEQX8jFctVOBwyLQ4IzKBZ1PMKP8JpCBMVUCE2E8IVb7bP15pvLueWWGdTWJohETM4+ew/OPXfPra74CuAnLRMImUK0n52KXseEQ0wL0aXdsBAgtawz/hZAZqD1fLCrQWjK4NX6AFovgIInVeRsO0HXNS6/fBJnnz2BVataKCvLYdCg/n1NbUOuG6F+7hJkPIMoUJFBCZDnh1UJPrnjDk7697+3ev0lJSE0TWDbLqaZbRnn0xk8OJ9Ro4rYY48Khg7N46ijhpOXl2103ZziBz94gvfeW9XFZxqU7/Tcueuzqccte6qaPn0lf/vbxxQXqyib50neeGM54bDJNdcc0u1nDj10KI8+ejInn/wE9fVJCgsD5OcHyGRcFiyox3UlI0cW4XkqdbhyZSt/+MMHVFXlIYTg0EMH88kna5g5cy0FBUFGjy4iHPaRStlcffXbvPrqGe37vTNim8dtpZSvAK9s6+18XQQ1mJILh+VGeYwnsu2HPTKkqWM91ayikCKqqOJIJhOgf37pvy9Vou+egse7+5TousRQJKDBURGSA0PbZ3y3ZF0jgtlz3ydA8+DFuNKUXbgOVtlq/AGhqiSnDuhdOncvv8FZBUkebg5gSYEjBT7N4qCCj5neeCSHFKrtfZiAFbaKViVQxMME0qg5yYH2UFQm24h3chgerISC7BkjszYar2dTkULAvLRqzaMLtX+xbH9KHRXRyhVKhN/qwVp8BI86nrJ33qC5ahhS0wHFfo10EiEEnqap5r/ZsbSdrMU6LMqoSslT18BaR43fA25tghkp1QA86inN2O2N8GirIoxtz8wOMDcDP18L0wbvXGnJUGEhP3zmGYY9+CCfNdRQExpOrkzgMzOkpJ8DjA+opJaYl0+VvhpBA62MAftjaPkUCh4FfcvSEh99tJqf/vRZYjFLtfzxJDfc8C627XLxxftu/AFnifLccteBuR8EjgOtqyapjHJM6ZAC9OwB52XjsjoS6bWACHWEH2VSpf+2lCxmZkDmfTqaZksgFzwbrI/Bf/CWra8PUFoa3mRaqj/igJFTWPblh+1/SwCfhha10RyI1Xw9hUw47OOMM8Zx//1zKCwMEggYNDen8fl0brjhMEaM2LiRZEFBkDfeOIuBA/9MXV0ia6ehDplg0GD58mZmz17LPvsM2KKxTJ36BaFQR/RW0wSlpWFefnkJv/nN/oTD3V+Q8/L8VFXlsWhRIw0NSRzHQwiB63pZd3iT/PwAH3+8Bikl6bRLYWGQZcuauP32j9B1sCxJKhVj7doYOTkmu+5aiudJPvmkhsmTh2/5xPYT9O8k+Q7AYhbTRBMWFg5dKyvqqSNFCh2dY/j+DhrhphHQVERoqbVxOjEIPD4I/hOFF2PqYnFsjmosu6EJ6LbCGnvjG7uhqejL1XXwWUZFnNqe85tduKke7uvFtUII+F3BIEJiGdPt1eQYcfI1jab4YUzLFFIulNfWGwlF5BzA6KRvG2TCRfnKgT7qqQhSSMCEIJwU6Ri3lHBTgxLLZzvgsdSCgiyRahOxdypuJRtRxyeUGD9PgwYR4Lh/3UzzkJHUDh6F4TgMWPg5n08+hYVHnKjIVqd1VBkd910BPNyiiFZY60hTOh5MT8IJ1crWw5GwxulIiYoNxrTcUqRtrx0j4dlq5JSVcdiVVzLRg6kt8HCLZK3VwC99f2KiPpOFclf21j/BwY+GS5GoBW08uOsh9RjkXL5F27vqqrdobc0QCukIoUhwPG7xt7/N5Lzz9uqqN0o+CbFfgRdXpqbpFyH1JOTepJpT62Wgj0ITGodaGq+bEkfoCCQaknzPpsCzyRWV4NXiIcjg4MOHnvuH3keinKWQuBOSDwDx7IsG6syKgrcUvNotmodvM4YO35NJFccww5uNNNXZpDVb+OtcHCkZfEj3EZ/eIp12OPXUseTm+nj44bnU1ETZddcSLr/8wG6JVhsMQ6OkJExraxohBEII/H4dw9CIxy0eeeQLvvhiPYccMpgRI3pnHNvUlNooTa7ryucqmbS7JVtSSi699DVWr25FCDrptjrc7hcsaKC4OEhrawYhwHE8PvpoDamUjetu3BMxHreZPXstgwfnZVOQOy++I1sbYB5fkqT7ML2DQystfMVXHMyhhPthKTko5/a7m5Sw25Eq4uEXsJsPno3DfkH4TZZgbW/NzhBTeZt1Jne2p8b3XkJFtNrSeB5qH16IdaQ8NweBYEbrCGw5gowG61ERHQ2VrhznV+RkfEBpqeIehKSKRt1frkxMaxxFUDzUCbIkA39rgufj8FClMjl9PgZleod+a72jqkADIlt8ILLzKztSk6BMV00B91TA41Hw5+RQsW4VBdXLEJpaat+n/kHFki+Z/j/X4vmDSCEoFh29Gltd5eE1L9MxV21IQbvGq9hQ0bXmbISt6zyp12ypugxsL0iponw+0TeVlWENLiiECwoFXyUdzOZ3WeaWkCOSaAIcNHxC4hfZWK8IgdMLJYPXBOlpqpG0MZ55X67Gb6YR2VCjEAF8Pj91dQliMauDbDk1EL0ApKPaAyHBawTrLWicA1oIpKd6KObdwXixP7WZh1npK8FDw8TF53kckVgGufdRnbwSn/W+0g0Kgzr3GcbJSRibc6ZPvwItPwPZjGpJ3wYHddRoQBK0gi2c8W83Dj/jUtY/+TbL3nwDz/UQnsTSNHIHDmTiRRdt1TozGYe//vVjnntuEY7jEgyaGIYgkbCZN6+e2277kKuuOpAxY3p2Rz/ggIEsX95ETk6HXCIaTZNOu9x11ywMQyMYNDn77PH8+c9HbzateNBBg3jssXld9FmxmEVpaZiWlhSaJigq6poOmT+/nkWLGtu1eIahtVtR6Logk1HBi+rq1qx5aYfn1qb9uSRr1sTYZ5+dtwoXviNbXdBKC6tYucllJJIYUVawnLHs2i+F8+cVKBuEakvdUC1PtappzkYBAMb44U9lMC2utGphTem9Dgqpnorvp1Rk5LgcGNaHko7rS+HU1Vn7iaxmywJOCMNTsY2jLy4qyrQliHkqXQfKJ22ZDUO0pZxn3sm+8hMso4C35Jn4/D/EQceTimBdUQ9fpjtuTRpq/qod2NtQWqznst2KXNlVKF9pQr2rKlibPEWyXAFFQEuW7CWyROvXhXB8RC3/4nE/YtR/7iLjCyk7A10n3FjH5Ncf46g8g8HX3MCTUVhuQ0NWyB8QyjPtrib4sFPZqYciloKONG1YU8QmJbv2xWyL2Ta58Lt6NbaTugiE+h7/aYFfr1fkTxdwRAj+OxCCfdRdZGywHNKlDHSj1Lsh/BKCeJjCRmgVaiGZBH3UplfkLFR6Ji8BpJHOWkzjHJIpP0Z7eDOJ9FQr94KCTpKC5P1KI6V1atkiLSAGMg1eGJCQfgokGAX/4JjWx1iX+Zxao5iQtBhqrSMQ+AmrrPvxWe8T13JA6AjpUJ54ik+0HCYFbu55/NYspdGSUbq2Qm9D2wmlgdixomPLUkLuntJS/Q1CCEYdP4Xq9z8g09Ki6kelxAgEerQw6AmO4/HCCwu57rp3WbmyGc/zSKXcdqF7KGTi9+u4rsd5573Ek0+eQkVF9/YY1113CM89t4h43MI0NdJpm0zGy45ZbSuVsrnvvjkcdtgQvve9kQhBuzZsQ5x55njefHM5tbUxgkGTVMpm3boYsZjNhAn/xOfTmTx5GPfdN6W9r2VjYxIhoLk5jaZpgJuNtKntSKmIl+t66LpOKGRgGBqJxOYv8Fr/u81uMbZpu54txfZs19MdZjGTl3kRb6M4wMYopYxRjOZIjuqXhCvqKmuDuWnVEDkjlWmrTyiGXeNkBdtSpbRcFAEKaerGbNLhNXVTKRyZs8nNbRGej6qUYbWtyMBZeSqVOXKpIgGdT38HyBHQOqbn9X2VgvtaVbXgD3NhWrYiMEdTgvXyaC3HffofViwbRn5FE4cd9Da7VizkCetMnvF+TbEOCy0YYMBXltp+m+u8gbo1lehK/zTar1KvNzVARadHFSlVpCkglDdXQzbKNciEU3JVJC0l4bAQFGU/F3Ph56tsjL/8nrLpr2B7HsKyyDcEh51yIgdcdhmB/HwcqVoszUkrvdZRYRW1+ioDk1ao6GVQqO+rxVNFdweHO6KHqzKKrGXICvezY/YBo32qurHZg7+VwwHbSLv3ahSOX6O23/mZeoIP5vSlRZs1C6KXqMiSVw9enRKEG3vSnkrLnwpGD32bpISW08GtBqQyFJUxzrpkCs++uguGLlW1lSfIZDSOPGoMzz//Y7XdxF8gMw1kKxBWkS2BMibFAnwdrYI8B4QFJUuVliv1PFjT1FgDJ4N5MDVNo0kLkJ2iWKaXIamFGVo4u2fdaPNZkHkta/OQhg3kENk1gVYCpSt3SP/G+voEN974Hh98oDyvJ0wo54orJvX7/oiJ+noeOvhgomvWYAQCCE1DSokVjzN6yhROefzxXq/r+uun8+yzC1i6tIlUymHDW7GmQV5eACEEQ4bkc955e25k/NkZS5Y08qtfvcqnn66jsTFJthNYJwh8Po3KyghFRSGEgMMPH8pllx1AcXGImpooyaTN0KEFGIZGU1OKZ59dwKxZa6mpifLmmysIBHRMU8d1Jem0zfHHj+Lxx0+lri7Bgw9+xp///DGW5eB5yntLZAuVQiEDIQT5+X6SSZtEwiaVctA0JeTviYYYhjJLNQyd5csv6ZcC+d626/mObHXCe7zL27zZK7I1gpEkSHA0xzCMLWi4tx0hJbwUhR/XdOiSTKHc0KMutEoVicnXFJFochXpOCDY0c4n5SniMW1Q75pVb+n4IPvkJRXZWmt33JDbdFtHhODVId2v4/y1SkTf9o0JlK1BSKiIVlMdlNy9ilAygfB52LaJrnv88sK72Gfkp0yJTQMtj+Isw1tkK7LlZLffRvxys3N0ZBguK4Yp1Wou21r3tLoq0vXwAKVLM1HvVZidOhN0g6SnoouzVqyldP1qJg8rZ8ywqvaU4ubwfBQurFXRorY5G+WDgZ3un2ttODEX1ljwTlKR3EIdhpkdgv8mF3b3w73bKFI/agkssbsSrbbv98thMLYvr6HOSkg/C84qIJUlTAkwx0H4MjB3yw4gDalHIf0MSBf8x0LgeGg5FUQp2LMAD2Qry1YWcMaFJ1Jdk0dRQZKjD13O0EGt/OD031JRORCiFwJ+cBuVFgoXyAEtoHRaeCDyO/RWEpBxRfyCP9h4H2SadQ3DiWthhOg4FjTpomETLppJCT2U9TdMBLdFpUDblZudCZemxpr7dwj/dCsneevx5JPz+NWvphGNZjBNjZKSEEVFQYJBk6efPm2j9FR/gZSSd665hvdvvVX1NBUC3e/HDAZxLItgQQEXfPYZoeIeWkx0wsqVLZx66lOEwyYffbQGy+o+l5+X50cIQVVVLsceO5Jbbz1ys+ueOvULrrrqTWpqYt16cOXk+DjoINWtpb4+QXl5DsXFIebPr0fTBLm5fq677hAmTRrUvt8jR95JbW0cXdfaI1Wuq8Tv06b9hN/+9g3icYv6+gS1tXFs28XnM7AsF11X9g25uQGKi4N89VV9expTVSaCYagCgdbWjpS3EGr/Lcvl2GNH8dRTp25233cE+ktvxJ0KwxjGdLRekS0NgY7GMpb2W7J1dzPcXKcq7tqQkbAq62Cuo6IbjS7Up5Spp4siYgFNnZzNriItey2H/ULwq0IY10c3xs4XAkPA1cWqkXNbVFkIKNLguh6kCi9E4aGWDm0VqN/npOEX+Sr689qboCc9CgqbsaViIPF4mKeePI29rppDkbaWlV4ecU8J9SUdYvK230FF/zzg1DxFVP5SDleuV0anEpVy/VOZimQN2oJAQUhT6buTxlcCW850TsiF43NUVE0X6vv67Xpl52GKrGWFHy4thIiurCKOXqUIYG4nPhcUqkq1t5AS5meU1m7EZhp0A6zspjy2TTf2UbKPyZYxBHJ+3XWweCD0rq9Ff6ssELQCNZrUQ2DNyH7pacDOGooaDB/SzHMP/pePP61iwm7VhIKC/AKBz38TtKRB5ICeD8IP9rqsPUO8k1hO30DYbqnKQtHTJdhP3CjH5zZgdzIg9Xspqv1D2YNN5Hy1gWp/ZL1KaaoXaT9TRB7kPwKBozczkX2P99+v5vrr3yWZtAiH1YlSV5dE1zVcF155ZQlnnjl+u4+rOzjpNKnmZkJFReg+Hwufe45P7rxTES0AKXHTadx0GoB4JsPCl15iz7PP3uy6lyxpVPY3YRPX7fl+4zgepqlj2y7jx5f1atzl5WHMrGlhd1rXioocdF29X1aWwwcfrKa8PIdhwwoQAqLRDJdd9jpPPnkqgwapvoQ1NTEsy2n3/gObcFg1v7777pkkkxbl5TmUlYUpKQmxcGEDtu1RVhbGcTwqKyNccMFe3HjjDHw+vd2DS9dFdv8Fe+xRgZSSzz+vJRazspovwb77DuSee47t1b73Z3xHtjphAAOpoILVXdo5bgwDAxB4yOzv/Q91Dvy7Oasf6vR6G3nwUEQrg0p7eXTcF+ZkYGxW47PKzvZQ1GFhBs5fp/ydRvbScX5LcG6+unn/s1n5bg00VWuc/XqoQ7i/eeO0o4Z67bU4PFAJry8GX0SgdSLQ4XCCdWsryVh+amU5adRcBGTH59sgUVGqChOuKoYJWVKwTxBeHaxSeRqqynFH2SdoGozrVE342EAl4F/rqGKIo3MUqZuXhktrVeStOlsVuotPpTVbPTi8l/Uer8Xg3LVKc6ahPNr+Uwl7dxeQ8BLYifu5xJfhJec4JDqrvCFY+NqPxYnbuhJSKDOFLnDmKdsDrbLjbqQFwF0B+iBlHApZohYEWikvTXHiMfNQWqcQGLsr4mK/B1r2gUsEwRgPzmKQdYAN2lBV9eelsyw+gzrKQir6Jp2NSZcQ+HKuRm/9FYYbwxZ+TJnB0UwyobM3bT0TOh9iV4M+ErzV2cgaQCn4j4DcG3tOo24jxOMZ7rtvDrff/lHWEkCiaRo+n47fr7N+vTLtXLGiZfMr28bwXJdP772XLx99FM9xcCwLw+9n3eef42V6sowGPI+3r7ySoQcfTMGwTc9vSYk62TRNIy/PT1NTutvlpATX9RgyJJ9jj+2d5cekSYMwTR3DEDiO7JKia4sWtSEet8hkXIJBg9raOKtWtWLbSjf2u99Np6QkzIsvLiKTUWlOTVMVicrc18Lv15k9ey1VVXnZ9QvKyyOUluawdm2URx75AcXFyuZj1qyaLpWMtt0RzdM0VUUZj9vsuWclxx8/ijFjiiktzWHChPIsydu50T+Zwg6CQPBDTudf3EuCxEbWX+507wAAIABJREFUD23IpyAb/ZKMZvT2HWQv8VUmm56jw5yzc8JYoAhGwuuIMLRFczxUVZ6W1XflSJd16xupNkJYvgB7fJVhStBjv5IIE4OKeOh9cC4IAWflwxl52Z6Em6mWTPeQAW/bn72DMDAfahvKKTRr8AkLS5pIVxAyk7zoHUeLLGj/jIvaZiorMs8RioD8qkjtY0BTkaIXYvB5Sjnxn5YLvn4m2RviU2NuQ9JTzbavzjbXLtag1lP78mUGhkmlBTu7F/0xl2VgyuquPm6LLTi2GpaNVNGzdkgJ0d+g27M51BzK284RpPGzizafL71xSHTCwO47wnbCXa7+bW/WFlMEy2tERcFyFXHyWpWmSQxSZIk65eSuj1RRLBkDQiDX09GZTILMpg7Rs+k8oQhVe1ueoPL6Sj2otGW5N2w0xMHmySzLD9GYvIOQu5ZGcxd8wXM4WD950/vmnwxYkLhHbcvYDfxnQOB7ynZiO5YgSym5+OJX+Oc/53SpOBMCYrEMkYg/azEgsSyX3XfvXfRmW+Lzhx5izgMPEC4uJhOL0bx0KVJKPKvnnn8IgS8SwYrFmDt1Koded90mtzFuXBnDhhWwfHkzY8eW8NFHa3DdNouE9lVimho/+ck4rr32kF7rlUIhk1/+cm+uv356tgBBucuXloZobk4TCHTc9i3LRQhlO7FmTQzT1PD7DVIpm8cfn5ftVykIBAxSKQfH6RqF8/k0Vq+OUlgYJDc30GW9+fkBxo7tSHUXFYUwTQ3LUinGtuiaakQd4MUXf4znSUIhs/29bxK+I1sbIJdcjuH7zOA94sSJEcXDQ0NDIgkQwIePFEn2YV8qtiL1sz2wxoalmQ6S1fZFtwmk/Sij0PlWRyTHh0o9pWSHa3qJLhH1dSyLFOFpKreY1H08nbB51bUZFjDZPwR/Lu87ry5dKHf5zeG0PKVBcumaRpSotjoRHW44GS76W4C55niGmcuJyFbqomUUHNzM39xL29dlo4jWUJ8Srv+uVLUR6oz1NhyxShmituHaepg+GAb102IqRyqj2BlJpStzgXoUAddRf5fr8NAAFb3bHM5f10G0OqdaGzxVbfg/eavAXQ3GWPBqwJmDplUw0pfhcnkHL9qTWeqNoETUE5Xl3L6j7q1aeVei5cxVlgzY4KxQFg3Bc1R7HGeximRpFsgQ6KPBXarE9whFoKSLk5lGWosQ8JIY2ECELmUJMgPkgT4Q9CIlhpceWK+Be556fQMMN45heO4xXV+0Ps9WPSYheBL4v9+VQAmhtGf+47JGqKHtSrA6469//Zh77/20nUi0QUVsJPG4IlyeJxk0KI/Jk3esJMNzXb6YOrU9ddiyahWaT/WmtJNZS6A21XcnGIEAht+P5ThEq6s3ux1NE9x117HcdJMqEhg2rCCrdVJtuoYOzecHP9iFqqo8qqry2lOuvcXZZ+/B888vorU1Q16en2DQpL4+gc9nkEjYBAImUkricYtQyGT9+gSmqaHrWntVpet6xOM2ubmKEGuaaG9+3XkakkmbWbNqCIV8RCJ+qqpyicctLrigq4xp6NB8Jk2qYtq0ZWiaQNc1HMfDdT1OP33cTlORurX4jmx1g7HsykCqqGYVceI4OGgIhjIcGwsLm3LKyaEPS/T6EF+mlS9UZ6H5hjE6A5Wqa3tO0VGRHF1T2q18oW6gg50EcwMRPE1Dlx6e0NAcG+E5WBmJGTT5MAUvRuHk7dx14+w8lSr9MN2VAAwz4IZSRS7uHw6Nh4IzPYcvxThlgrWHgKM61tPmOuRIyHhKz7R3Nw+RF9Wqqr6cTiaitQ6csFqlEZdayibjlwVwUDYlJ2XWy0vrm+jfluLDJHyRgWZHHQNt37eL+s6DQo071MsHydltfYzp+FcVElgUJv4fWA9k3/CBOSmrghcM80FaNlGpP06hWMcLzs9oDf6Sn/Xs1bhtYe4N+hBFrLwGJZAnqfZIAF4UkvdA4fugl6iIl1YF0V+A9VHWvyqgLCCwmRvYlU9DE3CEgSFd9kzOZUJ6YXae2mLL2ZbnWp4iWgBCUy143JXdkq2NELsVEjdmiSGQfhx8R0Lhs2pd/5+98w6Tmzy3+O+Tpu7szvbi3rAxDsV0UxwwYJoDmBZ6COZCApcQ3wRCLiSEQAhcekgIvYaEEHqAEHoPHRdw73V7m14kffePV7PNXnvXBWyY8zz7eD07o5E0I+nofc97Tlco1fk+XxNuueXDDVoiWJbk7p122i5ce+0hX/sF106nycRiFNZIZqSVSGB4JdvM8Hhwstl1R+eUwhMM4rhjdSOP6JsWrqKigFtvPZJoNE0261BS4qe9PY3W8KtfvcFLLy3GtjWmaVBaGuDuu7/HiBEb9kVbsqSFxx77glmz6hk6tJj6+hjNzSni8Sz77z+E6dMn8PzzC3nhhYWYpsEFF+yF42guvfRV/H4PjmOTTGbIZh1sGxobYwwcKHYTOd+s3O8g8UvZbBbbBttOEYmkqK+PMW3aeM45Z3yP3aR48MGpnHvuP3n11SWk0zY+n8m55+7Bb35zUJ/22faMPNnqBWHC7MwuX/dq9BnR2lrmP/ssjXPn8q/wYOoOOQW7aiCm6e3I1gOpXo30SuWrwRY9Um7yLqqh0JH24SAvFNjQmADHkDARR0kUhCebkXajljZkqQkvxr56smUa8NZw+FtE2mQZDSeGxWesyIRL6+CVBDhHABOBZqBY0VVbnNszXuRgWG1JO22HHud8R0v+YKDLa3Kvm52Wqli5K0CfXi/B2glHSG+TLQTtv0rg9OKvtsjwZVo+I0vJNnRFBiHWAUNI2VHrt/DpBo/LrnKLErmsZrhaTrFegiYg03M6K0aeqhSMarxKsWtAiKdjG5xTPIJeLIP6B2sRJB6VCpRnHATP7FtIs46C73DI3uW2+dyGuyoW0qK84rMVvwFKHwbTbYcUXQ9Ne7g7IA3EmOcfzQehfQg6Sfw6i4XBh6G98OkM30kv6fKmuUpagxAukAu3zkB2ETitLgkcsP51ttdA/PegfWC4lQ7Hgcxr4lBfcGp/997WQ+YTSD1BaVEKp9JPfVMBtr0uo/f5DO68cwqnn75tnGs9wSDFw4aRbGrCHw7jLSggm0qhbZtQdTXp9nYy8ThdgwhNvx8nm8WxLKrHj2fsscf26z1zPlUg8TuPPjqbDz9czcCBRR1Te01NcX7727d56KGp67xea80XX9Rz880f8NRT80il5Nba45GW4PHH78iNNx7eoRO7+OJ9ufjifbu9/skn57FwYTNNTXEymc5tsyyYNauWIUMkEFt0W/K1NU1Fe7to2BxHYnbkNRaPPDKbUaPKOP/8PbsR6OLiAE8++X2amxOsXh1h1KjSbkas32TkydY3AE0LFvD8+eeTjkRoX7ECo7SGQ157mVeuuJ1Y9SCcohJE0A97BuTiutqSCbtdAlIJa7TlcpPWUhlKI8aZy9dEuMIuJovCa9sYmTTKNd80cR3T+erifnrCMODMEvnpimYL/tzSZRiswP1xoZBqVpEhB4GlwXEF49dXrUuIcjqwnpeLnG6s0JTKVbEJyobfNAh5LTYk+DvlwM0t8pxTv0JSWm3KZ9pDatGBNODVvevfukJrGGBAc5dlaaCICAGVwkExxx7JTp6VmIbPNdCJglMLRiUKgyLdBN5qigsP3vyNy852zTttqeBYS8TnquQ+8IzdwOtmQtsFYM93W3td3cfcT1nb7mThF1JFylWNzBowhsn0IQmwZvJ5wXj8Oo3HdabzYOPXKT4v2I3vpBd2WXYFkBGzUe3I+9rLRBcW+y3oNnl/zyQouRk8PQzIUk/J64wuLSXDHZNNPrZtkC2dgvhdkHgIjCD77z2Udz+soKYqwsw5NThO5xGkFAQCnm0qiFopxX4//zkvT5+OnclQWFND4/z5GB4PZaNGkU0kiK5ZQ9mYMVTvsguZWIyV772HMgzGnXwyB/7v/+IJbN5o7QsvLCQc9ndzeS8rCzJzZh2LF7d0i+6JRtP8z/+8zJtvLmP58nYcR6OUEC2Jv3F49dWlvPzyEs48c9det/maaw7mrLOe7ka0crAsIXtDhhSzeHFLh2jf6mV6WWuIxzPcffdnzJ3bxD33fG8dx/ry8oJt1uJja+Gbp0L7FuI/N92Ek8lgJZNoxyFbUoY/FmG3Zx5COw7YTge5SCPeWeLvK9N/e7ki91JD7BLGBeH/quCEMPxspwFM+fJdgskYppXFcGxsw0AbJoGgnzJTljd1S1QptiBejHUPKekJv4KBJhwQFEuLCQUwygdXVa7fT0wpmezrYtiO1tK+DCmpcOVQZIjwPIiYtoIss8yAe1vXrTBtTRxWKIRv/bNOQgNaHfkObAyfpaDMqGeIWkuAJF3rWz/wPUqF0UaLLmSNU9HxOKrI1Q5FRDTuPwyK7xPx+eYifgtgiOjbKJR/sSH+p95foy2IXObqrRwxFFVhd1vsDv2VTBHWgFlMt1qm8otPl7LBqAIcYkYIr841suVi5dUWMSOE7thHBhiDRBTv3ROceqlk6aRUtpxa8d3Scci+AM1HQOqlHiu/Ad1OX/MSe8Jpg8RjEP0dJJ8S/dqmIvkENB8K0V+DI+3Z6RfE8Xo1yZSH0pJkt6cXFnqxbc3gwVs5uqCfGLr//hxy259pDIxgfp1J28jD8IyfTDaRoGTECE7429/44ZtvctTtt3PcAw/wk4ULuWj+fA655hp8BZtPIHpO3rW1JfnoozXMn9/EkUc+ykUXvUhbmxzRt9/+ETNm1NHamuzMK9d0kC7LskmnbZ5+et4G3/PAA4d1VL5yUF0GlBIJi2nTdufWW4/ENBXmRjQRWgsR/PzztcyeXd+Prf/mIk+2tnPY2Sx1M2YQLCsj0diI6fUSjreTDJcyaNYHYo7pWGh0h3t8wJAqVkWXT7/CFHH4LTXw98Fykc7lVz14wkTOWDObQDqB5Q+gDJOwqRjk89Dixrwcvo3J15ZkRIPWG3b1yTo32NLma7Hh7GKxSegNdw2QVmHMkdZcXEtbdpS3eyUslptm7OE2EFBisZD+CslWsQl/GdS99dkTQ3wwpA/62+bog9wROIbnik7hysDvKaGNIGnKjSTH+F5CYePFptYudXUtNnhGQdFVUP4+lH8E4d+7pGgzoR2pOqkeGhZVCtnPen+dtQB0uztF6G608iIjI65AXmuxa9BZsGPQfBBErgS7VZ5f+AtAgS3jnTVWAynVvZqRUkGqrRSKABBCJhZXgv8QKH0aKv4DRdfJcsjQMbno2srg1AkB0l1yWgMnyUSj08V+wHHH5wvO6eOO67ovVkDryRC7BuJ/gLazoXFHSD7b/2Vl3ofY9W5F0AP4wWlg7MhFPPHgCo6ctJSRQ2X/eb2KcNiHYRgMHhzut/h7a2PFijYmn/k+13y8M/dGjufuFRO4t/YgBv/2r5z8+OMM38zA6Y3huON2JBJJo7WEPn/2WS0tLUmyWYfVqyM88MBMzjrraWzb4fnnF1JREcSydEf1KJdHCDKEID5dG/eOzFlCdCVZOQSDHi66aB+OPXYMVVWFFBT4NiqHaGlJsnx5GwsWNPd/J3wDkW8jbucwTBNPIIBjWRIdAZRFmmkLFJIqDGObHgLJBNrnw0Du32MOVJngNSSux0AIR7kpPlJvxKU6s3tANDrhwhD3Hj+ROx3t5hQq5mXEQHOcf8tmJ24pfMcv8TuR7LohzGVKCMhov0wWNlpS1arYyNEwzAdzR8FdLfBpWpzad/PBdS0ywVhoCNGKOlIxa7C7LzOmZZ0CX3HLdZcAHBKEV7sUFrquwpl96eJkZ7OHcwcLqcCrvEz0fclfM3WUqAhz9d68ZZ/MYeZfSeggGlMqNKoAim7YSiI15ZqRppAaogudlBiaXuEeBcp0K1i5xQVBh4A0mKOkCuesATwScpn9DJJ/gYoPpbJV+piI1ZOLmRD/nH8WH0FCBfE6WTKGD/CxXzYhgdNOg+i/zMEQvqXTU0spl/Stzz1c0+F+791THjIroehWiE4HJ9a5jMBZ4D9qPcvYCOI3g13ratZc7zAnCu0XSkUycGjfl5V8FIknCkhwKIoc4Ro9ciRX/GwVjz4VIBjen7a2NKYpmXm77FK9TkXl68Y55zxHfX0MpSCdtnEczbJlbVx88Us8+2wx48ZVbjTIeXNw/PE78fHHa3jnnZWsWtVOMin9OqV0hzfVq68uZdasemxb4qMKCryuqN3pMDJ1HI1hKEIhL1OmbNyj64IL9uH115d3M0LNzQIcfPAw/H4PJSVBBgwoZIcdSvn007XEYpmu8rUOGAYEg15SKYvFi1u2yH7Z3pGvbG3nyGkF4k1NZHbalSU7jqe5fCADVy+hYZ+DqF67nKFWgr2Dil9UwJQicWr/aCScVSzEoNGWAOpJITh1NfxvPVxUC1NXwfIuvTiPoSjzKMo8cEABfK9oXaK1Jiti9eua4M24aKG+DhxVCMP8oj/zkRNyiz7+/kEwxi1EFBkSyr0xopVDkQmXVsLjg+GaKjipBG6sElf5WltasddXwbXVriWCJcL9VltI7vSyvnGPhCPGtFuq5XhLjewHA7nDyhXdSgxx298o0v+iyDBw8OJo8CmLcZ7FRHSIIhXlBX7FX5wbWKrH4TMC4D8Syl8H/4QtswE9oRQEzwanRSpQIO043Q7BH/b+Os8YUGXgGK6eLOq+zhYyU/BjKLlHlkNQ2pNGSDRhTj1EXf8kc4hrDGpRYzVwfNuLDM+sxac1wzO1nBD5mAGZpWDNAWstkITAsXQzL/Xu6bb/cgYaFtKYlvlO+bR6tFtD50DlPCj8DYQuhfIPaCu6i9lpRX0/EgDQNmT+4+Y2ugMBSglZIgGJO/qxMKTKp/yuzUQYESzkrthRSstCxLJTSCQsTFPh8RhUVoa46qqD+/c+Wxlr1kSYPVtITDrtdFT3Lcth8eJWTj75CU4//WnWrIlstXXw+UxuuulwHnzwOIqK5AQr5KnzJ522ee21JUycOJTGxgQjR5bi8xkdwdJay09FRZD99hvcq16rK44/fiyHHDK8w9IhR7QqK4M8+qh4uxUW+jj22B1pa0szenRZR3xPTwSDXhxHU1joY9my1i2zY7Zz5LMRvwFIJVOc+vT7fFhUg5FOAorB82fw/VcewXfAIex/6aWMLwut1+Fcu5NlnyQlY6/SlNN8UovIfJQPnhzSN4Lwnzhc0tBZLbMRC4U/1ID/K6D1SQdeisE7CanSfbdAfn89Jjfbh4TgZxXSWnsrDj9eC6ssuSSMD8BfB8Owzeho9IzGmJuGe1rEy2yYV0jNvhuRdKQcuKUZ/hkTolVuyHTl0UWbvw//GYHz1orAXQFjvPDiUBjel2Gg6NWQfpF6p4pFGfnONDjl3JY6n3a1Kz6zEIV8X+4eIPt4q0M7kLgTkn+low1XcA4Ez+39C6ttaPuhZCeSoaOqpMIQOEEqT9kvoOVIIVld4aSkala9WKbtWg51TUpzUTgaGAJmWMTuTjMdbUEMcasPngLWTKmaeXYCSiH5R9atbgXFnLT0mXW2xXangENKIrn+2t55vB1eCL+q6EOOqdbQfABk5wrh6yhluIYx5hCo+FjIobZkqCA7Q8iZOUC0d2ZN5/JiN4tI3xwg5NVaINuvTPDsDoW/RvsnMWtWPQsWNFFRUcABBwztZrC5LWDOnAYOOeQRmpsTHZ5TluV0EI+xY8spLg4wdGgxjz9+0latcAHsscddzJixfs3TnnvW8Oyzp3Leec/T1JQkHpdsQtvW7LhjGaNGlTFkSDETJw5j0qThBIOdJ7d02uLNN5fx2Wd1DBpUxNFHj6aqSr7vjz46mz/+8SOi0Qynnrozl166f7fXplIWN974Pi+8sIj29iS1tXG01qRSFoGA6WYdmlRXhwiHfRx00HBuvPHwrbqfvk7kg6i/Rbi5Scw1g9kURipFwvSS8ngpTMXZvbKEAwoVPyrdsC7ninp43W0fzstIWyw3o/XnGjh7w/YuWBqOWiH35rlwZq2l2vObCjh2K2tgk44Ybs5JQdBtjzrAlZVwTA/x/rIM7LVUtFPBnABUwwAPLNihb35Y9Vl4JipC+5PCPZzTNwNXNoi4v8qEhWlYacnnEDbg/BL4vz4YgK/IwI9r4YOkXIQnheDOAVDlkc+kzhJfrX4Rosx70D4djGqyGEQc8OgEhjJ5x/8CqywfY/xwYMHXMJnqxMWF3azeuPA+8wG0/wRUJZATqCOC99KXwTMIsl9C075ASHxQQEiITkjuYNUCaDkaMu+47chcf9btpwR/In9DAxlZN91MZwXLC5Qi1Z8MUs3KHW3K/XsAiu/uNmGoNfytHe5vkyppVkuO6Rg3Kspxj7czwhKWvlHEboTYda4XmtctZaRB1YB3NJQ+L+at7Re7BNEVzxvVsq+LbgL//vKY3QBtZ7kEKyRTiWQk+Dt4iquL2/aRTGbZbbe7WLKkBdM0cBzdYchqmophw0rYaacKGhriPPTQVMaN21DLevNxyilP8I9/zF3v30wT3njjbPbYYyBvvLGUpUvb2HHHcvbZZxCXXPIKX37ZgG1LXI/PZ3L55QcyY8Zann56AbW1UUIhH1VVBWgtU6F33DGFXXftu56yvT1Fa2uKgQOL8PlMzjvveWbNqqOqqgClFJmMQ3NzgjvuOJp99+2Dh9x2ir6SrXwbcTtHzIH/a5ZKVIsnQFNhCclgCNvro72olC8zipei8IM1ULueMOAcEm416su0tLziWshISkvF66XYhtfh3haJbUnYrmQDt9Oj4JV476/dUngpJkRrgEd8v6o80iK7oUmIWFf8oVm2K2TItdRQUiWoteC5PnQH/q8RRi+BS+rhJ3UwbBE80b7529Biw8sxsWtYkoHlblvIQCpef2qF3zZseBlxByYuh7cTYGpQWvbNd5dJ+0EpcYrvd+XJuz8EjgbdgNeppZxaio0EReErmBL28eMyqRx+LRYgRkjCp/sy4Zj5FNF7ecAocycBV4q5afu54tvl+Y4YnpJw+zZtLllKStuy9XSxncAn76nCiMA+KI95dwfDD57BLklrpkMrBgi5agBiiObMQchXSIT53glgjpH1ys6B1u9Dw47MqTuFp1tmYwLVHvHKC+hlHKV/x3mczSRuZbhRy9PRPrbvCy4E38FA2iWMGddnLCjtVGyITJdEAJ0QEqWCsj3ahtivZf+B+JCV/hUKponPmX8ylDwKBWduN0QLpP31y18eiNdrdmQAgkwIFhR4CId9KKUwDEU0uoGcxC2EqVPH9npz5Thw880fuq29sUyfPoGjjhrNk0/OZdaseqqrQ2SzDsuXt/Lll/WceOLjXHPNeyxY0Exzc5JVq9pZsyZGTY1E8lx11VsbNKDtieLiAMOHl7hxS3DddYey006VNDYmaGxMEImk+OlPJ3yjiVZ/sG3VcPPoFxwNZ64WcXvXQ6Tr7wlHPuSYA/+IdM/M64rJIQlvjruZeTkWbiL32j+thUmj1m1PrMnCuWuFqDTZMm0XtGDXgFx4bd1pf7A18XZCKlpKyfqvzgp5SWv4nzo4OSxVF78Bi9bjCaGUEJOFG/KLQBzUr2lyo43c7Uo5cF6tkI3yzTiimi1ZD1NJUHTO2V676+cD7m6DqzZw83lPKzTbUqHMoVBLu/SJKJyyHjH8v6LwcLt4cZ1WLMaw65zglQGFv4XAVMh8JD5T/sN6N+DcVmGU0XGEZOe7RMgvj9mrof08KHkCSp+E5qNlgrBjxMILZCHzhruILEK4XBWcTgFpyLzq2joY4Cxi3WTSrjABt5dNQCwyVBGouDsJuT/oJBoPpu3hd77Tuc/5Aws5lPHmx1wb+AleMviw2cn4iIn6SS5P/5WMHr7xYHQjBKVPiSls8l5x0jdrwHeirEvyb2A3IoTQdNfRcAt0MTGms+aD19UDGRUQuhC4sF8fybaGadN2Z8aMWh5/fA7ptE0qlcXvNwkEvFRXF7p5goqddtq6VS2AY4/dkdLSIC0tyfX+/b33VrB0aSsjR3a2Hl58cRF+v8ns2Q3U1cXw++WkZNtgmtIWFQd4TX19jGhUIn3WrIlQVxdjwCa6DVdUFPDQQ8exeHELbW0pxowp73Oe47cB+crWdoxPkvBWonf3HYUQgjZHHM5n9ma2BEwulAm+tO5+aSg0pEWRcMRnqSduahZSM9QrMTcKee7KrNxdZ9n6HlzRNHzxBcx6BT5+Cj76BFa5ZKvNgYfaRKt04mpYm4V91lMAyTqyrhFHCGRvuLfVbQR1OXICbtvyL22btx2DvUKM0+5+y10rc40nn5L129DN5+zUupf1HHHq+vlrLc89bDmcsAqej8K/43D2WjhpVS/voRR494DQBVBw1vZHtEAqLsrvtvZaQPsRsuMHc5i0JNPPg3cnKHsWqVYVgCqX6UflF1JluMJ2J+2at7YDUSAkIddOC1if0vlprG+Hdmkd6pSQMzLSktNRSN7tTitqHGwanQpsbXCCuhawuSxwNRntpV7XEFfFtFJJMa2c472eArWBg70rlILQWeKMrwZCdhnEL4O20yH2O7AXua3WhEQYOYlOWw+V+2Z+83DbbUfyxz8exUEHDaO8vIDCQj/DhpXQ2pqkpSXBz342gXB46zufh0I+brxxcjfvrZw1g2kalJQEePjhmd1e096eYs6cRurrYziOaKkSCSmTG4bo0ERfKiexhoZ4hyA+R8w2FUopRo8uZ++9B+WJVg/kydZ2jE9TcpEPd8nq64qQArToipJaxMu9wavgzwOkBeelU9OTa2G1OfC7RslATNny2F/a4JE2aU/WW7CTr9PWYI0lFZbzS8UMdGuhNgu7vQ8faIiPhMbvQHsGUs+JfsyH+G21OfLc65rg4nLZzqgjJCtqQ5uWtts/I3DcSnixF2/HmN17jSK2mfLHoAHnFks7VCOEK0e6/Ia0Pqs9vWu22mzIOEJyM13WpUPc614bMhr+p14mT99IyH6ytRDyAiWk66to/W4JaA0L48v5d+NaO3f6AAAgAElEQVSzzGz9B9raiIGiWQXh2wDtekJlkfibYiFJ2gJrqTzXXiSaLFUg/0KXne+ViUDlB1oR7ZVHlus0i+6pY6oQ1n+EghCuoLwHSdfbawHi99VA7ttmAEGVJEIhlWot1Xoxg9VKYroQhSarTdLaQ4wijvG9KBWnvsJeCdGfI3mPLaCDsj12s1vBWutuXwaIAzFwsqLd8uzY9/fZjmCaBqecsjP//OdpLF8+nXvvPYaJE4cyZcoY7rvvWE4++Ttf2bqcc854pk0bj1JiqSDrpygvDzJ4cJi5c5s6nivh0lnX1FTand2JmkIp5bYL5bvl8xk0NsbZZ59BlJVtxZP1txz5NuJ2jEE5ux7EnbzV6Wx4KOhoIwQMOeVvLCamygM/LoEbW+T1lpb2o0KIyGdJOCUhmqISUy7sKUcu1hENNSbsGRS7AweZdKvcyt+wXywQohfOSkUo4gDVkF0N3nooGiCaLFtLle6DpFSI3hsurdF3kkJYi5WcetbYcg2+qBb2C0JZj/WfGoZnY90nD20t+2hzK3hai38XqnO6LGcIkHSHxH7dQ/j8ThweaJPW6KqsEEuNtHO9yP+TQJXpcLr/TYjP483U7rwb34+MY8hni3xeMZe4o+GpyIYNXrcFZBybK1a/zVvJEhSiCxnb/Ba3V7VREv5R7y/07Q0lT0Lr0bLT7QVgN9FBozNun9YoA1VKR+h0B2yJ0in6hbw+/gcgDkZAFuHUuTouL6hq0MtZl6L3IF8qKI8pv2jGnFr3OVJFUihGGitZYI8gSZAWyrExKVQJKs0YGe0hpNIMNOoIKMe1cOgjks8LySQq72kYrnFqpst66+6/6+Vgl0uEUOCkvo0rb6fw+UymTBnDlCljvpb3V0px++1H8dFHa2hrS6K1oro6RFVViObmJKNHd8b3iLO8pqKigMbGONmsg2FoPB7lhn47mKbC6zVIpSwMQ+wiRo8u3+ZsOL5pyFe2tmNMKRTn97gWQlHq5vwZQKX7ydZ4xAvrTwPWDVdeH66slCDmgEtQDDoULaS0xAs2WBJHsyArao4IQrpWZWF5WtqI55ZsXaK1Zt4s5r73Om9FUtCSIhONYKZT+NHCLsaCtVIIhK3dVpzqvMQN98Fzw8QTa4hH5CdeJUTMC9TbcON6jI9PLBLD0rhLRGOOVA3PCMPO/bi+aS37rGu7bklWDGWjtoj7i5QQIY0Q53sGwjldpkKfj0qFakkGlroms3U27BGAsJKqWEzDd9rj/KX+RNpXnkWm9VeMSp7Ljb4TqDA674gN3HxI9/9fhc5uc/FY40xeT5ZRrRqoNlqoUi3MtUdzU1NcrAo2BM8Q8B0H9jzccbzOn+y7EpXj29/NJ/SK7YOTkjaj8kH4JrGeyDwn/lw5sqGQ5+s4Ev9TT7dQzo4n+dzHFeBImw7D9Q1zva86WnRCdMqNJnYzZzPX3oWonWS1Oog9vV+yo7GSXbwrGGmuJUBMciHNflScnDpXd+Yyep1GKL5B5xGTc6qTfaS1IrI2RvOsq9DJ1/v+XnlsEoJBLxdeuDcVFSF23LGcmppCIpE0SsEPfrBbt+f5fCZjx1aw++4DKC0N4POZeL0GwaBUWT0eA6UU1dWF3HbbETz44FQeffR4Kiq+XVmFXzXyla3tGF4DXhgKJ66CtZackitMOL0YLiqFQV654Baovt94Ggb8qQbOK4XpteKw3mIL0TK0kCuLde/Tc7ryuVkhZ8uz0q7a0tNpaxbM4pGpU8isbMA2TZz73qbQLiTl1GBns2CkoTgMjsIISdWqXYumLOJIS7MrkfAo8Z3y0jnlbyjwaHgtDtetZ//8eyg80i4DBz4F00rWtZfYEN6Pw60tso+KDTinRD6zOnfIwOOK5INKFEMpRyqJ3+9in2FpuL3ZJdhum7jAkH3eYsOYNpi3FhJ+aNBNrKgpgBU7opTGHGozILSQ//FdzZmZ27sFbGfd3MxpJbA6IyR06DYqy3kqZlOioh3aE6WgihZezU7kysTT+IrHb3gBnqHIJ5+r2vjdabsEJO6HwFGS4xi9XBzkdRLMoRC+XUThOivTeEYVOKukOqQ87sFh0UlQUnR6cSkgIBN6qkLc5b0HynSktRzshExEeneT53U0lEVzEzJSnFawmNPUcWDuAHov15zU3SZzByh+pH+VJt8ESL8k66ObWH+qqJdcqzQd00TW2tTPW8KH9/ooqPghk299hcpx4/r+nnn0G+efvyehkJeHHppJbW2UceMqmT59AmPHdpa7AwEPxx03lieemINpKpJJi1TKQmuorCzgBz/YjYEDi9h11yomTRqBYWwHd1XfEOTJ1naOXQIwdwf4OCmVjV0D3f20NiVJRykx+Ty8UGwlLN19Mm5D0qQQQlYebpOL9AVlG3hyP5GKRbl/8sHoxhgETAw0O3z4Kov2PxJvKkKaYrAtTI+Fnu/FmNx5DfIhVb7Le7ThJoWk8uV1228Z3dkWtHT3dmEOhgE/LJWf/mJmCqbXCwGuMYXE3tosU6C7+CHtrIeguhWupNPp59XmTn5We7qP+ZvAmndgcQVQCNiaVeZgzs3cz5WFv2NS4l0ya3w07lDJ7sab7O5LMCNT0FHHcBScF4Yz1kjFDGCwBx6oWsIB5lNS9fAfAt79ZELxa0RGK8weYUwKjY2JrfsiELcAT3fzUm0BGTfr7wYIngElf5XqD0g4dUcVywvevcGaAZ6dRSelXW2TmSNyNthL6KSzbntOK6BZRPmGexo2KlzSZst6GKUiSu+GIjDdg8peBuEbhOxlPxKi5TugU1/WV/gPFUPS7FyZhNQNdJLF3JdLTFcdS9Mw38IXMjD9JqGKAKn2GP+66CJO++c/8RVu473nzYDW8Mxr8Mhz0NgCe+0MF50Oo4d/Ne9vGIqzztqNM8/ctSOmZ32YPn0C77yznJdeWtLt8cbGBHfc8TGjR5czfHgJX3zRQE1NIYceOnKbi0z6JiJPa78B8CjYv0CiePoSKNxXjPYJ8eg6Qr4xDbhpCFlIaHisbcOTc/3Fv2/9jUu0PKBEb7Tfk3+kfOUiPIUx0sUBrJICCpa1ceCB8N0w7B0Q9/ZzS8UJf0CP/TPSJ9FDCbciFHXbgll3vTce39o/PNAqdzhhU67ZASWE6xcN0hJ0kAqcrcXaI+Vad+zo7zSLxX29z7W58CiJC0pryDRAMoV0qFwnAjNhY0W93O69CNN0MCxNYSaFhcKnbHb2i5v8ryrg8+Hw95i0JQtc/7G12SzHrS2jIfYqpF+A9p9C7Kot++FuAo4IWbToUrp+K5t0Cft4PicY2EhWoF0P1hI6vLN0io64H2wwSsQSoekAaDkMIr+A1NNuhatLLk7hJW41LAnGcCAswvHghWKPoQrk70aR/BACVQLGAPDs6wrjXRiFYAwFsm6e4iqEPvvpDFqKgrO6k/BlvwTvd8Tfyv/d/hMtEH1X8d2yLf5Dwexaocp96YRsJdscHEfhCSjWzpRJzkBpBelolJXvvdf/996OcP9T8Lu7oD0G4SL4z2dpzv5llpVrv9r1UEr1SrQAbNvh/fdXYxjg9RodAnmtJS9x9eoIr722lJtv/oCbbvqAqVMf55NP1nxVq/+tRZ5s5dErik0hKgXut8RCKkAbQleVR0yvP2J3U7H684/dzox78gCC0XaO/83ZTL1jOie8cT9H33c5Jy+8k/BACJoydVhqwveLe29p3lwtfzPpnB1zkErhW1t4Km9ptnsbs96C1W5fNmzCzj7XPsPdd8WmEOhLyrtX2HxKsi0bLLGqSLvDCon5wAhEt+aWITUGxBxanVLalfQix3kXUOkdxIUVRdxQDZ+Pgt9UwasJaLc7DV+VsilQEZI6wJ/TP5QqilEtbSfr841ur3Yclr3ya1a+UEnbJ0FaPx1Bovb+LULUplXsyihPhDqngjqnjDqnnGIV4bLihUI8eoMThfZprgP8CEQzFXW1UhpUGagBEqnjNELmC0g/C5FLoPkwqK+BlpPFb8wzCkqfkJxG3QTKksnG1CMirNcxVzRvuW1GQwxLzVIInS/2CbpL284Iybp7JuC+kE6hugYU2O6FUSHh1lsCRkhMawsvRyYOA3QqQHNHhQ/D4yFYDKs+8dEw322LmkPRtk06svXyAr9uJJLw4DNQWQYq28KXbz/LoncfZtYrD3HWtNdobV2/D9bXgddeW0omY2MYhptzqDvOHZmMQyyWpaDARzJpMWBAEV6vwRVXvIFlbelbyzy6It9GzKNX7OKXi+5Qr1RNai2ZNLS1nP5zU2y5y6ZCGidp5HW7B9m4sWI/EC6uplkpsB0wDRQywmxYNiPaV1Dz5XMsaGzj/QseBFvWLe7AycUb1h15lbTjVriZf34lB0aTDXe3wqFbsDPyHb8QuKBLuFZZooXLItOeDlJN8hkw3g8jfFKV22s9E9n/VQr/iknMksIlcV5ocV0IlAMaha0NlOlgaofKQC3hohh+f4BA2c2c3mO/LO8p1+mo4iiW2W4WnjKk7Jb5UMKUe4NOMO8v+zFywmzMXBoMy4mv/BEf3nID6WgRQycezOjjLsNX2H+DyGJviL8M35932v/DvPhShprtHFq6C0WB6zfc4ky/Il5WZo38ONXiL0U9mGOlQuUsQeiuD4n1KaRDsahDkHkd2pZC8S2yjMQdElStfKK98gxBPs2guNE7i5APpVLsJoLnShYjWZlmzI3iGwPF86p5IuvWkd1bF50WA1JVLJWozYXOSnRP6ll3+HEp4i1WRKdoXgMpMupiXr/hXrRloswSMAejdQDDjFK1yy6bvy7bKOqbxU4NJ8nst57Hti18wUIM22HWZ4uYNq2ZJ588GdP8+usXoZCvwyKi5z2N1lLt6vq3oiI/DQ1xFi1q/kqMWr+tyJOtPHrFAK9MFd7bJsSq1JTW0sEF4vH1YbL7YLgPqciYSmwpLunFrX5Tsc/Us1i58HPsGauFSRiA5aAKfRQbxTipFKf99kp23n9nXoqK5cUJRRu3MFBIFavA6F65SzowI7V+3dam4twSeDchpLXYlJZl2p0mdZAKVRZQNlxUBt/bQKbkiqwMRkx0XQNMIDUeXn8B2N8diNOAbaDDipK6ej5oOIqTjzBRFRdiqxpefx8e/ScEAnDpNNivVGKBOrdZuSdlzX7eeT123IZ3bLruTipGfIHpBSsjOzDZprFSNlZ0IbUzQqz6YC7zn/4Hxzz0Mb6img0ub33wm14mlx3E5LKD+v4ia173dptRBr5imUJUIRHl2e3I6TFOp8jdhfIiRqgKYtfRsriOWY8voWmRQ8XoNBPOg2DJHETBaIuRatFDQsLIiM7LM1yWFTwVjFGQuEdaigXTIPWCVMS6aaa6Ii2kLHwjGJsZOqotaDtHjOkwXMsKBSQQ13jXnE1nQBUS3vH3DNjHz8Lnn8f0+4EkdrqNMcccQ8XYsZu3LtswKl19Zt3yJVjZDP6CQmwrS6y5EUWGV19t5cADH+BXv/ouRxyxwwbbfFsbkyYNp7Q0SGNjwvXbcoki4PfLZGImYzNwoBy/Oc+tr3Odvw3Ik608NojzS2GPoNgMpDUcHoKDQnJhfzMuE3ulplgVvBIXK4SDCuDMEnFE35IYc8wxHDBrJp+EniS5ZC2kLAIjajjm1zdRMWgEZTvsgDcYZBdkuq+v2MHniuG7PKZ15yyZG8qyZbbBD/cPhDtbRCxfacJqV5cVdzpbsBq4sA52DfZelZvrRrN1PUcGyyEwEtJzQY+B3KhhQCvCgUGc/cNrCfkgnYHv/Rje+LjzDveBp+BnP4SxJ8C8NPg0KLykKWCI0cjZwTfclUvK1J3/sA1ua3T53ymq1Di5gowD0VrwhmDkd6F5mR+Uh+bFTSx85ip2/sFd/d6fmwRzlIjQu8FwPbXibrsvKG7pOIhmyjVAA9zeDFj1NCyYzfOXWjhZjS8kT4k3gWGCv8gRYmavhuRfxC4C5LV2HWBKEHTy3s7KVuoxN1JIIcK7nn1sE9Rwl7CN3Px9kato4XcJaAz3LkamMpUf+QDTEDgDpRQHXXklQydOZNGLLwIwesoURkyahPoGe20VhuC0o+H/boi4buua9qZ6tONQVGgSjaT46KM1HHfc3xk2rISbbpqMx2Pw6adrWbs2wttvryQSSbHrrtVcffUkJkwYstXW1TQN/v73kzjxxMeJRDJYlkZrTUGBlwEDClm7Nko47Gfo0BIAWlqSDBoUZocdtuA0Ux7rQPUneHJrY6+99tKffvrp170aeWzjaFu+nOZFiyioqKBmt91QW2B8+Xsr4D1XdpGr6pQZMiTw72Fbz7PxnThMWSkVrq5vEVJS7bqkHC5fT2W/JRvn+vo1PBgdRIlpM9AbJGwKK5uZgsY2UMtB+8EzSAo2Z5bAnW7Czr3/gB9f7QZxu7vPdvnHu/+AR0vhuah0Cw8PtnJj4EdUGivo8IgqvAoCh2xw2xILJuCkPsYX0tiWIpuElqUafxjijfDJwxWgDFJtKarGVTHlgUWbsSf7AacVWk8W7ZZRgfScG8G7j0wHpp8V0mUtB6Pc1V6l6HB7x4+4y1k8/wtNwzwocCsfE3/qZlybULOzKS1Ec4y0/Sredt3ar5IJRadNJgoJSXC11q7HVRbRjgWIOxkiOoyJRblqwVSuJ5iqhuDJUPQbmVrcpP3QAs1HgLVQRPK5L6CTosMxXgVlctI3EUqfFuPWbylsGy65ahH33/kmjvaQiTdQFPLQ2ipxN6YJIOJ1rTWjR5fT2BijoUFOLLmYnVDIxzPPnMKhh24BsrwBpFJZHn98Do2NcSZNGkFra4oVK9qYObOODz5YjWEolILS0iB//vOUbvmKefQdSqnPtNZ7bex5+cpWHtsdSoYPp2T48C26zEsrYE2d1DE8SipZGeD8sk0nWhEbXomJV9lYn2i/Cnrwwt0D4rUVd4mOiesCr6RiuL48y6ZMMz9YuYx6uwBHZ6m1fDRaKcb6LDymiLtKwpDatbMR5UGCpnO45wn5tytPNU3IWnDPX+HBa+GOjujDUtB/A+sLaSd5d5WL8EZQMPAUGj6fgS+UwTA1hinr4g3C6s+9HboqO+tQULnxdtgbMXiwXfIt9whI1XX0psTTGaXinxW/RTyqlE/aeQUXilA89N9CsLLzIHYr2DNdEXvuxjSBECKD+jmKYEnnjlWGEK10DLS2UeYIOoxLnVZov0AIlaoCJxdynUQqS0r+1Rk0ilVWKSucQWg05aqFz5w9GWTUs6tntlS/su9D5DKZJNyUL6ntmpkaRVLFypmoKhMoAv8UEc17dpasyG85TBOuu2IEaxbM5LPPamnMajKZDFrLcWSaJo4j3xHLcmhtTdLY2Em0QOwb4vEsl132Gp98ct5WrQYGAl7OPnv9XnOrV0f44ot6wmE/e+89CJ9vE6ZY8+gX8mQrjzyQ1uj11fDHFjEXLTLlYn5CPyN4Eo60Vz9NwXMRd2DM9fC6r01aiBVdjrrrm4Vg5by5AaJaHOCLTRHI98Tfmj6lwR7CQE+MMnM5861BtDlB5mU1h/qklTvADRVPOJKrWKjg87RUqgx3xqA3H4/E+garlAe8u/dvZ4T+i7IxbxCvfRlfKIu/CIoHwPIPFbVfCrmyUjaO7TDu5As2uKinI3Btk1T8gga8k5DopUcGiX1Hv+EZDsW3uwMAZneyYhQBRbJ/zHKwPDKBaVSBFQFWIZ9WIaHyFJlEBp9rBh9vgaH7SJdSKSUECxO8e0HmY5l6NHLatJyXlSPxOCo3D2uwUE2jVc+g0mjEwGaxPZq7Mj8ipYP8q3AqHuWT6pY1U6pjvbQUV6yBOx6D92dASRGcMQVOOdqtwpiD5L2N4WDPRdtpYo022WSS1Z8F8Vbtw5ipUzG926ir7deAQMDDvfcew623fshtt32IbctBJMJ4+T1HuNrbU+voPSWb0GHx4hYyGXuzg583FYMHhxk8eDP1fnn0C3mylUceLo4oFE1aSov/1fpuOjckln8+AhfXSUUs60ikT5EhRrN+JeHc97R2tgXXZqXy9R0/kJFpT3e4H8uBuSmpjpUZ8LNySQwAeC/po8iQscGAyjDeu4y046HRKeD26hH8V52frJbpxJzNRNoRwpVb9WknwMW/F+Fs1zaiYYg2ZYvAKMJT8wzFZW9jx17CsTSBERNYfdflxOrXokyF4VF895c/oHrPc3tdjKXhTy3ilp+b4qzyiG3GQ21wddVmrKPq5RRo10Hzfi5Z8gt7chpkgtAKgt0KtDP+tADv3JbF9GjGHQMVoySj2V8IoEWM790Pii6XCCDdpbxo1LjLsYEo6Bzd9vG4/jX/zngZx8ukCdHm+ACLiC5jjrMHuynD1Y6Z0g5kXbLV0AznXAGxJJQXQyoNNz0EaxvhkmmIRUXgVEj+BW3uSOPC+WgrieN4mffKaNpW3cuqj5Yw+cYbv9F6rP6iuDjAVVcdTCDg4b77PieRaENrjdaSOai1xrYlOicet7qdM3Jyv0DAk68mfcuQJ1t55NEFSklMTldkNDzYCn+PSNVovyBML++sqDgOTFgGn6S7vy7sGpYuz4gpabkpQwQ5slVryQFoGrCzX0KgV2VEDRRD1qPegt82wZsJ0Y4BVBsx1tiVdI1V8WDhUzZh0+S0MPyhBWqUVNUcDc22WEXkTvoXngYPPg0z5sv6a6TideAecOyGpVj93KEe8B+K6T8UE2lUHfvwSbQtfZt0+xrKdjwYb2jQBhfRbMvwQFWPs1XYgFl9MYrfFESvF02V0aW06VgiJvcdAPjAjjH2KIdUu4+5L6YZvJcrjvcogmU+QIkmLHimOMp7d5E+Y+7qawwCeyGdBiruv0YxpboJU42gXo9xJxM10r7UaFUo+1W72i7P6PVuwlOvQjQONe73zeMBvw+eeFnIdlkJELoYjGrS9X9G21laVw9h4ZsjcJwQRQM1K95+m4YvvqB611230o7efnHZZQcwfnwNZ5/9DC0tKXw+E7/fJB7PYpoGo0eX0dq6FtvWbqtR4Tjy+znn7J4nsN8y5Gc988hjI7i2Ufy20o5YNjzcBgcsgxej8vfL6uHT9Lqvi2ghF42uHst2K2Y5DPFKTcN2W3vDfTDYJXAhxDG+wJDW2bsJ+I87mHZ6sUkKg7Qjd8aOo2jQhRwRbCHs8XBGCZwUFp+wZlvef0qR+HXlYBjw2VNw55Ww9y6w765w79XwxoPddVxbBUpRMupgqvc4Y6NEC0TT5nHd8rsi7sCIrdXhyr7HOqfHXKyOd1+3PzwMZVSw+6kOp9wHZSNg0O4GJYMNFF4wh4jpqD1XfL3Sr4NVC5m3ITMbrKVI27ASyVYygSA4DZynD+TPvoM5xfcsQaMElI+oDhNSacZ506Ipcxqh4DypUK0HcxZDoIemzTTl811d7z6gTCg4ncUfXcSzPx/DjCd2Jt4k0S1KKRzHoWnBgi2xR79xUEpx5JE78OWXF3LGGbtQVOTDMBSHHz6S//3fA7FtzYABoS6eVxrHgcmTR3LttVvyjiaP7QH5ylYeeWwAdRa8FJN24GyXUPmUxPpcWAv3KfhLpLtlQ1d3pJSW52s3Dui/u0xXV3lgahE8GRExvFeJG7wCAl1toJQYjb+RgP1DsF/pZH6ZeZI/RsYSsX04GEwOrOSyAQcCQkwur5Qw8VVZcah/OgLfXSbTlb+okExNgB+dIj/bMgIGnFEsmrcKo3P/22xaPmWfYA6WFmBXOK49g38yBL8PyUcg9TwYlXgKh0F2FlKdcsQzyzNGjE6NCmiZAvYqV4ieAr0Sl7G5vSUlHle6FXDw61aCRNlDPY/H08xN1h0ETIubSl7Ex0CJEwqcIlOCvWDMMPhoduf/Rw/4hAPG/Z3SguWMLDkAnB915EIGy8owPOteDgyPh2BZ3hJgQ6isDPHQQ1OxLAel6DA2/e//3odFi5qJRNJ8/vlaIpEMp566M7vvPmAjS8zjm4i89UMeeWwAnyXholohXW1dQqJzmqjdAvB+XKpY0BmqkoMPcaev9ogZ7LXV3WODLA1/b4fH2iVYOmXDnKy0yLoi7sAfarpXp1LZlaxK1VHqK6PCN2q9YrJnInB5g+jDQCTZJnBbNUzbjq6htoYH2+DRdtkXgzzw83KYuLXyc9PvQuvRoolSPvdDjYs1ROWczn3duAdYTaDiblvPQfyx0uDdGTcviVTzTBa8kqFujk3JUNjpSIPwQFccD4ilhOtnBYCBxiBGBWlVzYzg0+xVOJLSfsh81jbAaT+HjAUnTXyYk/a7inQiTiJpEi7M4g8UM+g7z4N3HNlEgr9PnUomFusgV4nmZgLFxZz67LN4At9ey4c88tgQ+mr9kCdbeeSxAdRbcMxKCWZWSJUJZNJvmFeIU4kBryU6m05dCdfUQiFIO/lhVB+m5hamYe9lrojWfa+Elpbi8tFS5ekrMhoOWw5fpES7ZbrLSzrSmntvBAzbUm6tXxEsLdXCUC8DDH1bSAtELwfrI5nEK7oafOuJmonfJ8/Tbh6SuROUPgUeVzyXfgtajka0c12JUwBxkj0GvHsTX34dz/60lXiThccHdhZMH0y53qR6Jw9CsHLTbK6PFoa7vCIwgvK+vv37vakLlsFdj7Vw/iETaa6P42gTn1faWSXhOJHkzkw44hVQJq1Ll/LmlVfSvHAhaE3FTjsx6eqrt7jNyqZgQRoeaIM5aRjphWmlMD7P//LYBpAnW3nksYVwTSPc1izVFZ8hVS0TGOeDBRmZOoz3OIwU8MMw3D+o/6TgyXb4SZ20yjRQ44G/D4a9N25t1Q2rszB5hVTlulbTbC01lFtq4JySzsdTNlzaAP+ICKmZVAC3DdjySQBfK7LzoWlPxNsqBw+EH4bQaes+37HEXsGo6IzYAbcvfJj4dJGlM6zZBgwIXQlFV0D7hbx7w2PMezFCURXkaHiyHYoHwQl3FKFU1l0GdBK2XEPaAPxQuRg8m9h+yrzPspmnsqbWg6/LF6GwIMkns4Zy1o/uxvCPdzdLE29oQM3s5AsAACAASURBVClFqGpzxjy3HOam4b/WQrslQyVJLbFhDw+E7/UjKSKPPLYG8qameeSxCUg54t/UasM4P+zog19WiOnoH1ohYUOJKdqn+WlpLYZd76eoIzWKKgUPD4Yj++nRlcNJxXBcEXyUlOXuEdi0Kk6p6dZbctdtFzZCvtJdXAjSDoxfCguznU99OgZvLYEvR0HNN4VwtZ6GEC0PnVuahciFUPD97pmJIKJ433rOo7odskuQRrFJZ/vPDXnyHwTOWsi8xYr/RAkWd2fjgTA0L1Vk4uAvqgYS7tRhis66aC7q3XQNUDeRbKki0mmHnpIsj9ehriFELBon7ArplVIUVldv2vtsJfy5RdrgK6zOx1Iapq6BBX4Yla9w5bEdIE+28sjDxbIMXFArQnZHi76p0oRqE16OS0XLQab8oik5eEJKrBtATEizDmTVxsOvM1rae7WWtPR28Enwdw5eAw7shx4p5oi+TAN7BaXtGDLgtGK4vkkqVR7VmQFZbkBtFiYvlzZlmSFESyw1BRpodeB3jfCngX1fl20a9hw6bWRzMIGIxPN4R/VtOTqL0FYtInOd01w5gFcc5yM/B0z8YYN4o8Lj78xj1LbwONNnglkDRddKGHX6STqrZAoISpZj6hnw7btp2+zZmViqhsKCNSRSklru92WxLIOZc4YSKt62bR1mJmCVte7jNnD2WnhvpJj3xhyoMDtb/XnksS0hT7byyAPpCl3RICai1R45cc9MwkKEeHXKlgWWFqVOWQ8NlUdJSzGjxch0ffg8CT+rg4UZiDhycRjsgVPDMkXo6efF4rkI/LxeKmsBJVOON1WLK/4vK2BFBh6PSDXAi2xfjQeej4n3V9h1ZM+phXLIrcZrif6tz7YNhVym3QpUx2PIBOHGoJPiwZX5N0LH48KvcvFF2gazUgiYtQzM4exycpS3b1iJNyhRPtqBeLPBTkcH8JReAqGzxIfLMxhavgAdAZ0mTYiUzuK1FhOLR2nhKMaGD9qETTbwlN3FqgXTGD64AaUgkfLyx7sP5LjjD8X0bmIJ9iuC1+hsrvbEJym4rkkGTOpdU+BJQTihWD7VAR6YUCCTvnnk8XUiT7byyANYa8HiDFS5RYVlWUCBT0O7+5zc+TrX3NG44vUuJ/KkhoEeadN9mBD9U6sNk0JwvJsAM71e3i/uak8cpMr0VFRIVwZxmo86cGABXF7RewbgjCT8YK2QRY8S4X57GqbXwavDJBrovkGS/fjvmKz7aB/8qlEuRIZrvFpoCNG0WPekULOtGV1rSywUVGFHvmKfYK8GioBmXIZEx6epKpCt3whiN0L6BYnvMUMitifqtgB9YlRa+AuZYHSTh3c8spq2ZfV8+awFSqMdL8MmDmTChaXg30+IFoA5EswBQA0pJ0s2+wWgcLRBzPGhoz/nM/s69iyd3I+dJRi/595E489x+yOP0lDfQCJdzbRpB3DSKZP6vayvGieG4a31RUghx8rDbXL8GEr0iE/GpAU+2CuVrmFeuGtA95isPPL4qpEXyOfRLzRaYifwZVpc0U8o6t7+2l6xKgsnrZK2oVJS6Qkotz3hHiI5TuWl00IhoKRO4qVTJv3gQCEwt7bI4z4llbId/HBqkWT8Lc217LpMNw71QkMWmp3ud/Ie4OAQXF0J+/YovkxdCa/GhSzlkNHymvsGifarJ96NixDer2TKK63deKEu26foTO57aQhM/pqKH5YWj7CPkjDcq5nmf5xQ+h7QMdr1YIzQ+RQVHNnx/HkpqLVhLz+Eu15ctYa2kyGzGJy5dArSQbYyx2b9IoT37AzBH4L/0E7BnBMVUbwqBzRkP5NQ6VylTBWK71Xp40IGWw6XapnTBPZSEi1e2lelCNXsQHjIELDXQuHlEDyxc1XS70L0UuLZxWidBkwShFmhd8arEyRVMfsMeBZzE3tlWmssy8HjMbYbB3PHAc/8XqM8KXOLlDZyg5I7dnzAcC+ETZgcgt9vW1K0PL4hyAvk89hkzE/D2+6V9+CQkCqQdtQ5a+WE5lciJP9HBO4b0HvlZXvBYI/cAa+xoMwUwmE7nfWPnid6jZzIHx4IP6uXfVZpwvQyGO+H49dIiy5HgsImLMnAf5KdwSyeHsuLZKB+PVeUDPBGXAjHXwfClC75sXMzbm3GFcEbdJp+pnvpvQzyyiDAgoyQPZ8Cnwlp23W0d59nAr8p//qIVpsFB6+ARRl3Nk9bXKsO4w7PTB6YO55FrWW0VQ3BX7iSU0YN4JWklyWuwN+n4KIy+G2ly5Ws+WIq6hkMeoAIzu0WoIEObRRRIAPWl4AXopeB/iUET5YV0hH5V5lg18pzjYCbOu0Dzx5gL5f38u4Ehb+E6DXyPG1TUAoF5WXgGeRmJBrgGdd9o/0TwXycSP3BWJQQp4II5aS1QbsupJLVvBS1mBL2btLQhFIKr3dbK1VuGFlgpAlL7PX/PaKhRElLPnf45I7ZeluOw9ficLXuf4s+jzy2FPJkK49uuL8V7mrtPGnd1wZHh+SE968YtLuaJo+SabcmC25pgTu3c1NkpeCaKnGFr7NEXN5oi2N5qy1Vn9w+ySUSTiwQV/csQki1hhub4ffNUhFbqaRVN9IrpMavZNmNNmQcSboLGaInUcDaLhW09d3F2xp+0QBHF3UWW4oULHOtJxRCEoNKiNLevUxpjfQJMVyIxAJpLdtQbIhZ6NnFUOmFk4og+DVel3/RILq2QgVKaXCiRO0g59b9N4P+n73zjpOjLv/4+zsz26/fJZfeAwkJhITQey/SpINIUxAbgoCIgMIPRARBqiJVmiCgISC9t5BGSwLpPZdc79t35/v745nNXo5Lu7tcSebt6+Sybb4zt7vzmad8niWfUj96IL76OnR9HfcGi7ADJgWGgaFkf+6qkW7SHxQgXlk4w5uVBcYIqbNKVSC+WJmqPAtIySgcazRE/gb+k0RMGaWOy3vEcYLPkAJVuj5tiF0GjBWfLXOUzFOMTQG7RoZP60ZZj+9YsMZ8d8etoaxU++OzV5JUBTTaUG8HmZvaheV6OB9HLBYk4aqSbXr4N4rWmtrFi0nFYpSMGYPp7bhZm61lQkN9WqKZTbak4ycHJBIcb+MDkUnn27ScEipkTDNAPr+5vUtfumyHuGLLZT0rEzIDsMTMXgGuTsJfamGUBQuT8qVWlsrO7Bvhgc8i8mXZ27uAdvbBS4NlDmFlCmbHYGZEBNHKpER8MunDUR6YGZU6q7384DOkm7EmnbW49GiJZq1IiBlpnoJapyzIQF6vwRaBVGLKAGpoW2hlEl2rU5KSzDVFuGXSJpkgVho5MZ2dC8M3EW3cOyhCJvP8IlP+ls027BWSWrHu5tUmSQVlIzgaX7iJdNqmYucJhBpqUEA8EAI7jZFMkPb7MZU8L6Xh/lpHbFljAUPSfso5MLYjmJRXCt9bFszrMCi/iC67RmqplAWh3zhGpymJaBEHPGAOFNWKztZggUS4PGMh5yqIvQ7xl2Ud/pPAd/RGPT1ycn6K0fQr0tpgXXoY98V+QZgg1XoAMaW4uRqOCMHuW+m9trWkYjG+veUq1LtPEkiFWV6v+LLci5lXSG6/fnhzcznkppsYdnA7CvcdypJwWbl8xlYl5UKl0Omm7eeBZY7FSmsM5ARmIxcvrT83AUNui2o4OeRGtVy6F1dsuaxnZkyiJ5kvpUYb5sdFYCxIZkVEGqnxqUCiNH4Fv6uA6/tuWDvUG8k1JXIEcAFiA7EuKSLqR2tlRmKxJftcnhI7iFob+ikRVinkJKDIxkqSyMmgASjQsF8AGjxi+9DkpO4uKoQHauWk0mZUC6kdC6msi/xrTVKflakXA3muCYzcTFp3Hz+8YcGuzhW/coqLbWCnHuIq38oeDJSJjjWjtEablnOfxrY8Un+UTJLy+dcbuCrk7wZId2DoGmi+RV5ZWchRNUFbZOWvE1c0Ch17B1PmEGbwHwlmX4j8E2IvyP3mSHmOvVZqtszR390Z5YHAifKzBYzP25/P0nfS0HQfbyUPp5584uSDUYAfEcV31MAzg7bo5dqF1povLj2NwUteJ6lt4hrWVEOOjtJYm6IxlaJk7FjeueYaTn/hBfIHD27HNuDaShFcUVsuFCyk7s6flkaVBDKlwbSzKW6Q97wBTPBCjillDZkTmsexObGRi6hfF3f0aLi4dIwOnRqVUncopRYopeYopaYopQpa3HetUmqJUmqhUuroji/VZVvjVSIeliZgdlS66TL9WZkwfabeKOL8nkJST29HxGl9e6PIhHF+OQUXW1LvlBmjk3FrarJlXl+CrNBq/cEynZ8mW1J+BaaM8NkrKB5bBwclPeunlcBwMJDX392fbWMvS0mKJMeQdRYYUp8SVPBK06b364gc2e66tKynPi31LT/IF+uIziLs+B+1h2NyRLBKD48CgtiWl2BdFUYyQUaWemJRNAqtVNYjzHHJ37dlhC5wIhQ8ITVY3kMh/x7w7IckiU3n9ZKAB4wBYFeC/+ysrUMGzwTI/yuUfCFF9CQAG4I/hrw/d2CO0IbsW3gwZTkv8p/UD6ljJ2KqlMy7wwPMjW/y6R2mdsF8Spe+RywFsaSiJgLNCfB7IMdKkYrFSEYi6HSaJa+/3q5trE5JvWOJKdYNFtlpDLbKOo412XKh0xITyFeQUnBDH5g5XGweJnilnrK/BdeXwCtDoI8bVnDpZjr6FnwbuFZrnVJK/Rm4FrhGKbULcBYwDhgAvKOU2klrvZESR5eeQJ4SY8vMFeHm+lQzxeN9TDkpTmmEc/Ng122c2ugO+lmSKtU6ey4tNB1R5fhwZWIlmal2GUznsRFHaDXZ2QhgRhSM8opT/OokKL3hsc9MzctXMLBF7ckefhG7PrJzGzPPS7PhWlvjN+Dh/vBCI7zldDOekQtHbsaMdUupSIn/0aeOf9deAbGwGGDBtAhMaZJU7f5BOCWvbYF3Zz+YHpX0kuyYl1BePpMfupX5+x1L/cDhBBrrUKkkvuZGYkV9ZHaiLcelwJAC+Q3IpPUyeA+VtGDsebAtMIJgON2GoZ9C4MKN76TZF/JuAm7q2MHaBMflwhWVipTOjlxKaBHcJdu4Dqlx0Tf4VYpmW6J9KSfwZ2vwmZrGtE0yEsETDBKtqWnXNmK243imslIXnPiizrqh2ciFYEvD3SGWNOaEbXk//a0/vDNU7FDiWi5M8txaLZceQofEltb6rRb/nA6c5vx+EvCclt7l5UqpJcBewGcd2Z7LtmNFAi5w/Jq2RGhl0EhtU2Zm4A/WShfYxQWddoHfIxjlldmE06PixWUg0aAxPrnirk1nC3Z9SupEMljICcqLRAQTtrSz19nitzXOB1/GZAZcqSUO9c22bGO4CfmWiCEbNgiZHRaCwR4RaAFn22kkanZAcPPHP9eU9OVFhZ13nEDeBz9dJ7MZ+xiSjn6hHp6tlyL8aid1aih4qUmaMB4bALu1KugvNGHOCHiyQVJEwyy4uChIzY/P4sGrr+fTY85mzYR9MBQcWLmUw8f25fmI/C0OCIrQGrK5lKjhg/w75QfkA6AjUteluj8c0t8DPy6AR+qc7lIlkctiE07P2+zTO0TOsFEkUBhKkwbyA3IhAJCypbPRCgTQts3g/fdv1zZGeGXyQrMtgntlMps+9jp2DpaTWjSVbN+LfMbG+uQ9FEUEKM5zWtujuLj0BDrz2+Qi4N/O7wMR8ZVhjXPbd1BKXQJcAjBkyJC2HuKyDYnZ0u3zbIOkpTK0js5sigTS1WY63XcP10kn3MTtKMKlFPy5FO6pgf81i6CY5IfflEjKYkEc/loj9gxJLTUoGd+qJFKLZQL9TRjpgWkxOcHkGVK7dclaGO6VeYy2hi9i0Ox0Qe7sEQ2wNgXfaxF58hvwwkA4vUyiRF4lr9ffA1cUdf0xyjAjKkKrrykCcmUq+16qd2LbXqTLMI00ZvyhEv47+LsC0TK+Kwj7Hrg/d338Fivef5+GhkUUjxvPkLEHopTiyo4uXilQWzEnqQv4Y1+JNr8flnpKU8mQ8IsKNv/cjlCy2+58XbIbpRWfE7Y1PmDnvrCoChqTBkbQxE6lGHLAAQzeb792bcNSIop/XSHpea8Sj7rMiSlkQAFyYTLcIxeFNlmhpbXUMh7XSRFZF5dtxWbFllLqHaBfG3ddp7We6jzmOiRy/8zWLkBr/RDwEIip6dY+36Vj3FUjlg62E6JPseVRrZYkkcJqr2Nj8EZ4+xJbINGl6/rA5cWSqvAoqVezFIz3w98HiJv1E/UiXEPIFXemi1EDewfkZJlnwCSfiAkQz6vVjkAxnKv2r6PSrbjWccfeLwgnt/K82jUAHw6D/zSKsBnjg1O72Wi2MiXvp/o0rEq17VWWQk6qQUME/4qkiMmBW7hu0+Nh5FFHdf7ieyABA+7tLxMOypISzRzRBU0MSil2efxtFl/2ffKWfIJhpxheolibCuEfshulu+3GzieeyIgjjsBoPeV6K9g3CC8Ogteb5cJjVgTmxORiIuS4dZwfyqbiX2uWC7x1KXlf7ReA43v2xCEXl82LLa31EZu6Xyl1AXA8cLjO2tGXAS1bUwY5t7n0ICI2vNwsJ/iYvX6sLrB1gisPGO+TdADIF2ByO5XNX8XgynKJSikkfXprHxkabSLt+OG0pBH9StrWa50aIht4tdnJBCqJ7AxyTpq5SoTVVzE5ufQxJXUZMOG8fBFzk/1t22uUWvCzboxktWakV9a5ukVKqC1avkc0G58l6SKM8spPV+LNL2DcE+9jx2PEK8qwivsxKtT5kb+BHvixE73UWtLq74Xl4u2IHIn4ZvhFMbzbLJ2mE/xSD2i67x2XHk6H0ohKqWOA3wAHa72By9/LwL+UUnchBfKjgZkd2ZZL5xOxJQJhIj5R8N30YcbLZn2NcgsytacDPVmhZTuRnCN7UCam2Ya3m5yuJwtOy5er5Pa8zq/KpW4kU9AdtsV888Y+kkastWXkTrUz6yamN5y4t76BTMPchETF+nlEaMRsiQZ5HSNVv4L/9JOB0r2BlBbPtWkRiQIucWwsWrt6Q3boddyWCOG+AXd2XU/G8PkJDBnZJdtSCiYF5Kctikw4Pb9LluLi0ml09OvtfqQZ6m1nztZ0rfWlWutvlFLPA98i55qfu52IPY9iU6IiTbac6IOG+GclyM79s5SkruZE4atENiUUQgYaR2wwnLoj7RibnpwL+/SAFKKt4Z5a+L+q7CgPC/htJdxZKl/YQeeK2Gn432RR+WcR8QIqbfGpCRlQnYRfrJNOu74m+LTUKRk6hb0+rtOyb11uSyPt+15D5iEWGXIlH9WSZsw3N/QV6mrKklLAviwhxesn5m5cpCa1RPymRWVPGxxLiZYC3fFmXy/AMo4O+wbhpr7bdl9cspSVw+/vh+Vr4KDJcNWFkNNLBL2LS2+lo92IozZx3x+BP3bk9V22DWVJcYr/OCJdReVpZ7aek/rKUTDBB35TTrSjvfBNXG7PRMLiiE3ESTlwVz/4MOK4jweku64ndCL+oxZuqMgWqoOIqjobLlkHt1eLqLGdQu2RHriiuJU3Uwuiuu2mgYa0CIzMSJAE4COFQZwoXrIxwO8SB+ZGpXZrgl+Of72dTUV+FpGuQwAa/w/C9wDNMh4m/zYInLNVx2RL+TYOl5SJaW2TDU81iBv71MEwoI26qnea4dOoNADEtNQXBZzusSRO6z5ynPqYMgpoZ5/Uoe3h7xnvlx2Bl96B06+AdFrE7vsz4d6n4espMLiXj9xycenJuIH7HYyaFFxQJif0IhMwwONEa8KOQ/lIr0QgPg1LpOqRWqiwodiQNFmjzgwGFtuHuIYzelhYP2XDjVVitdCajJ9PrVPAbSKdheUpSRM+PECET2sm+bP1aC0HSae0eB4125KqjNjgIeIIs4zNaesVZG+LA+MsiWrNiYu40U768d+NcH4BDGq+FGIPsd4yVa+B+h/KyJjgD9t/oDbCn6rEvbsqnU2D1qbhlNXw2fDviqO3wyIUlYLypOPFZMh7ZIxHxhRFNFxbAj8r7N6ZizsqWsO510AqnfWv0kBdI5x9FXyy1e1NLi4uW0ovH67isrW81CT1QB4lo3jmxyXFNismKcNmDcuSTjeQkkGwIVMeX5WWqIWBpNwMxBfnzDXdvFNtMDvmiJZNPKbWdqIvSjrh8k0RXo/Xtf34QR7Y2y81SdMi8FEE5sXh6Bw5FnMcM0W/ASOM5aS34Fomc9ILGCLU6tOS0g1rea3qFNxYmYbYY2Qr6DJ/AQ2N12zVcdkSwjZ8HhV3+Uytnkaif7NikipsTciQcT+QrVOrd6JiDTbs7BcDygOCrtDqLj7/BsKZv53zxsuI5plzu2tVLi47Bq7Y2sHIRE6+iUskpjEtNgVhDXUpiKYlUhN0hJZPZd3Ok6yfJrdeJASdaMzibTw6ZGupS29+8GzGdd0kOyIkZMDSZNuP/ywi5ppjfTDEIzVaQQPGeaW4O+Y8LqFhJ2M5w9Ry55ZNO5b5DDi/UARKRGeHXecZInymNmma7bbSkSbozpuRpDV80AwXlkmKuGVhe0sn7yfaEKMn5sq6k1pMWzP7AVCRhM/DUgw/ejMzG122HZW1G7/PbudIJRcXly3DFVs7GEM9EsXxIn/8WIv7lMp2wtU5nYog6cb1DuZk5yN6nQJ6hdTo9CRGeCXtuSm8SDQmjQgbEAG6y0YEweP1ErXqa0mqdWefGJr+txlOy5Pi+JAhY2KqrcO4I/hbDjXfw0cChY21wTASQSPrPDAoI4GCSp5f4EQTfQoi2mSBvQvfFW024h3fcaaF4YgV8L3V8Ebzhve1jA4qYE2K7zDZL+nBqpQ4xGfeI2nSpIjTRIpBlpO6dukWJo+TZpaWZMx6Sku6fj0uLjsSrtjawdjLqUVKI2mqzInUcG4zndSCAVQ553ZDwXgvBGkR0TJEgCWQOq/B3Wii2RY7eeHEPBFUbeFBRrlEtZxwSi1J2Rlq487ca1OSdtzgdZREAnfySXRrN580CGDkcVXkQQ633uNMz/MU0LDRdYz3wRivOGTbbPihTAC5hqLe2BP5C2UElzNUKfijLTkcm+SbGFxRAQsSIqB9xsarzBRwaBuda0qJy/vd/TKDujUDVBn7mjPYy5zFaGMhNbHZoNtQai5dQt9iONoxetc6K7RMA+69tvvW5eKyI+CKrR2McX4ZCxNSkuZxyq3X/4B8CQ/wiNFmeUq6F2tsODUPSk1nIK6WtJBChgmP62HpIaXg9lK4skiqnBSShPMgA53HeGVfTsyRqFJKwx4BeGSARKzaYg+/1Le1pNlpNDgoAIcEpeB+VgxmRWGpHsh18T/xfPI8IhSRwktLGRNAOvMmOd14Z+dnBWzcqdnyK4l4DS/6C1gTEdnjCBbf6ZB3V4eP1dMNsqpM+tIgmzrOkAlIlZhZ88m22NknDRRF1DDSWIqNQQIvIcLU6QAfVT3a4fW6tJ+nbodTjoCSAsjLgUGlcMfVcMqOYcbv4tJtuN2IOxiFJnw/V+b7DUHqraJOhMuH1NukgauK4MwC+CgshfG7+ERszI3JHLNVSUkhHhKEm/v2zNZ9nwG39oOfFMEtVSKC+jnDl0/N23rX6R8VisVFRUqGT0e11Cj9rq9EB35aCFObpA4uqGCYVzr6IloRJGuBAJCDHL96G96KwC9ScEyOjB5ZmJCInKUkzXlkCEYGAhD4HNIVkFoM1iQwO2fi7rKkFOjnGOLKbSKCOuBsP4W8N4Z64NnBmzaE7WvJe6mfWkcKC9uR8DYGNga++LNE0z8iYLpfPd1BcQG8eA8sWAa1DTB6qES8XFxcti3uN94OyLUlUns0tVGiMrWOT1Smxv2QgEQoAgqOazVzbEIA3hkqES+f0TtqcIZ64eE2x6BvHUM88NRA+Gc9fB4Tu4bzCyQiNicGF5VJs4FfQVqJf9kEv3QZJjTkIoXjFpKujDhpnHlRuKIcnhwIjw6UQd5vN8vf6NRc+EHLtKZZKj+dyCS/zFYc7JH3QkKDqUXwDfGK+espuSK4t0RUlxqQwE9ah0FJpLRB57O3NYMc1czSRIzxAXdycHehFIztGjN4FxcXB5UdZ9j9TJ48Wc+ePbu7l7HDELElDVaXgv80wZMNWdd4Bezph7v7O2nDbiJti4AJGj13nIvW8IMysX5YkZSidsuQNGA/S1JvewTg5hLYZwVE0rAmvb7qaj2FCm7oI2m63M2I2BUJMR4tNGHPwOY7LzfFmiScWybvBxPZh0ZbUsM39oFjc7YucnlfDTxXPY06nU/KuZ4bpNbwG/+deI0AI/q+yDB3EKKLi8t2gFLqc6315M09roeevly6gqDhiBgTPquUbrrMjEOtYXoMXm2C7+d1/doiNlxfKVGkuJa03TE58JfSnie6mtLwZhPUOenYsAYrLQO6q1NSH3dQQDo985xuz7Yuceo03FwtHmGPD2xb5NoabquGKU3ye3VaBPMEP/yySEYlbW1Kd5AH/jkAHqmHmVE4wgfn58Phofalh39WBGXR/uyS+gM1dhE5NLO7NY+AoZmi7ubQ7lTvPRitoaoWLBOKNtKk4eLi0jvpYaetHZuEhjea4N2InJRPzpWIyLZmRRIqU9nhyiAn2ZCC15u3rdjSGl5ugn81ytibg0NwUb7ML3yhUQraQ0qMMqc0SZ3UcwO3fY1Y1Bbj0iZb5gKO2FhbI3BLNdS2Uk8poB4RXOP8ko71O4LxT9UbDmhuSVxLSvKjMBzRRqbtrWZ4sVGK+6dHpRgdxGB1RhTOzYd/DNj6/R3mhVs6aT6hqeC2QcOZWvdH6hueZoi5jm/0oSxS53JF6bht8rdLaJjSKDVzNuL7dWpudsB6TyYcgZv+Bn9/DqIx8Fiw+1j41x0wfFB3r87FxaUzcNOIPYSEhl+ukxPo2qT4XGlgtAV/7w8HhiQ1tS1YnYRTV0tkq+WJsDYt9Tz3beHMNK1hfgLebZaIy94BODokxeMZ5sXg9SaoTMPufklh/btRmsVLDgAAIABJREFUxKVHyX4HlQjAhrQIlAxxDSUGvDJUjEW3Ff+sg8vKJUJlIsflF0VwTUnbIi9/gaTdWt6V+VT9sgBu75fdj+Y0DFks+9kWOUpqw35UAL9uw/vo0rXiWt9ky38zBrM20j2aBGYMh13aGDfUHURtWJyQv+9Qz7YRyVpLzdsbYSnkDxjyedovCPf165nNGxmSSTjrKpj6rrxnDKfGTSmZVbjwVfD0MFuV3kiaNAtZwCIWYmAwhrGMYjSG25Dv0kHcNGIv46MwzIxIJ1pLM/aFKTjcEUK/LILLijZfzwNykpsRlf9OCoiP1MYYZIkv1ZIE9HEel9YyNmZroloP10u9zpqUnOxAomUjLKm7qk+LKMk40WemBu7ilU44paC/AYscMWG0cZKMaxGB24pPwnDxuqzflUbG1txVIyfvg1p5TGktKU+LDWuwMku/pHBDwZhjwpXF8H9V2VE4tHiOqSR9uDHfsrgzLqk8lfW9ymAquf9/zT1HbAUMiQxuSz6MSL2hTXbeX6kJ0yPwRaxrosPtZdpX8OkXsmarxec6nYbyKnjpXTj9mG5b3naBRvMmr7OCFYAmQZIFzCefAkazE2MYwwA6oYPGxWUTuGKrhzAtKvU9bU290YhQebRerAQe7v/dq/UZzgmnIS0mma81b2ha+vMi6ZxrC6XgT6Xw83Via5B5ztn5cOgWugusSMBDtbDOsYAKOSf+lUmJnGUcxddv0/lvClicFBGS6WzMMSTyZW84rxmNFPDvtImUXkf5TcWGQ6Yz1NrSsddabCnH8b3WEVyZY5cRa2PaiMBdWSwRvhebsiNtFGIaW2xI0fuRG2nW+14O3Fqz4bY0WX8syLrh7yj8uVreaxlvMK2lEzSp5eKlJ4utb5ZArI3pC0rJwOjH/iv7c9T+UNANtZPbA2spYyUriRAmTIS086lrppkIERaxkL3Zh4lM6uaVumzPuGKrh1BkSoH0xrARD6w5MUkf7epEC7SGqyvgH3XZK/vnGiUdtXdQoiRJDffXik/W+BZRhqUJ+FutFEUXm3BevkS56rV0om3OFX5dUgTetIjM8KtIOZ5MjkCKOqm1NG07kmfEV0JLOjEjtgwlTuxz4xI18iBGnyZwaVE2+rYtWNbGXEQD2a+qjZifX1UC11XKYwyy+3VuXtupX78hflW/jcIdNfBhWMRCkSUO/zf0kXE9bXFCLrwXhvfSIigyRqQhx/crZMDpO8hJ2dbwQVg+D0aLz45SYl3RaEvzR09mYF8I+aEpvOHtqbTsx7LVcMdj8OC/4aGbYNTQTbyY1pBeBMm5YOSC5wAw2rD738GooIKw8780G4bF66gll6HMZAY7M4YgneNd1xloLd+B/2mETyMQW7OaMa//m/ErvmHyhF3Y9eyzyB88uLuX6bKFuGKrh3B8Dvy+AsIbuT8zNFkhwiQjtj6Nysw+U0mtU0LLSbdJw9I4jPVLLRTAm81ZsbU6KQOH41oiKQ22REwuLZTU16ZYmoDnGyTSZikYaEqqrdIZ/uxTciLcWBF4hsx9aeTEqLWYfPoUPDoAXmkWz6mqFOzsgWv7SNHztmSIR0xcWwbVMuLp1I2ImKuLZYD3/bXQrMWf7LwCqRfaFBMC8LRTAN1si4v9xkRWBp8hNXQzonBHFbwZkXXGtXSWPtIfirejT3XaaaD4T5NEbftbModxgh/+WgsL45JWjgOJtGPMi4jQgIKdt2EUtDM4bB8RUNV1IrAMJSlEgNwQjB4moquyBq7+C9x/PQxsy2ZN29B8C8Rfkd8xRHDlPQCesV24Rz2PIEGiRL4jtDLUUEMhBVRSyTCGde3iNsEtVfBIHVSkoXD5Qr73+x/jTcRZEAjQ8O03LHp5Kic+8gglY8Z091JdtoDt6Gu5dzPMC3eWwkXlbd/vUVKHYiOCIMPURudE6witRjsjDjTLU4pQUh6fOSHPi8HSJLxQD4vjInSWISmYQhMerYMf5EuEpCVaiyXBPTXwfkSEQZOdjZyN9MDqhAi9oM7WW2UElUk2ZdYaE4mCrUvLyfHaEhjlgyt8cEUXu1tfVwJnl2VrzjKCcScPnLwRsWUouLEUftNHGgP6mFKrtDW0Ho+zKUwl9WNThkJNCl5pku2dkAPBHh7J2VpuroKXmyFpS0o6hVzpW4jwHNbiGyxBNgKqgHwDflYO/xqYtTTpaeSG4PE/wjV3wlvTIBwFZUCfQpg4RoRWeTUsWQVfzod3PoOiPPjNj+CSMyQNefdTsGZdHYeOL+KXpw8lL8cpRrDroOkaKHxJXnQHZRjDN1kIHyfmTNDoOcr87hrpWo4h3z+Tnr4XUinqi0sxgCUqj1C4mul3383xDz7Yzat12RJcsdWDuLBICp9/X72hMPEiQisN7OMXJ+8MLaMvjbZGozHQ2ICpUixNGITTHmpteKoB/tUg4mB+fMMi8FpbIjpeJY7nretcHqyDh+qkiN5ARJWpZG01aSnA3y0As6OSUjRV9qSXKQTPFC+3xEBqngZ7JCqzu7/7usdStoisg/ziMRZ1RONhQfjPoM2P9wkaMKSLz2nFFlywmUhkb2V5QmoPSwyYlZCIp59s9Lbels+Lhg1iFhro6xTmVzhi9Nwe7Fs1YjC8cDc0NIFhwEXXQXW9dCE2NsOiFWIJkbbB54G6RvjDAyLO3p8pkTBFiM+++hGPvnYqMx6+ij4FjWAUynin9FKwRnf3bnYbfvzswWQ+1Z9uMOldrf8/yCWHUjYTiu4iVifh3poNG2gGzJtFpFDak23kjvnBInJnz0ZrjerJLbcugDuIusdxbV+oHA33lcLP8uH7OZIyHOKVk+qdLVrZm9JysjWQNKCNRqGdD6giZDYSR7MylaTR1ixMiDXDsni2ZiqNiCITiVDFHa+vlpQlJVWZcZf3OzYNCZ2tx6pOSSRhVx9cXyJ+UucXwOVFMMTcMC0HsuaQgtEemOiX1+2/jawBtoR1Sdh1GVywFj6Oyb4NsmDaUHh1KPi7ODJSnoJvG+OUL15CpLq6azfeQ1iUkPdMk521RVBK3rcxJIqV5LsRUxuodlpDfQq+inXpsttNfq5Euk47SoSXbcO6KkilRGj5vWBa4PdDMgWvfigR55wQhAJJcoJRymsL+f3D52RfVMGmk/k7CJ8dRe2SUlIpk2TUwk4b2M57pJhijuOEHmEDUZ6Cayuk0ajl+zqaX4SZ2LB9yo7FieYVukKrl+BGtnoghR74xWbSZ3NicOk6WBiTGXtp5wtVO5Im12wkrS00kO+px2ukqYz3xcbYoC5MIyesTJovBPwvDL/TWeHzVUwe51XZr22/YzQa19nxPhVpMZP8XStzzD+XShH+sw2wNiWvN9iSlJfW8rx9AzLaprs4b43UogURIalMKUC/vAI+GNZ+Efhms3x5LkuKGP1JoaRJW75etLaWRHMzuQMGsHjuN/x2WTP138xj3JR/4sFmgKGZeORhHHTDDXhDO07Bc4kj0lt3V6RoO0rakiQSvS3xwPCekx3aIk49CuYtgTc+gfpGEVamASEn2qyUCLG03cIuQnlBJ/BYKd6c6XTV2fVg9AVzVLfsR08hmYS/PGxh5Z/HuF8/ga9PHTplojEJVu7EpUPOxKT788yVKfjhGvmuaP3ennPCD9n3iTtptrxoy0KlU/ga60id96tuWavL1uOKrV5ISotFwdKEGG9KvUEU00ihlCbX04zXSLA2MgClNB6VxGvEybGaaEzlf+f1NNlOuqSWk9RDdfCTIrk/ZMjJLdeQSEFCi/AKOCIrqaVm6LQ8uKLou+tVTmfk3k6jz0uNcFetRMPSwF4B+L9Oci9vDzeUwztR+b0B6WzLtyVFuiAhHmGD2mEs+X4znL5aIi1+JQXet1RDeRLuHQDxxkY+vPlmVn74IcowSMViPPuDKwlbXg74590kQiEi/iDLQjl43nwbZRgcfuutnbjnPZuJfhjmkfe50vK+t5UUzYeAps08vywNA70yiaE3YVlw82Vw0Snw0PPw5MviMp8pu0rbWaPgrBedF/ChNQR8YUiXg5EDuX/qmfVaqWWQXgPmILBGOP9eCeYAMHfq1BD3mgpojkAffwGLbvsleePn4yloYu2MMfTzFWD+udM2tVUkNFTF4Juv4Otv4auRUDVAmmSWt3rsvOPOIlhfzfjXngWlUFoz74RzOfbsH3TL2l22Hlds9UIWxCWvX5POpgMT+Ckwa0naJinbImFLTi5ghDGNNGltEtqI2MrgcV5rmCmdhifkwgAP7BMQ76YGZzjxvLgUtIN4Xv2sSDy5glv4nX5ynqQZlyWlXmtANzpk31cDt9ZueJuN2F/kISf29g55/n2VvFam2cBUYNjwVKOMxvn0+utZPW0aidG7MHvcPszHx+Ld9ueIh25Geyy0L4BKp7BTKeqKS1n2zjvsd/XVBAq30yKtVhgKHugvBrARxx7Ei4j+mIbRJixNbejf1hILmb4wsJc6sA8fBNf9BOYvg/dmQCQqIksDJYWiR+JJSS0qpbB1iFTa5oKTmiD3JvAeKB2JPQkdg8bfQfITwAA76QgrDXhApcHaC/Ju7zTbityQRAK9/coZePKbqEAzoPEMXUb+nGOANq4QtyFNYbjqS3g5DY0xIA79V0JtCNIRoJ+kiqMtnqNNkxk//BVfff9CcqrWEenTn9KCPA7aQWxetgdcsdVLKXcS+pkTjcYgYfvwGxF2L5jN0ubRxFJ+wukc4rYfSyUxN9L6nCGORKqWJGEoku4b4JEarfv6w5UVUJuC4RakFfy4QERWezq9/MaGhf7dQW0abqyU31unpTTyZbenr/3pzSWJrO1GBo8hDQTzVpSxeto0KkaN48lzriZm+knFIjQX92XaaT/h6LWr8CYTEpVIJokHfCjDIN7QsMOILRBPtfv6S1SwNiV1XPMTMqC8xIRYClZv5Lnn5mUtUnorOSF4+s/w6H/hoRegtkE6Fc86Fo7cF067AmrqM49WHHOgyZUXTwRjYncue+OEH4LEh6D6gK6G9GKgGfCCORDUCEhOh8gDkPObTtlkSSEctH+U8OFTCccTJGq9kg3IqyXvuH+T4mKsLjoVhiNw5JMwZzSoRohFQPlg3UGQ1wyNJiTKwDuKNvPk8Zw80jl55Coxty7s/uynyxbiiq1eyCivpFRaE07nEEv7WREeSVMqn3xPI/G4n4T2kdCbVzYKeUMkEcHV8sM+1gcvD5YUYxoRSt5eXJeZ1GJzEXH2MbPfLfEr6ZBsLwMsEQctj1Pa6dRs+t9/qVy4kEfPu4/y2GCIgNI2ukrR2HcAC/c/ml0/eAW0xrYsChIRvDk55A7cMceK5JvyM9wHRyOfgTtrJKpjtBHd8rNxq47eRk4IfvVD+UkkpGPRcr65l70FL78nqbJD94LxO3XvWjeJjkH4b2CvAb5odWcS0jWgw2DtBrGXIHR1p6UTT7lgMU+taSbenI9yyh/MSITqpho+r1jA3qXjO2U7m2PqB/DNEAimIJx00sEpSDRBygvKA+k4xDMO1a3wA2fnwR9LpaHIpffQA5P5LpvDp2AnH224wijSeFgWHoVPJYjbfgyl8RnxzUa1IDurMBPlWdhqjIilJFKwu7/3Cq20hhcaYPclcLsznzDTlemB9WWyJvDxMBjTgcjI70rkOMYcw9aUDRHgkEQty594jIUl32Pt0AmocBLTjmPoFFRDzC5kxeSD8dTVQCJOflMdBZFG9rv6akx3KjEAx+fCm0Phnn7SAbuvF/oYUKRggkdGVk3qIjPwysowq1c3YNvbvuvP680KLQDThO8fCb88t31CS2vNsmV1zJ9fRSKxbYaOhiPwv/eb+NsjjxCOrELrtqybbYni6hjYDaAzn8zOYWX5OrxGEwX+WvJ89RT6awh444Bm1tyVnbadzfH+l6D9YLQ41EqBTkDSgLHTpDkns+cGciFoIs07Ay14YIArtHojbmSrF6KUOL3fWg1rk9ICn7kQktE2FtXxgaSwpfhdW+j1UipLy9EyGTI2NJYSg87tiW9j8KMy+DyebatuOcswgwLOyBXfsI5war6kKm+qgjrHAPasXDj973+lzOfj24ILUekUSsnWlbbxpGMkG/zE8opYu+9hTKhexR67j2ePc86idLfdOrag7QyvkrrC2THx4xrhzQ4Dv7Rw23e3VlaGueGG9/jyy3KUgr59c7jppkOYNKkD4dAuZM2aRn7zm7dZvLIeTJM8j+LGGw/hwAM3NRNo6yivgh//Hioqmzn/iMVSP2obmIb93aCVTjhKoxr8x8vvnYSvvgCdqzBVGpzPG0oMaezyruvwLc0Bbz2kc8Hvk8J9NOgg5FWBMRcOzIXZw6WsI/N+9jrRuD0CW2+Y7NIzcMVWL+X8Ahljc1sNWI5iyDfEu6osDT4M6rWx0WvDXCWpyAQS1TGQwmPD+T2i4bBe7jKQ1PBcg4wWWpQUv7CI3rRlQEDBGXkyLqgzuLgIflwog8RzDZmV+EpVJabHQyzRn5yvGmienI9ZGwdDkc7Lww6ZlHhzOOvuuzitpJf5FnQxSsGNfeCoHHi3GbwGHJsj0ddtidaayy57nflLUjR79qc+XsySVVHO+ck3vDc1hwEDelhheitsW/PTq9/hi92GEz5vCChFcFUNl90+nZeHFTB48MYbabaGe56CihroV7iSvcbMAkBrRdo2sczWV3MpCQFbxZBzZadsP8OBI8fz0lsfULJnHBImKI3yaFa/GeCiA7pu3M1pR8GLD8O67znjK4G4871bMB2GDoA/nAPnN0lXdINjtBwwpGHkjO0kNb4j4mrkXoql4Ld94MOhcGBQxtwM9MD4gFzVewyZE2eyYXpQIXl/lHTJjfbI4wwkxZbUUsC9d6D3i60bq2R+XkVaIoDhzQit/gbMHAGPDexcc1WloNDKDqUedvDBJCIRhvmWkPNmFN+iCOmiAOl8P+mQRXCxQWhQfybkukJrSzAUHBCEP/QVD7NtLbQA5s6tZOHSOGvsQylvLKShcgX15atYVN6fH/xiBVr3bCPROXMrmH7IOJomDsWuS2DXxAgPKGTp+QfwwhvLOmUbWsO7M6SgHwyqG0rJfAtp3foDZoHKAc8eUPg6mEM6ZQ0Z+pSEON57HAseyKfmW5PqORbz7sxj96Z9mDChrWGT24bdx8Jtx8HwV8G3Enwadm6Ge3LgyV/Cc3fCuD5wTp5E3/tZErENOgbQx/RsDe+yCdzIVi9nQgBeHQJrUjL8eYhHQs/FJtxeA2i53es4bxeZMivuoXr4Ni71X+fli+P2/5pExJ2dB78t6VzB0dUsT8BbzdDflJl6mTTr5k6BXdEhufNJJ7Fg6lT2XfQEi1L/R+7jCUJF5TSPHIGZUAw4R1KQo7u5W9Nl49TVRalJjSQWjRFd9S461Qh2HLTmgzeKefJpg/N/OK67l7lR5oRtmvoVkiqLZYsLogmMEi/Trc5743kspynE7M/Uaady8IS3JXhltWxHUaCGQOgyCF20zewqzjhtVyZOGMDbby8jHk9x8CXDmDixX5c7sJ98BBy1v8y7zM+BoW30vFxeLLY6zzVBYxpOyoNz25hZ69J7UD3pCmzy5Ml69uzZ3b2M7QKt4eF6mRqfcJzeS0z45wAY6XyXxmyxJtjczL/eyHthcW7va4nwWp4Ub6ZNldz2MaFy565ZXyIcZvFrrzHr7W/5sP4QFvonkhiRx/hj4MJd4aBg7xa72zsVFc2MO7KM2lVz0M2rRGitV/M2uble1q29nFCoZ0YnH/42xqXfNGI2JdaLDa0hlWtxTomHpw/tHO+pOx6D516D/iU2Kr2AvXeewsXH3UtRbh0eKw2qL+T9HQInuW94l16JUupzrfXkzT3OjWxtpygFlxTCSbkwNyb1QpMCG/o++bfjq6R+lpz3tIYSS0xg22oIgGydWkEXHg9vKMS4009n3OlwQddt1qWTKC3NYc9dPbyxsALsGHgKoHAyBAaBnaSpaS633rmYKy8bR1EPHIKdKPNj+dOkG6IoFEpB2tZghnjluVz2uB9++2M4/diObeenZ8LilfDVfAPULrw8YwRrm87lzstn4QmNB8/OmxdZWoOuAxUE1cuN01x2WNzIlst2idZw8ToxZu1jSnH84oQ0BGiy6UQvkjo1gcuK4JauK99w6eXMXRBn993/gZ1Kw8Dvg+GFdFQsDMwAQU8z43cfxZUXwBkdFC2dzYtvwi+Wapp3SpKuayadSJPMyYFqH9xvYCQABeceD0/c1rFtaQ3fLIE15TCkP4wduRVBrNgH0HQNpFeS1l4S1mkESv4kTqAuLj2ALY1sbcexDZcdGaXgrlI4PkfsF7wGnJoHfy2Fq4tkEHZIidDKNWD/IFyxmeHfLlvO8jXw+TwZMbO9susYH/vsVQI5I8DwOULLSRYoi6g5jFgc7ngcFnROzXmnsf8kGPyJYvhXXvL9RShvH/g0AA8aeGzx8lLAM/+Dtz/t2LaUgvGj4ZgDYZdRWyG0kl9B/emkk9/QHIkTjjRC+B/M/PhC1lV1bE0uLl2NG9ly2e5JOE0CLdOmMRs+Ckst10ivdHT63EuPDrN8DZx+OcxfLifrnKDM9/vlud29sm3D6tUNjDloARHdH3QKUGB4wFMIlh8wyQnCBSfDfdd3bFtaw1ufwtT3ZN7fCQdDaYnMULTaURDy8ntw6z+kgP3rRZBMgmWKQ32GZApOOBSm3t+xtbeL2rOw469Q35wDWkSaUmk8ZpzLHprPP24e1K79dnHpTNyaLRcXB2/G86IFfgOOctuoO42GGNz0Gtx/F6RiEApAAIjG4fp7YMxwOHL/7l5l5zN4cD43XbcrN90bJxy10dqUdKLhJTOPoDkC/3gexoyAn5/Tvu2kUnDqr+Cd6TJUOZGA2x8Fnwdyc+AXZ8P1PxVH+S3lxMNgnwkw/Wu48nZYtnpDoaW12GrUNbRvzR0mNZd02kLb2XVpbaIUFPg/Z9a8Qey7ezetzcVlK3HFlouLS4dojMO4K2HtPNDNgCECIxmAfJ+Ma7n7qY2LrbANH0ck3buLDyb4eldj2gWnBnn2jSDzl9pEYyBWBhvugNZww71w0fch0I7JBM++Cu98BkE/NIYlUgsQT4IvCbc/BokU/PHyrXvdvsUiulIpOP3XkE6LYNNaRJ1lwbEHbv16OwVrODq+AqmwtAEb5VRcrqkZSXVd9qGpFLw7XSJ/hXlw+tEwd7F0QjZH4LB94KJTZCi1i0t34IotFxeXDnHzq7B2iQzR1QoJ6GiIRyEVEN1RUd32cxfH4dJ10GiLqa6pxPbittINO2d7MiWF8Pgf4YBzjTaHB4MTjUrCtK/g8H23fhv/ehVQIoKSKWczzr/Ft0rqq359ARRvpPuxsRl+fx98tQDGjYJbLoNCxyj+lKPgjGPghTfk9Q1DUoqjh7Y/GtdeVpTBEy/BF/P+yeCCFzjz0GfYdcQ8DGXjtRIsWbsTy9cOwbbhpgegth7enwWLV4jg1BpufEA8rMaPlnmSz78Bn3wOz9whKVgXl67GrVJxcXHpEFM+E0FlZBrEWpSB1kYhGpMOtNZoDddVif9ZP0smIJSa8EEYXmvqkqV3GrvtDEduQkRlIlHF7YysmI6Os51W2taVtoYBqbR0/LXF1wug30Fw79Pw0Wz4+3Mw4BCYMSf7mGf/AlPug6P3hz3Hw3WXwsdPQV5O+9bcHlaUwfm/hVc/hHC8hM+XHMRl993Hx18fgG2bzF0+kSv+9gD9i+Zz84Oa1z6G/74LcxdBLCHHyTKlDq22UTNviaYpDCE/lFXAax923b64uLTEjWy5uLh0CJ8lwkn5xApJh1lvaqa0CIGFK+RkN7CFtcbaFKxIgFkHy9dCbh8o7i8u2a80iWt2b+JnZ8MrH0hkqDWmCYP7w+7tHMP3w5Pg/ZlOdtIxT9VO0bjPI1GzoB/692n7+addDrG4OLpneqLiCWlmWPVe9nEnHCo/G6OqBp59HYry5HH5nVz3+MiLEE1I4T9AwKinwcrhpqduZ+9d5lIf7st5x8zkb1OOpLggza7DZ5Frvks47uHNWccwZ9kESMchUQPKpHbdLGasHk6odBeUUvz3HTjzuM5ds4vLluCKLRcXlw7xk0Pgiq+kGc8shVQt0ARY0DcgqZyGZvjv29KVWFsvdTRNXvj2GYh94ryQhuCuMOoCqPdAcxhyelHK58A94KDJ8MFMiay0ZHA/mHJv+1/7jGOke/Cl92TGZtKZ4ez3QiwpIuqMo6UGqzVaS5eoUo4QdMSWBtZUQDwOvi2wrbr49/D4FNDOvgUD8ODv4Qcntn+/WvP5N5L+W4/ykx8KE4uXcMslUyjMCzN93hCSaZMTJv+JwyZOpSlsotCcfvCL/P3ln/D4axeClQ92FOw01HxChDShfrsxcw7MX9p2pNXFZVviii0XF5cO8fMj4MVp8OkXoCOAD1ShzHbcyZn6EkvAt8vgqtsljWUYsGotRG2Z2GIqOYk3fwlf+yFswFFL4eLTxTahNxTMe73w4t1w/zPw5MsQjsFOQ+GKH8Lxh27Y6be1KCX1Rp99CVPeheVlMGchVNaImPJ5YcZcEWQnHNr28bLtFpExWB8da4psWmwlk3Dh7+CZV+XfhpJ9iUTh0pvgoD0latcZDCyFBcvBn1mPMYREdDE+T5xQIE4qlaCxqZyCUBX77fIyqypKSabkwJpGikuP/wevzziG8toBkIiCHQEjiK77gkj+eMxig6nvuWLLpetxa7ZcXFw6hGnCezfA1Gvg+H2hxAv7BLJCCyR6sni5RH36FMlPVR3QAEYSbBPSFug80J/C8CopZL7/Gekyay8RG56vhx+VwSHL4dgV8EAtNKU7utdtU5AnFgyLXoey9+H9f8KJh3dMaLVk34lw+1Xwwl8lUtavRARTNCr1VxdeBw89v+FzlIJSJ+KVSSFm/uuxpJ6rLbSGr+bDib+A517PvpZGIneGAZGYdEp2Fhd+H2IxnK5OSNolVDeP5ewj38FrrqWiOsJn3x7LhFEyyMipAAAgAElEQVSLMZSNaWRDdWlbnFgnjv5SbrOdYdeGBXaSkC9ORQ2srey89bq4bCmu2HJxcekwlgXHHwAv/wGuPVXqg5oj4gdVXgUBP9Q2QL8+GwoPpcG7DnJqgXIwy0BVg7LB65FU1TOvtG9NH4Vh9GI4Zy081gCfRGFuHB6tg5+XQ6rn+Dm3i78+AasrwPJIZMrvEwuEG+6TaFRLfna2RKQgK7QMBaOGStSxLR74l0S0PpqdTYuu98B2omIaqKztvH3afxL84efye2UNNEUUF5xSyCXn/xIKX+Hie9/llVk/BnJQysa2W/4RNVorolGvpA9VxpwriWH58Qd8pG0ocP31XLoBN43o4tJDidswJy6/D7UkqlBi9vyU2uXnyQy8f/0P6pvguIPh4Mlw3d0brj0vJPfbabCiYDTKCTzozzqi+zxQXb/1a6hMwkmroFFnh4+ngbI0NKahPAX/aYAze+CQ6C3ls69FMFmOkalSIroiUZg+R2rIAJrCIqgsy7GNUOAxxQzVZ8GkXb772stWwxNTISdHRG8qJUX461GSljQMOO2Yzt2vEw4Vb6+aeinAl5SiRSzel3mLoL4R6usO45xD/4LHSpBIeQFNXrCBSCzE9IV7ARpilVIsTxz/wIOIJw2CPjGXdXHpalyx5eLSA5kdhSvLYXUS1qUghdgi7BuAP/SF8f7uXuHGMQw47Wj5yRCOyO2JhNQ2AYzfCT79UqIm0Vi2u2786Ozz6pvgqK10np8egR+UQX3ryJXz76YqCP8Xfn0I7HU8DPdu7R72DHKCWUuJDNrp/kw7HZFNYTjll2LwqTMT2B3B29AkJqa/uFkK8E89KityZ88TMRUKyHOCgazYajnh7dC9Ye9dO3/fLCvbkZhhyjtZf7GmaCk3PXUjvznjNnIKK9EaGsN5XPWPO0gkc/GYDaTC36J8IfqNOhBfwQgK8+X5+03s/PW6uGwOV2y5uPQwGtJw+TpYlICqFl1tZWn4IAJrymDqUOjbgz+9SxNwfy3MiEKxCefmwvGHSLQkP0fSis0ROHxvGDYQ5i+DwlxYuU4EQEOT1AOVFMD5J235dptt+FU5rG2VRtvAmKoY7KOh6r/wW+Dfp3R8f7uDi06BK25zBKxHRGsiCX0KYdedxXvq7Ktg6Wo5prYtQtc0JNLlMSEclQjZVwvk8bc4DvR+x8XfY0nR+upy8dsKR0TgeS248kK45VddF2l99UMYOhCMdVDXBO9+fgQzv92DMUMWUZzfwEdf70csGaAgp5HxO+WxcuCZRCLQf4A8Xyn48anyfnNx6Wp68Ne1i8uOyacRqEhDjSO0HFslAKptqI7DpKXw4iDYpwdaI5Ql4aK1Muy7yITqKFyyDPLrwUzA0lWSyrn0TBmrUtDCT2vJSnH7XrkWJo+HU47cuCN6W8yKSiRQtTxordGABfoEeOcFSJ3YvkHO3c0FJ8P/PoRPvhDRZJkitK69WOqtbntYvLQ0mSHOYnxqGCK8MqXlkZiIqAefh/NOhuED4YBJYisRjoo48Xmle5QAXPB9uOL8rhctmXTp+NEysmjRCi+RSB5fLZ3EXmPns9vIBYRjPlZVjqamwcPwAfC7S6S7ESQKN25U167ZxSVDL/yKcXHZvoloqEllMz5taYayNOy/Ei4vgj/2lcHaPYXnGsTSodQx0Fy+REpn1o6FnFdBp2HOIhFRBa2MS0cNhd/9pP3bTmmZtehXEN2Y2EqAJw52DqRMuOoOKKuHgePg3INh8tD2b78rqK2N8uqri1i4sIbv71nCaYeNZtrcAHk5Ik6ff11mUbZM92VStKYpkbAMHkvq4rSWlO2RP5LxQxPHSlH9g/+WrlGPJULltitlePWmSCcShKuqCBQW4gkGO22/TzlSxvDkhiTKNmaEyax5IYKeOIaZTzQZYk1NKSgvqbSkUN+bAddfCqHOW4aLS7twxZaLSw9jkl9mDKo2xrK0xAb+VivC5oH+Padwfl4cAs5amsIQjUM8BlhgloBVKUXcV98ho2E680S4R0CEZ3MavMB3Gu1scazXiAlrvAr+MwIqDoCUDffNgUmz4ZUjoF9+562rs1i1qoGLLppKQ0MMyzJ5880lFBZ+zaOPnsjgwflU1cIDz24otDJoLc0Imbsy0a4mZ7B1Ki1djP1K4NulsHA5PH6rdAUqJQLMvwk/Lq013774IrPuv59UPI4yDMafdRZ7/uxnGJ0QOjzuIJg1D974BHBq0/Ycrxg+0M/S1WMIhqS2bOgAWadtw9vTRGDe8qsOb97FpUP0oOthFxcXgBFeOHEz8+gyuioBzIrBl7FtvaotZ2dfNqqUtuUkrg3pxDca5XbLlLqh6V937raLTLiuRDoPPQo8Le9MgyoHFQXtBVUJRSNg3V7ifemJgGqGr4Jw7MttC5bOojkMN90PE0+Bfc+WMTVbsr177plOY2Ocfv1yKSkJ0q9fLvX1Me67byYAL7zZwry0DZQSMWKa8neJxR0x7KjS3BwRMcUF8vd57UMZRv30y7DbyTDpVPjbv9pe67J33+WT227D9HoJ9emDLy+Pr554gi8ee4wFy+R59z0ttWHtObaWBTdfBv+6Xewh/vpbePsReOyP8OGTsMsoWXdGEBqGOOq/PU06GF1cuhM3suXi0gP5W39YkoQvotBaR6kW/zWRCNfSJEwKdOkSN8pZefC/JqhNQ14QtAV2CIKzwYix3qMpNygn+s7mZ0Uw0IKbq6A6DQUGFFuwugkqPZDQ4E1CzhsQPRaIg+nkbA0NuhEW94WZC2DvsZ2/vngcDvyhzIs0DYk0/epWmX34zO0bf57Wmo8/XkVJSZC6BpsVqyIkEmmKCy0++GAFkLVjSG/EtLWoAN55FMZ8r63XFxGWwe+FWd/AdfdITReOzcRVd8DMufDPP2Ufm0zCXX/6hg+a7yDa4GNIfDrj1UcMLS7m7bufZsqbF2Ebcrp5ciqcd5KMbmoPo4fJT2sqqr8beTMdq5TG5u+mrF1cupJOiWwppa5USmmlVInzb6WUulcptUQpNUcpNakztuPisqMQMuGNIfD3/nB4EFpnbzL1XKWWCK6+5ndfo7sY5oUH+8POXqgEBg0A6y0wXpV6oVhCjCVzc9r2eOoMTsqDWSPg65EwcyS8Owxe3Qkemwgv7AErDoWhCuJ+pFI8g5bjiQGr6rbN2h6fAotWQE5A0l6hgHiLvfQuzFu08ecppQgGPSxdmWDGjLWUl9VQU1XPokXVfDO/gcbGBCcfJiKpLYb0h8GlMizb65Gid8vMFp6DzK3MEI7Cf96UrlENoMWnK5mCF9+SZoYM1/25kSkrDyEaNyAZY6HnMN7iUpasTLFmVYTi3Dj9+8ig7JIiEVyLV7T7ELbJfhMlJdqSSFQsMgb07dxtubhsLR0WW0qpwcBRwKoWNx8LjHZ+LgH+3tHtuLjsaOSacEEhvDMMZgyH4Va2YN4ACg3oZ0I/C/btYQXA4/3w2ECYORwW7Am/GgAFTk1N/xI54V56xrY9CSoF+SZ4nVDgaB+ckg/fK4aCIJx5DHiXgXYighlHdG8uWE0woZPm/bXmDWfwtmrx7WuY8rd97aNNP/e47+3C0iVVoNOYHgvLslBokmmTm/88l0H94Zofgccjr5epy+pTJMd697EirpSSIvN8R/SGAnKbbYuYqqiGusasu3xmpqJSkhpO2/DBLLlv1Vr4//bOO06q8mzD1zttOwvL0jsIIhYUERUr9hY1xh6NGlvsJhqj8YstRo0m9hK7xmjU2GJXLLFEgWDDggUE6XWX7bvT3u+P+4yzwC5td1nKc/1+IzNnzpx5z9lx596n3M/zr1bTwS8g7OsJuxSF6YVUR7qz0PemPNyHqnj2AxoJq0Zs3KTWuqLi6AOgawnMXaBI1oIyia+LTl4/u02NDYvWiGzdBFzE0rW8hwB/92Ic0NE510a/ugxjw2d4HkwdDGP7wj75sFkM+kdhh3y4u0dWUKxrhIOhxdf/Fp6+Bc4+VsOlH/wTnHx4+67tjKPh9FII1UKiENI5EC2BVBgOLIMhA9rmfbt2Wn5bpoaptInnGrPp1pvjXBiPJ51KkU4nyckvILeghJdeVFjs97+C526D3t2hpANs2l9RrVhUwuOwvSR44gml2aIRpd+iEflY1dbBnjvIRiLUxOfKe4mynl30ePocSNZUko7kSbCm0/i0x/kkZdHBTCo9lcrapQ/kaD4Ct6aUdoJ//FmfrwG9dQ73/XH1TXENoy1okd53zh0CzPbef+aWrsjsBcxs9HhWsG1uE8c4DUW/6Nu3b0uWYxgbNM7BnoW6VaX0uLCZP5fiHp6sgH9VQIOHw4rguE6Q304tMc7Bdlvqtq4QjcK1J8Mxc+HiD+CzBBRVwEld4de/aLv3PfNY+OcrEG+AaCA46uoVXTqmiVqq8Z/BF1Nguy2gpDhKLL8DeXkx0ukU4XCEUCRKbW2cnJzsD3fv0fDbk+DOx6G8QhGsy8+ETQMBefmZcMWdUFWdtYU4Yl/4R6OasYPOkECra1i+oL1jEey3i+73KIWUi5FIOHy4mIivI+RTJF2MGLXMKt6DPo1eX1cvYbfbdq1wMZehpCOcfpRuhrEusVKx5Zx7A+jexFOXAr9HKcQ1xnt/D3APwMiRI9fz0bCGsXYoWkGNlvdwxmz4R2XW+mBsLTxUAe8OgMg6GgVrL7bqAS//bO2939abwV8vgotvVBQJJIYevV7O+hmWVMA+p8KXUxRhSnsYtVWM0p59WTx3BgVFallNpTzpRD2/+PnWP772mnvg/qcVQepaqkjUpbfAIz3kZXbWsbJ3ePEdfV46FimSVd+QLTI/5XD48FOlDBOJbOoiEobX780OFN+kH3QuzWFmZSei6WrirpB4qIhYuoraWE/69M6lqEAWEqCU3tXnq1PQMDYWViq2vPd7NbXdObclMADIRLV6Ax8750YBs4E+jXbvHWwzDKON+bweHq6U/UGGNPBhPdxRBufZl1y7kU7Lv2rHreH71+CdjyAvB3bfLjszMsOJlyqiVZin+q50WlGu/XbdjXGvPU9leQUeT8g59tunH2edsQUgcfbXB/mxwG/+Yt3vXgr/eAGuOBseeR4+ngzDBsnRf/YCibPqOrjnSkW6frI7nHakbB/KKiT2epTCi3fJZiGDczB8u57ULV5MWWUBKR+itGEyJczm216n8dAFsPso+PgrHWPEZlC4Dk4+MIy2xPlWMpNxzk0HRnrvFznnDgTOBg4Atgdu9d6PWtkxRo4c6SdOnNgq6zGMjZXfzoO/lOl+4yCWB/pFYPqQ9liV8e10uPB6iZ/qWqX3unWGfr3hp3tocHfG4DWRgNLREIku3S2YCOqsZr+d5ul/z2He/Br6DShl4rclfDPNsdkgvc/L7yqCVFOr16W9omMDe8MXz8OBZ6h4fOIX8tvK4Bz86Ty45LTstu9nSiB27qju0aaKzR99AW56GLp3qidaM4eGSGeq0sU4B6/ft2IzVMNYn3HOfeS9H7my/dqqR+NlJLSmALXASW30PoZhLMP8wMqgqWxhZbqJjUab0xCHs/6oeiXvYdY8zSScuwg++xZefBv+dI8K24dtoo7AZGr5aFcoFAyejoU45ojeTPoGTr9ckcvCPBj7IXz5nURTTa0iYj6tqFgaWFQuP6+aOqURk6mlDVC9h+vv15Drd/6nOZWhMBy8u2YLNtfVd/Aesq74flYu+XkDicflVn/ZmSa0DANaUWx57/s3uu+Bs1rr2IZhrDpHdoBHKrNeXI3Z0r742oXxk6CiShYM4ydJ5GQiShlj0+mz4YRLYPwTssjo30sDuRuPM6qrh20CbzLv4caHJYZKg9FC+XnwTVimpmkP6cTS6yirhFMug/12hg8+WWaRXp+XiioYfSzMnq9C9lAYxn0qkXb3FU0LrqICObm/8Da895GiYIP6yB7i5r9DRTX06grHHww/22fdGS1lGGsLG9djGBsYBxRB3yD15BvdIsBtZsDSakydAW9+CJOnrnz8THVgthlPSAhlxuP86JsW+Fh9Ox2mBI6Ft14qYVNdo0L66hoV0F9yKvzmz7DdEfDUazIibewY37enhFy6mSjmzLnw8LPZxz74gDT+rEybpVmRDQlF0yqqFela0XilogI49iC47VKlSW/6O9zzpPy0pvwgMXnNPXDX4yu+VoaxIWJiyzA2MEIOJg2EvfI0jDkM9I/Aa31hq9yVvdpYGfG4aq/2OhkOPQdGHA7b/AzmzG/+NcOHBpHGwBg03UichVwghoN5hckgDbznDvDhY3DQ7tCtFEZtJX+yW/8B704EgrE8U2ao9ioVvK6kGDqtZIj2sulD55b21AqFgoibV7ozHIZFSzTXcGW88z94/yOdRzgsB/dIBGbNV8TrkeeXd3o3jA0d89U1jA2Q4iiMbSNTzo2dv/9bI3eWVOmxczDpa9j6MJj2OhQ00WnXqxuccAg89JwiQBVVgZVCRuAEBexFBTB0YPZ1P8zRrbgQKqvg/OsUyaquXbqwfWE5vP6hRvAU5cvI86V31EXYJA46FWWfz7jnOydvrUykzDnVXjkknrqVrvz6vDleHmbVZRJsINGVGdUEMGdB1vPLMDYGTGwZhrFO4L1sC+YvkgP4wD4rf0178NC/JZbCoUykKs12m41j1NAPefSpDhyy/75067q8QfNZx8qY9N9vwdgP4NOvg8L1dDBex8F1v8n6V1VUwVV3SYBlisznLlxa5DVOX6ZSSjcm4vDeRAmjjJhadt+cmLYV5Cly1aML5MWgQxEsLFPHZDqdjX7VN2iQ8547rPz6FOXJm6sgDyprsl8ymfmK6bS6MA1jY8LElmEY7cK30+G19xXtGLEZPPoifPFddkbf3qPhyrODGqeEZvmtC4XV8xdmo0ChUIo/nngxuw9/m7R3hEOwcOr9zJp9Ddtus8dSr3MOth+u2zW/Vurvunvh62karXPxKfKjypCxZWjczVe5TPqtsYhyKF1XXCSxtElfpRTLKpYWWg6IRSTa0imdS1UNdO+ia92/lx7XNuixQ15g912lYy+L94p6RSJaz0Fj4Jk3oEtnrSNjiBqLqgvy6P0l3AxjY8LElmEYa52nX4c/35cdFXPjQ/p3xGZZA8/n35adwIy52m9Ab7jzD7BrG4x5WR1GbA5TZ+n+zlu8y5it32LO4h6AIycGHQrq8LVXcOr/jebgPXPZf5emO/hGbgFP3bL89rIl8MlkRfmWLbxf0WOPLCPKKtRF2LMrHLgb/Os1mLcoOw8x7SWmMnVjOVGIhmHyFNhisIr3e3eXD1gyBYfuJSE4oLf2b4jDfybIYPW9j2HCJEXHohHYYbiicxecCDc/ouPMXQDxJAzoBSf/TLYShrGxYWLLMIy1SnkF3PAAdOogH6l0Gr79QVGUGfOgczHk58L3s6ChQdEZ51S7dNi5MOHJ1Usx1tXD4iWyXchpheHHt1yiVGAiAbtt+SbxRAxwBA2FlFfm0blDNVWVX3DF7SN57yP48wUrj8p98R38/iYJmFhEqbgllboW/XtBnx4qNq9rQN2DzXRAptMSRB2L4NrfKIoG6gY8/Hz5cGWEVjQSRJzq5cf1/Sx4437926mDnO4bR9ZqauGMK+XRNXWW1pchmZLVwyFnwd+ugFfv0TkV5MmpPhZbNyKThtEemNgyDGOt8unXEgoZw850SjVB8QR89wPMiCkK09CgwupQYGORn6fC8L88ABedAl1LtK0pqmrg4efgb0/AnIUSDj1KNaD4uJ+07Eu/excYez/87DyoixcQCqVwTqIonlAtVyjkiUZz6N5F/lQv/EdeVd9Mg80GqVh+cP/sMSdMglMvg6kzJYAWVwBe4rC2Xh2HC8slGCtrdL1WRkaLZVKNv/urjrfj1vDfTySukkmoTatOLJWSeHruTY30aYpnxirilpe7tND68T09LCiDUy9XFPLwfVfv2hrGhopZPxiGsVbJzVla7CwozxZjR8JKa1XXKvryYyTKK5KUiKu26+gLYO+T4d4nl4/wJBKKvvzlQUXD8HJOnzVPI2Veeqfl57DLtjDvXdhh1IHk5Xi6dkoQCWstHQrKWFTRjfKaYYRCOpcL/gxvjVed1LNvwJgT4ZeXwtvjJXhufDhrsZBM8aMjrfeKZvXvpXmCj1ynSF84rO7FpkSjcxJsmVE9kO1qLCmWSWosquvr0XskkoEJahpueLB5L6yxH2odX01d8fVJp3X9y5as2fU1jA0Ni2wZhrFW2XaYBERFlQqup83KOp7X1umLPxyIiIwNQVWNtnsPLi6BUtwJ7noCSjrKlTzDfz+Br7+XyMnJUaQp6mFJNXTtDA8+I++qlhIKwU/22Yr33j+fTjm3Eouoo6+ipoSH3roRF4TkFpap+65Lic519nyd00vvwKRv1Ajw3XTVqjXEFR3LCMi6lNKJsagaBJZU6RoVF6oOLJGA8kYRpg4FElpVtdp+52O6NonAST4jzrYcIid7yKYUM92J4RDc/ijstA1stenS55yfq2tfXbeCCxNYWHiv95i3SJG9SBgO3RP23RleeVdmpz27aH1mA2Fs6FhkyzCMtUosprqnnJiGHFdUS2gUFWRH0xR3UKqqtl6iLJXKFtMX5MGUmRImxUXw8L+XPv7kqdli8R+NOoN/U2mYX9a657PLzj+ny6CXqXTXcdvzt3HZP56numETfBBRiyegbw/Vjs2ar/PPy1OHZbdS2UBU18nZvSG+fKQunlB6saxCReqdinVuIGEVDf5kzgip8ko9P+FzOPcaGLw/fPaNDEUrq7VPaSetKfOaSGA+mpejaxUJw2v/Xf5cj9hXNWOhFaRhc6I6tvdw5+Nw26Na08JyNUVsf5QijBMmwQPPwEFnwL9eXePLbxjrBSa2DMNY62w+GF66S91vXTpBQa7EVV6OisMXLIbcmDrqvJcYC4ckNKJRIKgNys1R5KgxvbpJDBTmL238CTLW3HZY659Pt66d2XWnMVx23ij69oyyYLHOoW8PGL6pBFNG6Dgn0ZcTlZicOlM1Wc3VYTmn86hvgO6lcMrhOr/6eomqvByJo6ICHde5rFeqCymdeNzv4PQjld6bu1CmokUFqmUrLFB6MTdHXYMdC3U/M1KoMXvsACceqghaU4Ir5GDbzQOTVK9OxJ5d9bMozA+2LVTU8cspWscPc+DoC2HoAarHM3d5Y0PE0oiGYbSY72eqeHrGXBi1JfxkTNOeTI2JxfTlO7ifxEZdfZBGS0osDOkHVXUqgt9huCJWNXVAOBAgSRVpj9x86ePusT3c8ZjEycz5KrRPe6XdOhTCmce01VWATfrBP/+iVCFI+D35Clx/v9KODgmeZALyCjQMOhOlCocklhqTGaPTuVhCa8oMuPBEpRIff1liLScGlxwJvztF8xI//Vo1XT96cDld1/+7Be67WuKmbIk6BF95VzVaNbVZMbtJf13XHYbrPLqWBAI3WM+5x8uh/qjfwHczAJ9d99CBEpZFBbDPaPltNa4rK6vUvlNmZP3UMp5lsxcoSvnVVLj/autcNDYsTGwZhtEixn8G512rL85YTALiyVfhoWtUT7UidtwaHnsRttlMEY+vv4ecfsD2MH8gdJwBqWeUYhvYR7P56hv0Xpn5fWf/fOljFhbA3Vdq6LH/RLYPRQWqF/rVUW3vTO+c/KUyHLm/aqgefEairyEu8bSoPJgfGGpkTLqM03vIKeI3sLfMX4vydY1/dwoctb9E0qC+qgeDpcVLxmw0c7ipM+GsP8J1v4af7A6nXaaC92hUa8pYTXzxLWy+icSZ90rb/voECegMQwfCR0+pPm7iFzCoD4zZXjVosah+nm+Nl0VGbR3MXaSfW329ooshp6gb6aXPORqRXcSnk2GbNohAGkZ74fzKxtWvRUaOHOknTpzY3sswDGMVSafh4LOU+ulQmN0+dwGc+NPlhdCyLFgMx/9OVgcO+DwfEocrjRULgQ+Dfx9yX1dKLh5X7U9xIRx7EBx/sDr1mqO6RqKsOYuItUl9g+qorr1X9Ur1cZ1PUYEidql0diZhY5zTOJ19RsOdl6lz8fGXFXVKplT3tdVgiczps+TTFQ4H7vDBr/cgwPWj8CouUiqwsjobYWyIK8pWmA+lHaF/b6Un64K6uavO0QDs597U++4zWhYRGaG3LDW1sMdJilSFQhJYNUEDhNz3sw71OKVDhw7U9v87HQ7Zs9V/BIbR6jjnPvLej1zpfia2DMNYE+Yvgr89Cbc/ouHLJcWqv4rF9KVaUgxP3bzy4yxYLPHw5kfwym6QH4OMj6YHqmOw42QYmVCUZcwoRcSacmVvLapr4MPPJDRGDFs6UtVSUinY65cqip8ygx8tIyqqlq8xC4cUDcvNgcvO0POPv6xUYKY7M5XStSjtBL26yn0+k5pcGQV52aYEkOBqaFB3YJ8e2e0LFsPMeRLVLrCcSCShdzd4+yGlS5s6zz1/KW+xjBFrLKpi+VQqSCP6bHo14wFWWS1T1BEW2TLWA1ZVbFka0TCM1eahZ+H8a2Ww6T0sqpAAyM+F4UP1BdppFeffde2sOqC9j4SJ/4Ml4yExD8JFkOoL8WKYVATVr+qYh+3dtkLr08lKi9Y1yPjTOY2ZOe3IFdcR1dTCU6/BK+8rSnP4vrD/LtnB0hnCYTh4D/mFDewNU2copZYTVaQwEpG4yollLTFiEUWU0mmZtFbXLn3MVBwWlSmdN3pr1W1l9smkFptcc50iTrm5QeQrON9lnfara5WOzc+TYALtM3u+Ri399Xfa5r32zY1pLmJdvcYSJRKA0/mM/0xGtalUNiWMU6dleSVsNURpSMPYkDCxZRjGajFzLvz2BkVmlg2M19bDZ1+ruP3YA1fvuNEkxJ+B9ORs1MaHIedI6BiRKKuogvOugRfvUi1TaxOPw4XX637nYhXrh0Nw39Ow/VawdRMiwHsJiJP+T52RvboqpXrZbboWvz99+deccIjmC85ZoAjSwjLNJ+zUUXVNmbqrSERrKpqP5WkAACAASURBVCxQ2rGqRuOOmiKRUr3TDsOVjttvJ0XBpsxcvvC+MbX1Os+cmOq3wuGlR/SAhJb3WZsJMuuLyiF/8lSNYHrzQ629Z1f46V4SUul0tsA+GoFe3VWg372noliV1RpMXVwEB+8OZx67jOntYs13nPil5isetb/5chnrHya2DMNYLV56VwXfvpkv8Np6GD0Cdh+1esed9AH4qRDrAh1CEhfVSyD5CnQPRE5xIfwwF+79l8wwm0pftYRJ3+rcqmpVsA+K/HQsgtfeb1psXXcPXHOvokTOqci8W6kMQZ97U3VljVNyoMaBR6+Xl9XHX0lEHLQ7/PNldS7W1knkJVMSL5076txnzV269qox3mv/ReW6f9pREj3nXtO82Mp0LcYTEq+jt1bk8I7HstuqqnX+VTVZrzO9YdCo4NSZ+P2soNgfrf8fL0iwLlis6+GcIlz5uXDdlTqEcxKHmbqvZSOHcxbACZco4lWQB598BXf+U3VlfXuoLvC4nywfPTSMdQ0TW4ZhrBYNgR/Uiqo9X/8vvPgfCYhlv0AXL5FwmTFXHlRjtlck5dX3YFA+fFcGZWVB+qsAotUQLYJkFCZ/ryjQnf+ER16Ag8fAJacun1aMx+G9j2Tm2b1UVgWlnVZ+bum0atEWLZHYSKV1opXV8NGXy+//w2z4y0MSOSEn8eK9XNN7dJH4+Hra8mILFK362T5Lu9+f83OJmr8+pHRcfi707K51/foX8Os/yz6hqYsfC/zH5i9S52DPrhJciyvUWZhu4jXRsFKz+Xnw21/CkP6q27r21/DyuzJh3X8X2Hc0/PRcmLdYnmggMZwX07mXV+la1QemrDVBfVZuTGnlz76BSCCIzj5WadRVsXZ46Fm55nfrrM/Ll1N0/PmL1V3530/g+bfg8b+2bWrZMFqKfTwNw1gt9t8VrrhDUYqmBFcopFqcK27XF3/PrhIfm/SVqLroL1BTL3Hy9Osw8Dm49yo998MsSNVDYQSSHmrnQzIooP5+llJo0YjESyyqOYOD+8HRB2Tfv6YWTr9Cqa1wWGu8+0kNRt588IrPbdggOcxnDEYzUaR0CsaOU7SrR5fs/i+/C3U5wHBF+vw0cAv03Kx5ir6UrsT+ojGRCFx2JhxzgFKXX05REfqJP1UEaOyHcM+TSrMuWwQfi0r4bL0ZXH1edvsFJ+q63fro8kaliaTONxKC2x+TuMtEr87+Odx4cXbfZ26VOer3M/Uz7lik6/7O/xTNa4jz4wfCI7uHaBQuP1NisaxCthsr819rzH8/lmAd95levyzxBLzynsT9Abut+nENY21jYsswjNViSH847xdw7T36smuMQ9GO0k5BtOSv0L+nUlvllfJ9ys+Xj1PH4Et3ygx49AW5yd//tF4XCkHMQyIMybTSSbPnSzz17ZmtKSouUl1SRmyVLYFfXKw6omhEtUCb9FXE5Yo74MmbVhxRmTIjKNgOyFgmgCJ6/3pVxfwZvimChl+DC4rb0x7Cb4N7Xe/Zv5ciO6vL4P7w5wuW3/6ro+CtcWpGqK2XuHIOSop0nQb10bDqokY2HLEYXP9bibixH8Jh52aHVYMiUvEklC+B/purcH32fLj0FujaCfbdRfsNHwqf/1tzHL+cqmjTsIG61pkxQ41TjKCfm/fQr5duq0vHDopeLdul2ZiGuNK1JraMdRnLdBuGsdpccRb891ENNM6JZYuqC/MlprqVwvTZipxUVqtrMSemL/X6evjf5yoQf2eCuuhe/I++WEuCuX/xYCBzxw6KDm06QDVLWw3R4wyRcOAqj45zwK/gjXHBcxEV1E/6Ruv6YY4ibE1RtgTOvhqO+a0EISiiEg7rOC4kcfL5d9nXVKXgg001GNstgWgluCpI7Q7pnrDdFnD7/7VuPdGmA+DRG+DI/SR6e3fLdoMuCc51y0OgonL51xYWqDswPxiL9GPxekQiqapW0aO3ximiNmseHHy2zE8zjRDzFqo+7Zq74dw/wYFnSExnyIzpyZBMwRlXLS1gV4dtNss2SyzLj7rO6+drGOsyJrYMw1gjRm4BnzwNf79WBd6xKPTsBlsPJahzSpMXa6C8MilBFtKXel2DohE1dbo/az68/7Fm8vXoKpHSr6c6+sJhfdkeua/SY9NnK51YHczPK6+AvXZQ7dQux8NHX2n/+rhEXjgsgbeoXMGWnOjy5+E9XHgDjJ+k0TSZLsdUOhiv4/VvYYFSlhkm1gNh2Kw3pCsh+TXwDVAPQ3+i2Y9dO7f+dd9iMNxzlaJMmehUJKLrHwqrtumn5zX92g6FSt/m50nYlhQHw6dRyu/jL9XVmHHnj4RlUfHoC7pO510ra4wF5fDtdDUUvPq+9m2OV9+TTUhF1eqf67BBiqA1NYcxo7/yctX5aBjrMpZGNAxjjQmHNY5mi8Hwy//LfulX15TRvdNi9hs1lnc/24VwOMycsiFEwhHijaIcocC0sz6uzrzupaoJmjVPX6aZ2qQTLw2czoPanxlzFD3bfBCccKhc7KfNCorqg+hKOq3UZW5MtWP779r0+KApP8gyoVtniarioiC6ltBxYtGsi/tR+2Vf54Kb/wpCz0IqGI3jJkDxnhKFmw5ouxl/8xapMzMcyoqRkAMfUq1TU+yyrTr/FpYrEpkZleOQEFtSmRXF3gfRyITqxAb0hrcmQGWVon+hkARaJAQuAjQxuBp0nIf/LaH88LWav7iqjBimlPSA3mpQqKhe+vnMuKadt131YxpGe2CRLcMwWsywTeCOPyjCNWdBPTG+47SfPM4B279FyofJiy2hV+dvsim1GPiBEB8G6S0h2Qde+gDuvkJf7slgdE0qCblRRZmSSYm7Hl2y0Y67Lodvf1CXYl5gzNm4aj+dVm3T4iVyVr/xIaUoG1NWEbiYB+pp8010/FhU2yMR2G07zXpsXHc0Mg+S8+HrJ4FciBSDKwQfhfGPwhG/Vl1bWw3piEZ0fsuJOafr1dT7FhdpyHOXTmoCqAmMT48/WFGsdCOhmhPTe4SCIdFHXwCLywMRGhwvnoB4Stcq2syf7s7p5zJngfyyVofuXSSmKqtVXN+9s9aZG5Pv2VsPwnW/saHVxrqPRbYMw2gVtt0cHvkzpJb8hVD8eRrS3fj8Wzhg1Fieef8AOuRX0qmogXmpHPwgIBcIolzpQviuGuIxzewb2EeGoPEENCSCdF7grl5br/daUBa0/wezADOCqfEgZtBzRQXyfHr0RUWtfndKdt2D+2nfRFKCISewK/hhDpxxlCJnTc1WLAzBlhPhEw/hHKXfiEB4MfiEvKaeGQu7jlx55MV7DeGePlticvjQlQuI0k6qY6usXtr2IJ2W/1hzrx+zPXzyjKwxauv0uEuJ3n/E4YCXcM2MEUqklO5NJCS8UsF1TaWDNG8CirtIxGaiiqmMCAz2LSlWGvbdj+TEvzr84hDYdhi8/oHSz3tsD9ttaQLLWL8wsWUYRqsS9tMgvZBcZrLtkBw26VPJVoPLePa9nSjumKBySQ41DUDjkTCVinCd9YFm9aXTKubOiWUtDhyKdi0K6oVyY6o36tgBOhXJfyoz4PhHoRWCkg6BLYFTTdZzb8BZx+jLH5RaPOVw+NsTSq1FI/K6GjaoeaGVoXMt5JZBOAU1VUBt4GcVDHaORDS+Z0Viq74BfvdX+ODTIA3oYbNBcOvvV26TcNulcNKl2aJ+0PrvuHTFrysukgdaY4YOhGvOgz/cqjVlBGtJB9WezZqvsT61tdnrm05JcBXm62eTSCplC9l9cmNKA9Y1qLtxTdh88MptOwxjXcbSiIZhtB7JGdDwEvgfwC8g5GfSKfdDjt3jKf511ZW8+YBj398D+UAFUK1/XSGE9oEP6uHo/SSocnLUzZZJb2U6GxNJia0vp2jI8f67SAxkTEsdgcFoSJEfT6OC74geL1mmWPuUw+Gmi2HrTaFPdzj35/L+WpHQAvjp3uDSkCoDXw0EkR2POjDjiWzXXHP86W546Dn4aooidaEQfPkd3PTwyi/3cQcrlbbdlopOjd4G3rwfDt5z5a9tivNPgFfvk1nsjsPhqnMUBQyH5WIfDkmkZmrEIhFFDUs6wH1/hFFbamh3JKx9SjtqbeGwrsVR+6/Zugxjfcf5tiooWANGjhzpJ06c2N7LMAxjTSk/FuqfA5JkXapSQBg63A4Fp3HHYjh7MjAB3HxwPSG0NaSLoct4mHw0PPCMPLd+mKMv9EQK6uqyb+OC/xQVwJz/wIefwVV3yOF85lzIy5Mz+qIy7devh+qt6hpUB/bavSq4bw2O+LXMWRv/KnWoeLy4CJ67TSKoKd6bCGNOUuF/plnAoYaDnJjsNdrbGf3zb9X80KFA9+MJRR7r4yqq/8XB8JsTJbK818+sshru+RdMmBTYZ4Th3OPgiP1W+naGsV7hnPvIez9yZftZGtEwjNbB10PDf4GoQlXUg48DYd3CfZgxB564Cjga2B18A3gHPgaRethmrtKCF5wEpx4hs8rHX4HX3tNbhEONarO87COefxuOORB2HgFfTYX3P4Jn31Rn3aJymad2KZFNRH0DXHp66wktUOrt08l6r4oguhUKKbVXXaPuyubE1oU36DzCkSAih+qdvp2uQv019adqTbYYrC7MJ16RtUdFlbzSjj4Qrjx7aUd952TkCvIYm7tQP4f+vdpmcLhhrC+Y2DIMo5Vw4MLZCnXywOWBTwFJps3JZb+zFfkomgVVJwIDgDT4+dD3dbj6lGzhc4dCFUcftBv03xvqGlLsPvw99t72VRLJKK9MOIBxX+1APKEX5ObIKmDEMDjzGImf6jr450sw4XMY1BdOPLR54bOmdCtViq2wAL6fkY1Q+TR0LYU7H4dD9lQUblm+maaapnhCxqmg9Ft9HEZs3rqicE1xTuJ3n50UiYvFYM8d1MSwMnp0WVqMGcbGioktwzBaB5cDOQdA/UMSWBnh5eupaujF/ueMYvps1WGlZ0DxDZCI6Fbi4LxT1GW4LJ2KoX8vz5E7Xc7+o14hkYziXJp9R77MY28dz0G7nb/cayIR2QYA/OGMNj1rOhRqmPQNDwRjcKKKavmQ3O7r6uC7HyQCl6UgX9GvVCoYeo0iXaEQXHxy2657dXAOttpUN8MwVh8TW4ZhtB4droLkF5D4SKEdIOk7cc4df6eiuoBYNJsaq61Tii/RAF27aYZhUzgH9//hU0LVrzBvcTc8ITwQDqX4zeG30Dl/FDB6rZxeU3z+LUydoc68mjqJyY4dNKcwP1diqmMzXYUnHAI3/x0KCvT6jInrwWNgwCpEjgzDWD8wsWUYRusRKoHOb0L8PYiPh3AvHn/jZ3wxPY+ifAmsTJrQ+6BgPa2uvxXZI2w35GVqF00jlc6joqaA3FicIX1n0614AdQ9BDntI7YmfA7HXSSbipKOUNug7T27yA5hwWLNjxzQu+nXX32exuv8+62sUeiYURqBtL7jvdz5Z83XDMdN+pk3lrHxYmLLMIzWxYUhZ3fdkN+U9zLaXFimQunaIAJUU6saoPp6mZPut0uzByU/N86oYd8tvdk78DVteDLNU14Bx1woX6mMN1ckDM6rwD3tZYXwx3MlMv77scbeTJ8Dmw2EM46Week/rteA50nfyuuq8aDt1WHuAo0nGtK//TsY6+rh4hvlHRYOSVDvtI3c3nNz2ndthtEemM+WYRhtyk4jVPSdm6POtrxc1Sg5B317ytuqrgF+dSV88EkzB8k9GEhAuiy4VUO6QYVROYetzdP5kUeeh4WLdT6xmHzBwmEoLJRX1+N/gTsvU/H8m+PgvGs0LzEvV8LqtMvVxQiqL9tnpzUTWnPmw6ijYNB+sN2R0GeMbDNayvTZ8O5EdVOuLvf+S8PFu3VWJ2i3znKsv+fJlq/LMNZHLLJlGEabMnSgnNgffk7RnuJCqKqGIf1g0RLVPNUF0a+dj5PlwT9vgC0GJ1X7lV4AdU+D6wR+ITJJqAcaILoX5B3YLuc19kN1INY38OPMx0yEa1CfbOrQe7j1EXUjZlzrO3eEsiVw1+Nw95XZYyaTmtVYXBQMgY5LpHz2jbr69tlJr80w7lPY/QSNNIJsmu78a2Fgb43iWV3icfjDbfD2+KCzMi3BfM35S9s3VNVohM74z7TfTtvovK+6S2OKQk4doUMHSIx27qjt5x6/+msyjPUdE1uGYbQ5Z/8c9tpRqbRvpsFr/1WNUnlVVmhlmDwVDjozycR7T6W06EtI10FqKpCDgvFJ5N1VCnnHgmsfA6eCXOheqshPMhk43acUtfvlYYpy1TfI+2vaLEXxGlNUqAHaGZ4dC7c9ptRqNAJH7AsTv9Q+oWDm49+egLsu0+Dv2fPhwF8tLbS813vmxOD6B9ZMbD3wLIz9QOIuM/ronf/B7Y9p3M6L7yhN+P0szaesq9c+9zyp+2mUIg451WstqZIQC4dlaWEYGyOWRjQMY60wdCCcfDhcdIpSivMWBRYJXkLBIcECsGBxiifGDoVQNwgVAkm8X4L3yWDYcQrPfIi/227nkxk9M3Sg7B7qGyCeVPTphEPhpf/APifDmVfBD3Ph468UNcpQUwf9AgH29ni4+m5di4YEfDcDLrkZXnpHTZ2JJOTnSMhdcYf2u+8pqApc9TMRLecUPUylYfa85tfuvdbzwNOKNpVXZJ976jVFoTLROuc0CumvD8LNjygaOfFLFb9XVKkmKzdH51Mfh0QcCNaAl3ictwgWl2uItGFsjFhkyzCMtUppJ/jNCXDWHyEZRGUyruvOgXOekEsx+YfNgPfBR0n7RLZdDwd4HJBueLPd/mI8eA/4+nu51ffrIXGx9VD460Wac3jlndChCIo7QCIBk6fB599pyHR1jQTU6UfqWA88I5uI72cqEhSJ6DV19RIrOTm6Pp2LJcYWLIZvpkM0rP0ygjVDMgXbD2963ckk/P5meHuCUoTpNFx3r+rLRm6h9+xQuPRrqmuVNtx2cwm+TIODB2rqFcVKprL7hyPaL+3VMDB7nkxazzmuNX8ChrH+YGLLMIy1zlEHKEJyyU0SHuFwtj4oE93afrNvgKCYPjNm0WdDON570sl5a0Vs1dXDP1+GF/+jxzsOl+iZtwiOPRA2HSBH9SH91Z149p+U/svNUboxHNasxoVl8MHH2t63p0QMwJwFEl8VVUoBOrJ+ZGmvtGIkDAvLdaxoRKm559+CnKjW0jgVW5insURN8caHKtjvUiJxt7BMAmyvX8LfroDdR8Hr/5V4m7dIIjKegII8/YwSCQmszNul01n3+wwOrTGZ1H4H7QE3X9y0i75hbAyY2DIMo104/UiYPgtufVRCIx1Et3COQb0XceiurwL5zFjQg76dHaQdLqSveO8deEc8GW3zX2LptArO//eFzEnLq+C191XsPqQvjPtMvlrXXwhvjYM/3a06rVBI4qmsAmKRIL2XUr1Vn27qwLz8dnUgbjNMNVuZSUeJRuIp7RU1ikS0LScqT6+jD4C7/qnaqZxg5I/3EjT/eTg7o3BZXn1fYm/qDNVcpdNQn1Bz50mXwuH7yEJizkIJPB+sOzdXKc1ps3/0q/2RVKPHGRHmA4Eci8C155vQMjZurGbLMIx2IRKBGy6CNx/UEOniQijtqEjR6/dAUUEYUvNwVLO4sjM4TyodIZmK4L1+dX03d582X+fEL+DjydCzq8xXZ81TdKmiSoXv1bXyk9r7FNlXjJ8EeNVnea+apkRKUR4XkqeWJ9vZ9/RYOP0ICaBEEiqrJHYaR45q6rKF75n0YOeO8Oq9qh0r7Qi9usKvjoIZb0q8NUcmOrWoPOjrbMg+l0pp8PfchdC7u4rkB/eDHbeBVBKmBpGwZSNZGcJhnVcmPZkThVN+Bl07t+xnYBjrOxbZMgyjXdl5BLz7yLJb+0L6GWh4m34D53L1vSdwzkFnUJhXgXMe78PMLe9Pfe6Nbbq2mYG7+8y5igT5NFTWSqSk0jBnEbhFQcQpR4InEoHa+qCmyWe7BL2HiFOk69sfFNGKRSW+BveHJ2+E7Y+G2iY69lIp7dunGxy9f3Z77+7w4DWrd04Hj1G3offZ7sBkUv9mUpfJpKKOm28iM1pQ2jMnJkEYchCJSiBmhFXaq+C/MF/XKZWCnt3gsjNXb32GsSFiYsswjHWTUCHk/QQHHH8kXHr3UHbb/F56d57Cp9N2IlJ0Eqce1UyurIVU1cAfboG3JmiIdENc3YBpsoIElGZLBEKlIa6UXqbYP+0lRjIpt2SmQ8+prmtxuSJHjccUDegNXyxjkp+hbAmcdCjssUPLzm237STY/nyfIlxp3/R+qZTSofUNmvUYi8BFJ8M/nleN2cx5qhXL1NqN2AyevEm2HtNmwRabwP67Ll9sbxgbI877Zv5PawdGjhzpJ06c2N7LMAxjHSSRgI++giWVcqLv3b3t3usPt8I/XpAoqmtoeh+HLB/iiaafB0WA8vOyka2GuARaQb5ETM9u8MlTqv8a+wEc+Rud33Lv5XSsj5+GrTZtlVPk7ifgrKslqlZEYZ5SmgV58L8n1dhw9tX6eTTEVSzfvTM8fYuc8A1jY8I595H3fuTK9rPIlmEY6wXRKOzQjJ1Ba1Jdoy6/xUtWLKRcaOkoV4aQyxb7R8JKvdXWKQ1YXAS5MaUYewU1YBlX+ZnzJF6afT/XfNH7mrD/LrBJHxW8r+w8C/PUTfnq+3DakfDYDfLjmjYbRgyDn+6pon3DMJrGxJZhGEYj6hqgslrCJ9WEmMqQE9UYmoqqpbdn0nKdO0CPrrDzNvDGeBWxNxYk1bXQoUApuadfl9dWQa7edzkR52H01q2bkisu0vFGbg7jJjUtHCNhDdPOy1EE65X3JLb694ILf9l6azGMDR0TW4ZhGI0o7SSbguTcFe/nWNoRPkMoKIgvq9Rt8RIVzU/6FoYPgU4ds55ah+4BR12glGJ5pboO83Pl69VY6A3qB/+6uVVPk+Ii2HdneOEtibzaZd7TOehamu2aTKcVpTMMY/VpsfWDc+4c59zXzrkvnXPXN9p+iXNuinPuG+fcvi19H8MwjLWBcyoEb66aNeRU+H7FOXDeL2Te2di9Pe312lRaVghVtUohdukEk76T+3tFFZxyuARYMqkZiwN6B4amQbpw1JbQpzvstzN89Xzb2CdcfAocsJvSmTkx1WX17CJbidwY9O8RnFNa0b7D295pwzA2SFoU2XLOjQEOAYZ77xucc12D7cOAo4HNgZ7AG865Id77lZRiGoZhtD/HHQw3/x0++2bpMTQhB6EwDO4LF54E/3eLtme0VmOBFgnLBNUjgTVyS+hUrJE1h+whMfPA09mi8sJ8zVn8drr2LymGn4yBP56jerXWZmEZ/PtN1Wv9+hcw4XPNcIyG5QsWCeu5BYsltg7cDQ7ds/XXYRgbAy1NI54BXOe9bwDw3i8Ith8CPB5sn+acmwKMAj5s4fsZhmGsFf75Fzj+YtkYLF4SzPlzsO0wePY23X//YwmtzFzHVDpb+xQOAcGAbeeUGgyHoGuJ0pTeK6KUSKj2C5TCzMlRyuGxG9quu+/7mXDyH9QMEIspHVpUADdfojTmJn0l/j77Wi7zg/tpHJFhGGtGS8XWEGAX59yfgHrgQu/9/4BewLhG+80Kti2Hc+404DSAvn37tnA5hmEYrcPg/vDS3+CVdyW4upbAvrss3xGYk7O0QShkOxIzzjo+2BZy6t4DCbAj9oUHn5XfVigkG4bKKvjtL9tOaM2aB7+4WEO0SzrKtLSkWBGs596Ev/w2u++KnOgNw1h1Viq2nHNvAE052lwavL4E2AHYDnjSOTdwdRbgvb8HuAfks7U6rzUMw2hLOndUSrE5jthXMxML8pQWTKWhohrCTlYJ9Q1KQxbk6f6FJyl6leH0IzVc+tX3lLZLpTWu6Mj9ln8v72HSNzDxS4mjXbZd+lirwrRZcOLv4ZPJqjtbWKbbFoN1ru9/tHrHMwxj1Vip2PLe79Xcc865M4BnvJxRJzjn0kApMBtoHHTuHWwzDMPYYPjVUXD/0yp0zxCLSlx176KUYq+usM9oOHB32HTA0q+PxeCqc+DsY2UB0aeHRM+yLCyT4emESYHBaK6OP7A3/DAHendTsf7eo2Ud8eJ/5ImVlwOH7S3XeOfgb09I9OXlyD8rElFn5NSZsNkgGxZtGG1FS9OIzwFjgLedc0OAGLAIeB54zDl3IyqQHwxMaOF7GYZhrFPMXyzh0rurZh56FOHaY3t44GoJr9gq2CV07dx8t2EqBT+/SEIrPy9b//XFd7qFHHwxBd4aD78/DWbM0/DsgnyJvfc+gu22hAG94IW31fnYs6uK4XNjiqjV1Gl80LnHterlMQwjoKVi6wHgAefcF0AcOCGIcn3pnHsS+ApIAmdZJ6JhGBsaL7ytzr2thmZH8jgH02fD3GDAdEv5+CvVV0WjquvyXuIoQzicrRm7/A4JvJJiKKrTWhaUqcNxSH+YtwhmL4Cth2r/BWV6bTqtDsnjV5AyNQxjzWmR2PLex4Em/xby3v8J+FNLjm8YhrEuM3OeIkMgYZPx2wqFYHGFQvotZf7ipS0lEols4X2GjNDLCKd5i2A+2TRhJCzH+036wVdT4JvpsN3mKo6ftxBO/Cn87pRWWKxhGE3SYlNTwzCMjZWRW0jMNCaZUifioFayShjUR2N1fFq3dBNtRBm7CYdMUjO2E4ngfjIF1XXqqNykL9TUwtxFUF8Ppx4BF5zYOms1DKNpbFyPYRjGGrLPaHj0BQ1kLi5S1Km2Hk44BLqUtM57DB0I+46Gp16H8irVcGUIB38uZ/RXJJJ93jmJsHRa+9UGacWe3RTpeuga6NfTiuINY21gYsswDGMNKciHv10Oe/wS3pmgqFN+7tKeWy3FObjuN6qzevQlFbLHkzBnPiypyjrcR8ISZtNmyfk9HbjAZ4r2IxGlGRcuht1Hye7BMIy1g/PLJv/bkZEjR/qJEye29zIMw9jI8B7GfQZvjlOB+X47w1abrvx1X3wHY06EeK08EgAADJxJREFUReXLPzd8U7jht+pMDIdbd73xOLzwH/jnS6rPisVkD9G1BL6cogL6cFiCav5CmLMwmL2YA327ySm+X6/sscZNkvXEgF5Kjbb2eg1jQ8U595H3fuRK9zOxZRjGxoz38Me74Pm3lW5riKubMJ5QNGjEMEWvOnWAJ1+Dt8er2Hy/XeDuJ+DDz5o/dscOMGYU3HUZdCttu3NIp+GJl+GRF9QFWV4JxYUyLvUefra3CvbHfqCB0yBD1u22gJP+T9GuSESpz9Fbw22XQqGlFw1jpZjYMgzDWAU+nQynXiafK+/h3YnysXJOgqWuQfdjUQmw4kKZj85bBJXVSuU5t3yHIKiOq0cXGLMd3Hn52junZFKWEVU1sOUQDZm+/HY5zseiev6HOYp4JROQlyf3+lRK+5x3HJx7/Npbr2Gsr6yq2LJuRMMwNmrGfx7MLgwFHXoNSqO5YL5h2qvovbZezvDVdfBpMKC5okrHaEpouWB7Xg7870soW7L2zikSgVFbaaTPgjK44zEoypfQyjxfUwdV1TJKDYUgGtFtSaWifIZhtB5WIG8YxkZNYR4/tvNVVutuJlKVifaACtEbEop6eR9EukJAemkfrAx5uTpOfq4iYstaRLQ1b4+HK+9Qsf4X32m9uTk6p5JiqK7Vuj3gvP4NhxTJW1yuCN+IzSydaBitgUW2DMPYqNljB0V0auuhQyAs0mkJpVAo62HlvQRKMpUVV9GIis7dMsfMiSp61KFArxvYu/lxPG3BtFlwyU2K0HUpkfCrqFIRfTyhTsbqWq2zrl6p0PIKiazqWtV3/fYG2Pc0eGvc2lu3YWyomNgyDGOjpkcXuO4CSMSDVFo4a+HgfdZENNKoQy8dRLxKimH4EAmpA3aBkw+Dnl0kwDoVqf4pGoHLz8q6y68NXnpH68vPkziMJyQQkymorFIqNJ2WCKtvUA1XKgWpRk70nTspBXrpLbBg8dpbu2FsiFga0TCMjZ7dtoPX7oNJ3yiqc+sj8MGn8rOKRBQBikbkvB4EuijIgy0H6/m0h9v/IHuFRALe/xgmfQs9SmGvHaGk49o9n8VLsvYN9fWQSvJjOC4d5A69UzQvHJH9Q4ZwSDYQDXGJyHgc3vgQjj1o7Z6DYWxImNgyDMNAUZ7th+v+AbsquvPSO3DF7RIocxdmOxLrGiSgauqhrg4O21tCCzQwesz2urUXO22jIvdF5Uop1tQvv4/3ElSREIRcUL/lgcB5fnGFzjOVhlse0TXp2GFtn4lhbBiY2DIMw2gC52D7rYLaq0INbQYJlO9nyvS0czH8dC/Ye3T7rnVZdh2p9Ohb47MjfZojGYzzCYcVlcs0BISCmrVwSJ2L9z8NF5zU9ms3jA0RE1uGYRjN0KUELj4Frr03OxYnFIJLfwUn/bR917YiYjGJpIG91WFZXbvi/VNpCIUDuwoktNJeEa5+PaFnV3j1fRNbhrGmmNgyDMNYAYfupRE2705U1GenETCwT3uvasWk0zBzHvTvBVNmrHjfcCiwuEhKcGW6LyNhGNQHendXEX002vbrNowNFRNbhmEYK6F39/WrQDwUgj7dYWE5zJy74n1dCDoWqD4rkcxaXuTGJNTKKmVhcb45yhvGGmPWD4ZhGBsgZx4jy4aGePP7RMPqqqxrUNQuGoaCXHVf1tZr++x5Gk00f3HTTvmGYawcE1uGYRgbIPvuDCcdphRhc4zeBjYbqPudO8ofLDdXAs05KCqQV1f/nvDMG2ZwahhrioktwzCMDZRD9wg6CsPLm6o6p7quCZ/LzmJhuWYl1jfoee/lLRYOByIsB559Y+2fg2FsCJjYMgzD2EAp7QTFhYAP7B2CW14OdCqGGXNVEO+DzkMPVNUoGua9RFgsAh2LJNpWlJI0DKN5TGwZhmFsoHQrhX12UlQqJ6ah0oX5QRG8az7FmBnZk58LWw7R/jW1sP+ua3f9hrGhYGLLMAxjA+b2/4M9d1D9FV6i6zcnakZiyC0/RBtk+1BYAL26QkW1CuR3HA4H7baWF28YGwhm/WAYhrEBU9oJnrsdvp0O5ZUwpJ9GDd34ECSDtKBzS3caDuoD++8GO24FC8tgm2Fy0w+Hm3oHwzBWhoktwzCMDRznYNMBS2/bezS88B/dbyy0CnIVBfv5gTJzNQyj5Vga0TAMYyPkvqtgUF+lDDNEwjCoH5z9cxNahtGaWGTLMAxjI6S0BL56Hp56HT6ZrML5nbaBrYcqzWgYRuthYsswDGMjJRKBow/QzTCMtsPSiIZhGIZhGG2IiS3DMAzDMIw2xMSWYRiGYRhGG2JiyzAMwzAMow0xsWUYhmEYhtGGmNgyDMMwDMNoQ0xsGYZhGIZhtCEmtgzDMAzDMNoQE1uGYRiGYRhtiIktwzAMwzCMNsTElmEYhmEYRhtiYsswDMMwDKMNMbFlGIZhGIbRhpjYMgzDMAzDaENMbBmGYRiGYbQhznvf3mv4EefcQuCH9l7HKlAKLGrvRazH2PVrGXb9WoZdv5Zh169l2PVrGeva9evnve+ysp3WKbG1vuCcm+i9H9ne61hfsevXMuz6tQy7fi3Drl/LsOvXMtbX62dpRMMwDMMwjDbExJZhGIZhGEYbYmJrzbinvRewnmPXr2XY9WsZdv1ahl2/lmHXr2Wsl9fParYMwzAMwzDaEItsGYZhGIZhtCEmtgzDMAzDMNoQE1urgXPuHOfc1865L51z1zfafolzbopz7hvn3L7tucZ1HefcBc4575wrDR4759ytwfWb5Jwb0d5rXBdxzt0QfPYmOeeedc51bPScff5WAefcfsE1muKcu7i917Ou45zr45x72zn3VfA777xge4lzbqxz7rvg307tvdZ1Gedc2Dn3iXPuxeDxAOfc+OBz+IRzLtbea1xXcc51dM49Ffzum+yc23F9/fyZ2FpFnHNjgEOA4d77zYG/BNuHAUcDmwP7AXc658LtttB1GOdcH2AfYEajzfsDg4PbacBd7bC09YGxwBbe+62Ab4FLwD5/q0pwTe5An7dhwDHBtTOaJwlc4L0fBuwAnBVcs4uBN733g4E3g8dG85wHTG70+M/ATd77TYBy4OR2WdX6wS3Aq977ocBwdB3Xy8+fia1V5wzgOu99A4D3fkGw/RDgce99g/d+GjAFGNVOa1zXuQm4CGjclXEI8HcvxgEdnXM92mV16zDe+9e998ng4Tigd3DfPn+rxihgivf+e+99HHgcXTujGbz3c733Hwf3q9AXXS903R4OdnsYOLR9Vrju45zrDRwI3Bc8dsAewFPBLnb9msE5VwzsCtwP4L2Pe++XsJ5+/kxsrTpDgF2C8O87zrntgu29gJmN9psVbDMa4Zw7BJjtvf9smafs+q0+vwReCe7b9Vs17Dq1AOdcf2AbYDzQzXs/N3hqHtCtnZa1PnAz+gMzHTzuDCxp9IeTfQ6bZwCwEHgwSMPe55wrYD39/EXaewHrEs65N4DuTTx1KbpWJSicvh3wpHNu4Fpc3jrPSq7f71EK0WiGFV0/7/2/g30uRemdR9fm2oyNF+dcIfA0cL73vlLBGeG998458w9qAufcQcAC7/1Hzrnd23s96yERYARwjvd+vHPuFpZJGa5Pnz8TW43w3u/V3HPOuTOAZ7yMySY459JoIOZsoE+jXXsH2zY6mrt+zrkt0V8pnwW/qHsDHzvnRmHX70dW9PkDcM6dCBwE7OmzBnl2/VYNu05rgHMuioTWo977Z4LN851zPbz3c4OU/4Lmj7BRsxNwsHPuACAX6IBqkDo65yJBdMs+h80zC5jlvR8fPH4Kia318vNnacRV5zlgDIBzbggQQ5PHnweOds7lOOcGoELvCe22ynUQ7/3n3vuu3vv+3vv+6H+iEd77eej6/SLoStwBqGgUIjYCnHP7oXTEwd772kZP2edv1fgfMDjoBIuhpoLn23lN6zRBfdH9wGTv/Y2NnnoeOCG4fwLw77W9tvUB7/0l3vvewe+8o4G3vPc/B94GDg92s+vXDMH3w0zn3KbBpj2Br1hPP38W2Vp1HgAecM59AcSBE4LowpfOuSfRhyAJnOW9T7XjOtc3XgYOQIXdtcBJ7bucdZbbgRxgbBAdHOe9/5X33j5/q4D3PumcOxt4DQgDD3jvv2znZa3r7AQcD3zunPs02PZ74DpURnEy8ANwZDutb33ld8DjzrmrgU8ICsCNJjkHeDT4A+l79P0QYj38/Nm4HsMwDMMwjDbE0oiGYRiGYRhtiIktwzAMwzCMNsTElmEYhmEYRhtiYsswDMMwDKMNMbFlGIZhGIbRhpjYMgzDMAzDaENMbBmGYRiGYbQh/w9p9NnrUYKYfgAAAABJRU5ErkJggg==\n", 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S3mGnKxmfhVxR+WbJTxPH1ryx5o8s7z2L9mwzvraw8PBGXeo1ktDga4npqjFB8gbDhGPE1jSih97hGKg9ia0CUWJEiRAjRpYMOXL4QYsVYFh8jUahcHBwccmTx8EZdxuFbRfcinrUdFEIvE+RZDazj7hstJVpCVZO+fCOCnjLJIpvChNmFrNGnlBwQyWsykGldxyaAc4obSPphxnM1vLnmZVUORIH9D898LMBmchvKIePVYNtBNhBEVa7F4Xdlpd4rTZXhFLh541C4+HQl6sm70dYVPkcT/Wch+dbDHlVY9ZRiO9ygSEfPtEBX2kwFi6DYSIxYmsaUUocOzjlexJaFhYVVFJLLQpFHJeTOYV++mijDRcXH488buDiG7FmhQkTIUKaNBq9W1xXmDD5wE1ZQQUWNmlShAiTJ4eFFWwzTilldNNNkiRx4hN2TA4lX+mCz3aNxNjcMQAXxeH3LZNHcO3K+XFYFIUXMxDzKkimKvCBj1dDVdCe59JWeCLNcN7iv3XBfQl4uAUsI7iKSoMjhUsTPrukjmhJXdE2z/Wchasd0l4cS8lPpPHQQAz4cwLOjMJ1leMuZjAYioC5FE4jGmikkcZxyzYA2DhEiVJDzbAFSwFx4ryDd/J23kEpcaqoDlLLrWAZRZRoUIxSetfFiRMjNtzyJ0qMCFHKKKOEOBVUMo95XM6V+HjDjaldXPrpp5suBhlgHWv3WipiqtCWk8yvHCJKbGSy+1MSfrx7DdhJQ1jBtxvhM7WwOAYXlUq5gHcFE/NfkvBkGuIKSiy5xxU8lx5pE2UoHtty8rnZ9VeyCmrP+ygSXjkxO01FqAd/j4VphT4Nm/PwsQ74Sb/JTDQYJgpj2ZpGKBSXcQUxYqxi5ahWPBallOLiUkc9ViCiCg6+OCVsZSvVVHMyp7KSl6iggjRpfHxKKKGOemxsLCxixAgRxsEnQ4YoMRpowMYedjHezC2ECfMn/kiI0HD9LnfUzcFhGU/TQw8X8JYpXeD0pwMjQmu0RUID3+yB91aN/77JQMSCK8vlvisPJmQfRreRUUom7QcTcEXZIRvmtOCxNJwQkQzCjfng2AOW0oQsF99TRKwsSkHEylOqB8n64zdW9An6pWqpYP+1bqi0xj/PBoPh4DBia5pRQgmXcyVv5eLhSvAgwmo5z/MyK4djs7JkccmzjKfRaDw8TuIUruN6OmgnTJg4pTzIn8iQGbaWnc6ZLGIxnXTwHM/SR++YqvHncf5wOYk22qikihw58uSHY8o0mnLKSTDEEzzGiyxnEUs4nzfhTMGP7WBgnBuvaOW2KVxKrNoe326iMIHXE0GlBduBY4JCpB2uXMQ9rQgpH09BqZPAVh6ethlwq/e6Pk3wI0BDqyuFTo3YMhiKj9KTyG68ZMkSvXz58sM9jGmLRvMKr/AkjzHAABoddCl0SAfV3H08FrOES7hs2NLk4rKdbWTI0EADVYxc4F1cNrGRzWwmSpRjOY566odf/wX/R4oUDjZddJNgaLgml4+/WxB+LXV8mL+dcoHz67JwzMbdGw2DNArfsnBqZvR1uHDMBslsiwbjz/hi3Xp5vmTQGYrH0iR8sgPqbLFobcmJSIpbcFLUY3MuT0IlSfshEm4cn30r3jBQaUNWS5B851GTN4bQYJhsKKVe0Fov2ddyU/DybpgocuR4iRdRWDTShI9PmhSDDGBj4WBjYbOSl9jA+uH3OTjMYS7HcOwYoVV47SiO5iIu5jzOHyO0AE5lMTmyAJRTTogQDg6FhPUCheD5Hrp5lEfopmuPjawnI0dFoCH4tu368ybvQ0d+t7dMCRocuLNZXI1JX+5hC37QZITWRFBoLN3nyb3UhuvLYeU8+GOLzeJolGS+hpxbvl9CC0ZlIQblJNqnsKXVYJisTD1/jGHC2MgGkiQppXRYyOhRN7E4KUCxipdYyFEHvc2jOZo0KV5geVCAUVydQyR2W7bQKugZlrGJTUSJ8hYunDIV5t9TBf/dI67EgoVLISn8jyRh3hTtUXdlOWwvhT8nxcJ1UakILkPxUQo+WAXvKJc2PDU2zA2NWKK+3ww3bJdzsb9kNThaPosNZkYwGCYE89UyDNNL7/BjO3AgFso3FOKxfHzKKCNVpCbRCsWpLOIETiRJghRpHuEvJEaJrYJVqyAAHRzixMmS5X7+yA28i1Imf6+YM2LSly7H6MrfMsl9sQeuKJ+6k13YgstMMPwho8qG08aJe386BV2utPlx9e5W1AIFLewgy1QoqHTghDA0TtHPoMEwmTG/Pw3DVO/iAqwJam2N7nEoWYYhWphd1G2HCFFJFc00cyPv5mIuGa5Av2sB1gqk7kCECB4eG9lQ1LFMFEeFocwWoVXYm4J1y/XhlwOHb2yGqU9Ow5d7oNyGGSEoRbJfFRKXVXAqxoASoMWR5tYK6NewJS8Zjj/qlwr1BoOheBixZRhmPgsooYRuutjJDnrpIUaMcHArp5xSSokTZxGLJmwcFhZLOJ3zOH/YolXIZCynnDJGm1A0KVITNpZiUmaJy7Aw+YWQ9Pss0OXBpzvhbdvgZ/0wMHXC0QyThM05yGgRUPWOuBalHp6U5ohb8jimIGTB8RFosCVmq8qCUktqbv17F/xP7z42ZjAYDghjMDYMEyZMJZXsZMdw0+gwYY7mGOppoJ9+mmniOE6Y8KruCsWbeQtv4GxW8CIJkqzmNSqpHM6C1EHk0wxmTOhYisVLWQkaX5cVkVUo1WohrkWt4YEhWJWBuwbhx81Qa76hhv2kzJKYOa3l8fwwvJYdKe0QVtAYgu0uVCoR+Dmg3II+XyYDhTz+Yje8r1KsZAaD4eAxl3LDMJ10sIMdNDNjjKDpoYdzeCNNNB/yMUWJcRZnA1BGGSt4ERsbhcLFZTazmTm6n98kJqbkPjcMbXlIa7E0FOK3vOC+LQ8DPtzeB7fWHb7xGqYWzSFYHIXlGbFYzQhJOY5VGSkVUW2DrWBeGD5QKa9/qgueSclyhaTEmJJ2QA8k4LqKw7pLBsMRgxFbhmE66CBDmjw57CAI3cbGx6eLrsMitkZzBmfSRDNreA0XlwUsZAELhyveT3beUCITmW+JxWpbfqTIacHdUwiVyfrww34jtqYinpYSGKXW2Mr6h4IvNsCtHdLL0lZygf9BM1QELsL5YTivZKQmWoMzUkl+9PhtJNvRYDAUByO2DACkSfM4j9FHH1Zw66ePRpqwsCih5HAPEYVidnCbivR5Eh+zLiMTnAYiiCtnVKkjwgocJXFbvZ5YJAyTH63hl4NikRzyJWPwo9WHtmVRtQ3faxYh3++JuCrZy2+R68vhd4NBQVNE/Oe1VKqfaWYHg6FoTA2TgGFC8fD4GT+hm67htjweHi4uHbQTJVr07MPphtbwD+3injknBqdGYUEwmRUC5T1EdEWCxzW2WEgMU4O7h+C/uuWi2uiIheizXfCX3UvGTTizQnBidO9CC+DSUji3BKJK3NlpX0pG9Hvw80F4JXNIhmswHPEYsTXNcXG5l9+yjdbhjD9guNSDRnMhbx3uZWh4fazNSWp9rQ22Je1RjorCnLC4cmzEmhVT4Cuot2FeCGYY68KkZ0cePrYT3tcGm3JSgT3tSz/MtA9f7ynOdpI+PJuClZnilWZQCu6cAdeUyQ8CW4lVa3GJbO8j7SYz1mAoBuZSPs15kRdYw+pxX7OxKSFODbWHeFRHHklfJrJde85V2vDWuDSjXp8bid0KK/hU3aGP+THsm4wPT6Wgw4MdOfhSj5zfPHLuNuXkXEaVuIVb8/DtXvjbqtfXc3BjDr7ZDX9IQlyJtarWgW80wMIidB2odSQQ/rmMWFMjo8a404XHU4fWFWowHIkYsTWN0WheZhUe4/uqfHwaaSJK9BCPbGqR8eG3Q3B/QlyA15TDJaUilLbk4I5+eD4NGzPQZ0N9SNLtQWJlLi6FN8bh/iF4Ji3WrGvKJWvRcPjIabijD341KO7fU6PiHvz1oIgorWFTXmLuCpXY3eBuIZZKHwlOv7Nf3HUnHeBX6e5B+PdO2JAXIderoMkBx4OPtcPvW2Q7B0u/F7iwd1mXryVu0GAwHBxGbE1jfHxy5IJmOKNrVwkKxaVcdriGNyVwNXy0HV5IS22jvIaHd0pw9IkReCkjTZq7XejR0kplnStWj3kheGMJvLlULFnvqJC7YXLw+S7445BYexTwswERYAWXr69HynZoJPZu9P9ZLQkR80JSzPbhxIGJrV4P/qtH1ukgGYQasTbVO/L6isz4bXsOlBMiso++hoSGDVlxHyoln12DwXBwGLE1TfHwWMtakiTIkRsWW6DQ+NjYHMNxlFN+WMc52VmWEkHV7IhF47WMZB1ucWFFVpaJIBOmFdwLGV8pH77RKELLMLloy0udqaag0ueGjFh90kEHgLQeKdsBI83FLUYyTcstWBiWwqBJ98BdiC+mgyKljLy3sIpeT1yK6SIlUCyMwFVl8PMBcYMWRKOt4dNd8ln9VH1xtmUwTEdMgPw0w8VlDa9xO7fxa+4iQWK496GPj8bHwqKGWt7Emw73cCc9q7Ijk2Eh3X7X2OUsY7MNbaTxb6cHr2YP8YAN+8X2vMTYWUGBz8K58xG34XietdFdARxgUVSEVt4Xl+NbDrDpQjhot1Mo/aFHfbAKjw/ULbk3bq2FWY7sWxix1FbZ8vi/e42Fy2A4GIxlaxqxiY38gfvoow9v3OlCiBIjSnS44XOBHDm2sx0Pl2ZmTHjLnqlAvT1ibehwg1gextbNYtTjgsUgASgNO1wmsMuk4fUyMyQZf74esUYeSBkOR8HqDHT50q+w1IJ3bIOjIxKP97YyaUq+N06LSZ9D7Ysrs8eTxy4iBD9RIwkWxcJS8nmMKdlugbAlgnNp0ri5DYbXixFb04QuuniA+xlkcExc1nhEiODisoH1HMtxtLGdVaxkHesIESKEg0LxBs7hBE48RHswObmgFL7TJ65DS42Irb2hkFgvjfkCTlZmhOCiUklaqLGlov/+GnbCiOWpyx+J8er3xRXX5sL6LPx+CH48Q0TYnohZ4mb+eDvUBL0NEz5cGIdP1sJxRchE3JV6WyrNj8YP9iFk3N0Gw+vGXOunCa/wMjlyeHhj6mmNR4IhYsToo4+lPMw61tJDDxqNjU011USJ8RRP0Ewz1dQcor2YfFTb8Kla+ESHTMj7Y/woCLJGS4KuLx6VVr8tD78akNIBJ0bh2nKpw1VsulavZtVPf0rvhg3Un3giJ990E5Vz5hR/Q1OYT9dJFfU7B8S6ZTMSm7U3IgqGRjWEHgyaPBfemwY250Rw3bAPS9EpUfhTC7yQEeG2KAoVE9hR4O9q4IY2yPli0fK0BPo3OtJuymAwvD6M2JomDDJAluxe3YcFdCAHLBTrWY+NjYWFjY1G00svM4mj0Wxkw7QVWykf/q1T0vozgcoanZG2KyFGygIcH5ag+vWj+s+9moEP7ZTJLaZkgv3NINzRLMVPi0Xb88/z25tuItHeju95bH70Udbcey/X/uIX1CxcWLwNTXHCCv66Gq4uh7dsllpoFpDUez7HCjl/BdfjaLeyF7w3m4dBC/6wH2ILJAvx7EMkdK4sh4+n4btBy6EQIrQ+WAlf6oLn0iL23lYmLsViujENhiMZI7amAR4e3XSTIrVfy9vYVFBJfnhKUcOux0LWYpZMsO7p20/mK93w20ERUPEgLb/fhxgjAdU5xK3kAlFAWXBMWFL3B72xIuqrPYHFK/hWViBxYN/rgy83FGfMWmt+/6EP0bNu3fBz+VSKbH8/T3zpS1x9xx3F2dARRKMDTSHJMI1acj57vN2D5NWoe+GcF3CRc1soWJvR8HRaPgPlk0ywfKEB3l8Fjydlgng+IwHyXd6IcHwqKe2JfjkTEt3QNwjzZ0HMlOQzGMbFZCNOA7bRSpYs1j5Ot0JhYXMKp3IV1xAlBmgiRFCoXdyPMq3MYe5EDn3SMuRJaQAPmUBVkLlWcDWVWHBmCZwWFVeSE8zCLQ7U2WI1SPjwgcCykdfwchaqdjlF1TY8vX8aeb/ofPVVOlasEB9X4e77+Pk8q++5p3gbOsL4hxoRSTkt7mKLEWFlM5IQASJQ8kC5EpGlGHE9KsRa5Cgp3bA0eej24UCYE4abq2BuBB5IitCykbFbQApGv01rAAAgAElEQVRY1gUX/htc8RH4wKfgwvfD3Q8d3nEbDJMVI7amAe20Y6GIsOeI2ggRGmjkHVzHZVxBCSUsYCEqsGpVU4OPJkd+uG/iiZxEA0UyuUwxEoHujKixcVpRS8SWp2XSrbKlKfC/18InqsUi8mQ6z5C9nvrS5/nPoU3ctN3l1QyUqN3dU1kt6ygGqe5ufnrBBXt8PTc0xEBra3E2doTx1lIp3dDsSHmEqCUWTBs5bwV3YQTJFCy35HNRb0lgeUFkxZS8fkxYPjs9k7w6+9Ik9AYmOhex1LrIZ3zwF/DiK7ApBslSKInAl78PL7x6+MZrMExWjBtxGlAo0RAhQpo0MFIpvhCLNZs5XMf1YxpO11DDuZzPEzyOQlFJJT4+J3ACx3EC9dSPKoY6vah3xOrkIb/6fR1kI2p5PqzEemUreHeFWLruGoTjY4O0VP8Oy05goSlRimS+mg/uvJo3l0R5KCluK1tJxuKAD39TVZwxP/b5z5MZGNjj61YoxJbHH+fkd7+7OBs8grAVfLcJvtwtrZlcLT0F54fk/G/Jy7lvCJqHV9jiAv7rKpgTgn/ukPgmDxFnCumteMIkd7tFAuvcbsECA8A6cCokkH5rXsSW48Av/wSLjz/0YzUYJjNGbE0DqtwF/KU/TVs2zmm1D1AZ7kcpadETIkQJcY7h2DFCq8CxHMdc5tFOOyEcGmnCZpIFmRwGbAX/Wgv/2AG1lqT5u75YMS6IS5NgFVg4XOCtW0Wgzax4CttOkPZKpTyAW8WqgePpdXO0DUSZEYJ2V1r8aA23VMDbD6KI/7os/HIQWnOalqVPoEpKIZ8Hf/dYu9LGxnGfNwi1Dny1Ec6Nw+c6oTkkzw/4gSvRktIJhaBxH4nHuqAULk/BfQlxHQ5pyVCss0W8eRouK4V3VUrs32Ti4lL4cs84L6QAC7xAODpKylrMC0F33yEepMEwBTBi6whnWQqu3V5Cn3caPh6vJlo4s/Zxzqh6nlIrQpQYNdRwPCfscR1RosxhzqEb9BTh3LjUSvrlgNQmmu1I5tqp0bGtWdYGVeZDyqMsupnufAkWkPajPNVzOo7yKXf6cfOiqmaH4PN1MCt8cGn+TyfhHzpk0o8CJXaYXMtCmlvX4ff1jlk2WlVFvK6OlnPOef0bnCZcEIdv2dIyp8qSWlkeENUj1d4LtamOC36/fKpOipT+bkgqyvf6UuYjD/S78P864Wu9ItIvLBUxPxk4PgrHhuGJ9C4v1AIRcLOQL5F9zWtIpOC8JYdhoAbDJMeIrSOYjA8f2umSUwlqwj6uFyfvl/Jc94XEdBnXV3ewwJrN8ZxIjCJ0s52GHBuBz+6jZ1y9I5Ovpxlu+a2BtnQzPjYRK4uPCKt6WywEnjo4oaU1/EePNLyWSuWK1AWXUXL/PfTXNFKdzeCm06A1ViRC5dy5nPGxj1E1b97r3+g0IW7BbU1wa6e4z7QW16ETuI5BGk9fFB8pPGoruKxM7quzcNN2qLRgQ04aPttIi6CPdcANafhs3YH3UpworiqTzMkx4WUh4BpQv4BMFiwHqjyYOxuuufAwDdRgmMQYsXUEc0fmJXpULZXhIOXJ6SbrVjKYr2Nl73n8cwmcZgoVTjhVtkxYdw/aNKaPoiK6ht58KWkvhoUG5ZF3K2kOyQSrgB5P004HO2gjTJi5zNtje6TuPPxTJyxLy6T/qVo4JiIxQ6MLonbd8jGaN6whvHENsepqvGyWeEMDp3/kIyy4+GIqZ88+NAfkCGBhBH41U2pvATTZ8GBCXIUWcEWZVKAfTzAtT4slNI+0ALKQOC5bScmI+xNwfYUI+b2xNgs/7oNnM1BrS2zgFWXFF2knj4orG51ZyckQrYXYs1A6CLeeDTe+BcpMFy+DYTeM2DpCaWM7L7ICuBA9fInUhJ0+fDeOS5QSy8ReHSo+WSslIO4ZeAPz7B7qQt3MjbWxIz0Ly49xtFNBVIn1S+OTiC7ld6xFo1EolvE0F3Mps5g1Zr2rM7BkM6S1TITrcvB4q7ghrSDI3gkmX6+8glVf/QknrX2BS7LbqWhpoWnRIpQ1yQKFpghKQUto5P/Ly+W+N7SWGLpM4GYslJBIaXH1xoLs1leyexdbqzLw/jYJzE9qKUlxzxAsCMHvWkRsF4vfD8GxIViTH6kdZgX3mtnw6cVwXcXEVrY3GKY6RmwdobzICzREd+AoD1dbhCy5TPq+wrHSxJ0B5kcqAWPaOhSEFXy0Bj5cHSOjr6WPHbxqDdE/VEpHPoavFH2eiKbrqltps9dQSulwtmeOHH/mIW7mPTijvrbv3C7vcRixOnjAl7rhI9VSC6zREeGV05C2bK47/3SOjZ9+OA7DtKc1LxbH8iBQHkaqy3tBhmO7Cw8n4J5BsVS+qwJO3cXL/81e6PSCivRBn00fWJuHJZvgDy1wfpEsTF0e1IbgPAfW5GAwqJAfQqx7Z5lLiMGwT4omtpRSNrAcaNNaX66UmgvcBVQDLwI3aa1ze1uHoXjkyBGyspxX/xCPdF5E1o2hNVhKc3LFi5xX0cZGdQqncOrhHuoRiY/PY9l2HkpmiRDhbfEaTopEcBRY2uLLHTN5TkKmSPnQDpwdE/eRim9gI9aYshphwgzqFKvcbhZYjZTbEge2JjdiHYGRIpsJDZfEQSv4SyKwoij4u2o4z0yOh41teakaXx8Cx4OdrggtBwmu7/EkDkwhlqINOViagi/Vi1uywMq0ZEHm9NiWQBoR3+9tg+fmQV0RrvBvLIEf9kkV/VNjEgif9KVR9mkm1NNg2C+Kadn6O2A1UDCkfwX4utb6LqXU94C/Am4r4vYMe+FYjmMlK5kT38I7Z/2U1uRcXN+mOdZGTaQHrRTLSDGfBZRRtu8VGvYbF5d/6FvFvX0zKFgO7+wf4O+rovxdVTm39cIzKWhyxBXV6MAODxbFJBNtKRa7tjteNdTA3d3H0Z2tRms4PQZ3Nu8SQ7MLzSGZpD8eFFOdFZp8pQWmEw8l4FOdsCPwxdkKFoShxxU3YkyJ8J4REqG1PifFc30NH94Jy+dCdXDFrrdhbU6sWbuefwvo86X34nuLUKPtnRUSR7bDldIVBUva52pGXNQGg2HvFOXSq5SaCVwG/CD4XwFvBn4TLHIncHUxtmXYP47iaOzg9MadFMdWvMqJVauoifaAImgo3cO9/JYcxuBYTB7Jr+e+vhlU2HmqnRzVTo64neFbfTm25DT3DIm7qBDIrJTU6rp7UP4/iqPQWuNrSW1rTVfyk85TSfs2YRUirCQ77OJWOCU6Ytko4AKNNswNyg7UORLDY4TW4aPPg890Sdze8RERWhrJQGxw4K1xuLdF4rQqLYnJSvlSVDRqievxo+1iCQV4f7UUyt313FuIFTOKWMiKQbUNP26Gc2NiSTs6LP+/uXTf7zUYDEKxLFvfAP4Jhk0kNUC/1roQT7kdmDHeG5VSHwQ+CNDS0lKk4RgcHKqppo8+3DEtcYVCG5422rid26ikipM4meM5wRQtPUgeSvehdS22GpkGQ0oxpH0eT6fI6/huR9hW4prpdOG23hmsUYuYUb6CSgse7z+OnO/getWgFY7yCCmX9XmLjzS8xsauE+jz7OFJt0TBH1smT+kAAzyXlpismC3ut5glsVm9nrQB+nKDiKomB1ZkxLUYKZw/LTF/a7Ji7ToqAteUQVuQhZoJLE0FoRVWUOXASUWqTt/twpu3wMZAvL2Shddy8JfZIwVcDQbD3jno37pKqcuBTq31C6OfHmfRcb0dWuvbtdZLtNZL6urqDnY4hlGcxhnY2Lu11FFBn8Q8LlkyQc/DHE/yBE/x5GEa7ZFDSClQ43zcFYQti/Pj0L1LT7xuT2KpPrADHkwoUqmz2Nx1I8u63sRz/SfSl68i6TuktGbAl7IBGtjGIJ9ZcAefqx/khjL4Yh10HQ2nTOJYmoQvQsHdk//zCMXV0OWKeIkGLsSZQRxUNLgSv7tSLFoFC5bWkEWsXyElQfEgQvqjNdC6AE4OS7B6GChVsuxRYennWAzetwM25MWFWGqJu/O1LHx4R3HWbzBMB4ph2TobuFIpdSlivS5HLF2VSiknsG7NBMxX8xCzmCVsZxsbWE+adFBGwCJCmDx5bCxsHCJECBPGwWElKxhiCBuLBRzFXOYyxBCreY1uuggTZiazmMd8Uwh1D1wVq+Uu5ZHxFWHLRWGR8RVRZXNhLMa5UXg5I5aNQsxVvSMuwb8EvREBEm4lL6QqSQXr1UFHSwVkfIew8ilXiod6TkL53by3opxLSkcm7slGTsNHdsA9Ccj6MnH/Uy18vGb85Z9Pw/f7pLzBCRH4QNW+a09NVvo8sUpZiFCykb6KtpIA9AKnx+CWSvh2rxwvkM/DbEfisOaFxq63LgQvzIe7BuSe1xL3d0ulHN+Dxffh0aQ03S5YSi0FMQ0PJg9+/QbDdEFpXbyfl0qp84FPBtmIvwbuHhUgv0pr/d29vX/JkiV6+fLlRRuPATw8NrOZp3mSVlrx8bACJ5bGJ0KEJppRKProo58+qqgiTAQPj3rq6aGbQYZIk0KjcXCopZaLuYwWjOt3V7ro4nPJR7iv8yx8LTNeRNl8q76My+JibhjyRFhtyMHCsEyQP+uH2/uhORBbL2Wg29Vkg/WK0Cr0LlRU2QkqQjnAx1IeFbqJEyPwvSYJXP75gNyHdJYzStJ8uLKUheHDV+3l/W3w80H5hWcjwd0u8N1GeM8ugdyPJeETHeJKi1uSwaeAHzRLC5mpxPY8vH2bCKHN+aA8R3DZ/XqDxF+NJunDu7bDxhzU2ICSXorXlsGth9j47/tQtlasWqPd0p6GHDB4zKEdj8Ew2VBKvaC13meTqom88v4zcJdS6gvACuCHE7gtwx6wsVkQ3Pro4zmepZWtJBjCxaWeBhQKF5cBBrCwiFNKiBA+PmtYTRllZMkQIjS8bJoMf+ZBbuYWQoT2PZBpgofHA9zPyfEMx7U8yvpM0O8w2snp9tWAiK0yG67ZpQDmgvCIX9/Vmj7fw8cDQlQ6/Wg0WR3BxsNRPlFLU2JlsS0XB4cmDS9nJettdQ5+NeByfNXTHBd/DVdr/scL8U7vLM62jwdgfRbuGICEB1eWSc+/iYrzSnrwmyFxpY2O27aRRsejxda2HLx/h2RQVtniaqtzxP12Wx98u2lixjhRLE2KWIpbcEx4ZP9dDbN37/1O3IIfzYCf9MOfk/L/R8uk7+ahxgrGvDYngqtAWsOiKSZ6DYbDSVHFltb6UeDR4PEmwFROnERUUcVFXAzAEEP8irvIkiVGjDRpfDzKKB8WTx4ePj4ZMgDDsV8WFjmyuETZyQ5aMG1eCnTSQZoUJcSJ2bA4LimGCfKsYx117LmR4jklUpF8ax5iVhpPi1kjYmUpDQ0GLscEOT9EWHmAjWPJWaqgAqUkFujBBCzPwElVz1ATf5m8H0dhkdd5HtaPMpM4v++Zw792jVhYftgvvfx+NWti0vl7fLHYaMAaBH856DZwZ8D2UVeJPwyKVWcQsWQNBUkDJ0alHMIr2ZFl2/LS2HlbHk6LwkVle3edDfZ08NCPvkI2NcTii97J0WdcgJrgLIJ+D77TK8VMQ8Gmyixxi3Z7Yu0aj2ob/r5G7oeb7zbDZa0Sa1dwe8ct+Hbj4R6ZwTB1MBXkpylllHEV1/AUT7CDHXh4lFBCDSNXd2vYzjJ2QtLoUa5Iw2hcvHGPicLaZ4mNiAW3N8F3+zPcl+6g1KnA0przG+7HR9GRaWJj8ijidp5zap7k4a7z8LWmWtUM903MabAtcFSeqvgr5P0SRuxlIdKey1L9Kv/WNQdHS/kAkFpODybhNwNwfWXRDscIgdCiE9zvgk4jV59XIPsEbP0aLIvDe3cyxm3qI9l267NSvmJOYAlakYaPtMv+hpS4ZP9vEH7UPH6G3CN3/DePf/urkJXM3PW/uZfa85bw4W/eh21P3GXwmz3SaNpHxKbE28EGoMaZGkVBz4jBi/Pga93walZ6JX68RuqBGQyG/cOIrWlMLbVcxTW4uGh8fs7/DVu6QIpzRoLw+Ty54fBsjSZGDBubJqaYT2eCqaceCwsXd7itjkbj4zOXuXt8nw4yQlc5T1Ffu5Zr6SPpp/Hxh117R5ev5mz9GE00UKlKWTOYJJ+dR5kdAgXpYDK/vhxezOSC+K4R5eFriCmHZ5Ml5PVYK5AVJFD+dLA4YqvdhdVZcQOeFAFXQYMFO/4IzdE23nPxnZzR8iw7Bpv59RM3c+uPz+KRa6VgpkLufnAvWLiGfHh/pWTofb5b9qxx1BVsa05i1P5mVAyUl8ux8pe/4PFv/RdojYqHQSl03qN76fM8/NOv89Zb/vHgd3gctJZioANB5dFCTSwP2OLCFxqKU+H9UNASgm+Yr7rB8LqZpHlLhkOJg0OIMJdzBXHiJEmQJImNzbVcRwuziRIlj0uOLFGihAhxIW8lzDhBJ9OYCBHO5TyyZEkwRCI4lvOYN667VaNZxUru5A6+xddZxlMoFFGiYPkigoJlLSBkefRbneRUlhsblnNc2KbTE5dUDvhsHbyhBC6Jx0h4cTQ5tIacL5lvVU6WcmrHHXuhVtPBoDV8qweubIV/7YAPtsHlrVIl/fgIzGjfwU8/cBNXH/9b4qEkJzau4r9u+CjpzH30eSPWrNFjKVTJ+GwdnBeXXn3b81C+y2ArbLFwFfA9jwc/8Qn+/J3PQ86DsI3WGq01KmSD1rz0l7sPco/3ciwQgZjwpSxDXEnZhBjy/0xjGTIYpg1T5HeV4VBQQy3XcyO99ODjU0MtNjZzmUcvvXTQTpo0JZQwmzmUmCbW43I0x1BHHetZT5Yss5nNLFpGuWVHWMGLPMsywkTIBaHT3XSNLKDG/AHE4tjvp9jUfwGvZS0cpOnwv9ZCeWDI+udai9sS57Ap/CCun6fCDtEUyhK3Irw/PpvvKym/EAmGVIjdurli7/uW01Ji4J5BySS8tBRuqpCAf5A+fnf2S62npA9r8vBqDi7dBseG4cY3/IzS0BAdCQn4SbsxMnaaj77lGzxmXYLrh4bFVqHPowW8t2IkQDymRixfoz2GeQ0Vow5x27PPsn3ZMuzyGHpoIDiGShShEvuZ7+5e8LdYWErisxI6GGdwjEOIVXFrDs42XyGDYVpgxJZhDBYWtYzNL1coaoKbYf+opoYzxjleuWQS7ftEyspwcVnBi8RGiVYHGw9v7/FdGp7qehPtyfk0O+J6++2gBJJ/rVEsPI6Cj5bNZydXs1K/RL8aoJmFnMIplIfK+UId/GuXWF0KwubqMrh2LxlvWsO/dEjdpZCSFjKPJuH/dcIbY1KQc2lSqqN7SGYkiLDI+OJaPG3R8wwlx/biTGdiNM3spFF1klUzSOsRC5cFHBeBr45yYZXZkgn3h61QloemOgiXSH/Bd5bDkynpC8jSF6j1FeVUklDt4PlgB7GGnki6BYvP2/MOHySbclIhviAIC25RF3H5vmcHfLUHvt4oFruDYWNW2gEtS0tw/ceq5HyYLgIGw+TAiC2D4RCQ7Ozkif/4D7Y9+SQaaF68mMW3/j1uS54IEYmH8x2yaBxljd+DISDvh9mSms9MR8TSq1mxOP1yEFZm4dZaeFsgmppopkk177aOv6mBS8qkvEBKS+mHfVlZ1uREyESUlJZI+SKq0hoeS0kcko2497pcERaRoAdgHhFnrTUt1IU7eGFgERvDC6jyejm99FmayrtpdCvYGWjMQuzWR6oktqlklMXqf1rhrk2QyEGbhrVboCEFt54Pr2TgriGxHjXFa8jkNeVOJbHKKrK9vVDoIKYgcvQMrvr7L+3z3L1eliblWNTZkpWY3eV1jZyvK1vhDy3wxtcpuDZk4Y1bJDYshBznv24XsfufJmPQYJgUFLWo6cFiipoapiJDDPEsy9jEJmxsjuN4lnDacAkN33X5zfXXM9DaSjxoSZXq7iZSVUnu7qtwYyU81H0KO1zNqdVPoNDUOFlwBsbd3ss9b6B18DwarVKez0i9ppASwXVMRFyCP50BRx9gtfW0B0+kocqCJbHdrSK/H4LPdUkZg4wvIstCRJUDzAtL5mCJJcH4ba706esPYrHCCuarlcyw2tjkzQMNPhZxK8ViewXt4ffiIfFdfT58rg7etUuw/vosnPkMuAMQscVClLEABZ+ph99VSTV+W4HT2838D1xNzrI5rqYcL9VOj98NjsXJl17LZR//Is4EZiJ+txd+1C+NpV9MQ9+oS63D2GN3Rgwe3XP+xF65aTvcMzQ24SGvZd0bF0jWo8FgmBj2t6ipCZA3GA6CLFl+xz1sYANRotjYvMQKHtIP0Ld1C4NtbWx/7jkGWlspbWhAWRbKsojX15Pp6WX2E4r7uo9j+dAMUvk6VvWdQ0dmBtvTLczILyKCKCaFIkaMFmYTU3FcHWLIl0k1pEZKcFQELrz/6ob/7ob7BiV2al98pwdmrIe3bYPzt8JRG2BVeuwyDU5QlDSYyAv4SHD++sDaVRuMIa+lYKqPWHg8DS/7J/Okew4VaoA6u4sGu5NuXcMd+ffwZEpqZ1kKPlYNN44TP/brbZDJidAaCgSf74FnwxefF4uaHYhEt7qW1s/9D24sTm9HJ+GU4viZZ/F3P17KVZ/8yoQKLZC6ad0uPJ6C/l1+046+8NpKioa+Xp5J7+6iCCk5V8+lx32LwWA4xJjfPAbDftDuD3F76nnaVBulVo43RBq41Hozm9lMkiSlQWV4C4vwoGZlxyNsvfVrhLYmCZWU4GZ3dSKB9n1CHaVsT5xItdOLrzxy+WYG88ez3Y1QF/c5owE62Ek0KMeRIcOF5Ul2DoZpd0dav+SBmY6InI05aM/Dqqy8fnu/1J+q38O3/akU/EunuADjlsRm7XThim1iGXECZbA4CnNCQY8/PeIe1Mh7baRSeh74ch18pVfKP1h6JF4JIEE5z/unEyaHi4OPjRWMXwNfa4Cz9+BSy+TFvZgriL4g4EwDuQy0ebDAH3E7pk84lee+/3vOSWzm0uoQFS0tE17ItMCAK8fRZaQYaIFd/Ql7Ojf7Q70j2xmNH7hhG80V3mCYFBjLlsGwD7a5WT4ysJR2ZxXx8HbC4VaW8zxf9b/GClaQJUs+yCT0c3k6X3kVP+cSOqqBeH096d5eBrZuxfe84XVqrcGysBceQ4wYM9UMWphNA41EiBC1oC1vcRmXcyqLsbCwsVnEYt7lXMidMxQXlY5MqgvCMDcMm7IiQuaExRLV6EgMz7d797x/3+gJ4quCq4FSUKKkXc4fEyPL2SroTRgBT43UjQra92ErCc7OahEYj82BG8vFfZjxx2YOgiJHBD941kKKZJZZ4hLbE9fOlPFl/UC8KdAW4EG8QcazLiuCEaSnYtSxufikBVTOnn3IhBZI4oDHyEV29MXWRcbqBH//6SByT/6hOhCbgZr1tcThzQ9Lc/Ni4WmJQ/uXDvh0JzybGjnOBoNh7xixZQCk3tMQgwwwEBQvNRT4z4FN1Mc2E7JcInYWHwfXt8mQYS2r6aGbLWxmG60kujvxPQ8r5BDqcVFKUdHSghON0rtxI7lEgnwqxdCOHdSfcAJLTjuVSJCtN5qED2eWSN2uMzmL9/BebuYWzuBMwoSlyGQj/HymxEpZSDZiuyciq2rUN7t2l/pTu9Lp7h6PX9Aku1pMah14eDb8VSXMskdM42EFTY4IMRsJpg8r+ESNiKKQElfieHO/DdTbIvbiljTn3hMnlcH7K8CLgg7u2PD/2TvvOLvqOv2/v6fcOnd6ycykh4SEQEIVEQgIKl2KShEplsWytp9lXV11V1bXta9tV3cVVxdRAZEmvSM1CSGEBBLS2/R2eznnfH9/fM6dO5M2k2QmIZn7zGtegZk755x77rnn+9zP5/k8j70CgseILUReixdXpwMhA34ySUjggURbAZb6xUyTkkbLRs61gUyMxgy4cRfatL3Be6pkKAIlLeOMhnlBuHvq2E0jag1f64QvdEhI+P0J+HibZFWWUUYZI6NcZC6Dfvp4lEfoogsFVFHNO3jnThYQExXrvR5mKpewmcbTJhqFqRyU0uTcAPFCNaCptOMUQilUfYCKNWkC22S1VUpROXky0xYton/jRjzHYf4VV3DM1VcTsC0+VyuO6AEt2YZxD+pMsTEYCRfGZGF9IClVnKwn1ayhi6yrZSpwd3hHVLIUB+2n/L9RwDt30c6LmfDTZqla/V2b7C+gSlqpvBbh+q0D0O9Je7DXlWpLQAnhSvltSBuJ1znaZ2EJD96yQ4RNVwG+3CmhzAEF758KP47CJ5eCmYZQLQTPh4ItFbl3V8AX66WqNDsw9lmPjgc/7YXfD8hzWhSR+JqhAwn3J4X45XTJWsNAKloRBY9NE1LcYoE9Bh95/6lBjmFJRrY7JzC2tg8vZeX8VyhYX5DXCeDfuuT6mbOXwxhllDHRUCZbExwODvdwNxkyg/l6CRLcw928nw8MCrQnMkwtLvkKjVcM41YejjbpL9SQ94KAIpsNUxXto/X+1TQ8UxisFnmuC0px8qc/TfX06Ttt/+JKISw3D4gX1UUVUukYbZTLrAD8vR9RE1ASWdOsZLHVWtzlr6/Z/d9/tg5+NyDTg9YQj6srKmHWHl7+U6Lwzgp4zCdBQcR+YLsjZOP+lBDAlCd6rwKlis7GAhxpw6q8COoNRExuKfjgkCpP0oW3bpQKW8A/ru/1iE3FJYvgkbQ8zwJSOas24Mqq8Vv8c5444j+TkWM2kfP9YgZunyJVRpBz2WJDJjfc8kEjnmQn7WLac38RMWDRfvp17Q5LMkIc1+d9M1ktk6dtwLkb4f+mwClhGW4oo4wydsaEJFsuLmlSBPzkv4mMrWwhTYqoL/DWaEKESJFiA+uZy7yDfIQHH2+3Z7Nav4CrFYbSg0JvT5u42sRSGuVTq7wOEx6YR2rjAwSiUbTnUchkOOq9790l0Sri5Ih87y8+VisC+SXZksv6qRH4uz20qWImvDADvtUF90UrHpAAACAASURBVKXEQuCGGskh3BO0hrkBcZPv80QrpIFZdimkOKbkWDocmOT/TDIa4V8aJXbnpn4hUyeGJddw9pC35H/1CgGtUCVy4ml4NgO3t0LYhFeyQtJsJW72Z40T4QC4PS7GoZEhlbyChk0F+E0f/GuT/OyEENyVEPPVtQUJozaBWkuGFQ41s9EqU4izizyPAV2KVdrgis9XqwU/aoL3jpBCUEYZExETimylSLGC5SxhMUmSaDRTmcbFXDo4TTbRkCHjh+O69NJDGpkVNzHYyAZWs5puuggTJkoFBopWJjOPowYDqw93fLyqhi/2vYtMxf1U2H2YgOPZpN0IYAwSLdvM0Z+vpe4zH+XYhSfwxn33YQaDzL3kEma+4x0H5FijBvy8WTRTWwsSIDyallKtBT9ohh/sxb6WZOF/+qWN6QDb8tJianNgigWGIZqkOhM2OdIuU0hF5IIK0XcdHYJzY7vfx1Np+Xfo8Rv+aN8refETW+07tc8OjH+w850Jv6I15HhsPwR8Sbb0s7OiUqlcnZP2ouuL1j9QBc2HYJzo2VEhWo6GxA7WHyCkq82Bj7ZJG3NfDVrLKONwxYQgWx4ez/IMS1lML72DAnALi3Ws5Tf8io/yiQkZqtxAA6Bpow0PFwsTjSZHjiUspo56EsRJImNpESJsZjOreJXLeN+EyEcMGfCT2iNZlZ/Bstwq8vZaVmXCpM0tRM0MnjYxlIurTTb0n059TYh5l13GvMsuOyjHq5QQoHnjXLS9My43kD4X1uRLFhS9HqwuSNVLKSFe9Za0O0GI1pnR0VV3puwmrFkBU31t2twDWJwO+xU2Tw9vmbnAzCHHGjLgv1tEt/awXy18X0zarociGiz4eDV8vXtnolWEh7Qav9tTJltllLEjJgTZWsVKlrOMfvqHTdo5OJiY9NPPa6xiIccexKM8OKijnkaa6KIL08/l02gMDDw8euimQGGwepMli4mJQrGclzmFtx3kZ3BgoBTMDwaYz7HAscQj8O5tA0RDy6kJbSddqKYjdTxhr/GwChfWGh5Owi1x0WOdFYWrq2S6L+23Dd/Iy40kYEDelSpXhyPi75gBGeBjNRIPtLf4TJ3sO+PJ8ADIfmtMeM8oBgjGGpdXSth23BVxv4FM/0UUfLx2+GMrDPhQjXwfDjgvBt/oFmK5KxQHATYXDuBBlVHGIYIJQbZW8Apx4ri7uE24uLh4rGLlhCRbCsVs5rCJjbi+CiNKlF56ye2U5ibIkSNGJZvYOGHIVhEvv/wAf+t+kGS1wxnOETxdex3d1iJArA++0zw8x+9AI+NJOPTmgnhvnR4V8fq+4r/64Nd98pwCCn7bB48k4eZWmUL7a0KqPMWJurCCpJYq14aCCP/Pq9j3is6RQfhtC3yyTSpmADNs+ONkIXcHGufG4IMZ+L8B8SFzEdf+/24pTVQerthWkAXDYdfVLQNpMy6c2DLYMsrYJSYE2eqnnwx7yq3QbGcbGTITRoc0FHXUESYyOI2YJYuDs8e/yZOfEC3EoXjqqT/ys9oUrzV/AM81OSL4Kqc53+S0yAeZ0TCfI8Z43H5v0VaAj7SJv1SxyjDdFiJQsw8+U70u/LZfHMqL9gkRQybt/pqUsOtjQmI74Xpi+QAw3QSt4MwK+GytaLP257xcXCkTmitzEDFL7ciDAUvBjU1wTTWsykGlCaeGDw7xKyKv5btihGPo8q+LBnPfXg8Hn1R7Uq3c0Y1PI+fjH+v3fttllHG4Y0KYmo5EHAAMTDaxcfwP5k2IZlpopoV++umkkw7ad1kFBPw2rDQVF7DwgB7nwYRbcPh6sIq/qXeRcmNkvRCL9enc476HNd23Mns/CcVY4Ac9sqBOsqTKNsmSUf3/2UfjyfV5IWw7+lQFFSzNSKXrf1vEuiE7JJJnsytVn/9XK9WesTgvhgHHhA8u0RqK2UEhgW+PHjyilfbg292waAOcuVECqVdmd37clgJ8aBtcsFlsK67ZJhOre4Ptebi5XyqnGeS6GPqyGsAxQXhoKhx1mFf4yihjXzAhyNZoJg1zZHdLMA53bGQD/fSRIc0A/Tg4GBhYuyl82licyulMY/qY7N/BYR1reYLHWcwLDNC/9xtxB6Dvemivh/Za6H4X5F8bk+MDWN7Rwxuxo4gV+rALSSw3TUWhhw6nkZcD+5G1MkZwNDyZFi1Vjyt2CSkP6izxvBoNtIYeBxL+26DelDbZjpEsBQ1TfNLjIULxojeXRiogWcohyOONr3XC7QPSxrSAF7NCpLYNIVJ5DZdshj8MwLIsvJGDFVn42PbRBZSDmMqetAHuTErgeDGmKQrUGXCELdYhy2fBwonXGCijjFFhQrQRj2I+W9iM53/tDEWePFVMPIOYdtp5kAcwMQcrgMVz5OFhYKDRWFgoDOqo5Vo+ONhy3F8UKHAf99LGdpS/r2Us4+zs26ndbhOprydYWVJCu/k8qa4uwjU12BG/jenlofs48Db6j9JQeBh6FkDoU1D1LTD2bxXYEq6Gnu1o7frtE39kwFC098Zwcjms4OjEKnktWqf7kmIbcLGvadofQ0iFEK6lGRiqT64zYOaQw+p24J6EBETPDcK7YzIp+HoO/qkD1hVE+H1aFL5aL27uL2QkTsdA3O1tBZf6YvfXsuISX2mU2kqWb4Xw63744GEiDn+zYUtBbDGqDFiWk2tK+5mU122H+6fJ6/SJ7fDSEOllv4aBPMzR8FRqdEML12+H7W4pbshFiHUauDImfmmtu5kaLaOMMgQTgmydyEm8xBI66dzpd8r/ihAdtDeYSFjOMgB66SHLzj0IDw+FoooqYlRyMZeOGdECeIM1bGMbAQJ4uNjaJnXz89z23z+k3pGE3bmXXMJbP/c5Vt91F4t//nOcbBZlGBx95ZWc9IlPYKS/6ROtoo1nEQ5kfwz5O6H2drCP3+fjbAgHcRMaqgyU4xE2M9THushbYSa9sJbtLGbqaaeNuJ3NeYfPdMV5KWMRUZqYCvNCJsDiLHx1P9KRiuLk4mRc0T2+zYVz/YVwUx4+vF2mCgNKpupuHpDYnc91yNh+wM/rezQpGrCv14vo/em0RAFFDLi+SshVEVktzvOGL6I3/OPpmZiF4gOCDkdu3msKUmkM+n29vAcrckKoL64QIT8Mb/lpxMG/a4TXR2v4bJsY3UKpTVycwlTIdGqZaJVRxsiYEGTLxOTD3MCzPMMSXiROAtO/XQQJEKOSPPnBEGbFQRbfHCB00cVa1hJngAJ7ntdexBkcybwxHyBYzev004eDg8KAeBad78aKWdhmFZZjsPLWWxnYupWtzz1HpLaWYCyGWyjw8m9/ixkIcOKltzKUaA3teik88Dqh/waovYe1bjN/HJCw44VBuKJKYlVGQkGDlXJJ5m1mT9vA/ObX0YDheNSfnuBVdy1T2T3Zijvw6Y4CK/TrrEzM9q8yTcAoMCfgcFciwvurSnEve4ttjlQyqg2ZBiyehCqjJFz/aa9UpiYNede/loGPtZcE9RkNjiutxA0FidMJKfndFke29flO+HaPELH17d0YCQsXRbYiRloZBHFxHI+6retYv3Er1acu4vZMgCfSItS/qkpE5Qdb43YoY7ot5DjhMSwDQysJIb8rATMtafv5HrDD7mo5RvZh+2WvmNbuCAdZODxkeKKMMsoYGRPmrRIgwJm8nRM4kT9wMxY2JiY9dNNHLxp4iaVsZQvnc+FhP5W4ild5kidJkyZLdpj/2I4IEuRoFuxWwzUa5BIJVt12G+sffZRQZSXzr7yS2kXH8apaMZzo6QKc1orqz6GeAMOyiDY0sOrWW6mbMwcrJOpb07aJ1tez4ve/5/iLXb8BWdxGaXOeTxSUTrIp8Veu6fsIrl/9WZWDu5Ii8p4+AsnpdGFGIU1+7QrmHtdFJhXEyuSp7GiHfI6Nbxmgh27q2HkUK+nBok2wvuCQ0XNxtDiaWcrB0Sav5WC27bEyZ+wz2fIQsrUwKA7fWT8Sxx2yyj6dFh2Wo6HfFeK03bcvsCgJOAvIIh3UEFViWrrWH/uv9EsavY7mq6t7OPVHX+bk6UeyYtEFWFuzdM4+mpRhYnkeG7TNjXc9Qea2R6hfsZgGw6DjnZfwufdczycnR7l2hDig8UbclUlKEzg1OpyEvtlRb0kL+Ls9cvwm8roFlOj0PKDR3rmiVYSFRArtCT/rk9a2qYd7axV1eVEFZ5TNS8soY1Q4hG4vY4MYMc7inTzOo/TTR5IUFiaNNBEkSBtt3MxvAUWIEAtYyDEswDhEZwk0mnWs5WWWkSJFC60UKLCUxYMDAbsjWgqFickkJu0X0Sqk09z94Q/Tt24dgViMvg0bWFm9jszCY3Gr7OLOBDEb3BD6bZOxnugAwLBtnGwWcwdNlGHbFDIZCu6pBM1NQGGneXRPK+JUsNI5hWcyHqaWhQoghrRjftkH327a83OYbkNu3gJO3nwbse0DeH0upuugNVTMmIayLTaycZdk69td4rAes9JkCjG/BmfiFqXGWtHvetSY+36NTbGkndPpSPWoCr+N6IhjO4g1QI8rVb1i9EoWdqrjDjZiFYQN0XeBLLD45DWcGkC3b2X1ogs48+7/xamqYemZF6McB2UrGvo6qU0N8MA5V3HuNz9FzYoXUYZB7LXl1C/9G7/44c1cGjOJ7YMlxVjgf3rhS52lql+VAd9ohI8cQhqzr9VLCPjKHKCg2YTJlviRXVQhFdvpFmxwhEgX3xoaeO8IGkGtJe/SUhDW7CSwsICfNe08qVpGGWXsGocmg9hPHMERXMv1RKmgnnom0YyN7bcS+2mnnQABHBye5W88yzMH+5D3GS+zjId5cNA9fymLWcwLODho/2tPCBLkHM7br2NY9+CD9K1fT6ylBTsapecIj9SV03DDvrBI6+EkqTKAFQwPkoBcPE5FczP55PBbfj6RoHLKFAKNX0QbR+Lp4Xd+B8U9+XfzzsR9XBe/kRtT1/FyTuwRiqgx4flRTM2dEIIFYcXqi68lP2kKbnUtmYZJOPMX0Dx1CsAuCfndcWnf5TT0FioH24cacLRN3rPIaYse12DWfmhflIJvNUp1q90RA8p2V0xNz/dF0O+plGoeiMYnoEqnvdiE1UO+G0xpIXqURv2Lk4nBrg4MxyUXjWF6LvMWP0403kfz6y9TMdBLZXoAI5PGSiZ47ayL8QJBdCiMKuSoefIBql5+gfUHyWl8WQY+3yFmrFFDqpxJD77eWSKWY4n1efhKB5yzCT60Hf6W3rftdDrwvW6xcPjAVnggBb9pgRPC8mHA0UKkjwrAJZXik3ZzKzT4b4via3hsAH43ec/7Ukrillwt10BMSfUM5N9bWuG62j1toYwyyhiKCVfZKiIoyhL6GcDFGZzEK5KPHrqppoYoFazkVY7nhEPOxDNPniUsJkIUE5MCeQoUdrK4UCgsbBwcAthY/tdMZnI6Z1K/i2rN3mDriy9iBqQ/lu7sJPvB6aishy5WcgZXcYUyDDQe9uIO8skk+XQapRRnf/vbvPCjH5FsbydYWUkhncZzXc76whdQgfk4tXfydPvnOcl8jABpLDzWubP5RvZf2OxNwVUhCgTQGpZm4eQQ1FhCghpGUV0xFPx4EtzUP5X1kSq8WXXUmzZTbXCVi4FiOjMGH5+Lx/njEy/wr9XzcKsbMQ0TbRj+uIHH0M85Jpom0+D7PfCDSft+nucF4c4p4iDf44rh6AmhUgXj6KBUcJJaiIYHhJAqVzFcOa/l5Ygq8U1SvmA+7U+jFbfluQ5uJErrS0+hgUIwhOG5WIUclusQzmYo5POYhke6tmFwpdfBEEYySc0zj1B78cFJH/hxj08iDPnXQ4jngCd5j/P2Y1BhR2zIw7XbZNig0xVN3P/1w3wbPl8Pl1aNbEYK0va9frsQrmoDtrhi/fDOKLw3Bl/vEnJlAn+OywRplSmn/egwnBSS/ZwbhZNG2fr7Sh1c3yb7Nihpw77bCO+deIPbZZSxX5iwZKuN7aRI41DYpelpggRZsjTShEIRJ37Ika0EcTQa0/9MmiW3y+cq9S0PC5PjOIHzuWBMjyPW0oJXkDJGqqsLXTcPry403BnR/1crsFWAkwon0Nu6guoZM1hw9dXUz51LywknsPx3v6Nj+XImHX88C6+5hqYFCwCw7Fn8Wt3Jf+XXc4r5JFPU6zyVn8c2bzJZYsQMC60VGU+qNq/l4QRDdDufH+Un9KgBn6oNsZF38TAP4ZLzDR4Vp3I6NdQMPse7PvhBfnnhDRheNyFt4EViuKEwypQWImhMXGylqTdNZgcUT/uZe5VDyJ+rZbos7QlZqhyBGFaZYrY5FJ4W8lXQ0mqsNGWyMGTIz5Zm/Gk2pG14eUzOT4crC3SdJQs5quTNFGiazPRXX+CMlc/SocHu7cbMZemfNJVUZQ2vVtcT7e0k2NfN/AefBUMOXPuvcUvA3G3I9Hgi7YkfWdr/b+RpYSKEYmCMJyh/0w8b81JlLFYOAZYXpJJ2bwpuapFra0+4OyFEq9m/YxsaVufg531S0SoW5Iot4LUFmOm3iQdcWJwRJ/+Rcjv/GoffDEDBgyuq4XfN8P1esQZptcUd/vx9yLgso4yJjglJtlxcHuNR8uR36y5fDGTezjYqqMA+BE9VhCgaTYoUSZKkSe+2behqwI1xZ98RvAT7NRm3I+ZefDGv3nILuUQCw7JQK7vhLU2QLEDl8J0YGFxsXMaCTy6ETw7fTvW0aZzxta/tdj+fq4NPtM1kkzeTqAFrHOijZFMQViKYz2pZaPs8+EQtXLiXi8d0ZnAN1w16t7UyeZhx7rKbbiLZ3s5Ay1QSlfVkKirJB0IorTGx8NCYQJ1pMNkyaLLUoKamMOTlWZyBz7dLiytgCCn4Qt3eBTDfF4cvdsq0Ilo0NvODUO2TNhvJH/xUjQwJHBsSwtZWgN8PyDGcGIbvNsGzaamaRQ24vD5K9R8fomv7BhowGDAsAvks7bOPwfPLXwMNLdRks0xd9izaNPFcF1XIY9gBbnjf+Xt30scIn26D7Tu85YuCbwXMGGOH+hczUtHaFXo8MRm9PzFypeilbCmIGyT8u6i327HzWdzdRkeqkhEDcp4Q5i93wi2BnZ34kx68Y6MYo4KQz4fTcFYE7pkith4HEr2OVKBjhrRJ7bI2rIxDHIceg9hPaDSP8BCb2YQ7QoxP0QTVweU+/sr5XEg11YOVojcLBuhnCYvZxCbChFnAQo5iPmHCVFHNGl7HxMTbjUN+wbNIF+pI5SexLjWLlz1xHf9l89iE61ZNncq5P/4xT954I2YggHphO1w3HyL2MEGQicnxnLjPMUDHh+G3reIt9EZeFpTb44MdSkAu+KASIfF9U6FhH98BIULMZs4uf7fx8ccJ19SQDYTpraonWMhipZPkLBssk1bToM5UTLFL9ge9LswOyNi+o+HfuyV+x9HS3muyRAT/nW44Krjrsf2NefhVHzySEkI52YKnM0Kki2HUcU8WsbkBIRmGgisr4drq4VYMzTZ8YYfu8bnDghgsvO/+O1uee45tzz/Pk9OOoXvucZimVO3knGsGmqew5rRzmfvUfQRzGcIBixPPOJXZJxz40PeNeXgwJQRzV2k1CtFEnVMx8nTqaBE1StWmHT/mpLQcyzOZkcnWdFvILggh73MhAMR16dhhuMtcsT0K8toWK2v3JuAzQ0IPtIbrtwrRKlb4PH8/j6fhnuTO1dLxgtbyAeNX/b5thZZUhJ9MkizOsl1IGYcqJhzZ6qaLDWygggq66R7x8QpFiCCb2MT/8muqqWEhx3I8J7wpJhSTJLmDP5MiSZYcWbKsYy0v8DwnchL99BGjkgH6d+mer1D05BpoT5yAyh1PhWFRYcji/8MeuKl1bI6z9S1v4aq772Zg61aee+oPPKd6pFdhKJSGQCCMa2qq2T8/gCOD8M1G+W9Pi1/U3UlwvFJ+n4V8kv9tP3y+buxv4MFYjK15j4IdwHILOIaJ6bmYrotSigsqxJ5hTV4Wk15Xqh+vZqFxjSwuKU+OP2LIAtTuiGYmaIj7/I5ka3NBnMM35GUh1kj7sagOy/mLcsA/LxfFYLINp0Rg3j4GaBuWxbTTT2fa6afzy63gJeRYLX9kUaMoBAI8/akbWXbtZ2juaYOWyZw7pwp1EFbN7Y6cB8sAyyuZdBYRRXyrPtMOf5myf47+RVxeKZ5Xu/qY4yGZg02j0D9dVgm3xUU/VZwrySHVrrwe7qNV9NUa+pFQI1ovE+je4WBez8OzGfm74h2tSLgcDX+JHziy9eUO+Enf8Jbrdhcu3wafS8P3mg/McZRRxljj4LOFA4xuuvFwSZAYcRIP5A3fQw/ar3JZmCzmBZayhG66WM96eunZ7d+3087jPMZ93MsqVu7WPNTB4QWe4zf8mv/mFzzMg8QZ2OlxGTKsYTWreZ0kSVaxkhQp4sTJk0PjUaDARjbwAPfRTRcFCtjYBBi+QpuYBAjwWMeF9Gdn4+nS72sMeDknC/NYQRkG1VOnsuADVxMKVxCwQ4TMMOFQDGUaGKgxzac0FPy+FT5dUyIdESUk4+gg/CEuo/NjjflXXUW3GSSYyzJt+3oqUwlwXSqVxxEBRcSUKbJ/a5SKVY8n1ae0P27/RkGc3zPFRVQJSdrmyGKZ2EXi1C96YX1OrCyyukQsoVQ8NJAF2kG0Px+ukSrZWPCeybvQX0ndWGGbFpGGJmYddyz19fX8InFwLMen2UJOtN5JKuhHL4kuqd2BV8doKvHySpizh6fbruGyUbSxp9rw82Z53fo8sA3R3s2w5dqA4dYOID/PayGYESUea3ngbTtYCG4r7N7CQTOynqyIvIZ74vD3bfCtLmjfy2nTzgL8R29pGnYoPOCHfaPP+SyjjDcbJlxlK0iQXnrJ77KRsDNK5XkPEwsTiyAhHucxlhIbzPObznQWcSYeHhEiGBis5FWe5ikUCgODTWzkdV7jIi7GpnQHbqeN27iVPnqxsIkRYx3r2E4bV3AlIaSXt4H1PMLDeL5DkwIKOPTQPZhjWIzXAcj64dp58gQI+EdRsv9UGNjYnNf8FwxsMtkj6EwswvUiZLUQrvGoP7i41Ji1pE0xVBUSaxEmMubu/aYBn6qDh32tUdAoaV9CGu5IwNkj55TvEdrzyPT2Ykej2OEw8y65hFO3tHGL6xJKpWhKxgnV1FA/dy6dGhaG5DiOCwmB0mK1JZoqSi0uB9GWRf3XwUFaO2/fYZpsfV6cvpNe6W93PItFCuv5//2nOLwlIhqtscANNfCLPjm+IrkrXqMGJWF3zJAW74FCqquLrc89h5vPE2lo4OLGY/hfarBQ+DI2QIhJpSHGpr2enMuxQNGS47Jtu/69x+hblseG4E+TJYtySx4+0yHauqEfTxRSAZ1qS/u5zZH3cZMFXZ5cczte79NsqDWgjdKHkuKxBZSQ8pGQ9sSSYrFvo6KBH/XC71vgnFGQyYQLV2/bWX82FB7wtQ44bz/fr2WUcTAw4chWYTfThyPBwyOG3DWSJMiRJUyTr4XyeIXlrGIlUf/rFE7lWZ4hRGjQEFQTooMO1rGWORxJhgzb2MLd3EWSJDa2P/k4QBVVZEixhtUsYCFZsjzCw1hY2L67fS899NI7SJ48vGFxQy7uoKtTnjwm5uBjbd/qIUeeqBGgN19BRWg9ATPOup730esqPlULKI2Di4k5ZkSoiUlY2NRR7/s7ycRkmjQzhtgnjBUKvjC8agepnYlM5e0PNj71FM9+5zv0NuTInNNMdMFMjpx9Bk2fuJhrt0W5IzGDStsgEg7T6UqL8N3+4rM+7wuzlbQ5i4tc8Sxb+G0vLe2ciIJFUThth4my7/XIY3dsIw3F0KepkDbl37dJ5W8s9EnTAuLp9JE2qa75w4sEgdZAyZ096cnifiDwxv338+Q3vkG2v5/Etm1orZnZ0sr7r/00D1/8IdqtMHkN1UqE8Q1W6biPHl2m+KiwKCrXWnHbMNzfrN8dfeyNUuINVxOW5IPzNkOrJduLDyGJtaZcW0cG4K1hef3PjooeLbDD23h2EM6qgP64kH+XElH+cp1oIUfCT3pkGCCshOSBhJF/aDtsmT2ywP7fumFlttS+3OVzRyKkyijjUMSEI1uddA5Wd0bTRixWi4KECBNGo0mQwPbjfkBIT548Li6NNJEjx/38FYVBiNBghcnGxsDgRZ7nSZ7w238Dg8dRoICJh41NnDh11NNNFwBb2IyLS5gwDg5ZssSJI8Ev7rDnUtRmGRgECZIh47s7SQXJwKDgE84AAVqtKtq0wVYnSsDuxrHauLaihbOrt3Ibf6OHHkKEOJbjWMix+61VCxJkEWfwBI+jB+sgYjY7mSn7te1dYaoti9mAWyJcWovf1P58Su589VUe/sIXyJ87hYFr5oDr0dvosNV4Aq2eob9hEtPtd9Cem0HehTPDUG3Bp9qk0nNGRN6AeofLsLjgmH77sMqQlui3GuDyquEtn7yWasLsgAjfR4KNLNYNlpCi2+M7C+H3FefFYHMFvJSB9QURpN8cl/YVCBFIevDPB8ClPd3dzVM33ohh26Q6OjCDQZRSZLu7WHDnbzjrpUe57Lbb+XynwTMZeR2Kwcz/WD+yxcbeoM6SylGXt2Nup/icJfaCbA3FKzmpehYnC1/2X/9iG26SJS3RShNubNzztr7dKEMTfxiArQ7MCcJ3Gkc/IPPHuB8bNOTaDPneZU+n4Yw9vM8GXHg0JY73PbldDy8UUXsAhC9aw+q8mB0HgDOjo8tPLaOMPWHCka0qqlAowoTJkNljVE0DDWigjz4qieHgkCePh0c94nzo4pImjeWP9IOQiSwZkiRIkRzm1l4kRhYWBQpDWnpq8PdFEudQGNxP8e976fX1ZqLNUigqqCBJcicBvPLH/IIEBwmWhUUNNTg4eGhqqQUllYnJtqJfw4cnJWkyO7iTezAxqaACB4fneRYHh5N4y36/DkcylwYaWccb5Mgzjem00jouQweGEtH8U/1qFgAAIABJREFUJ9tk8QFZjN4SEqH4vmLFLbdAyCJ+xWTMpEtyciU6ZuEWFNgGr6dmsCoTIahz1BlB/pIU4lRpSlXrybRMDHa6kHGkElF89pXIQnpUUMTRl1aWqkNDrxkDGYuPGCKafzlbaisVbcws/9v225Fz/MU5qBhzF3dTwUkROMn//4Uh+M8+2FqAKTZ8pV6qKOONLc89h1so4CaTaK0pRCpor2tGJRM88s73UxkO8ZaVK/nhMcfwZEq0ezFTYm7m70Aw4q6Iylss8SbbF5xfIa3bIpEwkYW8xS7ZcOwt4q5v2YL8m/Bkm0VdHkiF66lRONYHDbihVr73BXv62OqNUBBPenJdNlpQWYDu3ZS2LOBD40zUtZbEh/8b8AcoNNzYDVdUSqu81RaN20Mp6HfgrRE4OTw2wxRlHN6YcGRrHkfxIA+QJTMY0TMUFhYajci1DZpo4EzeThtttNPGJCZRQ82gKL4o6HZxiVIS04QI0U//YAsOtE9wPEzMnUhFcQHV6EESlSXHCl5hDatppoUsGVKkfGJXImBJkoPbG0q4XFw8XBppJEiIXnpooJG3cSoOLo/y0LBjMJQmqKCVWhbz4uDzAAarcst5mWM5bpjmbF9RSy21nLzf2xkNFoZkwuyhlMT1HB+SSbz9yXYb2LwZPbUSbSoMz8OpMvFcccwaKFTSEOogkjoCx3Ho7wrQXlFDfcSgwjCoMKTNMuDBdVVwy4Cv30KmxlptOD0C328qLfA99PAsz7CVLQQIcAwLOF6dwLtjFrfHJRtvTkD0PI6CRgNilrjBr8vLdqcESo7lGQ3HjmG7bFc4Nybfjj44OXpuoYBjB9g0aTraMIjG+wnmsyw+40L+zq3jI3Fps+1Kt5fX8A/tMkiR0dIi+1gN/EvD3g8VfLwWlmRL1b2QgqhP7ur28S68MCTk1tO+uz/+FJ8HW/MSPWQARwT8oYBxPP+Xx+BbPcP3k0M0eqeM0IacZAkpzGh5Xz6TFlI69HOAiRDWz9btZiNjhJU5IVoNppDXVXmRIfygB+5JwDlReCIjP1PA7+NSof5OOSeyjBEw4ciWjc1VvJ/buZUESZT/BQySIA/NxVzKMRwz+LtjWDC4jQEGuJM7SJIAFC4eNhbVlD52Zcjg4uLi7OTnpX3itVuDUZ/AJUiQIoWBYjvbyZId/NuhU41FP7Bi27CWOrrowvEfozAGW5Dv4hwaaMTBoZY6eugm5LdHc2SZxRHUUU8vvQQYLuYxMcmSHSSqhxrqLTFrHSu0nHginffdBoYSI08laikHGxTknBDacdEo+hwbshk2xLPUt9SiDJOwAUlXPjF/rUF0VKtzUumaFSjF5YBYfNzFHRRwqKACF5elLCZJkk/Xns32grQ9Kg3RSFUZsDAIF8SkvferPvEu8rQYXPZ5Ipy+7ACN9B/ohWjyySdjWBZ2RQXtdgWZUAQznyMbirDi1PPorZvEc8EKOrqEzN5QLVUKhUz4PZqCb3RJqy4EhE05b9/rkf//8ghtuR1xcgT+uQF+3CuVR1fL/r4+imggrWFxVny2KgzRXU2xxZz2ggq4Nynt4ZghrWEHuZZEDyl5mF/sgO/vRxTUSPh8nfhxrciJnYlGCOWPmkauBpoK/qkevtABKcS+5Y08RBAiphR8skYMiMfbMeSpdEmvtirnh64bop3MeuKmH0AqWQbyHvpTv7z3gko+IH2sRnzqyihjKJTeUTByEHHiiSfqJUuWHJB95cixiY28yqtsY4vfZpOK0kmczNs4dY9/nyXLWt6gl16SJNnAegIEsLDIkSVJkhSpQZE6MIxcleKI94wQoUFCWNSOKWTxtbDxcAeJV7H1GSeOizdItkxMaqnlHM7jCGYPew4vs4w3WIOJxXzmczTHYGLyKA+zljeIDnFGd3BwcbmODw6K/icykh0d3HH11bRf10Th5HoSkyvxTAsPm6Su4Ln2Uxlwq0mlo+TTQbKBMBUDPSyIGFRMasbVEqPz4LSRW0liN7J0mFO9RpMmxYm5a3goEWNDXrRbl1Xu7BCutZhZ/inVi2tvYLIF84wZzLdqOSG8ezLU4cA3u6TNVmPCJ2vhykMkF2/13Xfz1xu/ydpkXuq9hsHiKz/BskuvJ4hHyA5wdFAIyas5mG5JO63NkWrg+kIpNzLiT7HmPKlIbZ29bwt/2hMvtBpzdDqguAtf6RSiZSohAhbwr43wzgohz0+lxRLB8z2x1jslj62Q8l3mNVxfLcT+hFEI3vcFeS25jH9NwCQT/q4GjtyLadc3cnB7QlrOJ4RkkMJWMoU5lhq6PeGXvfKhJKikylUcJkj49iy705PVKTghIp55tSb8YbL8W8bhD6XUUq31iSM+bqKSraHopIP1rEejmcksGmncq8k7jWYjG3mFl0mRpJUprGQFPfTs1ldrbxAhiudXpjJkiFJBkgQWFu6g5YNowYIEyZEbFM4XJ/6ChLiG60btft9DD3dwOxqPEGEKFMiT41RO32eH98MRie3bWfL737B8+kYGFjWSq7fQmDzReRYbkjNIujGcrI2HomAFCGeSzO3eSt28o9hYkLbJjyaNvPDez1/ZylbCDF8ptzlpHm6/iHi+FUvJonpiCH7avPPU2css43n9HNsdj34P0k6UNf1vI1w4kptapXU5FF0OnLReKm0WJaPJT9TA98axSjKWuGFZG+uefpqBvEPH3GPpa51BNhBEKYOoIed/eVaIwkwbIqaYy9q+uHtoe67aFNJa0LD9yNH7T+0LHC0Tfr/uh00FeS2n2TJ5WPRRe2iakMAlGWlDtzlCilOekAVDyX9nhhja2go+XQv/1jR+x34o442cWFCAVNdsJdOiI93FLSQU3FSiC/1kLVy3f/7MZRwiGC3ZKpcngEaaaGTf7z4KxQz/C6Rq9iqv7NKxfV+QJeMbkAZ9X69SjJACGmggT55uusgiI0kuLhHfhkKhSJEkQ2ZYZWRPqKOOS7iMF3meNtqIEeN4zhhWGStDQrZP/+KXaGEtr/MaPW6GjfkAM+04K9NhMkYEbYlLvuG55AJB1jZOZU1abuT3JeGeN+AdUfhSAzyQFDH2GRER7xcX9AYa2cSmYfsuaI/tjkfAq6KpKJ7Xog16LClaqSIG6OcFniPphmnLWayMz2ddegqGckkWHM7dZLF45vCWz3e6ZUIvNuRnjge/7Id/qN/3qKM9YX0ebo1L9ee4kORA7s9+2uqacS+6nM15IVSmP6rnAY2m6KeK1SsQ931L+dOgDBd+u1padHXm8JzC8cD/9Il2KOvJdWIilbaAEiF50oEVWSHCN3bJjTxkQMqFDNL6cnWJaIFU6wB+0gvXVMG8MfJYO5wwOygZq9/vEVKd2eH62N0d3UWsN2pMeY1eGcVkcBkTCxPOQf5AIEiQMOEx86Xy/MnDFEku5N2cw3nUUEOIEE00DbYkj+V4WmghTJhGmqinHuW7shuYBNk7NXQDDVzARXyEG7iCq5jNnDE3HT3U4eLyIPfzGI/SSSeOGacl3MGn62qp7E9jOA6hXJZwNkk0k8QqFMiGwlQaEtmT8WNX7k3BWRslOPrVrGiDPrxdKhMggx1BgqT8qdMCBXp0ko70UZhDCHTRbX7HCbStbMVD0+mYbExP5Y30NEJGloiZodLIsK4g5GooHk3tfIMw/UX8sXFw8l6WgQ9sgzviIu7+VT+8f6tMf+0rTglL6+6ogFhQmEhbLaKk5Zr3NWxZLVmF+HojrcWeo2gCq5GqodayGJvj+DbIeLLYb8hLVE3KX/AtpMUGpVzLH/SIPq/eEj3Xkf5bPOXKdooo2jJYfivyj/F9O7aeAtzcDy+OYsLxUMWVVZKb+tV6OWcRdu1dNxSa0nslr2UooYwyhqJMtsYJ05gxpjYGCgMLCxODeRzFR/gop3IaAZ/YncbpnM8FnMN5RKnA8k1Ii9YU8zn6kBS1v9mxlS1sZjMVVBAmTIQIEaK8rF5CT6og6OSx8lkMxwXPwwrYFJRBpy9gNvG9tpBWRcKTdlWLJW2M+xKynyhRLuUypjODHFkMTOa5b2ND/+k7+XS57KwBK46BeBrWpmYSVLnSuLoSgfU9yZKVAAg5GRqinPBEk5LVUh1Zmhm786g1fLtbzkfMkApTwpUW2i97932bFQYsz8GTGVhXEILbYEpLrs2RKc0cpczANleqdxqYGYCjbXl9DOQ1+W6TtIjGE9/vkWOzlJBCDzn3Wgvh6/d1QdWGvBbhIbeZFlsCyx1K9g/FX/f706+OHn0yRMqDe+PS0jx9HTS9IRmcp2yEltXipXY4otGCf2yQic/ptkz2jlQIjCIazLCCS/bDUqaMwxPlNuI4YTZzeJ1V9NAzSHpGaisWDVSHIkDAD9kxqCDGG6xhBjMJEeKtnMJbOWXY41uZzNm8g2d5hhRJDEwWciwn89Yxf45lwDa2DZtoBXkd0YrWSA9Jbya254CnMSyTFCaGLj5OMJQrdXpwpP/fYSUVqvf5gvRqajiH8wYfqy34bQA254UYKVVyxH/3Djf7qUzDwKTeKpDzbCzl+vVQRc4LD4YbO7pUtflMHTy7VfLCM0hbpThlZgKfbpf4mF3lIu4tkp60yWwNKwqyryLx++9++ErD3ntc3RGXeJcCQ4KVkQXxyipYk4NeRxbSbleIqAZQQsgyHgRNuCwkpqAzA+PvpxR3hdxUGlIhsZW0klOeTxQNIVf/MUksIzz/PA2ttE2yZLGfE5BIn2LVpTid6FGqgHkaXsrCloK8jieESs/x2TRcv13OUcGDYjHMRrbZ7sKpG2DbkRyW0FqGJu72NXyo0qTljrCAza54bv1DfXkasYydUSZb44TJTGY6M+ijb7DNN5JrfTFOZ+hjHN+IVKYC9ajaeLOZw0xmkSFDkOCErGhlPbgzIVNaAQWXxuDcirFfLEWwvovXVMGJoSDrUwrHtNGGkCFLQwxIUGwFeYTNJAEzTc4NUaFM8GOh8nrPzuLKH63/XIe0nEx/HP1rDTB3h45xBRW8nbN5zHqUmZHNrElNI2oVSOYb0NqiyZZYluAQQnNhTOJavtsjx6IQonVSSAxA2x3xHvr4GFR6gobcjFYXhOQMDdHuduG73fD1vbBb0Br+owfSCDEsPi0HmSj7Za/sUwPVPmFx/IW00pQJ0YL/fKfb4285UMTWAnR4cg5SWs5JcRLSVvDTSXBRpRCeV3NCqJZnxQrCVNI+THgSP3RyWLzXtrnDjW6nWqIVvLACPtUuFgeelvfGkUH42SRYk4f3bZFKWFCViBaU9GwghGtpZvwmHA8m7k+K9UdESfXTYnjsUpHENvlt3E/VwkfGuepZxqGLMtkaJxgYnMv5mJi8zDLfVT5H3o9aHWr9UMwpLP6dO3hrFL1WnjwhQrh4zGHuqPZfdH6faMhkCtx97xpuvHcjvdEQLecfRWR+M1/LyCf4r47C12hvcARHsIQXyZMjQBCN9idGo3y2qpmVSejwnb4VUnX4cCXc0AEOHrV2O0Ezh6tNtKE4rfERBtLziKePB0Qgvie02vDHVlkck56QrN1Nyc1mNpPVZObVtfGZbAU9+XpqDZOIKTFGX9iFYeRXG8X08xMdUlWpMUvEY6iGaH8RULAoAsuyw8OQQTRov+yTts6OE5a7Q16LuH+olqY4TQniah4zoNOBrZ605AxDSEfag78mpbJ3IKE1/LwPuh0hOJX+NGHaE1H+h6rhPVXQ40jFao1PknpcaRE2mb5thQE3D8Dv+iGt4eSQ/DzrCaEa8ODOOGzKS1TOFJ9Mag2vZeFnPbAsJ4LvyC7C6Itkq1gtXJc7/MhW1hPfry0Ff2BCy7XfrKTVfFJQ9JYRJR5sbY78vowydocy2RpHmJicw3m00MpLLCVOnDgDfiSPhaJIrjzmMIde+uhj1wKVTjp4O2czlakH9kkcQshmHT760Xt5YUUX2ywby3FZ98w6Zn30VCZdMJ+7EnB1lXzqHyvEqORcLuAxHiZNSiol1HAO51AdMPnTFPE+ej0vIu1LK6VaNTkI729L4GGSdiVZ+rjqJUyJrGVqdD23rJ/Ox6tqOWoUMw1KldpCIyFMmEWBmTw2VXy3VmRFzHtxJYMTjTvi2LCYN1b6RCvue0X1uJD3pCJ2WWz/qz8frhGykR1SKAwbpanADfnRP8+AX5FaWyi1zobWH4tttRwl0qC0PJ9wOs73nt3Cz1yHI/q28bFZ9bz79LeMe3XrjbzkXB5hwwZHbs6VhhCmGlMqiI6Gq7bBC77vVp0pmYY9rvydp6DFf508D9bmhUClkapesWJoAk9npEJWbZZe23oL7krK44ZeDsWKzlAUp/TedRh+pvtZL2wuSCvfUCUrkHqrpJ0rOv8n/erfmdE9b7OMiY0y2RpnKBQLWMgxLBg0Bb2Lv9BNNyYGCkUjTZzPhfycnw5WuHaERnMMCw7qNGCCBB4ulX6+5JsBObL8hb+wljV0bnZZiY1qnIzlhAgq8PIOG256nsa3z0YFA7yWG1uyBTCFKXyA6+ilFxOTGmoGz88ka9dttgYLzq57llBwKxk3SG2gi5CVA2wslefcxqd5qO9iPu/tex7fnlBjwjWj9AGqt+DaaripTwjKG3lZaCsNqDDhW92iNfrgfubWzQmI19X6AgQBy/B9rRBCENmL86CUBGw/sxl2NTjpaqkGgTyXvBbi4BayBLo66KtuoDsaZdO0OTydTfPWZzdz68lTqR3HO+aWgpzfybYs3lsdOa4qQ1q6LTb8U4fE2YR9s9IuVwTzRwQkRmZBqER6ezzfvmBXz9//t4AQvLdHhVQoAC0t1kZL2oQhv8rWN4StOvIwro5JuPrhhLyGOxKig+z35FpUyGK5xYVT5bMRXf6tOmqIV96+xi6VMTFQvjwOEBQK2/+6nCvpoJ1++qmiikk0D/5+Tyjs1r94fBEnzqM8TCcdAFRSxVm8g6a99CbTWtO3bh3J9nZqZs0i1ty8X8fl4PAzfsIAAyJRD2pO/rLLGw9soe3eWYCBEbBwkjlS63tQ85qpG6dSv4lJA6PvUd4RB88K0RzaRl4HSu0tNK42CAfayHqwOi8TUQcbn6iRCsoXOqStMs2Sxd9WENJwUz9cVbV/xFApmfZ7/zbfbsE/KSH/+6mUBAJbo9zHmVGp9qwpCOEYVtlSQmgCCOFoNcXQdOu2dlzTxIlEsQt5XA0FK8jSgSQnb9DcPVUxb5zyJCfbpWNstOUbRBt3chjaCqK1sigJ4oOUJhSHBpmn/GvHESMLX7RQ/O3wD0oZ4PWcVA27XTg/JuT2t/1Q5UHc9yUL+t+uEqL92ToRgx9uyPkkdYYtk6w5LZU9B0CLe/9xIV/rhoTFj7a9XcbERZlsHQQoFJNoZhLDyUYjjfTSM0yzVUSIEHUc+Dubi8u93E2SBBE/aDtFknu5m6u4mgiRUW0nl0jw0Je+yOYlz4FpYLkGR13yHk790pcwzL1jQFmyrORVlrKYAQYQYwwDXdBk+jzmnJ9n5dMJsgNVEivuauLhINOsN4+2pMeF3vxRzKp+EqVdPH84wsSj4Fn0OhG2OiOPmx8oKCVhzTP7xHZgaJUpoGDA1w617mcV7rwY/LQJvtcrLb3NBRkmiBfghjaJrnlkmphPjoSEB7YJZwWFuCVceN7XhOX9VlDYANuTKpADkMuRamgGpciE5Ho3PA87l6Ez7/H/2kzunTY+WY9zfFH7s2mpJhbtKOpNMb1dlRMyG/UtH2z/GBSSdfnWEGwsiD9YpyMfbgzyKMwdfKI0OxKuDY7s67QIvC0sHwbyGrTflgTJFf1KnWjbDmdUGFJh3e4IqdrqyLUTAN4bg5P8e8iCN8ubs4xDAof52+bQwjEsoIbanVp0IrY/74C17vLkWc7L/Jlb+RO30EUnEd+JXqH8+J4861g76m0+8sN/ZcULDxBvdEnUO/Q2ZFl6+//x2p//vFfHliXLHdzOi7xADz3+T2WCMzYJtKvQHsw8oocAmlR3CnNWA8fNqeE/mw98IPLucGYEenJN9KWOwVQeBq5PtGyybpQ18YXDTCnfLJgXFI3KUOS1nNexqhp+oAaeng4LglLhqvXF7FElhOCqbaPbTsyQhTPj+WavvvN7WIkGbU5AxP/zQhLqPC8IgWAAJxiiYAdAKbRSOJZNqroepQz6PMnMGw8UK3vXVotAu8cVknVTi0x/ttqi2ZodKOUdFk1Zo0pE2tsdeDYjpMsiSYQkGgNvp1v9zhO0Ab/a99UueDUvpK3elCrW3VNkuGQkopX14Be98Kk2+M9eEfcfalAK/rFerr2EP3jQasPRQfjyGA/YlDFxUK5svYkwl3n00stylpEgMZhx2Mpk8uTJkNkpG28sodGsZAUP8gBp0oQIYWGRJInCoJbh4qMUqVFtN5dL88r9f8ZorMBU0hvRhiZdlWbpn37H/MsvH/UxvsYqBhggRowMaTK+IsXDw64waZgLyS6PbBtMTaSYeVwjX/23d3B0y5uEZfk4PyZC5MVdFzGzJkBNaD0eBhqDDYn5bE0ezWQbXsvvXZjveOOaKnGW73VLppr9nrQZx1JbVmnCM1k/Fsf3nHJ9K4RVOfhqJ7yQEZJxeRVcXrkzkbYUfLwG/r1HFs6IEi1S2pPWT6Up2/Q0/HOTVJVOH6inTSuhIlqDMjBch2ysinpLPu7k92Qlvp8IGzIF+Zk6f/dDntNkG86KwsMpqar0OdDrTypGfPuBSZZMK24oQIQUeQ19wEg2pmHEEuPBpBDQiE+cI4a0Me9IwD+MUE3cnIdFG0tToAr49254YhrM3NXfeknIPQTOKjBnQehcMPZT+DdGOC4Mv2+F2+JyLo8NymRwfXnFLGMfUb503kQwMDiN0zmW41jCYpazDBeXbrp4gidYyUqu4CpC49RcWsoS/sZTpEljY5MnT44cLi599BIhTIiwb1mhdmqD7g4dhW14joNtli43hQLLYCDVtce/3c42/sbT9NJDA43kyA1q26qoZoCBQQsNjUe4QROuU/z7ly9kTsV0pk6t2reTMc4IG/DLZnggGeB/+y/i8d4+ZoWTZJxqPDfGCSHJvXuzjZMfGZTj/nGv+Ds1mvClOnjfCBYV+4Ki79WAO9zJ3gXuGJBqw4CG73eLDcK/7MKH672VQgJ/1SdVnzMiUh1LeZB1ZHvvr5JKo1JwRUuMDW15BlB4honhuhiGAssiakDAgGPGSbOlNTyRFq1UhyOk50M1Ys0AImR3NNQo6CgIcbwwJsMJGwol3VCDLZqr/nwXK7xZBMiTJ8CeCFfEgCyiXwvvQJpjhux7JNywXa7ZCjVEpO9K7NTjM4Y/Nr5lGV7PdZhWP4GKSgLRECrza6j6FVjTR3G2xh8zAoenJq2Mg4My2XoTIkCA11lFyrcSKHpybWYzi3mR01k05vvMk2cZLyH6J3Nwn/khovzNbKaKKiJEaKGVKUwZ1bZVRQjr6Ba8Nd2YdaU5cd2XofrKM3f7d6+wnLu5Cw8XhUEXXSgMKqggRIggQZpoooOOQTNYG5tzjPN5y1EL9/VUHDCEDbGCODsKl2ypIZ6rodoADKkc1Zmy4L7ZsCAEv27ZufIy1nh7FG733TSHmpKCWBwUK2kRJcLxDw8hJkUoJYHeFw1x1He1+Hn1u9I6bB3yN0cFYFY0QJ0Br2Q0faaB4T9JQ8GN9eMzHQoSwP3d7pKJ6b1JIV83NcPH26WiCHIuDMSqo9eV8O7gDq9DjwuOZ9NqbGXAqyJJhDQRP8a+aHwhCPnPzfXkXBZzGIvIeDBlFJ/vnsv6U5JDjiWsJBjd80otyPWPPkrvy9cx9aQ+Mn02ECdSX0/9HBOV+j5U/WxvT10ZZbzpUSZbb0L008+A79lsUSptFPBYzrJxIVtJkmg0AQKkSA2aqe6IAf4/e+cdJ0dd///nZ2b7Xu+XS6+QhEAg9IBSlF6kCaKCBbChfMHv76sgKooNEUXsCgiIFekdkSYikNCChDRSruR6272tM/P5/fGe3Su5Sy7JXeo877Fc2DJld2/mNe/yevdQRx2LORqT0YVdqqmm6Ksn0nPZH7Gbe8BnoC0bY0Ixh3ziskHPTZPOjy16iicA8gO0NZosWWL0UkwxfvwUIiGVUko5nMVMYtKot2tXociEX9TCNa3S/g9Sl/OdqsGO7rsa4+07dWOVFGoP9IcCmUHXZsl7BCIU4g5cUC+/a9x0Wo+WVOe5RXBSQf/2mgoWjSBio4ZEld5zoManmGSI/UGlD/4+EaaM04DhtCMeY+Vm/2deY0gH4ikb4N0BA6hzrLegtVfq0rKIMPe578WKDATUPhzhX8rqrEOdrmeZXoCdF1r9H14KsG1ZzkeKpUC/2ifL6nMbBz66nQHidG8vDS+9SKq7m6d+extnf8smkynEF5Q9SrS3k6yqIFLyH9BZUHvf1AuPPRtPbO2ChAmRIY1viBWEQpEg6U60G9szXdTtNAwTpptuMmxqDZ4TQevZwL38jZM5lTombnHZAQIcP+cjPPW3EIkX3iVtWpgTipk7933MikoEqoN2nuc5WmhGoSijnBSpQcJJuV2HJiY2NlkyOGimMZ1jOG7c0qs7gn2CcM9EqLekC22Cb8eNiNlVmeCXIvmYO0A54kaz6od8NdemYXm235z0zYxIibCCaT4ZufJOWny3Nsd9veIZVmFKum6dOwz6I0VwXdXmRyeNltwswlzX4KGuQNqY89Qaep2gYFV2+Hl8uPubQaKMK9ISpVuflejUnCBYxkEkrRRNThofFjZhBgotE4mKaWBeAH5ULQPB/+ZGFCf4RfQfOIoI6+FhmeVZOOB7m9RwQLaXP59+Ksl0lns/+Cne+ewNLCy7nKBpE+7po7KrFaUUyY42IqXVeH1bHnsintjaBSmkiDARUiRR+FAoHBzXnbxkXLoSgwSZz368yeuUU04LzYMez61TofBhkiHLHYm7SK0qpDBdysl1RzGvbmR3+5nMpL5yEW+cZRDEIUCAjbSxkhVMYSoP8gBZsgQJ0U0XLbRgY+PDR4CXSTb6AAAgAElEQVT+cIJGxNtH+TgJEgQJ5oXi7o5SMNm7oM+jFJxZJNGtmdIcSNq1gyh0DU+TGv7riq+B0S+NeCU12LDQJym6C4tHHhCcduAnndKlGDJEtGS1RLn2D22d0Gp3uwIn+sUmI+WIoEpr+FKz1LrlRt5M8cOvauV5uPMZBxb6d1mD92uT98j9XecX8TbH9Xwqtd1lAlMCITpSIUxgP79EvtoskTRhU7ahyJBGhxvbZSZgWMl6/fRHELfEb2qlQL7drbFTQLnh8KHrLqPBmclvj/kazYfWYnSkuaf+DD437VZaimvwW1kKU00EoikInQ5q94pMe3iMBk9s7aIcxdE8yz+xsPKWC1EiLOLgcVvnoRxGkCBv8gbFFNNJJ34CONg4gw75ijXr2kgmHJS/j3Z/Mz/vepfiZVOYf0IQQxnsy1zmsx8+9yvWSisrWUEFlRjulauFxfM8x4HESZMmTJiNNGFjY2BgYZEli4NDiBAOGgeb+exHyP3x2LP5QpnMfVye7u9wO6lA6preTkuh+EhYiCDrtEVUrMyMLLbqLRFcRQOOiH7XvPO5Pkmxrc7CvgFZf9EweiCrpfvuoZgIqT7X/d92XfCLDeixYHKgP2q5Lgs/6oTvVsnIpHt6JGXpQ0SRgQiekdwmAm4QyEFq3L5WCc/0wf+29NfUBQxZjkYiVaszYBrymkl+WR9A3IKfdYlYixgi3roduKpFUqhbirRODsCKmXBHj9hj7BuAD6x5jfs39PA7+2s0H1yNEUtj6ix3Nl/EtIIGTqh6GqfcIJy1MKNHQeTyza/Ew2M3xRNbuyiLOJg0ad5mmVthYTCXeezPAeO2ThOTg1jEgRyEg8ODPMDbvIWNnU9dRogQt/pIJR0ycY3pfoW0adE9cR0rllUzdUGYl3iRRho4mVNRKNazzvWw7k8R+PCRJkUDDSjESsJyfwaKOxubJClMDPZhX47l+HF7Dzx2LYpNuH2CFLQ3WBKF2T8oJ/6EA+fUQ8PmHEjcgm9Hb94HrNQVH46WGrAcvbak5VZn5WD5kBb/qJ/Vwn5DtP6tXZKKrPFJhGpFRorLA26JVNyRZQQNqHFFX6UJT8fBqoSryqUw/p5eEW61Pun0vKRZ0ozDRbgMLfsXNfqHlh8VEXPSFxISZWt3rRhsDW+kJB2b0dJJmhNaCUfGJBnINvQ4Yvmwrx8asyJURzOXMmjApQPcGxrXaP6dOYI+M4gKgUpqtGniWBbXrv4WD7WewKTCRr7W00PV0Vd5uXOPPRZPbO2imJgczftYxMHE6KWQolG7tW8vCoWJyYc4i3nM40VeYCMbKaEEH36Wb9goV8154aRxbIUyoWFFgtkLpHi9nnpaaKGGGkzXxXo4yiijmSYS9G1SlG+4P2EifJyLt3pEkMfuj6HE+f+gIfdHDBE2g93R+8kd3DQiFOZtRiyU++D4AngyLiLEdIvDmywZm1PjurKvz4q32Inr4dxiuK5SBKHW8OdeqfcyFTRkpbvPRgZJlxkyFsdCRFjO88tw7S00Isr+pxw+XybrLjFEe/wUuKBBomND9zOuxTPs+1Xkxwj5FNxYDde3wS87ZRRRbrTS6oxYV8xC9iduy3IbsuKQ7lP9zvSWhtWW1L2lhnuDR6CvtZVXfv5z3vvHPzB8flr7zsAfShGoT5CpDmL22SK4AiEaa4/mkBqDfabumGObh8fOYrvFllJqEnAnUINcfP1Ga32zUqoM+AswFVgHnKe17tre9e1tRNyfncVs5jCL2bzKK7zOa2TI4Dhy5M1FqXLHYaXIP6bcU2AH7dRQwzSms4RXsLHy0bAMGXz4OIhFNNJAizt7cSAODgYGUaLYIwzp9tj9SLiRmoLtPAJdXAJ/6pV6qKF6wEQ8n46Lwjcqtxw0uaZCxM8fe8Q6QSPCqcKAXrfDz4/UMyU1/CsBX2+Dm2tkX2IO1LjRs4QWewq5KBGCCvq0PPavVH9P4NHhfoEDIroCA6JwZxXBdB+0ObKfBlKzVmzIOl6d1p9OzGEA98dEjMVsaHdgTkBEZ5sDj06GR+LwVFxSpSEFnZaM7fFrC7DwKR9Jx4ehGPU8yExfH3dc/CnqG5vpLSknpB3K1LuQPoaS+9bTduksnEITTQgrHKCmPMgX60a3bA+P3ZmxaPuwgKu01vsChwGfV0rNBb4CPK21ngU87f6/x26IQnEIh/JRPs6pnMbcSZNETKn+xIYyNNpWTJ5aNOh1BYivVhllLOZoUqTpI04fcRwcTuRkokQ5ng+MKCplZqCBn3Hqu/fYYbyegMkroHAlFK2E2hXwbHzbl3d0FD5ZLAIoiIihAHBSBB6YDG/PgJ/WSuRqS0QNiTYVmpIiPCIs0Z03U9IBqZAom0