From a6ca5bc90bdb7286d125983791a4b5a720815b6b Mon Sep 17 00:00:00 2001 From: venkatesh-kulkarni Date: Sat, 14 Jun 2025 17:15:10 +0530 Subject: [PATCH] Fix Error in calculating mean std dev of results --- .../CostSensitive.ipynb | 6976 ++++++++++++----- 1 file changed, 4830 insertions(+), 2146 deletions(-) diff --git a/Chapter_6_ImbalancedLearning/CostSensitive.ipynb b/Chapter_6_ImbalancedLearning/CostSensitive.ipynb index 7c3ba71..1e57bf6 100644 --- a/Chapter_6_ImbalancedLearning/CostSensitive.ipynb +++ b/Chapter_6_ImbalancedLearning/CostSensitive.ipynb @@ -1,2161 +1,4845 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(Cost_Sensitive_Learning)=\n", - "# Cost-sensitive learning\n", - "\n", - "\n", - "Cost-sensitive learning is a subfield of machine learning that addresses classification problems where the misclassification costs are not equal {cite}`fernandez2018learning,elkan2001foundations,ling2008cost`. Cost-sensitive problems occur in many disciplines such as medicine (e.g., disease detection), engineering (e.g., machine failure detection), transport (e.g., traffic-jam detection), finance (e.g., fraud detection), and so forth. They are often related to the class-imbalance problem since in most of these problems, the goal is to detect events that are rare. The training datasets therefore typically contain fewer examples of the event of interest. \n", - "\n", - "We already addressed fraud detection as a cost-sensitive problem in [Chapter 4, Cost Matrix](Performance_CostMatrix). The section pointed out the cost matrix as the standard way to quantify the misclassification costs. Denoting by $C$ the *cost matrix*, its entries $c(i,j)$ quantify the cost of predicting class $i$ when the true class is $j$ {cite}`elkan2001foundations`. For a binary classification problem, the cost matrix is a $2*2$ matrix, as illustrated in Fig. 1. \n", - "\n", - "![](images/cost_matrix.png)\n", - "
Fig. 1. Example of cost matrix.
\n", - "\n", - "Correct classifications have a cost of zero, that is, $c_{00}=c_{11}=0$. Misclassification costs are however in practice difficult to estimate. As discussed in [Chapter 4, Cost Matrix](Performance_CostMatrix), missing a fraudulent transaction (false negative) involves a loss directly related to the amount of the transaction, but also on further fraudulent uses of the card, and on the company reputation. At the same time, the blocking of transactions that are legitimate (false positive) causes inconvenience to customers, generates useless investigation costs, and also impacts the company reputation. \n", - "\n", - "In cost-sensitive imbalanced problems, the most popular heuristic approach to estimate the costs lies in utilizing the imbalance ratio (IR). Let us denote by $\\mathcal{X}$ the imbalanced dataset, with $\\mathcal{X}_0$ and $\\mathcal{X}_1$ being the subsets of samples belonging to the majority and minority class, respectively. The IR of the dataset $\\mathcal{X}$ is defined as {cite}`JMLR:v18:16-365`:\n", - "\n", - "$$\n", - "IR=\\frac{|\\mathcal{X}_1|}{|\\mathcal{X}_0|}\n", - "$$\n", - "\n", - "where $|ยท|$ denotes the cardinality of a set. In this setting, $C(i,j) = IR$ and $C(j,i) = 1$, where the minority class is the i-th class, and the majority class is the j-th class. It is worth noting that using the IR as the cost for the majority class balances the overall cost of the two classes, that is, $|\\mathcal{X}_1|=IR*|\\mathcal{X}_0|$. The resulting cost matrix for a 2-class problem is given in Fig. 2.\n", - "\n", - "![](images/cost_matrix_IR.png)\n", - "
Fig. 2. Cost matrix for imbalanced data. The cost of a false negative is 1, and the cost of a false positive is the imbalance ratio (IR).
\n", - "\n", - "Using the IR to set the misclassification costs is usually a good heuristic. It however has some limitations, in particular related to small sample size, class overlapping, and noisy or borderline instances {cite}`fernandez2018learning`. A common complementary practice consists in considering the misclassification costs as a hyperparameter to be identified through model selection. \n", - "\n", - "Python sklearn provides support for cost-sensitive learning for most baseline classifiers thanks to the `class_weight` parameter. The parameter allows to specify costs in three different ways:\n", - "\n", - "* `None`: The misclassification costs are set to 1 (default)\n", - "* `balanced`: The costs are set according to the imbalance ratio (as in Fig. 2)\n", - "* `{0:c10, 1:c01}`: The misclassification costs are explicitly set for the two classes by means of a dictionary.\n", - "\n", - "The use of class weights usually implies a modification in the loss function of the learning algorithm. The modification depends on the type of algorithm. By strongly penalizing mistakes on the minority class, cost-sensitive learning improves their importance during the classifier training step. This pushes the decision boundary away from these instances, allowing to improve generalization on the minority class {cite}`fernandez2018learning,gupta2020class`.\n", - "\n", - "This section presents how cost-sensitive learning can be used with the Python sklearn library. For better visualization, we first rely on a simple imbalanced dataset with two variables to illustrate how different misclassification costs change the decision boundaries. We then apply the approach to the larger simulated dataset of transaction data. \n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "tags": [ - "hide-cell" - ] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " % Total % Received % Xferd Average Speed Time Time Time Current\n", - " Dload Upload Total Spent Left Speed\n", - "100 63060 100 63060 0 0 221k 0 --:--:-- --:--:-- --:--:-- 220k\n" - ] - } - ], - "source": [ - "# Initialization: Load shared functions and simulated data \n", - "\n", - "# Load shared functions\n", - "!curl -O https://raw.githubusercontent.com/Fraud-Detection-Handbook/fraud-detection-handbook/main/Chapter_References/shared_functions.py\n", - "%run shared_functions.py\n", - "#%run ../Chapter_References/shared_functions.ipynb\n", - "\n", - "# Get simulated data from Github repository\n", - "if not os.path.exists(\"simulated-data-transformed\"):\n", - " !git clone https://github.com/Fraud-Detection-Handbook/simulated-data-transformed\n", - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(Imbalanced_Learning_Illustrative_Example)=\n", - "## Illustrative example" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For illustrative purposes, let us first consider a simple classification task. We use the `make_classification` function of the sklearn library to generate a two-class imbalanced dataset with 5000 examples. The dataset contains 95% of examples of class 0 and 5% of examples of class 1. " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "X, y = sklearn.datasets.make_classification(n_samples=5000, n_features=2, n_informative=2,\n", - " n_redundant=0, n_repeated=0, n_classes=2,\n", - " n_clusters_per_class=1,\n", - " weights=[0.95, 0.05],\n", - " class_sep=0.5, random_state=0)\n", - "\n", - "dataset_df = pd.DataFrame({'X1':X[:,0],'X2':X[:,1], 'Y':y})\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The distribution of the two classes slighly overlap, as illustrated below." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "tags": [ - "hide-cell" - ] - }, - "outputs": [], - "source": [ - "%%capture\n", - "fig_distribution, ax = plt.subplots(1, 1, figsize=(5,5))\n", - "\n", - "groups = dataset_df.groupby('Y')\n", - "for name, group in groups:\n", - " ax.scatter(group.X1, group.X2, edgecolors='k', label=name,alpha=1,marker='o')\n", - " \n", - "ax.legend(loc='upper left', \n", - " bbox_to_anchor=(1.05, 1),\n", - " title=\"Class\")" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fig_distribution" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Decision tree" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us now train a decision tree to separate the two classes. We use a decision tree of depth 5, and a stratified 5-fold cross-validation to assess the performances of the classifier. The performances are assessed in terms of AUC ROC, Average precision, and balanced accuracy. The class weights are set to 1 for both classes." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "classifier = sklearn.tree.DecisionTreeClassifier(max_depth=5,class_weight={0:1,1:1},random_state=0)\n", - "cv = sklearn.model_selection.StratifiedKFold(n_splits=5, shuffle=True, random_state=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "cv_results_ = sklearn.model_selection.cross_validate(classifier, X, y, cv=cv,\n", - " scoring=['roc_auc',\n", - " 'average_precision',\n", - " 'balanced_accuracy'],\n", - " return_estimator=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The performances for each fold are returned in the `cv_results_` dictionary, which is better visualized as a DataFrame. " - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "71bVPRJNFSWh" + }, + "source": [ + "(Cost_Sensitive_Learning)=\n", + "# Cost-sensitive learning\n", + "\n", + "\n", + "Cost-sensitive learning is a subfield of machine learning that addresses classification problems where the misclassification costs are not equal {cite}`fernandez2018learning,elkan2001foundations,ling2008cost`. Cost-sensitive problems occur in many disciplines such as medicine (e.g., disease detection), engineering (e.g., machine failure detection), transport (e.g., traffic-jam detection), finance (e.g., fraud detection), and so forth. They are often related to the class-imbalance problem since in most of these problems, the goal is to detect events that are rare. The training datasets therefore typically contain fewer examples of the event of interest. \n", + "\n", + "We already addressed fraud detection as a cost-sensitive problem in [Chapter 4, Cost Matrix](Performance_CostMatrix). The section pointed out the cost matrix as the standard way to quantify the misclassification costs. Denoting by $C$ the *cost matrix*, its entries $c(i,j)$ quantify the cost of predicting class $i$ when the true class is $j$ {cite}`elkan2001foundations`. For a binary classification problem, the cost matrix is a $2*2$ matrix, as illustrated in Fig. 1.\n", + "\n", + "![](images/cost_matrix.png)\n", + "
Fig. 1. Example of cost matrix.
\n", + "\n", + "Correct classifications have a cost of zero, that is, $c_{00}=c_{11}=0$. Misclassification costs are however in practice difficult to estimate. As discussed in [Chapter 4, Cost Matrix](Performance_CostMatrix), missing a fraudulent transaction (false negative) involves a loss directly related to the amount of the transaction, but also on further fraudulent uses of the card, and on the company reputation. At the same time, the blocking of transactions that are legitimate (false positive) causes inconvenience to customers, generates useless investigation costs, and also impacts the company reputation. \n", + "\n", + "In cost-sensitive imbalanced problems, the most popular heuristic approach to estimate the costs lies in utilizing the imbalance ratio (IR). Let us denote by $\\mathcal{X}$ the imbalanced dataset, with $\\mathcal{X}_0$ and $\\mathcal{X}_1$ being the subsets of samples belonging to the majority and minority class, respectively. The IR of the dataset $\\mathcal{X}$ is defined as {cite}`JMLR:v18:16-365`:\n", + "\n", + "$$\n", + "IR=\\frac{|\\mathcal{X}_1|}{|\\mathcal{X}_0|}\n", + "$$\n", + "\n", + "where $|ยท|$ denotes the cardinality of a set. In this setting, $C(i,j) = IR$ and $C(j,i) = 1$, where the minority class is the i-th class, and the majority class is the j-th class. It is worth noting that using the IR as the cost for the majority class balances the overall cost of the two classes, that is, $|\\mathcal{X}_1|=IR*|\\mathcal{X}_0|$. The resulting cost matrix for a 2-class problem is given in Fig. 2.\n", + "\n", + "![](images/cost_matrix_IR.png)\n", + "
Fig. 2. Cost matrix for imbalanced data. The cost of a false negative is 1, and the cost of a false positive is the imbalance ratio (IR).