YiQNUmvJSQdJupYFFI6sNAxJCDPDcnpELub5vBKcGXUnBX9+a3rS4gLuZHuinChWGJVtX6NhVaAF9sliHKCS1RqR5HuiBjtvx/QInNw+11cHOtjC6KGjblNJJ24qSdJCk7jqMTXFueHvWg5ccffZqVDc3EKmrw+/1k/EEKJrRS5G8mEZ9MwZ8ymCtC2O1hZsQU907b1BvNw2NPZLsjW1rrjcBG998xpdRyoA44A3i/+7Q7gGeB/9ve9XnsPKJEiTKNC4MX0KbupCmyEZQtMSytiL8b4rCzImg0CfoopJANfZO4rlsiA2cVzuecoml0Go0YmExiUr7TMEKUECGSJLGGRLBsbAoppGInDOL2GDuSNhy5TtJp7hQeWmw4YQPUz5J03bbw8wlwUSn8tUcOaB8vgbnb0DvRasGDMajziXgCqalqsCCbBb/bAZkFppoivEzEHLXGB1eWwyVNIr5C7mMaEYC2lsHa0G9LEXBvCQd+0A4fKxl52z5SLMXrtch6HXfw92cGT9DiuT74Zgs8mxp8v0auit/JiMHrUJf4C4rh1fhaZqk1xM0COp1SEkQ41f8wJ2cfAJ4a1Xv4j2WrCKRThNcsx0gmsAuKsKsncqTvByw97Baa4/OJNMDkafDAKWNjp+HhsTswpl91pdRUYCHwMlDtCjG01huVUsMM0wCl1KXApQCTJ49sHeCx61BAAV/b93O807GWf654E502mFs7mfhZa9moNgIwiUk83HwYt3dJD6FC8XDcYEFHlMenzKZsyDcvSjTv8RUgQJZsvijfh4/9WLDDBnF7jA9fb4Pc1Jfc2B0Q8XJNK/x2O9JJh4Tltj00ZCViZSoRR0uSMnvQdrdROZKWrPaJrUPKkajSVFckzgnCnyfCPTHxvDqzEF5JyixDGyjxScdfSEl3Y46AEouJzfHRYqjPwCN9IuJsRDRdPECgPRWHr7RIXRb017Ll0qsaEXb/V77p8o8Oay4PfJ9fpz8FKAqMBB/w/ZPvhK+FbBwcG4wtWzK0pbLMqn8P2/ShDQNfoo+yjlbiNRNZfLrJumnS4PDJUrHz8PDYWxgzsaWUKgD+Dlyhte5Vo+wq0Vr/BvgNwKJFi8ZxxKvHWDO3fBpzjxg49OwAUqRQKB5KNnBbVzEmNloZZBwDjWZpWnPUOsW9kzbtbtqHubTSmvfSctB5EVbErjnj0GP0/Kln+Ps18O6mwwp2OHX+/sHU76ahwxFho5DoVAoRORN8ElWygWuHjO+Z4IcvDok2rUzLOKFOC37SBeaQo1xaj1y832nDzzvl9QqpPzuxQP52agYcvbWGWzplW9yyybxVBvQLr32CMG+YqJ9ScHHwds4O/J337BmUG51MNBrJy2LdA0MG0Q9Fa03t0ufJujMltWFgKwMzlSRgmtx01D75kT0eHnsbYyK2lFJ+RGjdrbW+1727RSlV60a1aoHWsViXx65NUIf4fbfDVW1VZLUv73VkoN0DvmajpfjfFrh/0uA2+7nM423eQmGgUAQIYGOjUEzAq6LdnclosSAYiX12gShHtQ9OKYAHYtBo9QsUBURNCDvQB0z0iafUeUVSO7UlZgflBlKr9eNO6VQMuEanCvhW5aavy2r4TJNYMlSasi1PxcXU9Y4hfw4ZLZ2TlQb4DDCc/pox3H0wgS8PE9WSJyighELVzf6+ZQMesIEwGFueNJ7p66P47ddpnDmPopYGgr3daGXQV15NhXJkoLeHx17Kdl9nKAlh3Qos11rfNOChB4GL3H9fBDywvevy2PV5ug9u7tL4leRF5ICv8gOGNJJGabGku2sgZZRxNO/PD8FOk0ahOImT8bPtVbQaTTttNLOR7DBjiDzGnz92M8ykzX6+PozY2BlcXSl1ULkC9pyxqYEYgfqA71TD96pHJ7SG8u0q+E4lVPhExswMwF8nwgmFmz73pQSsdcf65CwZanywKgOvJgc/N6BEkGUQ0Rhxa8ZyGMBZhVuYcVj0bUSWZZEKL/dvJfIFUFu+Lk91dRFIxJnQ2UxywmRa9juYrjn7EdUW0dgWOgA8PPZwxiKydSTwMWCZUuoN976rge8Df1VKfQrYAJw7Buvy2MW5uwcKlKLU30dHtgjbTWQ4roBSiDGlVnLlPpS5zGMa09lIEyYmE6jbLqHVTTeP8yg99LhX9z6O4VimM2Obl+mxdcQd+E03FCCRoaHmnHP9MGkXiGyBCJpLS+GBXng2Mbi2KumISJq4Hd1zSsEVFXLbEg2WpDWHvt52Hxt6/2Wl8O126ZJ0tBihWohA+58y+OJIUa0c0c8BIYhdC7oTVCFEvgSFV49q3/yRCKGyMujuZGoyjjIMtOOQTSYpP/LIUS3Dw2NPZSy6Ef/FwMmmgzlue5fvsXvRbkNIGZQbEbr9XbRlS3EGVI5M8tmEDHHoGsm7J0x4TMSQg8OjPEycOBEiKBRZsjzFk5zH+djYvMnrtNNOJVUcwELKtlCX4rH1rEqLwJoXEif4nE5wEO+pO7c8y3yHc1ONzPnLjczJ2T3cWDV4duF4Msm36bq0lojVpGGO3GcUyoH4V11iXzE7IF2GZxcNrivbLNFPQuQTSIVaENTokx+R8nJmnngiqx97jEwsJncqRaSykkMu98bweOzdeI23HmPKUREZ+ltjlDIz2EWxr5kNyTIs/EzxWZT4QmQ03FQ92MhxKHHiWFgUUTRoxM/W0EIzMXqJul5fAH78pEmzhFdYy1o0Gj9+ulnBGlZzBh+iimEbZz22klYLvtcGT/TB+oxEWA4IwkbbHV2jxCProO3sIhwP5gTh9elwQzv8JwnT/fDlCjhwM9uqtcxrbHTHCu0zYAbitnB4BKYFYE1GnOk1Mn5nnyAcPMx2KCXzFU8vFEHrYxvXrxSwbR/KMd/6FsnOTrrWrkVbFoZpsu/ZZzP75JO3aXkeHnsKSutdpwFw0aJFesmSJTt7Mzy2gxYLLmqUCFdEQVJL1dYXShVpDIoNODbaP5NtIBkyrGIlr7GULjpJkUYB+7E/izkqb5A6Wtazjsd5FIVBiiQ+fEQpIEUKGxs/fsIDTioJEtRQy+mcsX1vggfP9cHH3O+BDzHSVEChgoMikh6LOXBn3ehm7u3qxGy4skVmD+b0zSFh+GH1pp5WW0OXLSN3HnG7EU8thM+WyoigXRXtODS/8QaJjg4q5syh2LP08diDUUot1Vov2tLzvMiWx5hS7YO76+DeXng1BVP8BucVwawtnFAbqOdRHqGdNrJk82LIwOBVXqGBej7M+RSy5a6oHKWU0UUXFhYKhYNDBx0UUYQGChlclRwiRLP483psB6vScNlG6LAkfWVpSRemtYyrWZ2ByX64vmr3EVprMmLhUO6DA0Obpvd+3ikRsBIlnYs+4N8JuK1bZh1uK6WmFO1fvRMaCLSGf/bBrd3S6XhAED5btuXPTBkGtQceuGM20sNjN8ETWx5jTrkPLimDS0bx3AxpnuBxXmMpIHVWGo2BgY2NDx/g0EM3b/AGR3H0qLfjHf4LiAO945ZlazTddFNNdd6pvo8+HBx8+CiiiDRpEiQooAA/fhwc2mnDxqaSKnebPIaiNdzcKZGYDVmp+km6NU+5TtQqE94XgV9NYNQjYHYmlobr2uDxeH/EaqIfflkrFxYgovLHnWJy2uA+aYpfugPv7d0+sbUzuS8G32kXI1el4JkEvJyCOyds+eLJAzIZeHIVrEjAohlwZOmOq/fz2PXwzhoeO40kSW7jd7TTNkgMDcTGxsBAYVDPhlEtV6NZwqs8w9NkyGC7XuUKhR9/XnClSOG47vam2yhvY/N7bkOhMDDYh31Yxzr66EMBPnwcy/FMZdpmtmDvodWSuYF1fngrCXd2S8ow7T6ec4o3kYL4ThsOD+8eQgvgoZik8GpN2Y9GS6I9R66F71XBh4pEjMUdiLqiRAPvZTQJo49eJ8ul7z3PaZFGTio7Gl9g/s7epVFhafhZp6R9383I55bzHPtiMzw2ZWdv4dgTs8X3LzoGxqv/eQs+9HdoWy5+sMqEaUfDk5fDtOj2L99j98MTWx47jf/wEp104MdPxnVhyoktBwcDcZ3XaHyYo67ZaqWFl/g3FlZeaOWWbWEDmgSJIfdbhAjRSQc11BIhQpYsz/IsRRTluxQzZHiSJ7iAj2xVSnNPY2MWLm+Gl5IS+SgwJbLVbYtT+lByn0IK2G8Xi4poPXIh+X0xERwAb6UkDerTUpv47TZJlf8nKXYLnY4Mw0ZDRtu8Z4eoM+Ist2awtGcOzyeXcMNEH8q/z7jsR31WxO+0AJRtZ01Xlw19DqzLQPuA6KSDjB96uBdO3UO+/g1Z+G67eJdp5GLgmsrBDv1bQ0c3XHgbtK4AwwAjCtqG956Eo1bBlUfBae+HWVPHcCc8dnm84Qke445EkrpooZm1vMdbvMkbvMErvIyNzUgtGo5rherHjw8/+7NwVOt7gefpoXuQ0OrfFicv6HLRq9zMxRQpTEyS7gQ/STNq0vRP9ZUxQjarWT36N2APY0UajlkHj8Sg15KU4cqU1DQ12VKnNdK5XgMn1sPDsR24wcNgafi/ZqheAQXvwsxVcPcwvpsZLdGOdhsS2h0w7d6qfPBEXJ4zI9DvCJ/UmiwKHzb7+JooMRPUmL08mz2QZT2Pbna7+hxYmpRxQaPtXepz4IpmOLsevtAMJ62XqNT29D4Vu15duZFFObGVu32vY9uXvSuRcqS+cGlSUtzVJrychE+uh1hqy68fiG3Da+/ALX+Appg7bD3kRjt7wOmExiVwzc/gwHPg8uvBGWo657HH4kW2PMaVGDGe4nGaaBpUrJ4TPNoVMznBM/AxHyZRohRQyOEcwRQ2zV3kUoI2FqWUYWGxnnUo92dryZIlQxqNzqcYrSGiTQPpfKJs7yLjjpBZk5X3IYOciFO4dVlaTAPCwHB6SiEpt482wmvTYfpOMjO9vAnu6JVIVNSdaHDZRggrOGuAy/pJBXBzh0R6LA26GVIvgs7AimooWwiBarFaOCgk1gzNlkPGtphtNhFwJykYCmz8vJPOsmCEbXooBt9rhx4beh1xjv9l7ZatMW5ohxcSkupUSrbz9m6Y4YeThnGmHw0BJXMYl6b7r8hz2i2kJIq2J/BCAtqs/vq7rh5YvwGW+WDhLXDJfLji4xDcwve0qRW+cD00tkB7F6QKJXVoAjoJdg9yttUQDgEW/PYeeGslHLIfnHsCHDLSF8Njj8ATWx7jhkbzGI/QSSe99A7qChzuuTkUinLKKaKIxRzNVKYNW5TeSw9P8gQdtAOKIEHKqSBBAgtrk/qv4Ri6LSL+MqRIEiSIg0OEyKDHFTCRXdCJc5xxNHyuCf6V7DcmhX5H+Ny73a2Hj2zl5vOZ7vSAn3bAT2rHc4uHp8eGv8RENOS83iIKEo44sA8UW6cViABqsiCzAfgn8H7AhAYNDS0w79826xuzFC1KUblIEzaKiDop6sy2Qes1yVLiGz73tjwttV8tllhiaC11UieshwcnwREj1PkkHHi8TyIyuVSoT0lq94+92y62AL5aATd3uSJTdpmIIdG7mbuI4//20mL1T7KIJ0T8pNJgF8PGDHzn17C+CX7x9ZGXoTVc+nV4eZlEqgJ+MENgZ8AJgO7rf65CBpHHUpDNwhvLIZOFZ16GL38Czj9lXHfXYyfipRE9xo122uiia1BN1mioZQIFFJLF4l88P6xocnB4hIfpoIMIUaJESZDgdberUcTZ4MhW1g6wNjaT1mQ1rakqujPFaN3/HBMTP34UMuYnTYpCiggQIE6cBAnixJnGDCZQR4oUG2mil55ten92N15NwqNxhknOboqDRI1yossH+aFLQSWfzLqdFB3ZmBXBMFS++9l0DM49vRLtWhAE9RwyE8NBQnlpwKdZtW+Wz0y6kev8n+eTy6/mpvDVHBCI0eME0Y6NdqDTDlGk4hxVMvzYmgdi0OtGtIJKUrFRJZHDq1pE8AxHSosIHnog9yupn9sein3w6RJ5X8JKhFZWS9Tra7vILMvtZVZAxKnWUN8MiZQIS0NBsAt8Jtz1IKxvHHkZDz0Dz7wCtiU1Wuk0GE2ABivujlzSgAORgIgs25bnAlSUQnkp/PRuiPeNvB6P3RsvsuUxbqTcQdKQiwiNlNbLGQPIv9tpy9dShYnQSMMm3X8tNNNLL1H6L/kTyJHKxESjCRHMe3ZlnQD3NZ5PwiphQrCdeSUvAtCTLabU30OhKqSSKmxsOunEQDGX+ezHAhL0sYIVWGSZwSwmM5mlLHGFnULjMJkpHMcHCLB1l/zNls0fYx10a4sjQiE+EC7F3B7b8XHkP0k5gQ/8tIbDcG9KSWqr0cqfawgoERN9WqYN7Awm+GU7LBg0dTMLTPHJife1FDzTB7d2QYkJ5SYYEbBNyJfwORAgw9S6dcyd8DZzEysBm+nZBhYWpbiy70rWZYJoLKb6erm+Mkw0OHyuqMuWiNbAiKBSbhTEkeHTRYbUE5kKjghLEfzShHwm9VnZxmqfdNN1O3DK1nkAD8vNNVBhwK09kNTij3ZdpRgT7wksCsP+7hipziToAKgC8L8HvgZQfok8PfEvuPTDwy/jd38X4eR3//SNABRkweoFfzU4JsRiEDAgYkLcrUDQQKVrCxLwg3Zg1XpYOHfcd9tjJ+CJLY9xoxK5/DUxMTBxsFHDBFMNFHLxJ/81MDAxcXCI0UsLLZuIrRSbVq9a2JiYhIngYJMijQ8/GmiJzydjlVHuS5G2i1jS8UGKzBh92uTsyreoCWby2xolyqEcxoEcBEAJJUygLr+ed1nOCzyX73ZUGPTSi4PDKZw2qvdGa7ihM87N3X3YWkwlblVZFkXW8+eaSYTVrmcRnhMmW5KCBhBAxMB7M+HwtbAsLdEWE6nZmuSDT5WO6+aOSJEJFxTB73skKuR3C9s1cHU53NABf+uV/WyyRSzOCMhcZtzORe2A0poJxY34zSytqRqmpRtJZfz0FPdRF76TP0/+EQ2WCVhM9Ps3Ozrn/RG4o1u2J/cG267rfkjBk3EZ8m67D/uQmqzlGehxoMOGVltEWYkp9WMfK9n+98pQ8I1quKZKUpaFxvaNINrVMBX8tAb+2APfMqAnCeFXILTE7b50c+Sh0PCv1xoamyEcBMsCn3tG9ZmQTsKtn4NzToDrfg4/+j30JSSq5ThQFIVpdf3LsR0o2UM6PD02xUsjeowbIUIcymEkSVDo2jaI4Oo/WucK2f2DYgz9j4GkI4citVl9NFBPPfV0uBYSDg5RolRTQx11VFDOdKbhZGbh4AwSSBF7Nk5mBm3ZKH3ESZIgToxSSpnH8H5IGs2TPEEffSRJkiLlvi7OayxlOe8A4qJ+Vzf8pUfSVkN5Kg4/64mhsImYaSJmGlNleLUvwq9jo/MT29F8qEhOvg4jC67cAcUBjo+C34CXpsFXKqTgu8QVOs9MkX/vLH5WC18qk3RdQktn4a9qYN+QpA6rTGn9n+iePNdmoaxGdkznhlNrKIr04hgGk1IbSOEHBaahABulNzIpoJgU2LzQAjiuAA4NS9owreVmAZUG1PpFaJWaMMEn76MCHohLN11au871bnrWjyyrYgwvpX1KROqeJLRyRAz4dCn8pQqit4B6VhogshakM1BVDoeOULyuFEysgckT5PuQTstrkmmJWp12jDznm1+Af94OF5wCixfCpBqYP0dEnONAawcsmANT64Zfj8fujxfZ8hhXAgSwsUmSIkSIEGH8+DExiBMniyiRXOcf5DoCJdIUJUp6mHqvpSzBxs4X3ffSg0IRIIiDTdb90cBRvI9oYAqvYVFMABMfESIY2sQPnO8/Cpu3iRNjIpOYxewR04EttBAjli/0H1hP5uDwnH6Op7pmc1e3Ly9KftwB11XBCQPSOrd0p8lqg5Dq3zdTgaVsHoo7XFEE9WzgBZ6nlRaKKGYxi5nFnG3qshwLav3w1XL4RvvIdVsOIkQm++H77jxvvyH7f90uNN/bUPC9arkN9Nn6XZdEl0z3/yf5JSXXbUPJ/uBbDVYEtytA0eUv5VL9a0LZJHE7hKkcigq7QJWCGn2YIqDgrxPhy81wT0wOzKWmeGYdG4W7egYbwWbcTWi0RVyZhrzG0DJ39Mk+uHbAfnhsmcMXwuUXwu33QTIl0amKCrj4TJg9deTXXXoefP0WmDcTYn1SaG8Y8OOvQGiAp9zB+8kNpCD++l9BW6eIrUXz4fov7pli1kPwxJbHuPEaS3mUh4eIEsVpnE4xxfydewgRcg1MFQ005MWXpB4NkiSxhoitGL2s4F2qqCZNmjgxHDQGioM5lCxZNrKRampYyEJqmUBFFH7bZdJpBakw5UTVYsOiEBwaKEGxeFT71EE7AfzEiQ/rdt9kx/l3ajWV5gxMJdG6pCOdZoeF+wcId9jDG+xoFIayWclK7uMeMmQwMIgR46/8hfdxzFaNLBprrq6UiNT/a5HSpYGRLD8wOwAXlciw5MiulwkdloEnuIgaHLXzKzggBO9lpAZq3mJ4sQde6IKNGiYs6+CU2Y/RRSnZcABfTZYuVUw4fDbtPcU88DS8vVpO1h86Dmo2U1geNOCWCXCtBf9NS43WASH4Qzd0WeJwXuGT9Gyu/WOoIatCGhMyugkAFcEAACAASURBVN+532P0XP8lOOV98OjzklY+aTEceeDmRdDJR0tq8Jd/lojWrCnwuQvk/pE45lBYfCCsa4SCKNTuIQ0HHiOj9PY4340xixYt0kuWLNnZm+ExBmg0N/ID4u6Ym9x9Gk0llVzOFSzjLV7ixbxkiROjjz53dI6UYZv4KKaYi/hE3oJhA+t5nMcGWTIAJEgwnekczweH3abGrESZnkvISfTMQplbtzXjOd7jPR7jEVppGb5LUkPKKsSyqljfcQ6WI9GNVkuiKLnC4sub4NH0ehJOkJCR7X+tE+Ta6k78hc/QRuug9GoWiyABPsflgxoDdgatWbixA55NSMH7OYXw8VKJxuzONGXhrHooMCDsfi9irqFpWIkIMhXMCUi0a5IPFsX+xomFN6NMCwOb57LH8G/rG2z4epQVqyCVkUhabQU8+TuYM33027MqLaOB2gZo8wiwMAhvZaFISQF9yO0UNBDvskVh+MVOsNXYm9FaImLhkBeh2ptQSi3VWi/a0vO8yJbHmKPRvMEbxPK2lirv1u7g0EEHNjb7sYAZzKSZZvz4eY0l/Je388XvCkUhQRSKbrqIEHHNRjUZ0oQIYQwoO3RwKKN8xO2q88ONNSJqFNt2QJzMZIooooP2/CDrgSjAb2QIBBqoKX6Ghq4z8o8N1CGfL4elzcU0EiNpB/Ky7fDCVi4smMhtbqpyIAaKBAme41mO4ziCjFC1uwOo8sMNNTtt9ePGBD9cXwXfaIOY+/GGFKzPSmF/EClcX5qSyFG1D24NnMsPE6cx1dhAty6lQ1diW2AvBPNtUIZrLdACJ38W1jwxum3RGk7e0D8uJ+cgkADezMAPq+DeGPw7KQXyChG7JvC/I/8ZeIwTSkFkCwa0HnsvntjyGFM66eAu7qCD/nkeuYhWThgpFD30UEYZESJMZzpp0qxiFSnXTT7nJJ+r64oQIUYvT/AE7bTRRx9ddBEkmB/LU0wxc9jy3DljO646ffg4nTO4091HZ0j1kghKHz6VoSi8AtWdJW77CRoSbcixTxDuqCnhd91hXrNaKDTTnFUQ4YKCfXFw8vYVOdKk8+JuCa/wJq9zLucxk9nbvjO7OY0ZeD4JlaZEDLfncx3I8QVweETsAPzAP/pgSbtEu3L4EbuG1RlJR0OINc5sHOR53WlgMZh/dF/gbtu6BlhXD1MnbXk7VqbFi8zAdSKnf7B3VsM5xVJHV98KaaffkkMpr1ZrZ/J6En7dBW+0QNN90PeipIQ/cRZ87bJ+fy2PvQvvY/cYMyws/sgfBgmtgeRqt0xMHuEhHuMRmtlImjR/5A/E6AXIj8rJ/RukaP5RHqGTdqJEqaASG5s4cZIkSZMmRozVrBr3/SymhPO5gBqqNxmOrZVD0EigVBa/2Ut58f04KsEPqjZNV84Kwg+qgzxVN5l7a2bx0YK6vLHqARyARuebAHJCy8DAjx8Li3v427DRtT0dreGqZpj3HlzSBGfUw4xVsGwrZ9ltjqgBiyNwaATeTG3afamQgvUCA3e0udSthZRbyG7jTqUe8Bp3wOBbo/yKxhxXPA1Y50Dh1WHDLZ1Q54MKU1zu11nih3bSWqkj8tixvJqUsU+vtsNr34OG/0BPIbQl4fu/hQv/d2dvocfOwhNbHmNGA/V0041CYWKO2DXn4JAkQT0buJ/7+AdP0k7bJvMMc9GwCFEaaaKNVgwMNJoYMfdEJLYRIUJkyfIEj+eL7MeTSqo4kZOHHXaN0mLsqWFqwbt8dtJjHL6VBp5H8X4WchAaPcB9X1KxuShXggQP8+CoxhLtSfw9JpEDQ4soKjCgzYbT612fqs3Q58B9vdKwcGe3zDLcErODblRpwLJz//5qudRtBZQ0DkTcI6oKAk2Dl2Pb0uG2uc62gewfkoL9oa0UNpIuDBsiyBI2LElLw0Iu+vWOBQevG916PMaOn3ZIDWPbc2B3gr8QDD/YlRANwUPPSlG8x96HJ7Y8xowEiUERqZwL/FAMDNpoRwN+/CzjLSJE8gIt9zr5t4kCXuJftNNOAw2sYy099MAAV3qFwoePNCkaqN8h+5shQyllFFMyqHbM3SBCRhCfoVlnrBxQvzY6TExO5TSu5H+ppNKNePny72/uPVrDataweqx2abfgF53y2z/gLQ8AGy0RUCP1/HRY8OEG6aS8tQu+2QZnbIC3kiOPwwEZWVNqioN6Vstz41oiSucWw43VUo+RdMT3Ku5AxA++u8Xo0rbBsiXNeegC2GeUBfJ+A26okohWFvHdspB13VAtXmCmgv9m+iNgA29vpuHN5OjW5TE2vOs6/XevBOUW6SgHLD8Yrk/Zy2/t3G3cEm+vkijcNT+Bf/xbvsMe248ntjzGjBpq8OPPC4+BdVogwipMJD9/sI1WWmklQYJeegeM9iH/eoU4w7fTnhcatptcy0V0zHzpubw+TXq8d9Vdrw+FOOWXMNgO3YcP0/3JkCZJYpvWESbMIg5GofIpw4HDvAsoZBm7+NF7jOlx+g9cGpkn2KvF7uBbbSKmMkPEU7MFn26Cp+MiynodaM7CSyk4aK2kIX/YvunrAKYG4C91MMvfX6h+ZBiemSqC6NxiuH8SHBYSj6v3R+CZ6fCHi2BCFfh94jB+yvvg4V9s3b5+phyemiwWJRUGHBKGJ6bAx0ukA/H8Ihl9NJRcMe7T3qy9HUqdTzpXI1Wg3aC3NsCwxQzXcWDGKOr1dhZ/exw+cTXc+xQ8/RL8301w1Q1bJ7iW/he++F048wvw7V/ChqYtv2ZvwCuQ9xgzyihnPgt4g9ewsfOCABQlFOPgkHGNRnMzC3FTZEnkEtznfiUtLAwMwkTooRsDgwCBvIlpTmjlol8ajYVFmDDlVOyQ/Z3IRHz4schSQQUxesmSdc1VxRTVEecsitn22SkHcTCv8zobaXIjGLLv5ZTjx09ymNFFezInRmF5WiJYfW6kSSG1TNN8IjDm94jfF8DSJHyxWX5nkPSj1v3pOQuot+BrrVL0/t3qTdd5ZBRenQENWUkVVg45ch5bILeBHHwynHsidHRDQUQsAbaFYwrglRHmHH6uDL7bnivSFwZ2vS7YeQ2reyWXlMLXW6HuWGh/EewkEIVIj5id7jtDDEzHm2wW7nwAfnwHvNcg902tg698Gj5yav9YoYH0xGSkUCYDTe0yEzIagidehLNeh/cdvOX1/uMl+OpN4PfL9/2hZ0S03fE9mLKXu+N7kS2PMeUUTuUkTqGaaoopZhazOYiDiFJAMcVoHHdgTv/ZYWCq0cYm6P5MYcqAMT9SXB8gmE835lKHuRE8IULMYR8qdpDYChLkJE4GoI8+QoTz9WoOTj4CN4fZBIdWS28FfvxcwmXUUEuYEAUUMpFJlFFOmjTT2Qrjpj2A/1chEYS4AylXNDnAZB9E3JFAf5deC2wN17bJVeXAbr6hdVA+JFX3u27xzxoOU8GUwKZCa3MYhoxt2VahtSV8Svy03Nr7/NWzhQwBP24PGRi9u3ByAVxbCeUTYcrlYBaB2QROFxy2Pzz26/Fdv2XBb/4Kc0+Dy66Dd94Tn7dMFlashcu/C1/98fCp9v+uhtZOWLcR0BAKQCoL9c3w18e3vG7HgR/dLiat5SUQCcmsx9X1cNwn4Zwvybr/8KCMJ9rb8CJbHmOKgcEiDmYR/ZdBG2niAe4jQJhyymmhJf9YrkYLRFDlIlvV1OAnwMDB1TY2AQIY+FEoKqlkBrNYw2p8+JjLvHzKbUcxgTo+xsU00USaNG/yOg3UkyaDiclEqjiF07d7PT58nMmHeISH80I1TowiiljA/tu9/N2JYhOWTofPb4S7XVGVc01PuynGXDpwQ1Zqtaq2cKTLRcZ6bGizdu7cxq3lrCKp7fp6m9SVKWC2H56e4plr7miUgjOL4PRC6JsI4ROhfqMMnS7fAYPXf/lnuO1eaG4TQaXd74NhihhKZ+DhZ+HT50B1Odz1IPztSUDDwn1EBIVD/fYUfp9EupathBeWyDii/WbDpGEMczt7oKNHlgsSXXtjuRi9tmRhjVtKaygRYl/4KHz3ir3nO+qJLY9xp5YJLOZoXuJFDEyiRPMF40MLy3O1TjnR5cNHIYXE3JE8FjbaFWVHsJj9WMDxfGDc98HR8Fgc/tYrJ7QTonBesXTC+fEzhSkAzGQmzWykiy4KKaSOiQNqyraPCdRxLufxDu/QQw911DHbnZWYIZNPs3bTTYAARYx+Nt/uRo8tZp4+XN8pJJVmpWRQ87nF8GhMnPtTrgjrn0uQQ+f/x3FsHMPANBQT/Lvf0f+qCriyXMYKFSmoHH60p8cOwlBQ6P7ZT5s4/HOyWXj2VUm9FUZkaPX+W7YJHJFkCv70KJQUuJEr3W8bYjsyP9O2JdL11gq480H412tyn+PAkrchnZUUYzDQ/zoF/HcVXPXDfvF24WnwxY8OFkqFUVecZSHgh+Z2EXepjDSI5HC0jDW65Q9w0L5wzonbvs+7E57Y8tghzGc/ZjGbDtrJkuVP3E2KlFsE31/wHSLMNKbRzEYKKAQkyuXgkCKFHx9hwhzK4cxnvx22/T/sgL/2SASlzYGn4jL657HJMHHAic3AYAJ1TGB8ChRKKOUIjgSgh26e5HHWsZY48XwBfYQIBRQwgTqO4wM7fbTPePDjDhm/5NDvcWUjn81kBQ/E4L6Y3N9kSWowYIDS/anH/k4MB8fROAoOXPcOkX3msqmz1q6PUjBj27PVHjsQy4Iv/1DETjAggueBf8JVF8P5p4z8ulRKaqhSaRlqPX1AsX1Xr4imSGSIcap7haG1CK6AH96rh9f+K8/Ppbi1A6luiWTlXqaU/JmEQv0RK9uGux6ARfNkbmSOYAA+fCL8/n6oKoeeuIg1a5i0vOPIcn72J09seXiMOUGCeRFyKqfxIA+QJo2Dg0IRJcphroi6n3uJE3frn2zKKOODnESB+5MrQN8RNGbhnl5p6f5PknyvY1cG5q2BJ6eI+eWOJEOGB7ifHnropnuQuWkvvdjYaOBJHudMztqhqdUdwTMJiWaZ7s0ZcOtyYJK/3/OqwIC3UnJFbQJRBQU6S0vWwfH5AQWGYkrjai785qdorvkltQsXbvO2We569pb0iMfW8+Lrcqut7P+eZLLwk7vghMVQWrzpa+77B3zmm9CXFOFUGIWLPwTf+RKYJlSUSNdrJivF8Mvfc4VOLnqrIeSHfaZCdwx6+yA0QJwrA8IBqXOcVCOpvmRahNmsKf3PM00pgH/42cFiC2QAt6OlxstxZFuGQyNCrDe+TW/fbokntjx2CvNZwExm8w5v000XVdQyjWn5KMy5fJh3WU4zGymhlH2ZSzHDHIF2ACszcvJ8M0W+7y93Ho1ruLgRls/asdu0lvdIkCBFclgXeRno7cunNMso27EbOM5YerC7eq5A3EJShpEBV/aFBkzzw0EhN/WoQHfH8DU3E8bhgHeXMn/1m8xoWEXMyrJx6dJtEls/6YDvt0OvDcWGdKZ9s2rsxgh57Hjqs9KhOs3fnxYcC/71mkSZBgrygF++02+vgqPcscZ9CbjhNvj9fVKobhpQXCi/kym47e9wxAFw+rEQCIjY+f7voKRQzHNXrYesJZGuogJJVf7gSomiDTLpdYVRxpLva1OLvG7uDIlord4g3ZSREEyZIM9JDyOkfD644uNw2XlScH/G56Gpbfj3QGs4/vCxekd3fTyx5bHTCBHiQIYflh4ixAEsBLY9wjBWlJtiZtntHpwGnjs1sDYrnk01/h23TeKgr/NDu4cjTgyLLAn69jixdVgElmckkpWrwxKTXBFTQ1EKDo7AdVXwSBze6ejBuvfXHNRZT8DKDnieIlSydTYdGQeOXgcvD/go0g7c0CEdkzcNU0zssWvTY8MXNsKSFISVeJp9vhQu3HYHl0GUFkpkZxO02ISAiJHzvwz/fFnqu7SWSFVXD5SVSFQqkYK7HhKxBXDOCdIJePt9Ir5OfT9cdAYUFkiRfrFUZnD6sfDd34gtid8n0bKse80W9ENtFdRVwbomEUsBn6wvnRERVV0OHzzKreEa5u8tHBKLi0+eBdeP0IFZXirCbG/BE1seHltgv6C0++shXqm5WXW5uqEdSQklpEltdjaiQpElO2Dcz57D5WXSrJDRkvZQgF/BBBOipji5h9zoVs6H6+iIDG7+dClYC2r504Z3yCaTUCptYulYDF8oxNRjjtmqbbmiGV5xhVbuvJOrIft9N1xfBZHdqLtxb+fdNLx/rdT/GchJssYnprdT/eK5tr2c/D644wGJToVDIlo63U6+BXPkOUv/Kx2AoQA4NvkhZI4WcVQYle9b3wC/ZKXg2MPktjlqK+HuG+CCL0NTa3+U2O8X64aGZigrhu5eEVkKEVoasKuh5Qy4uhq+sw7OK4LLytyZoEM4fKHYPyRTIuYcV2BGQ/C588X0d2/B89ny8NgCSsE3K/vnCucOTD7kpFphysF4RxEjxr95kSTJzc5FNDCIEiXOnlcYsSAE36wQcVVmQrUPpgfgigr4XpXMDGyyoNGCdltSenMG1Kf4QiFO+tnPCJeVEW9tpa+tDTMQ4MSbbyZSXj6qbdAaVqXh3tjglGYOB+lcbfUGQu8WrM7AJxphwRpoceTzs5CGinWtsOwhOPvP8M8xcESfWgffuUIiVm2dcqupgJ9eIzVRAG+uEIHi80n0aeD3K5uVAnNbw1nb2Iy9+CD4649h5hRJF0Yikmo03bbdtk4RWD4TDp4PMyZD7RzwfR7sSVBtgmnBjevghMfhseelcH8gsybDtDqYORkqSqGmEhbuC3Om7xhz110JL7Ll4TEKDg3DKQVi/5A7ntjIH9DPa3dsMfTLvESCBHVMpJUWeund5DkGBrXUYmNTQCE2Ng/Zj/OGeguLLIZVwTH6ZI4JTt1xGz7GfKlcXNufdrXkcQUShVRKhji/kJCo1mEREWJDqZgzh/Pvv5+OVatwLIuKOXMwhrPWHoYVafhGG7yTho7cWBb6T4gKOVkHFNR4Ua1dnnZLhNY7aQaPsc+1uobBeQva2uGMR+Gua+DMA4df1mg5/nBYfCAsXyPRo32mDz6OTJkAKBH1oaBYKORSfY6WaNEh+8GFp277NvhMKC0SIdTeLSJuYCejaUqdViAgUah188EJQEEKEglYtkrSoa8WwFduh/kPwa+/KdExECF33GHw9H9g/iypNevoln079tBt3+7dEaVHmtq6E1i0aJFesmTJzt4MD49hacxKyuiNlDtsWMF3quD8MarjGC2/4VeECGFg4ODQQjMp0mTJYGDgx08lVWgcCijkw1zAn5y/8C4rsbWJSDELB4ODU5/m7OiEHbsDuzk9Npy+AVos6HOg2WZQMjdXQ6aAz5fALd7bu8tzayf8X6tERAcl3XNiSwFLwHgazBRMCsGK24cfezNWWBYsOBPWN0EkLPfF4pC1Yf5M+Mz5cMk527cN6QyccImIvKwlflpaS9RsUq3Uj6UzkgosjMKbh0FnFcyrEbPWdNb11grB/Ocg9jacfyJcep7UlYFYSfzhYfj7k7KsDx4Jnz67//HdHaXUUq318MXHA/AiWx4eo8RUcHahdLXNCsAJBVCwE6IWJiYaBxFNBtXUECdGnD4qqSRBHw4OU5jCYo6mjz5WsxrL8WOo3JDwAIbK8LR+htP0hcPWW3gMz1MxeDcjdWGmkqL8gWIrJ7TOLoCba3bONnpsHf9OSbrQByNXOE6Rz9sJQVtcxt/MmyWiKNY3IAU3Rvh8Mt7n3CvhndVyX3kJfOUS+MKFYxNNDwakO/GqGyQFWFsp/lh1VXDRmXDeiWIhcfOd0tlY2gPhA6A4AivT8nqt5NazDtY3wI2/h/uehhMXw1cvlajcJ8+S296MJ7Y8PEbB03H4Wpt0JWqk2HF9Fv6nfMf7Kc1lHm/wGgUU5mdEKgwWcxRHcCRZNxHiR9ojV/AuNqDUkBJNbRAKtFCfhRme4/ioedWNbEaVfPZ+E/w2xIEqEw4JwTeq4MDwzt7SsaPblhq4Gp/UyO1plBrydx00IDG0SzCXE3brprSWQm/ThLsfgt/dIwXrBRGxXjj7g2N3TJhSB6/8BdY3SgH9zCkSYRpLDt0fHvoFvLBUuhsPmguzpvY//vwSMUwNh0C/CelDoD0M2gDbB9kQFL8FG96V9ycSElH48HOSfrzmsrHd3t0VT2x5bBcpUrTTRpAQFVTsceaZlpa04f9rgVITwu6Jxtbwp16pGTpgnIYMj8RBLKKDdhpoQKHQaCYxKT+PMieyclRSJc/SGjXgLKCUQyJbTpHnOr5VaPctHHhCDZlgOWItcekOmIG3o7A13NwBf+kVbyVHyyzGq8rFYqPLFsPYsAELQ9IRujtyRqEMIc91tg4qrrEQsdXhZhT7oLRSRt7cdAfoAlgzFxJT4IV34ay1cPenxzbFOKVObuNFaXG/fcRAnnlZLCJKi8UVPpuFxK+h5iJoKYVEJ0x/BzoeFVNUx5HomGnK8x96Bq74GES3YPr88ptw71Mi6C4+E6aOMOJod8YTW7sYmXic3sZGGl99lfXPPkuouJh9zzmHiYcdNuhEubOxUimWGct4NbAUAI2mjDJO4hQKKNjJWzc2LE3C1a1ibLghK07kc4MQNSSdAPBMfMeLrQABTuE02mmnhx6KKd6s0C2jjCpnChuNdTja70bCLBytKEi9n8o9b5rP+GE3coixhr+quaR0mKxrwmsBJe73Y0/iTz3wh17pPPMpESN/6ZEIXoEJP2rvFyalpqRN5+yG78HiiDTAPJOQtGDSvV/nolo9oJ4Dswd8BXDtFXDbzaAK4K0TQBeDkQSnDO7xQeQxuP20nbhDY0BPDK7+CWzYCJ3dUiBfVgx1GvpuhdduknmJq9ZDPCZ1XhNroMq19POZIs5uugNefE1MW8/6AHzkFIl4gUQJP3kN/PkxEWqGgpt+Dz+4Cj57wU7b9XHBK5DfRbAzGR6/8kqW33MPya4ulFJEq6pwslnsbJbZp53GB2+8cdRt6eNF69tv88CnPkXL28uwlU3wwClU/f5S/NOlVqiSKj7E2btlhKvHhhcT8nuSTwpmfYh1wMpsv2nmojCUmNBswcdLxPNpVydDhp9l7qXNXIlSNmmrCPpO4htFcynaA9NC40LqIYhfT7cd4oyem0hrgz7K6WIyUUNSsfdPHt5vaHflpPXiZRYxYG0a1lvy/yEl0ayQ6rfeiDtyQfLQZJm4sCIjTQTTAzI+aVenz4HfdMJ9cWjKSk1eoSH7UJgA/xrwheGcA+HaKjj8fGhYAJ2LwIy5C9H/n70zj4+qvN749947+0z2hSRACCA7KIorgiuKoraida97VWy1LtX+tLZVq1br0tbWVtxai0td6goq7qKIIpvshJ0kJGRfZl/ufX9/nJmEVUASSDDP5zOfJDNz3/vem5l7n/ec5zwHTAM8abB2LOR20XVnIAiX/gY+nNXmdG9a0K8X9OwB1XXwybOSOl26Gh57Eb5aAMWbFYO0BGDleijMlcjWhkqobRRBfV6WNOgeVAJPvioRU32ziLHLCWumQ96+vd3tEnZVIN9NtjoJ3rzsMpa++iooRSIS2bKXgmFg2GwUjxnD2S++iDd/3zjBRZqbeWzQIGJ+P5bHhokJoThGjo/i1Q+iOWyECHIeF5JJ1yo1+SoE11dJBCuoJH1o02RFX5YQm4cUvJpEs6IKpvSEIV1oJR+yTNbEE+QZzr3qDdblYdVBw+mgpYPmZEm8mN8GLqLKzEDZ+jPA4eKP+dBnP9O+HblW9IlLIuAn2ZyYZCNvIE3aSuJO2m00mfBgD3i+WdLvSsl3ykk9Y22f0cdopsh9MMdljGSYS+vU/SMjFjQlCdf8MDRYMMQBA5Pf9/NuhrcGg5kHetIPRiW1XEYWTB0Mxxfvu/nvCV5+Fx76t5ia1jdJJMpKNpUe1l80WW8+1pZK31QLl94uujKvR3oqNvshGJTPSm2jZAMSpozjckkErLpeLCwcSTI+uPdyrj79n4zou5AeuQ4GHTASPNeCvf8+Oxc7Q3c1YhdCuKmJ5a+/juF0Em1u3pJoAZgmpmXRtG4dC6dMYfQtt+y1uSUiEUqnTmXN++9Tu2IFkeZmXOnpRImio4PPhVUfwP/cLDKuPBYNnXgXcyxvTMD55VC5VQl/TMG67Ri0h5Jmlg8WdC2iBeDRDUY4u0NZu43YXFAmqBCoKobrtbyRuZ4NcQ2b5xJ6pp3bqYhD2IL3/CJqH+0RPdXuzq8yLtGq0ljb9yLVFimFmJI+kGEl7/cY4pq/KAq5uvSiHKDP46/uG3BpEdEOxnW+qDmJt9z38Js8o1Odt83h0qEgWVMydjup9hsvgXc/gngBaKrtsu1yQkKHA7pAVGZH+HqhONcXFwmBikZFgxZPSBPr+2/a8vNUkAfPPygNqOcsFtuIBcvgk2+SWj9TFqwpMmozRHSfSH6wlIJBvUuZfNOVaFg0BjLw2FZDaBZE3oT0+8B93j45F+2FbrLVCVBfWooyTWKhUFs/g82hibNdIhqlbObMvUa2QvX1vHbBBdSvXIk7J4fmsjLMaJR4OIzhtmNitSYLEys3ESeODRtZXawP3x01UL0V0doaqeNM3WgK7XBp1wredWNPoOKQKAXaeqNoeCgx+oAttq19/D7E0gicUSbO9QpJ6Y33wou9d13A/mkAbq2GNbHtfy9SbapSrxnI/vrqIpjPs4kvXVgluN99OwlsbLKkSaSGxZH6+zwRPJGvfCcyeifi6c6Ko0bCwyG4vhEsOzgssDsg6oUTnNC7C2she/aALxeIMP7gIdK+pzkAPjc8fGtbo+zNkZcNv7hQfvcH4dBzJGWYSDbCtpKu/JYSwqWUvJ5q43Ppyf9C10xqm3NBaeRkxkHzgGqEwCPgOA6MHnvzNLQrutv1dAJklpRgJhKiMNwekt0+4+HwXtNs1S5bxpQTT6Tsyy8JNzTQuGZN2zxCIXRLPJ4sZcpq96B8YsQ4juOxdSEOH7Hg81BbWmRHuM18aQAAIABJREFUSJEsPfl7TQI+CogVRDd+AIi+jZg7aAi10IEgmGXgPGafTm1zKAXnVAjx8WiioXJo8G7Q4rFNsyHwMMRmgtrx0iJswZ11bZ/1HfGz1PNRJQ+l4NZcecFAFjAD9JWkay0EVFrbHNEJKydHG+/xfhfvJHXNaPj3EOiVC0Y2GBnwowx4afS+ntnOEQjCf96Es34Jp02CR/4tKT2AieOEIAVCYqh6QB/oXSDPnzJ2x2NGY9KrcUMlZHglPZiyytgchi5RrqJ8iXwpYEjxElqCaaA0MtMCeFxR0AzABCsqhKvpZ9B8M8S+BDMAqutkUbrOXXE/hq9HD5wZGYRra7d4PnUf1wCUIh4MEmlpoXrxYtKGjWB9XPxhCttZfKosi49uu41IUxM2hwPD4UAltWS6zSai/WgUu82GiiRwFOdz6PlXMJShZNO1Yuf+WBwHBmoX1h2ba1V0JQL6o9zwl4ItIwbhZANbZ/dSZv9BZCrgQSwvU58CDYiD1nk+88ti4v+W8gAzFURVAlMleLI5l5tsr0DkJbAfTcz3MG8E7LRYcKoPeiWvI4siELPAoUvkysZWLWyQM2AAgxyib4wo0WqdlQ7v+KXtjQMwMdhem3YdRQJ7l7WK2BwX9YPz+iaF9DqdtuBk1XpYshoyfKKn+vUjsK4imf7U4JOvYfLL8NV/pQ/iw7fCvZOhpkGI0dhRcOcvthwzFpMxwxGYPlME9QkT+veS9kIjBsCqMqiqTa7VAZsOsbjovrwuIXIoqGrox0H9viGWiHHIwPWyAyXmzVgVEH0d9CKwaiD0uGykpYPrx5D+F9A7dzVCN9nqJOh3wgksf/11rLhc1kQbkXJREmi9S2ipqODZy37GjDsepfHgIzGVaDLuyYO0dvqSN65bR7C6GldmJpGmJtm3pqHbbHjT04kFAqjkUmXQaWdw2j//iVfPa5+d7yVEmpv56s9/ZvX06ZjXPYhjwAgSvswtG4NthdQt1gEMTdo9fByUUvifZsLsEFxTBauSWaVD3fDvQujbxXRd3dgKSoEK0OYtbgPNAcoOhLfVWO5DNCXaROx+UxGNJzASMSxNZ30siwcrJnDryDl8GghzQZVJUAnD+pUGkzLhTz3aFg422qJbyfhCK3SgpyHEQilp9H1uurx2Wy5cXQVeA9bEBlBj9SBLa6BJZSW3NfHqcWYmTufazn1/3GXYNOjZSSsuLQvumwxvfyr/q3gC1m0UHRaa6KcsS6oNK6rh9j/DU/dIo+p3JsPGahG9l1eJLUOTH447XCoK73xMol/rKoRcZfiEnC1YJmS/Ry6MGAj9esPq9bJtulcE9z1y4JzxcOXZMG8p1NZcyQF9viTNuQKbbk/eBOPJopRG0PuD1QDmKumgocCy6iH4LzZVzCaSPp/+xZ2X0nTemf3AcPDPfsbG2bMJ1dVhohE2FUYsjGaaWHY74eL+tGTkEqqtpdGbQclTD2E88RqWgpkh+EMtPNROrUE0TUMBntxcmsvKsBIJadCrFFY8Tr9x4zjnlVfQvoOYdGYopZh+ww3ULFmCNy+Pk798m4q8nkQdbkznlkri1Lo8ub7Ck6xQXBARobwG3LIJnmmEL8NtkQC3BnPCcFIZLO4vZfL7MxpMSavOCsOKqET3hrlgUhYc6BKdRqMpHmWurnYuQk8kfzGRT0RCxPIkwOgNRudhDIe45Bz7TUU8GsERDqEpRcLhwBYJ8a+VB3PAmjn8/Jj7CSkhRCCGrP9shGO90oYq0wB/MhUZUW1H7kH8xG7JhR+lSxPuAxyQsdlCb4AT/tcL3vXDKy06d0Ue4kH3L8jXqtE1hQ340LyQg9NGM2ove9T9EPHx1/DmJ1CQK2vJdRWio4olRDMFbZoqQ4f3v2zb1jBEJP/qdHjwGXmf3QafzZEKxMH9JM0YS0gKsaJayJthSISruh5s68A5CvKGwTV5MKofHHGgRLZSl9oTjgQYCdG/g///IL4AlAF6nqQK9T6g2cEshSTRUmhYykDDIj9jOX9982nOO3vSFvYTnQndZKuToN+JJzL2d79j1sMPsykcp96bQd3wQyn8Zgbh9Ez0RIK08nXU9+hJwu7Et2IJ8YYG7NnZ9DBEd9Rgtk8rjcy+fUnv2ZNgdTV5w4ZRX1pKIhrFiscpOuwwTv3737ss0QKoWbyY2mXL8BUUoGkaxWUrGT/lERaOOZUVY07FsskSVUNuNiOd0mzYBBri8ntYtaUVTQWfJV0QNYRwtSi5OZXH4ZWW/VdM32DC/bXivh1XUp1mRyrUQhbMj8DVmfBaC9SaEjU5Ow2uy+kiflRWM1boWUzbCGyJ+Wgk2KJ/S/qj+3iCW8JtwF158MuNpizUDAOlGxiJOOnVlTQV9OE/nw8ncLQDj9Gm27LpELVgciOclgaP9IAbNsn1pNoEQ4lcIUOHHBtckCki+JIdzCPHBhdnyaPRHMS84DSCia/wqgB1thGc4ynpEt5b+wOmfioVkqlLdsLccQ9HxbbO9/4g/GWKGJqmzEgjUYlohSPyfqXEwDQFTRPihg82ZoB+vlwnF1tQNAN6PyEVjccettUEnEeD4wuwqiG+CDQbxL+F8H/BXAf4JdC8mZhQKR1Nsxgz7A2enzqJ33TS9kDdZKuTQNM0DrniCoafey5TN9TxW62Qxg0bOLl8LZ6GWqK+dOr7DMCIR7HHo8S9PpqqKsnLzkbXUmmD9iFbmqZx4v338+4vfkG0pYX03r0lonXSSZz80ENdmmgB+KuqQNNaHfm9GmRWVzDhiXvpY0X5ctw52BQkNBhkFzfp03zwpl+eM5Eol4lcnCKbjb15QslKPp5s2D/JVtiCKzfCZyGIW1KnpxCyGbKgOiqfy3lhOY8lDnnthWY5d7fm7svZ7xwhC16oK+fImEYTuWTpoxmor8aBH7CD43hwjd/X09wG12bDI6X1VEdMLJsNZ7AFb1MtumkSd3kgHMGIxtC8adts60/mCoe5YFoxfBOCryMSyQ1Y4rR+SYYQrV1FlgHj0l3A8e1zgN3YLZjmljYNORmioUoZldqMtky4suDscVtuv2KtRL0cm3nImUmy09AMJT3l9W2S6TokShCDtiYwvBKsqjoB8hrEnf69J6SB9xbQNDAK5AFgO0A0WmYlrc2Ukj+SNVsopaFwsLB0T85Ux6KbbHUyOHw+Thrs4/q5DRiRMGuOmcAhLz2OZdjkQqnAHvCz/rRzifrFtjiYNN5rT81A7qBBXPD225TPmkWkuZn84cPJGTiwU7UM+r7I6tsXZVmtvQLdOhTaoF4p7GnpFBpQngA3YGkwyiU6lI9DEtGqN4VEpRZXO1LspLQu1QmoiLcJkPcXfBKEdXERU0dpOw+pn5sXIK2IC9Ea4IR8G7zuF1Lg64S8vWL2bJa+/DKfb2yk/OhDGHtmDD921iX6Ua5nc4wnhldVg+PwfT3VHeLkWD2v+RUuf1MyAKCIur2k12zkwAXv8blxD/HNumiqZIP1M9PbxnDpcIxPHt3ouphwLHy9SPRUui52DmkeIUjRmKQUFVI5eNgIuGPSltun+2iNJqUu/5k+QElUy+0S/VUg6Yqiacnqw2wgAZobSKozNEs8yDYdCr1WiSfXiUft5ACMYiALtIZk+j4qTv2WgY6FplkEo1l8tOAs+ndiE9lustUJkW5AustBOOinfPhhGGf4GfLRG3gbaoi73Kw75lSWjD8Pj02nOimIfSBfRJrtCbvHQ79x43b+xi6G7AED6HPMMaz/9FPcWVlouk5+YyPpfUtoHnMsIxzwc4+4xBenIjJKiEGhU9y0q5JMYmfSaI8GOYa4aO9vZGtGEGrimztP7RgKWBOHPnapcktpuDob2Vr0wgt8/Ze/kLDZ8SsHWcuX8lDficwZcAZxHGgozo6/yZ1p07C5frKvp7tD/Hp4Tz7+cDmNaZnoZgLT7sCIxxjz4t84ctRoIj3SebxJLBtSC4bBDrh2P2qi3Q3B+KNhxhz49BuJchm6VBteeRasLYfV5SJ2P/04SettnUYcWCLvX1MmXlqpFGF2hkTFahrk95oGIVyWAqcdEgYQBMdEMLf6nrcAK9bAjQ/AFRPhqnPAtyNfMqVAM8F2BBBCi6/BtKrQNQsFtITy+HrFeD5ZeC6P39nOJ68d0d2up5PiJ6tCzP1mAfZoBKWBEQ6hx2Mow8blz/yB5cechnnptQzsXchP0ruek/m+hhmLsej551n++uuY0Sj9x4/n4CuvxJ2147vNg3XwbCNsTIBf7ZxopQNHuKFJwSu9hLTtL5gRhCsrxTU8vPO3t97Qiw3pIag0eL9P59JtRf1+nh8/HmdaGgGbg8URmH/4iaw+ejw5BVFy0wIklE61KuAULzxe3G9fT/k7sXzhEu57fiorsovIqFzPQTOmcfxRh3Dyww/j8KUxPQBPNEKLKRGtSVlChLux/0EpWLgCFq2ErHQhVduk774Dm2rFKmLFWomOOR3wm6shzQsffCkasHFHwXufw1P/s/AHLLJ6RKi52I37IJ1gUBM/LQ3iBugvA1PB65brwuEj4IOnd6wlo+kKMRXWxTA7EYvy1WI3i9YMZeH6Uwiao7nxEjuHjdjTM7X76O6N2MXx31nf8ut6O47GOmxBP3Gni0haFsdMvofRZUs59dFHGTBhwr6e5g8KIQuOWy8eQjrSQzGl3YLWOjUMwKeJ9UOjBcd54JF2qhTtDEgomFAmhrBLw9CwG9vagXQdHi+EczI6aobfD5u+/ZZp116LNzeXWLLK9+1f3octEibu8dFwwBA0LEwMfJpGy5B9PeOdwzJN6kpLiTQ0kD9iBK6MTnbSu9GKZj98s1iiT4ePgOxOpvNUSioZQxEY0EcI1zYwq6D5KpRZjYbFlS2/46XoKZimg3hcR2mgqoDfSQWr0wlmQnop/v0OuOLsHew8vgiarxFRme4FKwCaHSvtKWIMxenY/XZU7YVdJVvd65hOimNsMX788t+xR8IE8ouwKcWJU/7MsFnvkzt4cDfR2gfw6BKVOdApdgaHuyRF6NPki5SuS6PavnbobZeS+Ysz4L590ze8w1ARl4bD7uT52FVoiG1Ajq1zehK5MjNRpolSCocGuXaDuNODEY9hOpxY6JjY0JI1iV0BumGQP3QoxWPGdBOt70A8Dg//C4b/CErGwfir4Nk3kmacZpBopAlldVxg4qV3oc+JcMpVcNq10O9k2X9ngqaJX9bwATsgWgCBB8GsQTMKwCji6YyneTLtHo50b2SoB0atBNtdkOMUogVgJNOWr0yXny0BecxaAKMvhOyjoM8pB3LXi9OIGxPEDsI1ATKfQ3cOxeXcd0Rrd9Ct2eqkKDj4YAZ89SGFbz6PnpmNLR5FWRaW00lLeTmRpiZcmZ1s6fMDwMEuWB2DgmS4O8eQNEwM+E+RlN73trWJ57vCRWB38U0ISqNybHFLLiI7Ih+u5kZ6LZqNpixqRhxOLDuXyjj8p0nc9zvT+cksKaFg5Eg2LViANz+f4XbIrlyHPzOPQG4BOkKqE8Dw7rT9fgOl4PxbYPoX8r2NxaCsCuYtbiZY8wDHjPgYXVfUBwaRWfhbDhw2uF33X1kNl94uZqOpNJo/CNfcBccdBiW92nV33wmlYPFKEa7PXgxVNTBsAFw+UV7/3wdicnrECDhzHGRsXtCqYhCfCXrb6lLTNS5yz+Qi9xeQ8xlvVOhcbIKx1ffHMKT34s/vhjlLoaYeyjclX9PFYuKhZ3Moq76Tf93Xseego9CdRuzEeGniRMo+/7zVrR1NI2fAANA0znrhBbL799+3E/wBYmMcLtooKcVMXaJXQQW/yoYL93Pua1mK/3y1iT+uCOAvyiJckkNcaURTr2/1/sIlczn1/l9ipLoiGAZfX3MH6487gzwb/KMQTt3WfWCfItzQwKe//z0bv/kGTdNYNvBgJl//IFFfW5meR4MvSmCke9/NsxvthwXL4NhLRewdaK32UEy+8UoO7LeY+pY80n06Xlcj8YSd9xb/j5nf5qJp8OMT4JIfi7Hn98WkO+HJ/7UZjIKQnoQJ15wDj9+1Bwe3G9hUCzfcD4tXQVmlPNerQKoYg2HpYeh0iAVENAZFefCf+6W6USYdh/ox0r5KM6SfYWIhqAZAgdGfsONRep5yCqGwCPEd9mTloiamqxk++T/MXtxmWZGypnA6ZJsV06CgEzUs2dU0YndkqxOj5NhjaSkvx+71okwTZ3o6yjSJBYOkFXVSm9z9HD3tEsF6qgm+CUt13aUZcOKOKmn2EzQ0hLn++vf4YFk9kWTvR3VIMdrN48AwsAAntBIvLRFn3J9vI+70EM5wS0+0WJQjJ99L9dBRFBUX8UxT5yNb7uxsJjz2GMGaGmKBAFcUF3N62Mbv64RoH+qGe/NhUHdka7/B14vEb8rQ5aau6zC49wqGlSxhU0MPbIZGLAFGLBu7volNG98lYV0CCp58FRYsh8l3ff8o7dqN2z6XGmtD1fc+rN3GHY/C+o3Q0CTERjeEgGWlS6seklWIlgXpaRCJwMvvwaTzU5O2g+NEiH0I9ID4HKTuEMAFZiV6y/kcNngmn8wbTjwiESufB/oUydj5OSLkb21cnSxE0pL9FAGWrelcZGtX0a3Z6sQYfv75ODMySIRC2N1uYoEAwbo6Dr3mGuzu7mX1vkIfh9xwP+gDz/WEcb7OlQ7rCDz88CxWrqxHy/HhyvXhzPWizVlP8YeL6WGI8N3QIC2pXytauQhXoJmEq+1zmnA4McwExfO/wK1DZScWPnnz88nq1w/dZuOENJjZF9YNhFd7dxOt/Q29etB6U08hN7Mm6UyesimHuAlx06BXXhlup/hLFeUL2fpmEXz8FTzzmvyMxra3p+1jzCGtu2hFSh527E7jJe2DyhqpVMzJFHd4myGRLE2Hik3yXDAk6T6HQ9KcFTVbtvYBwPcrMPqBuZY2ouUA3UtCeTCtOP93wR85aqQQrNxsSUWef2qbw30oslWL2lS3jiQBO6BPh56KDkN3ZKsTw1dQwMQpU1jwzDOUz5pFZkkJB15yCf1OPHFfT60bPyBEowk++mgteXkeGhNi6urQNOwZLhrfW86giSPpYYm5bsCCfgZk11eiIz5aiWRvPQ2p1NSVRZMlUaJudGNfY/zREimpqpXIlqVgVfkBGLqJYVigdBx26f/nspms3TSydVtNk4jLDfdLdMyyhCj0LoAn74bcXfAtu/lS+OsUadKsa8n+ywqy0+HGSzruuDdHJCqRJUOXVJ2lkmRLk3Rm3JS/A0EhXG6nVBA2+bcaSM+BzBcgcB8E7gfNKy13EPNUyzIozi0lI61N71VZIylUPRlZ9Hlk7FB4M4PkpEP92FFQXLh3zkl7ozuy1QmRiEQonTaNT373O0rffpuRl1/OT6dPZ+KUKfQfN65Turib8TjVixZRs3QplmnufINudBlYlmp12y+2C2mKKbA0jWjUJKjgTz1gXj94uADGeOH4MYeT79CxxWN4UleZRBxLN6geeRSGgl90G2h2oxPA4YB3/gn9eyeJhglVDT2ZPnciBVlVZKX7cTpC5KRVUlbTh7KGLRe7tY1COgpyJdJVkAvrK+EP/5SU3M7g88Lsl+Dw4RJRstvgqINg3mttFXsdjT5Fki70h4TMxOKimTLNNs2UaQnxisbkeC0Lem6v0lqzgft8+ak2oxiaQtdNNtQO2+Ltui4NrY84UIhXXraQPrtNCJ5lCfk78kB47a8dex46Et0C+U6EaEsLS195hS8feoh4IIAnPx/DZkO32znl0UfpedjWXTs7BzbOmcPHt99OLBBAKYU3N5eTHn6YvCFdwIioG7uEn//8HebNqyI/30vQkgbbNVV+hp17EH/51REc4dl2m69feY3X7vsTiST5jmk6Cy78Bf0uvozf5sHg7nRcNzoZVqyFtRXieYUyKUh7C4f5KqgAlU0nM+XDi6luyCQvWwhIXSOsKYfDhoE9aYdQVSNjxBIwrD+cdBT85ppdE9GnUmV72n42HoevFkpVZX42HHnQzk1Mv1kENz0gRKuhWRzhnQ4ZqyXY9r5UlbXPC4/dARf/eAcD1p8KsRmImlPHIkpLwMVNT82gLiCEKxCS8ac9Ls2yX3kP3v4UmlqE3EViMv9rzpW2Q50R3aamXQzhxkbevOwyqhcuJFRXh26zoWkauUOHYtjtOLxeLpg6tUOaQCeiUcxoFEda2m5HzUJ1dbx05pkyR598myNNTRhOJxdOm4bN5Wr3+W6NRCTCynfeYf0nn+DMyGDIWWdRdOheEjv8QFBW1sxVV02loSGcjHJB//7ZPPHE6WRk7Ph/XL6+nLc//Jw1EYu8o47m3AP77ZY3Vze60ZlQVQsP/Qu+mCuE47jDpRVOZrpU1jU2SzVfKhp05EioroMzjoNfXQ61DRL52pPqxZ2hqQUm3Q1LV4n4PpLUQB01Ep7/ExR/R23Vxmpxgd9UD4cMkcjaGdfKa/GkxjJVROBxwboPN6tG3BpWBFpuhMibQBz0fiyueYTrHjymVdPmcsCffgVHHNReR7/30WnIlqZppwCPInKNp5VSD+zovT9ksjXn8cdZ8MwzBDZtIhEOo9tsJKJRNF2n5xFHEG5o4NxXXyWjuP06bcaCQb7+y19YOW0ayjTJHjiQsbffTv7w4bs8xtJXX+XLBx8krWBLi/RATQ3jHniAvscf327z3R4S0SjTJk2iZtEibG43ZixGtLmZgT/6EYdfdx2ZfbqomvJ7IGLBs03S5DliwUk+6XWX207KzEAgxiefrKWiws+gQTmMHdsHh2NH/TW60Y39F9GYRHgcDnjwGanKK8wTgtPkl7RXUZ6IuRNxWLZWIjQ2Q4jK5WfBlWd3TGHN/U/Cy9MlShdPtFUQahr0LoTSd8C+i6bC906W43PYZaxItE2XduRBMGPKLgyiYqDCoKWDphGJSlGBpsHIwRLR6sroFNYPmqYZwD+Ak4AKYI6maW8rpZZ15H67IjbMmIEzLY1QXR1m0t4h5WZdPmsWvh49sLVjBaKyLKbfeCOVc+eSVlCAZhg0b9jAtGuv5ScvvUR6z567NE60paXNB2xzWBaxQKDd5rsjrP3oI2oWL8ZXWEg8FKK+tJR4NMqcf/6TdR99xIif/pSjbr65U+rc2hNKwe01MCME2bq4u7/lhzlheKkXbbqpPYDP5+BHP2pfQ8dudKMrYnMH9WvPh+VrYOlqaApI+ivDJ+12lq+F+kbxqerVQ56LxeHxl0Q8f+b3rHVq9sOiUiEqIwdvSZ7e+wLCYSFHtuRayDBEf1VdD/99By45c9f2U10HPXKSKUW77M+yRLz+4xN2cbKaQx5JuJwSZfuhoaMF8ocDq5VSa5VSMeAlYEcZ3h803Dk5mLEYvsJCEsEgViLRuuxRShFtbiba0rKTUXYNZbNm8Z/jj2fhlClUL1rEuk8+oXrhQmwuF2Ykwoo339zlsYpGjULX9S0Il5V0oysY2fHfqPIvv8Sw20HTqF60iEhTE2Y4jBmJ4K+qYtFzz1H2xRcdPo99jVUx+DIERYYQLYcGhTaxV/ik4znv3ocyIfIOicZrWFJ7B8ubp2Na0Z1v141utDPSvPCv++DxO+GscdCzhwjll64WTZc/KARl5QaJiDnskO6FKW/J9tV18O1yqN8FMT3Amx/BKVfDLQ/BdffC6T+XKFYKmiZC982hks+jxKdqV3H0IZDmE6IYT4i7fjwuUbyrz9n1cbrR8WSrJ1C+2d8VyedaoWna1ZqmzdU0bW5tbW0HT6dzonb5coI1NVQvWkT9qlWgi7+Lsix0mw1Xejq+oiJWvfPO996HUlJR1rBmDR/cfDO1K1ZgxWKgFGYsRktFBetnzCARidC0bt0uj9vjoIM44JRTCFRXE6qrI1hbS7CmhgN/+lMyevf+3vPdVXjy8rBMk3B9PZGmJrmiaBqarhMLBvFXVlL69tsdPo99jeUrVtH85peU//NtGj+dh4oJ8dCB0t3w/OkyCNzDgobnmVB3JT9rvJDLqnty2rpVfOQ3SXQeGWo3fiDQNBg1DB64WWwflm9GfhRCyOJx0USBaKFq6uH3f4Mzfg4//wNMuEb6M35XMfeq9fDHJ2W8/Bx5hMJw4/0yPsCEsW3pvkRCxlOWkDwNGDFw14/r9GOhXy+JRg3tDyU9pT/i/TeJQL4bu46O9tnaXu5mi0uhUupJ4EkQzVYHz6fToa60lLevvBJlWWSUlNCwejVWLIZmt+POyiJn0CBcGRmE6uoINzbu9vjRlha+eewxVk6dimWaOHw+Ii0txIPJ8pLNNHsqkaB22TIOueaaXR5f0zSOvesu+p54Iqvffx/DbmfAhAn0POKI3Z7r98GgH/2IpS+9REul9JdQSkmUTSlUJIIVixGort4rc9lXWP3mW9x/00wqnL2xJRJor68ic/Aihj50Psrhpt/+JkhPrKYx9Dm/DP4NHUWuHiSgoDZh55KNAQY7M/htHpywk+qrLgmliNR/RbRpMe7cETgyjtr/HXW7EPKy4f9+BufeJETH5wWHTSwTdAMak8mJxmbweuCdz0Uwr+tCil58R1rknD9h++O//6XcQDdPY2ami/D+2xVw6HDYmPQL00iaoyr5iFhKIlQ7Gnt78Hnh3/fBGx/CjLlienrOeDhsxPc8QT9gdDTZqgA2D2/0Aio7eJ9dCvOeeIJQfT1mNErU70cllzUqHifS3CwNpzMysBIJ+hxzzG6NrSyLd6+/ntolS/Dk5aHpOlXz5hELhXbohaWUombx4t3aj24YlBx3HCXHHbdb27UHsvv354T77+etyy4TgpVMYWrJjq5mPE7Thg2tPlH7G1Qsyp2/eR895iI3T9FkT8Nuxmlc3kDp6/MZcNHRjNvfVqCJ5XweP4SwclBoNOG3xPcrQ/NTp6I0WKJf+7cdhnZx8e3mMKPNbPriZOyOpaAgWgm680ByDp2OZqTvfIBu7DG+XQF/eRZK14tA/O5fQMZmp37OYvjNXyWyZLdBi196hiYSgALLI72RXCgbAAAgAElEQVQYfR5JKfbIbbN5MAwhTi9Og0El8NiLkorsmQ9XnQPjx4j2a0dXsUgUlq2Gr76F0QeLPqt0nbTEUcCoIfC/R9uaXe8q0ryi8dpVndfWqGuEJ1+BD76UgoKzxsFlE7u+MH530dFpxDnAAE3T+mqa5gDOB/b/nM4uQilF6VtvEaiqItzYSKSxESseb12pWvE4dcuW0bh2Lb2OPJI+Y8fu1vibvv2WuuXL8RUWYtjt6IZBWlERKpFoJXVbQNexOZ1sWrCgPQ5vr6HfCSdw8sMP487LkytXyooYMOx2Yn4/9StX7uNZdgxqV6xmUY2bcr+LhoX1JBZtItQQx/K6sH+wgKeLIG1/KxjUs2lWPix0LAVxlbqQaSSwY0/ejV5t3odzbG8oReWn48gq/Ib0HkG8uWGJXEQXULfgun09ux8EprwFoy+E56YKqfrb81B4HMxKXi5NE373d/mZkZZ0QY8KCdIQF/ZgSC7vDof4c6X6/aXgsMPGGrFuWLEOsjOgshauvxd+9SdYVwHl1dDYRGuOKBqTS95Bg0UXlrJmKMwTa4rxY+DAgXDVuXu/p2A4ApfeLm2MapugOQBPvAL/98gWSZUfBDo0sqWUSmiadh3wPmL98C+l1NKO3GdXQu3y5URaWtAMQwTxqU+fUmiGIYL1aJTMkhJOvP9+vn32WZa99hqRpiZyhwxhxPnn0/eEE9Bt2/83tlRUyFibRXS8BQU0rF2LSikdk9CSJEW32/FuZePQFTDw9NP5/I9/JNrcjKbrmPE4KpHAUorG1atZ9e675A4atMvjJSIR1n32GY2rV5PZty8lxx2Hw9v5QkQVDbCq0Uvc0mSFHE9grK2nwBvhCI+DXrtY4t2lYD+cgx3/xQjHSChR/dqIE1c2wqSRrgsB68y9F3cXVstk8vvPRdPBTIBht8joGaSl2oUWfyeZN+p6kdtIJMGnn65j7rxqAmY+ut1NtqeFU07Mo6DAS1aWG5tNZ/UG0UFlpcOwA2D2YtEvDeoL447acxPQnSEWE8PPaEwq/DRNTnkkCufdDKumw+oymLdUhOSWJZdXhbigJ0zxlLLbJU2YmyVNnpeuFud0EO1VeTXYdDEgzUqHDZVQvkm8sv4yJbmW1KCmTvytSookUnXHNbJNbqa8vjl0Xeacn92x52h7eOp/4kNmM5IifaQf4pcLYOV6+f/9UNDhvRGVUu8C73b0froSEtEo8554gjmPP07M78cyze1GmhxeL3FNw7IsPr79dspmziRUX0+0uZnqhQspffNN+hxzDGc8+STe/G37JmQUF4OmbZFCM2w2svv3p+iII1g0ZQqJUEgE+TYbNqcTd24uB150UYefg/aG3eNhzG238fHttxOur289LjSNWCjEp7//PT0PO4zsAQNY+vLLVM2fT2ZJCcMvuGAbEhaqr2fqVVfRXF5OsoAHX34+Zzz9NGmF0pgr2lxJ5VdTUFaYnkdOxJm9b2qZ//bsKhJKR9cs9OT/OG5qlPtdjP/JqH0ypw6HZmd4zm1MiM5lWmQQCStOggxqKKbAZsOjQ1UCjtqOq32XhDKx/A+BBlZCmudZliIWBm9OhGCdDUlWda0Qpt8f5eqrp7J0ZZR1kTEEGjZB02dgBvg/M0R6mo0RI3qQUTKaNQ0DcTg0LBPKNgmRMS0hFsVF8MbfYOgBHTfXr76VqFSqXyDIT0MXvdTsRfD5XCFMXndSo6UDmpAhXRMjU9MUd/bcLBGcz10mjZ7rm+RhM0Rb5fPIz/IqaSEUSy4cNGSfHpdEiYYeAHf+HPon7RePOFA0YNX1sg9Nk3GzMuCYvezznEjAP1+UOaTaDikl58tmwPqN3WSrGx2Mz++5h9XvvYfD68XmchEPhdjGXFYpYqEQKEXOAQew8ZtvUEoRa2nB5nJhxeMkolGqFy1i5gMPMP7Pf95mPz0OOogeBx5I1fz5eHJz0XSdUF0dWf36MeHRRznpgQd449JLqZo7F81mw5WWxrDzz2fo2WfvpTPRvhh42ml8+8wzrKuoQDMMidYpheFwoCyL93/1K5xpaUSamnB4vdQuW8bq6dMZ/9e/0vvII1vHmTt5Ms1lZa3ECiBQXc3UxybjO2I0tU89SOM3X+BK13GmGei2Rzj+9xfR77TJez268NmM9ThyvETDccyEiW5aaMoCw2D4SUfufIAuCs3Wizt79+L4QAOPNdj4MpJGD0MjxxCiVWSDiWn7epbtBNWCYWskHNJxeCzWz4R5U8BfA64M6HdMOmNH6zvU8nRWvPTSEkpLG6g3xhFuaYaGb0AlIBFBaTZa/HHmLrMRrcrCkxZBM9yEIm0tbVJYuR4mTIKlb4vovCOQ7mtrEL05FEKqgiH47BvITINQpHWdh6ZJJNK72faOZLTZ44aBfaQ68N3PpTdjYb7YONQ3yXFpukTKUvs1DCGZdjs4LUkrpogWSHry8TulL+P85TLBYQOEkHXUudkRVq4Xwmhs3h5RE+LZ5BeLjB8SusnWXoa/qoo1H3yAr6AApRRN69dL9VxKtZiKcGkaiXCYnMGDKTzkECpmzyZYXS0OvE1NIga3LPxVVSx99VWOv+eebdJcmqZxyqOPMu/JJyl96y2sRILBEydy2LXXYjgcGA4H57/xBg2rVxOsriarXz/Sir6jl0MnxoaZM/n6r3+lakM5pmWh6To6YHM6sXs8WIkENUuWkD90aCuJcqanE21pYdaDD3Lua6+1Rv/WvP8+npyc1rEbghFePuNnrBl0MEYUtAv/wFGOfzDyo1fRdBtpBU4+vet5eoz8Ed5ep+21Y1YKWnxuwgkNYhYoMH0unB47Rn2QnJwO7AnSCaBrcFxaNselwewQvNQCNQk41gPnZEDG3g70qAgEn4TI60AYHCeA93ow9vA7paWhaT6cvhhls0PMeBjsXvDmgRmFJW/VkzX4DkZc+sd2OYy9hfffX4PLl0lLUzqWf77ciRPRVusWpWUQCfrR05uJhTVMwy3VddtBeRVMflla4nQERg4Rc8+N1W0ZW6XEUiE3Cw4eKpfufr0lNRgMC9FQllQO9imSNKOhi12DUmL9cNqxsGoDFBdIQ+uKahHWKyRK5nG1kcvNSYtS8p6NNVBbD3ltlyt69oAn7pYm2AqpfHzmNViySgjd5WfB8AHbP07ThPnLhAwN7iuO898XhiERusaWNn8xlOjUigslHfxDQjfZ2ssIVFW1Rl00IG/oUCq++gplWRg2G4bbjaUUmCau7GzOffVV4sGgEAGliIfErS7VI1G32wk3NFD+1Vf0Hzdum/05vF6Ouukmjrrppu3OR9M0cgYMIGfADr59XQCV8+Yx/aabWG94aCroS9bGSjRlEerRk7x4CC0eE00c4MrM3GJbR1oazeXlRJqacGdlAbRGwkDaDr1ywvmsHXIo3toqDAMSho2ZF/2KnPqN9F4wi7QCN2ZCo2zGfxhy0d4jW8ujioimQY1f6ssNHUJxojGTQYPyKCraX0I7O8cRHrbbDHuvouV2iH4MJEBFIfwKxOdA1hug78H/QrOB5+c4rHtZ/IaGZlPYnZJSsrlc+PJczH/6CYZddDe6reuI9DweO6YZS1YRhyWMoyz5CWDzgRlBt2IklEe0SDsgW5aC6V90HNnSNHj7H3DMJdI8OTWVDB/8bpKI0Y8/Eh75txAL02yrGvS5hWjkZEhKsKFJfo4YBJdPFAH5qjJJrdmMZA9CJb9HYxIBM/Q2gqdpkkI0TSGZB5wKPz0dTjtO2uuUrgO3U/oxnncq3PiA9HSMxuCLeTBtBjz7x21d3Ctr4Lp7hMClImk/ORluvXL3A/ZLV8EDT8PacikMcNrbWhxlpsNDt3ZJieEeoZts7WWk9+6NMk0s00Q3DFwZGfiKigjV1pJZUkJW//4opQhUVjLy8svJGzIEZVlkDxhAS0UFViKBZrO1NrvSdB2H2836Tz/dLtkCCNbUAGIAuj/aH8x/+mkadAdN3nRclonl8eBsqCOtYi31PUvIDwawTJP84cNJRKNbNMe2EgkMux27p+1OPXjiRBY88wy+wkIqaxtYO+oYvPWbJC2g6xiJGLZ4lIUnnkvvBbOIBRNgKaz43lVkv/NtLSpuortsqISF0jS5gCUsjr7woE7xv57uh380Sq/GY7xwWSb07jp8YNeRWA2xD8GqRPRTydtxvB7Cr4H3sj0b33cbqAT+qjvxZIDh0EBzg+bDcECgOkA8WIkzo+v0Aj3nnKHceedneB0hgq5CVEsT6DbpDgCgTHRDx9Q9YDh2enPuyOI2pUSL9fIj8O4XsGodDOonZGnkEGmf8+5n4hafgq4BmgjC/3gjvDBNBPThKHg0WLkOLrhFImHxBLh8wjPtumi+MtPgrJNg5nxpl7NxU9txqmR6LiNNfn/6NXjmddlOWdCkwZOvwpS35XWnE+wOsEyJzt36EEy+Cx57ARaWyqd1Q5UQouJC0X2B9Fg8eCicNPq7z08kKtYOXy4QovfahxCJSZQtRfTSfNA76fO1s/H2R3STrb0Mb14eQ846i6WvvII7KwvdbseZkUEsEMDmdErkS9PIGTiQkZdeCsgNfsLf/84Ht9zCwueekyVNslrR5nCQtoM+hk3r1/PZXXdRs3QpGpAzeDDH3303Wf367cUj7ng0rV1LndOLXVl4Shejh0NYdgd6LIq7qpyYzeCoX/6SviecwEe33Ybd7cZwOIhHItSvWIEzI4O3rriCYeeey6AzzuDgK65g4+zZbJw9m4ACTVnorXYSEpHUYxGCGcnYvQaaAT1HX7BXj3vWu6VETbAVZ5PRUE1urBHN6aDKmY9zHxMty4LxZfDJZm1DZofhAz+82Hs/JFyJMjCr5HfNmbzzK1BBiL6652RL0yD9d+QNfYnKeRvwuLytoZNYII4nx4EjrWtVEZ922kCWLq3lhVdn05I1inCwTNiAFUKZMXQjgC1vNJrdIKHr32kV4LDDhN2zIdxlfDhLrBcqqsHtkqq+ow+B+25oc1G/53FYvHrL7SwFHodEnx7+twjjexcKMVuwXKJbqUrEeEJ0Wg676LHsNvG3evhWmLNErCaa/PD1QjE2dTmSES8D4fRJXZfNACN5VzetpH5Mk1RmNCrvd9phwQq44g6ZQ12TELlwVLZfGoRNdXDwEDne1z74bnIUDMHVd0HpWpn3opWy3xTsNujbS64Jj/0Wjjiovf4zXQvdZOt7wl9ZydwnnqDsiy9wpqcz4sILGXL22ei74Bg3+pZbyCguZvELLxD1+xl0+ukcdOml1JWW4q+oIHfwYIrHjMFwtNkEu7OzOePJJ2nesIFgbS2armNzuXBlZhKqq2PAqadusY9EJMK0a68l0tSEr4coERvXrGHapEmc/9Zb2NuxqfWeoJkmaqnDg5sCCtG/h/Vb7pAhGJ/PRmkaesCPcrnBMjHdbhqGHszwcAOHTppERnExR914I3MnT8aMx2lYvRqby4U3Lw9/RQUz7r5b+is2NlK7fDmG00naxrW4wyG0vB6o2mopZNB0op50ij94FbCw4jEO/dnJZA74SfufoB1g9uwKlk1dhq4sBoTKyKEBy6GhqRB6c4SxLfOQ1qT7BnfVCtHSkYcCggqWROHZJvjdXvb76XDoGaLZwgMqDERIxiAgsarddjPq2tvZeOUkQg0RnOkO4qEE8VCUo2+5DE3vWi6Ruq5x221juPjiFhYsbGDWghP47NNSNm1Yj12PkZGdTa3jAHzp6QTCBpU1SEWmuWUUS9dF//PTM9p/ju/PhKvvFCLkdsk6t6IaZs4Tn63fXCNpwc/nyry2RihJYMo3CeEAiSzZ7UI+1pSJhklDjk0pefTvLdElm03SfamU3/ylYqXgdEhFpmVtYSu4RfRP18BESF+qV6JG2/tNUwhddV2b35dptunJyqshK02iVt+Ftz8VUX9BjhDDzYkWCBFcVwEjB7UVB/wQ0U22vgfCDQ28efnlRBoacGdnE21uZuYDD9C8YQOjb711p9vrNhsjLryQERdeuMXzO/OB0m02Tn7kEd775S9JhMOYsRih+noGT5xIr9FbLj3KZ80iXF/fSrQAPDk5BKqrKZs5k/4nnbQbR7zniBNnGUspZQU6OoMYTK2q49PIJvwBOz3SA/RzujiNM/Cxe31WDrnqKr6d+TUNm6qSV5EEmpnAXzKQTI8be9xGfWkpmX36cODFFzPk7LNZ+NxzzH388S36N9q9XuY9+STurCwyiotb03Bjn7iXj379CHpRH1RzEzGHk6yWBk6onM+oW89j8MSLyR16yl4RIYQbGlj84ovc97fl0JhBicuOFQwR9DjRNI2WsI1sLciBc/4O/vMgbR+Y6wDPJA1FU9RZS/7uV/BNENjfyJZ9iOiyrCYgwRZHbtVBfB7Y99yKI3/kT/nRk03MffxP1CxvJrO3k1E/u4Tikx7Z47H3FXr2TKdnz3ROnwDcUbLFa43NMO0zEXcHQvBtKSxfI2aZuiFRk5NHw+O/h5ys9p2XUvD3FyQ16HK2+SUTl+emfga3XSVieJBI0vZgWjLPFEIRITCRKLQkm8RryOUjzSfpt4pquPMX246VnQnR+LaRox3NP4WUZYVCyI/NgIwMCASTWqrU60rOq2XCho1g6w2n7sRL++OvJcXa6Jco2fYQT8hrxV2z/qpd0E22dgFmLEbZzJnULF1KRu/e+DdtIlhdLWJrTcPh82Fzu1n6yisMOvNMsvv3bxWwtzcKRo7kgqlTKfviC2KBAJphsOKNN3jqsMPw5ucz6qqrGDxxIqH6+u225LHicUJ1dR0ytx3BwmI671JBOQ5k9f1WYgb/m30Q9c3DZTllt3OgZzWusR/zY+3Hrdv6KyuJ+v1k9e27RaRvc+QPG8ZFzzzF5OtuQs3/moTDS7hoAHpOHgMckNA03JtVF9o9HoLV1Vtot0CKBSJNTaQVFbUSrfTevRkyfz6eWy9i+SnnEi45gHF9e/Cz8cPpdfns9j5V34loSwtvXnYZ/spK/IFRqGiIi9PmUOXL4rOm/lhoDPdWcumAdahohKpZsygcf/penWMKIWvbtiIastLO2x9Xt5oH3BdD8G/JJxRgBwzQ8iH0LGS0j+9Z/qjrmPDUJCFxeiZorp1v1EWRlQEXt10OsCxJW5VVSZXbgD7S8mZPoRR8sxiWrJQI1JhDJCK0qa6NiKRgM4RgJZLmpUX5QjZ2lOZ02JBKYQsMTdJ1W0eLFKK1ikQl+tO7YMu0aCgMr38Iv/zjto2q4wkhgUayv6LNJnNJRb1Sx5ean8MuKchwWCJspilasRTZSkW3IhFxpf/xid997rLSZQ5NLd/tCj9ioPRW/KGim2ztBFG/n3cmTaKutJRISwvRxkbCjY0oy0IzDAyHg8ySEjRNo3nDBl4680yySko48uab6XfiTj6l3xOujAwGnn46mxYuZOrVV4tuq7CQRDjM5/feSyISIaO4mEhTE2YkgjM9HXd2tgjqbTZyBw/e4zkECbKMpVSykUyyGM5wctj+Va+SjWxkIz7S0JK34Olf96S2MY20cD26rmOFFQvMA5g6cxYnjQ2hNUT4+I47qJo3T1Kmbjdjf/ObHUbkeh80gjvefIV/nTmRUMLEnZlJlm4Rrq0lo7iYgpFblt5kFBdvYyRrWRZYFrbNUqz1K1cSCwQoikQYteRTorPeIr1XL3qMf3FPTt/3Qunbb+OvrCStsJARVpj1azKIK4Of9/yaHxetRSkNQ1NkelxoCUVjxGAPKrf3CMMc8E1EpOKpZYeFXHAmtXMEol1gBSHyNsQ+Az0LXGeD47DdG8M9CUJTgCitAnm9CPRCMMvad76aDYyupdFqD+i6RH+GtWPxdCAIx10m0TMQcjT0AHjtUXFkb2yWNGLKmDNlWDrmECE2ADdfJkL2FCdLuaU7HeJvdeY4ePsTITTh70jLed1wQDEM6ddG8GIxuPYP8PW3bY2st4ahw5VnwX/eaotUpfvkZ99eUFUDgbDotQpzwesVMmYY8kilEVMVn5oGfXvD5N+3HfeO8JOT4dPZbd5i2yNcGvDgLd89zv6Oju6N2OWxcMoUapcvJ1hXJz0MGxrkJp30uUpEItStWEH96tVouk56URGxYJB3r7+eqddcwye//S0bPv+81UqgPbHgmWfQdR1XZiaapmE4HGiaxqd3380Ht95KPBikcd06apYsoXLuXJrLyyk++uhtiMfuIkCA//EK85hDLbWsYBmv8SrllG/3/bXUYmG1Eq2waWd9oBfecCNasreErms4EyHmlReRUHE+/PWvqZo3D29+Pt68PHRd55M77qBuxYodzsuTk815TzxOSa9CXPU1hGpqKBw1ign/+Mc2WroBEyZgc7vl/6kUlmkSqqsjrWdPzKhcDWOhEKHaWjTDwJefj8PrJa2wkJaNG1n78cd7dA6/DyrnzGmNxh1S0EyvtDAfNQ0krgzcRNCx8Hrt+AjQZPkoGD1mr88xhQcLwKPLRTaRfADckAWH72uLhq2hwtB0FQTug/i3EJsBzddC+KXdG8fWB2wjwDYEbMPAfjjY+oPyg+0Hqgru5DBNGHWOVAnGYkI6wlGp0Lvhfph0nnhF2WwiMA+FhcwcUCwEK4Uzjoexo+R9TqdoobIyhHxMGAu/uxbuvUEsIr6rbLI+2T/w4h9L5GzaZ3DWDWJ6WtO47ftThEwp6X1Y+yV8/G944zH44nm47iJ5z6jhMr8jDgSbQ/Rtj/1WImgpHVUqTWoY0jJoSN+dEy0QwfsNl0iq1bYDyfLRh/yw3OK3h+7I1lawTJMl//0vC597jkhDQ6sYPbBxI8qytiRNm/1uRaPoPh+Gy4W/qoqWsjJK33yTrH79WPnOO9JORykMp5MhZ53FgRddtMO02K6iftUqHD7RN0VbWqhZsgQzkSAeDBKoqCCrf3/Se/XCv2kTiVCI4jFjOOnBB/fYEmA+8wgTwkcaJgk0NCxMvuAzLuCnraQqBS/eLYTvcROIW9tQfR2LuGnH3NBA9aJFePPzW+dq93iItrSw/I03GHv77TucW97QoZzzyisENm3CsNvx5G4/2ubNz+f0yZOZcc89NK5eDbpO3xNOYOhPfsKHt97aes6seBy71yutj1Lz1HVqly5l0BkdoMj9Dvw/e2cdZ0d5vfHvOzPX1y27G1dChAjBneLuUIqH4kULFCst0lIoFClWpLQUh6CBwK9AISFAiBB322zWfa/fkd8fZ+5dycaA0lL2+XwubO4deWfu3HmfOec5z8np358Nn38OgE+3OX+n9cyvCfHMuuGcOaySIn8CTSWoT2RRedRt7FX8n/PZ2jMInwwUofyChDi631wMh26fHO/7QfvdkJiCJDkBssEYIylB35Hb7pGlDMi6Atp/K+WpAFadVCcG/00GUL34VnjgWXE6Bzca5abRUCJ6f+p2ISuPvCCmpMEAnHIYXHmWEKrO+MfdcNxlIhZPJEVjpin48Ev4w5Nw/fmw0w4w9jhoaXX31y0S5Dhw/E8kanb9vfDRF1DTCI3NW7e2mHwzTBwFl54uDagB+pbAqvUydtuR8UwaDeccJxG3v/0O9jhd0oBrNkga03GENP7rKzE4nThq6+fxzGPgmAPg+alw658lpWhaEnHbe2d47/Ft+jr+p9FLtrph1kMPMf/vfydQUECopITGVatItLSgtqHKMNbcTOUXX5Bsa0N5vTiAPz+flnnzaFyxgj5jx+INhZj10EPULVzIIffe2yPxcRyHVCSScXnfHIpGjmTjF1+ge73UL1kCkGlKbQQCtK5fT59x4yifMIFYSwu18+ezdMoUSsaMoXj06G9MuipYjxcfjTQQJuImTBx8+IkSJUTXu9AgBhMgQJQoAQJkeZIUxmpo9hcRSoZx3NtI3BviwMaFJFpLxfi12/h0ny/jGbYlKKW6tNrZHIpHjeLE558n3tyM7vVmiOvJL7/M8rfeovLLL0nFYhQMH47R6XuwbZu8wd//Y9qOJ57IktdeI9HWhjc7GwOLkdpKSo7dja/H3sXqj2bgzw6x75mHc/pPhn7v4+uOcQF4fcDWl/uPwlwDkd8DKTrYfyuYc4VwWStA2w6tlXdf8B0K8dekOlHlATa0XQ6Bn4H/5A4i1ov/KBxHyBZ01WS5NTYkxMyeY38CxxzYoYfaHMpLYObzcPfT0i7H7xMH+HAUbn9MrB/uuVbMRp99i03Yk6GLk/xPj4T5y4TslJXAsnWbJ1ppoub3iSXFsrVw0W+kZc/OoyW69uwfJHJXVQfFBaI3mz4HJo0RLy9DF6PRDTWu7YTbn9G24crfw9THNiWWPSE3Gy4+Dc4/UewpmtskkjZi0NbX/THgR022bNvm/667jnlPPEEqFsOfn48nGKR45MgMafHl5JBoadm2NKBtE2toAF1HRaOYbi/CVCyGbhiY8Tih4mKMQICKGTNoXLFikwrE+iVL+PSOO9g4axZmLEbphAkc9Ic/UDJ69Ca7mzh5MhUzZlCzYAHx1lbRZLlqzlhLC1gWVXPmkNOvH7HGavpPsqn67BeseD1A3ojT2f83d26TVUV3BAlRRx0xouiOjp1MYdsmUW+KlSxnvD6xy/JevBzNsXzMh9RTDwp+NmA9f6kspF3PQ9lyFyurquS6fXehYNgwHEOjYa8A4b3yMeJQ8EEz1kdV9N/zu3XDU0qJnq0TQiUlTDz/fCZMnsw7F16YSWcqTSPa2Ig/N5dhhx76nY5jW5A/eDCH3X8/0++8k3BtLQoYesgh7H3DDfiys+Gy/1za8AeL8ANIktN2XyCkKwZOk0uWthF2CzSfKsamKhesKqAB9B3Fb6v9Vog8Dvpg8EwC//Fg/KdUdb0IR103+E7O7Gk4wKC+onsC+WxLRCsNw4ApHwhhSfsk67qk5556DX57GTx5m9hFTP2kY79pg9K9J8HIIULGLKtnMX13+DwwfqT0RSzwCql79EV48vaO/e+6E3w2V6JlyZQcn67BdZPhsH3gH29LBaLfL2NKpaTFUDwBM+fBodtxa/F44B9sSi0AACAASURBVKj9t335Hwt+1GTrtZ/9jCUvvSRXu20TdaMmDlA6Zgwg7TA0w5DKvi2VWnSCchz5ddk24RrX9lepDLFJR2xa1q7tQraaVq/m9bPOorWiQnRDSrH2o4/4+0EHcdJLLzFo347yFCuZpGnVKsI1NbRXVW3anTW9XCpFvGklR9/tkFuu0PQYjgMtlfey7I3hjDpx8nadM4Cd2InFLEK3FIm2VhzHxvFoaA1J/ln7LDvuMFwm/04ooIDjrROoWrcEw+ejrWEFzj1X8PXQcTQXltJ37RJ2izbS7/iXUT6dxid3J9pPd+9G0L5nLiUT8xl+xBHbPd5vCqUUh9x7Lx/ddBNLXnsNx7IkFXvPPZu0/fm+0G+33TjtzTeJ1NbiCYU2Oc+92E4kP6EjfZiG+1tSuaBvowGwVQ9NJ4I5B5RXGirjSKWgvQ7oD3YNWBvAXAjxlyB8MwTOgexbxadrG5Awm0jZUbI8Zb0Rsm8JnwcKcsVGIp0+S0MpePw332y766uFcHSGx5CIUkW1kKm3HxVR+XV/hKp6iTAdc4CQmsdfctN+toxNISSu+xSk6yLgHztCIltp5IQkwtUZ7RH41X1CyPLdSy2ZhLuegKfugI++FKd3LSnzX0Eu9CsVv63uvlm9+Gb40ZKtaFMTy6dMQSnlGlV2JM/b1q1DKUXB4MEE8vNp83oJ5OQQbWjAMbfQksWNKinDwOP3g6ZhJZM4to1mGBn9kOPuJ6tUqonMeJw3J09m2ZQpmPE4KIUnFMIbDGL4fKTCYT668UbO/vhjdI8H2zR5/5prWPHOO0K0tkACnVSK3SZDThlEm40M0cvrl2L9rBuB7SdbAxlEkCDtiWYcHZRmYLSaeOot4srk62eeYbdf/KLLOlWzZ/PRzTcTb27GtixaN2ygeMQIjmmvhPZKIVRtLSx59VXWjYkQnWCgYnbGwdAxNBpPLCbpdfh2Srftw5zHHuPrZ57JkO1V771HVlkZRzz00Pc4iq5QSmWunV58S1hbSEuHbtk27zSrDVpOkdQjHpdsxZHUpF/+b61GbrcRcAwgBE4Yok9C4m3Iuh0Cx4u+qweEzVYWNNxOnvkptlJYqoDcnJsZlLXX9h5xL1x4vXDWsfDgs/I1J1OuPYMGN10Iu3/DOqLyYlhd2ZVwmaaQu5JOQfQDdoOvXhEipJC+htfe05HCW7tRBPWGIeun+yPmZAkJO2JficwlUl33H4nB4G5NRWYtkOXycoS0rdsothaJpBC+O34Bl9wuac+soOi5LEs0Xjtvg2arF1vHj7YasX7xYmzTzBCf7oSlraKCqjlziDU24s3KIlhYKJYJSoGmoXV/dEGaQnsCAbyhEKlolERbG6lYDM0wyC4ry0TIwjU1FI0cSZ9xUqH06mmnsez11yUvn244HQ5julVxmmEQb22lec0aACo++4wNn31GvKUFBeg9jKUzhuwL0cau78VaNPqObybW1LTd586Dh0HWQIxVLfjXxQmsiOLbmMDOMggui7HinXe6LB+uqWHaFVdIGrWkBF9ODqlIhKaVKzvOP9I0e/2MGSz3rUKh0JRC0w00w0BzFLZlsowl2z3e7YLjkHz+DyTPHk7TceV8csuNKE2JPYVpkorHmf3oo8z/+9//vePoxfeE5OY/UtvQZSG1FJoPhuQsd1thsMMIsXJc0pWOnLn7Uj4g6v47AVYNhG+H1is7+gJ2w9z6G8i3PiKpsohTgGnHiLReQ0NizbYdZi96xLXnwbkniNlm/1KpMvzdVT0bim4rbroQcH2qHFsiSPGkpNYKOgXE6xrhpCth0EFQth889pLYWpSXiHfVwHJoaBa9VPou6fVIajErJFYKF54i7X8iMZnC2iNSMXnhKV3HZFpkGhosWS3NpnVdCNy8JdKs+vB93U4PMRlbfbP0fvwxG5F+l/jRRrZyBwyQVJ9pbvbp1bFtEm1tnPzSS7RXVbHyvfdoq6yUCTkc3qSUxDZNlFIYPh/enBysZJJgYSHDjjwSLIuNs2ahdJ1hhx3Gnr/8JUopInV1rPnnPzECARzTzNgOABmRvO046IaBNxTCcRzmPf00jStXYsZiOLaNlUpt3uAEuX873Yz5UBKR+qaWFHvae7LU/hd2QAPNwcnS0WIWue/UbWLounLaNOKtrfhzczETCXSPB80wSEYi1C5cCI6DPy8P3fULc9obga7pMaUUtuPg+TfGtRzHofHnu5O74StsR7FgrY2TAsNpI27roDR0w8BKpfjguusYctBBZJf33ol+0NCLwWrs4QMFidchsIVOC44D7TeAHZdoFj6xeSABKj1DJkCVAy3gJBGjU4cOLy6PVDGqXEh9BakvwdtVl7g+up4h9jRyVAuaW07SRDntTpDVbVMoKv6RGxh9C/h9QlquOhvqm6QJc15Ox+c9tcHZGk45HNoi8JuHpSpPU9CnQP5+8V2pZrRt2OcMEaX7fTINRVLSBgikOhBEvL7HeJi9SAhbIikVjS/8UfyzBrkRrMdfljRgvz5w80VSAdgZu4yR6a6pVXos+r2yj6h7Ga5YJ0Tt+IOE6BmuM/+4TpaMjiPjeP8z+fuQPUUL9l/Q7/4HgR8t2cobOJDSCROo/uqrTUiK7vPhz8ujdOJEIjU1pOLxTHudmffey1ePPopt23j8fqxkEjMWw5ebS6JVepQ4to3SNIpHjSJYWEj1rFmc/u67eEMhlKZlKgzbq6uZesklpGIxrERCKvA0LWO2aVsWZjyeGUvtggW8ftZZVMyYkUlNWpvTknUiXys/gh0OhUidS8oU5BQpalaMoN8R38x+uczTj/Hv5bDctxI1sgj/ujhZn7USW17DTj//OSvfe4/5f/sbTatW0bx2LaloFMPvx7Ft8c0yDBKtrTiOg+H1SpROKQ6++26qF73G6l0dHE2hbDkGywOGpTGKf19Me8Mrf6O0YjaWpuMoDVuZONjggEdzMNOWFkphJ5Msff11dr30WzwC9+I/D/9ZELkJCfK7jo4AKgesjVte11oHdjVopWBXADoQRFKFccALqhhUQQfRUilEkJ+xvQQs0EJgJyC1YBOyZcanUqxqSRLEQgNsilQlGkW0bm2MvegRjiOWCMmUVMuVFbseWC6iMXj0JXFtT6bggF3hijOhOB++XiaRonE7SLqtJ5x/Epx3ApxxHbz5EdQ1SVubD7+A596GEw+ByjpJ2SnNFa0nO0hWGqYllYNZQSjMFcK1fC0sWC7jVkoMU4/9iYjaPZ6eyU9BHtx4gQjk0z0VozHx0Qr4hcRpGrzxIfxkdyFRZcVdt/XgP+DZN6Wdj0KO69TD4Zfn9hKubcGPlmwBnPXhhzy9xx7UL16ceU/zetF9PjTDYOPnn2OlUky/4w5CRUWUT5rErpdeSsWMGaz54ANsN6JUMHw4eYMGUfH55wTz8sjp1w8jECDa0EDdokWY8ThLXn2VieefLyJ5J4Udm8PUC6+lpbJdCBa4fRMUmteLnUyi6TqhkhL67rorw444go9uuYVkOIzh95OKRrFSKVl3K9Gpuc/56TPKJrdvEqVEn1a7VGfuS4rSveZTOu6bGS4e+PNfEr34YlpfnCdRQKUo32UXWtau5aObbyYViUiq1rYzxM+2LJrXuurNTo58uteLPy+PukWLOPzgy3jmnd8TPqoMB4UDaCmHI8IH48n+jiJbyThMfxVmvQO6B/Y6gaYpT1AGOG52fcdSjS/W2K4/jSPmp6Ypad5olNmPPcbI444jp2/fLe/rfxgrEzA1DG027BOUl/FDuvFmXQHRB6XyMO1xrwKg9QPPphXAXZG22/aANgDs9TJzOgHZju9AyH8O0MFulyhY/GW3UbWDEDNTXOaVX7anlWyyl3LnQyx0OvzJNVJ4KaCOSmM7Xe57wbqN0vbm83kS5QGxKPj7XTCkv9yqrvsjfD4fivIl1fbRl/D6hxKdSqUkGlWYJ1YOndvqdMaXC6R/ot/XUcloW/DRLPfWJz3tAUkPpnssQsfn6cdoyxaSEwwISbrjMTjp0K7LJ1MwfwXU1Lt+WmO6tjI65kAR4p9zo0TMahqFaKXHtaFGUp6VNUKkrr8XRg2BY34C+02SisWSQkk/gkxXL78Hxx7Ya++wLVDOFsTV3zcmTZrkzJ49+3vf7/KpU/nsrruonjMHb1YWmmGQikRQbpOpoh13xLFtTnzuOfKHDKFqzhzenDwZf04OnmAQ3ePBcRxqFyzAl51N3uDB1C9eLHooN1KVN3gwI487jgNuPg3armTDl5VMu3k9WcVeapcZtFU2ghJioRsGutfLoffdR/+99qJo5EhePe00IjU1ROrrRRSPpBkdx8lEwzSvF192NkrTiLe1YcVioGmSfrSSlIxMkdffwDRLMe1RpMIRAoWFnOoWCnwT2KbJxlmzCNfUkDd4MFVz5zLt8suxUykxgbWsTGUmAJomRQmWhREISKTP58OxLDyBAMVjxnDW//0frRs28NW051iTs5G8/DIOHP1Tivp+c2+r9qoqlrz6Kg3Ll1M8ciSjmr8gq24ZBLPl7hptZ/26esrNKkzV8Qwyc1WSL9eJaDXdaDZNyENFRZSMGcMpr722Vd3c/yKmtsNt9UJRdCRes2cA7iv9gRGuyN8gcheSW88CXCVy3jNgbKE5vONAy6lgVbrRq2axe3DaIXgBZN0kEavOSK2A2LMQfQJIgTYYtD5Aq5C2/DdkHNZG0Iog+U9ovZQ6y0dARXDQcdDRSKHQcIqWke3t08PgetETTBOOuQw+/UpE5iC/bZDo0dxXIWnCWb+SyE5zG2yoFv1SPCHECzqsE4J++OBJiQR1x/X3wp+fE31VZ0SiMGooLF4ln5mmbLtz1Z9y/5Oeng1D0ntKdShfGmbKZxtr4Yb74K1/CRFzn9kJ+IWQ3Xtth1bMceCqu2DadKhuENF+IulqvsgkPrAdOT5dk0rKdMQsN1sIaH6OaMXqm+GGn8PkE7/tN/PDhVJqjuM4k7a6XC/Z6sCyN97gk9tuo3H5cjSPB03XKRo5kkBBAS3r15NVVkZOv36U77wzVXPnUjN3Lr4cSfAn2toonzSJ5rVraa+spG3jRjTDyBCtnL59iTbVcNbLfrwBjWXT4ky/dyVZJR4cJ0XT+gJaKqqxk0lyBgzg2L/+lcH7758Z21N77ok/L49Eayt1ixdnUpGpaJTS8eMxEwkOue8+Pvn1r0mEw9QtXIiVSuEJBvEGg8RbWyUSh6RJPcEg2X37Yni9nPbWW9tkAro1NK5cyd/235/22lroRALpZIWh3OIC2zTxhEKkwmE8oRCeQIBULIYRCHD2Rx/16Cu2PbBSKRY8+yyLXniBSH090cZGggUFIs5vbsDbXMmxJ+xCfoF7J3RswssX4TRV49dtLDQcFJpjUd9mMWV5kNb2JJ5gEAcwvF7KJk4k1tzMoffdx4C9f1weVxEbDlkPQQV+DVpb41RsaKVZNzhk0VpuO2IgO+5YvMl6LS1x3n13JcuXNzByZBFHHDGc3Nztb6QcI0Y9dfjwU0LJJl0LtguOA/E3IPY02LXSWif0C/D0MIN2h7lKWvs4bSKOVEpc57N+3RG26AnWRmi/RWwgHAXGAMi6DZIfCxlDgekSN8AhSZOTi+VYaEpDUyFC3jH4CqYAMYg8IcdAErwHQegy0aP1ogu+WghnXA+rXUf1dDY3PQ0W5QmZqKgWIhVPCvmIxDpImcfIuAXhMaQVzvRnN93X7Y+KtUJPZOvkw+CfM4WsmJbsw+xUG5Fue9P5PY9HxPLJJAzpB/PfEMK480mwfF3P7j+agjHD4e1HOoTu8YTYS/zmYVnH7xMtF+7pSIfTLLeRtdeQ8wAd6hRNkz6OliUWEfddB0fuv/Xz/7+IbSVbP+o0YneMPO44AoWFvHPBBfjz8vDn5aEZBtGmJlrWriVcW4sVj1M7fz7+vDwmnH8+FdOno5Ri0sUXs+PxxxNtbGTqJZfQXlUlvfT69iVYVIRSiuKhUax4O4R2oGhYGADHUSgFhUOzKRg+inBtLYc/8MAm5p1FO+5I4/Ll+PPzCRYWig2Fm34zEwl2v/JKBu2zD+XvvMPSKVP4+JZbiDU1ZXrpgWjJUApvSH79LWvXEigowNiWBlidkIxEmPf00yx/801s02T4EUcw7LDDePO888RM1W0534XIu3eCtKDfEwxKkQFgJRJSXKDrBAoLmff00xx6770dq1pW5nymDUhNB6ZH5ZWvwxFZMLRThnH6nXey/K23CBQUEGtqIt7cjBmPU15aij/hIVJv8eVX6zjsUJfUKY1gYQFzInkMja8gW0viABYawTNuYMiiZha98AKaO8bcgQPRvV4cxyHa2JPA+n8bSxIy+fh1aGqKsXhxHZqmIEdjpqlz3nlv8sQTxzBmTEdabMOGVi65+GVSyRbCkVzefXclzzwzn6efPoa+fXO2sDeBGY/TtGoVq/pUsahotRsJtskljyM4ihy2vo0eoZTYLgSO3/51jWFQ8DYkZ4qpqWc06CO2LmLR+0LOn8R3S+XJv+OvQ/QpiXQ5JjjVSLxQR2FTqBIixNfyQS+A7BtlW62/hNQXoAoBJQ21zXmQ/9K2VVT+iNAWluiP04loQYdar6kV+hRKRKe5Xd73+zotgOiq9E48ekO1VO+VFHbd15nHwH3PiBN9+habcrVRF50Cvzof9jxdUpOOEiIVicrvyuxWlKopqWxsbZPm1jddJO8/8gKsWL9Zm0VsB5auhlOulsbaffvI8VxxlvQ0vOZuWLm+g2R5PK6mq9OtO9nJWiJ9S7dtGWtOllhd3P4YjN9Rtt+LntFLtrqhdNw4fHl5+HLF+S1cW0vjihXYlkVWaSm+nBx8OTmEa2pItLZy0gsvdFk/u6yM8eecQ3tl5SZeSLoPNF1OeeHwEIP3LWT1vxrwhWyUHiEeraZ84kT67rbbJuPa9dJLeeeii4g3N5M/dKhowhob2eHoo9n1ssvos5M8hXtDIYYdeiizHnoIbyhE20YR0Nqu6F4zDIk4OQ5KKaxEAk9wMyrPHuA4Du9fdRVVc+YQdIna4pdf5utnnkHpeialasXjm9oyp2HbpCKRzC/XMk2UZUkjbejSbLpi5kym3357pmF0/732Yu9f38qN8TxmxlznIgceboIrC+DCfAjXVLPy3XclWqcUidZWPMEgVjJJuLaW3CwfAb+HysqunV01w8v43/6OFasbWTrjPfIKc+l35mUUDBnG+C++oGr2bLL69JHz5kBt0iZiwup+IxjigPeHlDr7lgiqtPWnw5q1zei6hmFo2IYiRwdQPProbB5+2DWhdRIsmHklv7vmE7w+jWgswOvvH8W0fw3hz3+exe9/f9AW97fy3XeZcdddRIf6abp2BP4aLyUjRqH5PLTRygdM40RO/nYRrm8K5Rd91rbCboL22yE5A0iIPiz79xD7h1QlKgPMFXQI6YVwiYWELcvkPoOthlP5yT9oXjSN7NIgAyYtwPC75WXJOohP+2YE8n8YY0cIWenGtTLaKE1JJWEwAJG4LGBZnRZwYdsdb2Vt5vY5qC/88Vr45T1CTEBI2vWThehEY1JRmPbe0nUhe/OWiL1Dejya5npvORLx+tX5UtEI8Mr7MpZOXHBTKCGZz70jjvFp7D4O3npYxvfuJ3K8PgNaTSF26fFaPbuRYDuiCcsKSSXjJ1/B6UdtbhC96CVb3eDLyWHieefx+Z/+RPvGjZjJJFY8jtI0ku3tGZLiy82lcubMHrcx+IAD+PL++4k1N2ecxqONjXgC/fBmt4GTRCkvB940krLx1Sx7Zz22NpjxR5/JqJNP7rGFTtnEiRz9l78w+7HHaFi+nL677srOF15Ivx6IWaikhH67707FzJmUjhtHrKmJ5nXrsJJJdI8HM5kEx8GbnU2opIRYc/M2pxFr58+n5uuvyS4ry+i8ssvKWPfJJxSOGCGO5m1t0JlwubDTlhBKQ3NENK/5fKJ3siVm3bJ+PQP22QeA5rVr+eDqqzH8fkIlJTi2zepPZ/DJ5dfz/E2P41UQdSTKpTlwbS18EYObNlRmKjtB/M/SFaLJcBjKh2OxCr/hdDzitjRAQRme8fsxemcDTulqVFO+yy6UTZxI9ezZkJXNsoQD7e3U7X0Qb+aN5NmN8HgZ5P5ITL139EFfD1QlHaLRFH6fga1LRV+fpVUE8vwsXFibWd5pu4Wdhk8lEsuiPZyFYaQ44/iXaGo9j3/9a8sEqW7JUqbefS/ZwRDWYWUU6BGslmbql0Dp+PEEVJBGGmihmXwKtritfwvsNog9B6k5YIyF4Dmbd4R3HGi7GpJfgt0ApMBcC00Hi8hed8Mjdj1d6UD6wkqCEyCx4Vjevb6GhlUmtpVE0xxCJTpH35NNdh9d9GORh3rJVjeUFMLVZ4uvVMrctJDbtKGxpSNdZttgKiFCdqdKwc6rTdxx06hWGpNPghMOFlKUMsVaodwN9vq8kqo0LfkbxLl93EjpjZhO1TlI6jAvB0qL4KBOSY9MBGwzbMu1haQwX0hcdxTmwW2XwYq14r3V0t5xxSlk3XSFpHK3l456aZ326SDar15sHr1kqweMnzyZWY88QiISydB6x7Zpq6wkUFhIdmkpViJBTv/+Pa7vy8nhyEcf5aObb6Z1wwawbQpHjuTAO+5AZc2C8D2Ag6YUo4/SGH3SpZD1262mHkrHj+eoxx7bpmPY/7e/5cMbb6R6zhw8WVkE8vLQvF4Khgwh6fp3aYZBMhxmxdtvYyYSDNhrL0onTNiiWL5l/foM4ewMpesk2tspHjWKhuXLibe0iCeVaaK8PuKpFJY/iGabqEQS20xh2DZOKoXpuvKnqxZrFy2ifskSVk2bhmPbmZY0rY7G0tw+zO03irZ4AtPrE6Eq4FdyMX8Zg5dDfSlxqyCVppHdty+t69bhAN6sLGwUsZxydh+VCy21cqcYNhHO+A3oPf8kNF3n8AceYMmrr/LSq+/QjkH8nONpPeRY+hiKlQl4qhmu3gYnjeq5c1n88stEamsZsO++7HjCCfhzt61dy38LNAX39YErahRL84PEXR3HsI+XkF3XRls0RXl5uvjgIVTsEfJyLPJzIthOPeur+mGZOvvtNoOlq3662f18HoXrqnU2XPMg+7VN5VcjHqRCG8HbRcey0SyntDbAxOJ20KOkSG12O98VvozCY82wJgU7eOHinI1MiO4DVq07Q78Akfug8ENJMXaHuQySX0vrHjTX4NQBJwp2JaDAKIXMsWTq0ZBYogP2Ar5+waRuuUN2ScdtI1wPnz0S47DbssHxyPasKtB7veA64+KfSurrZ9eLKD3dm9B0G017PBKJcjuFobtdw9JO7iDXut8DhgcuPX3L+8vPhQu6mYw+9aqk3qrqZNuD+sLIweLyXlUnJKg90iFa97k9DwvzYOzwju0csz98vVT+tjZDtgaWd/Q67An9y+Dx38IfnpQKykq3d6JlbUqgupBOJVE9062B2nPCls/Djx29ZKsHNK1eLXYQ3eKndipF85o1BAsKSEWjjDvzzM1uo2jkSE5+5RXaN25E6TpZpaUuQRkowtv4NCAK3v3Bs9t3blQSyM/nqEcfpbWignhLCw7w7sUXk2hvx5+XhxmL0bxuHQqY85e/ADD/739nh2OOYd+bb94s4couL8+0OOq8TKi4OGNB0WfsWJLRKOGaGna+4ALeeXEKasEcNF0D3Yvj8aKiEWzLxPB6wbIyNhooRd38+bxx7rnkDxmSqfJzgBVJaC0pZ/WeB2Mk4qS8vsxncUdSW0U6vJNVzu2HHsrqd98lWFRETnk58aYm4q2t6B4PscZGxpx5NmOvugoizUKwsrceETH8fkb+7Aw+2PMMSnT3yc5FgQ7vhbdOtpa9+Saf3nEHmq5j+HzULlzIirff5rhnnskUW/xQMMgLr/dX3DO3hadfWEzfaIwQEIulCIeTnH/+BDDnQ+QpwEDXvcRiJh6PzYCyStZt7E9uqIGTTuq5GGJ5Aq6sAau1lROfvobLLp/NtNajeNi5HjwaPo/FopZc3g7ncXH/D8jzFvLvzCJOj8BVtULsszRYFIe3488xwt9CSAt11OvbDdByPhT9S9zhU7OFVHn2AKdRxPQ4ki4Edz0PKFhn9+HTyETGUM9O+lcYKi3G6XwvMlj5fykCubi/QZllQwU2G75MYsbjotXU8mUsvWSLRAL+/iZM/VSiRxefBlWfwF1PwvvTpZdgMNChRQIhEDhiANoeEaIxsFz8rlAijjdNGDqg675MU7yx/jVLdFhH7AujOvHuv70h1hOGDrlZ0nJnzQYhfkP6SWSrtkEsKhpbJaWnabL86Ud1FdxffQ48+RpU1rIJPAYMKpeqymgMzjhm8+dnzHB49g9w1vXw6WzRqyVTQtLSVdjpqJbuFpfrSj5raIKzj4Mdvnmx+I8CvWSrByx+4YVM5V5nLyiAeGsryXCYnS+6CDORYN4zz1A0YgR9d90VrVtbeKUUOf36bboDYwfI2kJJOeldOjStXEmivZ3SceM22f62IHfAAHHLB455+mlmP/oo1XPnEigqIlJfT3bfvtLHEYksLX/zTYYddhh9d+nZv6ds4kQKhw+nYflyQsXiehdtaKBo5EiGHX44C559VoTxts1OZ5zBLhdfzAM5wxh26anymOQTcqVsG8vrxxsMohKd0o1Kia4MaF61Ctu2CQAxGxIONJcNIOn3Ew91OMzbuCFuB7IV1Nuwzy2/JrdvXxa/9BKxcJiRJ5zAuLPOQvd6yenbNyO0J29TX6MtQXNf3R8iHbZud2DG43x+770E8vIyhQu+nBxaKypY9sYbjDvrrO0ay38DNAXXHTuMsrYoTz01j9pYitxcH7fcsi8HHTQUwncjrumKgF/yNvGEhmGYZAVbqHD2YfLknh+Jn3crpMa/8gSThq4g4QvwROgq/J4Ehi7fd5lexbxUH+5ZewKfBwzuLYUdtq/eowNWlZiU6gPFdqEbHmiCkIJsDapNqEjBbcEPmGuOYZSnikLVVxh+VgAAIABJREFU7ka3AkKwwn+D+COALQpo5YesG8W9snOGEPmt1zol/D5xFbNTYxmtRvNA4EKyiOJRnaJaAMSl0LHLs6Db4xUHpReD3h+Igz7oG56M/x1EorD/2dKmJo1X3offXga/vwpuvRj2OgOKC6CiSgTjSknkyueVtN+ytUI+NlSLU/vwAUJ+dh4j1Ytp/OtLOPYXopFSCDH6x1siaD/Z1Vn9/i/imZWuXcrJFjIYS8B7j4uR6hV3QXtYbosObvSoh1RhVggu+alEpWIJGXd+jhA+Q4fcHCF0d1wuhGpLiMXh6+XQ1Cbr+n0Q8guhaosIyUxZQv6yQnDKoUKw9tkZdhz6Lb+kHwF6yVYPWPvxx/JH5+iOm8TPKS9n92uuYebdd0ubHMdB6Tp9xo7lcFeU3rJ+PWs//BAzHqf/XnvRZ6edttvHqmH5cl45+WSaVq8G28YTDHLQ3XczcfL2N45Oo2iHHTjs/vsBqJgxgw9++csM0QJQrgfW+k8+2SzZ0nSdIx5+mC8eeIBV772HY9sMPuAAdr/6arL69GHcWWfRXlVFqLg4o1crOexIVvzyTob/+Q60SARHU4RH7sSSo05nv4d+TSqREP2Wrkuaz7Lw5eYSbWggp39/2ior0bKy8YRTeBvriZT0Q9O0LnONAxQb0GCL15PP52WXiy9m0kVStvNNfcS6w1BwSJZEsUr1Dm1Hkw0X5m153ea1a7GSyU1Shp5gkIrPPvuvJVtttDKb2WygggABxjOB4YzIiNGVUpx11jhOP30sbW0JcnN96BlDIlNSZk4CRYJgQOH3y0kLBeMM3SELtFXApg8f61KQFWknf8k8guN9VKh+pHQvIT2Bcitr0RVB4pSzjnPVg3xSN4KBpafi9wzsujEnJZYKsefFTsG7FwQvB2OQtOtpPgXMWXIhaTkQOA+yfwNKtFK2I6nDch2qTFidEgoZIkLYyWKJOYCxxjrytEh6hxB9CPQi8c8C6ZkYvgt8h0H8BbA11x4iRTv5NFh+WtVOlPuK2VPVUOv0Zb3tY6yxGJ0UHTOtww6Hwpx/gNHHcW9TOpEmiyH7lqP7yyR6FrpYjuVHjgf/IUQrFOhw40gmJY139rGiZzpwNxF49yuVNJ7XK8+GBbliE+HYnewYTFi6Vlzlf9upgcTiVXDw+R06KgeJiC1bB/f+FQ7ZS3yqalx/q87weSXCFU/K+gmR1XYYiNpyDd7/d5g4CvbftWN6+uQr2Hl0h+5Lc0Xt9U0w9VEhkdty+zN0l/Sln31dzy3DENK1985SfTiwDH56JIwcsv3fxY8ZvWSrB2i6Lk2je+ib6DgOUy+6iFQ0iu7xkN2vH4amUTFjBguefZacfv345PbbMy135v31r4w66ST2uu66bZ7wbdvmucMPJ1xTk3Esj7W08M4FFxBtbGTv66779sfoVg12h4P4cG0J/rw89r/1Vva75RYclySl4Q2FKBze9RFqcj78/JwrqD7jEkqXLyCcm09t+WDOqFtC8J2/0rpxI1YigeHzYSWTBPLzUUrhCQY55sknWf7WW6z96CO8njw2nnAutseTiTB1VunUWjDQC7/sFJT4rkhWZ1xdCGuSsDLZMf3tEYCzt0K2/Hl5NMc9LK7KRdMUIwrC5HhNzERik8rV/xaECTOF14gTw0+Adtr4kH/SRhuT6ErIDUOjoKCb1YCWg7izhySy48TQVFooMwJS06HlM8h5CLxdt7ezH1YmkyigsrKUXfRmLM3AIeH+LB00HIpVHbsYXzBQrWSkWkCy6QX8vt0AS0iV/3iIPCjWClqBWCQkPoPU15D7ArQcB6n57hgRUhR9EIzhEBQCrCkoNyBiSUTLg6RRPjUP4BDPe0TIZb1VTJ6KADHQytxwqzurOpaYn9oVsi8VJHP1Ooq4neKt5GFEqAc9B1sZ6MpPu1NEiiA6SWEKTjugMe5km5rFUL0QHFuhdA/5AwrY8xdjwCgD/+ng+8l3dh38kPHGh65CoZNdQ9qxfdoM+NnRcM050ganusHVbMUgNyQEJpGS1Fl2qEPbFU9Iyq+0k5XZVXd1eGalo5aOI8SpuQ0WrhDC0qdIomOBTsU0yZSI5fOyxbk+JwvaHJdkudWQtiPi/UtvF+H9NefIurYtBHBjrfh2KSWC/YBXyF33W2Bdo/RonLVQeimefpT0W/R45FjTZDG9mm1DTj6ceLCcq158M/SSrR6w0xlnsGHmTPHxcUXbjmtjECopoXn16oxPVMOSJXhc36p//upXHYahZWUECgpwbJulr77K0EMOoWzCtikIV77zDpHaWrFrcM1BdU3DMk1m/uEPjDjiCErGjPlWx1g2YQK+7GwSbW0ZrZCVTKKUYughh2zTNpSmbZNEZic//LkM/tToYdnonemjww35cMKQUcy54AK+fOAB2jZswHQc/Lm55A8ZQqS+nvHnnEOouJiJkyczcfJk9jFh0UbwRKQY3sKtmHFfhoJcDYr/zRWB+To82xfmxiWdNMgDY3xyU0ulLObMqaa9PcFOO/WhT5+szHrTZjTxZM1+xNsj6B4DXcFxg9YywuMw+uSTM8s5jkNdXYRg0EN29tZzYo2NUb7+uoZAwMOkSeV4vd/dCVjMIuLEyXIbg9txjbYNML3gK8YW7oSPrYwvtQy0YnBa6Si414AA6FniA2W3QvgPkP9Kl5nh1Fx4q6CA5kEjYNYaJuwZZ+dRc5jNbhSpBjTNod3OxkExUZ9PTOXgI0HAXgXxSjB2hNRciP4N7GbRLrmRKvQS0VNFH4bUQiDoinRwSWEUIg9nyBaIrcgtdZAEAkoEyU+kLmdvzxcUq2pslFQBqlzwHAvm+0hrHj8k5wL17pZMcNKNqBVg8bl1IlNSp1Om14MTYb4+loNUFIN2NGIIvfPKtkjhCSiOvMuhdrGH5o1lZPXbm777PoLm/WEVWnwf8G/hEg25zwalxfDyn0RrtWQ1/N9M0U3VNck3FAwIGQHw6kJINtZ13dbiVZtuPx35TttJgPQovOQ2iSD5vUK0kiZccnqHU7zPI9E1Qxendl3rEOn3KYIXp8LR+0ubnEP3FgNV25Z1ANZVwrABQio7o6YezvyVkLZYAqZ+Ak+8AjddKBGzuqaOMUOHQN+y4eCu1o+92E70kq0eUDZxIqE+fWirqACk0k43DEKlpWS5ZMtMJLDTvQkdB8dtGo1S+HNyiDc3k1VaSsGwYThAxfTp20y2WjdsyOieMhMA7m05lWL5W299a7Kle70c+qc/Me3KKwnXyV1DKcWe115L0Q5b15NtL3YJwPP9ultvKXa5+GJGnXwyXz38MCveflsqJCMRRp96aiYFmEaJAW/1hwPWQ6MJG0zxtjKQCXCUT977OAKHZ/NvhaZgUrcgzurVTVx22Xs0NYnC1nHg5z/fmfPPn0BlZRv33DOTAaOG0rZuFfGmZlK2zksrB3HM0Yey4PEKdt/dpm/fbO677wtqasIopfjJTwZzww17b5Z0vfjiIu6//4tMlDInx8+DDx7Wo3v7N0E1VXjc28QbdzQx9Z42klEH3QOf7XwbPx1SReuqFeQPHcpul19O+aTuRsop0AcAOjgtYK0BQogGKa28zZG+gk4YVMcX18eAv/VTPPWrX9Ny9UW8d28xhx/wEM0/K2SxZwzNdhFD9NWcbrzAYL0CLzb91So0fIhFQgys9eBE3H2lwBhMh5OlD8yv5TPVjaA6SvywOuGoLEjZcEG1aAgDGhR6SnnA/juHO7/hGM/rSGVhGyQekZXsSiAANJBpdq0CQCITpULlMkqbi0aUpKPjdVqpsjVets/gBO8LGDhIc2vAM0miYvYGlCqhdL+HKdWLhTxmxu70fEw/UlxwMlywSFJrug44QnRysiS1l4bfJ4Ti4D3h8jNgfRV8tQjOuUHE5mmkm2Lss3PX/fTvIxGrzrqqNGkpLYSdRsjfZx8ndgp3PibkJhiAXceCR4P3PoVjDpB2Oi3tHelEB4mkFuZJBWBrO8xdImRr6ACZJhyEuClc7y8lBLCzVusfbwvR2lAt0bb0GK+9V6ocNQUFOdAe7VofNnzg5u0terFt6CVb3VC/dClvX3ghWaWlhIqKaNu4EcdxmHDuuaz96CPpOZhKYUajoBRK07BSKeyEq060bcx4HEcpmlavJhkO48vN3WpqrjMG7bdfJpqWplqO4+AAvtxc4q2t38mx9hk7lp9NnUrV7NmY8TilEyYQLPz3/qJ6yuqFiorY/9Zb2fv66wnX1BBw2+r0BI8Gj5XBGeLVimlDFIlqrU1CloKv4/9+stUdtu1w2WXvUl8fpawsi3h2gDW7D+Oq4mL+sijB2Op2UkrhD/nxjx6DlUjQ0BBh/fJWXvmohWSykb/+9WtMpRix10BKcn3UVLfz1FNz+eKLSl5++WSKirq6Jy5ZUs/dd0+nqSlBdXUYx3HIy/Nx2WVTef/9szCMLbSL2UbkU0AtNUz9bROv/7Y1M5GMMJdQOGM6/5wJA0Jhqr/+mmVvvME+N9zAXr/6VUf61nekiMW1MtCyxT/KDkv0iPTxpAC/+15X9PXAr/fYgdjU11j1/vu0V1Zya2MuT44YyJSIwS2+OyjWmrG1LBQx/JqFnq7yM1eASkeDwuLWjiY6LZDokjEOkp+LaF11bnJugadrWlMpOCEXPAp+XQ85GgQ1GyM5h10DX+LVAq7fUSsSe/WL2Icm2R4GqHR7KLfkzT2hw/VF/M5/HavsYbQ7WXxu7sM061gO0zdImt5ahZicaBKlU7mQe2/XZtlOAiKPdzS79u4GoWvA+HGrl08/Cv75BbwyreO9oB+e+V1HtCmNpathyj8l1bbPznDEPtJf8NUPJLqkuVGeYf2FNHXGnVfBoedLuq+zQsNrwKsPdDSjBjj/JPjpEXD5nfDyNPhsHny5EErfkwbSV58j7vNrNrpmphqU9xF7CBByFXCnlI21Yh3h94oxqd8rWrOGZiGMncnWzK+FwDW1yfGkf6aWBYtWSRrTsuX/aePWWFyiZ734duglW90w98knRbxbLJGBUJ8+ROvrWTVtmtgZVFVJi5x4XFrSWFbG8kDpOo5pZiJcKCWtYlpaMo7024KSMWMYfNBBrHz33Q7dmNuaJ1hYyJCffHdaDMPv/6/p62f4/eQNGrTV5cb4xUD0Z5VQZ0lyxaukWrHFhtXfs7leZWUbv/jFu0yfXoGuK9bUREj8/njIC2KE4zTWRfi4oIDoSbvQ71NxFtS8XtZuqCeZNGlttdA9OjEbHNNk4dIGPEEP/roIhuPw5ZeVHHvsCzz//IkMHNghDHvvvVUsXdpIPN7xCFpfH+PTTyv46quN7LFHzz5w24Ox7MQScylT/9CaqaDTHZPd+ZIoASxbJ2lAKCCR3VmPPMKQQw6hfGf3sd9/GCQ/lHY22C7ZaAV9qHtdW2JPEDi7Q9/UAwIFBYz9aYcf1y7AfRYsbTmd0uTviOCnRPfgsx0hHcpws3RpwpkFWEK49H6S7tOyIHgZWMsg8Z7b80QDkhI9yrmtx7EcnQMhDV5vqWA/53ccEHyFPK0NHV+Hshhkf57RYDWBvUbGoLxSNAAdyzntgMVB3g/Z15lOxAnwc99TePVBBL39gP6gFUpU0BgB+mDwHiCas9hbsh8nLjYb5jqXNCpIfgbmUsh7edM+ieZq9zvRwbeftAv6H4VS8Nc74drzxCk9PxdOOxxC3Zzfp02HXz8EKCFIM+ZKZeCjvxYC9PRrouXaf1e49lyxVOiMn+wOD98sUaKwy6X7l8LHf4Uh3ewhQHoTvvp/kp70eITw1DSI+eihe8Jnz0v06orfyVgL3CkkHBVClY6sDSx3I1J5ZCx902SvvNsYSwtFUJ8+L53PUdpeImNQKrEDskLwi614ifVi6+glW91Qv3gxRiBA85o1hGtrSUUi4kSuFEopzFQKj9+P4fN1kCqEaHWB42T0VrkDBrD4xRcZc+qp2yzYPvX113n7/PNZ9OKLYuyZm0t2WRkD9t6bQQcc8F0f9g8Ouwak+rDakolPASlHYhjzE9BuQfb3kEUxTZtLLpnK2rUt6LoimbRJjOmH4/NgVLeRBHKzvQwoy2H2jmVUzl5D32icSCRFS0sM03QwTQcSnZqbbWjGLM8jMbiYQGUjjgOtrQkefvgr7r774Mxi8+ZVZ4hWZ4cS03T4y1/mfCdkq4ACxlfsTyrxcua9bNrRMUm4eq1w0iDksdAMg1Q0yqpp0zrIlvJKD8DUV0IOVCHYdRB/znVQtyFwEoQu2nTnW0FIh0kFJ0CkRrYHYrugNLATHWQOB/Qxkt6z10l1pHdfCF0BRh/I/atoxmLPS8rRszfk/rFnU1IXBwZbOTAxWRpXm2HcKYoOT4f079wHnh0hUQ3EwNaBOBL5AnlU6Kg09CoTr2p3j2UpOGVuOjABvgMg7wlIfgVtV0p0zFrnRuUCcnxYQLAjhWi1QOItCHaqYo4+KRGwtGlK9AHIuhn8/9vq51FD5dUTEkm483G5dIJ+yApAvpIGz9NmwC9+Jq/NdSBL48LT4IJTxUIiL1usF3pCXaPowhSgqyTRqvkkm1ZgO4rath1495OdOOs4D/vtAk/dAdf+UaoLQdKd914n5Apg/10kxVfbKDYUji3Ljhom/Qo748xj4cX3ur5n224LI0e0a44jBQDRmJyLB2+Sis1efDv0kq1uyO7Xj2VTpmCbpjRIdhPXhs+HMgx05Clb93hItLURbWrCTqUkutW9G6hSlIweTbC4mLaNG0lFInizsjbdaQ/QDYPjnnmGfW++mRVTpxJvbmbgvvsyYJ99MkafP2YoBSN9UGlCu3vafQr6eeUGVpGC0d8D2Zo9u4ra2jADBuSydm0zqZSFGlKE4/a0sB2HxqYYDatWkPp4BQuXVbMqZeOPxLDSls/d/XMccOrasPKDJP0eSFiUlmYxfXpFl303Nsrjcw8OJcybV/OdHeOQUH8MXSNl2yggRsClEzYOGl69o8m44fdnKnE7BqVJSsvbqbVU6BwRqGuFm29tsy1QGmRdJkJ2uwoIQuRPEH9J2ugoH+jDQM8H2wNGf8h7S4yO0tCyIOd2yHYjWT3NpuY6iL8p+/DsKqL61GLZPjpCnjQyOjQQoqmyJKXnGQeOB8zPOy3rcV/pUKwCAhLhc9plW3azu3wKghcJeWz/taznmGSihU6Yjh6KSSBPPnMaITmrg2yZK4VoaUVkTFWdBITvBO+e8n24iMWEbPTrI1Vq4SgM7tshwv6hwrFtlk6ZwsLnnyfe2srAffdlYehkNnzRRpgCTC2A4Q8wanwRQT98MhtOdVt8bsuzslIwcCuBwuY215kem/Y172JGatEM6c3TWjmbBdOrcZwjUUqx82iY9jjMXy7r7rRDh80DSNTrydvFXuKTr2S7xxwIV5y56Xj3GC/v3/ZIh3eXz+umSDV45xEpEpg5TyJ3Jx7Sa1b6XaGXbHVD4fDhmIkEuseDnfbycfVSnmCQRHs7mq5TOGIEjuNQv3Qp4epqPMGgOLW71Ytp1C5cSMnYsXiDwYyR5fagYNgwdr/iiu/wCP93sKMPFidgILAoAW02LHFLr5fEYXSn091uwQutMC0ilWQn58DR2SI6/TZobo7hOKBpCr/fIJEwcdY3gjYC23bQdYg+OROtrg2V5SPgM0hGY6RMKCgI0NgY63nDloO1rpFEro/hA4SM5OZ21f2VjiiGaau79ndTbul3SYjvCn36ZLHLLmXMnLkRx4Gk8rPcGcGOLCVOkGyviW2aOI6DPz+fIQdtuam0jDMIxndo1KPldHhK5f4JAqdD2yVukUmuRNEcE4K3dCVaXca0mYsh+aUbSTKFQMVecYmdDvggo6zs3LFYB1XuiuyjoE+QC9NcJ4ajWgCs1WA3pncOKs8lWiAxWh2stYB7DG1Xgf88SSeqoBiw4nHvUWmr3TThs4WIOnan8SGpRWwhWk5KNHROVMaenAH+YwH4zZ/FnyqRlEq5oE/E2FlBuPHCH3Zl2hf338+Cf/wDf24uutfL1y+9wVNtI4j4xuG3W9CsBmJWPvO+Ak9uEa3t8NoHcOyBXXVX3wYDyiRq5DM3Eg7XoXuzpTOHDYbPwIpWM29eDRMnSs9arxd2Gbv57ZUVwx+vEwsIpTr8uXrCrZeKwP4vr3RMVboOj90qPmM/PVJe/y1YXSH2HSvWiw9YeYno6CaO+k+PbPvQS7a6IdHaSv7gwURqazNpQE8wiNI0QsXFJNraSEYiOLZNMhLBm51Nn+Ji6hYtQvf5MGOdJk/HwUokqF24kL2vu66LA7xtmix59VUWv/IKqWiUIQcdxIRzz+1wNu/FVnFyDkxpgzlxScQoZJoxgOvqoNwLL7fCzBhsSEnka7A7l93WIATt5u0o2nNsm1Xvv8/S114jFY0y9NBDGbbLQW7DWge/38CyfJhzK4icMAGjNJvk9FVQ0YRdnIUWT+ENefFl+2meV0nfHQtpbo5tEhAF5JHTtinL8tC3bxY1NREuv7wjMhSzYc25+6AemYVj2Z2IgoNCccst+37T09ojXn/9NPbb7xmWL5e05ufshddrsKc+CzuawtF1ssrKGHv66fTbY4/vdN/fCN5dIP81sX1IzXUbRJ8FnomZRdqdRhalnqfdqaNIG8Fo42R83UX6jg3tvwF8YlDqpMBZQiYcqdzolKMB2aAi4DtaWnJZ68Fqh+T/gTkFiTilwKoDbWfRczlJMFeJ/5bTydBEyyMd+bIS9az/opp1M9eRUzaTcadorhlxinQ1o6CbrXxau9Y5opiuiHSirreY6f47KT1bvfvw1OsF3PO02AbYjpyCcAwqakRsfdP9QhZ+iBGPaGMji196iazS0ow/4PLwEBo9wwnZ9VgqgINBwG7+f/bOO06q+vz+78+9d/psb+wusHSQIqigWBCxxRaNRo3RRI3G8rPEGMk3Jmo0iUk0MZrYNbF3g70L2ECUqghI71tg++7s9Ln38/vjudvYBQE1auJ5vea1sHPntpm998zznOccnJRJW7wAj6X4070wdzHcOHXnqlufhYBfJh6vuKoJhcbRQrQMBQP7KoKWZt26pg6ytS22187cWTJ485ViNfHCTBHan3ZMZ1vy82JrPdz/rFTI8nPgjOPgqEm9728iCc/NgNdmyeftpCPgqIOkyuY4MPUv8M9pItJvjw3yeuDhF+FPP4czT/hi9vk/gW/JVhc0rl5N3fLlRKqr8YRCeIJBCWw2TTLJJP6CArISCULFxbTV1pJbUcHB11xDyZgx3L333rRVVfVYp9aacHEx8aambr9/7/rrWfnii/hzclCmydLHH2fz++9z4iOP4A19cVWJ/2YM9MKJWbAg0fm7gJLHVhvOrJKsRDTEHIgr2GLDUC+ENbwQESPSfp/RlXVsm+XPPsu7v/sdLZs2ESgoILusjLn/+AfZQ97guKN+wouvriMry0tzcwLDdii54y2ajh0L1S1gGZitCVRdhIhSBMaUoQtD1A0sJrsuTnRLhHTavZJYCuW1sLID0BJDZRzq6+OcfPJIfvSjPTv2aU4M4tlB9rzpBJb834s4afcmaxqc+osDmTSpopcj2X0UF4f59NOLWbiwmnfe2cjIkUUcfvh1xGoqWTd9OsowKN9vP4pGjvxSjGR3C2Z/yLqm16cq7QXMzNxGxPCD0qyiluXJtznB9xfCqosrrlMFuhEM11pBt7lPBICYCNNxBemGA4ELIPtGd9k01I1xtVRpOluMCZnQtEaDWSpGq95JkG5vMQbl9/ZmnGQ1b1yXpHJhGtNycGzIKnXoNz5OMM/VezlxpMrWbpTqki6VJ+v2Hd15PN7JELtd/M+wpQ2q3Z9OFGIPcMuDV2AaUu3IZDqDmBuaO13Un50Ovz7/c7w3XxFaNm5EmWY3I+amZDY6ZGDpDI4SgulgobApCkYoK8nGceCd+TKtOHL7Uj60lmUWr5D23mETewrx23HKUbBlY5g//F78a8IBaT+Gg1BTo6isCzPtDSG4wwcKWVm+VlzkFy4TP64fnyBkZkeVrO1hSH+44ie7/rodobEZzvo11DfL/m3eAlffKj+3DePOZCQjcv4SIVaNrfDqe3DiYXDHb8Wm4o4nJJ+xa/E+nYaGJrjyZjjxcDGb/Sbgf5Jsaa2pmjuXFc89RzISoe/EiWx45x1WvfQSqWgUO5UiHY+DUtiul5Y3HCbV0sKAyZM5+rbbsLaxcggVFdFWXd195hdAKUIlJTSu6XS8a9m8mdWvvkpWaamI7wFPIEDL5s2smzmTEcfvIDH0a4aG1av55JFHqF++nMKRI9nzRz/q4SDfjjhxNrKBNGn6UEohhSgUjbYkzfexxEtrV9CmpWLVLpJvR8aBVlu8t9ak5BujF9iSgQqPTC8aiAv8Z5Gt92+8kSWPP07Lpk2YXi+JpiYam1M0G4WYK+ewelkZEyYdQibjMG9eJbFYBt0co/XmGfgNRVKDGfCgvRaZ0hzabI3K8hM5aAC+E4aSf+3z1G4AZShMv4dwn2yGD8olvjXClVceyKGHDurRFmxyxFSz34l7UnbsKKqe/wQ7nobvjuW4AbsbDrhjKKUYP76c8eM7BSneigr2/ulPv5TtfVnQaOak76DVDODXmQ7JXIPpZVbqFo72/bFzYRV0h13ctlzXS6YqAiPoCv0BzxTI+kPn85k1bruxvbXX3upzgBRkPpU2o9lXBPl4ILPM1WA50HQSGz60qVyYIVzkdFQGljwD3qCmYmLaJQ1xMPoiLc0WMMpdgbwJ4d+BWdK5T1YFBH8OLee5rcSk7Jc5AowQJKfT0HIFptV9sFK5ZeNkSibnahv4RiLcp0+HxlYZBhoI6zqUdshoE0e3H7JGoSkrFXFUe6Vlxfrtky3bFmLx8PNCHGxbWoV//zWcfWLnclpr3nlnAw89tJjq6gi5oSTBoEN5eTZaazZuirGlOZtHZ5ajZ4qe6piDZR3n/VYqPCWF8l7842EhwZef9SWfuJ3EczNkf3KzYH0lNLbIubvhX+JA31WuhGTmAAAgAElEQVRo/+FimbZsaZPXGG7X+8HnpVV466NCyLZFu5/Y1np4/GW44Af/scP7XPifJFsfP/AAH9x8M7GGBhLNzSy45x6UYWB4vfizsrBTKVJtbZg+H9pxKBs/nv6TJjHwkEOoOPhgzG0UotpxiNbWYnq92Mlk9405Dg0rVtC/S6Zh07p14r7exbAUJCaobsmSbwzZ2rpkCS9fcAGObeMNhVjz2musmz6d7957bw/T1Y/SNdweXU6bY1Hh38qAwGz2YBQLGw7m360KA/lOf0wYrioSMrQzGN7lrbDdCpYrJybgriPQ5YahtLTgPO6pL/yMb4SRmhpWPP88nlBIPiOmSdzxUtXiwxdK4/OYFGWqmDevirPOGsf1l1bwzLW38dycJFFdSt+++SypBjvtoIuy0JaBqmsllA398lpoCebR5+y+TH5wBh9m9ia/IEQw6CFR38YxxwzlBz8Y3WulaLRP9GaOBtNrMuikUZRuWUltfANjfMPoTj2/RVe0OVupNb34XKIFcra82mazquu+sFEgwvH0+0CJeIXhAyJgDpfWolMG9laJ90k8C77jhYRhdE5DdmzFpDNUOiGeXDpPKk2+g2RbIFUmbDbNTTHsSJuhU8D0wpZlsPYdmHkDfPcvULJHALyHQ9aVIno3imTyE0cMUHsbPgicDNGbZH+UJRUw5ZFJTBVi1BD44GOpyLQTUe36K4cCYk9w0D49V/tNQFZZGQMOPZR1M2YQKiqiqc0iK7GRAs8qavz74NNtONohrUL4fIqi4s62smGIqej28NZc+Nc0yUNsJwmRKPz0t9AWFa+q/mXw4gufcsMNswkGvfj9FoGAh/r6GFqD12sSNyvoO+5AonGT2kYhvf96BtZXyfriSakUFeRIiPXdT4me7rCJO3bL/09g0adSZVu8UoxbPR757GxtgGtugzt/K+dm3hIhVfVNUg3LOEJODVeof+cTEEu4g8V2z+20O9v/cxqcd0o37++vLf7nyFa0vp53rruOttpaMSJ1oR0HO5MhbVl4/H684TD+3Fz8+fkcfNVVO4ywScdiWH4/hmlit38F6pJ54Ng2wcJClj75JP68PEJFRWjHQWvd7UaqbZucii+2/dMVDatXU7tsGbn9+9Nnr70+d7tn7t//jlKKcLG0WLyhELGGBj78xz84/p//7FhuVtTmJ7UGGT0GhWIeIxkR3MJ8fzXzW1P0N30dxOHliFg6XLKT0rVjsqC8DqrSEKd7ubnahgpb4nVUGlIOaCWVsK02DPfBmM+4ODWvXy8JAl0mQBsTXgwFyrFRhsYJ5lNcHOLFh94m+MQLBEyDI/coZd1HDomqjQwvKGNTxE9rxkE1xgiXeen3o6F4Q0EKdYrGfQ/g3Jfv4qyLzuStpWDbDsceO4wpUwZs9z0a7oWjwvBKBCase5/zXr4GTzJGrqHp92YZnP83KP02KbY3GCi6FG06oNBoerlqZ10Lrb+EzCegTYn9wQtkwK6GzHog3UlgjGzIvhf8xwoBcrpOhnYlXooOQha5Gryv02HsaoQgcBZDDvkT/hzIJOWm1W88FA6B6X9o18DE5DVdcyV9n2ENo7zgOw6Sr0p1TilZudMMoXP408/hyPMgGhPn9ERS9rp/HyFaQyvg6Ek7daq/lpjyu98RKipi+bPPsnVDimjB3owr2kLWlrdZ5z0AtCLb3kLOkAM6LuP1TRLovP/Y7a/30ZfknLW3XqHdigV+cSPs+QIEvDZNS+dRWhzE75fbb//+Ofh8JscfP4yTTzuQH//GonKL6JTaLztNrTDtDSEwtiOfnOpa+en3wq9vgeJ8uOOa/5yWLhYXQ9bKrTB5PEwaDwP7wquzZD/bJyYd9zy8NgvenivkcH2lnNOqrZ3O/krJuXIcqEvLa3ojWuAOAbi32pXrYQ/X0iOZoqMFXtsg5DPnP2xwvT38z5GtFc8+S6yhASeV6m5O5CLV2oqdTOIJBnFs8Q7y5+3YZMQTCpE/aBDxhgZIJDoifACsQADL5+Oj++/Hl52Nsix82dnkDhhA07p1hIqKUKZJvKEBTzjMkKOP3uG2dgeZVIpnTjuNdTNmoG0bZZqUjBvHac8/T/BzCPK3fPJJB9FqRyAvjy0ff9zx/5SGX9dlMFWaLFPOidawItaHFbFCco02TCWMx1BQaImo/eK8nROi5pvwQBkctUnW68p/CSuIaJgbh6CCjBYXpFwFLQ4cHITfFH72NkIlJehMBm9+Pp5gkHQsRioTRGkHD0kc009r0Z54PCb5tR+QLkoTKC4gr7mSPXN8LG4pRdU1MHTECJb/aBJ5BV7yjBosn9xUtWFgOTaGY1MYXc1NN128U+deKbi2CA5N1tD/+V+S9vjILSiiyNCo5q1wxyVw3QtgfWsTsi1CRglFaU29YeDXndMJKWUyRPcSCG7kQc4/ZTLQaZAKlsoRAXzr1TJViKdzktBpheZzIHga+E6A+INAFHmy/e6h5DXaAWe9+Gmll3QnTYGzKBl9K9Uft2Ja8i0/0QrBAhh9IhQNc0D1Fad8ewuYuxBmHr5C9GjpJXS0OX1HQ+A09t0Tpt8HV/8dlqwW64dhA8Ug85B9JU5mW+f1bxIsv58Dpk5l4s9/zplT01Q2BcgKQVE6SmmkEttfwPqWMVT0hcot8rc2eij87pId217E4i4R6nJNsV0XdpQQV51pY32lTX6en67D6eGwlyVLajn9LIu2mFR1ulapfB4hXEp16ubsjKw7bUN5sUTsTP0rvHD79is9Wst+Bvyfrxq0cBmccBE0uRLGP98LE8fCXdfCLQ+7LkiuX1dbXPa5rhFO/YVo0oZViPXExhq3cqo7W7WOlu8fvi4DGtvCUK4NiUeI3ZqN8Jf7YdEysSlpb+Eahnxmr7rgqydd/3Nka+snn3TaM3RN3OwCx7ZJR6ME8vLILi+ndO+9e1lTJ5RS7PuznzF96lRsl8Q56bR4daXTZBIJ/Hl5Hf5c0fp6vFlZDD3mGNa+8QaObVMydiwHXXnllxKX89ZVV7Hm9dfxBIMYpolj29QsWMDL55/PqdOm7fZ6g4WFZBIJPMFOBWg6Hu9w3wdYnIzg81ZRYkRoSxWjMeSCoRzqUmEKPVGy5swk553X0IZJ86HH0rDPJDIodpYmHOBuPltJa81ScitL2EKwMhpsBV73D/eSPDhzJ0368gYNomzffamaO5fCESNoWruWrFgrMTzoYDmb9jiVjC+bWCxNf7senYxRNW8tWmv2YyWllLMhMJrR+0/i8EmlvGR5YJlUOjTQGs5m4iezXbPzXbv6mQoOWfEmqBTktH9uFGQXQHMtrF4Ie0zcpXV+o5BeLkQmsxKsERA8W37uBA61LuUF+zYSyuyocmVri8men/X+AqXEqkIP7LybmsWQ+ch1XGj/tLp6LOKQeEkqW9ZQuc7YS+k2LagCrm4K0LX0yDJ0KvGEhlMwtIXGtRvwBVPklEs7ce/TQRnZrvFqzHXG3wWypbIhcA7oB0A3yQRl8Ecd3lsTRsMb/9r51X0TYVgWUyZZ3PmEiKwdT4hU/nDaoqIZ+vctojlSSqpan4WTjoAX3+68pTg+cPIAB+x9odELAysDGEBljUNOVuffeyyWZsCAXAb2FZuNrlZ1WotGCdy2rhYS0vX59gDr2obulZ6ueOwluPZ2WSbgl0m+G6/YddLlOHDG/0FzVNrKbkodH3wMDz4H554Etz8G8ZSQRp9XxP+ptFg3xBKdGq32Qm87SdVIZQolU5I+N6g7nRFyZhpynBVl4mzfHjl09AVCRoN++ak1FObCqKHS3m2JwN3XfTGTpLuL/zmyFSouxvL5sBOJXokWAI6DozV9DzyQI268sdvkyvYw7LjjMLxeXrnwQlo2b5a/FqXQbvO+ae1amjduxLQsTJ+PpnXr2O/ii5l01VU4mcyXOoG45LHHOqYqQbRhViDAuhkzyCQSu+X/BTDu7LN5/y9/EefwRIKmNWtINDeTP2wYH9xyC/Vn9GFh4TqG5WehsEk7Pj5tPphYJgetocDTyuBbbqfvu2/ieLworQm+P5PS756C50+/2qV9sVzBu+X+MTl0WkdaqvOR0HBlHQz1wf7bmRLqCqUUR9x4Ix/cfDOrX32VYFERg8ZO4ulNI2nzFJLt8RNvjJNMZtjzwJHUv/Y4tuElmdRoHEqMTfTTm7jst7fhKcwnXZnimdxCDK3BtBiyaRWHvfc8jlIMPPTQXXwHgGhLtytIOhYjGYngSUWwWhv4r40iTn8MLa7rvApD6h155NwjBqLbwMZmBctZyhLaaKOv2ZcTjevYlHmdZl1HHzWEYZ7vYqleShdaQ/whaPuLCN5VPgQvg+A5yERf12XjdDizo0TjZUeBBrD2lPgcXHsY3Qo6TMf0oLlNuLxZCmjCfYYSLCpDpz4AncawFArXKT+zVHy7djVuJ3qHEFXlke3HbpO4n+y/0Rlx9N+PU74j7a31lVJJSqeFBFx/mRCYXQlfPvUo+PtDMH8ZOEqjSxyIafBn0EMz1FSE8C/1UrRoJC1VS0ilQng8Bm1tKRxH8+Mfj0UpuOQMuOzPnSHUCiEOsYSQm4wNiZT7CVPdJxGV6rRI6IqX3oYLfyfPtxOYOx4XDdjd1+3aOVu+Tip+gUDnpccwpIj+9OvwwRMwa5EsU9so1adkGoryoK4JkjH5ndcj5ziTEfLo98kxGoaQwbF7wIYuIvuDx0Bz+zCwkvfqVxfC6b+Eqlp5TV2T/D4clCDvRBL6FMKi5fIeD/r8oRq7DaW3Rzi+AowfP14vWLDgS91G1fz5vHjuudSvXCmtxG3gz8sjXFqKMk0uXLSomzfWzqBy7lwenDwZx7Y7iFY3KIU3K0sqQoEAFUceyvjLLmXIAYd8aSPzN+Tmivt9l79KrTWpaJSpW7fi20lX+22hteaj++5j/h130LB6NSglMUbJJPaIXNL3HY3p9VLTbxRpZeE1o6RtPx/UHUmbHebclo9oOftq4vnFGIYh81q2zbC2On789FPkDdp5zdEpm0W/FHa/6WQcaNIiZfYbnYL7jBbSNTkIT/XdtW86mWQSJ53GGw6zaVMLDzzwEQsX1lBensXZZ48jNv1h3v7dH7AdBYYFSlSfKTOIdfJvGHLYFI47bhir163gxX8+RFZdDcU1GzAMgwkXXcS4s8/ehbPvYvmH6DsvIe54aFq/gVQkgmkZ+E2bd80JHHbHv8gf0nN8KunA2rScr/7fxE5j80+kfWZ0KTk4jVLZyr2vx+Izmc4nLCZKFJDPrkcbnOpMYJA5hd5CsDsQvQciv3LF7u3xOjYELxJbiPhTbpXK6OL4ruiIzdE20kYMIESsPdYHOkTz3oOhYGb37WothDK9UHyx7Eokdh0gzy1zxMD/Q8jbhTKUXQ0NR7iGq0kRyJuDQDdDzu3b+HL99yMaE8L14WKpaJ14uGiPdgfpNJxzNTw+P4YTsKBPDEa3YYZtrKCfQEkRFfdq9ggvYPOqZSSTGcrKspg69YAOu5ZUCr7/c5l8DPil6haPwdrNQrTCQTGabYtKRam8BMaOEOLkseC1e3r6bU04FVasE0KTSLlev4i/b/U727en6A2LV8ABp7sDFF2un8kkZIdh01uwbrMQxhlzwLSgKFe0ZJ+shJr6Ts2V1kIOPZac86318v8B5fIAqUqVFsGTf4OPlsP8pZATgkMnwuOvwF/uk6EBrwWtUSGphpJzt+cw8Q+rb4Jbf7NjY9jdhVJqodZ6/Gct9z9X2SobP55xP/kJHz/4IA2rVkmFC1CmSXa/fhSPGkW0tpaBU6bsMtEC2DR7dkflKNnc3HMBrUm1toJlkAw7rPp0Nquu/og+1/6AUw/5FXl88SFUBcOHU7d0KaZLquxMhlQkghUIsH76dIYcffRuVbeUUuz9059SvWABKEUmmaS1shJPIEDqu0MgY6ObWimJfEQibeKYJqmKInK0wzm5QQ6fU8dswybiM4jYknXXx2+SbrVZ8sQTFI8eTdEee5A/dOhnEtG7S+HQlNg8KC23Mj/gUd0/5DZQZgrRSCO3zp2F5fOBa/nRv38O1157SMdzM2as455/LcPIDGQz/VCOZqBZRVi1ojOaT9/bwIzVC3jwwcXcddex/P7mP7B5zhzsVIqyCRPILt+9IOC2vAGsXbyJIrse29ZYgGkrVpoVRJw00//v/zj1mWe6nb+nm+GXtdDotipG+oR4DvimxLBoLVojo6T771UupD/psXgDDaxgBXHimJhSVdQR0sCrvM65jX8lEL5WApl7bCsF0Vvdcbz2O5Il2YvxRyH/VTFNzaxyK+Xt04de1xaiFclCxP3pdK4DGzEuNcHqxZJdKak0Rf8OsXtkeaNEpjxok9cZRRDcxZTgttslfFs2IhORTpWEXKfm/c+RrVBQHMlP/s7nX5fHAzdeFuHl17Zi54TRcZtESgEWmViCRCJF4UA/d121H0H/eOLxNNnZvm5/n14v/PN6+OlMeC8IyU0QeBvyC6G6Wio2lgUoWTYvC2rqRCh/0y97Nzbd7GqjGpo7GzoKqRitXA97j9r5Yxw1RCYhmyNS3QJACwE8wvUz7lsiOjLTlOtxU6RzUhGEDLWjXc2TTkNpsZDfwjwhTYmUhH+ff4ost/fI7s7xH3wM+dlQWSsDBSlXWG9reV1zRAig48Dgr7CqBf+DZEspxf6XX87w44+nZtEiWiorWf7MM25FwCK6dSvh0lIm/uIXu7V+f24uKCXaLdlgj3alBtTYYnTQg0prVG2MLfe9xrMTK/iR/xx8dB+RS0YiLHnsMda8/jqmz8fI73+fPU46aafJ4OF//St3XPgzWkLZ5G1aS6ipDqUUWWVlvHv99ax86SWOveuuHt5hO4vGtWsJFRVRvWABltcrF46QBRkHnchArJVgbgg7A/7aai788AHOPP+PrMzOxmuZVHggWeph6/45bCww4O16oi89Rfi551BKMfioozjkuut22M4tsGDRIHizDT5JwGi/WDycVyMifQ9Sb/AqEdV7FDutCbNtB9vWeL29b3/9+iauuuotWpKDaSQP7faVVtgjKKeaicZ8mvz9Gdgni6amONdf/x5PPPF9hh5zzK6d6G2gtebZM86gckGE/mHFwDxNxoZVdZrq6CZyB5jEm5tpWLmSwhGiZVochwu2yMUoYEj5fmkSjtwIKwZ/M0aoUcolWnGga/s93t1TykUD9aRJodGY2pQKDhqFSVJ52OTJY3jkSrCm9WzHOY1CRrbVUykLqVDFoHAOxB6G5HRILQW9QTRR2qGTaME2/UbE/T0sHlnOZtGeOQ1CegzXWNUIQ9bV4JkIrf8nk5DKNWTQGdFbecb1PEc6AZG/QuxesXTw7AXZt4K1B8TbJ4W7Xj/SUjkzdn9g5lsIli+vI7i1hVh5Ll5svF5pZ6UcRdCb4qFf+8nNBjB7vaZEbDg/Au+OBiMGxscS69lcDOMKYP16qWZdcIpUtD5dBzlhmLLf9q0p+vWBBcu6/04jVaT3P9o1smVZIoQ/41dSXWtH3xL40+Xy7weegxkfStJATZ3cAqMJIVQ+r7QQUyk3n9GQ/Tj5SPj9pfCPRyXnMRqXbR15wPYrUqVFsKEKLAOaop0TiiCVro01sv7/d9oX55C/u/ifI1vtyB88mPzBoiLc75JL2DxnDk1r15LTvz/9Dzpot3VMg488kmBhIZGamp5PuuMWKuhBByVgWFkW5AZgfjWRpjrWl65jBJ1R7XYqxSsXXkjdihX4c3LQjsPsG2+kesECBh1+OImWFopHj6ZwxIheqz8RG6bGc1nw50fQiTi2Uox6/WkmT7uHRFMT2rapmj+fdTNnMmw3b/75gwdTu2QJjm13tCrNWdU4h1aIeaAS5brhN8BUxB6eTuuxF1Fx8MFYgQDNBRmqrhiMbYHZGIGfjKL2rACeWyspaEyx+tVXKd9vP4Yfd9wO98NUcHSWPNpRmYY/NoChxTS10JLg6qn5n91CTCQy3HHHPJ55ZjmplM24cX345S8PYPjwwm7LvfLKapLJDNXRAJayyCYCWuMANfThXc93CGVLbl9urp+1axtpakqQn//5Rroa16xhy+LFKMvD2voka+u7EnuH5rVrwTB4+PDDOe6eexh6zLFcVydeZH6XaJlK6Ep1RnIjj/majEl/JoLnQNuf3HatT8w5nRYJpQYxGo09CKm36atMCkIDiHoK6HRyF1ZpAI7yC3FJTheRfVcY+UgOYWsnV9IpOpzkW38PWb+G0AXyaLsdon8Cp83dFh3b6m5MosHoA9ZYcOrRqQ95s+YGpqWmENdVfCdQz/dLziJoudU03yHg3R/SH7otz4yQudClPQmSzkDDsZB+x92mgvTb0DABsh9AQq7bo33a53eVHJPviF1/L75FN+TlBSj4YD6xvfqTDnix4ikC2QZ4vRybaaE8N3u7r81oOKcaZsbAryDaCJl9gYGgX4NljWCmpKX4wPNwxdlw7vc/e5+OndxJtjq4OkJmpr0Bl/5o147x2EPgo2lw++OwsRoO3BvOO1mqhPc+Db/5u1SZLFOqWWVFUvVbvUGI37pKqYS1z6kZCh57RSpaL74lLceQ25lfXwW/vlmMW/85DT5eLmTz3O/Dqd+B12eD3w9WzPXqUjItGw6KsP7kI4VsfdX4nyVbXWF6PAyYPJkBk3tpI+wicvr146i//53XLruM1srKDs8tZZro9hGToNRUlFIo5dpEKMAyaaWl2/o2zppF/cqV4jbfxapiwd13S6XL40EZBkOPPZbJv/0tjjKYG0mzuK6Vsuwgr6yuZl5Mk9VUi2EYpFIplhzzQwo2rWHconeJ1taiHYe1r73WQbaa1q1jzRtvEG9oYOBhh9F34sQdtvH2Pu88XrnwQnHZb2vDsCzM96qwP6jC2a8MbRo4QQ9oTf4j1VgZg6a1a6k4+GCOuvUf3FV7L5GYItEIBXYSHQ6hSkw2H55P/rRavMEgK59//jPJVm+4rAD6euHORoi6Y9iX5sFp27/edeDaa99mxox1FBWFME2DZcvquOCCl3nqqZMpKenUuTU1iUDeNBUJfxGJVJgAcTK2JqbCxC0/B7kO8I4j3mo+3+eXrscbG8VmxLYlxLYX/aVSimRLCy9fcAHqqdeZnjdaEvrcb38hBUF3KmhtTwljr9jWH+4rgf8kIQex+0Vojg9Cl4H/RHAiYr3gVIPKJeCkOSgyk2dyv0PGyEJpsJVCofFrm/JMDNBuy89Faj5Eb5N2mwoCKXDaj9klWqpIBPGtV0D2LeA7WCKC9DbGxjJuiDS22/VaQRHMo8HewN/iF/JE6iSCxDCVwy1tQ5iZnM29Aw7Fa1hSScu5BZIzhRSqMAROAE8v7qLJ2ZCehXtR6fJEAlr/H50ksH2/XDJoFMmE5dccWsMbs+Gxl6GpBQ6eAGd/b9fE7F8mxo4tYagXuG8WTcePo7VPLkYkQfnMT7nxlzt2g/0gBitSUnW3FDgxeRczJZDJBaMFQn7RR4WC8Nf7xZZiRxFCACMGSTUpY3faQAZ8QkzSvUiLdwYD+8HftpljmveJBFy3e2xZllSz6ppgn5HSxowlxa6i/XKltZCqxma4+h9QVCDH1O4x1qcQZi+CuZ+I/isnLKHUF1wnrVPHEVuJ9olNkBbksAqpb+w75qudQmzHt2RrF1C3fDnz77yTLR99JDE+rth9yHe+w17nnkvA9eMa8b3v0X/SJObcdBPLp03DbndqUwrT66WpaiOgpA2oQDfEMMaW4S/IpZDuF7vaJUtcUiafFq019StXgtZ4gsEOg9SVL71EyaTJXGuVM7clScbWKO1Q33cQfSKVaDtDJu2gbBtftJWlR5/G2PlvYfn9pNraaFy3DoAVL77Im1dcQXTrVrRt8/6NNzLoiCM4Zdo0jO30mMr22Yfv/P3vzP7zn9n43nvY6TRZJSWk/7actkGrMU4ehZU2yPsoSdZWg6jjECqRdk+6pIJ6fymt1Q4en4Mdb8KOZbCa0hijQ8SeBo9h4PQ2bLATUApOzobvZUGzDdnmzrnTV1a28tZbG+jTJwvDFRgUFgbZsqWNF15Yyfnnd140DzqoP489tgStxS8nHle0Jnw4hlT1+vbNxuMx0VpTWxvlyCMHEwp9foFUwdCh+LKziTc3u14+PVvWnmAQy+cj1tzMssefRF1yfce3WpC4I2Rwlgk7KLRlMg53372A226bR11dlOLiEBdfvC8XXrgPHs9XMPOoFATPgsAPpdVn5EP7JGHiFSFaRqm7aIB+2se+sWW8F56AViYWkOWk2T9RT7bjskyvKzhJL4TWixBy5AenBrnlJRGiYkob0xwmghTHD7G7wTtRtFXKA7o9oxA6qktk6HCQN0ulBahTVDn9eSp1AiWqHlMJCw7TxrJ0CbNaPuWwPDcTU3nBf7Q8doTk2+62tr28a6AFyAIi7r64+jLcXMdvAO59Wm7ooYAQiKdfF7PMx/8Keb0Y5v+nYZoGt99+DFdd9RZLb59JqQHFRSH+8PsplPbZ8TDS2pRba3RtEKwgpCPybycX/GuleuPxiM1BJCp5gp9Ftg4YJ0L7TEZ0XgqpbMfi8L3Dv6ADR6wvLFMI0trNUtVqN8at3CqWIu/M7+mdlbHdTErXbT6RhLHDO0X49W4E0CD39uj1wKoNQqom7glrN3VfXzoDH62A0UPggL2+uOP7PPiWbO0kGlat4sWf/hQ7laJtyxYSTU0opcgdNIilTz5J5YcfctKjj3a0H4MFBRz+5z+z/+WXUzVvHonmZqxgkEBeHh/ccgtrl83B8RugQfUJk33jSRQaRfSnf7ftZpWXd6tYpGMxiQQyjI7YIGUYePx+bn5tNrP3P45wbRUBZZBRBk6/wTT2HUz52qXiLwYYmTTJYBgnk8FxTU6ddJpESwszfvUrolu3dlhFOLbNmtdf5/0bb2Tir6fSQgt+/ITpftHof+CBnP7yy8QaGlj7xhtSjSsr45NHHkE/VEcgPx/tQFvtFkr33puCYcMAePShJSH0pCMAACAASURBVGSOAjPsw7HBTnsx7bTsVxsYWpNsa2PoblS1usJS0kLcWdTURLAs1UG02uH1mqxZ0z0YbtKkCqZMGcBjjy0hkchgWQahkEF5eRZtbWn8fou6uiiOo9l771J+9asDP9extCPR3IwyTdcJcJurlxst1P55dFA0ewIdvuXtt3+tNVGtGR+tZVQLEOzdq2nq1De5775FKKXweAyqqiJcd93bNDTEuO66Q76Q49ktKG9Pf6n0x2w7+mApHwcn6xnsO5D1egX+5DsMTDdToFNAGnyHd1aJovd0vj6zxF2Dn472ozkOaITMos4NOFsgNRfsWrBGyk97NTIPm4KOTEQF3h9A9m9c7Vg2K2v/hoHuIFqAGy1lsyge47BdnZkxy+muD+t2JuQ403PpsKAgKY7y4at2cUP/ebQ2LqJm44ecclCaVTVTqGsdQ8CvqKmDF97qnkH4VaK0NIv77z+BmpoIyaRN//45Pa4lvaHcIwkX5RZszoCvSMiWkwGawGoRIjF8QOdEXzT+WWuVmKBzvw/3PCVCchCd1MhB8PMff65D7YaE3JooLRK/q3bPK9sW4nTEAdJCTKclE7ErHEeImuMuv64SxgwTghiNw9Aut8Z2MTzAms3dfceg048s6P/qzUzb8S3Z2knMu+MO6pYtI9nW1uGh5QkGiVRV0XfiRJo3bmT9228zdBsH+GBREU3r1vHJo4/KL5QiWFDAiX+9mxVb5tMwyCY4ZSTDfCMZx15Y27wlg484ggV33UWsvp5AQYHECqXT+HJy8GV39sLiTU18WDoMb6QFhUJrB8Ox8bW1kMjKJo3CdG+ziew89nzpUTKJBKbXS3bfvhSOGMHWxYuFaHk83Ty5DMti3oP3sOLKfLTSODgMZCCHcGgPMX+woIAxp3dORw045BBm33ADtUuWYJgmQ485hgOmTu2o1H3wfhX+7GzyD48Qb7RoCpZREK/EDCm4bw12XSP9DjjgP54XWVGRi21rbNvBNDsreqlUhjFjuouwLcvgH/84mn32KeVPf5pNKmWTlxcgPz/AnXcewvDhhaxZ00hxcYihQ/O/sBbcu7/7HYG8PALjx9OwejXJlpYOw17DNPFlZaGUkqqgabLmkGMxFeQriDiajG1j2BkC0QiH3H4VT61fxpQ//IHBR3TX7axe3cBzzy3HNA18Pss9ZpNEIs1TTy3joosm9AjK/kphDgB6sVHQNuXGHpRbR4MxBdQrYEdE0IcB8RfAf7hMFqos8bDSIFWiJEKWvGJOqhTgI2r4WewbwAZfXwK8zJ5WkkGp1SjtuMuHRVOmisDMl0lCqw94RnfsV36vgx8ajYc+Vi+mSZ+FwPfEqoJWpHrVXlUDVF+ZkvQeArpedG5GMeQ/v+vb+U/A3gzxJ+S9SC0jmFrCr041cbSiJZrHIzMvZ/aKXxDwGSxc9vUhW+0oLd21O/2kIJRYsCUDgzxQBXgGQ6hK/HP9JgysECG840hFaMp2hkdb20RPVZQHfYrgz5fDgXu5+Y0xSQK44NQdu+LvKr5zELw9T/48Rg2RfWholkrUa3dLlE+7CWtvUK5foqOlrdjUIrYOY4Z2b3c6bgfcNKC+sed6TFPIZENLz+e+KnxLtnYCWmuWPPYYTcpiwblXsubAI1GOw/C3X2DiK4/huC3F+uXLe5Ctze+/z+KHHyZUXNxBYGINDSx/8mlOfuqpz7zx+nNzOe6ee5h1/fXUffopWmvCffoQLCzseK1j27RWVmK4JFAolWhS8jeuYcuofYjmF2MlE9iWRfbWSia89RxWMEiwpARPKMTYM8/scLz3BLr3kxylicVayLcNDMuihRYWMJ+VqWXsVz2GUcFxhIt7ToEBFA4fzvceeIBkJILp8fQYPCgqCrH2mSzIgby9I2jHoiWvH3XTWjh/5MmMOWscZfvss8vu6r1hK1tZw2psbAYyiL70RW2nAlBcHOLEE/fg3/9eRm6uH4/HpLExRkFBkOOOG9Zjea/X5Kc/3Yef/GQvPv20jlTKZtSo4o78sz47aB9oDatTsCAu+qkRXpgTh/VpGJFqZc9Vi8j1eykbP76jmhlraKD2008Jl5SglCJUVISTydBSWUnzhg1o28ZOp7HTabRtUzRub5KDhmEjbdTClnoCny5GK0WqpIx1o8azeuiefPLgv7luwkTycztvEqtWNZBI2D2+mSulSCQyVFdHvl5ky38CxB8TzyuVC9jg1Emb0Bogy3jGgROH5u8L4QDRRcVGy3SgXSnaL5Ly+vYcQwAioHOIK4Nnsw8gagTxaU2Met4M78t+0Sz2Tq4UDyzaQAeEYBl5ElhtdiYsoBR75l/AgLbNbHD6UqgaUTi0kItfwVG52zjiR/8lGYxOnZDK8O8gsE3V13TJU9OJMkkJsu+qrHPKUSlXc5YG/8lfxFn/4pFZLdo7nXR9xpZhGmAbCse2yAk18+PDbuHTzd9ha8MYKsq+6h3+/PAbcG8p/LUBZsXEjuXwPLhiFMzPEgf4VFr8qBwNh+4rBKortBZCdf8zgJLawJT94LqL4fhD5bErcBx4fia8M08qVgePFxuHSFT+feDenZqoKfvCIRPg3QV0RG7mZMFfp0po9vhRQpBSaXGVj3bxFjfdqcTB/eTftY0wpAJ+eIy4xl/0B2iLifDdMt3KVUD0Wj322ZVBj+l5qf7K8C3Z2gk0rllDNBbn5T8+RGPfAYSaxJXtk+POoG7YnlwxZxpoTW4vIdIrnn++W6UIIJCfT/PGjTSvX79Txp0FQ4fyvYceItHcLGRn0yZeufhi2rZsEfNUx8EbDjP6wzd56/Sf4YtF3VBdhe3zM/ztFxm8eA4tZQMoWfkxY9csRsUi2I6DYRgcev31lI0fj51K4c/OFgdyl3Bpx8FxMlhjKjAtDzVUk9YZ9OYWGuo38WZwI+8/ey/jmkZy8NVXb9c+wpfV+ze8M88cyxVXvIH/4UKirxaQzEpRtyzNacccxlEXHdRjeY2mjlo2spEsshjMEJIk8eHDswMzh49YxFw+7Pj/pyxlBCOZzCHbJVy//OUBVFTk8OSTS4lEkhxzzFAuvHA8eXnbFzeZptGj8rU9ZLQIYv9WD58kIWyKJcPmjLQRvI11PFJXR06zwVn3X0eRCUffeiuFI0ZgmFKn7BjnQeJHgvn5FAwdSt6QIax59VWUYbDHSSex389+hq2DXFkL6bZWspYvRqWSREr7EckpZNboA3G8fowJR/Dq4hZenpjFCPetLCwMEghYJJPddXNaayxL2qVfK5ilkHOXTCtmVov61v9dCF3RuYwTgeYfiyjecImwzoh/l6/AFbk7dIrJAYKIdDkBpFjur6DNCJLlSD/EA3i0j4WhYYxKrcWnTff1HiF9Oi53AH/38ovh24/bypdw7Za1LExXAAZ9rQTX9cmhyBOG+JMQewRSnwA1SEvTJxW4ltNBPSGh113hmwwl9SKotzeD93BQSWi5QHIUUaI3swZD8Mwv5LR/4YjeDqTFziP5FiAfdY+VxjRsHMcgN9RERcG7rK4e84X4ZH0dUOqBm/uIZY1CbGoAjpokQvfXZ0nF6KB9YL89uzvIA0yfA3c9KRWr1jYhLq++K5qtqy/ctX1JJGDK2fDJKvl/xu40Vs1k4I/3iA7rudtEL2dZ8JepMG+JiOVzs+HIA4WkgZCnHx8Pv71Naq0+112+XUQa8AnZqm2EX58HU8/p3Jcbr4BbHpQw9IAPfvYj0e6ZvXwPdxwRz99w+a4d75eJb8nWTiBSXc3GfSbRXNafrPotKA2gyaqrYeuQ0axY/DbD8tIMOqLn2HQmmRRdTRe0C97tdLrH8juCP1eMQopGjuSHL77IplmzSLa2kjdoEK/+7GccVLWcjR/OZP2EQ2TMxHEI12/hmHt+T3ZtNYZlkT94MFmDB5LpV05061ZOfPRRSkZLS8P0ejn61lt54ZxzSEWjGKaJdhzMkhxyrj6WNtrIkEFtjZLZUI/ymVhtDolj+7Hi/71J4I489t/Gn0yjaaKJODHyyCdId6viyZMruOKKA7jrrvmk1zporTnp6BH84vKemX42Ns8yjZWsQMJwHDQaP358+BjLXhzM5B6t2DbamMdcAgQw3QAbjWYFyxnBHvShd52SZRmcfvoYTj/9i7cdTmn4eQ28E4ONaflDbHbkwqo0NLS00mf1CvI8Fi25+SwcfxCHP3svb1z4U3444x38ubmUTZhA9cKFHWHg2nFIRiJMuOQSRp1yCkf+5S/dtnkJkGNofvthNclQNk4IYrmF5FZvJNRYi7YsHH+AutJ+nFcF7w2Um9s++5QxalQRs2ZtIpnM4PWapFI2jqP54Q9HU1T0NapqtcMzGnIfk0lF5evpEJ+aJdWhrr9XlhCuzHLIvhuaTqNj8hAT0Ti1W+GmqPaU4dHtVS/tLpVGY9Fs5lCCIRYQyi8tO3wQ/n2v+Y3FwTHcNWgM9akmko5NmbcAZSiJ1YndByoH2OpuJ4U41gdlXC3y255kC1ySuc01Ke8ZSL4hBMwaDb7PcM//KpGeDypPrDa6+JUpV3FoGA6mzpCfE+W2qzodx/9b0Nsgz4ByuLAXG4P1lfDEK2JQ+skq2LxFzEGVEgJkKHj0JbGKCOzC2339PbB4pZArjbT1HEeqWgW58smftxTOvBJevJOO+KD9x8mjN1z6I3Guv+FesWwozIONVWJAWlEmbcfJE+Dibbx6D5sIh+4nBDIag2tuE6KmtRArrV3ihpC4J26SAPWvC74lWzuBopEjqe83GNvygFszwm3TOaZBZt8D+e4pR3XTULVjyFFHsXnOHPy5uR1tv2Qkgj8np8Pna3fgc4Os27HHCSfw6bRp/PD1h1j1ymPU9h1EsLmB/UIG33vpOTa88w4fP/AAOA6R6mowDPY+91yKR3V3s9vj+98nb8gQZt9wA01r19Jn7Fj8Fx3E2r3aiBNHochUNYFloJSB4ShsDZ7R5Sx/5hn2vfRSTHdmN0GCN3mdaqoxMNBo9mJvJrBvRzVJKcXpp4/hxBNHUFnZSkFBcLv+U/OZxwqWY2Gh0aTdqkOMGGkyzGE2SZIcTXe/sBqqATqIFrS/e5rNbOwgW+lYjMWPPMLKF18ErRl23HGMPeusLyW38uUIzE1IudujRBSbdqDRgTwDPPW12FpjxVoJphIsHX0Ax/37FqIrPqL2qXvoc8bFHHzNNbxy0UXyfroC+cFHHMEeJ25fuHKybqL2N2ewzhOmzeNn+mV/JNhcjzYMVCaD4ThYwQArUuK9Ve4R0nn//ScwdeqbTJ++jra2FFlZPn7+8/244openM+/LlDKJSm9QLdtR0PeLgYpkwlHp41OV3iQVmIAaCLbbqXK06fbBKhGo7EIOnGwxoFTC+ErxE/LGizEbwco9HZRwzsRcak3it3pRpuOCUKdcC0pvGBv2ImT0b77eRD4GpgO7QyMQnmfnDa6epQpBZZpo7XGNBwuO3u0nIovGXMXw8MvyuRbu7t5aRGceTyccNh/1l4glYInX4Vpb4ouqXqrVJbCQVi6ujO0WbnWDkG/ZBXWNYpYfmcx7Q0ha7YjJKc9d1FrEamHgjJt+MkqWLIK9hz+2etUCi7+IQwsh7uflFzD/cbCaUcL2Sot2j5xVkoc4S/+g9g/9OsDm2pkH2xbWpqOS76+O2Xnj/M/gW/J1k4gVFSEGjxcNFGGgVYK5TjYhkGsYgjfPWYfcrfzxz74yCNZN306m2bPll8oheX1cuhNN+1WHND20O54v/jRRynZvIbizWtcnVgxjatWse9FFzHi+ONZ//bb2KkU/Q88sMNVfFv0GTuWk594AoAMGdawmjW8RZo0NjZOKgOGctt24kjnadOkkknsVArT40GjeZu3qKKKMGEUCgeHhSyggEIG051oBgIehg7dsVHOIhaiUBgYxOk+gmNioIHFfMShHNZNuG9tp72oAI87daa15vXLL6d6/nwC+WISuehf/6Jq/nyO/9e/diqMfFfwehsEFcS7XKAt17nB1uBxHAxbkmgdj5dQawNYXjAc7DcegB+cT1ZpKaf++99UzZtHrL6egmHDKBg+fIc6QMvvxxNpoW/dGpqLyzvGdmRKUZMq7oM2LLatzJeUhHnkkZNobk6QyTgUFAS2u50ECSqpxMGmnL6E+DpWvvYElQ+6EbTROWuPDd5DIbMMVAiMXKketX/WiYp4XicYnVjHCv9QksqHV6fQQMwIMSBVRZbdBGojeA4UTZRyP4PahsQ0iD8uWjHP/q4/V4lUmroGYTtbkHHl9m23vytdBO+kOywu/uvgOxEiV4Guo7shLIAWcmMMh8DnS2LYFm/MhmtuFeuCojy4/GwozpOWmVKwZpMYcrZXU6beBG+8Ly268p1TEHxuXHObtAtzsyWsuaVN/KsCPiFa4H6Rc7VNsYQQsc1bdo1stZ/1SLTnc/GkZC0qZAJxa0PPZbYHpcRo9djJ0o7clVvhqg2weiMU58tr6xplCjLjwOpNYqD6h0t7tle/anxLtnYSR112KYsWrCHi8RJsqMXJCtEwdDT9crOYuAN/ItPj4ci//Y2qefOoXrCAQH4+g484glDxF2seaPl87Hvppax86SX8Y8cSyMtDuXmFs/78Z/rstRe5FRWM/XH3Od9MIsHHDz7Iiueew06nGXDCUajz9mZ9cDM2NlGieLDQOCj3Yu8pz8NZ3wxeTabAILgqhrOqjoJhw/AEg6xmFR8wh41swIMXhSJMGAMDDxZLWNyDbO0M0l30Mw49p7RMDFKkmM88ggTpT38KKaIvffHgJUkCH/6OdRkYHftRs2gRNYsWkVVW1kEirLIyapcu5Zlbn+WJWQ6Vla2MGFHIz362H+PHfz41rl+JIqjIkgpS+0WtPQTGyi9E1azDMQ3iwSyOfPU+0mkb02NRnKWIrV5C1Yat5A8ZQr8Ddr665AkG6T9pEp8+/TSFrQ3k11ZSXzqQQGsjhjJI5xWS0rBnAMp6uTrk5u64B7GRjUzndTLY7bVLDuQgRvMlJMB+HpjDIXAWxO4UR/X2dqDRV/ymnBrAAKMcnNXIZJ8FKhtCF0PsNvLteo5uncF74f1pM8KAZliyhoNia6XNF/y56KFUF7IfvUWIlsqR6lTsDtkHa4hUnbJv6ozfMdz2ts5Ii1OVgG73/PKAk0ICsXcvWuxrDZ2C5CvIX4m9zZOuCy+FUPDqF1pSevVd+MFUEXZ7vVBdB7+4QW7sgyugplbISzgodgRLVglReORF0Shdcgb85KQvbHd6xdpN8NZcqQAZCtriYiJa19jdZk9rISOGG/hckCvkaFdw0hFwy0NSODdNur0VCiE5lgnZIalU7Q4sS/bzsZfl0dIm3lmX/RgG9ZJn2Nwqx6SU+I3ttYfouLbUi97r3utg6IDd25cvE9+SrZ3EufmKBaOH8kYUtjjyQRvggRf7dQ/V7A2GadJv//3pt//+X+o+Vs6di5PJEC7p/Hpl+Xxo22bDO+8w7qyzui2vtebNqVPZPGcOgfx8lNdiztDl6JqtlA0cSb1RR5IkQUIUU0wW2TQ6DSRTcaJhRcZJYTyzBufBNeiCMg668krWqbXMYDoWpts6dGigHsAlXCYJtnXY3jkMYQgLWeBK/9vbuQIDgwwZbGw+4WMUBvOYyzj2Yj8mcizH8hqvEkW+opkYHM6RZCGt36Z166TC02EeC5siQVZXZrH+bzOwB0+kqCjEunVNXHzxK9xzz3cZN653rdfO4MRsmBODHAv6eWBzGtJaql0+BfkFeWRKy4nFkuz1znOMmPk8KTSHTh5C2+aNPHDAZBIZSHn9hA88mHMeuo/8vJ0L/zrqllvYNHs2bdXVHHPbNfz7N3cQzyvE8fqJZuVRasG9fXb9HpYkyXTewMAkjHwDsbF5n1mUU04eX6PcPaUg/CtILYT0B4gmKAPOVmg5Ezxj5N+62TUpDSN+WbiRPhrarqJfuobTm6YRNYJ4tcar/WAOBt8kCJ0ny9tbxGU+OUOMTFUpWPlgr3KJmC0PnYaWyyD/ZTCy5OE/DeIPS0vTGg3pBCDZjigPhH4J4W+GGekuIfU+2JvAqoBMHDBBR5Fz5X67DZwB1hcryrnmNiFaIbdT4bFEJL55K+wxRCo8plstcu0OCYdkui4YgDufEMfyUUO/0N3qhnWVcs8xXM7psaA12sPPGOicyms3Gh27E22+rrjqfHh+Bqzc4Hp9bbPujA0lhSLeH9JzPmyncfND0hbNz5GQ6w8Xi1bsiZs6xfXtGDFIjjWVFksJy5KKomnA1J98PYkWfEu2dhp+A+4vhyVJWJuUnL0JQWn9fF2wXZd1rXF6EePXLVtG1bx5HdWc2KgQekguujpCIreJdEEGDx4SxEmRxIcfp6aFzPItDLx/K7Gq/8/eecdZUZ5f/PvOzO33bl+2AEuXKqAgKigWLGDvmsTeYguJMcSfSTQxlsQSY9TYo7HEGsTeC3ZElCK9l+293joz7++P525BQEUWFcPhcz/A7uzM3LmzM2ee5zznVJGoqse1bWqHj+PkqZ8z+Koy8vt66Fech+W3cHExMGiiiTBhEiTY9VtWOQ5gEstZRgstGBg46ccsCwsHhyRJQoTJQHQ6Li7zmEt/+lNAIadyOlVU4uJSQCHeLsaX4cLCDnuJ1pjmhfleamImpdFBtPkLyfI2M3RoPtnZAerqotx552zGjevFc88tQ2vNUUcN5tRTRxIMfrN46/2D8JNMeKIZAgr6eeRcmpoDR4ehxlVU2haBGy8mtaES75gS+vfJxqhYwfwVDSTNTD4/7kzmHHISDpp7PyrjN+OzOC/r60mSPyuLc2fNYuaf/sSat99m2u2/oebks2k5+ifsmm9wQgaEvoXTRhmlONj4uxjempi4aNaw5odFtgASr4AuB89wsOcjU35adFb2UhHX45GvKUB70/YNS+VvYygojXLrCLvtyybFTyvyF9mGG4Xa8emWYLo0oEshVQfKTIvn01FBnt5CzJIfgn+y/HzoF7Kt2CPSTgscC4Fz0rmKxRu3HX9McNYi0QaZdFTyVBYQA6M34Je4om7GmtLOqJl2eD1iORCNCaFqbk3btulOCwK0ONrHEvDWrO4lWwuWSZsymYKD9oKC3LSyMD2I3KtAiAl0xO9uhPaUuH3HbF27DoRI/uliOON36eqWIWTTUEK0dh8mXl2nbEMnt74Rpr8uZLC99dcjVypV01+XamFXZEbgop/AbY9IZcuy5LMZPlBE9D9U7CRbWwGlYKRfXj9EFI8dizIM7ESiw4LBTdeRe0/Y1LW8ce1agI5qTrLQK/IVrUlGo6hc1SFkT5HCp/1Eq2vxBvz4bA++gl7ogl4smreB+rfewrvnGEI9HeqqHJprKhk+Joc6qwaNxsamhWayyGZXRn2r9xckyAVczMd8xCpW0kYbMWJo3HTynJ8iOvUr7aL8tayhBwVYWPSk1ybrTbigx+yFt98A6ubPZd3aRkpSir64jNYGH3mOYW1dgNLSJkpKsgiHvbz00grmzCknO1sege++ew6zZ5dx771HbuJH5TguixfX4DiaYcPy8XpNlILL8uDkTFicgCwTdvd3kvcMYMCQoXD+NJj+N0jGQUf5dF0bsyr8fDH5eGYdeRqhhjpMJ4Xd2sJd1YPIWf45J8x6EAJhGH8sDJ+wWfYVzM3lsNtvx01fibtDk+ZuoqsRKDbf9v3ekXgtPdFXJf9X6WOgk+k7qA2e3egQyBuZ4gyf/AxpOXrFZoK+0urTrULQQr/tzBiM3iPrVxFZj26fqmsDHUyL9F3Rh8nGoaseUZkSSxQ8YyObjx89zBKZplQhyWx0q0G3n6M2eIeDdxuSGHQK7GWACdZg2RaQmy0eVl1JiesK4WpskSpOdV3nFJzXI2L5onTQslKS+9ddeGA63PVk+jRRMONNOOZAGNofFq0ULZnT5Vfry0QLJEtw1GAhgRXVIkhftFKmACeOFUuILaGyFq64FbyWEEmVrqg5Dpw0GR68fttPybJqWeeXL0F+HyxetfmfOf1ocdGf/gY0tciU4pEHbH2b9LvENpEtpdRNwJFIfX0VcJbWujH9vSuAc5Ar1VSt9WvbuK878TUI5uayzxVX8P7110votdZgGIw+44zNiuEjxcWQDjBWSmHVp1AuoBQ+b5AEDql068TEQmsX16+IfNrSsY62tiSNzTZB0yZ3jzjeXIdAbxcnmaKupYWi7GIaacDEZCL7M5BBm7jObw0CBDiQSRzIJEBsHRrSfz7mA4wvSbtFVmySaGlhzdtv01JWRv6wYfSeMAHD8vBEE9zdCAnXg3Xp35h46oE0pTwow8T0eEilHPZue5m60KlUVigm9Grh4NgM+vdfD6EsZhoTeNuYSCAQYcGCKubMKWfcuE7xwpIlNVx22WusakhQX5iN3zS48bQh/ORo+Tx6eeS1Rex1JIw5FGpLIZzFzIFDcQ3FnMknE2hpwnSkmmnYScKly3gwkeKE9YvBdWDBuzDlXDh8y+Y63Sn8L6YYlW7ntttvuOmImj707bbtdBtUALk8pegYTUzbumD4wBGaiNG1PatlOtDaBeKPSM9JGaKpIijr8u7euXjy4/S2QFphXuhoozuiu1KmRA5pWxa0thDm9r9CtAC8+0gFy9kgbVlC4K6XSlfoMmkhqm9WRd4EyTnQcoVo9do/z4ybwBrC1J/B/90i037twc2xBJw0RW7uL7wDPXtIsLKbDrYvKZJX+yX3wHHdcwhmL4Dr7oWMIOTlCJFwXYkl+sfv4JX34elXYX2lfC+RPq26PvIE/WJ6apjyPn5xvdgsOK5MEzY0Swtu1GCpFo1NBxtU18l2brhfJh3DQSGgsYTYKhT1lApbd5ySxT3kfTnOxoQrnoAhX9El3nOUvHYUbGtl6w3gCq21rZS6AbgCuFwpNQw4BRgOFANvKqV20Vp3I+ffic1hyNFHU7TbbqydORMnlaL3+PHkDx262WULR48mb/BgahYvJpSfT2BBC1RHID9IIC8HC4cKKjDS0SDQRwAAIABJREFUwnPHcMiu8GK9vBayZHIwHrPx2q3EJ+1N8ZmVpBpNDL8LhibubaERRYAAkzmMvmz6m1O3YgULHn2UuqVLyR8xgpGnnkp2v2+uwwin/xRQwGxmkSTZ0R50cFAocteYPHX+ccQbGyVnUinyhw7F/7d7uLklQK4BGRZEvviUaCCM0zeHSEtMom6aW7HiLfRpmcOEzBhXJWeh/IoEHhqwONx9nZAR5Z6h51HTO8WCtU0dZCset7n44peZV5BN85lj0WmNxamtNqWvrGXalL7f7E16vFDUv+MzW//BB7Rl5hKpqwbEX8swDCLxRmoyekA4TQ4cG157ECYcB1ndO5CxOQQJMpH9eJeZxDuqM4rdGUM++V/5s98L/MeJ3xZZQG26mpUCFQYyxKbBjYkoXimZHlR+8B8CKhd8R0H8eTo9JFLgmQjRR8E7Djx7gPkl02IVAq2AKBAQomUUp13sNQRO73S5/1+G8kHWvdD6D0i+DkYAApdB6BKpMH5buHXQ/CvAkooZSNJA0yWQ8yKX/MxPYwvc9qi0Dj2WtMju+ZNUrqaeKlE3+dkSS3PlbSLurqyR6szPjoDRm7/cbhXue1rWXdsg67XWwoASEbk7LixeCddMhTVlUo1LJODzJRvrthRCZIx0q7O+Wd5T/97iZbU6nSlYVi1TjBf+Ge68UojVhVdDRS2UV0ulrrlN2ncZoc6qXtamTkffCrlZcMwkePo1+bfXI/vn98GIQTBvCQwb0L2xQt8Htolsaa1f7/LfWUB77sPRwBNa6wSwRim1EhgHfLwt29uJb4bMkhJGnf71rtDKMJhy++18fMstrHr1VVzXZcSbu6B/sycVZh0KGMse9KQnDg755OPrHeVF83NaKysxvV50axspMwhnDUenwGn1oBMmZl4C5VckSXIsx2+WaFXOn8+LF1yAdhyMkI+aF1aw8rVXOfr+f21UidNaUzprFkv++1/iTU30O/BABh999Eb+V168HMpkXuNV2jqMKBXj2YcvrruNRGsr4cLCjvXVLFrEs4tKCfUZhC9dDLNSCTxodI8MkvVtmG4K7CSmoRiX28Bv+n+BpVM43hDKhkJqWBzahbePnMyCXfckpUx+6TWoqYYresAnn5SyxoGm48ZitsVRtlwJba/JH1s9nBd3yPJvXWXp4Jtu4qEDDqBwyVxq+g8h0CRZFfnFeTQGfOzWsLpzYcOAeCu8cj/scxz0GvyNHkWrbHi0EWbFoMiCU7Ng3FdM3HbFEIZSTDFrWIODQwl9yCNvq97jNkHbkJor7TxruLQJ489L8LLZE/zHg5UW1Hj3lYnE2MOARwTYype+CTdD5AZIfQD2YiFIRg+IXJP2f3LBO0mMUZ0ysZGw50DyFYg/nl7/BIjcCLF70/YR7QdRgyqGvKXgLoLEG4ASnZa1+yZvaWvhuvDJAhEZZ4bFwbvXt5/l+P5g5EHGNaD/LP/vjjJK9N9gr0lr5Qpk8MDIllZv8mOU7wCuvBAuP0fIRkGOGG+2IxySF0io8qjB8O6n4rk1blfYpe+27+bytfC7WzsDprWWitLCFaIZs2145k2YuIfoxwI+yUDMDEslLpmSVyggBMtxhLRpV1qHSglJM03wmVJBCvgBBf98XJZP2UI0PR6xorHtTl8t15XWaXf6WE07Wyplj74oAwDaFRf50y+Hoh5yzK+dKj5aOyq6U7N1NvBk+t89oUs2CpSmv7YTPzD4MzM54Oqr2e/KK8UkMG1Iaqd9fL7sxs4gOOHJJ1n67LPUr1hBjxEjWP1xkHjOMuyYzBhH6zXeZi/9+/qIexOoynr0sL6b+DLNuuUWHFPT5GslWVeK8nowkiYz77iRE+54oGO5BY88wie33SaxRx4PlXPnsuKllzjy/vs3ynHsTQmncQYb2ICLQzE98TS7zJo/n1CXCU2lFP6sLDY0tVHUpevYNnIPbEwqWzOo9BZiRVvow0oKSHB8vypCPhewxP/KCJDU8MAh5zG39+7421rAF8YX8HNdHYwLQaItRd3AQpShOogWgBG3cSI+nlneyNkjv9pb7MsoHDmSsz/4AM9dD3D74JEke/ejR2EP4srBU1/B1BUvyoKpBKz5AmIt8M5/4OMZMPIAOPM6sDrbLy0VFSyZPp3aZcvoMWwYuceewM8T+dQ7kGFAmQ0fV8CVeXDUN3ySzSCTUWzBPnor0bh2LcloVCKKDAPXtjc6TzdC4jNoPjttgpkW6Rsa8ErLMPkJxJ+FyM3g2yc9kTgVAidCah6kFoG7QW7y/mNkIlGfA265aHzadUTaoWrVFdRWzKZPrwThUAKcN9NtyTjSLgQSrwMGZD0NzT8Hp0L2yRoMWY+BFQb2BO8WkoS/BWwb/u/vkmOn0sb29z0Nf71MXLl3SHRX+7TtAYlw0o3y+bjrQOULwdVaNHdpeL18o6zFHrlw4uTu2b12PPycEK1QmljZXfpBsbgcjpmfwsm/hpG7SPUpnpA2n9crlSGlRMzeGhX/q71GiWXC+spOQ9IvDwJkhKRiprVo05K2rCcShJZWIVgeS4jQeSdK1am7YFlSuWttg+Vr0kHTQANQWQe7D4VpN8Ozt8sx3xHxtWRLKfUmbDbP5Pda6+fSy/wecdn7T/uPbWb5zapnlVLnA+cDlJSUfINd3ontgS8brG5CsrogXFDA2J93jpv/5eQUf1/0MFX+MhL1mrwMRbC1lLpSjUq5vHbpBfQ/YBIHXnttx3a061L5xQJqqtfiVjbTcXp4TJbGXydKlCBB4k1NfHrnnQTz8jpusL6MDKqXLuOpf8xgvS4hM9PHlCkD6dcvGx8+BjKwY9+SZpvo0lwtWiwFLUmLJRVhvEvLqB48gt5B2aeKgj58HDyB1IIKTOXiuhmsM3oyIXcd/QNv0xSDLK+LiyKS7WOtkcHsvnuS01pLWVEfMiI+DEORdOH2OvjnqAKM59Zt5sTXmIaB8ny7Z538oUP59W03cVQSHmmEpUkYZjdz2oxr6B+vE3F86XIhWoEIFPaT4zv3TRg0BvY7GZAW7vPnnosdjeL3e0jNeZO7a9qoOfESeoXkcT4ExFz4ez1Mjmw+QmR7oHb5cqafcgp1y5eD1vgyM+k9YQLN69fjOg69J0xgwrRpZBQZchONPgR6FZtcZlwF5vC0kB0hYq3XgffFTkG8WSQv/8Yh8kD6rtX5nBiNprj6ykd45+0kpjkWZcD5p23gjONXoKiTCpdS6akALZqtyO8hf0V6ws4L1vZ77nz3U3gn7cHUzlGiMfjj7fDqfT9sAfF2hVMBrdfi6gSO7cEwFKZhg66Wz8UMgef7EQBpDSvXiQC/NSoh0rG4kJuOaceOhaWd57qQSsGiVRLSvL5CfsY05XMfMUDIltcL/7kR8nNEb/bHO4RU+b1iAuq60jb0e6VV2LenVMlcF/KyYG2ZEL5QUArl+Tmw6yCJ/ekurN4AV98pk4fR+JfeL9I2XbhKWolvzYKfbCaZakfA117ttdYHfdX3lVJnAEcAk7TuOEylQFc7sl6QzkzZdP33AvcCjB07dvPjTDvxg0Yg4OHnY4/mGabjapfG+UuxQwYq5CX/P5WQF+TT159g4b7N9D78QPZmb4pUMbFoC25FE5hKbnxaQ9LBWV3DKmc5u5qj5WYLG1UyXK2YUTGCNbcuJaukDa3hoYfmcfXVBzB58sCN9s0bCtG3XyF5G2aT6Ukwu7GYO9fsR13KT2DGeqoH1RDrm0VBxGTuO6tJNGeQMciLL9qCm0rRHMjk7focVjZ+SL+wg9Y2SkG0LYFdGMLQmpbcXgQyNx7pqXegZ0kGJ/QP8YDWOIBKP66ZAQ9+n8mxg7ZN9DDQC1d3SLEy4KfT4OGroK4CmmognA0lQ9N3XQWhDPhoRgfZmvX3v+MmkwzMNxnhLsVPnCf6FpG5fBZkZkHJMLC8BAyocaAiBX2+A92EnUjw2JQptFZWYgWDoBTRmhqWPPMMvfbck3BeHqUff8zz55zOSfdqvL4NoNew+ec5Dc5CMS31DJDQabdarBjMrSM9WmvOP/8FXn5xA0qFyMl2KS5Mcvv9vSgp7MWB+yxHnjnT56pKewKkFoJnTLd7Qm0Ob87qrGy0IxgQw8ulq7tHT7QjIhWdixOvJZYMoF3QuPg8KUKBNpS7BkJ/kcrld4y6RrjsRqkoxVOwZGVnVcd1IZmeLjSUfD0jIq29RFLOdtOAX50m1g+3/0cqT32KZdlYDG6+RAgSwJR9pbX8+kcygVhRIyRrcF8heW1RuPgX8ObH8Mp7UJgv8Tsr1kJto+i/jjpAWqzGt7CG2RzKquDs30v0jlKb9woD8TpLJoUQ7qjYpkOmlJoMXA4cpbWOdvnW88ApSimfUqofMAiYvS3b2okfNnLJ41iOo7A5GzuRwF/rUnh/OfqzcuqMegh6cF9YQj11vMDzVKsq7ET7Y0yXO4MCbJfyz+cC4gmlXQmobsfS+ghLm7LpGUkwxJ7PiMRsCqji2mveJRrd2E8s/tC17NP4GruE6snzRDkyfzlvjHmIwmCSwTkRRj3+EdEXFtA0bx7uhyvwuQlcy0NzRjbxniWkMjNpyc3nmnGXk8iIUJfy0maEMe04JQ0baA7nUZbbeRNN316ZnO5i3TttLw6Ot2HkBlE9wliFEfx5YW4a4COru03ahuwJ17wEv7gLigdC/9Hg7Rq0rMCW46O1puyTT8jNDjDcXUYs7lLRFiCzoYa45YOaDbDwA3BsnLSnUNZ3FH+x8pVXaK2qwhsOY7TPmSOnRtP69SjDIFxQQKx2FavfXY+4u38N3JXglAvpQqdF8FuHe+6Zw4wZS8X1wdTU1FksXBrANA0efabdO659qrH9LpkDxpf6HqkF0HgO1I6D+iMg9syW7zJbiaB/YyuAdrTbFPyv4rWPPLjaAQyUYWAYBomUj2TKJ63E0NTvZb+uvE2IVo9cqG8QkrQ5+wZXpytVads3NGRF5Hs9cuF3P4d3/g0nHirnwPCBInbfv8tkpGXBtb+ER/4KN/4Gfn8B7LGrVNQywvCXX0uredrZsPtwmUhsi4r/1bSzYdZjMtn494fhrieEKG0rnngF2tKtUetrri8pB1atgwPPgomnwXV3C1ndUbCtmq07AB/wRlqPM0trfYHWepFS6ilgMfKod/HOScQfP/LIZ/+m8VT/4haJI1Kwgca035VCKZlMjNLGZ8zB6wsQ9VpydUlbHaugD+26ZDULScgZOJD8YcOoWbSIUEEBSim+qPDT01nHmOr5GDVyZcrHoDQykoULD2XcuLSXVjyKeuZmEtrENT04tovrasJWgt/1e4+/N+9OtmmS9dDbjM/+nNLdfkbM1ihDgVa0YZDy+6A5xRcDxnLhmDs56/PHGbFuCUtbsmkadTp7Z+TzNJK9YyDhIv09cFH6adIwFK/+bBAfV8WYsaaVsM/kjKFZ9A1006Phl2FaMHgPGLg7bFgKmWlxutbQ2gwHdg5OeDMyCMVqqE55+LihF+vjmfie+oTGS/chYAUJJ6PYlWuoLhjE0WHI/I7IVuO6jVuvuv3uoxSpWBcPKt1GY2kmG1k3bBEa7HViZOab9PUTbXYZ6CaxeFAW0WiKBx6Yi2UZWB4vSifweV0SSYOGJov6xmxEq5WgI9NE5YJRAN79uqx3GTT9HDlbQpBaCsmfSzRNxk1CzrYBR+wnI/vtAmeA+ia5YQ7p/9U/+2PG7U9NYML/hfCYcWzXh9dKYJlxDOVKQDgO37XtZFUtzFkoZEmpdNUmfeK3VyZ1l/97LKnuaCAnPSCblQGj07NEQ/rD3y7/6m0qJcu1nwtXnCek6unXhEA9+oIEQt/9R8mArK6T6cVICM67Sr7mScfrPPo83PZ7GDP82x+DhSuEHGZFhNhtqbplGFKFe3OWiPw9Fsx4Cz5bDI/dtGO0x7d1GnHgV3zvOuC6bVn/Tux4yOjdm8w+fWgtL8ebk4mLi+mauNEkwSPFP8iLj1pqGXTQocx58H6I+KTYYCjcpI3p8bLbBHGHVkpxyM038/aVV1Lx2WdC2MwMxhhzcT0hHDPd19IuBQ1zia1cCO1ka+XnKDuJrSVYWaUVw7Y2GRveQDIqN8VkayuZkQTDeieYbZmYKRd8HmzTA00x+uk1THz8KTKr1vFhOIN/MoEvyvvQt8kmMPNxjj99LJVHjqbJVRwRgV9kb1wFUgrGFwYYX/gNR/q6Az+9Ev7xc6iv7PSC6j+yo4WolGLXU07ho3/cx8ONE/isuRhXG6hKF+cXT9FyxURiA/MgnuCYCEzbFlGq2wI6KlN+6utJZu+99xbJk+NgmCbKNNFao7XuCAkH0PjIHWBKZUK30El3NwcDiIJ3PIT/sOWNO2XQcKJUn9qNTCM3UF5+OIZhEAhYpFIulhkEHcU0XRoaFPvunYLsF6HtZiF1RkDyDiPXSexOO6IPpT8PC+x5sg0NxJ4CuxSyH+k0RO0K7abNUUNgbLn9vNswcdy+63GEf2qJQLnl8u5r/exoENuDIPe9dgsXH34RYX89SslxT9g+LLcSWq6WycfvEG2xtLwvTayCfiEcIB9deyyQ40gLrzhfgqQzwvIKB8Vva3OzIt94H6Jwzh/gi5XiFGNZQgBXrIOpp8l0JcADz8jXirucms2t8Oc74dk7vv0Mwy59YNEK8fqqrpPJymh842WUktbo2jLoXSTHxTJFl7ihAt7/TCZDf+jY6SC/E90KpRSTrr+ely66iGhVDdppxjENglNGEjxEHPOSJOlJL/b9/e9Z+corNFeW4yrQaCxlMum66/H6gx3rDOblccRdd9FSUUEqGmXA+wt57uKPcJSnow+esiHgMVHr5gHp8aCsHhiGQikXMKVi5YChNI12gHDYS2trEn/QSy+rmtMXzaDhoCNZ+U4DbsrBjUYZ7C1nct2TBFvr0CgCjTUckFpKjm9fjH5n4TiaRf+ezc0jsjjggG+nyamubmP+/EqCQQ977NETr7cbSkhF/eGqZ2D+O9BYBb2HwtC9pPKVxsgzz+IXf1xIU6tLjhXruGA2tbrkXvMk/zrgbTJ3GUPkgOe/3T64bdD6V/FJAiFbod+D76szQov32IM+EyeyduZMDMuSGCWlxEusqAg7kSBWV0dmn+H0m9CYziipBlo2szYTCZQeCJ5BkHnbV+9z3WRwVgNBIYZuGzRfTEFWb7SGfv2yWbq0hoRjYRgZJBIpiov8nPbzy8GfCb6DZXoRV0Ktv3wXspeIbsxeLPulrDQpSoqOLPYQhKdt/DOJj6HtOnGvV4D3IAhfsTGJAyG1qVmcOTnFEfvuwfzl+YSDMCizjLWvv8L7NTX0HDeOPhMnbn6a80cKpWD8bjD9g1MJ+Vo47YA/oIGm1mziTgm7RAKQeBXss8D67sp/JUUidm+NCnEa2EfMUukSFOBqiIShKA/+cimMGwnzl0olZ/SQrY/f+TKefg3e/zxt/myKQ0ljC9z9FPz0CKkigWi4Aj7Zt/YiciQkDvPl1UKWvg1+cji8+K4Qz1FDxHC1vBYCXlm/ZYmNRXObLLNqvcT7jBqSDthGhgt2kq2d+J9E7qBB/OS551j/4Ycsb5jHyhGNBIf2BWWk43U0YxhLpKiQsz78kFm33sr6d98lVFDAXpdeSt/99tvseiNFMlG2S10dRcUR1temtVx2Ei8pSsJNeCqWd1oR9xyE2W84oeXzaXMAw8Rjuhha82D9vrRFkvh8FjffdBDrbn4ZT00Vv4s9wbpde/Cu0YdFBx3FIdOvI7KsjpTlwVUGWhlYKYfR0ff4tPIgfIUl+P0enntu2bciW//+9zzuuutT3LQqNisrwB13TGHw4G7wpgpGYO+jtvhty+thlVtCtirDa7Sm470hx4qxqCUfVdNG5NLzvv32W6+CxExppSlTyEDLpWA+KlWfLUApxcnPPssHf/kLCx55BDuRYMDkyWLW+847OMkkw046iTHnnYcVXiGETsfFnBITicKpQe4KITB7gxGC8O+/en+TH6WJVqgzXV75wW0lYtzGMcf8mqefXsTw4T2orY3S1JQgKyvAY4+fQI+CzPad/2rhvTVEfLV0DNqTFLSLEMJcSL4HdCFb9mo5ZvilxaijEH9F/s68Nf3zNkQfgLZbZD0qSJ4ymTT6N5QuKGHGhZfipFIYhsGS6dMp2m03ptx+O1ZXA6kfOX51Opz9B0gkY5TWDaC2qQCwGDPcltNEKXBWbZFsJZJpntuNAyKWBVddCL+5qdNAtU8RrKtIqyrSk4clRdAjRzym/D7YZ0z37cN/XpDLZXvwNukWYUW1kBivR1zk3/0Uognx8hrUR4hQez5kYBtaeH17imHs3x4UkX+vQvjtuXD8wVBeA0dcIJYVGlGbxJNCSOubhAgaStaxI0DpbhJmdgfGjh2r58yZ833vxk50IzSaJSzmcz6jhRZ60IO92HuzGYXfFE4yyX8OO4xkNEa8bANmKkrI5xKPpTjmgF70OPwncOpVsnBtOc6fjsJduxjb1mhlsGrISayf9H/4Ax722qsXoZCXte++y/vXXUeiqQkN9Jp0ELed+yeGHzIKf8V6HMuLVoYIVVuiWDrFnIwpmPueQmNjnJEjC7jzzs3PJNu2y6JF1biuZvjwHh2Vq3nzKjnjjBk0NMRpbk6I7VPYx+DBubz66qlY1vbv++y5530sWlhFoaonYkRxtaIqESJg2nx4wXqKb5n+7XoETgU0HC0tvq6tQ6dKwpTDV3Tfm9AadIMYmKo0gUgtFgLiLBPdVeAs8Iz46vVEH4WmC4SYdYUbA2swqaxZ3HPPZzz55EJiMZuBA3OYNm08Y8Z8A0OmdthLofF0SC0B/OmJxRQYfaVlafWDrIc6l2+9CaJPAa3pMOs0VARyP5SWYuP5kHw5XXUwpdVoDkbrFp691E9zmYU3HE4fKk1LeTkT//AHhh533Dff7x8BauphwbynKSt7n4deO42GlmyKchu46NiXOGyvl1FZ94JnY3+4DRVw4wMwa55UUg6ZILYH3eWeDhJ+/dzbMh04fjQMHSDtuS9WCNkZMwz+cMH2MaYdfayYiAa68G7tShXpnX/D/dPh80VyCVi0SjoIWkN+FmRlwiHjpZXZHbBt+GI5/PV+sYNobBbimRkRUtXcKp5jrhYCmp8tRqhP/X3j/f+uoZT6TGs99uuW21nZ2ontCoViGMMZxnB0R+1k22B6vRzyt7/x6jmn44vXgeUhkYQ99xpAj4E9YfYLcPAZUNAH8oox75iDuW4xntpSGDyOvs1RwsuWEczNJRiUdkrf/fajZMIEWioq8EUi+LOy2DUFdxQUQelatNfAcB2ISlaFi4Frp9DxOLFYiilTNl+p+eKLKi677HWamyW4LBj08Ne/HsS4cT157rmlrF3bBIDXa6CUoqUlwdy5lSxcWM3o0dvf9nvatPFcdNHL1MRyqUtF0I5N0OOw99h8iv52SwfRaqCBT/mE2pr5FJQ10idjDP37HYuhttDydOsAc1ONlvKBU9q9b0Ip8bfqCs8wyLx569bjSfciXEd6Kh1wwLMXHo/JJZeM44ILxpJI2ASDnk2Mer8W1hDIvA8azxLiRRjMgaDypBrn/9nGyzsbxITTrZZjp1Rav1UHscek3JKaC5iS5wjihO+WYSc95PapI97UqWBWSuENhVj1+uv/c2QrPwe0bwr/mD6SjFALPfPraY15uepfJ6NMP0nfKF7/UFp6x0wSP6nzrpL8wB65QjJeeV9aXQ/9tfu8Vvv1kspbVzx6o5ALna5ubS8M7S9kK2WDp92LNynHwGNJVE5hvhijajf90nJMUg4cfWD37UtpFVxyrZDagjyp9tmO+MQFA7Jv7QavFTVw4iHw6zO/X6K1NdhJtnbiO0N3EK12FI4axc9+dRKlzzyC7c+kqCiDcLj9t86A8pVCttrRZxi6ZCgf/+1vLHrqKZRSMtXTvz9Tbr+dYF4ehmmSGbQg1QI6k14exVn/9yuePO49PC2N6Z9RJIEoIdbqPoRqY+y2S4CR+U04qdRGWpi2tiRTp76C60J+vlRLWluTXHrpq9xxx2HMnLmW1tYEWoOpbUIqSoYZpU0HufP6F/j55Yez++5FW39D3wocc8xQ5s6t4vnnl5FM2vj9FkVFEa6/+wjRSgEttDDDfZphT7/M7h/MxzVA68eoL7qbvAsfh6zN5B6afQAlWiTVpfei4+DppqTe7oanP/iPkHgf14OI6pOijYp0VuIsy8CytqGf5BkFeR9A858gNRNpfTaD7zCIPQItvwOVIUJ5e50EMBNExPTxTvuKxBtAQqpbTnWXDXjBrUap3ijD7Qiab4frOBtFXf0v4e6nwgSDvalrrmXpugAeM8mJ+72A5XxEjnEoI4on8fysc3jjozxG7iLVsOIueqTCPFi6RkjIbsO2775mbL07yVbj3BNgziIhT4mkVI28HtFrxRJCfFrbYPEqITtBv4yg5GVJIPfjL8OBe3XPvvz3NSF9BWkFRU6W2F3Ek2LY2rUH5zgwZ7EQwR0FO8nWTuyw8PTqT7+eEcjpMiKj0yY0mZtqnla++ipfPP444YICjPSEW/2qVcz84x857E9XwEN/gPWLZeG8Xrg/+yO1S5bgy8wkXlcnv+xKEQgEaQn3Z/9+Jnmxl+izrp43fqnxZ2Vx6K23dgR/f/TRBtraUhQUdF41XVezaFENxx//FOvWNeK6YOBgkiKqfcRtL2FaqHj+ES5bUsHoSeO48caDu0c0vxlYlsG11x7AqafuyuLFNeTkBBg/vjc+X+elYRELKfx0HoPen0csOxMMA61dfBUrST16Fc2HXEqsvp7cQYMIZFRJFcYaCMHzoe12ibFRXglbNovAf/R2eS/dgqz/iAYs9qCI470HSr6huRWtwm8CFYTMG8GpBLcW3GZo+RXgBfySs5iy06TVBpqRAOt2eMCeK8J/lVYua6fTFV9rTK+PRHwU0doqQvlyV3JtGyeZZMj/WFWrHWvKoKImSGNzCbarueKUazlmwgwa2zKxTIv8zrpNAAAgAElEQVQDRj7NsN7vceYNj/DEK9lYlsJ2ZAqufXJQKRGG7+hYVwb/mi7Voniis2oUCsCHn8v0Y0OTZETG4lJETaakpZcVEeH+irXdtz9rSsHXRf+VFZGqXkPTpnbFrgvvfSpRVOed2H37sD2xk2ztxI6LMYfCS/dAS724pWsNjdXQcxfoN3KTxRc//TTeYBDDlBuSUopQfj7ln87G/vu5WG0NkJUmbk01RP98CssXeug1bhwNq1dTt3q1ZGS4NuP37Uvzuk8IFGRj+eVGFm9s5NWpU/npSy9her1Eo6kOzxitNTU1UebPr8RxNB5PZ3vNQ1KmgXBxMIkRIs/TRq+2Wbz3XgEvvric447bftbfSimGDs1n6NDNPyZWUcXQ9+dh+30d/gFKGTR4A3zwzyepe/ATfJkGe569lp67hwnlF8gEqO8oISrxJ6XtFTgGgj8FI2u7vZdthjIlXifyNWL67oJZKK+mSwALVBbYn4E2hUS5tWAUpSccNeJOn7YQ0a5o0rpOYWq/LGdkowJnsOelx1K3eiotpaUSW6U1u597Lr3H7wDjW9sBkZBM8zkuFOeVc8Rez1NWV4TWBm1xMFQPemRVcuiYp3j/i/1ZXzOQteWWzNsUyCXG1TuOKHtLSCbhomtEaD5sAHweh6r6TkLVGoU7H4eGFmhJu7a3Ex5HCzGqa5Tq23NvweR9N81a3FrsPgxmLwTSbVPDEHPWj+aBa3d6cFmmfM+24c93Se7jrrts27a/C/yPOq/sxI8CkRyYeg8U9IWGKomoGbEPXHTbZgUVqVgMZX6pQqQU+VYU1VAlRKv90TWcRaKqgr5Z0oZpraxEOQ7KMHBSKVa98gotFRUbTXT5s7KINzdT8fnnAB2aK9t2WbeuiS++qCKVkvU1NcVx3XSEXtr0VafbrKZyyfIlCbSUEg57efHF5Rvtsus4NJeWEquv775j+RXIJRcjmUB3MWrSaOa9W0VNXZzqmI/WoS4rmrMpW9hErNEE1QPiM0RvlHUv5EyX0GejG6Ysf4ywVwCmBGLrtI2FbgWSoArozCZwgFak2hVN/9uk3VQrmbJZXT2eaj0DwpcQKe7JSU8/zRH33MNBN9zAT194gbEXXLBdW9Obg0ZTRy01VOO0m75+x4gnhEi0O+z3L1qD7ZponT6vtcbVipTtoVePDaRsi0igAdd1WFcu/k8VNeKivqMbxM7+AmobZKKvrFom/Mw0iWmLwrK1UtFq2pybCmLFUF0vxOfPd8LF1wiB2xYcc5B4wlXWyGfV3CpEb8JomcI0DfEUa78MKSUWEQ89u23b/a6ws7K1Ezs2eg+G3z4KrQ1gesTuYAsYeOihfHLbbXjD4Y6bTaKpiV75mRgeu/PRrd3jxnEIelwa16wh2dICpomhFK7joLWmraoKJ5nE7DIPrrq4nPfpk8Xpp4/k/vs/Z82aho7IIY/HJJm0AbkJhYgSJ4BC4yNOT08DppskHi4WPZfZeWNc/9FHvH/NNcTq69Fa02fiRCZeeSX+zK9xRN8GjGBX5o8ZwbDn38H2e9FK0RZNULc+xuzw3vy37RB4z4s506aHUcOtF77N4acYojuKPwn+47pPTfxjhdkXYk+StrNMf9GW1qBbRYdDKQZy2bYR53wvGJnYtsPS9SUoErz++cE89u44jp0Evz1HWsWFo0dvZqPfDeqp4zVepZlmFAofXg7ikG2aSN5avDUL/vxPcSxvb7lW1ORhqrT+rSNmSWGZNqvLB1DTlM9ewxazrnogZbX5+Dxw8U/gZ0fu+KdzQ7NU6LQWo1SQ9qDjSvfaMDYfG9QVcm2Coh4wdwm8MxsO3efb71NuFvz7enjwGXhvjhionnqkGJ+OPVHInKnSjxziO02vQnG13xGws7K1Ezs+lJIq11cQLYBhJ55I/rBhtFZW0lZdTUulXGWG/fwXqJpSWPg+LP4QyleBncIbiVDZJFUtlMJQCu26mB4Plt+Pdl2idXUd63fSj3Zdb2yXXDKOc87ZnawsP3l5Ifx+C9t2Mc32Xz2Fg0EBVeRQj1fZjPCtxnBTVPfan2g0ydFHDwbg2RXlHFLu4ZdXPMBtl99J6Vgx/nzrd900e70FZJHFkP3+SKxPP7wNjfgaG8mosVkbGchj1tGkMiP4si1UTpByXx8uuWsyTY3NYtyZeA3qp0Bserfl//0oYe0KpNJ3cR8iQ9ZIBFAlnYRAI0Qr/X0lLcU1Fb2ob87C1R6G951Pfg7893WY/vr38WY6YWPzIi/QSgtBgvjxU08DD/IvHuNRqugM2HOcba+ObA7ryuD3t0pVJCfLhWQjJGpZtdrPnGWjKcqpwDRSgCYvs5a2RIiXZh2GxsLjccnJaOS4g+Hle8RU9K4n4JZ/i0h+Rz2lhw1AEqyctHO82SU1TckQseN+Nam0HbFqKK0SUf0Hn2/7fhXlS87jq/fB4zfD4fvBoL7w8F/l83NceYUD8lm0xmDkDtBChJ2VrZ34saOlXq4imXl4QyGOfuAB1r77LhVz5hAuLmbQpP0J3feLtImlK/eymvXQWI1/jyk0v1WOk1ovcTGuXH08oRAYBsq0qGgMkFKNeJE01fHTphHIzu7YvFKKsWOL6dkzg/z8ILNmlRKP25imEgdkDW0qE42HbCvGHsYi8lQ9C/KPoi5VzOTJA5g8eRCPN8I50Vzs/llYrsuyfsO46Zw/cbH/RtQHr9K4bh1Zffps8TBsKwr8/eHSN3C+eAdj1XyqKlt4udJCL9d4sNEOWIaN4TeoiuUx8+MoRx8YA7MESEHr9YANgZO32z42NcV56qlFzHxnBZEMDyeeuBsHHtjvO2+ZfSsYETFf1a3p6KEAcjImEWIVRmOTaE4RrXMwfZpwvsLweNBaUdWQjc+TwutJUF4/BNMQcfHjL8PJh31/b6uMUmJECRHGwWEtazraiEtZwjKWMjF5EIue3J+nXoN4XPQ3vzkLhg3qHquYV94XIhfwQ0Svh6pPIGccWBn89p7rufSEf3LYXq/g9dgsWjuM6x/7HbVN+RTn11HdkIEyM7j0dPjXf+HuJ9O0V8HjL8GpR8EvT9vmXfzOMaBEbBueeSMdf2OBnej08nWctMThK8ikka4yLV0FQwd2us1vDxw9CR7+C1x9p9hSZGeKD5fHgjOP3X7b7U7sJFs78eNB19TW2jJ49GpYNVe+VjIMTv0jZlF/Bhx8MAMOPli+PvtlqK+AAbtBYw00Vgo5s3z4jv8Vx5/Xh5enTmXJ009jeDx4QyG0MmhripKw8nl9lxdx2po5edQCzr94IHmDB2+yW2PHFpOTE6C+PkZOToBYzMa2XTwek+HDe5CbG6CqqpW/XHcA++xVwGdfNNLQEGfo0DyGDMnD0TB1VZy4Ayrh4CrwGElcv4cnDz+LKz9+g1h9/XYlWwB4vJi7H8rqBos3/vpb6oZdglpah9IWqTbwRcAwXBRQGc2UWBqzNyiPXJmj94H/hM6JuW5EW1uSX019lOMO+hc3TFtNKmXyybzBPLLhMk4/84hu3163wxoiRqXmwC5ZLUlIzUYqXj4a10NzeQowCOa4rFlpUTiskUBuRALWw424boAPlsjd32OJ0Pn7RJL2UpVmA+s3q9d6Pf4Brz+3Dz2yLbIisD5az82rPmR0yXrsVo09tweDWkdw8KQBRCJbb1fe0CyVGtuGtctXgd0K9bPA8NLWlM21D/6SGx6/DL8/BcokkfQRDrYxrM8Kxg5ZzxknTyYUgnueEkLRHpHjOBLcPGXfzgzBHQnHHiTtv7Ia8bIqzJNTr6IWcMHvFzsIewsSu/bKV0qLzuvI/bfv/p44WcxkH3hGdF17j4ILTpGg7B0BO8nWTuz4WL8EZtwKK+ZAOAsmngKznoOmWshOm+SULYfbL4CrZoC/i8dQxSr5WynI7iEvgIZqaKwiuMsYjr7/fpJNTaz74ANSsRiJpCZpRFg76WF6lmSSSGbyTEVvDkrA5uTfXq/JP/95GL/5zevU14ueKxLxMmRIHtnZAWzbxe+3GDuuNxl5IQ44YONHxAeeXUZ9776Yjo1W0k5KugaepE1dRh4Jf5CcAQO695huAVprPvnHP/BFIvTOTlFreqT14EKsxUBbJspIsv8YB6zdOomVCogDuo4KqehmzHz7Y/5y2TQyM6I4jgEoDp34GctX/5b6uj3Jyf2BG/J49gDPWEh9Ilo3tFS4rP7gtmHHy0m2RfFnGnh8mtZak8+fGkvxsBXsea6mpKCSJRtG8fJnV1DVKLFR9U1w3EHf79sqoAANNNPchXh1QmuN4U1RuOs6rKoBWJFWBp0zHRubRXNdLBrx9Kpj7jvruPv4Qu6770j69Nm6adZ9dofpb0i7K+mYmKYWyucmIVEFTfNJubuQcnrg99vsNWw+vzj2bkbvOoKBg08DM5vn3pIqT9csQtMUwjX7ix2PbL38LvzqryI6Hz5Q/MTWl8v7CwWEfBlK2oNOumO9uSKX1rLcsQdtf9KjlDj4HzJh+25ne2GnZmsndmzUbIB/nA9rF0BOoTzCTr8JVs8Xs02lINYCdWXwxXtw1iC4dDw8cAWUrYDigWzSqdAacKFHCQCeYJCTZ8zgxCefZPjZF7F42HUsOWkebSWTABl59ljwxMtb3s3+/bOZPv0k/vvfk5g8eQAlJZkopairi1Jd3caZZ46mR4/NG01Of3g+RvpKr9K6HYUmhYWVjLPX6afhy+jG/JCvQCoapaW8HG84zAlNcwjuV0IqqrGbHVJNKVJtBof9NMDgkvjGFSzdBipXomS2A3qGryYjHCUe95FKeUmlPHg9Nr2Lq6kpe2G7bLNboQzI/DuELkvbQfSG8O8g42YwQqz9pIjSORbN5RZLXvXyyQMFOMlcFr9cwvLZ/ySZOY8bnn6SWYtHU9coU3MFuWJa+X0ig0xGMZpGGr9yOZ32EMsctQjDm6Kt1kc8buAxPNDipeekBDEjyg03fLjV+7D3aCFcpZXgyRyEbrdCb0d0NdS+Syhk4PP68Uf25IbpD+LLvkyMZZHfcWMzHU2lti0b8LuG1nDzA3DG7yRAuqIWFiyTCpbjCoHcpa/oozQwsCQdMv2l9971v6EAnDLlu3sPOyp2VrZ+xNAaViZlWHygF6wdQLqy1Xj3SUglOitYSkGsDRqr5N+hbChbJssANFSIF1dTtZCvS+6E7CKoL4fMfGkhNtXCLmOhT2fMien10v+gg6hsy2LxvN7k1icJWfEO6wefV0apvwpKKUaM6MF//nM8L720nNdeW0U47OXYY4ewzz4lW/y5hrImcuato3pQEZQ1AApyg9DDxwlmjDFnnrEtR3Cr4AkE8GVkYMfj9K6vYFrxuzx+1iTK1th4TcWFZ+zNH/aogpYHwK2XKo2OihYp8qdN43u6A24bfXquxHbaLRAEtmMSDrXh8VRv+Wd/SFB+CP5MXu3QGoLn4aRu4bPHPER6WEJYrWGgQBkGlj/ILv38PPV3eHEmrNoguqfDJn43LuRfh73YmwXMp4oqbFKbfD9aH8Ku6IXHBH9hDdo2SaZc/Fa6f6UV2oGCQRafziojFksRCHg2Wc+WYFlw8zQRcy9fW0zI2J26tXM7ome04SdQcjB+r0EiJSHMxx8iRqbtGL+b/I63RkUzBFL98Xlg4tem4v1w8NFceShM2RKBo5TYYawpFRPRRBIiQfCmmYHtiAC9qUWc5A2jU8dlpOc1IiEYvf1sAH802Em2fqRYkYDfVkNZSm4/2SZc3wN2D3zfe9aNqNkAHz0r5Mi0INoMpcvFAU9r8d2qLdv4KRZknL5qPYRy4K2H4dJ/wQt3wOdviH3EpFPhsPM3GsWxEwle/eUv2fDpXNzE7dTUQ9P69fQYPhx/djYtbbDvN7zo+v0Wxx8/jOOP33LeRzSaYvr0xbz22ipqa9uo+eXTcNH+MHEXeW/NCUJvLuHum/fdaGIoFkvx5JOLeP75ZSgFxxwzhJNOGr6RI/y2QBkGu51zDh/fcgtKKQaUr2LaigW0xeIcftON9N2nACgA4x5ouxPsRWD2gsD54J/ULfuwOYTCIRLR2o2iaVxX4/Ua5BXuvt22u92hFIQuoM+Ug7HuPJZk3I83Qx4skq2tmD4ffSZOBCS/7+zjv8+d3TwUiuGMwMamjrqNCZcC72cHUV/rJTMCraU98Jasx1AGXiMtOFMaZUKyxsIwuk7yfnNYFlzyM7jmLkXR4LGsLB7MhrWVGJaX3MKeRMIW5dWiCbryQmmLdUVGGG65HKbdJP5SCqlm/+XXkrm4o+Dl9+VYBHxCsiyLjkEd2xHyGAwI8aqul1Z0r0I5LrE4hIJySrZruXIzJUdyR5hB+b6h9A9odnXs2LF6zpw53/du7PBIuHDUBmh1IU/VkKHexx+oJGZncHGqP3v3+RG4R8+fCff9BmpLhWQB2O2aECVhwu2hvV3RbkMMUrnKzIMbZ37t5pbOmMG7115LpKiIhdFRvFm2G+HYWhLefJIjf0JxkZd/Xy9TMtuKZNLh/PNfYMGCKjIyfCxYUElDQwLDACMnhJsdQpc3EAQWLLiA/v3lau+6mgsvfJFPPy0nK8svfLMpzoQJvbnttindNpWnteaLRx9l7gMPkGxrI5iby7ipUxk05XvsJTReTLLlKVLJNpIpA60hFEpheodjFXycjrTZsVE2ezZv/Pa32PE4AFYgwME33EDPcT/QrMkuiBLlOWbQSCMxosSIYWFxDMcxyB3CM2+I2LxNt7Ln/z2BZTVTsbKVQNjEirg0fBhhwR1BDj10ANde++1Iu+PA9ffCC+9Iy2yNmOrTP2335ffBnVd9tRt5PAGfL5YC+G5DhXzsSLjiFpj5qbz/ZWuEMColpCrgE91VQzO0tHZmIw4qgeMOhhXrxS1eARiQGYY+RfDAdTC43/f9zr4/KKU+01p/7aP2TrL1I8R7bfCbKigyaugVfBhl2NgpD9qryGmu5OCaERw4bgecV25HaxOcPVCMTLXuzEMEaVMpAywP2BKt85Xw+GD8MXD0VBi2ZRL64oUXUrNwId5wmIq5c2mrb8RxNBoDX/FAzn7rdYp3Kdriz28N3nprNZdf/iaFhWK+OnPmGqJRG9BYloHHY+L3W8TjNo88cizHHis1/Nmzy7j44pcpKAh1ECutNdXVbdx775EdjvbdBde2ScVieEOhjtDq7w1OGTSei04tQbtSejCsoZAzo/tzDb8NUp9D222QWiT7EzwXfEdsdUnAjsepWrAAgIKRIzdKMPihI0mS1ayiiiqyyGIQuxBkU7bSQD0f2h/xcflCGipSVLwWovyVMIMH5XPbbVPIytq297yhAlaskwpOeRXMXQolRXDE/uLz9GPGzNlw2Y2i56uqg3Xl4m2WdKAgG1KOZBHG08+tkRD0KYb/3iqE6v3P4N8zRDIxdoSYjvb77rxpf5D4pmRrZxvxR4jmtF1URL+HYdgkkwGsWBvBVRsw3SjvpkopPew/HHXXPdvfLmB74LoToblOWocKqV657fPJGjxe0Wh9kxuZMmHVPLhrKlx4Owzbe7OLeYJBXMehfuVK4rU1+AzQliLlOKj/Z++8w6yozj/+OTO337u9N1iqoBQpFkRUIiooYomxG7vGxBJLjC3qLzGJSazRWJLYYuxdETU2EBBF6U36smzvu7eXmfP74yxbYGmyS53P89xn2XtnzpyZvdz7nfe87/etW8PHl5/NZTNndsvpzZ9fhaaJNsHkdOqEQgk0TcPjceBw6Jit9s4dK7NWr67HMMxOESwhBIYhWbOmodvFlmaz4UxqrywMBGJ89105pikZPTqflJTdKAT0Akh/BxGbjTCrQe+nKvx6IkdsZ4kvgeZrADto2a1Np+8FGQH3znXRtblc+0QkqyscOBjEYAax7QSfNNKZbJvMKUWnsDrSwLrDG8md4mP48Jxuic4W5XXOxzrzxF0ecp/hmNFw6nj4cIa6R+2dp5LhH7wVPpsD9z3V2erBH4Rlq+HJ1+CR22DcKPWw2HkssbUfMrR1xcTjrCCesKMl4iSVrlVmfNE4Ms1B6fLvef6YY7hm2TKcvr0gi3ZHCbYol3ehtYspobeKLQE2Jxhx9bo0QdM7CLHN0G3gdEE4oCoXpz6xVbE1+Iwz2Dj9c1Ka1qK7JJ7WDj1RA1rsyVQtWEBLeTnJBbveoTYvz0fHiHO/funMm1eJaZoIITFNk2AwzpAh2YwY0S6gsrO92GxbigtdF1utdNxZmpsjfPjhaubPr6S4OJUzzhhEQUEys2Zt4NZbPyORUH8Hm03j7ruPZeLE/t1y3B1CuMDZc3lhP4rY19B0hYq86ZkqJ1DzqUbToafAdQYI62O4K4QQDByYwcCBGXt6KvsNmgb3/BLOOlF5bCV7lQBLS1EJ/4lWM9OO5YZSwhsfK7Fl8ePZC277LLqb3g44NxmazXSEHWz+ZpASISVCSIRh4jDtBOvqmPv3v+/p6e4c9WXqp6537pUhNEBCRr5KqNiUq5WR39lXaxOarbW3r1T7upOgYvVWD1s0diwnj8kmySERQlXkmBJcNkg2VbfWQGVlt5ziSSf1w+Wy09QUQUpJZqaXoqJk7HadaNQkHE4wZkwhH354fqc7/XHjepOZ6aGmJoBpSkxTUlMTIDfXx5FH7nqsv64uxAUXvM1DD81hzpwyXnhhEWef/SaPPDKHKVNeZenSGtavV8urHo+de++dTmXlVjrZ7ueYpmT9D+9Suvw3SKMSsKnqzPgiVZkp3MpHSx6Y18dizyEEDBkAF01Rzuyb8kxXlaifHROLNn3ENmzbucNiB7DE1n7KTRlwcn0e7lgAdyKALRrBEQ9Dlhv93bVoURNN19nQTUtfu42cPuBwqcemBPhNwiq7F4w6SRmbpmbD4DGQ26fd9gHao2GytQmYaSh/rnBAjb0VhBDkN68kO0XH2NSvQwgMKXDIBK4kH6nFxd1yillZXv7xj5PJyvJQUxOkpibIxIn9Wbv2ehYsuJqSkhv4/POLycrqLCJdLhtPPz2ZESPyqK1V+40enc/TT0/G4ejs2h6LGSxcWMWSJdXEYglWrKilvLxlm/N6/vmFVFUFyMtLIj3dTW6uD78/yu9+9yXxuIHbbVd2I2saaGyMkEiYfPXVhm65JvsKiYTBjTd+THLyn5g0+QsmnTOSyT8/nUXL00E4AAlGKcgwCF+PGLxaWPwYBnT4+NuUCrvpVi5l99j47ddY8ev9FCHg58PG89nnK/nGuYF4hgPiJraXV+B6aW1br7+Uon2k18EmnG44+Wp491GV3A5q2dBhh1v/C0PGwagT4aU/qNc3rlBlSAB0qESUhopupeaAww2RIEy+ZtvHjkcY1sfLiko/oZjEaVPRrYQBIy45C09mV/7xP45hw3J4662zqajw43TayMzcsbKnoqIUnnpqMs3NEYQQJCdvWYU3d245t9/+GcFgnLq6IGVlfoQQaJrgkEOyeP31sygu3rLR2ZdflmyRnNzQECaRkG1iblNZfmlpM0VFycRi5hbj7K9IKZky5RU+/ngtNl2SlREgGrNRXuHiV7cfxzvPTiMrwwCjEUQK+H5rLSFa7DWcMAYyUqG+qd3AVQJCwnXn79Gp7RdYka39GCEEJ0y4hpuG/JXUq7/GccpbuJ5biYzGSUQiuFJTOfSSS3p0DvPDcHcN/LoK3m9RthS7zCV/hEv+pIxMbQ7oeyjc854SWgBjToNzblPCqrGa9sB4xwC5BoOPAk+SMjO98gEYesy2jzv4KJL0OGcdnc6AfCdoOh6nxtGHpnPs/Q92w4l1RghBQUHyDgutjqSkuLoUWnV1IW688RNME5qaIqxd20Q0ahCJJACTJUuqGT/+BQxjyz9USoqTeLzz86FQHLtdU0HCVrdDTRPEYgZCCI48ctdz2PYFotEEl132Hh9/vBYplWmkYQg0zcThMGhsdvHJjP5AROVs+e4G19l7etoWFm0IAZ8/p7yzNtV3awJOnwB3XL2nZ7fvY91WHQB40zK47N3/8fb551P7ww9oNhue7GyOvvVWCsd0nRDeHbzUBI80KEVvEzAzBFMD8HgeOHalqEgIOOMG9dja68f8DGJhWDyjiw00FR+/8RnILd7x8vurHoKbx5IabOakg+0gbSrJ/sZ/gnPf8HGaPr2EaDRBNJpg5cr6Tq+FQioCWFLSzJAhT/DGG2czZEh22+vnnz+Ee+6Zjsdjx2bTkFKi6xper4OsLA/r1ikLfcNQxpOXX34oAwbs/8nNNTVBfvvbT3nvvZUd0ggFGytS6NOriVgc4nHBvMVpTJnUm+TCZ8Bx5J6csoVFlww/CGq/hk9nw/oKmHIc5GVvdzeLHcASWwcIqb17c+msWTSsXk2kqYmMgQNxpe5cQ9edodmAxxogWYOQCQkJGRrMj8CMIJzQ0wWQpgmfvgAut8rHass+aO17qNlg0ReQd/mOj5nXB/6xEN58AH6YAznFcOZN0H/Ezs+vYg1sWAaeFBh8pMpB2w34/VFMU1lBbIu1axuZMOE/zJ17Jb16qQzaU04ZyLp1Tbz00hI0DQxDcuKJ/Vi5sg6HQ2fYsBwqK/3EYgb33nscl176I67LPsb8+ZVcf/1HLFpUvUU0sKxSJboU5jVjs5n06dXCHX8+kV/d1I/Be1l7k3g4zPpp79Oy8FuSh42mz+QzsLv3p3YTFjuKEHDi0Xt6FvsflqmpRY8wJwRXVEBVQvVm3CR1sjQ4PxXu7em7pWgYbh4H4RYlbDZ/n9vsUDwU/jYD3LvR+sI04bU/qzZDtFZC+lLh2ichv1+PH37x4mouv/x9Fi6sIpHY+pqurgukhIKCJG66aQzXX38EWmsiR319iPXrm8jJ8VJUlMLixdU89dT3LF9eS3FxKlddNYqjjtrHcgF/BIZhMmnSSzQ1RdoEZ0NDGHOLy2ridgmGDM0DNE477SDuvHM7S9a7kUBlJfNPH0lfrVpVLQtBiZHB8HcX4ss/MJaBLSx+LJapqcUeRQdK42q50NmqtEwJ5R2VV0/icDTfTXUAACAASURBVEFWITRUg71MLSluQrOB0wOREHzzPozfjdmfi76E2W9DWq4yvQFl0PrsbXDn693XZCwSUoLS1rlh79Ch2ZxyygAWL67a5u66rpFImBiG5MUXF1FcnMrppw8CICPDQ0ZGex7ZsGE5PPHEKd0z730EKSUPPPA1c+ZsxGbTiUQMolEDr9eO39+52bLLZcfu0ElOdhOJJKiqCuyhWXfNvEsnMUCvIhgDiUBISV9nHYsvnsBRn67Y09OzsNgvsBLkLXoEvwl2AR1v8jfFljy7Q2wJoZb4zAQkp7e38dE0ZWSakqX6Ii6avhsm04Fv3ldCsGN7m6R0qCmF6pIdHiYaTbQmtW9G6Qp44BK45Rj1eP0vKsrXihCCu+8+liuuGNna+keweacdu11rbegMSUkOkpKcvPzykp07z/2cTz5Zw4svLkYIgcOhk5RkJ5EwicfNtoIBTRP4fHacThtFRSm43XYikQRHH91rT0+/DSklubWLiSaU0AKQQhCKQUHLSuSWYToLC4sfgRXZsugWYsEg6z77jPoffiB9wAAi4yaSbwqqQjECwoamCdIaash3OUnL7Z4egttl6DFw3ZPKJmL2OyrK40mGzHxIyoCWOkjezQncZntob0Wl4O8zXCyrddHXo/HLI5dy+Pnb7uja2Bjmb3/7ms8+W4dpSg4/vIDbbz+aoqIUqK+ER69SvmPpuWAkYMZr0Fyrqi1b0TTB44+fTFKSk2efXUAoFCMcTiCEUJYgUn0J2+06hYXJaJqgqSnSk1dln+PFFxeTkeGmsTFCKBTH4dBJTXURDidISbEzfnwxdXVhliypISPDQ3q6m4oKP/36pTF58jY6He9mpGnisklimzVZMCS4dYkZjaC797FuyxYWeyGW2LLYZYI1Nbx32WUEq6sRmoY0TYKPP0nohgfJiYZJqiwlddFcVo2bRFV2Pk9NLyd3RG9OLd4NXV8HjoZbX4THroFV3yu7CCGU0amRgHFn9fwcOjJ6Eiz/mvmN6Zz7Sh5xQ8Olxdjoz2fmVZ/zRNzOSRdP7HJX05T88pcfMmtWKQ0NYWIxkxUr6pg1awMzZlxK2tfvQiyihBYocZmRB0u+gtoytazaihCC+++fwJ13jqO83E8oFOPGGz9h7tzyNgf4gw/Owu22U1UV4IwzBu2Oq7PPUFsbwum0MXhwJkuX1hCNGshWc91f/3oMv/3tWIQQzJtXwZtvLqe2NsRxxxVz2mkH4fU69vDs2xGaRlXYQYEnRqhDoNRlg9qwjTyXlSRvYdEdWGLLYpeZ+/jjBKur8eWqL3kpJYFvZvG7Z35BToGPFUYyj/z0XhLhGMkNtQS8Hm5Y1YwvPY3xybvpLXjJH+GZ22DdQtUvUdPgnNthwG7uqjr6JFg8nT/evYGEIUmzh0AI3G4P/pjgj3dN5cSLTkRoGpFIgunT1/PDD/X07p1KerqLqVNXEQi05wQlEibLltVy5ZXv8+aJa1UT7o4ITZ1vU3UnsbWJpCQngwYp24rp0y/ho49Wc9ddXyKEQNc1Kiv9ZGZ6uOyy/b+ycGcYM6aQadPWkJvrY/TofJqbIzQ1RejVK6VNaAGMGpXPqFH5e3i2W0cIAVN+ReLTh/HYJQkDbLrKr4ydeFW3NH62sLCwqhEtuoFnx47FkZSEbrejSZPCRClDIsuw65KA5uHCS14m4E0l4Q8TiApcqWkENBuD+vbi/UO7z3V9C2IRtYSWlAGu1qWQ6g0QbFaVf131TNwdSMnAtJtxm0F0XSNZtJAZK0MiWGP04qu1f8F0p3LllR+wYUNT6/Ie1NUFKSlpBjp3HQLIyfGw4EEved88C+kdlmlNA5rr4Q8fqhy1HaCsrIW3317B+vVNHHpoDlOmHERamhXh6EhZWQs///k7+P0xPB6ViyUEPPbYJA47bN+q4JOmyTd330ro3afIsEVpMhy4plzNEfc9aIktC4vtYFUjWuw2dJeLeChEU3UVYzwb6Zsaw2WTGBKSRYSqjCIyGyrRbZJwXEVRnNEQG2QPvf2khI/+BW89qCr9NAFHnQnXPAY5vXvmmDuDEKSlOGhpMhicWEyv0FJAIqWggGWseH0ksxKHU1LSRF5ee++8NWvquxpKOZbHTZZ4jiAv+QNorAJfGiTiSliOP3+HhRZAYWEy119/RHec6X5LYWEyL7/8U15/fRkLFlTRt28q5547ZJ80cRWaxpj7HiBx132E6uvxZGRgc+0e3zcLiwMFS2xZ7DL9TjqJmffdR16SSX52HKQSWlIKJBr9GtZR6c4iKdKCy23HQBJxejnU00Nvv9nvwHN3QCKq2vkYBnz+IjTVwD3v9Mwxd5JLLx/FY3+aRlFsCTGcmEIjLnUKHI0s+eu9/ND3l6SldXa+TE110dQU7XI8t9tOWmEuHPscfPKMsphISodTfwVjz9wdp3TAkZvr269Eqc3lIrlg34rKWVjsK1hiy2KX8aSnY3e7SXf5Eai8D7dNYLRWt13z1WPcMuVBBJBojhCwe9Fzcvl14Y6ZiUb9flZ/+CFl335LckEBg888k7S+fbe+wzsPK6Hl7FBFJXRY+DlUrN0t5qFbIxYI8MlNN9Hy7nscHvNhSklMqI7WuY5mBqaFCIUMzvE/w1vOX1JOe+VaUVEKpaXN7b20JW0WAyNH5jJyZB7oGpx3p3pYWFhYWOwVWD5bFrtM7bJlpA0YgKd4ALrTTdyVgrDp6JrAaYMJJTN56INbyWquIpSWycHRKp4ZlMTYHUiZijQ38+7FF/P1Aw9Q8d13LHv9dd46/3xKZ8/e+k71FSoxHJQNgmmqhHjTgA3Lu+ekd4BEQjV2XrSoitLSJmprg/xnwgQW//e/mPEYA+ylZNDAIFclYzOrGJIZQtc1hBAkJzs5w/igzedISkkoFOfkkweQlORA05Q/lq4LJk3qz7//fRq6bv13trCwsNgbsSJbFrtMWr9+lM6aRUNqPoZRgV0maMaHT7YgpETTdSaE1jNh9XPKjqChCgbaIGPSdsde9vrrNG/YQFJ+e0VXLBBg5n33cd7UqWi6vuVORQfB4ioI+cHo4Obt9EB6zrYPKCWsmANz3oNYFEadCCNP2MKJfXssXVrDLbf8j4oKP2VlLRiGycGpDZxYsRB3ShI2XUMaTox4giRbHE216yYWl+iaYMiIPjSUVtBU3kRccyKlZMiQbB59dCK6rvHBByuJRg1OPrk/2dm7sd2QhYWFhcVOY4kti11m0BlnsPTVVwk0tjA3dQhDjR/wxluIO3143Br0GQbe5PYdpAnR0A6NXfLllziTk4kFAvgrKzFiMdzp6UT9fvwVFaQUddGD74J7Yf7RKpKl6UpASVP9TErv+kA1papf4Zx3oapEmZ3aHbBsJsz7H1z1IHQl7LogGIxx7bXTiEYNystbALDZdNbXagQTToxAjNQUF8Lpxh6NkDANQlGTmGliE5IJR+Tg9Tnx9Mvl2ft/Rkmpn9xcH0OHZrdVh5133tAdmouFhYWFxZ7HElsWu0xyQQGTn36a2X/5C1XLl1Nr783Qk09gxCk/geduBXeH9ULDUEt8/XbMt8mVlkbVokX4y8sBVTkVqq9Hs23jrZuSCTl9oKEC4hGVx+TLgrRs+PZDOOOGztuvng9PXAf+eqhcq0RZUzUMGK1sFJbPgpXfwsFH7dCcv/56I6FQvK23oNOp5hoXDjaKXvRLlBBPmNhtGrakFNL0Bg4t1PD5HOT1LcSeVwzNtYhJVzJwUDYDB/V0124LC4u9kTUbYGUJZKTC6ENgWx97Fns31p/OolvIPuQQzvjPf4gFg+h2O7rDoUTL2rPhq9dUhAmp3BKPvwjytpHg3oHBP/0pi//zH4SukwiHMRIJkBKby8XqadMYffXVW+7kb4DkNCgcqBLlESpK5W9QAqwjUsIr90EkoJLnzVYb7WgIls2GoUer/VfP22GxFQjEME1JNNq5d2FC9xC0paInYhgJOzZdEI9E2ehI5bTrbsK76CM1n2AzHHceTLpyh45nYWGxfxGPw8Wvwcd2SHjBuxKGvgYv3Ah5u6HxhkX3Y4kti27F4e0QxRICzroFhh2rluKEgFEndXZtDwdg+dfqZ79DtxBhSXl5uNLSaCkra3fwFAIjFuOr++7j0EsuweZ0dp5Efn/V9dqIg73Da7EoHHR4521b6qF2I1SsaRdam5AGrF2oxvOl7fA1GD48FyEEPp8T8KuhpERogtDwM2haUU1uooJYIkpq795MfvppvOPGQeRm5ZGVnNl52dXCwuKA4pY58HY22BNglxDpD3MK4ZZn4KXb9vTsLH4Mltiy6FmEUAJnc5EDsH4JPHm9ElrSVMuLx54DP725zSJ9U74WgGa3tw4pMBMJIk1NlM6aRd/jj+88ri8VJl4BU59Q/Q8TMZW/1XsojN6s76DDpUTc1nLIgi2g21WS/A7St28a5503hJdeWoLdrhMIxNA0QXq6iybDTcFdz3LTtYdiJBK4U1Pbd3R5djjiZ2FhsX+yqhyeaoJEWGVdRABnGGzpMMMN9U1qWdFi38ISWxZ7BiMB//6NEkGbGiebBkx/VS3XtS7ZebOyMBOJtsRw0erdhRDkuGKY330Eh4/YMvH9uPMoe/1Z5s+YT0vQICfLw0h7NRn+hs5tetw+GD4e1syj9QDtETQAJFz5gGpgvRPceOORHHVUEe+99wPLl9cSDicoKkrmrLMO5qST+qNpVhsUCwuLzkgJt/4LzFGgt6a3IiEaAy0M4VwlwCz2PSyxZbFbkFLSsHo14YYG0gcMwOOvhEATpHZIQNB0lQE6d1qb2BKaRlJBAY1r1iiRJSUOXXL8AINh+Qa22f+Axa/ARf8Hk65oG2rtQ3fx+YcLsTlc2F2wocGg9P3FnJ71GzLue7X9mGWroGiwil4Z8VahJUCg/p2eD4eM3eHzDIfjVFYGyMrycOSRhRx55JbNn/dWNm5s5v33V1JS0szAgemceeZgMjI8W92+dNYs5v/rXzSXlpI9bBijr76arIMP3o0ztrDYNwmaoAOuzazxyqpg4xpwHAlRDfRNH0cSwhKKDMjaSkG1xd6NJbYsepxwQwOf3HwztcuWITQNpGT45BMYLSVbxneEWlJsRbPZGHbhhcx5+GFSRIhxvWIclG4gBMTREJ4kiPjh2dtg0BHQZ6hqrPv8yzh1icMIgqHe6MG4YP7ULzjhDr+KaL39kIqkSUNVHdaWtk0BIVSrnysf2KFzlFLy/PML+fe/F2CaEiklZ599CNdffwQ2295vNjpvXgXXXjuN0tJmGhsjANx+++fcddc4rr/+yC0icWs+/pgv7roLu9uN3eOhYu5c3ps7l9OefZaswYO7OoSFxQFPSQzur4PvI8pRfLwXfpsJHgFlCWiJgi0OvUpgbTEYzYAB0gW6gAeObG9Cb7FvYYktix5n+r33Urt0Kd6cnLZ8q/nvTCNzsEYfZwt4WpPBTVM1Tz6sg9mpaXLk6Scgv/uYwwOzsWsSvfXDxikkIhYFp1vlff3vObj6IaJ+PyF/EB9xFS0TgASnZlBV1aQ+rVZ9D9NfgdRstU16gRqndiO4fOr5838Hx569Q+f44Yereekfn3F+xhIGaSVUywzeeqUMn8/BVVeN2v4AexApJXfe+QXLltUSDMYRQi3X+v1RHnroGzIyPFx00fBO2895SF3n5tJSpJR4s7Kwe73Me/ppJj7yyB48GwuLvRO/AVdVQosBOTokJEz1w+cBcAlICAgkoHwSaEmQGodQOhgStDq41QeTrJTOfRZLbFn0KKH6esrmzMGbrQw5NWni1WNIj51lZhF9zBrlKL/JgPSo0+GQo9XO1Rvg6Rtx1JdzjFyKtAGaDczWHC4pIRIEh1MJqOY6QFVE2uw2ElETWwcj0nhCkpmqQSwCCz5TCRFa6+sCKBgAnhS4/H4Yeqxq8bODvPvsl/w57XlSRJiodFJABSPTF/PYKzHMK0bu1Tla69Y18u23ZQSDMTRNa5urYZi0tER54YVFXHjhsLa8uajfT9XChRjRKJrDAUDT+vWYpknD6tVEWloI19fTtGEDOYccwri77rKiXRYHPF8EodGAXBtUJ2BNDOISghIyNOhjhzIDooeCWaYC6yIOfafC+Hy4/aw9fQYWu4Iltix6lEQ4DJqG0DTyjBoGy7Xo0kB6DOrDfrj9U1gzH0It0H8kFA1Swsk04ekblRBLzkQkYghNB8wOowu1BJiIqYhYajb4G9CS0hl++EF89+V8ir1xDs6R+BzQGAavx4RpT289Fi8EuJN2SmgBHN78Kcn2ME1ClQmFceMiwrlMJRa5F5fH8eMuYA+zeHE1V175Pi0tMUwTTNNE10Vbn8VYzKChIYxhSGw2dc0a164lEYmgOxxomkY0EMCIxZCmSTQWY9Fzz4EQ2NxuGlevZtW0aZz/wQf0OvroPXmqFhZ7lI2tzjItJqyKgR1VaShQOVyLoyqPCweYfSAzBjIBI66BRw/e4QYWFnspe38yicU+TVJ+Pt6sLLz+CoaaK5XLgnAQikMvVwjeewyOPBV+cgH0GtwugkqXQ305pGS05lBpKksUTf1bSpSZFsoEVLfB4i/hnimw4htGXHUNPxmRytF9JDk+8DigdzrkeBJquXFTCx+jg7dW2K/sF/oM2+nzHJteTlOss9+XP+Eg3xPCFW/5Uddua8Tj0BLYrGhyO5SXt/D7389g4sT/ctFF7/Dpp2uJRhPcdNMnaJqGzaa1XXrTlJitDbBtNo2DD87qlHfWUlaGJyMDMx7HiMdJhMNtDbPbkBIjGsXu9WLGYky7/vpdPe0Disq4Wl6aH1bLSBb7PoNb77cq4+ojTRMqsmUC0dZHCCXADAENLjCSocxnCa39AUtsWfQoQtM49p576C2qSMTjxOIGiWgUu9eHs89BsOgLZSy6OdEQ0BrhCjSpaJOpqhFxuMDhoVWFQd4AGHYcZOSD3Q7P3oYYcyoD0k08DrDbwGEDXbRu31QNS76CCRdDSx3UV7QuZZpwxd+U2/xOUjR0AG7dIBo1SCRMolEDTSbIyU/pbDXxY/A3IpfNZsFj/2Dk6G9JGh4ke0yUASdEmTp9+7tXVwf4+c/f4YMPVmEYkg0bmrjtts+4//7ZBAIxMjLcpKe72wSVlGAYEk0TZGZ6uPHGIzuNl5SXhzszk9S+fTHj8a2qPmmov7XN7aZp7do2vzSLrSMlPFoPU0rhN9VwZQWcXaa+oC32bcZ5YYADmoxWaz8TNt3qbXargkRVHzYaVkL8/oK1jGjR4xQcdhhZx40hsmoRejiKy+vGk1eg8n1CmhJTyRmdd+p1sLJiWDVXLRFu+kKXRmt+lw1yeit/rYz89v1cPmiuhQ3LIBLqXO24KT8rHIQ1C+CEi+HG56B8JTg9cPDYH+3cnnzGFQwqW0y5305jQOLz2OiVFMY14SyVeP9j+eIleO8xgjU1vLX2YlqiaXhFkJhho6zCyUW32vj0WZ3RQ7Y+xGuvLaOlJUZurg8Al8uG223nrbeW43LZEEIwaFAmixdXEYkYRKNxbDadgQMzeP750xk5Mq/TeHkjR5I5cCB1q1aR2qcPNUuWbPXYiVAIvF50hwPRg7fnkUgCTRM4HPt2CGB6CP7ZAI0mhFrf8hvjcFMVvNJFz3WLfQeHgKfy1N/y9WYI01a7A4Aei5G1dhkAtf0OwXA4CAO7eKtmsZdgiS2L3YLjkCNwLPlcfbqE/LC2WrWlySiArC6+Rdw+SMqAjSuV95bQVIRI02HCz+Gky+D7j2HWW1vuK1HPG3HoKLc6tuMRQlk/ZBbBzc8p1/mukBLmvAf/e16Nd8zZqrfj5jldQ8bhmHgJfT7+N32SBaZDUJozng8rxpL+yhJOOKEfmZlb96zqkjUL4J1HML2prKlq4N3ImWTrNWTq9axIDMJhRoiE7fzlGZ03Ht76MPPnV+L12js953DouFw2pIRQKI7P5+CwwwqoqQlSVxfkjjvGccUVo7q0rRCaxqTHH+ebhx9mxTvvqGux+TJiK6ZpEg8GGXj22djduyA6t0J5eQv33z+bb77ZSCSSwOdzkpPjZfTofC66aBi9e++9Vtt1CZgdVktJo5xq+eixBpUkrQGb4qsx4OMglMWgcO9M/bPYQZJ1eCwPfojBN+F2oZW3bB4nPHgrjlAQCcS8Pj695W9UDx5BSeu9phXh2rexxJbF7qF0RfsyoCZUdKq+HMZf0PWyXXMdBJtg4GhoqlG5VckZYLOrhtJ9h6sv+JlvqNf01rdyOKD6Ia78FlKy1L5yMyGg6So/zJOkvLVmvAqn/KLreT98hbKISMTVOPP/B588A3+d3i64jITy+Zr5JoT9mEJjUaiQW78tokmuBCRPPvk9jz9+MsOG7YQT/Zx3QdNIGCYNRgYGNhACJ1HcIkJYOJGmQUnZtocpLk5l+fJakpLac8oMw0QIwb33HsMf/jCT5uYIpinRdcEvfnEYV189uq36sCvcaWmM//3vOeZ3v+PxgQNpKi3dquCyu1w9YgcRCsW54ooPaGgI43DorF7dQDxu4vXaKS9v4ZNP1vLcc6fRv//e5wI5Iwi310BMQtiAcgPSdCXAQhJStPYvVycqgXpexBJb+wNuDcZ7YG5YLR86/M1MvP9GTE0jmK5Mnh1BPxP/fAOvPjGVmpRkYhKcltjap7Fytix6npZ61Qex10FKsERCEI8pUbRhWdf7SBOQKsKV3w+KDoKUzNYoSmu/in6HwgmXtOZdVaq8KyMBZ/9W3TIWD1H7azqdIlwDD1NCC5TH16LpqgfGyrkqirV+iRKFaxfB9JfVXAUqS9WUsGy26ru4iS9eho/+Bf5GACpbdOzNlVzrfZfcXB+5uUlICXff/aVywd9Rgi2g29AdDjL1alwiTNRU37YaRmtza42hA7c9zHnnDUHTBC0tUaSUxOMG1dVBJk8ewMknD+S9987llluO4le/Ooznnjud228/eptCqyO63U7+6NH4cnPbxaemYXO7sbnd5I0cScagQbjTdryR944yY0YJdXVB7HaNBQuqCARixOMGfn8Mm00jFjN46qnvu/24u4rfgDtqlJFljg61pnp71SfAJtRbt8Vsz+NJSPW83fqy3W/Is6llRTvQ+/uvsEXDxLxJba/HvEnYI2EOmj+LhFTbWuzbWJEti54nHlNLeJUbVGRKt0E0rJYTv50KHz4Nx1/YOZE8JQsKBkLV+vZ8LimVRcSkq9TvQsCUa+Hwyaq34aa8K4cL3vir2mbwGGiuAX8T1JWpJcuUzPbjJGKqAvEvF0DVuvbcsEFHgC9NRbS09jCD1HUw4jS98zgfH3stx3kg74N/KAHYOv/aiJuwCYPlKjyGn5CeREqKk4oKP2VlLRQVpezYdRsxAZZ+he5Lo7DAw09Dr/Ji+DJMU8dveIjhIsmrc/uV2x7moIMyefTRifzlL7PZuLEZu13ngguGcu21qjl4draXc8/dRtLXdhh05pk0rF2L3eslWFWF3e3GiMexuVwIIeg1bhyarfs+asrKWigra+GDD1aycWMLfn+UcFgtERuGJB43Wby4mlGj8vn++4puO2538X1ECSi3Dg0GxFqFVVCCrfXtZ6BEmau1CLfADoOd2xrVYl/ipCS4u1YtITuiYcSmG8gO2EwDLRLiEKe1hLg/YIkti54nPRdsTiVsjET7khyo5567DV77M4w5DcafryJMHz4FDZVq+7QcFYESGgw8HMae2Xn83GL16MiUa+GFO5XISsSVyEtKB6e3PQEiEVcGp7EolK9SLXta2wmx/GvI7dO+7ImKOBiAQBAPNPNgPTzaAF82VuPW2/8raUJiosbRY0FVSdmK3b4TCdwjT1BidNVc0tK93NDnTXqVbeTe5nuRmoORAw2e/KONAcXbHYkjjijkrbfOpqUlittt79ZE8sFnnMGG6dMpmzuXsK4TCwQQuo4nIwNPZiZH3XxztxwnEIhx111f8MUX6yktbSYaTRCJdN2VNxRKsGBBJUOG5PDtt2WMHp3f5h22N2FI9Z6KSBXdcgrQpLIBMIFsDVw6nJkEfawlxP2Gfg64MAVeaYGaQYeCpqObBmZrEY8wDaSmEx8ygnsztzOYxT6BJbYseh4hYNRJsHaBEk/SRHVXbe2DGPKr5xd8qnKwgs1K9Oh2tbxXsxGOPgsmXQ5Djtkx0xmbA6JRVb2oaSrJ3pcOxYdA5dr2ysQjpsB7j6rIVHUJpOUq4ZaUpqokhWhzt5eANE0EUFY4hDwbJNeUsMGVzsCmSjTNBrpOni+ObISNsVT8brV8VlsbYsiQ7LaKwB3C7oBf/h2WfIVYPpukpHQuOuxkLsgsQrfbt7//ZgghSElx7fR+28PmcnHyE09Q/u23VMyfT6i2FkdSElmDB1N83HE4vDteTyWlpLS0GcOQFBendnLe/+tfZzNz5gbq68OqG8F2XPkDgTglJY1ce+1HDBmSxWOPnYzPt3OK5fvvK3j00W9ZurQaTRMMG5bDOeccwvjxfXA6f9zH52iXWhYMmZCkqejGpsVlSXs0yy7gIBdckQqTk7Y1osW+yP05UGyHR8RAVk46m4M/eg00XeVxSYOG087jnsP7cbz1t98vEDuVQ9LDjB49Wn7//d6XY2HRDaz8Dm47XkWTErH2CjZpgtDB7VWRpZoNapuk9HYn+WCz+nfxECW2zr1ducVvjdlvq8R2M6GiYZ4U6DVI5UANGA1n36ryyOwOtd36xeBwq9BCPKaWMHP7KEGW2xc++idIiYnABBqTs3nskufIaCxn0oyncISb6VW3Fk1KcLiRuk5pi5ObNvyMjWmHAlBQkMQ//nEK+fnWJyeoFkEbNzZTWJhMv34qgb2kpInbb/+ctWsbEEKQleXhj3/8CcOH5xIMxvjJT/6Dz2dn3rxK7HaN+vrwNo1dhYCcHC+jRuVTWenn4osP5frrj9jhOS5aVMVVV32AYUjWr28kFjMwDJOsLC+jRuXx3HOn/2jx2jFBfmUUApudhxM4xAlP5cNh3V/EINzx9gAAIABJREFUabEXYZqwPCr5/uu5RL/4hEK7oPCEExk85nAce3GbLwuFEGKelHL09razIlsWu4cBo5RAaqhsjWjRupyntS3TITpYCBhxiEYgHmkfIxKCZTPh7xvgztfbKxA7smYBvHiP2naT83ygATb+oFoBlS5XeVtZRfDOIyp3TLNBoFHNy+ZQPl1OD0y8Qi1HFg6CDx7DH42zPimfT064gZr03lz47l20+DKIJOWQkZxCUtlySMQRqdn0PmEyjxx/G8vXh0hPdzNiRF6XNgoHGpFIgjvv/JyPP15NPC7xeGyMH9+H//u/8fzqV9NoaAiTne1FCEFzc4TrrvuId989F8MwMU3ZFs2KxcztOuh7PDYiEQMhBOnpHqZOXbVTYutf/5qPrmtUVLRgGBLTlMRiJuXlfmprQ5x33pu8/fa5uFw7/zF6rBc+KFLWD3+sge+i7a9pQBxYH4ehVp7Wfo+mwRC3YMjxR8DxO/7+tNi3sMSWxe5B0+DcO+GV+6CxtWpQ01oT0HW1ZJieC5Xr2pcWN08arVgNWb0ATeV1HXzUlseZ9jSU/rClp5aUyjKi99D258tWQU2pOp6mK6EXi6jtMwpUpaOmwRnXwylXU9XYxC9a0kl12Dll5j8RUhLT7GiAJz0H0rJUEv6F98LYMygCirZTKXig8dBDX/PEE98TjxttqXMVFX6klNTVBcnObl9mTUlxUVnp57PP1vGznx1MUVEytbVBfD4Hzc2RbRxFjWu36yQltS8b7mwQf/XqelwuncbGMJFIAqND35xIJMH//reOCy98izfeOHuHqzc7kmGDiT64sVJ5anV8t5uoisSrKuHSVDjOYyVJW1jsy1i32ha7j59coJLbCwcqE1GhKTHjSVH9CB2udgf3Lqpz2ry5wn5orO76GF++1FloQWtvjLCKdk26ov15p0dFzpxu8KYomwinRwm/02/o7CbvcHJQTg7XJUUZtPgjCtd9hy3ixxkNMjTRhO6vU8ujdpcay6JL7r9/FtFoAtOUSCkxDEldXZjXXlvepRiSEhoaVI7WnXeOwzAk6eludL2z8ujoMSsEbVHE4uJUpJQ0NIQ49dSdU74DBmTQ0hIjEklsYdmhfpVMm7aGt95asVPjbk5EgktAsqZ+Cto/mOeH4YZKeKiLjlYWFhb7Dt0S2RJC3AL8DciSUtYJdZv3KHAyqrfmJVLK+d1xLIt9GLsDrvgrlK9WNgsuL9SWwcf/gkgQokGY/EuY/RaULO16jERM9TbM77/la6U/qFY80L5UuSn1WJpw/t2do2HZvVREKx5VAkvTQGqQlAWx8Jbjl63igsev4Wf+JmRNKQ5/PcW1qxEIJRQ1XSXW9x+1K1dpv2X9+kYCgXgnN+xNQcfa2gCFhUkYhtlWNSilRNNgxIhcAEaNyufll3/K22+vYN26RmKxBG+8saItyqWiWRo+n4OkJAc+n5NAIEY4nGDo0Bwuu2zETs33qqtG8dln69A0QTy+pRI0TUgkTJ59dgFnnXXwNseSEj4JKGPSgU442QdeTfknHepSbXqcQkW0Iq0J8zqwKqaWFG+pgfvr4NUCrIRpC4t9kF0WW0KIIuAEoLTD05OAAa2PI4AnW39aHOgIoSJbhR2iDOPOUkuLnhQVTXK4Vd6V0cEioiNSdu6HuInS5R0S76G9xgslpsZM6bx93+GQ15fm+hbWraslZgqK+hWQl+JF5BRvecwX7oJYBEfED0asdemxNYoWi6iomM0Jy2bBEaf8iIuz/yKlZN68yjZxtXkUyzTh5JMHMnXqSlwuO5omCIViHH10bw47rKBtu+LiVG66aUzb7089dSpvvLGMTz5Zg8/nZMKEPkyY0A+7XWPOnDIqKvz06ZP6o6wfhg3L4brrDud3v/uSpqZIl5E305SsWdOwzXEa4nB0CaxPtEesCmzwfhEMcsHDuTC2RLnEx1utIDblbXWkzoQTN8JrBXCWFTy1sNin6I7I1sPArcB7HZ47DfiPVLH3b4QQqUKIPCllZTccz2J/w2bv3B9xwkXw5t9UjtXm2B0qqlW9Ycvm1f1GqLFiUZV0L1vDJ9JUyfGbN4Q++CjWhlP4cvpq5W8jYdHGDQw49CCO6zOscxPrujJlDeFLgw3LVSK9CKkk/U2J9cnpKu9s1luW2OpAQ0OYW2/9lAULqraaN6VpMH58b447rjfvvvsDsZjBpEn9mThxwDYtHjRNcM45QzjnnC1NWY85pvcOzzHc0EC4sZHkggJsrvYKwwsvHMbzzy/khx/qCAQ6yx8pVSTNNLeeDFYWhyPXQoWpBJQAPBqUJ+DySphVrCJds4tVdeJXISW6NJTJ6eaYqEbGk5JUZMzCwmLfYJf+uwohpgDlUspFm71UAGzs8HtZ63NdjXGVEOJ7IcT3tbW1uzIdi/2FjHzVHNrZoXGzEKq9T//R6hurK+uHvD4w8kTlqaVKEdXzdhfc/PwWm8eiMWb8EMX0pREMxmjxR4joXn6oiFH27bebbd06lpHYYhw0Xc0tkVD/jgZ3/pz3Y373uy9ZtKiavDwfaWlbWiVsSmZfvryO8eP78Oijk3jyyclMmTKoW81XuyIRifDl3Xfz0qRJvH3hhbx44okse+ONttdTUlyceGK/1krIznPWNIGuaxQWJncxshJj11dBVat42mSKG2j9fWUMNrTqt4FOeKsI5veBQ53trXo6skly+g1Yuu36AAsLi72M7YotIcRnQoilXTxOA+4E7u5qty6e6/L2T0r5TynlaCnl6KysrJ2bvcX+y5GnwoMzlc9Vej70bvXYikfhkHGQVdj1fne9CZN/paJeTjf0Hwl//QIGjNxi05qlSwk1NtFQHyBm82B6UgiF4zRuKGXF22933jizAPL6QrQ1mkWrbYUpVVTLSKik/2AzjJrY/dejOzAMWLsQlsxUhq27gerqAHPnlrfZOfTpk9ZJtDgcGl6vnexsL8Hg5gtnPc/sv/2N1R9+iDsjA29mJjaXi9l/+Quls2e3bVNcnEr//hmkp3twu2243TYcDh27XSMjw73VfK3VMSiJtYusTR+Am1rzJLr4RCxywGN5kLrZJ7PosL9bKONTCwuLfYftLiNKKSd09bwQYijQB1jUWvZcCMwXQhyOimR1WBeiENj7mpRZ7N30HwF3vw2v/lm5vodbVEufn9609X1sdvjFw+qxHYQQ+Csr0e12tFZXes3pJBoIULVo0eYbwyV/gseuUYartRvbXeg3tQOy2aH3wXDMz37sGfccZavhvp+qpVBpquKE8+6C067r0cMGAjF0vd3tPT3djdfrIB5Xvlnp6S4KClSj7sMP7yIPrweJBQKsnjoVb3Z229/f5nRiczpZ/N//0mvsWAAOO6wAh2MeQ4Zks3RpTatthSSRkAwfnsvPfz68y/FDUjnBb0LSHm+VqOrD3l00AhjlhjnFMHAtxDrsC+ru+BA3DLH8tyws9il+dM6WlHIJ0LaWI4QoAUa3ViO+D1wrhHgVlRjfbOVrWfwo+g6H219RESOHSz26ieTCQvXFZ5ptLYCkaaLpOma8iyhLXl+49z1YNhvWzFdGqcFmJVxyesOQcSr65tjLvglNE/5vivIUc7pVRC4WgefvgD5DYdhxPXboXr1S8PkcBIMxvF4HTqeN3r1TWbu2gaKiZHJzfYTDcQ4/vICxY3v12Dy6Iur3I2GLJtk2l4tgdbu1yPDhOUyc2J8PP1xNcXEyzc3KDuL00w/igQdO2upS50EOVdzqAiKoiFZH0TTGvXXvrN5O+KoYppRCTeuaohPV6ufJfNC3nsZmYWGxF9JTpqbTULYPa1DWD5f20HEsDgSEUEt03Yw7PZ20vn1pLi0lEYu1lcj5cnPJPuSQrndyuGDE8eqxr7B0lorE2RyqZZGR2JR0BG892KNiy27X+d3vjuHWWz8jEIhht+s4nTpjxhRyyCHZJBImJ53Uj0mTBux2h31vdjbu9HRigQAOX7uZaqS5mf4nn9z2+3ffVbB0aQ3l5S20tERxOm0MGJBOQUEyDQ3hrfa7dGtwc7oyJnVLSKAeXgF97Ntvw3OEB6oHQW0clkQhRYfhrX0VLSws9i2s3ogWBzTfPvYYC555Bp8tQaoZxGMzqTc9jH30n+SPHdezBw82Q9V61Ysxs8v6ke7hy5dVD8hYhPbFrNb/9740eHPb1gXdwerV9bzzzg9UVQUYO7aIiRP74/XuXFPonqBkxgw+/c1vEJqGzekkHgrhSktj2D2PELElYxiSX//6Y9atayAUSrT2R1TXTtcFGRluXn75pxx/fN+tHuPScvgsqCJTGTo4NCW6Xi6APnv+ElhYWOwCO9ob0RJbFgc0ZiLB+1Mm0qdxEYbUiEsNj83ALBrMsOemIdze7j9oIgEv3AkzXlP+X26vii5dfJ9yse9uqjfApf2UA3/HdSspVbL/8+s6W2/sw/j9UYQQ+Hw7rmJqli1jycsv4y8vJ2XwcF6Yl87ykhiaJtiwoYlAIEYopFzkN/+41HVBSoqTdetu2GpT6qAJf6uDjwJK4hba4I4sGG01mLaw2OexGlFbWOwAFd/NpahpGX7pxkBHaIJIwiS9bCUr/vMfDr76mm493oZ1tUz/xdVoNesZnAwj0mvQ/RrM+wQ8yfDz33fr8QCVT+byQqils5uo0NTS4poF2xRbUkrWffopqz/6CFdKCiMuv5yUor1LnG3c2Mwf/ziTefMqiMdNsrO9nHhiP046qR9DhmRvs3ehltOHDf3OYmWijq+nbmT9+nrCGT7M4YUE1zURD2y9StIwJI2NEc4++w0++OD8LvO3vBrcmw2/yYSwqaJbVp9DC4sDC0tsWRzQzHvuZXohMYWtza9EaBoRQyP06fuYV/6CmpogXq+dpKRdS3z/6qsSfn76v0lPZGOQgyZgbNpGHjj0a1zNdfD9x/CzW3smujV4DCz8QlUiSqkqJ50eiMeg6KCt7mYkErw6ZQobZsxQ/QGF4JuHH+bkp55i2Hnndf88fwThcJyrrppKQ0MITROUlDSxalU9M2du4K9/ncWxxxbz9NOTSU/3bLFvSUkTl132Hn5/FNOULFxYjXnqUPQLjwRdYHyy/b6HUsIPP9QxY0YJJ5zQb6vbeTXLiNTC4kDF+q9vcUATDwXRhWRzGzi7MKkIOjj11FeYMuUVJkx4kbvu+oJAINb1QF3Q0BBm4cIqKiv9SCm56qqpOBNBsl1B8lxBshxBZjb04t2NxSppPRZRPl49wTl3qOR+pweSM8HlU8cbOBoKty62Fj77LCUzZmDzeHAmJeH0+UAIPr72WuKhHprrTvLVVxuorw+Rnu5m9eoGpIR43CQWMwmHE0ybtprJk1+hujqwxb4PPzyHYDBObm4S0aiBzE+B8w7HbAqh1wfZij3gFkgp+eabsm4+MwsLi/0FS2xZHJgEmuDxXzFRzKEskkSmHkDDAMBOHAS8Un4wwWCMnBwfGRluPv54Dffc8+V2hzZNycMPz2HSpJe45pqpnHbaq1x33UeUlbXgc0pMdDQkmgCPHuPDqj5IMwFpuSpZvicYdgzc8E/C9mQizc0EWoIs0Iex5Kx/bXO3xS+9hBACrYMTqc3pJBGNsnLq1J6Z605SVRUkkTBpbIwQDMbw+6MkEsrHyzQldrvOxo0tPPvsgk77SSn5+uuNZGaqiFckEodDC5WvQly9F8jZsa7PkYhBVlYP5PdZWFjsF1jLiBYHJs/fCSvn4u3dj+SqctbUa/R1NxGTOnGp87J5KpXOPuS2Lh3qukZOjo+ZM0uprPSTl7eVL2F/A+/85SVefKGanEwntqx8TLuHGTM2YBgmDTKFVOFHw0QgERJswlC5U5f8cdeTefwNsOBzWP41NNcqx/1IEJxuljiGc+26m0nzCDSPj6pqgXH9DP7972SGDs3perwuCmjaimr2kuKaAQPS0XVBaWkzic1s2aNRA00TeDw2ZszYwO23d64wVQarBk6nDY/HgV1ATKp4lmlKxHEHIZdW7lCA65RTBnTjWVlYWOxPWJEtiwOP+kpY9R2k5SB0jbFjCjl8VB4lWhGrk0ej//5dAiNOw+XqbO+teuEJ6uvDXY/bUAX3n89LrywjBT+2pkpYMx8t3EJ+vg+bTaMm7KCWDGI4iEmdoGHnhF71iHveg4MO27XzKlkK954Gj14N7/0dvnwJZr0J8/+HXP41ri+f5f/SXsGWnErc7iUjw4OmCZ5+et5Whxx6wQVIKTHN9m59RjSK7nQycPLkXZtvN3HEEQUMHJhBU5OytuioAQ1DEgzGSUpykprauVpQCMHZZx9CXV0I05Tk5Phwr6hEmBKH14HDoeMYXggDuujD2QGbTTBpUj+KilJ64OwsLCz2ByyxZXHgEWpWhp6tUSQhBLn5yUw+wss5k/IZfcJojjiikHC4cxVaLGYghKC4eCsGq/97DlrqaTK9qirN7lTHqFiN3a7Ru3cKubk+1gZTmRfqxdJwEXmD+nD6J/+DIUfv2jlJCf+5G+orIOJvPTfR/pq/gURCUqDXMcxc2rab5s7iw2/zueQO+MfLUNvBcisYjFGaeTRm0TAi/gBRv59oQOU9Tfr733F4t79sVlLSxJ/+NJMLLniLP/xhBuvWNe7aeXaBrmvcccc4UlKcmF10cJYSVq2q57zzhmzx2hVXjGTSpP7U1AQJBGIUOjUKP1yIPdWNyPTi6ZWK67cn4sn2bhF0FAIyM90MHpzJpZdu2XtzXyAYgjc/gd/8DR59ETaU7+kZWVjsn1jLiBYHHjl9wOaEWBgcHcyOIkHVcgc47bRBvPHGcior/SQnO4nFDMLhODfccOTWPZyWzgRfKuN6+Zm2OoVcX0L5aEXDNNYHGTkyn6efnszUqatZu7ae/2/vzuOjqu7Gj3/OvbMkk5msJCQh7DsIgoDiLqLi9oC14lLXuu/1KU+r3R59tPq0VYvVWq1Vy0N/bmhdUIuKa1FEQGWXVZYAIfsymcx67/n9cYeBSFiTGALf9+vFK5k7N3fOHK+Tb875nu8ZO7Y7J5/cc49lCfZZ1Wao2uLkojWb8kpe27boYgapsHPpZ3zLAkZRHe7CksqRGK40PpwHnyyAV96DFx4ErEauuWYmFRUhVODH5PVYQc/4Ks45fyQn3XHTPpV+WLmyimuvnUksZpGR4WHVqmpeemk5t946hiuuOBKfr+0qevbvn0s4nNjt801NceLb87B24vGY3H//eG6+eQxbtgRTWwitq4mwRLvZtKGW6fd/StHoItasqaG0tIFoNIFSkJ+fQXGxn+OP78EJJ3y/Ww21lmXZvPbGOn5+z2qCIU2XkgFkdOnHi/8y+NMv4OjhHd1CIQ4tEmyJw4/H65RY+H/3gBEEtwciTVDY29noGsjOTmPatPN4/vmlfPLJBrSGk07qwYQJu1/aTyAHqjZzw6gqPt/sZ1ujG69pEY158RoGd955POnpbiZPHtL278lw0TzK2h7AORXjFU5+EvUJynQ2ttJ8UzmUsOUn3eOhsQlsDVV18L8vaBZaa1g27ghymyL0XlOGqy7AV+VDyfX24T/2scbWo49+gWU503NVVU18800lkUiCW2+dxZ13fsBllw3jpz89lr59cw/4bWuticft1FZAe/Lcc0u54IKWt2Hq1i2Tbt0yU4/75aXTD0hk5/Fpl3Q2baqnf/88evfOYePGOmIxi/POG8RZZ/XjlFN6fe9bDbVGLJbgvvv+zfTn1lBd78bjga0rtpBfsoniI8Zz3xOKNx53Bn+FEG1DKsiLw9e3S5ycptpyZ0Tr2Enga574Xlpaz223zaKsLAg4U1JXXz2SG24YteuI1Px/wfTfQFY+1bE0Xv8miyWl0Hdkf354/+3Nfpm3i4eugiUfQ/UWJ3JCO3W1UGC60N36URVN47ayH7OiKpPV8QtxeTxk+HYEKSGPRfiaONpTgxG10B4TU8GodxaRs7WW6uom5s27dp9G48aOfZrc3HQsSzNnzkZiMSdZPZGwUcrpyz59cjj//MH89ren7nZD59356KP1/OlPX1BaWk9eno/Fi7dRUdFyOQq3W3HGGf14660f7ddrAFRWhnjggTl8+mkpACNGdGXs2BLef389DQ0RTjmlF1ddNeKgX4341Vdl/PGPn/P112WUljZgeLIx07JwuRRaa2LhEEeOm0iErrz6KHTbzZoJIcQOUkFeiL3pM9z51xKt0Wu+ZOZd0+ldpXDnjyCi0kgkbJ5++iuGD+/Kccd9Z4RnzFlQuQlmTyMPxTW9t8IPToXLpoD3e9ib5crfwqM3ODlpoQYn0FLJ3LRADqpkEPmX3c0LvYdT32DTfbxBmqd50BQ5Lo6dbuOuagIFKgxWupdlYwdw7MvzSEtz7fO0Z16ej3A4Tn19JBVoWdaOBHatYePGOp5/fikDBuRx7bX7nvc0d24pP/vZbPx+D0VFgdQU4vYg7rsCAS/nnDNgn6+/s/z8DKZOPZNQKIZta6ZNW8Tjjy8gEPDidhu89NJyPv54I88/f/5ut+zpSG+/vZqf/vRd1q6txeVS5OX50BqaGutxJTSB7ByUUmht01BdgTuvK76D720I0alJsCUOP8FaWL/EKfDZd4RTTR2goRrK1kFGFrz5F2KL5jC+oYrT/S7qPXO4Y8JUVvQYintjNX/995Zdgy2l4Jwb4ZRLoGKTUzMrt3CPTUlEIqz/+GOqVqwgu2dP+px+Ot7MAxwByy+Be96AlfNg2adODld2Pow4DYr7QnYBKGdKMTvLpGseVNRAmuFMOsYTYA0wMBpDeNNcRMIJlKFQ4SjhnAzKG+P8ePLgfW7OVVcdyf/+76dEo4lUAGTbu0ZC9fVRHnvsi/0Ktv7614Wkp++o6u/zuRk8OJ9YbBvBYBRrp/Qsn8/F8cf3aDFBfn9kZHioqQnzj38soWtXf2rqMD3dTVlZkDffXM1llx1cyU7vv7+OSy75J5GIk2dmWZpt2xpxuw18vjSCoSAZgSwM00ApRSiSxsRRkCMLK4VoUxJsicPLJzPg1T8C2snTqq8AX5YTYEXDzjRifSWE6okXDaNKW+hABh5/gilLp3Jz/mPQJ42PfD1ZEo4yPL2FLXwysqD3sD02Q2tN5YoVvHHttQQ3b8bt8+HOyGDBk08y8W9/I7tXrwN7f6YLhp7g/NuL/7oK7nkCmsIQieKs5KuuQecrXIYLt9smHrfRJuiExbFHFXL99aP2uSkXXDCE2towTzyxMPmL3lkquPPok1LOtOK6dbUkEvY+5z5t2FBHRkbz0hx+v4c+fXK47bajeemlFWzbFqR79ywuumgoEycObPV2SwDr19eiFNTXR4hEEqSnu8nOTsPrdfH112UHRbCVSNjMnVvKxx9v4JlnviKRsDGMHStvwSIWs/H5LDwuiMYSaNtCKS8nnNiT37TtdqBCCCTYEoeTTd/AKw9CZq5TImFjsgRCXYXzVRnQbwTEIxCL4GsoxXT5qc/OoElB34Z1HJc3j+rMXMLePJ4qm8efS4rBc8x+NWPDv//N7ClTKPv6a7RlOaNNhoHH78eOxfj0d7/j3CefbOM3v6urfwil5fDn58HtApcJ1twKwpcUEaw3yM7worEJpXkZWVnDE4+euV8rJ5VSXH/9aC69dDjXXvsmb7yxknA40WyaLx53Ajql4Oijn2LmzB9RUrL3kb1Bg7qwbFklubk7pmdDoTjFxQGuvHIEV101cr/6Yl+53QarV9egtTMdqpQz4lVQkEHPnrspCfI9sW2badMW8Yc/zKW2NkxRkZ+tWxuxbRu320y11zRNtLYwDAOXmaBvtyg5eVn86tfjGX9y260QFULsIOtNxOFj/ts7vt+wbNfntQ3fLgOtwOXCaKiif/8cbNMA28LjjmNpBXjIdtustHpAwxSw6/a5CVu//JJZt9xC5YoVqUALkqvqQiEatmxhy/z538u+gx4PXHAG9CmBkYNhzDA4zt+fjPc2oH0mDaaLSLqXnpurmDGxxwGXqMjI8PD88+fzxBPnkJfXPHdNKeefx2OyenUNN930FvuyaOemm8aQSFjU1IRJJGzq6yM0NES5/fZj2qaUxm68/PIKvF4DrcHrNfF4TOrrI2zbFmTNmmruuut9PvlkQ4vTpe2prCxIjx6PcO21b7JqVTUVFU0sXVqBy6VSo4dAcgsjG6UU3boFuPvuU3jt1Qv54L0LGX9yl++1zUIcTiTYEoePaJOznr26bPfnWDHw+Z05NW2Tl+kmK8NNkapjc2F3IgXFBAJeQqTRx1UJRCH22T434etnniEWCjkBxc5BgdbOFjHxOPFwGMP1/Qw6B5vA43ZydNLTwJuWzon2UfT9e5iT5tbwj0CYpdcOpHu+r1Wvo5TiyitH8NlnVzN0aD6GoZJ1ZRUul4Hf78HlMli8uJzNmxv2er0RIwp58slzGTo0n2AwSo8eWUydegann76H0hytpLXm3XfXMXx4IYWF/uRm11ZyWjHKggVb+eSTjUyZ8h733vvJPgWNbdWu889/KbVidvttZdtOIV6tnXPS001M08nbKi4O8MAD45ky5Vh69cpu1wBVCCHTiOJwMvwU+HxmshzCHvhzINwI4UZUQzWDtMFKfy7PTrwVt8dFg/YR0y6u973rXEvvZvueFtStX48ykyUOvrN0TgF2IkHRUUdher6f6Zwj+jlf43FwJ1OglGGS6e/Fby6Gk1u5g9B3DRzYhXvvHccVV7xGPG5jmgqlIBiMAZq0NJNodNfioy0ZObKIp576j7Zt4F4opTBNg/79c+nbN4dQKMbXX28jPd1MlX6wbc3bb6/mhz8cvPs9J9vQxo31LFvmTIUbhnL2dEzeWrYNJSV+ystDyTwtD1deOYTHHz8bl2v/Sm0IIQ6cBFvi8DHkeBh5Gix4+ztPKFIFQQ3TSZTP7w4/nAIocgO5VBf1oq5+K+V2Lv3MMn7im8lo10qwTXDvtcRKSsGwYdRv2oRhmqnRBJ3cY0bbNp7MTMbff3/r3+s+ys2GW34Ej/4/MA0wTYhG4diRiMwHAAAgAElEQVQRcHz7pD1xxhl9KSnJpLS0gXjcSuYSaRIJTUNDjNWrq+jX78ALnbYXpRRHH13Miy8uJxpNYFnOlFw8bjfLM9te4uKrr7Z9L8FWY2Ms1b7twdbOfD43p53Wh+nTzyM7O71TFWAV4lAhwZY4fJgm/PgBp3jptF86BUCBHYGWC4YeDydNhrGTnFIKOKHYRGCibyZW03OYKlkw1AbSrwJXLwA2xTTLQytJo4GhGYMo8Oy6fn7kNdewcc4cPJmZWPE4VjwOSmG4XPiLijj7sccOfCXiAbpiEhzRH2Z+6EwrnjYWxo+F9prJ9Ps9TJ06gcmTZ6QKnNr2jvytK654nX/960ccfXRJ+zTgAJWVBfnyyzIsy6apKd4sSb62NszWrUGKiwMEg1HKyxt54YWlmKZi0qS2WQm5O/365dK1q59vv61NbpZupHK0lIJevbJ59NGz6NLl4C66KsShTCrIi8PX3DfgH//t1KPq2hMuvAtO+OHu9ynRGhKLIfq+89h7GriOBKV4ubaMrMY7KFIbktODioTvJ4zMvdg5t64C6qugoAeVG0pZ+OSTbJwzBysSIdCtG/0mTGDohReS1aNz7bHXGqedNp3Vq6vZsiWI1jo5pegEC8OHFzBt2nmkp7vp0SMrVbqgIz3++HymTVtEOJxg/fpaQGFZNtGohWkq3G6Dvn1zWLPGKWPh97txuQxM02DQoDwmTx7KjTeO3uu2Qgdi5syVXH756zQ2RlMz04ahuPvuk/nlL0/ENGU0S4j2sK8V5CXYEqKVvo1qVlZcQR9jNQ3kAwqlY/hVDcWBR8iaMROWfORMUW4vfDr+8uYJ8oehm256i3/+8xuqq8O4XE5fOFNzmvR0F0VFAfLy0snPz+Dee8dx1FFFHdre22+fxVdflbF+fR2VlSFs225WPHU7pSAtzYVl2cRizgiTx+MEXcOGFfDpp1e3S8C1dGk5Dz88l0WLyhk4MI/f/vZU+vfPa/PXEULssK/Blvy5I0QrfR3aQA9jVSrQAtDKg6UNKlc/RN28j/nr2iH8z9fD+LSqGF7/kzOFadtQvhFqtnVo+zvKhRcOpaEhmkrmjsXs1HY+TU0JqqubyM31EQzGuP32WWzb1tih7R06NJ9QKEZ9vVNuoqVAC5z3Eo0mUoHW9mN+v4elSyv429++apf2DRvWlWnTfsCiRTfy0kuTJdAS4iAiwZYQreQmhK1Ntgda2yW0i4r1G+j3/On89L0e/OHzrkx4aQgT3jyO2D8fhXsmwv0XOl+nXnvYBV1DhuRTXOwHaJZjtP1rPG6zeXM9mZleotEE77yztqOaCjiJ/Vu2BGlqal6YtSUtPb89gf3111e2TwOFEActCbaEaKXhGf2J48XFjkKkibiFKtvGQ88MoDbsIqYVLgUZLps5W7P53T+bIByEnAJnz8INS+Evtyb3zDk85OdnMGhQPt27Oyv5TJPUCk2XyyAtzUV5eQgAwzAoK+vYka3PPiula9cMvN69TwF+N9jyel3J45pAQKq0C3G4kWBLiFbq5fVSn/4bPLoRH+Wk6SoyqtbwzeIC3vm4Hy5lo7RNU1wRtzQmFi+UDqIhM59XCwfzVI9hfNq9F5HKtej1izv67bRaKBSjoiKU2gtxdzZurCMvL526ugiG4WwjY5rO6E9mphOQKKXQWmNZNkcfXfx9NH+3Pv54Azk56fTunbPbNRQtMQxFerqLRMJCKcUNN+x7qRAhxKFBSj8I0QZOzRtPeeR5yoNvoLYu5omHerPk02yiUZcTbAG2hkjC+aayqJAzxl5KOC0dS5mY2ua0gvf5ceNnHEE7FbhqZ+XljUyZ8h5z5mzCNKG4OMB9941j3Lg+gBOEzZmzibVrq5k1ay0ffLAe23ZWIWqtiMct+vTJweVyRrESCYtu3QKUlTUyfHgBJ57Ys0PfX16ej3i8kp49s1i3rqZZTtbOvlOrFo/HoKkpjmkqfvKTYzj99D7fU4uFEAcLCbaEaCNdvX1wvV3NCx4Ps5cX08sox2XYWFphoFFobK3AdMEdp1Jdn6AnNU4ghuL9nuNx5S/l1zQQYO+bMR9MPvtsE5MmvUhtbThZe0qxeXOQH/7wZV55ZTK9euVw441vUVbWyLp1NUQiTt6TaTrThoGAh1AoTnl5iAEDcikq8mOaiqOOKuLss/tz3nmD8Hg6tuL5BRcM5oMPvsW2oV+/PFavrsKyNC6XkVpFCc5IlhNwaVwuk4cfPgOXy+Tss/tRUrJr7TUhxKFPgi0h2khs8zLeHFqN6fERMGNELZOB+XWsqMjB0gYaUNqmaz8vRqGXtOotxJUbr9fApUDneFhoDKWCyk4VbK1bV8OkSS9SXb3ztkUay9I0NcW57bZZjBpVTDAYIxiM7rIPn9YQj1v4fC4yM71cd90oxo4t4cgjuzY7NxSKEY1a5OSktetefrGYxQsvLOW111YSi1mcc05/rrjiSMaM6cbPf348jzwyj4wMF4GAl6amOIahSCQSAMnaWk5QaNsar9fkvPMGU1wcaLf2CiEOfhJsCdFGNtUvJOI3CURtzr8qyGsPuDEMzQBfJeURPyg4J28lXTITvGifi2VpYk1xdMIgZHpp8vvROkIa7VdtvD387GfvUVvbfH/I7aNbtq0pK2tk0aJtdO+eyYoVlantYraP/hiGIh63cbsNvF4XP/jBILp29aeu1dAQ5Q9/+JT33vsWrTV9++byq1+d2C5b4dTXR7jmmpksXryNoqIAHo/Js89+zdy5m5k2bRIXXjiUs8/uz9q1Nfj9HrZta2T+/C189NF6Pv98M4mEjW3bKOUUOe3XL5f8Vm7iLYTo/CTYEqKNRPxp6GSl7t5nevjtxq/58L0sVtpZeIhj4WJxqJhtX3uJbYvgyslBu2Jol5uaQAF1kRxCpp/flQX4rzzo2QkWrYXDcWbNWtviIsrt+VgZGe7U5sgul5EKsCxL71TX1dkb8dhjS5oFWlprfv7z2SxcuJWCggwMQ7F5cwM33fQ2L788maKi1o8Yaa1Zv76OL77YzAMPfMqqVZVoDZs21dOrVzb9+uWyenU1n31Wyimn9MLv9zBiRCHgbJVzwgk9mDx5CJdd9iqVlU2YpvMePR6TO+88vl0KmAohOhdZjShEG8nvdjxKGeh4DBTUXz2MfoMi+DwWtnKRoZoIx+Kk6SaYOptIeoBgVj6lXQdSm1eCv3IbA6IW88MG12yFmt0UzTyYzJ1bSiy2+4Z6vSbdumUyalQxlZVhiosDWJbG53OlEskTCRvDMBg1qpiHH57Q7Oe//baWr74qo7DQj2kaKKXIyUknGrV4883Vzc7dtKmeu+/+iLPPfo6rr36DOXM27rX9K1dWcf75LzF58gyuvXYmy5dXEI87gV8sZrNmTQ2rV9egtWbVqqrdXqd79yymT/8BkycPoaQkk7FjS3j00bOYNGnQXtsghDj0yciWEG2kwN2dPtnHsc5cgDvUBOkGb/U5mvff8ZHuM3DFG0gzQ9gGxEtDFE37J8Mu9TBbXULB+pV4QkEaanIoHjOaCtvNrEa49CDPp163rma3BT6Vgr59c7n77pM54ogCbrzxbSoqGsnIcFNfHyU/34fP52bgwDx+/vMTGDeu1y65WBUVodSeidvF4xYVFSEeeGAOM2YsZ+LEgZx5Zl+uv/4tQqEY2dnprF5dzR13vMuvfnUi558/uMX2hUIxbr75bWIxC8NQhMO7FivVGjZvrsfn60K3bnseRevZM5v/+Z9xe+0zIcThR4ItIdqIQjHefwE9M4azMvIlGs1l5/fi4yfmELPj2N4AUW+AeNjG5UlgNjTSZ5hFYHk16eEQmCZWIk7jtm24CruzNtbR72jvli2rAJy9u787lThsWAEvvXQBAwd2AeC11y7i889Lqa4Ok5eXTlaWl+7ds8jL231OU9++uViWU2fLNA1sW7N0aQW1tWH6989FKcW0aYuYPn0RSikKC52AKC3NRVpanMcem8+55w5ocSXjnDmbCAajFBYGWLmycrdBYyxm4/EYjBvX+wB6SAghJNgSok2ZmAxUgxmY7oym6LGavxy1li+XlpKIOb/N/V1M3K4EfY4KYcYUFgY2ijS/k6sUrqnFLuzOoIM8Zyset1iwYCu5uenU1kYwDJ1Kivd4TJ566j9SgRaAx2Ny8sm99us1CgoyuOiioTz33FICAS+NjTHq6iIEAh6KizNxuQyKiwPMnVtK3765zX42Pd1NRUWIiooQJSXNV3eGQjHKyxuxLE0kEqeuLrLbNhiG4t57x5GRcZD/BxFCHLQk2BKiHSmleOyxs7j8lhepCTbichsoFIX9/BxxUQ3+OVsZVv8V34w+BVe4ESJhIll59DbhLP/er9+REgmbeNxm9Ogili+vorLS2VrH7Tbo1SubY44paZPX+c//PJaBA/OYNm0xq1ZVJTeB1pSVBenWLRPDULjdJvX1EQoLd3SakwumyMlJSx0rKwty990f88EH39LYGCMYjGGa7LZAKUC/fjlMmNCvTd6LEOLwJMGWEO3syCMLefOVy3nwX69SurWOklEmg8Z5sVdk4P1nGZcE3uLTRBOfH3EckbR0JuW5mVIMmQf5Irb0dDdHHtmVFSuqGDGikHjcIhazqKkJc+GFQ1t1bdvWTJ36OdOmLSIWs7jggsEEg1GystJoaoqjFKxfX0djY4zBg/PJz/dh25rGxhh+v4dYzKKqKsSPfjQsNSIVi1lcccVrfPHFllQOWDjs1MdyuVqu22WaildeuRDDaL+6XkKIQ5/Se9u+/ns0evRovXDhwo5uhhDtwsamjK3UUUeATPKDWcy597ds/OQTlGHgCQQ44a676DN+fEc3dZ+tXl3N9de/STAYo6amiaqqJgzD4Kyz+vGb35zE0KEF+33NRMJm9Oi/smRJRbM8Krfb4OSTe7J0aQWRSAKPxyQaTdCzZzaDB3fhhhtG8cc/zqOiIoTbbXLRRUO56abRqdIL//73Ri64YAbxuIXH4yIWs2hsjKX2cHS7jWR+mPOiHo+ib988Vqy4pfUdJYQ4JCmlvtRa73XDUwm2hOhgTdXVxIJBMktKMFydb7C5oiLE9de/yeefl+J2GxiGwjAM8vN9vPrqRXTvvn9LKh9/fAG33favZGFU59j2j6ni4gyGDu3K6tXVVFU1obWzjc7UqWeSm5uO1pra2gh+v2eXpPjnn1/Cdde9SUaGB6VUKtiybRtwphsbG2PE4xZerwuXy3kvzz47EZ/PzccfbyQrK42JEwccUBAphDj07Guw1fk+2YU4xPjy8vDl5XV0Mw6I1ppPP92YWtlnmoq0NDdaa6qqmnjkkXm71M7am+nTFzULtGDH5s7l5SG83mrq6iKYplN5Pi/PR2amN3meIjc3vcXr9u+fh1IqdW232wA0Wu/YLDoetzAMg/R0F4mEplu3TG65ZRZFRX5cLoNYzOLVV1fwi1/svqSEEEJ8lxQ1FUIcsKef/opf//rD5AiRUww0FIqhtSYet3j++aVEo4n9uqbXu/u/AS0LKiubklODivx8Hx9++C3PPPMVkcieX2f06GKGDMknFIqRSFhEIgksywm2bNsmGrXQ2inEalma4uIAfr+bhoYIFRUhVq+uZsOGOjZsqOeeez4mGIzu1/sSQhy+JNgSQuy3NWucXK2f/Wx2MmixkiNRmnjcpqEhRixms21biLFjn95l78Q9ue66ozAMmuVrbf/eNJ1RKcuyKS4OUFjop7Q0yF13vc+4cf/Hgw/OTQV3NTVhHn98Phdd9DI33/w2n31WyltvXcKYMcXEYhbBoFPIzOMx8XhM/H43fr+HkSMLOeaYEvr1y6W6Okw0atHQEMXrdeH1urBtzfr1tXz44fo26k0hxKFOgi0hxH6ZOXMlY8b8jX/8YwkNDVE2bmzAtsGynJGt71q8uJwrrnhtn69/6aXDOPVUp4Co1jsCrYKCdPr2zeX443ty3HHdKSjIYOXKahIJpwJ8dnYaL764jIcemkt9fYSrrnqdv/99ERUVTSxeXM5PfjKL9977lg8/vJLi4gAej4HXa6IUO7XfJpFw6oRp7YzSKaVIT3cn26NTBVznzdvc+s4UQhwWJGdLCLFXsZjF7NnrmDVrDdOnL8GybDIy3CQSNkppEglarMBumk7i1bvvrkuVZdgbwzCYPfsKXn55GQ8+OJeamjAjRxaSkeFl1qw1fP55KSUlATZtaiAUcspAeDwmVVVNdO2awcyZq8nNTWfr1mCzjapjMQ9/+csC+vfPpbq6CcvS2Pb2kTKN1prsbC/hcJyKikZqayPJXDFNMBghkXAq2du2k+/17rvrGD68kHPO6Z/KGRNCiJbIyJYQYo8SCZspU97lv//7Y+bMKSUUcqYIYzELt9tAa5Xcv7D5zxnGjuOWZfPgg5+xalUV+7oCevLkI5g//3q++OI6amujrFhRyaBBXVBKsWpVNY2NMZTSGIbC63WxZk01ZWVByssb+fvfF+2yz+L20arVq6uJRu1kG52kesNwEudjMYt3372M4cML8XpNevbMATThsEU8bqe2JIrHbZYsKeeGG97k9NOns3lzQ2u7WQhxCJNgSwixR/PmbebzzzdTVOQnK8uLYTgBVDicwOdz4/GYqdEej8dAKadIqMtlpJLmtYYXX1zGxRe/wn33/XuvAVdDQ4Q775zNkUc+yZgxf2PNmhq6dPGRmZnGkUd2TZVl2L66MBiMUl8fZdGicsrLg2zYUMvy5RVs29aYuub2tgwdmo9t28n2Ocdt2xnZysvLoKYmzKJFZfTokU12dhpKtfwxadsal8tg+fJK7rvvkzbtcyHEoUWmEYUQezR//pZUYBMIeElLcxEOJ1BKYVmajAyn1MOPfzyCI47I57bb3kFrZzRre4FQn89NfX2Ubdsa+f3vP2Pdulr+/OezCAR2nX5raopzzDFPs3FjPaZpEIslUlN4I0YUYhjby0s4pRq01s2mMCMRG4gRj9t8800FeXnpGIaioiLESSf1ZPjwQkpKsti6NYjL5eRpAWRlpTF2bDdWrHA2pTYMRVVVU7IO1660dkb9TFPx7rvr0FrvMpomhBAgI1tCiL3IzU3Htp1oxjAUI0YUJUezNJFIglAozgkn9ODhh8/gppuO5te/PomsLC9ut4nLpQgE3BiGIh63SEtz43YbzJ69jrvu+qDF13vooc/YuLEev9+Dz+fG63WhtaaiIkQwGCM93Y1SzlReINByDlgkYmHbmqamBGvXOgVQzzijL/feOw6Xy+COO46hWzdnNWNxcYDBg7vQo0c2V189kpyc9NT2PFu3BlvMRdvOCfZa179CiEOfjGwJIfZowoS+PPXUl6kE96wsL0ccUUAiYXPhhUMYN653s02n77nnFK6/fhQzZiznyScXYhgqOYq0o6J7IOBhwYItbNhQR69e2c1eb9asdamRNHDqbkUiCRIJm7q6MF6vSVaWl2DQGb3aW7Dj8ZjMmnUpeXm+1LHrrhtFJJJgxowVaK3xek1uvHE0p53Wh2jUIjc3nfLyRoLBaKqg6ncZhkpOTdqcfXY/GdUSQuyWjGwJIfaoqCjAH/84AdNUVFaGqKgI0atXNq+9dhF33XVis0Bru+LiADffPIaSkkyCwVhqpGh7rlZBgR/TdKbpvsvnczcLXAxDkZnpxTQVTU0JotEEP/3psYwaVZQqgGq08Em2vVJ8bW2EZcsqmj3nchn8538ey/vvX87LL0/mvfcu55JLhqGUIi3NxV/+cg4FBRkkEnZqJK1lir59c/j970/fh54UQhyuZGRLCLFXY8eW8M47l7FmTTUej0mfPjl7HcnxeEweeugMLrnkFWpqmlJTkd26ZZKR4aa2NkGfPjm7/NzVV49gwYItRKOJ1P6G4XCCbt0yWbHiZlwuA6UUffrk8LOfvUd9fTRVUPW7tHaCralT53HiiT1TQd92GRkeMjJ2nYrs0yeHGTMu4OST/4/0dKeQ6ZIl5SQSFpYFbrciPz+DKVOO5brrRu2x6r0QQsjIlhBin7hcBoMH59O3b+4+T5mNGFHIBx9cwfDhXcnLS2fIkHzy8tKprAxx+eVHtriP4eTJQ7nooqF4vSahUIxQKE7Xrhm89tpFuN1m6rXPOWcAzz57Hj16ZCYT2ptfx9mn0YXXa7J8eSUffbR/Fd99Pg+3334MoZAzMjdqVBHFxZn07p3NCy9cwNq1t3PrrcdIoCWE2Cu1rzVvvg+jR4/WCxcu7OhmCCHaWE1NmOeeW8KHH64nKyuNiy8eyoQJu89z0lqzeHE5S5eW06WLj3HjepOW1nJQY9s2Dz/8OX//+9esW1dLPG7jdhukpTnTf2lpLnr3zmbs2BKmTj1zv9qtteb9979l+vQlVFaGOPbYEq6+eiTdu2ftdx8IIQ49Sqkvtdaj93qeBFtCiEPFggVbOO+8F2lqiqM15OX56Ns3h1AozpgxxTzyyP4FW0IIsSf7GmzJ+LcQ4pAxalQxRx1VTG1tmKystNSKwUikiXPPHdDRzRNCHKYkZ0sIccgwDMXvf38abrdBRUWILVsaqKgIcc45Axg3rldHN08IcZiSkS0hxCFlyJB8Zs68hDlzNtHQEGXYsAKGDMmXOlhCiA4jwZYQ4pATCHg5++z+Hd0MIYQAZBpRCCGEEKJdSbAlhBBCCNGOJNgSQgghhGhHrQ62lFK3KaVWKaWWK6X+sNPxXyil1iafm9Da1xFCCCGE6IxalSCvlBoHTAKGa62jSqmC5PEhwMXAUKAYeF8pNUBrbbW2wUIIIYQQnUlrR7ZuAn6ntY4CaK0rkscnAS9qraNa6/XAWuDoVr6WEEIIIUSn09pgawBwolLqC6XUJ0qpMcnj3YDSnc7bnDy2C6XU9UqphUqphZWVla1sjhBCCCHEwWWv04hKqfeBwhae+lXy53OAscAYYIZSqg/QUvXAFjdh1Fo/BTwFzt6I+9ZsIYQQQojOYa/Bltb6tN09p5S6CXhVO7tZz1dK2UAXnJGs7judWgJsbWVbhRBCCCE6ndZOI74OnAqglBoAeIAqYCZwsVLKq5TqDfQH5rfytYQQQgghOp3WbtfzLPCsUmoZEAOuTI5yLVdKzQBWAAngFlmJKIQQQojDUauCLa11DLhsN8/dD9zfmusLIYQQQnR2UkFeCCGEEKIdSbAlhBBCCNGOJNgSQgghhGhHyslnPzgopSqBjfvxI11wVj+KAyd92DakH1tP+rBtSD+2nvRh2zgc+rGn1jp/bycdVMHW/lJKLdRaj+7odnRm0odtQ/qx9aQP24b0Y+tJH7YN6ccdZBpRCCGEEKIdSbAlhBBCCNGOOnuw9VRHN+AQIH3YNqQfW0/6sG1IP7ae9GHbkH5M6tQ5W0IIIYQQB7vOPrIlhBBCCHFQk2BLCCGEEKIddcpgSyl1m1JqlVJquVLqDzsd/4VSam3yuQkd2cbOQin1X0oprZTqknyslFKPJvtxiVLqqI5u48FKKfWgUmplsp9eU0pl7/Sc3Iv7QSl1ZrKv1iql7uro9nQGSqnuSqmPlFLfJD8Lf5I8nquUmq2UWpP8mtPRbe0MlFKmUuprpdRbyce9lVJfJPvxJaWUp6PbeDBTSmUrpV5JfiZ+o5Q6Vu7FHTpdsKWUGgdMAoZrrYcCDyWPDwEuBoYCZwJ/UUqZHdbQTkAp1R04Hdi00+GzgP7Jf9cDT3RA0zqL2cARWuvhwGrgFyD34v5K9s3jOPfeEOCSZB+KPUsAU7TWg4GxwC3JfrsL+EBr3R/4IPlY7N1PgG92evx7YGqyH2uBazqkVZ3Hn4B3tNaDgCNx+lLuxaROF2wBNwG/01pHAbTWFcnjk4AXtdZRrfV6YC1wdAe1sbOYCvwc2HmVxCRgunbMA7KVUkUd0rqDnNb6Pa11IvlwHlCS/F7uxf1zNLBWa/2t1joGvIjTh2IPtNZlWuuvkt8HcX65dcPpu/9LnvZ/wHkd08LOQylVApwDPJ18rIBTgVeSp0g/7oFSKhM4CXgGQGsd01rXIfdiSmcMtgYAJyaHdz9RSo1JHu8GlO503ubkMdECpdREYIvWevF3npJ+PDBXA7OS30sf7h/pr1ZSSvUCRgJfAF211mXgBGRAQce1rNN4BOcPTzv5OA+o2+mPKbkn96wPUAn8PTkV+7RSKgO5F1NcHd2Aliil3gcKW3jqVzhtzsEZNh8DzFBK9QFUC+cf1nUt9tKPvwTOaOnHWjh22PbjnvpQa/1G8pxf4UzpPLf9x1o4/7Dtw30g/dUKSik/8E/gDq11gzMoI/aVUupcoEJr/aVS6pTth1s4Ve7J3XMBRwG3aa2/UEr9icN4yrAlB2WwpbU+bXfPKaVuAl7VToGw+UopG2ezy81A951OLQG2tmtDD3K760el1DCgN7A4+cFcAnyllDoa6cdm9nQvAiilrgTOBcbrHUXrpA/3j/TXAVJKuXECree01q8mD5crpYq01mXJFICK3V9BAMcDE5VSZwNpQCbOSFe2UsqVHN2Se3LPNgObtdZfJB+/ghNsyb2Y1BmnEV/HmUtHKTUA8ODsKj4TuFgp5VVK9cZJ8J7fYa08iGmtl2qtC7TWvbTWvXD+RzlKa70Npx+vSK5KHAvUbx8GFs0ppc4E7gQmaq2bdnpK7sX9swDon1z95cFZXDCzg9t00EvmFT0DfKO1/uNOT80Erkx+fyXwxvfdts5Ea/0LrXVJ8rPwYuBDrfWlwEfABcnTpB/3IPm7o1QpNTB5aDywArkXUw7Kka29eBZ4Vim1DIgBVyZHFJYrpWbg/AdOALdora0ObGdn9S/gbJyk7ibgxx3bnIPanwEvMDs5QjhPa32j1lruxf2gtU4opW4F3gVM4Fmt9fIOblZncDxwObBUKbUoeeyXwO9w0iuuwVlpPLmD2tfZ3Qm8qJT6LfA1yeRvsVu3Ac8l/2D6Fud3h4Hci4Bs1yOEEEII0a464zSiEEIIIUSnIcGWEEIIIUQ7kmBLCCGEEKIdSbAlhBBCCNGOJD1KSsYAAAAgSURBVNgSQgghhGhHEmwJIYQQQrQjCbaEEEIIIdrR/wc2hIbdpja0hwAAAABJRU5ErkJggg==\n", 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\n", 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kSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1JGJhbsk2yY5L8nFSS5L8ppWvkeSc5NckeSkJNu08tu3+ZVt+bKRbb2ylX8ryYGTarMkSdJiN8mRu5uAx1bVg4B9gIOS7A+8ATiuqvYErgOOavWPAq6rqvsAx7V6JNkbOAK4P3AQ8PYkW02w3ZIkSYvWxMJdDW5ss1u3RwGPBT7ayk8ADm3Th7R52vLHJUkrP7Gqbqqq7wIrgX0n1W5JkqTFbKLn3CXZKslFwLXAcuA7wPVVdUursgrYtU3vClwF0JbfANx1tHyWdSRJkjRiouGuqm6tqn2A3RhG2/aarVp7zjqWrat8LUmOTrIiyYrVq1dvapMlSZIWtc1ytWxVXQ+cAewP7JBkSVu0G3B1m14F7A7Qlt8FWDNaPss6o69xfFVNVdXU0qVLJ9ENSZKkBW+SV8suTbJDm74D8EfA5cCXgcNatSOBT7XpU9o8bfmXqqpa+RHtato9gD2B8ybVbkmSpMVsyYarbLJdgBPala23A06uqs8k+QZwYpLXAxcC72r13wW8P8lKhhG7IwCq6rIkJwPfAG4BXlBVt06w3ZIkSYtWhsGxvkxNTdWKFSvmuxmSJEmzylpXFOSCqpqaq217hwpJkqSOGO4kSZI6YriTJEnqiOFOkiSpI4Y7SZKkjhjuJEmSOmK4kyRJ6ojhTpIkqSOGO0mSpI6MFe6SPGKcMkmSJM2vcUfu/veYZZIkSZpHS9a3MMnDgd8HliZ58ciiOwNbTbJhkiRJ2njrDXfANsB2rd72I+U/AQ6bVKMkSZK0adYb7qrqTODMJO+tqu9vpjZJkiRpE21o5G7a7ZMcDywbXaeqHjuJRkmSJGnTjBvuPgL8G/BO4NbJNUeSJEm3xbjh7paq+teJtkSSJEm32bhfhfLpJH+RZJckO00/JtoySZIkbbRxR+6ObM8vGykr4F5z2xxJkiTdFmOFu6raY9INkSRJ0m03VrhL8qzZyqvqfXPbHEmSJN0W4x6WfdjI9LbA44CvAYY7SZKkBWTcw7J/NTqf5C7A+yfSIkmSJG2yca+WnennwJ5z2RBJkiTdduOec/dphqtjAbYC9gJOnlSjJEmStGnGPefuTSPTtwDfr6pVE2iPJEmSboOxDstW1ZnAN4HtgR2BX02yUZIkSdo0Y4W7JIcD5wFPBQ4Hzk1y2CQbJkmSpI037mHZvwMeVlXXAiRZCnwR+OikGiZJkqSNN+7VsrebDnbNjzdiXUmSJG0m447cfT7JacCH2/zTgFMn0yRJkiRtqvWGuyT3Ae5eVS9L8v8CfwAE+Crwwc3QPkmSJG2EDR1afTPwU4Cq+nhVvbiq/ifDqN2bJ904SZIkbZwNhbtlVXXJzMKqWgEsm0iLJEmStMk2FO62Xc+yO8xlQyRJknTbbSjcnZ/kuTMLkxwFXDCZJkmSJGlTbehq2RcBn0jyDP47zE0B2wBPmWTDJEmStPHWG+6q6ofA7yd5DPCAVvzZqvrSxFsmSZKkjTbW99xV1ZeBL0+4LZIkSbqNvMuEJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdmVi4S7J7ki8nuTzJZUn+upXvlGR5kiva846tPEnekmRlkkuSPGRkW0e2+lckOXJSbZYkSVrsJjlydwvwkqraC9gfeEGSvYFXAKdX1Z7A6W0e4PHAnu1xNPCvMIRB4BhgP2Bf4JjpQChJkqS1TSzcVdU1VfW1Nv1T4HJgV+AQ4IRW7QTg0DZ9CPC+GpwD7JBkF+BAYHlVramq64DlwEGTarckSdJitlnOuUuyDHgwcC5w96q6BoYACNytVdsVuGpktVWtbF3lM1/j6CQrkqxYvXr1XHdBkiRpUZh4uEuyHfAx4EVV9ZP1VZ2lrNZTvnZB1fFVNVVVU0uXLt20xkqSJC1yEw13SbZmCHYfrKqPt+IftsOttOdrW/kqYPeR1XcDrl5PuSRJkmaY5NWyAd4FXF5V/zyy6BRg+orXI4FPjZQ/q101uz9wQztsexpwQJId24UUB7QySZIkzbBkgtt+BPCnwNeTXNTK/hY4Fjg5yVHAD4CntmWnAgcDK4GfA88BqKo1SV4HnN/qvbaq1kyw3ZIkSYtWqn7r9LVFb2pqqlasWDHfzZAkSZpV1rqiIBdU1dRcbds7VEiSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR2ZWLhL8u4k1ya5dKRspyTLk1zRnnds5UnyliQrk1yS5CEj6xzZ6l+R5MhJtVeSJKkHkxy5ey9w0IyyVwCnV9WewOltHuDxwJ7tcTTwrzCEQeAYYD9gX+CY6UAoSZKk3zaxcFdVZwFrZhQfApzQpk8ADh0pf18NzgF2SLILcCCwvKrWVNV1wHJ+OzBKkiSp2dzn3N29qq4BaM93a+W7AleN1FvVytZVLkmSpFkslAsqMktZraf8tzeQHJ1kRZIVq1evntPGSZIkLRabO9z9sB1upT1f28pXAbuP1NsNuHo95b+lqo6vqqmqmlq6dOmcN1ySJGkx2Nzh7hRg+orXI4FPjZQ/q101uz9wQztsexpwQJId24UUB7QySZIkzWLJpDac5MPAo4Gdk6xiuOr1WODkJEcBPwCe2qqfChwMrAR+DjwHoKrWJHkdcH6r99qqmnmRhiRJkppUzXoK26I2NTVVK1asmO9mSJIkzSprXVWQC6pqaq62vVAuqJAkSdIcMNxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdMdxJkiR1xHAnSZLUEcOdJElSRwx3kiRJHTHcSZIkdcRwJ0mS1BHDnSRJUkcMd5IkSR0x3EmSJHXEcCdJktQRw50kSVJHDHeSJEkdWTThLslBSb6VZGWSV8x3eyRJkhaiRRHukmwFvA14PLA38PQke89vqyRJkhaeRRHugH2BlVV1ZVX9CjgROGSe2yRJkrTgLJZwtytw1cj8qlYmSZKkEUvmuwFjyixltVaF5Gjg6DZ7U5JLJ96qhWdn4Efz3Yh5YL+3LFtiv7fEPoP93tJsyf2+51xucLGEu1XA7iPzuwFXj1aoquOB4wGSrKiqqc3XvIXBfm9Z7PeWY0vsM9jv+W7H5raF93vZXG5zsRyWPR/YM8keSbYBjgBOmec2SZIkLTiLYuSuqm5J8pfAacBWwLur6rJ5bpYkSdKCsyjCHUBVnQqcOmb14yfZlgXMfm9Z7PeWY0vsM9jvLY39niOpqg3XkiRJ0qKwWM65kyRJ0hgWRbjb0K3Hktw+yUlt+blJlo0se2Ur/1aSA8fd5nwbo8+PSvK1JLckOWzGss8nuT7JZ2aU/2XbXiXZedJ92BRj9PvFSb6R5JIkpye5ZyvfJ8lXk1zWlj1tZJ0Ptm1emuTdSbbenH0axxj9fl6Srye5KMlXpu/QkmTfVnZRkouTPKWVb5vkvFZ2WZLXbO4+jWPc38Mkh7Wf26kZ5fdIcmOSl84o3yrJhTN/BxaKMT7vZydZPfLZ/vnIsltHyk8ZKU+Sf0jy7SSXJ3nh5urPuMb5vJMc3n7HL0vyoZHyeyT5QuvbN6b380nOHnk/rk7yyc3Tm/GN8XkfN9KHbye5vpU/ZqT8oiS/THJoW/a49jdgep9wn83dr/UZo8/3SPLl9nt6SZKDW/nWSU5o+7vLk7xyZJ2/bvvxy5K8aHP2Z1ztb8y1WcfXsbXf07e09+WSJA8ZWXZkkiva48iR8oe292NlW3e2r4dbW1Ut6AfDBRTfAe4FbANcDOw9o85fAP/Wpo8ATmrTe7f6twf2aNvZapxtLoI+LwMeCLwPOGzGsscBTwI+M6P8wW297wE7z3c/N7HfjwHu2KafP/JZ3xfYs03/LnANsEObP5jhuxIDfBh4/nz3dRP6feeR6ScDn2/TdwSWtOldgGsZzqUNsF0r3xo4F9h/vvu6sf1u9bYHzgLOAaZmLPsY8BHgpTPKXwx8aObvwEJ4jPl5Pxt46zrWv3Ed5c9p+4Pbtfm7zXdfN6HfewIXAjvO7ANwBvDHbXq76f3ALD8Pz5rvvm5sv2fU/yuGiwZnlu8ErBnZ/30b2KtN/wXw3vnu60Z+1sdP74sZ/lZ/r03/D+DENn1Hhr9Xy4AHAJdO7/OAL9L2+QvpATwKeAhw6TqWHwx8ru2j9wfOHfl8r2zPO7bp6d+D84CHt3U+Bzx+Q+1YDCN349x67BDghDb9UeBxLdkewvBDclNVfRdY2ba30G9ntsH2VdX3quoS4NczV66q04GfzlJ+YVV9bzJNnhPj9PvLVfXzNnsOw3ceUlXfrqor2vTVDCFnaZs/tRqGX5LdNktvxjdOv38yMnsn2pd4V9XPq+qWVr7tSHlV1Y2tfOv2WGgn2I77e/g64J+AX44WthGMK4HLZpTvBjwBeOckGj0HJrX/eT7w2qr6NUBVXTsH25xL4/T7ucDbquo6+O8+tJHqJVW1vJXfOLIfoNXZHngssNBG7jb28346wz+hMx0GfG6k3wXcuU3fhRnf/TrPxunzutpfwJ2SLAHuAPwK+AmwF3DOyD7vTOApk+3GxquqsxhC+LocAryv7aPPAXZIsgtwILC8qta0n//lwEFt2Z2r6qvtb9j7gEM31I7FEO7GufXYb+q0D/0G4K7W6MVoAAAJiUlEQVTrWXeh385sobdvUja230cx/BezliT7Mvy3+J0Z5VsDfwp8/ja3dG6N1e8kL0jyHYag88KR8v2SXAZ8HXjedNhrhyYvYgi6y6vq3An2YVNssN9JHgzsXlUzTzG4E/A3wGyHm98MvJxZ/vFZIMb9Of+Tdtjmo0lGv8R92yQrkpwzfYiuuTfwtLbsc0n2nEDbb4tx+n1f4L5J/qP176CR8uuTfLwdxntjkq1mrPsU4PQZ/wgtBGPv1zKcZrIH8KVZFh/B2qHvz4FTk6xi2K8dOyetnRvj9PnVwDNb+09lGLGEYYDmZwxHX34AvKmq1jCM2j0qyV2T3JFhBGx3Fp+NzSW7tumZ5eu1GMLdBm89tp46G1u+UCz09k3K2P1O8kxgCnjjjPJdgPcDz5kewRjxduCsqjp7Dto6l8bqd1W9raruzRBq/n6k/Nyquj/wMOCVSbZt5bdW1T4MI5X7JnnARFq/6dbb7yS3A44DXjJLvdcAx42MTk6v80Tg2qq6YC4bOsfG+bw/DSyrqgcyHH46YWTZPWr4Fv//Abw5yb1b+e2BX7Zl7wDePbfNvs3G6fcShkOzj2YYwXpnkh1a+SOBlzL8nN+L4dD1qHWNeM23jdmfHwF8tKpuXWsDw37t/2H4rtdp/xM4uKp2A94D/PMctHWujNPnpzMcSt6NIai9v/3O7wvcynB6zR7AS5Lcq6ouB97AMKL1eYZDvbew+GyWvLIYwt0Gbz02WqcN5d6FYVh0XeuOs835tNDbNylj9TvJHwF/Bzy5qm4aKb8z8Fng79tw9+g6xzAcpn3xBNp9W23s530iswzLt53fzxjOTRktv57hfKWDZq4zzzbU7+0Z+nJGku8xnJ9ySoaLKvYD/qmVvwj42wxfdP4I4Mmt/ETgsUk+MOF+bKxxbqf445Gf7XcADx1ZdnV7vpLhc33wyHY/1qY/wXBO7kIy7r78U1V1czuV5lsMYW8VcGE7zHcLw6HX0RPR78oQCj47wfZvqo35/Z45OjftcOATVXUzQJKlwINGRuNPAn5/bpo7J8bp81HAyQBV9VWG00p2Zvin5fPtZ+Ba4D8Y/pGnqt5VVQ+pqkcx/I2/YqK9mIyNzSWrWPtUovHywIZOypvvB8N/bFcyJPjpEzPvP6POC1j7goqT2/T9WfuCiisZTvTc4DYXep9H6r6XGRdUtPJHs46TyVm4F1SM81k/mOFw654zyrcBTgdeNMt2/xz4P8Ad5ruPt6Hfe45MPwlY0ab34L8vqLhn+6XfmSHITl9QcgfgbOCJ893Xje33jPpnMOOCilb+amZcUNHK1/k7sND7DewyMv0UhnONYDjR+vZtemeGP257t/ljgT8b6fv5893XTej3QcAJI/27iuEUm61a/aVt2XuAF4ys97zp9RbaY9yfc+D32r45syw7B3jMjG3+CLhvmz8K+Nh893UjP+vPAc9u03u1fVcYjky8p03fCfgG8MBW727t+R7AN2kXHCy0B8MFIOu6oOIJrH1BxXmtfCfgu+13fMc2vVNbdn6rO31BxcEbbMN8vwljvlEHM1wZ9B3g71rZaxlGbmBI/B9huGDiPOBeI+v+XVvvW4xcYTLbNhfSY4w+P4wh0f8M+DFw2ci6ZwOrgV+0Oge28he2+VvaL9I757ufm9DvLwI/BC5qj1Na+TOBm0fKLwL2actuadubLn/VfPdzE/r9LwwXDlwEfJm2o2Q412a6/GvAoa38gQxXHV7CcK7KguvzOP2eUfcMOgh3Y37e/9g+14vb532/Vv77DOdWXtyejxrZ5g4MI1dfB77KMLIz733dyH6H4fDiN1o/jhhZ94/bz/PXGf6p3WbGz8ZB892/Te13m381cOws6y4D/pN2FfRI+VNGfhbOYOTv3kJ4jPFZ780wKndx238d0Mq3Y/h7fln7OXjZyDbPbmUXA4+b7z6uo98fZjhf8GaGv7dHMfzz8by2PMDb2vvy9dF9GvBnDDlmJcOpRdPlUwz78e8Ab2WWfwBmPrxDhSRJUkcWwzl3kiRJGpPhTpIkqSOGO0mSpI4Y7iRJkjpiuJMkSeqI4U5SV5I8O8lb57kNr21ftr2+Oq9O8tJZyndI8heTa52k3hnuJGmOVdWrquqLm7j6DoDhTtImM9xJWjSSPDPJeUkuSvLv0zePT/KcJN9OcibDLcim69+73YD+/DaaduPIspe18kuSvGaW1zo8yT+36b9OcuXINr/Sph+a5MwkFyQ5rd0DlCTvTXJYmz44yTeTfCXJW5J8ZuRl9k5yRpIrk7ywlR0L3Lv18Y1JdklyVpu/NMkj5/I9ldQfw52kRSHJXsDTgEdU1T4MNxd/RgtUr2EIdX/M8M330/4F+Jeqehgj92NMcgDDPUv3BfYBHprkUTNe8iyGm9XTnn+cZFfgD4Czk2wN/G+G2/89FHg38A8z2rwt8O8Md8f5A4bbwo26H3Bga8cxbZuvAL5TVftU1csY7rV5Wuvzgxi+zV+S1mnJfDdAksb0OOChwPlJYLhn7rXAfsAZVbUaIMlJwH3bOg8HDm3THwLe1KYPaI8L2/x2DGHvrOkXq6r/SrJdku0Zbuj9IeBRDEHv4wz3An0AsLy1ZyuG2w6Nuh9wZVV9t81/GDh6ZPlnq+om4KYk1wJ3n6Xf5wPvbsHvk1VluJO0XoY7SYtFGG4O/8q1CpNDgY29j2KAf6yqf99Ava8Cz2G4N/XZDPd+fDjwEoabl19WVQ/fwOusz00j07cyyz65qs5qo4pPAN6f5I1V9b4NbFfSFszDspIWi9OBw5LcDSDJTknuCZwLPDrJXdvo1lNH1jkH+JM2fcRI+WnAnyXZrm1r1+ntznAW8NL2fCHwGOCmqrqBIfAtTfLwto2tk9x/xvrfBO6VZFmbf9oY/fwpsP30TOvjtVX1DuBdwEPG2IakLZgjd5IWhar6RpK/B76Q5HbAzcALquqcJK9mGGW7BvgawyFSgBcBH0jyEuCzwA1tW19o5/B9tR1SvRF4JsNh3lFnMxySPauqbk1yFUNgo6p+1S6aeEuSuzDsT98MXDbS5l+0rzX5fJIfAeeN0c8fJ/mPJJcCnwMuBV6W5ObWzmeN/65J2hKlamOPZkjS4pDkjsAvqqqSHAE8vaoO2cxt2K6qbsyQIt8GXFFVx23ONkjasjhyJ6lnDwXe2oLV9QznzG1uz01yJLANw6HdDZ3nJ0m3iSN3kiRJHfGCCkmSpI4Y7iRJkjpiuJMkSeqI4U6SJKkjhjtJkqSOGO4kSZI68n8BYIShxIGk/aIAAAAASUVORK5CYII=\n", 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" ] @@ -841,7 +841,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Compare unweighted walks with weighted walks when all weights are uniformly set to 1. Note, the two sets should be identical given all other parameters are fixded." + "Compare unweighted walks with weighted walks when all weights are uniformly set to 1. Note, the two sets should be identical given all other parameters and random seeds are fixed." ] }, { @@ -866,7 +866,7 @@ "metadata": {}, "outputs": [], "source": [ - "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=2, iter=1)" + "weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=1, iter=1)" ] }, { @@ -883,7 +883,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -996,7 +996,7 @@ { "data": { "text/plain": [ - "0.8488745980707395" + "0.8697749196141479" ] }, "execution_count": 36, @@ -1012,18 +1012,34 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "assert weighted_node_embeddings.all() == node_embeddings.all()" + "np.array_equal(weighted_node_embeddings, node_embeddings)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**Conclusion on identity?**\n", - "\n", - "The biased random walk results in identical set of walks when weights on the edges are 1 or when weights over the edges are ignored. Moreoever, the embeddings learnt through the walks are identical. However, for a downstream task like node classification, the results are close but not identical for the unweigted and weight = 1 experiments." + "**YT: the embeddings are identical only if workers=1 in Word2Vec; when multiple workers are used (e.g., workers=2), the embeddings are NOT identical even if the seed is fixed. I've seen this before... To avoid this matter, I've set workers=1 in all Word2Vec calls.**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The biased random walk results in identical set of walks when weights on the edges are 1 or when weights over the edges are ignored. **YT: the previous sentence needs rewriting** Moreoever, the embeddings learnt through the walks are identical. However, for a downstream task like node classification, the results are close but not identical for the unweigted and weight = 1 experiments. **YT: rewrite this; the non-identity was due to workers=2. Now that workers=1 is used, the results are identical.**" ] } ], @@ -1043,7 +1059,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.6.6" } }, "nbformat": 4, From 9ecc309539a123913260cdc287cac8b219fdfbcc Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Thu, 10 Jan 2019 14:38:53 +1100 Subject: [PATCH 020/116] Addressed review for PR #308 --- stellargraph/layer/graphsage.py | 5 ++--- tests/mapper/test_node_mappers.py | 5 ++--- 2 files changed, 4 insertions(+), 6 deletions(-) diff --git a/stellargraph/layer/graphsage.py b/stellargraph/layer/graphsage.py index d6932efad..c4e843260 100644 --- a/stellargraph/layer/graphsage.py +++ b/stellargraph/layer/graphsage.py @@ -484,10 +484,9 @@ def __call__(self, xin: List): def apply_layer(x: List, layer: int): """ - Compute the list of output tensors for a single HinSAGE layer + Compute the list of output tensors for a single GraphSAGE layer Args: - agg (Dict[str, Layer]): Dict of node type to aggregator layer x (List[Tensor]): Inputs to the layer layer (int): Layer index to construct @@ -515,7 +514,7 @@ def apply_layer(x: List, layer: int): if len(xin) != self.n_layers + 1: raise ValueError( - "Length of input features should match the number of GraphSAGE layers" + "Length of input features should equal the number of GraphSAGE layers plus one" ) # Form GraphSAGE layers iteratively diff --git a/tests/mapper/test_node_mappers.py b/tests/mapper/test_node_mappers.py index 46457e918..e92140100 100644 --- a/tests/mapper/test_node_mappers.py +++ b/tests/mapper/test_node_mappers.py @@ -563,9 +563,8 @@ def test_hinnodemapper_zero_samples(): batch_feats, batch_targets = mapper[0] assert len(batch_feats) == len(sampling_adj) - print(sampling_adj) - - print(batch_feats) + # print(sampling_adj) + # print(batch_feats) def test_hinnodemapper_no_neighbors(): From 88b2192c6467f141869f270f14ced8eb7d4cbbfb Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Thu, 10 Jan 2019 15:12:19 +1100 Subject: [PATCH 021/116] Fixed a bug where the GraphSAGE & HinSAGE models couldn't be serialized --- stellargraph/layer/graphsage.py | 3 ++- stellargraph/layer/hinsage.py | 2 +- tests/layer/test_graphsage.py | 37 ++++++++++++++++++++----- tests/layer/test_hinsage.py | 48 ++++++++++++++++++++++++++++++--- 4 files changed, 78 insertions(+), 12 deletions(-) diff --git a/stellargraph/layer/graphsage.py b/stellargraph/layer/graphsage.py index c4e843260..cc1ab2bd1 100644 --- a/stellargraph/layer/graphsage.py +++ b/stellargraph/layer/graphsage.py @@ -496,7 +496,8 @@ def apply_layer(x: List, layer: int): """ layer_out = [] for i in range(self.n_layers - layer): - head_shape = x[i].shape[1] + head_shape = K.int_shape(x[i])[1] + # Reshape neighbours per node per layer neigh_in = Reshape((head_shape, self.n_samples[i], self.dims[layer]))( Dropout(self.dropout)(x[i + 1]) diff --git a/stellargraph/layer/hinsage.py b/stellargraph/layer/hinsage.py index ff37513c8..60a3af579 100644 --- a/stellargraph/layer/hinsage.py +++ b/stellargraph/layer/hinsage.py @@ -347,7 +347,7 @@ def apply_layer(x: List, layer: int): layer_out = [] for i, (node_type, neigh_indices) in enumerate(self.neigh_trees[layer]): # The shape of the head node is used for reshaping the neighbour inputs - head_shape = x[i].shape[1] + head_shape = K.int_shape(x[i])[1] # Reshape neighbours per node per layer & apply dropout neigh_list = [ diff --git a/tests/layer/test_graphsage.py b/tests/layer/test_graphsage.py index 35aea5307..4d1d546ae 100644 --- a/tests/layer/test_graphsage.py +++ b/tests/layer/test_graphsage.py @@ -304,13 +304,6 @@ def test_graphsage_apply(): out = gs([inp1, inp2]) model = keras.Model(inputs=[inp1, inp2], outputs=out) - x1 = np.array([[[1, 1]]]) - x2 = np.array([[[2, 2], [3, 3]]]) - - actual = model.predict([x1, x2]) - expected = np.array([[[2, 2, 5, 5]]]) - assert expected == pytest.approx(actual) - def test_graphsage_apply_1(): gs = GraphSAGE( @@ -346,6 +339,36 @@ def test_graphsage_apply_1(): assert pytest.approx(expected) == model2.predict(x) +def test_graphsage_serialize(): + gs = GraphSAGE( + layer_sizes=[4], n_samples=[2], bias=False, input_dim=2, normalize=None + ) + + inp1 = keras.Input(shape=(1, 2)) + inp2 = keras.Input(shape=(2, 2)) + out = gs([inp1, inp2]) + model = keras.Model(inputs=[inp1, inp2], outputs=out) + + # Save model + model_json = model.to_json() + + # Set all weights to one + model_weights = [np.ones_like(w) for w in model.get_weights()] + + # Load model from json & set all weights + model2 = keras.models.model_from_json( + model_json, custom_objects={"MeanAggregator": MeanAggregator} + ) + model2.set_weights(model_weights) + + # Test loaded model + x1 = np.array([[[1, 1]]]) + x2 = np.array([[[2, 2], [3, 3]]]) + actual = model2.predict([x1, x2]) + expected = np.array([[[2, 2, 5, 5]]]) + assert expected == pytest.approx(actual) + + def test_graphsage_zero_neighbours(): gs = GraphSAGE( layer_sizes=[2, 2], n_samples=[0, 0], bias=False, input_dim=2, normalize="none" diff --git a/tests/layer/test_hinsage.py b/tests/layer/test_hinsage.py index 3b61e1403..3c129ec94 100644 --- a/tests/layer/test_hinsage.py +++ b/tests/layer/test_hinsage.py @@ -78,7 +78,6 @@ def test_mean_hin_agg_apply(): ] actual = model.predict(x) - print(actual) expected = np.array([[[2, 8]]]) assert actual == pytest.approx(expected) @@ -128,7 +127,6 @@ def test_mean_hin_zero_neighbours(): x = [np.array([[[1, 1]]]), np.zeros((1, 1, 0, 2)), np.zeros((1, 1, 0, 4))] actual = model.predict(x) - print(actual) expected = np.array([[[2, 0]]]) assert actual == pytest.approx(expected) @@ -203,7 +201,6 @@ def test_hinsage_input_shapes(): ], input_dim={"1": 2, "2": 4}, ) - print(hs._input_shapes()) assert hs._input_shapes() == [(1, 2), (2, 2), (2, 4), (4, 2), (4, 4), (4, 4)] @@ -307,6 +304,51 @@ def test_hinsage_default_model(): assert actual == pytest.approx(expected) +def test_hinsage_serialize(): + hs = HinSAGE( + layer_sizes=[2, 2], + n_samples=[2, 2], + input_neighbor_tree=[ + ("1", [1, 2]), + ("1", [3, 4]), + ("2", [5]), + ("1", []), + ("2", []), + ("2", []), + ], + input_dim={"1": 2, "2": 4}, + normalize="none", + bias=False, + ) + xin, xout = hs.default_model() + model = keras.Model(inputs=xin, outputs=xout) + + # Save model + model_json = model.to_json() + + # Set all weights to one + model_weights = [np.ones_like(w) for w in model.get_weights()] + + # Load model from json & set all weights + model2 = keras.models.model_from_json( + model_json, custom_objects={"MeanHinAggregator": MeanHinAggregator} + ) + model2.set_weights(model_weights) + + # Test loaded model + x = [ + np.array([[[1, 1]]]), + np.array([[[2, 2], [2, 2]]]), + np.array([[[4, 4, 4, 4], [4, 4, 4, 4]]]), + np.array([[[3, 3], [3, 3], [3, 3], [3, 3]]]), + np.array([[[6, 6, 6, 6], [6, 6, 6, 6], [6, 6, 6, 6], [6, 6, 6, 6]]]), + np.array([[[9, 9, 9, 9], [9, 9, 9, 9], [9, 9, 9, 9], [9, 9, 9, 9]]]), + ] + actual = model2.predict(x) + expected = np.array([[[12, 35.5]]]) + assert actual == pytest.approx(expected) + + def test_hinsage_zero_neighbours(): hs = HinSAGE( layer_sizes=[2, 2], From f803c59e16143e778ec54ad89a19a3e39b104230 Mon Sep 17 00:00:00 2001 From: habiba-h Date: Thu, 10 Jan 2019 15:18:42 +1100 Subject: [PATCH 022/116] Updated the demo with comments from Yuriy about comparison of walks, embeddings, and classification accuracy for weighted biased random walks (weight = 1) and unweighted random walks. --- ...graph-node2vec-weighted-random-walks.ipynb | 31 ++++++++----------- 1 file changed, 13 insertions(+), 18 deletions(-) diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb index 04e7b3110..a2a7388f0 100644 --- a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb +++ b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb @@ -130,7 +130,7 @@ "metadata": {}, "source": [ "### Add weights to the edges \n", - "For weighted random walks the edges in the Cora dataset should be weighted. One possibility is to weight each edge by the similarity of its end nodes. Here we weigh each by the jaccard similarity of the features of the pair of nodes." + "For weighted random walks the edges in the Cora dataset should be weighted. One possibility is to weight each edge by the similarity of its end nodes. Here we assign the jaccard similarity of the features of the pair of nodes as the weight of edge." ] }, { @@ -182,7 +182,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -368,7 +368,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -514,7 +514,7 @@ { "data": { "text/plain": [ - "0.8086816720257235" + "0.8215434083601286" ] }, "execution_count": 18, @@ -597,7 +597,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -710,7 +710,7 @@ { "data": { "text/plain": [ - "0.8697749196141479" + "0.842443729903537" ] }, "execution_count": 25, @@ -760,7 +760,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -883,7 +883,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -996,7 +996,7 @@ { "data": { "text/plain": [ - "0.8697749196141479" + "0.842443729903537" ] }, "execution_count": 36, @@ -1032,14 +1032,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**YT: the embeddings are identical only if workers=1 in Word2Vec; when multiple workers are used (e.g., workers=2), the embeddings are NOT identical even if the seed is fixed. I've seen this before... To avoid this matter, I've set workers=1 in all Word2Vec calls.**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The biased random walk results in identical set of walks when weights on the edges are 1 or when weights over the edges are ignored. **YT: the previous sentence needs rewriting** Moreoever, the embeddings learnt through the walks are identical. However, for a downstream task like node classification, the results are close but not identical for the unweigted and weight = 1 experiments. **YT: rewrite this; the non-identity was due to workers=2. Now that workers=1 is used, the results are identical.**" + "**Conclusion:** \n", + "\n", + "Weighted biased random walks are identical to unweighted biased random walks when all edge weights uniformly 1. Moreoever, the embeddings learnt through the walks are identical if workers=1 in Word2Vec; when multiple workers are used (e.g., workers=2), the embeddings are NOT identical even if the seed is fixed. Lastly, a downstream task, such as, node classification gives same accuracy incases of embeddings learnt from unweighted random walks and weighted random walks with weights = 1 once the random state is set to a fixed value." ] } ], @@ -1059,7 +1054,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.7" } }, "nbformat": 4, From fe689ddf5a04e90f3685108a6e3fc090e232eab7 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 11 Jan 2019 16:47:03 +1100 Subject: [PATCH 023/116] simplified def transition_probability() function --- stellargraph/data/explorer.py | 20 ++++++++------------ 1 file changed, 8 insertions(+), 12 deletions(-) diff --git a/stellargraph/data/explorer.py b/stellargraph/data/explorer.py index 7c891adca..771935000 100644 --- a/stellargraph/data/explorer.py +++ b/stellargraph/data/explorer.py @@ -388,19 +388,15 @@ def transition_probability( weight_cn = self.graph[current_node][nn][0].get( edge_weight_label ) - if nn == previous_node: # d_tx = 0 - return ip * weight_cn - elif nn in previous_node_neighbours: # d_tx = 1 - return 1.0 * weight_cn - else: # d_tx = 2 - return iq * weight_cn else: - if nn == previous_node: # d_tx = 0 - return ip - elif nn in previous_node_neighbours: # d_tx = 1 - return 1.0 - else: # d_tx = 2 - return iq + weight_cn = 1. + + if nn == previous_node: # d_tx = 0 + return ip * weight_cn + elif nn in previous_node_neighbours: # d_tx = 1 + return 1.0 * weight_cn + else: # d_tx = 2 + return iq * weight_cn if neighbours: current_node = rs.choice(neighbours) From 2c46ac9d854620056e4e31b6a6ae90a58a76eec8 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 11 Jan 2019 16:48:45 +1100 Subject: [PATCH 024/116] removed __init__ method from BiasedRandomWalk class (not needed) --- stellargraph/data/explorer.py | 7 ------- 1 file changed, 7 deletions(-) diff --git a/stellargraph/data/explorer.py b/stellargraph/data/explorer.py index 771935000..be5adca1c 100644 --- a/stellargraph/data/explorer.py +++ b/stellargraph/data/explorer.py @@ -266,13 +266,6 @@ class BiasedRandomWalk(GraphWalk): https://snap.stanford.edu/node2vec/) controlled by the values of two parameters p and q. """ - def __init__(self, graph, graph_schema=None, seed=None): - # TODO: add doc string - super().__init__(graph, graph_schema=None, seed=None) - - # if (graph.weighted): - # print("its a weighted graph!") - def run( self, nodes=None, From fdeedf31e8fa50e4f26e30e36e990577a21fc801 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 11 Jan 2019 16:55:16 +1100 Subject: [PATCH 025/116] updated requirements for networkx to 2.2 (due to weird between-runs difference in subgraph node ordering in 2.1) --- requirements.txt | 2 +- setup.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/requirements.txt b/requirements.txt index a85abf9db..4bbc84712 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,4 +1,4 @@ -networkx==2.1 +networkx==2.2 setuptools==39.1.0 Keras==2.2.2 tensorflow==1.10.0 diff --git a/setup.py b/setup.py index 8210ac4cb..e596e2fd4 100644 --- a/setup.py +++ b/setup.py @@ -25,7 +25,7 @@ "keras>=2.2.0", "tensorflow>=1.8", "numpy>=1.14, <1.15", - "networkx>=2.1", + "networkx>=2.2", "scikit_learn>=0.18", "matplotlib>=2.2", "gensim>=3.4.0", From 3274694e6dae5e81b29df602b1c1e97081b5b509 Mon Sep 17 00:00:00 2001 From: habiba-h Date: Mon, 14 Jan 2019 10:01:28 +1100 Subject: [PATCH 026/116] Added test to check for unweighted biased random walks to be identical to weighted biased random walks when weight = 1 for all edges. --- tests/data/test_biased_random_walker.py | 24 +++++++++++++++++++++++- 1 file changed, 23 insertions(+), 1 deletion(-) diff --git a/tests/data/test_biased_random_walker.py b/tests/data/test_biased_random_walker.py index 96be17287..0eb1dd49b 100644 --- a/tests/data/test_biased_random_walker.py +++ b/tests/data/test_biased_random_walker.py @@ -157,7 +157,7 @@ def test_parameter_checking(self): seed = None with pytest.raises(ValueError): - # weighted is boolen which is by default False. It is True if walk has to be weighted. + # weighted is boolean which is by default False. It is True if walk has to be weighted. biasedrw.run( nodes=nodes, n=n, @@ -182,6 +182,28 @@ def test_parameter_checking(self): edge_weight_label=None, ) + def test_identity_unweighted_weighted_1_walks(self): + + # graph with all edge weights = 1 + g = nx.Graph() + edges = [(1, 2, 1), (2, 3, 1), (3, 4, 1), (4, 1, 1)] + g.add_weighted_edges_from(edges) + g = StellarGraph(g) + + nodes = g.nodes() + n = 4 + length = 4 + seed = 42 + p = 1.0 + q = 1.0 + + biasedrw = BiasedRandomWalk(g) + assert biasedrw.run( + nodes=nodes, n=n, p=p, q=q, length=length, seed=seed, weighted=True + ) == biasedrw.run( + nodes=nodes, n=n, p=p, q=q, length=length, seed=seed, weighted=False + ) + def test_weighted_walks(self): # all positive walks From 5d6f5d22b61ceae6c8a7e48b0293ea0a11e1051a Mon Sep 17 00:00:00 2001 From: habiba-h Date: Mon, 14 Jan 2019 10:34:00 +1100 Subject: [PATCH 027/116] Updated the conclusions drawn from comparing unweighted and weighted (weights = 1) random walks. --- .../stellargraph-node2vec-weighted-random-walks.ipynb | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb index a2a7388f0..c2140f403 100644 --- a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb +++ b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb @@ -1034,7 +1034,9 @@ "source": [ "**Conclusion:** \n", "\n", - "Weighted biased random walks are identical to unweighted biased random walks when all edge weights uniformly 1. Moreoever, the embeddings learnt through the walks are identical if workers=1 in Word2Vec; when multiple workers are used (e.g., workers=2), the embeddings are NOT identical even if the seed is fixed. Lastly, a downstream task, such as, node classification gives same accuracy incases of embeddings learnt from unweighted random walks and weighted random walks with weights = 1 once the random state is set to a fixed value." + "This above example of application of weighted random walks on the CORA dataset demonstrates the following:\n", + "1. Weighted biased random walks are identical to unweighted biased random walks when all edge weights are equal to 1. \n", + "2. The embeddings learnt from both unweighted and weighted (weights = 1) walks are identical if workers=1 in Word2Vec procedure. Note, when multiple workers are used (e.g., workers=2), the embeddings are NOT identical even with the random seed is fixed. Also a side note, that in Word2Vec the random seed/state is set to 1 by default. " ] } ], From 50038f50a90748126212b5362b6ce2c808115012 Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Tue, 15 Jan 2019 13:40:06 +1100 Subject: [PATCH 028/116] gcn implementation, first commit --- stellargraph/layer/__init__.py | 1 + stellargraph/layer/gcn.py | 135 +++++++++++++++++++++++++++++ stellargraph/mapper/__init__.py | 1 + stellargraph/mapper/gcn_mappers.py | 123 ++++++++++++++++++++++++++ 4 files changed, 260 insertions(+) create mode 100644 stellargraph/layer/gcn.py create mode 100644 stellargraph/mapper/gcn_mappers.py diff --git a/stellargraph/layer/__init__.py b/stellargraph/layer/__init__.py index f0134a440..b566e596a 100644 --- a/stellargraph/layer/__init__.py +++ b/stellargraph/layer/__init__.py @@ -26,3 +26,4 @@ from .graphsage import * from .hinsage import * from .link_inference import * +from .gcn import * diff --git a/stellargraph/layer/gcn.py b/stellargraph/layer/gcn.py new file mode 100644 index 000000000..3583ce260 --- /dev/null +++ b/stellargraph/layer/gcn.py @@ -0,0 +1,135 @@ +from keras import activations, initializers, constraints +from keras import regularizers +from keras.regularizers import l2 +from keras.engine import Layer +from keras import backend as K +from keras import Input +from keras.layers import Lambda, Dropout, Reshape +from ..mapper import gcn_mappers as gm + +from typing import List, Tuple, Callable, AnyStr + + +class GraphConvolution(Layer): + """Implementation of the graph convolution layer as in https://arxiv.org/abs/1609.02907""" + + def __init__(self, units, + support=1, + activation=None, + use_bias=True, + kernel_initializer='glorot_uniform', + bias_initializer='zeros', + kernel_regularizer=None, + bias_regularizer=None, + activity_regularizer=None, + kernel_constraint=None, + bias_constraint=None, + **kwargs): + + if 'input_shape' not in kwargs and 'input_dim' in kwargs: + kwargs['input_shape'] = (kwargs.pop('input_dim'),) + + super(GraphConvolution, self).__init__(**kwargs) + + self.units = units + self.activation = activations.get(activation) + self.use_bias = use_bias + self.kernel_initializer = initializers.get(kernel_initializer) + self.bias_initializer = initializers.get(bias_initializer) + self.kernel_regularizer = regularizers.get(kernel_regularizer) + self.bias_regularizer = regularizers.get(bias_regularizer) + self.activity_regularizer = regularizers.get(activity_regularizer) + self.kernel_constraint = constraints.get(kernel_constraint) + self.bias_constraint = constraints.get(bias_constraint) + self.support = support + + def compute_output_shape(self, input_shapes): + features_shape = input_shapes[0] + output_shape = (features_shape[0], self.units) + return output_shape # (batch_size, output_dim) + + def build(self, input_shapes): + features_shape = input_shapes[0] + assert len(features_shape) == 2 + input_dim = features_shape[1] + + self.kernel = self.add_weight(shape=(input_dim * self.support, + self.units), + initializer=self.kernel_initializer, + name='kernel', + regularizer=self.kernel_regularizer, + constraint=self.kernel_constraint) + if self.use_bias: + self.bias = self.add_weight(shape=(self.units,), + initializer=self.bias_initializer, + name='bias', + regularizer=self.bias_regularizer, + constraint=self.bias_constraint) + else: + self.bias = None + self.built = True + + def call(self, inputs, mask=None): + features = inputs[0] + basis = inputs[1:] + + supports = list() + for i in range(self.support): + supports.append(K.dot(basis[i], features)) + supports = K.concatenate(supports, axis=1) + output = K.dot(supports, self.kernel) + + if self.bias: + output += self.bias + return self.activation(output) + +class GCN: + """ + To create GCN layers with Keras layers. + + """ + def __init__( + self, + layer_sizes, + generator=None, + bias=True, + dropout=0.0, + normalize="l2"): + + if isinstance(generator, gm.FullBatchNodeGenerator): + raise TypeError("Generator should be a instance of FullBatchNodeGenerator") + + self.layer_sizes = layer_sizes + self.bias = bias + self.dropout = dropout + self.normalize = normalize + + self.generator = generator + self.X_in = Input(shape=(generator.features.shape[1],)) + self.support = generator.support + self.suppG = generator.suppG + + #FixedMe: Assuming layer_sizes [16,7] for now + H = Dropout(self.dropout)(self.X_in) + H = GraphConvolution(16, self.support, activation='relu', kernel_regularizer=l2(5e-4))([H]+self.suppG) + H = Dropout(self.dropout)(H) + self.gcn_layers = GraphConvolution(7, self.support, activation='softmax')([H]+self.suppG) + + def __call__(self, x: List): + """ + Apply aggregator layers + + Args: + x (list of Tensor): input features + + Returns: + Output tensor + """ + + return self.gcn_layers + + def node_model(self): + return [self.X_in]+self.suppG, self.gcn_layers + + def link_model(self, flatten_output=False): + return None diff --git a/stellargraph/mapper/__init__.py b/stellargraph/mapper/__init__.py index 87a52c29a..15efd92a7 100644 --- a/stellargraph/mapper/__init__.py +++ b/stellargraph/mapper/__init__.py @@ -25,3 +25,4 @@ # Expose the mappers from .node_mappers import * from .link_mappers import * +from .gcn_mappers import * diff --git a/stellargraph/mapper/gcn_mappers.py b/stellargraph/mapper/gcn_mappers.py new file mode 100644 index 000000000..a5c4f62bd --- /dev/null +++ b/stellargraph/mapper/gcn_mappers.py @@ -0,0 +1,123 @@ +from keras.utils import Sequence +from keras import Input +import scipy.sparse as sp +import numpy as np +import networkx as nx + +from ..core.utils import is_real_iterable +from ..core.graph import StellarGraphBase, GraphSchema + +def normalize_adj(adj, symmetric=True): + if symmetric: + d = sp.diags(np.power(np.array(adj.sum(1)), -0.5).flatten(), 0) + a_norm = adj.dot(d).transpose().dot(d).tocsr() + else: + d = sp.diags(np.power(np.array(adj.sum(1)), -1).flatten(), 0) + a_norm = d.dot(adj).tocsr() + return a_norm + + +def preprocess_adj(adj, symmetric=True): + adj = adj + sp.eye(adj.shape[0]) + adj = normalize_adj(adj, symmetric) + return adj + +def normalized_laplacian(adj, symmetric=True): + adj_normalized = normalize_adj(adj, symmetric) + laplacian = sp.eye(adj.shape[0]) - adj_normalized + return laplacian + +def rescale_laplacian(laplacian): + try: + print('Calculating largest eigenvalue of normalized graph Laplacian...') + largest_eigval = eigsh(laplacian, 1, which='LM', return_eigenvectors=False)[0] + except ArpackNoConvergence: + print('Eigenvalue calculation did not converge! Using largest_eigval=2 instead.') + largest_eigval = 2 + + scaled_laplacian = (2. / largest_eigval) * laplacian - sp.eye(laplacian.shape[0]) + return scaled_laplacian + +def chebyshev_polynomial(X, k): + """Calculate Chebyshev polynomials up to order k. Return a list of sparse matrices.""" + print("Calculating Chebyshev polynomials up to order {}...".format(k)) + + T_k = list() + T_k.append(sp.eye(X.shape[0]).tocsr()) + T_k.append(X) + + def chebyshev_recurrence(T_k_minus_one, T_k_minus_two, X): + X_ = sp.csr_matrix(X, copy=True) + return 2 * X_.dot(T_k_minus_one) - T_k_minus_two + + for i in range(2, k+1): + T_k.append(chebyshev_recurrence(T_k[-1], T_k[-2], X)) + + return T_k + + +class FullBatchNodeSequence(Sequence): + def __init__(self, features, A, support, suppG, node_indices, targets=None, sample_weight=None): + # Check targets is iterable & has the correct length + if not is_real_iterable(targets): + raise TypeError("Targets must be None or an iterable or numpy array ") + + self.features = features + self.A = A + self.support = support + self.suppG = suppG + self.node_ind = node_indices + self.targets = targets + self.sample_weight = sample_weight + + def __len__(self): + return 1 + + def __getitem__(self, index): + return [self.features, self.A], self.targets, self.sample_weight + +class FullBatchNodeGenerator: + def __init__(self, G, name=None, filter='localpool', max_degree=2): + if not isinstance(G, StellarGraphBase): + raise TypeError("Graph must be a StellarGraph object.") + + G.check_graph_for_ml() + + self.name = name + self.graph = G + self.nodes = list(G.nodes()) + + self.features = G.get_feature_for_nodes(self.nodes) + self.max_degree = max_degree + + self.A = nx.adjacency_matrix(G, nodelist=self.nodes) + + # build symmetric adjacency matrix + self.A = self.A + self.A.T.multiply(self.A.T > self.A) - self.A.multiply(self.A.T > self.A) + + if filter == 'localpool': + """ Local pooling filters (see 'renormalization trick' in Kipf & Welling, arXiv 2016) """ + print('Using local pooling filters...') + # self.A = preprocess_adj(self.A) + self.support = 1 + self.suppG = [Input(shape=(None,None), batch_shape=(None,None), sparse=True)] + elif filter == 'chebyshev': + """ Chebyshev polynomial basis filters (Defferard et al., NIPS 2016) """ + print('Using Chebyshev polynomial basis filters...') + T_k = chebyshev_polynomial(rescale_laplacian(normalized_laplacian(self.A)), 2) + self.features = [self.features]+T_k + self.support = self.max_degree + 1 + self.suppG = [Input(shape=(None,None), batch_shape=(None,None), sparse=True) for _ in range(support)] + + def flow(self, node_ids, targets=None): + node_indices = [self.nodes.index(n) for n in node_ids] + + if targets is not None: + node_mask = np.zeros(len(self.nodes), dtype=int) + node_mask[node_indices] = 1 + node_mask = np.array(node_mask, dtype=np.bool) + y = np.zeros( (len(self.nodes),targets.shape[1]), dtype=np.int32) + for idx, t in zip(node_indices, targets): + y[idx] = t + + return FullBatchNodeSequence(self.features, self.A, self.support, self.suppG, node_indices, y, node_mask) From 3c34917f5cf04adac50998212dd730e26b081e8d Mon Sep 17 00:00:00 2001 From: Denis Khoshaba Date: Wed, 16 Jan 2019 16:05:06 +1100 Subject: [PATCH 029/116] upload junit to xml + move commands to script (#314) * upload junit to xml + move commands to script * limit to develop and master * make s3 bucket an injected variable --- .buildkite/pipeline.yml | 8 ++++---- .buildkite/script.sh | 15 +++++++++++++++ 2 files changed, 19 insertions(+), 4 deletions(-) create mode 100755 .buildkite/script.sh diff --git a/.buildkite/pipeline.yml b/.buildkite/pipeline.yml index dd585857b..f1163ac09 100644 --- a/.buildkite/pipeline.yml +++ b/.buildkite/pipeline.yml @@ -1,9 +1,6 @@ steps: - label: ":python:" - command: - - pip install -q --no-cache-dir -r requirements.txt -e . - && py.test -ra --cov=stellargraph tests/ --doctest-modules --doctest-modules --cov-report=term-missing -p no:cacheprovider - && coveralls + command: ".buildkite/script.sh" plugins: docker#v2.1.0: image: "python:3.6" @@ -11,6 +8,9 @@ steps: - PYTHONDONTWRITEBYTECODE=1 - COVERALLS_REPO_TOKEN=$COVERALLS_REPO_TOKEN - GIT_BRANCH=$BUILDKITE_BRANCH + - BUILDKITE_BUILD_NUMBER=${BUILDKITE_BUILD_NUMBER?} + - BUILDKITE_BRANCH=${BUILDKITE_BRANCH?} + - AWS_LOGS_BUCKET=${AWS_LOGS_BUCKET} - label: "style" plugins: diff --git a/.buildkite/script.sh b/.buildkite/script.sh new file mode 100755 index 000000000..6aa77ebeb --- /dev/null +++ b/.buildkite/script.sh @@ -0,0 +1,15 @@ +#!/bin/bash + +set -xeo pipefail + +upload_tests() { + buildkite-agent artifact upload "${BUILDKITE_BUILD_NUMBER}.xml" s3://${AWS_LOGS_BUCKET}/pytest/${BUILDKITE_BRANCH}/${BUILDKITE_BUILD_NUMBER} +} + +pip install -q --no-cache-dir -r requirements.txt -e . +py.test -ra --cov=stellargraph tests/ --doctest-modules --doctest-modules --cov-report=term-missing -p no:cacheprovider --junitxml=./${BUILDKITE_BUILD_NUMBER}.xml +coveralls + +if [ "${BUILDKITE_BRANCH}" = "develop" ] || [ "${BUILDKITE_BRANCH}" = "master" ] ; then + upload_tests +fi From b7b39561fbfe4f3b9b03c3497ea4efd8cbd4366d Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Mon, 21 Jan 2019 15:06:06 +1100 Subject: [PATCH 030/116] Added customizable function as a param of generator and serializable GraphConvolution --- stellargraph/layer/gcn.py | 63 ++++++++++++++++++++++-------- stellargraph/mapper/gcn_mappers.py | 54 ++++++++++++------------- 2 files changed, 72 insertions(+), 45 deletions(-) diff --git a/stellargraph/layer/gcn.py b/stellargraph/layer/gcn.py index 3583ce260..31a2cacc8 100644 --- a/stellargraph/layer/gcn.py +++ b/stellargraph/layer/gcn.py @@ -1,6 +1,5 @@ from keras import activations, initializers, constraints from keras import regularizers -from keras.regularizers import l2 from keras.engine import Layer from keras import backend as K from keras import Input @@ -27,7 +26,7 @@ def __init__(self, units, **kwargs): if 'input_shape' not in kwargs and 'input_dim' in kwargs: - kwargs['input_shape'] = (kwargs.pop('input_dim'),) + kwargs['input_shape'] = (kwargs.get('input_dim'),) super(GraphConvolution, self).__init__(**kwargs) @@ -71,11 +70,11 @@ def build(self, input_shapes): def call(self, inputs, mask=None): features = inputs[0] - basis = inputs[1:] + A = inputs[1:] supports = list() for i in range(self.support): - supports.append(K.dot(basis[i], features)) + supports.append(K.dot(A[i], features)) supports = K.concatenate(supports, axis=1) output = K.dot(supports, self.kernel) @@ -83,6 +82,27 @@ def call(self, inputs, mask=None): output += self.bias return self.activation(output) + def get_config(self): + """ + Gets class configuration for Keras serialization + """ + config = { + "units": self.units, + "use_bias": self.use_bias, + "support": self.support, + "activation": activations.serialize(self.activation), + "kernel_initializer": initializers.serialize(self.kernel_initializer), + "bias_initializer": initializers.serialize(self.bias_initializer), + "kernel_regularizer": regularizers.serialize(self.kernel_regularizer), + "bias_regularizer": regularizers.serialize(self.bias_regularizer), + "activity_regularizer": regularizers.serialize(self.activity_regularizer), + "kernel_constraint": constraints.serialize(self.kernel_constraint), + "bias_constraint": constraints.serialize(self.bias_constraint) + } + base_config = super().get_config() + return {**base_config, **config} + + class GCN: """ To create GCN layers with Keras layers. @@ -91,29 +111,32 @@ class GCN: def __init__( self, layer_sizes, - generator=None, + activations, + generator, bias=True, dropout=0.0, - normalize="l2"): + normalize=regularizers.l2(5e-4)): - if isinstance(generator, gm.FullBatchNodeGenerator): + if not isinstance(generator, gm.FullBatchNodeGenerator): raise TypeError("Generator should be a instance of FullBatchNodeGenerator") + assert len(layer_sizes) == len(activations) + self.layer_sizes = layer_sizes + self.activations = activations self.bias = bias self.dropout = dropout self.normalize = normalize self.generator = generator - self.X_in = Input(shape=(generator.features.shape[1],)) - self.support = generator.support - self.suppG = generator.suppG + filter = self.generator.kwargs.get('filter', 'localpool') - #FixedMe: Assuming layer_sizes [16,7] for now - H = Dropout(self.dropout)(self.X_in) - H = GraphConvolution(16, self.support, activation='relu', kernel_regularizer=l2(5e-4))([H]+self.suppG) - H = Dropout(self.dropout)(H) - self.gcn_layers = GraphConvolution(7, self.support, activation='softmax')([H]+self.suppG) + if filter == 'chebyshev': + self.support = self.generator.kwargs.get('max_degree', 2) + self.suppG = [Input(shape=(None,None), batch_shape=(None,None), sparse=True) for _ in range(self.support)] + else: + self.suppG = [Input(shape=(None,None), batch_shape=(None,None), sparse=True)] + self.support = 1 def __call__(self, x: List): """ @@ -126,10 +149,16 @@ def __call__(self, x: List): Output tensor """ - return self.gcn_layers + self.X_in = H = Input(shape=(self.generator.features.shape[1],)) + for l,a in zip(self.layer_sizes, self.activations): + H = Dropout(self.dropout)(H) + H = GraphConvolution(l, self.support, activation=a, use_bias=self.bias, kernel_regularizer=self.normalize)([H]+self.suppG) + + return H def node_model(self): - return [self.X_in]+self.suppG, self.gcn_layers + x_out = self(None) + return [self.X_in]+self.suppG, x_out def link_model(self, flatten_output=False): return None diff --git a/stellargraph/mapper/gcn_mappers.py b/stellargraph/mapper/gcn_mappers.py index a5c4f62bd..70012a57e 100644 --- a/stellargraph/mapper/gcn_mappers.py +++ b/stellargraph/mapper/gcn_mappers.py @@ -16,7 +16,6 @@ def normalize_adj(adj, symmetric=True): a_norm = d.dot(adj).tocsr() return a_norm - def preprocess_adj(adj, symmetric=True): adj = adj + sp.eye(adj.shape[0]) adj = normalize_adj(adj, symmetric) @@ -55,18 +54,31 @@ def chebyshev_recurrence(T_k_minus_one, T_k_minus_two, X): return T_k +def GCN_A_feats(features, A, **kwargs): + # build symmetric adjacency matrix + A = A + A.T.multiply(A.T > A) - A.multiply(A.T > A) + filter = kwargs.get('filter', 'localpool') + + if filter == 'localpool': + """ Local pooling filters (see 'renormalization trick' in Kipf & Welling, arXiv 2016) """ + print('Using local pooling filters...') + A = preprocess_adj(A) + elif filter == 'chebyshev': + """ Chebyshev polynomial basis filters (Defferard et al., NIPS 2016) """ + print('Using Chebyshev polynomial basis filters...') + T_k = chebyshev_polynomial(rescale_laplacian(normalized_laplacian(A)), 2) + features = [features]+T_k + return features, A + class FullBatchNodeSequence(Sequence): - def __init__(self, features, A, support, suppG, node_indices, targets=None, sample_weight=None): + def __init__(self, features, A, targets=None, sample_weight=None): # Check targets is iterable & has the correct length if not is_real_iterable(targets): raise TypeError("Targets must be None or an iterable or numpy array ") self.features = features self.A = A - self.support = support - self.suppG = suppG - self.node_ind = node_indices self.targets = targets self.sample_weight = sample_weight @@ -77,7 +89,7 @@ def __getitem__(self, index): return [self.features, self.A], self.targets, self.sample_weight class FullBatchNodeGenerator: - def __init__(self, G, name=None, filter='localpool', max_degree=2): + def __init__(self, G, name=None, func_A_feats=None, **kwargs): if not isinstance(G, StellarGraphBase): raise TypeError("Graph must be a StellarGraph object.") @@ -88,36 +100,22 @@ def __init__(self, G, name=None, filter='localpool', max_degree=2): self.nodes = list(G.nodes()) self.features = G.get_feature_for_nodes(self.nodes) - self.max_degree = max_degree - self.A = nx.adjacency_matrix(G, nodelist=self.nodes) - # build symmetric adjacency matrix - self.A = self.A + self.A.T.multiply(self.A.T > self.A) - self.A.multiply(self.A.T > self.A) - - if filter == 'localpool': - """ Local pooling filters (see 'renormalization trick' in Kipf & Welling, arXiv 2016) """ - print('Using local pooling filters...') - # self.A = preprocess_adj(self.A) - self.support = 1 - self.suppG = [Input(shape=(None,None), batch_shape=(None,None), sparse=True)] - elif filter == 'chebyshev': - """ Chebyshev polynomial basis filters (Defferard et al., NIPS 2016) """ - print('Using Chebyshev polynomial basis filters...') - T_k = chebyshev_polynomial(rescale_laplacian(normalized_laplacian(self.A)), 2) - self.features = [self.features]+T_k - self.support = self.max_degree + 1 - self.suppG = [Input(shape=(None,None), batch_shape=(None,None), sparse=True) for _ in range(support)] + if func_A_feats: + self.features, self.A = func_A_feats(features=self.features, A=self.A, kwargs=kwargs) + + self.kwargs = kwargs def flow(self, node_ids, targets=None): node_indices = [self.nodes.index(n) for n in node_ids] + node_mask = np.zeros(len(self.nodes), dtype=int) + node_mask[node_indices] = 1 + node_mask = np.array(node_mask, dtype=np.bool) if targets is not None: - node_mask = np.zeros(len(self.nodes), dtype=int) - node_mask[node_indices] = 1 - node_mask = np.array(node_mask, dtype=np.bool) y = np.zeros( (len(self.nodes),targets.shape[1]), dtype=np.int32) for idx, t in zip(node_indices, targets): y[idx] = t - return FullBatchNodeSequence(self.features, self.A, self.support, self.suppG, node_indices, y, node_mask) + return FullBatchNodeSequence(self.features, self.A, y, node_mask) From fe61f0ea1db4c7988737cc9cac1ae814e0685dca Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Mon, 21 Jan 2019 15:07:29 +1100 Subject: [PATCH 031/116] Added example of gcn node classification --- .../gcn-cora-example.py | 119 ++++++++++++++++++ 1 file changed, 119 insertions(+) create mode 100644 demos/node-classification-gcn/gcn-cora-example.py diff --git a/demos/node-classification-gcn/gcn-cora-example.py b/demos/node-classification-gcn/gcn-cora-example.py new file mode 100644 index 000000000..109a13c30 --- /dev/null +++ b/demos/node-classification-gcn/gcn-cora-example.py @@ -0,0 +1,119 @@ +import os +import argparse +import pickle +import numpy as np +import pandas as pd +import networkx as nx +import keras +from keras import optimizers, losses, layers, metrics +from sklearn import preprocessing, feature_extraction, model_selection +from keras.layers import Dropout + +import stellargraph as sg +from stellargraph.layer import GCN, GraphConvolution +from stellargraph.mapper import FullBatchNodeGenerator, GCN_A_feats + + +def train(train_nodes, + train_targets, + val_nodes, + val_targets, + generator, + dropout=0.0, + layer_sizes=[16, 7], + learning_rate = 0.01, + activations = ['relu', 'softmax']): + + train_gen = generator.flow(train_nodes, train_targets) + val_gen = generator.flow(val_nodes, val_targets) + gcnModel = GCN(layer_sizes, activations, generator=generator, bias=True, dropout=dropout) + + # Expose the input and output sockets of the model: + x_inp, x_out = gcnModel.node_model() + + # Create Keras model for training + model = keras.Model(inputs=x_inp, outputs=x_out) + model.compile(loss=losses.categorical_crossentropy, weighted_metrics=[metrics.categorical_accuracy], optimizer=optimizers.Adam(lr=learning_rate)) + + # Train model + history = model.fit_generator( + train_gen, epochs=100, validation_data=val_gen, verbose=2, shuffle=False + ) + + return model + + + +def test(test_nodes, test_targets, generator, model_file, model): + test_gen = generator.flow(test_nodes, test_targets) + + model = keras.models.load_model(model_file, custom_objects={"GraphConvolution": GraphConvolution}) + model.compile(loss=losses.categorical_crossentropy, weighted_metrics=[metrics.categorical_accuracy], optimizer=optimizers.Adam(lr=0.01)) + print(model.summary()) + + # Evaluate on test set and print metrics + test_metrics = model.evaluate_generator(test_gen) + + for name, val in zip(model.metrics_names, test_metrics): + print("\t{}: {:0.4f}".format(name, val)) + + +edgelist = pd.read_table( + os.path.join('data/cora', 'cora.cites'), header=None, names=['source', 'target'] +) + +# Load node features +# The CORA dataset contains binary attributes 'w_x' that correspond to whether the corresponding keyword +# (out of 1433 keywords) is found in the corresponding publication. +feature_names = ['w_{}'.format(ii) for ii in range(1433)] +# Also, there is a "subject" column +column_names = feature_names + ['subject'] +node_data = pd.read_table( + os.path.join('data/cora', 'cora.content'), header=None, names=column_names +) + +target_encoding = feature_extraction.DictVectorizer(sparse=False) +node_targets = target_encoding.fit_transform( + node_data[['subject']].to_dict("records") +) + +node_ids = node_data.index +node_features = node_data[feature_names] + +Gnx = nx.from_pandas_edgelist(edgelist) + +# Convert to StellarGraph and prepare for ML +G = sg.StellarGraph(Gnx, node_type_name="label", node_features=node_features) + +# Split nodes into train/test using stratification. +train_nodes, test_nodes, train_targets, test_targets = model_selection.train_test_split( + node_ids, node_targets, train_size=140, test_size=None, stratify=node_targets, random_state=55232 +) + +# Split test set into test and validation +val_nodes, test_nodes, val_targets, test_targets = model_selection.train_test_split( + test_nodes, test_targets, train_size=300, test_size=None, random_state=523214 +) + +generator = FullBatchNodeGenerator(G, func_A_feats=GCN_A_feats, kwargs={'filter':'localpool'}) + +dropout=0.0 +layer_sizes=[16, 7] +learning_rate = 0.01 +activations = ['relu', 'softmax'] + +model = train(train_nodes, train_targets, val_nodes, val_targets, generator, dropout, + layer_sizes, learning_rate, activations) + +# Save the trained model +save_str = "_h{}_l{}_d{}_r{}".format( + "gcn", ''.join([str(x) for x in layer_sizes]), str(dropout), str(learning_rate) +) + +model.save("cora_gcn_model" + save_str + ".h5") + +# We must also save the target encoding to convert model predictions +with open("cora_gcn_encoding" + save_str + ".pkl", "wb") as f: + pickle.dump([target_encoding], f) + +test(test_nodes, test_targets, generator, "cora_gcn_model" + save_str + ".h5", learning_rate) From 90e1153640334131cf02baeec5696f57715dac67 Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Wed, 23 Jan 2019 13:53:36 +1100 Subject: [PATCH 032/116] Added GCN tests --- stellargraph/layer/gcn.py | 93 ++++++++++++++++++------------ stellargraph/mapper/gcn_mappers.py | 37 +++++++----- 2 files changed, 80 insertions(+), 50 deletions(-) diff --git a/stellargraph/layer/gcn.py b/stellargraph/layer/gcn.py index 31a2cacc8..bbc2c26a7 100644 --- a/stellargraph/layer/gcn.py +++ b/stellargraph/layer/gcn.py @@ -12,21 +12,24 @@ class GraphConvolution(Layer): """Implementation of the graph convolution layer as in https://arxiv.org/abs/1609.02907""" - def __init__(self, units, - support=1, - activation=None, - use_bias=True, - kernel_initializer='glorot_uniform', - bias_initializer='zeros', - kernel_regularizer=None, - bias_regularizer=None, - activity_regularizer=None, - kernel_constraint=None, - bias_constraint=None, - **kwargs): - - if 'input_shape' not in kwargs and 'input_dim' in kwargs: - kwargs['input_shape'] = (kwargs.get('input_dim'),) + def __init__( + self, + units, + support=1, + activation=None, + use_bias=True, + kernel_initializer="glorot_uniform", + bias_initializer="zeros", + kernel_regularizer=None, + bias_regularizer=None, + activity_regularizer=None, + kernel_constraint=None, + bias_constraint=None, + **kwargs + ): + + if "input_shape" not in kwargs and "input_dim" in kwargs: + kwargs["input_shape"] = (kwargs.get("input_dim"),) super(GraphConvolution, self).__init__(**kwargs) @@ -52,18 +55,21 @@ def build(self, input_shapes): assert len(features_shape) == 2 input_dim = features_shape[1] - self.kernel = self.add_weight(shape=(input_dim * self.support, - self.units), - initializer=self.kernel_initializer, - name='kernel', - regularizer=self.kernel_regularizer, - constraint=self.kernel_constraint) + self.kernel = self.add_weight( + shape=(input_dim * self.support, self.units), + initializer=self.kernel_initializer, + name="kernel", + regularizer=self.kernel_regularizer, + constraint=self.kernel_constraint, + ) if self.use_bias: - self.bias = self.add_weight(shape=(self.units,), - initializer=self.bias_initializer, - name='bias', - regularizer=self.bias_regularizer, - constraint=self.bias_constraint) + self.bias = self.add_weight( + shape=(self.units,), + initializer=self.bias_initializer, + name="bias", + regularizer=self.bias_regularizer, + constraint=self.bias_constraint, + ) else: self.bias = None self.built = True @@ -97,7 +103,7 @@ def get_config(self): "bias_regularizer": regularizers.serialize(self.bias_regularizer), "activity_regularizer": regularizers.serialize(self.activity_regularizer), "kernel_constraint": constraints.serialize(self.kernel_constraint), - "bias_constraint": constraints.serialize(self.bias_constraint) + "bias_constraint": constraints.serialize(self.bias_constraint), } base_config = super().get_config() return {**base_config, **config} @@ -108,6 +114,7 @@ class GCN: To create GCN layers with Keras layers. """ + def __init__( self, layer_sizes, @@ -115,7 +122,8 @@ def __init__( generator, bias=True, dropout=0.0, - normalize=regularizers.l2(5e-4)): + normalize=regularizers.l2(5e-4), + ): if not isinstance(generator, gm.FullBatchNodeGenerator): raise TypeError("Generator should be a instance of FullBatchNodeGenerator") @@ -129,13 +137,18 @@ def __init__( self.normalize = normalize self.generator = generator - filter = self.generator.kwargs.get('filter', 'localpool') - - if filter == 'chebyshev': - self.support = self.generator.kwargs.get('max_degree', 2) - self.suppG = [Input(shape=(None,None), batch_shape=(None,None), sparse=True) for _ in range(self.support)] + filter = self.generator.kwargs.get("filter", "localpool") + + if filter == "chebyshev": + self.support = self.generator.kwargs.get("max_degree", 2) + self.suppG = [ + Input(shape=(None, None), batch_shape=(None, None), sparse=True) + for _ in range(self.support) + ] else: - self.suppG = [Input(shape=(None,None), batch_shape=(None,None), sparse=True)] + self.suppG = [ + Input(shape=(None, None), batch_shape=(None, None), sparse=True) + ] self.support = 1 def __call__(self, x: List): @@ -150,15 +163,21 @@ def __call__(self, x: List): """ self.X_in = H = Input(shape=(self.generator.features.shape[1],)) - for l,a in zip(self.layer_sizes, self.activations): + for l, a in zip(self.layer_sizes, self.activations): H = Dropout(self.dropout)(H) - H = GraphConvolution(l, self.support, activation=a, use_bias=self.bias, kernel_regularizer=self.normalize)([H]+self.suppG) + H = GraphConvolution( + l, + self.support, + activation=a, + use_bias=self.bias, + kernel_regularizer=self.normalize, + )([H] + self.suppG) return H def node_model(self): x_out = self(None) - return [self.X_in]+self.suppG, x_out + return [self.X_in] + self.suppG, x_out def link_model(self, flatten_output=False): return None diff --git a/stellargraph/mapper/gcn_mappers.py b/stellargraph/mapper/gcn_mappers.py index 70012a57e..987f099e0 100644 --- a/stellargraph/mapper/gcn_mappers.py +++ b/stellargraph/mapper/gcn_mappers.py @@ -7,6 +7,7 @@ from ..core.utils import is_real_iterable from ..core.graph import StellarGraphBase, GraphSchema + def normalize_adj(adj, symmetric=True): if symmetric: d = sp.diags(np.power(np.array(adj.sum(1)), -0.5).flatten(), 0) @@ -16,27 +17,33 @@ def normalize_adj(adj, symmetric=True): a_norm = d.dot(adj).tocsr() return a_norm + def preprocess_adj(adj, symmetric=True): adj = adj + sp.eye(adj.shape[0]) adj = normalize_adj(adj, symmetric) return adj + def normalized_laplacian(adj, symmetric=True): adj_normalized = normalize_adj(adj, symmetric) laplacian = sp.eye(adj.shape[0]) - adj_normalized return laplacian + def rescale_laplacian(laplacian): try: - print('Calculating largest eigenvalue of normalized graph Laplacian...') - largest_eigval = eigsh(laplacian, 1, which='LM', return_eigenvectors=False)[0] + print("Calculating largest eigenvalue of normalized graph Laplacian...") + largest_eigval = eigsh(laplacian, 1, which="LM", return_eigenvectors=False)[0] except ArpackNoConvergence: - print('Eigenvalue calculation did not converge! Using largest_eigval=2 instead.') + print( + "Eigenvalue calculation did not converge! Using largest_eigval=2 instead." + ) largest_eigval = 2 - scaled_laplacian = (2. / largest_eigval) * laplacian - sp.eye(laplacian.shape[0]) + scaled_laplacian = (2.0 / largest_eigval) * laplacian - sp.eye(laplacian.shape[0]) return scaled_laplacian + def chebyshev_polynomial(X, k): """Calculate Chebyshev polynomials up to order k. Return a list of sparse matrices.""" print("Calculating Chebyshev polynomials up to order {}...".format(k)) @@ -49,25 +56,26 @@ def chebyshev_recurrence(T_k_minus_one, T_k_minus_two, X): X_ = sp.csr_matrix(X, copy=True) return 2 * X_.dot(T_k_minus_one) - T_k_minus_two - for i in range(2, k+1): + for i in range(2, k + 1): T_k.append(chebyshev_recurrence(T_k[-1], T_k[-2], X)) return T_k + def GCN_A_feats(features, A, **kwargs): # build symmetric adjacency matrix A = A + A.T.multiply(A.T > A) - A.multiply(A.T > A) - filter = kwargs.get('filter', 'localpool') + filter = kwargs.get("filter", "localpool") - if filter == 'localpool': + if filter == "localpool": """ Local pooling filters (see 'renormalization trick' in Kipf & Welling, arXiv 2016) """ - print('Using local pooling filters...') + print("Using local pooling filters...") A = preprocess_adj(A) - elif filter == 'chebyshev': + elif filter == "chebyshev": """ Chebyshev polynomial basis filters (Defferard et al., NIPS 2016) """ - print('Using Chebyshev polynomial basis filters...') + print("Using Chebyshev polynomial basis filters...") T_k = chebyshev_polynomial(rescale_laplacian(normalized_laplacian(A)), 2) - features = [features]+T_k + features = [features] + T_k return features, A @@ -88,6 +96,7 @@ def __len__(self): def __getitem__(self, index): return [self.features, self.A], self.targets, self.sample_weight + class FullBatchNodeGenerator: def __init__(self, G, name=None, func_A_feats=None, **kwargs): if not isinstance(G, StellarGraphBase): @@ -103,7 +112,9 @@ def __init__(self, G, name=None, func_A_feats=None, **kwargs): self.A = nx.adjacency_matrix(G, nodelist=self.nodes) if func_A_feats: - self.features, self.A = func_A_feats(features=self.features, A=self.A, kwargs=kwargs) + self.features, self.A = func_A_feats( + features=self.features, A=self.A, kwargs=kwargs + ) self.kwargs = kwargs @@ -114,7 +125,7 @@ def flow(self, node_ids, targets=None): node_mask = np.array(node_mask, dtype=np.bool) if targets is not None: - y = np.zeros( (len(self.nodes),targets.shape[1]), dtype=np.int32) + y = np.zeros((len(self.nodes), targets.shape[1]), dtype=np.int32) for idx, t in zip(node_indices, targets): y[idx] = t From 9301ae931a1d9033e74821d977f8365a43293bbf Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Wed, 23 Jan 2019 16:49:34 +1100 Subject: [PATCH 033/116] Changed order of dropout & reshape to match previous implementation --- stellargraph/layer/graphsage.py | 4 ++-- stellargraph/layer/hinsage.py | 18 ++++++++++-------- 2 files changed, 12 insertions(+), 10 deletions(-) diff --git a/stellargraph/layer/graphsage.py b/stellargraph/layer/graphsage.py index cc1ab2bd1..ef543e44d 100644 --- a/stellargraph/layer/graphsage.py +++ b/stellargraph/layer/graphsage.py @@ -499,8 +499,8 @@ def apply_layer(x: List, layer: int): head_shape = K.int_shape(x[i])[1] # Reshape neighbours per node per layer - neigh_in = Reshape((head_shape, self.n_samples[i], self.dims[layer]))( - Dropout(self.dropout)(x[i + 1]) + neigh_in = Dropout(self.dropout)( + Reshape((head_shape, self.n_samples[i], self.dims[layer]))(x[i + 1]) ) # Apply aggregator to head node and neighbour nodes diff --git a/stellargraph/layer/hinsage.py b/stellargraph/layer/hinsage.py index 60a3af579..20462d8fe 100644 --- a/stellargraph/layer/hinsage.py +++ b/stellargraph/layer/hinsage.py @@ -349,15 +349,17 @@ def apply_layer(x: List, layer: int): # The shape of the head node is used for reshaping the neighbour inputs head_shape = K.int_shape(x[i])[1] - # Reshape neighbours per node per layer & apply dropout + # Aplly dropout and reshape neighbours per node per layer neigh_list = [ - Reshape( - ( - head_shape, - self.n_samples[self._depths[i]], - self.dims[layer][self.subtree_schema[neigh_index][0]], - ) - )(Dropout(self.dropout)(x[neigh_index])) + Dropout(self.dropout)( + Reshape( + ( + head_shape, + self.n_samples[self._depths[i]], + self.dims[layer][self.subtree_schema[neigh_index][0]], + ) + )(x[neigh_index]) + ) for neigh_index in neigh_indices ] From b0bbb17e9161396c2a9a81896126f4fb703d5beb Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Fri, 11 Jan 2019 13:24:21 +1100 Subject: [PATCH 034/116] Added unit tests for attentional aggregator --- stellargraph/layer/graphsage.py | 142 ++++++++++++++++++++++++++++++-- tests/layer/test_graphsage.py | 90 ++++++++++++++++++++ 2 files changed, 225 insertions(+), 7 deletions(-) diff --git a/stellargraph/layer/graphsage.py b/stellargraph/layer/graphsage.py index ef543e44d..5edfd71b0 100644 --- a/stellargraph/layer/graphsage.py +++ b/stellargraph/layer/graphsage.py @@ -24,20 +24,20 @@ "MeanAggregator", "MaxPoolingAggregator", "MeanPoolingAggregator", + "AttentionalAggregator", ] import numpy as np from keras.engine.topology import Layer from keras import Input from keras import backend as K -from keras.layers import Lambda, Dropout, Reshape +from keras.layers import Lambda, Dropout, Reshape, LeakyReLU from keras.utils import Sequence from keras import activations from typing import List, Tuple, Callable, AnyStr -from abc import ABCMeta, abstractmethod -class GraphSAGEAggregator(Layer, metaclass=ABCMeta): +class GraphSAGEAggregator(Layer): """ Base class for GraphSAGE aggregators @@ -56,9 +56,12 @@ def __init__( act: Callable or AnyStr = "relu", **kwargs ): + # Ensure the output dimension is divisible by 2 + if output_dim % 2 != 0: + raise ValueError("Output dimension must be divisible by two in aggregator") + self.output_dim = output_dim - assert output_dim % 2 == 0 - self.half_output_dim = int(output_dim / 2) + self.half_output_dim = output_dim // 2 self.has_bias = bias self.act = activations.get(act) self.w_neigh = None @@ -91,9 +94,10 @@ def build(self, input_shape): """ super().build(input_shape) - @abstractmethod def aggregate_neighbours(self, x_neigh): - pass + raise NotImplementedError( + "The GraphSAGEAggregator base class should not be directly instantiated" + ) def call(self, x, **kwargs): """ @@ -380,6 +384,130 @@ def aggregate_neighbours(self, x_neigh): return from_neigh +class AttentionalAggregator(GraphSAGEAggregator): + """ + Attentional Aggregator for GraphSAGE implemented with Keras base layer + + Implements the aggregator of Veličković et al. "Graph Attention Networks" ICLR 2018 + + Args: + output_dim (int): Output dimension + bias (bool): Optional bias + act (Callable or str): name of the activation function to use (must be a + Keras activation function), or alternatively, a TensorFlow operation. + + """ + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + + # How can we expose these options to the user? + self.attn_act = LeakyReLU(0.2) + + def build(self, input_shape): + # Build the full model if non-zero neighbours + self._build_full_model = input_shape[1][2] > 0 + + self.w_feat = self.add_weight( + name="w_feat", + shape=(input_shape[0][2], self.output_dim), + initializer=self._initializer, + trainable=True, + ) + self.a_self = self.add_weight( + name="a_self", + shape=(self.output_dim, 1), + initializer=self._initializer, + trainable=True, + ) + + if self._build_full_model: + self.a_neigh = self.add_weight( + name="a_neigh", + shape=(self.output_dim, 1), + initializer=self._initializer, + trainable=True, + ) + + else: + self.a_neigh = None + + if self.has_bias: + self.bias = self.add_weight( + name="bias", + shape=(self.output_dim,), + initializer="zeros", + trainable=True, + ) + super().build(input_shape) + + def create_mlp(self, x, **kwargs): + """ + Create MLP on input self tensor, x[0] + + Args: + x (List[Tensor]): Tensors giving self and neighbour features + x[0]: self Tensor (batch_size, head size, feature_size) + x[1]: neighbour Tensor (batch_size, head size, neighbours, feature_size) + + Returns: + Keras Tensor representing the aggregated embeddings in the input. + + """ + h_out = K.dot(x[0], self.w_feat) + + if self.has_bias: + h_out = self.act(h_out + self.bias) + else: + h_out = self.act(h_out) + return h_out + + def call(self, x, **kwargs): + """ + Apply aggregator on input tensors, x + + Args: + x (List[Tensor]): Tensors giving self and neighbour features + x[0]: self Tensor (batch_size, head size, feature_size) + x[1]: neighbour Tensor (batch_size, head size, neighbours, feature_size) + + Returns: + Keras Tensor representing the aggregated embeddings in the input. + + """ + if not self._build_full_model: + return self.create_mlp(x, **kwargs) + + # Calculate features for self & neighbours + xw_self = K.expand_dims(K.dot(x[0], self.w_feat), axis=2) + xw_neigh = K.dot(x[1], self.w_feat) + + # Concatenate self vector to neighbour vectors + # Shape is (n_b, n_h, n_neigh+1, n_feat) + xw_all = K.concatenate([xw_self, xw_neigh], axis=2) + + # Calculate attention + attn_self = K.dot(xw_self, self.a_self) # (n_b, n_h, 1) + attn_neigh = K.dot(xw_all, self.a_neigh) # (n_b, n_h, n_neigh+1, 1) + + # Add self and neighbour attn and apply activation + # Note: This broadcasts to (n_b, n_h, n_neigh + 1, 1) + attn_u = self.attn_act(attn_self + attn_neigh) + + # Attn coefficients, softmax over the neighbours + attn = K.softmax(attn_u, axis=2) + + # Multiply attn coefficients by neighbours (and self) and aggregate + h_out = K.sum(attn * xw_all, axis=2) + + if self.has_bias: + h_out = self.act(h_out + self.bias) + else: + h_out = self.act(h_out) + + return h_out + + class GraphSAGE: """ Implementation of the GraphSAGE algorithm with Keras layers. diff --git a/tests/layer/test_graphsage.py b/tests/layer/test_graphsage.py index 4d1d546ae..1a21f9f34 100644 --- a/tests/layer/test_graphsage.py +++ b/tests/layer/test_graphsage.py @@ -28,6 +28,8 @@ import networkx as nx import pytest +from keras.engine import saving + def example_graph_1(feature_size=None): G = nx.Graph() @@ -45,6 +47,9 @@ def example_graph_1(feature_size=None): return StellarGraph(G) +# MaxPooling aggregator tests + + def test_maxpool_agg_constructor(): agg = MaxPoolingAggregator(2, bias=False) assert agg.output_dim == 2 @@ -69,6 +74,10 @@ def test_maxpool_agg_constructor_1(): assert agg.has_bias assert agg.act(2) == 3 + # Test for output dim not divisible by 2 + with pytest.raises(ValueError): + MaxPoolingAggregator(output_dim=3) + def test_maxpool_agg_apply(): agg = MaxPoolingAggregator(2, bias=True, act="linear") @@ -114,6 +123,9 @@ def test_maxpool_agg_zero_neighbours(): assert expected == pytest.approx(actual) +# MeanPooling aggregator tests + + def test_meanpool_agg_constructor(): agg = MeanPoolingAggregator(2, bias=False) assert agg.output_dim == 2 @@ -138,6 +150,10 @@ def test_meanpool_agg_constructor_1(): assert agg.has_bias assert agg.act(2) == 3 + # Test for output dim not divisible by 2 + with pytest.raises(ValueError): + MeanPoolingAggregator(output_dim=3) + def test_meanpool_agg_apply(): agg = MeanPoolingAggregator(2, bias=True, act="linear") @@ -183,6 +199,7 @@ def test_meanpool_agg_zero_neighbours(): assert expected == pytest.approx(actual) +# Mean aggregator tests def test_mean_agg_constructor(): agg = MeanAggregator(2) assert agg.output_dim == 2 @@ -203,6 +220,10 @@ def test_mean_agg_constructor_1(): assert agg.has_bias assert agg.act(2) == 3 + # Test for output dim not divisible by 2 + with pytest.raises(ValueError): + MeanAggregator(output_dim=3) + def test_mean_agg_apply(): agg = MeanAggregator(4, bias=True, act=lambda x: x) @@ -236,6 +257,75 @@ def test_mean_agg_zero_neighbours(): assert expected == pytest.approx(actual) +# Attentional aggregator tests +def test_attn_agg_constructor(): + agg = AttentionalAggregator(2, bias=False) + assert agg.output_dim == 2 + assert not agg.has_bias + assert agg.act.__name__ == "relu" + # assert agg.attn_act.__name__ == "relu" + + # Check config + config = agg.get_config() + assert config["output_dim"] == 2 + assert config["bias"] == False + assert config["act"] == "relu" + + +def test_attn_agg_constructor_1(): + agg = AttentionalAggregator(output_dim=4, bias=True, act=lambda x: x + 1) + assert agg.output_dim == 4 + assert agg.has_bias + assert agg.act(2) == 3 + + +def test_attn_agg_apply(): + agg = AttentionalAggregator(2, bias=True, act="linear") + agg._initializer = "ones" + agg.attn_act = keras.activations.get("relu") + + # Self features + inp1 = keras.Input(shape=(1, 2)) + # Neighbour features + inp2 = keras.Input(shape=(1, 2, 2)) + + # Numerical test values + x1 = np.array([[[1, 1]]]) + x2 = np.array([[[[2, 2], [3, 3]]]]) + + # Agg output: + # hs = relu(x1 · ones(2x2)) = [2,2] + # hn = relu(x2 · ones(2x2)) = [[2,2], [4,4],[6,6]] + # attn_u = ones(2) · hs + ones(2) · hn = [8, 12, 16] + # attn = softmax(attn_u) = [3.3e-4, 1.8e-4, 9.81e-1] + # hout = attn · hn = [5.96, 5.96] + + out = agg([inp1, inp2]) + model = keras.Model(inputs=[inp1, inp2], outputs=out) + actual = model.predict([x1, x2]) + expected = np.array([[[5.963, 5.963]]]) + + assert expected == pytest.approx(actual, rel=1e-4) + + +def test_attn_agg_zero_neighbours(): + agg = AttentionalAggregator(4, bias=False, act="linear") + agg._initializer = "ones" + + inp1 = keras.Input(shape=(1, 2)) + inp2 = keras.Input(shape=(1, 0, 2)) + + out = agg([inp1, inp2]) + model = keras.Model(inputs=[inp1, inp2], outputs=out) + + x1 = np.array([[[1, 1]]]) + x2 = np.zeros((1, 1, 0, 2)) + + actual = model.predict([x1, x2]) + expected = np.array([[[2, 2, 2, 2]]]) + assert expected == pytest.approx(actual) + + def test_graphsage_constructor(): gs = GraphSAGE(layer_sizes=[4], n_samples=[2], input_dim=2, normalize="l2") assert gs.dims == [2, 4] From 90c4c1e7dc3c3801fa7f62f17cf0ed83215028a5 Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Wed, 23 Jan 2019 12:06:47 +1100 Subject: [PATCH 035/116] Changed aggregators to build the same MLP regardless of model when there are no neighbours. Added concat and sum methods to aggregators --- stellargraph/layer/graphsage.py | 241 ++++++++++++++++---------------- tests/layer/test_graphsage.py | 8 +- 2 files changed, 121 insertions(+), 128 deletions(-) diff --git a/stellargraph/layer/graphsage.py b/stellargraph/layer/graphsage.py index 5edfd71b0..4b15d1063 100644 --- a/stellargraph/layer/graphsage.py +++ b/stellargraph/layer/graphsage.py @@ -54,6 +54,7 @@ def __init__( output_dim: int = 0, bias: bool = False, act: Callable or AnyStr = "relu", + method: AnyStr = "concat", **kwargs ): # Ensure the output dimension is divisible by 2 @@ -64,9 +65,9 @@ def __init__( self.half_output_dim = output_dim // 2 self.has_bias = bias self.act = activations.get(act) - self.w_neigh = None self.w_self = None self.bias = None + self.method = method self._initializer = "glorot_uniform" super().__init__(**kwargs) @@ -79,10 +80,30 @@ def get_config(self): "output_dim": self.output_dim, "bias": self.has_bias, "act": activations.serialize(self.act), + "method": self.method, } base_config = super().get_config() return {**base_config, **config} + def weight_output_size(self): + """ + Calculates the output size, according to + whether the model is building a MLP and + the method (concat or sum). + + Returns: + int: size of the weight outputs. + + """ + if self._build_mlp_only: + weight_dim = self.output_dim + elif self.method == "concat": + weight_dim = self.half_output_dim + else: + weight_dim = self.output_dim + + return weight_dim + def build(self, input_shape): """ Builds layer @@ -92,9 +113,50 @@ def build(self, input_shape): and neighbour """ + # Build a MLP model if zero neighbours + self._build_mlp_only = input_shape[1][2] == 0 + + self.w_self = self.add_weight( + name="w_self", + shape=(input_shape[0][2], self.weight_output_size()), + initializer=self._initializer, + trainable=True, + ) + + if self.has_bias: + self.bias = self.add_weight( + name="bias", + shape=(self.output_dim,), + initializer="zeros", + trainable=True, + ) + super().build(input_shape) + def build_mlp(self, x, **kwargs): + """ + Create MLP on input self tensor, x[0] + + Args: + x (List[Tensor]): Tensor giving the node features + shape: (batch_size, head size, feature_size) + + Returns: + Keras Tensor representing the aggregated embeddings in the input. + + """ + h_out = K.dot(x, self.w_self) + + if self.has_bias: + h_out = self.act(h_out + self.bias) + else: + h_out = self.act(h_out) + return h_out + def aggregate_neighbours(self, x_neigh): + """ + Override with a method to aggregate tensors over neighbourhood. + """ raise NotImplementedError( "The GraphSAGEAggregator base class should not be directly instantiated" ) @@ -114,21 +176,24 @@ def call(self, x, **kwargs): # x[1]: neighbour vector (batch_size, head size, neighbours, feature_size) x_self, x_neigh = x + if self._build_mlp_only: + return self.build_mlp(x_self, **kwargs) + # Weight maxtrix multiplied by self features from_self = K.dot(x_self, self.w_self) # If there are neighbours aggregate over them - if x_neigh.shape[2] > 0: - from_neigh = self.aggregate_neighbours(x_neigh) + from_neigh = self.aggregate_neighbours(x_neigh) - # Otherwise add a synthetic zero vector + # Combine self features and aggregated neighbours + if self.method == "concat": + h_out = K.concatenate([from_self, from_neigh], axis=2) + elif self.method == "sum": + h_out = from_self + from_neigh else: - x_shape = K.shape(x_neigh) - w_shape = self.half_output_dim - from_neigh = K.zeros((x_shape[0], x_shape[1], w_shape)) - - h_out = K.concatenate([from_self, from_neigh], axis=2) + raise ValueError("Invalid aggregation method, should be 'sum' or 'concat'") + # Finally, add bias and apply activation if self.has_bias: h_out = self.act(h_out + self.bias) else: @@ -172,31 +237,18 @@ def build(self, input_shape): and neighbour """ - if input_shape[1][2] > 0: + super().build(input_shape) + + if self._build_mlp_only: + self.w_neigh = None + + else: self.w_neigh = self.add_weight( name="w_neigh", - shape=(input_shape[1][3], self.half_output_dim), + shape=(input_shape[1][3], self.weight_output_size()), initializer=self._initializer, trainable=True, ) - else: - self.w_neigh = None - - self.w_self = self.add_weight( - name="w_self", - shape=(input_shape[0][2], self.half_output_dim), - initializer=self._initializer, - trainable=True, - ) - - if self.has_bias: - self.bias = self.add_weight( - name="bias", - shape=[self.output_dim], - initializer="zeros", - trainable=True, - ) - super().build(input_shape) def aggregate_neighbours(self, x_neigh): from_neigh = K.dot(K.mean(x_neigh, axis=2), self.w_neigh) @@ -233,10 +285,17 @@ def build(self, input_shape): and neighbour """ - if input_shape[1][2] > 0: + super().build(input_shape) + + if self._build_mlp_only: + self.w_neigh = None + self.w_pool = None + self.b_pool = None + + else: self.w_neigh = self.add_weight( name="w_neigh", - shape=(self.hidden_dim, self.half_output_dim), + shape=(self.hidden_dim, self.weight_output_size()), initializer=self._initializer, trainable=True, ) @@ -252,26 +311,6 @@ def build(self, input_shape): initializer=self._initializer, trainable=True, ) - else: - self.w_neigh = None - self.w_pool = None - self.b_pool = None - - self.w_self = self.add_weight( - name="w_self", - shape=(input_shape[0][2], self.half_output_dim), - initializer=self._initializer, - trainable=True, - ) - - if self.has_bias: - self.bias = self.add_weight( - name="bias", - shape=(self.output_dim,), - initializer="zeros", - trainable=True, - ) - super().build(input_shape) def aggregate_neighbours(self, x_neigh): """ @@ -289,7 +328,7 @@ def aggregate_neighbours(self, x_neigh): # Take max of this tensor over neighbour dimension neigh_agg = K.max(xw_neigh, axis=2) - # Final output is the aggregated tensor mutliplied by the weights + # Final output is a dense layer over the aggregated tensor from_neigh = K.dot(neigh_agg, self.w_neigh) return from_neigh @@ -324,7 +363,20 @@ def build(self, input_shape): and neighbour """ - if input_shape[1][2] > 0: + super().build(input_shape) + + if self._build_mlp_only: + self.w_neigh = None + self.w_pool = None + self.b_pool = None + + else: + self.w_neigh = self.add_weight( + name="w_neigh", + shape=(self.hidden_dim, self.weight_output_size()), + initializer=self._initializer, + trainable=True, + ) self.w_pool = self.add_weight( name="w_pool", shape=(input_shape[1][3], self.hidden_dim), @@ -337,31 +389,6 @@ def build(self, input_shape): initializer=self._initializer, trainable=True, ) - self.w_neigh = self.add_weight( - name="w_neigh", - shape=(self.hidden_dim, self.half_output_dim), - initializer=self._initializer, - trainable=True, - ) - else: - self.w_neigh = None - self.w_pool = None - self.b_pool = None - - self.w_self = self.add_weight( - name="w_self", - shape=(input_shape[0][2], self.half_output_dim), - initializer=self._initializer, - trainable=True, - ) - if self.has_bias: - self.bias = self.add_weight( - name="bias", - shape=(self.output_dim,), - initializer="zeros", - trainable=True, - ) - super().build(input_shape) def aggregate_neighbours(self, x_neigh): """ @@ -379,7 +406,7 @@ def aggregate_neighbours(self, x_neigh): # Aggregate over neighbour activations using mean neigh_agg = K.mean(xw_neigh, axis=2) - # Final output is the aggregated tensor mutliplied by the weights + # Final output is a dense layer over the aggregated tensor from_neigh = K.dot(neigh_agg, self.w_neigh) return from_neigh @@ -404,16 +431,13 @@ def __init__(self, *args, **kwargs): # How can we expose these options to the user? self.attn_act = LeakyReLU(0.2) + def weight_output_size(self): + return self.output_dim + def build(self, input_shape): # Build the full model if non-zero neighbours - self._build_full_model = input_shape[1][2] > 0 + super().build(input_shape) - self.w_feat = self.add_weight( - name="w_feat", - shape=(input_shape[0][2], self.output_dim), - initializer=self._initializer, - trainable=True, - ) self.a_self = self.add_weight( name="a_self", shape=(self.output_dim, 1), @@ -421,7 +445,9 @@ def build(self, input_shape): trainable=True, ) - if self._build_full_model: + if self._build_mlp_only: + self.a_neigh = None + else: self.a_neigh = self.add_weight( name="a_neigh", shape=(self.output_dim, 1), @@ -429,39 +455,6 @@ def build(self, input_shape): trainable=True, ) - else: - self.a_neigh = None - - if self.has_bias: - self.bias = self.add_weight( - name="bias", - shape=(self.output_dim,), - initializer="zeros", - trainable=True, - ) - super().build(input_shape) - - def create_mlp(self, x, **kwargs): - """ - Create MLP on input self tensor, x[0] - - Args: - x (List[Tensor]): Tensors giving self and neighbour features - x[0]: self Tensor (batch_size, head size, feature_size) - x[1]: neighbour Tensor (batch_size, head size, neighbours, feature_size) - - Returns: - Keras Tensor representing the aggregated embeddings in the input. - - """ - h_out = K.dot(x[0], self.w_feat) - - if self.has_bias: - h_out = self.act(h_out + self.bias) - else: - h_out = self.act(h_out) - return h_out - def call(self, x, **kwargs): """ Apply aggregator on input tensors, x @@ -475,12 +468,12 @@ def call(self, x, **kwargs): Keras Tensor representing the aggregated embeddings in the input. """ - if not self._build_full_model: - return self.create_mlp(x, **kwargs) + if self._build_mlp_only: + return self.build_mlp(x[0], **kwargs) # Calculate features for self & neighbours - xw_self = K.expand_dims(K.dot(x[0], self.w_feat), axis=2) - xw_neigh = K.dot(x[1], self.w_feat) + xw_self = K.expand_dims(K.dot(x[0], self.w_self), axis=2) + xw_neigh = K.dot(x[1], self.w_self) # Concatenate self vector to neighbour vectors # Shape is (n_b, n_h, n_neigh+1, n_feat) diff --git a/tests/layer/test_graphsage.py b/tests/layer/test_graphsage.py index 1a21f9f34..8912ff667 100644 --- a/tests/layer/test_graphsage.py +++ b/tests/layer/test_graphsage.py @@ -119,7 +119,7 @@ def test_maxpool_agg_zero_neighbours(): x2 = np.zeros((1, 1, 0, 2)) actual = model.predict([x1, x2]) - expected = np.array([[[2, 2, 0, 0]]]) + expected = np.array([[[2, 2, 2, 2]]]) assert expected == pytest.approx(actual) @@ -195,7 +195,7 @@ def test_meanpool_agg_zero_neighbours(): x2 = np.zeros((1, 1, 0, 2)) actual = model.predict([x1, x2]) - expected = np.array([[[2, 2, 0, 0]]]) + expected = np.array([[[2, 2, 2, 2]]]) assert expected == pytest.approx(actual) @@ -253,7 +253,7 @@ def test_mean_agg_zero_neighbours(): x2 = np.zeros((1, 1, 0, 2)) actual = model.predict([x1, x2]) - expected = np.array([[[2, 2, 0, 0]]]) + expected = np.array([[[2, 2, 2, 2]]]) assert expected == pytest.approx(actual) @@ -474,5 +474,5 @@ def test_graphsage_zero_neighbours(): x = [np.array([[[1.5, 1]]]), np.zeros((1, 0, 2)), np.zeros((1, 0, 2))] actual = model.predict(x) - expected = np.array([[[2.5, 0]]]) + expected = np.array([[[5, 5]]]) assert actual == pytest.approx(expected) From 7190117ea1196f8364d59ab4d76a75dbc84f3cf5 Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Wed, 23 Jan 2019 17:22:15 +1100 Subject: [PATCH 036/116] Rolled back added method option to Aggregators --- stellargraph/layer/graphsage.py | 15 ++------------- 1 file changed, 2 insertions(+), 13 deletions(-) diff --git a/stellargraph/layer/graphsage.py b/stellargraph/layer/graphsage.py index 4b15d1063..fea379d61 100644 --- a/stellargraph/layer/graphsage.py +++ b/stellargraph/layer/graphsage.py @@ -54,7 +54,6 @@ def __init__( output_dim: int = 0, bias: bool = False, act: Callable or AnyStr = "relu", - method: AnyStr = "concat", **kwargs ): # Ensure the output dimension is divisible by 2 @@ -67,7 +66,6 @@ def __init__( self.act = activations.get(act) self.w_self = None self.bias = None - self.method = method self._initializer = "glorot_uniform" super().__init__(**kwargs) @@ -80,7 +78,6 @@ def get_config(self): "output_dim": self.output_dim, "bias": self.has_bias, "act": activations.serialize(self.act), - "method": self.method, } base_config = super().get_config() return {**base_config, **config} @@ -97,10 +94,8 @@ def weight_output_size(self): """ if self._build_mlp_only: weight_dim = self.output_dim - elif self.method == "concat": - weight_dim = self.half_output_dim else: - weight_dim = self.output_dim + weight_dim = self.half_output_dim return weight_dim @@ -185,13 +180,7 @@ def call(self, x, **kwargs): # If there are neighbours aggregate over them from_neigh = self.aggregate_neighbours(x_neigh) - # Combine self features and aggregated neighbours - if self.method == "concat": - h_out = K.concatenate([from_self, from_neigh], axis=2) - elif self.method == "sum": - h_out = from_self + from_neigh - else: - raise ValueError("Invalid aggregation method, should be 'sum' or 'concat'") + h_out = K.concatenate([from_self, from_neigh], axis=2) # Finally, add bias and apply activation if self.has_bias: From 2acc55a825b20d15258c1e6c46b6b54e14bd2bf2 Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Thu, 24 Jan 2019 19:08:05 +1100 Subject: [PATCH 037/116] Added GCN tests --- tests/layer/test_gcn.py | 115 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 115 insertions(+) create mode 100644 tests/layer/test_gcn.py diff --git a/tests/layer/test_gcn.py b/tests/layer/test_gcn.py new file mode 100644 index 000000000..96d578ee0 --- /dev/null +++ b/tests/layer/test_gcn.py @@ -0,0 +1,115 @@ +# -*- coding: utf-8 -*- +# +# Copyright 2018 Data61, CSIRO +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + + +""" +GCN tests + +""" + +from stellargraph.layer.gcn import * +from stellargraph.mapper.gcn_mappers import * +from stellargraph.core.graph import StellarGraph + +import networkx as nx +import pandas as pd +import numpy as np +import keras + + +def create_graph_features(): + G = nx.Graph() + G.add_nodes_from(["a", "b", "c"]) + G.add_edges_from([("a", "b"), ("b", "c"), ("a", "c")]) + G = G.to_undirected() + return G, np.array([[1, 1], [1, 0], [0, 1]]) + + +def test_GraphConvolution_config(): + gcn_layer = GraphConvolution(units=16) + conf = gcn_layer.get_config() + + assert conf["units"] == 16 + assert conf["support"] == 1 + assert conf["activation"] == "linear" + assert conf["use_bias"] == True + assert conf["kernel_initializer"]["class_name"] == "VarianceScaling" + assert conf["kernel_initializer"]["config"]["distribution"] == "uniform" + assert conf["bias_initializer"]["class_name"] == "Zeros" + assert conf["kernel_regularizer"] == None + assert conf["bias_regularizer"] == None + assert conf["activity_regularizer"] == None + assert conf["kernel_constraint"] == None + assert conf["bias_constraint"] == None + + +def test_GraphConvolution_init(): + gcn_layer = GraphConvolution(units=16, support=2, activation="relu") + + assert gcn_layer.units == 16 + assert gcn_layer.support == 2 + assert gcn_layer.use_bias == True + assert gcn_layer.get_config()["activation"] == "relu" + + +def test_GraphConvolution_apply(): + G, features = create_graph_features() + + x_in = Input(shape=(features.shape[1],)) + A = [Input(shape=(None, None), batch_shape=(None, None), sparse=True)] + out = GraphConvolution(2, 1)([x_in] + A) + + adj = nx.adjacency_matrix(G) + + model = keras.Model(inputs=[x_in] + A, outputs=out) + preds = model.predict([features, adj], batch_size=adj.shape[0]) + assert preds.shape == (3, 2) + + +def test_GCN_init(): + G, features = create_graph_features() + nodes = G.nodes() + node_features = pd.DataFrame.from_dict( + {n: f for n, f in zip(nodes, features)}, orient="index" + ) + G = StellarGraph(G, node_type_name="node", node_features=node_features) + + generator = FullBatchNodeGenerator(G) + gcnModel = GCN([2], ["relu"], generator=generator, dropout=0.5) + + assert gcnModel.layer_sizes == [2] + assert gcnModel.activations == ["relu"] + assert gcnModel.dropout == 0.5 + + +def test_GCN_apply(): + G, features = create_graph_features() + adj = nx.adjacency_matrix(G) + + nodes = G.nodes() + node_features = pd.DataFrame.from_dict( + {n: f for n, f in zip(nodes, features)}, orient="index" + ) + G = StellarGraph(G, node_type_name="node", node_features=node_features) + + generator = FullBatchNodeGenerator(G) + gcnModel = GCN([2], ["relu"], generator=generator, dropout=0.5) + + x_in, x_out = gcnModel.node_model() + model = keras.Model(inputs=x_in, outputs=x_out) + preds = model.predict([features, adj], batch_size=adj.shape[0]) + + assert preds.shape == (3, 2) From 6224fa670c6bac8b82ae8889cb01ae73a4a5e8d1 Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Thu, 24 Jan 2019 19:27:15 +1100 Subject: [PATCH 038/116] Moved tensor init into node_model --- stellargraph/layer/gcn.py | 38 ++++++++++++++++++++------------------ 1 file changed, 20 insertions(+), 18 deletions(-) diff --git a/stellargraph/layer/gcn.py b/stellargraph/layer/gcn.py index bbc2c26a7..eeebcd526 100644 --- a/stellargraph/layer/gcn.py +++ b/stellargraph/layer/gcn.py @@ -135,21 +135,8 @@ def __init__( self.bias = bias self.dropout = dropout self.normalize = normalize - self.generator = generator - filter = self.generator.kwargs.get("filter", "localpool") - - if filter == "chebyshev": - self.support = self.generator.kwargs.get("max_degree", 2) - self.suppG = [ - Input(shape=(None, None), batch_shape=(None, None), sparse=True) - for _ in range(self.support) - ] - else: - self.suppG = [ - Input(shape=(None, None), batch_shape=(None, None), sparse=True) - ] - self.support = 1 + self.support = 1 def __call__(self, x: List): """ @@ -161,8 +148,9 @@ def __call__(self, x: List): Returns: Output tensor """ + H = x[0] + suppG = x[1:] - self.X_in = H = Input(shape=(self.generator.features.shape[1],)) for l, a in zip(self.layer_sizes, self.activations): H = Dropout(self.dropout)(H) H = GraphConvolution( @@ -171,13 +159,27 @@ def __call__(self, x: List): activation=a, use_bias=self.bias, kernel_regularizer=self.normalize, - )([H] + self.suppG) + )([H] + suppG) return H def node_model(self): - x_out = self(None) - return [self.X_in] + self.suppG, x_out + x_in = Input(shape=(self.generator.features.shape[1],)) + + filter = self.generator.kwargs.get("filter", "localpool") + if filter == "chebyshev": + self.support = self.generator.kwargs.get("max_degree", 2) + suppG = [ + Input(shape=(None, None), batch_shape=(None, None), sparse=True) + for _ in range(self.support) + ] + else: + suppG = [ + Input(shape=(None, None), batch_shape=(None, None), sparse=True) + ] + + x_out = self([x_in] + suppG) + return [x_in] + suppG, x_out def link_model(self, flatten_output=False): return None From 0e4f130b30d95830b448ae24e66a3ec6ad797c24 Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Thu, 24 Jan 2019 21:38:31 +1100 Subject: [PATCH 039/116] Added tests for optional function of FullBatchNodeGenerator --- .../gcn-cora-example.py | 2 +- stellargraph/mapper/gcn_mappers.py | 8 ++-- tests/mapper/test_node_mappers.py | 44 +++++++++++++++++++ 3 files changed, 48 insertions(+), 6 deletions(-) diff --git a/demos/node-classification-gcn/gcn-cora-example.py b/demos/node-classification-gcn/gcn-cora-example.py index 109a13c30..948f8dfaa 100644 --- a/demos/node-classification-gcn/gcn-cora-example.py +++ b/demos/node-classification-gcn/gcn-cora-example.py @@ -95,7 +95,7 @@ def test(test_nodes, test_targets, generator, model_file, model): test_nodes, test_targets, train_size=300, test_size=None, random_state=523214 ) -generator = FullBatchNodeGenerator(G, func_A_feats=GCN_A_feats, kwargs={'filter':'localpool'}) +generator = FullBatchNodeGenerator(G, func_opt=GCN_A_feats, filter='localpool') dropout=0.0 layer_sizes=[16, 7] diff --git a/stellargraph/mapper/gcn_mappers.py b/stellargraph/mapper/gcn_mappers.py index 987f099e0..c58cffb45 100644 --- a/stellargraph/mapper/gcn_mappers.py +++ b/stellargraph/mapper/gcn_mappers.py @@ -98,7 +98,7 @@ def __getitem__(self, index): class FullBatchNodeGenerator: - def __init__(self, G, name=None, func_A_feats=None, **kwargs): + def __init__(self, G, name=None, func_opt=None, **kwargs): if not isinstance(G, StellarGraphBase): raise TypeError("Graph must be a StellarGraph object.") @@ -111,10 +111,8 @@ def __init__(self, G, name=None, func_A_feats=None, **kwargs): self.features = G.get_feature_for_nodes(self.nodes) self.A = nx.adjacency_matrix(G, nodelist=self.nodes) - if func_A_feats: - self.features, self.A = func_A_feats( - features=self.features, A=self.A, kwargs=kwargs - ) + if callable(func_opt): + self.features, self.A = func_opt(features=self.features, A=self.A, **kwargs) self.kwargs = kwargs diff --git a/tests/mapper/test_node_mappers.py b/tests/mapper/test_node_mappers.py index ae16de8ce..4d1487dbc 100644 --- a/tests/mapper/test_node_mappers.py +++ b/tests/mapper/test_node_mappers.py @@ -21,11 +21,13 @@ """ from stellargraph.core.graph import * from stellargraph.mapper.node_mappers import * +from stellargraph.mapper import FullBatchNodeGenerator import networkx as nx import numpy as np import random import pytest +import pandas as pd def example_graph_1(feature_size=None): @@ -559,3 +561,45 @@ def test_hinnodemapper_no_neighbors(): # Second edge type (e2): Node 0 has 2, node 1 has none, and node 6 sampling has terminated assert np.all(batch_feats[3][:, 0, 0] == np.array([12, 0, 0])) + + +def create_graph_features(): + G = nx.Graph() + G.add_nodes_from(["a", "b", "c"]) + G.add_edges_from([("a", "b"), ("b", "c"), ("a", "c")]) + G = G.to_undirected() + return G, np.array([[1, 1], [1, 0], [0, 1]]) + +class Test_FullBatchNodeGenerator: + """ + Tests of FullBatchNodeGenerator class + """ + + def test_fullbatch_generater_init_1(self): + G, feats = create_graph_features() + nodes = G.nodes() + node_features = pd.DataFrame.from_dict( + {n: f for n, f in zip(nodes, feats)}, orient="index" + ) + G = StellarGraph(G, node_type_name="node", node_features=node_features) + + generator = FullBatchNodeGenerator(G, name='test', func_opt=None, key='value') + assert generator.name == 'test' + assert np.array_equal(feats, generator.features) + assert generator.kwargs['key'] == 'value' + + def test_fullbatch_generater_init_2(self): + G, feats = create_graph_features() + nodes = G.nodes() + node_features = pd.DataFrame.from_dict( + {n: f for n, f in zip(nodes, feats)}, orient="index" + ) + G = StellarGraph(G, node_type_name="node", node_features=node_features) + + def func(features, A, **kwargs): + return features*features, A + + generator = FullBatchNodeGenerator(G, 'test', func, key='value') + assert generator.name == 'test' + assert np.array_equal(feats*feats, generator.features) + assert generator.kwargs['key'] == 'value' From fd4551cab9675c37abe7d705c829707b7017d6fe Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Fri, 25 Jan 2019 10:32:40 +1100 Subject: [PATCH 040/116] Unify GCN/GAT FullBatchNodeGenerator and mv GCN_Aadj_feats_op and related funcs to utils --- .../gcn-cora-example.py | 5 +- stellargraph/core/utils.py | 69 ++++++++++ stellargraph/layer/gcn.py | 8 +- stellargraph/mapper/__init__.py | 1 - stellargraph/mapper/gcn_mappers.py | 130 ------------------ stellargraph/mapper/node_mappers.py | 92 ++++++++++++- tests/layer/test_gcn.py | 2 +- tests/mapper/test_node_mappers.py | 99 +++++++++++-- 8 files changed, 256 insertions(+), 150 deletions(-) delete mode 100644 stellargraph/mapper/gcn_mappers.py diff --git a/demos/node-classification-gcn/gcn-cora-example.py b/demos/node-classification-gcn/gcn-cora-example.py index 948f8dfaa..da3990a97 100644 --- a/demos/node-classification-gcn/gcn-cora-example.py +++ b/demos/node-classification-gcn/gcn-cora-example.py @@ -11,7 +11,8 @@ import stellargraph as sg from stellargraph.layer import GCN, GraphConvolution -from stellargraph.mapper import FullBatchNodeGenerator, GCN_A_feats +from stellargraph.mapper import FullBatchNodeGenerator +from stellargraph.core.utils import GCN_Aadj_feats_op def train(train_nodes, @@ -95,7 +96,7 @@ def test(test_nodes, test_targets, generator, model_file, model): test_nodes, test_targets, train_size=300, test_size=None, random_state=523214 ) -generator = FullBatchNodeGenerator(G, func_opt=GCN_A_feats, filter='localpool') +generator = FullBatchNodeGenerator(G, func_A_feats=GCN_Aadj_feats_op, filter='localpool') dropout=0.0 layer_sizes=[16, 7] diff --git a/stellargraph/core/utils.py b/stellargraph/core/utils.py index cbdc43786..12f707430 100644 --- a/stellargraph/core/utils.py +++ b/stellargraph/core/utils.py @@ -27,3 +27,72 @@ def is_real_iterable(x): True if x is an iterable (but not a string) and False otherwise """ return isinstance(x, collections.Iterable) and not isinstance(x, (str, bytes)) + + +def normalized_laplacian(adj, symmetric=True): + adj_normalized = normalize_adj(adj, symmetric) + laplacian = sp.eye(adj.shape[0]) - adj_normalized + return laplacian + + +def rescale_laplacian(laplacian): + try: + print("Calculating largest eigenvalue of normalized graph Laplacian...") + largest_eigval = eigsh(laplacian, 1, which="LM", return_eigenvectors=False)[0] + except ArpackNoConvergence: + print( + "Eigenvalue calculation did not converge! Using largest_eigval=2 instead." + ) + largest_eigval = 2 + + scaled_laplacian = (2.0 / largest_eigval) * laplacian - sp.eye(laplacian.shape[0]) + return scaled_laplacian + + +def chebyshev_polynomial(X, k): + """Calculate Chebyshev polynomials up to order k. Return a list of sparse matrices.""" + print("Calculating Chebyshev polynomials up to order {}...".format(k)) + + T_k = list() + T_k.append(sp.eye(X.shape[0]).tocsr()) + T_k.append(X) + + def chebyshev_recurrence(T_k_minus_one, T_k_minus_two, X): + X_ = sp.csr_matrix(X, copy=True) + return 2 * X_.dot(T_k_minus_one) - T_k_minus_two + + for i in range(2, k + 1): + T_k.append(chebyshev_recurrence(T_k[-1], T_k[-2], X)) + + return T_k + + +def GCN_Aadj_feats_op(features, A, **kwargs): + def normalize_adj(adj, symmetric=True): + if symmetric: + d = sp.diags(np.power(np.array(adj.sum(1)), -0.5).flatten(), 0) + a_norm = adj.dot(d).transpose().dot(d).tocsr() + else: + d = sp.diags(np.power(np.array(adj.sum(1)), -1).flatten(), 0) + a_norm = d.dot(adj).tocsr() + return a_norm + + def preprocess_adj(adj, symmetric=True): + adj = adj + sp.eye(adj.shape[0]) + adj = normalize_adj(adj, symmetric) + return adj + + # build symmetric adjacency matrix + A = A + A.T.multiply(A.T > A) - A.multiply(A.T > A) + filter = kwargs.get("filter", "localpool") + + if filter == "localpool": + """ Local pooling filters (see 'renormalization trick' in Kipf & Welling, arXiv 2016) """ + print("Using local pooling filters...") + A = preprocess_adj(A) + elif filter == "chebyshev": + """ Chebyshev polynomial basis filters (Defferard et al., NIPS 2016) """ + print("Using Chebyshev polynomial basis filters...") + T_k = chebyshev_polynomial(rescale_laplacian(normalized_laplacian(A)), 2) + features = [features] + T_k + return features, A diff --git a/stellargraph/layer/gcn.py b/stellargraph/layer/gcn.py index eeebcd526..738f4e5f9 100644 --- a/stellargraph/layer/gcn.py +++ b/stellargraph/layer/gcn.py @@ -4,7 +4,7 @@ from keras import backend as K from keras import Input from keras.layers import Lambda, Dropout, Reshape -from ..mapper import gcn_mappers as gm +from ..mapper.node_mappers import FullBatchNodeGenerator from typing import List, Tuple, Callable, AnyStr @@ -125,7 +125,7 @@ def __init__( normalize=regularizers.l2(5e-4), ): - if not isinstance(generator, gm.FullBatchNodeGenerator): + if not isinstance(generator, FullBatchNodeGenerator): raise TypeError("Generator should be a instance of FullBatchNodeGenerator") assert len(layer_sizes) == len(activations) @@ -174,9 +174,7 @@ def node_model(self): for _ in range(self.support) ] else: - suppG = [ - Input(shape=(None, None), batch_shape=(None, None), sparse=True) - ] + suppG = [Input(shape=(None, None), batch_shape=(None, None), sparse=True)] x_out = self([x_in] + suppG) return [x_in] + suppG, x_out diff --git a/stellargraph/mapper/__init__.py b/stellargraph/mapper/__init__.py index 15efd92a7..87a52c29a 100644 --- a/stellargraph/mapper/__init__.py +++ b/stellargraph/mapper/__init__.py @@ -25,4 +25,3 @@ # Expose the mappers from .node_mappers import * from .link_mappers import * -from .gcn_mappers import * diff --git a/stellargraph/mapper/gcn_mappers.py b/stellargraph/mapper/gcn_mappers.py deleted file mode 100644 index c58cffb45..000000000 --- a/stellargraph/mapper/gcn_mappers.py +++ /dev/null @@ -1,130 +0,0 @@ -from keras.utils import Sequence -from keras import Input -import scipy.sparse as sp -import numpy as np -import networkx as nx - -from ..core.utils import is_real_iterable -from ..core.graph import StellarGraphBase, GraphSchema - - -def normalize_adj(adj, symmetric=True): - if symmetric: - d = sp.diags(np.power(np.array(adj.sum(1)), -0.5).flatten(), 0) - a_norm = adj.dot(d).transpose().dot(d).tocsr() - else: - d = sp.diags(np.power(np.array(adj.sum(1)), -1).flatten(), 0) - a_norm = d.dot(adj).tocsr() - return a_norm - - -def preprocess_adj(adj, symmetric=True): - adj = adj + sp.eye(adj.shape[0]) - adj = normalize_adj(adj, symmetric) - return adj - - -def normalized_laplacian(adj, symmetric=True): - adj_normalized = normalize_adj(adj, symmetric) - laplacian = sp.eye(adj.shape[0]) - adj_normalized - return laplacian - - -def rescale_laplacian(laplacian): - try: - print("Calculating largest eigenvalue of normalized graph Laplacian...") - largest_eigval = eigsh(laplacian, 1, which="LM", return_eigenvectors=False)[0] - except ArpackNoConvergence: - print( - "Eigenvalue calculation did not converge! Using largest_eigval=2 instead." - ) - largest_eigval = 2 - - scaled_laplacian = (2.0 / largest_eigval) * laplacian - sp.eye(laplacian.shape[0]) - return scaled_laplacian - - -def chebyshev_polynomial(X, k): - """Calculate Chebyshev polynomials up to order k. Return a list of sparse matrices.""" - print("Calculating Chebyshev polynomials up to order {}...".format(k)) - - T_k = list() - T_k.append(sp.eye(X.shape[0]).tocsr()) - T_k.append(X) - - def chebyshev_recurrence(T_k_minus_one, T_k_minus_two, X): - X_ = sp.csr_matrix(X, copy=True) - return 2 * X_.dot(T_k_minus_one) - T_k_minus_two - - for i in range(2, k + 1): - T_k.append(chebyshev_recurrence(T_k[-1], T_k[-2], X)) - - return T_k - - -def GCN_A_feats(features, A, **kwargs): - # build symmetric adjacency matrix - A = A + A.T.multiply(A.T > A) - A.multiply(A.T > A) - filter = kwargs.get("filter", "localpool") - - if filter == "localpool": - """ Local pooling filters (see 'renormalization trick' in Kipf & Welling, arXiv 2016) """ - print("Using local pooling filters...") - A = preprocess_adj(A) - elif filter == "chebyshev": - """ Chebyshev polynomial basis filters (Defferard et al., NIPS 2016) """ - print("Using Chebyshev polynomial basis filters...") - T_k = chebyshev_polynomial(rescale_laplacian(normalized_laplacian(A)), 2) - features = [features] + T_k - return features, A - - -class FullBatchNodeSequence(Sequence): - def __init__(self, features, A, targets=None, sample_weight=None): - # Check targets is iterable & has the correct length - if not is_real_iterable(targets): - raise TypeError("Targets must be None or an iterable or numpy array ") - - self.features = features - self.A = A - self.targets = targets - self.sample_weight = sample_weight - - def __len__(self): - return 1 - - def __getitem__(self, index): - return [self.features, self.A], self.targets, self.sample_weight - - -class FullBatchNodeGenerator: - def __init__(self, G, name=None, func_opt=None, **kwargs): - if not isinstance(G, StellarGraphBase): - raise TypeError("Graph must be a StellarGraph object.") - - G.check_graph_for_ml() - - self.name = name - self.graph = G - self.nodes = list(G.nodes()) - - self.features = G.get_feature_for_nodes(self.nodes) - self.A = nx.adjacency_matrix(G, nodelist=self.nodes) - - if callable(func_opt): - self.features, self.A = func_opt(features=self.features, A=self.A, **kwargs) - - self.kwargs = kwargs - - def flow(self, node_ids, targets=None): - node_indices = [self.nodes.index(n) for n in node_ids] - node_mask = np.zeros(len(self.nodes), dtype=int) - node_mask[node_indices] = 1 - node_mask = np.array(node_mask, dtype=np.bool) - - if targets is not None: - y = np.zeros((len(self.nodes), targets.shape[1]), dtype=np.int32) - for idx, t in zip(node_indices, targets): - y[idx] = t - - return FullBatchNodeSequence(self.features, self.A, y, node_mask) diff --git a/stellargraph/mapper/node_mappers.py b/stellargraph/mapper/node_mappers.py index 05a5e3209..8a3295f50 100644 --- a/stellargraph/mapper/node_mappers.py +++ b/stellargraph/mapper/node_mappers.py @@ -18,7 +18,12 @@ Mappers to provide input data for the graph models in layers. """ -__all__ = ["NodeSequence", "GraphSAGENodeGenerator", "HinSAGENodeGenerator"] +__all__ = [ + "NodeSequence", + "GraphSAGENodeGenerator", + "HinSAGENodeGenerator", + "FullBatchNodeGenerator", +] import operator from functools import reduce @@ -26,6 +31,7 @@ import numpy as np import itertools as it from keras.utils import Sequence +import networkx as nx from ..data.explorer import ( SampledBreadthFirstWalk, @@ -448,3 +454,87 @@ def flow_from_dataframe(self, node_targets): """ return NodeSequence(self, node_targets.index, node_targets.values) + + +class FullBatchNodeSequence(Sequence): + def __init__(self, features, A, targets=None, sample_weight=None): + # Check targets is iterable & has the correct length + if not is_real_iterable(targets) and targets is not None: + raise TypeError("Targets must be None or an iterable or numpy array ") + + self.features = features + self.A = A + self.targets = targets + self.sample_weight = sample_weight + + def __len__(self): + return 1 + + def __getitem__(self, index): + return [self.features, self.A], self.targets, self.sample_weight + + +class FullBatchNodeGenerator: + def __init__(self, G, name=None, func_opt=None, **kwargs): + if not isinstance(G, StellarGraphBase): + raise TypeError("Graph must be a StellarGraph object.") + + self.graph = G + self.name = name + + # Check if the graph has features + G.check_graph_for_ml() + + # Create sparse adjacency matrix + self.node_list = list(G.nodes()) + self.Aadj = nx.adjacency_matrix(G, nodelist=self.node_list) + + # We need a schema to check compatibility with GraphSAGE, GAT, GCN + self.schema = G.create_graph_schema(create_type_maps=True) + + # Check that there is only a single node type for GraphSAGE, or GAT, or GCN + if len(self.schema.node_types) > 1: + raise TypeError( + "{}: node generator requires graph with single node type; " + "a graph with multiple node types is passed. Stopping.".format( + type(self).