\n", + "\n", + "Using the IR to set the misclassification costs is usually a good heuristic. It however has some limitations, in particular related to small sample size, class overlapping, and noisy or borderline instances {cite}`fernandez2018learning`. A common complementary practice consists in considering the misclassification costs as a hyperparameter to be identified through model selection.\n", + "\n", + "Python sklearn provides support for cost-sensitive learning for most baseline classifiers thanks to the `class_weight` parameter. The parameter allows to specify costs in three different ways:\n", + "\n", + "* `None`: The misclassification costs are set to 1 (default)\n", + "* `balanced`: The costs are set according to the imbalance ratio (as in Fig. 2)\n", + "* `{0:c10, 1:c01}`: The misclassification costs are explicitly set for the two classes by means of a dictionary.\n", + "\n", + "The use of class weights usually implies a modification in the loss function of the learning algorithm. The modification depends on the type of algorithm. By strongly penalizing mistakes on the minority class, cost-sensitive learning improves their importance during the classifier training step. This pushes the decision boundary away from these instances, allowing to improve generalization on the minority class {cite}`fernandez2018learning,gupta2020class`.\n", + "\n", + "This section presents how cost-sensitive learning can be used with the Python sklearn library. For better visualization, we first rely on a simple imbalanced dataset with two variables to illustrate how different misclassification costs change the decision boundaries. We then apply the approach to the larger simulated dataset of transaction data. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [ + "hide-cell" + ], + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "o9wfgX5_FSWj", + "outputId": "acb3e94d-56d9-492c-c1ce-b2e7dfa6e510" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " % Total % Received % Xferd Average Speed Time Time Time Current\n", + " Dload Upload Total Spent Left Speed\n", + "\r 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\r100 63257 100 63257 0 0 381k 0 --:--:-- --:--:-- --:--:-- 383k\n", + "Cloning into 'simulated-data-transformed'...\n", + "remote: Enumerating objects: 189, done.\u001b[K\n", + "remote: Total 189 (delta 0), reused 0 (delta 0), pack-reused 189 (from 1)\u001b[K\n", + "Receiving objects: 100% (189/189), 75.79 MiB | 19.12 MiB/s, done.\n", + "Updating files: 100% (184/184), done.\n" + ] + } ], - "text/plain": [ - " fit_time score_time estimator \\\n", - "0 0.006 0.004 DecisionTreeClassifier(class_weight={0: 1, 1: ... \n", - "1 0.006 0.004 DecisionTreeClassifier(class_weight={0: 1, 1: ... \n", - "2 0.006 0.011 DecisionTreeClassifier(class_weight={0: 1, 1: ... \n", - "3 0.009 0.005 DecisionTreeClassifier(class_weight={0: 1, 1: ... \n", - "4 0.007 0.004 DecisionTreeClassifier(class_weight={0: 1, 1: ... \n", - "\n", - " test_roc_auc test_average_precision test_balanced_accuracy \n", - "0 0.933 0.616 0.842 \n", - "1 0.871 0.493 0.739 \n", - "2 0.897 0.493 0.799 \n", - "3 0.928 0.591 0.812 \n", - "4 0.901 0.447 0.738 " - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results = round(pd.DataFrame(cv_results_),3)\n", - "results" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us take the mean and standard deviation of the performances across all folds." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Fit time (s)Score time (s)AUC ROCAverage PrecisionBalanced accuracy
00.007+/-0.0010.006+/-0.0030.906+/-0.0250.528+/-0.0720.786+/-0.046
\n", - "
" + "source": [ + "# Initialization: Load shared functions and simulated data\n", + "\n", + "# Load shared functions\n", + "!curl -O https://raw.githubusercontent.com/Fraud-Detection-Handbook/fraud-detection-handbook/main/Chapter_References/shared_functions.py\n", + "%run shared_functions.py\n", + "#%run ../Chapter_References/shared_functions.ipynb\n", + "\n", + "# Get simulated data from Github repository\n", + "if not os.path.exists(\"simulated-data-transformed\"):\n", + " !git clone https://github.com/Fraud-Detection-Handbook/simulated-data-transformed\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "k_GJTGx8FSWk" + }, + "source": [ + "(Imbalanced_Learning_Illustrative_Example)=\n", + "## Illustrative example" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NUoPfdKBFSWk" + }, + "source": [ + "For illustrative purposes, let us first consider a simple classification task. We use the `make_classification` function of the sklearn library to generate a two-class imbalanced dataset with 5000 examples. The dataset contains 95% of examples of class 0 and 5% of examples of class 1. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "6cGgM1l1FSWk" + }, + "outputs": [], + "source": [ + "X, y = sklearn.datasets.make_classification(n_samples=5000, n_features=2, n_informative=2,\n", + " n_redundant=0, n_repeated=0, n_classes=2,\n", + " n_clusters_per_class=1,\n", + " weights=[0.95, 0.05],\n", + " class_sep=0.5, random_state=0)\n", + "\n", + "dataset_df = pd.DataFrame({'X1':X[:,0],'X2':X[:,1], 'Y':y})\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "c_UJNlIFFSWl" + }, + "source": [ + "The distribution of the two classes slighly overlap, as illustrated below." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "tags": [ + "hide-cell" + ], + "id": "m-QaZZzDFSWl" + }, + "outputs": [], + "source": [ + "%%capture\n", + "fig_distribution, ax = plt.subplots(1, 1, figsize=(5,5))\n", + "\n", + "groups = dataset_df.groupby('Y')\n", + "for name, group in groups:\n", + " ax.scatter(group.X1, group.X2, edgecolors='k', label=name,alpha=1,marker='o')\n", + "\n", + "ax.legend(loc='upper left',\n", + " bbox_to_anchor=(1.05, 1),\n", + " title=\"Class\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 445 + }, + "id": "pUeoXhDhFSWl", + "outputId": "745de1e1-f9a1-4a36-c5c7-29176c8b9cf3" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {}, + "execution_count": 5 + } ], - "text/plain": [ - " Fit time (s) Score time (s) AUC ROC Average Precision \\\n", - "0 0.007+/-0.001 0.006+/-0.003 0.906+/-0.025 0.528+/-0.072 \n", - "\n", - " Balanced accuracy \n", - "0 0.786+/-0.046 " - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results_mean = list(results.mean().values)\n", - "results_std = list(results.std().values)\n", - "\n", - "pd.DataFrame([[str(round(results_mean[i],3))+'+/-'+str(round(results_std[i],3)) for i in range(len(results))]],\n", - " columns=['Fit time (s)','Score time (s)','AUC ROC','Average Precision','Balanced accuracy'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The performances are rather good since the AUC ROC is well beyond $0.5$ and the average precision over $0.05$. The balanced accuracy is however not so high, suggesting that the decision boundary misclassifies many of the samples from the minority class. \n", - "\n", - "Let us finally plot the decision boundary provided by one of the decision trees. We use the decision tree obtained from the first fold of the cross-validation." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "tags": [ - "hide-cell" - ] - }, - "outputs": [], - "source": [ - "def plot_decision_boundary_classifier(ax, \n", - " classifier,\n", - " train_df,\n", - " input_features=['X1','X2'],\n", - " output_feature='Y',\n", - " title=\"\",\n", - " fs=14,\n", - " plot_training_data=True):\n", - "\n", - " plot_colors = [\"tab:blue\",\"tab:orange\"]\n", - "\n", - " x1_min, x1_max = train_df[input_features[0]].min() - 1, train_df[input_features[0]].max() + 1\n", - " x2_min, x2_max = train_df[input_features[1]].min() - 1, train_df[input_features[1]].max() + 1\n", - " \n", - " plot_step=0.1\n", - " xx, yy = np.meshgrid(np.arange(x1_min, x1_max, plot_step),\n", - " np.arange(x2_min, x2_max, plot_step))\n", - "\n", - " Z = classifier.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:,1]\n", - " Z = Z.reshape(xx.shape)\n", - " ax.contourf(xx, yy, Z, cmap=plt.cm.RdYlBu_r,alpha=0.3)\n", - "\n", - " if plot_training_data:\n", - " # Plot the training points\n", - " groups = train_df.groupby(output_feature)\n", - " for name, group in groups:\n", - " ax.scatter(group[input_features[0]], group[input_features[1]], edgecolors='black', label=name)\n", - " \n", - " ax.set_title(title, fontsize=fs)\n", - " ax.set_xlabel(input_features[0], fontsize=fs)\n", - " ax.set_ylabel(input_features[1], fontsize=fs)\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# Retrieve the decision tree from the first fold of the cross-validation\n", - "classifier_0 = cv_results_['estimator'][0]" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "# Retrieve the indices used for the training and testing of the first fold of the cross-validation\n", - "(train_index, test_index) = next(cv.split(X, y))\n", - "\n", - "# Recreate the train and test DafaFrames from these indices\n", - "train_df = pd.DataFrame({'X1':X[train_index,0], 'X2':X[train_index,1], 'Y':y[train_index]})\n", - "test_df = pd.DataFrame({'X1':X[test_index,0], 'X2':X[test_index,1], 'Y':y[test_index]})\n", - "input_features = ['X1','X2']\n", - "output_feature = 'Y'" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "tags": [ - "hide-cell" - ] - }, - "outputs": [], - "source": [ - "%%capture\n", - "fig_decision_boundary, ax = plt.subplots(1, 3, figsize=(5*3,5))\n", - "\n", - "plot_decision_boundary_classifier(ax[0], classifier_0,\n", - " train_df,\n", - " title=\"Decision surface of the decision tree\\n With training data\",\n", - " plot_training_data=True)\n", - "\n", - "plot_decision_boundary_classifier(ax[1], classifier_0,\n", - " train_df,\n", - " title=\"Decision surface of the decision tree\\n\",\n", - " plot_training_data=False)\n", - "\n", - "\n", - "plot_decision_boundary_classifier(ax[2], classifier_0,\n", - " test_df,\n", - " title=\"Decision surface of the decision tree\\n With test data\",\n", - " plot_training_data=True)\n", - "\n", - "ax[-1].legend(loc='upper left', \n", - " bbox_to_anchor=(1.05, 1),\n", - " title=\"Class\")\n", - "\n", - "sm = plt.cm.ScalarMappable(cmap=plt.cm.RdYlBu_r, norm=plt.Normalize(vmin=0, vmax=1))\n", - "cax = fig_decision_boundary.add_axes([0.93, 0.15, 0.02, 0.5])\n", - "fig_decision_boundary.colorbar(sm, cax=cax, alpha=0.3, boundaries=np.linspace(0, 1, 11))" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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HXbp0UdqvQ4cOcHFxwZIlS/Dw4UM8fPiQy7r40UcfVfj+YmNjsXbtWkRGRiI2NhY///wzOnfuDACwsrJCREQEIiIiEB0djfXr16ttVVXFyMgIUVFRePDgAeLi4uDr64tHjx5xgWTixIm4dOkSzpw5g/j4eGzevBlZWVmwtbXF5MmTceXKFRw+fBjx8fE4efIkAgIClIYtFdHX18eYMWPg7e2Nu3fv4unTp1i8eDFatWpV4jmro6+vj+joaGRnZ5e575QpU3Ds2DGcO3cOCQkJ2LlzJwIDA1X+4ujYsSN69uyJ5cuX48mTJwgLC8PJkye5z4cMGYL8/HysXLkSMTExuH37NtauXYumTZuW+YwUZWdnw9vbGxEREUhKSkJgYCD09fXRrl07pf0GDRoEuVyOr7/+GjExMQgPD4e/vz/GjBmjsiW3PM/txYsXSElJUfn5uHHj8PjxY2zZsgVxcXG4cuUKNm3ahFatWlX4WZKSKD5RfCqO4pPyc6P4pBkUmyg2FUexSfm5UWxqIGopKZdGuLi4MAsLC+6/Xr16sWnTprHffvtNab+MjAz25ZdfMjs7O2Zvb8/mzp3LUlNTuc///PNP9n//93+sS5cubMCAAezixYuMMaaU+ZAxxi5cuMA+/fRT1qVLF9avXz92/Phxxhgrkfnw5cuX7Msvv2S2trasW7dubMmSJezVq1cqz8mY6gyGRdLT09m8efOYg4MD69q1K5sxYwZLTk5mjDGWl5fHli5dymxsbJijoyM7ffo0c3NzU8p8WDwzpOI2sVjM5s2bx2xtbVmPHj3YnDlz2I4dO5ibmxu3f1BQEHN1dWVWVlZs9OjR7NGjR9xnISEhbODAgaxz585swIAB7Ny5c2p/VhKJhH3zzTese/fuzMbGhn3xxRfsxYsX3Ofjx49nW7duVXv89u3bmZWVFfPx8VHKFKju+KNHj7J+/fqxLl26sCFDhrDr16+rPXdmZiabPXs269q1K3N3d2c7duzgMh8yxtjff//Nxo8fz6ysrFjv3r3Zxo0blX5+6p6RYuZDmUzGNm3axBwdHVmXLl3YsGHD2L179xhjrMT9PH78mHl6erIuXbowJycntmvXLiaTyUqcs4i6DKCMMfbgwQPWu3dv1r17dyaXy5UyYxb55Zdf2PDhw1nnzp2Zs7Mz279/v9LnFXmW5B2KTxSf1B1P8akQxSfNoNhEsUnd8RSbClFsaji0GKNVoQkhhBBCCCGENB4Nfmg0IYQQQgghhBCiiCrChBBCCCGEEEIaFaoIE0IIIYQQQghpVKgiTAghhBBCCCGkUaGKcAPh7u5eYn2+77//HpaWljh8+LDS9m3btmHo0KEAAEtLS/zyyy8AgIyMDG4dveKflceVK1eQlpZWqfInJSXB0tIS8fHxZe577949WFpaqlzkvrpJpVJYWlri3r175dr/8ePH+P3332u4VIQQQgipbfX9XUuRWCxGUFBQufc/c+YM+vXrV659GWM4efKk0jrShNRFVBFuILp164aHDx8qbbt79y5atmyJu3fvKm3/888/0b17dwBAREQEunXrBgDYvHkzrl69WqnrJycnw8vLC2/evKnU8e+99x4iIiJgampa5r62traIiIiAQCCo1LVq0uzZs/H8+XNNF4MQQggh1ay+v2spOnToEM6cOVPl86jy22+/Yc2aNVQRJnUeVYQbCAcHBzx69Ij7O2MMv/76K6ZNm4bff/8dMpkMACCXy/Ho0SMuOJuYmHALxVdlJa2qrsLF5/NhYmICPp9f5r46OjowMTGp0vUIIYQQQiqivr9r1dS5avPchFQnqgg3EA4ODsjKykJcXBwA4OnTp8jPz8eYMWMglUrx999/AwCioqIgkUjg4OAA4N2QHH9/f5w7dw7BwcFKQ1/++OMPDBkyBFZWVhg3bhwSExNVXt/V1RUAMGDAAAQFBcHf3x8zZ87EhAkT4ODggJs3byI1NRXz5s2Dg4MDunTpgqFDh+K3334DUHJotKWlJc6fP4/BgwfD1tYWEyZMQEJCAgDlodFFx/3000/o378/7O3tMXPmTGRmZnJli4iIwODBg2FtbY3p06dj3bp1WLp0qdpnuXPnTvTq1Qs9e/bEuXPnlD4r7R4mTJiA5ORkrFy5kjv/tWvXMGzYMFhZWcHe3h7z589HTk5OOX6ihBBCCKlL6tq7FgCEhYXBw8MDXbt2xbBhw3Dz5k1u/6dPn8LT0xM2Njbo3bs3fH19IZVKERQUhJ07d+KPP/6ApaWlymulpKRg+vTpsLGxwfDhw5GUlKT0ubr3m6SkJEycOBEA0LlzZ9y7dw8FBQX49ttv4eTkhM6dO8PFxQXff/99RR8/IdWOKsINROvWrWFqaooHDx4AKByq061bNwiFQtja2nJDdv78809YWlqiadOmSsdPnToVAwcOxCeffIKzZ89y20+fPo1ly5bh7NmzyM7OxqZNm1Rev2h4zalTp+Du7g6gMEh+8sknOHbsGOzs7LB48WJIpVL88MMPOH/+PFq3bo3Vq1ervaedO3di+fLlOHr0KNLT07F161a1++7duxebN29GQEAAHj58iAMHDgAAEhMTMWvWLHzyySc4f/48rKyscOLECbXnOXXqFI4ePQofHx8cOnQIgYGBSp+Xdg/+/v5o3bo1li5dihUrViAxMRFz587FmDFjcPnyZfj5+eHu3bs4efKk2usTQgghpG6qa+9aT548waJFi/D5558jODgYo0aNwpw5c/D48WMAwKJFi9ChQwcEBwdj+/btuHDhAs6ePQt3d3dMnToV1tbWiIiIUHktLy8vyOVynDlzBtOnT8fRo0e5z0p7v3nvvffg7+8PALh58yZsbW2xb98+XL16FTt27MCVK1cwbNgwrF+/HikpKZX5MRBSbagi3IAoDtm5d+8eevToAQDo0aMHF5wfPHjADdVRJBKJIBQKoaOjg+bNm3PbZ8yYgV69esHS0hIjR47EkydPVF676JhmzZpBKBQCAIyMjDB+/Hh8+OGHMDAwgIuLC1atWoWOHTviP//5Dzw9PRETE6N2CM2kSZPQq1cvWFlZYezYsUrDkYqbM2cOunbtCgcHBwwePJjb98yZM+jcuTPmzJmDDh06wMvLCzY2NmrPc/r0aUyYMAEuLi746KOPsHbtWqXPS7sHIyMj8Pl8GBgYwNDQEDKZDCtWrMDo0aNhamoKR0dHfPzxx3j27Jna6xNCCCGk7qpL71oHDhzAiBEjMHToUJibm2Ps2LHw8PDAsWPHABTOKW7WrBnef/99ODg4YN++fXB0dIRQKIS+vj4EAoHKqWbR0dG4f/8+1q5diw8++ADu7u4YM2YM93lp7zd8Pp9rAGjRogV0dHRgYWEBb29v2NjYwMzMDDNnzoRMJqOcKkTj6l62IVJp9vb2OHPmDORyOX7//XfMnj0bANC9e3fs3bsXMpkM9+/fx1dffVXuc5qbm3N/NjQ0RF5eXrmPbdOmjdLfx44di0uXLuGPP/7A8+fP8ddffwEAN6emtGsbGBiUmiVa3b5Pnz5Fly5dlPbt2rUrsrKyVJ4nJiYGM2fO5P5uYWEBXV3dct1D8eRd7dq1g46ODvbs2YPo6GhER0fj2bNn8PDwUHsfhBBCCKm76tK7VkxMDKKiopRGrxUUFMDa2hoA8OWXX2L9+vU4deoUnJyc4OHhUeKdSJVnz57BwMBAKYFply5d8NNPPwGo+PuNm5sbbt++DV9fX8TGxiIyMhIAKJkW0TjqEW5AHBwc8PjxYy6jYadOnQAAVlZWAAqz+CUkJHBzVsqjePKqiiRAUKxAyuVyTJ06FQcOHMB7772HadOmYePGjaUer62tXe5rq9tXVfKtsu6h+OdF56joPTx58gQeHh6Ijo6Gvb09vL29uWHjhBBCCKl/6tK7lkwmw7Rp03D+/Hnuv5CQEGzZsgUA4OnpifDwcMyZMweZmZn44osvuGHLZSleBsXG/oq+32zbtg0LFy4En8/HZ599hlOnTpWrDITUNOoRbkDatWuHpk2b4uzZs+jWrRt4vMJ2Dm1tbdjZ2eHMmTOwsLAoMWeliJaWVqWvXdaxz549w2+//YZbt26hZcuWAMDN1a3J7IIffPBBiTWA//77b5iZmand/9GjRxgwYAAAID4+nlumoKL3cOHCBdjZ2SnNbY6Pj0fbtm2rfmOEEEIIqXV16V2rffv2SExMVHqv2LFjB4yMjDB69Ghs2rQJ06ZNw4QJEzBhwgTs3r0bwcHBmDt3bqnlsLCwgFgsRmxsLDp06AAAXC8uUPb7TfFz//DDD1i1ahUGDRoEANwUMcouTTSNeoQbmG7duiEkJISbs1Kke/fuCA8PVzlnpYi+vj5evHhRqeQF+vr6AApbCcVicYnPmzRpAh6Ph0uXLiE5ORlXrlzhWiXz8/MrfL3yGjVqFP766y8EBATg+fPn2Lt3L37//Xe1vwA8PT1x/PhxXL58GVFRUVi5ciX3S6489yASiRAbG4tXr17ByMgIUVFRePDgAeLi4uDr64tHjx6hoKCgxu6XEEIIITWrrrxrTZ48GVeuXMHhw4cRHx+PkydPIiAgAObm5tDV1cUff/yBdevWISYmBk+fPsXNmzfRuXNn7lxpaWkqM1R37NgRPXv2xPLly/HkyROEhYUpJfos6/2mqJyRkZHIy8uDkZERrl27hsTERPzvf//D4sWLAdTs+x8h5UEV4QbGwcEBb968KRGce/ToAYlEUmpw/uyzz5CQkIAhQ4ZUuJWuWbNmGD58OBYuXKiUCbFI69atsWbNGhw6dAgeHh7Yu3cvVq5cCW1tbS67YU1o06YNduzYgXPnzmHw4MH4448/4ObmVmIodZGhQ4fCy8sL3t7e8PT0hLOzM0QiUbnvwdPTk2v5nDBhAuzs7DBlyhSMGTMGycnJStkcCSGEEFL/1JV3LRsbG2zevBmnT5+Gh4cHDh8+DB8fHzg7OwMoHJKcl5eHUaNGYdy4cTA1NcWqVasAFC7BxOPxMGjQIGRkZJS41vbt22FsbIwxY8Zg27ZtmDBhAvdZWe83FhYWcHR0xLhx43Dz5k34+PggKioKHh4eWLJkCT799FPY2Ngo9TIToglajMYlkAYsKioKUqmUm8MDAP/9739hZWWFuXPnarBkhBBCCCGEEE2hHmHSoCUkJGDy5Mm4ffs2kpOTcebMGdy5cwf9+/fXdNEIIYQQQgghGkI9wqTB27NnD06dOoWMjAy0b98e8+bNg5ubm6aLRQghhBBCCNEQqggTQgghhBBCCGlUaGg0IYQQQgghhJBGpU5UhDMyMtC3b1/ExMRouiiEEKKE4hMhhBBCSMMj0HQBCgoK8PXXX0MoFJZr/7x8KSS5FV+HlcfjQS6XV/i42kblrF61WU4pAKEOH7oCObQAaMnzwVhhWxPLl6kvI58HuawePMsaLKe2YdMaOW9VVSQ+VTY2AfR9qk71oYxA7ZdTMT7xFGIT8nLBtFQvJwdQfKqrsamiqhKfalN9+f4WR+WuGKV4JMmGHDrlPra+xKTiaqLcDSU+aZLGK8LffvstxowZg++++65c+0tyCxDxv9gKX8fQ0BDZ2dkVPq62UTmrV22WM1MKfNC+Gdo3l0AHMmiLE1FQULiovOzFK/VlbGKI7Nf14FnWYDlNHAfWyHmrqiLxqbKxCaDvU3WqD2UEar+civFJJI7jYhMv7ikKdFqpPa6xx6e6GpsqqirxqTbVl+9vcVTuilGKR3+FIZdnXu5j60tMKq4myt1Q4pMmabQiHBQUhObNm6NPnz7lrgjzeDwYGhpW+Fp8Pr9Sx9U2Kmf1qs1ySnKl0NPTg54eoC/gQUuuD6Gw8NqyJup7hPk8Pgyb1INnWU/KWV0qGp8qG5sA+j5Vp/pQRqD2y6kYn/QUYpNcTw9Ckfpy1JfvfX0pJyGEkLpDoxXhwMBAaGlp4c6dO3j8+DGWLFmCPXv2wMTERO0xcrm8Uq1X9aW1jspZvWqznBIpIJEIIZFIIIMM2pI3KHg7Ek1WSitgfWndrMlylm9iRO2qaHyqbGwC6PtUnepDGYHaL6difOIpxCaeRIICGcUndepibCKEEFI9NFoRPnHiBPfnCRMmYM2aNaVWggkhpLZQfCKEEEIIabg0PkeYEEIIIYQQQkjtKpQwSGQAACAASURBVCgoQEJCAnJzczVdFLWEQiHMzc2hra0+sWNl1ZmK8LFjxzRdBEIIUYniEyGEEEIamoSEBPD5fLRs2RJaWlqaLk4JjDGIxWIkJCSgY8eO1X7+OrGOMCGEEEIIIYSQ2pObmwuRSFQnK8EAoKWlBZFIVGM91lQRJoQQQgghhJBGqK5WgovUZPnqzNBoQgghhBBCCCF1S2xsLHbv3o3c3FxIJBL06tULtra2uHDhAtauXavp4lUaVYQJIYQQQgghhJSQnZ2N1atXw8fHB2ZmZpDJZFi5ciVatGih6aJVGVWECSGEEEIIIYSUcOvWLdjb28PMzAwAwOfzsWrVKjx69Aj3798HAJw9exY3btyAVCqFgYEBfHx88M8//8Db2xsCgYA7RiAQ4OuvvwZjDFKpFIsWLaqRJFjlRRVhQgghhBBCCCElpKen4/3331fapq+vzy1nJJfL8fr1a/j5+YHH42HBggV4/PgxoqOjYWlpiXnz5uHBgwfIzs7Gv//+CwMDA6xZswbPnz+HWCzWxC1xqCJMCCGEEEIIIaSE1q1bIyoqSmnbixcv8OeffwIAeDweBAIBVq9eDX19faSmpkIqlWLQoEE4ceIEvvzyS4hEIsycORM9e/ZEYmIilixZAoFAgMmTJ2vgjt6hrNGEEEIIIYQQQkro3bs37t69i6SkJACAVCqFv78/jIyMAADPnj3DrVu3sG7dOixYsACMMTDGcOvWLXTt2hU7duxAv379cPz4cdy/fx8tWrTA9u3bMXnyZAQEBGjy1qhHmBBCCCGEEEJISSKRCCtXrsS3334LxhjevHmD3r17o23btvjzzz9hamoKoVCIqVOnQkdHBy1atEB6ejo6d+6MtWvXgs/ng8fjYd68eWjdujW+/vprnD59Gnw+X+M9wlQRJoQQQgghhBCi0ocffgh/f/8S2+3t7QFA5WcA8N1335XY5ufnV72FqwIaGk0IIYQQQgghpFGhijAhhBBCCCGEkEaFKsKEEEIIIYQQQhoVqggTQgghhBBCCGlUqCJMCCGEEEIIIaRRoYowIYQQQgghhJBGhZZPIoQQQgghhBBSq+RyOTZv3oxnz55BR0cHS5cuhampaa1dn3qECSGEEEIIIYSU6mxgIOx6fIyWrVrBrsfHOBsYWKXz3bx5E/n5+fjuu+8wc+ZMtesR1xTqESaEEEIIIYQQotbZwEAsWvkNRG5zYTa8E/KSIrFo5TcAgJEjRlTqnA8fPkTPnj0BAF26dMGTJ0+qrbzlQT3ChBBCCCGEEELU8tm4BSK3uRC2tYYWXwBhW2uI3ObCZ+OWSp9TLBZDJBJxf+fz+ZBKpdVR3HKhijAhhBBCCCGEELWS4mKga9pJaZuuaSckxcVU+pwikQhv3rzh/i6XyyEQ1N6AZaoIE0IIIYQQQghRy7RdR+QlRSpty0uKhGm7jpU+p5WVFe7cuQMA+Ouvv9CxY+XPVRlUESaEEEIIqSdkMhmWLVuGMWPGwNPTEwkJCZouEiGkEVi+eCHEYf7IjX8IJpMiN/4hxGH+WL54YaXP2bdvX+jo6GDGjBnYsWMH5s2bV40lLhslyyKEEEIIqSeuXbsGAPjhhx9w7949bNiwAXv27NFwqQghDV1RQiyfjVuQeDoGpu06Ys361ZVOlAUAPB4Pixcvrq4iVhhVhAkhhBBC6gk3Nzc4OzsDAF68eAFjY2PNFogQ0miMHDGiShXfuoYqwoQQQggh9YhAIMCSJUsQGhqKHTt2lLk/j8eDoaFhLZSsavh8fr0oZ3FU7oqR5Eqhp6cHPT1AV0cX2vrlLwOfx4dhk3r4rOtpuRs6qggTQgghhNQz3377Lb766iuMGjUKISEh0NfXV7uvXC5HdnZ2LZaucgwNDetFOYujcleMRApIJEJIJBLw8vOQKy1/GQybGCL7dT181jVQbmG1nq1xomRZhDRgQaHX0HfcZLR28kDfcZMRFHpN00UihBBSBefPn8fevXsBAHp6etDS0gKfz9dwqQghpP6hHmFCGqig0Gvw3eWPgx48OJobICIhB1N3+QMAhvd30XDpCCGEVMaAAQOwbNkyeHp6QiqVYvny5dDV1dV0sQghpN7ReEVYJpNh5cqVeP78Ofh8PjZs2ABzc3NNF4uQes/v0BEc9ODBpX3h19ylvQAHPaSYfegIVYTLgWITIaQu0tfXh5+fn6aLQQgh9Z7Gh0YrLgMwb948bNiwQcMlIqRheJqUBkdz5eFyjuZ8PE1K01CJ6heKTYQQQgghNe/vv//GnDlzav26Gq8Iu7m5Yd26dQBoGQBCqpOlqQkiEmRK2yISZLA0NdFQieoXik2EEEIIIe8EBZ6FUw87tGrVEk497BAUeLbK5zxx4gR8fX2Rl5dXDSWsGI0PjQYqtgxAZZcAqC+p7amc1as2y6m4HIC+gActuT6EwsJry5rI1B5XUyn1l3wxA9O2bMYBdykczfmISJBh2iWG1QtnVOp6jTH1f23EJoC+T9WpPpQRqP1yKsYnPYXYJNfTg1Ckvhz15XtfX8pJCCH1VVDgWWxYtRAHBwKO4wwQkZCBqasWAgCGjxhZ6fO+//778PHxwdq1a6urqOVWJyrCQPmXAajsEgD1JbV9Qyvn9fAQHD+yF6nJcWjZph3GT5oBZ1ePWihhodp8norLAcggg7bkDQoKCj+TlZIyv6aWAnB37IVcyRzMPnQET5PSYGlqgiVfTIK7Y69KXa8mlyyoy0sA1HRsAhre916T6kMZgdovp9JyJQqxiSeRoEBW+/GputVUOetybCKEkNq0faMPDg6Ecu6ZgVLM3uhTpYqwi4sL/vnnn+oqZoVovCJ8/vx5pKSkYMaMGbQMQANzPTwEe/Zsh+GAuTAz7YS8pEjs2bMdAGq1MtyYDe/vQomxKoliEyGEEFKSpjs5iGY8jUuC4zgDpW2O5nw8jUvSUImqTuNzhAcMGIDIyEh4enpi2rRptAxAA3L8yF4YDpgLYVtraPEFELa1huGAuTh+ZK+mi0ZImSg2EUIIqauuh4dg+sQhGOJqjekTh+B6eEitXXfPnu2A43SYLQwCHKdjz57ttXZ9ojmW7UxV555pZ6qhElWdxnuEaRmAhis1OQ5mpp2UtumadkJicpxmCkRIBVBsIoQQUhdpcsSdYicHgML/v+3koF7hhm3+4uWYumohDg58l3tm6mVg2brlmi5apWm8IkwarpZt2iEvKZILlgCQlxSJlm3aaa5QhBBCCCH1mCYro9TJ0XgVzQOevdEHT+OSYNnOFMvWLa/S/OAi7733Hvbt21fl81SUxodGk4Zr/KQZyP7ZH7nxD8FkUuTGP0T2z/4YP2mGpotGCCGEEFIvpSbHQVdFZTS1lMpodQ2lLurkUNRQOjmCQq+h77jJaO3kgb7jJiMo9Jqmi1TnDB8xEjfv/YGUlFTcvPdHtVSCNYl6hEmNKWqVPH5kLxLfJlSYNWt+nRs6Q0kfCCGEEFJfVHTEnbqh1EKhED17u1bo2uMnzSgchj1gLnTfniv7Z3/MmjW/KrekcUGh1+C7yx8HPXhwNDdAREIOpu7yBwBKOtqAUUWY1ChnV486XamkzNaEEEIIqU8qWhlVN5T6wD7/CleE60snR0X5HTqCgx485aWBPKSYfegIVYQbMKoIk1pTF3teKekDIYQQQuoTVZVR5z7OOH5kL7b6LCvxjqV2Xm9ibKWv39DekZ4mpcHRXMXSQElpGipR7WGMQUtLS9PFUIsxVmPnpoowqRXl7XmtamW5+PHTZ3iV2trZUJI+BIVeg9+hI3ialAZLUxN4TZlELZiEEEJIA6VYGS3rHUvdUOpWZh3KvM718BDs37sdWen/QktbCENDQ3w+a2GDqwhbmpogIiGH6xEG3i4NZGqiwVLVPKFQCLFYDJFIVCcrw4wxiMViCIXCGjk/VYRJrShPz2tVhymrOn7bdl/Mys1Ve3xDyGxN81oIIYSQxqusdyx1Q6kXLFha6nmvh4dg587NMBq4AE3fHpd+aRv8t28A0LCmkHlNmYSpu/xx0ENhaaAQOZbOnqTpotUoc3NzJCQkIDU1VdNFUUsoFMLc3LxGzk0VYVIrytPzWtVhyiqP71/68Q0h6QPNayGEEEIar7LesdTN6+3/6VBkZ2erPe/xI3thNHCB0nuVsfsCZFzxb3BTyIrel2YrjK5bOrvhj67T1tZGx44dNV0MjaGKMOHU5Bze8vS8VnWYcmWObwhJHxrzvBZCCCGksSvPO1Zl5vWqe6+SZqUgNatKRa6Thvd3afAVX6KM1hEmAN4NK4bjdJgtDAIcp2PPnu2VXmeuuLLWFL4eHgK+UFSltekU17YTR97AiwNfIGHLMEBbF54j+1XbvdQ1hfNaZErbGsO8FkIIIYSU/Y5VWerWDBY0bVWvppARog71CBMANZ89ubSe16JKuL6NO9Iv+8F4oFelhikXDXOWWDpBHHld6Tzq5rQ0hOWTGuu8FkIIIYTU3Oi28ZNmcHOEFd+n+LICjJ9Uf6aQEaIOVYQJgNrJnqxuWI5iJVzH2ByZYQEoyEiEQGgAry9XljuQF+3nt3U9jD9bVuacluvhIfDbuh4tiu1b35ZPaqzzWgghhBBSqCaWNCo63/6925GimDV67rJ6845ESGmoIkwA1Hz25NLmHytWwkWd+kLUqS+YTIrELcMrHGidXT2w1WcZdMuY01LUEyzNzVG5b31bPonmtRBCCCGkujWUNYNpmUmiCs0RJgBqbn4JUPb8Y3VzUCpbCS/PnJbjR/ZCYOkELR39ar02IYQQQkhlXQ8PwfSJQzDE1RrTJw5psPlNalPRMpO7XHKQu8IAu1xy4LvLH0Gh1zRdNKJh1CNMANRs9uTKrG/36vI26PK1MMTVutwZrIt6nVOSnkMraD1YgQTazc2gZ9EL4r+vKs1pSU2Og0AihaHdIGRc9kMLhfnEacEb8anbwCrfNyGEEEJIeTWEvCV1ES0zSdShijDhVPfwF8WKqXkF1rdr0qIVmLQAegMXw6icvwiKfnkILJ3AzxbDeKAXpNnpyLp9Eq/vnIaWthB8gQBbfZZh354t4OnqoSAjEYgC9Do6vJ2XnATt5qaQi7Nw/dZ1fNTFhn7xEEIIIaRW1HTi0saKlpkk6lBFmNQIxVZN7dCACq1vN33iEAjdlH8RSCyd4Ld1Pbb6LCusKMtlyH6ZzvUWF/3yyAwLgPFAL8jEL5EVcUKppzf90jaILPtAHPsbjIeu4LZnXPaDkdNEiDr1RW78Q2SGBcDQbSb94iGEEEJIralq4tLS8rE0ZoXLTOZwPcIALTNJCtEcYVIjFFs1m348GhmX/UpdQ1hxPkxK0nOlBFbiyBsQR15Hi8+WwWxhEIRucyGWMjR3n8/NN05JLjymICMJuqadkHXnFFoM9IKwrTW0+AIuc/SbJzdh7L5AaXuLgV7I+uUUcuMfIuOyH5r2Gg1d005IrWcJswghhBBS+0KvnK+Web1VyZlSVj6W+igw9Brsx81CK6dBsB83C4GVnNPrNWUSpobIce25FAUyhmvPpZgaIofXFFpmsrGjHmFSLsVbGafP8ELP3q5q94FAF82z0wEUZoIGgMzQwmWRWpm2L7GGsOJ8GH7wJry6fRLNnCYAALLunILx20ot8G45pMywALw/bTcwYC7yL2xAXlIktFuYIi8pkqsQK9I17QR5rljl9oKMRGSGBSj1DCv+4qFWVkIIIYQUdz08BHsCtsOwf9Xn9VYlZ0pDG1YdGHoNi3YehWiAF/dcF+30g1BPDx6OPSt0rtKWmaRs0o0bVYRJmVRVVrdt98Ws3FylNXmL75N6wRevIk5A9joN2i1MoWfRC/rRBdh/9CJ3blWB23jwIqSd94Ze265cJVV15TUJ4sgbyPrlFKSSHKQHb4LIegDSL/tB0LSVyuHYWrr6KrfzhPpo7jYTuqaduB7rWbPmq703Sl5BCCGEkONH9sKwf/VUQKuSM6Wqw6rrGp9DpyEa4FXsuXphTcB3Fa4IA6qXmSzKJn3QgwdHcwNEJORg6i5/bn/S8NHQaFJC8aHK+/du5yqrRcOJDfsXBvkiihVaLb4AMvFL8LR1YTzQC+YLg9DcbSZyHv6MnOzXSsN0UpPjVPfc5r0BIvYjcctwCIQGKocK8ZuY4NXNo2jefybMvzoHkfUA5Nz/EbKsVMjEmUi7uFFpOHb6pW0w6OxSYph22sWN0NXWxutgXyT6jUXKDyugrfDNKH5vwrbWMBygfP81ISj0GvqOm4zWTh7oO24ypfknhBBC6hh17zHlmV6laqkkZ1cP7D96ERfDH0Io1EOzwYvL9f5R3UtRalpSkupOkISEhGq7hmI2aW2+1tts0jz4HTpSbdcgdRv1CBMlqno/s35YgaZltDIWb4nMunOKm4sLFLbkmQxehNRz3ti3ZwvXklkUuIv30LZq057rOebmvQyYy2WClr76F1q6+jC0G8Qd28xpAvTadgUi9mP/0Yu4Hh6CE8f2ITExFhDooPmAL2DQpR/EbT7iskRrvd0uMDRGevAmGHYbCKPeY5VaXTXRykqtlIQQQkjdp+49pqwKaHlGm1Xk/UPVsGrF0W31jampmcrnam5uXm3XoGzShHqEiRJVvZ8Co9ZltjIWb4lUN0eX5b1BtjgHg12tMMyjF1KSniM9eJPKRFpFLaVbfZZBmwe8DvbFy2sH0eLTuTD/6hxaDlsBceT1t8m0buDFgS+QcmolUlP+4VpVfwgMx8Xwh2jZ6n0IDI0BFM5Zfn/abrQavR6Cpi1h0KUfNyRbEn2nRKurJlpZqZWSEEIIqfvGT5qB7FB/tQlB1SnPaLOKvH84u3oUVnrfjqZDxH4uH0tVqOq1rg3Lp4yC+GflEXzin/2wZubEartGYTZpmdI2yibduFCPcCNXPAlU0Zq/4sgbyLpzCgUZSeCLmiPt4kaYDFn8rpUx1B+zZr5rZSzeEqlqju6r2yfBExnBZPCid0saXfaDTsv2SDvvDXneG7Rq055rvSzeUpoTvAkGXQcozyce6IXUc95geW8gMGqNFu7zITA05lpVBw8do7J8Rddu5vQuoOqadkJBeiJeHPiCW1O4ICMRC1f41norK7VSEkIIIXWfs6sHhEIh9u/1Q+LbdynnPs44fmQvtvosU5vgqjy9vRXt5VVcirI6aDJHyoi3o998Du1FYlIiTE3NsGbORIxx74/s19nVcg2vKZMwdZc/DnpI4WjOR0SCDFND5Fg6m7JJNxZUEW7E1GVsTrvgi4LU50pr8Kae80ZumD9SM1LQsk07LJi/VClrdPEED4bNjJF5aQuauy98F7z/+BEth60oUZHNDAuAydAV3JBmoHAtYVVJtDJDA7hs0sDbXub8NzD/6pzSmsBFrapFFeGi8m3d9A1YgQQ8XREMbD24jNbAu4p6UdKsvKRIpAdvAgDMmjWfu7eWbdpVSytradSteaevzWD72WgI+FpITM+mDIeEEEKIhvX/dCj3TlTeymN5hlQXf7dSfP8o6shISX4OgdAAUkkOWpm253qiq2OlC01noh7R34WrEKtTlazPpWWTJo0DVYQbMXUZm1OD1qPl8JVK21sOK6yoHg9/CAAwNDREdrZyi5xiwE59WxlOO7ce8nwJtFuYgeW/UZv9uagV9Hp4CHZv90Zufj7YqZXQbmGKpr1GQ9Spb+G+mYlKxxcumWSmtCZw+mU/tPl8L9eqqryskw5auC+AFo+PVzePcpmpCyvqwWg5bGWJ5+G3dT1kuWK0bNMOXy7fwN1jaS29VaWqlXLyBQkmWGsjJDoHhwbp0dxhQgghpI4pb+VRXW+vcx9nTJ84RKkSq7jaBqBc2TZXGOUmMXPA9s1rwQDI899Au7kZJGYOle7FVddrnZD0HJ4j+0GLx8frjBQYNjPm/lybS0xWRz4VVdmkSeNBFeFGTF2AY/kSlRXWspJDqWoFzbu8DUygg2ZuM5F+abvK1k9+E5PC7QZNsMV3JXhCA7Qc8TX3iyHjsh8AgC9qBi2BDpL3fg5pVgoETVtBlvcGLdz+q1ROWVYq0i74gi8Uwbl7O/B09WFgOwhmY7YW/rK4tA3N+k6GkdPEt0mzEsHTFYHlqb5vaW4OzBcW9jjv3LkZTFqAZoMXl2jpFcsY1v2wE7EJybBs/z6+8pqIoR6DK/xzAZRbKZ8kpqJDMy34ugrhfSsPhz/T43qKC+cOSzH70BEK5IQQQoiGlTfBlareXuc+zrh+63qZvckqOzIGeiE9ZCuYQEdpClrGZT/od3Iudy+uYucBXyhS+94mljIYu8+FIDsdr24dg7H7XDSt5eHTivlUAHonIhVHFeFGTN2wHIFe4XJFMvFLbp6woGkrGDYzLvV8qgKz0cAFyA3zByL2QyZ+hfRL22DsvuDd0ONL2yATv0bK6dXgCUXQehvAFc/RYqAXMq74g1cggUDPAM0/VZjnG7JFqQyFawUbIO/FE5h8tozbL+3CtxBHXofsdRoETVshM3wfTL84DL6oGdIvbYNRnwl4deOIyueh2ONsNHABMq74l2jp3b9nM5po5eCIh9bbVsmXmLZ2G2QyHYwY8km5fyaBodfgc+g0kt7Oh1k+ZRJmr9uMx7MNoM3XwvhzEjia85WOobnDhBBCSN1QkSzSxef0qpoWpqo3WV1lW54rRssRq0q8Q2WGBiA7M6nMshfv0Ei74Iu04I0wGbxYuXOCyWHs8SWEba3x4sAXJVYJqa3h05RPhVQVZY1uxMZPmoHsn0tmOhwwYBBeBm/EyxuH0dxtJswXBqHFp3ORJ2NK2QKLZxJMSXquskf1dUYK9h+9CC25FEZ9JiAzLAAJW4YjMywARn0mAPJ88PREMOj6CVie6uHT0lf/QiDgo7n7QqUMi8YeC/Hq1nGltYIBOUwU1t2TiV9CS1uHW9O4xadzAQAJm4chN8wfIoEWMi9tB8t7g/RL25TXHr7sh6a9RiuXJSulRPlkOWk44qGllOX5gDsP23aUf63hwNBrWLTzKPJ7z4DZwiC8Nu2BJRu3gjGGj3bl4OSjAnxkzKMMh4QQQkgdpe7dSnE1DHUZmMu7JrFhM2O82D8L8RuH4MWBLyCOvIG8pEiwglzVU9AyE8u10oVih8abp7dRkPocBtafIDM0AAlbhiH1nDf0OjpAlpPJXUfdKiHlWUe5qijrM6kqjfYIFxQUYPny5UhOTkZ+fj5mzZoFV1fXsg8k1aK0JAy3b1+H0K1k725RC1/olfMqE229un1SKZlVXlIk+EIRhrhagy8UQWBojPen7eY+z41/CO0WZmjuNhOZoQHgqRuGI9THm6xMGKupJCdsGQ7tFqYw6jMBGSHblIKyyjWNhyxGauBaCIV63FyWIa7WaNZnFrfGcOGQauWEWnlJkRA0baVUhrykSIjzobqnNl650lwan0OnIRrgBWFba2SG7oZ+1BWcHCVUmiPs8YEAky9IcPgzPcpwWMMoPhFC6iKKTXWbuncroORqGMWHEJenN/l6eAjyZAwtBs5VGl0nL8gH36C5yuN5uvplLucEKPc0Z905hRYDC99Jit7rcuMfIjMsANotTLnrKP5ZXZlrCmV9JlWl0R7hixcvwsjICN9//z327duHdevWabI4jZKzqwf2H72Ii+EPsf/oRS4Yv85IKbWF78A+/xLr3xkPXoSc+z8qtYKmBW+EVJIDQXNTaJt2LrFmcMbbHteiFktRJ2ekFdsnPXgTdPh8tesZaxuboe3ii3h/2m4IDI2hpaNXvjWNpfmQmDlg25a1GOxqBb5QhILMZDTtNRraLUwhzxMj+48f8fLmMa4sry5vA69AUqKl9z2TZqpbJdsWVpoDQ6/BftwstHIaBPtxsxAYeq3EzyIpKRGy7DS8ChiHnD8uwUCb4d8cxvUwH/5MD8ceFkDGN8CUywIIvXMw+5oBls6eS3NhagDFJ0JIXUSxqe4JvXJeqacXQIl3q/KsG1xab3KR40f2wmjgAuX3L/cFgDQPTC4r8Z6VHrwJn34ypFzDlBXXLVb37lSQkYgmPUZyI+gU/1yRdZSrw/D+Llg6ey5mXzOgdyJSKRrtEf7000/xySfv5k/y+fxS9ia1qaxWyZTEWNXzU/LeABH7kZD8HFo6ejC0Gwyj3mO5eSU8wxZIDVoPVlCYSdrIaSJEnfoiN/4htHT0oG/xMSQJjwr3yZdAS0cPpm3aICkuBs3dpyPjsp/Ssk5pwRshF2fhxf4voGfRCzkPf4ZAiyH7Z/9S1zQuSvbwJvI6TIauUD5ffh5ajVgFaXY6sm6fxOs7p5H9+wUYGjbBnDlfASjZ0qsFhkkB3+CIQqvktEtyLFsxA2cv/oxFO49CNMCLawVetLMwAZjisgDNmzWDIGIXTn8mgKO5YeE5LkoAAGOttOFozsebAi3EXjhVIz9zooziEyGkLqLYVLdcDw/BnoDtMOxfeoKr8iTRKm2kXlnnYdI8CJq2REF6Ivee1apNe8yfv7Tcc3UVM1lrN1fd0ysQGiDz0nYYNjNGbpg/lzVacYnNml5iUhFlfSZVodGKsEgkAgDk5ORg3rx5mD9f9QLhing8HgwNDSt8LT6fX6njaltdKef0GV7Ytt0X6K+Q1j/UHwvmL4WhoSFam3XgAqQ48sbbpFqJEAgNMH2GFw7s8wf7eKrScGT9Ts7IefgzhG2tkffiKbdeb2HP8SawvLzCpFl6Bmg5fCV33eTgjWCMIev2Seh1dCgcupyeCC1d5Yp2WvAmyPPeYNnqjQCAXTu+RUraP4BAB+khW2Ds8W5N44zLfoBchhZvkz0UldFk8GKknvPGm6hfIIn5TanSnR3qD6FQiP6fDuXWJ1aUz9fBjGPbEBOfhI86tMHa9dMwevhIfNDzM27Ic9F1MMALvke+w+QRQ3D6cji+3nMYeTkZODNGXyn74YEheph7ORdjrbQRkSDDh+atYNhEM/8++Dy+xq6tCRWNT5WNTUDd+d6XpT6Usz6UEaj9ckpypdDT04OeHqAn14dQh8ypngAAIABJREFUWHhtuZ4ehCL15agv3/v6Us7qUJvvTrWtvnx/FZ04tg+G/UsmuDpxbJ/Su0IrhfemInlJkWhl1kHpngcPHaPyHaOs82jp6HPvVUXvLNNneKH/p0PVnqv48x48dAyEQiEO7PNHQUYi0n/cBONBi5TOuWT5+lLPWR6K8UhXRxfa+uX/mdfX73p9LXdDp/Gs0f/88w9mz56NcePGYfDgspeakcvlJdavLQ9V697WRXWlnD17u2JWbq5yq+TM+ejZ2xXZ2dmY+vlcbNvmC4mlE8SR12GsUGHcts0XbzL/hfko5RZLSdQdLiN0ZmgAUs95g+W9gZauPkQf9YXoQ0ekBq0vkTXaZPBiZIYGoHn/mYWVXfErrre5aN5K4X6LkBq4Fvv3+mH8pBk4dupn3L0dDv9t3sjOESPjin9h0i2j1jBymoj0H7eoHjKd/wbiyOswGbpc+Rdb/7n41mclcnNzVbZ02jsOwJgJo9G+uQQ6kEFbnIjs7GwkPI+D2XAV6/AlJOBw4EUs2LoXugKe2nnGj9PluPZcCs+gXKz+cjayX2vm34dhE8Mau7awRs5adRWJT5WNTUDd+d6XpT6Usz6UEaj9ckqkgEQihEQiAU/yBgUFhdt5EgkKZOrLUZPf++pUU+VsCLEJqFp8qk11+furuKyQ4lq56kbIJSbGKt2L54TP1a4bPHqYS4nzqqPqPGnBG8Hy3iAzLABNe40uzG3Sfy727/VDz94l548r3kuTFq3A5DJkv0znrr/v8Hml/VS9B1aFUjzKz0OutPznqy8xqbiaKHddjU/1iUYrwunp6Zg6dSq+/vpr9OrVS5NFISoUT+tflO0wNTkOrcw6wLmPM37++UcYf7asREto/oUNKnuMM0MD0PTj0WjefyZyEx6i+bAVSq2a6tYwLshM4iq7RZXi9Mt+0DE255JZFc37heN0bljS4KFj0LO3K/b4eeOnnwoXpJfnS8AXNVM77Ee7uRkKMhLVrim8fbsvHv/1J2Z5rSjXczRra67yOqamZli58yCM+Ln4fogAcy8XZoQu6hEGCucZ62sDw09LMMLdnYb/1CKKT4SQuohiU+0rvqyQ4vDn8i6XVN51g8t6x1A8j7ppaACgb9m7xNrF6u4l/dI2NHefDxgaKw3rLv4eWNYzUtVQQEhdptGKcEBAAF6/fo3du3dj9+7CTML79u2DUEhtHHWNqsB5/Wd/SCU5qiuMkhyk/LACPP2m0OJrw9hjgfKwZBQmYpBmp+PFgS9QkJEE7Ram0NLVV7OWryl37qJKsfFAL2SGBXAV4bykSPANmhcOnX75L/y2rodQKERubi7Cwi4DOvpoNXQFpNnpSLu4EfI8MdIuboTJEOX18fQ7OUP6R4baNYWbu83E5aD1AFCuyvAKr8lYuM4PGPCu11z8sx/WzJmIBd6b0KaJFtyO5eN9Ay1MPi/B4aHvMkKPDZSAMS1k5TL88ttvCAq9RpXhWkLxiRBSF1Fsqn2Kia4A5bVyx0+agT0B25WmkqVd3AgDoQ6uh4coVQbLs26w8eBFuHLeGx91sVFbkSw6z/SJQyAxc4Ak+g5e3z0D7Ram0O/kjKw7p8AXNeMq44qVVL5QhBbFOjCM3RcgMyygcFWPSqwBXFpDAVWGSV2m0YrwypUrsXLlSk0WgZSTul8CkqD1qpMpGLXG+9P34MX+WWjxqfJxRYu78/Sa4NWtYzB2f1dJTj2/QeXi7UZOE7lzK1WKMxLBZNLCY4O8oaWtozRHZtt2XwiYDHJtPRi/LYc48gZ42rowGbIY0ux0bsg0v4kJRJ1dkBd5FUIBX2Ul2chpYmHPc4EEP4VdKfUXVZGRQwZA/lIMn0N7kZiUCFNTM6yZMxFaAJoKtbBv8LuK75izbzD1ggTxWQzmJk0g1xIgeKz2289zMHWXPwBQZbgWUHwihNRFFJtqX2mJrpxdPSAUCrHTzxcp6YXTr5q5TIWgWO9qRc4rz3tTZmX0engIUpKeg58tVpqeln7ZD7KsVG7Y9fhR/ZH1tlzN3ecj49I21SPvMpKU7qsiSmsoqO6K8KlLP+Pb3XvxNCkNlqYm8Joyid6JGqEHDx5g8+bNOHbsmNL2q1evYteuXRAIBBgxYgRGjRpV6nk0PkeY1A9qsxTmS5B+2U85CF/ahmZ9J0OLL4A061+16fe13lZGFQNny6HLkHJm9bus0W8TYulb9uaWW1KsFGtp6yFh8zAIjFqDJxTB2H1+iXm9qYHrwKR5XDkU18YDAIMu/ZAb/xCpgeugl/gbPp/zFZxdPXA9PAR+W9dDmptTIsM1v0lLGA/04oL89fAQHD2yF+nJcTBt3x4rl8zC2IE23D2P6O+ilCF69JfL8b+HfyI7Dxj6/+ydeWBU5dn2f2f2NZNlkqAmobZValTcurx8IPtiQMKmItZdrKClSH2httBFJWhBxDRaoKKotCAoARIgyCJBodhWXKgNLn2LJIGSZLLOvp7vj5M5ycnMoCAq6Pn9A5mZ88yZk8lznvu57/u61vrod56WbbdYeek6C3dX+slNN2MxmVhZFFGIZz03JsJ9K19QJ30VFRUVFZUviU8rfx5xzXhWLC/FdGOJ4jWfFgymGlefmS/bVSYjnoEVjBacRUoxTmfRTBrL5yvKrh3dNvS1aTknrLw7FQ/gVGvE2vrDckvdqZZLr9+xmwUr11FfX0dmRgYW0c0LY3UMKLApEgQApStfUAPkbwDPPPMMFRUVmM1mxePhcJhHH32UV155BbPZzJQpUxgyZAjZ2dkpx1IDYZWU9CylSapSaLRgLRwslSM31yPojFgvHkL7/rW4Ni9G0JtTHpesHzjidiFodIhhKQgWIxF8h16nY/86BKMF+5XXykGxa+sSQCCt3w1kDLyFIwuLk4tfhQOyB7Gpd9/UvsLhAA1HD1P6xHwWlzyIzmwj4vegsTgUCteurUsQwyEibhctRz9JWhL0wNzFaIO3M2FMoojJ5J//ikOH3mPjZIucCb6p3M81q7xU3mThP60iRquexvpGBhQoFQYHFGj5sL7pVH+lKioqKioqKidJd1uh7kJX06d3KXZ/FnukZOM++eRjOMfOTmjRMtf9Q/Hanmsyy+WjEd9cl2I94+fAgb9hHzmDqLeV/z7/M8LN9egcucQCnqQJjPSrb5F9h0cNv+akrk+ygL5t3xq01nQYMDWhXLrvoM8WDK/fsVthP9m+4nZeKNYlJAjuWLocIRbiuTGahABZDYa/fhQUFFBWVsacOXMUj//f//0fBQUFOBwOAK666ireeustioqKUo6lBsIqSQUOAEVw17ZvDa7KRYrJ2rV1CbaLh+CrqZZthur/eDv+//xDLndu27eGpspFZHc/rqoUMehD78xXTJzemj20vbGKnEm/VvTZmL99Fe53tqLRm6WguLMPJmPQ7WitGTSufxhvTTWIIsdWTCf96psVfcOCwUzU14Fr6xKco2elFMmKB+cYbQixGJbLR6PPPI/mV5+WyqfbGxTv27ytjJzzvsUzSxcTimlpWDsPfVaepNg4fAYPL1meNBA+cPA9Nk42Kyby1RPNjF/rY29tlDRHGqaiB/Fv/HVS8ax8pyq/r6KioqKi8mXxWfx9P6toVs9xD73/Lts2lhAL+tBn5ks6JR++zs3dguykAlcnyO7mnnc+jUc/IdPton3vXxRWkE0VCzHknE/zpkeJBryY0zKI+T00b12CPjMfa9+RVL9R/Zlav+Ik2yjwvLOZ7PFzk5ZLL/yMgfCClesU9pMdbW3MqNJwyBXjIqeGuVcbicREmts78IVhRpX02JRL9WoF3ZeA97/H0RqNp33c1mCA++67T/558uTJTJ48Wf551KhR1NfXJxzn8XgUdmBWqxWPx3PC91ID4W84qQQOdESxj+wqMzY4C/CIIo3rH0YMBxEMJsRQgEDtwS5v3+b6hHLnuL1R08YFxIJeNEYrsYAXjcmKqaCvIkhue+PPOEfPUlonFc+hsXw+iCJRTzPatGwQRSLtTbRWr8T8nR8i6E0JO5tiLIrO7sS1ZQliNAyxCDFBpOHl30I0Igf1EbeL9n1rpB5hWybpw++Rjtu6BO/7u9AYLRANce7UpQjarj8XMRoh0nacqwbdyLYdVQm9xI4BP6bxSF3Sa+4OikltktxBuKkihn7g3RjzCmkIRLlpU4TV4+gSzyr34xMtp/17oKKioqKiopKaT1NQ/ixZ42RMnzmXiy65XE5ImOv+wc09guxkPbjOopm4tjxBc1WpItCNv+efX1hO8741ilawqLcVjcGM/+O/4XD24qe/ms+K5aXYix5QBNOB3pedVH9vso2CWNCXNFt9Mv3H9fV1cpbdW7ObHJuGsiKTvCa6faMfX1ik4sauCru7KvwAXFeoUyvovmC0RiO121877eNeeOMkysvLT/o4m82G1+uVf/Z6vZ/qS64Gwt9wUgkcNK5/hHR58tlD2+svKoI919YlpI+Yjs7upLmqFPN3foAYCRNpS+wJTu8/hY7969A6chQBa1PFQmK+drkfGEjh6+tHMFoQdHqco+/vOocti/G8v4vc636boH7YuP5hNBYHsUiQ3OsfUrynGPYTC/poeOUhNAZzUkEs5+hZNLz8O2IBL4LOlHTH1eHsxYEDf0voc84qmknztjJ0RguvVGznuuKRis9kN5I002s3QrsniPbVxTRXLsZmEGjR5zJhXT3uoMhFTg1Tr9Cz4m2fqh6toqKioqJyBvFZssYnOjb+uniV3hMLfilX6aUqu456mskaPUsW/XQ4eynec3HJg/K6Kr6W6x40P/b73xH1tFGQImA9GUukZIrYJ5sh70leXlflYGT/KtZNNCmq6Z4fb+buSr/isWeLzcyoCtDLJtAnL3VvqMrXj+985zscOXKEtrY2LBYLb731FnfdddcJj1ED4W84KUWwwgGC9TVEva207FhKLOilZecyTAV9CdQeJOp20brrT2SOmI6lcDCeg9vJHjubhlce4tiK6XIZsaPfZLTWDASDGVvhIII7n6SxuQlHVjb2y0bS8fYWcibMxZhXyLEV01OWLGv0JpzXPqAMeMc8QOP6h5MHz5EQgqAhZ9yDCRnm5m1lxMIBNIImYcysopm4qkpJH/BjNEaLrCzt2roE68VD8X+0n3BLHYLBjEmno911POkNJNJ2nLR+N/DA/GUATPj+D+Xn3UG4qdzP6olmRY+wPwTnpMHz4yzd7JPqmfoDPfOHdtliDDtfp5b7qKioqKionGGcjO9uMpJV6T311OMIOiO1iyegz8qX2q8KBxGsr0FjtNK8dQkao4XR425UWDoOHjaGFcuflNdVPYVCTb374rx2No3ljyRde2mMZp566nHSi2adkiXSqWbIu/OrO25g9lOS/WR7cxMDCmyK5wcUaDncJiY8dsgV484tMR6877bP/F4qZy+VlZX4fD4mT57Mgw8+yF133YUoikyaNInc3NwTHqsGwt9wUvW0OJy9aK1cSFSrJ3v8r+R+33jA2z2DKkajZI+dje+jv6IxmMm6ZoYicxwLhxBDPsyHKlhd3CVkcFNFBe3BgPze6VffLPfxKsYP+oimKLERw8HkwbPOQNTbSsPaeWhtmaDREu1oQp+ZR6RNshFIlr025hUSbW+kZecycibMk8cN/fejhM/u2roEwRilbd8auQQ8/v5aRw4ZA28h0PsySkr/xIRVP6R8x25KV74gjRcVGbPaRyAiZYgjUShIl6yUuu9srpkk7WzOH9p1jqpgloqKioqKytePZFV66UVSxjdv6lK5NzjkqsVXU03miOmym8WBvSsSxpt6z/1yMJpSKDQUoHFDiZyUkLVcNHrSi2YlVAx+1pLpE2XIWyKf7XrE3TYWrFyOVS8mVNM9tCdImhG0D3fIPcO9bAIOk5YH75uhJgy+xuTl5bFu3ToAxo7t0uMZOnQoQ4cOTXVYAprTfmYqZxU333YP7u1lBI4cRIxGCBw5iHt7GVPvuR+dTiv37ApaHf6P95M9drb8czyDGgt6MOYV4q2plsuE4887R89Co9VhMwqsLtYw5Hwdeq0gCUQVa7CbuiY0a+Eg0q++hcb1D1O7eCJNmx4j4mkDQNAbCdbXKM5dsk8y0lS5SHH+TZULQWsgZ9JvyBp9PwgCzqKZFDxQTuaIaWis6VguGog+Kz/pmLr0XohBpaJ1oPZgwmd3jp6F1pyG553Nivdvriolo9PiyZhXSN2RWsp37Oaxp8t4eoiH4Dw7r1xvwaqH3g4BTwg0GvhPa/Le4UOumOKxvbVRtdxHRUVFRUXlDKN61xam3lpM8bC+TL21mOpdW07q+MajnyQNViPtDV1rj6KZeN7ZIls6xl+TzG5p8LAxUgZ27woEnSH1micSorF8PrWPT6Bp4wIs3/kBMX9H0nNp7CyZ/iyfc/CwMax4sYKKXQdZ8WLFKWXLJ40YwoHVS3n8wdncuSXG7sMRwlGRea8FePadMOU3WAjMtVNWZOLBXQEml4d5dPbP1SBY5TOhZoS/4aTasQPwtbfg7DYJxncTvTV7aN+/lnBzPfrMPMRwkNrFE0Ak6fNRTwtekgd5nmCEzG6P6exOEDToc79N1N1M2g/HS+XIzXWJ6tNblyCKIjp7ltRnHA5IPngi5IyXSqKPPXtvogDX2Nm07FyG4/9NThCZiPctCwZlX3CqndRI23EEvZGGl+Yi6I0IehOZw+5WqFbn9y6gdOULPDdGI+9kHvdIpTzazq2oXKtAsyDy0J6gogx6b20UuwF2H47I5dJquY+KioqKisqZRSrxUUheSpys/9ae4UzaXhb3+AVp7RELeBVjde+97TnuVVf9CL/PA4I2oerOtXUJ5m//AN9Hf03QS9HaMpNW3NkznEnLt59Zuhh3q+uU/YI/jXhg+9MXVvFBbQMOk4b11yur6J4fZ+aOKp0aBKt8ZtRAWCVpT8vUW4sV3rsA+qw82vatUdglBetraKpcRMbgO2jZsYy2fWvw/us1xUTbVLEQS7QjqUCUzaglcORgQnAbaTmG/aqxivdq27eGxg0liCEfOkcvxHCItB+Mx/12JYjgvPYBrIWDFH7CqQLYcHO9HKy27FhGuLlO3hUt+N8N8ntpzWnSTqzBnFAC3bTpMTRWB9lj5yg+q6vqKVr3vEDU3YTGaOGO665h5V/KFb0tc3YEsBikUmhZ/XCTnyffDDHsfJ1CJfqKvpdz3+5jskn8g/epJvEqKioqKipnEqnER5OVEicLmsuefBRRqyWruyjo1iXEwkGyht8jHxvP4ra8tgLX1lKIhtEYzVxzzbik475auQhRFMmZOFfSfel0+dA5ckEUCXzyDrbLRsmP67PysBQOxltTnRA4u7eXoddosQ9PXr6d/0D5SfcSnwwTRwzhtknFuDvc9Bo4JmmCpc7lPq3vqfL1Rg2EVYDEHcSGo4clJcJuGVPzBf1wv12p6J3tnmEVQ37cByqxXzVWMaHaLhuF5+3N3LQxxOrx3ayA1vtxBzV4Oi2ZNJY0RBF01nQibcfxf7RfIeyQMfAWzL0vo3H9Iwg6PZlX/wRLn/507F+HxuKgff9arIWD0FozaNu3Bv/H+1N6C8d3V+Ovb9m5jLQfXUfL9j9S+/gE0OrRmCyKfuemykWApILdtm8NgdqDideieA6NG0oU6tZrq/5AjsOk2AhoC0py/z13Motf8lH8kg9vCOwmDdeNHs1js7q81FRUVFRUVFTOHKp3beEvq56hof5wSvXlniQLmmN6SWMlwQWjfD5aawZiNCKvRTKHTkVrzaB5WxnndvYO76pawr591Yk2S2Nn07j+EYx5hQhanbwWEqMRuZrPW1OttKGsKiXa3ojB6iCws4zG5ga5YvCJBb/E8Snl2yfTS3yq9MnLZm+tJyHBoraOqZwMaiCsknQHUbOxBJ3dSfrAW7s8gg3mhN5Z6Mqw6p35hF11igm1bd8a3G9XIgb9NER0FK8N4A3FsNusuIN6IIwuLQfzhf3wHHwV+2Wj6Ni/DsFgJtxcl0IgKwCAa/NidG/8GY3FAUDYVcfR5XcT9bTgOfiqIlPb3Vu4qXIRtr4j5ZtK3P6p7Y1V5Ez6jaxg3fOGlD12No3l8+l4cx0aoxUxlPxaiCGf4rjAhQMJvP0yt2+C58dJGWBviKQ7md4QNLyx9bT9blVUVFRUVFROH90TB/YMJ8GoSHrRLPTeZXIVXVeLWB06k43qXVsUQWEyx45Ie0OKNY+/K7mQmUfM24a1cBBiNKIIPtOLZtHw0tykQWrcCSRBWNRgAcDZU026aCaN5Y9gNpuZek+ip3GysXqWb5+MX/CpMPOO27jz6TKeG6O2jqmcOqpYlopiZzI+odquuJamyoVorRmcc/sfyJ08HzHoSykwpc/Kw1TQF8FglidU34f78NVUkzNhHgX/u4Gc6x/Cb8hA1BrxiiZyrvsdBQ9sIHPENHw11dj6jsL7z11orOnkTJyX9L3a9q1BY00nc/g0Ch4oJ+uaGQg6Pdo0Jxqrg6xrZqDPyid7bKJoV8v2P9K8rQxrn/54a6qpfXwCzdvKcAz4Mf7/HFAIg53ohtR7TiWxoA99ZoprkZkv/+yt2Y34zno6QiIaAW7d4MdU4iat00u4O3troxRkp52OX6mKioqKiorKaSaeOGDAVPIfKMcX08rKynHdkdbXV9H6+oud65QNZI37JUuXPikLSlXv2oLWZE1YP+gcuSnWV/mce9cf6T2ngswR09A787s9pww+Bb1JMYa3Zg/HVkwHoHFDCa2vr5KFPV2ViyAaQUzpyhHANHyG4twhuciqa+sSHP0mK877ZPyCT4WJI4bw4H0zuG+3DVOJh/t221SlaJWTRs0IqyTdmUzvP4WO/euk/tmWOjRGCxZHJroL+yUKTHX2CLfvW4MY7sqSJvWsG/OAVDqcxL+3aeMCxGiEnEm/UdxUur9XstLseOlQzkTp8XBLCouAcBDEGJYL/x8ZQ6d2Zqs307x1iSz0FUeflZd8x7MzyNVn5WG+INm1WIit7yhACoJ1bzzNuhuM8m7lXRV+/jzBTCQmMmW9nzWTunqEb6sIM/dnahm0ioqKiorKmUjPkubum+bWwkEEjx7CfaBSzuLGPX/jpcIAS5c+ieXy0biqShXlyLGgL6Ent2cFm2vrEtKvvkUOPjMG3S6fW7C+BrvdTlvVEtKLZhFxu2h7Y1XCeB3716F15GA4tw/BYx+kFMXSZ+XLZc4rlj+paJ8bfPVgDuxdQd3RT0jLykUbDSvKt0/WL/hUmThiiBr4qnwu1EBYJaWXsN4pGbfHy3sCooj49mbsV14rB8iCwYwYidK89UkQRTmLa+rdN7VnXYrdx1jQCwgJN5W4QJY+M18uR+6uTK21ZoIYo2HtPPRZeSknda0jp1updx2CwULWyHuxFg7i2LP3Ko5x9Juc8oYUf77t9RexFA7udi0sGHpdgPdfr2HufRmR/atYV6xR9AE/Wyz5ApcVmQhHRSau89MRFOmTl8Pcn6kiWCoqKioqKmcqPRMH3TfNvTV78P/fP8iZOE+hvgxg6dOf2vrDPLN0Mbo+Q/B/vJ9oRyNNGxcQC3jRZ+WTOfwnAF3taDoDtkuH4/94Px1vrkNrtCBGYzRvXYI2LQcxHCLkqqV9xb1SwsJg4dJL+nLog0M0bysj6m0jZ9KvE1q8XFWl5E17lmMr7iV77Byi3taETf3mqlLSu9lANriOY7qxRG6fq+4MdOMl0/Fy8Z5+wSoqZzpqIKzCzbfdIxuudxdKsHznB7S9/mJC9rfj7xsgGkbryMFaOJiOf2xE58gl6m3DfGE/2eZIn5k8qyoYLSl3H+P/j99UvDXVUhCcJQXlrdUrqf/j7QBkF8+Rdzzjvb3xHdOmTb8ne9wvFGrOAGIsSubwaTRVLCRjyJ2yaISj32RcW5bgHCMFvlprBrFwULJlCvnR2rMQEOjYvw7foddx9J+CpXAw7rc3IwZ9CEYLYihI6NgHiOEgjRtKIOhlQIFdca3jvsC3b/ITFSGms+B9dxvuDlXlUEVFRUVF5UymZ+Kg+6Z5+18Tq+CyimbSsnMZWmsGuvReuD0daN5/TV5rxNdV5gv7yesRa+EgKeNbVUrmiGlAl7CVgEDBAxsQtDpadizDc3C7wlby/cpFWPuOImPgLQoHjTjGvEKiHU0AhFvqZAEtUAbgWdfMUAiM6tJ7nVANO5n7iIrK2YAaCKsovIRr6w9LWd6wH29NNdnjf5WoEL1jGZkjptFcVUrM70ZjkJQO40Gp8dw+UhY36Evq/Wu7eEjS8mprn/4Yz7uI5qpSWbo/e/yvlDYCkRBao1UWskrmE+wcPQvX5sU0bpiPGPSjS+9FxpA7JaGsioXEQn6IxSTP4k6shYMIuWrlYwS9CY3JivXyIrzv70LQaMka8/OEwDqeUfbW7KFl5zLsRi0d7UHSzHpCMSGpZZTDCI8NM9HLJlD8ktILUEVFRUVFReXMpGfiQGvNQBsNE9z1FOHm/6YQE62TM6xtb/w5uRDnhvmYe1/Wtd7ZspiMwXfK40jCVmZMBoMciAdqD5I9dnaCQnTLjmVkDLzlBC1eeQSOHEQwdCUlrIWD5AC8aWOJUqW6M3HQ83N90WJYJ0P5jt2UrnxBtpmceYdaYafy2VADYRWgKxiOq0cb8wqpXTwh+aTeUi/vdDZumK/o2RU0Wtre+LOcJY152+TSZkFnJHPkvdguGYr3vIu67T4asX+/GPdbmwjUHsT8nR/gfnszORPmJgS4zdvKFD05qcqvo54WAHTpvRTWSdnFc2jeVoYYDiYE4573XiVz+DRslwyVxxKjEdxvVSSWFxXPoWlD182iddefyDEEWV2so77DyEN72vlPWGT8Wh8zfmjgt4OMco/w06PNTLlUTzgq4g2d7t+kioqKioqKyhdB98RBvAx4xv2/ZOz4G5k8YUjSwFNjtJI+8FashYNwbV6comXML69vpIq0gCIYba4qxX7lWLzvbMa9vQxGzlCsf7q3iwnmcGSbAAAgAElEQVQ6A96aPTj6JeqsNFUuJOZtp2XnsqRJCff2Mq4ZVSz3/+ac9y2MQoz2fWto3vok+qw8HP0mo7VmfOFiWJ+V8h27eezpMp4bo2FAgY29tR7ufLoMQA2GVT4VNRBWkekpAtG93zdOd5XC+OTdfVK3Fg6SemEen0DB/Wvx1uyh7Y0/Ewn6QNDIWdjuu48tO5fJ4lzmC/rhee/VlH3EkfYGxS5nqh1PXXov2Vsv3qNjLRzUOcZxQMB57QOKYFxjtCqyxPGxxHAgRU+zj+ZNjxIJeLDpRVZfZ+G4R+S31UGeLTYr/JIXvBHi2xkCJUNNTLlUD0jZYavh8/zGVFRUVFRUVL5MUpUB33zbPTz11OOkF81SVLJljpgub8bHlaHja5b4Ggkg6u8AUURjsmI45wKpfzjoQ5+VR/rAW7H06S+1ZwV8+MvnI+ik7HDU25rQxhYX1bIUDu7SWcnKx9pnAL5//w3zBf3wf7SfSHuj1AIW9pN73vkJvb3Vu7bw1FOPk3XNDMXY2miYGff/8ku42krKd+zmDy+s4oPaBjnzW7ryBZ4bo9RjeW5MhPtWvqAGwiqfihoIqwDSZNfTDN7Rb3KCqmF3AQWpVMeUwpvOBCgDYzEcwrthHo3BGFYD+AQrsWgEoiGOrZiOxuLA//F+bJeNwn2gkrZ9a/B/vF/yzutUadY5chW7nGk/ui5B1CqupBi3Tor36FgLB8m+eTp7VkIwbr6gH02VCxX+w40bH0MwmlP2OmeN+yXu7WV4W/7LgAItVyz38myxWTEhr5lkZsJaH+EY9LIJhKMie2uj3L7Jj8Om7CFWUVFRUVFR+WLo7gGcc963uPm2e05bb2t8nBXLn6TBdRxBbwSNVpHZjfo75JaxZKrOrqpSzBf0w1tTTSzgpfcvKuXxA0cOglaPxmSVj3dtXYKg0SU6dIyeReP6h0EQEMMBWWfFWjgIMRbD896rZBfPUWSC49eietcWnlm6GLfbDYiyk0fPseMq2F9Wb3CqzG9tSyCpHsuH9U1fynl9owkGED/56Ks+i8+FGgirsLS0hG2vVgBwbMV0uZRY7pvt3C0UDBbsV16LpU9/qY+kchFiKJAQLLuqShFDAXn8YH0NWksaTqFDYRd006YwjSEjGaPuQ2d34tqyhLCrjlg4iKl33wQRiKbKRcRCQbTWDBwDfiyVEbUdB50BV1Up0Y5Gufw6vvsKneXcrjqOLr+baNCHGPRhvvLaLjuCqlKshYPxvv8ags4kC2QJBjOCRovtyrFJe5rFSFgWjdBt/DV7a6MccsUYUKBVXN8BBVo6giAgcneln8NtIuenC3hCAgtmT/tyfskqKioqKirfYOIewPaRM2T146VLnwSSB3OnEjT3zBbHx6itP4zObEMM+hAjYVxbnyTmdye0XTk7N+6dRTNpLJ9P4MjBBG0SRJHG9Y8gdpZPRzpcKS0jc28sSVCwDnzyDsbzvicrVmtMVoz5l/DnF5azc9tGDv7zPWkNZLSk9hiOhGDA1BNev9NNqszvpJe1SfVY+uRlf+Hn9E1HYzFjv6Lw0194BqMGwmc5p7q7GT+uof4wgtGMGPKjz8rHfGE/Wvc8jxiLorM78dVUY+rdl+DRD7BdNgr/R5KMv2AwY71oMP7DB7AWDpZLjPVZeVJQ+c+dit4Wm15kzThlpnT1OJhQoaXjb69w7l1/xDlG8gOO3wh6ikBkj51N4/qHFYGq7fIiPO9tw1k0UwpOw4Gk5c3xz+Z+ezMA7gOVdOyXPocY8uM79DrRgAeNwaSwPmh4aS7p/adgcBZ0fcbMPGLeNnl8Y14hjYEYN28McX56coGs3g4BT0hUnJdWqwyYVVRUVFRUVL4YerZ/JVM/jnOyQXMqBg8bw6H33+XV1layegiHipHkbVfx3l8x5Me1sYRowIcuvRf67G8R+u/HCDq9IpvbWD4/uWWkLTNBwTqeQIiFAwox0qbKRTR422hqbVWsgRo3JB9bn5V3wuv3RfBhfRMDCmyKxwYUaGnzR7lzS4znxkTkRMudW2I8eN9tX/g5qZz9aL7qE1A5deITNQOmkv9AOQyYylNPPc6PrxtK8bC+TL21mOpdW1Ie58//ARprOjkT5lHwwAYyR0zDc3A70Q4XLTuW0vDy7zB/5wdkj3uQWNCL9587CTfXgdYAsRied6uI+tx4DkoiUwUPlJM5fBqeg68S9bZRu3ii1P878FY6OtzJM6Xt7YSb6wHkib/7jaA70i5kEI3Jiu3yIrQWB553qxD0RlybnyDmbZMz1IEjBxGjEQJHDtJcVYqpd198NdXkTJhLwf9uIGfiPLSOHOxXjUVjTSca8CAgysF3vKxal96LYH2N4jzEaBiNxYFgtHBkYTHHVkzHZLURjEnB7pT1fnYfjhCOiuw+HOH2jX4iMVh3vYVHhpi4yKnhcJtImj7CI08tO83fChUVFRUVFZWeNB79JOm6ojGJ+nH3oDm+HrB3Bn0nQ/WuLWx7tQJn59rC9+G+zgo2F4LelLC+iAeZwfoaLI5MnM5ccm8s4bx7niHc8G+puq7TKSN+XoLOgGvrEsW6x7V1CSAkfNZI23EEgzlhrZM9dnbSx+1XjqWpcmHCmsrRb/IJr9/ppnzHbhwmDXtro4rH99ZG+V5+Dg/eN4P7dtswlXi4b7eNB++bofYHq3wm1IzwWUyy3c30IklZOf+B8pQ7mPHjUmVd4/ZITZWLcL+3g4jbhaAzEIuGEUw2NAYTztGziLhdtOxcjq3vqM5saR0ao5VYwItgMGO/aiwZA28BILL/BfbWehIypXabBb8xC+iyB+h+I0jmNazLOBfvoWpFFtv7r9fQWBySNVI0QsNLcxH0RjRGGxlD7qB9f6K/n1R69AigQYxJvco9b5KO/lNoLC9BY7LgHD2LqLuJ8L6VdPjasFmMcNlINJ+8SYfXzbkZAkXf1bPuX2FFCXQgItLkg/qOWBIhLQ9rt25n9IB+p/nboaKioiLREgGb3UyGxQOolSgq30x6egCDtK5Ipn7cePQT8pMEzSdjGVS9awulT8wnFvDRsmOZFAj/+29yT3DbvjWJFpOdrVpNlYuwGfU01B9Gv2MZ4ZZ6EEViSUqVY/4Oskbfr6jMS7/6Fpq3LlG8Llhfg8PZi3bX8eSJhpA/4fG4kGk8kyzojWhMNsWY9gwnU28tTqhMPF392PHe4Hu/r+WuCr9iDRXP/E4cMUQNfFVOCTUQPotpOKoUt4IuZeX4bl6yspX4BJ8q6xq3R8oeO5vG8vn4P/4buvReRIM+tCbJwzfqbaV9718QQ75upcN/QmO0EAv60Focchlyev8piBcMZsr6l3v0CEdwh3RYv3OJ1HNcsRAxGqGxvART70sTbhDNVaWYv/MDvB/uI2fCPMXj1ouH0vH3DWiMFpzXPqAoPwoePUTYVZeihyaAxpKOGIiARsexFdNlZWpHv8lSmbUgSkGwtxndvqWsK9YwoMDOQ3uCPPvOq6yeaGZAgZ29tVF+XO7n7qsMzB9qkt9n9+EIE9b6pNcnEdL66bJn1EBYRUXlcxMPeHtiAwoLIqSbtBiIJh6oovINoKcHcFwkavr0+xNeezJBM8CObRtZsbyUhqOH0ZlsRPwetNZ0nON+qSg/tvUdKY8ZTxQ0bihBDPrQmKREgv+j/cS8bXR4QWtNJ3PENIx5hRxbMV0+j+7npXPkorM7OfeuP8qPxX2Ce/YY20wGBKMl6WdLKX5qtBAL+0nrdwPp/afIAXvIVUvg4KsIOj3mAVMVJeSH3n+X6jeqT6q0fP2O3SxYuY76+jry8vL51R03