__name__ + ) + ) + + # Get the features for the nodes + self.features = G.get_feature_for_nodes(self.node_list) + + if callable(func_opt): + self.features, self.Aadj = func_opt( + features=self.features, Aadj=self.Aadj, **kwargs + ) + + self.kwargs = kwargs + + def flow(self, node_ids, targets=None): + # Check targets is an iterable + if not is_real_iterable(targets) and not targets is None: + raise TypeError("Targets must be an iterable or None") + + # The list of indices of the target nodes in self.node_list + node_indices = np.array([self.node_list.index(n) for n in node_ids]) + node_mask = np.zeros(len(self.node_list), dtype=int) + node_mask[node_indices] = 1 + node_mask = np.ma.make_mask(node_mask) + + # Reshape targets to (number of nodes in self.graph, number of classes), and store in y + if targets is not None: + targets = np.array(targets) + if len(targets.shape) == 1: + c = 1 + else: + c = targets.shape[1] + + n = self.Aadj.shape[0] + y = np.zeros((n, c)) + for i, t in zip(node_indices, targets): + y[i] = t + else: + y = None + + return FullBatchNodeSequence(self.features, self.Aadj, y, node_mask) diff --git a/tests/layer/test_gcn.py b/tests/layer/test_gcn.py index 96d578ee0..3b96fcf65 100644 --- a/tests/layer/test_gcn.py +++ b/tests/layer/test_gcn.py @@ -21,7 +21,7 @@ """ from stellargraph.layer.gcn import * -from stellargraph.mapper.gcn_mappers import * +from stellargraph.mapper.node_mappers import FullBatchNodeGenerator from stellargraph.core.graph import StellarGraph import networkx as nx diff --git a/tests/mapper/test_node_mappers.py b/tests/mapper/test_node_mappers.py index 4d1487dbc..84cdb8b5f 100644 --- a/tests/mapper/test_node_mappers.py +++ b/tests/mapper/test_node_mappers.py @@ -21,7 +21,6 @@ """ from stellargraph.core.graph import * from stellargraph.mapper.node_mappers import * -from stellargraph.mapper import FullBatchNodeGenerator import networkx as nx import numpy as np @@ -570,11 +569,91 @@ def create_graph_features(): G = G.to_undirected() return G, np.array([[1, 1], [1, 0], [0, 1]]) + class Test_FullBatchNodeGenerator: """ Tests of FullBatchNodeGenerator class """ + n_feat = 4 + target_dim = 5 + + G = example_graph_3(feature_size=n_feat, n_nodes=6, n_isolates=1, n_edges=20) + N = len(G.nodes()) + + def test_generator_constructor(self): + generator = FullBatchNodeGenerator(self.G) + + assert generator.Aadj.shape == (self.N, self.N) + assert generator.features.shape == (self.N, self.n_feat) + + def test_generator_constructor_wrong_G_type(self): + with pytest.raises(TypeError): + generator = FullBatchNodeGenerator(nx.Graph(self.G)) + + def test_generator_constructor_hin(self): + feature_sizes = {"t1": 1, "t2": 1} + Ghin, nodes_type_1, nodes_type_2 = example_hin_3(feature_sizes) + with pytest.raises(TypeError): + generator = FullBatchNodeGenerator(Ghin) + + def test_generator_flow_notargets(self): + generator = FullBatchNodeGenerator(self.G) + node_ids = self.G.nodes() + gen = generator.flow(node_ids) + + assert len(gen) == 1 + assert gen.A.shape == (self.N, self.N) + assert gen.features.shape == (self.N, self.n_feat) + assert sum(gen.sample_weight) == len(node_ids) + assert gen.targets is None + + [X, A], y, sample_weights = gen.__getitem__(0) + assert np.array_equal(X, gen.features) # X should be equal to gen.features + assert (A != gen.A).nnz == 0 # A should be equal to gen.A + assert y is None + assert sum(sample_weights) == len(node_ids) + + def test_generator_flow_withtargets(self): + generator = FullBatchNodeGenerator(self.G) + node_ids = list(self.G.nodes())[:3] + node_targets = np.ones((len(node_ids), self.target_dim)) + gen = generator.flow(node_ids, node_targets) + + assert gen.A.shape == (self.N, self.N) + assert gen.features.shape == (self.N, self.n_feat) + assert sum(gen.sample_weight) == len(node_ids) + assert gen.targets.shape == (self.N, self.target_dim) + + [X, A], y, sample_weights = gen.__getitem__(0) + assert np.array_equal(X, gen.features) # X should be equal to gen.features + assert (A != gen.A).nnz == 0 # A should be equal to gen.A + + assert y.shape == (self.N, self.target_dim) + assert np.array_equal( + y[sample_weights, :], np.ones((len(node_ids), self.target_dim)) + ) + + assert sum(sample_weights) == len(node_ids) + + def test_generator_flow_targets_as_list(self): + generator = FullBatchNodeGenerator(self.G) + node_ids = list(self.G.nodes())[:3] + node_targets = [1] * len(node_ids) + gen = generator.flow(node_ids, node_targets) + assert gen.targets.shape == (self.N, 1) + + [X, A], y, sample_weights = gen.__getitem__(0) + assert y.shape == (self.N, 1) + assert sum(y) == len(node_ids) + + def test_generator_flow_targets_not_iterator(self): + generator = FullBatchNodeGenerator(self.G) + node_ids = list(self.G.nodes())[:3] + node_targets = 1 + with pytest.raises(TypeError): + generator.flow(node_ids, node_targets) + def test_fullbatch_generater_init_1(self): G, feats = create_graph_features() nodes = G.nodes() @@ -583,10 +662,10 @@ def test_fullbatch_generater_init_1(self): ) G = StellarGraph(G, node_type_name="node", node_features=node_features) - generator = FullBatchNodeGenerator(G, name='test', func_opt=None, key='value') - assert generator.name == 'test' + generator = FullBatchNodeGenerator(G, name="test", func_opt=None, key="value") + assert generator.name == "test" assert np.array_equal(feats, generator.features) - assert generator.kwargs['key'] == 'value' + assert generator.kwargs["key"] == "value" def test_fullbatch_generater_init_2(self): G, feats = create_graph_features() @@ -596,10 +675,10 @@ def test_fullbatch_generater_init_2(self): ) G = StellarGraph(G, node_type_name="node", node_features=node_features) - def func(features, A, **kwargs): - return features*features, A + def func(features, Aadj, **kwargs): + return features * features, Aadj - generator = FullBatchNodeGenerator(G, 'test', func, key='value') - assert generator.name == 'test' - assert np.array_equal(feats*feats, generator.features) - assert generator.kwargs['key'] == 'value' + generator = FullBatchNodeGenerator(G, "test", func, key="value") + assert generator.name == "test" + assert np.array_equal(feats * feats, generator.features) + assert generator.kwargs["key"] == "value" From 6997f1bc37d8fc867157e4b32ab4f0d9db08da39 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 25 Jan 2019 16:58:06 +1100 Subject: [PATCH 041/116] renamed .build_mlp to .apply_mlp --- stellargraph/layer/graphsage.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/stellargraph/layer/graphsage.py b/stellargraph/layer/graphsage.py index fea379d61..b5e188a29 100644 --- a/stellargraph/layer/graphsage.py +++ b/stellargraph/layer/graphsage.py @@ -128,9 +128,9 @@ def build(self, input_shape): super().build(input_shape) - def build_mlp(self, x, **kwargs): + def apply_mlp(self, x, **kwargs): """ - Create MLP on input self tensor, x[0] + Create MLP on input self tensor, x Args: x (List[Tensor]): Tensor giving the node features @@ -172,7 +172,7 @@ def call(self, x, **kwargs): x_self, x_neigh = x if self._build_mlp_only: - return self.build_mlp(x_self, **kwargs) + return self.apply_mlp(x_self, **kwargs) # Weight maxtrix multiplied by self features from_self = K.dot(x_self, self.w_self) @@ -458,7 +458,7 @@ def call(self, x, **kwargs): """ if self._build_mlp_only: - return self.build_mlp(x[0], **kwargs) + return self.apply_mlp(x[0], **kwargs) # Calculate features for self & neighbours xw_self = K.expand_dims(K.dot(x[0], self.w_self), axis=2) From 283c2c4f3e0e791bd45555c728c74d8bdbe1a6cf Mon Sep 17 00:00:00 2001 From: habiba-h Date: Tue, 29 Jan 2019 11:28:58 +1100 Subject: [PATCH 042/116] Updated the introduction and conclusion of the demo notebook to more precisely state the purpose of this exercise --- ...graph-node2vec-weighted-random-walks.ipynb | 114 ++++++++++++------ 1 file changed, 74 insertions(+), 40 deletions(-) diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb index c2140f403..0fefc9a6c 100644 --- a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb +++ b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb @@ -13,7 +13,16 @@ "source": [ "## Introduction\n", "\n", - "An example of node classification on a weighted homogeneous graph using the `Node2Vec` representation learning algorithm. The example uses components from the `stellargraph`, `Gensim`, and `scikit-learn` libraries.\n", + "This notebook illustrates how `Node2Vec` method can be applied to learn low dimensional node embeddings of an edge weighted graph through weighted biased random walks over the graph. \n", + "\n", + "Specifically, the notebook demonstrates:\n", + "1. Learning node embeddings using [Word2Vec](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf) algorithm applied to a set of weighted biased random walks performed over a graph.\n", + "2. Visualizing the node embeddings in 2-D using the [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) algorithm.\n", + "3. Demonstrating how the node embeddings calculated using Word2Vec can be used as feature vectors in a downstream task such as node classification. \n", + "4. Comparing node embeddings learnt from \"unweighted Node2Vec\" with \"weighted Node2Vec\" visually as well as in terms of accuracy of node classification task over the same underlying graph. \n", + "5. Lastly, performing a quick check of equivalency of weighted biased random walks to unweighted biased random walks when all edge weights are identically 1.\n", + "\n", + "The example uses components from the `stellargraph`, `Gensim`, and `scikit-learn` libraries.\n", "\n", "**Note:** For clarity of exposition, this notebook forgoes the use of standard machine learning practices such as `Node2Vec` parameter tuning, node feature standarization, data splitting that handles class imbalance, classifier selection, and classifier tuning to maximize predictive accuracy. We leave such improvements to the reader.\n", "\n", @@ -64,11 +73,7 @@ "### Dataset\n", "\n", "\n", - "The dataset is the citation network Cora.\n", - "\n", - "It can be downloaded by clicking [here](https://linqs-data.soe.ucsc.edu/public/lbc/cora.tgz)\n", - "\n", - "The following is the description of the dataset from the publisher,\n", + "The dataset is the citation network Cora. It can be downloaded by clicking [here](https://linqs-data.soe.ucsc.edu/public/lbc/cora.tgz). The following is the description of the dataset from the publisher:\n", "\n", "> The Cora dataset consists of 2708 scientific publications classified into one of seven classes. The citation network consists of 5429 links. Each publication in the dataset is described by a 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of 1433 unique words. The README file in the dataset provides more details. \n", "\n", @@ -130,7 +135,7 @@ "metadata": {}, "source": [ "### Add weights to the edges \n", - "For weighted random walks the edges in the Cora dataset should be weighted. One possibility is to weight each edge by the similarity of its end nodes. Here we assign the jaccard similarity of the features of the pair of nodes as the weight of edge." + "For weighted biased random walks the underlying graph should have weights over the edges. Since the links in the Cora dataset are unweighted, we need to synthetically add weights to the links in the graph. One possibility is to weight each edge by the similarity of its end nodes. Here we assign the jaccard similarity of the features of the pair of nodes as the weight of edge." ] }, { @@ -182,7 +187,7 @@ "outputs": [ { "data": { - "image/png": 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HDGeSJEkdMZxJkiR1xHAmSZLUEcOZJElSRwxnkiRJHTGcSZIkdcRwJkmS1BHDmSRJUkcMZ5IkSR0xnEmSJHXEcCZJktQRw5kkSVJHDGeSJEkdMZxJkiR1xHAmSZLUEcOZJElSRwxnkiRJHTGcSZIkdcRwJkmS1BHDmSRJUkcMZ5IkSR0xnEmSJHXEcCZJktQRw5kkSVJHDGeSJEkdMZxJkiR1xHAmSZLUkYnCWZKHTlI2tnyrJOcl+UqSS5P8bSvfPcm5SVYl+UCSLVr5lm1+VVu+Yv7NkSRJ2rhN2nP2fycsG/Vz4JFVdX9gb+DAJPsBrwJeU1X3BH4AHNnWPxL4QSt/TVtPkiRpSVm2toVJHgL8HrA8yQtGFm0LbLa2bauqgJvb7ObtUcAjgT9p5ccDxwBvAg5u0wAfBt6QJG0/kiRJS8JcPWdbAFszhLhtRh4/BJ40186TbJbkQuBa4FTgm8CNVXVrW+VqYOc2vTNwFUBbfhNwl/k0RpIkaWO31p6zqjoTODPJO6rqyvnuvKpuA/ZOsh1wAnDvdavmryU5CjgKYLfddlvf3UmSJHVlreFsxJZJjgNWjG5TVY+cZOOqujHJ6cBDgO2SLGu9Y7sA17TVrgF2Ba5Osgy4E3D9LPs6DjgOYOXKlR7ylCRJm5RJw9mHgH8D3gLcNskGSZYDt7RgdnvgjxgG+Z/OcEj0/cDhwMfbJie2+S+05Z9zvJkkSVpqJg1nt1bVm+a5752A45NsxjC27YNV9YkkXwXen+SVwAXAW9v6bwXelWQVcANw2DyfT5IkaaM3aTg7KcmfMYwb+/lMYVXdsKYNquoi4AGzlF8B7DtL+c+AJ09YH0mSpE3SpOHs8PbzxSNlBeyxYasjSZK0tE0Uzqpq92lXRJIkSROGsyTPnK28qt65YasjSZK0tE16WPNBI9NbAQcAXwYMZ5IkSRvQpIc1/2J0vl1U9v1TqZEkSdISNumNz8f9GHAcmiRJ0gY26ZizkxjOzoThhuf3AT44rUpJkiQtVZOOOfuXkelbgSur6uop1EeSJGlJm+iwZrsB+teBbYDtgV9Ms1KSJElL1UThLMmhwHkMV/A/FDg3yZOmWTFJkqSlaNLDmi8HHlRV18Kvbmr+WeDD06qYJEnSUjTp2Zq3mwlmzfXz2FaSJEkTmrTn7JQknwbe1+afApw8nSpJkiQtXWsNZ0nuCexYVS9O8t+A32+LvgC8Z9qVkyRJWmrm6jl7LfAygKr6KPBRgCS/25Y9fqq1kyRJWmLmGje2Y1VdPF7YylZMpUaSJElL2FzhbLu1LLv9hqyIJEmS5g5n5yd5znhhkmcDX5pOlSRJkpauucacPR84IcnT+HUYWwlsATxxmhWTJElaitYazqrqe8DvJXkE8Dut+JNV9bmp10ySJGkJmug6Z1V1OnD6lOsiSZK05HmVf0mSpI4YziRJkjpiOJMkSeqI4UySJKkjhjNJkqSOGM4kSZI6YjiTJEnqiOFMkiSpI4YzSZKkjhjOJEmSOmI4kyRJ6ojhTJIkqSOGM0mSpI4YziRJkjpiOJMkSeqI4UySJKkjhjNJkqSOGM4kSZI6YjiTJEnqiOFMkiSpI4YzSZKkjhjOJEmSOmI4kyRJ6ojhTJIkqSOGM0mSpI4YziRJkjpiOJMkSeqI4UySJKkjhjNJkqSOGM4kSZI6YjiTJEnqiOFMkiSpI4YzSZKkjhjOJEmSOmI4kyRJ6ojhTJIkqSOGM0mSpI4YziRJkjpiOJMkSeqI4UySJKkjhjNJkqSOGM4kSZI6YjiTJEnqiOFMkiSpI4YzSZKkjhjOJEmSOjK1cJZk1ySnJ/lqkkuT/FUrv3OSU5Nc3n5u38qT5PVJViW5KMkDp1U3SZKkXk2z5+xW4IVVtRewH3B0kr2AlwKnVdWewGltHuAxwJ7tcRTwpinWTZIkqUtTC2dV9Z2q+nKb/hHwNWBn4GDg+Lba8cAhbfpg4J01OAfYLslO06qfJElSjxZkzFmSFcADgHOBHavqO23Rd4Ed2/TOwFUjm13dyiRJkpaMqYezJFsDHwGeX1U/HF1WVQXUPPd3VJLzk5x/3XXXbcCaSpIkLb6phrMkmzMEs/dU1Udb8fdmDle2n9e28muAXUc236WVraaqjquqlVW1cvny5dOrvCRJ0iKY5tmaAd4KfK2qXj2y6ETg8DZ9OPDxkfJntrM29wNuGjn8KUmStCQsm+K+Hwo8A7g4yYWt7K+BY4EPJjkSuBI4tC07GTgIWAX8BDhiinWTJEnq0tTCWVX9B5A1LD5glvULOHpa9ZEkSdoYeIcASZKkjhjOJEmSOmI4kyRJ6ojhTJIkqSOGM0mSpI4YziRJkjpiOJMkSeqI4UySJKkjhjNJkqSOGM4kSZI6YjiTJEnqiOFMkiSpI4YzSZKkjhjOJEmSOmI4kyRJ6ojhTJIkqSOGM0mSpI4YziRJkjpiOJMkSeqI4UySJKkjhjNJkqSOGM4kSZI6YjiTJEnqiOFMkiSpI4YzSZKkjhjOJEmSOmI4kyRJ6ojhTJIkqSOGM0mSpI4YziRJkjpiOJMkSeqI4UySJKkjhjNJkqSOGM4kSZI6YjiTJEnqiOFMkiSpI4YzSZKkjhjOJEmSOmI4kyRJ6ojhTJIkqSOGM0mSpI4YziRJkjpiOJMkSeqI4UySJKkjhjNJkqSOGM4kSZI6YjiTJEnqiOFMkiSpI4YzSZKkjhjOJEmSOmI4kyRJ6ojhTJIkqSOGM0mSpI4YziRJkjpiOJMkSeqI4UySJKkjhjNJkqSOGM4kSZI6YjiTJEnqiOFMkiSpI8sWuwJad8mvp6sWrx6SJGnDsedMkiSpI4YzSZKkjhjOJEmSOmI4kyRJ6ojhTJIkqSOGs04kq599KUmSlqaphbMkb0tybZJLRsrunOTUJJe3n9u38iR5fZJVSS5K8sBp1UuSJKln0+w5ewdw4FjZS4HTqmpP4LQ2D/AYYM/2OAp40xTrJUmS1K2phbOqOgu4Yaz4YOD4Nn08cMhI+TtrcA6wXZKdplU3SZKkXi30mLMdq+o7bfq7wI5temfgqpH1rm5lvyHJUUnOT3L+ddddN72aSpIkLYJFOyGgqgqY902Hquq4qlpZVSuXL18+hZpJkiQtnoUOZ9+bOVzZfl7byq8Bdh1Zb5dWJkmStKQsdDg7ETi8TR8OfHyk/JntrM39gJtGDn9KkiQtGcumteMk7wMeDuyQ5GrgFcCxwAeTHAlcCRzaVj8ZOAhYBfwEOGJa9ZIkSerZ1MJZVT11DYsOmGXdAo6eVl0kSZI2Ft4hoDPeJUCSpKXNcCZJktQRw5kkSVJHDGeSJEkdMZxJkiR1xHAmSZLUEcNZh9b1jM3Esz0lSdrYGc4kSZI6YjjbRNhjJknSpmFqdwjQ4hoNa1WTrTvXepIkafrsOZMkSeqI4UySJKkjhjNJkqSOOOZskTmQX5IkjbLnTJIkqSP2nG2EFrK3zTM5JUlaWPacSZIkdcRwtkR5qydJkvpkONvIrE+gMpBJktQ/w5kkSVJHDGeboPn0jtmTJklSXwxnWnAeXpUkac0MZ50yvEiStDQZziRJkjriRWinYLTXaylcvNUL1UqStOHYcyZJktQRw5kkSVJHDGeSJEkdMZxJkiR1xBMCFsliXirDy3RIktQve86mzCAkSZLmw3Cm1Xj1fkmSFpfhTJIkqSOGM0mSpI4YziRJkjri2ZodG70tkuPAJElaGgxnC6j3gDXf+vXeHkmSNkaGsyVgUwtRS+3G8pKkpcVwpnnb1MKeJEk98YQASZKkjhjONrBNtVfJi9NKkrQwDGeSJEkdccyZZmUvmSRJi8Nwpq54JqYkaanzsKYkSVJHDGeSJEkdMZxtBBz/JUnS0uGYM20wo/cCHZ0fLZMkSWtnONMGZ0+fJEnrzsOampelFLy88K4kaTEYzrQgDDmSJE3Gw5rqguFNkqSBPWcLxPAhSZImYThbAAYzSZI0KcOZJElSRxxzpgUz3x7E8eukrev2XmNNkrQxsedMi8ZLVUiS9JsMZ5IkSR0xnGmTZw+dJGlj4pgzbdS8f6ckaVNjz5kkSVJH7DnTJmOhe9HstZMkTYM9Z5IkSR0xnGmjsKEG9HtygCSpdx7W1KJbjLDkIUlJUq/sOduA7JHp25ren0nft3XtdZtru5nl6/r5mUZv4FLuYVzKbZfUh67CWZIDk3wjyaokL13s+mjjNY2wMg1rC4yGBElamroJZ0k2A94IPAbYC3hqkr0Wt1bSZEbD1PhjtnXm2tfa9r+h6rohGSYlacPpJpwB+wKrquqKqvoF8H7g4EWuk5aINQWqta07rXpsqP1MOyzN9zmmfXh3fZ9fk/F1XFj+47M09XRCwM7AVSPzVwMPXqS6SFM1ny/a8XWTDXcSwyT1WJ+xcBtin+Prrq3tk5zoMbPO+ryGk9ZpQ9dndN35tmO8LrO9B+tax7W9Hhvy9Z7Zx7q8Zutah/XZfq5t5/PZXtM2o9tO47VeLLN91mfmp/E809j3+ugpnE0kyVHAUW325iTfWKCn3iHh+wv0XIthB7B9M8YPR/Zmljqt8fO5PidCrOsJEOu7z9naR3v/5tNTN83l8113jnXm9f2yvp/Pdf1MTPq88/l8zsds/6isz/br+/wj5vx+2RC/b5O+5htq+MOIRfv7sL7v+YR2AL6/QN/1d59kpZ7C2TXAriPzu7Sy1VTVccBxC1WpGUnOr6qVC/28C8X2bdxs38bN9m3cbN/Grcf29TTm7IvAnkl2T7IFcBhw4iLXSZIkaUF103NWVbcm+XPg08BmwNuq6tJFrpYkSdKC6iacAVTVycDJi12PNVjwQ6kLzPZt3Gzfxs32bdxs38atu/alejo9QZIkaYnracyZJEnSkrckw9lct4lKsmWSD7Tl5yZZMbLsZa38G0kePek+F9IE7ds/yZeT3JrkSWPLTklyY5JPjJX/edtfJdlh2m1Ymwna94IkX01yUZLTkty9le+d5AtJLm3LnjKyzXvaPi9J8rYkmy9km8bqP1f7npvk4iQXJvmPmTtpJNm3lV2Y5CtJntjKt0pyXiu7NMnfLnSbxk36+5Lkj9tnbuVY+W5Jbk7yorHyzZJcMP75XUgTvH/PSnLdyHv17JFlt42UnzhSniT/kOSyJF9L8pcL1Z7ZTPL+JTm0/R5emuS9I+W7JflMa8dXZ75fk5w90vZvJ/nYwrRm1rrP9R6+ZqSulyW5sZU/YqT8wiQ/S3JIW3ZA+96d+b2950K3a6T+c7VvtySnt9+li5Ic1Mo3T3J8+/75WpKXjWzzV+3789Ikz1/I9ozV/W1Jrk1yyRqWJ8nrW9svSvLAkWWHJ7m8PQ4fKd+ntXlV23b6F92oqiX1YDjZ4JvAHsAWwFeAvcbW+TPg39r0YcAH2vRebf0tgd3bfjabZJ+dtW8FcD/gncCTxpYdADwe+MRY+QPadt8Cduj8/XsEcIc2/byR9+9ewJ5t+m7Ad4Dt2vxBQNrjfcDzOm7ftiPTTwBOadN3AJa16Z2AaxnGlQbYupVvDpwL7Nfze9jW2wY4CzgHWDm27MPAh4AXjZW/AHjv+Oe3p7YBzwLesIbtb15D+RHt9/V2bf6uPb9/wJ7ABcD24/UFzgD+qE1vPfO7Orb9R4Bn9tq+sfX/guEEtvHyOwM3jHwXXQbcp03/GfCOXtvHMAbreW16L+BbbfpPgPe36Tsw/D1YAfwOcMnMdxDwWeCei9S+/YEHApesYflBwKfa9+J+wLkj79cV7ef2bXrm83teWzdt28dMux1LsedskttEHQwc36Y/DBzQkvLBDB/Mn1fVfwGr2v56uvXUnHWpqm9V1UXAL8c3rqrTgB/NUn5BVX1rOlWel0nad3pV/aTNnsNwzTyq6rKqurxNf5shvCxv8ydXw/CLuMuCtOY3TdK+H47M3hGoVv6Tqrq1lW81Ul5VdXMr37w9FnOw6aS/L38PvAr42Whh64n4L+DSsfJdgMcCb5lGpSc0re+C5wF/V1W/BKiqazfAPtfVJG18DvDGqvoB/Lq+rZd3WVWd2spvHvldpa2zLfBIYLF6zub7Hj6V4R+6cU8CPjXSvgK2bdN3Ar69geo7X5O0b011LeCOSZYBtwd+AfwQuA9DyJn5DjoT+G/TbcYzmsjkAAAJeUlEQVTsquoshlC8JgcD72zfi+cA2yXZCXg0cGpV3dA+t6cCB7Zl21bVOe3vwzuBQ6bcjCUZzma7TdTOa1qnfdBuAu6ylm0n2edC6aku0zDf9h3J8J/OapLsy/Bf4zfHyjcHngGcst41XTcTtS/J0Um+CfwT8Jcj5Q9OcilwMfDcmbDWDvddyBBIT62qc6fYhrnM2cZ2qGHXqvrkWPnWwP8EZjs0+1rgJczyT8cCmvTz+cftkMqHk4xefHurJOcnOWfmcFhzD+Apbdmnkuw5hbpPapI23gu4V5LPt7YcOFJ+Y5KPtkNm/5xks7FtDwFOG/snZCFN/B2TYcjE7sDnZll8GKuHtmcDJye5muE75tgNUtv5m6R9xwBPb3U9maF3EIbOih8zHHX4f8C/VNUNDL1mD0tylyR3YOid2pU+zffv+M5terx8qpZiONMSkeTpwErgn8fKdwLeBRwx0xMx4l+Bs6rq7IWp5bqpqjdW1T0Ygsr/Gik/t6ruCzwIeFmSrVr5bVW1N0OP4L5Jfmcx6j2JJLcDXg28cJbFxwCvGekJnNnmccC1VfWl6ddwvZ0ErKiq+zH8d378yLK713Cl8j8BXpvkHq18S+BnbdmbgbctZIXXwTKGQ5sPZ+hZenOS7Vr5w4AXMXxG92A4zDtqTT1RPToM+HBV3TZa2L5jfpfhup0z/gdwUFXtAryd4TPeq6cyHHbdhSFovav9Xu4L3MYwLGR34IVJ9qiqrzH0cn+G4R/bC9t6WkdLMZxNcpuoX63Tum/vBFy/lm0nuvXUAumpLtMwUfuS/CHwcuAJVfXzkfJtgU8CL29d2qPbvILhMOcLplDvSc33/Xs/s3Sxty/LmxnGgoyW3wicDhw4vs0CmquN2zDU+4wk32IY63FihpMCHgz8Uyt/PvDXGS5e/VDgCa38/cAjk7x7yu2YzZzvX1VdP/KZfAuwz8iya9rPKxjGZj2gLboa+GibPoFhzOhimeQzejVwYlXd0oaAXMYQ1q4GLmyH1G5lOHQ5OiB7B4YA8EkWz3x+B8d7x2YcCpxQVbcAJFkO3H+kx/oDwO9tmOrO2yTtOxL4IEBVfYFhmMQODP80nNLe12uBzzP8A0xVvbWq9qmq/YEfMLznPZrv3/FrWH2Yy8L8TV2fAWsb44PhP7crGFL/zGDI+46tczSrnxDwwTZ9X1Y/IeAKhsGVc+6zp/aNrPsOxk4IaOUPZw0Dqln8EwImef8ewHC4cs+x8i2A04Dnz7LfZwP/Cdx+I/h87jky/Xjg/Da9O78+IeDuDONEdmAInDMnPtweOBt4XM9tHFv/DMZOCGjlxzB2QsBcn98e2gbsNDL9ROCcNr09sGWb3gG4nDZQm+EQ2J+OtO+LPb9/DOH/+JG2XMUwNGSztv7ytuztwNEj2z13Zrue29fWu3f7Pswsy84BHjG2z+8D92rzRwIf6bV9DENBntWm79O+S8LQU//2Vn5H4KvA/dr8XdvP3YCvz3znLFIbV7DmEwIey+onBJzXyu/MMJZ1+/b4L+DObdn4CQEHTb0Ni/XiLeaDoZv2MoY/4C9vZX/H0MsCw38JH2IY8H8esMfIti9v232DkTM2Zttnx+17EMN/sD9m6BG8dGTbs4HrgJ+2dR7dyv+yzd/aflHf0nH7Pgt8j6Fr/UKG/+ABng7cMlJ+IbB3W3Zr299M+d903L7XMQyGv5ChF+y+rfwZI+VfBg5p5fdjOHPuIoaxIYvWtknbOLbuGWwk4WzC9+8f2/v0lfb+3buV/x7DWMGvtJ9HjuxzO4bepIuBLzD0wnT7/jH8EXs1wx/vi4HDRrb9o/ZZvJjhH8Qtxt7rAzeGz2f7/B07y7YrGHpWbjdW/sSR9/cMRv6u9NY+hjM0P9/qeiHwqFa+NcPfxkvbe/vikX2e3cq+AhywiG17H8OYuFsY/mYdyRD6nzvy2Xxja/vFo98twJ8y/N1fxTDsZaZ8JcN35zeBNzBLIN/QD+8QIEmS1JGlOOZMkiSpW4YzSZKkjhjOJEmSOmI4kyRJ6ojhTJIkqSOGM0kbpSTPSvKGRa7D37ULHq9tnWOSvGiW8u2S/Nn0aidpY2U4k6R1VFV/U1WfXcfNtwMMZ5J+g+FMUneSPD3JeUkuTPLvMzfHTnJEksuSnMdwy6aZ9e/RbrB9cZJXJrl5ZNmLk3yx3Wj8N26YnuTJSV7dpv8qyRVteo8kn2/T+yQ5M8mXkny63TuRJO9I8qQ2fVCSr7d1Xp/kEyNPs1eSM5JckWTmRvXHAvdobfznJDslOavNX5LkYRvyNZW08TCcSepKkvsATwEeWsPN2m8DntYC0d8yhLLfZ7iK+YzXAa+rqt9luCr4zL4exXBPx32BvYF9kuw/9pRnM9yMm/bz+iQ7t+mzkmwO/F+GW53tw3DT8X8Yq/NWwL8z3DVkH4ZbZo26N/DoVo9XtH2+FPhmVe1dVS9muG/hp1ub789wZXZJS9Cyxa6AJI05gOFm4F9MAsP9QK9luOn5GVV1HUCSDwD3ats8hF/fAP69wL+06Ue1xwVtfmuGsHbWzJNV1XeTbJ1kG4YbH78X2J8hnH0U+G2GG7Gf2uqzGcPtYUbdG7iihpt8w3ALmaNGln+yhpud/zzJtcCOs7T7i8DbWnD7WFUZzqQlynAmqTdhuPn1y1YrTA5Zw/pz7esfq+rf51jvP4EjGO6ZezbDPfYeAryQ4UbOl1bVQ9bh+Wf8fGT6Nmb57q2qs1qv3mOBdyR5dVW9cz2eU9JGysOaknpzGvCkJHcFSHLnJHcHzgX+IMldWu/Sk0e2OQf44zZ92Ej5p4E/TbJ129fOM/sdczbwIoYetQuARwA/r6qbGALb8iQPafvYPMl9x7b/BrBHkhVt/ikTtPNHwDYzM62N36uqNwNvAR44wT4kbYLsOZPUlar6apL/BXwmye2AW4Cjq+qcJMcAXwBuZPUxWc8H3p3k5cApwE1tX59pY9i+0A5J3gw8neEw6aizGQ5pnlVVtyW5Cvh628cv2qD/1ye5E8P35muBS0fq/NN2WYxTkvyY4RDlXO28Psnnk1wCfAq4BHhxkltaPZ854UsmaROTqlrsOkjSeklyB+CnVVVJDgOeWlUHL3Adtq6qmzOkwDcCl1fVaxayDpI2DfacSdoU7AO8oQWjGxnGjC205yQ5HNiC4dDoXOPcJGlW9pxJkiR1xBMCJEmSOmI4kyRJ6ojhTJIkqSOGM0mSpI4YziRJkjpiOJMkSerI/wdNacV+mHqn0AAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -211,15 +216,22 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above distribution of edge weights illustrates that majority of linked nodes are insignificantly similar in terms of their attributes." + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Node2Vec algorithm\n", "\n", - "The Node2Vec algorithm is a method for learning continuous feature respresentations for nodes in networks [1]. This approach can simply be described as a mapping of nodes to a low dimensional space of features that maximizes the likelihood of preservering neighborhood of nodes. This approach is not tied to a fixed definition of neighborhood of a node but can be used in conjunction with different notions of the neighborhood of a node, such as, homophily and structural equivalence, among other concepts. The algorithm efficiently explores diverse neighborhoods of nodes through a biased random walk procedure that is parametrized to incoporate distint concepts of the neighborhood of a node. \n", + "The Node2Vec algorithm is a method for learning continuous feature respresentations for nodes in networks [1]. This approach can simply be described as a mapping of nodes to a low dimensional space of features that maximizes the likelihood of preservering neighborhood sgrtucture of the nodes. This approach is not tied to a fixed definition of neighborhood of a node but can be used in conjunction with different notions of node neighborhood, such as, homophily or structural equivalence, among other concepts. The algorithm efficiently explores diverse neighborhoods of nodes through a biased random walk procedure that is parametrized to emulate a specific concept of the neighborhood of a node. \n", "\n", - "Once a pre-defined number of walks have been sampled, the low dimension embedding vectors of nodes can be learnt using `Word2vec` algorithm [2]. We use the Word2Vec implementation in the free Python library `Gensim` [3] to learn representations for each node in the graph." + "Once a pre-defined number of walks, of fixed lengths, have been sampled, the low dimension embedding vectors of nodes can be learnt using `Word2vec` algorithm [2]. We use the Word2Vec implementation in the free Python library `Gensim` [3] to learn representations for each node in the graph." ] }, { @@ -228,7 +240,7 @@ "source": [ "## Corpus generation using random walks\n", "\n", - "The stellargraph library provides an implementation of random walks that can be unweighted or weighted as required by Node2Vec. The random walks have a pre-defined fixed maximum length and are controlled by two parameters `p` and `q` for unweighted graphs and `p`, `q`, and `weight` when the graph is weighted and weighted random walks are intended. See [1] for a detailed description of these parameters. " + "The stellargraph library provides an implementation of random walks that can be unweighted or weighted as required by Node2Vec. The random walks have a pre-defined fixed maximum length and are controlled by three parameters `p`, `q`, and `weight`. By default, the weight over the edges is assumed to be 1. See [1] for a detailed description of these parameters. " ] }, { @@ -252,7 +264,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The next step is to sample a set of random walks of pre-defined length starting from each node of the graph. Parameters `p`, `q`, and `weighted` influence the type of random walks in the procedure. In this demo, we are going to start 10 random walks from each node in the graph with a length up to 100. We set parameter `p` to 0.5 and `q` to 2.0 and the weight parameter set to True. The `run` method in the random walk will check if the weights are available and resolve any other ambiguity, such as, whether the weights are numeric and their is no ambiguity of edge traversal (multiple edges with different weights between the same pair of nodes)." + "The next step is to sample a set of random walks of pre-defined length starting from each node of the graph. Parameters `p`, `q`, and `weighted` influence the type of random walks in the procedure. In this demo, we are going to start 10 random walks from each node in the graph with a length up to 100. We set parameter `p` to 0.5 and `q` to 2.0 and the weight parameter set to True. The `run` method in the random walk will check if the weights over the edges are available and resolve other issues, such as, whether the weights are numeric and that their is no ambiguity of edge traversal (i.e. each pair of node is connected by a unique mnumerically weighted edge)." ] }, { @@ -274,8 +286,8 @@ " n=10, # number of random walks per root node \n", " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = True,\n", - " seed=42\n", + " weighted = True, #for weighted random walks\n", + " seed=42 # random seed fixed for reproducibility\n", " )\n", "print(\"Number of random walks: {}\".format(len(weighted_walks)))" ] @@ -286,7 +298,7 @@ "source": [ "### Representation Learning using Word2Vec\n", "\n", - "Once we have a sample set of walks per node, we learn the low-dimensional embedding of nodes using Word2Vec approach.\n", + "Once we have a sample set of walks, we learn the low-dimensional embedding of nodes using Word2Vec approach.\n", "We set the dimensionality of the learned embedding vectors to 128 as in [1]." ] }, @@ -358,7 +370,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Plot the embeddings generated from weighted random walks." + "### Plot the embeddings generated from weighted random walks" ] }, { @@ -368,7 +380,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -398,7 +410,7 @@ "source": [ "### Downstream task\n", "\n", - "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node classification. Here we give an example of training a logistic regression classifier using the node embeddings learnt above." + "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node classification. Here we give an example of training a logistic regression classifier using the node embeddings, learnt above, as features." ] }, { @@ -417,9 +429,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Data Splitting\n", - "\n", - "We split the data into train and test sets. We use 75% of the data for training and the remaining 25% for testing as a hold out test set." + "#### Train and Test split\n", + "We use 75% of the data for training and the remaining 25% for testing as a hold out test set." ] }, { @@ -514,7 +525,7 @@ { "data": { "text/plain": [ - "0.8215434083601286" + "0.8135048231511254" ] }, "execution_count": 18, @@ -530,16 +541,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Comparison to unnweighted random walks" + "### Comparison to weighted and unnweighted biased random walks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Lets compare weighted random walks with unweighted random walks. This requires just toggling the weight parameter to False in the `run` method of the BiasedRandomWalk. Note, the weight parameter is by default set to False. \n", + "Lets compare weighted random walks with unweighted random walks. This simply requires toggling the weight parameter to False in the `run` method of the BiasedRandomWalk. Note, the weight parameter is by default set to False, hence, not specifying the weight parameter would result in the same action. \n", "\n", - "#### Step 1: unweighted walks" + "#### Step 1: performing unweighted walks" ] }, { @@ -561,8 +572,8 @@ " n=10, # number of random walks per root node \n", " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = False,\n", - " seed=42\n", + " weighted = False, # since we are interested in unweighted walks\n", + " seed=42 # for reproducibility\n", " )\n", "print(\"Number of random walks: {}\".format(len(walks)))" ] @@ -571,7 +582,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Step 2: node embeddings" + "#### Step 2: learning node embeddings" ] }, { @@ -597,7 +608,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -630,6 +641,13 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Visual comparison of node embedding plots for weighted and unweighted random walks illustrates the differences betweem the two." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -710,7 +728,7 @@ { "data": { "text/plain": [ - "0.842443729903537" + "0.8472668810289389" ] }, "execution_count": 25, @@ -722,6 +740,13 @@ "accuracy_score(y_test, y_pred)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Generally, the node embeddings extracted from unweighted random walks are more representative of the underlying community structure of the `Cora` dataset than the embeddings learnt from weighted random walks over the artificially weighted Cora network. " + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -733,6 +758,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "Lastly, we perform a quick check of whether weighted biased random walks are identical to unweighted biased random walks when weights over the edges are identically 1. \n", + "\n", "First, set weights of all edges in the graph to 1." ] }, @@ -750,7 +777,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Plot the weight distribution just to check if all weights are 1." + "Quick check to confirm if all edge weights are actually 1." ] }, { @@ -760,7 +787,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -831,8 +858,8 @@ " n=10, # number of random walks per root node \n", " p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n", " q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n", - " weighted = True, #Flag that indicates whether the walks are weighted\n", - " seed=42,\n", + " weighted = True, # indicates the walks are weighted\n", + " seed=42, # seed fixed for reproducibility\n", " )\n", "print(\"Number of random walks: {}\".format(len(weighted_walks)))" ] @@ -883,7 +910,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -920,7 +947,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Compare classification of nodes through logistic regression on embeddings learnt from weighted (weight = 1) walks to that of unweighted walks demonstrated above. " + "#### Comparing the accuracy of node classification for weighted (weight ==1) and unweighted random walks.\n", + "\n", + "Compare classification of nodes through logistic regression on embeddings learnt from weighted (weight == 1) walks to that of unweighted walks demonstrated above. " ] }, { @@ -996,7 +1025,7 @@ { "data": { "text/plain": [ - "0.842443729903537" + "0.8472668810289389" ] }, "execution_count": 36, @@ -1028,15 +1057,20 @@ "np.array_equal(weighted_node_embeddings, node_embeddings)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The weighted random walks with weight == 1 are identical to unweighted random walks. Moreover, the embeddings learnt over the two kinds of walks are identical as well." + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Conclusion:** \n", "\n", - "This above example of application of weighted random walks on the CORA dataset demonstrates the following:\n", - "1. Weighted biased random walks are identical to unweighted biased random walks when all edge weights are equal to 1. \n", - "2. The embeddings learnt from both unweighted and weighted (weights = 1) walks are identical if workers=1 in Word2Vec procedure. Note, when multiple workers are used (e.g., workers=2), the embeddings are NOT identical even with the random seed is fixed. Also a side note, that in Word2Vec the random seed/state is set to 1 by default. " + "The above demo of application of Node2Vec method on the CORA dataset using weighted biased random walks demonstrates, weighted biased random walks produce inherently different node embeddings from the embeddings learnt through unweighted random walks over the same graph, as illustrated by t-SNE visualization of the two as well as comparison of performance over node classification. These differences illustrate that (realistic) weights on the edges of a graph can be leveraged to learn more accurate representation of nodes in low dimensional feature space." ] } ], From fdbc1d105fab1d8a277c59eac656ad63f4636564 Mon Sep 17 00:00:00 2001 From: habiba-h Date: Tue, 29 Jan 2019 11:31:28 +1100 Subject: [PATCH 043/116] Updated the introduction and conclusion of the demo notebook to more precisely state the purpose of this exercise --- .../stellargraph-node2vec-weighted-random-walks.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb index 0fefc9a6c..cc6bc0398 100644 --- a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb +++ b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb @@ -1068,7 +1068,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Conclusion:** \n", + "## Conclusion: \n", "\n", "The above demo of application of Node2Vec method on the CORA dataset using weighted biased random walks demonstrates, weighted biased random walks produce inherently different node embeddings from the embeddings learnt through unweighted random walks over the same graph, as illustrated by t-SNE visualization of the two as well as comparison of performance over node classification. These differences illustrate that (realistic) weights on the edges of a graph can be leveraged to learn more accurate representation of nodes in low dimensional feature space." ] From 98030d10dda03f1cec1ef2364589d4fb7dab6597 Mon Sep 17 00:00:00 2001 From: habiba-h Date: Wed, 30 Jan 2019 08:54:17 +1100 Subject: [PATCH 044/116] Updated the introduction and conclusion of the demo notebook to more precisely state the purpose of weighted random walk functionality. --- .../stellargraph-node2vec-weighted-random-walks.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb index cc6bc0398..3565d9f38 100644 --- a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb +++ b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb @@ -13,7 +13,7 @@ "source": [ "## Introduction\n", "\n", - "This notebook illustrates how `Node2Vec` method can be applied to learn low dimensional node embeddings of an edge weighted graph through weighted biased random walks over the graph. \n", + "This notebook illustrates how `Node2Vec` method can be applied to learn low dimensional node embeddings of an edge weighted graph through __weighted biased random walks__ over the graph. \n", "\n", "Specifically, the notebook demonstrates:\n", "1. Learning node embeddings using [Word2Vec](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf) algorithm applied to a set of weighted biased random walks performed over a graph.\n", From 4cfbc732307b86ce8309346a64111db1f0c3a605 Mon Sep 17 00:00:00 2001 From: habiba-h Date: Wed, 30 Jan 2019 09:33:17 +1100 Subject: [PATCH 045/116] black reformatting --- stellargraph/data/explorer.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stellargraph/data/explorer.py b/stellargraph/data/explorer.py index a3982ad1d..867c6f1a4 100644 --- a/stellargraph/data/explorer.py +++ b/stellargraph/data/explorer.py @@ -377,7 +377,7 @@ def transition_probability( edge_weight_label ) else: - weight_cn = 1. + weight_cn = 1.0 if nn == previous_node: # d_tx = 0 return ip * weight_cn From 9132bcf145adde1142d68ae3a8ab97a18f9f1443 Mon Sep 17 00:00:00 2001 From: habiba-h Date: Wed, 30 Jan 2019 09:48:37 +1100 Subject: [PATCH 046/116] black reformatting --- .../stellargraph-node2vec-weighted-random-walks.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb index 3565d9f38..0caaaeac5 100644 --- a/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb +++ b/demos/node-classification-node2vec/stellargraph-node2vec-weighted-random-walks.ipynb @@ -13,7 +13,7 @@ "source": [ "## Introduction\n", "\n", - "This notebook illustrates how `Node2Vec` method can be applied to learn low dimensional node embeddings of an edge weighted graph through __weighted biased random walks__ over the graph. \n", + "This notebook illustrates how `Node2Vec` method can be applied to learn low dimensional node embeddings of an edge weighted graph through *__weighted biased random walks__* over the graph. \n", "\n", "Specifically, the notebook demonstrates:\n", "1. Learning node embeddings using [Word2Vec](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf) algorithm applied to a set of weighted biased random walks performed over a graph.\n", From c51e0a1395e55c27fa4f627d6b6fe5527bb8c3b1 Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Wed, 30 Jan 2019 11:16:16 +1100 Subject: [PATCH 047/116] Added gcn descriptions in README --- README.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/README.md b/README.md index 02c26b20b..fba0df5a7 100644 --- a/README.md +++ b/README.md @@ -160,6 +160,8 @@ The StellarGraph library currently includes the following algorithms for graph m downstream machine learning models to solve tasks such as node classification, link prediction, etc, for heterogeneous networks. +* Graph Convolutional Networks (GCN) [4] + - An implementation supports representation learning, node classification for homogeneous graphs. ## Getting Help @@ -187,3 +189,7 @@ Knowledge Discovery and Data Mining (KDD), 2016. ([link](https://snap.stanford.e 3. Metapath2Vec: Scalable Representation Learning for Heterogeneous Networks. Yuxiao Dong, Nitesh V. Chawla, and Ananthram Swami. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 135–144, 2017 ([link](https://ericdongyx.github.io/metapath2vec/m2v.html)) + +4. Graph Convolutional Networks (GCN): Semi-Supervised Classification with Graph Convolutional Networks. Thomas N. Kipf, Max Welling. +International Conference on Learning Representations (ICLR), 2017 +([link](https://github.com/tkipf/gcn)) From d9107735c539e603f4ea98fe800c78ba1db948d3 Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Wed, 30 Jan 2019 17:30:25 +1100 Subject: [PATCH 048/116] Updated README and docstrings to improve aggregator documentation --- README.md | 3 ++- docs/api.txt | 2 +- stellargraph/layer/__init__.py | 3 +-- stellargraph/layer/graphsage.py | 11 ++++++++++- stellargraph/layer/hinsage.py | 8 ++++---- stellargraph/layer/link_inference.py | 2 +- 6 files changed, 19 insertions(+), 10 deletions(-) diff --git a/README.md b/README.md index 02c26b20b..e6d00f36f 100644 --- a/README.md +++ b/README.md @@ -136,7 +136,8 @@ The StellarGraph library currently includes the following algorithms for graph m * GraphSAGE [1] - Supports representation learning, node classification/regression, and link prediction for homogeneous networks. - The current implementation supports mean aggregation of neighbour nodes only. + The current implementation supports multiple aggregation methods, including mean, maxpool, meanpool, and + attentional aggregators. * HinSAGE - Extension of GraphSAGE algorithm to heterogeneous networks. diff --git a/docs/api.txt b/docs/api.txt index 6c11891cf..f6298b16c 100644 --- a/docs/api.txt +++ b/docs/api.txt @@ -19,7 +19,7 @@ Layers ------------ .. automodule:: stellargraph.layer - :members: GraphSAGE, MeanAggregator, HinSAGE, MeanHinAggregator, link_inference, link_classification, link_regression + :members: GraphSAGE, MeanAggregator, MeanPoolingAggregator, MaxPoolingAggregator, AttentionalAggregator, HinSAGE, MeanHinAggregator, link_inference, link_classification, link_regression Generators ----------- diff --git a/stellargraph/layer/__init__.py b/stellargraph/layer/__init__.py index f0134a440..6b1c8564c 100644 --- a/stellargraph/layer/__init__.py +++ b/stellargraph/layer/__init__.py @@ -6,7 +6,7 @@ # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # -# http://www.apache.org/licenses/LICENSE-2.0 +# http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, @@ -17,7 +17,6 @@ """ The layer package contains implementations of popular neural network layers for graph ML as Keras layers - """ # __all__ = ["graphsage", "hinsage", "link_inference"] diff --git a/stellargraph/layer/graphsage.py b/stellargraph/layer/graphsage.py index fea379d61..d4e1e7ecd 100644 --- a/stellargraph/layer/graphsage.py +++ b/stellargraph/layer/graphsage.py @@ -492,7 +492,16 @@ def call(self, x, **kwargs): class GraphSAGE: """ - Implementation of the GraphSAGE algorithm with Keras layers. + Implementation of the GraphSAGE algorithm of Hamilton et al. with Keras layers. + see: http://snap.stanford.edu/graphsage/ + + The model minimally requires specification of the layer sizes as a list of ints + corresponding to the feature dimensions for each hidden layer and a generator object. + + Different aggregators can also be specified with the `aggregator` argument, which + should be the aggregator class, either :class:`MeanAggregator`, + :class:`MeanPoolingAggregator`, :class:`MaxPoolingAggregator`, + or :class:`AttentionalAggregator`. Args: layer_sizes (list): Hidden feature dimensions for each layer diff --git a/stellargraph/layer/hinsage.py b/stellargraph/layer/hinsage.py index 20462d8fe..55dedcdcc 100644 --- a/stellargraph/layer/hinsage.py +++ b/stellargraph/layer/hinsage.py @@ -46,7 +46,7 @@ def __init__( output_dim: int = 0, bias: bool = False, act: Union[Callable, AnyStr] = "relu", - **kwargs, + **kwargs ): self.output_dim = output_dim assert output_dim % 2 == 0 @@ -122,9 +122,9 @@ def call(self, x, **kwargs): Args: x: List of Keras Tensors - x[0] = tensor of self features shape (n_batch, n_head, n_feat) - x[1+r] = tensors of neighbour features each of shape - (n_batch, n_head, n_neighbour[r], n_feat[r]) + x[0] = tensor of self features shape (n_batch, n_head, n_feat) + x[1+r] = tensors of neighbour features each of shape + (n_batch, n_head, n_neighbour[r], n_feat[r]) Returns: Keras Tensor representing the aggregated embeddings in the input. diff --git a/stellargraph/layer/link_inference.py b/stellargraph/layer/link_inference.py index 9ef5cc1f1..f83c6c450 100644 --- a/stellargraph/layer/link_inference.py +++ b/stellargraph/layer/link_inference.py @@ -86,7 +86,7 @@ def link_inference( output_act (str), optional: activation function applied to the output, one of "softmax", "sigmoid", etc., or any activation function supported by Keras, see https://keras.io/activations/ for more information. edge_feature_method (str), optional: Name of the method of combining (src,dst) node features into edge features. - One of + One of: * 'concat' -- concatenation, * 'ip' or 'dot' -- inner product, :math:`ip(u,v) = sum_{i=1..d}{u_i*v_i}`, * 'mul' or 'hadamard' -- element-wise multiplication, :math:`h(u,v)_i = u_i*v_i`, From 290f498068e374d1ec342e1ee7a07ae5a2abc2b9 Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Thu, 31 Jan 2019 12:10:25 +1100 Subject: [PATCH 049/116] Update AUTHORS CONTRIBUTORS demos/README.md with GCN infomation --- AUTHORS | 3 +++ CONTRIBUTORS | 3 ++- demos/README.md | 41 ++++++++++++++++++++++------------------- 3 files changed, 27 insertions(+), 20 deletions(-) diff --git a/AUTHORS b/AUTHORS index 71de018d6..5b17fb058 100644 --- a/AUTHORS +++ b/AUTHORS @@ -13,3 +13,6 @@ Copyright (c) 2016 Aditya Grover | MIT License GraphSAGE algorithm: Copyright (c) 2017 William L. Hamilton, Rex Ying | MIT License Copyright (c) 2016 Thomas Kipf | MIT License + +Graph Convolutional Networks (GCN) algorithm: +Copyright (c) 2016 Thomas Kipf | MIT License diff --git a/CONTRIBUTORS b/CONTRIBUTORS index 5d792f665..6360feacf 100644 --- a/CONTRIBUTORS +++ b/CONTRIBUTORS @@ -1,5 +1,5 @@ # The AUTHORS file lists the copyright holders; this file -# lists people who contributed to StellarGraph codebase. +# lists people who contributed to StellarGraph codebase. # For example, CSIRO employees are listed here # but not in AUTHORS, because CSIRO holds the copyright. @@ -9,3 +9,4 @@ Pantelis Elinas Kevin Jung Denis Khoshaba Yuriy Tyshetskiy +Jeff Wang diff --git a/demos/README.md b/demos/README.md index 17d99272b..0ed47c5ce 100644 --- a/demos/README.md +++ b/demos/README.md @@ -1,69 +1,72 @@ ## Table of Contents This folder contains several examples of applying graph machine learning (ML) algorithms on network-structured -data to solve several common problems including node attribute inference (inferring +data to solve several common problems including node attribute inference (inferring entity properties) and link prediction (predicting relations and/or their properties). The -examples demonstrate using the `StellarGraph` library to build machine learning +examples demonstrate using the `StellarGraph` library to build machine learning workflows on both homogeneous and heterogeneous networks. Each folder contains one or more examples of using the StellarGraph implementations of the -state-of-the-art algorithms, GraphSAGE [3], HinSAGE, Node2Vec [1], and Metapath2Vec [2]. +state-of-the-art algorithms, GraphSAGE [3], HinSAGE, Node2Vec [1], and Metapath2Vec [2]. GraphSAGE and HinSAGE are variants of Graph Convolutional Neural networks [5]. Node2Vec and Metapath2Vec are methods based on graph random walks and representation learning using the Word2Vec [4] algorithm. -The examples folder structure is shown below. +The examples folder structure is shown below. * [`/embeddings`](https://github.com/stellargraph/stellargraph/tree/master/demos/embeddings) - Examples of unsupervised node representation learning for homogeneous and heterogeneous networks, + Examples of unsupervised node representation learning for homogeneous and heterogeneous networks, using the Node2Vec and Metapath2Vec algorithms. * [`/link-prediction-random-walks`](https://github.com/stellargraph/stellargraph/tree/master/demos/link-prediction-random-walks) - Examples of semi-supervised link prediction for homogeneous and heterogeneous networks, + Examples of semi-supervised link prediction for homogeneous and heterogeneous networks, using the Node2Vec and Metapath2vec algorithms. - + * [`/link-prediction-graphsage`](https://github.com/stellargraph/stellargraph/tree/master/demos/link-prediction-graphsage) - Example of semi-supervised link prediction for a homogeneous network with attributed nodes, + Example of semi-supervised link prediction for a homogeneous network with attributed nodes, using the GraphSAGE algorithm. - + * [`/link-prediction-hinsage`](https://github.com/stellargraph/stellargraph/tree/master/demos/link-prediction-hinsage) - Example of supervised link attribute prediction for a heterogeneous network with attributed nodes of different types, + Example of supervised link attribute prediction for a heterogeneous network with attributed nodes of different types, using the HinSAGE algorithm. - + * [`/node-classification-graphsage`](https://github.com/stellargraph/stellargraph/tree/master/demos/node-classification-graphsage) Example of supervised node classification for a homogeneous network with attributed nodes, using the GraphSAGE algorithm. * [`/node-classification-node2vec`](https://github.com/stellargraph/stellargraph/tree/master/demos/node-classification-node2vec) - Example of unsupervised node representation learning using Node2Vec and supervised classification using + Example of unsupervised node representation learning using Node2Vec and supervised classification using the Scikit-learn library. * [`/node-classification-hinsage`](https://github.com/stellargraph/stellargraph/tree/master/demos/node-classification-hinsage) - Example of semi-supervised node classification for a heterogeneous network with multiple node and link types, + Example of semi-supervised node classification for a heterogeneous network with multiple node and link types, using the HinSAGE algorithm. +* [`/node-classification-gcn`](https://github.com/stellargraph/stellargraph/tree/master/demos/node-classification-gcn) + + Example of semi-supervised node classification for a homogeneous network, using the GCN algorithm. ## References -1. Node2Vec: Scalable Feature Learning for Networks. A. Grover, J. Leskovec. ACM SIGKDD International Conference on +1. Node2Vec: Scalable Feature Learning for Networks. A. Grover, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2016. ([link](https://snap.stanford.edu/node2vec/)) -2. Metapath2Vec: Scalable Representation Learning for Heterogeneous Networks. Yuxiao Dong, Nitesh V. Chawla, and +2. Metapath2Vec: Scalable Representation Learning for Heterogeneous Networks. Yuxiao Dong, Nitesh V. Chawla, and Ananthram Swami. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 135–144, 2017 ([link](https://ericdongyx.github.io/metapath2vec/m2v.html)) -3. Inductive Representation Learning on Large Graphs. W.L. Hamilton, R. Ying, and J. Leskovec arXiv:1706.02216 +3. Inductive Representation Learning on Large Graphs. W.L. Hamilton, R. Ying, and J. Leskovec arXiv:1706.02216 [cs.SI], 2017. ([link](http://snap.stanford.edu/graphsage/)) -4. Distributed representations of words and phrases and their compositionality. T. Mikolov, +4. Distributed representations of words and phrases and their compositionality. T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean. In Advances in Neural Information Processing Systems (NIPS), pp. 3111-3119, 2013. ([link](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf)) -5. Semi-Supervised Classification with Graph Convolutional Networks. T. Kipf, M. Welling. -ICLR 2017. arXiv:1609.02907 [link](https://arxiv.org/abs/1609.02907) \ No newline at end of file +5. Semi-Supervised Classification with Graph Convolutional Networks. T. Kipf, M. Welling. +ICLR 2017. arXiv:1609.02907 [link](https://arxiv.org/abs/1609.02907) From 08dbec7f4cad48311dc54f06f974cb7d478918cd Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Thu, 31 Jan 2019 12:11:51 +1100 Subject: [PATCH 050/116] Added function args comments --- .../gcn-cora-example.py | 46 ++++++++- stellargraph/layer/gcn.py | 97 ++++++++++++++++--- 2 files changed, 129 insertions(+), 14 deletions(-) diff --git a/demos/node-classification-gcn/gcn-cora-example.py b/demos/node-classification-gcn/gcn-cora-example.py index da3990a97..1776d00a0 100644 --- a/demos/node-classification-gcn/gcn-cora-example.py +++ b/demos/node-classification-gcn/gcn-cora-example.py @@ -1,3 +1,19 @@ +# -*- coding: utf-8 -*- +# +# Copyright 2018-2019 Data61, CSIRO +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + import os import argparse import pickle @@ -23,7 +39,22 @@ def train(train_nodes, dropout=0.0, layer_sizes=[16, 7], learning_rate = 0.01, - activations = ['relu', 'softmax']): + activations = ['relu', 'softmax'] + ): + """ + + Train a GCN model on the specified graph G with given parameters, evaluate it, and save the model. + Args: + train_nodes: A list of train nodes + train_targets: Labels of train nodes + val_nodes: A list of validation nodes + val_targets: Labels of validation nodes + generator: A FullBatchNodeGenerator + dropout: The dropout (0->1) Initial Learning rate + layer_sizes: A list of number of hidden nodes in each layer + learning_rate: Initial Learning rate + activations: A list of number of activation functions in each layer + """ train_gen = generator.flow(train_nodes, train_targets) val_gen = generator.flow(val_nodes, val_targets) @@ -45,7 +76,18 @@ def train(train_nodes, -def test(test_nodes, test_targets, generator, model_file, model): +def test(test_nodes, test_targets, generator, model_file): + """ + + Test a GCN model on the specified graph G with given parameters, evaluate it. + Args: + test_nodes: A list of test nodes + test_targets: Labels of test nodes + generator: A FullBatchNodeGenerator + val_targets: Labels of validation nodes + model_file: A path to the saved model file after training + """ + test_gen = generator.flow(test_nodes, test_targets) model = keras.models.load_model(model_file, custom_objects={"GraphConvolution": GraphConvolution}) diff --git a/stellargraph/layer/gcn.py b/stellargraph/layer/gcn.py index 738f4e5f9..01d82fff4 100644 --- a/stellargraph/layer/gcn.py +++ b/stellargraph/layer/gcn.py @@ -1,3 +1,20 @@ +# -*- coding: utf-8 -*- +# +# Copyright 2018 Data61, CSIRO +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + + from keras import activations, initializers, constraints from keras import regularizers from keras.engine import Layer @@ -10,7 +27,9 @@ class GraphConvolution(Layer): - """Implementation of the graph convolution layer as in https://arxiv.org/abs/1609.02907""" + """ + Implementation of the graph convolution layer as in https://arxiv.org/abs/1609.02907 + """ def __init__( self, @@ -28,6 +47,25 @@ def __init__( **kwargs ): + """ + + Args: + units: dimensionality of output feature vectors + support: number of support weights + activation: nonlinear activation applied to layer's output to obtain output features + use_bias: toggles an optional bias + kernel_initializer (str): name of layer bias f the initializer for kernel parameters (weights) + bias_initializer (str): name of the initializer for bias + attn_kernel_initializer (str): name of the initializer for attention kernel + kernel_regularizer (str): name of regularizer to be applied to layer kernel. Must be a Keras regularizer. + bias_regularizer (str): name of regularizer to be applied to layer bias. Must be a Keras regularizer. + attn_kernel_regularizer (str): name of regularizer to be applied to attention kernel. Must be a Keras regularizer. + activity_regularizer (str): not used in the current implementation + kernel_constraint (str): constraint applied to layer's kernel + bias_constraint (str): constraint applied to layer's bias + **kwargs: + """ + if "input_shape" not in kwargs and "input_dim" in kwargs: kwargs["input_shape"] = (kwargs.get("input_dim"),) @@ -125,6 +163,17 @@ def __init__( normalize=regularizers.l2(5e-4), ): + """ + + Args: + layer_sizes: list of output sizes of GCN layers in the stack + activations: list of activations applied to each layer's output + generator: an instance of FullBatchNodeGenerator class constructed on the graph of interest + bias: toggles an optional bias in GCN layers + dropout: dropout rate applied to input features of each GCN layer + normalize: normalization applied to the final output features of the GCN layers stack + """ + if not isinstance(generator, FullBatchNodeGenerator): raise TypeError("Generator should be a instance of FullBatchNodeGenerator") @@ -138,9 +187,21 @@ def __init__( self.generator = generator self.support = 1 + # Initialize a stack of GCN layers + self._layers = [] + for l, a in zip(self.layer_sizes, self.activations): + self._layers.append(Dropout(self.dropout)) + self._layers.append(GraphConvolution( + l, + self.support, + activation=a, + use_bias=self.bias, + kernel_regularizer=self.normalize, + )) + def __call__(self, x: List): """ - Apply aggregator layers + Apply a stack of GCN layers Args: x (list of Tensor): input features @@ -148,22 +209,28 @@ def __call__(self, x: List): Returns: Output tensor """ + H = x[0] suppG = x[1:] - for l, a in zip(self.layer_sizes, self.activations): - H = Dropout(self.dropout)(H) - H = GraphConvolution( - l, - self.support, - activation=a, - use_bias=self.bias, - kernel_regularizer=self.normalize, - )([H] + suppG) + for layer in self._layers: + if isinstance(layer, GraphConvolution): + # It is a GCN layer + H = layer([H] + suppG) + else: + # layer is a Dropout layer + H = layer(H) return H def node_model(self): + """ + Builds a GCN model for node prediction + Returns: + tuple: (x_inp, x_out) where ``x_inp`` is a Keras input tensor + for the specified GCN model and ``x_out`` is a Keras tensor for the GCN model output. + """ + x_in = Input(shape=(self.generator.features.shape[1],)) filter = self.generator.kwargs.get("filter", "localpool") @@ -180,4 +247,10 @@ def node_model(self): return [x_in] + suppG, x_out def link_model(self, flatten_output=False): - return None + """ + Builds a GCN model for link (node pair) prediction + Args: + flatten_output: + Returns: + """ + raise NotImplemented From 709bfc335cf9755fc57224ed1b4cdc64db4c8307 Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Thu, 31 Jan 2019 12:32:43 +1100 Subject: [PATCH 051/116] style --- stellargraph/layer/gcn.py | 16 +++++++++------- 1 file changed, 9 insertions(+), 7 deletions(-) diff --git a/stellargraph/layer/gcn.py b/stellargraph/layer/gcn.py index 01d82fff4..bccad824f 100644 --- a/stellargraph/layer/gcn.py +++ b/stellargraph/layer/gcn.py @@ -191,13 +191,15 @@ def __init__( self._layers = [] for l, a in zip(self.layer_sizes, self.activations): self._layers.append(Dropout(self.dropout)) - self._layers.append(GraphConvolution( - l, - self.support, - activation=a, - use_bias=self.bias, - kernel_regularizer=self.normalize, - )) + self._layers.append( + GraphConvolution( + l, + self.support, + activation=a, + use_bias=self.bias, + kernel_regularizer=self.normalize, + ) + ) def __call__(self, x: List): """ From 0ba587abdae61083b9f6b22b32bc58465b5bba40 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Mon, 4 Feb 2019 10:35:17 +1100 Subject: [PATCH 052/116] added CHANGELOG.md --- CHANGELOG.md | 25 +++++++++++++++++++++++++ 1 file changed, 25 insertions(+) create mode 100644 CHANGELOG.md diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 000000000..e03119cf1 --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,25 @@ +# Change Log + +## [Unreleased](https://github.com/stellargraph/stellargraph/tree/HEAD) + +[Full Changelog](https://github.com/stellargraph/stellargraph/compare/0.4.1...HEAD) + +**Implemented new features and enhancements:** + +- Added GraphSAGE attention aggregator [\#317](https://github.com/stellargraph/stellargraph/pull/317)) +- Added GraphSAGE MaxPoolAggregator and MeanPoolAggregator[\#278](https://github.com/stellargraph/stellargraph/pull/278)) +- GraphSAGE and HinSAGE: ensure that a MLP can be created by using zero samples [\#301](https://github.com/stellargraph/stellargraph/issues/301) +- Handle isolated nodes in GraphSAGE [\#294](https://github.com/stellargraph/stellargraph/issues/294) +- Ensure isolated nodes are handled correctly by GraphSAGENodeMapper and GraphSAGELinkMapper [\#182](https://github.com/stellargraph/stellargraph/issues/182) +- EdgeSplitter: introduce a switch for keeping the reduced graph connected [\#285](https://github.com/stellargraph/stellargraph/issues/285) +- Node2vec for weighted graphs [\#241](https://github.com/stellargraph/stellargraph/issues/241) +- Fix edge types in demos [\#237](https://github.com/stellargraph/stellargraph/issues/237) +- Add docstrings to StellarGraphBase class [\#175](https://github.com/stellargraph/stellargraph/issues/175) +- Make L2-normalisation of the final embeddings in GraphSAGE and HinSAGE optional [\#115](https://github.com/stellargraph/stellargraph/issues/115) +- Check/change the GraphSAGE mapper's behaviour for isolated nodes [\#100](https://github.com/stellargraph/stellargraph/issues/100) +- Added GraphSAGE node embedding extraction and visualisation [\#290](https://github.com/stellargraph/stellargraph/pull/290)) + +**Fixed bugs:** + +- Bug in running demos when no options given [\#271](https://github.com/stellargraph/stellargraph/issues/271) +- Fixed the bug in LinkSequence that threw an error when no link targets were given [\#273](https://github.com/stellargraph/stellargraph/pull/273)) \ No newline at end of file From d0b95032c68ca4a9e6873a64def73dee382b0099 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 4 Feb 2019 11:24:44 +1100 Subject: [PATCH 053/116] Added classes for TemperatureScaling and IsotonicCalibration for multi-class classification problems. Also added helper functions for calculating ECE and plotting calibration curves for the multi-class case. --- stellargraph/core/calibration.py | 241 +++++++++++++++++++++++++++++++ 1 file changed, 241 insertions(+) create mode 100644 stellargraph/core/calibration.py diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py new file mode 100644 index 000000000..d65b2c167 --- /dev/null +++ b/stellargraph/core/calibration.py @@ -0,0 +1,241 @@ +# -*- coding: utf-8 -*- +# +# Copyright 2018 Data61, CSIRO +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +""" +Calibration for classification, binary and multi-class, models. +""" + +import numpy as np +import matplotlib.pyplot as plt + +import tensorflow as tf +from sklearn.isotonic import IsotonicRegression + + +def expected_calibration_error(prediction_probabilities, accuracy, confidence): + """ + Helper function for calculating the expected calibration error as defined in + the paper On Calibration of Modern Neural Networks, C. Guo, et. al., ICML, 2017 + + Args: + prediction_probabilities: The predicted probabilities + accuracy: the accuracy + confidence: the confidence + + Returns: The expected calibration error. + + """ + n_bins = len(accuracy) # the number of bins + n = len(prediction_probabilities) # number of points + h = np.histogram(a=prediction_probabilities, range=(0, 1), bins=n_bins)[0] # just the counts + ece = 0 + for m in np.arange(n_bins): + ece = ece + (h[m] / n) * np.abs(accuracy[m] - confidence[m]) + return ece + + +def plot_reliability_diagram(calibration_data, predictions, ece=None, filename=None): + """ + Helper function for plotting a reliability diagram. + Args: + calibration_data: The calibration data + predictions: The predictions + ece: The expected calibration error + filename: If not None, the figure is saved on disk in the given filename + + Returns: + + """ + fig = plt.figure(figsize=(12, 8)) + ax1 = plt.subplot2grid((6, 1), (0, 0), rowspan=3) + ax2 = plt.subplot2grid((6, 1), (4, 0)) + + if ece is not None: + calibration_error = ",".join(format(e, " 0.4f") for e in ece) + + for i, calibration_data in enumerate(calibration_data): + for fraction_of_positives, mean_predicted_value in calibration_data: + # print(fraction_of_positives, mean_predicted_value) + ax1.plot(mean_predicted_value, fraction_of_positives, "s-", alpha=1.0) + if ece is not None: + ax1.set_title("Calibration Curve (ECE={})".format(calibration_data)) + ax1.set_xlabel("Mean Predicted Value", fontsize=16) + ax1.set_ylabel("Fraction of Positives", fontsize=16) + ax1.plot([0, 1], [0, 1], 'g--') + ax2.hist(predictions[:, i], range=(0, 1), bins=10, histtype="step", lw=2) + ax2.set_xlabel("Bin", fontsize=16) + ax2.set_ylabel("Count", fontsize=16) + if filename is not None: + fig.savefig(filename, bbox_inches='tight') + + +class TemperatureCalibration(object): + """ + A class for temperature calibration for multi-class classification problems. Temperature + Calibration is an extension of Platt Scaling and it was proposed in the paper + On Calibration of Modern Neural Networks, C. Guo et. al., ICML, 2017. + + In Temperature Calibration, a classifier's non-probabilistic outputs, i.e., logits, are + scaled by a trainable parameter called Temperature. The softmax is applied to the rescaled + logits to calculate the probabilistic output. As noted in the cited paper, Temperature + Scaling does not change the maximum of the softmax function so the classifier's prediction + remain the same. + """ + + def __init__(self, epochs=1000): + self.epochs = epochs + self.n_classes = None + self.temperature = 1. # default is no scaling + self.history = [] + + def fit(self, x_train, y_train, x_val=None, y_val=None): + """ + Train the model. If validation data is given, then training stops when the + validation accuracy starts increasing. This prevent overfitting. + Args: + x_train: The training data that should be the classifier's non-probabilistic outputs. + y_train: The training data class labels as one hot encoded vectors + x_val: The validation data that should be the classifier's non-probabilistic outputs. + y_val: The validation data class labels as one hot encoded vectors + + Returns: Nothing + + """ + early_stopping = False + if (x_val is not None and y_val is None) or (x_val is None and y_val is not None): + raise ValueError("Either both x_val and y_val should be None or both should be numpy arrays.") + + if x_val is not None and y_val is not None: + early_stopping = True + + self.n_classes = x_train.shape[1] + # Specify the tensorflow program. + with tf.variable_scope(tf.get_variable_scope(), reuse=tf.AUTO_REUSE): + x = tf.placeholder(tf.float32, [None, self.n_classes], name='x') # input are the model logits + y = tf.placeholder(tf.float32, [None, self.n_classes], + name='y') # output is one-hot encoded true class labels + + T = tf.get_variable('T', [1], initializer=tf.ones_initializer) # the temperature + + scaled_logits = tf.multiply(name='z', x=x, y=1. / T) # logits scaled by inverse T + + # cost function to optimise + cost = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits_v2(logits=scaled_logits, + labels=y)) + + optimizer = tf.train.AdamOptimizer(learning_rate=0.001).minimize(cost) + + init = tf.global_variables_initializer() + sess = tf.Session() + sess.run(init) + self.history = [] + for epoch in range(self.epochs): + _, c, t = sess.run([optimizer, cost, T], feed_dict={x: x_train, y: y_train}) + if early_stopping: + _, c_val = sess.run([cost], feed_dict={x: x_val, y: y_val}) + if c_val > self.history[-1][1]: + break + else: # keep going + self.history.append((c, c_val, t)) + else: + self.history.append((c, t)) + + self.history = np.array(self.history) + self.temperature = self.history[-1, -1] + + def plot_training_history(self): + """ + Helper function for plotting the training history. + """ + fig, (ax1, ax2) = plt.subplots(1, 2, sharex=True, figsize=(10, 5)) + ax1.plot(self.history[:, 0]) + if self.historyshape[1] == 3: # has validation cost + ax1.plot(self.history[:, 1]) + ax1.set_title("Cost") + ax1.set_xlabel("Epoch") + ax1.set_ylabel("Cost") + ax2.plot(self.history[:, -1]) + ax2.set_title("Temperature") + ax2.set_xlabel("Epoch") + ax2.set_ylabel("Temperature") + + def transform(self, x): + """ + This method calibrates the classifier's output using the learned temperature. It + scales each logit by the temperature, exponentiates the results, and finally + normalizes the scaled values such that their sum is 1. + Args: + x: The classifier's non-probabilistic outputs to calibrate. + + Returns: The calibrated probabilities. + + """ + if len(x) != self.n_classes: + raise ValueError( + "Expecting input vector of dimensionality {} but received {}".format(self.n_classes, len(x))) + + scaled_prediction = x / self.temperature + return np.exp(scaled_prediction) / np.sum(np.exp(scaled_prediction), + axis=-1, + keepdims=True) + + +class IsotonicCalibration(object): + """ + A class for applying Isotonic Calibration to the outputs of a multi-class classifier. + """ + + def __init__(self): + self.n_classes = None + self.regressors = [] + + def fit(self, x_train, y_train): + """ + Train the model. + Args: + x_train: The training data that should be the classifier's probabilistic outputs + y_train: The training class labels as one hot encoded vectors. + + """ + self.n_classes = x_train.shape[1] + + for n in range(self.n_classes): + self.regressors.append(IsotonicRegression(out_of_bounds='clip')) + + self.regressors[-1].fit(X=x_train[:, n], y=y_train[:, n]) + + def transform(self, x): + """ + This method calibrates the classifier's output using the trained regressors. The + probabilities for each class are first scaled using the corresponding regression model + and then normalized to sum to 1. + Args: + x: The classifier's probabilistic outputs to calibrate. + + Returns: The calibrated probabilities. + """ + if len(x) != self.n_classes: + raise ValueError( + "Expecting input vector of dimensionality {} but received {}".format(self.n_classes, len(x))) + + predictions = [] + for n in range(self.n_classes): + predictions.append(self.regressors[n].transform(T=x[:, n])) + + predictions = np.transpose(np.array(predictions)) + predictions = predictions / np.sum(predictions, axis=-1, keepdims=True) + + return predictions From 0b1299c7c0c47b114005f8bf6a519615036206d2 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 4 Feb 2019 12:18:36 +1100 Subject: [PATCH 054/116] added calibration classes and utility methods to stellargraph library. --- stellargraph/__init__.py | 2 ++ stellargraph/core/__init__.py | 1 + stellargraph/core/calibration.py | 10 ++++++---- 3 files changed, 9 insertions(+), 4 deletions(-) diff --git a/stellargraph/__init__.py b/stellargraph/__init__.py index 54cd4a5a2..9128c8c30 100644 --- a/stellargraph/__init__.py +++ b/stellargraph/__init__.py @@ -11,3 +11,5 @@ # Top-level imports from stellargraph.core.graph import StellarGraph, StellarDiGraph from stellargraph.core.schema import GraphSchema +from stellargraph.core.calibration import TemperatureCalibration, IsotonicCalibration, plot_reliability_diagram, \ + expected_calibration_error diff --git a/stellargraph/core/__init__.py b/stellargraph/core/__init__.py index 44f1b07e9..e36f684ea 100644 --- a/stellargraph/core/__init__.py +++ b/stellargraph/core/__init__.py @@ -21,3 +21,4 @@ from .graph import * from .schema import * +from .calibration import * diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index d65b2c167..4f81d6c47 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -18,6 +18,8 @@ Calibration for classification, binary and multi-class, models. """ +__all__ = ["IsotonicCalibration", "TemperatureCalibration", "expected_calibration_error", "plot_reliability_diagram"] + import numpy as np import matplotlib.pyplot as plt @@ -71,7 +73,7 @@ def plot_reliability_diagram(calibration_data, predictions, ece=None, filename=N # print(fraction_of_positives, mean_predicted_value) ax1.plot(mean_predicted_value, fraction_of_positives, "s-", alpha=1.0) if ece is not None: - ax1.set_title("Calibration Curve (ECE={})".format(calibration_data)) + ax1.set_title("Calibration Curve (ECE={})".format(calibration_error)) ax1.set_xlabel("Mean Predicted Value", fontsize=16) ax1.set_ylabel("Fraction of Positives", fontsize=16) ax1.plot([0, 1], [0, 1], 'g--') @@ -162,7 +164,7 @@ def plot_training_history(self): """ fig, (ax1, ax2) = plt.subplots(1, 2, sharex=True, figsize=(10, 5)) ax1.plot(self.history[:, 0]) - if self.historyshape[1] == 3: # has validation cost + if self.history.shape[1] == 3: # has validation cost ax1.plot(self.history[:, 1]) ax1.set_title("Cost") ax1.set_xlabel("Epoch") @@ -183,7 +185,7 @@ def transform(self, x): Returns: The calibrated probabilities. """ - if len(x) != self.n_classes: + if x.shape[1] != self.n_classes: raise ValueError( "Expecting input vector of dimensionality {} but received {}".format(self.n_classes, len(x))) @@ -227,7 +229,7 @@ def transform(self, x): Returns: The calibrated probabilities. """ - if len(x) != self.n_classes: + if x.shape[1] != self.n_classes: raise ValueError( "Expecting input vector of dimensionality {} but received {}".format(self.n_classes, len(x))) From f2e7c2793b50b3532e08ce91f9a3157840de5e0b Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 4 Feb 2019 13:54:41 +1100 Subject: [PATCH 055/116] Fixed bug on temperature scaling class when early stopping is requested. --- stellargraph/core/calibration.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index 4f81d6c47..dfc239b28 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -122,6 +122,7 @@ def fit(self, x_train, y_train, x_val=None, y_val=None): if x_val is not None and y_val is not None: early_stopping = True + print("Using Early Stopping based on performance evaluated on given validation set.") self.n_classes = x_train.shape[1] # Specify the tensorflow program. @@ -147,14 +148,13 @@ def fit(self, x_train, y_train, x_val=None, y_val=None): for epoch in range(self.epochs): _, c, t = sess.run([optimizer, cost, T], feed_dict={x: x_train, y: y_train}) if early_stopping: - _, c_val = sess.run([cost], feed_dict={x: x_val, y: y_val}) - if c_val > self.history[-1][1]: + c_val = sess.run([cost], feed_dict={x: x_val, y: y_val}) + if len(self.history) > 10 and c_val > self.history[-1][1]: break else: # keep going - self.history.append((c, c_val, t)) + self.history.append([c, c_val[0], t[0]]) else: - self.history.append((c, t)) - + self.history.append([c, t[0]]) self.history = np.array(self.history) self.temperature = self.history[-1, -1] From 084d3457d4708f9afa0b3d1183434ae72fb45bc1 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 4 Feb 2019 13:56:12 +1100 Subject: [PATCH 056/116] Jupyter notebook demonstrating model calibration for multi-class node attribute inference using GraphSAGE. --- ...libration-pubmed-node-classification.ipynb | 3044 +++++++++++++++++ 1 file changed, 3044 insertions(+) create mode 100644 demos/calibration/calibration-pubmed-node-classification.ipynb diff --git a/demos/calibration/calibration-pubmed-node-classification.ipynb b/demos/calibration/calibration-pubmed-node-classification.ipynb new file mode 100644 index 000000000..c7920d79c --- /dev/null +++ b/demos/calibration/calibration-pubmed-node-classification.ipynb @@ -0,0 +1,3044 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Node Attribute Inference (multi-class) using GraphSAGE and the Pubmed-Diabetes citation network with calibration" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Import NetworkX and stellar:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], + "source": [ + "import networkx as nx\n", + "import pandas as pd\n", + "import os\n", + "\n", + "import stellargraph as sg\n", + "from stellargraph.mapper import GraphSAGENodeGenerator\n", + "from stellargraph.layer import GraphSAGE\n", + "\n", + "from keras import layers, optimizers, losses, metrics, Model\n", + "import tensorflow as tf\n", + "\n", + "import numpy as np\n", + "\n", + "from sklearn import preprocessing, feature_extraction, model_selection\n", + "from sklearn.calibration import calibration_curve\n", + "from sklearn.linear_model import LogisticRegressionCV\n", + "from sklearn.isotonic import IsotonicRegression\n", + "\n", + "from sklearn.metrics import accuracy_score\n", + "\n", + "from stellargraph import TemperatureCalibration, IsotonicCalibration\n", + "from stellargraph import plot_reliability_diagram, expected_calibration_error" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Given a GraphSAGE model, a node mapper, and the number of predictions per point\n", + "# this method makes n_predictions number of predictions and then returns the average\n", + "# prediction for each query point.\n", + "def predict(model, mapper, n_predictions=1):\n", + " preds = []\n", + " for i in range(n_predictions):\n", + " preds.append(model.predict_generator(mapper))\n", + " preds_ar = np.array(preds)\n", + " print(preds_ar.shape)\n", + " return np.mean(preds_ar, axis=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Some global parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "epochs = 20\n", + "n_predictions = 5 # number of predictions per query point" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Loading the Pubmed-Diabetes network data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Downloading the dataset:**\n", + " \n", + "The dataset used in this demo can be downloaded from https://linqs-data.soe.ucsc.edu/public/Pubmed-Diabetes.tgz\n", + "\n", + "The following is the description of the dataset:\n", + "\n", + "> The Pubmed Diabetes dataset consists of 19717 scientific publications from PubMed database \n", + "> pertaining to diabetes classified into one of three classes. The citation network consists \n", + "> of 44338 links. Each publication in the dataset is described by a TF/IDF weighted word \n", + "> vector from a dictionary which consists of 500 unique words.\n", + "\n", + "Download and unzip the `Pubmed-Diabetes.tgz` file to a location on your computer.\n", + "\n", + "Before proceeding use the script at https://github.com/stellargraph/data-science/tree/devel/PubMed to process the raw data into a format that can be read by `networkx`.\n", + "\n", + "Set the `data_dir` variable to point to the location of the processed dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "data_dir = \"~/data/pubmed/Pubmed-Diabetes/data\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the graph from edgelist" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "edgelist = pd.read_table(os.path.join(data_dir, 'Pubmed-Diabetes.DIRECTED.cites.tab'), \n", + " skiprows=2, \n", + " header=None )\n", + "edgelist.drop(columns=[0,2], inplace=True)\n", + "edgelist.columns = ['source', 'target']\n", + "# delete unneccessary prefix \n", + "edgelist['source'] = edgelist['source'].map(lambda x: x.lstrip('paper:')) \n", + "edgelist['target'] = edgelist['target'].map(lambda x: x.lstrip('paper:'))\n", + "edgelist[\"label\"] = \"cites\" # set the edge type" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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It is StellarGraph objects that we use in this library to perform machine learning tasks on." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "G = sg.StellarGraph(Gnx, node_features=node_features)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "StellarGraph: Undirected multigraph\n", + " Nodes: 19717, Edges: 44327\n", + "\n", + " Node types:\n", + " default: [19717]\n", + " Edge types: default-cites->default\n", + "\n", + " Edge types:\n", + " default-cites->default: [44327]\n", + "\n" + ] + } + ], + "source": [ + "print(G.info())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To feed data from the graph to the Keras model we need a mapper. The mappers are specialized to the model and the learning task so we choose the `GraphSAGENodeMapper` as we are predicting node attributes with a GraphSAGE model.\n", + "\n", + "We need two other parameters, the `batch_size` to use for training and the number of nodes to sample at each level of the model. Here we choose a two-level model with 10 nodes sampled in the first layer, and 5 in the second." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "batch_size = 50; num_samples = [10, 5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A `GraphSAGENodeGenerator` object is required to send the node features in sampled subgraphs to Keras" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "generator = GraphSAGENodeGenerator(G, batch_size, num_samples)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For training we map only the training nodes returned from our splitter and the target values." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "train_gen = generator.flow(train_data.index, train_targets)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can specify our machine learning model, we need a few more parameters for this:\n", + "\n", + " * the `layer_sizes` is a list of hidden feature sizes of each layer in the model. In this example we use 32-dimensional hidden node features at each layer.\n", + " * The `bias` and `dropout` are internal parameters of the model. " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "graphsage_model = GraphSAGE(\n", + " layer_sizes=[32, 32],\n", + " generator=train_gen,\n", + " bias=True,\n", + " dropout=0.5,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we create a model to predict the 7 categories using Keras softmax layers. Note that we need to use the `G.get_target_size` method to find the number of categories in the data." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "x_inp, x_out = graphsage_model.default_model(flatten_output=True)\n", + "logits = layers.Dense(units=train_targets.shape[1], activation=\"linear\")(x_out)\n", + "\n", + "prediction = layers.Activation(activation=\"softmax\")(logits)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TensorShape([Dimension(None), Dimension(3)])" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "prediction.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Training the model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's create the actual Keras model with the graph inputs `x_inp` provided by the `graph_model` and outputs being the predictions from the softmax layer" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "model = Model(inputs=x_inp, outputs=prediction)\n", + "model.compile(\n", + " optimizer=optimizers.Adam(lr=0.005),\n", + " loss=losses.categorical_crossentropy,\n", + " metrics=[metrics.categorical_accuracy],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train the model, keeping track of its loss and accuracy on the training set, and its generalisation performance on the test set (we need to create another generator over the test data for this)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "val_gen = generator.flow(val_data.index, val_targets)\n", + "test_gen = generator.flow(test_data.index, test_targets)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "222/222 [==============================] - 9s 42ms/step - loss: 0.5274 - categorical_accuracy: 0.8013 - val_loss: 0.3751 - val_categorical_accuracy: 0.8618\n", + "Epoch 2/20\n", + "222/222 [==============================] - 9s 41ms/step - loss: 0.3891 - categorical_accuracy: 0.8566 - val_loss: 0.3356 - val_categorical_accuracy: 0.8737\n", + "Epoch 3/20\n", + "222/222 [==============================] - 9s 40ms/step - loss: 0.3657 - categorical_accuracy: 0.8637 - val_loss: 0.3427 - val_categorical_accuracy: 0.8694\n", + "Epoch 4/20\n", + "222/222 [==============================] - 8s 38ms/step - loss: 0.3527 - categorical_accuracy: 0.8677 - val_loss: 0.3310 - val_categorical_accuracy: 0.8756\n", + "Epoch 5/20\n", + "222/222 [==============================] - 8s 38ms/step - loss: 0.3366 - categorical_accuracy: 0.8725 - val_loss: 0.3279 - val_categorical_accuracy: 0.8783\n", + "Epoch 6/20\n", + "222/222 [==============================] - 8s 38ms/step - loss: 0.3351 - categorical_accuracy: 0.8767 - val_loss: 0.3151 - val_categorical_accuracy: 0.8829\n", + "Epoch 7/20\n", + "222/222 [==============================] - 9s 39ms/step - loss: 0.3245 - categorical_accuracy: 0.8784 - val_loss: 0.3164 - val_categorical_accuracy: 0.8802\n", + "Epoch 8/20\n", + "222/222 [==============================] - 9s 40ms/step - loss: 0.3254 - categorical_accuracy: 0.8790 - val_loss: 0.3072 - val_categorical_accuracy: 0.8877\n", + "Epoch 9/20\n", + "222/222 [==============================] - 9s 40ms/step - loss: 0.3160 - categorical_accuracy: 0.8822 - val_loss: 0.3151 - val_categorical_accuracy: 0.8807\n", + "Epoch 10/20\n", + "222/222 [==============================] - 9s 39ms/step - loss: 0.3143 - categorical_accuracy: 0.8794 - val_loss: 0.3116 - val_categorical_accuracy: 0.8807\n", + "Epoch 11/20\n", + "222/222 [==============================] - 8s 38ms/step - loss: 0.3068 - categorical_accuracy: 0.8839 - val_loss: 0.3164 - val_categorical_accuracy: 0.8807\n", + "Epoch 12/20\n", + "222/222 [==============================] - 8s 38ms/step - loss: 0.3097 - categorical_accuracy: 0.8810 - val_loss: 0.3111 - val_categorical_accuracy: 0.8837\n", + "Epoch 13/20\n", + "222/222 [==============================] - 9s 41ms/step - loss: 0.2998 - categorical_accuracy: 0.8848 - val_loss: 0.3009 - val_categorical_accuracy: 0.8842\n", + "Epoch 14/20\n", + "222/222 [==============================] - 9s 39ms/step - loss: 0.3002 - categorical_accuracy: 0.8853 - val_loss: 0.3089 - val_categorical_accuracy: 0.8804\n", + "Epoch 15/20\n", + "222/222 [==============================] - 9s 39ms/step - loss: 0.2912 - categorical_accuracy: 0.8892 - val_loss: 0.2985 - val_categorical_accuracy: 0.8869\n", + "Epoch 16/20\n", + "222/222 [==============================] - 8s 38ms/step - loss: 0.2934 - categorical_accuracy: 0.8882 - val_loss: 0.3139 - val_categorical_accuracy: 0.8826\n", + "Epoch 17/20\n", + "222/222 [==============================] - 8s 38ms/step - loss: 0.2927 - categorical_accuracy: 0.8883 - val_loss: 0.3038 - val_categorical_accuracy: 0.8823\n", + "Epoch 18/20\n", + "222/222 [==============================] - 9s 38ms/step - loss: 0.2956 - categorical_accuracy: 0.8844 - val_loss: 0.3006 - val_categorical_accuracy: 0.8875\n", + "Epoch 19/20\n", + "222/222 [==============================] - 9s 38ms/step - loss: 0.2920 - categorical_accuracy: 0.8895 - val_loss: 0.3008 - val_categorical_accuracy: 0.8880\n", + "Epoch 20/20\n", + "222/222 [==============================] - 9s 38ms/step - loss: 0.2865 - categorical_accuracy: 0.8915 - val_loss: 0.2991 - val_categorical_accuracy: 0.8877\n" + ] + } + ], + "source": [ + "history = model.fit_generator(\n", + " train_gen,\n", + " epochs=epochs,\n", + " validation_data=val_gen,\n", + " verbose=1,\n", + " shuffle=True,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "def plot_history(history):\n", + " metrics = sorted(history.history.keys())\n", + " metrics = metrics[:len(metrics)//2]\n", + " for m in metrics:\n", + " # summarize history for metric m\n", + " plt.plot(history.history[m])\n", + " plt.plot(history.history['val_' + m])\n", + " plt.title(m)\n", + " plt.ylabel(m)\n", + " plt.xlabel('epoch')\n", + " plt.legend(['train', 'test'], loc='upper right')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_history(history)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we have trained the model we can evaluate on the test set." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Test Set Metrics:\n", + "\tloss: 0.3244\n", + "\tcategorical_accuracy: 0.8787\n" + ] + } + ], + "source": [ + "test_metrics = model.evaluate_generator(test_gen)\n", + "print(\"\\nTest Set Metrics:\")\n", + "for name, val in zip(model.metrics_names, test_metrics):\n", + " print(\"\\t{}: {:0.4f}\".format(name, val))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calibration Curves\n", + "\n", + "We estimate and plot the calibration curve for each class." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Start by making predictions for the test set" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "test_nodes = test_data.index\n", + "test_mapper = generator.flow(test_nodes)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(5, 4930, 3)\n" + ] + } + ], + "source": [ + "# test_predictions holds the softmax outputs\n", + "test_predictions = predict(model, test_mapper, n_predictions=n_predictions)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "# This produces a list of dictionaries (one entry per point in test set) and one entry\n", + "# in the dictionary for each class label, label=1, label=2, label=3.\n", + "y_test_pred = target_encoding.inverse_transform(test_predictions)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " label=1 label=2 label=3\n", + "pid \n", + "2100283 0.238449 0.688879 0.072672\n", + "2964326 0.000942 0.082624 0.916435\n", + "10323375 0.000141 0.986931 0.012928\n", + "14963290 0.396172 0.057737 0.546091\n", + "3057890 0.000312 0.031908 0.967780" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Convert the list of dictionaries to a dataframe so that it is easier to work with the data\n", + "test_pred_results = pd.DataFrame(y_test_pred)\n", + "test_pred_results.index = test_data.index\n", + "test_pred_results.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are going to draw one calibration curve for each column in `test_pred_results`." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4930, 3)" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_pred = test_pred_results.values\n", + "test_pred.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "calibration_data = []\n", + "for i in range(test_pred.shape[1]): # iterate over classes\n", + " calibration_data.append([calibration_curve(y_prob=test_pred[:, i], \n", + " y_true=test_targets[:, i], \n", + " n_bins=10, \n", + " normalize=True)])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Also calculate ECE for each class" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "ece = []\n", + "for i in range(test_pred.shape[1]):\n", + " fraction_of_positives, mean_predicted_value = calibration_data[i][0]\n", + " ece.append(expected_calibration_error(prediction_probabilities=test_pred[:, i], \n", + " accuracy=fraction_of_positives, \n", + " confidence=mean_predicted_value))" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.01385330631289273, 0.02328461381555872, 0.01967369348937844]" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ece" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Draw the reliability diagrams for each class" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_reliability_diagram(calibration_data, test_pred, ece=ece)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Temperature scaling calibration" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "# this model gives the output before the final layer softmax activation.\n", + "score_model = Model(inputs=x_inp, outputs=logits)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Prepare the training data such that inputs are the model output logits and corresponding true class labels are the one-hot encoded.\n", + "\n", + "Training data is from the validation set" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "val_nodes = val_data.index\n", + "val_mapper = generator.flow(val_nodes)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(5, 4930, 3)\n", + "(5, 3697, 3)\n" + ] + } + ], + "source": [ + "test_score_predictions = predict(score_model, test_mapper, n_predictions=n_predictions)\n", + "val_score_predictions = predict(score_model, val_mapper, n_predictions=n_predictions)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((4930, 3), (3697, 3))" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_score_predictions.shape, val_score_predictions.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "x_cal_train_all = val_score_predictions\n", + "y_cal_train_all = val_targets" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are going to split the above data to a training and validation set. We are going to use the latter for early stopping." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "x_cal_train, x_cal_val, y_cal_train, y_cal_val = train_test_split(x_cal_train_all, y_cal_train_all)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((2772, 3), (925, 3), (2772, 3), (925, 3))" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_cal_train.shape, x_cal_val.shape, y_cal_train.shape, y_cal_val.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "calibration_model_temperature = TemperatureCalibration(epochs=1000)\n", + "calibration_model_temperature" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using Early Stopping based on performance evaluated on given validation set.\n" + ] + } + ], + "source": [ + "calibration_model_temperature.fit(x_train=x_cal_train, \n", + " y_train=y_cal_train, \n", + " x_val=x_cal_val, \n", + " y_val=y_cal_val)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "calibration_model_temperature.plot_training_history()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can take the GraphSAGE logits, scale them by `temperature` and then apply the `softmax` to obtain the calibrated probabilities for each class.\n", + "\n", + "**Note** that scaling the logits by `temperature` does not change the predictions so the model's accuracy will not change and there is not need to recalculate them." + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "test_predictions_calibrated_temperature = calibration_model_temperature.transform(x=test_score_predictions)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now plot the calibration curves and calculate the ECE for each class" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "calibration_data_after_temperature_scaling = []\n", + "for i in range(test_predictions_calibrated_temperature.shape[1]): # iterate over classes\n", + " calibration_data_after_temperature_scaling.append([calibration_curve(y_prob=test_predictions_calibrated_temperature[:, i], \n", + " y_true=test_targets[:, i], \n", + " n_bins=10, \n", + " normalize=True)])" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "ece_after_scaling_temperature = []\n", + "for i in range(test_predictions_calibrated_temperature.shape[1]):\n", + " fraction_of_positives, mean_predicted_value = calibration_data_after_temperature_scaling[i][0]\n", + " ece_after_scaling_temperature.append(expected_calibration_error(prediction_probabilities=test_predictions_calibrated_temperature[:, i], \n", + " accuracy=fraction_of_positives, \n", + " confidence=mean_predicted_value))" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.011328297840165912, 0.019892266418112543, 0.016602097641217322]" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ece_after_scaling_temperature" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_reliability_diagram(calibration_data_after_temperature_scaling, \n", + " test_predictions_calibrated_temperature, \n", + " ece=ece_after_scaling_temperature )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Isotonic Regression\n", + "\n", + "We extend Isotonic calibration to the multi-class case by calibrating OVR models, one for each class. At test time, we calibrate the predictions for each class and then normalize the vector to unit norm so that the output of the calibration is a probability distribution." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Note** that Isotonic Calibration needs the classifier's probabilistic model outputs as input. " + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4930, 3)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_pred.shape # Holds the probabilistic predictions for each query point" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(5, 3697, 3)\n" + ] + }, + { + "data": { + "text/plain": [ + "(3697, 3)" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# The probabilistic prediction for the validation set\n", + "val_predictions = predict(model, val_mapper, n_predictions=n_predictions)\n", + "val_predictions.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [], + "source": [ + "isotonic_calib = IsotonicCalibration()" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "isotonic_calib.fit(x_train=val_predictions, y_train=val_targets)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4930, 3)" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_pred_calibrated_isotonic = isotonic_calib.transform(test_pred)\n", + "test_pred_calibrated_isotonic.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate ECE after calibration and plot the reliability diagram" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "calibration_data_after_isotonic_scaling = []\n", + "for i in range(test_pred_calibrated_isotonic.shape[1]): # iterate over classes\n", + " calibration_data_after_isotonic_scaling.append([calibration_curve(y_prob=test_pred_calibrated_isotonic[:, i], \n", + " y_true=test_targets[:, i], \n", + " n_bins=10, \n", + " normalize=True)])" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "ece_after_scaling_isotonic = []\n", + "for i in range(test_pred_calibrated_isotonic.shape[1]):\n", + " fraction_of_positives, mean_predicted_value = calibration_data_after_isotonic_scaling[i][0]\n", + " ece_after_scaling_isotonic.append(expected_calibration_error(prediction_probabilities=test_pred_calibrated_isotonic[:, i], \n", + " accuracy=fraction_of_positives, \n", + " confidence=mean_predicted_value))" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.01147624739528691, 0.016222666220535215, 0.012635675501179501]" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ece_after_scaling_isotonic" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_reliability_diagram(calibration_data_after_isotonic_scaling,\n", + " test_pred_calibrated_isotonic, \n", + " ece=ece_after_scaling_isotonic)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Let's print the ECE before calibration and after Temperature Scaling and Isotonic Regression to summarize our results." + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ECE before calibration: 0.0139, 0.0233, 0.0197\n", + "ECE after Temperature Scaling: 0.0113, 0.0199, 0.0166\n", + "ECE after Isotonic Calibration: 0.0115, 0.0162, 0.0126\n" + ] + } + ], + "source": [ + "cal_error = \",\".join(format(e, \" 0.4f\") for e in ece)\n", + "print(\"ECE before calibration: {}\".format(cal_error))\n", + "cal_error = \",\".join(format(e, \" 0.4f\") for e in ece_after_scaling_temperature)\n", + "print(\"ECE after Temperature Scaling: {}\".format(cal_error))\n", + "cal_error = \",\".join(format(e, \" 0.4f\") for e in ece_after_scaling_isotonic)\n", + "print(\"ECE after Isotonic Calibration: {}\".format(cal_error) )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Recalculate classifier accuracy before and after calibration" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = np.argmax(test_pred, axis=1)\n", + "y_pred_calibrated_temperature = np.argmax(test_predictions_calibrated_temperature, axis=1)\n", + "y_pred_calibrated_isotonic = np.argmax(test_pred_calibrated_isotonic, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accurace before calibration: 0.88\n", + "Accurace after Temperature Scaling: 0.88\n", + "Accurace after Isotonic Calibration: 0.88\n" + ] + } + ], + "source": [ + "print(\"Accurace before calibration: {:.2f}\".format(accuracy_score(y_pred=y_pred, \n", + " y_true=np.argmax(test_targets, axis=1))))\n", + "print(\"Accurace after Temperature Scaling: {:.2f}\".format(accuracy_score(y_pred=y_pred_calibrated_temperature, \n", + " y_true=np.argmax(test_targets, axis=1))))\n", + "print(\"Accurace after Isotonic Calibration: {:.2f}\".format(accuracy_score(y_pred=y_pred_calibrated_isotonic, \n", + " y_true=np.argmax(test_targets, axis=1))))\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "This notebook demonstrated how to use temperature scaling and isotonic regression to calibrate the output probabilities of a GraphSAGE model used for multi-class node attribute inference." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (link-prediction)", + "language": "python", + "name": "link-prediction" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 259f0cf959186eb92de61862bdf69c3b2cfe28ee Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 4 Feb 2019 14:25:50 +1100 Subject: [PATCH 057/116] Black formatting. --- stellargraph/__init__.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/stellargraph/__init__.py b/stellargraph/__init__.py index 9128c8c30..beaa6013d 100644 --- a/stellargraph/__init__.py +++ b/stellargraph/__init__.py @@ -11,5 +11,5 @@ # Top-level imports from stellargraph.core.graph import StellarGraph, StellarDiGraph from stellargraph.core.schema import GraphSchema -from stellargraph.core.calibration import TemperatureCalibration, IsotonicCalibration, plot_reliability_diagram, \ - expected_calibration_error +from stellargraph.core.calibration import TemperatureCalibration, IsotonicCalibration +from stellargraph.core.calibration import plot_reliability_diagram, expected_calibration_error From 2456398ad76fd7477380e7f7ee86c36a71594815 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 4 Feb 2019 14:26:10 +1100 Subject: [PATCH 058/116] Black formatting --- stellargraph/core/calibration.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index dfc239b28..5917905fa 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- # -# Copyright 2018 Data61, CSIRO +# Copyright 2018-2019 Data61, CSIRO # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. From a1ff163b0d20821b0847be428ca1973a5a874b16 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 4 Feb 2019 14:46:49 +1100 Subject: [PATCH 059/116] Added legend in plot_reliability_diagram() and improved descriptions in notebook. --- ...libration-pubmed-node-classification.ipynb | 588 ++++++++---------- stellargraph/core/calibration.py | 7 +- 2 files changed, 275 insertions(+), 320 deletions(-) diff --git a/demos/calibration/calibration-pubmed-node-classification.ipynb b/demos/calibration/calibration-pubmed-node-classification.ipynb index c7920d79c..1873c9a6b 100644 --- a/demos/calibration/calibration-pubmed-node-classification.ipynb +++ b/demos/calibration/calibration-pubmed-node-classification.ipynb @@ -11,7 +11,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Import NetworkX and stellar:" + "This notebook demonstrates probability calibration for multi-class node attribute inference. The classifier used is GraphSAGE and the dataset is the citation network Pubmed-Diabetes.\n", + "\n", + "The notebook demonstrates the use of `stellargraph`'s `TemperatureCalibration` and `IsotonicCalibration` classes as well as supporting methods for calculating the Expected Calibration Error (ECE) and plotting reliability diagrams." ] }, { @@ -881,124 +883,124 @@ " \n", " \n", " \n", - " 1724653\n", - " 1\n", - " 0.029645\n", + " 12589429\n", + " 3\n", + " 0.039527\n", " 0.0\n", - " 0.00000\n", + " 0.020413\n", + " 0.000000\n", + " 0.0000\n", + " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.049308\n", " 0.000000\n", - " 0.080573\n", - " 0.0\n", " ...\n", " 0.0\n", " 0.0\n", " 0.000000\n", + " 0.0\n", " 0.000000\n", + " 0.022487\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 0.000000\n", - " 0.000000\n", " \n", " \n", - " 11289479\n", - " 2\n", + " 11285308\n", + " 1\n", " 0.000000\n", " 0.0\n", - " 0.00000\n", + " 0.000000\n", + " 0.000000\n", + " 0.0000\n", " 0.000000\n", " 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"output_type": "stream", - "text": [ - "Epoch 1/20\n", - "222/222 [==============================] - 9s 42ms/step - loss: 0.5274 - categorical_accuracy: 0.8013 - val_loss: 0.3751 - val_categorical_accuracy: 0.8618\n", - "Epoch 2/20\n", - "222/222 [==============================] - 9s 41ms/step - loss: 0.3891 - categorical_accuracy: 0.8566 - val_loss: 0.3356 - val_categorical_accuracy: 0.8737\n", - "Epoch 3/20\n", - "222/222 [==============================] - 9s 40ms/step - loss: 0.3657 - categorical_accuracy: 0.8637 - val_loss: 0.3427 - val_categorical_accuracy: 0.8694\n", - "Epoch 4/20\n", - "222/222 [==============================] - 8s 38ms/step - loss: 0.3527 - categorical_accuracy: 0.8677 - val_loss: 0.3310 - val_categorical_accuracy: 0.8756\n", - "Epoch 5/20\n", - "222/222 [==============================] - 8s 38ms/step - loss: 0.3366 - categorical_accuracy: 0.8725 - val_loss: 0.3279 - val_categorical_accuracy: 0.8783\n", - "Epoch 6/20\n", - "222/222 [==============================] - 8s 38ms/step - loss: 0.3351 - categorical_accuracy: 0.8767 - val_loss: 0.3151 - val_categorical_accuracy: 0.8829\n", - "Epoch 7/20\n", - "222/222 [==============================] - 9s 39ms/step - loss: 0.3245 - categorical_accuracy: 0.8784 - val_loss: 0.3164 - val_categorical_accuracy: 0.8802\n", - "Epoch 8/20\n", - "222/222 [==============================] - 9s 40ms/step - loss: 0.3254 - categorical_accuracy: 0.8790 - val_loss: 0.3072 - val_categorical_accuracy: 0.8877\n", - "Epoch 9/20\n", - "222/222 [==============================] - 9s 40ms/step - loss: 0.3160 - categorical_accuracy: 0.8822 - val_loss: 0.3151 - val_categorical_accuracy: 0.8807\n", - "Epoch 10/20\n", - "222/222 [==============================] - 9s 39ms/step - loss: 0.3143 - categorical_accuracy: 0.8794 - val_loss: 0.3116 - val_categorical_accuracy: 0.8807\n", - "Epoch 11/20\n", - "222/222 [==============================] - 8s 38ms/step - loss: 0.3068 - categorical_accuracy: 0.8839 - val_loss: 0.3164 - val_categorical_accuracy: 0.8807\n", - "Epoch 12/20\n", - "222/222 [==============================] - 8s 38ms/step - loss: 0.3097 - categorical_accuracy: 0.8810 - val_loss: 0.3111 - val_categorical_accuracy: 0.8837\n", - "Epoch 13/20\n", - "222/222 [==============================] - 9s 41ms/step - loss: 0.2998 - categorical_accuracy: 0.8848 - val_loss: 0.3009 - val_categorical_accuracy: 0.8842\n", - "Epoch 14/20\n", - "222/222 [==============================] - 9s 39ms/step - loss: 0.3002 - categorical_accuracy: 0.8853 - val_loss: 0.3089 - val_categorical_accuracy: 0.8804\n", - "Epoch 15/20\n", - "222/222 [==============================] - 9s 39ms/step - loss: 0.2912 - categorical_accuracy: 0.8892 - val_loss: 0.2985 - val_categorical_accuracy: 0.8869\n", - "Epoch 16/20\n", - "222/222 [==============================] - 8s 38ms/step - loss: 0.2934 - categorical_accuracy: 0.8882 - val_loss: 0.3139 - val_categorical_accuracy: 0.8826\n", - "Epoch 17/20\n", - "222/222 [==============================] - 8s 38ms/step - loss: 0.2927 - categorical_accuracy: 0.8883 - val_loss: 0.3038 - val_categorical_accuracy: 0.8823\n", - "Epoch 18/20\n", - "222/222 [==============================] - 9s 38ms/step - loss: 0.2956 - categorical_accuracy: 0.8844 - val_loss: 0.3006 - val_categorical_accuracy: 0.8875\n", - "Epoch 19/20\n", - "222/222 [==============================] - 9s 38ms/step - loss: 0.2920 - categorical_accuracy: 0.8895 - val_loss: 0.3008 - val_categorical_accuracy: 0.8880\n", - "Epoch 20/20\n", - "222/222 [==============================] - 9s 38ms/step - loss: 0.2865 - categorical_accuracy: 0.8915 - val_loss: 0.2991 - val_categorical_accuracy: 0.8877\n" - ] - } - ], + "outputs": [], "source": [ "history = model.fit_generator(\n", " train_gen,\n", " epochs=epochs,\n", " validation_data=val_gen,\n", - " verbose=1,\n", + " verbose=0,\n", " shuffle=True,\n", ")" ] @@ -2155,7 +2110,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -2196,8 +2151,8 @@ "text": [ "\n", "Test Set Metrics:\n", - "\tloss: 0.3244\n", - "\tcategorical_accuracy: 0.8787\n" + "\tloss: 0.3429\n", + "\tcategorical_accuracy: 0.8777\n" ] } ], @@ -2302,34 +2257,34 @@ " \n", " \n", " \n", - " 2100283\n", - " 0.238449\n", - " 0.688879\n", - " 0.072672\n", + " 16842487\n", + " 0.000336\n", + " 0.005441\n", + " 0.994223\n", " \n", " \n", - " 2964326\n", - " 0.000942\n", - " 0.082624\n", - " 0.916435\n", + " 15565075\n", + " 0.000329\n", + " 0.056071\n", + " 0.943600\n", " \n", " \n", - " 10323375\n", - " 0.000141\n", - " 0.986931\n", - " 0.012928\n", + " 7152127\n", + " 0.924147\n", + " 0.072677\n", + " 0.003176\n", " \n", " \n", - " 14963290\n", - " 0.396172\n", - " 0.057737\n", - " 0.546091\n", + " 1345781\n", + " 0.000657\n", + " 0.022060\n", + " 0.977283\n", " \n", " \n", - " 3057890\n", - " 0.000312\n", - " 0.031908\n", - " 0.967780\n", + " 12663602\n", + " 0.000470\n", + " 0.028722\n", + " 0.970808\n", " \n", " \n", "\n", @@ -2338,11 +2293,11 @@ "text/plain": [ " label=1 label=2 label=3\n", "pid \n", - "2100283 0.238449 0.688879 0.072672\n", - "2964326 0.000942 0.082624 0.916435\n", - "10323375 0.000141 0.986931 0.012928\n", - "14963290 0.396172 0.057737 0.546091\n", - "3057890 0.000312 0.031908 0.967780" + "16842487 0.000336 0.005441 0.994223\n", + "15565075 0.000329 0.056071 0.943600\n", + "7152127 0.924147 0.072677 0.003176\n", + "1345781 0.000657 0.022060 0.977283\n", + "12663602 0.000470 0.028722 0.970808" ] }, "execution_count": 41, @@ -2428,7 +2383,7 @@ { "data": { "text/plain": [ - "[0.01385330631289273, 0.02328461381555872, 0.01967369348937844]" + "[0.013652910337447935, 0.031610409587511434, 0.028926100725772504]" ] }, "execution_count": 45, @@ -2454,7 +2409,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2605,7 +2560,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 55, @@ -2645,9 +2600,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -2664,7 +2619,7 @@ "source": [ "Now we can take the GraphSAGE logits, scale them by `temperature` and then apply the `softmax` to obtain the calibrated probabilities for each class.\n", "\n", - "**Note** that scaling the logits by `temperature` does not change the predictions so the model's accuracy will not change and there is not need to recalculate them." + "**Note** that scaling the logits by `temperature` does not change the predictions so the model's accuracy will not change and there is no need to recalculate them." ] }, { @@ -2719,7 +2674,7 @@ { "data": { "text/plain": [ - "[0.011328297840165912, 0.019892266418112543, 0.016602097641217322]" + "[0.009495492487208282, 0.01925846952016024, 0.0206418547412954]" ] }, "execution_count": 61, @@ -2740,7 +2695,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2902,7 +2857,7 @@ { "data": { "text/plain": [ - "[0.01147624739528691, 0.016222666220535215, 0.012635675501179501]" + "[0.005002715541157771, 0.01912417226921923, 0.019369185756400013]" ] }, "execution_count": 70, @@ -2921,7 +2876,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2952,9 +2907,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "ECE before calibration: 0.0139, 0.0233, 0.0197\n", - "ECE after Temperature Scaling: 0.0113, 0.0199, 0.0166\n", - "ECE after Isotonic Calibration: 0.0115, 0.0162, 0.0126\n" + "ECE before calibration: 0.0137, 0.0316, 0.0289\n", + "ECE after Temperature Scaling: 0.0095, 0.0193, 0.0206\n", + "ECE after Isotonic Calibration: 0.0050, 0.0191, 0.0194\n" ] } ], @@ -3006,8 +2961,7 @@ "print(\"Accurace after Temperature Scaling: {:.2f}\".format(accuracy_score(y_pred=y_pred_calibrated_temperature, \n", " y_true=np.argmax(test_targets, axis=1))))\n", "print(\"Accurace after Isotonic Calibration: {:.2f}\".format(accuracy_score(y_pred=y_pred_calibrated_isotonic, \n", - " y_true=np.argmax(test_targets, axis=1))))\n", - "\n" + " y_true=np.argmax(test_targets, axis=1))))\n" ] }, { diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index 5917905fa..324a251dc 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -162,13 +162,14 @@ def plot_training_history(self): """ Helper function for plotting the training history. """ - fig, (ax1, ax2) = plt.subplots(1, 2, sharex=True, figsize=(10, 5)) - ax1.plot(self.history[:, 0]) + fig, (ax1, ax2) = plt.subplots(1, 2, sharex=True, figsize=(12, 5)) + ax1.plot(self.history[:, 0], label="Training") if self.history.shape[1] == 3: # has validation cost - ax1.plot(self.history[:, 1]) + ax1.plot(self.history[:, 1], label="Validation") ax1.set_title("Cost") ax1.set_xlabel("Epoch") ax1.set_ylabel("Cost") + ax1.legend(loc='upper right') ax2.plot(self.history[:, -1]) ax2.set_title("Temperature") ax2.set_xlabel("Epoch") From 55f23519b5bb23932b1cb96758ba91c78fa20d09 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 4 Feb 2019 15:13:56 +1100 Subject: [PATCH 060/116] style --- stellargraph/__init__.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/stellargraph/__init__.py b/stellargraph/__init__.py index beaa6013d..73520409f 100644 --- a/stellargraph/__init__.py +++ b/stellargraph/__init__.py @@ -12,4 +12,7 @@ from stellargraph.core.graph import StellarGraph, StellarDiGraph from stellargraph.core.schema import GraphSchema from stellargraph.core.calibration import TemperatureCalibration, IsotonicCalibration -from stellargraph.core.calibration import plot_reliability_diagram, expected_calibration_error +from stellargraph.core.calibration import ( + plot_reliability_diagram, + expected_calibration_error, +) From 5b240b5d3b607e7d729d96593286d5647d3e3162 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 4 Feb 2019 15:14:10 +1100 Subject: [PATCH 061/116] style --- stellargraph/core/calibration.py | 73 ++++++++++++++++++++++---------- 1 file changed, 51 insertions(+), 22 deletions(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index 324a251dc..f077fc3f5 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -18,7 +18,12 @@ Calibration for classification, binary and multi-class, models. """ -__all__ = ["IsotonicCalibration", "TemperatureCalibration", "expected_calibration_error", "plot_reliability_diagram"] +__all__ = [ + "IsotonicCalibration", + "TemperatureCalibration", + "expected_calibration_error", + "plot_reliability_diagram", +] import numpy as np import matplotlib.pyplot as plt @@ -42,7 +47,9 @@ def expected_calibration_error(prediction_probabilities, accuracy, confidence): """ n_bins = len(accuracy) # the number of bins n = len(prediction_probabilities) # number of points - h = np.histogram(a=prediction_probabilities, range=(0, 1), bins=n_bins)[0] # just the counts + h = np.histogram(a=prediction_probabilities, range=(0, 1), bins=n_bins)[ + 0 + ] # just the counts ece = 0 for m in np.arange(n_bins): ece = ece + (h[m] / n) * np.abs(accuracy[m] - confidence[m]) @@ -76,12 +83,12 @@ def plot_reliability_diagram(calibration_data, predictions, ece=None, filename=N ax1.set_title("Calibration Curve (ECE={})".format(calibration_error)) ax1.set_xlabel("Mean Predicted Value", fontsize=16) ax1.set_ylabel("Fraction of Positives", fontsize=16) - ax1.plot([0, 1], [0, 1], 'g--') + ax1.plot([0, 1], [0, 1], "g--") ax2.hist(predictions[:, i], range=(0, 1), bins=10, histtype="step", lw=2) ax2.set_xlabel("Bin", fontsize=16) ax2.set_ylabel("Count", fontsize=16) if filename is not None: - fig.savefig(filename, bbox_inches='tight') + fig.savefig(filename, bbox_inches="tight") class TemperatureCalibration(object): @@ -100,7 +107,7 @@ class TemperatureCalibration(object): def __init__(self, epochs=1000): self.epochs = epochs self.n_classes = None - self.temperature = 1. # default is no scaling + self.temperature = 1.0 # default is no scaling self.history = [] def fit(self, x_train, y_train, x_val=None, y_val=None): @@ -117,27 +124,43 @@ def fit(self, x_train, y_train, x_val=None, y_val=None): """ early_stopping = False - if (x_val is not None and y_val is None) or (x_val is None and y_val is not None): - raise ValueError("Either both x_val and y_val should be None or both should be numpy arrays.") + if (x_val is not None and y_val is None) or ( + x_val is None and y_val is not None + ): + raise ValueError( + "Either both x_val and y_val should be None or both should be numpy arrays." + ) if x_val is not None and y_val is not None: early_stopping = True - print("Using Early Stopping based on performance evaluated on given validation set.") + print( + "Using Early Stopping based on performance evaluated on given validation set." + ) self.n_classes = x_train.shape[1] # Specify the tensorflow program. with tf.variable_scope(tf.get_variable_scope(), reuse=tf.AUTO_REUSE): - x = tf.placeholder(tf.float32, [None, self.n_classes], name='x') # input are the model logits - y = tf.placeholder(tf.float32, [None, self.n_classes], - name='y') # output is one-hot encoded true class labels + x = tf.placeholder( + tf.float32, [None, self.n_classes], name="x" + ) # input are the model logits + y = tf.placeholder( + tf.float32, [None, self.n_classes], name="y" + ) # output is one-hot encoded true class labels - T = tf.get_variable('T', [1], initializer=tf.ones_initializer) # the temperature + T = tf.get_variable( + "T", [1], initializer=tf.ones_initializer + ) # the temperature - scaled_logits = tf.multiply(name='z', x=x, y=1. / T) # logits scaled by inverse T + scaled_logits = tf.multiply( + name="z", x=x, y=1.0 / T + ) # logits scaled by inverse T # cost function to optimise - cost = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits_v2(logits=scaled_logits, - labels=y)) + cost = tf.reduce_mean( + tf.nn.softmax_cross_entropy_with_logits_v2( + logits=scaled_logits, labels=y + ) + ) optimizer = tf.train.AdamOptimizer(learning_rate=0.001).minimize(cost) @@ -169,7 +192,7 @@ def plot_training_history(self): ax1.set_title("Cost") ax1.set_xlabel("Epoch") ax1.set_ylabel("Cost") - ax1.legend(loc='upper right') + ax1.legend(loc="upper right") ax2.plot(self.history[:, -1]) ax2.set_title("Temperature") ax2.set_xlabel("Epoch") @@ -188,12 +211,15 @@ def transform(self, x): """ if x.shape[1] != self.n_classes: raise ValueError( - "Expecting input vector of dimensionality {} but received {}".format(self.n_classes, len(x))) + "Expecting input vector of dimensionality {} but received {}".format( + self.n_classes, len(x) + ) + ) scaled_prediction = x / self.temperature - return np.exp(scaled_prediction) / np.sum(np.exp(scaled_prediction), - axis=-1, - keepdims=True) + return np.exp(scaled_prediction) / np.sum( + np.exp(scaled_prediction), axis=-1, keepdims=True + ) class IsotonicCalibration(object): @@ -216,7 +242,7 @@ def fit(self, x_train, y_train): self.n_classes = x_train.shape[1] for n in range(self.n_classes): - self.regressors.append(IsotonicRegression(out_of_bounds='clip')) + self.regressors.append(IsotonicRegression(out_of_bounds="clip")) self.regressors[-1].fit(X=x_train[:, n], y=y_train[:, n]) @@ -232,7 +258,10 @@ def transform(self, x): """ if x.shape[1] != self.n_classes: raise ValueError( - "Expecting input vector of dimensionality {} but received {}".format(self.n_classes, len(x))) + "Expecting input vector of dimensionality {} but received {}".format( + self.n_classes, len(x) + ) + ) predictions = [] for n in range(self.n_classes): From ff00acb669d328907a8feba3409c5f7b22be459b Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Mon, 4 Feb 2019 15:28:09 +1100 Subject: [PATCH 062/116] issue template updated to include CHANGELOG.md update --- .github/issue_template.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/.github/issue_template.md b/.github/issue_template.md index e76acd174..c5dec4818 100644 --- a/.github/issue_template.md +++ b/.github/issue_template.md @@ -16,6 +16,7 @@ so that: - [ ] Code well commented - [ ] Documentation on Google Docs - [ ] Documentation in repo +- [ ] CHANGELOG.md updated - [ ] Team demo - [ ] Mini-meetup talk - [ ] Stakeholder sign-off @@ -34,4 +35,6 @@ so that: - [ ] Branch and Pull Request pass integration tests on CI - [ ] Version number reflects new status - [ ] Peer Code Review Performed -- [ ] Code well commented \ No newline at end of file +- [ ] Code well commented +- [ ] CHANGELOG.md updated + From f87710d2f4dcf86ad7aceb151c0139c32497480d Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 4 Feb 2019 15:35:22 +1100 Subject: [PATCH 063/116] Notebook showing example of calibrating a GraphSAGE model used for link prediction (binary classification.) --- .../calibration-pubmed-link-prediction.ipynb | 2027 +++++++++++++++++ 1 file changed, 2027 insertions(+) create mode 100644 demos/calibration/calibration-pubmed-link-prediction.ipynb diff --git a/demos/calibration/calibration-pubmed-link-prediction.ipynb b/demos/calibration/calibration-pubmed-link-prediction.ipynb new file mode 100644 index 000000000..9970369ad --- /dev/null +++ b/demos/calibration/calibration-pubmed-link-prediction.ipynb @@ -0,0 +1,2027 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Link prediction example and calibration: GraphSAGE on the PubMed-Diabetes citation dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this example, we use our implementation of the [GraphSAGE](http://snap.stanford.edu/graphsage/) algorithm to build a model that predicts citation links in the PubMed-Diabetes dataset (see below). The problem is treated as a supervised link prediction problem on a homogeneous citation network with nodes representing papers (with attributes such as binary keyword indicators and categorical subject) and links corresponding to paper-paper citations. \n", + "\n", + "To address this problem, we build a model with the following architecture. First we build a two-layer GraphSAGE model that takes labeled `(paper1, paper2)` node pairs corresponding to possible citation links, and outputs a pair of node embeddings for the `paper1` and `paper2` nodes of the pair. These embeddings are then fed into a link classification layer, which first applies a binary operator to those node embeddings (e.g., concatenating them) to construct the embedding of the potential link. Thus obtained link embeddings are passed through the dense link classification layer to obtain link predictions - probability for these candidate links to actually exist in the network. The entire model is trained end-to-end by minimizing the loss function of choice (e.g., binary cross-entropy between predicted link probabilities and true link labels, with true/false citation links having labels 1/0) using stochastic gradient descent (SGD) updates of the model parameters, with minibatches of 'training' links fed into the model.\n", + "\n", + "Lastly, we investigate the nature of prediction probabilities. We want to know if GraphSAGE's prediction probabilities are well calibrated or not. In the latter case, we present two methods for calibrating the model's output." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], + "source": [ + "import networkx as nx\n", + "import pandas as pd\n", + "import numpy as np\n", + "import os\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import stellargraph as sg\n", + "from stellargraph.data import EdgeSplitter\n", + "from stellargraph.mapper import GraphSAGELinkGenerator\n", + "from stellargraph.layer import GraphSAGE, link_classification\n", + "from stellargraph import expected_calibration_error, plot_reliability_diagram\n", + "\n", + "import keras\n", + "from sklearn import preprocessing, feature_extraction, model_selection\n", + "from sklearn.calibration import calibration_curve\n", + "from sklearn.linear_model import LogisticRegressionCV\n", + "from sklearn.isotonic import IsotonicRegression\n", + "\n", + "from sklearn.metrics import accuracy_score\n", + "\n", + "from stellargraph import globalvar\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Loading the PubMed Diabetes network data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Downloading the dataset:**\n", + " \n", + "The dataset used in this demo can be downloaded from https://linqs-data.soe.ucsc.edu/public/Pubmed-Diabetes.tgz\n", + "\n", + "The following is the description of the dataset:\n", + "\n", + "> The Pubmed Diabetes dataset consists of 19717 scientific publications from PubMed database \n", + "> pertaining to diabetes classified into one of three classes. The citation network consists \n", + "> of 44338 links. Each publication in the dataset is described by a TF/IDF weighted word \n", + "> vector from a dictionary which consists of 500 unique words.\n", + "\n", + "Download and unzip the `Pubmed-Diabetes.tgz` file to a location on your computer.\n", + "\n", + "Before proceeding use the script at https://github.com/stellargraph/data-science/tree/devel/PubMed to process the raw data into a format that can be read by `networkx`.\n", + "\n", + "Set the `data_dir` variable to point to the location of the processed dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_dir = \"~/data/pubmed/Pubmed-Diabetes/data\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the graph from edgelist" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "edgelist = pd.read_table(os.path.join(data_dir, 'Pubmed-Diabetes.DIRECTED.cites.tab'), \n", + " skiprows=2, \n", + " header=None )\n", + "edgelist.drop(columns=[0,2], inplace=True)\n", + "edgelist.columns = ['source', 'target']\n", + "# delete unneccessary prefix \n", + "edgelist['source'] = edgelist['source'].map(lambda x: x.lstrip('paper:')) \n", + "edgelist['target'] = edgelist['target'].map(lambda x: x.lstrip('paper:'))\n", + "edgelist[\"label\"] = \"cites\" # set the edge type" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " label w-0 w-0001 w-001 w-01 w-02 w-05 w-1 w-10 \\\n", + "pid \n", + "12187484 1 0.000000 0.0 0.0 0.0 0.0 0.0 0.000000 0.000000 \n", + "2344352 1 0.000000 0.0 0.0 0.0 0.0 0.0 0.000000 0.000000 \n", + "14654069 1 0.000000 0.0 0.0 0.0 0.0 0.0 0.000000 0.000000 \n", + "16443886 2 0.008322 0.0 0.0 0.0 0.0 0.0 0.019854 0.016963 \n", + "2684155 1 0.000000 0.0 0.0 0.0 0.0 0.0 0.000000 0.000000 \n", + "\n", + " w-100 ... w-vitro w-vivo w-vs w-week w-weight \\\n", + "pid ... \n", + "12187484 0.0 ... 0.0 0.000000 0.0 0.000000 0.000000 \n", + "2344352 0.0 ... 0.0 0.041603 0.0 0.000000 0.000000 \n", + "14654069 0.0 ... 0.0 0.000000 0.0 0.021497 0.045617 \n", + "16443886 0.0 ... 0.0 0.000000 0.0 0.000000 0.000000 \n", + "2684155 0.0 ... 0.0 0.000000 0.0 0.000000 0.000000 \n", + "\n", + " w-wherea w-women w-x w-year w-young \n", + "pid \n", + "12187484 0.00000 0.0 0.0 0.0 0.0 \n", + "2344352 0.00000 0.0 0.0 0.0 0.0 \n", + "14654069 0.00000 0.0 0.0 0.0 0.0 \n", + "16443886 0.02367 0.0 0.0 0.0 0.0 \n", + "2684155 0.00000 0.0 0.0 0.0 0.0 \n", + "\n", + "[5 rows x 501 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "node_data.index = node_data['pid']\n", + "node_data.drop(columns=['pid'], inplace=True)\n", + "node_data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define a set of node features that will be used by the model as the difference between the set of all node features and a list of user-defined node attributes to ignore:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['label', 'w-0', 'w-0001', 'w-001', 'w-01', 'w-02', 'w-05', 'w-1',\n", + " 'w-10', 'w-100',\n", + " ...\n", + " 'w-vitro', 'w-vivo', 'w-vs', 'w-week', 'w-weight', 'w-wherea',\n", + " 'w-women', 'w-x', 'w-year', 'w-young'],\n", + " dtype='object', length=501)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "feature_names = node_data.columns\n", + "feature_names" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need to convert node features that will be used by the model to numeric values that are required for GraphSAGE input. Note that all node features in the PubMed dataset, except the categorical \"label\" feature, are already numeric, and don't require the conversion." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "if \"label\" in feature_names:\n", + " # Convert node features to numeric vectors\n", + " feature_encoding = feature_extraction.DictVectorizer(sparse=False)\n", + " node_features = feature_encoding.fit_transform(\n", + " node_data[feature_names].to_dict(\"records\")\n", + " )\n", + "else: # node features are already numeric, no further conversion is needed\n", + " node_features = node_data[feature_names].values" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(19717, 503)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "node_features.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Add node data to G:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "for nid, f in zip(node_data.index, node_features):\n", + " G.node[str(nid)][globalvar.TYPE_ATTR_NAME] = \"paper\" # specify node type\n", + " G.node[str(nid)][\"feature\"] = f" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We aim to train a link prediction model, hence we need to prepare the train and test sets of links and the corresponding graphs with those links removed.\n", + "\n", + "We are going to split our input graph into a train and test graphs using the EdgeSplitter class in `stellargraph.data`. We will use the train graph for training the model (a binary classifier that, given two nodes, predicts whether a link between these two nodes should exist or not) and the test graph for evaluating the model's performance on hold out data.\n", + "Each of these graphs will have the same number of nodes as the input graph, but the number of links will differ (be reduced) as some of the links will be removed during each split and used as the positive samples for training/testing the link prediction classifier." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the original graph G, extract a randomly sampled subset of validation edges (true and false citation links) and the reduced graph G_test with the positive test edges removed:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Removed 1000 edges\n", + "Removed 2000 edges\n", + "Removed 3000 edges\n", + "Removed 4000 edges\n", + "Removed 5000 edges\n", + "Removed 6000 edges\n", + "Sampled 1000 negative examples\n", + "Sampled 2000 negative examples\n", + "Sampled 3000 negative examples\n", + "Sampled 4000 negative examples\n", + "Sampled 5000 negative examples\n", + "Sampled 6000 negative examples\n", + "** Sampled 6649 positive and 6649 negative edges. **\n" + ] + } + ], + "source": [ + "# Define an edge splitter on the original graph G:\n", + "edge_splitter_test = EdgeSplitter(G)\n", + "\n", + "# Randomly sample a fraction p=0.1 of all positive links, and same number of negative links, from G, and obtain the\n", + "# reduced graph G_test with the sampled links removed:\n", + "G_test, edge_ids_test, edge_labels_test = edge_splitter_test.train_test_split(\n", + " p=0.15, method=\"global\", keep_connected=True\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The reduced graph G_test, together with the test ground truth set of links (edge_ids_test, edge_labels_test), will be used for testing the model.\n", + "\n", + "Now repeat this procedure to obtain the validation data for the model. From the reduced graph G_test, extract a randomly sampled subset of validation edges (true and false citation links) and the reduced graph G_val with the positive train edges removed:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Removed 1000 edges\n", + "Removed 2000 edges\n", + "Removed 3000 edges\n", + "Removed 4000 edges\n", + "Removed 5000 edges\n", + "Removed 6000 edges\n", + "Removed 7000 edges\n", + "Sampled 1000 negative examples\n", + "Sampled 2000 negative examples\n", + "Sampled 3000 negative examples\n", + "Sampled 4000 negative examples\n", + "Sampled 5000 negative examples\n", + "Sampled 6000 negative examples\n", + "Sampled 7000 negative examples\n", + "** Sampled 7535 positive and 7535 negative edges. **\n" + ] + } + ], + "source": [ + "# Define an edge splitter on the reduced graph G_test:\n", + "edge_splitter_val = EdgeSplitter(G_test)\n", + "\n", + "# Randomly sample a fraction p=0.1 of all positive links, and same number of negative links, from G_test, and obtain the\n", + "# reduced graph G_train with the sampled links removed:\n", + "G_val, edge_ids_val, edge_labels_val = edge_splitter_val.train_test_split(\n", + " p=0.20, method=\"global\", keep_connected=True\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The reduced graph G_val, together with the validation ground truth set of links (edge_ids_val, edge_labels_val), will be used for validating the model (can also be used to tune the model parameters).\n", + "\n", + "Now repeat this procedure to obtain the training data for the model. From the reduced graph G_val, extract a randomly sampled subset of train edges (true and false citation links) and the reduced graph G_train with the positive train edges removed:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Removed 1000 edges\n", + "Removed 2000 edges\n", + "Removed 3000 edges\n", + "Removed 4000 edges\n", + "Removed 5000 edges\n", + "Removed 6000 edges\n", + "Sampled 1000 negative examples\n", + "Sampled 2000 negative examples\n", + "Sampled 3000 negative examples\n", + "Sampled 4000 negative examples\n", + "Sampled 5000 negative examples\n", + "Sampled 6000 negative examples\n", + "** Sampled 6028 positive and 6028 negative edges. **\n" + ] + } + ], + "source": [ + "# Define an edge splitter on the reduced graph G_test:\n", + "edge_splitter_train = EdgeSplitter(G_val)\n", + "\n", + "# Randomly sample a fraction p=0.1 of all positive links, and same number of negative links, from G_test, and obtain the\n", + "# reduced graph G_train with the sampled links removed:\n", + "G_train, edge_ids_train, edge_labels_train = edge_splitter_train.train_test_split(\n", + " p=0.20, method=\"global\", keep_connected=True\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "G_train, together with the train ground truth set of links (edge_ids_train, edge_labels_train), will be used for training the model." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Convert G_val, G_train and G_test to StellarGraph objects (undirected, as required by GraphSAGE) for ML:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "G_val = sg.StellarGraph(G_val, node_features=\"feature\")\n", + "G_train = sg.StellarGraph(G_train, node_features=\"feature\")\n", + "G_test = sg.StellarGraph(G_test, node_features=\"feature\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Summary of G_train, G_val and G_test - note that they have the same set of nodes, only differing in their edge sets:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "StellarGraph: Undirected multigraph\n", + " Nodes: 19717, Edges: 24115\n", + "\n", + " Node types:\n", + " paper: [19717]\n", + " Attributes: {'feature'}\n", + " Edge types: paper-cites->paper\n", + "\n", + " Edge types:\n", + " paper-cites->paper: [24115]\n", + "\n" + ] + } + ], + "source": [ + "print(G_train.info())" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "StellarGraph: Undirected multigraph\n", + " Nodes: 19717, Edges: 30143\n", + "\n", + " Node types:\n", + " paper: [19717]\n", + " Attributes: {'feature'}\n", + " Edge types: paper-cites->paper\n", + "\n", + " Edge types:\n", + " paper-cites->paper: [30143]\n", + "\n" + ] + } + ], + "source": [ + "print(G_val.info())" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "StellarGraph: Undirected multigraph\n", + " Nodes: 19717, Edges: 37678\n", + "\n", + " Node types:\n", + " paper: [19717]\n", + " Attributes: {'feature'}\n", + " Edge types: paper-cites->paper\n", + "\n", + " Edge types:\n", + " paper-cites->paper: [37678]\n", + "\n" + ] + } + ], + "source": [ + "print(G_test.info())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, we create the link mappers for sampling and streaming training and testing data to the model. The link mappers essentially \"map\" pairs of nodes `(paper1, paper2)` to the input of GraphSAGE: they take minibatches of node pairs, sample 2-hop subgraphs with `(paper1, paper2)` head nodes extracted from those pairs, and feed them, together with the corresponding binary labels indicating whether those pairs represent true or false citation links, to the input layer of the GraphSAGE model, for SGD updates of the model parameters.\n", + "\n", + "Specify the minibatch size (number of node pairs per minibatch) and the number of epochs for training the model:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "batch_size = 50\n", + "epochs = 20 # 20" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "Specify the sizes of 1- and 2-hop neighbour samples for GraphSAGE:\n", + "\n", + "Note that the length of `num_samples` list defines the number of layers/iterations in the GraphSAGE model. In this example, we are defining a 2-layer GraphSAGE model." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "num_samples = [10, 5] # was 15, 10" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "train_gen = GraphSAGELinkGenerator(G_train, batch_size, num_samples).flow(edge_ids_train,edge_labels_train)\n", + "val_gen = GraphSAGELinkGenerator(G_val, batch_size, num_samples).flow(edge_ids_val,edge_labels_val)\n", + "test_gen = GraphSAGELinkGenerator(G_test, batch_size, num_samples).flow(edge_ids_test, edge_labels_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Build the model: a 2-layer GraphSAGE model acting as node representation learner, with a link classification layer on concatenated `(paper1, paper2)` node embeddings.\n", + "\n", + "GraphSAGE part of the model, with hidden layer sizes of 50 for both GraphSAGE layers, a bias term, and no dropout. (Dropout can be switched on by specifying a positive dropout rate, 0 < dropout < 1)\n", + "Note that the length of layer_sizes list must be equal to the length of num_samples, as len(num_samples) defines the number of hops (layers) in the GraphSAGE model." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "layer_sizes = [32, 32]\n", + "assert len(layer_sizes) == len(num_samples)\n", + "\n", + "graphsage = GraphSAGE(\n", + " layer_sizes=layer_sizes, generator=train_gen, bias=True, dropout=0.2\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "# Expose input and output sockets of graphsage, for source and destination nodes:\n", + "x_inp_src, x_out_src = graphsage.default_model(flatten_output=False)\n", + "x_inp_dst, x_out_dst = graphsage.default_model(flatten_output=False)\n", + "# re-pack into a list where (source, destination) inputs alternate, for link inputs:\n", + "x_inp = [x for ab in zip(x_inp_src, x_inp_dst) for x in ab]\n", + "# same for outputs:\n", + "x_out = [x_out_src, x_out_dst]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Final link classification layer that takes a pair of node embeddings produced by graphsage, applies a binary operator to them to produce the corresponding link embedding ('ip' for inner product; other options for the binary operator can be seen by running a cell with `?link_classification` in it), and passes it through a dense layer:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "link_classification: using 'ip' method to combine node embeddings into edge embeddings\n" + ] + } + ], + "source": [ + "logits = link_classification(\n", + " output_dim=1, output_act=\"linear\", edge_feature_method='ip'\n", + " )(x_out)\n", + "\n", + "prediction = keras.layers.Activation(keras.activations.sigmoid)(logits)\n", + "\n", + "# prediction = link_classification(\n", + "# output_dim=1, output_act=\"relu\", edge_feature_method='ip'\n", + "# )(logits)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Stack the GraphSAGE and prediction layers into a Keras model, and specify the loss" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "model = keras.Model(inputs=x_inp, outputs=prediction)\n", + "\n", + "model.compile(\n", + " optimizer=keras.optimizers.Adam(lr=1e-3),\n", + " loss=keras.losses.binary_crossentropy,\n", + " metrics=[keras.metrics.binary_accuracy],\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Evaluate the initial (untrained) model on the train, val and test sets:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Train Set Metrics of the initial (untrained) model:\n", + "\tloss: 0.6699\n", + "\tbinary_accuracy: 0.5024\n", + "\n", + "Validation Set Metrics of the initial (untrained) model:\n", + "\tloss: 0.6716\n", + "\tbinary_accuracy: 0.5034\n", + "\n", + "Test Set Metrics of the initial (untrained) model:\n", + "\tloss: 0.6697\n", + "\tbinary_accuracy: 0.5032\n" + ] + } + ], + "source": [ + "init_train_metrics = model.evaluate_generator(train_gen)\n", + "init_val_metrics = model.evaluate_generator(val_gen)\n", + "init_test_metrics = model.evaluate_generator(test_gen)\n", + "\n", + "print(\"\\nTrain Set Metrics of the initial (untrained) model:\")\n", + "for name, val in zip(model.metrics_names, init_train_metrics):\n", + " print(\"\\t{}: {:0.4f}\".format(name, val))\n", + "\n", + "print(\"\\nValidation Set Metrics of the initial (untrained) model:\")\n", + "for name, val in zip(model.metrics_names, init_val_metrics):\n", + " print(\"\\t{}: {:0.4f}\".format(name, val))\n", + "\n", + "print(\"\\nTest Set Metrics of the initial (untrained) model:\")\n", + "for name, val in zip(model.metrics_names, init_test_metrics):\n", + " print(\"\\t{}: {:0.4f}\".format(name, val))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train the model:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "242/242 [==============================] - 18s 74ms/step - loss: 0.5882 - binary_accuracy: 0.7343 - val_loss: 0.5670 - val_binary_accuracy: 0.7395\n", + "Epoch 2/20\n", + "242/242 [==============================] - 17s 68ms/step - loss: 0.5628 - binary_accuracy: 0.7646 - val_loss: 0.5517 - val_binary_accuracy: 0.7659\n", + "Epoch 3/20\n", + "242/242 [==============================] - 18s 73ms/step - loss: 0.5518 - binary_accuracy: 0.7757 - val_loss: 0.5497 - val_binary_accuracy: 0.7676\n", + "Epoch 4/20\n", + "242/242 [==============================] - 17s 69ms/step - loss: 0.5451 - binary_accuracy: 0.7839 - val_loss: 0.5459 - val_binary_accuracy: 0.7755\n", + "Epoch 5/20\n", + "242/242 [==============================] - 16s 67ms/step - loss: 0.5386 - binary_accuracy: 0.7914 - val_loss: 0.5464 - val_binary_accuracy: 0.7717\n", + "Epoch 6/20\n", + "242/242 [==============================] - 17s 70ms/step - loss: 0.5354 - binary_accuracy: 0.7956 - val_loss: 0.5456 - val_binary_accuracy: 0.7754\n", + "Epoch 7/20\n", + "242/242 [==============================] - 18s 72ms/step - loss: 0.5305 - binary_accuracy: 0.8035 - val_loss: 0.5492 - val_binary_accuracy: 0.7700\n", + "Epoch 8/20\n", + "242/242 [==============================] - 17s 70ms/step - loss: 0.5251 - binary_accuracy: 0.8090 - val_loss: 0.5495 - val_binary_accuracy: 0.7700\n", + "Epoch 9/20\n", + "242/242 [==============================] - 22s 91ms/step - loss: 0.5230 - binary_accuracy: 0.8087 - val_loss: 0.5475 - val_binary_accuracy: 0.7698\n", + "Epoch 10/20\n", + "242/242 [==============================] - 17s 72ms/step - loss: 0.5190 - binary_accuracy: 0.8170 - val_loss: 0.5477 - val_binary_accuracy: 0.7667\n", + "Epoch 11/20\n", + "242/242 [==============================] - 17s 71ms/step - loss: 0.5150 - binary_accuracy: 0.8214 - val_loss: 0.5517 - val_binary_accuracy: 0.7578\n", + "Epoch 12/20\n", + "242/242 [==============================] - 18s 75ms/step - loss: 0.5103 - binary_accuracy: 0.8273 - val_loss: 0.5507 - val_binary_accuracy: 0.7608\n", + "Epoch 13/20\n", + "242/242 [==============================] - 19s 79ms/step - loss: 0.5064 - binary_accuracy: 0.8347 - val_loss: 0.5524 - val_binary_accuracy: 0.7543\n", + "Epoch 14/20\n", + "242/242 [==============================] - 18s 73ms/step - loss: 0.5045 - binary_accuracy: 0.8374 - val_loss: 0.5527 - val_binary_accuracy: 0.7486\n", + "Epoch 15/20\n", + "242/242 [==============================] - 18s 73ms/step - loss: 0.5017 - binary_accuracy: 0.8382 - val_loss: 0.5530 - val_binary_accuracy: 0.7497\n", + "Epoch 16/20\n", + "242/242 [==============================] - 17s 71ms/step - loss: 0.4984 - binary_accuracy: 0.8427 - val_loss: 0.5550 - val_binary_accuracy: 0.7466\n", + "Epoch 17/20\n", + "242/242 [==============================] - 18s 74ms/step - loss: 0.4960 - binary_accuracy: 0.8475 - val_loss: 0.5551 - val_binary_accuracy: 0.7511\n", + "Epoch 18/20\n", + "242/242 [==============================] - 18s 75ms/step - loss: 0.4938 - binary_accuracy: 0.8511 - val_loss: 0.5567 - val_binary_accuracy: 0.7466\n", + "Epoch 19/20\n", + "242/242 [==============================] - 18s 75ms/step - loss: 0.4900 - binary_accuracy: 0.8535 - val_loss: 0.5574 - val_binary_accuracy: 0.7457\n", + "Epoch 20/20\n", + "242/242 [==============================] - 23s 95ms/step - loss: 0.4889 - binary_accuracy: 0.8538 - val_loss: 0.5562 - val_binary_accuracy: 0.7465\n" + ] + } + ], + "source": [ + "history = model.fit_generator(\n", + " train_gen,\n", + " epochs=epochs,\n", + " validation_data=val_gen,\n", + " verbose=1,\n", + " shuffle=True,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the training history:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_history(history):\n", + " metrics = sorted(history.history.keys())\n", + " metrics = metrics[:len(metrics)//2]\n", + " for m in metrics:\n", + " # summarize history for metric m\n", + " plt.plot(history.history[m])\n", + " plt.plot(history.history['val_' + m])\n", + " plt.title(m)\n", + " plt.ylabel(m)\n", + " plt.xlabel('epoch')\n", + " plt.legend(['train', 'test'], loc='upper right')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_history(history)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Evaluate the trained model on test citation links:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Train Set Metrics of the trained model:\n", + "\tloss: 0.4724\n", + "\tbinary_accuracy: 0.8782\n", + "\n", + "Validation Set Metrics of the trained model:\n", + "\tloss: 0.5562\n", + "\tbinary_accuracy: 0.7482\n", + "\n", + "Test Set Metrics of the trained model:\n", + "\tloss: 0.5517\n", + "\tbinary_accuracy: 0.7532\n" + ] + } + ], + "source": [ + "train_metrics = model.evaluate_generator(train_gen)\n", + "val_metrics = model.evaluate_generator(val_gen)\n", + "test_metrics = model.evaluate_generator(test_gen)\n", + "\n", + "print(\"\\nTrain Set Metrics of the trained model:\")\n", + "for name, val in zip(model.metrics_names, train_metrics):\n", + " print(\"\\t{}: {:0.4f}\".format(name, val))\n", + "\n", + "print(\"\\nValidation Set Metrics of the trained model:\")\n", + "for name, val in zip(model.metrics_names, val_metrics):\n", + " print(\"\\t{}: {:0.4f}\".format(name, val))\n", + "\n", + "print(\"\\nTest Set Metrics of the trained model:\")\n", + "for name, val in zip(model.metrics_names, test_metrics):\n", + " print(\"\\t{}: {:0.4f}\".format(name, val))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "num_tests =1 # the number of times to generate predictions" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "266/266 [==============================] - 7s 24ms/step\n" + ] + } + ], + "source": [ + "all_test_predictions = [model.predict_generator(test_gen, verbose=True) for _ in np.arange(num_tests)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Diagnosing model miscalibration\n", + "\n", + "We are going to use method from scikit-learn.calibration module to calibrate the binary classifier." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "calibration_data = [calibration_curve(y_prob=test_predictions, \n", + " y_true=edge_labels_test, \n", + " n_bins=10, \n", + " normalize=True) for test_predictions in all_test_predictions]\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let' calculate the expected calibration error on the test set before calibration." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ECE: (before calibration) 0.3521\n" + ] + } + ], + "source": [ + "for fraction_of_positives, mean_predicted_value in calibration_data:\n", + " ece_pre_calibration = expected_calibration_error(prediction_probabilities=all_test_predictions[0], \n", + " accuracy=fraction_of_positives, \n", + " confidence=mean_predicted_value)\n", + " print('ECE: (before calibration) {:.4f}'.format(ece_pre_calibration))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's plot the reliability diagram. This is a visual aid for the diagnosis of a poorly calibrated binary classifier." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12, 8))\n", + "ax1 = plt.subplot2grid((6, 1), (0, 0), rowspan=3)\n", + "ax2 = plt.subplot2grid((6, 1), (4, 0))\n", + "\n", + "for fraction_of_positives, mean_predicted_value in calibration_data:\n", + " #print(fraction_of_positives, mean_predicted_value)\n", + " ax1.plot(mean_predicted_value, fraction_of_positives, \"s-\", alpha=1.0)\n", + " ax1.set_title(\"Calibration Curve (ECE={:.4f})\".format(ece_pre_calibration))\n", + " ax1.set_xlabel(\"Mean Predicted Value\", fontsize=16)\n", + " ax1.set_ylabel(\"Fraction of Positives\", fontsize=16)\n", + "ax1.plot([0,1], [0,1], 'g--')\n", + "ax2.hist(all_test_predictions[0], range=(0, 1), bins=10, histtype=\"step\", lw=2)\n", + "ax2.set_xlabel(\"Bin\", fontsize=16)\n", + "ax2.set_ylabel(\"Count\", fontsize=16)\n", + "fig.savefig(\"Calibration_plot_graphSAGE_PubMed.png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are going to repeat the previous experiment 5 times and plot the corresponding calibration curves. \n", + "\n", + "We want to check if the calibration curves for all experiments look similar to make certains that we are not drawing conclusions based on an outlier result above. We do expect the curves to differ because the node neighbourhood sampled will be different for each experiment." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "num_tests=5" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "266/266 [==============================] - 7s 26ms/step\n", + "266/266 [==============================] - 6s 24ms/step\n", + "266/266 [==============================] - 6s 23ms/step\n", + "266/266 [==============================] - 6s 23ms/step\n", + "266/266 [==============================] - 6s 23ms/step\n" + ] + } + ], + "source": [ + "all_test_predictions = [model.predict_generator(test_gen, verbose=True) for _ in np.arange(num_tests)]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "calibration_data = [calibration_curve(y_prob=test_predictions, y_true=edge_labels_test, n_bins=10, normalize=True) for test_predictions in all_test_predictions]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12,8))\n", + "for fraction_of_positives, mean_predicted_value in calibration_data:\n", + " plt.plot(mean_predicted_value, fraction_of_positives, \"s-\", alpha=1.0)\n", + "plt.xlabel(\"Mean Predicted Value\", fontsize=16)\n", + "plt.ylabel(\"Fraction of Positives\", fontsize=16)\n", + "plt.xlim(0,1)\n", + "plt.ylim(0,1)\n", + "plt.plot([0,1], [0,1], 'g--')\n", + "fig.savefig(\"Calibration_plot_graphSAGE_PubMed_5runs.png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model Calibration \n", + "\n", + "Next, we are going to use our validation set to calibrate the model.\n", + "\n", + "We will consider two different approaches for calibrating a binary classifier, Platt scaling and Isotonic regression.\n", + "\n", + "### Platt Scaling\n", + "\n", + "$q_i = \\sigma(\\alpha z_i+\\beta)$ where $z_i$ is the GraphSAGE output (before the last layer's activation function is applied), $q_i$ is the calibrated probability, and $\\sigma()$ is the sigmoid function. \n", + "\n", + "The parameters $\\alpha$ and $\\beta$ we train with maximise classification accuracy.\n", + "\n", + "For more information see:\n", + "- https://en.wikipedia.org/wiki/Platt_scaling\n", + "\n", + "### Isotonic Regression\n", + "\n", + "Isotonic Regression is a regression technqique that fits a piece-wise, non-decreasing, linear function to data. For more information see:\n", + "- https://scikit-learn.org/stable/modules/generated/sklearn.isotonic.IsotonicRegression.html#sklearn.isotonic.IsotonicRegression\n", + "- https://en.wikipedia.org/wiki/Isotonic_regression" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Select the calibration method." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "use_platt=False # True for Platt scaling or False for Isotonic Regression" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For simplicity, we are going to calibrate using a single prediction per query point." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "num_tests = 1" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "score_model = keras.Model(inputs=x_inp, outputs=logits)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "302/302 [==============================] - 10s 32ms/step\n", + "266/266 [==============================] - 7s 25ms/step\n" + ] + } + ], + "source": [ + "if use_platt:\n", + " all_val_score_predictions = [score_model.predict_generator(val_gen, verbose=True) for _ in np.arange(num_tests)]\n", + " all_test_score_predictions = [score_model.predict_generator(test_gen, verbose=True) for _ in np.arange(num_tests)]\n", + "else:\n", + " all_val_score_predictions = [model.predict_generator(val_gen, verbose=True) for _ in np.arange(num_tests)]\n", + " all_test_score_predictions = [model.predict_generator(test_gen, verbose=True) for _ in np.arange(num_tests)]" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(15070, 1)" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "val_predictions = all_val_score_predictions[0]\n", + "val_predictions.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13298, 1)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# These are the uncalibrated prediction probabilities. \n", + "test_predictions = all_test_score_predictions[0]\n", + "test_predictions.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((13298,), (15070,))" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# The true labels\n", + "edge_labels_test.shape, edge_labels_val.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "if use_platt:\n", + " lr = LogisticRegressionCV(fit_intercept=True, cv=5, verbose=True)\n", + "else:\n", + " lr = IsotonicRegression(out_of_bounds='clip') " + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "if not use_platt:\n", + " val_predictions = val_predictions.reshape(-1, )" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "IsotonicRegression(increasing=True, out_of_bounds='clip', y_max=None,\n", + " y_min=None)" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lr.fit(X=val_predictions, y=edge_labels_val)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "# sanity check to make sure that the true class is indeed the second entry as assumed in the code that follows\n", + "if use_platt:\n", + " print(lr.classes_) " + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13298,)" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "if not use_platt: \n", + " test_predictions = test_predictions.reshape(-1,)\n", + "test_predictions.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "if use_platt:\n", + " lr_test_predictions = lr.predict_proba(X=test_predictions)[:, 1] # keep the predictions for the true class\n", + "else:\n", + " lr_test_predictions = lr.predict(T=test_predictions) # keep the predictions for the true class" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13298,)" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lr_test_predictions.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's check if these predictions are calibrated!" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "if not use_platt:\n", + " lr_test_predictions= lr_test_predictions.reshape(-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "calibration_data = [calibration_curve(y_prob=lr_test_predictions, \n", + " y_true=edge_labels_test, \n", + " n_bins=10, \n", + " normalize=True)] " + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ECE (after calibration): 0.0134\n" + ] + } + ], + "source": [ + "for fraction_of_positives, mean_predicted_value in calibration_data:\n", + " ece_post_calibration = expected_calibration_error(prediction_probabilities=lr_test_predictions, \n", + " accuracy=fraction_of_positives, \n", + " confidence=mean_predicted_value)\n", + " print('ECE (after calibration): {:.4f}'.format(ece_post_calibration))" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12, 8))\n", + "ax1 = plt.subplot2grid((6, 1), (0, 0), rowspan=3)\n", + "ax2 = plt.subplot2grid((6, 1), (4, 0))\n", + "\n", + "for fraction_of_positives, mean_predicted_value in calibration_data:\n", + " # print(fraction_of_positives, mean_predicted_value)\n", + " ax1.plot(mean_predicted_value, fraction_of_positives, \"s-\", alpha=1.0)\n", + " ax1.set_title(\"Calibration Curve (ECE={:.4f})\".format(ece_post_calibration))\n", + " ax1.set_xlabel(\"Mean Predicted Value\", fontsize=16)\n", + " ax1.set_ylabel(\"Fraction of Positives\", fontsize=16)\n", + "ax1.plot([0,1], [0,1], 'g--')\n", + "ax2.hist(all_test_predictions[0], range=(0, 1), bins=10, histtype=\"step\", lw=2)\n", + "ax2.set_xlabel(\"Bin\", fontsize=16)\n", + "ax2.set_ylabel(\"Count\", fontsize=16)\n", + "if use_platt:\n", + " fig_filename = \"Calibration_plot_Platt_graphSAGE_PubMed.png\"\n", + "else:\n", + " fig_filename = \"Calibration_plot_Isotonic_graphSAGE_PubMed.png\"\n", + "fig.savefig(fig_filename, bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As a final test, check if the accuracy of the model changes after calibration.\n", + "\n", + "**Note:** If calibration method is Platt Scaling then the model's accuracy should be the same within rounding error. If calibration method is Isotonic Regression, then accuracy can improve." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy of model before calibration: 0.75\n" + ] + } + ], + "source": [ + "y_pred = np.zeros(len(test_predictions))\n", + "y_pred[test_predictions.reshape(-1)>0.5] = 1\n", + "print('Accuracy of model before calibration: {:.2f}'.format(accuracy_score(y_pred=y_pred, y_true=edge_labels_test)))" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy for model after calibration: 0.83\n" + ] + } + ], + "source": [ + "y_pred = np.zeros(len(lr_test_predictions))\n", + "y_pred[lr_test_predictions>0.5] = 1\n", + "print('Accuracy for model after calibration: {:.2f}'.format(accuracy_score(y_pred=y_pred, y_true=edge_labels_test)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Conclusions\n", + "\n", + "This notebook demonstrated how to use Platt Scaling and Isotonic Regression methods to calibrate a GraphSAGE model used for link prediction (binary classification). " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (link-prediction)", + "language": "python", + "name": "link-prediction" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From dea77a1924508db2ac0e291b74ee5846832115a2 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 4 Feb 2019 15:36:10 +1100 Subject: [PATCH 064/116] Updated explanations. --- demos/calibration/calibration-pubmed-link-prediction.ipynb | 4 ++-- .../calibration/calibration-pubmed-node-classification.ipynb | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/demos/calibration/calibration-pubmed-link-prediction.ipynb b/demos/calibration/calibration-pubmed-link-prediction.ipynb index 9970369ad..fc1639556 100644 --- a/demos/calibration/calibration-pubmed-link-prediction.ipynb +++ b/demos/calibration/calibration-pubmed-link-prediction.ipynb @@ -2005,9 +2005,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python (link-prediction)", + "display_name": "Python 3", "language": "python", - "name": "link-prediction" + "name": "python3" }, "language_info": { "codemirror_mode": { diff --git a/demos/calibration/calibration-pubmed-node-classification.ipynb b/demos/calibration/calibration-pubmed-node-classification.ipynb index 1873c9a6b..f7ef75a35 100644 --- a/demos/calibration/calibration-pubmed-node-classification.ipynb +++ b/demos/calibration/calibration-pubmed-node-classification.ipynb @@ -2976,9 +2976,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python (link-prediction)", + "display_name": "Python 3", "language": "python", - "name": "link-prediction" + "name": "python3" }, "language_info": { "codemirror_mode": { From 15fc8df433f88283e0d0bd9750ba475e0d563ddc Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 4 Feb 2019 16:31:06 +1100 Subject: [PATCH 065/116] Added checks to make sure that training data is of type numpy.ndarray. If not a ValueError exception is raised with an informative message. --- stellargraph/core/calibration.py | 41 +++++++++++++++++++++++++------- 1 file changed, 33 insertions(+), 8 deletions(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index f077fc3f5..36eda472a 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -115,14 +115,17 @@ def fit(self, x_train, y_train, x_val=None, y_val=None): Train the model. If validation data is given, then training stops when the validation accuracy starts increasing. This prevent overfitting. Args: - x_train: The training data that should be the classifier's non-probabilistic outputs. - y_train: The training data class labels as one hot encoded vectors - x_val: The validation data that should be the classifier's non-probabilistic outputs. - y_val: The validation data class labels as one hot encoded vectors + x_train: The training data that should be the classifier's non-probabilistic outputs. + y_train: The training data class labels as one hot encoded vectors + x_val: The validation data that should be the classifier's non-probabilistic outputs. + y_val: The validation data class labels as one hot encoded vectors - Returns: Nothing + Returns: The estimate temperature """ + if not isinstance(x_train, np.ndarray) or not isinstance(y_train, np.ndarray): + raise ValueError("x_train and y_train must be numpy arrays") + early_stopping = False if (x_val is not None and y_val is None) or ( x_val is None and y_val is not None @@ -132,6 +135,9 @@ def fit(self, x_train, y_train, x_val=None, y_val=None): ) if x_val is not None and y_val is not None: + if not isinstance(x_val, np.ndarray) or not isinstance(y_val, np.ndarray): + raise ValueError("x_train and y_train must be numpy arrays") + early_stopping = True print( "Using Early Stopping based on performance evaluated on given validation set." @@ -181,6 +187,8 @@ def fit(self, x_train, y_train, x_val=None, y_val=None): self.history = np.array(self.history) self.temperature = self.history[-1, -1] + return self.temperature + def plot_training_history(self): """ Helper function for plotting the training history. @@ -204,11 +212,16 @@ def transform(self, x): scales each logit by the temperature, exponentiates the results, and finally normalizes the scaled values such that their sum is 1. Args: - x: The classifier's non-probabilistic outputs to calibrate. + x: The classifier's non-probabilistic outputs to calibrate. Returns: The calibrated probabilities. """ + if not isinstance(x, np.ndarray): + raise ValueError( + "x should be numpy.ndarray but received {}".format(type(x)) + ) + if x.shape[1] != self.n_classes: raise ValueError( "Expecting input vector of dimensionality {} but received {}".format( @@ -239,6 +252,13 @@ def fit(self, x_train, y_train): y_train: The training class labels as one hot encoded vectors. """ + if not isinstance(x_train, np.ndarray) or not isinstance(y_train, np.ndarray): + raise ValueError( + "x_train and y_train should be type numpy.ndarray but received {} and {}".format( + type(x_train), type(y_train) + ) + ) + self.n_classes = x_train.shape[1] for n in range(self.n_classes): @@ -252,10 +272,15 @@ def transform(self, x): probabilities for each class are first scaled using the corresponding regression model and then normalized to sum to 1. Args: - x: The classifier's probabilistic outputs to calibrate. + x: The classifier's probabilistic outputs to calibrate. - Returns: The calibrated probabilities. + Returns: The calibrated probabilities. """ + if not isinstance(x, np.ndarray): + raise ValueError( + "x should be numpy.ndarray but received {}".format(type(x)) + ) + if x.shape[1] != self.n_classes: raise ValueError( "Expecting input vector of dimensionality {} but received {}".format( From cc8430277872a14638cd4eed549a0f830eabf31c Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Tue, 5 Feb 2019 12:10:19 +1100 Subject: [PATCH 066/116] Added some tests for classes TempertureCalibration and IsotonicCalibration. --- tests/core/test_calibration.py | 195 +++++++++++++++++++++++++++++++++ 1 file changed, 195 insertions(+) create mode 100644 tests/core/test_calibration.py diff --git a/tests/core/test_calibration.py b/tests/core/test_calibration.py new file mode 100644 index 000000000..1a3976c5c --- /dev/null +++ b/tests/core/test_calibration.py @@ -0,0 +1,195 @@ +# -*- coding: utf-8 -*- +# +# Copyright 2018-2019 Data61, CSIRO +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import pytest +from stellargraph.data.converter import * +from stellargraph.core.calibration import * + + +# +# Test for class TemperatureScaling +# +def test_temperature_scaling_bad_input_type(): + ts = TemperatureCalibration() + + x_train = [[1, 1], [2, 3.5]] + y_train = [[0.9, 0.1], [0.2, 0.8]] + + x_val = [[0, 2]] + y_val = [[0.8, 0.2]] + + # Test mixed types + with pytest.raises(ValueError): + ts.fit(x_train=None, y_train=np.array(y_train)) + + with pytest.raises(ValueError): + ts.fit(x_train=np.array(x_train), y_train=None) + + with pytest.raises(ValueError): + ts.fit(x_train=x_train, y_train=np.array(y_train)) + + with pytest.raises(ValueError): + ts.fit(x_train=np.array(x_train), y_train=y_train) + + with pytest.raises(ValueError): + ts.fit( + x_train=np.array(x_train), + y_train=np.array(y_train), + x_val=np.array(x_val), + y_val=None, + ) + + with pytest.raises(ValueError): + ts.fit( + x_train=np.array(x_train), + y_train=np.array(y_train), + x_val=None, + y_val=np.array(y_val), + ) + + with pytest.raises(ValueError): + ts.fit( + x_train=np.array(x_train), + y_train=np.array(y_train), + x_val=np.array(x_val), + y_val=y_val, + ) + + with pytest.raises(ValueError): + ts.fit( + x_train=np.array(x_train), + y_train=np.array(y_train), + x_val=x_val, + y_val=np.array(y_val), + ) + + # some tests for the transform method where the input data have the wrong + # dimensionality or type + # first call fit + ts.fit(x_train=np.array(x_train), y_train=np.array(y_train)) + # Now transform a new point + x_test = [[1]] + + with pytest.raises(ValueError): + ts.transform(x=x_test) # wrong type + + with pytest.raises(ValueError): + ts.transform(x=np.array(x_test)) # wrong dimensionality + + +def test_temperature_scaling_fit_transform(): + x_train = np.array([[1, 1], [2, 3.5]]) + y_train = np.array([[0.9, 0.1], [0.2, 0.8]]) + + x_val = np.array([[0, 2]]) + y_val = np.array([[0.8, 0.2]]) + + ts = TemperatureCalibration(epochs=2000) + + assert ts.epochs == 2000 + assert ts.temperature == 1.0 + assert len(ts.history) == 0 + assert ts.n_classes is None + + ts.fit(x_train=x_train, y_train=y_train) + + assert ts.temperature != 1.0 + assert len(ts.history) == 2000 + assert ts.n_classes == 2 + + ts = TemperatureCalibration(epochs=5000) + + assert ts.epochs == 5000 + + # This will cause early stopping + ts.fit(x_train=x_train, y_train=y_train, x_val=x_val, y_val=y_val) + + assert ts.temperature > 0.0 # temperature should be positive + assert len(ts.history) < 5000 + assert ts.n_classes == 2 + + # Check that transform returns data of the same dimensionality as + # the training data. + x_test = np.array([[0, 1]]) + y_pred = ts.transform(x=x_test) + + assert y_pred.shape == (1, 2) + assert np.sum(y_pred) == pytest.approx(1.0) + # Temperature scaling does not change the predicted class + assert y_pred[0, 1] > y_pred[0, 0] + + +# +# Test for class IsotonicCalibration +# + + +def test_isotonic_calibration_bad_input_type(): + ic = IsotonicCalibration() + + x_train = [[1, 1], [2, 3.5]] + y_train = [[0.9, 0.1], [0.2, 0.8]] + + with pytest.raises(ValueError): + ic.fit(x_train=None, y_train=None) + + # Test mixed types + with pytest.raises(ValueError): + ic.fit(x_train=None, y_train=np.array(y_train)) + + # Test mixed types + with pytest.raises(ValueError): + ic.fit(x_train=np.array(x_train), y_train=None) + + with pytest.raises(ValueError): # y_train should be np.ndarray not list + ic.fit(x_train=np.array(x_train), y_train=y_train) + + with pytest.raises(ValueError): # x_train should be np.ndarray not list + ic.fit(x_train=x_train, y_train=np.array(y_train)) + + # some tests for the transform method where the input data have the wrong + # dimensionality or type + # first call fit + ic.fit(x_train=np.array(x_train), y_train=np.array(y_train)) + # Now transform a new point + x_test = [[1]] + + with pytest.raises(ValueError): + ic.transform(x=x_test) # wrong type + + with pytest.raises(ValueError): + ic.transform(x=np.array(x_test)) # wrong dimensionality + + +def test_isotonic_calibration_fit_transform(): + x_train = np.array([[1, 1], [2, 3.5]]) + y_train = np.array([[0.9, 0.1], [0.2, 0.8]]) + + ic = IsotonicCalibration() + + assert len(ic.regressors) == 0 + + ic.fit(x_train=x_train, y_train=y_train) + + assert ic.n_classes == 2 + + # Check that transform returns data of the same dimensionality as + # the training data. + x_test = np.array([[0, 1]]) + y_pred = ic.transform(x=x_test) + + assert y_pred.shape == (1, 2) + assert np.sum(y_pred) == pytest.approx(1.0) From 93f57d5b81530de607256d3d7f421c4e39ba7737 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Tue, 5 Feb 2019 12:55:00 +1100 Subject: [PATCH 067/116] Added unit test for method expected_calibration_error. --- stellargraph/core/calibration.py | 32 +++++++++++++++++++++--- tests/core/test_calibration.py | 43 ++++++++++++++++++++++++++++++++ 2 files changed, 72 insertions(+), 3 deletions(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index 36eda472a..d3cdcaa49 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -38,13 +38,39 @@ def expected_calibration_error(prediction_probabilities, accuracy, confidence): the paper On Calibration of Modern Neural Networks, C. Guo, et. al., ICML, 2017 Args: - prediction_probabilities: The predicted probabilities - accuracy: the accuracy - confidence: the confidence + prediction_probabilities: The predicted probabilities + accuracy: The accuracy + confidence: The confidence Returns: The expected calibration error. """ + if not isinstance(prediction_probabilities, np.ndarray): + raise ValueError( + "Parameter prediction_probabilities must be type numpy.ndarray but given object of type {}".format( + type(prediction_probabilities) + ) + ) + if not isinstance(accuracy, np.ndarray): + raise ValueError( + "Parameter accuracy must be type numpy.ndarray but given object of type {}".format( + type(accuracy) + ) + ) + if not isinstance(confidence, np.ndarray): + raise ValueError( + "Parameter confidence must be type numpy.ndarray but given object of type {}".format( + type(confidence) + ) + ) + + if len(accuracy) != len(confidence): + raise ValueError( + "Arrays accuracy and confidence should have the same size but instead received {} and {} respectively.".format( + len(accuracy), len(confidence) + ) + ) + n_bins = len(accuracy) # the number of bins n = len(prediction_probabilities) # number of points h = np.histogram(a=prediction_probabilities, range=(0, 1), bins=n_bins)[ diff --git a/tests/core/test_calibration.py b/tests/core/test_calibration.py index 1a3976c5c..e89510de3 100644 --- a/tests/core/test_calibration.py +++ b/tests/core/test_calibration.py @@ -193,3 +193,46 @@ def test_isotonic_calibration_fit_transform(): assert y_pred.shape == (1, 2) assert np.sum(y_pred) == pytest.approx(1.0) + + +# +# Tests for method expected_calibration_error +# +def test_expected_calibration_error(): + + pp = [0.1, 0.5, 0.8, 0.2] + ac = [0.1, 0.3, 0.5, 0.8, 0.9] + co = [0.15, 0.3, 0.55, 0.75, 0.92] + + # Test passing invalid parameter values, e.g., type. + with pytest.raises(ValueError): + expected_calibration_error(prediction_probabilities=pp, + accuracy=ac, + confidence=co) + + with pytest.raises(ValueError): + expected_calibration_error(prediction_probabilities=pp, + accuracy=np.array(ac), + confidence=np.array(co)) + + with pytest.raises(ValueError): + expected_calibration_error(prediction_probabilities=np.array(pp), + accuracy=ac, + confidence=np.array(co)) + + with pytest.raises(ValueError): + expected_calibration_error(prediction_probabilities=np.array(pp), + accuracy=np.array(ac), + confidence=co) + + # test different length for accuracy and confidence parameter + with pytest.raises(ValueError): + expected_calibration_error(prediction_probabilities=np.array(pp), + accuracy=np.array([0.2, 0.5]), + confidence=np.array([0.3, 0.5, 0.8])) + + ece = expected_calibration_error(prediction_probabilities=np.array(pp), + accuracy=np.array(ac), + confidence=np.array(co)) + + assert ece > 0 From 62d2463e2dd66fd397cac3bfb3302bbb87a61a29 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Tue, 5 Feb 2019 14:26:58 +1100 Subject: [PATCH 068/116] Added parameter checking for method plot_reliability_diagram and corresponding unit tests. --- stellargraph/core/calibration.py | 40 ++++++++++++++++++++++++++------ tests/core/test_calibration.py | 38 ++++++++++++++++++++++++++++++ 2 files changed, 71 insertions(+), 7 deletions(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index d3cdcaa49..a61ebbe43 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -86,14 +86,40 @@ def plot_reliability_diagram(calibration_data, predictions, ece=None, filename=N """ Helper function for plotting a reliability diagram. Args: - calibration_data: The calibration data - predictions: The predictions - ece: The expected calibration error - filename: If not None, the figure is saved on disk in the given filename - - Returns: - + calibration_data: The calibration data as list where each entry in the + list is a 2-tuple of type numpy.ndarray. Each entry in the tuple holds the + fraction of positives and the mean predicted values for the true and predicted + class labels. + predictions: The probabilistic predictions for the data used in + diagnosing miscalibration. + ece: The expected calibration error for each class + filename: If not None, the figure is saved on disk in the given filename. """ + if not isinstance(calibration_data, list): + raise ValueError( + "Parameter calibration_data should be list of 2-tuples but received type {}".format( + type(calibration_data) + ) + ) + if not isinstance(predictions, np.ndarray): + raise ValueError( + "Parameter predictions should be of type numpy.ndarray but received type {}".format( + type(predictions) + ) + ) + if ece is not None and not isinstance(ece, list): + raise ValueError( + "Parameter ece should be None or list of floating point numbers but received type {}".format( + type(ece) + ) + ) + if filename is not None and not isinstance(filename, str): + raise ValueError( + "Parameter filename should be None or str type but received type {}".format( + type(filename) + ) + ) + fig = plt.figure(figsize=(12, 8)) ax1 = plt.subplot2grid((6, 1), (0, 0), rowspan=3) ax2 = plt.subplot2grid((6, 1), (4, 0)) diff --git a/tests/core/test_calibration.py b/tests/core/test_calibration.py index e89510de3..daf3efefd 100644 --- a/tests/core/test_calibration.py +++ b/tests/core/test_calibration.py @@ -236,3 +236,41 @@ def test_expected_calibration_error(): confidence=np.array(co)) assert ece > 0 + + +# +# Tests for method plot_reliability_diagram +# +def test_plot_reliability_diagram(): + + cd = ((0.1, 0.5,), (0.8, 0.2,)) + cd_valid = [(np.array(0.1), np.array(0.5),), + (np.array(0.8), np.array(0.2),)] + pr = [0.1, 0.3, 0.5, 0.8, 0.9] + ece = None + filename = None + + # Test passing invalid parameter values, e.g., type. + with pytest.raises(ValueError): + plot_reliability_diagram(calibration_data=cd, + predictions=np.array(pr), + ece=ece, + filename=filename) + + with pytest.raises(ValueError): + plot_reliability_diagram(calibration_data=cd_valid, + predictions=pr, + ece=ece, + filename=filename) + + with pytest.raises(ValueError): + plot_reliability_diagram(calibration_data=cd_valid, + predictions=np.array(pr), + ece=0.5, # should be list of floats or None + filename=filename) + + with pytest.raises(ValueError): + plot_reliability_diagram(calibration_data=cd_valid, + predictions=np.array(pr), + ece=ece, + filename=10) # should be string or None From d74d98a8bdcd7a4429e9aebd25de929dabd05a49 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Tue, 5 Feb 2019 14:55:36 +1100 Subject: [PATCH 069/116] Simplified parameters for method plot_reliability_diagram. --- stellargraph/core/calibration.py | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index a61ebbe43..7152ee5cb 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -127,14 +127,14 @@ class labels. if ece is not None: calibration_error = ",".join(format(e, " 0.4f") for e in ece) - for i, calibration_data in enumerate(calibration_data): - for fraction_of_positives, mean_predicted_value in calibration_data: - # print(fraction_of_positives, mean_predicted_value) - ax1.plot(mean_predicted_value, fraction_of_positives, "s-", alpha=1.0) - if ece is not None: - ax1.set_title("Calibration Curve (ECE={})".format(calibration_error)) - ax1.set_xlabel("Mean Predicted Value", fontsize=16) - ax1.set_ylabel("Fraction of Positives", fontsize=16) + for i, data in enumerate(calibration_data): + fraction_of_positives, mean_predicted_value = data + # print(fraction_of_positives, mean_predicted_value) + ax1.plot(mean_predicted_value, fraction_of_positives, "s-", alpha=1.0) + if ece is not None: + ax1.set_title("Calibration Curve (ECE={})".format(calibration_error)) + ax1.set_xlabel("Mean Predicted Value", fontsize=16) + ax1.set_ylabel("Fraction of Positives", fontsize=16) ax1.plot([0, 1], [0, 1], "g--") ax2.hist(predictions[:, i], range=(0, 1), bins=10, histtype="step", lw=2) ax2.set_xlabel("Bin", fontsize=16) From a35573604e5ccfb6fcda013f2c88ff6527945c70 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Tue, 5 Feb 2019 14:56:40 +1100 Subject: [PATCH 070/116] Notebook updated to call method plot_reliability_diagram correctly. --- ...libration-pubmed-node-classification.ipynb | 668 ++++++++++-------- 1 file changed, 363 insertions(+), 305 deletions(-) diff --git a/demos/calibration/calibration-pubmed-node-classification.ipynb b/demos/calibration/calibration-pubmed-node-classification.ipynb index f7ef75a35..592f3c351 100644 --- a/demos/calibration/calibration-pubmed-node-classification.ipynb +++ b/demos/calibration/calibration-pubmed-node-classification.ipynb @@ -883,123 +883,123 @@ " \n", " \n", " \n", - " 12589429\n", + " 8840823\n", " 3\n", - " 0.039527\n", + " 0.024200\n", + " 0.000000\n", " 0.0\n", - " 0.020413\n", " 0.000000\n", - " 0.0000\n", + " 0.0\n", + " 0.0\n", " 0.000000\n", + " 0.0\n", + " 0.0\n", + " ...\n", + " 0.0\n", " 0.000000\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", - " ...\n", - " 0.0\n", + " 0.000000\n", + " 0.027978\n", " 0.0\n", " 0.000000\n", " 0.0\n", + " \n", + " \n", + " 12014524\n", + " 2\n", + " 0.025501\n", 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"14685005 0.0 0.0 0.0 0.0 0.010046 0.000000 \n", + "2123890 0.0 0.0 0.0 0.0 0.000000 0.000000 \n", + "12786684 0.0 0.0 0.0 0.0 0.000000 0.058858 \n", "\n", "[5 rows x 501 columns]" ] @@ -1531,9 +1531,9 @@ { "data": { "text/plain": [ - "(Counter({'3': 4353, '1': 2308, '2': 4429}),\n", - " Counter({'3': 1451, '1': 769, '2': 1477}),\n", - " Counter({'3': 1935, '1': 1026, '2': 1969}))" + "(Counter({'3': 4353, '2': 4429, '1': 2308}),\n", + " Counter({'2': 1477, '1': 769, '3': 1451}),\n", + " Counter({'3': 1935, '2': 1969, '1': 1026}))" ] }, "execution_count": 19, @@ -1589,10 +1589,10 @@ "data": { "text/plain": [ "array([[0., 0., 1.],\n", - " [1., 0., 0.],\n", " [0., 1., 0.],\n", + " [0., 0., 1.],\n", " ...,\n", - " [1., 0., 0.],\n", + " [0., 0., 1.],\n", " [0., 1., 0.],\n", " [1., 0., 0.]])" ] @@ -2110,7 +2110,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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i3bP4lnNuB3AWkAdcDdwds6q6gOJgNo0hR/nWmkSXIiISc9GGhfn35wKPOefmhU1LSiXqESUiSSTasJhpZlPxwuJ1M8sFkvr4S5F/rsUyhYWIJIHUKJf7NjAKWOacqzazPsB1sSur8+uTnU7PzFQ1cotIUoh2z2IssNA5t83MrgJuB7bHrqzOz8x0PW4RSRrRhsX9QLWZHQX8GFgKPBqzqroIhYWIJItow6LROeeAC4A/O+fuA3JjV1bXUBzMYe32GmobmhJdiohITEUbFpVmditel9lXzSwApMWurK6hKJiFc7Byc3WiSxERialow+JSoA7vfIv1QCHw+5hV1UWUBHMAdZ8Vke4vqrDwA+IJoJeZnQ/UOueSvs2iKJgFKCxEpPuLdriPCcB04BJgAvCpmV0cy8K6gtzMNII5Geo+KyLdXrSHoW4DjnXOXeOc+yYwBvhFpJXMbJyZLTSzJWZ2y36Wu8jMnJmVhk271V9voZmdHWWdcafrcYtIMog2LALOuY1hzzdHWtfMUoD7gHOAEcDlZjaiheVygR8An4ZNGwFcBhwOjAP+4m+v0ykKZuksbhHp9qINi3+Z2etmdq2ZXQu8CkyJsM4YYIlzbplzrh54Gq/r7d5+DfwWCL+g9QXA0865OufccmCJv71OpziYw6aqOiprGxJdiohIzETbwP1T4EHgSP/2oHPu5xFWGwSsDnte7k/bxcxGA4Odc68e6Lr++hPNrMzMyioqKqL5UTpcsd/IvWKTus+KSPcV9cWPnHPPO+d+5N9ebO8L++dq3IN3RnibOOcedM6VOudKCwoK2ltSmxw+sBcBgz+9vZhQyCWkBhGRWIvU7lBpZjtauFWa2Y4I214DDA57XuhPa5YLHAG8a2YrgOOByX4jd6R1O43BfbK4/bwRTP1yA/89dWGiyxERiYn9jjrrnGvPkB4zgGFmVoz3QX8ZcEXYtrcDwebnZvYu8BPnXJmZ1QBPmtk9wEBgGF7X3U7puhOLWLyxir+8u5SD++bwjdGFiS5JRKRDRTtE+QFzzjWa2U3A60AKMMk5N8/M7gLKnHOT97PuPDN7BvgSaARudM512gGYzIy7LjiclZt3csvzcxian8UxQ/skuiwRkQ5j3viAXV9paakrKytLaA3bquu58L4Pqaxt5OWbTqQwLyuh9YiIRGJmM51zpZGWi7qBWyLrnZXOw9ceS31TiOsfKaOqrjHRJYmIdAiFRQc7qCCHv1w5msUbq/jBU5/RpB5SItINKCxi4ORhBfzqayN4a8FGfvuvBYkuR0Sk3WLWwJ3srh7r9ZB68P1lHFyQw4RjB0deSUSkk9KeRQzdcf4ITjo4yG0vzeHTZZsTXY6ISJspLGIoNSXAfVeOZnCfLG54fCardEU9EemiFBYx1qtHGpOuOZaQg28/MoMdGnBQRLoghUUcFAWzuf+q0SzftJPvP/kZjU2hRJckInJAFBZxcsJBQX594RG8t6iC30yZn+hyREQOiHpDxdHlY4aweEMVkz5czsF9c7jyuKGJLklEJCras4iz/3fuoZw6vIBfvjyPj5ZsSnQ5IiJRUVjEWWpKgD9efjTFwWy+98QsXb9bRLoEhUUC9MxM4+FrjiVg8O2/z2B7tXpIiUjnprBIkCH5Wfz16lJWb63mxidn0aAeUiLSiSksEmhMcR/+8+sj+WDJJi7968es3qKT9kSkc1JYAKz9DBJ0XY9LSgfzp8uPZvGGKs794zSmzFmXkDpERPZHYbHsXXjwVJj1SMJK+NpRA3n15pM5qCCHf3tiFre+MIea+k57YUARSUIKi6JT4KDTYcrPYN0XCStjSH4Wz94wlu+dehBPz1jF+D9/wIL1OxJWj4hIOIVFIADfeAiy8uHZa6B2e8JKSUsJ8PNxh/LYt45jW00DF/z5Qx77ZCXd5dK3ItJ1KSwAsoNw8STYuhImfz9h7RfNThoW5LUfnMzYg/L5xUtzueHxmWyrrk9oTSKS3BQWzYaOha/+Er58GaY/mOhqCOZkMOmaY7n9vMN4e8FGzvnDNKYv35LoskQkSSkswo39PhxyDrx+G5TPTHQ1BALG9SeX8ML3TiQjNcBlD37MvW8u0nW9RSTuFBbhAgG48C+QOwCevRaqO8c3+ZGFvfjnzSdz4ahB3PvmYi5/6BPWbqtJdFkikkQUFnvL6gOX/B0q18FL34NQ5zizOicjlXsuHcU9E45i3prtnPvHaUydtz7RZYlIklBYtKTwGDj7N7DoX/DRHxNdzR6+MbqQV28+mcF5WUx8bCZ3vDyX2gadkyEisaWwaM2YiTDiAnjrLlj5UaKr2UNRMJvnv3cC3zm5mEc/XsmF933IsoqqRJclIt2YwqI1ZjD+T5A3FJ77FlRVJLqiPaSnBrjtvBH8/bpj2VhZx4X3fcj7izpXjSLSfSgs9iezF1zyiNfQ/cL1EOp8h3tOHd6Xl288kYG9e3Dt/03n4Q+W6yQ+EelwCotIBhwJ5/7OG0Pq/f9OdDUtGtwni+e/dwJnjujHr//5JT9//gvqGjtfsIlI16WwiMboa+DIy+Dd//JCoxPKzkjl/iuP4eYzhvFMWTlXPPQpFZV1iS5LRLqJmIaFmY0zs4VmtsTMbmlh/g1mNsfMZpvZB2Y2wp9eZGY1/vTZZvZALOuMyAzOvwcKhsPz18OOzjmMeCBg/OjMQ7jvitHMW7udC/78AXPXJG6sKxHpPmIWFmaWAtwHnAOMAC5vDoMwTzrnRjrnRgG/A+4Jm7fUOTfKv90Qqzqjlp7ttV/U74Tnvw1NjYmuqFXnHTmA5244AYCLH/iIV7/onOEmIl1HLPcsxgBLnHPLnHP1wNPABeELOOfCx+DOBjp3y2zfQ+H8e2Hlh/DObzpmmzvWwdK3oaG2Y7bnO2JQL16+6SQOH9iLG5+cxT1vLCKkYUJEpI1SY7jtQcDqsOflwHF7L2RmNwI/AtKB08NmFZvZZ8AO4Hbn3LQW1p0ITAQYMmRIx1W+P0dd6oXFB/fAkLFwyFkHtn59tXfextK3vVvFfG960clw+VOQkdthpRbkZvDkd47j9hfn8se3FrNw/Q7umTCK7IxY/tpFpDuyWHWzNLOLgXHOuev951cDxznnbmpl+SuAs51z15hZBpDjnNtsZscALwGH77UnsofS0lJXVlbW8T9ISxpq4G9nwo5y+O406D249WVDIdgwZ3c4rPoEmuohJcMb6fag073Hr/8/GDQarnwWeuR1aLnOOSZ9uILfvPolh/TL5aFvljK4T1aHvoaIdE1mNtM5VxpxuRiGxVjgV865s/3ntwI45/6rleUDwFbnXK8W5r0L/MQ512oaxDUsADYvhb9+xWv0vu41SE3fPW/HWlj6jhcOy96F6k3e9L6Hw0GneQEx9ARI67F7nfmveCf/FQyHq1/yrrHRwd5bVMFNT84iLSXA/VeO5riS/A5/DRHpWjpDWKQCi4AzgDXADOAK59y8sGWGOecW+4+/BvzSOVdqZgXAFudck5mVANOAkc65VoeBjXtYAMx70RuddsxEOPhMWOYHRMUCb352393hUHIq5Pbf//aWvAlPX+XtqXzzZeg5sMNLXlZRxfWPlrFqczW/vvAILh8Tp8N3ItIpJTws/CLOBe4FUoBJzrnfmNldQJlzbrKZ/QH4KtAAbAVucs7NM7OLgLv86SG8EHllf6+VkLAA79rd0//qPU7N9PYYSvyA6He41+32QKz4EJ681Bv99prJkFfU4SVvr2ng5qc+471FFVwzdii3nz+CtBSdciOSjDpFWMRTwsKisR5m/h2CB3sN3uGHltpqzUx47BuQluXtYRQc0v5t7qUp5Lj7tfk8NG05Y0vyOeOwvjgHIecI+fduj8fs8Ty067kjNSXAlccNoTBP7SAiXY3CoqtbPxceu9C7Hvg3X4L+I2PyMs/NLOe2F+dQ1xj5uh1mEDAjYGD+fcCMusYQ/Xtm8vTE49VwLtLFKCy6g01L4NHxUF8FV70AhRF/n21S29BEXWNo14d/wGyPYGh+bq0cUpu7ZjtX/u1TcjJSFRgiXUy0YaED1Z1Z8GCvp1WPPvDoBbB8n1NNOkRmWgq9eqSRm5lGdkYqPdJTyExLIT01QGpKgEDAWg0K8E4AfOL646iqa+SyBz9h9ZbqmNQpIomjsOjs8oZ6gdGrEJ64GBa/keiKWqTAEOneFBZdQc8BcO0UCB4CT10OX76c6IpapMAQ6b4UFl1Fdj5c84p3lvez18LspxJdUYsUGCLdk8KiK+nR22voLjoJXroBZvwt0RW1SIEh0v0oLLqajBy44lk4ZBy8+mP48A+JrqhFCow42bkJHjgJ3v6N181aJEYUFl1RWiZc+jgc/nV44w7vg6J2R6f7sFBgxFgoBC/eAOvnwPu/g7f/o9P9DUj3ofMsurJQE0y+GWY/7j1PSYesfMgKesOFZAf38zzfm5aStuc2mxq84KndBrXboW6Hd1+73Z++fd/pDTVw5AQ49juQsu/w5zoPI0Y++hNMvR3O+b03svGsR+HUW+HUfS5KKdIqnZSXLEIhWPBP2LbSOyRRvXn3rfl57bbW18/s5Q2J3ljnf/BH+vZvkNHTWy+zF2T29MJi7SwoOAzO/R0Un7LPWgqMDrZmJjx8lnc48tLHvT2KyTfB7CfgtNvhKz9NdIXSRSgsZLemBqjZGhYm/v1OP1RqtniDIGb2gszeXgA0h8HewZCeC4G9jl46BwtehddvhW2rvMNjZ/2Hd25ImG4bGNVbvMA90EEj26p2O/z1FG/P8oZpu69/EmqCl/4NvngavvorOOnf41OPdGkKC4m/hhr48I/eVQQtACf/CMZ+32tj8XVkYDQ0hVhWsZPVW6o5rqQPuZlpkVfqaHOe89oNDj0PLp4EgZTYvp5z3nVPvnzZO1lzyF4Xnww1wQsTYe5zXmCf8P3Y1iNdnsJCEmfbKnj9NpjvD7E+7m7vcIn/zftAA8M5x/odtSxYX8mCdZUsXL+DBesrWVpRRUOT9/dbUpDN375ZSklBTqx/ut0+vs+7wmFeMWxdDqOugvF/2nfPqyPNfAReuRnOuANO/nHLyzQ1wvPfhi9f8t77478Xu3qky1NYSOItfQde+zlsWuhdHOqc30L+QUDrgVFZ28CiDZVhwVDJgvU72FHbuGuzA3plMrx/LsP753JY/55kpAa47aW5NDaF+MuVx3DSsI6/yuAenIM3f+l1Wz7sa/CNv8EH/wvv3Q3H3eB9QMfikNTG+fDgad7exFUv7j+Umhrgueu8KzCe+98w5jsdX490DttWQ2MtBIe1aXWFhXQOTQ3w6V/h3buhqQ7G3ggn/wQycnYFRnZ6CiMG9mT+ukrWbKvZtWpORmpYKOQyvH9PhvfLpVfWvoebVm+p5vpHylhSUcUd54/gm2OH7nfww3b9PJO/D58/BaXf8j6IAylegLx+G3xyH5zyMzj9to593fpqeOh0r73phg8ht1/kdRrrvbP9F74K5/+vV690H5uXeod8P38aDjoDrnymTZtRWEjnUrkB3vwVfP4k5A6Es34NR1zE3LU7uPmpz0hNMYb378mh/XM51A+IQb17HNAHflVdIz98+jPenL+RK44bwp3jD+/YKwDW74RnroElb8Bpt8EpP91zD8I5L0g+ewzO/DWceHPHvfbkm2HWI94Z/AefEf16jfXwzNWw6F/eIbLR3+y4mjpK5XrvvU3N9G8Z3n0L3bAF71o30/7HO8yYkg6jr/HapnoPbtPmFBbSOa2eDlN+Cutmw9AT4ZzfQf8jOmzzoZDj91MXcv+7Szm+pA/3X3kMednp7d/wzs3w5ASvi/B590Dpda0U0OS1F8x7Ec6/t/XlDsTc571G7ZP+3evldKAa6+DpK2DJW3DBfXD0le2vqa2c874Rr/wQVn3s3W9b1fKyluJdebI5PFq9z/QC9KgrunfAlJfB+/8Ni17zeiUe+21vTz2nb7s2q7CQzivU5H37fvNO7xyQ0m97f/gFh3bYsf4XPyvn58/PoX/PTP52TSmH9Mtt+8a2rfIuc7ttldfj6bDz9798Yz384ypYPBW+8RAceUnbX3vLcq+bbMGhcN2UfU+ijFZDjTdi8bJ34et/haMubXtNByLUBBvmwcqPYNVHsPJj2LnRm5cVhKFjYcgJ3gkXNYpQAAAUbklEQVSijbVesLV031DrP29hXs022L7Ke4+++qs9OlN0ec7BimleSCx/z+smfdz34LiJu7tMt5PCQjq/6i3wzn9C2cPgQpBd4J3Q13zLK27XP/1nq7Yy8bGZ1NQ38YfLRnHGYVEc59/bhnnw+EXeyYqXPw1DT4huvYYaeOIS70Py0se8rrUHqrEeJp0NW5bCd6d51zZpj/pqeOpSWPGBF2IjL27f9lrSWA9rP9u957DqU6jb7s3rNcQLh6EneAERHNYxH+rOeQ35b90Jm5d4e6xn/hoKj2n/thPFOVj0une4qXw65PTzDjUdc503PlwHUlhI17G93PvGu/x9WPYeVK33pvcavDs4ik6GXoMOeNPrttfwnUfLmLd2B7eMO5SJp5RE3w6y4kPv23h6Nlz1PPQbcWAvXlfpXeFw/Ry48lkoOfXA1p96uzekx4THYMT4A1u3NfU74YkJ3gf5xQ97J1C2lXOwY63XS6t8uheM5TO8b/sAweFeMAw9AYaMbfMx9ag1NXjtOu/eDTsrYMSFXhdjvwdelxBq8s6hmXaPN4RLryFw0g+8btlh5yt1JIWFdE3Oed8Ol7/nhcfyad4Z5gD5B+8OjuJTvLGuolBT38RPnvucV79YxzdGD+I/vz6SzLQIJ899ORmev977Nn/VC23/oKveAn8/D7auhG++BIPHRLfe4je8KyMeez2c9z9te+3W1FV52149HS75e+QgCoVg+2qoWAgVC/a8r6/0lrEA9D/S+1Y/dKwXDlH+fjpcXSV89GcvaJvqvMOcX/lZ4uqJRlMDfPGM1wV782LIH+ad1DrykrYfeoySwkK6h1AINs7zg+N979t+8wdU38N373kMOd477t0K5xx/ensJ97yxiNFDevPA1cfQN7eVb2ozHoYpP4FBx8AVz+x3u1Gp3AD/N84bWuWaf8KAI/e//I518MCJkDsArn8rNt8o6yq9dpi1s2DCo95hslATbF2xbyhsWrTnmGE5/aFguNdGUDDcu/U/0hsOpjOp3OCd+zLzEUjL8r6hH38jpCd4mJnGOtixxtuj3r7Ge89nP+m1u/Qf6Z1sedj42I8G4FNYSPfU1Oj1pGre81j1ye7DHvkHQ+GxUFgKhWOg74h9esdMmbOOHz0zmz5Z6Tz4zVKOGNRr90znvEMY790Nw86GS/7POwRF+CKOzTvrWbShksUbqli8sZKlG3fSGAqRGgiQlhogLWCkphipKQHSUwKkBoxg00a+u/RG0lw9j494gMrsYlJTjLSUAGkpRsCM1ICRaiG+WvZdgtvn8sbJ/6Cm50GkBLz5zfepAf9xwEjxpw/vn0ufA+31VbsdHvs6rPvC++DftMj7Jt6s5yA/DA4LC4dDOqxhNW4qFnntGQv+6QXwqbfCqCtj03OqqdE7jLp9jbc3tmON97g5HHas8Q6R7W3w8V5IDDsz7o3zCgtJDg21sKbMO6RSXuYdO2/+Z0zL9i5DW1jqh8gYyClg7prtTHy0jK3VDdwz4SjOGTnA+1b96o9g5t9h1JW48+9lc63bIxQWbahi8YZKtlY37Hr53MxUDu6bQ2ZqCo2hEA1NjoamEI1NjoaQf9/kTR/YVM7/he6gnhQuqf8l5a5gnx/n+ykv8OO05/hJw3d5rukrUb8NAYOjh+Rx+qF9Of3QvhzaPze6tpmabfDPH3ptGbsC4VDveu+dbU+hvVZ9AlN/4f2NtKXnVKgJqjZ6H/jhIRD+uHKd11kjXEZPL3h7DfLvC8OeF0LPgQnd21FYSHJyzhuuffUMr7G1fAas/wJC/nAhvYfC4DFUBkdx5+xsXlrXh5tPK+HK8rvIXz2V9/pezX2BK1i8sWqfUDikXy7D+uYwrF8uh/TLYVjfXPr1zDiwM8XXz/HaMHr0IXTtazRk96WhydEUctjKD8n9x9epPfQbbD3rTzQ5CDlvXlPI0eQ/DoXY/dg56hpCTF+xhXcWbGTOGq/n0cBemZzmB8cJBwXpkR6fQxqdXms9pwaOaj0Idqz1bpXrdv8dNUvt4X3YN3/wtxQImb1arqWTUFiINGuogXWfe8Gxerp3X7nOm2XpVIRy6M9W7mq8mudTz2dYvxwvGPxwOKRfG0Jhf1bP8HpJ5Q2Fa1/12kSqt8D9J3onoX33Pcho23khG3fU8s7Cjby9YCPTFm+iur6JjNQAJxyUz+mH9uW0Q/tSmNdNhoZvj717TgVSWwiCzD33CHoO8oPB3xvoOSi+Q9PHiMJCZH+2l0P5DNzqGWxd8TnrD76UPsdO6NhQ2J9l73nnYfQ73Osl9cJEWPo2fPsN71tuB6hrbGL68i28vcALj5WbvUbq4f1yOf0wb6/j6MG9Se3IIVG6mrpKKJvktd80B0JzOHSDIIiGwkKks1v4mnemd04/73DHuN/C8TfE5KWccyzbtJN3FmzkrfkbmbFiC40hR68eaXzlkAJGDe5NSUE2JcEcBuX1ICXQ/T8kxaOwEOkK5jznnc8x/By47Mm4fZPdUdvAtEWbeHvBRt5btJFNVfW75qWnBijKz6IkmENxQTYlwWxKCnIoCWZ3zDhb0qkoLES6ik2LofcQb2C8BGjuDrysYifLKqpYvmknSyt2smxTFas2V9MY2v0ZkZeVtis4iv09kYMKvDDR3kjXFG1YxHSIRjMbB/wBSAH+5py7e6/5NwA3Ak1AFTDROfelP+9W4Nv+vJudc6/HslaRhGnjRWs6ipkRzMkgmJPBmOI9T0BsbAqxemvNniFSUcV7iyp4dmb5ruWCOemcfXh/zhs5gDHFfZK7HaSbitmehZmlAIuAM4FyYAZweXMY+Mv0dM7t8B+PB/7NOTfOzEYATwFjgIHAm8Ahzrmm1l5PexYi8VVZ28DyTTtZvKFqVyN6TUMT+dnpnOUHx/ElsQuOrTvrKVu5lc9WbWVInyzOP2ogORndeIjyGOkMexZjgCXOuWV+QU8DFwC7wqI5KHzZQHNyXQA87ZyrA5ab2RJ/ex/HsF4ROQC5mWkcWdibIwt7c9ExhdTUN/Huwo28OmcdL89ew1PTV5GXlcbZh/fn3JEDGHtQfpsvRuWco3xrDWUrtzB9+VbKVmxh8cYqwDshMeTgzle+5LwjBzChdDDHFuXFp1dbEollWAwCVoc9LweO23shM7sR+BGQDpwetu4ne627z5CjZjYRmAgwZMiQDilaRNqmR3oK54wcwDkjB1BT38R7izYyZc56Xvl8LU/PWE3vrDTOGtGPc0cO4MSDg/sNjlDIsXBDJWUrtjB9hRcO67Z7w7rkZqQyemgeFx49iNKheRw1uDdfrtvBs2WreeXzdTw3s5ziYDaXlBZy0ehC+vWMzWitySaWh6EuBsY55673n18NHOecu6mV5a8AznbOXWNmfwY+cc497s97GHjNOfdca6+nw1AinVNtQxPvLargtTnreHP+RqrqGunVY8/gCDnHnDXbmbFiCzOWb6Fs5VYqa72T5Pr1zODYoj67bsP757bamF5d38iUOet5pmw105dvIWBw2vC+XFI6mNMP7Ut6qtpS9tYZDkOtAcLHdS70p7XmaeD+Nq4rIp1UZloKZx/en7MP709tQxPTFm9iypx1/Gvuep6dWU5uRip1TSHqG70xlQ7um8P5Rw7YFQ6FedFfiz0rPZWLjynk4mMKWb5pJ8+Wrea5meW8tWAj+dnpfGP0ICaUDmZYe66cmKRiuWeRitfAfQbeB/0M4Arn3LywZYY55xb7j78G/NI5V2pmhwNPsruB+y1gmBq4RbqPusYmPli8iTfnbyAnI5Vji/pQWtTnwEfPjaCxKcT7iyt4ZkY5b87fQGPIcfSQ3kwoHcz5Rw4gNzO214vo7DrFeRZmdi5wL17X2UnOud+Y2V1AmXNuspn9Afgq0ABsBW5qDhMzuw34FtAI/NA599r+XkthISKRbKqq46XP1vCPGatZvLGKzLQA544cwMXHFHJccX5SnivSKcIinhQWIhIt5xyzV2/jGb9RvKqukb65GXztqIGMP2ogRxb26rS9qcLPfVlaUcWyip0M75/LdScWt2l7naHNQkSkUzIzjh6Sx9FD8rjj/MN5a8EGXp69lsc+XsnDHyynKD+L8UcNZPyogRzcNzHtG9urG1hSUcWyiiqWbdrJ0o3e/crNO2lo2v0lPz87new4nF+iPQsREd/26gb+NW8dL89ey8fLNuMcjBjQkwtGDeRrRw1kYO8eHfp6DU0hyvfaS1hWsZOlFVVs3rl7vK60FGNovjdO10F9c3bdHxTMoVdW+9pcdBhKRKQdNuyo5Z9frGPy52v5fPU2AMYU9WH8qIGcO3JA1A3xoZBj/Y5alm/aybJNO1mxaSfL/dvqLXuOvZWfnU5JQTYHFeSE3ecwOK9HzM6EV1iIiHSQFZt28srna3n587Us2VhFasA4eViQ8aMGcuaI/mSnp7BlZ/2uQFi+VyjUNe6+1GpmWoCi/GxKCrIpDmb7j70BGXtnxX9UX4WFiEgHc84xf10lkz9fyyufr2XNthoy0wKkpQR2nUQIkBowhuRnUZzvBUJxQbb3uCCbfrmZBDpRrys1cIuIdDAzY8TAnowY2JOfnT2cmau28uoX62gKuT1CoTCGh40SRWEhItIGgYDtOss8GXSv6BMRkZhQWIiISEQKCxERiUhhISIiESksREQkIoWFiIhEpLAQEZGIFBYiIhJRtxnuw8wqgJXt2EQQ2NRB5cSC6msf1dc+qq99OnN9Q51zBZEW6jZh0V5mVhbN+CiJovraR/W1j+prn85eXzR0GEpERCJSWIiISEQKi90eTHQBEai+9lF97aP62qez1xeR2ixERCQi7VmIiEhECgsREYkoqcLCzMaZ2UIzW2Jmt7QwP8PM/uHP/9TMiuJY22Aze8fMvjSzeWb2gxaWOdXMtpvZbP92R7zqC6thhZnN8V9/n+vYmueP/nv4hZmNjlNdw8Pel9lmtsPMfrjXMnF//8xskpltNLO5YdP6mNkbZrbYv89rZd1r/GUWm9k1cazv92a2wP/9vWhmvVtZd79/CzGs71dmtibs93huK+vu9/89hvX9I6y2FWY2u5V1Y/7+dSjnXFLcgBRgKVACpAOfAyP2WubfgAf8x5cB/4hjfQOA0f7jXGBRC/WdCvwzwe/jCiC4n/nnAq8BBhwPfJqg3/V6vJONEvr+AacAo4G5YdN+B9ziP74F+G0L6/UBlvn3ef7jvDjVdxaQ6j/+bUv1RfO3EMP6fgX8JIq/gf3+v8eqvr3m/w9wR6Lev468JdOexRhgiXNumXOuHngauGCvZS4AHvEfPwecYWZxubK6c26dc26W/7gSmA8Misdrd7ALgEed5xOgt5kNiHMNZwBLnXPtOaO/Qzjn3ge27DU5/O/sEeDCFlY9G3jDObfFObcVeAMYF4/6nHNTnXON/tNPgMKOft1otfL+RSOa//d22199/mfHBOCpjn7dREimsBgErA57Xs6+H8a7lvH/WbYD+XGpLox/+Oto4NMWZo81s8/N7DUzOzyuhXkcMNXMZprZxBbmR/M+x9pltP4Pmuj3D6Cfc26d/3g90K+FZTrD+wjwLbw9xZZE+luIpZv8w2STWjmM1xnev5OBDc65xa3MT+T7d8CSKSy6BDPLAZ4Hfuic27HX7Fl4h1aOAv4EvBTv+oCTnHOjgXOAG83slATU0CozSwfGA8+2MLszvH97cN7xiE7Zf93MbgMagSdaWSRRfwv3AwcBo4B1eId6OqPL2f9eRaf+X9pbMoXFGmBw2PNCf1qLy5hZKtAL2ByX6rzXTMMLiieccy/sPd85t8M5V+U/ngKkmVkwXvX5r7vGv98IvIi3ux8umvc5ls4BZjnnNuw9ozO8f74NzYfm/PuNLSyT0PfRzK4Fzgeu9ANtH1H8LcSEc26Dc67JORcCHmrldRP9/qUC3wD+0doyiXr/2iqZwmIGMMzMiv1vn5cBk/daZjLQ3OvkYuDt1v5ROpp/fPNhYL5z7p5Wlunf3IZiZmPwfn/xDLNsM8ttfozXEDp3r8UmA9/0e0UdD2wPO+QSD61+m0v0+xcm/O/sGuDlFpZ5HTjLzPL8wyxn+dNizszGAT8DxjvnqltZJpq/hVjVF94G9vVWXjea//dY+iqwwDlX3tLMRL5/bZboFvZ43vB66izC6yVxmz/tLrx/CoBMvMMXS4DpQEkcazsJ73DEF8Bs/3YucANwg7/MTcA8vJ4dnwAnxPn9K/Ff+3O/jub3MLxGA+7z3+M5QGkc68vG+/DvFTYtoe8fXnCtAxrwjpt/G68d7C1gMfAm0MdfthT4W9i63/L/FpcA18WxviV4x/ub/w6bewgOBKbs728hTvU95v9tfYEXAAP2rs9/vs//ezzq86f/vfnvLmzZuL9/HXnTcB8iIhJRMh2GEhGRNlJYiIhIRAoLERGJSGEhIiIRKSxERCQihYVIJ+CPiPvPRNch0hqFhYiIRKSwEDkAZnaVmU33r0HwVzNLMbMqM/tf865D8paZFfjLjjKzT8KuC5HnTz/YzN70BzScZWYH+ZvPMbPn/GtJPBGvEY9FoqGwEImSmR0GXAqc6JwbBTQBV+KdOV7mnDsceA/4pb/Ko8DPnXNH4p1x3Dz9CeA+5w1oeALeGcDgjTT8Q2AE3hm+J8b8hxKJUmqiCxDpQs4AjgFm+F/6e+ANAhhi94BxjwMvmFkvoLdz7j1/+iPAs/54QIOccy8COOdqAfztTXf+WEL+1dWKgA9i/2OJRKawEImeAY84527dY6LZL/Zarq1j6NSFPW5C/5/SiegwlEj03gIuNrO+sOta2kPx/o8u9pe5AvjAObcd2GpmJ/vTrwbec95VEMvN7EJ/GxlmlhXXn0KkDfTNRSRKzrkvzex2vKubBfBGGr0R2AmM8edtxGvXAG/48Qf8MFgGXOdPvxr4q5nd5W/jkjj+GCJtolFnRdrJzKqcczmJrkMklnQYSkREItKehYiIRKQ9CxERiUhhISIiESksREQkIoWFiIhEpLAQEZGI/j9CEpJ7Mtai8QAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -2151,8 +2151,8 @@ "text": [ "\n", "Test Set Metrics:\n", - "\tloss: 0.3429\n", - "\tcategorical_accuracy: 0.8777\n" + "\tloss: 0.3248\n", + "\tcategorical_accuracy: 0.8799\n" ] } ], @@ -2257,34 +2257,34 @@ " \n", " \n", " \n", - " 16842487\n", - " 0.000336\n", - " 0.005441\n", - " 0.994223\n", + " 7729603\n", + " 0.000924\n", + " 0.008521\n", + " 0.990556\n", " \n", " \n", - " 15565075\n", - " 0.000329\n", - " 0.056071\n", - " 0.943600\n", + " 2186054\n", + " 0.004871\n", + " 0.017344\n", + " 0.977785\n", " \n", " \n", - " 7152127\n", - " 0.924147\n", - " 0.072677\n", - " 0.003176\n", + " 14685005\n", + " 0.165319\n", + " 0.693837\n", + " 0.140843\n", " \n", " \n", - " 1345781\n", - " 0.000657\n", - " 0.022060\n", - " 0.977283\n", + " 2123890\n", + " 0.018488\n", + " 0.016726\n", + " 0.964785\n", " \n", " \n", - " 12663602\n", - " 0.000470\n", - " 0.028722\n", - " 0.970808\n", + " 12786684\n", + " 0.001944\n", + " 0.019085\n", + " 0.978971\n", " \n", " \n", "\n", @@ -2293,11 +2293,11 @@ "text/plain": [ " label=1 label=2 label=3\n", "pid \n", - "16842487 0.000336 0.005441 0.994223\n", - "15565075 0.000329 0.056071 0.943600\n", - "7152127 0.924147 0.072677 0.003176\n", - "1345781 0.000657 0.022060 0.977283\n", - "12663602 0.000470 0.028722 0.970808" + "7729603 0.000924 0.008521 0.990556\n", + "2186054 0.004871 0.017344 0.977785\n", + "14685005 0.165319 0.693837 0.140843\n", + "2123890 0.018488 0.016726 0.964785\n", + "12786684 0.001944 0.019085 0.978971" ] }, "execution_count": 41, @@ -2348,10 +2348,34 @@ "source": [ "calibration_data = []\n", "for i in range(test_pred.shape[1]): # iterate over classes\n", - " calibration_data.append([calibration_curve(y_prob=test_pred[:, i], \n", + " calibration_data.append(calibration_curve(y_prob=test_pred[:, i], \n", " y_true=test_targets[:, i], \n", " n_bins=10, \n", - " normalize=True)])" + " normalize=True))" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((array([0.00914547, 0.18709677, 0.23255814, 0.36111111, 0.36 ,\n", + " 0.42372881, 0.48333333, 0.58064516, 0.67647059, 0.94522293]),\n", + " array([0.00717242, 0.14083494, 0.24453432, 0.35217909, 0.44485712,\n", + " 0.54612449, 0.64692451, 0.75212612, 0.85412093, 0.98034926])),\n", + " tuple)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "calibration_data[0], type(calibration_data[0])" ] }, { @@ -2363,13 +2387,13 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "ece = []\n", "for i in range(test_pred.shape[1]):\n", - " fraction_of_positives, mean_predicted_value = calibration_data[i][0]\n", + " fraction_of_positives, mean_predicted_value = calibration_data[i]\n", " ece.append(expected_calibration_error(prediction_probabilities=test_pred[:, i], \n", " accuracy=fraction_of_positives, \n", " confidence=mean_predicted_value))" @@ -2377,16 +2401,16 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[0.013652910337447935, 0.031610409587511434, 0.028926100725772504]" + "[0.018996185009140194, 0.0255678978791432, 0.021891380189733113]" ] }, - "execution_count": 45, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -2404,12 +2428,36 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "[0.00914547 0.18709677 0.23255814 0.36111111 0.36 0.42372881\n", + " 0.48333333 0.58064516 0.67647059 0.94522293] [0.00717242 0.14083494 0.24453432 0.35217909 0.44485712 0.54612449\n", + " 0.64692451 0.75212612 0.85412093 0.98034926]\n" + ] + } + ], + "source": [ + "for i, data in enumerate(calibration_data):\n", + " print(type(data))\n", + " a, b = data\n", + " print(a, b)\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": 48, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -2431,7 +2479,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -2450,7 +2498,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -2460,7 +2508,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -2479,7 +2527,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -2488,7 +2536,7 @@ "((4930, 3), (3697, 3))" ] }, - "execution_count": 50, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -2499,7 +2547,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -2516,7 +2564,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -2525,7 +2573,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -2534,7 +2582,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -2543,7 +2591,7 @@ "((2772, 3), (925, 3), (2772, 3), (925, 3))" ] }, - "execution_count": 54, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -2554,16 +2602,16 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 55, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -2575,7 +2623,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -2584,6 +2632,16 @@ "text": [ "Using Early Stopping based on performance evaluated on given validation set.\n" ] + }, + { + "data": { + "text/plain": [ + "1.1774732" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -2595,12 +2653,12 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 59, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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VRyVSDW3JK+TzpRv4bMl6Ps/ZyJzlm1i2YfuO+sz6aXRr2ZDD92/P/s3r0ymrPp2z6tM0I36DAqVq1cp/JfZYWj04+2l4ZDA8dx5c+j9IrRt1VCJSDTRu3JiZM2dGHcY+M7NngaOBTDPLAf4IpAK4+0Nm1oKgH3dDoNjMfgV0d/dNZpYBHAf8vNRt7zSzPgRdUBaVUS+S8Nyd79ZsZebi9Xy6JEi6v125mZIZ9TplZdCvfRPOO6Q93Vo2oHurhjRvoDVIEp0S8Ipq1hnOeASePRv++2s47UHQVz0ikiDcfcRu6r8H2pRTtxVoVkb5+ZUTnUjNkrN+Gx8uWMtHC9by4YI1rNwU9NdukJ5C33ZNGNqzBX3bNaFP28Y0qqsJHmojJeB74sChcNQYePcOaN0fBl4edUQiIiISsa15hbw/fw3vfLOKD+avZcm6bUDQleTQzpkc2qkZAzs2oVNmfZKS1HgnSsD33FHXw/JP4dUx0KIXtDsk6ohERESkii1dt423vl7Fm1+vYtqCteQXFdOgTgqHdm7GJYd34LD9M+nSvL4GRkqZlIDvqaSkoCvKo8fAhHPh8rc0KFNERKQWWLRmK6/MXsF/v1jB3BXBCsCdMjO44ND2HNOtOQM6NCU1OSniKKUm0H8le6NuExjxHBQXwPizIXdj1BGJ1CqDBw/mtdde26nsnnvu4corryz3mvr16wOwfPlyzjzzzDLPOfroo9nd9Hf33HMP27Zt23H8k5/8hA0bNlQ0dBGpYZau28ZD7y7g5L+/x9F3vcNfXvuGemnJ3HhSN96+9mjeuvZobjy5O4d1zlTyLRWmFvC9lXUADB8HT/8U/nUR/OxfkKxfp0hVGDFiBBMmTOCEE07YUTZhwgTuvPPO3V7bqlUrXnjhhb3+2ffccw/nnXce9erVA2Dy5Ml7fS8RqZ625Rcyefb3/GvGUj7+bh0Afdo25saTunFir5a0bqyZ0GTf6E+1fdHpaDjpbljwFrx6PdSCRY1EqoMzzzyTV155hfz8fAAWLVrE8uXL6du3L0OGDKFfv3706tWLl19++UfXLlq0iJ49g7Vgtm/fzjnnnEO3bt04/fTT2b79h3l4r7zySrKzs+nRowd//GOwCu59993H8uXLGTx4MIMHDwagQ4cOrFmzBoC7776bnj170rNnT+65554dP69bt25cfvnl9OjRg+OPP36nnyMi1YO7M3PxOq5/4QsG3PoG1/7rc1ZuyuW6Ew7kvd8O5t+jDueyIzop+ZZKoSbbfdX/Qlg7Hz68Dxq3g8OvjjoikYTXtGlTBg4cyJQpUxg2bBgTJkxg+PDh1K1bl5deeomGDRuyZs0aDjnkEE499dRyB0E9+OCD1KtXj7lz5/LFF1/Qr1+/HXW33XYbTZs2paioiCFDhvDFF19w1VVXcffdd/P222+TmZm5071mzpzJ448/zscff4y7c/DBB3PUUUfRpEkT5s2bx7PPPsujjz7K8OHDmThxIuedd15cf0ciUjHb84t4edYynvhwEV9/v5l6acmcfFBLzspuS3b7JhpEKXGhBLwyHHszbMyB12+CepnQ99yoIxKpOlPGwPezK/eeLXrBiXfs8pSSbiglCfhjjz2Gu3PDDTcwdepUkpKSWLZsGStXrqRFixZl3mPq1KlcddVVABx00EEcdNBBO+qef/55HnnkEQoLC1mxYgVz5szZqb60999/n9NPP52MjAwAzjjjDN577z1OPfVUOnbsSJ8+fQDo378/ixYt2pPfhojEwdJ123hq2mKem76UjdsL6NqiAXec0YtTercio47SI4kv/RdWGZKS4PSHYft6mPRLqNcUDjwx6qhEEtqwYcP49a9/zaeffsq2bdvo378/TzzxBKtXr2bmzJmkpqbSoUMHcnNz9/je3333HXfddRfTp0+nSZMmXHTRRXt1nxJ16tTZsZ+cnKwuKCIR+mr5Rv7xzgKmzF6BmTG0RwsuPKwDAzqotVuqjhLwypKSBmc/BU+eGgzKPP/f0P7QqKMSib/dtFTHS/369Rk8eDCXXHIJI0YEizhu3LiR5s2bk5qayttvv83ixYt3eY8jjzyS8ePHc8wxx/Dll1/yxRdfALBp0yYyMjJo1KgRK1euZMqUKRx99NEANGjQgM2bN/+oC8oRRxzBRRddxJgxY3B3XnrpJZ566qnKf3AR2SuffLeOf7wzn3e+WU2DOimMPLIzFx7WnpaN1Kdbqp4S8MpUpwGc+y8YOzSYnvCCf0Prfru/TkT2yogRIzj99NOZMGECAOeeey6nnHIKvXr1Ijs7m65du+7y+iuvvJKLL76Ybt260a1bN/r37w9A79696du3L127dqVt27YcfvjhO64ZOXIkQ4cOpVWrVrz99ts7yvv168dFF13EwIEDAbjsssvo27evupuIROzD+Wv42xvfMn3RepplpHHdCQdy/qHtaZiuJeAlOua1YOaO7Oxs393cvpVqw1J44iTI3QAXvAyt+lbdzxapAnPnzqVbt25Rh5Fwyvq9mtlMd8+OKKRIVPk7WxLSZ0vWc9f/vuGD+Wtp2SidK47qzPDsttRNS446NElgFX1nqwU8Hhq3hYv+GyTh406DCydBy95RRyUiIpLwvvl+M3f97xten7OSZhlp3HRyd849pB11UpR4S/UR13nAzWyomX1jZvPNbEwZ9VeY2Wwzm2Vm75tZ97B8YFg2y8w+N7PTK3rPaqNxO7jwv0G3lHHDYMUXUUckIiKSsNZuyeOGl2Zz4r1TmbZgLb857gCm/nYwlwzqqORbqp24tYCbWTLwAHAckANMN7NJ7j4n5rTx7v5QeP6pwN3AUOBLINvdC82sJfC5mf0H8Arcs/po0j5oCX/8JHjy5GC1zHYHRx2ViIhIwsgvLGbcR4u49815bMsv4oJDO3D1kC40yUiLOjSRcsWzBXwgMN/dF7p7PjABGBZ7grtvijnMIEiwcfdt7l4YlqeXlFfkntVOkw5wyZRgfvCnToP5b0QdkUilqA3jR6qSfp8ie27qt6sZeu9Ubn1lLn3bNeHVq4/gT6f2UPIt1V48E/DWwNKY45ywbCdmNsrMFgB3AlfFlB9sZl8Bs4ErwoS8Qvesdhq3g0tehWadYfw58OWLUUcksk/S09NZu3atksZK4u6sXbuW9PT0qEMRqRHWbMnj6gmfccHYT3CHsRdl8+TFA+iyX4OoQxOpkMgHYbr7A8ADZvYz4EbgwrD8Y6CHmXUDnjSzKXtyXzMbCYwEaNeuXeUGvTfqN4eLXgmmJ3zhEti6Bg4eGXVUInulTZs25OTksHr16qhDSRjp6em0adMm6jBEqjV354WZOdw2eS5b8wq5akgXfnF0Z9JT1cdbapZ4JuDLgLYxx23CsvJMAB4sXejuc81sC9BzT+7p7o8Aj0AwpdUeRR4v6Y3gvBdh4qUw5TpYtwBOuB2S9OKQmiU1NZWOHTtGHYaI1CJL123j+olf8OGCtQzo0ITbT++lFm+pseKZgE8HuphZR4Ik+RzgZ7EnmFkXd58XHp4EzAvLOwJLw0GY7YGuwCJgw+7uWe2l1YOzn4bXb4KP7od138GZjwWzpYiIiMhO3J3nZyzllv/MIcmM20/vxTkD2pKUpGXjpeaKWwIeJs+jgdeAZGCsu39lZrcAM9x9EjDazI4FCoD1hN1PgEHAGDMrAIqBX7j7GoCy7hmvZ4ibpGQ44TZo2gkmXwdjT4Rzng4GbIqIiAgAqzfn8bsXv+CNuas4tFMz7hrem9aNtXS81HxaCTNq89+EFy4GDM54FA44PuqIRKQa0UqYUlu99tX3/O7F2WzJK+T6oV25+LAOavWWaq+i7+y4LsQjFbD/EBj5brB65vjh8PbtUFwUdVQiIiKRyCss4k+TvuLnT82kVeN0XvnlIC4d1FHJtySUyGdBEaBpR7j0dXjlN/DunyFnBpzxCGRkRh2ZiIhIlVm6bhujx3/K5zkbueTwjow5sStpKWorlMSjBLy6SK0Lwx6ANgNgym/hH4fCaf+ALsdFHZmIiEjcvfbV91z3r89x4KHz+jO0Z4uoQxKJG/1ZWZ2YQfbFMPKdoPX7mTPhlWshf1vUkYmIiMRFUbHzf1Pm8vOnZtK+WQav/PIIJd+S8JSAV0f79YDL34ZDRsH0R+GRo2DZzKijEpEEZmZjzWyVmX1ZTn1XM/vIzPLM7NpSdYvMbLaZzTKzGTHlTc3sdTObF342ifdzSM2yKbeAy56czsPvLuTcg9vxwpWH0q5ZvajDEok7JeDVVWo6DL0dzv835G2Bfx4LU8YE+yIile8JYOgu6tcBVwF3lVM/2N37lBr9PwZ40927AG+GxyIAfLdmK6c/8AHvzVvDraf15LbTe1EnRQvTSe2gBLy66zwYRk2D/hfDxw/CPw6Bb/8XdVQikmDcfSpBkl1e/Sp3n06wbkNFDQOeDPefBE7b+wglkbw3bzXD7n+fdVvzefqygznvkPZRhyRSpZSA1wTpjeDku+GS1yAtA8afBc+dD+sXRx2ZiAiAA/8zs5lmNjKmfD93XxHufw/sV/WhSXXz7CdLuHDsJ7RqXJdJowdxSKdmUYckUuWUgNck7Q6Bn0+FwTfC/Dfg/gHw5i3qliIiURvk7v2AE4FRZnZk6RM8WPWt3JXfzGykmc0wsxmrV6+OY6gSFXfn7te/5XcvzubIA7KYeOVhtG2q/t5SOykBr2lS6sBR18HoGdB9GLz3V/h7f/jsaSgqjDo6EamF3H1Z+LkKeAkYGFatNLOWAOHnql3c4xF3z3b37KysrHiHLFWsoKiY6yd+wX1vzmN4dhsevSCbjDqaCVlqLyXgNVWj1vDTR+HSN4L9l0cF/cO/fBGKi6OOTkRqCTPLMLMGJfvA8UDJTCqTgAvD/QuBl6s+Qona1rxCLh83g+dn5HDVkC78+acHkZqs9ENqN/35WdO1HQCXvQlf/xfeug1euBj2uxsG3wAHDIUkveREZPfM7FngaCDTzHKAPwKpAO7+kJm1AGYADYFiM/sV0B3IBF4yMwj+TRnv7q+Gt70DeN7MLgUWA8Or7omkOti4rYALHv+E2Tkb+L8zejFiYLuoQxKpFpSAJwIz6HYKHPiToAX8ndthwgjI6gaHXwU9z4SUtKijFJFqzN1H7Kb+e6BNGVWbgN7lXLMWGLLv0UlNtHZLHuc99gkLVm3hofP6c3wPLa4jUkLNo4kkKRkOOgtGTYczHgVLgn9fCff1gQ/vh7zNUUcoIiK1wMpNuZz9yDS+W7OFxy7KVvItUooS8ESUnAIHDYcrP4BzX4AmHeF/v4e/doX/XgMrv4o6QhERSVA567cx/OGPWLFhO09ePJAjumhQrUhp6oKSyMygy3HBljMTpv8zmC1lxmPQ7jAYcCl0PQlS60YdqYiIJICc9ds4++FpbM4t4OnLDqZvuyZRhyRSLSkBry3a9A+2E24Lk/CxMPFSqNMQepwGB50D7Q7VoE0REdkrKzZu52ePfszm3ALGX34IPVs3ijokkWpLCXhtU69pMDDz0NHw3bvwxXMweyJ8Og4atQu6rvQ4HfbrEbSgi4iI7MaqTbmc++jHO5aWV/ItsmtKwGurpCToPDjYTvorfP0KfP4svH83vHdX0G+82ynQ7VRo3V8t4yIiUqa1W/I4958f8/2mXMZdMpA+bRtHHZJItacEXCAtI2j5Pmg4bFkF30yGuf+BaQ/Ch/dBg5aw/7Gw/xDodDTUVZ8+EREJ5vk+77FPWLp+G49fNJDsDk2jDkmkRlACLjur3xz6XxRs2zfAvP8FyficSfDZU8HUhq37Q+ch0PkYaNVXc4yLiNRCuQVFXDZuOvNXbeaxCwdwaOdmUYckUmMoAZfy1W38Q8t4USEsmwkL3oT5b8K7f4Z374CUdGidDe0PDQZxth0IdRpEHbmIiMRRYVExo8d/xozF6/n7iL4ceYCmGhTZE0rApWKSU6DdwcE2+AbYtg4WfwCLP4IlH8J7d4MXgSUHAzhb9f1ha95dreQiIgnC3fn9S1/yxtyV3DKsBycf1CrqkERqHCXgsnfqNQ0HaZ4SHOdthpzpQUK+9GOY82/49MmgLjktSMpb9gk+m3eDrG6Qoa8rRURqmr/+71uem7GUq47ZnwsO7RB1OCI1khJwqRx1GgR9wjsfExxdoQ7TAAAgAElEQVS7w/pFsPyzYFsxC758EWY+/sM1GVmQ1TVMyLtCs87QtBM0bA1JyZE8hoiIlO+Zjxdz/9vzGTGwHb8+7oCowxGpsZSAS3yYQdOOwdbzjKDMHTYtg1Vfw+q5P3zOGg/5W364NikVmrQPpkJs2vGHz0ZtguS8bhPNUS4iUsWmfruam17+imO6Nuf/DeuB6T0ssteUgEvVMQuS6EZtoMuxP5QXFweJ+bqFsP674HPdd8H+kmmQv3nn+6SkQ8NWQTLesNUP+w1aQEZzyMgMtjoNlaiLiFSCb1duZtQzn9KleX3uG9GXlGStDSGyL5SAS/SSkqBx22DjqJ3r3GHrmqA7y6ZlsGl58Ll5RbC/5CPYtAKKC3583+S0oJtLvWbBZ0ZWkJinNw5meElvDOmNwv1GPxynplfFU4uI1AhrtuRxyRPTSU9LZuxFA6hfR6mDyL7S/0VSvZlB/axgY0DZ5xQXw7Y1QUK+bU2QsG9dHX6W7K+GNfOC+oJtu/6ZKelhMt4wWKQorX74mbHzcWq9UnX1g+Q9JR1S6oSfpY6TU9UqLyI1Rm5BEZePm8GaLXk8N/JQWjWuG3VIIgkhrgm4mQ0F7gWSgX+6+x2l6q8ARgFFwBZgpLvPMbPjgDuANCAfuM7d3wqveQdoCWwPb3O8u6+K53NINZeUFCwgVL95xc4vzIPcTZC7AXI3BgsO5W4odbwx2Aq2Qf7WoMU9f2vMtgW8eC+CtZ0T8tiEPTkt6P+enBJ+pkJSSvhZ1nHseaWPk4MpIZOSg8WTdtpP2rl8p+OkH67dad/KvxeEf1RYGZ9Ju6iL+azIOTvOTdq5bMevtpx9Edkr7s4NL87msyUbeOi8fvTWEvMilSZuCbiZJQMPAMcBOcB0M5vk7nNiThvv7g+F558K3A0MBdYAp7j7cjPrCbwGtI657lx3nxGv2CXBpdSJaVXfS+5QmPtDMp6/FfK2BGWFeaU+S++XcU5BLhTlQ3EhFOZD8VYoKgiOiwqCLjZFheFnqfLiwsr73SS88pL0KihPToExS/YoWpEoPfHhIl78bBm/PvYAhvZsGXU4Igklni3gA4H57r4QwMwmAMOAHQm4u2+KOT8D8LD8s5jyr4C6ZlbH3fPiGK9IxZlBat1gy8iMNhb3MhL1wmBhJC+G4qJw32P2i0vtFwefXhSWl+zHlJd3DR7cu7zPMs+hjHOLd32fHfcrdZ/gZjv/PqpjuWnQmtQc0xau5dZX5nJst/345TH7Rx2OSMKJZwLeGlgac5wDHFz6JDMbBVxD0N3kmDLu81Pg01LJ9+NmVgRMBG513+lfPpHaxSzodpKcGnUkIpIAlm/YzqhnPqV9s3rcfXZvkpLUpUukskXeJOPuD7h7Z+B64MbYOjPrAfwZ+HlM8bnu3gs4ItzOL+u+ZjbSzGaY2YzVq1fHJ3gREZEEkltQxBVPzySvsJhHzs+mYbr+sBeJh3gm4MuAtjHHbcKy8kwATis5MLM2wEvABe6+oKTc3ZeFn5uB8QRdXX7E3R9x92x3z87K2oe+viIiIrXEnyZ9xRc5G/nr8N7s37x+1OGIJKx4JuDTgS5m1tHM0oBzgEmxJ5hZl5jDk4B5YXlj4BVgjLt/EHN+ipllhvupwMnAl3F8BhERkVrhpc9ymDB9Kb84ujMn9GgRdTgiCS1ufcDdvdDMRhPMYJIMjHX3r8zsFmCGu08CRpvZsUABsB64MLx8NLA/cJOZ3RSWHQ9sBV4Lk+9k4A3g0Xg9g4iISG0wf9UWfv/Slwzs0JRrjjsg6nBEEl5c5wF398nA5FJlN8XsX13OdbcCt5Zz2/6VFqCIiEgttz2/iFHPfEp6arKWmRepIloJU0REpBa7+T9f8c3KzTxx8QBaNEqPOhyRWkF/5oqICGY21sxWmVmZ42rMrKuZfWRmeWZ2bUx5WzN728zmmNlXZnZ1TN2fzGyZmc0Kt59UxbNIxb08a9mOft9HH1jB1YRFZJ8pARcREYAnCFYiLs864CrgrlLlhcBv3L07cAgwysy6x9T/zd37hNtkpNpYsnYbN7w4mwEdmqjft0gVUwIuIiK4+1SCJLu8+lXuPp1g0Hxs+Qp3/zTc3wzMJViITaqxwqJirnl+Fklm/O3sPur3LVLF9H+ciIhUCjPrAPQFPo4pHm1mX4RdXJpEEpj8yEPvLmDG4vX8v9N60qZJvajDEal1lICLiMg+M7P6wETgV+6+KSx+EOgM9AFWAH/dxfVavbiKfJGzgXvemMcpvVsxrE+rqMMRqZWUgIuIyD4J12aYCDzj7i+WlLv7SncvcvdigjUbyly5ODxXqxdXgW35hfxqwiyyGtTh1mE9MbOoQxKplZSAi4jIXrMgg3sMmOvud5eqaxlzeDpauThyt0+ey8I1W/nrWb1pVC816nBEai3NAy4iIpjZs8DRQKaZ5QB/BFIB3P0hM2sBzAAaAsVm9iugO3AQcD4w28xmhbe7IZzx5E4z6wM4sAj4edU9kZT29tereHraEi4/oiOH7Z8ZdTgitZoScBERwd1H7Kb+e6BNGVXvA2X2Y3D38yshNKkEm3IL+N2Lszlgv/pce8KBUYcjUuupC4qIiEiCu/2VuazanMtfzuxNnZTkqMMRqfWUgIuIiCSw9+atZsL0pVx+ZCd6t20cdTgighJwERGRhLUlr5AxE2fTKSuDXx+r1S5Fqgv1ARcREUlQf57yNcs3bueFKw4lPVVdT0SqC7WAi4iIJKBpC9fy1LTFXHxYR/q3bxp1OCISQwm4iIhIgsktKOL6iV/Qvlk9rtOsJyLVjrqgiIiIJJj735rP4rXbGH/5wdRNU9cTkepGLeAiIiIJZP6qzTw8dQFn9GvNYZ214I5IdaQEXEREJEG4Oze89CX10lL4/U+6RR2OiJRDCbiIiEiCmPjpMj75bh2/O7ErzerXiTocESmHEnAREZEEsH5rPrdPnkv/9k0Ynt026nBEZBeUgIuIiCSAO6Z8zcbtBdx2ek+SkizqcERkF5SAi4iI1HDTF63juRlLuWxQR7q2aBh1OCKyG0rARUREarDComL+8O8vad24Llcf2yXqcESkApSAi4gkGDNrY2aDw/06ZpYRdUwSP89+soSvv9/M70/qRr00Le8hUhMoARcRSSBmdgkwCfhnWNQeeDm6iCSeNmzL56+vf8shnZpyYs8WUYcjIhWkBFxEJLFcBRwCbAJw92+B5pFGJHFz9+vfsml7AX88pQdmGngpUlMoARcRSSy57p5fcmBmyYAyswT09febeHraYs49uD3dWmrgpUhNEtcE3MyGmtk3ZjbfzMaUUX+Fmc02s1lm9r6ZdQ/LjzOzmWHdTDM7Juaa/mH5fDO7z/Qnv4hIrA/M7LdAetgP/DngvxHHJJXM3bl50hwapKdyzXEHRB2OiOyhuCXgYavLA8CJQHdgREmCHWO8u/dy9z7AncDdYfka4BR37wVcCDwVc82DwOVAl3AbGq9nEBGpgX4LbAa+Bq4G3gR+H2lEUule/fJ7Plq4lt8cfwBNMtKiDkdE9lA8h0sPBOa7+0IAM5sADAPmlJzg7ptizs8APCz/LKb8K6CumdUBmgIN3X1aeM9xwGnAlDg+h4hIjRA2fDzu7hcQNFZIAsotKOLWV+bStUUDfjawXdThiMheiGcC3hpYGnOcAxxc+iQzGwVcA6QBx5SuB34KfOrueWbWOrxP7D1bV1rEIiI1mLsXmVknM0t194Ko45H4GPvBdyzbsJ3xlx1MSrKGconURJFPGOruDwAPmNnPgBsJupwAYGY9gD8Dx+/pfc1sJDASoF07tRCISK2xAHjPzF4GtpYUuvt90YUklWXtljwefHsBx3ZrzmH7Z0YdjojspXj+6bwMaBtz3CYsK88Egu4kQLCQBPAScIG7L4i5Z5uK3NPdH3H3bHfPzsrK2ovwRURqpCXA60A9ICtmkwTw97fmszW/kOuHdo06FBHZB/FsAZ8OdDGzjgRJ8jnAz2JPMLMu7j4vPDwJmBeWNwZeAca4+wcl57v7CjPbZGaHAB8DFwB/j+MziIjUKO7+h6hjkPhYtGYrT09bzNkD2tFlvwZRhyMi+yBuCbi7F5rZaOA1IBkY6+5fmdktwAx3nwSMNrNjgQJgPT90PxkN7A/cZGY3hWXHu/sq4BfAE0BdgsGXGoApIhIys9cJB7THcvc97son1ctfXvuGtJQkfn1sl6hDEZF9FNc+4O4+GZhcquymmP2ry7nuVuDWcupmAD0rMUwRkURyY8x+OsFA9ryKXGhmY4GTgVXu/qP3rJl1BR4H+gG/d/e7YuqGAvcSNLj8093vCMs7EnQxbAbMBM6PXShIKuazJet5ZfYKrh7SheYN06MOR0T2kYZPi4gkEHf/OGZ7192vAo6s4OVPsOu1FdYRLHV/V2zhbtZ9+DPwN3ffn+Cbzksr/DACBIvu3D55Lpn16zDyyE5RhyMilUAJuIhIAjGzhjFbYzMbAjSpyLXuPpUgyS6vfpW7TyfoNhhrx7oPYev2BGBYuFLxMcAL4XlPEjPYXirm9Tkrmb5oPb8+rgsZdSKfvExEKoH+TxYRSSxfEfQBN6AQ+I5g9eB4Km/dh2bABncvjCnX2g17oLComD+/+jWdszI4O7vt7i8QkRpBCbiISGLpVHoRHjOr9u96rd1Qtpc+W8aC1Vt56Lz+WnRHJIHo/2YRkcTycRlln8T5Z5a37sNaoHHMHwBau2EP5BcWc++b8zioTSNO6LFf1OGISCWq9q0iIiKye2bWHGgJ1DWzXgRdUAAaEizKE09lrvvg7m5mbwNnEvQLvxB4Oc6xJIznpi8hZ/12bju9F0F3ehFJFErARUQSw0nAJQStzP+IKd8MVGhxHjN7FjgayDSzHOCPQCqAuz9kZi2AGQRJfbGZ/Qro7u6bylr3Ibzt9cAEM7sV+Ax4bJ+espbILSji72/NZ0CHJhzZRUvOiyQaJeAiIgnA3R8HHjez4e7+/F7eY8Ru6r8nSPDLqvvRug9h+UKCWVJkDzz10WJWbc7j7yP6qvVbJAEpARcRSSDu/ryZnQD0IFiIp6T89uiikj2xJa+QB99dwBFdMjm4U7OowxGROKjQIEwze6oiZSIiEi0z+wdBX+trgLrAecD+kQYle2Ts+9+xbms+1x5/YNShiEicVHQWlB6xB+GqZ/0rPxwREdlHg9z9Z8Bad/8DwXzcSsBriA3b8nl06kKO674fvds2jjocEYmTXSbgZvY7M9sMHGRmm8JtM7AKjWQXEamOcks+w0GTuUCrCOORPfDoewvZkl/Ib44/IOpQRCSOdpmAu/v/uXsD4C/u3jDcGrh7M3f/XRXFKCIiFTfZzBoDdwGzgEXAXg3KlKq1YVs+T364mJ/0bEnXFg2jDkdE4qiigzD/a2YZ7r7VzM4D+gH3uvviOMYmIiJ7wMySgCnuvgH4l5n9F6jr7usiDk0qYOwHi9iSV8gvh6jHkEiiq2gf8AeBbWbWG/gNsAAYF7eoRERkj7l7MfBwzPF2Jd81w6bcAh7/4DtO6LGfWr9FaoGKJuCF7u7AMOB+d38AaBC/sEREZC+9bWbDog5C9syTHyxic24hvzymS9ShiEgVqGgXlM1m9jvgfOCI8GvO1PiFJSIie+ki4GozywO2EyxJ7+7eNNKopFxb8gp57IPvOLZbc3q2bhR1OCJSBSraAn42kAdcErMS2l/iFpWIiOytTIIGkvpAVnicFWlEsktPfbSYDdsK1PotUotUKAEPk+5ngEZmdjKQ6+7qAy4iUs24exFwFnB9uN8S6BNtVFKebfmFPPreQo46IEvzfovUIhVdCXM48AnBS3048LGZnRnPwEREZM+Z2f3AYIIugwDbgIeii0h25ZlpS1i3NZ+rhqj1W6Q2qWgf8N8DA9x9FYCZZQFvAC/EKzAREdkrh7l7PzP7DMDd15lZWtRByY/lFhTx8NSFDNo/k/7tm0QdjohUoYr2AU8qSb5Da/fgWhERqToF4UB5BzCzZkBxtCFJWf41YylrtuQx+hjN+y1S21S0BfxVM3sNeDY8PhuYHJ+QRERkHzwATASyzOxmgm6DN0cbkpRWWFTMI+8tpG+7xhzcURPUiNQ2u0zAzWx/YD93v87MzgAGhVUfEQzKFBGRasTdx5nZTODYsOgsd/8yypjkxyZ/+T1L123nxpO6Y2ZRhyMiVWx3LeD3AL8DcPcXgRcBzKxXWHdKXKMTEZG9kQwUEHRDUXfBasbdefCdBXTOyuC4bvtFHY6IRGB3L+b93H126cKwrENcIhIRkb1mZr8n6C7YimDNhvHhQmpSTUydt4a5Kzbx86M6k5Sk1m+R2mh3LeC7mpS0bmUGIiIileICoK+7bwMws9uAz4D/izQq2eGhdxbQomE6p/VpHXUoIhKR3bWAzzCzy0sXmtllwMz4hCQiIvtgBTs3rqSEZVINfL50Ax8tXMtlR3QkLUW9g0Rqq921gP8KeMnMzuWHhDsbSANOj2dgIiKyV9YBX4UzVzlwPDDdzO4GcPdrogyutnvo3QU0TE/hnIHtog5FRCK0ywTc3VcCh5nZYKBnWPyKu79VkZub2VDgXoIBQf909ztK1V8BjAKKgC3ASHefE85b+wIwAHjC3UfHXPMOwdLK28Oi40vNUS4iUpu9Em4lpkUViOxsweotvPrV94w6en/q16noLMAikogq9AZw97eBt/fkxmaWTDAf7XFADkELzCR3nxNz2nh3fyg8/1TgbmAokAv8gSDp78mPnevuM/YkHhGR2sDdH4s6Binbo1MXkpacxEWHd4g6FBGJWDw7oA0E5rv7QnfPByYAw2JPcPdNMYcZhCu3uftWd3+fIBEXEZEKMrOhZjbdzFaZ2TozW29m66KOq7ZbsyWPFz9bxpn925BZv07U4YhIxOL5HVhrYGnMcQ5wcOmTzGwUcA1Bv/JjKnjvx82siGC1t1vd3fcxVhGRRHE/weqXs9ES9NXG09MWk19YzCWDOkYdiohUA5EPwXb3B9y9M3A9cGMFLjnX3XsBR4Tb+WWdZGYjzWyGmc1YvXp15QUsIlK95QCz3L3A3YtKtqiDqs1yC4p4etpihnRtTues+lGHIyLVQDwT8GVA25jjNmFZeSYAp+3upu6+LPzcDIwn6OpS1nmPuHu2u2dnZWVVOGgRkRrut8B/zOw6M7uqZNvdRWY2Nuy2Uuay9Ra4z8zmm9kXZtYvLB9sZrNitlwzOy2se8LMvoup61OpT1pDTJq1nDVb8rlUrd8iEopnAj4d6GJmHc0sDTgHmBR7gpl1iTk8CZi3qxuaWYqZZYb7qcDJQJn/WIiI1FI3E8ws1RjIitl25wmCQfDlORHoEm4jgQchGKTv7n3cvQ9BN8JtwP9irruupN7dZ+3hs9R47s7YD76ja4sGHNq5WdThiEg1Ebc+4O5eaGajgdcIpiEc6+5fmdktwAx3nwSMNrNjgQJgPXBhyfVmtghoCKSFrSnHA4uB18LkOxl4A3g0Xs8gIlIDtXX3smaP2iV3n2pmHXZxyjBgXDjmZpqZNTazlu4eu8jPmcCUklU4BT6Yv5avv9/MXWf1xkzLzotIIK4Tkbr7ZGByqbKbYvav3sW1Hcqp6l8pwYmIJKbXzOyYiq7XsAfKGljfmp1X2TyHYDrZWLeZ2U3Am8AYd8+r5LiqtX++v5DM+nU4pXfLqEMRkWok8kGYIiJSqS4B3jCzLVU5DaGZtQR6EXzrWeJ3QFeCRdWaEgy2L+/6hBs4P3/VZt75ZjUXHNqeOinJUYcjItWIEnARkcSSCaQCjQj6fmdSsT7gu7O7gfXDgZfcvaCkwN1XeCAPeJxyBs2H5ybcwPmxHywiLSWJcw/WsvMisjMl4CIiCSSccvAs4PpwvyVQGbOPTAIuCGdDOQTYWKr/9wjg2dgLwlZxLOj8fBq1aND8uq35TJyZw0/7taaZFt4RkVLi2gdcRESqlpndT9ACfiRwO8GsJA8RdAPZ1XXPAkcDmWaWA/wxvA/u/hDBeJ6fAPPDe14cc20Hgtbxd0vd9hkzywIMmAVcsS/PVpM8+8kS8gqLueRwTT0oIj+mBFxEJLEc5u79zOwzAHdfF04Fu0vuPmI39Q6MKqduEcGAzNLlFV3dOKEUFhXzzLTFDNo/ky77NYg6HBGphtQFRUQksRSYWRLgAGbWDC1JX6XemLuK5RtzOf/Q9lGHIiLVlBJwEZEEYGYl32g+AEwEsszsZuB94M+RBVYLjftoEa0b12VI1+ZRhyIi1ZS6oIiIJIZPgH7uPs7MZgLHEvS9Psvda83gx6jNX7WZDxes5bdDDyQlWW1cIlI2JeAiIolhxzKL7v4V8FWEsdRa4z5aTFpyEmdnt939ySJSaykBFxFJDFlmdk15le5eeoVKqWSbcwuYODOHk3u31NSDIrJLSsBFRBJDMlCfmJZwqVovfrqMrflFXHBoh6hDEZFqTgm4iEhiWOHut0QdRG3l7oz7aBG92zSiT9vGUYcjItWcRoiIiCQGtXxH6MMFa1mweqtav0WkQpSAi4gkhiFRB1CbPfnhIppmpHHSQS2jDkVEagAl4CIiCcDd10UdQ221bMN23pi7krMHtCU9NTnqcESkBlACLiIisg/Gf7wYgHMPbhdxJCJSUygBFxER2UsFRcU8PyOHwQc2p02TelGHIyI1hBJwERGRvfTm3JWs3pzHiIFq/RaRilMCLiIispfGf7KUlo3SOfrArKhDEZEaRAm4iIjIXli6bhvvzVvN8Oy2pCTrn1MRqTi9MURERPbChOlLMGD4gLZRhyIiNYwScBERkT1UMvjy6AOb07px3ajDEZEaRgm4iIjIHnpz7ipWb87jZxp8KSJ7QQm4iIjIHnr2kyW0aKjBlyKyd5SAi4iI7IGl67Yxdd5qhg/Q4EsR2Tt6c4iIiOyB56YvxYCzNfhSRPaSEnAREZEKCgZfLtXgSxHZJ0rARUREKuitr1exSitfisg+UgIuIiJSQRM+WcJ+DeswWIMvRWQfxDUBN7OhZvaNmc03szFl1F9hZrPNbJaZvW9m3cPyZmb2tpltMbP7S13TP7xmvpndZ2YWz2cQEREBWLkpl3e/Xc1P+7XR4EsR2Sdxe4OYWTLwAHAi0B0YUZJgxxjv7r3cvQ9wJ3B3WJ4L/AG4toxbPwhcDnQJt6FxCF9ERGQnEz/NodjhrGwNvhSRfRPPP+EHAvPdfaG75wMTgGGxJ7j7ppjDDMDD8q3u/j5BIr6DmbUEGrr7NHd3YBxwWhyfQUSk1jCzsWa2ysy+LKfewm8e55vZF2bWL6auKPw2c5aZTYop72hmH4fXPGdmaVXxLJXN3XlhRg4DOjShY2ZG1OGISA0XzwS8NbA05jgnLNuJmY0yswUELeBXVeCeObu7Z3jfkWY2w8xmrF69eo8CFxGppZ5g198qnsgP3z6OJPhGssR2d+8TbqfGlP8Z+Ju77w+sBy6t3JCrxqdL1rNwzVa1fotIpYi8E5u7P+DunYHrgRsr8b6PuHu2u2dnZWmwjIjI7rj7VGDdLk4ZBozzwDSgcfjNZJnCMTrHAC+ERU9SQ7+1fH76/2/v3qOjrO99j7+/uZEQIOESIBBuYgS1UcDIRa2KWoto1e5jW91W0WMP21a37tOebuvannbtbrtXj3uvam2td+ul3VJtj5oiFQW11goiaLgEylXUQALhFq4ht+/5Y57AGAMBz8w88ySf11qz5nl+z8XPZI0/vvN7fvNMNT1zMrm07IgvV0TkmCWzAN8ExA8VlARtRzKLzjvmTcF5jvWcIiKSOEe7spkbXHVcaGZtfXl/YJe7N3ewf2Tsb2xm9rLNTC8rJr9HVthxRKQLSGYB/h5QGsz/ywGuBiridzCz0rjVS4G1Rzuhu9cAu81scjCycj3wUmJji4jI5zDC3cuBvwfuM7PRx3NwOk8bnLO8ln2NLXxd009EJEGSVoAHIx63AnOBVcBz7l5lZj82s7b5gbeaWZWZVQLfBWa0HW9mG4ndFeUGM6uOu4PKd4DHgHXAeuBPyXoNIiLyKUe8sunubc8bgDeB8cB2YtNUstrv3146Txt8fvEnjOzfkzNH9g07ioh0EUm9lubuc4A57dp+GLd8+1GOHXmE9sXAFxIUUUREjl0FsYGTWcAkoN7da8ysL7Df3Q+a2QDgbOAed3czewO4itg0wxlE7KrlR9v38e6HO/j+l8egn50QkUTRZDYREQHAzJ4FzgcGmFk18CMgG8DdHyI2oDKd2BXI/cCNwaEnAw+bWSuxK6s/dfeVwbY7gFlmdjfwAfB4al5NYvx+STUZBn83IXJT10UkjakAFxERANz9mk62O3BLB+3vAGVHOGYDsd+FiJyWVucPS6o5p7SI4oK8sOOISBcS+m0IRURE0tE767exub6Br5eXdL6ziMhxUAEuIiLSgecXV1OQl81FJw8KO4qIdDEqwEVERNrZ09DE3KpavnJ6MbnZmWHHEZEuRgW4iIhIO39aUcvB5la+Ol7TT0Qk8VSAi4iItPPC+5sY2b8nE4YXhh1FRLogFeAiIiJxNu86wMIPt3Pl+KG697eIJIUKcBERkTgvVm7CHb46Xvf+FpHkUAEuIiIScHdeeH8TZ4zoy4j++WHHEZEuSgW4iIhIoGrzbtZu3avRbxFJKhXgIiIigRc+2EROZgaXnVYcdhQR6cJUgIuIiADNLa28VLmZqWOLKOyZE3YcEenCVICLiIgAb6/bxra9B3XvbxFJOhXgIiIixKafFORlM3VsUdhRRKSLUwEuIiLd3t6DzcytquXS04rpkaWfnheR5FIBLiIi3d4rK2ppaGrl73T3ExFJARXgIiLS7b3wQTXD+/XkjBF9w44iIt2ACnAREenWausbeGe9fnpeRFJHBbiIiHRrf1y6GXe4ctyQsKOISDehAlxERLq1iqWbKRtawAlFvcKOIiLdhArwI2hoagk7goiIJNmH2/axfFM9l5+u0W8RSR0V4B1YVr2LL97zBgs3bBMRkycAABbqSURBVA87ioiIJFFF5WbM4LLT9dPzIpI6KsA7UNK3JwV52XzrqcWs2FQfdhwREUkCd6di6SbOHNmP4oK8sOOISDeiArwD/fJzeOamiRTkZTPjiUVsqNsbdiQREUmwlTW7WV+3T9NPRCTlVIAfQXFBHs/cNBGA6x5fRE39gZATiYhIIlUs3UxWhjG9TNNPRCS1VIAfxQlFvXjyxonUH2ji+scXsXNfY9iRREQkAVpbndlLazindAD98nPCjiMi3YwK8E6UlRTw6PXlfLRjP998/F127VcRLiISde9/vJNNuw5o+omIhCKpBbiZTTOz1Wa2zsx+0MH2m81suZlVmtnbZnZK3LY7g+NWm9mX49o3xh2zOJn520wZ3Z9HrjuDtVv2cu1jKsJFpOsxsyfMbKuZrTjCdjOz+4N+eZmZTQjax5nZAjOrCtq/EXfMk2b2YdBfV5rZuFS9ns5ULN1Mj6wMLj51cNhRRKQbSloBbmaZwAPAJcApwDXxBXbgv9y9zN3HAfcAPwuOPQW4GjgVmAb8Kjhfm6nuPs7dy5OVv73zxwzk4etjRbhGwkWkC3qSWH97JJcApcFjJvBg0L4fuN7d2/rr+8ysMO647wf99Th3r0x87OPX3NLKnOU1XHjyQHr1yAo7joh0Q8kcAZ8IrHP3De7eCMwCrojfwd13x63mAx4sXwHMcveD7v4hsC44X6imBkX4mtpYEV6/vynsSCIiCeHubwE7jrLLFcDTHrMQKDSzYndf4+5rg3NsBrYCRclP/Pm9s3472/Y2avqJiIQmmQX4UOCTuPXqoO1TzOwWM1tPbAT8tmM41oFXzWyJmc1MeOpOTB0zkIevixXhVz+6kLo9B1MdQUQkDJ326WY2EcgB1sc1/ySYmnKvmfVIfszO/XHpZnr3yOL8MQPDjiIi3VToX8J09wfcfTRwB3DXMRxyjrtPIHY59BYzO7ejncxsppktNrPFdXV1CUwMU8cO5NEZ5Wzcto+vPfQOn+zYn9Dzi4hEjZkVA88AN7p7a9B8JzAWOBPoR6yfP9LxSeuz4x1sbuGVqlouPnUwudmZnR8gIpIEySzANwHD4tZLgrYjmQVc2dmx7t72vBV4gSNMTXH3R9y93N3Li4oSfzX0vJOK+M23JrFzfxNXPfQOq2v3JPy/ISKSRo7YL5tZH+Bl4F+C6SkAuHtNMGXlIPBrjjKVMNl9dps3V9exp6GZr+in50UkRMkswN8DSs1slJnlEPtSZUX8DmZWGrd6KbA2WK4ArjazHmY2itiXfhaZWb6Z9Q6OzQcuBjr8xn4qnDGiL8/9wxTc4esPL+C9jUebPikiEmkVwPXB3VAmA/XuXhP07y8Qmx/++/gDglFxzMyIDbCE1l+3qVi6mX75OZx94oCwo4hIN5a0Atzdm4FbgbnAKuA5d68ysx+b2eXBbrcGt66qBL4LzAiOrQKeA1YCrwC3uHsLMAh428yWAouAl939lWS9hmMxZnBv/vDts+ifn8O1j77Lix8cbZBfRCQ9mdmzwAJgjJlVm9lNwa1ibw52mQNsIPal+EeB7wTtXwfOBW7o4HaDvzWz5cByYABwd6peT0f2HWxm/qotTC8bTHZm6DMwRaQbM3fvfK+IKy8v98WLk3vL8F37G7n5N0tYuGEHt11Yyv+8qJTYoI+IyOdnZktSecvVdJCsPvulyk3cPquS5/5hChNH9Uv4+UVEjrXP1hBAghT2zOHp/z6Jr51Rwv3z13LbrEoONLaEHUtERAIvL6thUJ8elI/oG3YUEenmVIAnUE5WBvdcdRr/PG0Ms5dt5qu/+isfbtsXdiwRkW5vT0MTb66p45IvFJORoauTIhIuFeAJZmZ85/wTefLGidTubuDyX7zNq1W1YccSEenWXv/bVhqbW7nsNN39RETCpwI8Sc47qYjZ/3gOo4rymfnMEv59zioam1s7P1BERBJu9rIaBvfJZcJwTT8RkfCpAE+ikr49ef7mKXxz8nAeeWsDX/3VX1m3VfcLFxFJpT0NTfx5TR2XlA3W9BMRSQsqwJOsR1Ymd19ZxiPXnUFNfQOX3v82zyzYSHe4+4yISDqYvyo2/eTSMk0/EZH0oAI8RS4+dTCv3P5FJp3Qn//9UhXffPxdPtquL2iKiCSbpp+ISLpRAZ5CA/vk8tSNZ3L3lV9g6Sf1fPm+t3joz+tpbtHccBGRZNjT0MRbmn4iImlGBXiKmRnfnDyCed89jy+WFvHTP/2Ny3/5Vyo/2RV2NBGRLmfeqi00tujuJyKSXlSAh2RwQS6PXHcGD147gbq9B7nygb/y3d9VUlvfEHY0EZEu4+VltQzuk8v4YZp+IiLpQwV4iMyMS8qKef175/Ht80cze1kNU//zTX4+b61+RVNE5P/T7mD6yfQy/fiOiKQXFeBpoHduNndMG8v8753H1LFF3DtvDef9xxs89c5GGppUiIuIfB7zg+knl542OOwoIiKfogI8jQzr15NfXXsGz988hZED8vlRRRVT//NNfrPwI/2Ij4jIcXp5WQ3FBZp+IiLpRwV4GjpzZD9+N3Myv/3WJIYU5nHXiys4/z/e4NG3NrCnoSnseCIiaS82/WSbpp+ISFrKCjuAdMzMOPvEAZw1uj9vrd3Gg2+u4ydzVnH//LVcM2k4N5w1kiGFeWHHFBFJS/NWxqafTNeP74hIGlIBnubMjPNOKuK8k4pYVr2LR//yIY+/HXtcMHYgfz9xOOeeVESmRnhERA55eVkNQwpyGT+sMOwoIiKfoQI8Qk4rKeQX14znjmljeGbhR/xhSTWvrdzCkIJcvnHmcK4qL2GoRsVFpJurP9DEX9Zu47opIzT9RETSkgrwCCrp25M7LzmZ731pDPNWbeHZRR9z77w13DtvDWeO7MtXTh/C9LJiBvTqEXZUEZGUa5t+cql+fEdE0pQK8AjLycpgelkx08uK+WTHfl6q3ETF0s388KUq/vWPKzlrdH++fOpgLjx5IMUFGhkXke5hznJNPxGR9KYCvIsY1q8nt15Qyq0XlPK32t38celmZi+r4a4XV3DXi3BKcR8uOnkgF548iLKhBbosKyJdUv2BJt5aW8eMKSMxUz8nIulJBXgXNHZwH8YO7sP/ungM6+v2Mm/VVuav2sIv31jH/a+voyAvm0mj+jFldH+mjO7PSQN7qyAXkS7htZVbaGpxpmv6iYikMRXgXZiZceLA3pw4sDc3nzeanfsa+fOaOt5Zv40FG7bz6sotAPTLz2HiyH6MG17IuGGFlA0tIL+H3hoiEj1zltcwtDBP009EJK2pyupG+ubncOX4oVw5figA1Tv3s2D9dhZs2M7ijTt5paoWgAyD0oG9OX1YAWUlhYwd3JuTBvWmIC87zPgiIkcVu/uJpp+ISPpTAd6NlfTtydfKe/K18mEA7NjXyNLqXVR+vIul1bt4beUWnltcfWj/4oJcThrUm7GDe3PiwF6MGpDPiP75DOiVo3/sRCR0bdNPdPcTEUl3KsDlkH75OUwdM5CpYwYC4O5s2nWANVv2sLp2L6trd7N6y14WrN9OY0vroeN69chiRP+ejOyfz/D+PRlamMeQwlwG98mjuCCXwp7ZKtBFJOleXraZoYV5jNP0ExFJcyrA5YjMjJK+PSnp25MLxg461N7c0srHO/bz0fb9bNy+79DzyprdzK2qpbnVP3WeHlkZFBfkUlyQx8A+PeiXn8OAXrHnfvk59G977tWDPrlZKtZF5LjV72/i7XXbuOEsTT8RkfSnAlyOW1ZmBicU9eKEol6f2dbc0sq2vY3U1B+gtr6BmvoGanc3sHlXbP2Dj3exY18jew82d3zuDKN3bha9c7OD5yz65GYfWu8TbOuVm0Vedia52Znk5WSSl50ZrGd8qi03O5NM3eFF5JiY2RPAZcBWd/9CB9sN+DkwHdgP3ODu7wfbZgB3Bbve7e5PBe1nAE8CecAc4HZ3dxLs1ZW1wfSTIYk+tYhIwqkAl4TKysxgcEEugwtyj7pfQ1MLO/Y1smNfI9v3NbJj30G2742t72loZndDE3samtnT0MTHO/Yfatt7sJnj/ac7JyuDHpkZZGUa2ZkZZGdmkJOVQXamkZWRQXZWBjlx27LjlrMyjIwMI8MgM8PIsNgjM8Mwg0xr297RPrGrCJnB8RmHlmPrmNH20aBtwM6wuOVPt7c1Hj6mg+Pt8L7xg4BtI4Ltzxn/3zp8TPI+sCRzYDKZH7MSMaJqwEWnDOp0v5A9CfwSePoI2y8BSoPHJOBBYJKZ9QN+BJQDDiwxswp33xns8z+Ad4kV4NOAPyU6eNvdT04vKUj0qUVEEk4FuIQiNzuTIYV5DCk8vl/obG119jU2s/dgMw1NrRxobOFAUwsNTS2HltvWY22t7G9qpqnZaWppDR7xy600tjjNwfK+xhaamltpbj28nzu0tDot7rg7La1Oq8eytHqsvbWVQ8uJH9uTriArw1j379PDjnFU7v6WmY08yi5XAE8HI9gLzazQzIqB84HX3H0HgJm9BkwzszeBPu6+MGh/GriSBBfgexpi009uPHuUpp+ISCQktQA3s2nELldmAo+5+0/bbb8ZuAVoAfYCM919ZbDtTuCmYNtt7j73WM4pXVtGhgXTUdL3lojuQYEeFOvu0HJo+XAB7wSVetyTH1r2uOXD540v7uP3bVv/1L7t9qPdOTs8PokfHg4nSsK59aEnVYYCn8StVwdtR2uv7qA9oXrnZjP3n84lNzsz0acWEUmKpBXgZpYJPAB8iVin+15wSXJl3G7/5e4PBftfDvyM2KjJKcDVwKnAEGCemZ0UHNPZOUVCZWZkGmRiqB4QOTZmNhOYCTB8+PDjPr6j76SIiKSrjCSeeyKwzt03uHsjMIvY5ctD3H133Go+hwfwrgBmuftBd/8QWBecr9NziohI0mwChsWtlwRtR2sv6aD9M9z9EXcvd/fyoqKihIYWEUk3ySzAj3RJ8lPM7BYzWw/cA9zWybHHdM7gvDPNbLGZLa6rq/vcL0JERA6pAK63mMlAvbvXAHOBi82sr5n1BS4G5gbbdpvZ5OAOKtcDL4WWXkQkTSSzAD8m7v6Au48G7uDwLawScV6NpoiIHAczexZYAIwxs2ozu8nMbg6+rwOxu5hsIHZV8lHgOwDBly//DXgvePy47QuZwT6PBcesJwl3QBERiZpkfgnzSJckj2QWsdtVdXbs8ZxTRESOkbtf08l2J/bF+Y62PQE80UH7YuAz9xQXEenOkjkC/h5QamajzCyH2JcqK+J3MLPSuNVLgbXBcgVwtZn1MLNRxO45u+hYzikiIiIiks6SNgLu7s1mdiuxuYGZwBPuXmVmPwYWu3sFcKuZXQQ0ATuBGcGxVWb2HLASaAZucfcWgI7OmazXICIiIiKSaEm9D7i7zyE2ZzC+7Ydxy7cf5difAD85lnOKiIiIiERF6F/CFBERERHpTlSAi4iIiIikkApwEREREZEUsthdpbo2M6sDPvochw4AtiU4Tiood2pFNTdEN3t3yj3C3bvVjxmoz46MqOaG6GZX7tRKWp/dLQrwz8vMFrt7edg5jpdyp1ZUc0N0syu3dCSqf1/lTr2oZlfu1Epmbk1BERERERFJIRXgIiIiIiIppAL86B4JO8DnpNypFdXcEN3syi0dierfV7lTL6rZlTu1kpZbc8BFRERERFJII+AiIiIiIimkArwDZjbNzFab2Toz+0HYeeKZ2RNmttXMVsS19TOz18xsbfDcN2g3M7s/eB3LzGxCiLmHmdkbZrbSzKrM7PYIZc81s0VmtjTI/q9B+ygzezfI+DszywnaewTr64LtI8PKHuTJNLMPzGx2VHKb2UYzW25mlWa2OGiLwnul0Mx+b2Z/M7NVZjYlCrmjLp37bFC/HUJu9dmpzxzJPjvIE0q/rQK8HTPLBB4ALgFOAa4xs1PCTfUpTwLT2rX9AJjv7qXA/GAdYq+hNHjMBB5MUcaONAPfc/dTgMnALcHfNQrZDwIXuPvpwDhgmplNBv4PcK+7nwjsBG4K9r8J2Bm03xvsF6bbgVVx61HJPdXdx8XdAioK75WfA6+4+1jgdGJ/9yjkjqwI9NmgfjvV1GeHI4p9NoTVb7u7HnEPYAowN279TuDOsHO1yzgSWBG3vhooDpaLgdXB8sPANR3tF/YDeAn4UtSyAz2B94FJxG7On9X+fQPMBaYEy1nBfhZS3pKg87gAmA1YRHJvBAa0a0vr9wpQAHzY/m+W7rmj/ohCnx3kUr8dTmb12anJHbk+O/hvh9ZvawT8s4YCn8StVwdt6WyQu9cEy7XAoGA5LV9LcJlsPPAuEckeXBKsBLYCrwHrgV3u3txBvkPZg+31QP/UJj7kPuCfgdZgvT/RyO3Aq2a2xMxmBm3p/l4ZBdQBvw4uHz9mZvmkf+6oi+rfMVLvi6j12+qzUy6KfTaE2G+rAO9iPPaRLG1vbWNmvYA/AP/k7rvjt6VzdndvcfdxxEYnJgJjQ47UKTO7DNjq7kvCzvI5nOPuE4hd7rvFzM6N35im75UsYALwoLuPB/Zx+LIlkLa5JWTp/r6IYr+tPjvlothnQ4j9tgrwz9oEDItbLwna0tkWMysGCJ63Bu1p9VrMLJtYJ/5bd/+/QXMksrdx913AG8QuAxaaWVawKT7foezB9gJge4qjApwNXG5mG4FZxC5p/pz0z427bwqetwIvEPsHNN3fK9VAtbu/G6z/nljHnu65oy6qf8dIvC+i3m+rz06NiPbZEGK/rQL8s94DSoNvHecAVwMVIWfqTAUwI1ieQWyeXlv79cG3dicD9XGXVFLKzAx4HFjl7j+L2xSF7EVmVhgs5xGbA7mKWKd+VbBb++xtr+kq4PXgE3RKufud7l7i7iOJvY9fd/drSfPcZpZvZr3bloGLgRWk+XvF3WuBT8xsTNB0IbCSNM/dBUSxz4YIvC+i2m+rz06tqPbZEHK/naqJ7lF6ANOBNcTmjP1L2HnaZXsWqAGaiH1yu4nYnK/5wFpgHtAv2NeI3R1gPbAcKA8x9znELuEsAyqDx/SIZD8N+CDIvgL4YdB+ArAIWAc8D/QI2nOD9XXB9hPS4H1zPjA7CrmDfEuDR1Xb/4MRea+MAxYH75UXgb5RyB31Rzr32UE+9dupza0+O7VZI9tnB3lC6bf1S5giIiIiIimkKSgiIiIiIimkAlxEREREJIVUgIuIiIiIpJAKcBERERGRFFIBLiIiIiKSQirARQJm1mJmlXGPH3R+1DGfe6SZrUjU+UREujv12RJlWZ3vItJtHPDYTxeLiEj6U58tkaURcJFOmNlGM7vHzJab2SIzOzFoH2lmr5vZMjObb2bDg/ZBZvaCmS0NHmcFp8o0s0fNrMrMXg1+oU1ERBJIfbZEgQpwkcPy2l3O/Ebctnp3LwN+CdwXtP0CeMrdTwN+C9wftN8P/NndTwcmEPtlMIBS4AF3PxXYBfy3JL8eEZGuTH22RJZ+CVMkYGZ73b1XB+0bgQvcfYOZZQO17t7fzLYBxe7eFLTXuPsAM6sDStz9YNw5RgKvuXtpsH4HkO3udyf/lYmIdD3qsyXKNAIucmz8CMvH42Dccgv6DoaISLKoz5a0pgJc5Nh8I+55QbD8DnB1sHwt8JdgeT7wbQAzyzSzglSFFBERQH22pDl9mhM5LM/MKuPWX3H3ttta9TWzZcRGRK4J2v4R+LWZfR+oA24M2m8HHjGzm4iNmnwbqEl6ehGR7kV9tkSW5oCLdCKYT1ju7tvCziIiIkenPluiQFNQRERERERSSCPgIiIiIiIppBFwEREREZEUUgEuIiIiIpJCKsBFRERERFJIBbiIiIiISAqpABcRERERSSEV4CIiIiIiKfT/AJ3IbTwronUQAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -2624,7 +2682,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -2640,27 +2698,27 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "calibration_data_after_temperature_scaling = []\n", "for i in range(test_predictions_calibrated_temperature.shape[1]): # iterate over classes\n", - " calibration_data_after_temperature_scaling.append([calibration_curve(y_prob=test_predictions_calibrated_temperature[:, i], \n", + " calibration_data_after_temperature_scaling.append(calibration_curve(y_prob=test_predictions_calibrated_temperature[:, i], \n", " y_true=test_targets[:, i], \n", " n_bins=10, \n", - " normalize=True)])" + " normalize=True))" ] }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "ece_after_scaling_temperature = []\n", "for i in range(test_predictions_calibrated_temperature.shape[1]):\n", - " fraction_of_positives, mean_predicted_value = calibration_data_after_temperature_scaling[i][0]\n", + " fraction_of_positives, mean_predicted_value = calibration_data_after_temperature_scaling[i]\n", " ece_after_scaling_temperature.append(expected_calibration_error(prediction_probabilities=test_predictions_calibrated_temperature[:, i], \n", " accuracy=fraction_of_positives, \n", " confidence=mean_predicted_value))" @@ -2668,16 +2726,16 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[0.009495492487208282, 0.01925846952016024, 0.0206418547412954]" + "[0.015940617910650483, 0.01658560443957433, 0.012661978566098825]" ] }, - "execution_count": 61, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -2688,14 +2746,14 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 64, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -2728,7 +2786,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -2737,7 +2795,7 @@ "(4930, 3)" ] }, - "execution_count": 63, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" } @@ -2748,7 +2806,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -2764,7 +2822,7 @@ "(3697, 3)" ] }, - "execution_count": 64, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -2777,7 +2835,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -2786,7 +2844,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ @@ -2795,7 +2853,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 69, "metadata": {}, "outputs": [ { @@ -2804,7 +2862,7 @@ "(4930, 3)" ] }, - "execution_count": 67, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -2823,27 +2881,27 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "calibration_data_after_isotonic_scaling = []\n", "for i in range(test_pred_calibrated_isotonic.shape[1]): # iterate over classes\n", - " calibration_data_after_isotonic_scaling.append([calibration_curve(y_prob=test_pred_calibrated_isotonic[:, i], \n", + " calibration_data_after_isotonic_scaling.append(calibration_curve(y_prob=test_pred_calibrated_isotonic[:, i], \n", " y_true=test_targets[:, i], \n", " n_bins=10, \n", - " normalize=True)])" + " normalize=True))" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "ece_after_scaling_isotonic = []\n", "for i in range(test_pred_calibrated_isotonic.shape[1]):\n", - " fraction_of_positives, mean_predicted_value = calibration_data_after_isotonic_scaling[i][0]\n", + " fraction_of_positives, mean_predicted_value = calibration_data_after_isotonic_scaling[i]\n", " ece_after_scaling_isotonic.append(expected_calibration_error(prediction_probabilities=test_pred_calibrated_isotonic[:, i], \n", " accuracy=fraction_of_positives, \n", " confidence=mean_predicted_value))" @@ -2851,16 +2909,16 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[0.005002715541157771, 0.01912417226921923, 0.019369185756400013]" + "[0.009605014588653454, 0.01019358213005807, 0.007727774458337264]" ] }, - "execution_count": 70, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -2871,12 +2929,12 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 73, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -2900,16 +2958,16 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "ECE before calibration: 0.0137, 0.0316, 0.0289\n", - "ECE after Temperature Scaling: 0.0095, 0.0193, 0.0206\n", - "ECE after Isotonic Calibration: 0.0050, 0.0191, 0.0194\n" + "ECE before calibration: 0.0190, 0.0256, 0.0219\n", + "ECE after Temperature Scaling: 0.0159, 0.0166, 0.0127\n", + "ECE after Isotonic Calibration: 0.0096, 0.0102, 0.0077\n" ] } ], @@ -2931,7 +2989,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -2942,7 +3000,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -2976,9 +3034,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python (link-prediction)", "language": "python", - "name": "python3" + "name": "link-prediction" }, "language_info": { "codemirror_mode": { From 65567c622d9c8e18012918a8bcd838085060eb44 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Tue, 5 Feb 2019 15:08:51 +1100 Subject: [PATCH 071/116] Improved description of Platt Scaling. --- .../calibration-pubmed-link-prediction.ipynb | 164 +++++++----------- 1 file changed, 67 insertions(+), 97 deletions(-) diff --git a/demos/calibration/calibration-pubmed-link-prediction.ipynb b/demos/calibration/calibration-pubmed-link-prediction.ipynb index fc1639556..f5949f048 100644 --- a/demos/calibration/calibration-pubmed-link-prediction.ipynb +++ b/demos/calibration/calibration-pubmed-link-prediction.ipynb @@ -1045,7 +1045,7 @@ "outputs": [], "source": [ "batch_size = 50\n", - "epochs = 20 # 20" + "epochs = 20" ] }, { @@ -1190,16 +1190,16 @@ "text": [ "\n", "Train Set Metrics of the initial (untrained) model:\n", - "\tloss: 0.6699\n", - "\tbinary_accuracy: 0.5024\n", + "\tloss: 0.6790\n", + "\tbinary_accuracy: 0.5023\n", "\n", "Validation Set Metrics of the initial (untrained) model:\n", - "\tloss: 0.6716\n", - "\tbinary_accuracy: 0.5034\n", + "\tloss: 0.6781\n", + "\tbinary_accuracy: 0.5017\n", "\n", "Test Set Metrics of the initial (untrained) model:\n", - "\tloss: 0.6697\n", - "\tbinary_accuracy: 0.5032\n" + "\tloss: 0.6754\n", + "\tbinary_accuracy: 0.5017\n" ] } ], @@ -1237,46 +1237,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/20\n", - "242/242 [==============================] - 18s 74ms/step - loss: 0.5882 - binary_accuracy: 0.7343 - val_loss: 0.5670 - val_binary_accuracy: 0.7395\n", - "Epoch 2/20\n", - "242/242 [==============================] - 17s 68ms/step - loss: 0.5628 - binary_accuracy: 0.7646 - val_loss: 0.5517 - val_binary_accuracy: 0.7659\n", - "Epoch 3/20\n", - "242/242 [==============================] - 18s 73ms/step - loss: 0.5518 - binary_accuracy: 0.7757 - val_loss: 0.5497 - val_binary_accuracy: 0.7676\n", - "Epoch 4/20\n", - "242/242 [==============================] - 17s 69ms/step - loss: 0.5451 - binary_accuracy: 0.7839 - val_loss: 0.5459 - val_binary_accuracy: 0.7755\n", - "Epoch 5/20\n", - "242/242 [==============================] - 16s 67ms/step - loss: 0.5386 - binary_accuracy: 0.7914 - val_loss: 0.5464 - val_binary_accuracy: 0.7717\n", - "Epoch 6/20\n", - "242/242 [==============================] - 17s 70ms/step - loss: 0.5354 - binary_accuracy: 0.7956 - val_loss: 0.5456 - val_binary_accuracy: 0.7754\n", - "Epoch 7/20\n", - "242/242 [==============================] - 18s 72ms/step - loss: 0.5305 - binary_accuracy: 0.8035 - val_loss: 0.5492 - val_binary_accuracy: 0.7700\n", - "Epoch 8/20\n", - "242/242 [==============================] - 17s 70ms/step - loss: 0.5251 - binary_accuracy: 0.8090 - val_loss: 0.5495 - val_binary_accuracy: 0.7700\n", - "Epoch 9/20\n", - "242/242 [==============================] - 22s 91ms/step - loss: 0.5230 - binary_accuracy: 0.8087 - val_loss: 0.5475 - val_binary_accuracy: 0.7698\n", - "Epoch 10/20\n", - "242/242 [==============================] - 17s 72ms/step - loss: 0.5190 - binary_accuracy: 0.8170 - val_loss: 0.5477 - val_binary_accuracy: 0.7667\n", - "Epoch 11/20\n", - "242/242 [==============================] - 17s 71ms/step - loss: 0.5150 - binary_accuracy: 0.8214 - val_loss: 0.5517 - val_binary_accuracy: 0.7578\n", - "Epoch 12/20\n", - "242/242 [==============================] - 18s 75ms/step - loss: 0.5103 - binary_accuracy: 0.8273 - val_loss: 0.5507 - val_binary_accuracy: 0.7608\n", - "Epoch 13/20\n", - "242/242 [==============================] - 19s 79ms/step - loss: 0.5064 - binary_accuracy: 0.8347 - val_loss: 0.5524 - val_binary_accuracy: 0.7543\n", - "Epoch 14/20\n", - "242/242 [==============================] - 18s 73ms/step - loss: 0.5045 - binary_accuracy: 0.8374 - val_loss: 0.5527 - val_binary_accuracy: 0.7486\n", - "Epoch 15/20\n", - "242/242 [==============================] - 18s 73ms/step - loss: 0.5017 - binary_accuracy: 0.8382 - val_loss: 0.5530 - val_binary_accuracy: 0.7497\n", - "Epoch 16/20\n", - "242/242 [==============================] - 17s 71ms/step - loss: 0.4984 - binary_accuracy: 0.8427 - val_loss: 0.5550 - val_binary_accuracy: 0.7466\n", - "Epoch 17/20\n", - "242/242 [==============================] - 18s 74ms/step - loss: 0.4960 - binary_accuracy: 0.8475 - val_loss: 0.5551 - val_binary_accuracy: 0.7511\n", - "Epoch 18/20\n", - "242/242 [==============================] - 18s 75ms/step - loss: 0.4938 - binary_accuracy: 0.8511 - val_loss: 0.5567 - val_binary_accuracy: 0.7466\n", - "Epoch 19/20\n", - "242/242 [==============================] - 18s 75ms/step - loss: 0.4900 - binary_accuracy: 0.8535 - val_loss: 0.5574 - val_binary_accuracy: 0.7457\n", - "Epoch 20/20\n", - "242/242 [==============================] - 23s 95ms/step - loss: 0.4889 - binary_accuracy: 0.8538 - val_loss: 0.5562 - val_binary_accuracy: 0.7465\n" + "Epoch 1/5\n", + "242/242 [==============================] - 19s 78ms/step - loss: 0.5947 - binary_accuracy: 0.7188 - val_loss: 0.5656 - val_binary_accuracy: 0.7514\n", + "Epoch 2/5\n", + "242/242 [==============================] - 17s 72ms/step - loss: 0.5691 - binary_accuracy: 0.7484 - val_loss: 0.5575 - val_binary_accuracy: 0.7504\n", + "Epoch 3/5\n", + "242/242 [==============================] - 18s 72ms/step - loss: 0.5562 - binary_accuracy: 0.7596 - val_loss: 0.5509 - val_binary_accuracy: 0.7607\n", + "Epoch 4/5\n", + "242/242 [==============================] - 17s 71ms/step - loss: 0.5464 - binary_accuracy: 0.7833 - val_loss: 0.5475 - val_binary_accuracy: 0.7693\n", + "Epoch 5/5\n", + "242/242 [==============================] - 17s 69ms/step - loss: 0.5400 - binary_accuracy: 0.7944 - val_loss: 0.5473 - val_binary_accuracy: 0.7697\n" ] } ], @@ -1326,7 +1296,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] @@ -1367,16 +1337,16 @@ "text": [ "\n", "Train Set Metrics of the trained model:\n", - "\tloss: 0.4724\n", - "\tbinary_accuracy: 0.8782\n", + "\tloss: 0.5282\n", + "\tbinary_accuracy: 0.7994\n", "\n", "Validation Set Metrics of the trained model:\n", - "\tloss: 0.5562\n", - "\tbinary_accuracy: 0.7482\n", + "\tloss: 0.5473\n", + "\tbinary_accuracy: 0.7701\n", "\n", "Test Set Metrics of the trained model:\n", - "\tloss: 0.5517\n", - "\tbinary_accuracy: 0.7532\n" + "\tloss: 0.5422\n", + "\tbinary_accuracy: 0.7792\n" ] } ], @@ -1461,7 +1431,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "ECE: (before calibration) 0.3521\n" + "ECE: (before calibration) 0.3755\n" ] } ], @@ -1489,7 +1459,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1543,11 +1513,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "266/266 [==============================] - 7s 26ms/step\n", - "266/266 [==============================] - 6s 24ms/step\n", - "266/266 [==============================] - 6s 23ms/step\n", - "266/266 [==============================] - 6s 23ms/step\n", - "266/266 [==============================] - 6s 23ms/step\n" + "266/266 [==============================] - 7s 24ms/step\n", + "266/266 [==============================] - 8s 29ms/step\n", + "266/266 [==============================] - 9s 32ms/step\n", + "266/266 [==============================] - 9s 32ms/step\n", + "266/266 [==============================] - 8s 28ms/step\n" ] } ], @@ -1573,7 +1543,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1608,14 +1578,14 @@ "\n", "$q_i = \\sigma(\\alpha z_i+\\beta)$ where $z_i$ is the GraphSAGE output (before the last layer's activation function is applied), $q_i$ is the calibrated probability, and $\\sigma()$ is the sigmoid function. \n", "\n", - "The parameters $\\alpha$ and $\\beta$ we train with maximise classification accuracy.\n", + "$\\alpha$ and $\\beta$ are the model's trainable parameters.\n", "\n", "For more information see:\n", "- https://en.wikipedia.org/wiki/Platt_scaling\n", "\n", "### Isotonic Regression\n", "\n", - "Isotonic Regression is a regression technqique that fits a piece-wise, non-decreasing, linear function to data. For more information see:\n", + "Isotonic Regression is a regression technique that fits a piece-wise, non-decreasing, linear function to data. For more information see:\n", "- https://scikit-learn.org/stable/modules/generated/sklearn.isotonic.IsotonicRegression.html#sklearn.isotonic.IsotonicRegression\n", "- https://en.wikipedia.org/wiki/Isotonic_regression" ] @@ -1629,7 +1599,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ @@ -1645,7 +1615,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -1654,7 +1624,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -1663,15 +1633,15 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 84, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "302/302 [==============================] - 10s 32ms/step\n", - "266/266 [==============================] - 7s 25ms/step\n" + "302/302 [==============================] - 7s 24ms/step\n", + "266/266 [==============================] - 6s 23ms/step\n" ] } ], @@ -1686,7 +1656,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 85, "metadata": {}, "outputs": [ { @@ -1695,7 +1665,7 @@ "(15070, 1)" ] }, - "execution_count": 45, + "execution_count": 85, "metadata": {}, "output_type": "execute_result" } @@ -1707,7 +1677,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 86, "metadata": {}, "outputs": [ { @@ -1716,7 +1686,7 @@ "(13298, 1)" ] }, - "execution_count": 46, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" } @@ -1729,7 +1699,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 87, "metadata": {}, "outputs": [ { @@ -1738,7 +1708,7 @@ "((13298,), (15070,))" ] }, - "execution_count": 47, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } @@ -1750,7 +1720,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 88, "metadata": {}, "outputs": [], "source": [ @@ -1762,7 +1732,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -1772,7 +1742,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 90, "metadata": {}, "outputs": [ { @@ -1782,7 +1752,7 @@ " y_min=None)" ] }, - "execution_count": 50, + "execution_count": 90, "metadata": {}, "output_type": "execute_result" } @@ -1793,7 +1763,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ @@ -1804,7 +1774,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 92, "metadata": {}, "outputs": [ { @@ -1813,7 +1783,7 @@ "(13298,)" ] }, - "execution_count": 52, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" } @@ -1826,7 +1796,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -1838,7 +1808,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 94, "metadata": {}, "outputs": [ { @@ -1847,7 +1817,7 @@ "(13298,)" ] }, - "execution_count": 54, + "execution_count": 94, "metadata": {}, "output_type": "execute_result" } @@ -1865,7 +1835,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 95, "metadata": {}, "outputs": [], "source": [ @@ -1875,7 +1845,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 96, "metadata": { "scrolled": true }, @@ -1889,14 +1859,14 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 97, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "ECE (after calibration): 0.0134\n" + "ECE (after calibration): 0.0136\n" ] } ], @@ -1910,12 +1880,12 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 98, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1957,14 +1927,14 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy of model before calibration: 0.75\n" + "Accuracy of model before calibration: 0.78\n" ] } ], @@ -1976,14 +1946,14 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 100, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy for model after calibration: 0.83\n" + "Accuracy for model after calibration: 0.85\n" ] } ], From 4f9e65957ba5697a1d12cdaf513c79d066d1e582 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Tue, 5 Feb 2019 15:34:51 +1100 Subject: [PATCH 072/116] Fixed valid data for testing method plot_reliability_diagram. --- stellargraph/core/calibration.py | 1 + tests/core/test_calibration.py | 4 ++-- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index 7152ee5cb..eceac8c74 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -101,6 +101,7 @@ class labels. type(calibration_data) ) ) + if not isinstance(predictions, np.ndarray): raise ValueError( "Parameter predictions should be of type numpy.ndarray but received type {}".format( diff --git a/tests/core/test_calibration.py b/tests/core/test_calibration.py index daf3efefd..92be68bef 100644 --- a/tests/core/test_calibration.py +++ b/tests/core/test_calibration.py @@ -244,8 +244,8 @@ def test_expected_calibration_error(): def test_plot_reliability_diagram(): cd = ((0.1, 0.5,), (0.8, 0.2,)) - cd_valid = [(np.array(0.1), np.array(0.5),), - (np.array(0.8), np.array(0.2),)] + cd_valid = [(np.array([0.1]), np.array([0.5]),), + (np.array([0.8]), np.array([0.2]),)] pr = [0.1, 0.3, 0.5, 0.8, 0.9] ece = None filename = None From 7b7f30a4b3271f0ace67c60c7c5d25056dfb0a5a Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Tue, 5 Feb 2019 15:35:59 +1100 Subject: [PATCH 073/116] style --- tests/core/test_calibration.py | 76 +++++++++++++++++----------------- 1 file changed, 39 insertions(+), 37 deletions(-) diff --git a/tests/core/test_calibration.py b/tests/core/test_calibration.py index 92be68bef..2d17ac28f 100644 --- a/tests/core/test_calibration.py +++ b/tests/core/test_calibration.py @@ -206,34 +206,38 @@ def test_expected_calibration_error(): # Test passing invalid parameter values, e.g., type. with pytest.raises(ValueError): - expected_calibration_error(prediction_probabilities=pp, - accuracy=ac, - confidence=co) + expected_calibration_error( + prediction_probabilities=pp, accuracy=ac, confidence=co + ) with pytest.raises(ValueError): - expected_calibration_error(prediction_probabilities=pp, - accuracy=np.array(ac), - confidence=np.array(co)) + expected_calibration_error( + prediction_probabilities=pp, accuracy=np.array(ac), confidence=np.array(co) + ) with pytest.raises(ValueError): - expected_calibration_error(prediction_probabilities=np.array(pp), - accuracy=ac, - confidence=np.array(co)) + expected_calibration_error( + prediction_probabilities=np.array(pp), accuracy=ac, confidence=np.array(co) + ) with pytest.raises(ValueError): - expected_calibration_error(prediction_probabilities=np.array(pp), - accuracy=np.array(ac), - confidence=co) + expected_calibration_error( + prediction_probabilities=np.array(pp), accuracy=np.array(ac), confidence=co + ) # test different length for accuracy and confidence parameter with pytest.raises(ValueError): - expected_calibration_error(prediction_probabilities=np.array(pp), - accuracy=np.array([0.2, 0.5]), - confidence=np.array([0.3, 0.5, 0.8])) + expected_calibration_error( + prediction_probabilities=np.array(pp), + accuracy=np.array([0.2, 0.5]), + confidence=np.array([0.3, 0.5, 0.8]), + ) - ece = expected_calibration_error(prediction_probabilities=np.array(pp), - accuracy=np.array(ac), - confidence=np.array(co)) + ece = expected_calibration_error( + prediction_probabilities=np.array(pp), + accuracy=np.array(ac), + confidence=np.array(co), + ) assert ece > 0 @@ -243,34 +247,32 @@ def test_expected_calibration_error(): # def test_plot_reliability_diagram(): - cd = ((0.1, 0.5,), (0.8, 0.2,)) - cd_valid = [(np.array([0.1]), np.array([0.5]),), - (np.array([0.8]), np.array([0.2]),)] + cd = ((0.1, 0.5), (0.8, 0.2)) + cd_valid = [(np.array([0.1]), np.array([0.5])), (np.array([0.8]), np.array([0.2]))] pr = [0.1, 0.3, 0.5, 0.8, 0.9] ece = None filename = None # Test passing invalid parameter values, e.g., type. with pytest.raises(ValueError): - plot_reliability_diagram(calibration_data=cd, - predictions=np.array(pr), - ece=ece, - filename=filename) + plot_reliability_diagram( + calibration_data=cd, predictions=np.array(pr), ece=ece, filename=filename + ) with pytest.raises(ValueError): - plot_reliability_diagram(calibration_data=cd_valid, - predictions=pr, - ece=ece, - filename=filename) + plot_reliability_diagram( + calibration_data=cd_valid, predictions=pr, ece=ece, filename=filename + ) with pytest.raises(ValueError): - plot_reliability_diagram(calibration_data=cd_valid, - predictions=np.array(pr), - ece=0.5, # should be list of floats or None - filename=filename) + plot_reliability_diagram( + calibration_data=cd_valid, + predictions=np.array(pr), + ece=0.5, # should be list of floats or None + filename=filename, + ) with pytest.raises(ValueError): - plot_reliability_diagram(calibration_data=cd_valid, - predictions=np.array(pr), - ece=ece, - filename=10) # should be string or None + plot_reliability_diagram( + calibration_data=cd_valid, predictions=np.array(pr), ece=ece, filename=10 + ) # should be string or None From 51b276e3b401c4b48c0fa2e14a809a9900341eb6 Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Tue, 5 Feb 2019 15:54:21 +1100 Subject: [PATCH 074/116] Revised codes on youph's suggestion --- .../gcn-cora-example.py | 151 ++++++++++++------ stellargraph/core/utils.py | 79 +++++++-- stellargraph/layer/gcn.py | 12 +- stellargraph/mapper/node_mappers.py | 41 ++++- 4 files changed, 217 insertions(+), 66 deletions(-) diff --git a/demos/node-classification-gcn/gcn-cora-example.py b/demos/node-classification-gcn/gcn-cora-example.py index 1776d00a0..3389cad47 100644 --- a/demos/node-classification-gcn/gcn-cora-example.py +++ b/demos/node-classification-gcn/gcn-cora-example.py @@ -21,7 +21,7 @@ import pandas as pd import networkx as nx import keras -from keras import optimizers, losses, layers, metrics +from keras import optimizers, losses, layers, metrics, regularizers from sklearn import preprocessing, feature_extraction, model_selection from keras.layers import Dropout @@ -58,7 +58,7 @@ def train(train_nodes, train_gen = generator.flow(train_nodes, train_targets) val_gen = generator.flow(val_nodes, val_targets) - gcnModel = GCN(layer_sizes, activations, generator=generator, bias=True, dropout=dropout) + gcnModel = GCN(layer_sizes, activations, generator=generator, bias=True, dropout=dropout, normalize=regularizers.l2(5e-4)) # Expose the input and output sockets of the model: x_inp, x_out = gcnModel.node_model() @@ -78,7 +78,7 @@ def train(train_nodes, def test(test_nodes, test_targets, generator, model_file): """ - + Test a GCN model on the specified graph G with given parameters, evaluate it. Args: test_nodes: A list of test nodes @@ -97,66 +97,121 @@ def test(test_nodes, test_targets, generator, model_file): # Evaluate on test set and print metrics test_metrics = model.evaluate_generator(test_gen) + print("\nTest Set Metrics:") for name, val in zip(model.metrics_names, test_metrics): print("\t{}: {:0.4f}".format(name, val)) -edgelist = pd.read_table( - os.path.join('data/cora', 'cora.cites'), header=None, names=['source', 'target'] -) -# Load node features -# The CORA dataset contains binary attributes 'w_x' that correspond to whether the corresponding keyword -# (out of 1433 keywords) is found in the corresponding publication. -feature_names = ['w_{}'.format(ii) for ii in range(1433)] -# Also, there is a "subject" column -column_names = feature_names + ['subject'] -node_data = pd.read_table( - os.path.join('data/cora', 'cora.content'), header=None, names=column_names -) +def main(graph_loc, layer_sizes, activations, dropout, learning_rate): + edgelist = pd.read_table( + os.path.join(graph_loc, 'cora.cites'), header=None, names=['source', 'target'] + ) -target_encoding = feature_extraction.DictVectorizer(sparse=False) -node_targets = target_encoding.fit_transform( - node_data[['subject']].to_dict("records") -) + # Load node features + # The CORA dataset contains binary attributes 'w_x' that correspond to whether the corresponding keyword + # (out of 1433 keywords) is found in the corresponding publication. + feature_names = ['w_{}'.format(ii) for ii in range(1433)] + # Also, there is a "subject" column + column_names = feature_names + ['subject'] + node_data = pd.read_table( + os.path.join(graph_loc, 'cora.content'), header=None, names=column_names + ) -node_ids = node_data.index -node_features = node_data[feature_names] + target_encoding = feature_extraction.DictVectorizer(sparse=False) + node_targets = target_encoding.fit_transform( + node_data[['subject']].to_dict("records") + ) -Gnx = nx.from_pandas_edgelist(edgelist) + node_ids = node_data.index + node_features = node_data[feature_names] -# Convert to StellarGraph and prepare for ML -G = sg.StellarGraph(Gnx, node_type_name="label", node_features=node_features) + Gnx = nx.from_pandas_edgelist(edgelist) -# Split nodes into train/test using stratification. -train_nodes, test_nodes, train_targets, test_targets = model_selection.train_test_split( - node_ids, node_targets, train_size=140, test_size=None, stratify=node_targets, random_state=55232 -) + # Convert to StellarGraph and prepare for ML + G = sg.StellarGraph(Gnx, node_type_name="label", node_features=node_features) -# Split test set into test and validation -val_nodes, test_nodes, val_targets, test_targets = model_selection.train_test_split( - test_nodes, test_targets, train_size=300, test_size=None, random_state=523214 -) + # Split nodes into train/test using stratification. + train_nodes, test_nodes, train_targets, test_targets = model_selection.train_test_split( + node_ids, node_targets, train_size=140, test_size=None, stratify=node_targets, random_state=55232 + ) -generator = FullBatchNodeGenerator(G, func_A_feats=GCN_Aadj_feats_op, filter='localpool') + # Split test set into test and validation + val_nodes, test_nodes, val_targets, test_targets = model_selection.train_test_split( + test_nodes, test_targets, train_size=300, test_size=None, random_state=523214 + ) + + generator = FullBatchNodeGenerator(G, func_A_feats=GCN_Aadj_feats_op, filter='localpool') -dropout=0.0 -layer_sizes=[16, 7] -learning_rate = 0.01 -activations = ['relu', 'softmax'] + model = train(train_nodes, train_targets, val_nodes, val_targets, generator, dropout, + layer_sizes, learning_rate, activations) + + # Save the trained model + save_str = "_h{}_l{}_d{}_r{}".format( + "gcn", ''.join([str(x) for x in layer_sizes]), str(dropout), str(learning_rate) + ) -model = train(train_nodes, train_targets, val_nodes, val_targets, generator, dropout, - layer_sizes, learning_rate, activations) + model.save("cora_gcn_model" + save_str + ".h5") -# Save the trained model -save_str = "_h{}_l{}_d{}_r{}".format( - "gcn", ''.join([str(x) for x in layer_sizes]), str(dropout), str(learning_rate) -) + # We must also save the target encoding to convert model predictions + with open("cora_gcn_encoding" + save_str + ".pkl", "wb") as f: + pickle.dump([target_encoding], f) -model.save("cora_gcn_model" + save_str + ".h5") + test(test_nodes, test_targets, generator, "cora_gcn_model" + save_str + ".h5") -# We must also save the target encoding to convert model predictions -with open("cora_gcn_encoding" + save_str + ".pkl", "wb") as f: - pickle.dump([target_encoding], f) -test(test_nodes, test_targets, generator, "cora_gcn_model" + save_str + ".h5", learning_rate) + +if __name__ == "__main__": + parser = argparse.ArgumentParser( + description="Graph node classification using GCN" + ) + + parser.add_argument( + "-e", + "--epochs", + type=int, + default=10, + help="The number of epochs to train the model", + ) + parser.add_argument( + "-d", + "--dropout", + type=float, + default=0.3, + help="Dropout rate for the GCN model, between 0.0 and 1.0", + ) + parser.add_argument( + "-r", + "--learningrate", + type=float, + default=0.005, + help="Initial learning rate for model training", + ) + parser.add_argument( + "-s", + "--layer_sizes", + type=int, + nargs="*", + default=[16, 7], + help="The number of hidden features at each GCN layer", + ) + parser.add_argument( + "-l", + "--location", + type=str, + default=None, + help="Location of the CORA dataset (directory)", + ) + args, cmdline_args = parser.parse_known_args() + + # Load the dataset - this assumes it is the CORA dataset + # Load graph edgelist + if args.location is not None: + graph_loc = os.path.expanduser(args.location) + else: + raise ValueError( + "Please specify the directory containing the dataset using the '-l' flag" + ) + + activations = ['relu', 'softmax'] + main(graph_loc, args.layer_sizes, activations, args.dropout, args.learningrate) diff --git a/stellargraph/core/utils.py b/stellargraph/core/utils.py index 12f707430..fc39fe6a8 100644 --- a/stellargraph/core/utils.py +++ b/stellargraph/core/utils.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- # -# Copyright 2018 Data61, CSIRO +# Copyright 2018-2019 Data61, CSIRO # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -14,6 +14,7 @@ # See the License for the specific language governing permissions and # limitations under the License. import collections +import scipy.sparse as sp def is_real_iterable(x): @@ -29,13 +30,55 @@ def is_real_iterable(x): return isinstance(x, collections.Iterable) and not isinstance(x, (str, bytes)) +def normalize_adj(adj, symmetric=True): + """ + Normalize adjacency matrix. + + Args: + adj: adjacency matrix + symmetric: True if symmetric normalization or False if left-only normalization + + Returns: + Return a sparse adjacency matrix. + """ + + if symmetric: + d = sp.diags(np.power(np.array(adj.sum(1)), -0.5).flatten(), 0) + a_norm = adj.dot(d).transpose().dot(d).tocsr() + else: + d = sp.diags(np.power(np.array(adj.sum(1)), -1).flatten(), 0) + a_norm = d.dot(adj).tocsr() + return a_norm + + def normalized_laplacian(adj, symmetric=True): + """ + Normalize graph Laplacian. + + Args: + adj: adjacency matrix + symmetric: True if symmetric normalization + + Returns: + Return sparse laplacian matrices. + """ + adj_normalized = normalize_adj(adj, symmetric) laplacian = sp.eye(adj.shape[0]) - adj_normalized return laplacian def rescale_laplacian(laplacian): + """ + Calculate largest eigenvalue of normalized graph Laplacian. + + Args: + laplacian: laplacian matrix + + Returns: + Return sparse laplacian matrices. + """ + try: print("Calculating largest eigenvalue of normalized graph Laplacian...") largest_eigval = eigsh(laplacian, 1, which="LM", return_eigenvectors=False)[0] @@ -50,7 +93,17 @@ def rescale_laplacian(laplacian): def chebyshev_polynomial(X, k): - """Calculate Chebyshev polynomials up to order k. Return a list of sparse matrices.""" + """ + Calculate Chebyshev polynomials up to order k. + + Args: + x: adjacency matrix + k: maximum polynomial degree + + Returns: + Return a list of sparse matrices. + """ + print("Calculating Chebyshev polynomials up to order {}...".format(k)) T_k = list() @@ -68,14 +121,20 @@ def chebyshev_recurrence(T_k_minus_one, T_k_minus_two, X): def GCN_Aadj_feats_op(features, A, **kwargs): - def normalize_adj(adj, symmetric=True): - if symmetric: - d = sp.diags(np.power(np.array(adj.sum(1)), -0.5).flatten(), 0) - a_norm = adj.dot(d).transpose().dot(d).tocsr() - else: - d = sp.diags(np.power(np.array(adj.sum(1)), -1).flatten(), 0) - a_norm = d.dot(adj).tocsr() - return a_norm + """ + This function applys the matrix transformations on the adjacency matrix because + GCN requests that the input adjacency matrix should be symmetric, self-loop and normalization. + This function performs . It also provides an additional filter: 'chebyshev'. + + Args: + features: node features in the graph + A: adjacency matrix + kwargs: additional arguments for choosing filter: localpool, or chebyshev + (For example, {"filter": "localpool"}) + + Returns: + features, adjacency matrix + """ def preprocess_adj(adj, symmetric=True): adj = adj + sp.eye(adj.shape[0]) diff --git a/stellargraph/layer/gcn.py b/stellargraph/layer/gcn.py index bccad824f..f60da631b 100644 --- a/stellargraph/layer/gcn.py +++ b/stellargraph/layer/gcn.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- # -# Copyright 2018 Data61, CSIRO +# Copyright 2018-2019 Data61, CSIRO # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -143,6 +143,7 @@ def get_config(self): "kernel_constraint": constraints.serialize(self.kernel_constraint), "bias_constraint": constraints.serialize(self.bias_constraint), } + base_config = super().get_config() return {**base_config, **config} @@ -160,7 +161,8 @@ def __init__( generator, bias=True, dropout=0.0, - normalize=regularizers.l2(5e-4), + normalize=None, + **kwargs ): """ @@ -172,6 +174,7 @@ def __init__( bias: toggles an optional bias in GCN layers dropout: dropout rate applied to input features of each GCN layer normalize: normalization applied to the final output features of the GCN layers stack + kwargs: additional parameters for chebyshev or localpool filters """ if not isinstance(generator, FullBatchNodeGenerator): @@ -186,6 +189,7 @@ def __init__( self.normalize = normalize self.generator = generator self.support = 1 + self.kwargs = kwargs # Initialize a stack of GCN layers self._layers = [] @@ -235,9 +239,9 @@ def node_model(self): x_in = Input(shape=(self.generator.features.shape[1],)) - filter = self.generator.kwargs.get("filter", "localpool") + filter = self.kwargs.get("filter", "localpool") if filter == "chebyshev": - self.support = self.generator.kwargs.get("max_degree", 2) + self.support = self.kwargs.get("max_degree", 2) suppG = [ Input(shape=(None, None), batch_shape=(None, None), sparse=True) for _ in range(self.support) diff --git a/stellargraph/mapper/node_mappers.py b/stellargraph/mapper/node_mappers.py index 8a3295f50..f4b93c3b0 100644 --- a/stellargraph/mapper/node_mappers.py +++ b/stellargraph/mapper/node_mappers.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- # -# Copyright 2018 Data61, CSIRO +# Copyright 2018-2019 Data61, CSIRO # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -457,8 +457,27 @@ def flow_from_dataframe(self, node_targets): class FullBatchNodeSequence(Sequence): + """ + Keras-compatible data generator to use with the Keras + methods :meth:`keras.Model.fit_generator`, :meth:`keras.Model.evaluate_generator`, + and :meth:`keras.Model.predict_generator`, for models that require full-batch training (e.g., GCN, GAT). + This class generated data samples for node inference models + and should be created using the `.flow(...)` method of + :class:`FullBatchNodeGenerator`. + These Generators are classes that capture the graph structure + and the feature vectors of each node. + """ + def __init__(self, features, A, targets=None, sample_weight=None): - # Check targets is iterable & has the correct length + """ + + Args: + features: a matrix of node features of size (N x F), where N is the number of nodes in the graph, F is the node feature size + A: an adjacency matrix of the graph + targets: an optional array of node targets of size (N x C), where C is the target size (e.g., number of classes for one-hot class targets) + sample_weight: Optional Numpy array of weights for the node samples, used for weighting the loss function during training or evaluation. + You can either pass a flat (1D) Numpy array with the same length as the input features (1:1 mapping between weights and rows in features) + """ if not is_real_iterable(targets) and targets is not None: raise TypeError("Targets must be None or an iterable or numpy array ") @@ -476,6 +495,22 @@ def __getitem__(self, index): class FullBatchNodeGenerator: def __init__(self, G, name=None, func_opt=None, **kwargs): + """ + A data generator for node prediction with Homogeneous full-batch models, e.g., GCN, GAT + The supplied graph G should be a StellarGraph object that is ready for + machine learning. Currently the model requires node features for all + nodes in the graph. + Use the :meth:`flow` method supplying the nodes and (optionally) targets + to get an object that can be used as a Keras data generator. + Example:: + G_generator = FullBatchNodeGenerator(G) + train_data_gen = G_generator.flow(node_ids, node_targets) + Args: + G (StellarGraphBase): a machine-learning StellarGraph-type graph + name (str): an optional name of the generator + func_opt: an optional function to apply on features and adjacency matrix (declared func_opt(features, Aadj, **kwargs)) + kwargs: additional parameters for func_opt function + """ if not isinstance(G, StellarGraphBase): raise TypeError("Graph must be a StellarGraph object.") @@ -509,8 +544,6 @@ def __init__(self, G, name=None, func_opt=None, **kwargs): features=self.features, Aadj=self.Aadj, **kwargs ) - self.kwargs = kwargs - def flow(self, node_ids, targets=None): # Check targets is an iterable if not is_real_iterable(targets) and not targets is None: From 0e2898016c19939a7d4881b41df419ea699a109b Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Wed, 6 Feb 2019 11:22:22 +1100 Subject: [PATCH 075/116] Added link and description to calibration demos --- demos/README.md | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/demos/README.md b/demos/README.md index 17d99272b..842e42525 100644 --- a/demos/README.md +++ b/demos/README.md @@ -48,6 +48,11 @@ The examples folder structure is shown below. Example of semi-supervised node classification for a heterogeneous network with multiple node and link types, using the HinSAGE algorithm. +* [`/calibration`](https://github.com/stellargraph/stellargraph/tree/master/demos/calibration) + + Examples of calibrating graph convolutional neural networks, e.g., GraphSAGE, for binary and + multi-class classification problems. + ## References @@ -66,4 +71,7 @@ I. Sutskever, K. Chen, G. S. Corrado, and J. Dean. In Advances in Neural Informa Systems (NIPS), pp. 3111-3119, 2013. ([link](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf)) 5. Semi-Supervised Classification with Graph Convolutional Networks. T. Kipf, M. Welling. -ICLR 2017. arXiv:1609.02907 [link](https://arxiv.org/abs/1609.02907) \ No newline at end of file +ICLR 2017. arXiv:1609.02907 [link](https://arxiv.org/abs/1609.02907) + +5. On Calibration of Modern Neural Networks. C. Guo, G. Pleiss, Y. Sun, and K. Q. Weinberger. +ICML 2017. [link](https://geoffpleiss.com/nn_calibration) \ No newline at end of file From 650362f70b112fd12cb23c5ef3e1f58a51d7aed0 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Wed, 6 Feb 2019 11:42:46 +1100 Subject: [PATCH 076/116] Fixed link to calibration paper --- demos/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/demos/README.md b/demos/README.md index 842e42525..ab3cbf740 100644 --- a/demos/README.md +++ b/demos/README.md @@ -71,7 +71,7 @@ I. Sutskever, K. Chen, G. S. Corrado, and J. Dean. In Advances in Neural Informa Systems (NIPS), pp. 3111-3119, 2013. ([link](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf)) 5. Semi-Supervised Classification with Graph Convolutional Networks. T. Kipf, M. Welling. -ICLR 2017. arXiv:1609.02907 [link](https://arxiv.org/abs/1609.02907) +ICLR 2017. arXiv:1609.02907 ([link](https://arxiv.org/abs/1609.02907)) -5. On Calibration of Modern Neural Networks. C. Guo, G. Pleiss, Y. Sun, and K. Q. Weinberger. -ICML 2017. [link](https://geoffpleiss.com/nn_calibration) \ No newline at end of file +6. On Calibration of Modern Neural Networks. C. Guo, G. Pleiss, Y. Sun, and K. Q. Weinberger. +ICML 2017. ([link](https://geoffpleiss.com/nn_calibration)) \ No newline at end of file From 8874f7634d7f03b63feaa4cc854f373457ffd8f3 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Wed, 6 Feb 2019 12:20:53 +1100 Subject: [PATCH 077/116] IsotonicCalibration class now works for binary classification problems in addition to multi-class classification models. --- stellargraph/core/calibration.py | 40 +++++++++++++++++++++----------- 1 file changed, 26 insertions(+), 14 deletions(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index eceac8c74..fbddc1c82 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -37,10 +37,18 @@ def expected_calibration_error(prediction_probabilities, accuracy, confidence): Helper function for calculating the expected calibration error as defined in the paper On Calibration of Modern Neural Networks, C. Guo, et. al., ICML, 2017 + It is assumed that for a validation dataset, the prediction probabilities have + been calculated for each point in the dataset and given in the array + prediction_probabilities. + Args: prediction_probabilities: The predicted probabilities - accuracy: The accuracy - confidence: The confidence + accuracy: The accuracy such that the i-th entry in the array + holds the proportion of correctly classified samples that fall in the i-th + bin. + confidence: The confidence such that the i-th entry in the + array is the average prediction probability over all the samples assigned + to this bin. Returns: The expected calibration error. @@ -72,7 +80,7 @@ def expected_calibration_error(prediction_probabilities, accuracy, confidence): ) n_bins = len(accuracy) # the number of bins - n = len(prediction_probabilities) # number of points + n = len(prediction_probabilities) # number of samples h = np.histogram(a=prediction_probabilities, range=(0, 1), bins=n_bins)[ 0 ] # just the counts @@ -86,14 +94,16 @@ def plot_reliability_diagram(calibration_data, predictions, ece=None, filename=N """ Helper function for plotting a reliability diagram. Args: - calibration_data: The calibration data as list where each entry in the + calibration_data: The calibration data as a list where each entry in the list is a 2-tuple of type numpy.ndarray. Each entry in the tuple holds the fraction of positives and the mean predicted values for the true and predicted class labels. - predictions: The probabilistic predictions for the data used in - diagnosing miscalibration. - ece: The expected calibration error for each class - filename: If not None, the figure is saved on disk in the given filename. + predictions: The probabilistic predictions of the classifier for + each sample in the dataset used for diagnosing miscalibration. + ece: If not None, this list stores the expected calibration + error for each class. + filename: If not None, the figure is saved on disk in the + given filename. """ if not isinstance(calibration_data, list): raise ValueError( @@ -166,14 +176,14 @@ def __init__(self, epochs=1000): def fit(self, x_train, y_train, x_val=None, y_val=None): """ Train the model. If validation data is given, then training stops when the - validation accuracy starts increasing. This prevent overfitting. + validation accuracy starts increasing. Args: x_train: The training data that should be the classifier's non-probabilistic outputs. y_train: The training data class labels as one hot encoded vectors x_val: The validation data that should be the classifier's non-probabilistic outputs. y_val: The validation data class labels as one hot encoded vectors - Returns: The estimate temperature + Returns: The estimated temperature """ if not isinstance(x_train, np.ndarray) or not isinstance(y_train, np.ndarray): @@ -197,7 +207,7 @@ def fit(self, x_train, y_train, x_val=None, y_val=None): ) self.n_classes = x_train.shape[1] - # Specify the tensorflow program. + with tf.variable_scope(tf.get_variable_scope(), reuse=tf.AUTO_REUSE): x = tf.placeholder( tf.float32, [None, self.n_classes], name="x" @@ -231,7 +241,7 @@ def fit(self, x_train, y_train, x_val=None, y_val=None): _, c, t = sess.run([optimizer, cost, T], feed_dict={x: x_train, y: y_train}) if early_stopping: c_val = sess.run([cost], feed_dict={x: x_val, y: y_val}) - if len(self.history) > 10 and c_val > self.history[-1][1]: + if len(self.history) > 0 and c_val > self.history[-1][1]: break else: # keep going self.history.append([c, c_val[0], t[0]]) @@ -299,7 +309,7 @@ def __init__(self): def fit(self, x_train, y_train): """ - Train the model. + Train the model using the provided data. Args: x_train: The training data that should be the classifier's probabilistic outputs y_train: The training class labels as one hot encoded vectors. @@ -346,6 +356,8 @@ def transform(self, x): predictions.append(self.regressors[n].transform(T=x[:, n])) predictions = np.transpose(np.array(predictions)) - predictions = predictions / np.sum(predictions, axis=-1, keepdims=True) + + if self.n_classes > 1: + predictions = predictions / np.sum(predictions, axis=-1, keepdims=True) return predictions From f07c43110fb84f5cbf076d2728cb2160cb8f1329 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Wed, 6 Feb 2019 15:27:08 +1100 Subject: [PATCH 078/116] Classes IsotonicCalibration and TemperatureCalibration can now be used to calibrate binary classifiers as well as multi-class classifiers. --- stellargraph/core/calibration.py | 117 +++++++++++++++++++++---------- 1 file changed, 80 insertions(+), 37 deletions(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index fbddc1c82..cd092734e 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -31,6 +31,8 @@ import tensorflow as tf from sklearn.isotonic import IsotonicRegression +from sklearn.linear_model import LogisticRegression + def expected_calibration_error(prediction_probabilities, accuracy, confidence): """ @@ -172,8 +174,10 @@ def __init__(self, epochs=1000): self.n_classes = None self.temperature = 1.0 # default is no scaling self.history = [] + self.early_stopping = False + self.lr = None # The logistic regression model for Platt scaling - def fit(self, x_train, y_train, x_val=None, y_val=None): + def _fit_temperature_scaling(self, x_train, y_train, x_val=None, y_val=None): """ Train the model. If validation data is given, then training stops when the validation accuracy starts increasing. @@ -183,31 +187,7 @@ def fit(self, x_train, y_train, x_val=None, y_val=None): x_val: The validation data that should be the classifier's non-probabilistic outputs. y_val: The validation data class labels as one hot encoded vectors - Returns: The estimated temperature - """ - if not isinstance(x_train, np.ndarray) or not isinstance(y_train, np.ndarray): - raise ValueError("x_train and y_train must be numpy arrays") - - early_stopping = False - if (x_val is not None and y_val is None) or ( - x_val is None and y_val is not None - ): - raise ValueError( - "Either both x_val and y_val should be None or both should be numpy arrays." - ) - - if x_val is not None and y_val is not None: - if not isinstance(x_val, np.ndarray) or not isinstance(y_val, np.ndarray): - raise ValueError("x_train and y_train must be numpy arrays") - - early_stopping = True - print( - "Using Early Stopping based on performance evaluated on given validation set." - ) - - self.n_classes = x_train.shape[1] - with tf.variable_scope(tf.get_variable_scope(), reuse=tf.AUTO_REUSE): x = tf.placeholder( tf.float32, [None, self.n_classes], name="x" @@ -239,7 +219,7 @@ def fit(self, x_train, y_train, x_val=None, y_val=None): self.history = [] for epoch in range(self.epochs): _, c, t = sess.run([optimizer, cost, T], feed_dict={x: x_train, y: y_train}) - if early_stopping: + if self.early_stopping: c_val = sess.run([cost], feed_dict={x: x_val, y: y_val}) if len(self.history) > 0 and c_val > self.history[-1][1]: break @@ -250,7 +230,60 @@ def fit(self, x_train, y_train, x_val=None, y_val=None): self.history = np.array(self.history) self.temperature = self.history[-1, -1] - return self.temperature + def _fit_platt_scaling(self, x_train, y_train): + """ + + Args: + x_train: + y_train: + + Returns: + + """ + + self.lr = LogisticRegression(fit_intercept=True, verbose=False) + + self.lr.fit(x_train, y_train) + + def fit(self, x_train, y_train, x_val=None, y_val=None): + """ + Train the model. For temperature scaling of a multi-class classifier, If validation data is given, then + training stops when the validation accuracy starts increasing. Validation data are ignored for Platt scaling + Args: + x_train: The training data that should be the classifier's non-probabilistic outputs. + y_train: The training data class labels as one hot encoded vectors + x_val: The validation data that should be the classifier's non-probabilistic outputs. + y_val: The validation data class labels as one hot encoded vectors + + """ + if not isinstance(x_train, np.ndarray) or not isinstance(y_train, np.ndarray): + raise ValueError("x_train and y_train must be numpy arrays") + + if (x_val is not None and y_val is None) or ( + x_val is None and y_val is not None + ): + raise ValueError( + "Either both x_val and y_val should be None or both should be numpy arrays." + ) + + if x_val is not None and y_val is not None: + if not isinstance(x_val, np.ndarray) or not isinstance(y_val, np.ndarray): + raise ValueError("x_train and y_train must be numpy arrays") + + self.early_stopping = True + print( + "Using Early Stopping based on performance evaluated on given validation set." + ) + + if len(x_train.shape) == 1: + self.n_classes = 1 + else: + self.n_classes = x_train.shape[1] + + if self.n_classes > 1: + self._fit_temperature_scaling(x_train, y_train, x_val, y_val) + else: + self._fit_platt_scaling(x_train.reshape(-1, 1), y_train.reshape(-1, 1)) def plot_training_history(self): """ @@ -269,7 +302,7 @@ def plot_training_history(self): ax2.set_xlabel("Epoch") ax2.set_ylabel("Temperature") - def transform(self, x): + def predict(self, x): """ This method calibrates the classifier's output using the learned temperature. It scales each logit by the temperature, exponentiates the results, and finally @@ -285,17 +318,24 @@ def transform(self, x): "x should be numpy.ndarray but received {}".format(type(x)) ) - if x.shape[1] != self.n_classes: + if len(x.shape) > 1 and x.shape[1] != self.n_classes: raise ValueError( "Expecting input vector of dimensionality {} but received {}".format( self.n_classes, len(x) ) ) + x_ = x + if len(x) > 1: + x_ = x.reshape(-1, 1) - scaled_prediction = x / self.temperature - return np.exp(scaled_prediction) / np.sum( - np.exp(scaled_prediction), axis=-1, keepdims=True - ) + if self.n_classes == 1: + return self.lr.predict_proba(X=x)[:, 1].reshape(-1, 1) + else: + scaled_prediction = x_ / self.temperature + + return np.exp(scaled_prediction) / np.sum( + np.exp(scaled_prediction), axis=-1, keepdims=True + ) class IsotonicCalibration(object): @@ -324,12 +364,15 @@ def fit(self, x_train, y_train): self.n_classes = x_train.shape[1] - for n in range(self.n_classes): + if self.n_classes == 1: self.regressors.append(IsotonicRegression(out_of_bounds="clip")) + self.regressors[-1].fit(X=x_train, y=y_train) + else: + for n in range(self.n_classes): + self.regressors.append(IsotonicRegression(out_of_bounds="clip")) + self.regressors[-1].fit(X=x_train[:, n], y=y_train[:, n]) - self.regressors[-1].fit(X=x_train[:, n], y=y_train[:, n]) - - def transform(self, x): + def predict(self, x): """ This method calibrates the classifier's output using the trained regressors. The probabilities for each class are first scaled using the corresponding regression model From ccd3bbe0f732f3285d67d2257372f68270fcbb5d Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Wed, 6 Feb 2019 16:09:17 +1100 Subject: [PATCH 079/116] Updated notebook to use stellargraph calibration objects that now support binary classifiers. --- .../calibration-pubmed-link-prediction.ipynb | 372 ++++-------------- 1 file changed, 81 insertions(+), 291 deletions(-) diff --git a/demos/calibration/calibration-pubmed-link-prediction.ipynb b/demos/calibration/calibration-pubmed-link-prediction.ipynb index f5949f048..3c3639359 100644 --- a/demos/calibration/calibration-pubmed-link-prediction.ipynb +++ b/demos/calibration/calibration-pubmed-link-prediction.ipynb @@ -44,11 +44,11 @@ "from stellargraph.mapper import GraphSAGELinkGenerator\n", "from stellargraph.layer import GraphSAGE, link_classification\n", "from stellargraph import expected_calibration_error, plot_reliability_diagram\n", + "from stellargraph import IsotonicCalibration, TemperatureCalibration\n", "\n", "import keras\n", "from sklearn import preprocessing, feature_extraction, model_selection\n", "from sklearn.calibration import calibration_curve\n", - "from sklearn.linear_model import LogisticRegressionCV\n", "from sklearn.isotonic import IsotonicRegression\n", "\n", "from sklearn.metrics import accuracy_score\n", @@ -1143,11 +1143,7 @@ " output_dim=1, output_act=\"linear\", edge_feature_method='ip'\n", " )(x_out)\n", "\n", - "prediction = keras.layers.Activation(keras.activations.sigmoid)(logits)\n", - "\n", - "# prediction = link_classification(\n", - "# output_dim=1, output_act=\"relu\", edge_feature_method='ip'\n", - "# )(logits)" + "prediction = keras.layers.Activation(keras.activations.sigmoid)(logits)" ] }, { @@ -1190,16 +1186,16 @@ "text": [ "\n", "Train Set Metrics of the initial (untrained) model:\n", - "\tloss: 0.6790\n", - "\tbinary_accuracy: 0.5023\n", + "\tloss: 0.7222\n", + "\tbinary_accuracy: 0.5000\n", "\n", "Validation Set Metrics of the initial (untrained) model:\n", - "\tloss: 0.6781\n", - "\tbinary_accuracy: 0.5017\n", + "\tloss: 0.7204\n", + "\tbinary_accuracy: 0.5000\n", "\n", "Test Set Metrics of the initial (untrained) model:\n", - "\tloss: 0.6754\n", - "\tbinary_accuracy: 0.5017\n" + "\tloss: 0.7227\n", + "\tbinary_accuracy: 0.5000\n" ] } ], @@ -1232,30 +1228,13 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/5\n", - "242/242 [==============================] - 19s 78ms/step - loss: 0.5947 - binary_accuracy: 0.7188 - val_loss: 0.5656 - val_binary_accuracy: 0.7514\n", - "Epoch 2/5\n", - "242/242 [==============================] - 17s 72ms/step - loss: 0.5691 - binary_accuracy: 0.7484 - val_loss: 0.5575 - val_binary_accuracy: 0.7504\n", - "Epoch 3/5\n", - "242/242 [==============================] - 18s 72ms/step - loss: 0.5562 - binary_accuracy: 0.7596 - val_loss: 0.5509 - val_binary_accuracy: 0.7607\n", - "Epoch 4/5\n", - "242/242 [==============================] - 17s 71ms/step - loss: 0.5464 - binary_accuracy: 0.7833 - val_loss: 0.5475 - val_binary_accuracy: 0.7693\n", - "Epoch 5/5\n", - "242/242 [==============================] - 17s 69ms/step - loss: 0.5400 - binary_accuracy: 0.7944 - val_loss: 0.5473 - val_binary_accuracy: 0.7697\n" - ] - } - ], + "outputs": [], "source": [ "history = model.fit_generator(\n", " train_gen,\n", " epochs=epochs,\n", " validation_data=val_gen,\n", - " verbose=1,\n", + " verbose=0,\n", " shuffle=True,\n", " )" ] @@ -1296,7 +1275,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -1337,16 +1316,16 @@ "text": [ "\n", "Train Set Metrics of the trained model:\n", - "\tloss: 0.5282\n", - "\tbinary_accuracy: 0.7994\n", + "\tloss: 0.4768\n", + "\tbinary_accuracy: 0.8580\n", "\n", "Validation Set Metrics of the trained model:\n", - "\tloss: 0.5473\n", - "\tbinary_accuracy: 0.7701\n", + "\tloss: 0.5579\n", + "\tbinary_accuracy: 0.7427\n", "\n", "Test Set Metrics of the trained model:\n", - "\tloss: 0.5422\n", - "\tbinary_accuracy: 0.7792\n" + "\tloss: 0.5593\n", + "\tbinary_accuracy: 0.7380\n" ] } ], @@ -1374,7 +1353,7 @@ "metadata": {}, "outputs": [], "source": [ - "num_tests =1 # the number of times to generate predictions" + "num_tests = 1 # the number of times to generate predictions" ] }, { @@ -1386,7 +1365,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "266/266 [==============================] - 7s 24ms/step\n" + "266/266 [==============================] - 10s 37ms/step\n" ] } ], @@ -1431,7 +1410,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "ECE: (before calibration) 0.3755\n" + "ECE: (before calibration) 0.3634\n" ] } ], @@ -1453,99 +1432,13 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(12, 8))\n", - "ax1 = plt.subplot2grid((6, 1), (0, 0), rowspan=3)\n", - "ax2 = plt.subplot2grid((6, 1), (4, 0))\n", - "\n", - "for fraction_of_positives, mean_predicted_value in calibration_data:\n", - " #print(fraction_of_positives, mean_predicted_value)\n", - " ax1.plot(mean_predicted_value, fraction_of_positives, \"s-\", alpha=1.0)\n", - " ax1.set_title(\"Calibration Curve (ECE={:.4f})\".format(ece_pre_calibration))\n", - " ax1.set_xlabel(\"Mean Predicted Value\", fontsize=16)\n", - " ax1.set_ylabel(\"Fraction of Positives\", fontsize=16)\n", - "ax1.plot([0,1], [0,1], 'g--')\n", - "ax2.hist(all_test_predictions[0], range=(0, 1), bins=10, histtype=\"step\", lw=2)\n", - "ax2.set_xlabel(\"Bin\", fontsize=16)\n", - "ax2.set_ylabel(\"Count\", fontsize=16)\n", - "fig.savefig(\"Calibration_plot_graphSAGE_PubMed.png\", bbox_inches='tight')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We are going to repeat the previous experiment 5 times and plot the corresponding calibration curves. \n", - "\n", - "We want to check if the calibration curves for all experiments look similar to make certains that we are not drawing conclusions based on an outlier result above. We do expect the curves to differ because the node neighbourhood sampled will be different for each experiment." - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "num_tests=5" - ] - }, - { - "cell_type": "code", - "execution_count": 38, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "266/266 [==============================] - 7s 24ms/step\n", - "266/266 [==============================] - 8s 29ms/step\n", - "266/266 [==============================] - 9s 32ms/step\n", - "266/266 [==============================] - 9s 32ms/step\n", - "266/266 [==============================] - 8s 28ms/step\n" - ] - } - ], - "source": [ - "all_test_predictions = [model.predict_generator(test_gen, verbose=True) for _ in np.arange(num_tests)]" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "calibration_data = [calibration_curve(y_prob=test_predictions, y_true=edge_labels_test, n_bins=10, normalize=True) for test_predictions in all_test_predictions]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "scrolled": false - }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1553,15 +1446,9 @@ } ], "source": [ - "fig = plt.figure(figsize=(12,8))\n", - "for fraction_of_positives, mean_predicted_value in calibration_data:\n", - " plt.plot(mean_predicted_value, fraction_of_positives, \"s-\", alpha=1.0)\n", - "plt.xlabel(\"Mean Predicted Value\", fontsize=16)\n", - "plt.ylabel(\"Fraction of Positives\", fontsize=16)\n", - "plt.xlim(0,1)\n", - "plt.ylim(0,1)\n", - "plt.plot([0,1], [0,1], 'g--')\n", - "fig.savefig(\"Calibration_plot_graphSAGE_PubMed_5runs.png\", bbox_inches='tight')" + "plot_reliability_diagram(calibration_data, \n", + " np.array(all_test_predictions[0]), \n", + " ece=[ece_pre_calibration])" ] }, { @@ -1599,11 +1486,11 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ - "use_platt=False # True for Platt scaling or False for Isotonic Regression" + "use_platt = False # True for Platt scaling or False for Isotonic Regression" ] }, { @@ -1615,7 +1502,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -1624,7 +1511,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -1633,15 +1520,15 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "302/302 [==============================] - 7s 24ms/step\n", - "266/266 [==============================] - 6s 23ms/step\n" + "302/302 [==============================] - 10s 34ms/step\n", + "266/266 [==============================] - 9s 32ms/step\n" ] } ], @@ -1649,14 +1536,15 @@ "if use_platt:\n", " all_val_score_predictions = [score_model.predict_generator(val_gen, verbose=True) for _ in np.arange(num_tests)]\n", " all_test_score_predictions = [score_model.predict_generator(test_gen, verbose=True) for _ in np.arange(num_tests)]\n", + " all_test_probabilistic_predictions = [model.predict_generator(test_gen, verbose=True) for _ in np.arange(num_tests)]\n", "else:\n", " all_val_score_predictions = [model.predict_generator(val_gen, verbose=True) for _ in np.arange(num_tests)]\n", - " all_test_score_predictions = [model.predict_generator(test_gen, verbose=True) for _ in np.arange(num_tests)]" + " all_test_probabilistic_predictions = [model.predict_generator(test_gen, verbose=True) for _ in np.arange(num_tests)]" ] }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -1665,159 +1553,94 @@ "(15070, 1)" ] }, - "execution_count": 85, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "val_predictions = all_val_score_predictions[0]\n", + "val_predictions = np.mean(np.array(all_val_score_predictions), axis=0)\n", "val_predictions.shape" ] }, { "cell_type": "code", - "execution_count": 86, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(13298, 1)" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# These are the uncalibrated prediction probabilities. \n", - "test_predictions = all_test_score_predictions[0]\n", - "test_predictions.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((13298,), (15070,))" - ] - }, - "execution_count": 87, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# The true labels\n", - "edge_labels_test.shape, edge_labels_val.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 88, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ + "# These are the uncalibrated prediction probabilities. \n", "if use_platt:\n", - " lr = LogisticRegressionCV(fit_intercept=True, cv=5, verbose=True)\n", + " test_predictions = np.mean(np.array(all_test_score_predictions), axis=0)\n", + " test_predictions.shape\n", "else:\n", - " lr = IsotonicRegression(out_of_bounds='clip') " + " test_predictions = np.mean(np.array(all_test_probabilistic_predictions), axis=0)\n", + " test_predictions.shape" ] }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ - "if not use_platt:\n", - " val_predictions = val_predictions.reshape(-1, )" + "if use_platt:\n", + " # for binary classification this class performs Platt Scaling\n", + " lr = TemperatureCalibration() \n", + "else:\n", + " lr = IsotonicCalibration()" ] }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "IsotonicRegression(increasing=True, out_of_bounds='clip', y_max=None,\n", - " y_min=None)" + "((15070, 1), (15070,))" ] }, - "execution_count": 90, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "lr.fit(X=val_predictions, y=edge_labels_val)" + "val_predictions.shape, edge_labels_val.shape" ] }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ - "# sanity check to make sure that the true class is indeed the second entry as assumed in the code that follows\n", - "if use_platt:\n", - " print(lr.classes_) " - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(13298,)" - ] - }, - "execution_count": 92, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "if not use_platt: \n", - " test_predictions = test_predictions.reshape(-1,)\n", - "test_predictions.shape" + "lr.fit(val_predictions, edge_labels_val)" ] }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ - "if use_platt:\n", - " lr_test_predictions = lr.predict_proba(X=test_predictions)[:, 1] # keep the predictions for the true class\n", - "else:\n", - " lr_test_predictions = lr.predict(T=test_predictions) # keep the predictions for the true class" + "lr_test_predictions = lr.predict(test_predictions)" ] }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(13298,)" + "(13298, 1)" ] }, - "execution_count": 94, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -1835,17 +1658,7 @@ }, { "cell_type": "code", - "execution_count": 95, - "metadata": {}, - "outputs": [], - "source": [ - "if not use_platt:\n", - " lr_test_predictions= lr_test_predictions.reshape(-1)" - ] - }, - { - "cell_type": "code", - "execution_count": 96, + "execution_count": 48, "metadata": { "scrolled": true }, @@ -1859,14 +1672,14 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "ECE (after calibration): 0.0136\n" + "ECE (after calibration): 0.0116\n" ] } ], @@ -1880,12 +1693,12 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1895,81 +1708,58 @@ } ], "source": [ - "fig = plt.figure(figsize=(12, 8))\n", - "ax1 = plt.subplot2grid((6, 1), (0, 0), rowspan=3)\n", - "ax2 = plt.subplot2grid((6, 1), (4, 0))\n", - "\n", - "for fraction_of_positives, mean_predicted_value in calibration_data:\n", - " # print(fraction_of_positives, mean_predicted_value)\n", - " ax1.plot(mean_predicted_value, fraction_of_positives, \"s-\", alpha=1.0)\n", - " ax1.set_title(\"Calibration Curve (ECE={:.4f})\".format(ece_post_calibration))\n", - " ax1.set_xlabel(\"Mean Predicted Value\", fontsize=16)\n", - " ax1.set_ylabel(\"Fraction of Positives\", fontsize=16)\n", - "ax1.plot([0,1], [0,1], 'g--')\n", - "ax2.hist(all_test_predictions[0], range=(0, 1), bins=10, histtype=\"step\", lw=2)\n", - "ax2.set_xlabel(\"Bin\", fontsize=16)\n", - "ax2.set_ylabel(\"Count\", fontsize=16)\n", - "if use_platt:\n", - " fig_filename = \"Calibration_plot_Platt_graphSAGE_PubMed.png\"\n", - "else:\n", - " fig_filename = \"Calibration_plot_Isotonic_graphSAGE_PubMed.png\"\n", - "fig.savefig(fig_filename, bbox_inches='tight')" + "plot_reliability_diagram(calibration_data, \n", + " lr_test_predictions, \n", + " ece=[ece_post_calibration])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "As a final test, check if the accuracy of the model changes after calibration.\n", - "\n", - "**Note:** If calibration method is Platt Scaling then the model's accuracy should be the same within rounding error. If calibration method is Isotonic Regression, then accuracy can improve." + "As a final test, check if the accuracy of the model changes after calibration." ] }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy of model before calibration: 0.78\n" + "Accuracy of model before calibration: 0.74\n" ] } ], "source": [ "y_pred = np.zeros(len(test_predictions))\n", + "if use_platt:\n", + " # the true predictions are the probabilistic outputs\n", + " test_predictions = np.mean(np.array(all_test_probabilistic_predictions), axis=0)\n", "y_pred[test_predictions.reshape(-1)>0.5] = 1\n", - "print('Accuracy of model before calibration: {:.2f}'.format(accuracy_score(y_pred=y_pred, y_true=edge_labels_test)))" + "print('Accuracy of model before calibration: {:.2f}'.format(accuracy_score(y_pred=y_pred, \n", + " y_true=edge_labels_test)))\n" ] }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy for model after calibration: 0.85\n" + "Accuracy for model after calibration: 0.82\n" ] } ], "source": [ "y_pred = np.zeros(len(lr_test_predictions))\n", - "y_pred[lr_test_predictions>0.5] = 1\n", - "print('Accuracy for model after calibration: {:.2f}'.format(accuracy_score(y_pred=y_pred, y_true=edge_labels_test)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Conclusions\n", - "\n", - "This notebook demonstrated how to use Platt Scaling and Isotonic Regression methods to calibrate a GraphSAGE model used for link prediction (binary classification). " + "y_pred[lr_test_predictions[:,0]>0.5] = 1\n", + "print('Accuracy for model after calibration: {:.2f}'.format(accuracy_score(y_pred=y_pred, y_true=edge_labels_test)))\n" ] } ], From 03c79802f74b5daff618fdef1d94c50467f7a2e3 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Wed, 6 Feb 2019 16:13:36 +1100 Subject: [PATCH 080/116] Improved docstrings. --- stellargraph/core/calibration.py | 94 +++++++++++++++++++++----------- 1 file changed, 63 insertions(+), 31 deletions(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index cd092734e..65bd9bdbf 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -158,9 +158,14 @@ class labels. class TemperatureCalibration(object): """ - A class for temperature calibration for multi-class classification problems. Temperature - Calibration is an extension of Platt Scaling and it was proposed in the paper - On Calibration of Modern Neural Networks, C. Guo et. al., ICML, 2017. + A class for temperature calibration for binary and multi-class classification problems. + + For binary classification, Platt Scaling is used for calibration. Platt Scaling was + proposed in the paper Probabilistic outputs for support vector machines and comparisons to regularized + likelihood methods, J. C. Platt, Advances in large margin classifiers, 10(3): 61-74, 1999. + + For multi-class classification, Temperature Calibration is used. It is an extension of Platt Scaling + and it was proposed in the paper On Calibration of Modern Neural Networks, C. Guo et. al., ICML, 2017. In Temperature Calibration, a classifier's non-probabilistic outputs, i.e., logits, are scaled by a trainable parameter called Temperature. The softmax is applied to the rescaled @@ -179,14 +184,20 @@ def __init__(self, epochs=1000): def _fit_temperature_scaling(self, x_train, y_train, x_val=None, y_val=None): """ - Train the model. If validation data is given, then training stops when the - validation accuracy starts increasing. - Args: - x_train: The training data that should be the classifier's non-probabilistic outputs. - y_train: The training data class labels as one hot encoded vectors - x_val: The validation data that should be the classifier's non-probabilistic outputs. - y_val: The validation data class labels as one hot encoded vectors + Train the calibration model using Temperature Scaling. + + If validation data is given, then training stops when the validation accuracy starts increasing. + Args: + x_train: The training data that should be a classifier's non-probabilistic outputs. + It should have shape (N, C) where N is the number of samples and C is the number of classes. + y_train: The training data class labels. It should have shape (N, C) where N is the number of + samples and C is the number of classes and the class labels are one-hot encoded. + x_val: The validation data used for early stopping. It should have shape (M, C) + where M is the number of validation samples and C is the number of classes and the class labels are one-hot + encoded. + y_val: The validation data class labels. It should have shape (M, C) where M is the + number of validation samples and C is the number of classes and the class labels are one-hot encoded. """ with tf.variable_scope(tf.get_variable_scope(), reuse=tf.AUTO_REUSE): x = tf.placeholder( @@ -232,12 +243,12 @@ def _fit_temperature_scaling(self, x_train, y_train, x_val=None, y_val=None): def _fit_platt_scaling(self, x_train, y_train): """ - + Helper method for calibration of a binary classifier using Platt Scaling. Args: - x_train: - y_train: - - Returns: + x_train: The training data that should be a classifier's non-probabilistic outputs. It should + have shape (N,) where N is the number of training samples. + y_train: The training data class labels. It should have shape (N,) where N is the + number of training samples. """ @@ -247,14 +258,27 @@ def _fit_platt_scaling(self, x_train, y_train): def fit(self, x_train, y_train, x_val=None, y_val=None): """ - Train the model. For temperature scaling of a multi-class classifier, If validation data is given, then + Train the calibration model. + + For temperature scaling of a multi-class classifier, If validation data is given, then training stops when the validation accuracy starts increasing. Validation data are ignored for Platt scaling - Args: - x_train: The training data that should be the classifier's non-probabilistic outputs. - y_train: The training data class labels as one hot encoded vectors - x_val: The validation data that should be the classifier's non-probabilistic outputs. - y_val: The validation data class labels as one hot encoded vectors + Args: + x_train: The training data that should be a classifier's non-probabilistic outputs. For + calibrating a binary classifier it should have shape (N,) where N is the number of training samples. + For calibrating a multi-class classifier, it should have shape (N, C) where N is the number of samples + and C is the number of classes. + y_train: The training data class labels. For + calibrating a binary classifier it should have shape (N,) where N is the number of training samples. + For calibrating a multi-class classifier, it should have shape (N, C) where N is the number of samples + and C is the number of classes and the class labels are one-hot encoded. + x_val: The validation data used only for calibrating multi-class classification + models. It should have shape (M, C) where M is the number of validation samples and C is the number of + classes and the class labels are one-hot encoded. + that should be the classifier's non-probabilistic outputs. + y_val: The validation data class labels used only for calibrating multi-class + classification models. It should have shape (M, C) where M is the number of validation samples and C + is the number of classes and the class labels are one-hot encoded. """ if not isinstance(x_train, np.ndarray) or not isinstance(y_train, np.ndarray): raise ValueError("x_train and y_train must be numpy arrays") @@ -340,7 +364,7 @@ def predict(self, x): class IsotonicCalibration(object): """ - A class for applying Isotonic Calibration to the outputs of a multi-class classifier. + A class for applying Isotonic Calibration to the outputs of a binary or multi-class classifier. """ def __init__(self): @@ -349,10 +373,14 @@ def __init__(self): def fit(self, x_train, y_train): """ - Train the model using the provided data. + Train a calibration model using the provided data. + Args: - x_train: The training data that should be the classifier's probabilistic outputs - y_train: The training class labels as one hot encoded vectors. + x_train: The training data that should be the classifier's probabilistic outputs. It should + have shape NxC where N is the number of training samples and C is the number of classes. + y_train: The training class labels. For binary problems y_train has shape (N,) + when N is the number of samples. For multi-class classification, y_train has shape (N,C) where + C is the number of classes and y_train is using one-hot encoding. """ if not isinstance(x_train, np.ndarray) or not isinstance(y_train, np.ndarray): @@ -366,7 +394,7 @@ def fit(self, x_train, y_train): if self.n_classes == 1: self.regressors.append(IsotonicRegression(out_of_bounds="clip")) - self.regressors[-1].fit(X=x_train, y=y_train) + self.regressors[-1].fit(X=x_train[:, 0], y=y_train) else: for n in range(self.n_classes): self.regressors.append(IsotonicRegression(out_of_bounds="clip")) @@ -374,13 +402,17 @@ def fit(self, x_train, y_train): def predict(self, x): """ - This method calibrates the classifier's output using the trained regressors. The - probabilities for each class are first scaled using the corresponding regression model - and then normalized to sum to 1. + This method calibrates the given data assumed the output of a classification model. + + For multi-class classification, the probabilities for each class are first scaled using the corresponding + isotonic regression model and then normalized to sum to 1. + Args: - x: The classifier's probabilistic outputs to calibrate. + x: The values to calibrate. It should have shape (N, C) where N is the number of samples + and C is the number of classes. - Returns: The calibrated probabilities. + Returns: The calibrated probabilities. It has shape (N, C) where N is the number of samples and + C is the number of classes. """ if not isinstance(x, np.ndarray): raise ValueError( From de9b3e32f0f3449fd423b67de77d6d2ee4731915 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Thu, 7 Feb 2019 09:32:46 +1100 Subject: [PATCH 081/116] Updated to use predict method instead of transform method because the latter was renamed to the former. --- ...libration-pubmed-node-classification.ipynb | 536 +++++++++--------- 1 file changed, 269 insertions(+), 267 deletions(-) diff --git a/demos/calibration/calibration-pubmed-node-classification.ipynb b/demos/calibration/calibration-pubmed-node-classification.ipynb index 592f3c351..02eda327e 100644 --- a/demos/calibration/calibration-pubmed-node-classification.ipynb +++ b/demos/calibration/calibration-pubmed-node-classification.ipynb @@ -883,124 +883,124 @@ " \n", " \n", " \n", - " 8840823\n", + " 17466512\n", " 3\n", - " 0.024200\n", " 0.000000\n", - " 0.0\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.000000\n", " 0.0\n", + " 0.000000\n", + " 0.000000\n", " 0.0\n", " ...\n", " 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\n", 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -2151,8 +2151,8 @@ "text": [ "\n", "Test Set Metrics:\n", - "\tloss: 0.3248\n", - "\tcategorical_accuracy: 0.8799\n" + "\tloss: 0.3255\n", + "\tcategorical_accuracy: 0.8757\n" ] } ], @@ -2257,34 +2257,34 @@ " \n", " \n", " \n", - " 7729603\n", - " 0.000924\n", - " 0.008521\n", - " 0.990556\n", + " 8816980\n", + " 0.004174\n", + " 0.992969\n", + " 0.002856\n", " \n", " \n", - " 2186054\n", - " 0.004871\n", - " 0.017344\n", - " 0.977785\n", + " 17054272\n", + " 0.000804\n", + " 0.013824\n", + " 0.985372\n", " \n", " \n", - " 14685005\n", - " 0.165319\n", - " 0.693837\n", - " 0.140843\n", + " 6571875\n", + " 0.954250\n", + " 0.032951\n", + " 0.012799\n", " \n", " \n", - " 2123890\n", - " 0.018488\n", - " 0.016726\n", - " 0.964785\n", + " 17876371\n", + " 0.785978\n", + " 0.036042\n", + " 0.177980\n", " \n", " \n", - " 12786684\n", - " 0.001944\n", - " 0.019085\n", - " 0.978971\n", + " 16567818\n", + " 0.004519\n", + " 0.760670\n", + " 0.234811\n", " \n", " \n", "\n", @@ -2293,11 +2293,11 @@ "text/plain": [ " label=1 label=2 label=3\n", "pid \n", - "7729603 0.000924 0.008521 0.990556\n", - "2186054 0.004871 0.017344 0.977785\n", - "14685005 0.165319 0.693837 0.140843\n", - "2123890 0.018488 0.016726 0.964785\n", - "12786684 0.001944 0.019085 0.978971" + "8816980 0.004174 0.992969 0.002856\n", + "17054272 0.000804 0.013824 0.985372\n", + "6571875 0.954250 0.032951 0.012799\n", + "17876371 0.785978 0.036042 0.177980\n", + "16567818 0.004519 0.760670 0.234811" ] }, "execution_count": 41, @@ -2362,10 +2362,10 @@ { "data": { "text/plain": [ - "((array([0.00914547, 0.18709677, 0.23255814, 0.36111111, 0.36 ,\n", - " 0.42372881, 0.48333333, 0.58064516, 0.67647059, 0.94522293]),\n", - " array([0.00717242, 0.14083494, 0.24453432, 0.35217909, 0.44485712,\n", - " 0.54612449, 0.64692451, 0.75212612, 0.85412093, 0.98034926])),\n", + "((array([0.01346894, 0.28930818, 0.38157895, 0.46774194, 0.32352941,\n", + " 0.66666667, 0.64 , 0.71014493, 0.8125 , 0.97014925]),\n", + " array([0.00726883, 0.14379937, 0.24876289, 0.35514922, 0.44978891,\n", + " 0.55065802, 0.65018628, 0.75861204, 0.85724959, 0.96809438])),\n", " tuple)" ] }, @@ -2407,7 +2407,7 @@ { "data": { "text/plain": [ - "[0.018996185009140194, 0.0255678978791432, 0.021891380189733113]" + "[0.01711741577578336, 0.027878891193868077, 0.029364284099032016]" ] }, "execution_count": 46, @@ -2436,9 +2436,9 @@ "output_type": "stream", "text": [ "\n", - "[0.00914547 0.18709677 0.23255814 0.36111111 0.36 0.42372881\n", - " 0.48333333 0.58064516 0.67647059 0.94522293] [0.00717242 0.14083494 0.24453432 0.35217909 0.44485712 0.54612449\n", - " 0.64692451 0.75212612 0.85412093 0.98034926]\n" + "[0.01346894 0.28930818 0.38157895 0.46774194 0.32352941 0.66666667\n", + " 0.64 0.71014493 0.8125 0.97014925] [0.00726883 0.14379937 0.24876289 0.35514922 0.44978891 0.55065802\n", + " 0.65018628 0.75861204 0.85724959 0.96809438]\n" ] } ], @@ -2457,7 +2457,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2608,7 +2608,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 57, @@ -2632,16 +2632,6 @@ "text": [ "Using Early Stopping based on performance evaluated on given validation set.\n" ] - }, - { - "data": { - "text/plain": [ - "1.1774732" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -2658,7 +2648,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -2684,9 +2674,21 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(4930, 3)" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "test_predictions_calibrated_temperature = calibration_model_temperature.transform(x=test_score_predictions)\n" + "test_predictions_calibrated_temperature = calibration_model_temperature.predict(x=test_score_predictions)\n", + "test_predictions_calibrated_temperature.shape" ] }, { @@ -2732,7 +2734,7 @@ { "data": { "text/plain": [ - "[0.015940617910650483, 0.01658560443957433, 0.012661978566098825]" + "[0.01394502629084609, 0.014080679289691714, 0.01661438066922788]" ] }, "execution_count": 63, @@ -2753,7 +2755,7 @@ "outputs": [ { "data": { - "image/png": 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ek+qxofbTIANxrfUNVaRr4P/qqDlCCCGEEKI2WK0MmH8xh/OOUVBUgFfLCLTW7E7ejdYOdLBoxmtn7sEZr9vW1ndr7a5BBuJCCCGEEKIRy9jPF0sf5P29S1jnpMgrzMPRwZG2zduilKJl05Y4Ozqz9UBS1WWdxyQQF0IIIYQQtc5yMhO2f4fjli+55OBPLFdWANxxJ8QvBB8Pn5K8Lk4upa49qn0JrtPW1g0JxIUQQgghRK3Iyc9i2oJ/8cPeX9hvyed93LglsD3DIweRlZtIz1b9WZ22usLrI/PnlTw/UAftrWsSiAshhBBCCLtatWkuYxb9myPWQjSABn8HR1I7j2dhu8v5O2EhlqOHWH90fX03tV5JIC6EEEIIIWpkQ+oGHl56P8F5Wcx3CaFDyjqOUkgzBycuDe3GDZc8ztpjG1m0fynzV6+hpW9LHuz+IFe1vopLv7y0vptfbyQQF0IIIYQQZ23xnsVM++0JtqdtId9qAQUBGgjpg99lM0ltM5AlR+NZsGcBj6yZiruTO8MihzEqahSdgzujlKKw2Iqbgy/51qwzyrcWe9V9p+qYBOJCCCGEEKJa5m2Zx7jYcXB4C+M/H06mLsZFQw/lxLhmPblj2KssJ5+FCQtZtvRDinUxnYM783TfpxkaORRPZ8+SsnYdzmbyl/9wNPUxxnQP58mr2zPwlWWk5xSeUW+Ql8sZ5xoDZSzJ3fjFxcXp+Pj4+m6GEEIIIcR5o9BSyIw/Z/Dh3x9yKCcVDfzq05ZBWal8rSyokA6MvnQ6SaHtWLjve77b+x1pJ9MIcAvg6lZXMzJqJK39Wpcq02LVfLByH6/8tBtvNydmjoplaIfQ+ulgLVFKbdBax1WVT0bEhRBCCCHEGR7++WFeXv2ycaDBHxiEExHOXnD5y1zV/mp+PbqBW/d8w7q163BQDvRr1o/Hej7GJeGX4OzofEaZSRknefCrTazbn8GQ9k14flQsQV6udduxBkQCcSGEEEKIC9z+zP1M/mkyv+77le5Nu7PsslmMzUjkUxRXayemeDQlqutN0Hkc2x2tPLtnAYt/GE12YTbhXuHc2/Verml9DaGe5Y9sa635Mj6JZ77fjlKKl8d0Ykz3cJRSddzThkUCcSGEEEKIC9TAjwfyV/JfFFgKSs65JK+D9wcS5+TGoQ43Q+dxZIV1Y97BpSxcO42dGTtxdXRlcIvBjGozirjQOByUQ4V1pGXn89g3W/htZxp9WgXy8rWdCPf3qIPeNXwSiAshhBBCXCAW7VzEJ5s/4euxXwPwZ+KfaG0l2sGF260O3K2d8GjWF7rcgLX9cNYd38WCPQv4bc0jFFoLaRfQjid6PcHlLS/H19W3yvqWbDnE4wu3kFtoYdpV7bmlbyQODhf2KLgtuwXiSqk2gK/WeoN57AY8AXQEftJav2OvuoQQQgghRNUsFgtvb3ibOWvmsP/4fqza2FZ+/5avablvGZsdAmlXnIeDVyR0vh46X89hN0++TfiWbxffQEpOCt4u3oyOHs2oqFG0DWhbrXqz8op4atE2Fv6dQmyYL7PHdiaqiXct9vT8ZM8R8beALcAG8/hZ4H5gO/CGUkpprd+2Y31CCCGEEKKMQkshFosFdxd3ur/fnU1HNgHgqBzo5R7M47jR8ptbwdmTDh1GQ5cbKArvxR8pf7Lg75f5K+UvNJpeob24r+t9DGoxCFfH6t9QuXJPOlO+3kRadgH3D4rinoFtcHaseOrKhcyegXhn4D8Ayph5fxPwqNZ6llLqaeAOQAJxIYQQQgg7y8jL4KGfHuLbXd+SmZ/JiJgRLLx+IQ/F3cN/V85kpksgfdN2w8lCaNkLOo+DdleTcPIwCxIW8MPaqWQWZNLEowm3d7qdEW1G0Ny7+Vm1Ia/QwotLd/LxXwdoFezJgrv60rm5Xy31uHGwZyDuBxwzn3cFAoCvzOPfgQfsWJcQQgghxAVvb8ZeOr/Tmdyi3JJzbk5udHRwgQV3MH7HIsYXnYQAPxg4FTpdT46HP0sPLGXhr3ewOX0zTg5OXNr8Uka2GUnfZn1xdHA863b8k3ScyV/8w770XG7pF8kjw9ri5nz25Vxo7BmIpwGtgZXAEGCf1jrRTPMELHasSwghhBDigrMmaQ1TfplCTlEOf9/xN5G+keQV5+Ht4s3Vzfsx278DTXYtge1LwdUXOo2FzuPQ4T34++g/LNj6Lj8f/Jm84jxa+7bmobiHuLr11QS4BZxTewqLrbz5+x7eWraXJt6uzLutF33bBNm5142XPQPxRcBMpVQ74FbgfZu0jsA+O9YlhBBCCHFBWLhjIdOXTWf70e1YtDGuqTBWHnEszKZw6Ls4bpkPCX+BWgOtB8Flz0DMFaQX57Jo7yIWfvcsB04cwMPJgytaXsHIqJF0CupUo3W8dx8xtqjfmnKC0d3CmX5Ne3zcztzER1TMnoH4Yxgj38OBJcBzNmmjgN/sWJcQQgghRKN0aqWTid0n4uLowm2LbiMjPwOForlPc27veiuPh/aEr26GnYtxtBRASHsYMgM6jaXYM4iVKStZsOIRlicvx6ItdA3pyr87/puhkUPxcK7ZGt5Wq+bDVft56addeLk68c747gzr2Li2qK8rdgvEtdbZwC0VpPW2Vz1CCCGEEI1NoaWQaX9M45N/PuFw7mEAkk4k8eLgF/nPFf8hrziPm5v1gH/mQfxcyJkN7gHQ/WboMg6aduZgdiILd89n0d5FHM07SoBbABPaT2BE1Aha+baySzuTMk7y0FebWLs/g8HtjC3qg70v3C3qa8ruG/oopfyBXkAgsFhrnamUctZaF9m7LiGEEEKI892b697k3iX3lhw7OzjTObQzo9uOhtx0rsvNhH/mwuH7wcEJoodB5xsg6jLysPDLwV9Y8NMcNhzZgINy4OKwixkZNZL+4f1xdrDPVBGtNV/FJ/PMD9sBZIt6O1Faa/sVptTzwCTAFdBAD631RqXUz8ByrfWzdqvsLMXFxen4+Pj6ql4IIYQQgr0Ze7l/6f38ceAPwrzD2H3vbo7mHKXl6y3p07wPsy6bRafAtrDnJ/jnc+OntRiadjFGvjuOQXsEsO3YNhbsWcCS/UvIKcohwjuCkVEjuab1NYR4hNi1zUezC3hswWZ+3ZFG71YBvHJtZ9mivgpKqQ1a67iq8tlzZ81HMJYonAn8AqyySf4eGIexyY8QQgghxAVlyKdDWH5wOYWWQgCUhrBj++ApX4KBHBxh7zp4/zJwdoe8DPBqAr3vMtb8btKe4/nH+WHfDyxIWMCezD24OboxpMUQRkaNJK5JXK2MTi/deojHF24lp6BYtqivBfacmjIRmKG1fk4pVXbhyD1AGzvWJYQQQgjRYH217SveXPcmf97yJwArE1dSaCkkyCOI6ztcz8vrPsaNcnabLM6DmMuN0e9Wl2J1cGBN6hoW/PkQvyf+TpG1iA6BHZjWexqXt7wcb5fa2TY+K6+IpxdtY8HfKXQM8+HVsV1ki/paYM9APBz4q4K0QsDLjnUJIYQQQjQYFouF19a9xhtr3yAx6yBWjKm/vyyZzBCvMLa1u5EWRYU4njwGe1dDeUH4Kdd+RGpOKt9ueY9vE77lUO4hfF19GRszlpFtRhITEFOrfVmVkM6UrzZxJLuA+wZFca9sUV9r7BmIpwIdgD/KSYsFDtixLiGEEEKIumG1Ql4m5BwxH2mQm0ZRVio5Wcn4F57g7uQVvFeUCRq8gf44MhlXBq79AIBWrj7gFQKeIQzwsXDMJ+KMagKLLTyakcmCnyey5tAaAHo37c3k7pO5NOJSXB1rd3US2aK+7tkzEP8aeFIptR44dVekVkq1Bh4CPrBjXUIIIYQQ505rKDgBOUdLB9g5RyA37fTznDTIPWrcMAmcwMrrFDGXInZj5RpHdxY27ct9TXuSmr6ZJ1pfQe/mfYz53V5NwCsYPEPA5fTNjcf+F1tuk445OTIlJIimJw5wZ+c7GdFmBM28mtXJy/FP0nEmf/kP+47mcnNfY4t6dxfZor622TMQfwrohzE9Za95bj4QAawHnrdjXUIIIYQQZyrKswmq00oH2OZIdsnz4vwzr3dwMgJnr2AjkA6NBa8m5Lv5EfbHw2RYCkqyuju506TzBLjqHTpgrExRU+8eTqPXlH9wdKibILjIYuWN3xN4648EQrxdmXtbL/rJFvV1xp4b+uQqpfoD/wKGAsnAMeAl4BNZR1wIIYQQvBxlBMNleYbAlD3lX2MpMkalywbVZQPt3KPGKPcZFHgEnh6hjuhjTBM5NWrtGXz6ubs/ODiw/MByHv31UVLS1nHwgYO4Abl/PIyvqy9XtLmC2cNmE+pV9W6SJ4tOsu3YNramb2VL+ha2pm+tNH9fBx+ooyB8z5FsHjC3qB/VLYzpV3fA1122qK9Ldt3QR2tdDHxkPs6ZUmoY8BrgCPxXa/1CmfQI4H+An5nnUa314prUKYQQQog6UF4Qfur8qtfKD7DzMsq/xtX3dEDdtLP53CbANudk4xkEjlUHmN9s/4bpy6azM30nFm0pOZ9TmIOXixf5U8sZQbdRZC0iITOhJODekr6FfVn7sGorAGFeYXQO7syh3EMVF1LRhxE7OnOL+m4M69i01usVZ7LnOuJfYQTHS7S2efeefTmOwFvAEIxR9fVKqUVa6+022aYCX2qt31ZKtQcWA5Hn3HghhBBC1L9fngQnd/BuYgTQga2hRd/TQXVJkG0G2M5uNarOYrEwa80srm1/LS39W/Lor4+SkJmAQtHCtwV397ibB3s/iKPjmSPUWmuSc5LZcnRLSeC9I2MHBebUFT9XPzoGdWRIiyF0DOpIx6COBLgFALD0wNIatbsmkjONLerX7MtgcLsQnh/VSbaor0f2HBHvBCwC0pVS84FPtdbrz6GcnkCC1nofgFnWcMA2ENeAj/ncF2PFFiGEEEI0VIUnYeP/Ks/zWDK4eEEtbpueV5jHE388wdwtc0kzR+dXJK7g+xu+54NrPiA5O5lxsePOuC4jP4Ot6VtLTTE5XnAcAFdHV9oHtmdszFhig2LpGNSRcK+Kt38PdAvkWP6xcs/XFq01X21I5pnvjXDqpTGduFa2qK939pwjHqOU6oUxR/x64P+UUnuAT4DPtNaJ1SwqDEiyOU4GepXJ8xTws1LqXsATGFxeQUqpiRgbDRERceYyQUIIIYSoZfknIP4D+OtNOJleeV7X2t0w5pe9v3DZZ5eVHLs4uNC9aXeeuOgJAPpH9gcgrziPHcd2lJpikpKTAoCDcqC1X2sGRgykY1BHYoNiae3XGmeH6s+tXnbdMvt1qhqMLeq38OuOI/RqaWxR3zxAtqhvCOw9R3wtsFYpNQm4AhiPMY3kGaXUCq31pXaq6gbgY631LKVUH+BTpVRHrc1JWKfb8x7wHkBcXJy2U91CCCGEqMrJDFj3Hqx5G/KPQ+tB0P8h+OjyOql+x9EdPPDTAyw/uBwPZw/SH05nYORAAtwD6NmsJ7OHzqZdcDuKrcXsPb6Xb3Z/UxJ4JxxPKJkj3syzGR2DOnJ9zPV0DOpI+8D2eDifP0Hs0q2HeWLhFrILipl6ZTv+3a+lbFHfgNg1ED/FvGlzEbBIKTUE+BDoX83LU4DmNsfh5jlbtwLDzLpWK6XcgCCggjtAhBBCCFEnco7C6jdh/QdQmA0xV0L/ByGsu5HuGVLxqil2cOXcK/l1368UWgtLzvm6+gLg4ODA5rs3syV9Cz8e+JEX4l9gR8YO8orzAPBx8SE2KJYBzQcQGxRLh6AOBLmfn0v5ncgv4ulF2/lmYzIdw3yYL1vUN0i1EogrpVpgjIaPB6IxAuTXqnn5eiBKKdUSIwC/Hig7WSsRGAR8rJRqB7gBR+3QdCGEEEKcixOpsOp12PCxsT53x1Fw8YPQpEPpfHZeFWTelnm8uPJF1ty6BncXd9amrKXQWkgTzyaMaT+Gke1HsjtrN//32/+xNX0rGfnGCiwuDi60C2zH6KjRJVNMmns3bxRzpv9KSOehU1vUD2zDvYOiZIv6BkppbZ8ZG0opH2AsxhzxfkAB8B3GHPGfy04bqaKsK4A5GEsTfqi1fk4p9QwQr7VeZK6U8j7ghXHj5sNa658rKzMuLk7Hx8dXlkUIIYQQZyvzAKycA//MBasFOl8PFz2i/ZSRAAAgAElEQVQAQVG1Up3FYuGV1a/wn/X/IelEEhojjpnafyqjO4xmRdIKErMT2ZaxjaRs45YzhaK1X+uSgLtjUEei/KJwrsaShueT/CJji/qPVh2gVZAns6/rQhfZor5eKKU2aK3jqsxnx0A8D3AGlmME399orbPtUrgdSCAuhBBC2FH6HlgxGzZ/YWxA03U89Lsf/CPtXlVeYR6pOam0DmjNnT/cybsb3gXAxdGFZr7NaBHUgqyiLIq1sQ19qGdoScAdGxRL+8D2eDp72r1dDckmc4v6vbJFfYNQ3UDcnlNTngbmaq2TqswphBBCiPPT4a2wYhZsWwhObtDrDuh7L/g0O+uiBnwxoMJl/OZfOZ9JSyexZM8SThSeINQ7lCn9p5CtsgkPDMfLwwsnRye8nb2JCowiNii2JPgO9gi2R0/PC0UWK2/+nsCb5hb1n93ai4uizs957Rciu42IN3QyIi6EEELUQMoGWD4Ldv1orPXd83bo/X/GlvHnKPZ/seWeT05P5niOsUa3g3LA28MbPy8/AjwDaBvQttQUkxY+LXBQF+b854S0bB74YhNbUrIY1TWM6dfIFvUNRZ2MiCulxgFLtdYZ5vNKaa3n1aQ+IYQQQtSxg6th+cuw9zdw84MBj0HPieARYJfii4qLyM7LJq8gj7CgMMAIvv29/Gni04RhbYbRs2lPYoNiifaPxsXRxS71ns+sVs3Hfx3gxaU78XBx5O0bu3F5rGxRfz6q6dSUz4DewDrzeWU0IIG4EEII0dBpDfuWwfJX4OBK8AyGwU9B3K3g5lPFxVVbuGMhj//2OAdzDpJXYCwd6OLkgsVqwdHBkWaBzfjrhr/wdpHl9spKzjzJlK82s3rfMQa3C2HmqFhCvN3qu1niHNU0EI/i9C6YtXN7tBBCCCHqhtawe6kRgKfEg3dTGPYCdLsJXM59ExuLxcLzq57n0shL6RfRjzlr5rDz2E7cXNwI8QvBx8MHV2fXUksHShBemtaarzck8/T329Fa89LoTlwbJ1vUn+9qFIhrrfeW91wIIYQQ5xGrBXYsMuaAH9kCfhFw1avQ5UZwcj2nInMKc3j010f5YusXpOcZW9vHhsTy+djP8fX1JTosGhdnmWZSHek5BTy+YAs/bz9Cz5YBzJIt6hsNu62aopQqBPpprdeXk9YNWKO1lr84IYQQoqGwFMPWr41VUNJ3Q2AUjHgHYsfAOayxbbFYcHR0JDErkRZzWpScd3F0oVvTbnSP6M64H8fh7+rPqwNf5aX1L1W4aoow/LztMI8tkC3qGyt7Ll/oBFT0znACLsxbmoUQQoiGprgANn0OK181NuQJ6QBjPoL2w401wc/C5iObmfzTZFYlrUJrTf7UfCJ8I4j0i6RjSEdevexVErITeGndSyxPXc7YmLHc1+0+fFx8uKLVFbXTv0bgRH4Rz3y/na83JNOhmQ+fX9eFaNmivtGx9xb3Z6yFqJRyBS4DzvzIK4QQQoi6U5QHGz+BVa/BiRRo1g2GPg/Rw8Dh7MbLRn8xmkW7F1FsLS45F+geWDIqvv/+/SSdSOK5tc+xKnUV7QLa8dqlrxEbXP6SheK0v/amM+WrzRw+kc99A9twz8AoXJxkPLMxqunyhdOBJ81DDayp5KaBd2tSlxBCCCHOUUE2xH8If70JuWkQ0QeueQNaD4Rq3uz3wcYPePmvl1l43ULaBbdja9pWiq3FNPVqyk1dbuLpAU+XLC1YaCnkw60f8v7m93F2dObRno9yXcx1ODnYe/yvcckvsvDS0l18uGo/rYI8+frOPnSN8K/vZolaVNO/iOXATIwpKY8DHwMpZfIUANuB72pYlxBCCCHORt5xWPcerPkP5GVCq0uh/8cQ2a/KSy0WC8+ueJb3N75PanYq2vzSe+aKmXw66lM23LEBd0d3HB1LT2VZe2gtz655lgMnDnBZi8t4uMfDNPFsUhu9a1Q2Jx/ngS9ki/oLTU1XTfkD+ANAKaWBt7XWqfZomBBCCCHOUW66EXyvex8KTkD05dD/IQivfKO/nMIctqdtp2d4T97e8DZP/fkUAE4OTnQI7sD0S6Yzst1IALxcvEpdm56Xzqz4Wfyw7wfCvcJ5e/DbXBR2Ua10rzEpslh5648E3vhdtqi/ENntOyKt9TR7lSWEEEKIc3DiEKx+05iGUpQHHUbAxQ9CaMXzslOyUrj/p/v5ee/PZBdm4+XsRfbj2dzV/S5+3P0jTw94mp7hPSu83qqtfL37a+ZsnENecR4TO03k9tjbcXOSTWaqkpCWw4Nf/sOm5CxGdg3jKdmi/oJT0zni7wEztdYHzOeV0VrrO2pSnxBCCCHKcTwRVs6Bvz8DazHEXmsE4MHRlV4W/FJwyRrfAF7OXlwTcw0Ajo6OLBm/pNLrd2bsZMbqGWxO30yP0B5M7T2VVr6tat6fRs5q1fxv9QFeWCJb1F/oajoifjnwlvn8CspZNcVGZWlCCCGEOFvH9sKK2bB5PqCg643QbxIEtDwj6+I9i5n2xzS2H91OxpQM3F3c8XPzw6qtjGo3ileGvIKvu2+1qs0tyuWtf95i7o65+Ln6MfOimVzV6irZ5bEccc/+QnpOYblpg9qG8Pxo2aL+QlbTOeLNbZ6H17w5QgghhKjSke3GJjzbFoCjC/S4DfreC76l/yv+YfcPTP5pMnsz92LV1pLzixMWM7r9aPbct+esqtVa82vir7yw7gXSTqZxbfS13N/tfnxdqxfAX4gqCsIB/ntTnHx4ucDJOkJCCCHE+SL1b1j+Cuz8AVy8jOC7zz3gFQIYK508s/wZ2ge157rY6/hu53fsydiDg3KgjX8bJveezF097zqnqpOzk5m5diYrUlYQ7R/NrEtm0SWkiz171yhk5xdxIP0k+9Jz2J+eW2leCcKFPbe47w34a62XmMf+wOtAR+An4HGtbT6OCyGEEKJ6EtfC8pch4Rdw84VLHoFed4JHAFl5WUz5fiLf7PiGjLwMAEI9Q7ku9jpeGfIKw9sO56roq8656iJLEf/b/j/e2fQODsqBh+Ie4sZ2N17Qa4LnF1lIzDjJvqO57E/P5UC68XNfei7pOQUl+STOFlWx51/RSxhLGZ66s+NlYLh57j4gG3jOjvUJIYQQjZfWsH+5EYAfWAEegTDoSehxGxZnLxwdHSm0FOL3kl/JJa6OrvQO782sy2YB4OvuW6MgfP3h9Ty75ln2Ze1jcMRgHun5CKGeoTXu2vmg2GIl5Xge+9Jz2X80lwPHzGD7aC6pWXlomzvfgrxcaRXkyaC2IUQGedIyyJNWwZ5EBHjQdtrS+uuEaPDsGYi3wwjGUUo5A9cCD2itP1BKPQBMRAJxIYQQ4rSXo4ydLsty84WgGEheB16hMHQmG5p1ZvLvT7D2zycoshZhedKCi6ML3Zt2p4VvC14d9ioRvhF2aVZGfgaz4mexaO8imnk2482Bb3JJ80vsUnZDorXmyImCkmkktiPbSRknKbKcjra93ZxoFeRJj0h/IoPCjWA7yIvIIA+83WTJQXFu7BmIewFZ5vMe5vH35vEGwD7/OgghhBCNRXlBOEB+FmQfhitnMSHxdz7/dRLF1uKS5ED3QDLyMghwDyB+YrzdmmPVVhbuWcjsDbM5WXSSWzveyh2d78Ddyd1uddSHzNxCY2S7TLB9ID2XvCJLST5XJwdaBnkSHeLN0A6hZrDtSWSQJ4GeLuc0pzvIy6XcGzaDvFxq1CfRONgzEE8FYoEVGMsabtNan/oXxg/Is2NdQgghRKP0A0W8TiF3XTadkR3GkLL9c4qtxYR5h3Fr11t5sv+TZ2wrbw+7MnYxY80MNh3dRLeQbkzrPY02/m3sXk9tyS0oZn95wfaxXI6fLCrJ5+igiAjwIDLQgz6tAmkZfDrYburjhoODfSd2x08dYtfyRONiz0B8PvC8Uqo/cDXwjE1aN+Ds1kgSQgghGhOtIfMAJK6BpDXGT6AYK/+jiPcp4m+sFJpxoCX+bUZ2GMOS8Utwcay90dOTRSd5e9PbfLr9U7xdvJnRbwbDWw+v1RU9KlpbO8jLpdLAtaDYQpJ5k6TtnO396bmkZReUytvM143IIE+ujG1KS3PedssgT5oHeODs6GD3PglxLuwZiD8JFAK9gVnAbJu07sA3dqxLCCGEaNgsxXB4MySthcTVRuCdcwSAXGcv/glqST9gL5rbMILIAGCIduJBXOhx028AtRqE/574O8+ve57DuYcZHTWaSd0m4efmV/WFNVTR2trpOYVYrJpU8ybJstNIkjNPYrW5STLA04WWQZ70jw4uFWxHBnri7mL/bw2EsDe7BeJaawvwdAVpV9urHiGEEKJBKsiG5PVGwJ24BpLjochcR9o3gtSwbjx2fBffZewmqzgVp7Q0ivAgBkdm4MqNONOSuhmpTc1J5fm1z7MseRlt/NrwyeWf0DWka53UXZV205ZSaDm92rGniyMtgz3p3NyPEV3DaBnkQcsgL1oGeuLrITdJivOb3RcBVUq1BS7B+GCfAfyptd5p73qEEEKIenUi1RzpNke8j2wFbQXlAE06GtvNR/SG5r0J/6AXKbu/KLnU28WbK6KugP0bIDeNqbiWLtszpFaaXGQt4tPtn/LOpncAmNx9MuPbj8fZoe4C2mJL5VuK3NIv8vTodrAnwV6usvGNaLTsuaGPE/Bf4F+A7V+MVkp9AtxmjpoLIYQQ5xerFY7uOD3anbgGshKNNGcPCI+D/lOgeS++PXmE6ateZPuGOfwd9zcdfcOI9IskvzifsR3G8tKQl/By8arzLmw8spEZa2aQcDyBS5tfyqM9H6WZV7M6q/9wVj7z1ycyf11Spfkeu6JdHbVIiPpnzxHxacCNGDdpfgYcBkKB8cATwAEqmLoihBBCNChFeZCy0RjpTlprPPLNFXq9mhgj3b3vMn6GxvJ74gpuX3Q7+5dPRWNMYlYoft77Mx1DOrLy3yvrrSuZ+Zm8uuFVFiYsJNQzlNcufY2BEQPrpG6rVbN8z1Hmrk3k951pWKya/tHBHD6RXyf1C9HQ2TMQnwA8p7W2Dbb3Ak8r4zulm5BAXAghREOUm156NZPUf8BqLnkX3Bbaj4CIPhDRC/xbUmgtYtof0wg5mMeDYd3YdXQX+47vw0E5EOUfxcP9HubWbrfWa5e01nyb8C2zN8wmuzCbWzrcwp2d78TD2aPW6z6aXcCX8UnMX59IUkYegZ4uTOzfiht6RBAR6FHpqilCXEiUtt2jtSYFKVUAXKm1/rWctMHAj1pr1zOvrBtxcXE6Pt5+mx4IIYQ4T2kNx/aaQbe5msmxBCPN0QWadTNGuiN6Q/Ne4BEAQEZeBg/99BDf7vqWzPxMADydPcl5PAeA3/f/zsCWdTPSXJWEzARmrJnBxrSNdA3pytTeU4n2j67VOrXWrN53jLlrE/l522GKLJo+rQIZ1yuCoR1CcXGSJQPFhUMptUFrHVdVPnuOiB8C+gBnBOIYSxqmVrcgpdQw4DXAEfiv1vqFcvKMBZ4CNLBJaz3uHNoshBCisSsuNJYRPBV0J66Bk+lGmrs/NO8NXccbI95Nu4CzW8mlOYU5nJrNHfRSUMm0EzcnN/o178fsoadX6m0IQXhecR7vbnqX/237H54unjzd92lGtBmBg6q9IDgzt5BvNiYzb20i+9Jz8XV3ZkKfSG7oGUGbkLqfCy/E+cSegfg8YKpSqhiYixGYhwLXA1OBV6pTiFLKEXgLGAIkA+uVUou01ttt8kQBjwH9tNaZSqnaub1cCCHE+SfveOllBFPiodick+wfCVFDSlYzISgaHEoHqasSV/HIr4+wPnU9hZZCsh/LxsvFi8vbXI6XixezL5tNmG9Y3ferCn8m/cnMtTNJzU1leOvhTI6bTIBbQK3UpbVmw8FM5q5N5McthygsttK9hT+zB7bhitimuDnLGt5CVIc9A/HpQBvgOeBZm/MK+Apj9Lo6egIJWut9AEqp+cBwYLtNntuBt7TWmQBa67QatVwIIcT5SWvISjq9hGDSWjiyDdCgHKFpJ4j7tzHFJKI3eIdWWNQ9i+/hnfh3sNgs8BXkEcSB4wfoGNKRH2/8sQ46dPYO5x7mhXUv8Fvib7T2bc1HQz8iLrTKb8TPyYn8IhZuTGHe2kR2HcnGy9WJ63s0Z1yvCNqG+tRKnUI0Zvbc0KcIGKuU6gJcTOl1xDefRVFhgO3aRslArzJ5ogGUUqswpq88pbVeWrYgpdREYCJARETEWTRBCCFEvXo5CnLLGWPxDIHx35S+sfJEipHm4gXhPWDAY0bQHdYdXMufGmGxWHhj/Ru8vvZ1bu92O49d/BhWbcWqrTT3ac7E7hN5rN9jODo23JHdImsR83bM461/3kJrzf3d7uem9jfh7Gj/NcE3Jx9n7ppEFm1KJa/IQqdwX14YFcvVnZvh6Wr3LUmEuGDY82ZNPyDXDMhrUs4YYJjW+jbz+F9AL631PTZ5fgCKgLFAOLAciNVaH6+oXLlZUwghziNP+Vadx7uZeVOluZpJSAdwrDgoLLQUMvW3qXyy+ROO5B4pOR8bEsvmuzZjsVgadOBt65+0f5ixZga7M3dzcdjFPN7rccK9w+1aR25BMYs2pTJ37UG2ppzA3dmR4V2aMa5XBJ3C/exalxCNTZ3crKmUcgAeByYB/kCRUuo7YKLWOusci00Bmtsch5vnbCUDa82gf79SajcQBaw/xzqFEELUJasVco/CiWTISoGsZGNk+9TPyox63wjAfZtDFTsuZuRl8MOuH5jQZQI5hTm8vPplAJwdnOkS2oXnBj7HkNZDAM6LIDyrIIs5G+fw9e6vaeLRhFcHvMqgiEF23Xlyx6ETzF17kG//TiWnoJi2od7MGN6B4V3D8HGTLeWFsKeafp90B8YGPisxguBWwBggBzjXBVTXA1FKqZYYAfj1QNkVUb4FbgA+UkoFYUxV2XeO9QkhhLAnrSH/uBFgnwquSwLtFCP4PpEKljLrSDu5gU8YVHUjZKexlSbvTt/NAz89wLKDyzhZdBKACV0mEOAewJQ+U5jQZQIdQzrWpId1TmvN9/u+Z1b8LLIKspjQfgJ3d7kbT2dPu5SfX2Thh82HmLf2IBsTj+Pi5MBVnZpyY68IukX4yxbzQtSSmgbiE4EPT00jAVBK3Q28ppS681ymqWiti5VS9wA/Ycz//lBrvU0p9QwQr7VeZKZdppTaDliAKVrrYzXsixBCiOooPFl69DorxbhhsiTQToHCnNLXKEfwaWYE2mFx0D4MfMKNoNsnzBjd9gg4PcJdnakp5Yh+I5o9GXtKjn1cfbiyzZUl005euuylc+11vdl3fB/Prn2W9YfX0ymoE+8OeZe2AW3tUnZCWg7z1ibyzcZksvKKaBXsydQr2zGmezh+HrK5jhC1raaBeGvg4TLnPgfeBCKBPWUvqA6t9WJgcZlzT9o818Bk8yGEEMJeLEWQfcgcxU4pM3XEfJ6XceZ1niFGUB0UBa0H2gTY4cbDqwk42HfqxxdbvuDZFc+yI30HH4/4mPGdxtOtaTeO5x/nho438MKgF3B3cbdrnXUpvzif9za/x0fbPsLdyZ1pvacxJnpMjdcELyi28NO2I8xdc5C1+zNwdlQM7RDKjb1a0LtVgIx+C1GHahqIewFl54KfMH9617BsIYQQ9nRqXrZtUH3CHM0+9Tz7MFDmJn4339Oj12Fxp4PrU9NIfMLAyc4bJ3uGlLtqyg43H66Y05KDWQdLNtdRKDYf3gydYP6Y+fZtRx0Y8MUAjuWf+aWuAw5YsXJ1q6t5MO5BAt0Da1TPwWO5zFuXyNfxyRzLLaR5gDuPDGvLtXHhBHnV28bXQlzQ7LHmUKhSynZtQMcKzqO1TrRDfUII0bhVtnTflAq+aLSdl31GoH1qjnYqWMvMGHRyPx1Mtx5YJsA2g2/XehhXMfuZV5jHE388gVVbmTNsDtnJ6zjwQS8clSPRgdE8fvHjjO80vu7bZ0flBeEAVqx8cNkH9Gza85zLLrJY+W3HEeauTWTFnnQcHRSD24UwrlcLLm4ThIODjH4LUZ/sEYgvrOD89+Wca/i3pAshRH0rLwg/dX7vH2euMHJqGklRbun8Dk7GEn++Ycb62meMZIeXnpfdQBzNOcqknybx454fySowvnR1cnBizrA59AzvyaY7N9GpSad6bqV9ZBdmV5p+rkF4yvE8vliXyPz1SaRlF9DU140HBkdzXY/mhPq6nVOZQgj7q2kgfrtdWiGEEKJ6Ph1x+rlXEyOoDo6B1oPMQNtmJLsW5mXXlsM5hwn1Mna9DHs1jCJz5N7dyZ3+Lfrz6tBXS/Kej0G41pqUnBR2ZexiV+YudmbsZHfmblJyqliq8SxYrJo/d6cxd00if+xKQwMDooOZ2asFA2KCcXKs2dxyIYT91SgQ11p/YK+GCCGEANKruMf95h+N4Nunmf3nZdexZfuX8dhvj7Hx0EYKrYUlI93/6vQv8ovzmTN0DsFewfXdzLNWYCkg4XiCEXRnnA66c4qMlWQUihY+LYgNimVM9Bhe2/hajepLO5HPF+uTmL8+iZTjeQR5uXL3gDZc16M5zQM87NElIUQtkX1phRCiIUiOh5Wvws4fK88XeVHdtKcWTf9jOs+teA6LtpScC/EMIeOksRrLB8PPnzGe9Lx0dmfsLjXKvT9rf0nf3J3cifGP4cpWVxITEEOMfwxt/Nrg4Xw6QD6XQNxq1azam868tYn8sv0IxVbNRW2CeOLKdgxp3wRnGf0W4rwggbgQQtQXrWHPL7DqNTi4Etz8oP9DsPzl+m6Z3VgsFl5Z/Qpvx7/NoJaD+GD4B0T4RmDVViJ9I7mn5z1M6jWpwe9qabFaOHjiYEnAvSvTGO1Oz0svyRPqGUqMfwwDIwYS4x9D24C2hHuHV7ncYKBbYLk3bAa6nblKyrGcAr7ekMy8dYkcPHYSfw9n/n1RS27oGUHLIPts7iOEqDvKWJK78YuLi9Px8fH13QwhhDDW6t66wAjA07YZc7r7/B90mwCuXue2akoDYrFYmPzzZOZvnU/aydP9iPSNZP+k/fXYsurJLcpld+ZuI+A2p5ckHE8g35IPGDeOtvZtXTLC3TagLdH+0fi5+dml/rhnfyE9p/CM865ODmgNhRYrPSMDuLF3BEM7hOLm3LA/xAhxIVJKbdBax1WVT0bEhRCirhTmwsZPYPVbxtrdwe1gxDsQOwYcnU/nOw+C7bIO5xzmk02f8HA/Y4+319e9DoCLgwvdm3bnhcEv0D+yf3028Qxaaw7nHi41wr0rcxdJ2UkleXxdfWnr35ZrY66lbUBbYvxjaOXbCmfb35edlReEAxQUW7m5byQ39oogqols1SFEY1CjQFwp1R7Yq7UusFN7hBCi8ck9BuvehXXvQV4mRPSFK2dBmyHgcP7O5d2atpUHf3qQFYkryCvOA+CObnfg6+7LK0Ne4eroq4kOiq7nVhoKLYXsPb63VMC9M2NnqeUDW/i0oG1AW0a0GUGMfwwxATE08WhSpztNnsgvqjT9qWs61FFLhBB1oaYj4luAPsA6pdRuYIzWenPNmyWEEI1A5gFj9Hvjp1CcBzFXwkWToPm5b9DSUPR4vwfxqaen+/m5+XFN9DUlc70f7PtgfTWNzPzM0wF3xi52Zu5k//H9FOtiANwc3Yj2j2Zo5FDa+rclJiCGaP/oUjdQ1ml7cwv5ZfsRlmw9xMqE9KovEEI0GjUNxPMAd/N5G0B2CRBCiEObjfnf2xaCcoDO10Hf+yG4YYwOn63PNn/GcyueY/ex3dzf635mD53NsNbDSMpKYkKnCTw94GncXdyrLugsVLTte6BbIMuuWwYYN1AmZSexM3MnuzN2l0wxsZ2XHuIeQnRANJeEX1Iyyh3hHYFjPa+vfjS7gJ+3H2bJlsOs3ncMi1UT5ufOzX0jeX9Fw59HL4Swj5oG4tuBF5VSP5jHNyulBleQV2utn69hfUII0TBpDfuXw6o5sPd3cPGGPndD77uNNb/PM7vTdzP408Ekn0hGY9zUr1AczzsOwIyBM5gxcEat1V/Rtu/H8o/xzOpn2JW5iz2Ze0qmxDgqR1r6tqRnaM+SgDsmIIYAt4Baa+PZOpyVz9Kth1i89TDrD2SgNbQM8uSO/q24vGNTOob5oJSSQFyIC0hNA/FJwMfA04AG7qwkrwYkEBdCNC5WC+z43gjAU/82VjYZNB3i/g3uZ7eKRnVGgWtLXmEeD//6MGm5aXxx7Rc08WxC0okkHJUj7YPbM63/NMa0H0OxtZiTRScptBRSZC2iyFpU6rntcbG1mCJLEYVWM/3Uc0vpvMXW4jOurczS/UuJCYhhVNSokqC7tV9rXB0b3gZHSRknWbr1MIu3HuLvRONDTHQTL+4bGMXlsaHENPE+Yw56kJdLuTdsBnm51EmbhRB1xy7LFyqlnIECoD+wvqJ89XlTpyxfKISwq6J82PQ5/PUGZOyFgFbQ9z7ofAM4n9ssvdj/xVaY9uVVX1YY+JYEtmWC3iJr6cC3+P/Zu+/4qKr08eOfZya9QhIgtBBCqNKUCAiIICAgoiAqWNey6s+110VXXbuuKOqufteKfQUbRaWDWKiC9F4SIJBAGiE9mZnz++MOIYQkpAwp8Lxfr3ll5t5zzzk3N+WZM889x+U44djM/EzWHFjD/oz9HM07isu48PHyYViXYRQ6C8ktygWhuF6Hy1Hd71a5BMHH7oO3zRsfuw9eNi+8bd4VLv2+4aYNtXoDZVXtSclmzqZk5m5KZuOBTADOaRHCyK6RjOjanNimQXXcQ6XU6Var0xcaY4pE5HZgq86gopQ6o+UdgdUfwYp3rbm+W5wLV38KnUdDDfKOTzUocs2P11SrXh+bD952b+urzRuny0mwbzDedm8WbV/E0dyjiAjBfsG0atyKC1pfQFhAGN427+LHsUC5ZD3e9uP7Sz4vLlvWa/uJX31sPuXmalf0pqS+BeHGGHYezmb2xiTmbkpmW7I1E0vP1g5HhbMAACAASURBVI14fGQnRnZtTlS4LjWvlDqZx+YRN8Z8BCAijYA+QBiQDqwwxmR6qh2llKoTRw9aM6Cs+QQKs6HdEGsGlOgLoQaBYZ4jjznxc5i6bWqF5d4c/GZxUF1WkFtyNPnYa7vYEREW7F7AE4ufYEXyCopcRXw4+kNuO+82nl3yLHuP7OW14a8R5l9/cqkbAmMMmw8eZc6mJOZsSmZPSg4icH6bMJ6+rAsjukbSopFnb2BVSp15PLqgj4g8AzwG+ALH/jPlicirxphnPdmWUkrVipTtsPTfsGEaGBd0vdJKQWnevUbVJmQmMG37NGbunklWYRaxjWIrLD8kakiV23h71dvcP/d+XMZVvC0yMJImAU0A+Oegf1a5ztpSlWXfa4sxhnX7jzBnUzJzNiWxPz0Pu03oGxPGLf3bMvycZjQN1snDlFKV57FAXETuA54GPgW+AJKBSOAG4GkRSTPGvO2p9pRS6rTavwp+fxO2/wRe/hB3i7UMfePoalfpcDn4JfEXpm6byoqkFXjZvBjWZhgTOk7g3Kbn0v2z6gf3TqeTl35/iff/fJ9OEZ1YcOMCBrQeAEBMoxge6PsAf4v7W/E83/Xd6b45tbKcLsOavRnM2WSlnSRl5uNtF/rHRnDP4FiGdYkkLFBvolRKVY8nR8T/BrxtjLmvxLbNwCIRyQLuBjQQV0rVXy4X7JxvzYCybzn4N4aL/g6974DAiGpXm5qXync7vuObHd9wKPcQkYGR3HvuvVzZ/koi/I/XW51R4Htn38tXm74iLe/4cQUO61adns174nzaWe1+n60cThcr49PdwfchUrML8PGycVGHJjw6vCNDOjcj1P/0LXGvlDp7eGTWFAARKQBGGWMWlrFvGPCDMabOPrPTWVOUUuVyFMKmb60UlJStENoaLrgHzrsRfAKrVaUxhjWH1jBt+zQW7l2Iwzjo16If4zuOZ2CrgXjZqjcOciDzAG+seIPXhr8GgNdzXjiNE1+7L+e3OJ9JwybRt3XfatV9Nit0uFi6O5W5G5OZvyWZjNwi/L3tXNypKSO6RjK4U1OCfD2azamUOoPV6qwpbmlAF+CkQBzo7N6vlFL1R0E2/PmpdRPm0QPQ9BwY+76VB26v3ohnTlEOP+7+kanbp7LryC6CfYK5tvO1jO84njYhbapV57qkdTw8/2GWJS4j35EPwLXdrqVXi158MuYTLmh1Ae3C2lWr7rNZfpGT33amMmdjEgu2HiIr30GQrxdDOjdlZNfmXNShCf4+DSOVRynVMHkyEJ8BvCAiKcA0Y4xLRGzAOOA5rLxxpZSqe9kpsOo9WPUB5B+BNgNg9FsQO7TaM6DszNjJtO3T+GH3D+Q6cukc1pnn+j3HiLYj8Peq/uwZI78Yydzdc4tfN/ZrzNhOY4ltbN3ceUP3G6pd99kot9DBku0pzN6YxM/bDpNT6CTU35vh50RyabdI+sdG4OulwbdSqnZ4MhCfCPQEvgQ+EZFUIMLdxgrgcQ+2pZRSVZceby3As+5LcBRAp1Ew4EFodcpPD8tU5Cxi0b5FTN0+lTWH1uBj82FE2xFM6DiBrhFdqzzf9QdrPmDSsknsztjNJTGXMOeGOdzY40bWH1rPLT1v4Z+D/omPXW8MrKqs/CIWbzvMnI3JLNlxmPwiF+GBPlzesyUju0ZyQbtwvO22uu6mUuos5Ml5xI+KyADgcuBCjs8j/gvwozEl5s9SSqnadHAdLH0LtswAmxf0mGBNQRjRvlrVJeck8+2Ob/lu53ek5qXSKqgVD/d6mDGxY2jkV7Vl7dPz0un+3+4cyDq+kqRNbAR4WwvAXNftOq7rdl21+nk2O5JbyIIth5i7KZnfdqZS6HTRLMSX8XGtGdG1Ob3bhmG31a+FgZRSZx+P3nniDrZnuB9KKVV3jIE9S6wZUPYsAd8Q6Hcv9LkLQppXuTqXcbEyaSXTtk9jyf4luIyLga0GMr7jePq37I9NKjeimpmXyaMLH2V76nZ+ueUXQn1COZh1EC+bF+c0OYfnBj3H5Z0ur3L/FKRmFzB/8yHmbEpi+e40HC5Dy0b+3HRBG0Z2i+Tc1o2xafCtlKpH9BZwpdSZxeWELTOtEfCkdRDUDIY+A3G3gl9olavLLMhk1u5ZfL39axKOJtDYtzE3n3MzV3e8mpZBLStVx77MfTw490Hm75lPdmF28fZCZyE+dh8yHssg1L/qfVNw6Gg+c90L7KyKT8dlIDo8gNsHxjCyayTdWoZWOUVIKaVqiwbiSqkzQ1Gelfu97D+QkQDhsTD631YaipdvlavbkraFr7d/zU97fiLfmU+PJj14+cKXuaTNJZXK015zcA0dIzoS5BNE7w96cyjnEABB3kEMjRnKWyPfKq5Hg/CqSczIdQffyazZmwFA+6ZB3HNxe0Z2jaRTZLAG30qpBkEDcaVUw5aXAX98CCvfg5wUaNkLhj1v3Yhpq9rsFwXOAuYnzGfq9qlsSNmAv5c/o2JGMb7jeDqHdz7l8T/u+JGnfn6KTYc34XA5uPv8u3n70rd58eIXWZG4gteGvaZBdzUlpOYULy2/ITETgC7NQ3h4WAdGdosktmlwHfdQKaWqrl4G4iIyAngLsAMfGmNeKafcOOBb4HxjjK7Wo9SZalJ7yDl88nZvfxA7FGZD7DAY8AC06V/lKQgTsxL5esfXTN85nSMFR4gOiWZi74mMbjeaEJ+QUx4/a9ssxn49FleJe9JbBLWgX+t+ANx23m3cdt5tVerT2STuhQWkZheetL1xgDe39G/L7I1JbEvOAqBH60ZMHNmJkV0jaRNevcWWlFKqvqh3gbiI2IF3gGFAIvCHiMwyxmwpVS4YuB9YWfu9VErVqrKCcLDSUbpdA/3vh8iuVarS6XKy9OBSpm6byu8HfscmNga3HsyEThPoHdm73NSGQmchz//yPFPWTiHMP4yNf9vIxTEXYxMbMY1ieKTfI9wZd2dVz/CsVlYQDpCRW8QbC3cQ16YxT13WhRFdI2nZqPpzsiulVH1T7wJxoDewyxizB0BEpgJXAFtKlXse+BfwaO12TylVr4z7oErFM/IzmL5rOl9v/5oD2QeI8I/gzh53Mq79OCIDI8s97v459/PFhi9Iz08v3nbsxssgnyCKniqqXv8bMGMMBQ4X2QUOsvMd1lf385xCB1n5DnIKTtyeXeJ1jntbRVY+PoSmIX61dEZKKVW7PBaIi4g38BhwLRAFlP7LaYwxlbljqiWwv8TrRKBPqbbOA1obY34SkXIDcRG5A7gDICoqqhJNK6XqDZcL9i2HDVNrXJUxhg2pG5i2bRrzEuZR6Crk/MjzebDXg1wcdTHetpOXs4/PiOfpn5/m8ys/B+DDtR+SW5SLr92Xfq36MXn4ZHo271njvlWkvJSNiCAfVj85rNr1Fjic5BQ4TwiMcwocZB0Lot3Pc8oJnrPcgXZ2vgOHy5yyPREI8vEiyM+LIF8vAn29CPbzolmwH0F+Xny7JrHcYzUIV0qdyTw5Iv4qcB8wH5gNFHiw7mIiYgMmAzefqqwx5n3gfYC4uLhT/7dQStW91F1W8L1hGhzZB97VzwPOc+QxJ34OU7dNZWv6VgK9AxnXYRzXdLimeIn4klYlruKRBY+w6sAqCpzWn7ABUQO4M+5OZoyfQceIjkSF1t6b+vJSNlKzC1mdkF7mSPOxEegTR6OdZBcUFQffhc7Kra8W6GMnyM8dOPtagXR4YEBxQB3k63XC85Lljj0P9PUiwMde4SwmFQXiSil1JvNkIH4N8Iwx5vka1nMAaF3idSv3tmOCga7AEvcf9khglohcrjdsKtVA5abDpu+s4DvxDxAbxAyCi5+yZj95qUWVqkvITGDa9mnM3D2TrMIs2jduz1N9n2JUzCgCSwX2TqcTu93ObTNvY8q6KcXbw/3DuarLVVzf/XoAhrWr/gh0VRlj2J2SU2GZq95dXuZ2f297qeDYTstG/gT7BRPoayfI15sgX7s7iD723JtAXzvB7gA6yNeLQB8vXfxGKaVOM08G4kHAUg/U8wfQXkTaYgXgE4Di9Z2NMZlAxLHXIrIEeESDcKUaGEch7JwP67+CHfPAVQRNu1hTD3a7+sTVLwObln3DZmDT49W5HPyy/xembp/KiqQVeNm8GNZmGBM6TuDcpucWj8g6nU7+u+a/vLniTeKPxNMxvCNb7t7Cgxc8yLzd87j9vNt58sInsdurNvVhTRhj2Hk4m5V70lgRn87KPemkZlf8oeKnt/YmyJ3icTx4tuNlr9wKn/VJRJBPuSk4Sil1JvNkIP4TMABYXJNKjDEOEbkHmIc1feEUY8xmEXkOWG2MmVXzriql6oQxkLjaSj3Z9J01B3hgU+hzJ3QfD5Hdyp568NGd5VaZmpfKdzu+45sd33Ao9xCRgZHcd+59jG0/lgj/4vfsOJ1Oov8dTeLR42kQNrHROsT6AK5r064kPlQ7KRIul2HH4SxW7E5jZXw6q+LTScuxAtHIED/6x4bTNyacx7/fWG4dF3VoUit9rQ01yXdXSqmGzJOB+GTgCxFxYOWIp5cuYIzZV5mKjDGz3XWU3PZ0OWUHVbmnSqnalbEXNnxtjX6n7wYvP+h0mbXqZcxgsFftT5ExhjWH1jBt+zQW7l2Iwzjo16IfT/R5goGtBuJl8yI9L53bZt7GqgOr2Pi3jdjtdg5lH8LL5kWPZj148eIXGR47/DSd8IlcLsPW5KOs3JPOij1prEpI50iuNctKy0b+XNShCX1iwugbE05UWEDx6H1FgbhSSqmGz5OB+Cr31xewphYsS+191quUqlv5mbBlJqyfCnvdWWvRF8KAB6HLFeB36oVyBk0bRFp+2knb7WLHaZwE+wRzXefruKbjNbQJaUN8Rjzjpo1jUfwicoqO51jvy9xHVGgU2U9kV2p5+ppyugxbDh5lZXwaK/aksyo+jaPuafpah/kztHMz+rS1Au/WYQHl1qMpG0opdWbzZCB+B6Azkyh1NnMWwe7FVvC9fTY48iG8PVz8pJV60qhqM46UFYQDOI2T5/o9x4i2I1iftB4x1gjy6K9GszllMwAhPiFcEnsJb17yJi1DWwKctiDc4XSx+eBRVuyxUk3+SEgnyx14twkPYGTX5vSJCaNPTHiVFqTRlA2llDqziTFnR+wcFxdnVq/W+zmV8jhjIHmDFXxv/AZyUsA/DLpdBd0nQMvzqrzk/DHdPu1W5vZCRyG+hb5sSdmC0zgZGjOUBTcuYMHuBczcPpNXhr5CkE9QTc6qQkVOFxsPZBanmqzZm0F2gRV4x0QE0icmnL4xYfRpG05kqM6DrZRSZxsRWWOMiTtVudOysqaIdATCgHRjzPbT0YZSqo4dPejO+54KKVvB7gMdRlh537HDwKv6o88u42L6zuknbXe6nMQnx5NfmA+AILQOac31XY9PMXg6phksdLjYkHiElfHHA+/cQicAsU2DuKJnC/rGhNOnbZguQKOUUqrSPBqIi8jNwItYc3sf25YMPGGM+dSTbSml6kBBNmz70brpcs8vgIFWvWHUZDhnLASE1biJjSkbeWnlS2xM3UheQR5Hc48CEBkWid1mx9fbl9DAUF658BVuPvfmGrdXlgKHk/X7M92pJlbgnV9kLYLTsVkwV/VqRZ+24fRuG0aT4MosGKyUUkqdzJNL3F8LTAF+AZ4GkrEC8uuBKSKSb4yZ5qn2lFK1xOWE+F+tke+tP0BRDjRqAxc9ZuV9h7fzSDPp+em89edbfL7xc45kH+FIzhGMMQhCcEBwcbnWTazpBj0ZhOcXOVm774j75so01u47QoHDCrw7RQYz4fwo+saE0bttOGGBeqOkUkopz/DkiPjfga+MMdeX2v6RiHwJTAQ0EFeqoTi81Rr53vA1ZCWBb6iV993jWojqW+2879K2Ht7KrT/divExFDgLyM7OJiM7Az8vP5o1bkaAfwB224kTLoX7hdeozbxCJ3/uy7AW0NmTzrr9Ryh0uhCBLs1DuL5PG3fgHUajAA28lVJKnR6eDMQ7YgXjZfkcODnhUylVv2Qfho3fWgvuJK0HsUP7YTDiZegwErw9k/+8dN9SHlvwGGuS11DoKMRg6BXVi+/GfkdGbgaRgZHFM514Qk6BgzV7M1gZn8bKPemsTzxCkdNgE+jaMpS/9GtD35hw4qLDCPX39li7SimlVEU8GYhnA+X952zh3q+Uqm+K8qypBtdPhV2LwDiheU8Y8S/oOg6CPLOCY15hHv4+/rz828s8sfgJALzt3oQFhzEoahAfj/6YYN9gaFS5+uJeWFDuHNtLHh3M6oT04psrNyZm4nAZ7DahW8tQbh3Qlr5tw4mLbkywnwbeSiml6oYnA/F5wEsistUYs/zYRhE5H2uBnzkebEspVRMuF+xbbqWebJkJBUchpCX0v8+acrBppxo34XQ6eWvVW/xn1X/Ye2QvTQKbkPhQImEhYTRr1IyQgBDuPu9ubu9+OwHe5S9qU56ygvBj23s8Ox+ny+BlE3q0bsQdA2PoExNOrzaNCfI9LZNFKaWUUlXmyf9IjwG/Ar+LyF4gCetmzWhgD+WnrSilakvqLivtZMM0OLIPvAOtVS57TIDoAWDzzOK3MW/FEH8kvvi1TWy0Dm3NVbOuYk/mHsZ1Hcffz/87USHHF/hxuQw5hQ6yCxxk5TvIyi/iaL6D7Pzjr7Pyrf1H84sqbP9vg9rRp20457VpRICPBt5KKaXqJ4/9hzLGHBSRnsBfgQux5hFfB7wFTDHGaGqKUnUhNx02fWcF34l/gNggZhBc/BR0GgU+gTWqPiU7hQfmPcjPCT+z7KZt5BS5OJyTipd40zb0HEZE38HewnXsyV1G8tFsunk9SO6+rjy0I5Gs/ITiwDq7wMGp1hcTgSBfL0JOkU7y8CUda3ROSimlVG3QlTWVamAqyo0uXhLdUQA751t53zvmgasImnaxZjzpdjWENAfAGEOBw2UFwsUjz+7R54JSI9H5DrIKrOcHs+NZe/QNMl3rcZkCEMBAk/xnCaAXTpzYxeAT9hs+EYutLqUPxj93CCF+/gT7eRHs602QnxfBflZgHex+HuR7/Hmw34nPA33siHu2luiJP5X7PUp4ZZRnv+lKKaVUFdTpyppKqdOn/NzoAtYsnUfYru9pkTgH36JMcrzDWB8+jmXBQ9luosna7CBrzS6yC7YVB9lFzlO/GQ/wsePy2kywXxAtA7uyNe9NMlyrAPC1B9E1bDDXd3ySlo2aE+LnRULuGr5NeIdDeYkMbHExj5z/CG0btfbo90EppZRq6GoUiIvIDuAqY8wGEdkJVPQf3Rhj9PNipaprUnvIOUxCqRkE00wwnziGM9b+OzELksk33sx1nc905wCWFnTDv8iX4Cxvgv3yCPbzolmIH+18TxxxDvHzskani0ejra8L9nzP6ytfZnvadpzGSceAjsy4exs7Uj/j3TXv8uLgF/H38S/uy/6s/by66iWWJC4hOiSa9wa8R78W/U7LtyMiyKfcTwaUUkqphqCmI+IrgawSz8+OPBel6kLO4TI3h0sWD3t/y3JnF2z9H8LZaTS9QxozpFQqR1VkF2YT+kowLmOtLikIbULb8GDfBwHoENGBycMnF5fPc+QxZdMUpmycgpfNi4d6PcQNnW/A2376pgYsTsNRSimlGqgaBeLGmBtLPL+h5t1RSpVU5HQxd+MB5v/6O/+poFz//Lc4QBMShlU9NzqvMI/HFz/OVxu/Iqcoh+wnsgnyCSIiIIImAU144sInuK7bdWUea4xh8b7FvPrHqxzMOcilbS/loV4P0SywWZX7oZRSSp1tPJYjLiJPAB8bY5LK2BcJ3GqMeclT7Sl1RnIWQcp2chJWs3vDMkhaxxBXAqOloMLDDlD1RXf+vvDvvLf6PTILMou3+dh9ihfeOfTIoQqPj8+M55VVr7Ds4DLaN27PlAFTOD/y/Cr3QymllDpbefJmzeeBhVjzh5fW0r1fA3GljnEUwuEt1lLySesgaT2u5E3YnAUEAjHGj0TfWFLbTKBVl77YZt5VYXWnyo3emrKVB+c9yCtDXqFn857M3jGbzIJMArwDGBg1kMnDJ9O5SedTdju3KJf3NrzHZ1s+w9/uz8TeExnfcTxeNr33WymllKoKT/7nrCgRtRFQ9lQPSp0NivLh8GY4uO544H1oizWtIFDkHcQOiWFpwVC2S1tadO7H6IsH0Cky9HgdFQTi5U3Xtzh+MY8vepy1SWspcrflNE4W3LiAWdfOIsg7iCaVXMLeGMPchLm8tvo1DuceZkzsGB447wHC/cMr+U1QSimlVEk1nTVlIDCoxKa/isiIUsX8gdHAlpq0pVSDUZgLhzaVCLrXQ8pWcDms/X6NoEVPCs7/fyzLbcX7O0NYcSSYyNAAbhzahifPj6JxYBmj24FNy75hM7DpCS9TslNoEtSEH3f8yOivRhdvbxbYjBu63cDzg58HoG3jtpU+pZ0ZO3lp5UusPrSazmGdmTxoMj2a9Kj08UoppZQ6WU1HxAcD/3Q/N1irapbmwgrC769hW0rVPwVZkLzRCraPBd6p28E92wgB4dC8J3S4BJr3gOY9SXCE88nyvXy7IpHsAge92jTmP5dGM/ycSLzttvLbenRnmZudTiev/vYy765+l/1H9+Pn5UfuP3K5rMNl9IzsyY3db+T+3vdjt1d9+fqjhUf577r/8tW2rwjyCeLpC57mytgrsduqXpdSSimlTlTTQPw54AWstJRCYADWNIbFjDHOGrahVP2QnwlJG4rzuTm4DtJ2UTxrZ1CkFWx3ubw46CakBYhgjGHprjQ+nhnP4u2b8LIJl3VvwS39o+neqlG1u9T5nc5sS91W/Noudro161b8eu2da6tVr8u4+GH3D0xeM5mM/Ayu6XgN9/S8h0Z+1e+rUkoppU5U0+kLDeAEEBFvDbrVGSM3/YSbKElaD+l7ju8PaWkF2t2uhhY9rcA7OPKkavIKncxYd4CPl8az41A24YE+3Ds4lhv6tqFpiN9J5SuSnJ3MA3MfYP7u+cTfF0+ofyh5RXn42HyIaxHHq8NepX9U/5qeOVvStvDSypdYn7KeHk168N+h/6VLeJca16uUUkqpE3nyZs3rRaSNMeb50jtE5CkgwRjzuQfbU8ozclLdaSXrjgfeR/Yd398oygq0e15vBd/Ne8ApbnBMyszjs+V7+WrVPo7kFtGleQiTrurO6B4t8POufFrH1pSt3Df3Pn7f9zv5jvzi7R+v/5gH+j5AwgMJVT3bch3JP8J/1v6Hb3Z8Q2O/xrzQ/wVGtxuNTSpIl1FKKaVUtXkyEH8ImFLOvgzgQUADcVW3spJPzOdOWgdHDxzfHxYDLXtB3G3u9JIeEBBWqaqNMfy5L4MpSxOYuykZYwyXdInklv7R9G4bVukVLhfsXkCBs4DLOlzGe2veY+GehQA08mvEFR2uYPKIyYT5V65PleF0Oflu53f8e+2/yS7M5vrO1/O3nn8j2CfYY20opZRS6mSeDMRjgU3l7Nvs3q+U50xqX/4sIo/ssALs0kF39rFFagTCY6FNv+P53JHdwL/qOdCFDhc/bTzIx0sT2JCYSbCfF7f2j+amC6JpHRZQqTo+WfsJryx9hZ3pO3EZFxEBEaQ8msLLF7+Mr5cvzw9+Hh97xfOEV8f6lPW8tPIltqRtIa5ZHE/0eYL2jdt7vB2llFJKncyTgbgTiChnXwQVzzOuVNWVFYQf2z4pFnJTrddig4iOEDP4eD53ZDfwrdmIb2p2Af9buY/PV+wlJauAmCaBPH/FOVx5XisCfSv/q+X1nBdO9+0VgtC2UVseveBRAPx9/PnX0H/VqJ9lSctL480/32TGrhk0DWjKpIGTGB49vNKj9koppZSqOU8G4quAO4Cvy9h3J/CHB9tSqmIdRlgBd4ue0Owc8An0WNWbD2by8dIEZq0/SKHDxUUdmnDLVdEMbN8Em638QDa7MJuJCycybdM0jhQcIf+JfOx2O7FhsfjYffjnRf9kXJdxHutnWRwuB9O2T+Odte+Q58zj1q63cmf3OwnwrtzIvVJKKaU8x5OB+EvAAhFZCnwIHMBa2v6vQG9geGUrci8K9BZgBz40xrxSav9D7nodQApwqzFmrydOQjUAhbmwurzbEdzGvOPRJp0uw4ItyUxZmsCq+HT8ve2Mj2vNX/pFE9s0qMJjn13yLK8vf52swqzibT52H3Zn7KZDRAe23bOtgqM9Z3Xyal5a9RI7M3bSr0U/JvaeSNvQyi/qo5RSSinP8lggboz5WUTGA28AH5XYtR+4xhizuDL1iIgdeAcYBiQCf4jILGNMyZU51wJxxphcEbkLeBUY74nzUPVYUZ4VgP/+ZvlpKR6WmVfEtD/28emyvRw4kkfLRv48cWknxsdFERrgXeYxGw5t4KF5D3FX3F2M6zKOPw7+QVZhFoHegQxpO4TJwyfTLqxdrfQf4HDuYV5f/Tqz42fTIrAFbw5+k4tbX6xpKEoppVQd8+SIOMaY70Tke6ALEA6kAlvd841XVm9glzFmD4CITAWuwFqd81g7P5covwK4oaZ9V/VYUR6s+QR+f8O62bLtQBj0KXw88rQ1uTslm0+WJvDdn4nkFjrp3TaMpy7rzNDOzfAqY/XLebvm8cTiJ9hwaAMO91L2h7IPMa7LOD4b+xl27IT6h562/palyFnEF1u/4N317+JwObirx13c0vUW/L38a7UfSimllCqbRwNxKF7kZ3MNqmiJNYp+TCLQp4LytwFzatCeqq+K8ksE4MkQfSFcNQWiB1j7A5uWP2tKNbhchl93pvDx0gR+2ZGCj93G5T1bcHO/aLq2PDmI3p2+m3Zh7YjPiGfElyOKtzcPas5fev6FZwc9C+DRqQYra9nBZby88mUSjiYwqPUgHjv/MVoHt671fiillFKqfB4PxEXkHKAjcNKygcaY/3m4rRuAOOCicvbfgXUDKVFRUZ5sWp1ORfnw52fw+2TISoI2/WHch9D26K462AAAIABJREFUwhPLPbrTI83lFDj4/s9EPlmWwO6UHJoE+/Lg0A5c1yeKJsG+xeWcTicv/PYCH/z5AQeyDmAXO46nHbRt3JYhbYcwptMY7up1F3Z75Rfs8bSD2QeZ9MckFu5bSFRwFO8MeYeBrQbWWX+UUkopVT6PBeIiEgr8ABxbY/tYAmrJtJTKBOIHgJJDd63c20q3NxT4B3CRMaagrIqMMe8D7wPExcVVJT1G1QVHgRWA/zYZsg5CVD+48n1rJPw05DMnZuTy2fK9TF21j6P5Drq3CuWN8T0Y1a0FPl4npp/0er8Xfyb9Wfzay+ZF92bdcTqd2O12Ft600OP9q4oCZwGfbPqEDzd+iIhw/3n3c1OXm07L3ONKKaWU8gxPjoi/CEQCFwM/A1cDmcCtwPnAdZWs5w+gvYi0xQrAJ5Q+VkTOBd4DRhhjaueuPXX6OApg7edWAH70ALTuC2P/C20v8ngAboxhVXw6Hy9NYP6WZESEEV0jubV/NOdFNUZE2Je5j4fmPcT83fNZeONCerfqjZfNC1+7L31a9mHSsEn0btXbo/2qrEHTBpGWn3bSdhs2XLgYHj2cR+IeITIwsg56p5RSSqmq8GQgPgJ4Afjd/TrBGLMGWCgi7wN3AzefqhJjjENE7gHmYU1fOMUYs1lEngNWG2NmAZOAIOAb98wP+4wxl3vwXFRtcBTCui/g19fhaCK07gNXvAMxg8oMwMsLQsP9wlkyfkmFTeUXOflh/UE+WZbA5oNHCfX35o6B7bjpgja0aOTPjtQdDPn0KpYlLqPAefwDli83fknvVr1Z+deVNTxZzyjr/AFcuPjwkg/p07yi2ymUUkopVZ94MhBvgTXbiVNE8oGSyxZ+A0ytbEXGmNnA7FLbni7xfGgN+6rqkqMQ1n0Jv70OmfuhVW+44j/WypcVjICXF4Sm5aeRU5SDy7hwGRfGGFxYz1Oy8vn2z/3MWLuf9JxCoiP8eXRUK4Z2acLyxF/5YvMsruxyJbN3zebnvT8jCGH+YQxpN4QH+jxAgE8Aaw+vLbNuY4z1FVPhfhclnlei/An7S5WtiAbhSimlVMPiyUD8ENDI/Xwv1kwnS9yv26FL3CtnEaz7H/z6GmTug5ZxMPpNaDekxikoff/Xt+ICLayPUA4UFvD8n0d59Pej5BXmERIQwue7PgegXYt2+Hn7ISJszd7KnYvurFGflFJKKaUq4slA/Hes4PtH4EvgWRGJwlr98lbgJw+2pRoSZxGs/wp+nQRH9kHLXnDZGxB76gC80FnIz/t/ZsauGRWWyz80CowAgk1suAz42O30ahNG/3ZNaBrsz/XfXE9eUR5g3WwZ3TiaMV3GMDJ2JDaxISLYsB1/LjZslHguNoQSz8sof6r9Va2vZHlB6P5Zd09dFaWUUkrVMU8G4s9hzQEO1kqXTbBWu/THmuf7Hg+2pRoCZxFsmGYF4BkJ0OJcuPR1aD/slAH49vTtTN81nR/3/EhmQSbNAppVWL4o/fjUhk6yadtuBpvS5/PFlgzevCyVMP8w4prHkV2YzXODn+OyDpd54gyVUkopparNk0vc7wR2up8XAve7H+ps43SUCMDjoXlPuO5raH9JhQF4ZkEms+NnM33ndLamb8Xb5s2QqCGMiR1D3+Z96fl5zwqbzbRPJ9P7Swz5JB60tvnafVlzcA3D2g3j11t+9eRZ1olwv/Byb1hVSimlVMPikUBcRHywVsC8zRjzgyfqVA2Q0wEbv4ZfXnUH4D3g2qnQYUS5AbjT5WRl0kqm75rO4n2LKXQV0jmsM4/3fpxRMaMI9T2+omWYXzjpJYJQh9NBVl4WPjbrvmCnpGPIR/BjbKdLeWPEG0SFnlkLOZ1qdhillFJKNRweCcSNMYVizSOY74n6VAPjdMCmb60APH03RHaHCV9Bx5HlBuD7s/Yzc9dMZu6eSXJOMiE+IVzV4SrGxI6hc3jn4nL5RU6WbE/hp41JpGydSErRUnL8/kc+ezHGCQI2VxitgVDHjYQ6xmMniO/Gj6qlk1dKKaWUqh5P5ojPAsYBCzxYp6rPXE7Y+C38+iqk7YJm3WD8l9BpVJkBeJ4jj4V7FzJj1wxWJa9CEPq17MfDcQ8zuPVgfO3WcvL5RU5+25nKTxsOMnfLQY4Ubqd5QFcu69aESVteKK7PZsIJLhpGsPNaAOz4ALqSpFJKKaUaBk8H4m+LyFRgBpDEicvbY4xp+Em6ygrAN30Pv/wL0nZCs64w/gvoOApsJy4Nb4xhY+pGpu+aztz4uWQXZdMqqBX3nnsvl7e7vHgFyAKHk0VbD/HThiTmbtnPAccX5PosxGFPB3/YO7EQXx9vEr+9lsFtB3N7r9uJe2EBqQWFJ3UvIkiDcaWUUkrVf3KqRUIqXZGIq9SmkhULYIwxdo80Vg1xcXFm9erVddX8mcHlhM3TrQA8dQc07QKDJkKn0ScF4Kl5qfy05yem75zO7szd+Nn9uCT6EsbEjqFXs17YxEahw8XSXan8uCGJ+VuSycp3kOL/OLlsLK7Hy+ZF92bd+eXmXwjyCartM1ZKKaWUqjIRWWOMiTtVOU+OiA/zYF2qPnG5YMt0WPIvSN0OTTrD1Z9C58tPCMAdLge/H/id6Tun82virziMgx5NevDMBc8wPHo4QT5BFDld/LojlZ82JPHD5nXsdf4fBfYNXNz8Yf496D7+u6ELP+zYSb9W/Xj9ktfp2bzimVKUUkoppRoqT05fuMhTdal6wuWCLTOsEfCUbdCkE1z1MXQZc0IAvufIHmbsmsGs3bNIy08j3C+cG7vcyJjYMcQ0isHhdLFsdxo/bdjDD5s3sNv5MoW2HSCO4p/A8LCdDO7YlMEdp9bRySqllFJK1a4aBeIicjGwyhiT7aH+qPrA5YKts6wA/PAWiOgIV01xB+BWdlF2YTbzEuYxfdd01qesxy52BrYayNjYsQxoNQAxdlbGp/PB4o1M3fgtGYV7aGm/nvNifNm6dwsA4f7hXHPONbw67FVNO1FKKaXUWaemI+ILgAuAVQAiYgOWYM0nvrOGdava5nLBth+sFJTDmyGiA4z7CM4ZCzY7xhjWJK9m+q7pLNi7gDxHHjGhMTwS9wijYkbR2DeclfFpPPX9Zr7c/AFJru9xyiEQg83HxponPsHP287QtR9zY/cbsdvr7JYBpZRSSqk6V9NAvPQcdQIMAIJrWK+qTS4XbP8JlrwChzZBeHu48kPoeiXY7CTnJDNr9yxm7JrB/qz9BHoHMipmFGNjx9IlrCur92YweXYi87euIzW7gH1+V2EkH2xgExvtwzowsf9E/LytwPvmc2+u2/NVSimllKoHPHmzpmpojIFtP8Evr0DyRgiPhSs/gK7jKDROft63kOm7prP84HJcxkXvyN7c1eMuLm49hM0H8vliyVY+2jKCDLMMQw5jW33Ec31GMmXLaPYejeeli19iWDu9h1cppZRSqiwaiJ+NjIHtc2DJy5C8AcJiYOx70PUqtmXuYsbqSfy450cyCzKJDIzk9m63c3nMFaQcCeSH9Unc97+n2Ot8B0OB9RmIgJ/djyt7+3Bpt+Zc2u3ruj5DpZRSSql6zxOBeEsRiXE/t5fYdqR0QWPMHg+0p6rLGNgx1wrAk9ZD47Yw5l0yO1zCT3vnMWP2dWxN34q3zZshUUMYEzsGX0dH3ls2l8dnjYSiKJpzLzHNI0hILSDYJ4SRsSOYfMlkWoa2rOuzU0oppZRqUGq0oI97EZ/SFUgZ2wDQBX3qiDGwc74VgB9cC42jcV74CCubRDN9zywW7VtEkauIzmGdGRs7lta+/Xl76bfM2vM2eWYv4AKBAK9gkh9OI9jPm7zCPPx9/Ov6zJRSSiml6p3aWtDnlhoer04nY2DnAncA/ic0asP+ES8yw9vJrD2fkbwxmVDfUK7ucDWdAwfz/fq1vD2zGQeObGSv38PutBOhZXAr7j7/bzzW77HimU40CFdKKaWUqhmPLXFf351VI+LGwK5FVgB+YDV5jaJY2O1Sphcd5o9Dq7GJjQuaX0CPxkP4cvWPrDr0A0UmA4BrWs3hqp7nsOTQ6/RpeR439bypjk9GKaWUUqphqeyIuAbiZxJjYPciWPIKJvEPNoZFMT26O3Ozd5NdlEPr4Nb0bzaSoszzeHvNY6Q5lxVPQGkXb3pG9mTm+Oma762UUkopVQO1lZqi6gNjYM/P8PPLpB5czY9NWjKj07nsLkjDL2sHnUPPY8XutcxLWMxvf9pp6mpHi4jOZOX8Sf/WA/j3pW/QtWnXuj4LpZRSSqmzigbiDZkxsGcJRUte5ve0DUxvHMFvbaJw4KKdTwSZyYfYnLme1WZ18ch3m2YZ/HLLEMKDLgU+rNPuK6WUUkqdzTQQr+8mtYecwydv92vEnqaxzMjaxayQYNKaNcFuvHDmBRKRfy9rttpJ9LsaBIJ9wrm227W8OfxVvclSKaWUUqqe0EC8visVhGeLMC8wgOnBvqyzHaIwwIcjGamkZafiMk4wcGXTV3jxilZ4BUxnfNfRxTOdKKWUUkqp+kMD8QbAAKv9fJkRFMi8AH/ybTZii4rYm3SQ7MIMq4DYaB4Qyz8ufJy7+w5wHxldd51WSimllFIV0kC8jg2aNoi0/LSTtof7hTP1sqnMCg3huyB/tjsKyco5Qmb6Pl63B3FfEXQMvAyH3xYmDX2Zcd1G1EHvlVJKKaVUdWkgXsfKCsKPbR80dRBJjqNkJR3g2DSTrY0Q5SpC8GbHo1/WZleVUkoppZQH2eq6A+o4h9NBelY6mTmZABSm9yUn9ygdXfCs8SHTBLGPYMbiXcc9VUoppZRSNaUj4rUs7oUFpGYXFr/2iS0gKzeLo7lHyS3IBSAkIITQwFAe6/0Uty3/Fe+yRs0Dm9ZWl5VSSiml1GlQLwNxERkBvAXYgQ+NMa+U2u8LfAb0AtKA8caYhNruZ3Ucys4j176IYOclABxMO0hOfg5+3n40bdSUkIAQfL19Afh/F7WDi/bUZXeVUkoppdRpUu8CcRGxA+8Aw4BE4A8RmWWM2VKi2G1AhjEmVkQmAP8Cxtd+bysnrzCPiYsm8tWmr0jxSwHAyxmJP92JDIvELnZ8vH3quJdKKaWUUqo21btAHOgN7DLG7AEQkanAFUDJQPwK4Bn382+Bt0VEzLE7GuuRO364gw/+/KDEFi98XLHYCQPA19YEm1f2SceF+4XXUg+VUkoppVRdqI+BeEtgf4nXiUCf8soYYxwikgmEA6klC4nIHcAdAFFRUaervxUaGTuSLzd+yaA2g3hj+Btc8trOE/bn7Hyy+HnCK6Nqu3tKKaWUUqqO1MdA3GOMMe8D7wPExcXVyWj52M5jyemcU2LLznLLKqWUUkqps0d9nL7wANC6xOtW7m1llhERLyAU66bNei8iqOxc8PK2K6WUUkqpM1N9HBH/A2gvIm2xAu4JwHWlyswC/gIsB64CFtfH/PCyrH5yWF13QSmllFJK1QP1LhB353zfA8zDmr5wijFms4g8B6w2xswCPgI+F5FdQDpWsK6UUkoppVSDUe8CcQBjzGxgdqltT5d4ng9cXdv9UkoppZRSylPqY464UkoppZRSZzwNxJVSSimllKoDGogrpZRSSilVBzQQV0oppZRSqg5IA5n1r8ZEJAXYW0fNR1Bq1U91RtLrfObTa3x20Ot8dtDrfOary2vcxhjT5FSFzppAvC6JyGpjTFxd90OdXnqdz3x6jc8Oep3PDnqdz3wN4RpraopSSimllFJ1QANxpZRSSiml6oAG4rXj/brugKoVep3PfHqNzw56nc8Oep3PfPX+GmuOuFJKKaWUUnVAR8SVUkoppZSqAxqIe5CIjBCR7SKyS0QmlrHfV0SmufevFJHo2u+lqolKXOOHRGSLiGwQkUUi0qYu+qlq5lTXuUS5cSJiRKRe35WvylaZ6ywi17h/pzeLyP9qu4+qZirxNztKRH4WkbXuv9uX1kU/Vc2IyBQROSwim8rZLyLyb/fPwQYROa+2+1geDcQ9RETswDvASKALcK2IdClV7DYgwxgTC7wB/Kt2e6lqopLXeC0QZ4zpDnwLvFq7vVQ1VcnrjIgEA/cDK2u3h8oTKnOdRaQ98DjQ3xhzDvBArXdUVVslf5efBL42xpwLTAD+r3Z7qTzkE2BEBftHAu3djzuA/9ZCnypFA3HP6Q3sMsbsMcYUAlOBK0qVuQL41P38W2CIiEgt9lHVzCmvsTHmZ2NMrvvlCqBVLfdR1VxlfpcBnsd6M51fm51THlOZ63w78I4xJgPAGHO4lvuoaqYy19gAIe7nocDBWuyf8hBjzK9AegVFrgA+M5YVQCMRaV47vauYBuKe0xLYX+J1ontbmWWMMQ4gEwivld4pT6jMNS7pNmDOae2ROh1OeZ3dH2u2Nsb8VJsdUx5Vmd/nDkAHEVkqIitEpKIRN1X/VOYaPwPcICKJwGzg3trpmqplVf3/XWu86roDSp2JROQGIA64qK77ojxLRGzAZODmOu6KOv28sD7KHoT16davItLNGHOkTnulPOla4BNjzOsicgHwuYh0Nca46rpj6uygI+KecwBoXeJ1K/e2MsuIiBfWx2BptdI75QmVucaIyFDgH8DlxpiCWuqb8pxTXedgoCuwREQSgL7ALL1hs8GpzO9zIjDLGFNkjIkHdmAF5qphqMw1vg34GsAYsxzwAyJqpXeqNlXq/3dd0EDcc/4A2otIWxHxwbrpY1apMrOAv7ifXwUsNjqRe0NyymssIucC72EF4ZpP2jBVeJ2NMZnGmAhjTLQxJhrrXoDLjTGr66a7qpoq8zd7BtZoOCISgZWqsqc2O6lqpDLXeB8wBEBEOmMF4im12ktVG2YBN7lnT+kLZBpjkuq6U6CpKR5jjHGIyD3APMAOTDHGbBaR54DVxphZwEdYH3vtwrqpYELd9VhVVSWv8SQgCPjGfR/uPmPM5XXWaVVllbzOqoGr5HWeB1wiIlsAJ/CoMUY/xWwgKnmNHwY+EJEHsW7cvFkHyBoeEfkK601zhDvf/5+AN4Ax5l2s/P9LgV1ALnBL3fT0ZLqyplJKKaWUUnVAU1OUUkoppZSqAxqIK6WUUkopVQc0EFdKKaWUUqoOaCCulFJKKaVUHdBAXCmllFJKqTqggbhSqsETkZtFxLgfHcrYf1GJ/UProo+nUuocjIhkich6EbnHvQDY6W7/GRExpbYZEXmmivU8ICJXerRzVr0JIvLJKdo1ItK7gjK/iUi8uOcWrWS7f3XX26qKXVZKqVPSQFwpdSbJAm4sY/tf3PsagquBC4BxwCrgP8DTddSXC4APq3jMA4DHA/FK+B/goOzrj4i0BfoDn+k80Uqp+kIDcaXUmeR74IaSI54i4o+1ku13ddarqllnjFlhjJlvjLkdWALcX15h90pxPqejI+5+JJ6Ouj3NvZLtHGCCiHiXUeQmQIDParVjSilVAQ3ElVJnks+BNsCAEtvGYv2tKzMQd6etLHKnguSIyDwR6VqqzCUiMltEkkQkV0Q2icjDImIvVS5BRL4QkQkistVd32oRGUD1/QGEiEjTUm3cKiLbgEJglHtfgIj8y51+Uej++g8ROeFvvYic607TyBeRAyLyFFaQWvp7c1Jqioj0EJHpIpImInkisl1EHj/WN6zv//UlUmw+KXXsLBHJcB+7VEQuLKPd+93nme/+/p1UphyfAhHAyDL23QgsNcbsdrfhLyJvichm93VKcvetY0UNiIiX+7yeLLU91r39hlLbB4vIYhHJdj/miEiXSp6PUuoMp0vcK6XOJHuBX7GCrt/c224CpgPZpQuLyChgJvATcCyA+jvwm4h0N8bsd2+LARZhpYnkA3HAM0ATYGKpai8EOgJPucs+D/woItHGmCPVOKe2WMurl+z/YKAn8CxwGEhw55HPA7q429wI9HX3IwxrKW9EJAJYDCRjpewUAI8CUafqiDv/egnWMtEPAolAe6C7u8hYrKWk12N9fwBS3Meeh3VN1gK3Yy0z/f+AhSLSzxizxl3uNuBN4BNgGhALfAUEn6p/wA9AOtb1n1Wi3/2AdsC/SpT1dz+ec38vwoG7geUi0sk9wl4jInIF1qc0M4HrsN4QTuT4z9eBmrahlGrgjDH60Ic+9NGgH8DNgMEK2m4FMgA/oDlW3vAwYJC7zNASx+0CFpWqKwRIBd4spy3BGsT4h7sdW4l9Ce5tjUtsi3O3e10lz6Gju/7GwJ1YQfiMUm3kApGljr/RffzAUtv/gTVq3tT9+kX369YlygS6z9mUOtYAz5R4/SuwHwio4DwSgC/K2L4I2Ar4lNhmd2+b4X5tc9c/t9Sx4919+aQSPwvvYL0BalRi27tAHhBawXF29/chF7i3xPa/uttu5X7t5X79ZKnjY93bbyjxc5IAzCtVrhHWm4XX6vr3Rh/60EfdPzQ1RSl1pvkG8AVGA9djjXYuKl1IRNpjjZJ+6U438HKPKucCy4GBJco2F5H3RGQvVhBbBLyAFVQ1LVX1cmNMRonXG91fTzni7LbNXX868H/Al1hvLkpaYYxJLrVtBNYnAstKnc98wBtrdBysGzBXmOOj/RhjcrBGk8slIgFYNzt+aYzJreS5HDvWH7gI69q4SvRNgIUc/163cj++LlXFd1hvqCrjU6zrf4277WPPZxpjMkv1a4KIrBKRTHf92Vij5BWmp1RSJ6w0ndI/X9nASkr8fCmlzl6amqKUOqMYY7JEZAbWCHE0VuDokpNnrDsWQH/kfpS2D8CdXz0LaIGVbrENa3R1DNZos1+p49JL9afA3XbpcuUZi5XykQXsNcbkl1EmqYxtTbECv6Jy6g13f20ObCpj/6FT9Ksx1oh1dW7eDMMacX7K/TiJ+/vcvKy+GGMcIpJWmYaMMavcufM3Ae9jvSFrjBWgl2xvLFbKy8dY1zUVcGGl91T2WlXk2M/Xp6XbdtvjgTaUUg2cBuJKqTPRZ1h53zbg2nLKHAvsHscalS2t0P21HVZ6yY3GmC+O7RSR0Z7p6kk2GWN2naJMWdPvpQHxuEeCy5Dg/poENCtjf1nbSsrAClRbnqJcWY64j32HcmYtcb9ZOvYG44S+uEeSw08+qlyfAi+LSAzWG7JkrE8GSpoAbDPGFH/aICJ+WJ9yVMSJ9Wan9Ew1pft37OfrMeDnMuopOEU7SqmzgAbiSqkz0QKs9IYjxpjN5ZTZjhWcnmOMeaWCugLcX4tHmt3T413vgX560lysucezjTHbKii3HHhURFofS08RkUCskeNyGWNyReR3rOkhnzPG5JVTtAArvaPksTki8hvQA/jTGOMq59hErBzxa4ApJbaPo2r/r77AyoV/AGsGlX8bY5ylygRwcrrLTZxiNjFjjBGR/UDXUrtGlXq9BetcuhhjJlWh70qps4gG4kqpM4476CpvJPxYGSMidwMzxZqH+2us9IRmQD9gnzFmMtbNhHuBF0Xk2Gjog6ez/9X0JXALsEhEXseaucQHa0T/cmCMO7f7DeBvwHz31ITHZk0pL7Au6RHgF6yZRV7HCpxjgJ7GmHvdZbYAF4rIZVgj0anGmATgIaybPeeJyEdYI/MRwHmA3Rgz0T0q/izwoYh8DEzFuglyInC0st8IY0yiiCwC7sHKQy8rNWQu8LaIvIY1//j57vKVaWcq8Hf3tI1/YOV7TyjVB5eI3AN87x5p/wZrlDwS6+drjzHmrcqek1LqzKQ3ayqlzlrGmNlYQVQg1gqS84BXsYKl5e4yhVj54MlYaRXvYAWUFY2i1zrz/9u7/yC7yvqO4+8vAdRKRCHUMkDY2IIFXKc4EWidQQqWX2lBR0plRBNkynRGqrZMh0htyQitUEYBGapFoYSOBQNlaixgRH4WBcoPGQIoToYECGD5aUgLUgLf/nFOnGVJ9p7L3nufvfe8XzM7e+85Z+9+kie7+eyzzzkn82XgEOAbwAlUlxH8FtUlCn9EvdQmM58GDqL6oWMp1Z/ne7x2Bnpzn+MOqhM2H6W6lOPVVCV+4rrxz1P9tmEZVUldUn/s3VRl9xngq1RLRc4Fxqn+Pjd+jgupZrIPpLrs33FUP1RNPAG2iaVUJfyezFy5if1fB75EdVnB71L93S2g2R1YT68//jNUlyfcjWo2/TUycznVSapvozoPYQXVv5tfpzphU1LLRaZ3+pUkSZIGzRlxSZIkqQCLuCRJklSARVySJEkqwCIuSZIkFWARlyRJkgqwiEuSJEkFWMQlSZKkAizikiRJUgEWcUmSJKkAi7gkSZJUgEVckiRJKsAiLkmSJBVgEZckSZIKsIhLkiRJBVjEJUmSpAIs4pIkSVIBFnFJkiSpAIu4JEmSVIBFXJIkSSrAIi5JkiQVYBGXJEmSCrCIS5IkSQVYxCVJkqQCLOKSJElSARZxSZIkqQCLuCRJklSARVySJEkqwCIuSZIkFWARlyRJkgqwiEuSJEkFWMQlSZKkAizikiRJUgEWcUmSJKkAi7gkSZJUgEVckiRJKsAiLkmSJBVgEZckSZIKsIhLkiRJBVjEJUmSpAIs4pIkSVIBFnFJkiSpAIu4JEmSVIBFXJIkSSrAIi5JkiQVYBGXJEmSCrCIS5IkSQVYxCVJkqQCLOKSJElSARZxSZIkqQCLuCRJklSARVySJEkqwCIuSZIkFWARlyRJkgrYsnSAQZkzZ06OjY2VjiFJkqQRd9dddz2dmTt0Oq41RXxsbIw777yzdAxJkiSNuIh4uMlxrSnipYwtvqp0hGLWnLGgdARJkqQZyzXikiRJUgHOiA9Im2aH2/xbAEmSpKacEZckSZIKsIhLkiRJBVjEJUmSpAIs4pIkSVIBjYt4ROwfEdtsZt82EbF/72JJkiRJo62bGfEbgD03s+/d9X5JkiRJDXRTxGOKfW8CXplmFkmSJKk1pryOeESMAe+asGn+JpanvAX4FPBIT5NJkiRJI6zTDX0WAqcCWb+dx2tnxrN+vgH4dD8CSpIkSaOoUxG/GLiRqmzI7Zl4AAAMgElEQVRfT1W2H5h0zEvAzzLz2V6HkyRJkkbVlEU8Mx8GHgaIiN8H7s7M9YMIJkmSJI2yTjPiv5KZN/UziCRJktQm3VxHfOuIODUifhoRL0TEK5PeNvQzqCRJkjRKGs+IA2dRrRG/BriSam24Opi9x2IAxpcuLpxkcGbvsfHRgpIxJEmSZrRuivhRwKmZ+Xf9CiNJkiS1RTdFfBvg1n4FGXUrV7fnMuvj8+aWjiBJkjTjdXNnze8C+/criCRJktQm3cyInwdcEhGvAlcDr7tueGY+1KtgI2fJutIJBmfpeOkEkiRJM143RXzjspQlVHfb3JRZ00ojSZIktUQ3RfxTVLe0f8MiYhfgEuCd9WtdkJnnRsR2wLeBMWANcHRmPhcRAZwLHA68ACzKzLvr11oIfKF+6dMzc+l0skmSJEmD1M0NfS7uwefbAJyUmXdHxGzgroi4FlgEXJeZZ0TEYmAxcDJwGLBb/bYv8DVg37q4nwrMpyr0d0XE8sx8rgcZJUmSpL7r5mTNacvMJzbOaGfmeuAnwE7AkcDGGe2lwIfrx0cCl2TlNuDtEbEjcAhwbWY+W5fva4FDB/hHkSRJkqal8Yx4RFzU4ZDMzOO7eL0xYG/gduCdmflEvevnVEtXoCrpj074sLX1ts1tlyRJkoZCN2vED+T1a8S3A2YDv6jfGomIbYB/Az6Xmc9XS8ErmZkRMa216BM+zwnACQBz53pta0mSJM0cjZemZOZYZs6b9LYtcADVLPZHm7xORGxFVcK/lZlX1pv/u15yQv3+yXr7Y8AuEz5853rb5rZPznxBZs7PzPk77LBD0z+qJEmS1HfTXiOemTcDZ1NdZ3xK9VVQLgR+kplfmbBrObCwfrwQ+M6E7Z+Myn7AunoJywrg4Ih4R0S8Azi43iZJkiQNhW6WpkzlIar13p18APgEsDIi7qm3nQKcASyLiOOBh4Gj631XU126cBXV5QuPA8jMZyPiNOCO+rgvZubrbjAkSZIkzVTTLuIRsSXV5QfXdjo2M28BYjO7D9rE8Ql8ejOvdRHQ6QRSSZIkaUbq5qop129i89bA7sD2wJ/1KpQkSZI06rqZEd+C1181ZT1wJXBZZt7Yq1CSJEnSqOvmzpoH9DGHJEmS1CoDvbOmJEmSpEpXRTwixiPiioh4KiI21O+XRcR4vwJKkiRJo6ibkzXfD9wEvEh1fe+fA78B/BGwICL2z8y7+pJSkiRJb9j40nbOma5cuLJ0hCl1c7Lml4D7gIMyc/3GjRExG/hBvf/g3saTJEmSRlM3RXw/4BMTSzhAZq6PiDOBpT1NJkmSpJ5aufqR0hEGYnze3NIRGummiE++dGG3+yVJklTSknWlEwzGkCzF6eZkzduBU+qlKL8SEW8FTgZu62UwSZIkaZR1MyN+CnAj8HBE/AfwBNXJmocDbwU+2PN0kiRJ0ojq5oY+/xUR+wF/CxwCbAc8C9wAnJaZM/u0VEmSJGkGmbKIR8QWwAJgdWbel5n3AkdNOmYcGAMs4pIkSVJDndaIHwtcCvzvFMesBy6NiGN6lkqSJEkacU2K+D9n5urNHZCZa4ALgYU9zCVJkiSNtE5rxN8HnNfgdX4AfHz6cSRJktQvY4uvKh1hIGbvUTpBM51mxGcDzzV4nefqYyVJkiQ10GlG/GlgV+CWDsfNrY+VJEnSDLXmjAWlIwzE+NLFpSM00mlG/Baarf1eROeyLkmSJKnWqYifAxwUEWdHxNaTd0bEVhFxDnAgcHY/AkqSJEmjaMqlKZl5a0ScBHwZ+HhEfB94uN69K/AHwPbASZnpLe4lSZKkhjreWTMzz4mIu4GTgY8Ab6l3vUh1y/szMvM/+5ZQkiRJGkGNbnGfmTcDN9d32pxTb34mM1/pWzINvyXblk4weEvWlU4gSZKGRKMivlFmvgo82acskiRJfTe+dLx0BAnosohLXWnT7HAbZ/8lSdK0WMTVN62acZg3F4CVbSvkbfphSxpRrfpePcnK1Y+UjqCWG+oiHhGHAucCs4BvZuYZhSOp5cbrQt4aLf4PXNLwG/vlv5aOMHBrSgfQawxtEY+IWcD5VJdQXAvcERHLM/OBssm0cuHK0hEGrs0zSpJGQxtnh8dKB1DrDW0RB/YBVmXmQwARcRlwJGAR18C18YePthlbfFXpCFJfjZUOUEBbbveumWuYi/hOwKMTnq8F9p14QEScAJxQP/2fiHhwQNkmmxOL4ulCn1uDMwdwnEebY9wOjnM7zIkzHecRV7J/7drkoGEu4h1l5gXABaVzRMSdmTm/dA71l+M8+hzjdnCc28FxHn3DMMZblA4wDY8Bu0x4vnO9TZIkSZrxhrmI3wHsFhHzImJr4GPA8sKZJEmSpEaGdmlKZm6IiBOBFVSXL7woM+8vHGtzii+P0UA4zqPPMW4Hx7kdHOfRN+PHODKzdAZJkiSpdYZ5aYokSZI0tCzikiRJUgEW8R6KiEMj4sGIWBURizex/00R8e16/+0RMTb4lJqOBmP8lxHxQETcGxHXRUSj64hqZuk0zhOO+2hEZETM6MtjadOajHNEHF1/Td8fEe27H/qQa/A9e25E3BARP66/bx9eIqemJyIuiognI+K+zeyPiPhq/e/g3oh436Azbo5FvEciYhZwPnAYsCdwTETsOemw44HnMvO3gLOBMwebUtPRcIx/DMzPzPcCVwD/MNiUmq6G40xEzAY+C9w+2ITqhSbjHBG7AZ8HPpCZewGfG3hQvWENv5a/ACzLzL2prr72j4NNqR65GDh0iv2HAbvVbycAXxtApkYs4r2zD7AqMx/KzP8DLgOOnHTMkcDS+vEVwEEREQPMqOnpOMaZeUNmvlA/vY3q+vYaLk2+lgFOo/ph+peDDKeeaTLOfwqcn5nPAWTmkwPOqOlpMsYJvK1+vC3w+ADzqUcy82bg2SkOORK4JCu3AW+PiB0Hk25qFvHe2Ql4dMLztfW2TR6TmRuAdcD2A0mnXmgyxhMdD1zT10Tqh47jXP9ac5fMvGqQwdRTTb6edwd2j4gfRsRtETHVjJtmniZjvAQ4NiLWAlcDfz6YaBqwbv//HpihvY64NJNFxLHAfOCDpbOotyJiC+ArwKLCUdR/W1L9KvsAqt9u3RwR45n5i6Kp1EvHABdn5pcj4neBf4mI92Tmq6WDqR2cEe+dx4BdJjzfud62yWMiYkuqX4M9M5B06oUmY0xEfAj4a+CIzHxpQNnUO53GeTbwHuDGiFgD7Acs94TNodPk63ktsDwzX87M1cDPqIq5hkOTMT4eWAaQmbcCbwbmDCSdBqnR/98lWMR75w5gt4iYFxFbU530sXzSMcuBhfXjo4Dr0zsqDZOOYxwRewP/RFXCXU86nKYc58xcl5lzMnMsM8eozgU4IjPvLBNXb1CT79n/TjUbTkTMoVqq8tAgQ2pamozxI8BBABGxB1URf2qgKTUIy4FP1ldP2Q9Yl5lPlA4FLk3pmczcEBEnAiuAWcBFmXl/RHwRuDMzlwMXUv3aaxXVSQUfK5dY3Wo4xmcB2wCX1+fhPpKZRxQLra41HGcNuYbjvAI4OCIeAF4B/ioz/S3mkGg4xicB34iIv6A6cXORE2TDJyIupfqheU693v9UYCuAzPw61fr/w4FVwAvAcWWSvp63uJckSZIKcGmKJEmSVIBFXJIkSSrAIi5JkiQVYBGXJEmSCrCIS5IkSQVYxCWpZSJiUUTkhLdXIuKxiFgWEe+ecNySiPDSWpLUJ15HXJLa64+p7h45C/hN4G+A6yJir8xcB3wT+F7BfJI00iziktRe92TmqvrxDyPiceBa4PeAazJzLVVRlyT1gUtTJEkbPV+/3wo2vTSlXspyekR8JiJWR8T6iLgpIvYaeFpJGnLOiEtSe82KiC2plqa8C/h74Engxg4fdyzwIPBZYGvgLOA7EfHbmbmhf3ElabRYxCWpvX466fnjwB9m5vObOniCl+vjXgaICIDLgX2AH/U6pCSNKpemSFJ7fQR4P1WB/jDwAHB1ROzR4eOu3VjCayvr93N7H1GSRpcz4pLUXvdNOFmTiPg+8CiwBPiTKT7u2UnPX6rfv7mn6SRpxDkjLkkCIDNfBB4C3ls6iyS1gUVckgRARPwa1fXEnyqdRZLawKUpktRevxMRc4AAdgROBLYDziuaSpJawiIuSe11+YTHTwH3AYdm5opCeSSpVSIzOx8lSZIkqadcIy5JkiQVYBGXJEmSCrCIS5IkSQVYxCVJkqQCLOKSJElSARZxSZIkqQCLuCRJklSARVySJEkq4P8BCwtwigE9QqwAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] @@ -2868,7 +2870,7 @@ } ], "source": [ - "test_pred_calibrated_isotonic = isotonic_calib.transform(test_pred)\n", + "test_pred_calibrated_isotonic = isotonic_calib.predict(test_pred)\n", "test_pred_calibrated_isotonic.shape" ] }, @@ -2915,7 +2917,7 @@ { "data": { "text/plain": [ - "[0.009605014588653454, 0.01019358213005807, 0.007727774458337264]" + "[0.010222018597607345, 0.012212982583408664, 0.013291318327224006]" ] }, "execution_count": 72, @@ -2934,7 +2936,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2965,9 +2967,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "ECE before calibration: 0.0190, 0.0256, 0.0219\n", - "ECE after Temperature Scaling: 0.0159, 0.0166, 0.0127\n", - "ECE after Isotonic Calibration: 0.0096, 0.0102, 0.0077\n" + "ECE before calibration: 0.0171, 0.0279, 0.0294\n", + "ECE after Temperature Scaling: 0.0139, 0.0141, 0.0166\n", + "ECE after Isotonic Calibration: 0.0102, 0.0122, 0.0133\n" ] } ], @@ -3034,9 +3036,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python (link-prediction)", + "display_name": "Python 3", "language": "python", - "name": "link-prediction" + "name": "python3" }, "language_info": { "codemirror_mode": { From a40521ee80d9863c496f9279de48c2b3d50fe164 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Thu, 7 Feb 2019 09:43:33 +1100 Subject: [PATCH 082/116] Fixed a bug in TemperatureCalibration for multi-class classification problems where the shape of the input array was incorrectly set to (-1,1) --- stellargraph/core/calibration.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index 65bd9bdbf..8ad9d940c 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -328,11 +328,13 @@ def plot_training_history(self): def predict(self, x): """ - This method calibrates the classifier's output using the learned temperature. It + This method calibrates the given data using the learned temperature. It scales each logit by the temperature, exponentiates the results, and finally normalizes the scaled values such that their sum is 1. Args: - x: The classifier's non-probabilistic outputs to calibrate. + x: The logits. For binary classification problems, it should have dimensionality (N,) where + N is the number of samples to calibrate. For multi-class problems, it should have dimensionality (N, C) + where C is the number of classes. Returns: The calibrated probabilities. @@ -349,8 +351,6 @@ def predict(self, x): ) ) x_ = x - if len(x) > 1: - x_ = x.reshape(-1, 1) if self.n_classes == 1: return self.lr.predict_proba(X=x)[:, 1].reshape(-1, 1) From 31d7677f220e65ea4eccb40ed9b9a308e4ad4ccf Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Thu, 7 Feb 2019 10:17:25 +1100 Subject: [PATCH 083/116] Updated tests and fixed a bug in IsotonicCalibration that failed to work on input for the binary classification case. --- stellargraph/core/calibration.py | 19 ++++++--- tests/core/test_calibration.py | 71 +++++++++++++++++++++++++------- 2 files changed, 69 insertions(+), 21 deletions(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index 8ad9d940c..4359fe27c 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -390,11 +390,14 @@ def fit(self, x_train, y_train): ) ) - self.n_classes = x_train.shape[1] + if len(x_train.shape) == 1: + self.n_classes = 1 + else: + self.n_classes = x_train.shape[1] if self.n_classes == 1: self.regressors.append(IsotonicRegression(out_of_bounds="clip")) - self.regressors[-1].fit(X=x_train[:, 0], y=y_train) + self.regressors[-1].fit(X=x_train, y=y_train) else: for n in range(self.n_classes): self.regressors.append(IsotonicRegression(out_of_bounds="clip")) @@ -408,8 +411,9 @@ def predict(self, x): isotonic regression model and then normalized to sum to 1. Args: - x: The values to calibrate. It should have shape (N, C) where N is the number of samples - and C is the number of classes. + x: The values to calibrate. For binary classificatio problems it should have shape (N,) where + N is the number of samples to calibrate. For multi-class classification probelsm, it should have shape + (N, C) where C is the number of classes. Returns: The calibrated probabilities. It has shape (N, C) where N is the number of samples and C is the number of classes. @@ -419,13 +423,18 @@ def predict(self, x): "x should be numpy.ndarray but received {}".format(type(x)) ) - if x.shape[1] != self.n_classes: + if (self.n_classes == 1 and len(x.shape) != 1) or ( + self.n_classes > 1 and x.shape[1] != self.n_classes + ): raise ValueError( "Expecting input vector of dimensionality {} but received {}".format( self.n_classes, len(x) ) ) + if self.n_classes == 1: + x = x.reshape(-1, 1) + predictions = [] for n in range(self.n_classes): predictions.append(self.regressors[n].transform(T=x[:, n])) diff --git a/tests/core/test_calibration.py b/tests/core/test_calibration.py index 2d17ac28f..4f79d4849 100644 --- a/tests/core/test_calibration.py +++ b/tests/core/test_calibration.py @@ -76,21 +76,21 @@ def test_temperature_scaling_bad_input_type(): y_val=np.array(y_val), ) - # some tests for the transform method where the input data have the wrong + # some tests for the predict method where the input data have the wrong # dimensionality or type # first call fit ts.fit(x_train=np.array(x_train), y_train=np.array(y_train)) - # Now transform a new point + # Now predict a new point x_test = [[1]] with pytest.raises(ValueError): - ts.transform(x=x_test) # wrong type + ts.predict(x=x_test) # wrong type with pytest.raises(ValueError): - ts.transform(x=np.array(x_test)) # wrong dimensionality + ts.predict(x=np.array(x_test)) # wrong dimensionality -def test_temperature_scaling_fit_transform(): +def test_temperature_scaling_fit_predict(): x_train = np.array([[1, 1], [2, 3.5]]) y_train = np.array([[0.9, 0.1], [0.2, 0.8]]) @@ -121,22 +121,40 @@ def test_temperature_scaling_fit_transform(): assert len(ts.history) < 5000 assert ts.n_classes == 2 - # Check that transform returns data of the same dimensionality as + # Check that predict returns data of the same dimensionality as # the training data. x_test = np.array([[0, 1]]) - y_pred = ts.transform(x=x_test) + y_pred = ts.predict(x=x_test) assert y_pred.shape == (1, 2) assert np.sum(y_pred) == pytest.approx(1.0) # Temperature scaling does not change the predicted class assert y_pred[0, 1] > y_pred[0, 0] + # + # Test for binary classification + # + x_train = np.array([1, 3.5]) + y_train = np.array([1, 0]) + + ts = TemperatureCalibration() + + # + ts.fit(x_train=x_train, y_train=y_train) + + assert ts.n_classes == 1 + + # Check that predict returns data of the same dimensionality as + # the training data. + x_test = np.array([[0.7]]) + y_pred = ts.predict(x=x_test) + + assert y_pred.shape == (1, 1) + # # Test for class IsotonicCalibration # - - def test_isotonic_calibration_bad_input_type(): ic = IsotonicCalibration() @@ -160,21 +178,23 @@ def test_isotonic_calibration_bad_input_type(): with pytest.raises(ValueError): # x_train should be np.ndarray not list ic.fit(x_train=x_train, y_train=np.array(y_train)) - # some tests for the transform method where the input data have the wrong + # some tests for the predict method where the input data have the wrong # dimensionality or type # first call fit ic.fit(x_train=np.array(x_train), y_train=np.array(y_train)) - # Now transform a new point + # Now predict a new point x_test = [[1]] with pytest.raises(ValueError): - ic.transform(x=x_test) # wrong type + ic.predict(x=x_test) # wrong type with pytest.raises(ValueError): - ic.transform(x=np.array(x_test)) # wrong dimensionality + ic.predict(x=np.array(x_test)) # wrong dimensionality + +def test_isotonic_calibration_fit_predict(): -def test_isotonic_calibration_fit_transform(): + # Some tests for the multi-class case x_train = np.array([[1, 1], [2, 3.5]]) y_train = np.array([[0.9, 0.1], [0.2, 0.8]]) @@ -186,14 +206,33 @@ def test_isotonic_calibration_fit_transform(): assert ic.n_classes == 2 - # Check that transform returns data of the same dimensionality as + # Check that predict returns data of the same dimensionality as # the training data. x_test = np.array([[0, 1]]) - y_pred = ic.transform(x=x_test) + y_pred = ic.predict(x=x_test) assert y_pred.shape == (1, 2) assert np.sum(y_pred) == pytest.approx(1.0) + # Some tests for the binary classification case. + x_train = np.array([0.1, 0.5, 0.2]) + y_train = np.array([0.2, 0.55, 0.3]) + + ic = IsotonicCalibration() + + assert len(ic.regressors) == 0 + + ic.fit(x_train=x_train, y_train=y_train) + + assert ic.n_classes == 1 + + # Check that predict returns data of the same dimensionality as + # the training data. + x_test = np.array([0.5, 0.1]) + y_pred = ic.predict(x=x_test) + + assert y_pred.shape == (2, 1) + # # Tests for method expected_calibration_error From fe88e478b8c4a31e26a029c699a719d0a86ec9d3 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Thu, 7 Feb 2019 12:01:17 +1100 Subject: [PATCH 084/116] Added references. --- .../calibration-pubmed-link-prediction.ipynb | 14 +++++++++++--- .../calibration-pubmed-node-classification.ipynb | 9 ++++++++- 2 files changed, 19 insertions(+), 4 deletions(-) diff --git a/demos/calibration/calibration-pubmed-link-prediction.ipynb b/demos/calibration/calibration-pubmed-link-prediction.ipynb index 3c3639359..a1a38d182 100644 --- a/demos/calibration/calibration-pubmed-link-prediction.ipynb +++ b/demos/calibration/calibration-pubmed-link-prediction.ipynb @@ -15,7 +15,15 @@ "\n", "To address this problem, we build a model with the following architecture. First we build a two-layer GraphSAGE model that takes labeled `(paper1, paper2)` node pairs corresponding to possible citation links, and outputs a pair of node embeddings for the `paper1` and `paper2` nodes of the pair. These embeddings are then fed into a link classification layer, which first applies a binary operator to those node embeddings (e.g., concatenating them) to construct the embedding of the potential link. Thus obtained link embeddings are passed through the dense link classification layer to obtain link predictions - probability for these candidate links to actually exist in the network. The entire model is trained end-to-end by minimizing the loss function of choice (e.g., binary cross-entropy between predicted link probabilities and true link labels, with true/false citation links having labels 1/0) using stochastic gradient descent (SGD) updates of the model parameters, with minibatches of 'training' links fed into the model.\n", "\n", - "Lastly, we investigate the nature of prediction probabilities. We want to know if GraphSAGE's prediction probabilities are well calibrated or not. In the latter case, we present two methods for calibrating the model's output." + "Lastly, we investigate the nature of prediction probabilities. We want to know if GraphSAGE's prediction probabilities are well calibrated or not. In the latter case, we present two methods for calibrating the model's output.\n", + "\n", + "**References**\n", + "\n", + "1. Inductive Representation Learning on Large Graphs. W.L. Hamilton, R. Ying, and J. Leskovec arXiv:1706.02216 \n", + "[cs.SI], 2017. ([link](http://snap.stanford.edu/graphsage/))\n", + "\n", + "2. On Calibration of Modern Neural Networks. C. Guo, G. Pleiss, Y. Sun, and K. Q. Weinberger. \n", + "ICML 2017. ([link](https://geoffpleiss.com/nn_calibration))" ] }, { @@ -1765,9 +1773,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python (link-prediction)", "language": "python", - "name": "python3" + "name": "link-prediction" }, "language_info": { "codemirror_mode": { diff --git a/demos/calibration/calibration-pubmed-node-classification.ipynb b/demos/calibration/calibration-pubmed-node-classification.ipynb index 02eda327e..39f3209f4 100644 --- a/demos/calibration/calibration-pubmed-node-classification.ipynb +++ b/demos/calibration/calibration-pubmed-node-classification.ipynb @@ -13,7 +13,14 @@ "source": [ "This notebook demonstrates probability calibration for multi-class node attribute inference. The classifier used is GraphSAGE and the dataset is the citation network Pubmed-Diabetes.\n", "\n", - "The notebook demonstrates the use of `stellargraph`'s `TemperatureCalibration` and `IsotonicCalibration` classes as well as supporting methods for calculating the Expected Calibration Error (ECE) and plotting reliability diagrams." + "The notebook demonstrates the use of `stellargraph`'s `TemperatureCalibration` and `IsotonicCalibration` classes as well as supporting methods for calculating the Expected Calibration Error (ECE) and plotting reliability diagrams.\n", + "\n", + "**References**\n", + "1. Inductive Representation Learning on Large Graphs. W.L. Hamilton, R. Ying, and J. Leskovec arXiv:1706.02216 \n", + "[cs.SI], 2017. ([link](http://snap.stanford.edu/graphsage/))\n", + "\n", + "2. On Calibration of Modern Neural Networks. C. Guo, G. Pleiss, Y. Sun, and K. Q. Weinberger. \n", + "ICML 2017. ([link](https://geoffpleiss.com/nn_calibration))" ] }, { From 429267c276222ec57fa622039cdcc033379d9f97 Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Thu, 7 Feb 2019 14:18:50 +1100 Subject: [PATCH 085/116] Fix test error --- stellargraph/layer/gcn.py | 11 ++++++----- tests/mapper/test_node_mappers.py | 2 -- 2 files changed, 6 insertions(+), 7 deletions(-) diff --git a/stellargraph/layer/gcn.py b/stellargraph/layer/gcn.py index f60da631b..c2c2df665 100644 --- a/stellargraph/layer/gcn.py +++ b/stellargraph/layer/gcn.py @@ -173,7 +173,7 @@ def __init__( generator: an instance of FullBatchNodeGenerator class constructed on the graph of interest bias: toggles an optional bias in GCN layers dropout: dropout rate applied to input features of each GCN layer - normalize: normalization applied to the final output features of the GCN layers stack + normalize: normalization applied to the kernels of GCN layers kwargs: additional parameters for chebyshev or localpool filters """ @@ -243,14 +243,15 @@ def node_model(self): if filter == "chebyshev": self.support = self.kwargs.get("max_degree", 2) suppG = [ - Input(shape=(None, None), batch_shape=(None, None), sparse=True) + Input(batch_shape=(None, None), sparse=True) for _ in range(self.support) ] else: - suppG = [Input(shape=(None, None), batch_shape=(None, None), sparse=True)] + suppG = [Input(batch_shape=(None, None), sparse=True)] - x_out = self([x_in] + suppG) - return [x_in] + suppG, x_out + x_inp = [x_in] + suppG + x_out = self(x_inp) + return x_inp, x_out def link_model(self, flatten_output=False): """ diff --git a/tests/mapper/test_node_mappers.py b/tests/mapper/test_node_mappers.py index 84cdb8b5f..0feff50b4 100644 --- a/tests/mapper/test_node_mappers.py +++ b/tests/mapper/test_node_mappers.py @@ -665,7 +665,6 @@ def test_fullbatch_generater_init_1(self): generator = FullBatchNodeGenerator(G, name="test", func_opt=None, key="value") assert generator.name == "test" assert np.array_equal(feats, generator.features) - assert generator.kwargs["key"] == "value" def test_fullbatch_generater_init_2(self): G, feats = create_graph_features() @@ -681,4 +680,3 @@ def func(features, Aadj, **kwargs): generator = FullBatchNodeGenerator(G, "test", func, key="value") assert generator.name == "test" assert np.array_equal(feats * feats, generator.features) - assert generator.kwargs["key"] == "value" From 2c1f0671a4d7796c28671f5d984ee1323eb73ae3 Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Thu, 7 Feb 2019 14:19:20 +1100 Subject: [PATCH 086/116] Make same order as gat one to avoid conflicts --- CONTRIBUTORS | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/CONTRIBUTORS b/CONTRIBUTORS index 6360feacf..9468a1177 100644 --- a/CONTRIBUTORS +++ b/CONTRIBUTORS @@ -8,5 +8,6 @@ Andrew Docherty Pantelis Elinas Kevin Jung Denis Khoshaba -Yuriy Tyshetskiy +Habiba Jeff Wang +Yuriy Tyshetskiy From c06a3149643a0acb28986bc5689a78e0e2247260 Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Fri, 8 Feb 2019 11:11:34 +1100 Subject: [PATCH 087/116] raise ValueError if func_opt is not callable but not None --- stellargraph/mapper/node_mappers.py | 11 +++++++---- tests/mapper/test_node_mappers.py | 17 +++++++++++++++++ 2 files changed, 24 insertions(+), 4 deletions(-) diff --git a/stellargraph/mapper/node_mappers.py b/stellargraph/mapper/node_mappers.py index f4b93c3b0..987091666 100644 --- a/stellargraph/mapper/node_mappers.py +++ b/stellargraph/mapper/node_mappers.py @@ -539,10 +539,13 @@ def __init__(self, G, name=None, func_opt=None, **kwargs): # Get the features for the nodes self.features = G.get_feature_for_nodes(self.node_list) - if callable(func_opt): - self.features, self.Aadj = func_opt( - features=self.features, Aadj=self.Aadj, **kwargs - ) + if func_opt is not None: + if callable(func_opt): + self.features, self.Aadj = func_opt( + features=self.features, Aadj=self.Aadj, **kwargs + ) + else: + raise ValueError('parameter "func_opt" function is not callable.') def flow(self, node_ids, targets=None): # Check targets is an iterable diff --git a/tests/mapper/test_node_mappers.py b/tests/mapper/test_node_mappers.py index 0feff50b4..aa64279ab 100644 --- a/tests/mapper/test_node_mappers.py +++ b/tests/mapper/test_node_mappers.py @@ -680,3 +680,20 @@ def func(features, Aadj, **kwargs): generator = FullBatchNodeGenerator(G, "test", func, key="value") assert generator.name == "test" assert np.array_equal(feats * feats, generator.features) + + def test_fullbatch_generater_init_3(self): + G, feats = create_graph_features() + nodes = G.nodes() + node_features = pd.DataFrame.from_dict( + {n: f for n, f in zip(nodes, feats)}, orient="index" + ) + G = StellarGraph(G, node_type_name="node", node_features=node_features) + + func = "Not callable" + + try: + generator = FullBatchNodeGenerator(G, "test", func, key="value") + except ValueError: + assert True + else: + assert False From f3f13d9bacc82a26a49553060d773379eeaec963 Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Fri, 8 Feb 2019 11:11:45 +1100 Subject: [PATCH 088/116] fix docs --- demos/node-classification-gcn/gcn-cora-example.py | 2 +- stellargraph/core/utils.py | 11 +++++++---- stellargraph/layer/gcn.py | 5 ++--- 3 files changed, 10 insertions(+), 8 deletions(-) diff --git a/demos/node-classification-gcn/gcn-cora-example.py b/demos/node-classification-gcn/gcn-cora-example.py index 3389cad47..797ea87aa 100644 --- a/demos/node-classification-gcn/gcn-cora-example.py +++ b/demos/node-classification-gcn/gcn-cora-example.py @@ -58,7 +58,7 @@ def train(train_nodes, train_gen = generator.flow(train_nodes, train_targets) val_gen = generator.flow(val_nodes, val_targets) - gcnModel = GCN(layer_sizes, activations, generator=generator, bias=True, dropout=dropout, normalize=regularizers.l2(5e-4)) + gcnModel = GCN(layer_sizes, activations, generator=generator, bias=True, dropout=dropout, kernel_regularizer=regularizers.l2(5e-4)) # Expose the input and output sockets of the model: x_inp, x_out = gcnModel.node_model() diff --git a/stellargraph/core/utils.py b/stellargraph/core/utils.py index fc39fe6a8..37a9b1ad7 100644 --- a/stellargraph/core/utils.py +++ b/stellargraph/core/utils.py @@ -60,7 +60,7 @@ def normalized_laplacian(adj, symmetric=True): symmetric: True if symmetric normalization Returns: - Return sparse laplacian matrices. + Return a sparse laplacian matrix. """ adj_normalized = normalize_adj(adj, symmetric) @@ -70,7 +70,7 @@ def normalized_laplacian(adj, symmetric=True): def rescale_laplacian(laplacian): """ - Calculate largest eigenvalue of normalized graph Laplacian. + Scale graph Laplacian by the largest eigenvalue of normalized graph Laplacian. Args: laplacian: laplacian matrix @@ -97,7 +97,7 @@ def chebyshev_polynomial(X, k): Calculate Chebyshev polynomials up to order k. Args: - x: adjacency matrix + X: adjacency matrix k: maximum polynomial degree Returns: @@ -124,7 +124,10 @@ def GCN_Aadj_feats_op(features, A, **kwargs): """ This function applys the matrix transformations on the adjacency matrix because GCN requests that the input adjacency matrix should be symmetric, self-loop and normalization. - This function performs . It also provides an additional filter: 'chebyshev'. + The features and adjacency matrix will be manuplated by either 'localpool' or 'chebyshev' filters. + For more information about 'localpool' or 'chebyshev' filters, please read details: + [1] https://en.wikipedia.org/wiki/Chebyshev_filter + [2] https://arxiv.org/abs/1609.02907 Args: features: node features in the graph diff --git a/stellargraph/layer/gcn.py b/stellargraph/layer/gcn.py index c2c2df665..b18c6f038 100644 --- a/stellargraph/layer/gcn.py +++ b/stellargraph/layer/gcn.py @@ -59,7 +59,6 @@ def __init__( attn_kernel_initializer (str): name of the initializer for attention kernel kernel_regularizer (str): name of regularizer to be applied to layer kernel. Must be a Keras regularizer. bias_regularizer (str): name of regularizer to be applied to layer bias. Must be a Keras regularizer. - attn_kernel_regularizer (str): name of regularizer to be applied to attention kernel. Must be a Keras regularizer. activity_regularizer (str): not used in the current implementation kernel_constraint (str): constraint applied to layer's kernel bias_constraint (str): constraint applied to layer's bias @@ -161,7 +160,7 @@ def __init__( generator, bias=True, dropout=0.0, - normalize=None, + kernel_regularizer=None, **kwargs ): @@ -186,7 +185,7 @@ def __init__( self.activations = activations self.bias = bias self.dropout = dropout - self.normalize = normalize + self.normalize = kernel_regularizer self.generator = generator self.support = 1 self.kwargs = kwargs From acf6a52849c0f13e051cc98f606fe6872a64b49e Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 8 Feb 2019 12:24:35 +1100 Subject: [PATCH 089/116] fixed some typos, and clarified docstrings --- stellargraph/core/utils.py | 13 +++++++------ 1 file changed, 7 insertions(+), 6 deletions(-) diff --git a/stellargraph/core/utils.py b/stellargraph/core/utils.py index 37a9b1ad7..f6f7f796e 100644 --- a/stellargraph/core/utils.py +++ b/stellargraph/core/utils.py @@ -15,6 +15,7 @@ # limitations under the License. import collections import scipy.sparse as sp +import numpy as np def is_real_iterable(x): @@ -76,7 +77,7 @@ def rescale_laplacian(laplacian): laplacian: laplacian matrix Returns: - Return sparse laplacian matrices. + Return a sparse laplacian matrix. """ try: @@ -122,9 +123,9 @@ def chebyshev_recurrence(T_k_minus_one, T_k_minus_two, X): def GCN_Aadj_feats_op(features, A, **kwargs): """ - This function applys the matrix transformations on the adjacency matrix because - GCN requests that the input adjacency matrix should be symmetric, self-loop and normalization. - The features and adjacency matrix will be manuplated by either 'localpool' or 'chebyshev' filters. + This function applies the matrix transformations on the adjacency matrix required by GCN. + GCN requires that the input adjacency matrix should be symmetric, with self-loops, and normalized. + The features and adjacency matrix will be manipulated by either 'localpool' or 'chebyshev' filters. For more information about 'localpool' or 'chebyshev' filters, please read details: [1] https://en.wikipedia.org/wiki/Chebyshev_filter [2] https://arxiv.org/abs/1609.02907 @@ -133,10 +134,10 @@ def GCN_Aadj_feats_op(features, A, **kwargs): features: node features in the graph A: adjacency matrix kwargs: additional arguments for choosing filter: localpool, or chebyshev - (For example, {"filter": "localpool"}) + (For example, pass filter=localpool as an additional argument to apply the localpool filter) Returns: - features, adjacency matrix + features (transformed in case of "chebyshev" filter applied), transformed adjacency matrix """ def preprocess_adj(adj, symmetric=True): From 309e69d46573891b3dd438ad1318a0ecbcc2d2d3 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 8 Feb 2019 12:30:26 +1100 Subject: [PATCH 090/116] fixed some typos, and clarified docstrings --- stellargraph/core/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stellargraph/core/utils.py b/stellargraph/core/utils.py index f6f7f796e..562de6fad 100644 --- a/stellargraph/core/utils.py +++ b/stellargraph/core/utils.py @@ -123,7 +123,7 @@ def chebyshev_recurrence(T_k_minus_one, T_k_minus_two, X): def GCN_Aadj_feats_op(features, A, **kwargs): """ - This function applies the matrix transformations on the adjacency matrix required by GCN. + This function applies the matrix transformations on the adjacency matrix, which are required by GCN. GCN requires that the input adjacency matrix should be symmetric, with self-loops, and normalized. The features and adjacency matrix will be manipulated by either 'localpool' or 'chebyshev' filters. For more information about 'localpool' or 'chebyshev' filters, please read details: From cf831ecb9e2bc914ca48973d4ed0035bf3c18278 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 8 Feb 2019 12:33:53 +1100 Subject: [PATCH 091/116] Fixed the exteption message for `func_op` --- stellargraph/mapper/node_mappers.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stellargraph/mapper/node_mappers.py b/stellargraph/mapper/node_mappers.py index 987091666..59bf7458b 100644 --- a/stellargraph/mapper/node_mappers.py +++ b/stellargraph/mapper/node_mappers.py @@ -545,7 +545,7 @@ def __init__(self, G, name=None, func_opt=None, **kwargs): features=self.features, Aadj=self.Aadj, **kwargs ) else: - raise ValueError('parameter "func_opt" function is not callable.') + raise ValueError("argument 'func_opt' must be a callable.") def flow(self, node_ids, targets=None): # Check targets is an iterable From 5fc6d574283a418f93d50927e93f0eefa5b4d522 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 8 Feb 2019 12:37:08 +1100 Subject: [PATCH 092/116] fixed the test for uncallable func_opt --- tests/mapper/test_node_mappers.py | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/tests/mapper/test_node_mappers.py b/tests/mapper/test_node_mappers.py index aa64279ab..23e53c398 100644 --- a/tests/mapper/test_node_mappers.py +++ b/tests/mapper/test_node_mappers.py @@ -691,9 +691,6 @@ def test_fullbatch_generater_init_3(self): func = "Not callable" - try: + with pytest.raises(ValueError): generator = FullBatchNodeGenerator(G, "test", func, key="value") - except ValueError: - assert True - else: - assert False + From dc65a74ada71a11c91551ebaa95f0314f1b03ad9 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 8 Feb 2019 12:47:50 +1100 Subject: [PATCH 093/116] fixed more doc strings in core/utils.py --- stellargraph/core/utils.py | 13 +++++++------ 1 file changed, 7 insertions(+), 6 deletions(-) diff --git a/stellargraph/core/utils.py b/stellargraph/core/utils.py index 562de6fad..a34d4d60f 100644 --- a/stellargraph/core/utils.py +++ b/stellargraph/core/utils.py @@ -40,7 +40,7 @@ def normalize_adj(adj, symmetric=True): symmetric: True if symmetric normalization or False if left-only normalization Returns: - Return a sparse adjacency matrix. + Return a sparse normalized adjacency matrix. """ if symmetric: @@ -61,7 +61,7 @@ def normalized_laplacian(adj, symmetric=True): symmetric: True if symmetric normalization Returns: - Return a sparse laplacian matrix. + Return a normalized graph Laplacian matrix. """ adj_normalized = normalize_adj(adj, symmetric) @@ -71,13 +71,14 @@ def normalized_laplacian(adj, symmetric=True): def rescale_laplacian(laplacian): """ - Scale graph Laplacian by the largest eigenvalue of normalized graph Laplacian. + Scale graph Laplacian by the largest eigenvalue of normalized graph Laplacian, + so that the eigenvalues of the scaled Laplacian are <= 1. Args: - laplacian: laplacian matrix + laplacian: Laplacian matrix of the graph Returns: - Return a sparse laplacian matrix. + Return a scaled Laplacian matrix. """ try: @@ -95,7 +96,7 @@ def rescale_laplacian(laplacian): def chebyshev_polynomial(X, k): """ - Calculate Chebyshev polynomials up to order k. + Calculate Chebyshev polynomials up to order k. For more info, see https://en.wikipedia.org/wiki/Chebyshev_filter Args: X: adjacency matrix From 7e0e2e7de78442fe5af8da18fbc3144f0f6809b4 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 8 Feb 2019 12:48:34 +1100 Subject: [PATCH 094/116] renamed `normalize` and `self.normalize` to `kernel_regularized` and `self.kernel_regularizer` --- stellargraph/layer/gcn.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/stellargraph/layer/gcn.py b/stellargraph/layer/gcn.py index b18c6f038..fc1840219 100644 --- a/stellargraph/layer/gcn.py +++ b/stellargraph/layer/gcn.py @@ -172,7 +172,7 @@ def __init__( generator: an instance of FullBatchNodeGenerator class constructed on the graph of interest bias: toggles an optional bias in GCN layers dropout: dropout rate applied to input features of each GCN layer - normalize: normalization applied to the kernels of GCN layers + kernel_regularizer: normalization applied to the kernels of GCN layers kwargs: additional parameters for chebyshev or localpool filters """ @@ -185,7 +185,7 @@ def __init__( self.activations = activations self.bias = bias self.dropout = dropout - self.normalize = kernel_regularizer + self.kernel_regularizer = kernel_regularizer self.generator = generator self.support = 1 self.kwargs = kwargs @@ -200,7 +200,7 @@ def __init__( self.support, activation=a, use_bias=self.bias, - kernel_regularizer=self.normalize, + kernel_regularizer=self.kernel_regularizer, ) ) From 78589dff06acfaa38336cc0bfb7dde10eee19395 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 8 Feb 2019 12:53:29 +1100 Subject: [PATCH 095/116] style --- tests/mapper/test_node_mappers.py | 1 - 1 file changed, 1 deletion(-) diff --git a/tests/mapper/test_node_mappers.py b/tests/mapper/test_node_mappers.py index 23e53c398..c182025a4 100644 --- a/tests/mapper/test_node_mappers.py +++ b/tests/mapper/test_node_mappers.py @@ -693,4 +693,3 @@ def test_fullbatch_generater_init_3(self): with pytest.raises(ValueError): generator = FullBatchNodeGenerator(G, "test", func, key="value") - From 1dacf0d7a59a51deffca07d4d64ccb5c858d7d52 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 8 Feb 2019 13:48:22 +1100 Subject: [PATCH 096/116] refactored link inference classes to use `edge_embedding_method` instead of `edge_feature_method` --- .../cora-links-example.ipynb | 4 +- .../cora-links-example.py | 2 +- .../movielens-recommender.ipynb | 10 ++-- .../movielens-recommender.py | 2 +- stellargraph/layer/link_inference.py | 46 +++++++++---------- tests/layer/test_link_inference.py | 28 +++++------ 6 files changed, 46 insertions(+), 46 deletions(-) diff --git a/demos/link-prediction-graphsage/cora-links-example.ipynb b/demos/link-prediction-graphsage/cora-links-example.ipynb index d97522a7c..20bcb4ba0 100644 --- a/demos/link-prediction-graphsage/cora-links-example.ipynb +++ b/demos/link-prediction-graphsage/cora-links-example.ipynb @@ -448,7 +448,7 @@ ], "source": [ "prediction = link_classification(\n", - " output_dim=1, output_act=\"relu\", edge_feature_method='ip'\n", + " output_dim=1, output_act=\"relu\", edge_embedding_method='ip'\n", " )(x_out)" ] }, @@ -700,7 +700,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.6.6" } }, "nbformat": 4, diff --git a/demos/link-prediction-graphsage/cora-links-example.py b/demos/link-prediction-graphsage/cora-links-example.py index ca80dc2d3..a7382afe3 100644 --- a/demos/link-prediction-graphsage/cora-links-example.py +++ b/demos/link-prediction-graphsage/cora-links-example.py @@ -166,7 +166,7 @@ def train( # Final estimator layer prediction = link_classification( - output_dim=1, output_act="sigmoid", edge_feature_method=args.edge_feature_method + output_dim=1, output_act="sigmoid", edge_embedding_method=args.edge_feature_method )(x_out) # Stack the GraphSAGE and prediction layers into a Keras model, and specify the loss diff --git a/demos/link-prediction-hinsage/movielens-recommender.ipynb b/demos/link-prediction-hinsage/movielens-recommender.ipynb index 4380dedfc..043b894c8 100644 --- a/demos/link-prediction-hinsage/movielens-recommender.ipynb +++ b/demos/link-prediction-hinsage/movielens-recommender.ipynb @@ -672,7 +672,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Add the final estimator layer for predicting the ratings. The edge_feature_method argument specifies the way in which node representations (node embeddings) are combined into link representations (recall that links represent user-movie ratings, and are thus pairs of (user, movie) nodes). In this example, we will use 'concat', i.e., node embeddings are concatenated to get link embeddings." + "Add the final estimator layer for predicting the ratings. The edge_embedding_method argument specifies the way in which node representations (node embeddings) are combined into link representations (recall that links represent user-movie ratings, and are thus pairs of (user, movie) nodes). In this example, we will use 'concat', i.e., node embeddings are concatenated to get link embeddings." ] }, { @@ -690,7 +690,7 @@ ], "source": [ "# Final estimator layer\n", - "score_prediction = link_regression(edge_feature_method='concat')(x_out)" + "score_prediction = link_regression(edge_embedding_method='concat')(x_out)" ] }, { @@ -1136,9 +1136,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Stellar ML [3]", + "display_name": "Python 3", "language": "python", - "name": "stellarml" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1150,7 +1150,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.6.6" } }, "nbformat": 4, diff --git a/demos/link-prediction-hinsage/movielens-recommender.py b/demos/link-prediction-hinsage/movielens-recommender.py index 8b980c6d8..4cae54bd6 100644 --- a/demos/link-prediction-hinsage/movielens-recommender.py +++ b/demos/link-prediction-hinsage/movielens-recommender.py @@ -168,7 +168,7 @@ def train( # Final estimator layer score_prediction = link_regression( - edge_feature_method=args.edge_feature_method + edge_embedding_method=args.edge_feature_method )(x_out) # Create Keras model for training diff --git a/stellargraph/layer/link_inference.py b/stellargraph/layer/link_inference.py index f83c6c450..04504787b 100644 --- a/stellargraph/layer/link_inference.py +++ b/stellargraph/layer/link_inference.py @@ -73,19 +73,19 @@ def compute_output_shape(self, input_shape): def link_inference( output_dim: int = 1, output_act: AnyStr = "linear", - edge_feature_method: AnyStr = "ip", + edge_embedding_method: AnyStr = "ip", clip_limits: Optional[Tuple[float]] = None, name: AnyStr = "link_inference", ): """ - Defines an edge inference function that takes source, destination node features as input, + Defines an edge inference function that takes source, destination node embeddings (node features) as input, and returns a numeric vector of output_dim size. Args: output_dim (int): Number of predictor's output units -- desired dimensionality of the output. output_act (str), optional: activation function applied to the output, one of "softmax", "sigmoid", etc., or any activation function supported by Keras, see https://keras.io/activations/ for more information. - edge_feature_method (str), optional: Name of the method of combining (src,dst) node features into edge features. + edge_embedding_method (str), optional: Name of the method of combining (src,dst) node features or embeddings into edge embeddings. One of: * 'concat' -- concatenation, * 'ip' or 'dot' -- inner product, :math:`ip(u,v) = sum_{i=1..d}{u_i*v_i}`, @@ -98,7 +98,7 @@ def link_inference( name (str): optional name of the defined function, used for error logging Returns: - Function taking edge tensors with src, dst node features (i.e., pairs of (node_src, node_dst) tensors) and + Function taking edge tensors with src, dst node embeddings (i.e., pairs of (node_src, node_dst) tensors) and returning a vector of output_dim length (e.g., edge class probabilities, edge attribute prediction, etc.). """ @@ -106,39 +106,39 @@ def edge_function(x): x0 = x[0] x1 = x[1] - if edge_feature_method == "ip" or edge_feature_method == "dot": + if edge_embedding_method == "ip" or edge_embedding_method == "dot": out = Lambda(lambda x: K.sum(x[0] * x[1], axis=-1, keepdims=False))( [x0, x1] ) out = Activation(output_act)(out) - elif edge_feature_method == "l1": + elif edge_embedding_method == "l1": # l1(u,v)_i = |u_i - v_i| - vector of the same size as u,v le = Lambda(lambda x: K.abs(x[0] - x[1]))([x0, x1]) # add dense layer to convert le to the desired output: out = Dense(output_dim, activation=output_act)(le) out = Reshape((output_dim,))(out) - elif edge_feature_method == "l2": + elif edge_embedding_method == "l2": # l2(u,v)_i = (u_i - v_i)^2 - vector of the same size as u,v le = Lambda(lambda x: K.square(x[0] - x[1]))([x0, x1]) # add dense layer to convert le to the desired output: out = Dense(output_dim, activation=output_act)(le) out = Reshape((output_dim,))(out) - elif edge_feature_method == "mul" or edge_feature_method == "hadamard": + elif edge_embedding_method == "mul" or edge_embedding_method == "hadamard": le = Multiply()([x0, x1]) # add dense layer to convert le to the desired output: out = Dense(output_dim, activation=output_act)(le) out = Reshape((output_dim,))(out) - elif edge_feature_method == "concat": + elif edge_embedding_method == "concat": le = Concatenate()([x0, x1]) # add dense layer to convert le to the desired output: out = Dense(output_dim, activation=output_act)(le) out = Reshape((output_dim,))(out) - elif edge_feature_method == "avg": + elif edge_embedding_method == "avg": le = Average()([x0, x1]) # add dense layer to convert le to the desired output: out = Dense(output_dim, activation=output_act)(le) @@ -147,7 +147,7 @@ def edge_function(x): else: raise NotImplementedError( "{}: the requested method '{}' is not known/not implemented".format( - name, edge_feature_method + name, edge_embedding_method ) ) @@ -160,7 +160,7 @@ def edge_function(x): print( "{}: using '{}' method to combine node embeddings into edge embeddings".format( - name, edge_feature_method + name, edge_embedding_method ) ) return edge_function @@ -169,17 +169,17 @@ def edge_function(x): def link_classification( output_dim: int = 1, output_act: AnyStr = "sigmoid", - edge_feature_method: AnyStr = "ip", + edge_embedding_method: AnyStr = "ip", ): """ Defines a function that predicts a binary or multi-class edge classification output from - (source, destination) node features. + (source, destination) node embeddings (node features). Args: output_dim (int): Number of classifier's output units -- desired dimensionality of the output, output_act (str), optional: activation function applied to the output, one of "softmax", "sigmoid", etc., or any activation function supported by Keras, see https://keras.io/activations/ for more information. - edge_feature_method (str), optional: Name of the method of combining (src,dst) node features into edge features. + edge_embedding_method (str), optional: Name of the method of combining (src,dst) node features/embeddings into edge embeddings. One of: * 'concat' -- concatenation, * 'ip' or 'dot' -- inner product, :math:`ip(u,v) = sum_{i=1..d}{u_i*v_i}`, @@ -189,14 +189,14 @@ def link_classification( * 'avg' -- :math:`avg(u,v) = (u+v)/2`. Returns: - Function taking edge tensors with src, dst node features (i.e., pairs of (node_src, node_dst) tensors) and + Function taking edge tensors with src, dst node embeddings (i.e., pairs of (node_src, node_dst) tensors) and returning logits of output_dim length (e.g., edge class probabilities). """ edge_function = link_inference( output_dim=output_dim, output_act=output_act, - edge_feature_method=edge_feature_method, + edge_embedding_method=edge_embedding_method, name="link_classification", ) @@ -206,17 +206,17 @@ def link_classification( def link_regression( output_dim: int = 1, clip_limits: Optional[Tuple[float]] = None, - edge_feature_method: AnyStr = "ip", + edge_embedding_method: AnyStr = "ip", ): """ Defines a function that predicts a numeric edge regression output vector/scalar from - (source, destination) node features. + (source, destination) node embeddings (node features). Args: output_dim (int): Number of classifier's output units -- desired dimensionality of the output, clip_limits (tuple): lower and upper thresholds for LeakyClippedLinear unit on top. If None (not provided), the LeakyClippedLinear unit is not applied. - edge_feature_method (str), optional: Name of the method of combining (src,dst) node features into edge features. + edge_embedding_method (str), optional: Name of the method of combining (src,dst) node features/embeddings into edge embeddings. One of: * 'concat' -- concatenation, * 'ip' or 'dot' -- inner product, :math:`ip(u,v) = sum_{i=1..d}{u_i*v_i}`, @@ -226,14 +226,14 @@ def link_regression( * 'avg' -- :math:`avg(u,v) = (u+v)/2`. Returns: - Function taking edge tensors with src, dst node features (i.e., pairs of (node_src, node_dst) tensors) and - returning a numeric value (e.g., edge attribute being predicted) constructed according to edge_feature_method. + Function taking edge tensors with src, dst node embeddings (i.e., pairs of (node_src, node_dst) tensors) and + returning a numeric value (e.g., edge attribute being predicted) constructed according to edge_embedding_method. """ edge_function = link_inference( output_dim=output_dim, output_act="linear", - edge_feature_method=edge_feature_method, + edge_embedding_method=edge_embedding_method, clip_limits=clip_limits, name="link_regression", ) diff --git a/tests/layer/test_link_inference.py b/tests/layer/test_link_inference.py index 12d801df1..b537d23ff 100644 --- a/tests/layer/test_link_inference.py +++ b/tests/layer/test_link_inference.py @@ -49,7 +49,7 @@ def test_ip(self): x_src = tf.constant(x_src, shape=(1, self.d), dtype="float64") x_dst = tf.constant(x_dst, shape=(1, self.d), dtype="float64") - li = link_inference(edge_feature_method="ip", output_act="linear")( + li = link_inference(edge_embedding_method="ip", output_act="linear")( [x_src, x_dst] ) print( @@ -60,19 +60,19 @@ def test_ip(self): assert li.eval() == pytest.approx(expected) assert li.eval() == pytest.approx(0) - li = link_inference(edge_feature_method="ip", output_act="linear")( + li = link_inference(edge_embedding_method="ip", output_act="linear")( [x_src, x_src] ) print("link inference with 'ip' operator on unit vector: ", li.eval()) assert li.eval() == pytest.approx(1) # Test sigmoid activation - li = link_classification(edge_feature_method="ip", output_act="sigmoid")( + li = link_classification(edge_embedding_method="ip", output_act="sigmoid")( [x_src, x_dst] ) assert li.eval() == pytest.approx(0.5) - li = link_classification(edge_feature_method="ip", output_act="sigmoid")( + li = link_classification(edge_embedding_method="ip", output_act="sigmoid")( [x_src, x_src] ) assert li.eval() == pytest.approx(0.7310586) @@ -95,7 +95,7 @@ def test_mul_l1_l2_avg(self): inp_dst = keras.Input(shape=(1, self.d)) for op in ["mul", "l1", "l2", "avg"]: - out = link_inference(output_dim=self.d_out, edge_feature_method=op)( + out = link_inference(output_dim=self.d_out, edge_embedding_method=op)( [inp_src, inp_dst] ) li = keras.Model(inputs=[inp_src, inp_dst], outputs=out) @@ -132,23 +132,23 @@ def test_ip(self): x_dst = tf.constant(x_dst, shape=(1, self.d), dtype="float64") # Test linear activation - li = link_classification(edge_feature_method="ip", output_act="linear")( + li = link_classification(edge_embedding_method="ip", output_act="linear")( [x_src, x_dst] ) assert li.eval() == pytest.approx(0) - li = link_classification(edge_feature_method="ip", output_act="linear")( + li = link_classification(edge_embedding_method="ip", output_act="linear")( [x_src, x_src] ) assert li.eval() == pytest.approx(1) # Test sigmoid activation - li = link_classification(edge_feature_method="ip", output_act="sigmoid")( + li = link_classification(edge_embedding_method="ip", output_act="sigmoid")( [x_src, x_dst] ) assert li.eval() == pytest.approx(0.5) - li = link_classification(edge_feature_method="ip", output_act="sigmoid")( + li = link_classification(edge_embedding_method="ip", output_act="sigmoid")( [x_src, x_src] ) assert li.eval() == pytest.approx(0.7310586) @@ -171,7 +171,7 @@ def test_mul_l1_l2_avg(self): inp_dst = keras.Input(shape=(1, self.d)) for op in ["mul", "l1", "l2", "avg"]: - out = link_classification(output_dim=self.d_out, edge_feature_method=op)( + out = link_classification(output_dim=self.d_out, edge_embedding_method=op)( [inp_src, inp_dst] ) li = keras.Model(inputs=[inp_src, inp_dst], outputs=out) @@ -212,7 +212,7 @@ def test_ip(self): x_src = tf.constant(x_src, shape=(1, self.d), dtype="float64") x_dst = tf.constant(x_dst, shape=(1, self.d), dtype="float64") - li = link_regression(edge_feature_method="ip")([x_src, x_dst]) + li = link_regression(edge_embedding_method="ip")([x_src, x_dst]) print( "link regression with 'ip' operator on orthonormal vectors: {}, expected: {}".format( li.eval(), expected @@ -220,7 +220,7 @@ def test_ip(self): ) assert li.eval() == pytest.approx(0) - li = link_regression(edge_feature_method="ip")([x_src, x_src]) + li = link_regression(edge_embedding_method="ip")([x_src, x_src]) print("link regression with 'ip' operator on unit vector: ", li.eval()) assert li.eval() == pytest.approx(1) @@ -242,7 +242,7 @@ def test_mul_l1_l2_avg(self): inp_dst = keras.Input(shape=(1, self.d)) for op in ["mul", "l1", "l2", "avg"]: - out = link_regression(output_dim=self.d_out, edge_feature_method=op)( + out = link_regression(output_dim=self.d_out, edge_embedding_method=op)( [inp_src, inp_dst] ) li = keras.Model(inputs=[inp_src, inp_dst], outputs=out) @@ -276,7 +276,7 @@ def test_clip_limits(self): for op in ["mul", "l1", "l2", "avg"]: out = link_regression( output_dim=self.d_out, - edge_feature_method=op, + edge_embedding_method=op, clip_limits=self.clip_limits, )([inp_src, inp_dst]) li = keras.Model(inputs=[inp_src, inp_dst], outputs=out) From 1f2a0864a8c315c387296dc4542fdc55ea9234d9 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Fri, 8 Feb 2019 14:03:54 +1100 Subject: [PATCH 097/116] refactored link inference classes to use `edge_embedding_method` instead of `edge_feature_method` --- demos/link-prediction-graphsage/cora-links-example.py | 4 ++-- demos/link-prediction-hinsage/movielens-recommender.py | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/demos/link-prediction-graphsage/cora-links-example.py b/demos/link-prediction-graphsage/cora-links-example.py index a7382afe3..487ed4fd1 100644 --- a/demos/link-prediction-graphsage/cora-links-example.py +++ b/demos/link-prediction-graphsage/cora-links-example.py @@ -166,7 +166,7 @@ def train( # Final estimator layer prediction = link_classification( - output_dim=1, output_act="sigmoid", edge_embedding_method=args.edge_feature_method + output_dim=1, output_act="sigmoid", edge_embedding_method=args.edge_embedding_method )(x_out) # Stack the GraphSAGE and prediction layers into a Keras model, and specify the loss @@ -343,7 +343,7 @@ def test(G, model_file: AnyStr, batch_size: int = 100): ) parser.add_argument( "-m", - "--edge_feature_method", + "--edge_embedding_method", type=str, default="ip", help="The method for combining node embeddings into edge embeddings: 'concat', 'mul', 'ip', 'l1', 'l2', or 'avg'", diff --git a/demos/link-prediction-hinsage/movielens-recommender.py b/demos/link-prediction-hinsage/movielens-recommender.py index 4cae54bd6..25e3744ea 100644 --- a/demos/link-prediction-hinsage/movielens-recommender.py +++ b/demos/link-prediction-hinsage/movielens-recommender.py @@ -168,7 +168,7 @@ def train( # Final estimator layer score_prediction = link_regression( - edge_embedding_method=args.edge_feature_method + edge_embedding_method=args.edge_embedding_method )(x_out) # Create Keras model for training @@ -234,7 +234,7 @@ def test(self, model_file: AnyStr): ) parser.add_argument( "-m", - "--edge_feature_method", + "--edge_embedding_method", type=str, default="concat", help="The method for combining node embeddings into edge embeddings: 'concat', 'mul', 'ip', 'l1', 'l2', or 'avg'", From 602ead851da6b303bfa6ebd5289f90755da35beb Mon Sep 17 00:00:00 2001 From: Jeff Wang Date: Fri, 8 Feb 2019 14:40:39 +1100 Subject: [PATCH 098/116] Added test_utils --- stellargraph/core/utils.py | 3 +- tests/core/test_utils.py | 121 +++++++++++++++++++++++++++++++++++++ 2 files changed, 123 insertions(+), 1 deletion(-) create mode 100644 tests/core/test_utils.py diff --git a/stellargraph/core/utils.py b/stellargraph/core/utils.py index a34d4d60f..c0ace2538 100644 --- a/stellargraph/core/utils.py +++ b/stellargraph/core/utils.py @@ -15,6 +15,7 @@ # limitations under the License. import collections import scipy.sparse as sp +from scipy.sparse.linalg import ArpackNoConvergence, eigsh import numpy as np @@ -47,7 +48,7 @@ def normalize_adj(adj, symmetric=True): d = sp.diags(np.power(np.array(adj.sum(1)), -0.5).flatten(), 0) a_norm = adj.dot(d).transpose().dot(d).tocsr() else: - d = sp.diags(np.power(np.array(adj.sum(1)), -1).flatten(), 0) + d = sp.diags(np.float_power(np.array(adj.sum(1)), -1).flatten(), 0) a_norm = d.dot(adj).tocsr() return a_norm diff --git a/tests/core/test_utils.py b/tests/core/test_utils.py new file mode 100644 index 000000000..aaabbebe8 --- /dev/null +++ b/tests/core/test_utils.py @@ -0,0 +1,121 @@ +# -*- coding: utf-8 -*- +# +# Copyright 2018-2019 Data61, CSIRO +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + + +""" +Utils tests: + +""" +import pytest +import random +import networkx as nx +import numpy as np +import scipy as sp + +from stellargraph.core.utils import * +from stellargraph.core.graph import * + + +def example_graph(feature_size=None, n_edges=20, n_nodes=6, n_isolates=1): + G = nx.Graph() + n_noniso = n_nodes - n_isolates + edges = [ + (random.randint(0, n_noniso - 1), random.randint(0, n_noniso - 1)) + for _ in range(n_edges) + ] + G.add_nodes_from(range(n_nodes)) + G.add_edges_from(edges, label="default") + + # Add example features + if feature_size is not None: + for v in G.nodes(): + G.node[v]["feature"] = int(v) * np.ones(feature_size, dtype="int") + return StellarGraph(G, node_features="feature") + + else: + return StellarGraph(G) + + +@pytest.fixture(scope="session", autouse=True) +def beforeall(): + G = example_graph(feature_size=4, n_nodes=6, n_isolates=1, n_edges=20) + pytest.G = G + + +def test_normalize_adj(): + node_list = list(pytest.G.nodes()) + Aadj = nx.adjacency_matrix(pytest.G, nodelist=node_list) + csr = normalize_adj(Aadj) + dense = csr.todense() + assert 5 == pytest.approx(dense.sum(), 0.1) + assert csr.get_shape() == Aadj.get_shape() + + csr = normalize_adj(Aadj, symmetric=False) + dense = csr.todense() + assert 5 == pytest.approx(dense.sum(), 0.1) + assert csr.get_shape() == Aadj.get_shape() + + +def test_normalized_laplacian(): + node_list = list(pytest.G.nodes()) + Aadj = nx.adjacency_matrix(pytest.G, nodelist=node_list) + laplacian = normalized_laplacian(Aadj) + assert 1 == pytest.approx(laplacian.sum(), 0.2) + assert laplacian.get_shape() == Aadj.get_shape() + + laplacian = normalized_laplacian(Aadj, symmetric=False) + assert 1 == pytest.approx(laplacian.sum(), 0.2) + assert laplacian.get_shape() == Aadj.get_shape() + + +def test_rescale_laplacian(): + node_list = list(pytest.G.nodes()) + Aadj = nx.adjacency_matrix(pytest.G, nodelist=node_list) + rl = rescale_laplacian(normalized_laplacian(Aadj)) + assert rl.max() < 1 + assert rl.get_shape() == Aadj.get_shape() + + +def test_chebyshev_polynomial(): + node_list = list(pytest.G.nodes()) + Aadj = nx.adjacency_matrix(pytest.G, nodelist=node_list) + + k = 2 + cp = chebyshev_polynomial(rescale_laplacian(normalized_laplacian(Aadj)), k) + assert len(cp) == k + 1 + assert np.array_equal(cp[0].todense(), sp.eye(Aadj.shape[0]).todense()) + assert cp[1].max() < 1 + assert 5 == pytest.approx(cp[2].todense()[:5, :5].sum(), 0.1) + + +def test_GCN_Aadj_feats_op(): + node_list = list(pytest.G.nodes()) + Aadj = nx.adjacency_matrix(pytest.G, nodelist=node_list) + features = pytest.G.get_feature_for_nodes(node_list) + + features_, Aadj_ = GCN_Aadj_feats_op(features=features, A=Aadj, filter="localpool") + + assert np.array_equal(features, features_) + assert 6 == pytest.approx(Aadj_.todense().sum(), 0.1) + + features_, Aadj_ = GCN_Aadj_feats_op(features=features, A=Aadj, filter="chebyshev") + + assert len(features_) == 4 + assert np.array_equal(features_[0], features_[0]) + assert np.array_equal(features_[1].todense(), sp.eye(Aadj.shape[0]).todense()) + assert features_[2].max() < 1 + assert 5 == pytest.approx(features_[3].todense()[:5, :5].sum(), 0.1) + assert Aadj.get_shape() == Aadj_.get_shape() From 96a9bdc6ed0ef16afffc742f60890b8081350145 Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Fri, 8 Feb 2019 17:30:05 +1100 Subject: [PATCH 099/116] Added shuffle option to all flow methods for GraphSAGE and HinSAGE generators. Updated the notebooks and scripts to use shuffle=True for training. --- .../cora-links-example.ipynb | 110 +++++++++------ .../cora-links-example.py | 14 +- .../movielens-recommender.ipynb | 128 +++++++++--------- .../graphsage-cora-example.py | 28 +++- ...age-cora-node-classification-example.ipynb | 112 +++++++-------- .../yelp-example.py | 4 +- stellargraph/mapper/link_mappers.py | 61 ++++++--- stellargraph/mapper/node_mappers.py | 80 ++++++++--- tests/mapper/test_link_mappers.py | 50 ++++++- tests/mapper/test_node_mappers.py | 82 ++++++++++- 10 files changed, 451 insertions(+), 218 deletions(-) diff --git a/demos/link-prediction-graphsage/cora-links-example.ipynb b/demos/link-prediction-graphsage/cora-links-example.ipynb index d97522a7c..31368a4a6 100644 --- a/demos/link-prediction-graphsage/cora-links-example.ipynb +++ b/demos/link-prediction-graphsage/cora-links-example.ipynb @@ -363,9 +363,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Specify the sizes of 1- and 2-hop neighbour samples for GraphSAGE:\n", - "\n", - "Note that the length of `num_samples` list defines the number of layers/iterations in the GraphSAGE model. In this example, we are defining a 2-layer GraphSAGE model." + "Specify the sizes of 1- and 2-hop neighbour samples for GraphSAGE. Note that the length of `num_samples` list defines the number of layers/iterations in the GraphSAGE model. In this example, we are defining a 2-layer GraphSAGE model:" ] }, { @@ -377,14 +375,40 @@ "num_samples = [20, 10]" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For training we create a generator on the `G_train` graph. The `shuffle=True` argument is given to the `flow` method to improve training." + ] + }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "train_gen = GraphSAGELinkGenerator(G_train, batch_size, num_samples).flow(edge_ids_train,edge_labels_train)\n", - "test_gen = GraphSAGELinkGenerator(G_test, batch_size, num_samples).flow(edge_ids_test, edge_labels_test)" + "train_gen = GraphSAGELinkGenerator(G_train, batch_size, num_samples).flow(\n", + " edge_ids_train, edge_labels_train, shuffle=True\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "At test time we use the `G_test` graph and don't specify the `shuffle` argument (it defaults to `False`)." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "test_gen = GraphSAGELinkGenerator(G_test, batch_size, num_samples).flow(\n", + " edge_ids_test, edge_labels_test\n", + ")" ] }, { @@ -399,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -413,7 +437,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -435,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -461,7 +485,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -483,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -492,12 +516,12 @@ "text": [ "\n", "Train Set Metrics of the initial (untrained) model:\n", - "\tloss: 0.8075\n", - "\tacc: 0.6095\n", + "\tloss: 0.8166\n", + "\tacc: 0.6505\n", "\n", "Test Set Metrics of the initial (untrained) model:\n", - "\tloss: 0.7174\n", - "\tacc: 0.6053\n" + "\tloss: 0.8599\n", + "\tacc: 0.6357\n" ] } ], @@ -523,7 +547,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -531,45 +555,45 @@ "output_type": "stream", "text": [ "Epoch 1/20\n", - " - 6s - loss: 0.6976 - acc: 0.6115 - val_loss: 0.6591 - val_acc: 0.7315\n", + " - 10s - loss: 0.8580 - acc: 0.6062 - val_loss: 0.6385 - val_acc: 0.5958\n", "Epoch 2/20\n", - " - 5s - loss: 0.3436 - acc: 0.9166 - val_loss: 0.4788 - val_acc: 0.7799\n", + " - 9s - loss: 0.5529 - acc: 0.7396 - val_loss: 0.5138 - val_acc: 0.7343\n", "Epoch 3/20\n", - " - 5s - loss: 0.2128 - acc: 0.9656 - val_loss: 0.4743 - val_acc: 0.7932\n", + " - 9s - loss: 0.4897 - acc: 0.8208 - val_loss: 0.4571 - val_acc: 0.7856\n", "Epoch 4/20\n", - " - 5s - loss: 0.1506 - acc: 0.9781 - val_loss: 0.4827 - val_acc: 0.8017\n", + " - 9s - loss: 0.3557 - acc: 0.8614 - val_loss: 0.4293 - val_acc: 0.8245\n", "Epoch 5/20\n", - " - 5s - loss: 0.1154 - acc: 0.9927 - val_loss: 0.5108 - val_acc: 0.8055\n", + " - 9s - loss: 0.3070 - acc: 0.8937 - val_loss: 0.4341 - val_acc: 0.7970\n", "Epoch 6/20\n", - " - 5s - loss: 0.0928 - acc: 0.9969 - val_loss: 0.4586 - val_acc: 0.8055\n", + " - 9s - loss: 0.2743 - acc: 0.9146 - val_loss: 0.4445 - val_acc: 0.8197\n", "Epoch 7/20\n", - " - 5s - loss: 0.0798 - acc: 0.9990 - val_loss: 0.4712 - val_acc: 0.8055\n", + " - 9s - loss: 0.2386 - acc: 0.9376 - val_loss: 0.4206 - val_acc: 0.8121\n", "Epoch 8/20\n", - " - 5s - loss: 0.0703 - acc: 1.0000 - val_loss: 0.4956 - val_acc: 0.8150\n", + " - 9s - loss: 0.2136 - acc: 0.9542 - val_loss: 0.4479 - val_acc: 0.8036\n", "Epoch 9/20\n", - " - 5s - loss: 0.0589 - acc: 1.0000 - val_loss: 0.5058 - val_acc: 0.8055\n", + " - 9s - loss: 0.2046 - acc: 0.9542 - val_loss: 0.4464 - val_acc: 0.8093\n", "Epoch 10/20\n", - " - 5s - loss: 0.0508 - acc: 1.0000 - val_loss: 0.5300 - val_acc: 0.8055\n", + " - 9s - loss: 0.1840 - acc: 0.9708 - val_loss: 0.5162 - val_acc: 0.8159\n", "Epoch 11/20\n", - " - 5s - loss: 0.0486 - acc: 0.9990 - val_loss: 0.5638 - val_acc: 0.8065\n", + " - 9s - loss: 0.1696 - acc: 0.9740 - val_loss: 0.4740 - val_acc: 0.8131\n", "Epoch 12/20\n", - " - 5s - loss: 0.0428 - acc: 1.0000 - val_loss: 0.5302 - val_acc: 0.8150\n", + " - 9s - loss: 0.1450 - acc: 0.9823 - val_loss: 0.4529 - val_acc: 0.8197\n", "Epoch 13/20\n", - " - 5s - loss: 0.0392 - acc: 1.0000 - val_loss: 0.5687 - val_acc: 0.8036\n", + " - 9s - loss: 0.1383 - acc: 0.9823 - val_loss: 0.5091 - val_acc: 0.8112\n", "Epoch 14/20\n", - " - 5s - loss: 0.0365 - acc: 1.0000 - val_loss: 0.5409 - val_acc: 0.8112\n", + " - 9s - loss: 0.1274 - acc: 0.9865 - val_loss: 0.4702 - val_acc: 0.8102\n", "Epoch 15/20\n", - " - 5s - loss: 0.0335 - acc: 1.0000 - val_loss: 0.5357 - val_acc: 0.8065\n", + " - 9s - loss: 0.1201 - acc: 0.9885 - val_loss: 0.5158 - val_acc: 0.8140\n", "Epoch 16/20\n", - " - 5s - loss: 0.0303 - acc: 1.0000 - val_loss: 0.4906 - val_acc: 0.8102\n", + " - 9s - loss: 0.1177 - acc: 0.9885 - val_loss: 0.5169 - val_acc: 0.8036\n", "Epoch 17/20\n", - " - 5s - loss: 0.0295 - acc: 1.0000 - val_loss: 0.5234 - val_acc: 0.8188\n", + " - 9s - loss: 0.1095 - acc: 0.9896 - val_loss: 0.5407 - val_acc: 0.8121\n", "Epoch 18/20\n", - " - 5s - loss: 0.0284 - acc: 1.0000 - val_loss: 0.5592 - val_acc: 0.8121\n", + " - 9s - loss: 0.1038 - acc: 0.9896 - val_loss: 0.5163 - val_acc: 0.8169\n", "Epoch 19/20\n", - " - 5s - loss: 0.0266 - acc: 1.0000 - val_loss: 0.5138 - val_acc: 0.8046\n", + " - 9s - loss: 0.0906 - acc: 0.9958 - val_loss: 0.5092 - val_acc: 0.8283\n", "Epoch 20/20\n", - " - 5s - loss: 0.0246 - acc: 1.0000 - val_loss: 0.5125 - val_acc: 0.8093\n" + " - 8s - loss: 0.0835 - acc: 0.9958 - val_loss: 0.5172 - val_acc: 0.8159\n" ] } ], @@ -591,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -616,14 +640,14 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -645,7 +669,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -654,12 +678,12 @@ "text": [ "\n", "Train Set Metrics of the trained model:\n", - "\tloss: 0.0216\n", - "\tacc: 1.0000\n", + "\tloss: 0.0411\n", + "\tacc: 0.9979\n", "\n", "Test Set Metrics of the trained model:\n", - "\tloss: 0.5346\n", - "\tacc: 0.8074\n" + "\tloss: 0.5084\n", + "\tacc: 0.8036\n" ] } ], diff --git a/demos/link-prediction-graphsage/cora-links-example.py b/demos/link-prediction-graphsage/cora-links-example.py index ca80dc2d3..31968f3b2 100644 --- a/demos/link-prediction-graphsage/cora-links-example.py +++ b/demos/link-prediction-graphsage/cora-links-example.py @@ -123,7 +123,10 @@ def train( # Randomly sample a fraction p=0.1 of all positive links, and same number of negative links, from G, and obtain the # reduced graph G_test with the sampled links removed: G_test, edge_ids_test, edge_labels_test = edge_splitter_test.train_test_split( - p=0.1, keep_connected=True, method=args.edge_sampling_method, probs=args.edge_sampling_probs + p=0.1, + keep_connected=True, + method=args.edge_sampling_method, + probs=args.edge_sampling_probs, ) # From G_test, extract E_train and the reduced graph G_train: @@ -131,7 +134,10 @@ def train( # Randomly sample a fraction p=0.1 of all positive links, and same number of negative links, from G_test, and obtain the # further reduced graph G_train with the sampled links removed: G_train, edge_ids_train, edge_labels_train = edge_splitter_train.train_test_split( - p=0.1, keep_connected=True, method=args.edge_sampling_method, probs=args.edge_sampling_probs + p=0.1, + keep_connected=True, + method=args.edge_sampling_method, + probs=args.edge_sampling_probs, ) # G_train, edge_ds_train, edge_labels_train will be used for model training @@ -145,7 +151,7 @@ def train( # We need to create two mappers: for training and testing of the model train_gen = GraphSAGELinkGenerator( G_train, batch_size, num_samples, name="train" - ).flow(edge_ids_train, edge_labels_train) + ).flow(edge_ids_train, edge_labels_train, shuffle=True) test_gen = GraphSAGELinkGenerator( G_test, batch_size, num_samples, name="test" @@ -192,7 +198,7 @@ def train( # Train model print("\nTraining the model for {} epochs...".format(num_epochs)) history = model.fit_generator( - train_gen, epochs=num_epochs, validation_data=test_gen, verbose=2, shuffle=True + train_gen, epochs=num_epochs, validation_data=test_gen, verbose=2, shuffle=False ) # Evaluate and print metrics diff --git a/demos/link-prediction-hinsage/movielens-recommender.ipynb b/demos/link-prediction-hinsage/movielens-recommender.ipynb index 4380dedfc..9f6a78a95 100644 --- a/demos/link-prediction-hinsage/movielens-recommender.ipynb +++ b/demos/link-prediction-hinsage/movielens-recommender.ipynb @@ -562,9 +562,9 @@ "\n", " Edge types:\n", " movie-default->user: [74198]\n", - " Attributes: {'uId', 'mId', 'score'}\n", + " Attributes: {'uId', 'score', 'mId'}\n", " user-default->movie: [25802]\n", - " Attributes: {'uId', 'mId', 'score'}\n", + " Attributes: {'uId', 'score', 'mId'}\n", "\n" ] } @@ -614,7 +614,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Create the mappers:" + "Create the generators to feed data from the graph to the Keras model. The `shuffle=True` argument is given to the `flow` method to improve training." ] }, { @@ -628,7 +628,7 @@ " batch_size,\n", " num_samples,\n", " )\n", - "train_gen = generator.flow(edgelist_train, labels_train)\n", + "train_gen = generator.flow(edgelist_train, labels_train, shuffle=True)\n", "test_gen = generator.flow(edgelist_test, labels_test)" ] }, @@ -753,53 +753,53 @@ "__________________________________________________________________________________________________\n", "reshape_4 (Reshape) (None, 8, 4, 19) 0 input_6[0][0] \n", "__________________________________________________________________________________________________\n", - "dropout_1 (Dropout) (None, 1, 24) 0 input_1[0][0] \n", + "dropout_2 (Dropout) (None, 1, 24) 0 input_1[0][0] \n", "__________________________________________________________________________________________________\n", - "dropout_2 (Dropout) (None, 1, 8, 19) 0 reshape_1[0][0] \n", + "dropout_1 (Dropout) (None, 1, 8, 19) 0 reshape_1[0][0] \n", "__________________________________________________________________________________________________\n", - "dropout_5 (Dropout) (None, 8, 19) 0 input_3[0][0] \n", + "dropout_6 (Dropout) (None, 8, 19) 0 input_3[0][0] \n", "__________________________________________________________________________________________________\n", - "dropout_6 (Dropout) (None, 8, 4, 24) 0 reshape_3[0][0] \n", + "dropout_5 (Dropout) (None, 8, 4, 24) 0 reshape_3[0][0] \n", "__________________________________________________________________________________________________\n", "input_2 (InputLayer) (None, 1, 19) 0 \n", "__________________________________________________________________________________________________\n", "reshape_2 (Reshape) (None, 1, 8, 24) 0 input_4[0][0] \n", "__________________________________________________________________________________________________\n", - "dropout_7 (Dropout) (None, 8, 24) 0 input_4[0][0] \n", + "dropout_8 (Dropout) (None, 8, 24) 0 input_4[0][0] \n", "__________________________________________________________________________________________________\n", - "dropout_8 (Dropout) (None, 8, 4, 19) 0 reshape_4[0][0] \n", + "dropout_7 (Dropout) (None, 8, 4, 19) 0 reshape_4[0][0] \n", "__________________________________________________________________________________________________\n", - "mean_hin_aggregator_1 (MeanHinA multiple 720 dropout_1[0][0] \n", - " dropout_2[0][0] \n", - " dropout_7[0][0] \n", + "mean_hin_aggregator_1 (MeanHinA multiple 720 dropout_2[0][0] \n", + " dropout_1[0][0] \n", " dropout_8[0][0] \n", + " dropout_7[0][0] \n", "__________________________________________________________________________________________________\n", - "mean_hin_aggregator_2 (MeanHinA multiple 720 dropout_3[0][0] \n", - " dropout_4[0][0] \n", - " dropout_5[0][0] \n", + "mean_hin_aggregator_2 (MeanHinA multiple 720 dropout_4[0][0] \n", + " dropout_3[0][0] \n", " dropout_6[0][0] \n", + " dropout_5[0][0] \n", "__________________________________________________________________________________________________\n", - "dropout_3 (Dropout) (None, 1, 19) 0 input_2[0][0] \n", + "dropout_4 (Dropout) (None, 1, 19) 0 input_2[0][0] \n", "__________________________________________________________________________________________________\n", - "dropout_4 (Dropout) (None, 1, 8, 24) 0 reshape_2[0][0] \n", + "dropout_3 (Dropout) (None, 1, 8, 24) 0 reshape_2[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_5 (Reshape) (None, 1, 8, 32) 0 mean_hin_aggregator_2[1][0] \n", "__________________________________________________________________________________________________\n", "reshape_6 (Reshape) (None, 1, 8, 32) 0 mean_hin_aggregator_1[1][0] \n", "__________________________________________________________________________________________________\n", - "dropout_9 (Dropout) (None, 1, 32) 0 mean_hin_aggregator_1[0][0] \n", + "dropout_10 (Dropout) (None, 1, 32) 0 mean_hin_aggregator_1[0][0] \n", "__________________________________________________________________________________________________\n", - "dropout_10 (Dropout) (None, 1, 8, 32) 0 reshape_5[0][0] \n", + "dropout_9 (Dropout) (None, 1, 8, 32) 0 reshape_5[0][0] \n", "__________________________________________________________________________________________________\n", - "dropout_11 (Dropout) (None, 1, 32) 0 mean_hin_aggregator_2[0][0] \n", + "dropout_12 (Dropout) (None, 1, 32) 0 mean_hin_aggregator_2[0][0] \n", "__________________________________________________________________________________________________\n", - "dropout_12 (Dropout) (None, 1, 8, 32) 0 reshape_6[0][0] \n", + "dropout_11 (Dropout) (None, 1, 8, 32) 0 reshape_6[0][0] \n", "__________________________________________________________________________________________________\n", - "mean_hin_aggregator_3 (MeanHinA (None, 1, 32) 1056 dropout_9[0][0] \n", - " dropout_10[0][0] \n", + "mean_hin_aggregator_3 (MeanHinA (None, 1, 32) 1056 dropout_10[0][0] \n", + " dropout_9[0][0] \n", "__________________________________________________________________________________________________\n", - "mean_hin_aggregator_4 (MeanHinA (None, 1, 32) 1056 dropout_11[0][0] \n", - " dropout_12[0][0] \n", + "mean_hin_aggregator_4 (MeanHinA (None, 1, 32) 1056 dropout_12[0][0] \n", + " dropout_11[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_1 (Lambda) (None, 1, 32) 0 mean_hin_aggregator_3[0][0] \n", " mean_hin_aggregator_4[0][0] \n", @@ -848,11 +848,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "150/150 [==============================] - 4s 26ms/step\n", + "150/150 [==============================] - 4s 29ms/step\n", "Untrained model's Test Evaluation:\n", - "\tloss: 11.5802\n", - "\troot_mean_square_error: 3.4021\n", - "\tmean_absolute_error: 3.2114\n" + "\tloss: 13.1803\n", + "\troot_mean_square_error: 3.6298\n", + "\tmean_absolute_error: 3.4493\n" ] } ], @@ -883,45 +883,45 @@ "output_type": "stream", "text": [ "Epoch 1/20\n", - "350/350 [==============================] - 14s 40ms/step - loss: 1.3476 - root_mean_square_error: 1.1359 - mean_absolute_error: 0.9410 - val_loss: 1.1537 - val_root_mean_square_error: 1.0730 - val_mean_absolute_error: 0.8686\n", + "350/350 [==============================] - 14s 39ms/step - loss: 1.3525 - root_mean_square_error: 1.1388 - mean_absolute_error: 0.9439 - val_loss: 1.1574 - val_root_mean_square_error: 1.0743 - val_mean_absolute_error: 0.8716\n", "Epoch 2/20\n", - "350/350 [==============================] - 13s 38ms/step - loss: 1.1490 - root_mean_square_error: 1.0706 - mean_absolute_error: 0.8709 - val_loss: 1.1287 - val_root_mean_square_error: 1.0613 - val_mean_absolute_error: 0.8605\n", + "350/350 [==============================] - 13s 36ms/step - loss: 1.1511 - root_mean_square_error: 1.0717 - mean_absolute_error: 0.8709 - val_loss: 1.1345 - val_root_mean_square_error: 1.0636 - val_mean_absolute_error: 0.8565\n", "Epoch 3/20\n", - "350/350 [==============================] - 13s 38ms/step - loss: 1.1306 - root_mean_square_error: 1.0620 - mean_absolute_error: 0.8614 - val_loss: 1.1220 - val_root_mean_square_error: 1.0581 - val_mean_absolute_error: 0.8495\n", + "350/350 [==============================] - 13s 38ms/step - loss: 1.1337 - root_mean_square_error: 1.0637 - mean_absolute_error: 0.8606 - val_loss: 1.1231 - val_root_mean_square_error: 1.0583 - val_mean_absolute_error: 0.8660\n", "Epoch 4/20\n", - "350/350 [==============================] - 13s 38ms/step - loss: 1.1226 - root_mean_square_error: 1.0582 - mean_absolute_error: 0.8571 - val_loss: 1.1192 - val_root_mean_square_error: 1.0568 - val_mean_absolute_error: 0.8632\n", + "350/350 [==============================] - 14s 39ms/step - loss: 1.1263 - root_mean_square_error: 1.0600 - mean_absolute_error: 0.8574 - val_loss: 1.1171 - val_root_mean_square_error: 1.0554 - val_mean_absolute_error: 0.8520\n", "Epoch 5/20\n", - "350/350 [==============================] - 13s 38ms/step - loss: 1.1145 - root_mean_square_error: 1.0544 - mean_absolute_error: 0.8527 - val_loss: 1.1072 - val_root_mean_square_error: 1.0511 - val_mean_absolute_error: 0.8456\n", + "350/350 [==============================] - 15s 42ms/step - loss: 1.1162 - root_mean_square_error: 1.0554 - mean_absolute_error: 0.8522 - val_loss: 1.1068 - val_root_mean_square_error: 1.0506 - val_mean_absolute_error: 0.8512\n", "Epoch 6/20\n", - "350/350 [==============================] - 15s 44ms/step - loss: 1.1108 - root_mean_square_error: 1.0526 - mean_absolute_error: 0.8509 - val_loss: 1.1088 - val_root_mean_square_error: 1.0519 - val_mean_absolute_error: 0.8576\n", + "350/350 [==============================] - 16s 45ms/step - loss: 1.1114 - root_mean_square_error: 1.0530 - mean_absolute_error: 0.8500 - val_loss: 1.0995 - val_root_mean_square_error: 1.0471 - val_mean_absolute_error: 0.8512\n", "Epoch 7/20\n", - "350/350 [==============================] - 14s 41ms/step - loss: 1.1022 - root_mean_square_error: 1.0485 - mean_absolute_error: 0.8469 - val_loss: 1.1080 - val_root_mean_square_error: 1.0515 - val_mean_absolute_error: 0.8580\n", + "350/350 [==============================] - 15s 43ms/step - loss: 1.1054 - root_mean_square_error: 1.0500 - mean_absolute_error: 0.8483 - val_loss: 1.1076 - val_root_mean_square_error: 1.0511 - val_mean_absolute_error: 0.8575\n", "Epoch 8/20\n", - "350/350 [==============================] - 14s 39ms/step - loss: 1.1012 - root_mean_square_error: 1.0480 - mean_absolute_error: 0.8472 - val_loss: 1.1214 - val_root_mean_square_error: 1.0579 - val_mean_absolute_error: 0.8682\n", + "350/350 [==============================] - 14s 41ms/step - loss: 1.1047 - root_mean_square_error: 1.0499 - mean_absolute_error: 0.8477 - val_loss: 1.0945 - val_root_mean_square_error: 1.0447 - val_mean_absolute_error: 0.8435\n", "Epoch 9/20\n", - "350/350 [==============================] - 13s 37ms/step - loss: 1.0970 - root_mean_square_error: 1.0460 - mean_absolute_error: 0.8452 - val_loss: 1.0941 - val_root_mean_square_error: 1.0448 - val_mean_absolute_error: 0.8397\n", + "350/350 [==============================] - 15s 43ms/step - loss: 1.0979 - root_mean_square_error: 1.0467 - mean_absolute_error: 0.8441 - val_loss: 1.0962 - val_root_mean_square_error: 1.0456 - val_mean_absolute_error: 0.8482\n", "Epoch 10/20\n", - "350/350 [==============================] - 13s 37ms/step - loss: 1.0951 - root_mean_square_error: 1.0451 - mean_absolute_error: 0.8443 - val_loss: 1.1011 - val_root_mean_square_error: 1.0483 - val_mean_absolute_error: 0.8550\n", + "350/350 [==============================] - 16s 45ms/step - loss: 1.1021 - root_mean_square_error: 1.0486 - mean_absolute_error: 0.8469 - val_loss: 1.0897 - val_root_mean_square_error: 1.0424 - val_mean_absolute_error: 0.8411\n", "Epoch 11/20\n", - "350/350 [==============================] - 13s 39ms/step - loss: 1.0937 - root_mean_square_error: 1.0445 - mean_absolute_error: 0.8438 - val_loss: 1.0878 - val_root_mean_square_error: 1.0419 - val_mean_absolute_error: 0.8417\n", + "350/350 [==============================] - 17s 49ms/step - loss: 1.0964 - root_mean_square_error: 1.0458 - mean_absolute_error: 0.8443 - val_loss: 1.1064 - val_root_mean_square_error: 1.0506 - val_mean_absolute_error: 0.8584\n", "Epoch 12/20\n", - "350/350 [==============================] - 14s 40ms/step - loss: 1.0913 - root_mean_square_error: 1.0433 - mean_absolute_error: 0.8418 - val_loss: 1.0898 - val_root_mean_square_error: 1.0428 - val_mean_absolute_error: 0.8476\n", + "350/350 [==============================] - 17s 49ms/step - loss: 1.0915 - root_mean_square_error: 1.0433 - mean_absolute_error: 0.8414 - val_loss: 1.0878 - val_root_mean_square_error: 1.0416 - val_mean_absolute_error: 0.8420\n", "Epoch 13/20\n", - "350/350 [==============================] - 14s 39ms/step - loss: 1.0855 - root_mean_square_error: 1.0405 - mean_absolute_error: 0.8406 - val_loss: 1.0795 - val_root_mean_square_error: 1.0378 - val_mean_absolute_error: 0.8302\n", + "350/350 [==============================] - 15s 42ms/step - loss: 1.0890 - root_mean_square_error: 1.0424 - mean_absolute_error: 0.8404 - val_loss: 1.0825 - val_root_mean_square_error: 1.0390 - val_mean_absolute_error: 0.8369\n", "Epoch 14/20\n", - "350/350 [==============================] - 13s 38ms/step - loss: 1.0827 - root_mean_square_error: 1.0391 - mean_absolute_error: 0.8377 - val_loss: 1.0866 - val_root_mean_square_error: 1.0413 - val_mean_absolute_error: 0.8387\n", + "350/350 [==============================] - 14s 40ms/step - loss: 1.0896 - root_mean_square_error: 1.0427 - mean_absolute_error: 0.8410 - val_loss: 1.0806 - val_root_mean_square_error: 1.0380 - val_mean_absolute_error: 0.8371\n", "Epoch 15/20\n", - "350/350 [==============================] - 13s 38ms/step - loss: 1.0777 - root_mean_square_error: 1.0368 - mean_absolute_error: 0.8360 - val_loss: 1.0924 - val_root_mean_square_error: 1.0439 - val_mean_absolute_error: 0.8281\n", + "350/350 [==============================] - 14s 40ms/step - loss: 1.0853 - root_mean_square_error: 1.0406 - mean_absolute_error: 0.8391 - val_loss: 1.0837 - val_root_mean_square_error: 1.0397 - val_mean_absolute_error: 0.8434\n", "Epoch 16/20\n", - "350/350 [==============================] - 13s 38ms/step - loss: 1.0800 - root_mean_square_error: 1.0379 - mean_absolute_error: 0.8367 - val_loss: 1.0849 - val_root_mean_square_error: 1.0405 - val_mean_absolute_error: 0.8435\n", + "350/350 [==============================] - 14s 41ms/step - loss: 1.0836 - root_mean_square_error: 1.0397 - mean_absolute_error: 0.8388 - val_loss: 1.0771 - val_root_mean_square_error: 1.0364 - val_mean_absolute_error: 0.8377\n", "Epoch 17/20\n", - "350/350 [==============================] - 13s 38ms/step - loss: 1.0756 - root_mean_square_error: 1.0359 - mean_absolute_error: 0.8359 - val_loss: 1.0825 - val_root_mean_square_error: 1.0392 - val_mean_absolute_error: 0.8291\n", + "350/350 [==============================] - 14s 40ms/step - loss: 1.0823 - root_mean_square_error: 1.0393 - mean_absolute_error: 0.8375 - val_loss: 1.0771 - val_root_mean_square_error: 1.0363 - val_mean_absolute_error: 0.8320\n", "Epoch 18/20\n", - "350/350 [==============================] - 13s 38ms/step - loss: 1.0792 - root_mean_square_error: 1.0375 - mean_absolute_error: 0.8366 - val_loss: 1.0818 - val_root_mean_square_error: 1.0390 - val_mean_absolute_error: 0.8399\n", + "350/350 [==============================] - 15s 42ms/step - loss: 1.0804 - root_mean_square_error: 1.0383 - mean_absolute_error: 0.8363 - val_loss: 1.0800 - val_root_mean_square_error: 1.0377 - val_mean_absolute_error: 0.8302\n", "Epoch 19/20\n", - "350/350 [==============================] - 13s 38ms/step - loss: 1.0746 - root_mean_square_error: 1.0352 - mean_absolute_error: 0.8350 - val_loss: 1.0756 - val_root_mean_square_error: 1.0360 - val_mean_absolute_error: 0.8278\n", + "350/350 [==============================] - 16s 45ms/step - loss: 1.0791 - root_mean_square_error: 1.0376 - mean_absolute_error: 0.8358 - val_loss: 1.0801 - val_root_mean_square_error: 1.0378 - val_mean_absolute_error: 0.8354\n", "Epoch 20/20\n", - "350/350 [==============================] - 13s 38ms/step - loss: 1.0746 - root_mean_square_error: 1.0353 - mean_absolute_error: 0.8346 - val_loss: 1.0828 - val_root_mean_square_error: 1.0395 - val_mean_absolute_error: 0.8411\n" + "350/350 [==============================] - 14s 40ms/step - loss: 1.0818 - root_mean_square_error: 1.0388 - mean_absolute_error: 0.8371 - val_loss: 1.0787 - val_root_mean_square_error: 1.0371 - val_mean_absolute_error: 0.8352\n" ] } ], @@ -931,7 +931,7 @@ " validation_data=test_gen,\n", " epochs=epochs,\n", " verbose=1,\n", - " shuffle=True,\n", + " shuffle=False,\n", " use_multiprocessing=True,\n", " workers=num_workers,\n", " )" @@ -974,7 +974,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -1025,9 +1025,9 @@ "text": [ "150/150 [==============================] - 4s 25ms/step\n", "Test Evaluation:\n", - "\tloss: 1.0823\n", - "\troot_mean_square_error: 1.0392\n", - "\tmean_absolute_error: 0.8404\n" + "\tloss: 1.0744\n", + "\troot_mean_square_error: 1.0350\n", + "\tmean_absolute_error: 0.8331\n" ] } ], @@ -1056,12 +1056,12 @@ "output_type": "stream", "text": [ "Mean Baseline Test set metrics:\n", - "\troot_mean_square_error = 1.1235099267721476\n", - "\tmean_absolute_error = 0.9411109962304434\n", + "\troot_mean_square_error = 1.1237010278539394\n", + "\tmean_absolute_error = 0.9440399985313416\n", "\n", "Model Test set metrics:\n", - "\troot_mean_square_error = 1.0401720009469817\n", - "\tmean_absolute_error = 0.839939950633049\n" + "\troot_mean_square_error = 1.0377780076172762\n", + "\tmean_absolute_error = 0.8343358611901601\n" ] } ], @@ -1099,7 +1099,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1136,9 +1136,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Stellar ML [3]", + "display_name": "Python 3", "language": "python", - "name": "stellarml" + "name": "python3" }, "language_info": { "codemirror_mode": { diff --git a/demos/node-classification-graphsage/graphsage-cora-example.py b/demos/node-classification-graphsage/graphsage-cora-example.py index e9b03028c..ff5a465ab 100644 --- a/demos/node-classification-graphsage/graphsage-cora-example.py +++ b/demos/node-classification-graphsage/graphsage-cora-example.py @@ -44,7 +44,12 @@ from keras import optimizers, losses, layers, metrics from sklearn import preprocessing, feature_extraction, model_selection import stellargraph as sg -from stellargraph.layer import GraphSAGE, MeanAggregator, MaxPoolingAggregator, MeanPoolingAggregator +from stellargraph.layer import ( + GraphSAGE, + MeanAggregator, + MaxPoolingAggregator, + MeanPoolingAggregator, +) from stellargraph.mapper import GraphSAGENodeGenerator @@ -91,22 +96,31 @@ def train( # Split nodes into train/test using stratification. train_nodes, test_nodes, train_targets, test_targets = model_selection.train_test_split( - node_ids, node_targets, train_size=140, test_size=None, stratify=node_targets, random_state=55232 + node_ids, + node_targets, + train_size=140, + test_size=None, + stratify=node_targets, + random_state=5232, ) # Split test set into test and validation val_nodes, test_nodes, val_targets, test_targets = model_selection.train_test_split( - test_nodes, test_targets, train_size=500, test_size=None, random_state=523214 + test_nodes, test_targets, train_size=500, test_size=None, random_state=5214 ) # Create mappers for GraphSAGE that input data from the graph to the model - generator = GraphSAGENodeGenerator(G, batch_size, num_samples, seed=42) - train_gen = generator.flow(train_nodes, train_targets) + generator = GraphSAGENodeGenerator(G, batch_size, num_samples, seed=5312) + train_gen = generator.flow(train_nodes, train_targets, shuffle=True) val_gen = generator.flow(val_nodes, val_targets) # GraphSAGE model model = GraphSAGE( - layer_sizes=layer_size, generator=train_gen, bias=True, dropout=dropout, aggregator=MeanAggregator + layer_sizes=layer_size, + generator=train_gen, + bias=True, + dropout=dropout, + aggregator=MeanAggregator, ) # Expose the input and output sockets of the model: x_inp, x_out = model.default_model(flatten_output=True) @@ -125,7 +139,7 @@ def train( # Train model history = model.fit_generator( - train_gen, epochs=num_epochs, validation_data=val_gen, verbose=2, shuffle=True + train_gen, epochs=num_epochs, validation_data=val_gen, verbose=2, shuffle=False ) # Evaluate on test set and print metrics diff --git a/demos/node-classification-graphsage/graphsage-cora-node-classification-example.ipynb b/demos/node-classification-graphsage/graphsage-cora-node-classification-example.ipynb index cda7a8122..d67dc769a 100644 --- a/demos/node-classification-graphsage/graphsage-cora-node-classification-example.ipynb +++ b/demos/node-classification-graphsage/graphsage-cora-node-classification-example.ipynb @@ -198,13 +198,13 @@ { "data": { "text/plain": [ - "Counter({'Genetic_Algorithms': 42,\n", - " 'Neural_Networks': 81,\n", - " 'Reinforcement_Learning': 22,\n", + "Counter({'Neural_Networks': 81,\n", " 'Rule_Learning': 18,\n", - " 'Theory': 35,\n", + " 'Probabilistic_Methods': 42,\n", " 'Case_Based': 30,\n", - " 'Probabilistic_Methods': 42})" + " 'Theory': 35,\n", + " 'Genetic_Algorithms': 42,\n", + " 'Reinforcement_Learning': 22})" ] }, "execution_count": 9, @@ -353,7 +353,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "For training we map only the training nodes returned from our splitter and the target values." + "For training we map only the training nodes returned from our splitter and the target values. The `shuffle=True` argument is given to the `flow` method to improve training." ] }, { @@ -362,7 +362,7 @@ "metadata": {}, "outputs": [], "source": [ - "train_gen = generator.flow(train_data.index, train_targets)" + "train_gen = generator.flow(train_data.index, train_targets, shuffle=True)" ] }, { @@ -472,7 +472,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -480,45 +480,45 @@ "output_type": "stream", "text": [ "Epoch 1/20\n", - " - 4s - loss: 1.8364 - acc: 0.2574 - val_loss: 1.6995 - val_acc: 0.3495\n", + " - 5s - loss: 1.8680 - acc: 0.3025 - val_loss: 1.7095 - val_acc: 0.3774\n", "Epoch 2/20\n", - " - 4s - loss: 1.4710 - acc: 0.5824 - val_loss: 1.5217 - val_acc: 0.5472\n", + " - 4s - loss: 1.6261 - acc: 0.4720 - val_loss: 1.5229 - val_acc: 0.5193\n", "Epoch 3/20\n", - " - 4s - loss: 1.2417 - acc: 0.8883 - val_loss: 1.3898 - val_acc: 0.7322\n", + " - 4s - loss: 1.4424 - acc: 0.6517 - val_loss: 1.3746 - val_acc: 0.6637\n", "Epoch 4/20\n", - " - 4s - loss: 1.0549 - acc: 0.9695 - val_loss: 1.2663 - val_acc: 0.7715\n", + " - 4s - loss: 1.2843 - acc: 0.7797 - val_loss: 1.2386 - val_acc: 0.7235\n", "Epoch 5/20\n", - " - 4s - loss: 0.9074 - acc: 0.9695 - val_loss: 1.1652 - val_acc: 0.7888\n", + " - 4s - loss: 1.1587 - acc: 0.8253 - val_loss: 1.1284 - val_acc: 0.7559\n", "Epoch 6/20\n", - " - 4s - loss: 0.7749 - acc: 0.9898 - val_loss: 1.0940 - val_acc: 0.7896\n", + " - 4s - loss: 1.0229 - acc: 0.8763 - val_loss: 1.0363 - val_acc: 0.7945\n", "Epoch 7/20\n", - " - 4s - loss: 0.6759 - acc: 0.9898 - val_loss: 1.0289 - val_acc: 0.7908\n", + " - 4s - loss: 0.8938 - acc: 0.9390 - val_loss: 0.9669 - val_acc: 0.7929\n", "Epoch 8/20\n", - " - 5s - loss: 0.5839 - acc: 0.9932 - val_loss: 0.9692 - val_acc: 0.7994\n", + " - 4s - loss: 0.8089 - acc: 0.9262 - val_loss: 0.9111 - val_acc: 0.7900\n", "Epoch 9/20\n", - " - 4s - loss: 0.5141 - acc: 1.0000 - val_loss: 0.9299 - val_acc: 0.8011\n", + " - 4s - loss: 0.7295 - acc: 0.9262 - val_loss: 0.8558 - val_acc: 0.8039\n", "Epoch 10/20\n", - " - 4s - loss: 0.4514 - acc: 1.0000 - val_loss: 0.8947 - val_acc: 0.7920\n", + " - 4s - loss: 0.6537 - acc: 0.9594 - val_loss: 0.8237 - val_acc: 0.8002\n", "Epoch 11/20\n", - " - 4s - loss: 0.3996 - acc: 1.0000 - val_loss: 0.8601 - val_acc: 0.7978\n", + " - 4s - loss: 0.5949 - acc: 0.9415 - val_loss: 0.7911 - val_acc: 0.8052\n", "Epoch 12/20\n", - " - 4s - loss: 0.3568 - acc: 1.0000 - val_loss: 0.8304 - val_acc: 0.7982\n", + " - 4s - loss: 0.5338 - acc: 0.9729 - val_loss: 0.7590 - val_acc: 0.8134\n", "Epoch 13/20\n", - " - 4s - loss: 0.3189 - acc: 1.0000 - val_loss: 0.8146 - val_acc: 0.7904\n", + " - 4s - loss: 0.4865 - acc: 0.9822 - val_loss: 0.7412 - val_acc: 0.8093\n", "Epoch 14/20\n", - " - 4s - loss: 0.2835 - acc: 1.0000 - val_loss: 0.7935 - val_acc: 0.7978\n", + " - 4s - loss: 0.4344 - acc: 0.9898 - val_loss: 0.7237 - val_acc: 0.8134\n", "Epoch 15/20\n", - " - 4s - loss: 0.2583 - acc: 1.0000 - val_loss: 0.7742 - val_acc: 0.7986\n", + " - 4s - loss: 0.4273 - acc: 0.9686 - val_loss: 0.7103 - val_acc: 0.8113\n", "Epoch 16/20\n", - " - 4s - loss: 0.2357 - acc: 0.9966 - val_loss: 0.7778 - val_acc: 0.7945\n", + " - 4s - loss: 0.3825 - acc: 0.9898 - val_loss: 0.7005 - val_acc: 0.8076\n", "Epoch 17/20\n", - " - 4s - loss: 0.2117 - acc: 1.0000 - val_loss: 0.7583 - val_acc: 0.7941\n", + " - 4s - loss: 0.3419 - acc: 0.9932 - val_loss: 0.6770 - val_acc: 0.8162\n", "Epoch 18/20\n", - " - 4s - loss: 0.1933 - acc: 1.0000 - val_loss: 0.7518 - val_acc: 0.7842\n", + " - 4s - loss: 0.3154 - acc: 0.9831 - val_loss: 0.6780 - val_acc: 0.8117\n", "Epoch 19/20\n", - " - 4s - loss: 0.1760 - acc: 1.0000 - val_loss: 0.7366 - val_acc: 0.7970\n", + " - 4s - loss: 0.2932 - acc: 0.9966 - val_loss: 0.6732 - val_acc: 0.8101\n", "Epoch 20/20\n", - " - 4s - loss: 0.1639 - acc: 1.0000 - val_loss: 0.7335 - val_acc: 0.7879\n" + " - 4s - loss: 0.2706 - acc: 0.9898 - val_loss: 0.6556 - val_acc: 0.8093\n" ] } ], @@ -528,13 +528,13 @@ " epochs=20,\n", " validation_data=test_gen,\n", " verbose=2,\n", - " shuffle=True,\n", + " shuffle=False\n", ")" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -557,12 +557,12 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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de81ioC7CeFKqewwFnSmcvbZmOLgDGt+G9jboPAYd4dR5DDqOn3jsaOuxrKvccXCHkjlQOh9KFwZTyVzIzk33Nxw53CHRAYnO8LEDPBE+OuQVQU4B6L6djBVlUpgB7E56Hgcu61HmC8B6M/sLYAxwfW9vZGargdUAs2bNGvJAo9DVvcW5SgoD03EMDr4JB2pOTAd3Bo+H957+9bFciOUFO/hYHmSHUyw3nM8HErDzWXjjv068zmJholh4crKYuADGTBx4/IlOOLIfDu+BlnA6vDdpfk+wPtEZ7CSTJzzpeV/zCbAsKJ4RxFsyN3wMpwlzIX8IulJJdEJzXZCAG98KHg+Fj83xINkmOsA7k3b+nSeWeeL0nxHLg4KSXqbxfSwvgcIJkDt2+CWTjuOwdwvEN8GechhTeuL3Vbog+M4ZJt0d/N8NfNvd/9HMrgD+08zOdz/5l+XuDwEPASxfvtzTEOcZq6hvZvbEQo2hkCzRCU27w53+jqQEsCNYnvxnHzMJJs6HBTcEjxPnw/jZkDsm3NknJYBYLmSdQU3osRbYXx189v6qcKqGHb8Ozi66FEw4OVkUz4S2xt53+kcagp1iTwUToGgqjJ0CE+YFsZoFO3jL6jGfNMGpyxId0BSHQ2/CtjXQeqDHZ5WcnCiSE8e4GRDLhkQiSFCNbyft8N86kQCa4sHndDMomgYls2HG8uAoPysGWdnBZLHweW/Lsk9+7Nr2Rw8lTY3BZ9e/Hjxvb+3772bhe52y7XpsQ3rbpkBWTrAtJi+GSefC5CUwaRHkjR34b+d0mmohvjGcNgXfq6Mt/PtMgGPNJ2/fMZOD5FC6IOmAZD6Mn3Vim6VYlHusWmBm0vOycFmy/w6sBHD3F80sHygF9kUYV0pkVCOzO+zbBrWbgmqURCLp1L6PI75E56nVAIlOSLRDZzgl2oP36+wI37e9x3zXFB5dtree/A+RWwQT50HZpXDh3eHOf14wDcVRb1/yimDGxcGULNEZ7Bj3V8OB6hPJomo9vPa9pIIWHPGNnRrs8Keef2K+aGo4PyVIBNkR9nnV1gyHdvWY3oT6N2Dbz07e1lnZQTxHGoK/R7Ixk8Od/iVw3h8GO6SS2UESLi6L9jv01N4WJN7kxNF6MHhsa+xxpuW9nGn1PMtKWtd5LDgA2fjCiR01QPGsIFFMPhcmhY+liyC3sP9Yj7cGO/3kJNBSH6yL5cH0ZXDpn0LZ8uA3Pm5G8Dc59FbS7yv8jVU8GXzHLrG84P/hpLPX+UESy432Evcok8JGYIGZzSVIBncBH+hR5m3gOuDbZrYYyAcaIowpJQ4f62DXgVbuuLgsfUG0t8Gu30LVumBqentgr8vKOXF01/Mo0GIQywmranKCZV3zuYXBa2O5wRFp8nwsN3ieUxBUc0ycHxw1j52cWdUBWbEgvglzgRtPXnf0UHAUWFASxB3LSUuIJ8kfB9MuCKaeEp3QXBtUyXUljJb64Axs/KzgiHn8rODs53Q7v1TKyYecMLlGJdEZbI9926BhG+yrDOZ3bkhKmNbjrGIxTDgnOLvsSgJ7tpw4OyyZA3OuDnb+ZcthytLe26piOeGOfj4sWnXyuiMHgiSRfECyZ3OQ4LvOold9FS77WDTbJRRZUnD3DjO7B1gHxIBH3H2rmT0AbHL3NcDfAA+b2V8RNDp/1N2HRfVQfyq7ustO9ZVHzXVQvT5IAjufDY7McwrhnGvhHX8Dc64JjpK7TsGTT+8tdmZVMKNNV932cJEVC3b642cBf5DuaDJLVuzEGeni95xY3tkRtGM1bAuSxL5t0FAZ/E/1PMOdcTFc/VcnksCY0rOPa8xEGHMFzL7i5OVd7W37q2Dq0rP/nNOItMLb3dcCa3ssuz9pvgK4KsoY0qEiVUkhkYC616DqF8G0pzxYXjwLln0QFq4Mjl5y8qONQ2QkiGXDpIXBtOTWE8s7jp+48GHCOUEVTirr+7Pzgiqtyeem5uNS8imjTEVdMyWFOUwdF8HOuK05OM2tWhccwRxpCI76Z14G138BFtwUnOpmUrWMyHCWnQtTlgTTKKCkEIGK+maWTB/iMRR2vQDPfTV4TLQHDbHzrw/OBuZfH1yyJyJylpQUhlhHZ4LKPS185IrZQ/OGx1vhVw/A778J48rg8j8PEsHMy4LTXRGRIaS9yhDbuT8cQ2Eo2hN2vww//fOgPvPSP4Mbvhj55WgiMropKQyxrjuZl0w7i+vsO47Bhr+H330juLb5w08GVxCJiERMSWGIdY+hMGmQR/R1r8ETfx5cFnfxh+HGLwXXo4uIpICSwhCrqG9m0ZQics50DIWO4/Dbf4Dn/iG4OeqDjwddPIiIpJCSwhDqGkPh+sVTzuyFe7fCEx8L7l684P2w6ivD60YpERkxlBSG0L6WYxw4cpzF04oG9oLODnjh6/Dsl4PeEt///ZPvsBQRSTElhSHUPYbC9AE0MjdUwU8/DrWvwJLb4N3/ODS3youInAUlhSFU0T2GQj9nColOeOmb8Ov/HXQQ90ePwPl3pChCEZH+KSkMoYq6ZmZNKGRcfh89aB7YAU9+At5+ERbdDO/5etDFsohIhlBSGEIV9f2MofD27+E/bwu6kL7tm8H4AeqfSEQyjJLCEAnGUDjC7RfN6L3Apv8Iejv8+AvBkIoiIhlIHegPke17mnGn9zOFzvaga+uFq5QQRCSjKSkMkYr6FqCPMRR2PQ9tTbrcVEQynpLCEKmoa2Z8YQ7TinsZQ6HyqWAEtHnvSn1gIiJnQElhiHQ1Mp8yhkIiAZVrg4SQU5Ce4EREBkhJYQh0dCao7OvKo7rXoKUOFr839YGJiJyhSJOCma00s+1mVmNm9/Wy/p/M7PVwqjKzxijjicquA0c41tcYCpU/A4vBghtTH5iIyBmK7JJUM4sBDwI3AHFgo5mtcfeKrjLu/ldJ5f8CuCiqeKK0tbt7i96SwtMw52oNlykiw0KUZworgBp33+nux4FHgVv7KX838IMI44lMRX0zubEs5k0ae/KKhirYXwXn6qojERkeokwKM4DdSc/j4bJTmNlsYC7w6z7WrzazTWa2qaGhYcgDPVsVdc0smDL21DEUKp8KHs99d+qDEhEZhExpaL4LeNzdO3tb6e4Puftyd18+adKkFIfWv64xFHptZK58CqZfrBvWRGTYiDIp1AIzk56Xhct6cxfDtOqoIRxD4ZT2hOa6oFtsnSWIyDASZVLYCCwws7lmlkuw41/Ts5CZnQuUAC9GGEtkurrLPuVMofLp4FGXoorIMBJZUnD3DuAeYB2wDXjM3bea2QNmdktS0buAR93do4olSl1JYXHPM4XKp2DifChdmIaoREQGJ9JeUt19LbC2x7L7ezz/QpQxRK2irpmZEwpOHkPh6KGgv6Mr7lH32CIyrGRKQ/Ow1esYClXrIdGhS1FFZNhRUjgLrcc7eHP/EZZM6zEmc+VTMHYqzLgkPYGJiAySksJZqNzTEoyhkNye0H4Uan4ZXHWUpc0rIsOL9lpnoaK37i12bID2Vl2KKiLD0oCSgpndbmbFSc/Hm9lt0YU1PFTUN1NckMP05DEUKp+GvGKYc036AhMRGaSBnil83t2bup64eyPw+WhCGj667mTuHkOhswO2r4WFN0J2bnqDExEZhIEmhd7KRXo5a6brTDiVe5pZnHzl0e6X4OhBXXUkIsPWQJPCJjP7mpnNC6evAa9EGVime3P/Edrae4yhsO0piOXB/OvTF5iIyFkYaFL4C+A48EOCLrDbgE9EFdRwsK1n9xbuQXvCvHdC3th+XikikrkGVAXk7keAU0ZOG80q6pvJiRnzJ4cJYE85NL0Nf/C36Q1MROQsDPTqo2fMbHzS8xIzWxddWJmvoq6ZBZOLyM0ON+G2p8CyYNGq9AYmInIWBlp9VBpecQSAux8CJkcT0vBQUd98cntC5dMw6woYU5q+oEREztJAk0LCzGZ1PTGzOcCw7NV0KOxraaOh5diJ9oSDO2HfVt2wJiLD3kAvK/0s8LyZ/QYw4BpgdWRRZbht9S1A0p3MXWMn6FJUERnmBtrQ/AszW06QCF4DfgocjTKwTNbVvUX3PQrbnoKpS6FkdhqjEhE5ewNKCmb2p8AnCYbUfB24nGCktHdFF1rmqqhvpqykgOKCHDi8D3b/Hq7VxVkiMvwNtE3hk8ClwFvu/k7gIqCx/5eMXBV1TSfaE7avBVxVRyIyIgw0KbS5exuAmeW5eyWwKLqwMtfR453BGArTk6qOxs+GKeelNzARkSEw0KQQD+9T+CnwjJk9Cbx1uheZ2Uoz225mNWbWa/2Kmd1pZhVmttXM/mvgoafH9r0tJDy8k7mtGd78DSx+r4bdFJERYaANzbeHs18wsw1AMfCL/l5jZjHgQeAGIA5sNLM17l6RVGYB8BngKnc/ZGYZf+/DSY3MNT+HzuO6FFVERowz7unU3X8zwKIrgBp33wlgZo8CtwIVSWX+DHgwvBkOd993pvGkWkV9E0X52ZSVFMCvnoLCUph5WbrDEhEZElGOvDYD2J30PB4uS7YQWGhmL5jZS2a2src3MrPVZrbJzDY1NDREFO7AdI+h0Hkcqp+Bc2+GrFhaYxIRGSrpHo4zG1gAXAvcDTyc3MdSF3d/yN2Xu/vySZMmpTjEE4IxFFqCRuY3n4PjLbrqSERGlCiTQi0wM+l5WbgsWRxY4+7t7v4mUEWQJDLSWweO0Hq8M2hkrnwKcsfC3D9Id1giIkMmyqSwEVhgZnPNLBe4C1jTo8xPCc4SMLNSguqknRHGdFYqusZQmDoGKtcGg+nk5J/mVSIiw0dkScHdO4B7gHXANuAxd99qZg+Y2S1hsXXAATOrADYA97r7gahiOlsVdcEYCgvbt8ORfcGlqCIiI0ik4yy7+1pgbY9l9yfNO/DX4ZTxKuqbmT+5iJzqpyErBxbckO6QRESGVLobmoeVirpmlkwtCu5invsOyC9Od0giIkNKSWGA9h8+xr6WY1xV3ACH3oTFuupIREYeJYUB2hY2Mi8/+gJgsOjm9AYkIhIBJYUB2hp2bzFjz6+g7FIomprmiEREhp6SwgCVxxu5dPxhYnvL1deRiIxYSgoDVB5v4v1FbwRPdCmqiIxQSgoDcPDIceKHjnJl++9h0mKYOC/dIYmIREJJYQA21zZRQjPTml5V1ZGIjGhKCgNQvruR62KvYZ7QpagiMqIpKQxAeW0TtxSUQ9E0mLYs3eGIiERGSWEAtu3ez4rEG7DgRg27KSIjmpLCaexrbmPWkTfIT7TCwl7HABIRGTGUFE6jPN7Eu7JeI5GVC+do7AQRGdmUFE6jvLaJ67Jew+dcA7lj0h2OiEiklBROY9+bW5ibtYfYIlUdicjIp6TQD3dn8p5ngycLb0xrLCIiqaCk0I+6pjZWtG+iccw5UDIn3eGIiEROSaEfFW/GWZFVyfFzNMKaiIwOSgr9OFLxDLnWyfhl6gBPREaHSJOCma00s+1mVmNm9/Wy/qNm1mBmr4fTn0YZz5kqqX2WwzaG3DlXpDsUEZGUyI7qjc0sBjwI3ADEgY1mtsbdK3oU/aG73xNVHIPliU7Ob32JHcWXc2Esss0kIpJRojxTWAHUuPtOdz8OPArcGuHnDak9lS8xkSZa51yX7lBERFImyqQwA9id9DweLuvpDjMrN7PHzWxmb29kZqvNbJOZbWpoaIgi1lM0lz9Nwo2SCzUWs4iMHuluaP4ZMMfdLwCeAb7TWyF3f8jdl7v78kmTJqUksHFv/4rXWcC82bNT8nkiIpkgyqRQCyQf+ZeFy7q5+wF3PxY+/XfgkgjjGbiWPUxrraRi7BXkxNKdN0VEUifKPd5GYIGZzTWzXOAuYE1yATOblvT0FmBbhPEMWKJqPQDNZe9McyQiIqkV2WU17t5hZvcA64AY8Ii7bzWzB4BN7r4G+J9mdgvQARwEPhpVPGeidctamn0CkxcsT3coIiIpFem1lu6+FljbY9n9SfOfAT4TZQxnrOMYeW//hg2dV3DpzPHpjkZEJKVUYd7TWy+Q09nK81mXMG/S2HRHIyKSUkoKPVWt5xi5tEy7kliWht4UkdFFSSGZO171C17yJSyaOSXd0YiIpJySQrIDNdihN3mm4yIuKCtOdzQiIimnpJCsah0AGzqXcUF6dbJ8AAAMrUlEQVSZGplFZPRRT2/Jqn7BnvxzaGYasycUpjsaEZGU05lCl7YmePtFnreLWTqjmCw1MovIKKSk0GXHBkh08OOW81iq9gQRGaWUFLpUraMjr5iXO+ZzodoTRGSUUlIASCSgej3xCVfSSYylM3SmICKjk5ICQN2r0LqfF2OXUlKYQ1lJQbojEhFJCyUFCC5FtSx+0rKYpWXjMVMjs4iMTkoKANXrSMy4lFcb4EI1MovIKKak0FwP9W9QN+UP6Ey42hNEZFRTUqgOBtTZlHMpgO5kFpFRTUmhah0Uz+S5pklMKspjyri8dEckIpI2ozspdByDnc/CghvZXNvMhWXFamQWkVFtdCeFXc9D+xGOzr2emobDLJ2hqiMRGd0iTQpmttLMtptZjZnd10+5O8zMzSy1gyJXrYPsAjbnXIg76i5bREa9yJKCmcWAB4FVwBLgbjNb0ku5IuCTwO+jiqVX7lC9Dua+g/K9xwDU55GIjHpRnimsAGrcfae7HwceBW7tpdz/Br4CtEUYy6n2V8OhXbDwJsrjTcwYX0DpWDUyi8joFmVSmAHsTnoeD5d1M7OLgZnu/nR/b2Rmq81sk5ltamhoGJroqn4RPC64kfJ4o+5PEBEhjQ3NZpYFfA34m9OVdfeH3H25uy+fNGnS0ARQvR4mn0dT7lR2HWhV1ZGICNEmhVpgZtLzsnBZlyLgfOBZM9sFXA6sSUlj89FGeOt3sPAmttQ1Aai7bBERok0KG4EFZjbXzHKBu4A1XSvdvcndS919jrvPAV4CbnH3TRHGFNjxa/BOWHgTb8QbAVR9JCJChEnB3TuAe4B1wDbgMXffamYPmNktUX3ugFSvh4ISKLuUzfEmZk8spLgwJ60hiYhkguwo39zd1wJreyy7v4+y10YZS7dEZ5AU5t8AWTHK401cNEtVRyIiMBrvaK59FVoPwMKbOHD4GLWNR9WeICISGn1JoeoXYDGY9y7Ka4NGZl15JCISGH1JoXodzLwMCiewOd6EGZw3fVy6oxIRyQijKyk018GezbDwJgDK402cUzqGonw1MouIwGhLClXrgscwKWyubVR7gohIktGVFKrXQ/EsmHQue5vb2Nt8TO0JIiJJRk9SaG8LBtRZeBOYUR4PGpnVXbaIyAmjJynseh7aW09UHcUbiWUZS6YpKYiIdBk9SaGhEnKLYM41AJTXNrFg8lgKcmNpDkxEJHOMnqRw5T3wqSrIycfdKY83qepIRKSH0ZMUAHILAahtPMrBI8dZqiuPREROMrqSQmhzVyOzekYVETnJqEwKb8SbyIkZ504rSncoIiIZZVQmhc21jZw7dRx52WpkFhFJNuqSQlcjs25aExE51ahLCm8daKWlrYMLlRRERE4x6pLCieE3deWRiEhPoy4pbI43kZedxYIpY9MdiohIxhl1SaG8tokl08eRExt1X11E5LQi3TOa2Uoz225mNWZ2Xy/rP25mm83sdTN73syWRBlPZ8LZWtuk7rJFRPoQWVIwsxjwILAKWALc3ctO/7/cfam7LwO+CnwtqngAdjYc5sjxTpbqpjURkV5FeaawAqhx953ufhx4FLg1uYC7Nyc9HQN4hPGou2wRkdPIjvC9ZwC7k57Hgct6FjKzTwB/DeQC7+rtjcxsNbAaYNasWYMOaHNtE4W5Mc6ZpEZmEZHepL211d0fdPd5wKeBz/VR5iF3X+7uyydNmjToz3oj3sj5M4qJZdmg30NEZCSLMinUAjOTnpeFy/ryKHBbVMG0dyaoqGtWJ3giIv2IMilsBBaY2VwzywXuAtYkFzCzBUlP3w1URxVM9d7DHOtIqHsLEZF+RNam4O4dZnYPsA6IAY+4+1YzewDY5O5rgHvM7HqgHTgEfCSqeDbXBncyX6DLUUVE+hRlQzPuvhZY22PZ/Unzn4zy85NNGJPHjUumMGdiYao+UkRk2Ik0KWSSG5ZM4YYlU9IdhohIRkv71UciIpI5lBRERKSbkoKIiHRTUhARkW5KCiIi0k1JQUREuikpiIhINyUFERHpZu6RDmEw5MysAXhrkC8vBfYPYThDTfGdHcV39jI9RsU3eLPd/bTdTA+7pHA2zGyTuy9Pdxx9UXxnR/GdvUyPUfFFT9VHIiLSTUlBRES6jbak8FC6AzgNxXd2FN/Zy/QYFV/ERlWbgoiI9G+0nSmIiEg/lBRERKTbiEwKZrbSzLabWY2Z3dfL+jwz+2G4/vdmNieFsc00sw1mVmFmW83slNHnzOxaM2sys9fD6f7e3ivCGHeZ2ebwszf1st7M7Bvh9is3s4tTGNuipO3yupk1m9lf9iiT8u1nZo+Y2T4z25K0bIKZPWNm1eFjSR+v/UhYptrMhnxI2j5i+79mVhn+/Z4ws17HqT3dbyHiGL9gZrVJf8eb+3htv//vEcb3w6TYdpnZ6328NiXbcMi4+4iaCMaD3gGcA+QCbwBLepT5H8C3wvm7gB+mML5pwMXhfBFQ1Ut81wJPpXEb7gJK+1l/M/BzwIDLgd+n8W+9h+CmnLRuP+AdwMXAlqRlXwXuC+fvA77Sy+smADvDx5JwviQFsd0IZIfzX+kttoH8FiKO8QvApwbwG+j3/z2q+Hqs/0fg/nRuw6GaRuKZwgqgxt13uvtx4FHg1h5lbgW+E84/DlxnZpaK4Ny93t1fDedbgG3AjFR89hC6FfiuB14CxpvZtDTEcR2ww90He4f7kHH354CDPRYn/86+A9zWy0tvAp5x94Pufgh4BlgZdWzuvt7dO8KnLwFlQ/mZZ6qP7TcQA/l/P2v9xRfuO+4EfjDUn5sOIzEpzAB2Jz2Pc+pOt7tM+I/RBExMSXRJwmqri4Df97L6CjN7w8x+bmbnpTQwcGC9mb1iZqt7WT+QbZwKd9H3P2I6t1+XKe5eH87vAXobJDwTtuV/Izjz683pfgtRuyes4nqkj+q3TNh+1wB73b26j/Xp3oZnZCQmhWHBzMYCPwb+0t2be6x+laBK5ELgn4Gfpji8q939YmAV8Akze0eKP/+0zCwXuAX4US+r0739TuFBPULGXf9tZp8FOoDv91Eknb+FbwLzgGVAPUEVTSa6m/7PEjL+/ynZSEwKtcDMpOdl4bJey5hZNlAMHEhJdMFn5hAkhO+7+096rnf3Znc/HM6vBXLMrDRV8bl7bfi4D3iC4BQ92UC2cdRWAa+6+96eK9K9/ZLs7apWCx/39VImbdvSzD4KvAf4YJi0TjGA30Jk3H2vu3e6ewJ4uI/PTutvMdx//CHww77KpHMbDsZITAobgQVmNjc8mrwLWNOjzBqg6yqPPwJ+3dc/xVAL6x//A9jm7l/ro8zUrjYOM1tB8HdKSdIyszFmVtQ1T9AguaVHsTXAh8OrkC4HmpKqSVKlz6OzdG6/HpJ/Zx8BnuylzDrgRjMrCatHbgyXRcrMVgJ/C9zi7q19lBnIbyHKGJPbqW7v47MH8v8epeuBSneP97Yy3dtwUNLd0h3FRHB1TBXBVQmfDZc9QPAPAJBPUO1QA7wMnJPC2K4mqEYoB14Pp5uBjwMfD8vcA2wluJLiJeDKFMZ3Tvi5b4QxdG2/5PgMeDDcvpuB5Sn++44h2MkXJy1L6/YjSFD1QDtBvfZ/J2in+hVQDfwSmBCWXQ78e9Jr/1v4W6wB/iRFsdUQ1MV3/Qa7rsabDqzt77eQwu33n+Hvq5xgRz+tZ4zh81P+31MRX7j8212/u6SyadmGQzWpmwsREek2EquPRERkkJQURESkm5KCiIh0U1IQEZFuSgoiItJNSUEkhcIeXJ9KdxwifVFSEBGRbkoKIr0wsw+Z2cthH/j/ZmYxMztsZv9kwTgYvzKzSWHZZWb2UtLYBCXh8vlm9suwY75XzWxe+PZjzezxcDyD76eqh16RgVBSEOnBzBYD7weucvdlQCfwQYI7qTe5+3nAb4DPhy/5LvBpd7+A4A7cruXfBx70oGO+KwnuiIWgZ9y/BJYQ3PF6VeRfSmSAstMdgEgGug64BNgYHsQXEHRml+BEx2ffA35iZsXAeHf/Tbj8O8CPwv5uZrj7EwDu3gYQvt/LHvaVE47WNQd4PvqvJXJ6SgoipzLgO+7+mZMWmv1dj3KD7SPmWNJ8J/o/lAyi6iORU/0K+CMzmwzdYy3PJvh/+aOwzAeA5929CThkZteEy/8Y+I0Ho+rFzey28D3yzKwwpd9CZBB0hCLSg7tXmNnnCEbLyiLoGfMTwBFgRbhuH0G7AwTdYn8r3OnvBP4kXP7HwL+Z2QPhe7wvhV9DZFDUS6rIAJnZYXcfm+44RKKk6iMREemmMwUREemmMwUREemmpCAiIt2UFEREpJuSgoiIdFNSEBGRbv8fY9VSUngo10QAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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\n", 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\n", 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" ] @@ -594,7 +594,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -603,8 +603,8 @@ "text": [ "\n", "Test Set Metrics:\n", - "\tloss: 0.7293\n", - "\tacc: 0.7957\n" + "\tloss: 0.6606\n", + "\tacc: 0.8072\n" ] } ], @@ -631,7 +631,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -649,7 +649,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -665,7 +665,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -711,7 +711,7 @@ " \n", " \n", " 13195\n", - " subject=Neural_Networks\n", + " subject=Reinforcement_Learning\n", " Reinforcement_Learning\n", " \n", " \n", @@ -753,7 +753,7 @@ "31336 subject=Neural_Networks Neural_Networks\n", "1061127 subject=Rule_Learning Rule_Learning\n", "1106406 subject=Reinforcement_Learning Reinforcement_Learning\n", - "13195 subject=Neural_Networks Reinforcement_Learning\n", + "13195 subject=Reinforcement_Learning Reinforcement_Learning\n", "37879 subject=Probabilistic_Methods Probabilistic_Methods\n", "1126012 subject=Reinforcement_Learning Probabilistic_Methods\n", "1107140 subject=Reinforcement_Learning Theory\n", @@ -762,7 +762,7 @@ "1106418 subject=Theory Theory" ] }, - "execution_count": 28, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -782,7 +782,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -800,7 +800,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -813,7 +813,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -830,7 +830,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -850,7 +850,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -859,7 +859,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -868,7 +868,7 @@ "(2708, 32)" ] }, - "execution_count": 34, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -887,7 +887,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -899,7 +899,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -909,7 +909,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -927,12 +927,12 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -962,9 +962,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Stellar ML [3]", + "display_name": "Python 3", "language": "python", - "name": "stellarml" + "name": "python3" }, "language_info": { "codemirror_mode": { diff --git a/demos/node-classification-hinsage/yelp-example.py b/demos/node-classification-hinsage/yelp-example.py index 4c06137ee..b4c1415ee 100644 --- a/demos/node-classification-hinsage/yelp-example.py +++ b/demos/node-classification-hinsage/yelp-example.py @@ -94,7 +94,7 @@ def train( # The mapper feeds data from sampled subgraph to GraphSAGE model generator = HinSAGENodeGenerator(G, batch_size, num_samples) - train_gen = generator.flow_from_dataframe(train_targets) + train_gen = generator.flow_from_dataframe(train_targets, shuffle=True) test_gen = generator.flow_from_dataframe(test_targets) # GraphSAGE model @@ -121,7 +121,7 @@ def train( ) # Train model - history = model.fit_generator(train_gen, epochs=num_epochs, verbose=2, shuffle=True) + history = model.fit_generator(train_gen, epochs=num_epochs, verbose=2, shuffle=False) # Evaluate on test set and print metrics predictions = model.predict_generator(test_gen) diff --git a/stellargraph/mapper/link_mappers.py b/stellargraph/mapper/link_mappers.py index d4feba28b..90e194ad6 100644 --- a/stellargraph/mapper/link_mappers.py +++ b/stellargraph/mapper/link_mappers.py @@ -21,15 +21,14 @@ """ __all__ = ["LinkSequence", "GraphSAGELinkGenerator", "HinSAGELinkGenerator"] -from stellargraph.core.graph import StellarGraphBase +import random +import operator import numpy as np import itertools as it -import operator -from functools import reduce -import keras +from functools import reduce from keras.utils import Sequence - +from stellargraph.core.graph import StellarGraphBase from stellargraph.data.explorer import ( SampledBreadthFirstWalk, SampledHeterogeneousBreadthFirstWalk, @@ -48,7 +47,7 @@ class LinkSequence(Sequence): Args: generator: An instance of :class:`GraphSAGELinkGenerator` or :class:`HinSAGELinkGenerator`. - ids: Link IDs to batch, each link id being a tuple of (src, dst) node ids. + ids (list or iterable): Link IDs to batch, each link id being a tuple of (src, dst) node ids. (The graph nodes must have a "feature" attribute that is used as input to the GraphSAGE model.) These are the links that are to be used to train or inference, and the embeddings calculated for these links via a binary operator applied to their source and destination nodes, @@ -56,13 +55,13 @@ class LinkSequence(Sequence): The source and target nodes of the links are used as head nodes for which subgraphs are sampled. The subgraphs are sampled from all nodes. - targets: Labels corresponding to the above links, e.g., 0 or 1 for the link prediction problem. + targets (list or iterable): Labels corresponding to the above links, e.g., 0 or 1 for the link prediction problem. - node_types: Node types of the target edges + shuffle (bool): If True (default) the ids will be randomly shuffled every epoch. """ - def __init__(self, generator, ids, targets=None): + def __init__(self, generator, ids, targets=None, shuffle=True): # Check that ids is an iterable if not is_real_iterable(ids): raise TypeError("IDs must be an iterable or numpy array of graph node IDs") @@ -77,7 +76,7 @@ def __init__(self, generator, ids, targets=None): ) self.targets = np.asanyarray(targets) else: - self.targets = targets + self.targets = None # Ensure number of labels matches number of ids if targets is not None and len(ids) != len(targets): @@ -86,6 +85,10 @@ def __init__(self, generator, ids, targets=None): self.generator = generator self.ids = list(ids) self.data_size = len(self.ids) + self.shuffle = shuffle + + # Shuffle the IDs to begin + self.on_epoch_end() # Get head node types from all src, dst nodes extracted from all links, # and make sure there's only one pair of node types: @@ -137,20 +140,28 @@ def __getitem__(self, batch_num): raise IndexError("Mapper: batch_num larger than length of data") # print("Fetching {} batch {} [{}]".format(self.name, batch_num, start_idx)) - # Get head nodes - head_ids = self.ids[start_idx:end_idx] + # The ID indices for this batch + batch_indices = self.indices[start_idx:end_idx] + + # Get head (root) nodes for links + head_ids = [self.ids[ii] for ii in batch_indices] # Get targets for nodes - if self.targets is None: - batch_targets = None - else: - batch_targets = self.targets[start_idx:end_idx] + batch_targets = None if self.targets is None else self.targets[batch_indices] # Get sampled nodes batch_feats = self.generator.sample_features(head_ids, self._sampling_schema) return batch_feats, batch_targets + def on_epoch_end(self): + """ + Shuffle all link IDs at the end of each epoch + """ + self.indices = list(range(self.data_size)) + if self.shuffle: + random.shuffle(self.indices) + class GraphSAGELinkGenerator: """A data generator for link prediction with Homogeneous GraphSAGE models @@ -261,7 +272,7 @@ def get_levels(loc, lsize, samples_per_hop, walks): ] return batch_feats - def flow(self, link_ids, targets=None): + def flow(self, link_ids, targets=None, shuffle=False): """ Creates a generator/sequence object for training or evaluation with the supplied edge IDs and numeric targets. @@ -275,17 +286,22 @@ def flow(self, link_ids, targets=None): If they are not specified (for example, for use in prediction), the targets will not be available to the downsteam task. + Note that the shuffle argument should be True for training and + False for prediction. + Args: link_ids: an iterable of (src_id, dst_id) tuples specifying the edges. targets: a 2D array of numeric targets with shape `(len(link_ids), target_size)` + shuffle (bool): If True the node_ids will be shuffled at each + epoch, if False the node_ids will be processed in order. Returns: A LinkSequence object to use with the GraphSAGE model methods :meth:`fit_generator`, :meth:`evaluate_generator`, and :meth:`predict_generator` """ - return LinkSequence(self, link_ids, targets) + return LinkSequence(self, link_ids, targets, shuffle=shuffle) class HinSAGELinkGenerator: @@ -420,7 +436,7 @@ def sample_features(self, head_links, sampling_schema): return batch_feats - def flow(self, link_ids, targets=None): + def flow(self, link_ids, targets=None, shuffle=False): """ Creates a generator/sequence object for training or evaluation with the supplied edge IDs and numeric targets. @@ -434,14 +450,19 @@ def flow(self, link_ids, targets=None): If they are not specified (for example, for use in prediction), the targets will not be available to the downsteam task. + Note that the shuffle argument should be True for training and + False for prediction. + Args: link_ids: an iterable of (src_id, dst_id) tuples specifying the edges. targets: a 2D array of numeric targets with shape ``(len(link_ids), target_size)`` + shuffle (bool): If True the node_ids will be shuffled at each + epoch, if False the node_ids will be processed in order. Returns: A LinkSequence object to use with the GraphSAGE model methods :meth:`fit_generator`, :meth:`evaluate_generator`, and :meth:`predict_generator` """ - return LinkSequence(self, link_ids, targets) + return LinkSequence(self, link_ids, targets, shuffle=shuffle) diff --git a/stellargraph/mapper/node_mappers.py b/stellargraph/mapper/node_mappers.py index ac5db7643..a2cee7081 100644 --- a/stellargraph/mapper/node_mappers.py +++ b/stellargraph/mapper/node_mappers.py @@ -21,10 +21,10 @@ __all__ = ["NodeSequence", "GraphSAGENodeGenerator", "HinSAGENodeGenerator"] import operator -from functools import reduce - +import random import numpy as np import itertools as it +from functools import reduce from keras.utils import Sequence from ..data.explorer import ( @@ -59,9 +59,12 @@ class NodeSequence(Sequence): targets: list, optional (default=None) A list of targets or labels to be used in the downstream class. + + shuffle (bool): If True (default) the ids will be randomly shuffled every epoch. + """ - def __init__(self, generator, ids, targets=None): + def __init__(self, generator, ids, targets=None, shuffle=True): # Check that ids is an iterable if not is_real_iterable(ids): raise TypeError("IDs must be an iterable or numpy array of graph node IDs") @@ -74,6 +77,9 @@ def __init__(self, generator, ids, targets=None): raise ValueError( "The length of the targets must be the same as the length of the ids" ) + self.targets = np.asanyarray(targets) + else: + self.targets = None # Check all IDs are actually in the graph if any(n not in generator.graph for n in ids): @@ -95,8 +101,11 @@ def __init__(self, generator, ids, targets=None): # Store the generator to draw samples from graph self.generator = generator self.ids = list(ids) - self.targets = targets self.data_size = len(self.ids) + self.shuffle = shuffle + + # Shuffle IDs to start + self.on_epoch_end() # Save head node type and generate sampling schema self.head_node_types = [head_node_type] @@ -123,25 +132,32 @@ def __getitem__(self, batch_num): """ start_idx = self.generator.batch_size * batch_num end_idx = start_idx + self.generator.batch_size - if start_idx >= self.data_size: raise IndexError("Mapper: batch_num larger than length of data") # print("Fetching batch {} [{}]".format(batch_num, start_idx)) - # Get head nodes - head_ids = self.ids[start_idx:end_idx] + # The ID indices for this batch + batch_indices = self.indices[start_idx:end_idx] - # Get targets for nodes - if self.targets is None: - batch_targets = None - else: - batch_targets = self.targets[start_idx:end_idx] + # Get head (root) nodes + head_ids = [self.ids[ii] for ii in batch_indices] + + # Get corresponding targets + batch_targets = None if self.targets is None else self.targets[batch_indices] # Get sampled nodes batch_feats = self.generator.sample_features(head_ids, self._sampling_schema) return batch_feats, batch_targets + def on_epoch_end(self): + """ + Shuffle all head (root) nodes at the end of each epoch + """ + self.indices = list(range(self.data_size)) + if self.shuffle: + random.shuffle(self.indices) + class GraphSAGENodeGenerator: """A data generator for node prediction with Homogeneous GraphSAGE models @@ -254,7 +270,7 @@ def get_levels(loc, lsize, samples_per_hop, walks): ] return batch_feats - def flow(self, node_ids, targets=None): + def flow(self, node_ids, targets=None, shuffle=False): """ Creates a generator/sequence object for training or evaluation with the supplied node ids and numeric targets. @@ -269,10 +285,15 @@ def flow(self, node_ids, targets=None): If they are not specified (for example, for use in prediction), the targets will not be available to the downsteam task. + Note that the shuffle argument should be True for training and + False for prediction. + Args: node_ids: an iterable of node IDs targets: a 2D array of numeric targets with shape `(len(node_ids), target_size)` + shuffle (bool): If True the node_ids will be shuffled at each + epoch, if False the node_ids will be processed in order. Returns: A NodeSequence object to use with the GraphSAGE model @@ -280,9 +301,9 @@ def flow(self, node_ids, targets=None): and ``predict_generator`` """ - return NodeSequence(self, node_ids, targets) + return NodeSequence(self, node_ids, targets, shuffle=shuffle) - def flow_from_dataframe(self, node_targets): + def flow_from_dataframe(self, node_targets, shuffle=False): """ Creates a generator/sequence object for training or evaluation with the supplied node ids and numeric targets. @@ -290,6 +311,8 @@ def flow_from_dataframe(self, node_targets): Args: node_targets: a Pandas DataFrame of numeric targets indexed by the node ID for that target. + shuffle (bool): If True the node_ids will be shuffled at each + epoch, if False the node_ids will be processed in order. Returns: A NodeSequence object to use with the GraphSAGE model @@ -297,7 +320,9 @@ def flow_from_dataframe(self, node_targets): and ``predict_generator`` """ - return NodeSequence(self, node_targets.index, node_targets.values) + return NodeSequence( + self, node_targets.index, node_targets.values, shuffle=shuffle + ) class HinSAGENodeGenerator: @@ -313,6 +338,9 @@ class HinSAGENodeGenerator: Use the :meth:`flow` method supplying the nodes and (optionally) targets to get an object that can be used as a Keras data generator. + Note that the shuffle argument should be True for training and + False for prediction. + Example:: G_generator = HinSAGENodeGenerator(G, 50, [10,10]) @@ -401,7 +429,7 @@ def sample_features(self, head_nodes, sampling_schema): return batch_feats - def flow(self, node_ids, targets=None): + def flow(self, node_ids, targets=None, shuffle=False): """ Creates a generator/sequence object for training or evaluation with the supplied node ids and numeric targets. @@ -416,12 +444,17 @@ def flow(self, node_ids, targets=None): If they are not specified (for example, for use in prediction), the targets will not be available to the downsteam task. + Note that the shuffle argument should be True for training and + False for prediction. + Args: node_ids (iterable): The head node IDs targets (Numpy array): a 2D array of numeric targets with shape ``(len(node_ids), target_size)`` node_type (str), optional: The target node type, if not given the node type will be inferred from the graph. + shuffle (bool): If True the node_ids will be shuffled at each + epoch, if False the node_ids will be processed in order. Returns: A NodeSequence object to use with the GraphSAGE model @@ -429,18 +462,23 @@ def flow(self, node_ids, targets=None): and `predict_generator`. """ - return NodeSequence(self, node_ids, targets) + return NodeSequence(self, node_ids, targets, shuffle=shuffle) - def flow_from_dataframe(self, node_targets): + def flow_from_dataframe(self, node_targets, shuffle=False): """ Creates a generator/sequence object for training or evaluation with the supplied node ids and numeric targets. + Note that the shuffle argument should be True for training and + False for prediction. + Args: node_targets (DataFrame): Numeric targets indexed by the node ID for that target. node_type (str), optional: The target node type, if not given the node type will be inferred from the graph. + shuffle (bool): If True the node_ids will be shuffled at each + epoch, if False the node_ids will be processed in order. Returns: A NodeSequence object to use with the GraphSAGE model @@ -448,4 +486,6 @@ def flow_from_dataframe(self, node_targets): and `predict_generator`. """ - return NodeSequence(self, node_targets.index, node_targets.values) + return NodeSequence( + self, node_targets.index, node_targets.values, shuffle=shuffle + ) diff --git a/tests/mapper/test_link_mappers.py b/tests/mapper/test_link_mappers.py index eab2e2a92..35528be0e 100644 --- a/tests/mapper/test_link_mappers.py +++ b/tests/mapper/test_link_mappers.py @@ -74,7 +74,7 @@ def example_Graph_2(feature_size=None): # Add example features if feature_size is not None: for v in G.nodes(): - G.node[v]["feature"] = np.ones(feature_size) + G.node[v]["feature"] = int(v) * np.ones(feature_size) G = StellarGraph(G, node_features="feature") return G @@ -277,6 +277,30 @@ def test_GraphSAGELinkGenerator_1(self): with pytest.raises(IndexError): nf, nl = mapper[2] + def test_GraphSAGELinkGenerator_shuffle(self): + def test_edge_consistency(shuffle): + G = example_Graph_2(1) + edges = list(G.edges()) + edge_labels = list(range(len(edges))) + + mapper = GraphSAGELinkGenerator(G, batch_size=2, num_samples=[0]).flow( + edges, edge_labels, shuffle=shuffle + ) + + assert len(mapper) == 2 + + for batch in range(len(mapper)): + nf, nl = mapper[batch] + e1 = edges[nl[0]] + e2 = edges[nl[1]] + assert nf[0][0, 0, 0] == e1[0] + assert nf[1][0, 0, 0] == e1[1] + assert nf[0][1, 0, 0] == e2[0] + assert nf[1][1, 0, 0] == e2[1] + + test_edge_consistency(True) + test_edge_consistency(False) + # def test_GraphSAGELinkGenerator_2(self): # # G = example_Graph_1(self.n_feat) @@ -507,6 +531,30 @@ def test_HinSAGELinkGenerator_1(self): with pytest.raises(IndexError): nf, nl = mapper[2] + def test_HinSAGELinkGenerator_shuffle(self): + def test_edge_consistency(shuffle): + G = example_HIN_1({"user": 1, "movie": 1}) + edges = [(1, 4), (1, 5), (0, 4), (0, 5)] # selected ('movie', 'user') links + data_size = len(edges) + edge_labels = np.arange(data_size) + + mapper = HinSAGELinkGenerator(G, batch_size=2, num_samples=[0]).flow( + edges, edge_labels, shuffle=shuffle + ) + + assert len(mapper) == 2 + for batch in range(len(mapper)): + nf, nl = mapper[batch] + e1 = edges[nl[0]] + e2 = edges[nl[1]] + assert nf[0][0, 0, 0] == e1[0] + assert nf[1][0, 0, 0] == e1[1] + assert nf[0][1, 0, 0] == e2[0] + assert nf[1][1, 0, 0] == e2[1] + + test_edge_consistency(True) + test_edge_consistency(False) + def test_HinSAGELinkGenerator_no_targets(self): """ This tests link generator's iterator for prediction, i.e., without targets provided diff --git a/tests/mapper/test_node_mappers.py b/tests/mapper/test_node_mappers.py index e92140100..26290ad68 100644 --- a/tests/mapper/test_node_mappers.py +++ b/tests/mapper/test_node_mappers.py @@ -247,6 +247,47 @@ def test_nodemapper_1(): GraphSAGENodeGenerator(G1, batch_size=2, num_samples=[2, 2]).flow(["A", "B"]) +def test_nodemapper_shuffle(): + n_feat = 1 + n_batch = 2 + + G = example_graph_2(feature_size=n_feat) + nodes = list(G.nodes()) + + # With shuffle + random.seed(15) + mapper = GraphSAGENodeGenerator(G, batch_size=n_batch, num_samples=[0]).flow( + nodes, nodes, shuffle=True + ) + + expected_node_batches = [[5, 4], [3, 1], [2]] + assert len(mapper) == 3 + for ii in range(len(mapper)): + nf, nl = mapper[ii] + assert all(np.ravel(nf[0]) == expected_node_batches[ii]) + assert all(np.array(nl) == expected_node_batches[ii]) + + # This should re-shuffle the IDs + mapper.on_epoch_end() + expected_node_batches = [[4, 3], [1, 5], [2]] + assert len(mapper) == 3 + for ii in range(len(mapper)): + nf, nl = mapper[ii] + assert all(np.ravel(nf[0]) == expected_node_batches[ii]) + assert all(np.array(nl) == expected_node_batches[ii]) + + # With no shuffle + mapper = GraphSAGENodeGenerator(G, batch_size=n_batch, num_samples=[0]).flow( + nodes, nodes, shuffle=False + ) + expected_node_batches = [[1, 2], [3, 4], [5]] + assert len(mapper) == 3 + for ii in range(len(mapper)): + nf, nl = mapper[ii] + assert all(np.ravel(nf[0]) == expected_node_batches[ii]) + assert all(np.array(nl) == expected_node_batches[ii]) + + def test_nodemapper_with_labels(): n_feat = 4 n_batch = 2 @@ -495,6 +536,45 @@ def test_hinnodemapper_level_2(): assert nt in batch_node_types +def test_hinnodemapper_shuffle(): + random.seed(10) + + batch_size = 2 + feature_sizes = {"t1": 1, "t2": 4} + G, nodes_type_1, nodes_type_2 = example_hin_2(feature_sizes) + + mapper = HinSAGENodeGenerator(G, batch_size=batch_size, num_samples=[0]).flow( + nodes_type_1, nodes_type_1, shuffle=True + ) + + expected_node_batches = [[3, 2], [1, 0]] + assert len(mapper) == 2 + for ii in range(len(mapper)): + nf, nl = mapper[ii] + assert all(np.ravel(nf[0]) == expected_node_batches[ii]) + assert all(np.array(nl) == expected_node_batches[ii]) + + # This should re-shuffle the IDs + mapper.on_epoch_end() + expected_node_batches = [[2, 1], [3, 0]] + assert len(mapper) == 2 + for ii in range(len(mapper)): + nf, nl = mapper[ii] + assert all(np.ravel(nf[0]) == expected_node_batches[ii]) + assert all(np.array(nl) == expected_node_batches[ii]) + + # With no shuffle + mapper = HinSAGENodeGenerator(G, batch_size=batch_size, num_samples=[0]).flow( + nodes_type_1, nodes_type_1, shuffle=False + ) + expected_node_batches = [[0, 1], [2, 3]] + assert len(mapper) == 2 + for ii in range(len(mapper)): + nf, nl = mapper[ii] + assert all(np.ravel(nf[0]) == expected_node_batches[ii]) + assert all(np.array(nl) == expected_node_batches[ii]) + + def test_hinnodemapper_with_labels(): batch_size = 2 feature_sizes = {"t1": 1, "t2": 2} @@ -503,7 +583,7 @@ def test_hinnodemapper_with_labels(): labels = [n * 2 for n in nodes_type_1] gen = HinSAGENodeGenerator(G, batch_size=batch_size, num_samples=[2, 3]).flow( - nodes_type_1, labels + nodes_type_1, labels, shuffle=False ) assert len(gen) == 2 From 95a85dc34012603f6bb8740330519b5d81e39679 Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Mon, 11 Feb 2019 08:54:21 +1100 Subject: [PATCH 100/116] Updated requirements.txt due to readthedocs error. Removed pyproject.toml due to issues with pip and PEP-517 compatibility --- pyproject.toml | 25 ------------------------- requirements.txt | 14 +++++++------- setup.py | 2 +- tests/data/test_node_splitter.py | 2 +- 4 files changed, 9 insertions(+), 34 deletions(-) delete mode 100644 pyproject.toml diff --git a/pyproject.toml b/pyproject.toml deleted file mode 100644 index 767d2ac15..000000000 --- a/pyproject.toml +++ /dev/null @@ -1,25 +0,0 @@ -[tool.poetry] -name = "stellargraph" -version = "0.5.0b" -description = "Python library for machine learning on graphs" -repository = "https://github.com/stellargraph/stellargraph" -homepage = "https://github.com/stellargraph/stellargraph" -authors = ["Data61, CSIRO "] -license = "Apache-2.0" -readme = "README.md" - -[tool.poetry.dependencies] -python = "3.6" -Keras = "^2.1" -tensorflow = "^1.8" -numpy = "^1.14" -networkx = "^2.1" -scikit-learn = "^0.18" -gensim = "^3.4" -matplotlib = "^2.2" -pandas = "^0.20" -numba = "^0.39" - -[tool.poetry.dev-dependencies] -pytest = "^3.7" -pytest-benchmark = "^3.1" diff --git a/requirements.txt b/requirements.txt index 4bbc84712..5e1fbbc4a 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,11 +1,11 @@ networkx==2.2 -setuptools==39.1.0 -Keras==2.2.2 -tensorflow==1.10.0 -numba==0.39.0 -numpy==1.14.5 -scikit_learn==0.19.2 -matplotlib==2.2.3 +setuptools>=39.1.0 +Keras>=2.2.2 +tensorflow>=1.10.0 +numba>=0.39.0 +numpy>=1.14.5 +scikit_learn>=0.19.2 +matplotlib>=2.2.3 pandas==0.23.4 gensim==3.4.0 pytest==3.9.3 diff --git a/setup.py b/setup.py index f0fd3b2cb..82523af63 100644 --- a/setup.py +++ b/setup.py @@ -23,7 +23,7 @@ REQUIRES = [ "keras>=2.2.0", "tensorflow>=1.8", - "numpy>=1.14, <1.15", + "numpy>=1.14", "networkx>=2.2", "scikit_learn>=0.18", "matplotlib>=2.2", diff --git a/tests/data/test_node_splitter.py b/tests/data/test_node_splitter.py index f46011066..ea033faad 100644 --- a/tests/data/test_node_splitter.py +++ b/tests/data/test_node_splitter.py @@ -273,7 +273,7 @@ def test_train_test_split_invalid_parameters(self): method = "percent" with self.assertRaises(ValueError): self.ds_obj.train_test_split( - y=y, p=1.0, method=method # must be less than 1. + y=y, p=1.1, method=method # must be less than 1. ) with self.assertRaises(ValueError): self.ds_obj.train_test_split( From 3fa47683ab04658a8bbbbd1f81b974e9e92f7d12 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 11 Feb 2019 09:50:11 +1100 Subject: [PATCH 101/116] Fixed error for IsotonicCalibration of binary classifier when the shape of the input data was a 1d array instead of vector as expected. --- stellargraph/core/calibration.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/stellargraph/core/calibration.py b/stellargraph/core/calibration.py index 4359fe27c..0e6453bc3 100644 --- a/stellargraph/core/calibration.py +++ b/stellargraph/core/calibration.py @@ -397,6 +397,8 @@ def fit(self, x_train, y_train): if self.n_classes == 1: self.regressors.append(IsotonicRegression(out_of_bounds="clip")) + if len(x_train.shape) > 1: + x_train = x_train.reshape(-1) self.regressors[-1].fit(X=x_train, y=y_train) else: for n in range(self.n_classes): @@ -411,8 +413,8 @@ def predict(self, x): isotonic regression model and then normalized to sum to 1. Args: - x: The values to calibrate. For binary classificatio problems it should have shape (N,) where - N is the number of samples to calibrate. For multi-class classification probelsm, it should have shape + x: The values to calibrate. For binary classification problems it should have shape (N,) where + N is the number of samples to calibrate. For multi-class classification problems, it should have shape (N, C) where C is the number of classes. Returns: The calibrated probabilities. It has shape (N, C) where N is the number of samples and @@ -423,9 +425,7 @@ def predict(self, x): "x should be numpy.ndarray but received {}".format(type(x)) ) - if (self.n_classes == 1 and len(x.shape) != 1) or ( - self.n_classes > 1 and x.shape[1] != self.n_classes - ): + if self.n_classes > 1 and x.shape[1] != self.n_classes: raise ValueError( "Expecting input vector of dimensionality {} but received {}".format( self.n_classes, len(x) From b7e6e6dbacf82e1bca9c1514a40d7e269a182e29 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 11 Feb 2019 10:02:22 +1100 Subject: [PATCH 102/116] Moved calibration module from core to utils. --- stellargraph/__init__.py | 4 +- stellargraph/core/__init__.py | 1 - stellargraph/{core => utils}/calibration.py | 0 tests/core/test_calibration.py | 317 -------------------- 4 files changed, 2 insertions(+), 320 deletions(-) rename stellargraph/{core => utils}/calibration.py (100%) delete mode 100644 tests/core/test_calibration.py diff --git a/stellargraph/__init__.py b/stellargraph/__init__.py index 73520409f..558420b7d 100644 --- a/stellargraph/__init__.py +++ b/stellargraph/__init__.py @@ -11,8 +11,8 @@ # Top-level imports from stellargraph.core.graph import StellarGraph, StellarDiGraph from stellargraph.core.schema import GraphSchema -from stellargraph.core.calibration import TemperatureCalibration, IsotonicCalibration -from stellargraph.core.calibration import ( +from stellargraph.utils.calibration import TemperatureCalibration, IsotonicCalibration +from stellargraph.utils.calibration import ( plot_reliability_diagram, expected_calibration_error, ) diff --git a/stellargraph/core/__init__.py b/stellargraph/core/__init__.py index e36f684ea..44f1b07e9 100644 --- a/stellargraph/core/__init__.py +++ b/stellargraph/core/__init__.py @@ -21,4 +21,3 @@ from .graph import * from .schema import * -from .calibration import * diff --git a/stellargraph/core/calibration.py b/stellargraph/utils/calibration.py similarity index 100% rename from stellargraph/core/calibration.py rename to stellargraph/utils/calibration.py diff --git a/tests/core/test_calibration.py b/tests/core/test_calibration.py deleted file mode 100644 index 4f79d4849..000000000 --- a/tests/core/test_calibration.py +++ /dev/null @@ -1,317 +0,0 @@ -# -*- coding: utf-8 -*- -# -# Copyright 2018-2019 Data61, CSIRO -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. - -import pytest -from stellargraph.data.converter import * -from stellargraph.core.calibration import * - - -# -# Test for class TemperatureScaling -# -def test_temperature_scaling_bad_input_type(): - ts = TemperatureCalibration() - - x_train = [[1, 1], [2, 3.5]] - y_train = [[0.9, 0.1], [0.2, 0.8]] - - x_val = [[0, 2]] - y_val = [[0.8, 0.2]] - - # Test mixed types - with pytest.raises(ValueError): - ts.fit(x_train=None, y_train=np.array(y_train)) - - with pytest.raises(ValueError): - ts.fit(x_train=np.array(x_train), y_train=None) - - with pytest.raises(ValueError): - ts.fit(x_train=x_train, y_train=np.array(y_train)) - - with pytest.raises(ValueError): - ts.fit(x_train=np.array(x_train), y_train=y_train) - - with pytest.raises(ValueError): - ts.fit( - x_train=np.array(x_train), - y_train=np.array(y_train), - x_val=np.array(x_val), - y_val=None, - ) - - with pytest.raises(ValueError): - ts.fit( - x_train=np.array(x_train), - y_train=np.array(y_train), - x_val=None, - y_val=np.array(y_val), - ) - - with pytest.raises(ValueError): - ts.fit( - x_train=np.array(x_train), - y_train=np.array(y_train), - x_val=np.array(x_val), - y_val=y_val, - ) - - with pytest.raises(ValueError): - ts.fit( - x_train=np.array(x_train), - y_train=np.array(y_train), - x_val=x_val, - y_val=np.array(y_val), - ) - - # some tests for the predict method where the input data have the wrong - # dimensionality or type - # first call fit - ts.fit(x_train=np.array(x_train), y_train=np.array(y_train)) - # Now predict a new point - x_test = [[1]] - - with pytest.raises(ValueError): - ts.predict(x=x_test) # wrong type - - with pytest.raises(ValueError): - ts.predict(x=np.array(x_test)) # wrong dimensionality - - -def test_temperature_scaling_fit_predict(): - x_train = np.array([[1, 1], [2, 3.5]]) - y_train = np.array([[0.9, 0.1], [0.2, 0.8]]) - - x_val = np.array([[0, 2]]) - y_val = np.array([[0.8, 0.2]]) - - ts = TemperatureCalibration(epochs=2000) - - assert ts.epochs == 2000 - assert ts.temperature == 1.0 - assert len(ts.history) == 0 - assert ts.n_classes is None - - ts.fit(x_train=x_train, y_train=y_train) - - assert ts.temperature != 1.0 - assert len(ts.history) == 2000 - assert ts.n_classes == 2 - - ts = TemperatureCalibration(epochs=5000) - - assert ts.epochs == 5000 - - # This will cause early stopping - ts.fit(x_train=x_train, y_train=y_train, x_val=x_val, y_val=y_val) - - assert ts.temperature > 0.0 # temperature should be positive - assert len(ts.history) < 5000 - assert ts.n_classes == 2 - - # Check that predict returns data of the same dimensionality as - # the training data. - x_test = np.array([[0, 1]]) - y_pred = ts.predict(x=x_test) - - assert y_pred.shape == (1, 2) - assert np.sum(y_pred) == pytest.approx(1.0) - # Temperature scaling does not change the predicted class - assert y_pred[0, 1] > y_pred[0, 0] - - # - # Test for binary classification - # - x_train = np.array([1, 3.5]) - y_train = np.array([1, 0]) - - ts = TemperatureCalibration() - - # - ts.fit(x_train=x_train, y_train=y_train) - - assert ts.n_classes == 1 - - # Check that predict returns data of the same dimensionality as - # the training data. - x_test = np.array([[0.7]]) - y_pred = ts.predict(x=x_test) - - assert y_pred.shape == (1, 1) - - -# -# Test for class IsotonicCalibration -# -def test_isotonic_calibration_bad_input_type(): - ic = IsotonicCalibration() - - x_train = [[1, 1], [2, 3.5]] - y_train = [[0.9, 0.1], [0.2, 0.8]] - - with pytest.raises(ValueError): - ic.fit(x_train=None, y_train=None) - - # Test mixed types - with pytest.raises(ValueError): - ic.fit(x_train=None, y_train=np.array(y_train)) - - # Test mixed types - with pytest.raises(ValueError): - ic.fit(x_train=np.array(x_train), y_train=None) - - with pytest.raises(ValueError): # y_train should be np.ndarray not list - ic.fit(x_train=np.array(x_train), y_train=y_train) - - with pytest.raises(ValueError): # x_train should be np.ndarray not list - ic.fit(x_train=x_train, y_train=np.array(y_train)) - - # some tests for the predict method where the input data have the wrong - # dimensionality or type - # first call fit - ic.fit(x_train=np.array(x_train), y_train=np.array(y_train)) - # Now predict a new point - x_test = [[1]] - - with pytest.raises(ValueError): - ic.predict(x=x_test) # wrong type - - with pytest.raises(ValueError): - ic.predict(x=np.array(x_test)) # wrong dimensionality - - -def test_isotonic_calibration_fit_predict(): - - # Some tests for the multi-class case - x_train = np.array([[1, 1], [2, 3.5]]) - y_train = np.array([[0.9, 0.1], [0.2, 0.8]]) - - ic = IsotonicCalibration() - - assert len(ic.regressors) == 0 - - ic.fit(x_train=x_train, y_train=y_train) - - assert ic.n_classes == 2 - - # Check that predict returns data of the same dimensionality as - # the training data. - x_test = np.array([[0, 1]]) - y_pred = ic.predict(x=x_test) - - assert y_pred.shape == (1, 2) - assert np.sum(y_pred) == pytest.approx(1.0) - - # Some tests for the binary classification case. - x_train = np.array([0.1, 0.5, 0.2]) - y_train = np.array([0.2, 0.55, 0.3]) - - ic = IsotonicCalibration() - - assert len(ic.regressors) == 0 - - ic.fit(x_train=x_train, y_train=y_train) - - assert ic.n_classes == 1 - - # Check that predict returns data of the same dimensionality as - # the training data. - x_test = np.array([0.5, 0.1]) - y_pred = ic.predict(x=x_test) - - assert y_pred.shape == (2, 1) - - -# -# Tests for method expected_calibration_error -# -def test_expected_calibration_error(): - - pp = [0.1, 0.5, 0.8, 0.2] - ac = [0.1, 0.3, 0.5, 0.8, 0.9] - co = [0.15, 0.3, 0.55, 0.75, 0.92] - - # Test passing invalid parameter values, e.g., type. - with pytest.raises(ValueError): - expected_calibration_error( - prediction_probabilities=pp, accuracy=ac, confidence=co - ) - - with pytest.raises(ValueError): - expected_calibration_error( - prediction_probabilities=pp, accuracy=np.array(ac), confidence=np.array(co) - ) - - with pytest.raises(ValueError): - expected_calibration_error( - prediction_probabilities=np.array(pp), accuracy=ac, confidence=np.array(co) - ) - - with pytest.raises(ValueError): - expected_calibration_error( - prediction_probabilities=np.array(pp), accuracy=np.array(ac), confidence=co - ) - - # test different length for accuracy and confidence parameter - with pytest.raises(ValueError): - expected_calibration_error( - prediction_probabilities=np.array(pp), - accuracy=np.array([0.2, 0.5]), - confidence=np.array([0.3, 0.5, 0.8]), - ) - - ece = expected_calibration_error( - prediction_probabilities=np.array(pp), - accuracy=np.array(ac), - confidence=np.array(co), - ) - - assert ece > 0 - - -# -# Tests for method plot_reliability_diagram -# -def test_plot_reliability_diagram(): - - cd = ((0.1, 0.5), (0.8, 0.2)) - cd_valid = [(np.array([0.1]), np.array([0.5])), (np.array([0.8]), np.array([0.2]))] - pr = [0.1, 0.3, 0.5, 0.8, 0.9] - ece = None - filename = None - - # Test passing invalid parameter values, e.g., type. - with pytest.raises(ValueError): - plot_reliability_diagram( - calibration_data=cd, predictions=np.array(pr), ece=ece, filename=filename - ) - - with pytest.raises(ValueError): - plot_reliability_diagram( - calibration_data=cd_valid, predictions=pr, ece=ece, filename=filename - ) - - with pytest.raises(ValueError): - plot_reliability_diagram( - calibration_data=cd_valid, - predictions=np.array(pr), - ece=0.5, # should be list of floats or None - filename=filename, - ) - - with pytest.raises(ValueError): - plot_reliability_diagram( - calibration_data=cd_valid, predictions=np.array(pr), ece=ece, filename=10 - ) # should be string or None From a53908319ff4e4c74bb97ffe6aad3903fd6fa7d0 Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 11 Feb 2019 10:05:55 +1100 Subject: [PATCH 103/116] Added missing __init__.py file. --- stellargraph/utils/__init__.py | 22 ++++++++++++++++++++++ 1 file changed, 22 insertions(+) create mode 100644 stellargraph/utils/__init__.py diff --git a/stellargraph/utils/__init__.py b/stellargraph/utils/__init__.py new file mode 100644 index 000000000..39a2d7684 --- /dev/null +++ b/stellargraph/utils/__init__.py @@ -0,0 +1,22 @@ +# -*- coding: utf-8 -*- +# +# Copyright 2018-2019 Data61, CSIRO +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +""" +This contains the utility objects used by the StellarGraph library. + +""" + +from .calibration import * From 00bde2d608564e8b97c3384a7b4c68cf62d13dbe Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 11 Feb 2019 12:08:53 +1100 Subject: [PATCH 104/116] Updated demo notebooks to address reviewer comments and suggestions. --- .../calibration-pubmed-link-prediction.ipynb | 87 ++- ...libration-pubmed-node-classification.ipynb | 737 +++++++++--------- 2 files changed, 444 insertions(+), 380 deletions(-) diff --git a/demos/calibration/calibration-pubmed-link-prediction.ipynb b/demos/calibration/calibration-pubmed-link-prediction.ipynb index a1a38d182..6e09f41c8 100644 --- a/demos/calibration/calibration-pubmed-link-prediction.ipynb +++ b/demos/calibration/calibration-pubmed-link-prediction.ipynb @@ -43,6 +43,7 @@ "import networkx as nx\n", "import pandas as pd\n", "import numpy as np\n", + "import itertools\n", "import os\n", "\n", "import matplotlib.pyplot as plt\n", @@ -90,8 +91,6 @@ "\n", "Download and unzip the `Pubmed-Diabetes.tgz` file to a location on your computer.\n", "\n", - "Before proceeding use the script at https://github.com/stellargraph/data-science/tree/devel/PubMed to process the raw data into a format that can be read by `networkx`.\n", - "\n", "Set the `data_dir` variable to point to the location of the processed dataset." ] }, @@ -234,7 +233,21 @@ "metadata": {}, "outputs": [], "source": [ - "node_data = pd.read_csv(os.path.join(data_dir, \"Pubmed-Diabetes.csv\") )\n", + "nodes_as_dict = []\n", + "with open(os.path.join(os.path.expanduser(data_dir), \"Pubmed-Diabetes.NODE.paper.tab\")) as fp:\n", + " for line in itertools.islice(fp, 2, None):\n", + " line_res = line.split(\"\\t\")\n", + " pid = line_res[0]\n", + " feat_name = ['pid'] + [l.split(\"=\")[0] for l in line_res[1:]][:-1] # delete summary\n", + " feat_value = [l.split(\"=\")[1] for l in line_res[1:]][:-1] # delete summary\n", + " feat_value = [pid] + [ float(x) for x in feat_value ] # change to numeric from str\n", + " row = dict(zip(feat_name, feat_value))\n", + " nodes_as_dict.append(row)\n", + " \n", + "# Create a Pandas dataframe holding the node data \n", + "node_data = pd.DataFrame(nodes_as_dict)\n", + "node_data.fillna(0, inplace=True)\n", + "node_data['label'] = node_data['label'].astype(int)\n", "node_data['label'] = node_data['label'].astype(str)" ] }, @@ -1053,7 +1066,7 @@ "outputs": [], "source": [ "batch_size = 50\n", - "epochs = 20" + "epochs = 20 # The number of training epochs for training the GraphSAGE model." ] }, { @@ -1073,7 +1086,7 @@ "metadata": {}, "outputs": [], "source": [ - "num_samples = [10, 5] # was 15, 10" + "num_samples = [10, 5] " ] }, { @@ -1093,7 +1106,8 @@ "source": [ "Build the model: a 2-layer GraphSAGE model acting as node representation learner, with a link classification layer on concatenated `(paper1, paper2)` node embeddings.\n", "\n", - "GraphSAGE part of the model, with hidden layer sizes of 50 for both GraphSAGE layers, a bias term, and no dropout. (Dropout can be switched on by specifying a positive dropout rate, 0 < dropout < 1)\n", + "GraphSAGE part of the model, with hidden layer sizes of 50 for both GraphSAGE layers, a bias term, and dropout.\n", + "\n", "Note that the length of layer_sizes list must be equal to the length of num_samples, as len(num_samples) defines the number of hops (layers) in the GraphSAGE model." ] }, @@ -1194,16 +1208,16 @@ "text": [ "\n", "Train Set Metrics of the initial (untrained) model:\n", - "\tloss: 0.7222\n", - "\tbinary_accuracy: 0.5000\n", + "\tloss: 0.6820\n", + "\tbinary_accuracy: 0.5218\n", "\n", "Validation Set Metrics of the initial (untrained) model:\n", - "\tloss: 0.7204\n", - "\tbinary_accuracy: 0.5000\n", + "\tloss: 0.6840\n", + "\tbinary_accuracy: 0.5207\n", "\n", "Test Set Metrics of the initial (untrained) model:\n", - "\tloss: 0.7227\n", - "\tbinary_accuracy: 0.5000\n" + "\tloss: 0.6824\n", + "\tbinary_accuracy: 0.5200\n" ] } ], @@ -1283,7 +1297,7 @@ "outputs": [ { "data": { - 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TpjBq1Cg6deoU9EZvm97cGOO3krJyZqZl8MgnG8jM2U9qt0RuPuPIA6OpG6vaTm/eGDXo6c2NMY1fWbny7tJMHv5kPZt3FzCwSwJ/P38AP+vd1q4imhFLGMaYapWXu+6uD368jo1Z+fTt2IpnLkvltD7tLFE0Q5YwjDE/oap8uGo7D360nrU79nFk+zievHgIZ/br0GQH0alqk0+Ch9sEYQnDGHOAqvLpmp088NE6Vm3dS8/kljwyaTBnD+jYZBMFQExMDLt376ZNmzZNNmmoKrt37yYmJqbW57CEYUwjV1hSxr0frGFrzn7iYiJoFRNJXLRbvyE+JoK4aPczvmJ7tCvTMjr8wJgHVeXL9bt44KN1LN2SQ0pSLPePH8i4QZ1CPy6iHnTp0oWMjAyysrJCHUpQxcTE0KVLl1ofbwnDmEYsr6iUq15YyIJNeziyXTx5RW6FuLyiUsr9qH2IjQonLjqCyPAwMnP207l1C+49fwAXDO1CZDNIFBUiIyPp0aNHqMNo8CxhGNNI5RQUc/nzC1mVmcvDEwczdmCnA/tUlf0lZewrLGVfYemPiaSwlH1F3rbCUvKKSg7sv+bkI/hFaldbD8JUyxKGMY1Q1r4iLn32WzZm5fPkJUMZ2bf9QftFhNioCGKjImjfKkRBmibHEoYxjczWnP1c8sy3bMst5LnJx3Ji78Y9aM40HpYwjGlENu/O56Kp37J3fwkvXzWM1O5JoQ7JNCOWMIxpJNbv2MfFz3xLSVk506YcR//OCaEOyTQzljCMaQRWZuZy6bPfEhkexutXj+DI9vGhDsk0Q5YwjGngFm/ew+TnFtKqRSSv/nI43du2DHVIppmyhGFMA/bV+l386qVFdEyI4ZVfDqdT6xahDsk0Y5YwjGmgPl69g2tfTaNncktevmo4yfHRoQ7JNHNBH6EjIqNEZK2IbBCR26vYnyIic0VkiYgsF5Ex3vaRIrJYRFZ4P08NdqzGNBT/XbaVa15ZTJ9OrZg+5ThLFqZBCOoVhoiEA48DI4EMYKGIzFLV1T7F7gDeUNUnRaQvMBvoDuwCzlHVrSLSH/gQ6BzMeI1pCF5fmM7tM1dwbPcknpt8LHHRVhFgGoZgX2EMAzao6kZVLQamA+MqlVGgYixqArAVQFWXqOpWb/sqoIWI2Ncs06Q999UP3PbWCn7WO5kXrxhmycI0KMH+a+wMbPF5nAEMr1TmbmCOiNwAtAROr+I8FwBpqlpUxT5jmoTH527gXx+u5cx+7Xlk0mCiI8JDHZIxB2kIX18mAS+o6v0iMgJ4WUT6q2o5gIj0A/4JnFHVwSIyBZgCkJKSUk8hG1M75eVKzv4S9uQXH7hlFxSzND2H1xdt4fzBnbnvwmOaxZTipvEJdsLIBLr6PO7ibfN1FTAKQFXniUgM0BbYKSJdgLeBy1T1+6qeQFWfBp4GSE1NPbzlpIyppY1ZeWzJ3s+e/CL25Jcc9DM7v4Q9BS455BQUVzvt+OUjunHXOf2a9EJFpnELdsJYCPQWkR64RDERuKhSmXTgNOAFEekDxABZItIaeB+4XVW/DnKcxgQsa18R7y7NZGZaJqu37T1oX3iYkBgbRVLLSJJaRnFk+ziSWkaRFBtFUssoElu6nxW3xNgoYiKtCso0bEFNGKpaKiLX43o4hQPPqeoqEbkHWKSqs4BbgKkichOuAXyyqqp3XC/gThG50zvlGaq6M5gxG1OTwpIyPlq9g5lpGXyxfhdl5crALgncfU5fBnRJIKllNEmxUcTHRNiVgmly5HAXBW9IUlNTddGiRaEOwzQxqsrCTdnMTMvg/eXb2FdUSseEGM4b3Jnzh3SmVzub18k0biKyWFVTD1WuITR6G9MgbdqVz8wlmby9JIMte/YTGxXO6P4duWBIZ47r2cauIEyzYwnDGB+5BSW8t2IrM9MyWbw5GxE4sVdbbh55JGf260BslP3LmObL/vpNs1dUWsYX63bx9pIMPl69k+Kycnq3i+O2UUdz7uBOdEywCf+MAUsYppkqLCnjs7VZfLByG598t5O8olKSWkZx0fAULhjShf6dWyFiVU7G+LKEYZqN/KJSPlubxeyV25i7ZicFxWW0jo3krAEdGTWgAyf2akukDZgzplqWMEyTtq+whE/X7GT2im18tjaLotJy2sZFcd7gzozu35HhPZMsSRjjJ0sYpsnJLSjh4+928MHKbXyxbhfFZeW0i49m4rFdGT2gI8d2TyLcejgZEzBLGKbRKykrZ09+MZ+t3ckHK7fz9YZdlJQpnRJiuHREN0b378CQlETrBmvMYbKEYRqErTn7ycjeT15RCfsKS9lXWEpeUSl5haXsKyxh34H73vYib3thKUWl5QfO0zWpBVee0IPRAzoysEuCNVwbU4csYZiQm7YgnTveWUlZFbPyhQnEx0QSFx1BfIy7tY2Lonvblu5xdMSBfandk+jXyXo3GRMsljBMyKgq989Zx2NzN3DyUcn88sSexMW4BNAqJoK4mAhaRIZbAjCmgbCEYUKiuLSc299azswlmUw8tit/Pbe/rQFhTANnCcPUu72FJfz6lcV8vWE3t55xJNed0suuIoxpBPxOGCJyDvB+xUp4xtTG1pz9XPH8Qr7PyuOBCQM5f0iXUIdkjPFTIHUAvwDWi8h9InJ0sAIyTdd32/Zy/hPfsDVnPy9eOcyShTGNjN8JQ1UvAQYD3+NWx5snIlNExBYDMIf05fosxv9nHgBv/noEJ/RqG+KIjDGBCqiVUVX3AjOA6UBH4DwgTURuCEJspomYsTiDK55fSJfEFrx93fEc3aFVqEMyxtRCIG0YY4ErcMumvgQMU9WdIhILrAYeDU6IprFSVR79dAMPfLSOE3q14clLhtIqJjLUYRljaimQXlIXAA+q6he+G1W1QESuqtuwTGNXUlbOn95ZyfSFWzh/SGfuPf8YoiKs26wxjVkgCeNuYFvFAxFpAbRX1U2q+kldB2Yar7yiUq57NY3P12Vxw6m9uHnkkdZt1pgmIJCvfG8Cvl1qy7xtxhywc28hv3hqHl9t2MU/zh/ALWccZcnCmCYikCuMCFUtrnigqsUiEhWEmEwjtX7HPiY/v5DsgmKeuTyVU45qF+qQjDF1KJArjCyv4RsAERkH7DrUQSIySkTWisgGEbm9iv0pIjJXRJaIyHIRGeOz7w/ecWtF5MwAYjX1bP7G3Vzw5DcUlZbz+pQRliyMaYICucK4BnhVRB4DBNgCXFbTASISDjwOjAQygIUiMktVV/sUuwN4Q1WfFJG+wGygu3d/ItAP6AR8LCJHqmpZADGbIFNVnvt6E/d+8B0pSbG8cMUwuibFhjosY0wQ+J0wVPV74DgRifMe5/lx2DBgg6puBBCR6cA4XDfcA6cGKjrmJwBbvfvjgOmqWgT8ICIbvPPN8zdmE1x78ov53ZvL+GTNTk7v0577xw8kIda6zRrTVAU0+aCInIX7xh9T0ZCpqvfUcEhn3JVIhQxgeKUydwNzvMF/LYHTfY6dX+nYzlXENAWYApCSkuLnKzGHa/7G3fxm+hKy80u4+5y+XH58d2vcNqaJ87sNQ0T+g5tP6gZcldR4oFsdxDAJeEFVuwBjgJdFJJApS55W1VRVTU1OTq6DcExNysqVBz9ax0VT5xMbFcHMa49n8gk9LFkY0wwEcoVxvKoeIyLLVfXPInI/8MEhjskEuvo87uJt83UVMApAVeeJSAzQ1s9jTT3alruf30xfyoIf9nD+kM7cM64/cdE2Q74xzUUgvaQKvZ8FItIJKMHNJ1WThUBvEenhdcGdCMyqVCYdOA1ARPoAMUCWV26iiESLSA+gN7AggHhNHfp49Q5GP/wlKzNzuX/8QB6YMMiShTHNTCD/8f8VkdbAv4A0XGP11JoOUNVSEbke+BAIB55T1VUicg+wSFVnAbcAU0XkJu+ck1VVgVUi8gaugbwUuM56SNW/otIy/vnBWp77+gf6dmzFYxcNpmdyXKjDMsaEgLjP5kMUcm0Kx6nqN97jaCBGVXODHF9AUlNTddGiRaEOo8n4YVc+N0xLY2XmXiYf350/jDma6IjwUIdljKljIrJYVVMPVc6vKwxVLReRx3HrYeB1dS06vBBNQ/bOkkz++PYKIiPCePrSoZzRr0OoQzLGhFggVVKfiMgFwEz157LENEr5RaXcNWsVMxZncGz3RB6eOJhOrVuEOixjTAMQSMK4GrgZKBWRQlzXWlVVWw2niVi9dS/XT0vjh1353HhqL248rTcR4TYluTHGCWSkty3F2kQVlpQxbUE6//hgDa1bRPLqL4dz/BG2hKox5mCBrLj3s6q2V15QyTQeKzNzeXPRFt5ZupXc/SWcfFQy948fSJu46FCHZoxpgAKpkvqdz/0Y3LxOi4FT6zQiE1TZ+cW8uzSTNxZlsHrbXqIiwhjVrwMTUrtyQq82NmLbGFOtQKqkzvF9LCJdgYfqPCJT58rKla837OKNRVuYs2oHxWXlDOicwF/G9WPswM42YaAxxi+HM1Q3A+hTV4GYupe+u4AZi7cwY3EGW3MLaR0bycXHpTB+aFf6drK+CsaYwATShvEobiQ2uClFBuFGfJsGpLCkjA9WbuONhRnM27gbEfhZ72T+eFZfTu/bzgbeGWNqLZArDN8h1KXANFX9uo7jMbW0MjOXaQvSmbVsK/sKS0lJiuWWkUdywdAuNo7CGFMnAkkYM4DCivmcRCRcRGJVtSA4oRl/zVq2ld9MX0J0RBhj+ndkfGpXhvdIIizMGrCNMXUnoJHeuMWNKlbaawHMAY6v66CM/75av4tb3ljKsd2TmHpZKgktrAHbGBMcgQzjjfFdltW7b4s3h9DKzFyufnkRPdvGWbIwxgRdIAkjX0SGVDwQkaHA/roPyfgjfXcBk59fSOvYKF68cpglC2NM0AVSJfVb4E0R2YqbR6oDbslWU8925RVx2XPfUlpezvQrj6NDQkyoQzLGNAOBDNxbKCJHA0d5m9aqaklwwjLVyS8q5YrnF7J9byGv/vI4erWzxYyMMfXD7yopEbkOaKmqK1V1JRAnItcGLzRTWXFpOde8spjV2/by+EVDGNotMdQhGWOakUDaMH6lqjkVD1Q1G/hV3YdkqlJervx+xjK+XL+Lf5w3gNP6tA91SMaYZiaQhBEuPjPTiUg4EFX3IZmq3Pu/NbyzdCu3nnEkE47tGupwjDHNUCCN3v8DXheRp7zHV3vbTJA98+VGnv5iI5eN6MZ1p/QKdTjGmGYqkIRxGy5J/Np7/BHwTJ1HZA7y7tJM/vr+d4wZ0IG7zuln048bY0ImkF5S5cCT3s3Ugy/XZ3Hrm8sY3iOJByYMItym+jDGhFAgvaR6i8gMEVktIhsrbn4cN0pE1orIBhG5vYr9D4rIUu+2TkRyfPbdJyKrROQ7EXlEmtHX6xUZuVzz8mKOSI5j6uWpxETaLLPGmNAKpErqeeAu4EHgFOAKDpFwvIbxx4GRuPUzForILFVdXVFGVW/yKX8DMNi7fzxwAnCMt/sr4OfAZwHE3Cht3p3PFS8sODCKu1WMjeI2xoReIL2kWqjqJ4Co6mZVvRs46xDHDAM2qOpGVS0GpgPjaig/CZjm3VfcUrBRQDQQCewIIN7GZfsK2LWerJw8Ln12AWXlyktXDaN9KxvFbYxpGAK5wigSkTBgvYhcD2QChxpm3BnY4vM4AxheVUER6Qb0AD4FUNV5IjIX2IabiuQxVf2uiuOmAFMAUlJSAng5DYQqfPoX+PJ+AFoTwXPanrbdB9B6+beQfBS0PRLa9oaoliEO1hjTnAWSMH6Dm532RuAvuGqpy+swlonADJ/1NnrhloDt4u3/SEROUtUvfQ9S1aeBpwFSU1OVxqS8HP53Oyx4irKBlzA1vSO6ay0XpuTTOm8DfPURuLfDSUiB5CO9BHKkl0yOgpZtQvcajDHNRkBzSXl383DtFwcRkUdV9YZKmzMB31FmXbxtVZkIXOfz+DxgfsWU6iLyATAC+LKKYxufslL4742w9FX0uOu4OftC3t22jX9deDnJqd5bVloMe76HXesgax3sWgtZa2HT11DqM1FwbBto1xdO+T/oZsuTGGOCI5ArjEM5oYptC4HeItIDlygmAhdVLuRNapgIzPPZnA78SkT+gauS+jnwUB2QE0seAAAgAElEQVTGGzqlxTDzl7D6XTj5/7i/cBzvLvue3515FONTffJrRBS06+NuvsrLIXeLl0jWup/fz4WXzoULpkLfmpqJjDGmduoyYfyEqpZ67R0fAuHAc6q6SkTuARap6iyv6ERguqr6VinNAE4FVuAawP+nqv8NZrz1orgA3rgUNnwMZ/6dNyPH8tj/ljNpWFeuPfkI/84RFgaJ3dyt90i3rWAPvPYLeONyGH0fDJ8SvNdgjGmW5ODP6MM4kUiaqg45dMngSU1N1UWLFoUyhJoV7oVpE2HzN3DOQ8xrfQ6XPfctw3ok8cIVw4gMD6TTWhWKC+Ctq2DtbDjxZjjtTmg+Q1eMMbUkIotVNfVQ5Q7zE+rg56zDczU9BXvgpbGw5Vu44Bk2plzINa8sJiUplicuHnr4yQIgKhYmvAxDJ8NXD8A710KZLVlijKkbfldJicgAVV1RQ5GH6yCepmnfdte+sGcj/OJVsrucypVPfE14mPD85DpeXjU8As5+COI7wWd/h/ydMP5FiLaFlowxhyeQr7VPiMgCEblWRBIq71TVF+ourCYkJx2eH+1+XvwmRUeM5OqXF7M1t5Cplw0lpU1s3T+nCJx8G5zziGsMf/FsyMuq++cxxjQrficMVT0JuBjXTXaxiLwmIiODFllTsGs9PDcKCnbDZe+iPX7GH2auYMGmPfzrwmMY2i0puM8/9HKY+BrsXAPPjoTd3wf3+YwxTVpAFeequh64AzfV+c+BR0RkjYicH4zgGrXtK1yyKCuGye9D12N5fO4GZqZlctPpRzJuUOf6ieOoUXD5f6EwF549AzLT6ud5A5G/GzZ+DkV5oY7EGFODQNowjsEN2DsLtxbGOaqaJiKdcOMnZgYnxEZoy0J49QKIioPL3oW2vfnvsq38e846zhvcmRtPq+dFkLoeC1fNgVfOhxfOhgkvQe/T6zeGCqqQsxk2z4N077ZrndvX9iiYNA3a+Nm92BhTr/zuVisin+MWTJqhqvsr7btUVV8OQnwBaRDdajd+DtMmQVw7uHwWtE5h8eZsJk2dz8AuCbzyy+FER4RoqvJ92+HVC2HndzD2URj0kzGUda+8DHauhvT5rjtx+jzYt83ti06AlOGQMgLiO8KH/+emQrnwOegVooRmTDPkb7dav64wvGnKM6tLCg0hWTQIaz9wA+faHAGXvg3xHdiyp4ApLy2iQ6sYnro0NXTJAiC+A0yeDa9fAu/82n1wn3hz3Y7VKCmErUsg/Rt3FbFlARTles/fyU1dkjLC3dr1dYMQK3Q7HqZfBK+Oh9PvhuNvtHEkxjQgfiUMVS0Tka4iEuVNU258qcKKGfDONdBhAFwyE2KT2FtYwpUvLKSkrJznJh9LUsuoUEcKMa3g4hnw7rXwyT2wdxuM/ieEBZjIykphbwZkb3K33d9DxkLIXOzabQCSj4b+50HK8ZByHLROqTkBJHZzVWfvXAsf3enagcY+CpEtavtqjTF1KJCpQX4AvhaRWUB+xUZVfaDOo2ro8ne5xuPMxT/e9u+BbifApOkQ04qSsnKuezWNH3bl89JVw+jVrgGNg4iIgvOedlcc3zwKeTvg/KkQWWntjcK9XkL44cfEsMe7n7sFykt/LBseBR0HwvCrf0wQsbXoBRbVEsa/4KZ7//SvrqfZxFchocshDzXGBFcgCeN77xYGxAcnnAaoOB+2LT84OeRsdvskDJL7wNFnQZdj4ZgJENkCVeWuWav4cv0u7rvwGI4/om1oX0NVwsLgjL+6aqIP/wAvZ7mE55scCnYffEyLJEjsDp0GQ//z3f3E7pDYA1p1CvwqpToi8LNboX0/eOtX8PTJbgR7txF1c35jTK3U2VxSDcFhN3qXlULWGp/kkOYabCvWpEhIgc5DoPNQd+s4sMoR1M98uZG/vv8dvz75CG4bdXTt46kvK9/6cRqR1l1dAqhIBkk+92N+Ml4z+LLWuk4EOekw5l+Q+pOZ9Y0xh8nfRu9AekklA78H+uGWTgVAVU+tbZB1rdYJI2st/Pe3sG0plBS4bTGtf0wMnYe6RBHX7pCn+mj1Dqa8vIhR/Trw+EVDCAtrJI22xQWuWik8qBMY187+HDep4oaPIfUqGHWvq1YzxtSJOu0l5XkVeB04G7gGt9pe05hvokWiq48fcvmPySGpZ8A9dFZm5nLjtCUc0zmBByYMajzJAtzEhQ1Vi9Zw0RvwyZ/h64fdVeD4FyEuOdSRGdOsBHKFsVhVh4rIclU9xtu2UFWPDWqEAQjlOIztuYWMe/wrIsLCePu642kXH3Pog0zglr8Js66H2LYw6TVXLWiMOSzBmN68Yp7sbSJylogMBoI8GVLjUFxazlUvLiS/qIxnJ6dasgimY8bDlf8DFJ4903VnNsbUi0ASxl+9WWpvAW7Fjfq+KShRNTKLNu1h1da9/PXc/hzdoVWow2n6Og2GKZ9Bp0GubePju92IcmNMUPndhqGq73l3c4FTghNO45SWng3AKUcdulHc1JG4dnDZLPjg9/DVg7B9JVzwjGvvMMYERSCTDyYDvwK6+x6nqlfWfViNS1p6Dr3axZEQW4cLIZlDi4iCcx5yo+s/+D08/XM3saK1axgTFIFUSb0LJAAfA+/73Jo1VWVJejZDUuybbcgce5WbI6u0GJ4ZCWkvuelaGjJV1114zw9uvM/3c2HXhoYft2nWAulWG6uqtwUtkkbqh135ZBeUMCQlMdShNG8pw+HqL2DmL2HWDW523DH/rr/uwnk73eDC/dl+3nJ+HBDqq0UidE6FLt6t81C3zZgGIJCE8Z6IjFHV2UGLphFavNm1XwztZv/UIReX7CZ+/Pyf8Pl9sHWpq6JqG8T1Rwr2wGf3wsJnqk4A0QmuXaVForsldHVzbFU8rrhFx7sJHDMXQcYi+OxjwLvaaNPbTT3TZaj72a5fwxxgaZq8QMZh7ANaAkW4LrYCqKrW2C1IREYBDwPhwDOqem+l/Q/yYyN6LNBOVVt7+1JwvbG64v57xqjqpuqeKxTjMP4wcwXvL9/K0jvPaFwD9Zq69R+7q42yUhj3GPQ7t27PX1YCC5+Fz/4BRXvdoM+jxhycBGISav/BXrjXTRNfMQNwxkLI98bJRrRwPcUqrkK6HOvm8jKmlup8pLeqBjzhoLeOxuPASCADWCgis1R1tc95b/IpfwMw2OcULwF/U9WPRCQOKA80hmBbkp7NoJRESxYNTe/T4eov4c3L3W3LdTDyzxB+mB0TVGH9HPjwj7B7PfQ8Gc78u5sosS7FtIKeP3e3iufN2eyuPjIWuSuRb/8D33hTybfqDH3GutmCk3rUbSzGeA6ZMETkaFVdIyJDqtqvqjUtEj0M2KCqG71zTQfGAaurKT8JuMsr2xeIUNWPvOdpcAs+7yssYe2OfYzq3yHUoZiqtO4KV3wAc+6A+Y+7D9nxL9T+2/iO1W5VwI1zoU0vmPQ6HHlm/SzyJPLjJJADLnTbSovcmiEZi2Dz17BwKix4yl3pjLjOLVJlC1CZOuTPFcbNwBTgfg5UqgJelRRQ0+SDnYEtPo8zgOFVFRSRbkAP4FNv05FAjojM9LZ/DNyuenBFsYhM8eIjJSXFj5dTd5ZtyUUVa/BuyCKi3Sy3XYfDrBvhPye58RpHBDCUKH8XzP07LH7etTWMutdNghjqCRAjon+sljruGrcY1sKpsOg5WPMedBwEx10L/c4LfaymSThkt1pVneLdHYPrRpsL5ACzvG11ZSJuvfCKhBABnIQbVX4s0BOYXEV8T6tqqqqmJifX72R0aenZiMAg61Lb8A24EKbMhZZt4eXzXKN4+SFqOEuL4OtH4JEhsPgFOPZXcONSOO7XDfMDuFVHOO1OuGk1nP2gm3n57Snw8DHwxb9dA70xhyGQcRgvAn2AR4BHgb64NoaaZOIarCt08bZVZSIwzedxBrBUVTeqainwDlBltViopKVn07tdHK1ibMBeo5B8FPzqUxgwHub+DV4bX/WHqCp89x48Phw++hN0HQbXzoMx99VuFcH6FhULqVfCtd+65Xjb9YFP/wIP9HXT+GetC3WEppEKpAtHf1Xt6/N4rohU1xZRYSHQW0R64BLFROCiyoVE5GggEZhX6djWIpKsqlm4qq/QTEVbhfJyJW1zNmMGdAx1KCYQUS3h/KfdErL/u91VUU140VXrgFtd8cP/g01fujXJL37LNaA3RmFh0Huku+38DuY/AUtfc1VrvUbCiGuh5ynWzmH8FkjCSBOR41R1PoCIDOcQH+CqWioi1wMf4rrVPqeqq0TkHmCRqs7yik4EpqtPH19VLRORW4FPRESAxcDUAOINqo278thbWMoQG3/R+Ii40eGdBsMbl8Nzo1xVzu71kPay6xI75t8w9IqmM96hXR8Y+yicdpdr41gw1VXNJfdxVWze8sKHpOrWjiktgrJin1uJG2PSEKvqTJ055DgMEVmBa9yOBI4C0r3H3YA1la46Qqo+x2G8sXALv39rOR/f/HN6tfvpMq2mkSjYA29fA+s/hLAIGH6NW0+8qY+uLi1yS/POewJ2rIDYNtD2SC8RlEBZ0cH3y0p+TBJU85kR18F160290iaBbGTqchzG2XUQT5OTlp5NQotIerZtGepQzOGITYJJ02H1265XUZsjQh1R/YiIhkEXwcBJsOkrWPQsFOx2VXbh0W68SoT3Mzz64PvhUe5KIty7RUS7K4+Vb7lVEb+8H4Zc5q5cWtdvz0UTXIdMGKq6uT4CaWzS0rMZnNLaBuw1BWFh0P+CUEcRGiLQ4yR3O1xDLnXjQr55DBY8Dd8+5UbYH3+Dq/4zjV4gvaSMZ29hCet35tn4C2Mq6zAAzn8KfrPcDR5c/xE8fTK8cDasm3PorsymQbOEUQtL03NswJ4xNUnoDGf8BW5aCWf8FfZsdN2YnxzhOhaUFoU6QlMLljBqoWLA3sCuCaEOxZiGLSbBVUn9ZhmcPxXCImHW9fDQABtM6KuRrINiCaMWFm/O5qj28cTbgD1j/BMe6bruXvMlXPauq7r69C/wYH/44DbI3hTqCENn9/duPNC0i6Bkf6ijqZEljACVlytLt+TY+AtjakPEzfB7yVvw62+g7zg3Tfwjg10X3+Zm42cw9VS3+Nba2TBtIhQXhDqqalnCCNCGrDz2FZZa+4Uxh6t9PzjvSfjtcjjiNPj4bvdtuzlQ9QZPng/xHeHqz+HcJ+GHL+C1CVDU4CbnBixhBCzNW2HP1vA2po606uQWuYqIhtm/azT1+bVWWgzv3QSzb4XeZ8BVc9waJoMmwXlPw+Zv4JUL3CJaDYwljAClpWeTGBtJDxuwZ0zdie8Ap94B338Cq98JdTTBk7/bTcmy+Hk48WaY+JpbLKvCMePhwmfd2i2vnO/Wfm9ALGEEKC09h8EpiYhN2GZM3Uq9CjocA//7AxTtC3U0dW/HKph6sltu9/ypcPpdbtBoZf3Og/EvujXpXz63QfUks4QRgNyCEjbszLPqKGOCITzCreOxbzvM/Ueoo6lba96HZ89w1VFXfuB6jNWkz9nwi1dcknlprLsyaQAsYQQgbUtF+4U1eBsTFF1SYehkt1759hWhjubwqbq5taZf7CZ3nPIZdB7q37FHjYJJ02DXenjxbMjLCmakfrGEEYAlm7MJExjY1a4wjAma0+9yswW/d3PjnkqkZD+89Uv45B634uMVs92qiIHodTpc9Drs+QFeOMtdfYWQJYwApKXncHSHVrSMbiJrJBjTELVIdNOKZCyApa/Uz3OWl0NZad2db+9WeH60m8H3tLtcm4U/641UpefJcMkMyM2A58dAbnWLlgafJQw/lR0YsGdXF8YE3cBJkHI8fHRn8OvvczPhsVT4RxfXzvDB7bDsdbeUbW2ucDIWw9OnuKqkSdPgpJsPf1XD7ifCpTMhbye8MMYN9AsBSxh+Wr9zH3lFNmDPmHohAmc/4HpLfXxX8J6nYI/r5pq3003PjkDai/D2FHj8WLg3xc20O+cOWDnTVQ3VNE5k+ZvuyiIiGq76CI4aXXexphwHl70DBdnw/FkhmU7F6lb8lLbZ9Ye2hGFMPWnXx02R/vXDMPgS94FZl4ry4NUL3QfvpTPdt3hwVVO71sHWJbA1zf389ilvtUFclVmnwT63IW4cyad/ga8ehG4nwoSXoGWbuo0XXKeAy9+Fl851SePyWfW66Nchl2htTIK5ROutby7j0zU7WXzH6TYGw5j6UpQHjw93s95e/UXdrbFeWgSv/QJ++Nx1Xz36rEOUL4adq70k4t12rnbrmwNExUPxPrcO/Oj7gr+2+bbl8NI4dyVz+X+hbe/DOl1dLtFqcFOCDElpbcnCmPoUHQej/wmvX+y62h5//eGfs7wM3r4aNs6FcY8fOlmASwCdBrkbV7htJfvdOImtS2DbMkgZAYMvPvz4/NHxGJj8vhuj8fwYlzTaHR30p7U2DD9k5xezcVc+g606ypj6d/RZ0PtM+Owfh99DSBXevwVWve0Wdhp8Se3PFdnCVREN+5WbC6u+kkWF9n1d0hBxXW63rwz6U1rC8MMSb8DeUJvS3Jj6JwJj7nPVPx/+4fDONfdv3jxON7mFnRq75KNg8mwIj4L/3R70pwt6whCRUSKyVkQ2iMhPXpGIPCgiS73bOhHJqbS/lYhkiMhjwY61OmmbcwgPE47pYivsGRMSid3hZ7fC6ndh/ce1O8f8J+GLf8GQy9zYiKaibS83KHD8C0F/qqAmDBEJBx4HRgN9gUki0te3jKrepKqDVHUQ8Cgws9Jp/gJ8Ecw4DyUtPZs+HeOJjbImH2NC5vgboU1vmH1L4CvTLXvdfQPvcw6c9eDhj4toaJJ6QMu2QX+aYF9hDAM2qOpGVS0GpgPjaig/CZhW8UBEhgLtgTlBjbIGZeXKsi051p3WmFCLiIaz7nfdYL960P/j1n0I7/waevwMzn+m7npaNUPBThidgS0+jzO8bT8hIt2AHsCn3uMw4H7g1pqeQESmiMgiEVmUlVX3k3Ot3b6P/OIySxjGNAQ9fw4DxruE4c/qfJvnwRuXuTXEJ74GkTHBj7EJa0iN3hOBGapa5j2+Fpitqhk1HaSqT6tqqqqmJicn13lQi9NthlpjGpQz/gYRMa63U03jyLavdGMtErq4NcSj4+svxiYq2AkjE+jq87iLt60qE/GpjgJGANeLyCbg38BlInJvMIKsyZLN2bSNi6JrUi0nDjPG1K349nDqn9w4ilVvV11mzw9uxbroOLj0nXqp328Ogp0wFgK9RaSHiEThksKsyoVE5GggEZhXsU1VL1bVFFXtjquWeklVg99vrJK09GxbYc+YhubYq6DjQLc6X+W1r/ftcCvVlRXDpW9D665Vn8MELKgJQ1VLgeuBD4HvgDdUdZWI3CMiY32KTgSmawObp2R3XhGbdhfY+AtjGpqwcNfbKW+HG9BXYX+Ou7LIy4KLZ7hxCqbOBL27gKrOBmZX2nZnpcd3H+IcLwAv1HFoh7Qk3SYcNKbB6jIUUq9wU4YMnARtesG0iZC1Fi5+w43CNnXK+pfVIC09mwgbsGdMw3XanbB6Frx/M8S2gfT5MP55OOLUUEfWJFnCqEFaejZ9O7UiJjI81KEYY6rSItHNCfXONe7xWQ9Av/NCG1MTZgmjGqVl5SzbkssvjrUGM2MatIETIWMhJB/tGsNN0FjCqMaa7fvYX1LG4BRbktWYBq1idT4TdA1p4F6DkmYD9owx5iCWMKqRtjmbdvHRdEm0AXvGGAOWMKqVlu4mHLQBe8YY41jCqMKuvCLS9xQwpJu1XxhjTAVLGFVI22ztF8YYU5kljCqkpecQGS7072wD9owxpoIljCqkbc6mb6cEG7BnjDE+LGFUUlJWzvLMHIbY+AtjjDmIJYxKvtu2l8KScmu/MMaYSixhVFLR4G1TmhtjzMEsYVSSlp5Dh1YxdGptA/aMMcaXJYxK0tKzbfyFMcZUwRKGj517C8nI3m/tF8YYUwVLGD4qJhwcbAnDGGN+whKGj7T0HKLCw+jfuVWoQzHGmAbHEoaPtM3Z9OvciugIG7BnjDGVWcLwFJeWszwz19ovjDGmGpYwPKu37aW4tNzGXxhjTDWCnjBEZJSIrBWRDSJyexX7HxSRpd5tnYjkeNsHicg8EVklIstF5BfBjNNmqDXGmJoFdU1vEQkHHgdGAhnAQhGZpaqrK8qo6k0+5W8ABnsPC4DLVHW9iHQCFovIh6qaE4xY09Kz6ZQQQ4eEmGCc3hhjGr1gX2EMAzao6kZVLQamA+NqKD8JmAagqutUdb13fyuwE0gOVqBpm7MZbNVRxhhTrWAnjM7AFp/HGd62nxCRbkAP4NMq9g0DooDvq9g3RUQWiciirKysWgW5PbeQrbmFVh1ljDE1aEiN3hOBGapa5rtRRDoCLwNXqGp55YNU9WlVTVXV1OTk2l2A7C8pY8yADgzvkVSr440xpjkIahsGkAl09XncxdtWlYnAdb4bRKQV8D7wR1WdH5QIgR5tW/LExUODdXpjjGkSgn2FsRDoLSI9RCQKlxRmVS4kIkcDicA8n21RwNvAS6o6I8hxGmOMOYSgJgxVLQWuBz4EvgPeUNVVInKPiIz1KToRmK6q6rNtAvAzYLJPt9tBwYzXGGNM9eTgz+jGLTU1VRctWhTqMIwxplERkcWqmnqocg2p0dsYY0wDZgnDGGOMXyxhGGOM8YslDGOMMX6xhGGMMcYvTaqXlIhkAZsP4xRtgV11FE4wWHyHx+I7PBbf4WnI8XVT1UNOldGkEsbhEpFF/nQtCxWL7/BYfIfH4js8DT0+f1iVlDHGGL9YwjDGGOMXSxgHezrUARyCxXd4LL7DY/EdnoYe3yFZG4Yxxhi/2BWGMcYYv1jCMMYY45dmlzBEZJSIrBWRDSJyexX7o0XkdW//tyLSvR5j6yoic0VktYisEpHfVFHmZBHJ9Zny/c76is8nhk0issJ7/p9MDyzOI957uFxEhtRjbEf5vDdLRWSviPy2Upl6fQ9F5DkR2SkiK322JYnIRyKy3vtZ5frAInK5V2a9iFxej/H9S0TWeL+/t0WkdTXH1vi3EMT47haRTJ/f4Zhqjq3x/z2I8b3uE9smEVlazbFBf//qlKo2mxsQjlsXvCdujfBlQN9KZa4F/uPdnwi8Xo/xdQSGePfjgXVVxHcy8F6I38dNQNsa9o8BPgAEOA74NoS/7+24QUkhew9x67oMAVb6bLsPuN27fzvwzyqOSwI2ej8TvfuJ9RTfGUCEd/+fVcXnz99CEOO7G7jVj99/jf/vwYqv0v77gTtD9f7V5a25XWEMAzao6kZVLQamA+MqlRkHvOjdnwGcJiJSH8Gp6jZVTfPu78MtOtW5Pp67jo3DrZSo6pbWbe2tzV7fTgO+V9XDGf1/2FT1C2BPpc2+f2cvAudWceiZwEequkdVs4GPgFH1EZ+qzlG3ABrAfNzyyiFRzfvnD3/+3w9bTfF5nx0TgGl1/byh0NwSRmdgi8/jDH76gXygjPcPkwu0qZfofHhVYYOBb6vYPUJElonIByLSr14DcxSYIyKLRWRKFfv9eZ/rw0Sq/0cN9XvYXlW3efe3A+2rKNNQ3scrcVeMVTnU30IwXe9VmT1XTZVeQ3j/TgJ2qOr6avaH8v0LWHNLGI2CiMQBbwG/VdW9lXan4apYBgKPAu/Ud3zAiao6BBgNXCciPwtBDDUStyb8WODNKnY3hPfwAHV1Ew2yf7uI/BEoBV6tpkio/haeBI4ABgHbcNU+DdEkar66aPD/S76aW8LIBLr6PO7ibauyjIhEAAnA7nqJzj1nJC5ZvKqqMyvvV9W9qprn3Z8NRIpI2/qKz3veTO/nTuBt3KW/L3/e52AbDaSp6o7KOxrCewjsqKim837urKJMSN9HEZkMnA1c7CW1n/DjbyEoVHWHqpapajkwtZrnDfX7FwGcD7xeXZlQvX+11dwSxkKgt4j08L6BTgRmVSozC6jojXIh8Gl1/yx1zavvfBb4TlUfqKZMh4o2FREZhvsd1mdCayki8RX3cY2jKysVmwVc5vWWOg7I9al+qS/VfrML9Xvo8f07uxx4t4oyHwJniEiiV+Vyhrct6ERkFPB7YKyqFlRTxp+/hWDF59smdl41z+vP/3swnQ6sUdWMqnaG8v2rtVC3utf3DdeDZx2u98QfvW334P4xAGJw1RgbgAVAz3qM7URc1cRyYKl3GwNcA1zjlbkeWIXr8TEfOL6e37+e3nMv8+KoeA99YxTgce89XgGk1nOMLXEJIMFnW8jeQ1zi2gaU4OrRr8K1i30CrAc+BpK8sqnAMz7HXun9LW4ArqjH+Dbg6v8r/g4reg52AmbX9LdQT/G97P1tLcclgY6V4/Me/+T/vT7i87a/UPE351O23t+/urzZ1CDGGGP80tyqpIwxxtSSJQxjjDF+sYRhjDHGL5YwjDHG+MUShjHGGL9YwjCmgfBm0X0v1HEYUx1LGMYYY/xiCcOYAInIJSKywFvD4CkRCReRPBF5UNw6Jp+ISLJXdpCIzPdZVyLR295LRD72JkBME5EjvNPHicgMby2KV+trpmRj/GEJw5gAiEgf4BfACao6CCgDLsaNLl+kqv2Az4G7vENeAm5T1WNwI5Mrtr8KPK5uAsTjcSOFwc1Q/FugL24k8AlBf1HG+Cki1AEY08icBgwFFnpf/lvgJg4s58dJ5l4BZopIAtBaVT/3tr8IvOnNH9RZVd8GUNVCAO98C9Sbe8hbpa078FXwX5Yxh2YJw5jACPCiqv7hoI0if6pUrrZz7hT53C/D/kdNA2JVUsYE5hPgQhFpBwfW5u6G+1+60CtzEfCVquYC2SL/39692iAUBFEYPgdDQqgHRw8Y5BVoWkBRBZRDE0gUCg16EDMFDDdwMf8nd5PNrjr7SGa9rvZB0iXyN8W77U2NMbe9mHQVwAjsXoAPRMTV9kH5S9pMWaF0L+klaVV9D+U7h5Sly08VCDdJu2ofJJ1tH72ZDlgAAAA8SURBVGuM7YTLAEahWi3wBbafEbH89zyAX+JKCgDQwgkDANDCCQMA0EJgAABaCAwAQAuBAQBoITAAAC1v5neah7n5OkcAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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" ] @@ -1324,16 +1338,16 @@ "text": [ "\n", "Train Set Metrics of the trained model:\n", - "\tloss: 0.4768\n", - "\tbinary_accuracy: 0.8580\n", + "\tloss: 0.4731\n", + "\tbinary_accuracy: 0.8670\n", "\n", "Validation Set Metrics of the trained model:\n", - "\tloss: 0.5579\n", - "\tbinary_accuracy: 0.7427\n", + "\tloss: 0.5621\n", + "\tbinary_accuracy: 0.7322\n", "\n", "Test Set Metrics of the trained model:\n", - "\tloss: 0.5593\n", - "\tbinary_accuracy: 0.7380\n" + "\tloss: 0.5567\n", + "\tbinary_accuracy: 0.7395\n" ] } ], @@ -1373,7 +1387,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "266/266 [==============================] - 10s 37ms/step\n" + "266/266 [==============================] - 6s 22ms/step\n" ] } ], @@ -1418,7 +1432,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "ECE: (before calibration) 0.3634\n" + "ECE: (before calibration) 0.3533\n" ] } ], @@ -1444,7 +1458,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1535,8 +1549,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "302/302 [==============================] - 10s 34ms/step\n", - "266/266 [==============================] - 9s 32ms/step\n" + "302/302 [==============================] - 7s 22ms/step\n", + "266/266 [==============================] - 6s 22ms/step\n" ] } ], @@ -1661,7 +1675,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's check if these predictions are calibrated!" + "Let's check if these predictions are calibrated!\n", + "\n", + "If calibration is successful then the ECE after calibration will be lower and the calibration curve will track the ideal diagonal line more closely." ] }, { @@ -1687,7 +1703,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "ECE (after calibration): 0.0116\n" + "ECE (after calibration): 0.0119\n" ] } ], @@ -1706,7 +1722,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1760,7 +1776,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy for model after calibration: 0.82\n" + "Accuracy for model after calibration: 0.83\n" ] } ], @@ -1769,13 +1785,22 @@ "y_pred[lr_test_predictions[:,0]>0.5] = 1\n", "print('Accuracy for model after calibration: {:.2f}'.format(accuracy_score(y_pred=y_pred, y_true=edge_labels_test)))\n" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "This notebook demonstrated how to use Platt scaling and isotonic regression to calibrate a GraphSAGE model used for link prediction in a paper citation network. Importantly, it showed that using calibration can improve the classification model's accuracy." + ] } ], "metadata": { "kernelspec": { - "display_name": "Python (link-prediction)", + "display_name": "Python 3", "language": "python", - "name": "link-prediction" + "name": "python3" }, "language_info": { "codemirror_mode": { diff --git a/demos/calibration/calibration-pubmed-node-classification.ipynb b/demos/calibration/calibration-pubmed-node-classification.ipynb index 39f3209f4..56958bd7b 100644 --- a/demos/calibration/calibration-pubmed-node-classification.ipynb +++ b/demos/calibration/calibration-pubmed-node-classification.ipynb @@ -11,10 +11,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This notebook demonstrates probability calibration for multi-class node attribute inference. The classifier used is GraphSAGE and the dataset is the citation network Pubmed-Diabetes.\n", + "This notebook demonstrates probability calibration for multi-class node attribute inference. The classifier used is GraphSAGE and the dataset is the citation network Pubmed-Diabetes. Our task is to predict the subject of a paper (the nodes in the graph) that is one of 3 classes. The data are the network structure and for each paper a 500-dimensional TF/IDF word vector.\n", "\n", "The notebook demonstrates the use of `stellargraph`'s `TemperatureCalibration` and `IsotonicCalibration` classes as well as supporting methods for calculating the Expected Calibration Error (ECE) and plotting reliability diagrams.\n", "\n", + "Since the focus of this notebook is to demonstrate the calibration of `stellargraph`'s graph neural network models for classification, we do not go into detail on the training and evaluation of said models. We suggest the reader considers the following notebook for more details on how to train and evaluate a GraphSAGE model for node attribute inference,\n", + "\n", + "[Stellargraph example: GraphSAGE on the CORA citation network](https://github.com/stellargraph/stellargraph/blob/master/demos/node-classification-graphsage/graphsage-cora-node-classification-example.ipynb)\n", + "\n", "**References**\n", "1. Inductive Representation Learning on Large Graphs. W.L. Hamilton, R. Ying, and J. Leskovec arXiv:1706.02216 \n", "[cs.SI], 2017. ([link](http://snap.stanford.edu/graphsage/))\n", @@ -40,6 +44,7 @@ "import networkx as nx\n", "import pandas as pd\n", "import os\n", + "import itertools\n", "\n", "import stellargraph as sg\n", "from stellargraph.mapper import GraphSAGENodeGenerator\n", @@ -67,13 +72,13 @@ "metadata": {}, "outputs": [], "source": [ - "# Given a GraphSAGE model, a node mapper, and the number of predictions per point\n", + "# Given a GraphSAGE model, a node generator, and the number of predictions per point\n", "# this method makes n_predictions number of predictions and then returns the average\n", - "# prediction for each query point.\n", - "def predict(model, mapper, n_predictions=1):\n", + "# prediction for each query node.\n", + "def predict(model, node_generator, n_predictions=1):\n", " preds = []\n", " for i in range(n_predictions):\n", - " preds.append(model.predict_generator(mapper))\n", + " preds.append(model.predict_generator(node_generator))\n", " preds_ar = np.array(preds)\n", " print(preds_ar.shape)\n", " return np.mean(preds_ar, axis=0)" @@ -92,8 +97,8 @@ "metadata": {}, "outputs": [], "source": [ - "epochs = 20\n", - "n_predictions = 5 # number of predictions per query point" + "epochs = 20 # Numper of training epochs for GraphSAGE model.\n", + "n_predictions = 5 # number of predictions per query node" ] }, { @@ -120,9 +125,7 @@ "\n", "Download and unzip the `Pubmed-Diabetes.tgz` file to a location on your computer.\n", "\n", - "Before proceeding use the script at https://github.com/stellargraph/data-science/tree/devel/PubMed to process the raw data into a format that can be read by `networkx`.\n", - "\n", - "Set the `data_dir` variable to point to the location of the processed dataset." + "Set the `data_dir` variable to point to the location of the dataset." ] }, { @@ -134,6 +137,13 @@ "data_dir = \"~/data/pubmed/Pubmed-Diabetes/data\"" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now prepare the data so that we can create a `networkx` object that can be used by `stellargraph`." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -264,7 +274,21 @@ "metadata": {}, "outputs": [], "source": [ - "node_data = pd.read_csv(os.path.join(data_dir, \"Pubmed-Diabetes.csv\") )\n", + "nodes_as_dict = []\n", + "with open(os.path.join(os.path.expanduser(data_dir), \"Pubmed-Diabetes.NODE.paper.tab\")) as fp:\n", + " for line in itertools.islice(fp, 2, None):\n", + " line_res = line.split(\"\\t\")\n", + " pid = line_res[0]\n", + " feat_name = ['pid'] + [l.split(\"=\")[0] for l in line_res[1:]][:-1] # delete summary\n", + " feat_value = [l.split(\"=\")[1] for l in line_res[1:]][:-1] # delete summary\n", + " feat_value = [pid] + [ float(x) for x in feat_value ] # change to numeric from str\n", + " row = dict(zip(feat_name, feat_value))\n", + " nodes_as_dict.append(row)\n", + " \n", + "# Create a Pandas dataframe holding the node data \n", + "node_data = pd.DataFrame(nodes_as_dict)\n", + "node_data.fillna(0, inplace=True)\n", + "node_data['label'] = node_data['label'].astype(int)\n", "node_data['label'] = node_data['label'].astype(str)" ] }, @@ -505,7 +529,7 @@ { "data": { "text/plain": [ - "dtype('int64')" + "dtype('O')" ] }, "execution_count": 11, @@ -890,124 +914,124 @@ " \n", " \n", " \n", - 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"pid ... \n", - "8816980 0.000000 0.0 ... 0.00000 0.029416 0.0 0.000000 \n", - "17054272 0.000000 0.0 ... 0.00000 0.000000 0.0 0.029163 \n", - "6571875 0.041319 0.0 ... 0.03745 0.037336 0.0 0.000000 \n", - "17876371 0.000000 0.0 ... 0.00000 0.000000 0.0 0.000000 \n", - "16567818 0.000000 0.0 ... 0.00000 0.000000 0.0 0.000000 \n", + " w-1 w-10 w-100 ... w-vitro w-vivo w-vs w-week \\\n", + "pid ... \n", + "1373901 0.000000 0.0 0.0 ... 0.05311 0.0 0.0 0.0 \n", + "10450508 0.000000 0.0 0.0 ... 0.00000 0.0 0.0 0.0 \n", + "12021090 0.007397 0.0 0.0 ... 0.00000 0.0 0.0 0.0 \n", + "16809409 0.031753 0.0 0.0 ... 0.00000 0.0 0.0 0.0 \n", + "17686944 0.024559 0.0 0.0 ... 0.00000 0.0 0.0 0.0 \n", "\n", - " w-weight w-wherea w-women w-x w-year w-young \n", - "pid \n", - "8816980 0.0 0.0 0.000000 0.0 0.000000 0.0 \n", - "17054272 0.0 0.0 0.019174 0.0 0.000000 0.0 \n", - "6571875 0.0 0.0 0.000000 0.0 0.000000 0.0 \n", - "17876371 0.0 0.0 0.000000 0.0 0.000000 0.0 \n", - "16567818 0.0 0.0 0.137094 0.0 0.024279 0.0 \n", + " w-weight w-wherea w-women w-x w-year w-young \n", + "pid \n", + "1373901 0.0 0.0 0.0 0.0 0.000000 0.0 \n", + "10450508 0.0 0.0 0.0 0.0 0.000000 0.0 \n", + "12021090 0.0 0.0 0.0 0.0 0.017138 0.0 \n", + "16809409 0.0 0.0 0.0 0.0 0.000000 0.0 \n", + "17686944 0.0 0.0 0.0 0.0 0.000000 0.0 \n", "\n", "[5 rows x 501 columns]" ] @@ -1539,8 +1563,8 @@ "data": { "text/plain": [ "(Counter({'3': 4353, '2': 4429, '1': 2308}),\n", - " Counter({'1': 769, '3': 1451, '2': 1477}),\n", - " Counter({'2': 1969, '3': 1935, '1': 1026}))" + " Counter({'2': 1477, '1': 769, '3': 1451}),\n", + " Counter({'1': 1026, '2': 1969, '3': 1935}))" ] }, "execution_count": 19, @@ -1596,12 +1620,12 @@ "data": { "text/plain": [ "array([[0., 0., 1.],\n", - " [0., 1., 0.],\n", + " [0., 0., 1.],\n", " [0., 0., 1.],\n", " ...,\n", + " [1., 0., 0.],\n", " [0., 1., 0.],\n", - " [0., 1., 0.],\n", - " [1., 0., 0.]])" + " [0., 0., 1.]])" ] }, "execution_count": 21, @@ -1617,12 +1641,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We now do the same for the node attributes we want to use to predict the subject. These are the feature vectors that the Keras model will use as input. The dataset contains attributes 'w-*' that correspond to words found in that publication. If a word occurs more than once in a publication the relevant attribute will be set to one, otherwise it will be zero." + "We now do the same for the node attributes we want to use to predict the subject. These are the feature vectors that the Keras model will use as input. The dataset contains attributes 'w-*' that correspond to words found in that publication." ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -1631,7 +1655,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -1856,7 +1880,7 @@ "[5 rows x 500 columns]" ] }, - "execution_count": 23, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -1918,7 +1942,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To feed data from the graph to the Keras model we need a mapper. The mappers are specialized to the model and the learning task so we choose the `GraphSAGENodeMapper` as we are predicting node attributes with a GraphSAGE model.\n", + "To feed data from the graph to the Keras model we need a node generator. The node generators are specialized to the model and the learning task so we choose the `GraphSAGENodeMapper` as we are predicting node attributes with a GraphSAGE model.\n", "\n", "We need two other parameters, the `batch_size` to use for training and the number of nodes to sample at each level of the model. Here we choose a two-level model with 10 nodes sampled in the first layer, and 5 in the second." ] @@ -1992,7 +2016,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now we create a model to predict the 7 categories using Keras softmax layers. Note that we need to use the `G.get_target_size` method to find the number of categories in the data." + "Now we create a model to predict the 3 categories using Keras softmax layers." ] }, { @@ -2117,7 +2141,7 @@ "outputs": [ { "data": { - "image/png": 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qqqDereH9y1/+kuuvv36PQxcsWMC0adO4/fbbOfHEE7nzzjs7NFRLGKZTW7F5J1c/NZciXzXdUxLY7qtudmW1tKR4eqQlkd3NSyJp7t8e6UlkpSVS4U0oV9w4IVTU+E001/pknVlpiYzq2539+nVnVL/ujOqbydDc9A79sl64fgc/eH4BxRXV/O2iAznnoAEd9tpB2bQQ3roR+o+D+ESYegsseBZO+yv0PTDS0XWMnZvISE+ntLQMitdzysknc8eddzJ58mS6devGxo0bSUxMpLa2lp49e3LZZZeRlZXF448/Dnw3NXpHVElZwjCd1qxvCrnphQWkJ8fzxg+OYP/+mdTX6661C7b7mr9tK6tm1ZYytvuqqaip2/WcItA9JXHXtNaZqYn0y0wlM233bY1vaUnxrN3mY9mmnSz7difLNu3k2dnrqKp1M5kmJcQxoncGo/p6SaRfd/btkxGWOZle+nI9d729lN6Zybz+gyPYr1/HV10EpHQzvHQppOfAJS+7fxe/DDPugEePg0OuheN/DalZkY40fKpKobKE7L1GcOQR49n/iAmcesoELr30UsaPHw9At27deP7551m9ejX/93//R1xcHImJiTz88MMAXHfddUycOJF+/fqFvdHbpjc3ndILX6zjzreXMrx3Bk9eOY6+mW3vGlrhVTOlJsWTkZwQsoV6auvqyS/ysdQviSzdVMKO8u8WGtorO439+nVnZJ/u9O+RSm5Gsrt1S6ZHWlJQsVTV1nHX20t5ee4Gjhmey4MXjyErLSkk1xJyNRXw9GmwdQVc875rFG5QUQwf/R7mPg5p2TDht3DgxS6bh0kw05uHjCoUrgStg9yR7vqK10PFdugxGFLD09Zk05ubmFFfr/zhveU89kk+x4/I5R+XjqVbO2cKTU2KJzWpfe0bTUmIj2NY7wyG9c7g7IP6A64dZMvOKpZ9W7JbaWTa15v3OD8+TtzSnl4C8U8muRkp3z3OSKa0soYbnl/A4g3F3Hz8PvxkwvDond5DFab+0DV0X/TC7skCXIli0n0wZjJM+zm8dQMseMZVU/XeLzIxh0PFdqitgKy9vmuzyRwItVWwYz3EJ0NSWmRjbMQShuk0Kqrr+PGUhby/dAuXH74Xd50xKuA1kqOFiNAnM4U+mSmcsO93q6qVV9eydWcVhd7ynrvdvG3Lvy2lqKyK2iYaaUTc4j2PXHYwE/fv05GXFLxP/wZfvwIn3AEjT2/+uH5j4OrpsOh5mHEXPHI0HHY9HPdLSOnecfGGQ30d7PwWEtN2L0nExUHPIa7ksT0Pcke4tp0oYQnDdApbSyv5/jPz+GpjCXecPoqrjxwcFT2RQiUtKYHBOQkMzklv8bj6eqW4osYvmVRSWFpFSUUN544dwN653Too4jZa8S58+BvY/3w4+metHx8XB2O/B/ue7s6b8zAseR1O/j2MPj+k1VSq2nGfqbKtUF/jkkPj14xPhJ5DYdsqlzSyh4Ws11h7myCsDcNEvZWbS7n66bls91Xz94vHcPJ+Uf4L2jRt8xJ44mT3q/mqaZDYhnanjfPh3Z+53lWDj4ZJf4Fe+7Y7tPz8fDIyMsjOzg5/0qithq3LISUTeg5u/riKYtiR77obZw1qd3JUVbZt20ZpaSlDhgzZbV+gbRiWMExU+2RVITc+v4CUpHievOIQRg+I0h4/pmVlhfDYCe5X9fc/gu592/5c9XUw/2lX4qgug8NvhGNvheS2l65qamooKCigsrKy9YPbq3wbVJe79yCulUqeyhJ3S8kKSTVcSkoKAwYMIDFx92quqGn0FpGJwN+BeOBxVf1jo/2DgGeALO+Y21R1mogkAo8DY704n1XVP4Q7XhM9XvpyPbe/tYRhvbrxxJWH0N8myeucaqvglcvBV+hKFu1JFgBx8XDINTDqLPjgLvj8Qfj6Ndh3kms0zhoImYPcv+m9AqrOSUxM3ONXd1gUzIcpp8FRP4Xxd7V+vCq8fo0b3HjJSzDi1PDH2IKwljBEJB74BpgAFABzgUtUdZnfMY8CC1X1YREZBUxT1cEicilwpqpeLCJpwDLgOFVd29zrWQmja6ivV/78/koembWGY4bn8tClB9ka0p2VKrx9s2u4Pv8p2P/c0L/Ghi/hg3tgyxKoLN59X3wSdO+/exLZlVQGun0JHdT1WBWenAjb18APF0JyRmDn1VTAU6dC0Sq4Zgb0HhXy0KKlhHEosFpV87ygXgbOwn35N1CgoayVCWzy254uIglAKlAN7AxzvCbCKmvq+Okri5j29WYmHzaIe87cr9P1hDJ+5vzLJYtjbw1PsgAYeChc5Sbko3InlBRAyQY3pqFkAxRvcP+u/gDKGndfFsjo69oIjv4pDD8lPDECLHsLNsyBM/4eeLIA19Zz8Yvw6PHw0kWuSi89MuuXhLuEcT4wUVWv9R5fDhymqjf7HdMXmA70ANKBk1R1vlcl9RxwIpAG/ERVH23iNa4DrgMYNGjQwevWrQvb9ZjwKiyt4vvPzmNxQTG/njSSa44a0qV6QsWcVTPgxQtdD6cLnons/FANaqu8hFKwezJZP8clmEtehmEnhf51ayrhoUMgKQNu+MRVqwWrYD48PQn6HwyXvxXSklG0lDACcQnwtKr+VUTGA8+JyP640kkd0A+XTD4RkQ8aSisNvCTyKLgqqY4N3YTKqi2lXPX0XIrKqnh4cicYS2BaVrgSXrvaDbQ755HoSBYACcmQvbe7+asohmdOhymT4bLXYfBRoX3dLx5xCenyt9qWLAAGHAxnPeTaNN79KZz5j7COfm9KuBPGRmCg3+MB3jZ/1wATAVR1toikADnApcB/VbUG2CoinwHjgDxMp1BVW9fifE7bfdVs81Wzw1fN+u3lZKQkMuW68Rw4sAvPHRQLyrfDixdBQgpc/BIktTy2JCqkZrkv86dPc7Ff/hYMPCQ0z11WCB//BYZPhL2Pb99zjT7fdcn95C8uGR/+g9DEGKBwJ4y5wDARGYJLFBfjEoG/9bhqp6dFZCSQAhR620/AlTjSgcOBB8IcrwlSXb3y6eoi/rvkWzaXVLK9vIbtviq2l1Xjq65r8pw4gR5+M8Xu06sbR+6Tw7VHD2FAj+iaCsEEqa4GXr0Cdm6EK991jcudRXoOfO9t1zD9wnlwxTvQ94D2P+9Hv3dTgEz4bfufC9yEjIUr4P1fQc4w2CcMVWjNCPs4DBGZhPuijweeVNXfi8hvgHmqOtXrGfUY0A3X0P0LVZ0uIt2Ap4BRgABPqep9Lb2W9ZLqOAU7ynl1XgGvzS9gY3EFGSkJ7JWd9t1aFN404g2JoeF+dnoSmamJIZvgz0SZd3/mJg08+xEYc0mko2mb4vXw5KnuS/6q99xAw7basgweORIO+T5M+nPoYqwqc4mteD1c+wHkDm/X09nAPRNyVbV1fLBsK1PmbeCTVYUAHLVPDhcdMpAJo3qTnBD6CfxMJ/LlY26ywCN/BBN+E+lo2mfbGteVFYGr33NTdQRLFZ4/141O/+EiSOsZ2hiL17vBkMkZcO2H7Xr+ztTobaLcN1tKmTJ3A28u3Mh2XzX9MlP44QnDuGDcAKtCMk7eTHjvVldPf2IAA9KiXfbernrqqUnwzFluwGGw1WurP4A1/4NT7g19sgDXFfiiF1xj/atXusb6ME9UaCUM0yRfVS3vfLWJKXM3sGB9MYnxwoRRvbnokEEctU9O9E6dbTrelqXuizWjL1wzvfPPJOtv0yJ45kzXvnHVe5DRu/VzwLXlPHykmwrlxi/COzhw4Qvw9o1w+E0w8d42PYWVMEzQVJWFG4qZ8uUG3vlqE77qOvbp1Y3bTxvJOQf1J7tbcqRDNNGmaBU8e5abpvvSKV0rWYCbYv2y1+DZs911XjUtsNLC/KehaKUrAYR7JPlBk6FsS/t7YAXAShgxrqaunpWbS5m9ZhuvzNvAqq1lpCXFc/oBfbnokEGMHZTV9QfP1dfDN++5vvcpNrlhwHasdY3D9TXu13fOsEhHFD75H8MLF0DuvnDF1JY/JxXF8OBBrtvrFf/p8LESbWElDLMHVWVjcQWLNhSzaH0xizYUs2RTCZU1bt3pgwZl8cdzR3P6gf3avYpdpzL9dpjzEPTaDya/Cpn9Ix1R9Nu5yVXV1JS77rNdOVkADDkGLnwOXr7UJY7L3mh+dtyP74OKHXDK7ztFsghGDH0rxJ7Syhq+Kihh0YZiFnoJoqisCoCkhDj279edSw/dizGDsjhoYBYDe8ZgA/bsh1yy2Pd0yJsFT0yAya+FZYK3LqOs0FXPlG+HK96GPvtHOqKOMfxkOP8J18D88iVw6auQmLL7Mdvz4It/u+Vl+x4YkTDDyRJGF1FbV8/KLaW7lR5WF5bRUOM4NDedY4blMGZQFmMGZrFvn+4kJUTJdA2RsuR1N/hp5JlwwdOwdZn79fjkRLj4efer0uyufDs8d7abg+nyN9y8RrFk1FlujMmb18Mr34OLnt+9jWLGnW6G3BNuj1yMYWQJowtYuqmEyY9/QXF5DQA905MYMzCLMw7sx5iBWRw4IIvMNJsefDf5n8CbN8Cg8XDuY25+nz6j3fTRL5wPz58HZz/spmIwTuVO994UfeMauPc6ItIRRcaBF7mquHd+DG9cC+c9CfEJsPZTWP4fNxK7vWt+RClLGJ2cqnL31KXEi/D3i8dw0MAeDOyZ2vUbqttjyzJ4eTL0GOKmjfavVsgaCFf/1+1//RpXV3/ELdFdF11T4aaKyB25ZxVJqFSXuzmWvl3s6vL3PiE8r9NZjLvKJY33fwWJN8OZ/3T3u/eH8Te3fn4nZQmjk3tvyWbmrt3BveeM5qwx1ljbqpKN7ldyYqob6NRUF8nUHq5R860bYMYdbl6kU+5t+yyjoVZZ4hYNWvcZrJvtRhLX17gFgibcDfudG9oEV1vlZnHdMAfOe9ytbGdg/E0ukX70Ozc777eL4ZxHIanrtgVawujEKmvquHfacvbtk8FFh3SiSd4aq6lwA6T6j3XTT4dLRbFLFpU73XQPLY3cTUxxVQ3d+8Psf7qSxrmPukTT0XxFsO5zWD/bJYnNX4PWu/Wg+x0E42+EnOEw5xE3pficR1yCC8Vsq3U1rpF3zf/c1Nr7n9f+5+xKjvk51Pjg079Bv7Ew+oJIRxRWAScMERmtql+HMxgTnCc/y6dgRwUvXntY5xx5XbgS5j0Fi19yS2v2GgXn/Ds0M4Q2VlsFUy5z9e+TX3PtFa2Ji3NdI7v3d9UNz57t1lUOxzQP/koKXIJouBWtdNsTUmDAIXDML2Cv8e6+/9ThB14Ci16E//0WnjgJ9j8fTrrLTSHRFvV1rnF35TSY9Bc46LL2X1tXI+KmQsndFwYeFj3rfoRJwAP3ROQTIBl4GnhBVUvCGFebxNLAva2llZzwl1kcPjSbx69odbxN9KiphOVTXaJY/znEJcLIM9yguVl/hvIiOPY2OOonriExFOrrXePkktddlcGBFwX/HEvfhDeud1++l70OPfYKTWzguql+81+viukzN6kcQHJ3GHS4a1wedIQrTQQyariqDD77O3z+oJsAb/xN7v0MZhR2fT385xZY+DycdA8c9eO2XZvpFMIyW62IDAOuBi4AvsRNOT6jzVGGWCwljNte/4rXFxQw/SfHMiSnEyxQU7TKTZew6AU3qKnHEDj4StdfvVuuO6Z8u5vtdMnrrrvmOf8OzYCw6bfD5/+Ak+52X5xtte5zeOli90t/8qvt62dfUgDL33G9atZ/7qqY0nJcctjrSFeC6L1/+9pNSgrgw9/AV1MgPdf13hn7vdafUxXe+wV8+ahbi/v4X7U9BtMphG16cxGJB84GHgR24taq+JWqvtGWQEMpVhLG0k0lnP6PT7nmyCHcfnoIBpj5imDZ2+5LJXdf6DkkNLNe1la5L8T5T8PaT1yd+76nwcFXwZBjmy++L3nDLUFZU+F+3R56XduL+nMehv/e5q1HcF/7G4O3rnDtIBU74MJnglu8ZtsaV7pa/h/XUA2uZ9OoM93AwT6jw9Mba+N8eP/Xrg2k135wyu+a7+WkCh/cDZ894Hr7nPy76O4hZkIi5AlDRA4ArgJOA2YAT6jqAhHpB8xW1RCW0dsmFhKGqnLJY3NYubmUmf93PJmp7fhiryxxI51nPwQ5wLpLAAAeqUlEQVTVZd9tj0uAnnu7RVlyRrgFZHJHQPawwHqAbFsD859y9enl21w1zsFXwpjLAp/ts3QzTL0FVk2HwUfD2f8Kvi5+6VuuwXbf0+DCZ0PXy2nnt26AX+FyOONBN/lbU1TdYMDl/4FlU2HrUre930FusODIMzpuSg1Vl6xm3OnmgBp2sksGjRcHmnWf6/Uz7mo47X5LFjEiHAljFvA48JqqVjTad7mqPtemSEMoFhLG+0s3c/1z8/ntWftx+fjBbXuS6nKY+5jr2VGxw41ePfrnUF/rGoULV7pb0UrYng/asNSquJ5FDUkkZ7grkeQOh8R0WPGOSxT5H4PEw4hTXX/1oSe0rYSgCguedQ3OCJz6R1eFFciX2LrPXSN1vzFuXYNQ926q3OlG+uZ9BMff7nrLiLiYNy74riSxfY2LfdB4lyBGnt72RuhQqK1yU1d8fB9U+1xiOO6XkJ7tfji8/ys44GI3aLGLN+Ca74QjYXQDKlTdt4eIxAEpqlrerkhDqKsnjKraOk7+28ckxcfx3o+OJiE+yD/o2mpY+Kz7FVm2GfaZ4KYw6DemhXOq3Pw4/kmk8BvYtgpqK787Lj4Z6qogcyCMvcL1qAnVaNcda+Gtm2DdpzD8VDjj7y2XVLaugCdPhvRebn2GcPVqqq2G//zQ9fI68FLXqLz8HdhZ4Eppg4921U0jTgu8ZNVRfEUw8w+u80FSN1cKW/yi+/HQMHLZxIxwJIw5wEmqWuY97gZMV9WomR+gqyeMRz9ew73TVvDM1Ydy7PDcwE+sr4OvXnFfEMXr3K/dE+9s39QO9XWuN09DEinZ6Orz9zkxPAPc6uvhi4fhg3tcV9LT/wb7nb3ncTs3weMT3EC2a2aEtjdTU1RdN9ZP/uqS5j4nuuqm4aeEv/ttKGxd4QYnrpoOw07Zc24kExPCkTAWqeqY1rZFUldOGNvKqjjuvpmMG9yDp646NLCTVF21yEe/d1NH9DnA9Rnf58TOWzdduNKNDdi00A2SmnSfG5kNrk3mqUmuRHLVtI6dLXTbGujWu/kpr6Pd1hVuWdIwL/FpolM41sPwichYVV3gvcDBQEUr55gQuX/GN5TX1PHr0wLoFaXqRub+77fuizV7GFzwjPvl29nrpXNHuJLDJ3919fBrP4Wz/gmDj4Epl7vEeOkrHT+1dPbeHft6odZr30hHYDqBYBLGj4FXRWQTrittH6ANI6BMsFZs3slLX67ne+MHs0+vVn7Brp8DH/7W1fdnDoKz/gUHXNS16qTjE+G421y1z5s3uJllc/d1yeLsR1wJyhgTcgF/i6jqXBHZF2joh7dSVWvCE5ZpoKr87p3lZKQk8qMTW+iC+e1X8L/fwar3XWPvqffBwVeEd26mSOt3EFw3y3UDnf2Qa5cZc0mkozKmywr2Z+cIYBSQAowVEVT12dCHZRr8b8VWPl1dxF1njKJHeqPGyPLtsPQNWDwFCr506wyfeBccdv3ucwx1ZYkpbjzBsbd13vYDYzqJYCYfvAs4DpcwpgGnAp8CljDCpLq2nt+/u5yhuelcdrjX26e2ys07tHiK69lSX+NGC590txtBnZoVyZAjx5KFMWEXTAnjfOBAYKGqXiUivYHnwxOWAXh+zjryinw8ecVYEgvmwOKXYdlbrjdQt96uJHHAReGbUsIYY/wEkzAqVLVeRGpFpDuwFejEizBEtx2+at76YCYP9PqS49+/zY15SExzo4UPuMjNxdSVGrKNMVEvmG+ceSKSBTwGzAfKgNlhiSqW+Ypgyev4Zj3FVJajpXHI0OPc9BP7nmZVL8aYiAkoYYhbIPoPqloMPCIi/wW6q+pXYY0uVqi62WIXvQirPwCto6R+L74acDOTLrkFMvpEOkJjjAksYaiqisg0YLT3eG04g4o5n/0dPrjLrex2xC38Om8UU7/NYualx0G3Ltwt1hjTqQQz7HeBiIRgkWCzm02L3PiJkWfAj79m5qCbeCG/Gz86cRjZliyMMVEkmDaMw4DJIrIO8OFGe6uqhmEB5hhRXQ6vX+sWLjrjQWpV+N27yxmcncb32jp1uTHGhEkwCeOUsEURq6b/Gratdus1pPXkxdlrWb21jEcvP5ikhE4+55MxpssJJmEEt5aradmKaTDvSTjiFhh6LCXlNdw/4xuO2DubCaOibO0EY4whuITxLi5pCG5qkCHASmC/MMTVtZVuhqk3uwF3J9wBwN8/XEVJRQ23nzYKsUF4xpgoFMzkg6P9H4vIWODGkEfU1dXXw1s3uuUxz3sCEpJZsrGEZ2ev5eJDBjKqX/dIR2iMMU1q81BhVV0gIoeFMpiY8OWjsOZDOO2vkDuC/CIfVz71Jb0ykvnZySNaP98YYyIkmMkHf+r3MA4YC2wKeURd2ZalMONOGD4Rxl3Dlp2VXP7EF9QrPHvNYeRYN1pjTBQLpitOht8tGdemcVZrJ4nIRBFZKSKrReS2JvYPEpGPRGShiHwlIpP89h0gIrNFZKmIfC0iKUHEG11qKl0X2pTucOY/Kamo5XtPfMkOXzVPX3VI6wsjGWNMhAXThnFPsE8uIvHAQ8AEoACYKyJTVXWZ32G3A6+o6sMi0jB1+mARScDNhnu5qi4WkWyg8y7Y9MHdsHUZTH6N8qQeXP3El+QX+Xj6qkM4YECMTklujOlUAi5hiMgMb/LBhsc9ROT9Vk47FFitqnmqWg28zJ6lEgUaWnoz+a6a62TgK1VdDKCq21S1LtB4o8rqD+CLh+HQ66kZeiI3vrCAhet38OAlYzhin5xIR2eMMQEJpkoq15t8EABV3QH0auWc/sAGv8cF3jZ/dwOXiUgBrnRxi7d9OKAi8r6ILBCRXzT1AiJynYjME5F5hYWFgV9NR/EVuV5RuSOpP/Fufv7qYmauLOT354xm4v59Ix2dMcYELJiEUScigxoeiMhehGYw3yXA06o6AJgEPCcicbjqsqOAyd6/54jIiY1PVtVHVXWcqo7Lzc0NQTghpApTb4GKHeh5j3HPf/N4e9EmfjFxBJccOqj1840xJooE063218CnIjILN3jvaOC6Vs7ZyO6LLA3wtvm7BpgIoKqzvYbtHFxp5GNVLQLwZssdC3wYRMyRNf8pWDkNTrmXB5ek8Mzsb/j+0UP4wbF7RzoyY4wJWsAlDFX9L+4LewquLeJgVW2tDWMuMExEhohIEnAxMLXRMeuBEwFEZCRuFHkh8D4wWkTSvAbwY4FldBaF38B/fwVDj+c5PZW/ffAN540dwK8mjbSR3MaYTimYRu9zgBpVfUdV3wFqReTsls5R1VrgZtyX/3Jcb6ilIvIbETnTO+xnwPdFZDHwEnClOjuA+3FJZxGwQFXfDfYCI6K2Gt64FhJTeX/43dz5n+WcNLI3fzpvtCULY0ynJaqBNUOIyCJVHdNo20JVPSgskbXBuHHjdN68eZEOA2bcBZ89wJKjH+bsD7MYu1cPnr36UFIS4yMdmTHG7EFE5qvquNaOC6YNo6nSSJunFumy8j+Gz/5O4YhLuGBmT4b3TufxK8ZZsjDGdHrB9JKaJyL3i8je3u1+YH64AuuUyrfDG9dTnTmEM1ZOonf3ZJ65+lC6pyRGOjJjjGm3YBLGLUA1rtF7ClAF3BSOoDolVXjnJ6hvK9/3XU99YhrPXXMYuRk2P5QxpmsIZmoQH7DHXFDGs/glWPYWjyVdzsLqIbx6w2EM7JkW6aiMMSZkgpmtNhf4BW7BpF2TAKrqCWGIK7rU1ULFdjdqu3wblBd597e7++Xb0JX/5euE/Xmg4lSeu/YQRvTJiHTUxhgTUsE0Wr+Aq4o6HbgBuAI3XqLz257nlkxtIhHgK4LK4ubPTcmkPjWbr+NGcHPp1Tx0xSEcvFfPjovdGGM6SDAJI1tVnxCRH6nqLGCWiMwNV2AdqmgVTP81xCVAWg6kZUN6tltCdddj79/G9+MT+WDpZq57bj5/Pu8Ajh/R2vRaxhjTOQWTMBqmFv9WRE7DzSrbNX5KDz0Obl0HKZnQhoF1awp9AJw6uk9o4zLGmCgSTML4nYhk4kZm/wM3JflPwhJVR0tIdrc2yissIzcjmQzrPmuM6cKC6SX1jne3BDi+8X4R+aWq/iFUgXUm+UU+huakRzoMY4wJq2DGYbTmghA+V6eSV+RjaK4lDGNM1xbKhBGTs+oVl1ez3VfN0Bxbk9sY07WFMmGEYjGlTievyDV4D7EqKWNMF2cljHbK93pIWZWUMaarC2XCeDWEz9Vp5BWVkRAnNg2IMabLa7WXlIj8gxaqm1T1h96/94Ywrk4jv8jHoJ5pJMaHMvcaY0z0CaRbbRSsSBS98gp91n5hjIkJrSYMVX2mIwLpjOrrlfwiH0cPy4l0KMYYE3bBzlZ7KzCKWJutthmbSiqoqq1niHWpNcbEgGAq3l8AlgNDgHuAtUDXmHywjfKtS60xJoYEkzCyVfUJoEZVZ6nq1UDMli7AtV8A7G1dao0xMcBmq22H/CIf6UnxtgyrMSYm2Gy17bCmsIyhud2QNkyJbowxnU3IZquNRflFPsYO6hHpMIwxpkME3IYhIs+ISJbf4x4i8mR4wop+lTV1bCyusClBjDExI5hG7wNUddfi1qq6Azgo9CF1Duu2laNqPaSMMbEjmIQRJyK76l9EpCfBtYF0KflFZQDsnWtjMIwxsSGYL/y/ArNF5FXczLTnA78PS1SdQMM63oOthGGMiRHBNHo/KyLz+G7sxbmquiw8YUW//CIfvbsn0y05ZgtZxpgYE8hstd1VdadXBbUZeNFvX09V3R7OAKNVXmGZtV8YY2JKID+PXwROB+az+zTn4j0eGoa4ol5+kY9TR/eNdBjGGNNhApmt9nRxI9OOVdX1HRBT1Nvhq2ZHeQ1DrYRhjIkhAfWSUlUF3g1zLJ1GwzreNgbDGBNLgulWu0BEDglbJJ1IXqHrUmvTmhtjYkkwXXwOAyaLyDrAh9eGoaoHhCWyKJZf5HPrePdIjXQoxhjTYYJJGKeELYpOJq/Qx6DsNBJsHW9jTAwJ+BtPVdcBWcAZ3i3L2xZz8ot8DLXqKGNMjAlm8sEf4Vbd6+XdnheRW8IVWLSqq1fyt/mswdsYE3OCqZK6BjhMVX0AIvInYDZubYyYsam4guraeutSa4yJOcFUwgtQ5/e4ztvW8kkiE0VkpYisFpHbmtg/SEQ+EpGFIvKViExqYn+ZiPw8iFjDJs/W8TbGxKhgShhPAV+IyJve47OBJ1o6QUTigYeACUABMFdEpjaag+p24BVVfVhERgHTgMF+++8H3gsizrDK97rUDrVZao0xMSaYyQfvF5GZwFHepqtUdWErpx0KrFbVPAAReRk4C/BPGIpb7hUgE7dWON7xZwP5uG68USGvyEdGcgI53ZIiHYoxxnSogBOGN/ngWu/WsC1RVWtaOK0/sMHvcQFuPIe/u4HpXgN6OnCS99zdgFtxpZNmq6NE5DrgOoBBgwYFdC3tkV/kGrxtHW9jTKwJaqQ3UAh8A6zy7q8VkQUicnA7YrgEeFpVBwCTgOdEJA6XSP6mqmUtnayqj6rqOFUdl5ub244wApNX6LP2C2NMTAqmDWMG8Jqqvg8gIicD5+HaNv7FniUHgI3AQL/HA7xt/q4BJgKo6mwRSQFyvOc7X0T+jBv/US8ilar6zyBiDqmGdbwvyh3Y+sHGGNPFBFPCOLwhWQCo6nRgvKrOAZKbOWcuMExEhohIEnAxMLXRMeuBEwFEZCSQAhSq6tGqOlhVBwMPAPdGMlmAq44C6yFljIlNwZQwvhWRW4GXvccXAVu8nlD1TZ2gqrUicjPwPhAPPKmqS0XkN8A8VZ0K/Ax4TER+gmsAv9KbHTfq5NsstcaYGBZMwrgUuAt4C/fF/pm3LR64sLmTVHUarqus/7Y7/e4vA45s6YVV9e4g4gybhoQxONsShjEm9gTTrbYIuEVE0htGe/tZHdqwotOawjL6dE8h3dbxNsbEoGDmkjpCRJYBy73HB4rIv8IWWRRq6FJrjDGxKJhG77/hpjjfBqCqi4FjwhFUNFJV61JrjIlpQS3ooKobGm2qa/LALmhHeQ0lFTU2JYgxJmYFUxm/QUSOAFREEoEf4VVPxYKGZVltllpjTKwKpoRxA3ATbrqPjcAY4MZwBBWN8qxLrTEmxgVTwhihqpP9N4jIkbjutV1eXqGPxHihf5at422MiU3BlDCaWigpZhZPyi8qY6/sdFvH2xgTs1otYYjIeOAIIFdEfuq3qztu0F5MsB5SxphYF8jP5SSgGy65ZPjddgLnhy+06FFXr6zbVm7tF8aYmNZqCUNVZwGzRORpVV3XATFFnY07Kqius3W8jTGxLZhG73IRuQ/YDzejLACqekLIo4oyeUW2LKsxxgTTgvsCsAIYAtyDW3lvbhhiijp5hTatuTHGBJMwslX1CaBGVWep6tVAly9dgJtDqntKAtnpto63MSZ2BVMl1bB297cichqwCegZ+pCiT15RGUNyu9k63saYmBZMwvidiGTiFjz6B65b7Y/DElWUyS/0cfjQ7EiHYYwxERVMldQFgKjqElU9HpgAnBOesKJHeXUtm0oqrf3CGBPzgkkYB6hqccMDVd0OHBT6kKLL2qJywHpIGWNMMAkjTkR6NDwQkZ4EV6XVKTV0qbUShjEm1gXzhf9XYLaIvOo9vgD4fehDii751qXWGGOA4Nb0flZE5vFdV9pzVXVZeMKKHvlFPvplppCaFDPTZhljTJOCqlLyEkSXTxL+1hT5rP3CGGMIconWWKOq5BeWWXWUMcZgCaNF23zV7KystVlqjTEGSxgtyi+yBm9jjGlgCaMFeYWuS+3e1oZhjDGWMFqSV+QjKSGOfraOtzHGWMJoSV6hj8HZacTH2aSDxhhjCaMF+UW2jrcxxjSwhNGM2rp61m3zMSTH2i+MMQYsYTRrY3EFNXVqXWqNMcZjCaMZDcuyDrUqKWOMASxhNCvPG4Nh04IYY4xjCaMZeYVlZKYm0iMtMdKhGGNMVLCE0Yz8Ih9Dc9NtHW9jjPFYwmhGXqF1qTXGGH+WMJrgq6pl885KmxLEGGP8WMJogk06aIwxe7KE0YT8XT2kLGEYY0yDsCcMEZkoIitFZLWI3NbE/kEi8pGILBSRr0Rkkrd9gojMF5GvvX9P2PPZwyOv0IcIDM62hGGMMQ2CWqI1WCISDzwETAAKgLkiMrXRWuC3A6+o6sMiMgqYBgwGioAzVHWTiOwPvA/0D2e8DfKLyuiXmUpKoq3jbYwxDcJdwjgUWK2qeapaDbwMnNXoGAW6e/czgU0AqrpQVTd525cCqSKSHOZ4ATdoz6qjjDFmd+FOGP2BDX6PC9izlHA3cJmIFOBKF7c08TznAQtUtarxDhG5TkTmici8wsLCdgfs1vH22ZQgxhjTSDQ0el8CPK2qA4BJwHMisisuEdkP+BNwfVMnq+qjqjpOVcfl5ua2O5iismpKq2qth5QxxjQS7oSxERjo93iAt83fNcArAKo6G0gBcgBEZADwJvA9VV0T5liB75ZltTmkjDFmd+FOGHOBYSIyRESSgIuBqY2OWQ+cCCAiI3EJo1BEsoB3gdtU9bMwx7mLjcEwxpimhTVhqGotcDOuh9NyXG+opSLyGxE50zvsZ8D3RWQx8BJwpaqqd94+wJ0issi79QpnvPDdOt79bR1vY4zZTVi71QKo6jRcY7b/tjv97i8DjmzivN8Bvwt3fI3lFfoYkp1OnK3jbYwxu4mGRu+okldUZl1qjTGmCZYw/NTW1bN+W7m1XxhjTBMsYfjZsKOC2nq1HlLGGNMESxh+8otcl1orYRhjzJ4sYfjJK3Rdave2NgxjjNmDJQw/eUU+eqQlkpWWFOlQjDEm6ljC8JNXWGbtF8YY0wxLGH7yi2wdb2OMaY4lDE9ZVS1bdlbZGAxjjGmGJQzP2oZlWa2EYYwxTbKE4Vljs9QaY0yLLGF48ovcOt6DeqZFOhRjjIlKljA8eYU++mfZOt7GGNMcSxie/CKfVUcZY0wLLGHg1vHOKyyzBm9jjGmBJQygsLQKX3Wddak1xpgWWMLATQkCNumgMca0xBIGkJIYzyn79WZYr4xIh2KMMVEr7Eu0dgZjBmbx78vHRToMY4yJalbCMMYYExBLGMYYYwJiCcMYY0xALGEYY4wJiCUMY4wxAbGEYYwxJiCWMIwxxgTEEoYxxpiAiKpGOoaQEZFCYF0bT88BikIYTqhFe3wQ/TFafO1j8bVPNMe3l6rmtnZQl0oY7SEi81Q1aod7R3t8EP0xWnztY/G1T7THFwirkjLGGBMQSxjGGGMCYgnjO49GOoBWRHt8EP0xWnztY/G1T7TH1yprwzDGGBMQK2EYY4wJiCUMY4wxAYm5hCEiE0VkpYisFpHbmtifLCJTvP1fiMjgDoxtoIh8JCLLRGSpiPyoiWOOE5ESEVnk3e7sqPi8118rIl97rz2vif0iIg96799XIjK2A2Mb4fe+LBKRnSLy40bHdPj7JyJPishWEVnit62niMwQkVXevz2aOfcK75hVInJFB8Z3n4is8P4P3xSRrGbObfHzEMb47haRjX7/j5OaObfFv/cwxjfFL7a1IrKomXPD/v6FlKrGzA2IB9YAQ4EkYDEwqtExNwKPePcvBqZ0YHx9gbHe/QzgmybiOw54J4Lv4Vogp4X9k4D3AAEOB76I4P/1ZtyApIi+f8AxwFhgid+2PwO3efdvA/7UxHk9gTzv3x7e/R4dFN/JQIJ3/09NxRfI5yGM8d0N/DyAz0CLf+/hiq/R/r8Cd0bq/QvlLdZKGIcCq1U1T1WrgZeBsxodcxbwjHf/NeBEEZGOCE5Vv1XVBd79UmA50L8jXjuEzgKeVWcOkCUifSMQx4nAGlVt68j/kFHVj4HtjTb7f86eAc5u4tRTgBmqul1VdwAzgIkdEZ+qTlfVWu/hHGBAqF83UM28f4EI5O+93VqKz/vuuBB4KdSvGwmxljD6Axv8Hhew5xfyrmO8P5gSILtDovPjVYUdBHzRxO7xIrJYRN4Tkf06NDBQYLqIzBeR65rYH8h73BEupvk/0ki+fw16q+q33v3NQO8mjomW9/JqXKmxKa19HsLpZq/K7MlmqvSi4f07Gtiiqqua2R/J9y9osZYwOgUR6Qa8DvxYVXc22r0AV81yIPAP4K0ODu8oVR0LnArcJCLHdPDrt0pEkoAzgVeb2B3p928P6uomorJ/u4j8GqgFXmjmkEh9Hh4G9gbGAN/iqn2i0SW0XLqI+r8nf7GWMDYCA/0eD/C2NXmMiCQAmcC2DonOvWYiLlm8oKpvNN6vqjtVtcy7Pw1IFJGcjopPVTd6/24F3sQV+/0F8h6H26nAAlXd0nhHpN8/P1saquq8f7c2cUxE30sRuRI4HZjsJbU9BPB5CAtV3aKqdapaDzzWzOtG+v1LAM4FpjR3TKTev7aKtYQxFxgmIkO8X6EXA1MbHTMVaOiNcj7wv+b+WELNq+98Aliuqvc3c0yfhjYVETkU93/YIQlNRNJFJKPhPq5hdEmjw6YC3/N6Sx0OlPhVvXSUZn/VRfL9a8T/c3YF8HYTx7wPnCwiPbwql5O9bWEnIhOBXwBnqmp5M8cE8nkIV3z+7WLnNPO6gfy9h9NJwApVLWhqZyTfvzaLdKt7R99wvXi+wfWe+LW37Te4PwyAFFxVxmrgS2BoB8Z2FK5q4itgkXebBNwA3OAdczOwFNfjYw5wRAfGN9R73cVeDA3vn398Ajzkvb9fA+M6+P83HZcAMv22RfT9wyWvb4EaXD36Nbh2sQ+BVcAHQE/v2HHA437nXu19FlcDV3VgfKtx9f8Nn8OGnoP9gGktfR46KL7nvM/XV7gk0LdxfN7jPf7eOyI+b/vTDZ87v2M7/P0L5c2mBjHGGBOQWKuSMsYY00aWMIwxxgTEEoYxxpiAWMIwxhgTEEsYxhhjAmIJw5go4c2k+06k4zCmOZYwjDHGBMQShjFBEpHLRORLbw2Df4tIvIiUicjfxK1j8qGI5HrHjhGROX7rSvTwtu8jIh94kyAuEJG9vafvJiKveWtRvNBRMyUbEwhLGMYEQURGAhcBR6rqGKAOmIwbYT5PVfcDZgF3eac8C9yqqgfgRiY3bH8BeEjdJIhH4EYKg5uh+MfAKNxI4CPDflHGBCgh0gEY08mcCBwMzPV+/KfiJg6s57tJ5p4H3hCRTCBLVWd5258BXvXmD+qvqm8CqGolgPd8X6o395C3Sttg4NPwX5YxrbOEYUxwBHhGVX+520aROxod19Y5d6r87tdhf6MmiliVlDHB+RA4X0R6wa61uffC/S2d7x1zKfCpqpYAO0TkaG/75cAsdaspFojI2d5zJItIWodehTFtYL9ejAmCqi4Tkdtxq6TF4WYovQnwAYd6+7bi2jnATV3+iJcQ8oCrvO2XA/8Wkd94z3FBB16GMW1is9UaEwIiUqaq3SIdhzHhZFVSxhhjAmIlDGOMMQGxEoYxxpiAWMIwxhgTEEsYxhhjAmIJwxhjTEAsYRhjjAnI/wOnopQNiP6DJAAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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NIpIkjn+JyGoRmerr4oJVVlocJZW1lFTUBroUY4zxC2+PLK5S1VJgKpACXAbc47OqglxmajwA223YD2NMiPA2LMT9eTrwX1Vd57Es5By4fNaaoowxIcLbsFglIktxwmKJiCQCITtdXKbbMS/HrogyxoSICC/XuxoYBXyjqhUikgr8wHdlBbf46Ah6JkRbL25jTMjw9shiIvC1qhaLyGzgdqDEd2UFv6w0G33WGBM6vA2LR4AKERkJ/ALYAjzls6oOA42jzxpjTCjwNizqVFWBs4EHVfUhINF3ZQW/rNR4dpdWUVVbH+hSjDHG57wNizIRuQ3nktk3RCQMiPRdWcEvKy0OVcgrsqMLY0z3521YXAhU4/S32A2kA39qayMRmS4iX4vIZhG5tZX1zhMRFZGxHstuc7f7WkSmeVmn32Ta5bPGmBDiVVi4AfE0kCwiZwJVqtrqOQsRCQceAmYAw4CLRWRYM+slAjcByz2WDQMuAoYD04GH3dcLGgfntbCwMMZ0f94O9zELWAFcAMwClovI+W1sNh7YrKrfqGoNsADnnEdTvwfuBao8lp0NLFDValXdCmx2Xy9opMZHkRAdYSe5jTEhwdtmqF8D41T1ClW9HOeD+zdtbDMAyPV4nOcuO0BERgMZqvpGe7d1t58jItkikp2fn+/dv6SLiAiZqXHW18IYExK8DYswVd3r8bigHds2yz1J/lecS3E7RFUfU9Wxqjq2V69enSmnQ7LS4mxeC2NMSPC2B/ebIrIEmO8+vhBY1MY2O4AMj8fp7rJGicAI4H0RAegLLBSRmV5sGxQy0+J456u91Dco4WEhO1SWMSYEeHuC+2bgMeBY9/aYqt7SxmYrgSEiMkhEonBOWC/0eM0SVe2pqgNVdSCwDJipqtnueheJSLSIDAKG4JwzCSpZqfHU1Dewu7Sq7ZWNMeYw5u2RBar6IvBiO9avE5HrgSVAODBXVdeJyF1AtqoubGXbdSLyHLAeqAOuU9Wg6/12cPTZ/QzoERvgaowxxndaDQsRKQO0uacAVdWk1rZX1UU0aa5S1TtaWHdyk8d/AP7Q2usH2oHRZwsqOGFwgIsxxhgfajUsVDWkh/RoS/8esUSGi53kNsZ0ezYHdyeEhwnpKXHkWMc8Y0w3Z2HRSZmpcTa9qjGm27Ow6KTGeS2cQXmNMaZ7srDopMzUOMqq6iiqqA10KcYY4zMWFp2UlRYPYMN+GGO6NQuLThrWP4mIMOHBdzfT0GBNUcaY7snCopMG9IjljrOG8c6Gvdz/9sZAl2OMMT5hYdEFLpuQxQVj0nng3c28uXZXoMsxxpguZ2HRBUSE358zgpEZPfj5c5+zcU9ZoEsyxpguZWHRRWIiw/nn7DHERUUw56lsSuzqKGNMN2Jh0YX6Jsfw6OzR7Ciu5MYFn1FvJ7yNMd2EhUUXGzswld/NHMEHG/P589KvA12OMcZ0Ca+HKDfeu+T4TNbuLOGR97cwvH8SZx7bP9AlGWNMp9iRhY/cedZwxmalcPPzX7B+Z2mgyzHGmE6xsPCRqIgwHp49mqTYCOb8N5ui/TWBLskYYzrMwsKHeifG8OjsMewtreb6+aupq28IdEnGGNMhFhY+dlxmCnefO4KPNxdwz+INgS7HGGM6xE5w+8GssRms21HCE//byogByZxz3IBAl2SMMe1iRxZ+cvuZwxg/KJVbXvyCtTtKAl2OMca0i4WFn0SGh/HwpaNJi49izlPZ7CuvDnRJxhjjNQsLP+qZEM0/LxtLwf4arnt6NbV2wtsYc5iwsPCzY9KTuee8Y1i+tZA/vPFVoMsxxhivWFgA5GWDH+fQPve4dK6eNIj/fLKN57Jz/bZfY4zpKAuLrR/CE6fC/IuhOMdvu71txnc4YXAat7+8ljW5xX7brzHGdISFReZEmPJ72PoBPHQ8fPIPqK/z+W4jwsN48JLR9E6K5tr/riJ7WyHqx6MbY4xpDwuL8Eg48Ua4bjkMOhmW3g6PTXaapnwsNT6Kxy4bS3VdPec/+iln/uN/PJ+dS1Vtvc/3bYwx7SHd5dvs2LFjNTu7kx/wqvDVa7D4FijbBeOuhlPvgJjkrimyBfur63j5sx08+ck2Nu0tJzU+iovGZTB7Qhb9e8T6dN/GmNAmIqtUdWyb61lYNKO6DN79A6z4J8T3gun3wPBzQaRrXr8FqsqnWwr49yfbeOerPYgI04b34YqJAxk/KBXx8f6NMaHHwqIr7PwMXrsJdn0OR54Gp/8ZUgd17T5akFtYwbxl21mwMpeSylqO7pfElSdkcfaoAcREhvulBmNM92dh0VXq62Dl4/Du3dBQB9+9BU64wTnX4QeVNfW8ssZpotqwu4wecZFcOC6DyyZkkZ4S55cajDHdl4VFVyvZAW/e4pzT6HU0nHU/ZE7w3f6aUFWWby3kyU+2sWTdbgCmDOvDFScMZOIRadZEZYzpkKAICxGZDvwdCAeeUNV7mjx/LXAdUA+UA3NUdb2IDAS+AhonsV6mqte2ti+fh0WjrxfDopuhJBdGXwGn3Qlxqb7fr4cdxZVOE9WKHIoqahnaJ5G7zx3BuIH+rcMYc/gLeFiISDiwEZgC5AErgYtVdb3HOkmqWurenwn8RFWnu2HxuqqO8HZ/fgsLgOpy+OAe+PRhiE2B6X+EYy7w+Qnwpqpq61n4+U4eem8zO4oqueOsYVw2IcuOMowxXvM2LHzZz2I8sFlVv1HVGmABcLbnCo1B4YoHDo82segEmHo3XPMBpAyEl34En8/3exkxkeHMGpvBwusn8d2jenHHq+v45fNfWD8NY0yX82VYDAA8Bz7Kc5cdQkSuE5EtwH3AjR5PDRKRz0TkAxE5qbkdiMgcEckWkez8/PyurN07fY+Bq5fCgDHOCfDaSv/XACTHRvL45WO56dQhvLg6j/Mf/YS8ooqA1GKM6Z4C3oNbVR9S1cHALcDt7uJdQKaqHgf8HHhGRJKa2fYxVR2rqmN79erlv6I9hYXDlLugdAcsfzQwNQBhYcLPphzFE5ePZfu+CmY++DGfbN4XsHqMMd2LL8NiB5Dh8TjdXdaSBcA5AKparaoF7v1VwBbgKB/V2XkDJ8GQqfDR36CiMKClnDasD69efyJp8VHM/tdyHvtwi405ZYzpNF+GxUpgiIgMEpEo4CJgoecKIjLE4+EZwCZ3eS/3BDkicgQwBPjGh7V23ml3QnUpfPSXQFfCEb0SePm6E5k2vC//b9EGbpj/GRU1vh8c0RjTffksLFS1DrgeWIJzGexzqrpORO5yr3wCuF5E1onIGpzmpivc5ScDX7jLXwCuVdXAfmVvS5/hMPJiWPGYX4c6b0lCdAQPXzqaX00fyqIvd/H9hz9he8H+QJdljDlMWae8rlScC/8YAyO+D+cG7vxFUx9uzOfGBZ/R0KD8/eLjOGVo70CXZIwJEsFw6Wzo6ZEBx18Dny+A3V8GupoDTj6qF69dP4kBKXFc9Z+VPPDOJhoauseXBGOMf1hYdLVJP4OYJHj7d4Gu5BAZqXG89OMTOHtkf/761kaumbeKsqraQJdljDlMWFh0tbhUOOkXsPktZ8rWIBIbFc7fLhzFHWcO490Nezn7oY/ZvLcs0GUZYw4DFha+MP4aSEqHt+5wJlQKIiLCVZMGMe/q4ympqOXsBz/mzbW7A12WMSbIWVj4QmQMnPJ/znwY614OdDXNmjg4jddumMSRvRO4dt4qrvz3Ct5ev4d6O5dhjGmGXQ3lKw318OgkZwiQ61ZARFSgK2pWVW09j36whWeW57C3rJr+yTFcPD6TC8dl0DspJtDlGWN8LOCjzvpb0IUFwMYl8MwsZ4a98T8KdDWtqq1v4O31e3h6eQ7/27yPiDBh6vA+XHp8FhOPSCMszEayNaY7srAIBqrwnzMhfwPctAaiEwNdkVe+yS9n/oocnl+VR3FFLYN6xnPp8ZmcNzqdlPjgPEIyxnSMhUWwyFsFT3zPmY71lP8LdDXtUlVbz6Ivd/H08hxWbS8iKiKMM4/px6UTshid2cPmzTCmG7CwCCbPXQ6b3oYbP4PEPoGupkO+2lXK08u38/LqHeyvqefofklcenwm5xw3gIToiECXZ4zpIAuLYFKwBR4a70zDeuZfA11Np5RX17FwzU7mLdvO+l2lxEeFM3PUAI7L6EHf5Bj694ihX3Is8RYgxhwWLCyCzRu/gOx/O1dG9Twy0NV0mqqyJreYp5fn8NrnO6muazjk+cSYCPonxx4SIH2TY+ifHEu/HjH0S44hLioCGhpg3Usw+Ht+n8vcGGNhEXzK98LfR8GQ02DWU4GupkvV1DWwp7SKXSVV7CqpZGdxFbtLKtlZUsVud9m+8ppvbZccG8mtUc9xcfXz7Ow3hd4/fI6IcOv6Y4w/eRsW1lbgLwm94YQb4IN7IC8b0tv8vzlsREWEkZEaR0ZqXIvrVNfVs6ekmp0llewuqWJnSSV9vnmZ83KeJ1f6k7HrLW75098YN+VCzhnV30LDmCBjRxb+VF0GDxwHPY+CK9+AUL6aaPsn8ORMyJpIw4XzqXhoEmX7K5lccQ99Untw3SmDOfe4dKIiLDSM8SUbojwYRSc6l9Bu/xg2LQ10NYFT+A0suBRSsmDWU4TFJJBw7v30a9jN4jHZ9IiL5JYXv+SUP7/PvGXbqa6rD3TFxoQ8Cwt/G3MlpB4Bb9/pDAkSaiqL4ZmLAIVLnoPYFGf5EZNhxHkcseFxXr24H//5wTh6J0Vz+ytr+e597/PkJ9uoqg3B98uYIGFh4W/hkfC938De9c4kSaGkvg6ev9I5srhwHqQNPvT5qX+A8Chk8a+YfFQvXvrxCcy7+ngyU+P47cJ1nHzfe/zrf1uprLHQMMbfLCwCYfi50H80vPcHZ6DBUKAKi38F37wHZ90PAyd9e52kfk4v981vw1evISJMGtKT566dyPwfTWBwrwR+//p6TrrvXf75wRb2V9f5/99hTIiysAgEEZhyF5TugBWPBboa/1jxGGT/C068CY6b3fJ64+dAnxHw5q1QXX5g8cTBacyfM4Hnr53I0f2S+OPiDUy6910eem+zzfhnjB/Y1VCBNO98yFsBN67p3h3SNr0Nz1wAQ0+HWf+FsDa+o+Qsh7lTnWCZclezq6zOKeIf72ziva/zSYqJ4Jj0ZHonxtA7MZpe7q13YozzMymaxOiIlsey2vsVpA4O2mHkjfEl65R3ONi91pnz4oQbYOrvA12Nb+xZD/+aCqmD4Ko3ISreu+1euQ6+WADXfgy9v9Pial/kFfPvj7exrWA/+WXV7C2rpqZJb3KAmMiwAwHS+0CYRHN88SLGfXEHtcPOI3LW3I7+Kzukrr6Bdzbs5eXVO6hXdUIu4WDYeT6OiQz3a20mdFhYHC5evhbWvgSn/gb6Hgt9j+k+Rxnl+c6Iu3U18KN3IXmA99vu3wf/GOM0SV35utd9UlSV0so68sur2FvqhIcTIlUe952fE6o/5uHIv7OPZPpIMU8O+C1DTrmcCT6ev2N3SRULVuawYEUuu0ur6J0YTWp8FPll1RTs/3ZPd3CGTzl41BRzSKj0Toxm3MBUYqMsUEz7WVgcLkry4KlzoGDTwWVJA5zQ6DPC+dn3GEgZ1HbzTTCprYKnZsKuL+AHi2DA6Pa/RvZceP1n8P3H4dhZXVvflvfQZ2ZR03ska05+nP6vXUxSRQ5Tq+4lMmUA541O5/wx6a32Sm+Phgbl4y37eHpZDm995Uxfe/JRvZh9fCbf+07vAz3Wa+sbKNxfQ74baPll1eSXV7O3tIr88upDlu/3uCosMzWOP18wkvGDuskXDeM3FhaHm/J82POl0zS1+0vntm8jqPuBEJUAfYZ7hMix0PtoiOqaD7MupQovzYEvn3PGwRp2dsdep6Ee/jUFinPh+pUQ26Nr6stdCU+d7TSNXfm609dj32b00Unkp47mF1F38L8tBajChCNSuWBMBjOO6esMfNhORftreH5VLs8sz2FbQQWp8VFcMDadS8ZnkpXmZZNcC/ZX17GvvJqvd5dx9xtfkVtUwVUnDuKXU4d6f5RRUQgv/MD5MvLdX0FS/07VZA4/FhbdQW0V5H91MDwag6SmzHlewiDtSOg3Ek6+GXoNDWy9jT74E7x3N5x6B5z0i8691s7P4LFTnKukTr/D5144AAAWI0lEQVSv87XtWQf/Pt1p6vvBm4fOL7LyCWd04NP/zM6jZvPS6jxeWJXHtoIK4qPCOePYflwwNoOxWSmtTvykqqzOKWLeshze+HIXNXUNjBuYwuwJWUwf0ZfoiK5vLtpfXcc9izfw32XbOaJnPH+6YCRjslJa36imwgnNnZ85jyXMmf530s8hPq3LazTBycKiu2pogOLtsMfjCGT7x863+fPnwpApga1v7UvON9WRF8M5j3TN+Fdv/NK57PZH70H/UR1/ncJvYO5050PxqiXOcCOeVOHp82Hbx3DtR9BzCKpK9vYins/O5Y0vdrG/pp6BaXGcPyad749Op3+P2AObl1XV8sqanTy9bDsbdpeREB3B90cP4NLjsxja1z9T6n68eR+/euELdpVU8qOTjuBnU45q/uR4fR08Oxs2vgkX/Md5X9+/17moIDIeJl7n3GKS/FK3CRwLi1BSnAsLLna+NU+5CyZeH5hBCvNWwX9Oh36j4IqFEBHdNa9bWQwPjoUeWXD1Wx07d1O6C+ZOg+pS54iipSusSnfBIxOdZpmrlzo97l0VNXUs/nI3z6/KZdk3hYjApCN7ctbI/qzJLebVz5xZBIf3T2L2hCxmjuwfkEmgyqpq+X+LNjB/RQ6De8Xzl1mjGJXh0YSnCq/dCKufgtP/7BxNNNq7wTkq/Oo1iE2Fk34O434IkbHf3pHpFiwsQk3Nfnjlx7D+VRh5CZz5N4iM8d/+i3Ph8e85Hyo/ehfie3bt63++AF6+Bs76uzO+VntUFDpNTyW5TogNGNP6+utegeevgO/eCqfc1uwqOQUVvLA6jxdX5bGjuJLoiDDOGtmf2ROyGJmeHBTzk3+4MZ9bXvyCPaVVXPvdwdx02hCnCezdP8CH98FJv3SuwmvOjlXw7t2w5V1I7O+czzhu9iHhaboHC4tQ1NDgfAi8/0dIHwcXPu2fOb+ry5zmneIc55t/K/0iOkwV/nOGM6bW9au8b1OvLneuytq9Fma/AINO9m67l+bAly84/570lsOloUFZt7OUjNRYesQFX6e+0qpa7n59Pc9l5zG0TyJzh3/BgE9+7Xzwz3yw7SPQrR/BO3c5nUdTBsEpv4YR5x1eV+aZVtkQ5aEoLAwm3woXPOk0ST1+Cuxc49t9VhbBC1c7vaAv+LdvggKcD7XT/wxVpfD2b73bprYKFlzivAcX/Nv7oACYcR8k9oOXfuQctbUgLEw4Jj05KIMCICkmkvvOH8m/rxzHqP0f0u/j29mSMomaGX/zrqly0ElOc9zFzzodKl/6odOR9OvFToCbkGFh0R0NP8c5gYs43/jXvtT1+6gshvf+H9x/LGxaAqf/CY48rev346nPMJj4E/jsv5C7ovV16+vgxath6wdw9kPwnTPat6/YHnDuI1C4Bd66o+M1B4lTYjZyjz5ATtzRnLHras5+ZDnrd5Z6t7EIDJ0O13wE5/0L6iph/kXOZc1bP/Rt4cGsod45ct1fEBLTDfi0GUpEpgN/B8KBJ1T1nibPXwtcB9QD5cAcVV3vPncbcLX73I2quqS1fVkzVDPK9zpXvOQuh5N/BZNv63zzQVUJLHsEPn0Yqkvg6JnO0Uyf4V1Tc1uqy+HBcU4z1I/eh/BmTiA3NMDC62HN0zD9Xphwbcf39+b/wbKH4NIXnfnTD0d71sHcGU6T5FVLeGtbLbe99CXFFTXceOoQfjx5MJHtmca2vhbWPAMf3OsMhnnEKTD6MkgfD8nph9cMkOV7nXNUJTnOkWhdpTMS9IH7nssqoa7q4LJ6j972sSlw5BQ4ahoceerBeVoOAwE/ZyEi4cBGYAqQB6wELm4MA3edJFUtde/PBH6iqtNFZBgwHxgP9AfeBo5S1Rbj28KiBXXV8PrPYc08OPosOOdRiE5o/+tUlcLyR+HTB53A+M6ZTkj0Pabra25L4wno5oJAFZb8Hyx72AnHybd2bl+1VfDYd50jqZ98evgNxVKc44zNBU5zUo9MwOkseOdr63h1zU5GDEjiF1OGcsKRae3rA1Jb5VzS/NFfoKLAWZbYHzLGOcGRcTz0O7brrorrKrVVsHGxc9HEprecjq8Rsc4FIYf8dG8RMS0sc39GRMOuz53ZLysKQMIhc4ITHEdNd6ZRDuIADYawmAjcqarT3Me3AajqH1tY/2LgclWd0XRdEVnivtanLe3PwqIVqs6H59LbofcwuHj+gQ+NNlWVwop/wicPQlUxDD0DJt/idAQMFFWY933Iy3Z6dif2PfjcB/c584Qcfy1Mv6dr/kh3fQ6Pn+o0ZV3wn6D+wz9ERaFzuXDZHrhqcbNHf2+u3cXtr6xlX3kNCdERTB7ai2nD+zJ5aC8SY7y88qm+1unvk7fSaR7MXeF8UwcIj3Iupc4Y79zSxzvzlvibqlPf5/Nh7YvOF57EfnDshU6foK4419ZQDztWO31XNi5xRmQASBnohMaQqc48LkEWnsEQFucD01X1h+7jy4DjVfX6JutdB/wciAK+p6qbRORBYJmqznPX+RewWFVfaGl/FhZe2Pw2PH+Vc/njhfMga2LL61aXOXNQfPIP5yT2UTOcb+md6RTXlQq2wMMTnKFEznvCWbb8MVh8s/PHf/bDXXvFzkd/ca4K8sU4Vb5QU3FwbK7LXmp+silXdV09n2wuYMm63by1fg8F+2uICg/jxCPTmDq8L1OG9aFnQjs/4Mp2O6GR54bHzjVQX+08l5xxMDgyxjlD1/jqktziHPjiWecoomCzc3Rw9Fkw6mIY9F0I8+HgiyV5ztHGxiXwzftOE1ZkPAw+5WB4+ONqxTYcNmHhsf4lwDRVvcLbsBCROcAcgMzMzDHbt2/3yb+lW9m3CZ650PkjOvOvMPryQ5+vLoeVj8PHD0BlIQyZ5oRERwYC9LXG/gJXvOZ0pnt5zsE5M5o7l9EZDfXw7xlOp7Uffww9Mrr29btSfR08e6nzITXryXaNzVXfoKzaXsSSdbtZsm43eUWViMDYrBSmDe/LtOF9Oza4Yl21c/SRuxzNXUFDzgrCy3cCUBsWTVnCYKJ6Dya+31AkbbAzT33qYKe/TnuP5KrLnf5Gn8+HbR85y7ImOQFx9MzA9EqvqXBq2fgmbFwKpXnO8v7HOcGRPs4Zqyw5w+99WYIhLNrbDBUGFKlqsjVD+VhlETz/A2eK0+N/DFPvdr71rXwCPv670+565BSnzb+VPgYBV1sJDx3vNIOU74GsE+DSF3zXGbFwq3PZaP/j4PKFwdnXQNU5uf/ZPDjjL07v6w6/lPLVrrIDwbFhtzMm2dH9kpg2vA/ThvflO30Tm+2AuL+6jtyiCnIKKsgprCCvqJKcwgpyCyvILaqgqraBfhQwOmwTx4Vt4kjZyUDZTXpYPhEcnI9Eo5OQ1EFOcKQNdn6mHuHcj0s7GCQN9c6VWZ8vgK8WQm2Fs97Ii52mpqZDuwSSqnPRQWNzVd5KwP0clnDni0jKICc8PH+mDOzY+cY2BENYROCc4D4V2IFzgvsSVV3nsc4QVd3k3j8L+K2qjhWR4cAzHDzB/Q4wxE5wd6H6OnjrN865jPRxULQN9ufD4FOdkMgYF+gKvbNxCTwzy5nT/IqFEO3jMZhWPekMlTHtj85lvMHmnd/DR392rn773q+79KVzCipYut4JjuztRag6Q6NPGdaHmMgwcgornTAorPjWvBwJ0RFkpMaRmRpLRkocmWlxZKTGkZESR3pKLHlFFazYWsSqrXvZsXUDMWXbGCS7OTIin2Ni95HFLpKqdyHqMbFVdLL7QZrlnL8q3eEsG3GuM4pBxvjD4/xSRaHTT6loq/OFxPNnZdGh68b3dv/NAw8NkrQjOzz4Y8DDwi3idOB+nEtn56rqH0TkLiBbVReKyN+B04BaoAi4vjFMROTXwFVAHfBTVV3c2r4sLDpo9X/hjZ9D1olOSGQeH+iK2m/rR85VNzHJvt+XKsy/2BkG45oPnGHig8WKx2HRL52mxbMe8OkHZX5ZNW9/tYcl63bzyeYC6lUZ0COWjNRYMlMPBkFmqnPrERfZriFQdpVUsmJrISu3FbJyaxFf7ykjkjoGhu9jcq8yjk8qYmhUPn3rdhJZsg16DnGOIobOoCE8htKqWooraimqqDnws6iilhL3p+fy4opawsOEhOgIEmMab5EHHifERJAY/e1lSe7jhJiI9l163B6Vxc2EyDbnZ+kODhyRHH2Wcx6yA4IiLPzJwqIT6qqD7gqNoFa+Fx6e6FzV88N3g2Pu7nWvwPNXOu3fF87r+nM2raiqrSciTA5M4OQLJRW1ZG8vZMW2QlZuLeTLHSXU1isicFTvROKjww98+JdU1tLQwseaCCTHRpISF0WPOPdnbCQNqpRX11FaVUd5VR1l1bXOz6o66lp6MQ8ZqbGMy0pl7MBUxg1MYXCvBJ/Otgg4f7fFOU5wxCQ5l+t2gIWFMb604Q1nKJGTfuHM29HVVEEbmr811Lv33XV2fe6MOtxvFFz+anBOiNXFqmrrWZNbzMqthazKKaKuXkmOiySlMQDiokiJi6RHXKR733mcFBPZrg9xVaW6roGyqjrKqmopr3bCpLSqjvJqZ1lpZR0bdpeyclsR+8qdK76SYyMZm5VyIDyOSU/2yTwmXcHbsPD/+MnGdAffOcMZjO9/f3MugWzpW52q0+5cutO97fj2/bJdzmWVnoHQXj2HwiXPhkRQAMREhjPhiDQmHOHbSZpEhJjIcGIiw+mV2PrRt6qyvaCC7O1FZG9zmtDe2bAXgKiIMI4dkHwgPMZkpQTteGItsSMLYzqqugweOdFp25j6B+dDv7lQqKs8dDsJg4S+zhSmSf2dzmFRcc7yb93E435488+HRzqdJRN6BeZ9MC0qKK9m1fYisrcXsXJbIWvd5jOAo/okMCbLCY8jeyfQMyGatIQovx+BWDOUMf6w/VNnwqfGo4GwCGfIiyTP24BDfyb08es5BRM8qmrr+Ty3+EB4rNpeRFlV3SHrJMZE0MsNjp4J0QdCpPF+T/d+WkIUCdERnZ47xcLCGH8p2OIMH5E0AOJ7BWf/CxOU6huUTXvLyC2sZF95NfvKqinYX0O+x/195dUUV9Q2u310RBg9E6KZMaIvt585rEM12DkLY/wlbXCgKzCHqfAw4Tt9k/hO39Z7ldfUNVBUUUN+WTX7yqspKHdCpPF+vx6+n/bWwsIYY4JcVEQYfZJi6JPkx6mSm7DjZWOMMW2ysDDGGNMmCwtjjDFtsrAwxhjTJgsLY4wxbbKwMMYY0yYLC2OMMW2ysDDGGNOmbjPch4jkA52ZhLsnsK+LyvEFq69zrL7Osfo6J5jry1LVNkeh7DZh0Vkiku3N+CiBYvV1jtXXOVZf5wR7fd6wZihjjDFtsrAwxhjTJguLgx4LdAFtsPo6x+rrHKuvc4K9vjbZOQtjjDFtsiMLY4wxbbKwMMYY06aQCgsRmS4iX4vIZhG5tZnno0XkWff55SIy0I+1ZYjIeyKyXkTWichNzawzWURKRGSNe7vDX/V51LBNRL509/+teWzF8YD7Hn4hIqP9VNdQj/dljYiUishPm6zj9/dPROaKyF4RWeuxLFVE3hKRTe7PlBa2vcJdZ5OIXOHH+v4kIhvc/7+XRaRHC9u2+rvgw/ruFJEdHv+Pp7ewbat/7z6s71mP2raJyJoWtvX5+9elVDUkbkA4sAU4AogCPgeGNVnnJ8Cj7v2LgGf9WF8/YLR7PxHY2Ex9k4HXA/w+bgN6tvL86cBiQIAJwPIA/V/vxulsFND3DzgZGA2s9Vh2H3Cre/9W4N5mtksFvnF/prj3U/xU31Qgwr1/b3P1efO74MP67gR+6cXvQKt/776qr8nzfwHuCNT715W3UDqyGA9sVtVvVLUGWACc3WSds4En3fsvAKeKiPijOFXdpaqr3ftlwFfAAH/su4udDTyljmVADxHp5+caTgW2qGpnevR3CVX9EChsstjz9+xJ4JxmNp0GvKWqhapaBLwFTPdHfaq6VFXr3IfLgPSu3q+3Wnj/vOHN33untVaf+9kxC5jf1fsNhFAKiwFArsfjPL79YXxgHfePpQRI80t1Htzmr+OA5c08PVFEPheRxSIy3K+FORRYKiKrRGROM8978z772kW0/Aca6PcPoI+q7nLv7wb6NLNOMLyPAFfhHCk2p63fBV+63m0mm9tCM14wvH8nAXtUdVMLzwfy/Wu3UAqLw4KIJAAvAj9V1dImT6/GaVoZCfwDeMXf9QGTVHU0MAO4TkRODkANLRKRKGAm8HwzTwfD+3cIddojgvL6dRH5NVAHPN3CKoH6XXgEGAyMAnbhNPUEo4tp/agiqP+WmgqlsNgBZHg8TneXNbuOiEQAyUCBX6pz9hmJExRPq+pLTZ9X1VJVLXfvLwIiRaSnv+pz97vD/bkXeBnncN+TN++zL80AVqvqnqZPBMP759rT2DTn/tzbzDoBfR9F5ErgTOBSN9C+xYvfBZ9Q1T2qWq+qDcDjLew30O9fBPB94NmW1gnU+9dRoRQWK4EhIjLI/fZ5EbCwyToLgcarTs4H3m3pD6Wrue2b/wK+UtW/trBO38ZzKCIyHuf/z59hFi8iiY33cU6Erm2y2kLgcveqqAlAiUeTiz+0+G0u0O+fB8/fsyuAV5tZZwkwVURS3GaWqe4ynxOR6cCvgJmqWtHCOt78LviqPs9zYOe2sF9v/t596TRgg6rmNfdkIN+/Dgv0GXZ/3nCu1NmIc5XEr91ld+H8UQDE4DRfbAZWAEf4sbZJOM0RXwBr3NvpwLXAte461wPrcK7sWAac4Of37wh335+7dTS+h541CvCQ+x5/CYz1Y33xOB/+yR7LAvr+4QTXLqAWp938apzzYO8Am4C3gVR33bHAEx7bXuX+Lm4GfuDH+jbjtPc3/h42XiHYH1jU2u+Cn+r7r/u79QVOAPRrWp/7+Ft/7/6oz13+n8bfO491/f7+deXNhvswxhjTplBqhjLGGNNBFhbGGGPaZGFhjDGmTRYWxhhj2mRhYYwxpk0WFsYEAXdE3NcDXYcxLbGwMMYY0yYLC2PaQURmi8gKdw6Cf4pIuIiUi8jfxJmH5B0R6eWuO0pElnnMC5HiLj9SRN52BzRcLSKD3ZdPEJEX3LkknvbXiMfGeMPCwhgvicjRwIXAiao6CqgHLsXpOZ6tqsOBD4Dfups8Bdyiqsfi9DhuXP408JA6AxqegNMDGJyRhn8KDMPp4Xuiz/9RxngpItAFGHMYORUYA6x0v/TH4gwC2MDBAePmAS+JSDLQQ1U/cJc/CTzvjgc0QFVfBlDVKgD39VaoO5aQO7vaQOB/vv9nGdM2CwtjvCfAk6p62yELRX7TZL2OjqFT7XG/Hvv7NEHEmqGM8d47wPki0hsOzKWdhfN3dL67ziXA/1S1BCgSkZPc5ZcBH6gzC2KeiJzjvka0iMT59V9hTAfYNxdjvKSq60XkdpzZzcJwRhq9DtgPjHef24tzXgOc4ccfdcPgG+AH7vLLgH+KyF3ua1zgx3+GMR1io84a00kiUq6qCYGuwxhfsmYoY4wxbbIjC2OMMW2yIwtjjDFtsrAwxhjTJgsLY4wxbbKwMMYY0yYLC2OMMW36//2+zjLAfO/BAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -2158,8 +2182,8 @@ "text": [ "\n", "Test Set Metrics:\n", - "\tloss: 0.3255\n", - "\tcategorical_accuracy: 0.8757\n" + "\tloss: 0.3317\n", + "\tcategorical_accuracy: 0.8811\n" ] } ], @@ -2175,15 +2199,16 @@ "metadata": {}, "source": [ "## Calibration Curves\n", - "\n", - "We estimate and plot the calibration curve for each class." + "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Start by making predictions for the test set" + "We want to determine if the classifier produces well-calibrated probabilities. Calibration curves also known as reliability diagrams are a visual method for this task. See reference [2] for a description of calibration curves also known as reliability diagrams.\n", + "\n", + "Diagnosis of model miscalibration should be performed on a held-out dataset that was not used for training. We are going to utilise our test set for this purpose. Equivalently, we can use our validation dataset." ] }, { @@ -2193,7 +2218,7 @@ "outputs": [], "source": [ "test_nodes = test_data.index\n", - "test_mapper = generator.flow(test_nodes)" + "test_node_generator = generator.flow(test_nodes)" ] }, { @@ -2210,8 +2235,8 @@ } ], "source": [ - "# test_predictions holds the softmax outputs\n", - "test_predictions = predict(model, test_mapper, n_predictions=n_predictions)" + "# test_predictions holds the model's probabilistic output predictions\n", + "test_predictions = predict(model, test_node_generator, n_predictions=n_predictions)" ] }, { @@ -2264,34 +2289,34 @@ " \n", " \n", " \n", - " 8816980\n", - " 0.004174\n", - " 0.992969\n", - " 0.002856\n", + " 1373901\n", + " 0.996218\n", + " 0.002356\n", + " 0.001425\n", " \n", " \n", - " 17054272\n", - " 0.000804\n", - " 0.013824\n", - " 0.985372\n", + " 10450508\n", + " 0.029007\n", + " 0.968674\n", + " 0.002319\n", " \n", " \n", - " 6571875\n", - " 0.954250\n", - " 0.032951\n", - " 0.012799\n", + " 12021090\n", + " 0.020231\n", + " 0.976044\n", + " 0.003725\n", " \n", " \n", - " 17876371\n", - " 0.785978\n", - " 0.036042\n", - " 0.177980\n", + " 16809409\n", + " 0.001983\n", + " 0.209659\n", + " 0.788358\n", " \n", " \n", - " 16567818\n", - " 0.004519\n", - " 0.760670\n", - " 0.234811\n", + " 17686944\n", + " 0.000669\n", + " 0.977247\n", + " 0.022083\n", " \n", " \n", "\n", @@ -2300,11 +2325,11 @@ "text/plain": [ " label=1 label=2 label=3\n", "pid \n", - "8816980 0.004174 0.992969 0.002856\n", - "17054272 0.000804 0.013824 0.985372\n", - "6571875 0.954250 0.032951 0.012799\n", - "17876371 0.785978 0.036042 0.177980\n", - "16567818 0.004519 0.760670 0.234811" + "1373901 0.996218 0.002356 0.001425\n", + "10450508 0.029007 0.968674 0.002319\n", + "12021090 0.020231 0.976044 0.003725\n", + "16809409 0.001983 0.209659 0.788358\n", + "17686944 0.000669 0.977247 0.022083" ] }, "execution_count": 41, @@ -2369,10 +2394,10 @@ { "data": { "text/plain": [ - "((array([0.01346894, 0.28930818, 0.38157895, 0.46774194, 0.32352941,\n", - " 0.66666667, 0.64 , 0.71014493, 0.8125 , 0.97014925]),\n", - " array([0.00726883, 0.14379937, 0.24876289, 0.35514922, 0.44978891,\n", - " 0.55065802, 0.65018628, 0.75861204, 0.85724959, 0.96809438])),\n", + "((array([0.01315789, 0.24293785, 0.35632184, 0.40740741, 0.40816327,\n", + " 0.53061224, 0.66071429, 0.74137931, 0.70103093, 0.94254446]),\n", + " array([0.00687018, 0.14518161, 0.24830793, 0.34695115, 0.45365069,\n", + " 0.55575915, 0.64562996, 0.75330864, 0.85137549, 0.97557043])),\n", " tuple)" ] }, @@ -2389,7 +2414,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Also calculate ECE for each class" + "Also calculate Expected Calibration Error (ECE) for each class. See reference [2] for the definition of ECE." ] }, { @@ -2414,7 +2439,7 @@ { "data": { "text/plain": [ - "[0.01711741577578336, 0.027878891193868077, 0.029364284099032016]" + "[0.019469193577331238, 0.02625446384336151, 0.02578527709370872]" ] }, "execution_count": 46, @@ -2437,34 +2462,10 @@ "cell_type": "code", "execution_count": 47, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "[0.01346894 0.28930818 0.38157895 0.46774194 0.32352941 0.66666667\n", - " 0.64 0.71014493 0.8125 0.97014925] [0.00726883 0.14379937 0.24876289 0.35514922 0.44978891 0.55065802\n", - " 0.65018628 0.75861204 0.85724959 0.96809438]\n" - ] - } - ], - "source": [ - "for i, data in enumerate(calibration_data):\n", - " print(type(data))\n", - " a, b = data\n", - " print(a, b)\n", - " break" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2484,13 +2485,26 @@ "## Temperature scaling calibration" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Temperature scaling is an extension of [Platt scaling](https://en.wikipedia.org/wiki/Platt_scaling) for calibrating multi-class classification models. It was proposed in reference [2]. \n", + "\n", + "Temperature scaling uses a single parameter called the `temperature` to scale a classifier's non-probabilistic outputs (logits) before the application of the softmax operator that generates the model's probabilistic outputs.\n", + "\n", + "$\\hat{q}_i = \\max\\limits_{k} \\sigma_{SM}(\\mathbf{z}_i/T)^{(k)}$ \n", + "\n", + "where $\\hat{q}_i$ is the calibrated probability for the predicted class of the i-th node; $\\mathbf{z}_i$ is the vector of logits; $T$ is the temperature; $k$ is the k-th class; and, $\\sigma_{SM}$ is the softmax function." + ] + }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ - "# this model gives the output before the final layer softmax activation.\n", + "# this model gives the model's non-probabilistic outputs required for Temperature scaling.\n", "score_model = Model(inputs=x_inp, outputs=logits)" ] }, @@ -2500,22 +2514,22 @@ "source": [ "Prepare the training data such that inputs are the model output logits and corresponding true class labels are the one-hot encoded.\n", "\n", - "Training data is from the validation set" + "We are going to train the calibration model on the validation dataset." ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "val_nodes = val_data.index\n", - "val_mapper = generator.flow(val_nodes)" + "val_node_generator = generator.flow(val_nodes)" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -2528,13 +2542,13 @@ } ], "source": [ - "test_score_predictions = predict(score_model, test_mapper, n_predictions=n_predictions)\n", - "val_score_predictions = predict(score_model, val_mapper, n_predictions=n_predictions)" + "test_score_predictions = predict(score_model, test_node_generator, n_predictions=n_predictions)\n", + "val_score_predictions = predict(score_model, val_node_generator, n_predictions=n_predictions)" ] }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -2543,7 +2557,7 @@ "((4930, 3), (3697, 3))" ] }, - "execution_count": 52, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -2554,7 +2568,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -2566,30 +2580,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We are going to split the above data to a training and validation set. We are going to use the latter for early stopping." - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import train_test_split" + "We are going to split the above data to a training and validation set. We are going to use the former for training the calibration model and the latter for early stopping." ] }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ - "x_cal_train, x_cal_val, y_cal_train, y_cal_val = train_test_split(x_cal_train_all, y_cal_train_all)" + "x_cal_train, x_cal_val, y_cal_train, y_cal_val = model_selection.train_test_split(x_cal_train_all, y_cal_train_all)" ] }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -2598,7 +2603,7 @@ "((2772, 3), (925, 3), (2772, 3), (925, 3))" ] }, - "execution_count": 56, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -2607,18 +2612,25 @@ "x_cal_train.shape, x_cal_val.shape, y_cal_train.shape, y_cal_val.shape" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create the calibration object" + ] + }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 57, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -2628,9 +2640,16 @@ "calibration_model_temperature" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now call the `fit` method to train the calibration model." + ] + }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -2650,12 +2669,12 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2679,7 +2698,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -2688,7 +2707,7 @@ "(4930, 3)" ] }, - "execution_count": 60, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -2702,12 +2721,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now plot the calibration curves and calculate the ECE for each class" + "Now plot the calibration curves and calculate the ECE for each class. We should expect the ECE to be lower after calibration. If not, then a different calibration method should be considered, e.g., Isotonic Regression as described later in this notebook." ] }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -2721,7 +2740,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -2735,16 +2754,16 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[0.01394502629084609, 0.014080679289691714, 0.01661438066922788]" + "[0.015263967080035032, 0.015236667649738956, 0.01838735078696644]" ] }, - "execution_count": 63, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -2755,14 +2774,14 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 62, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -2783,19 +2802,21 @@ "source": [ "## Isotonic Regression\n", "\n", - "We extend Isotonic calibration to the multi-class case by calibrating OVR models, one for each class. At test time, we calibrate the predictions for each class and then normalize the vector to unit norm so that the output of the calibration is a probability distribution." + "We extend [Isotonic calibration](https://scikit-learn.org/stable/modules/generated/sklearn.isotonic.IsotonicRegression.html#sklearn.isotonic.IsotonicRegression) to the multi-class case by calibrating OVR models, one for each class. \n", + "\n", + "At test time, we calibrate the predictions for each class and then normalize the vector to unit norm so that the output of the calibration is a probability distribution." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**Note** that Isotonic Calibration needs the classifier's probabilistic model outputs as input. " + "**Note** that the input to the Isotonic Calibration model is the classifier's probabilistic outputs as compared to Temperature scaling where the input was the logits. " ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -2804,18 +2825,18 @@ "(4930, 3)" ] }, - "execution_count": 65, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "test_pred.shape # Holds the probabilistic predictions for each query point" + "test_pred.shape # Holds the probabilistic predictions for each query node" ] }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -2831,29 +2852,43 @@ "(3697, 3)" ] }, - "execution_count": 66, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# The probabilistic prediction for the validation set\n", - "val_predictions = predict(model, val_mapper, n_predictions=n_predictions)\n", + "# The probabilistic predictions for the validation set\n", + "val_predictions = predict(model, val_node_generator, n_predictions=n_predictions)\n", "val_predictions.shape" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create the calibration object of type `IsotonicCalibration`." + ] + }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "isotonic_calib = IsotonicCalibration()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now call the `fit` method to train the calibraiton model." + ] + }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -2862,7 +2897,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -2871,7 +2906,7 @@ "(4930, 3)" ] }, - "execution_count": 69, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -2885,12 +2920,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Calculate ECE after calibration and plot the reliability diagram" + "Now plot the calibration curves and calculate the ECE for each class. We should expect the ECE to be lower after calibration. If not, then a different calibration method should be considered, e.g., Temperature Scaling as described earlier in this notebook." ] }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ @@ -2904,7 +2939,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -2918,16 +2953,16 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[0.010222018597607345, 0.012212982583408664, 0.013291318327224006]" + "[0.00986538485667711, 0.009700977426906543, 0.010870781001348473]" ] }, - "execution_count": 72, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -2938,12 +2973,12 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 71, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2962,21 +2997,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Let's print the ECE before calibration and after Temperature Scaling and Isotonic Regression to summarize our results." + "### Compare ECE before and after calibration.\n", + "\n", + "Let's print the ECE for the original model before calibration and for the model after calibration using Temperature Scaling and Isotonic Regression.\n", + "\n", + "If model calibration is successful then either one or both of the calibrated models should have reduced ECE across all or most of the classes." ] }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "ECE before calibration: 0.0171, 0.0279, 0.0294\n", - "ECE after Temperature Scaling: 0.0139, 0.0141, 0.0166\n", - "ECE after Isotonic Calibration: 0.0102, 0.0122, 0.0133\n" + "ECE before calibration: 0.0195, 0.0263, 0.0258\n", + "ECE after Temperature Scaling: 0.0153, 0.0152, 0.0184\n", + "ECE after Isotonic Calibration: 0.0099, 0.0097, 0.0109\n" ] } ], @@ -2998,7 +3037,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -3009,16 +3048,16 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accurace before calibration: 0.88\n", + "Accurace before calibration: 0.89\n", "Accurace after Temperature Scaling: 0.88\n", - "Accurace after Isotonic Calibration: 0.88\n" + "Accurace after Isotonic Calibration: 0.89\n" ] } ], From 7fa1a884612f371975b614ac24b661500f8c0a7d Mon Sep 17 00:00:00 2001 From: PantelisElinas Date: Mon, 11 Feb 2019 12:09:32 +1100 Subject: [PATCH 105/116] moved tests for calibration modules to utils subdirectory. --- tests/utils/test_calibration.py | 317 ++++++++++++++++++++++++++++++++ 1 file changed, 317 insertions(+) create mode 100644 tests/utils/test_calibration.py diff --git a/tests/utils/test_calibration.py b/tests/utils/test_calibration.py new file mode 100644 index 000000000..8d25eabb9 --- /dev/null +++ b/tests/utils/test_calibration.py @@ -0,0 +1,317 @@ +# -*- coding: utf-8 -*- +# +# Copyright 2018-2019 Data61, CSIRO +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import pytest +from stellargraph.data.converter import * +from stellargraph.utils.calibration import * + + +# +# Test for class TemperatureScaling +# +def test_temperature_scaling_bad_input_type(): + ts = TemperatureCalibration() + + x_train = [[1, 1], [2, 3.5]] + y_train = [[0.9, 0.1], [0.2, 0.8]] + + x_val = [[0, 2]] + y_val = [[0.8, 0.2]] + + # Test mixed types + with pytest.raises(ValueError): + ts.fit(x_train=None, y_train=np.array(y_train)) + + with pytest.raises(ValueError): + ts.fit(x_train=np.array(x_train), y_train=None) + + with pytest.raises(ValueError): + ts.fit(x_train=x_train, y_train=np.array(y_train)) + + with pytest.raises(ValueError): + ts.fit(x_train=np.array(x_train), y_train=y_train) + + with pytest.raises(ValueError): + ts.fit( + x_train=np.array(x_train), + y_train=np.array(y_train), + x_val=np.array(x_val), + y_val=None, + ) + + with pytest.raises(ValueError): + ts.fit( + x_train=np.array(x_train), + y_train=np.array(y_train), + x_val=None, + y_val=np.array(y_val), + ) + + with pytest.raises(ValueError): + ts.fit( + x_train=np.array(x_train), + y_train=np.array(y_train), + x_val=np.array(x_val), + y_val=y_val, + ) + + with pytest.raises(ValueError): + ts.fit( + x_train=np.array(x_train), + y_train=np.array(y_train), + x_val=x_val, + y_val=np.array(y_val), + ) + + # some tests for the predict method where the input data have the wrong + # dimensionality or type + # first call fit + ts.fit(x_train=np.array(x_train), y_train=np.array(y_train)) + # Now predict a new point + x_test = [[1]] + + with pytest.raises(ValueError): + ts.predict(x=x_test) # wrong type + + with pytest.raises(ValueError): + ts.predict(x=np.array(x_test)) # wrong dimensionality + + +def test_temperature_scaling_fit_predict(): + x_train = np.array([[1, 1], [2, 3.5]]) + y_train = np.array([[0.9, 0.1], [0.2, 0.8]]) + + x_val = np.array([[0, 2]]) + y_val = np.array([[0.8, 0.2]]) + + ts = TemperatureCalibration(epochs=2000) + + assert ts.epochs == 2000 + assert ts.temperature == 1.0 + assert len(ts.history) == 0 + assert ts.n_classes is None + + ts.fit(x_train=x_train, y_train=y_train) + + assert ts.temperature != 1.0 + assert len(ts.history) == 2000 + assert ts.n_classes == 2 + + ts = TemperatureCalibration(epochs=5000) + + assert ts.epochs == 5000 + + # This will cause early stopping + ts.fit(x_train=x_train, y_train=y_train, x_val=x_val, y_val=y_val) + + assert ts.temperature > 0.0 # temperature should be positive + assert len(ts.history) < 5000 + assert ts.n_classes == 2 + + # Check that predict returns data of the same dimensionality as + # the training data. + x_test = np.array([[0, 1]]) + y_pred = ts.predict(x=x_test) + + assert y_pred.shape == (1, 2) + assert np.sum(y_pred) == pytest.approx(1.0) + # Temperature scaling does not change the predicted class + assert y_pred[0, 1] > y_pred[0, 0] + + # + # Test for binary classification + # + x_train = np.array([1, 3.5]) + y_train = np.array([1, 0]) + + ts = TemperatureCalibration() + + # + ts.fit(x_train=x_train, y_train=y_train) + + assert ts.n_classes == 1 + + # Check that predict returns data of the same dimensionality as + # the training data. + x_test = np.array([[0.7]]) + y_pred = ts.predict(x=x_test) + + assert y_pred.shape == (1, 1) + + +# +# Test for class IsotonicCalibration +# +def test_isotonic_calibration_bad_input_type(): + ic = IsotonicCalibration() + + x_train = [[1, 1], [2, 3.5]] + y_train = [[0.9, 0.1], [0.2, 0.8]] + + with pytest.raises(ValueError): + ic.fit(x_train=None, y_train=None) + + # Test mixed types + with pytest.raises(ValueError): + ic.fit(x_train=None, y_train=np.array(y_train)) + + # Test mixed types + with pytest.raises(ValueError): + ic.fit(x_train=np.array(x_train), y_train=None) + + with pytest.raises(ValueError): # y_train should be np.ndarray not list + ic.fit(x_train=np.array(x_train), y_train=y_train) + + with pytest.raises(ValueError): # x_train should be np.ndarray not list + ic.fit(x_train=x_train, y_train=np.array(y_train)) + + # some tests for the predict method where the input data have the wrong + # dimensionality or type + # first call fit + ic.fit(x_train=np.array(x_train), y_train=np.array(y_train)) + # Now predict a new point + x_test = [[1]] + + with pytest.raises(ValueError): + ic.predict(x=x_test) # wrong type + + with pytest.raises(ValueError): + ic.predict(x=np.array(x_test)) # wrong dimensionality + + +def test_isotonic_calibration_fit_predict(): + + # Some tests for the multi-class case + x_train = np.array([[1, 1], [2, 3.5]]) + y_train = np.array([[0.9, 0.1], [0.2, 0.8]]) + + ic = IsotonicCalibration() + + assert len(ic.regressors) == 0 + + ic.fit(x_train=x_train, y_train=y_train) + + assert ic.n_classes == 2 + + # Check that predict returns data of the same dimensionality as + # the training data. + x_test = np.array([[0, 1]]) + y_pred = ic.predict(x=x_test) + + assert y_pred.shape == (1, 2) + assert np.sum(y_pred) == pytest.approx(1.0) + + # Some tests for the binary classification case. + x_train = np.array([0.1, 0.5, 0.2]) + y_train = np.array([0.2, 0.55, 0.3]) + + ic = IsotonicCalibration() + + assert len(ic.regressors) == 0 + + ic.fit(x_train=x_train, y_train=y_train) + + assert ic.n_classes == 1 + + # Check that predict returns data of the same dimensionality as + # the training data. + x_test = np.array([0.5, 0.1]) + y_pred = ic.predict(x=x_test) + + assert y_pred.shape == (2, 1) + + +# +# Tests for method expected_calibration_error +# +def test_expected_calibration_error(): + + pp = [0.1, 0.5, 0.8, 0.2] + ac = [0.1, 0.3, 0.5, 0.8, 0.9] + co = [0.15, 0.3, 0.55, 0.75, 0.92] + + # Test passing invalid parameter values, e.g., type. + with pytest.raises(ValueError): + expected_calibration_error( + prediction_probabilities=pp, accuracy=ac, confidence=co + ) + + with pytest.raises(ValueError): + expected_calibration_error( + prediction_probabilities=pp, accuracy=np.array(ac), confidence=np.array(co) + ) + + with pytest.raises(ValueError): + expected_calibration_error( + prediction_probabilities=np.array(pp), accuracy=ac, confidence=np.array(co) + ) + + with pytest.raises(ValueError): + expected_calibration_error( + prediction_probabilities=np.array(pp), accuracy=np.array(ac), confidence=co + ) + + # test different length for accuracy and confidence parameter + with pytest.raises(ValueError): + expected_calibration_error( + prediction_probabilities=np.array(pp), + accuracy=np.array([0.2, 0.5]), + confidence=np.array([0.3, 0.5, 0.8]), + ) + + ece = expected_calibration_error( + prediction_probabilities=np.array(pp), + accuracy=np.array(ac), + confidence=np.array(co), + ) + + assert ece > 0 + + +# +# Tests for method plot_reliability_diagram +# +def test_plot_reliability_diagram(): + + cd = ((0.1, 0.5), (0.8, 0.2)) + cd_valid = [(np.array([0.1]), np.array([0.5])), (np.array([0.8]), np.array([0.2]))] + pr = [0.1, 0.3, 0.5, 0.8, 0.9] + ece = None + filename = None + + # Test passing invalid parameter values, e.g., type. + with pytest.raises(ValueError): + plot_reliability_diagram( + calibration_data=cd, predictions=np.array(pr), ece=ece, filename=filename + ) + + with pytest.raises(ValueError): + plot_reliability_diagram( + calibration_data=cd_valid, predictions=pr, ece=ece, filename=filename + ) + + with pytest.raises(ValueError): + plot_reliability_diagram( + calibration_data=cd_valid, + predictions=np.array(pr), + ece=0.5, # should be list of floats or None + filename=filename, + ) + + with pytest.raises(ValueError): + plot_reliability_diagram( + calibration_data=cd_valid, predictions=np.array(pr), ece=ece, filename=10 + ) # should be string or None From ed1e7eeaf5d9dc6a9a99ef7e0aa3ce4eefc49e3c Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Mon, 11 Feb 2019 15:32:21 +1100 Subject: [PATCH 106/116] Added .readthedocs.yaml to ensure readthedocs uses Python 3.6 --- .readthedocs.yaml | 9 +++++++++ 1 file changed, 9 insertions(+) create mode 100644 .readthedocs.yaml diff --git a/.readthedocs.yaml b/.readthedocs.yaml new file mode 100644 index 000000000..fc5172a45 --- /dev/null +++ b/.readthedocs.yaml @@ -0,0 +1,9 @@ +# .readthedocs.yml + +version: 2 + +python: + version: 3.6 + install: + - method: pip + path: . From 0a188aa53dfa11e98ca513113605d67c93848098 Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Mon, 11 Feb 2019 15:36:21 +1100 Subject: [PATCH 107/116] Update .readthedocs.yaml --- .readthedocs.yaml | 1 + 1 file changed, 1 insertion(+) diff --git a/.readthedocs.yaml b/.readthedocs.yaml index fc5172a45..9bb318520 100644 --- a/.readthedocs.yaml +++ b/.readthedocs.yaml @@ -5,5 +5,6 @@ version: 2 python: version: 3.6 install: + - requirements: requirements.txt - method: pip path: . From 28979e3bc536c506b0aa360806de30bbc5938cd2 Mon Sep 17 00:00:00 2001 From: Denis Khoshaba Date: Mon, 11 Feb 2019 15:38:14 +1100 Subject: [PATCH 108/116] update docker plugin + clean up env var injection (#329) Updates buildkite docker plugin to v3.0.1 and fixes env vars injection --- .buildkite/pipeline.yml | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/.buildkite/pipeline.yml b/.buildkite/pipeline.yml index f1163ac09..6233fd49a 100644 --- a/.buildkite/pipeline.yml +++ b/.buildkite/pipeline.yml @@ -2,19 +2,19 @@ steps: - label: ":python:" command: ".buildkite/script.sh" plugins: - docker#v2.1.0: + docker#v3.0.1: image: "python:3.6" environment: - PYTHONDONTWRITEBYTECODE=1 - - COVERALLS_REPO_TOKEN=$COVERALLS_REPO_TOKEN - GIT_BRANCH=$BUILDKITE_BRANCH - - BUILDKITE_BUILD_NUMBER=${BUILDKITE_BUILD_NUMBER?} - - BUILDKITE_BRANCH=${BUILDKITE_BRANCH?} - - AWS_LOGS_BUCKET=${AWS_LOGS_BUCKET} + - COVERALLS_REPO_TOKEN + - BUILDKITE_BUILD_NUMBER + - BUILDKITE_BRANCH + - AWS_LOGS_BUCKET - label: "style" plugins: - docker#v2.1.0: + docker#v3.0.1: image: "stellargraph/black" command: ["--check", "stellargraph", "tests"] environment: From 09c0915ca6ae24e37bf99474e39a1945b5f7126f Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Mon, 11 Feb 2019 15:48:31 +1100 Subject: [PATCH 109/116] CHANGELOG updated --- CHANGELOG.md | 16 +++++++++++----- 1 file changed, 11 insertions(+), 5 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index e03119cf1..8d49e63a3 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -6,8 +6,11 @@ **Implemented new features and enhancements:** -- Added GraphSAGE attention aggregator [\#317](https://github.com/stellargraph/stellargraph/pull/317)) -- Added GraphSAGE MaxPoolAggregator and MeanPoolAggregator[\#278](https://github.com/stellargraph/stellargraph/pull/278)) +- Added model calibration [\#326](https://github.com/stellargraph/stellargraph/pull/326) +- Added shuffle option to all flow methods for GraphSAGE and HinSAGE generators [\#328](https://github.com/stellargraph/stellargraph/pull/328) +- Added `GraphConvolution` layer and `GCN` class, and `FullBatchNodeGenerator` class for feeding data into `GCN` models [\#318](https://github.com/stellargraph/stellargraph/pull/318) +- Added GraphSAGE attention aggregator [\#317](https://github.com/stellargraph/stellargraph/pull/317) +- Added GraphSAGE MaxPoolAggregator and MeanPoolAggregator [\#278](https://github.com/stellargraph/stellargraph/pull/278) - GraphSAGE and HinSAGE: ensure that a MLP can be created by using zero samples [\#301](https://github.com/stellargraph/stellargraph/issues/301) - Handle isolated nodes in GraphSAGE [\#294](https://github.com/stellargraph/stellargraph/issues/294) - Ensure isolated nodes are handled correctly by GraphSAGENodeMapper and GraphSAGELinkMapper [\#182](https://github.com/stellargraph/stellargraph/issues/182) @@ -17,9 +20,12 @@ - Add docstrings to StellarGraphBase class [\#175](https://github.com/stellargraph/stellargraph/issues/175) - Make L2-normalisation of the final embeddings in GraphSAGE and HinSAGE optional [\#115](https://github.com/stellargraph/stellargraph/issues/115) - Check/change the GraphSAGE mapper's behaviour for isolated nodes [\#100](https://github.com/stellargraph/stellargraph/issues/100) -- Added GraphSAGE node embedding extraction and visualisation [\#290](https://github.com/stellargraph/stellargraph/pull/290)) +- Added GraphSAGE node embedding extraction and visualisation [\#290](https://github.com/stellargraph/stellargraph/pull/290) **Fixed bugs:** -- Bug in running demos when no options given [\#271](https://github.com/stellargraph/stellargraph/issues/271) -- Fixed the bug in LinkSequence that threw an error when no link targets were given [\#273](https://github.com/stellargraph/stellargraph/pull/273)) \ No newline at end of file +- Fixed the bug in running demos when no options given [\#271](https://github.com/stellargraph/stellargraph/issues/271) +- Fixed the bug in LinkSequence that threw an error when no link targets were given [\#273](https://github.com/stellargraph/stellargraph/pull/273) + +**Refactoring:** +- Refactored link inference classes to use `edge_embedding_method` instead of `edge_feature_method` [\#327](https://github.com/stellargraph/stellargraph/pull/327) \ No newline at end of file From c0319c54c3a5ce84dd7957dc2cae466fcb5ceacc Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Mon, 11 Feb 2019 16:18:37 +1100 Subject: [PATCH 110/116] Updated api.txt to include GCN and FullBatchNodeGenerator --- docs/api.txt | 36 +++++++++++++++++++++------ stellargraph/layer/gcn.py | 5 ++-- stellargraph/mapper/node_mappers.py | 38 ++++++++++++++++------------- 3 files changed, 53 insertions(+), 26 deletions(-) diff --git a/docs/api.txt b/docs/api.txt index f6298b16c..8e38c1dd2 100644 --- a/docs/api.txt +++ b/docs/api.txt @@ -15,14 +15,36 @@ Data :members: UniformRandomWalk, BiasedRandomWalk, UniformRandomMetaPathWalk, SampledBreadthFirstWalk, SampledHeterogeneousBreadthFirstWalk, EdgeSplitter, NodeSplitter, from_epgm, load_dataset_BlogCatalog3 -Layers ------------- - -.. automodule:: stellargraph.layer - :members: GraphSAGE, MeanAggregator, MeanPoolingAggregator, MaxPoolingAggregator, AttentionalAggregator, HinSAGE, MeanHinAggregator, link_inference, link_classification, link_regression - Generators ----------- .. automodule:: stellargraph.mapper - :members: NodeSequence, LinkSequence, GraphSAGENodeGenerator, GraphSAGELinkGenerator, HinSAGENodeGenerator + :members: FullBatchNodeGenerator, GraphSAGENodeGenerator, GraphSAGELinkGenerator, HinSAGENodeGenerator, HinSAGELinkGenerator + + +GraphSAGE model +---------------- + +.. automodule:: stellargraph.layer.graphsage + :members: GraphSAGE, MeanAggregator, MeanPoolingAggregator, MaxPoolingAggregator, AttentionalAggregator + + +HinSAGE model +---------------- + +.. automodule:: stellargraph.layer.hinsage + :members: HinSAGE, MeanHinAggregator + + +GCN model +------------- + +.. automodule:: stellargraph.layer.gcn + :members: GraphConvolution, GCN + + +Link prediction layers +------------------------ + +.. automodule:: stellargraph.layer.link_inference + :members: link_classification, link_regression, link_inference diff --git a/stellargraph/layer/gcn.py b/stellargraph/layer/gcn.py index fc1840219..7b0cc6223 100644 --- a/stellargraph/layer/gcn.py +++ b/stellargraph/layer/gcn.py @@ -231,9 +231,10 @@ def __call__(self, x: List): def node_model(self): """ Builds a GCN model for node prediction + Returns: - tuple: (x_inp, x_out) where ``x_inp`` is a Keras input tensor - for the specified GCN model and ``x_out`` is a Keras tensor for the GCN model output. + tuple: (x_inp, x_out) where `x_inp` is a Keras input tensor + for the specified GCN model and `x_out` is a Keras tensor for the GCN model output. """ x_in = Input(shape=(self.generator.features.shape[1],)) diff --git a/stellargraph/mapper/node_mappers.py b/stellargraph/mapper/node_mappers.py index d48990e29..1b25845e8 100644 --- a/stellargraph/mapper/node_mappers.py +++ b/stellargraph/mapper/node_mappers.py @@ -332,7 +332,7 @@ def flow_from_dataframe(self, node_targets, shuffle=False): class HinSAGENodeGenerator: - """Keras-compatible data mapper for Heterogeneour GraphSAGE (HinSAGE) + """Keras-compatible data mapper for Heterogeneous GraphSAGE (HinSAGE) At minimum, supply the StellarGraph, the batch size, and the number of node samples for each layer of the HinSAGE model. @@ -534,23 +534,27 @@ def __getitem__(self, index): class FullBatchNodeGenerator: + """ + A data generator for node prediction with Homogeneous full-batch models, e.g., GCN, GAT + The supplied graph G should be a StellarGraph object that is ready for + machine learning. Currently the model requires node features for all + nodes in the graph. + Use the :meth:`flow` method supplying the nodes and (optionally) targets + to get an object that can be used as a Keras data generator. + + Example:: + + G_generator = FullBatchNodeGenerator(G) + train_data_gen = G_generator.flow(node_ids, node_targets) + + Args: + G (StellarGraphBase): a machine-learning StellarGraph-type graph + name (str): an optional name of the generator + func_opt: an optional function to apply on features and adjacency matrix (declared func_opt(features, Aadj, **kwargs)) + kwargs: additional parameters for func_opt function + """ + def __init__(self, G, name=None, func_opt=None, **kwargs): - """ - A data generator for node prediction with Homogeneous full-batch models, e.g., GCN, GAT - The supplied graph G should be a StellarGraph object that is ready for - machine learning. Currently the model requires node features for all - nodes in the graph. - Use the :meth:`flow` method supplying the nodes and (optionally) targets - to get an object that can be used as a Keras data generator. - Example:: - G_generator = FullBatchNodeGenerator(G) - train_data_gen = G_generator.flow(node_ids, node_targets) - Args: - G (StellarGraphBase): a machine-learning StellarGraph-type graph - name (str): an optional name of the generator - func_opt: an optional function to apply on features and adjacency matrix (declared func_opt(features, Aadj, **kwargs)) - kwargs: additional parameters for func_opt function - """ if not isinstance(G, StellarGraphBase): raise TypeError("Graph must be a StellarGraph object.") From 887b71d503d4dfef3d45629bdeeb76cbb24c9d9a Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Mon, 11 Feb 2019 16:24:05 +1100 Subject: [PATCH 111/116] CHANGELOG updated --- CHANGELOG.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 8d49e63a3..55e67a949 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -7,10 +7,11 @@ **Implemented new features and enhancements:** - Added model calibration [\#326](https://github.com/stellargraph/stellargraph/pull/326) -- Added shuffle option to all flow methods for GraphSAGE and HinSAGE generators [\#328](https://github.com/stellargraph/stellargraph/pull/328) -- Added `GraphConvolution` layer and `GCN` class, and `FullBatchNodeGenerator` class for feeding data into `GCN` models [\#318](https://github.com/stellargraph/stellargraph/pull/318) +- Added `GraphConvolution` layer, `GCN` class for a stack of `GraphConvolution` layers, +and `FullBatchNodeGenerator` class for feeding data into `GCN` models [\#318](https://github.com/stellargraph/stellargraph/pull/318) - Added GraphSAGE attention aggregator [\#317](https://github.com/stellargraph/stellargraph/pull/317) - Added GraphSAGE MaxPoolAggregator and MeanPoolAggregator [\#278](https://github.com/stellargraph/stellargraph/pull/278) +- Added shuffle option to all `flow` methods for GraphSAGE and HinSAGE generators [\#328](https://github.com/stellargraph/stellargraph/pull/328) - GraphSAGE and HinSAGE: ensure that a MLP can be created by using zero samples [\#301](https://github.com/stellargraph/stellargraph/issues/301) - Handle isolated nodes in GraphSAGE [\#294](https://github.com/stellargraph/stellargraph/issues/294) - Ensure isolated nodes are handled correctly by GraphSAGENodeMapper and GraphSAGELinkMapper [\#182](https://github.com/stellargraph/stellargraph/issues/182) From e7b9bd979fc5e1912acff30d58d27d141b69c83d Mon Sep 17 00:00:00 2001 From: Andrew Docherty Date: Mon, 11 Feb 2019 16:31:29 +1100 Subject: [PATCH 112/116] Update api.txt to fix formatting of generators --- stellargraph/mapper/link_mappers.py | 20 ++++++++++---------- stellargraph/mapper/node_mappers.py | 21 +++++++++++---------- 2 files changed, 21 insertions(+), 20 deletions(-) diff --git a/stellargraph/mapper/link_mappers.py b/stellargraph/mapper/link_mappers.py index 90e194ad6..14976d588 100644 --- a/stellargraph/mapper/link_mappers.py +++ b/stellargraph/mapper/link_mappers.py @@ -317,19 +317,19 @@ class HinSAGELinkGenerator: Use the :meth:`flow` method supplying the nodes and (optionally) targets to get an object that can be used as a Keras data generator. - Example: + Note that you don't need to pass link_type (target link type) to the link mapper, considering that: + + * The mapper actually only cares about (src,dst) node types, and these can be inferred from the passed + link ids (although this might be expensive, as it requires parsing the links ids passed - yet only once) + + * It's possible to do link prediction on a graph where that link type is completely removed from the graph + (e.g., "same_as" links in ER) + + + Example:: - ``` G_generator = HinSAGELinkGenerator(G, 50, [10,10]) data_gen = G_generator.flow(edge_ids) - ``` - - Notes: - We don't need to pass link_type (target link type) to the link mapper, considering that: - 1. The mapper actually only cares about (src,dst) node types, and these can be inferred from the passed - link ids (although this might be expensive, as it requires parsing the links ids passed - yet only once) - 2. It's possible to do link prediction on a graph where that link type is completely removed from the graph - (e.g., "same_as" links in ER) Args: g (StellarGraph): A machine-learning ready graph. diff --git a/stellargraph/mapper/node_mappers.py b/stellargraph/mapper/node_mappers.py index 1b25845e8..335567762 100644 --- a/stellargraph/mapper/node_mappers.py +++ b/stellargraph/mapper/node_mappers.py @@ -166,7 +166,8 @@ def on_epoch_end(self): class GraphSAGENodeGenerator: - """A data generator for node prediction with Homogeneous GraphSAGE models + """ + A data generator for node prediction with Homogeneous GraphSAGE models At minimum, supply the StellarGraph, the batch size, and the number of node samples for each layer of the GraphSAGE model. @@ -334,18 +335,18 @@ def flow_from_dataframe(self, node_targets, shuffle=False): class HinSAGENodeGenerator: """Keras-compatible data mapper for Heterogeneous GraphSAGE (HinSAGE) - At minimum, supply the StellarGraph, the batch size, and the number of - node samples for each layer of the HinSAGE model. + At minimum, supply the StellarGraph, the batch size, and the number of + node samples for each layer of the HinSAGE model. - The supplied graph should be a StellarGraph object that is ready for - machine learning. Currently the model requires node features for all - nodes in the graph. + The supplied graph should be a StellarGraph object that is ready for + machine learning. Currently the model requires node features for all + nodes in the graph. - Use the :meth:`flow` method supplying the nodes and (optionally) targets - to get an object that can be used as a Keras data generator. + Use the :meth:`flow` method supplying the nodes and (optionally) targets + to get an object that can be used as a Keras data generator. - Note that the shuffle argument should be True for training and - False for prediction. + Note that the shuffle argument should be True for training and + False for prediction. Example:: From b3267d8b94bb5ee7edd367b85eacd7a64df4863a Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Mon, 11 Feb 2019 16:45:41 +1100 Subject: [PATCH 113/116] Bumped version to 0.5.0 --- stellargraph/version.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stellargraph/version.py b/stellargraph/version.py index a22169a30..f8dd02ed0 100644 --- a/stellargraph/version.py +++ b/stellargraph/version.py @@ -1,2 +1,2 @@ # Global version information -__version__ = "0.5.0b" +__version__ = "0.5.0" From dfdf38355074338b4ffbcbc4df4cf9e4ee23b2f7 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Mon, 11 Feb 2019 16:48:21 +1100 Subject: [PATCH 114/116] CHANGELOG updated --- CHANGELOG.md | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 55e67a949..10b8e061c 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,8 +1,6 @@ # Change Log -## [Unreleased](https://github.com/stellargraph/stellargraph/tree/HEAD) - -[Full Changelog](https://github.com/stellargraph/stellargraph/compare/0.4.1...HEAD) +## [0.5.0](https://github.com/stellargraph/stellargraph/tree/0.5.0) (11 Feb 2019) **Implemented new features and enhancements:** @@ -29,4 +27,5 @@ and `FullBatchNodeGenerator` class for feeding data into `GCN` models [\#318](ht - Fixed the bug in LinkSequence that threw an error when no link targets were given [\#273](https://github.com/stellargraph/stellargraph/pull/273) **Refactoring:** -- Refactored link inference classes to use `edge_embedding_method` instead of `edge_feature_method` [\#327](https://github.com/stellargraph/stellargraph/pull/327) \ No newline at end of file +- Refactored link inference classes to use `edge_embedding_method` instead of `edge_feature_method` [\#327](https://github.com/stellargraph/stellargraph/pull/327) + From 07de57db57033643b5ba3d6b1e69e54e549d6c02 Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Mon, 11 Feb 2019 16:54:44 +1100 Subject: [PATCH 115/116] bumped version to 0.6.0b --- stellargraph/version.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stellargraph/version.py b/stellargraph/version.py index f8dd02ed0..cadacc1f6 100644 --- a/stellargraph/version.py +++ b/stellargraph/version.py @@ -1,2 +1,2 @@ # Global version information -__version__ = "0.5.0" +__version__ = "0.6.0b" From 8ad7d1c9da5b279bccd94f8131c24222348bb1bc Mon Sep 17 00:00:00 2001 From: Yuriy Tyshetskiy Date: Mon, 11 Feb 2019 17:10:13 +1100 Subject: [PATCH 116/116] CHANGELOG updated --- CHANGELOG.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 10b8e061c..535ece083 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,6 +1,6 @@ # Change Log -## [0.5.0](https://github.com/stellargraph/stellargraph/tree/0.5.0) (11 Feb 2019) +## [0.5.0](https://github.com/stellargraph/stellargraph/tree/v0.5.0) (11 Feb 2019) **Implemented new features and enhancements:**