MGnEkG69wQYuztYyoyrAIVcMh0nLo7N/rgbAKp8LNRA+S6netQWNIbmacdzeCKRgr7b+MGOHXorObCMS8KAz2Wja9JicfT2hPVLYT8H/bpAn0UibtJP43+d/JqsxB+traK1eiaA3JEjsu9/aRMebL6PPzKMjoGNChYGO9nYcWdnoBt5CjjWLxvUP4z20B9CQe/3vaKpchP8/72D+9hVyP7DGZMVaODipgXxW0UxadixD0GjILp6TqG64oUQucU6WYc4cPo2GVx5CY7AmnH8s4JN3STue/wnriruEGjZ+EGH1RGVg+5eJZmZUBZjfZUUsi2V1BMWk5eEf1B4/Dd8IFRWVbzLxIDge8PZEcmpTg2CVby7JPIB72gXF+bSguXu2My0rF3/AT8a1cyjo1rfrTFFxFw+AoTPj+ubLIAjkz3wJkILY5m1lEPSQ1W2M9Ktvpnnn8gSnjKi/A9eWxTjHKJMAtouH4NryBLGABzEcRDCY6GhpRzDaEhINTZWL0KblJH1cDIewX3mtfN7xirrmTY9itdowDU/su96+6VGyxv3yM/VjgxQEz37qRawjZ8qB8+ynJHGv7r3BUy7VM+VSPeGoiKnEowbBKp8bNRA+S3lm6WJEjU4xIbbtW4P77c2IIR/Hnr1XNj3X2jJBq5NVj9v2rcFz8FXsV16La8sSnGNmKbKr3e2R9Fn5XT0kxXNoXP8wR5fdRdTbgjGvULJY2rqEWMCTQmL/EXrPqSBw5CANL83FMfV50rVdXzsxGkGMhMidPJ/G9Y8Q9bai0ZuIedsI1P4T+1VjFTuQ0Y7GFFnsOhBJUe7jI33kvcmVn2MxGtbOA40OQaOlYe08ORvsHD0L1+bFaOxZBOtraG9WCjWkUog+5IopHttbG+XbGQJNPjGpkFaaSf0zVFFROXW6B8E50WPovakD3rA1/0s8MxWVM4tUHsDJXgfJg+ZkQlqerUuIelsRtDqi3takZcbyWqUbwfoadI5cxEiIYyvuJdxSh2CwoAGiIWUZtGR9FKV5WxmN6x/uDG7NmHr3JXT837KSdLw1TZ95Hr5//42cSb9JKL12v1UpZ6IFowXbxUPIHDGNhrW/7hIk1RslC6hYBP9H+zE4C2RHDmNeIdGAl46AF0eyykS/J+nnT1VavmDlOqwjle1rgT6D+OWiJYiiyEVPe3hkiIkpl+oBVRVa5fShrsDPUtxuSXY/6m2VJz9J+GquMqPZKdWfe/3v5AnG//F+ssfOIeptxRMJdfV+GM3YrxyLGItydPndnY9ZOPL7seid+RjzLgEEot4WBL2Ztn1rMDgLEMMhxHAwZelx4MhBGstLEPTGlBno+Gt7msI3V5XKk2/cTiB5SY8FRDH5+Jn5kofw0UOysbzWno0Yi5Iz7sGkXn7NVaU4BvyYqLeVjCF30lxVSprDwd7akBzIXuTUJA1sLXr47h/c/HaQkbw0DXdV+HlosJHbNga4qdzfWUrdWR6+MUy7X83SqKiofD7OcZpIN/nRe6OEw5akr9HrfV/yWamonL10D4Ybj34iC2Ul02dxjp5Fy85lWAsH0b5/bcoqtJ7lyvF1GqBo62qrWoLVak0sg7Y70aefw7lTpTJob80eWl9/EeeYn3cpPW96DM/B7Yghf2KComgmTRsXIEb8aIxWRAHyZ/wFoTNBkTv5ETzvv0bztqcQ9CaFOnXcfslaOEhRJp7sc+rMtpMqLa+vr1P0ZHtrdmP+1wZWX29gQIGZvbVRbt3oJxITyUvTqKrQKqcNNRA+SxHDkuy+oNXR+vqLCEI6WdckTsyuzYuJ9tiZjPcGH33mHrLH/QJT777UL7urc5dwU8Lk56oqRZdxLr6P95Mz6deKjCqiSPa4X+CqKk3Zc9Lw0lxJaVogoaQnnoGO96H0FLSKl19bCwfJYg4Jmd2KhYiREGk/nJgk67sQ47nfAyBQe5CcCXMx9e7LsWfvxTn6/m7/n5XUZkCyg5J2QFt3P8uU9X65z3n893QJge2U9X7SjQI3XqJn9o4geg0sHGGil02gMFvD+O/pGL/WjzsEaQ4H7rCWLGdXP7GKioqKiorKV08qCyVf63GFPou3Zg/tf11LuLmOY8/eS9hVR9aYWUnXKraLh0jVbe2NUrZVZ0hIVsSFT10bS/BtegyMViLtDegcuUT9HdivvFZ+b2vhIEKu2q7sbqeYVcbgO3BtXpw0QRELeil4YINURXigktrFE9Bn5WMq6Ivv4zeJBTxJW83ibWghVy2edzYTC/pwZPXCX7mQjLFda0b39jJGjryW6u1lJ+zHzrB4MHiPAZDpzFasIcOvP8O68XpF69mL480Uv+Sj4JxePHjfLWpZtMppQQ2Ez1Iczm67jbEoEXfykuGotwV9Vr5igtFn5dG2bw3R9q5joh1NpPefgvutisQ+284dxOzxv0rq62vMKyRj4K0JQW5T5SLsVxWT3n8KdaU3Yv/+ODzvbpOCc08LuvReOAb8GK01QypTTmHcHrdXCtbXoHXkIMaiclmQ1pYpZWy3LpFEuYJeOeurz8zH1ncUnoPbaX19lUIcLNX/u79vpO049iulHWFr4SC01gxcWx5nQkWMjrY2cjMsuAMhbtng55hb5NsZAotGGPmwOcbT/wjREQSHEf7VFGXua2FKhpq4rlDHgr1hCuZUStfxyEGir/3h9HwpVFRUVFRUVD4Tn6ZqnMp3OLTpUXlN5a3Zk1DJ1lS5iHDLUdIH3iorOescuQhaHZkjppE5YhpiNELt4ok4vl9M9MA6GtfOlbRT+t2CtXBIZ+mxD43FQXY37ZKWrYsJHHyVQO/L5Me8/3oNYiK69F6dYql6Wnb+CW1adtIEhT4rH9+H+yRLyU7P4HhrncZoIWfSb2hYOy/FeqyO2EE32eO7qg8DVUvwb3+SxlaXooT8oksu58XO0nLned/ilp/cT99BY+RWjpxoLXqivPTqO3h8ASLd1pAd7R0MKLAr3n9AgRZvCA5UvIy7w/0FfjNUvkmcEYHwe++9x+OPP86qVau+6lM5a5h6z/089dTjpBfNIuppSakCiNZAxN0s2QkZLVgvGoT5gn64365UlO5obZkcWzFdzjR3x5hXSCzgTVH6HCRYXyNnTeM2SoJGh82owb1/LbEDayGmR595HpnDf0L7/rVEPS3EAm6atyxBMFowFVxKsO79bjuTl6Kt/QftzY3YjTraXn8Rz792E/N70VodiJEQuvRexII+BI1WDva7Z33jmHtfRmP5fARdV2l2d3umVFZNgt6I5/1d+D56E+ulw/DVVJMx+C4sffrTvngCWp2OXnaBBq/Irlstkgr0P8Os/meY8hssiizx5bkaplyqZ/fhCI6sbMU1rGtqRB9qOK3fjy8CwduBPuT/qk/jS0edn1S+juj1PrmE+kTzz9nyd3+2nKfKmUGqbC90lUSnslCK+D24O7Od7X9NtGbMHjubxg3zyZkwj3Nu/4NcAp0x+A55nGB9DVqzHdM/X2bNjfH1goebKp7GC2itWWhM1oTEROboB3BtLJEtIsWY1FqltaYnin0GfQkJCldVKRkDb02wlPR/vB+tOU2uLEy1LtKaLAkiYOlFs2DvCv7yymuKa9V30BiWXXsd53RWvW2vLOeRn1zDf2qPkut0YBBE6po6SDNqMF0+Cb2zt7xxYDOQtPXMavh8v3cVlZ585YHwM888Q0VFBWZzouWDSmq6964IOiNi0IerqhRnt13Jxo2PoTGaye5WstJUsZBY0A/REDGdkYZXHoJICI01HeeYn9OyY1nSyU9jknpVot5W2vevJdxcj9aaAVoDDS/NlbK7/aeQOXyadAPQxUuI7bJVUuNrz5A5fBqOftcT2b+K9uZGbEaBaMGlhBsPkz3+VxjzCmnftxrTP19hzUSTfPyU9S/T7teiMdkUk31T5SKadywja8Q0Gjf9HiJBheCVXFId9pP2PzfIiohpP7pOvkF0/3/3m0jmyHvR2Z00VS6i42/rseljNFcuIrB9MQIaIj43z0wyM3yVTxbNKnkjuUXSxLU+5r0WYMU7YXRDpiuube/zC9BecOYL2GjNFrT+b1aPoTo/qZzp9LRMCqNN2QscF8qK/6v31sGnzD1ny9/92XKeKmcGqbK93VWNU1ko5eadz8233cOfX1hOuDmFNWPQL+mvtDegTctGDIfQWjMQo5HO7GslVtHHmhstivXC6uII49Y9iVewEQsmT0BEAz6yxsxCZ3fiqiol5mtPaO+yXjwU94EKoh2uLvGrThEta+EgXJsfT2iZi48P4Og3OaG0u61qCdFA8sq92qOHFY8pVez9bHilgucfncdzRVDfYWTe7nZWjjMzoMAmrRErKvB+eyhWArQjEhUFbt/k5/lxXa1nt2/y47Aps8QqKp+XrzwQLigooKysjDlz5nzVp3LWEVc/rN61hSWLH8ZaOFhhqI4YIXvsPOVOZfEcmreVce7UpXLAR0zEee3PMfXui+P/JU5+rqpSjPmX0LihRPLp7REwpl99ixQwViwkFvKTZtaxZoIyGFw9DiZUaGnd9SeyDUHZi3dvbZQp5X8ncOl18nkKH1ezZqIpIZgsfslHwGCWlRm777wGjx5Co9PhHPcLRZDsqnwcXXovBL0F99uViEG/fFPQ2rM6laib0JjT5B4bXXovMgbdLme57X1HYDqo9ECeUu5n6hVS/0p30axUStIdISj7ewi/YCbTmoUYjUglTTvLmL9oLl7rt76kb82pEzOb8Wu+mIzLmXprU+cnlTOJlkjyx89xmsi16vAF7WDN59NskvTeOsLWfMLWfEIkWi1154v8uz+dfFHneabOTSqfj1TZ3u6qxieyUIqvv6beWpw0WHY4exEIR8iaPF8uPZb9gq0OcibMo3Ht3KTrBU8wisZuQGvISS5Eld6L1t3PIWh1GHp9F//Hf1MEp96aPXhrqsmZ+GtFEDts8HC27ajC3PsyNEalEJc+Kw8xEpYfi69/4mKquXnnY9QKRFOIgGmMFqp3bWHwsDFJVezLHvs9zxVJ67lL/ujh+XHmhA2ACeuqKL9BCo4f2hPk6b+HuLvSz+E2kfPTBfxRHY/MnPY5f/MqKkq+8kB41KhR1NfXf+bXazQa7PaTvzVptdpTOu7L5lTOc+z4G/n3h/9i87ZKnNd2+b81vDQ3ee9re4McSMYtjuKvk0ucd3SWOBvMiCE/EZ0RQatL2HV0jp5F08YFxII+dI5cYkEvbo9PYTMEncFgeztWvcjq65Q7oGsmmpi4tRo6bZt62hTFj/eGBXKumaFQLowLaHne30XOxF8n9ewzX9gPz8HtCd541kuGdVkzbV1C5rC7cW1ezLlTl8oKitAZmE/qkeXt5hc892ojN77iw24UEEWSyvw7jNAWgJ+XLOTPy0upq/sPOfnf5p5Zv+Kcy8fz1hHxpH7nXwWCICKKxi9k7Gszv5BhPzcnMz+d6twEX+/56cvmbDhHOPnzbAxEMOvhgvMzkj5vt0vlhwZt8mjZotMAILQfBrMFkz0NXySGzxuipi71UuCL/Ls/nXxR53mmzk0qn494trd7lZvOkYs9wym/pnvlXW39YXk9VPrEfA69/y7TZ849YbD8zNLFXZolWflkjbxXUnjuLEl2ZGWzt9aTUP5rM+oQLh6K+61NNFUsJLt4DhG3i/Z9a4i0HUfryMF22Sjcb28lUHswwZGjff9a+T2gq3x5384yYkEfzdvKiAW8iipCqWVus6I6Tspgh0jLzGbFixUUD+tL5uj7E7yGm6tKsV1xrSKb3lPF/sMjjQz4sbSuS5UwcAdF+VrMHyrNZ398KwrEMNiyeeSO21SBLJXTzlceCJ8ssVgMt/vkm+TtdvspHfdlc6rnOfXeOXy3z8UKzzutKXnfsD4rT/45blvU83ViNAyA1uIgfdR9WAsHcWRhcUoFwqzRs2jftwaiEawpejvSHA462tqSToDtzY04On9OdXNwZGUrlKQB2t74M4iAKBJxuxLOLdxSDx/vJzuJsX3jhhI63nxZCuDDQQB0jlza9q3B//F+ObMeaW5MKtrQ3S/YpBN4ZqyyhCcu83/bRj+Gzo/8zCP3c/U11zPt+Y3ysbZI9Kz4btq+0L+hvE9/yRnOqc5N8PWfn75MzoZzhJM/T39ECoL9fj+51sRbt9sd7vxf4nMWoxs/YCCKvrN82KvxcrjFzMeHvWSeYCXwxf7dnz6+uPM8++cmlURuvu0eyp58lKhWr6xyq1zE0tISps+cC0jB8KH33+XV1lac3YK/VysXAciv+8uqZ6QN7m5iUYtLHgSg4H83IGh1eGv2KERKdf1u4aaKp1ldHOmyVKyIobliIp6aasRwkMyR99Lw8m/RGK1KN48tS0CMkTNxHhG3SxHApirXbnAdJ63fDXhrqtGl98Jy0UBFFaEu4xzCrjqFGKlWjHL3dKkiKue8b4HdSczbJiVLWqTj0gfeiqVPf+oWv5zyevfpncve2o6EKro4e2ujXOTUKI757SAjj+71cPz1LUnHXL9jNwtWrqO+vo68vHx+dccNTFIDZZWT5KwLhFVS09MofmlpCdsqFyb0CMcn5LgXnNaRI5dDJ/PUjZcYx/uEE8QT0nJo3/sXuZy6fd9qpqxXlhLftClCRwCsxuQToNWgofX1Vfg/2k+4uZEp6wXl8RUxdFffAnQpF7bueT6hTFvQaOWsdjzoT93D46P3LyT15sCRg5KaddCXkD32bpiXPLA3wu7DEUreCPL8eGXG+PlxUim33SAQjYm8dF038azydSwDpv1s3un9AqioqHztSRYEfxq+oB2L8cwPZlVODlXI79QZPGwMK5Y/iWl4D9vJsbOpWv8Q+/ZV09HcQM5538LlasA5fm7C617dKAXMg4eNYez4G+WNmOpdW7j5hhEACEYLbfvWkDHwliT+whqaohaKX2rBGwKrAfzGTDKcvXEWzZREPjVaNHpjopvHGMkeU24p02jlMmbBYEouAGq00PHmywgmO0TDdOxfhy69F1mj70dnd9JWtYTRYyZy4MDfaDz6Cc50h0JJO5791qX3InPENMX4gSMHU3oEA8z62T3cWbKQ50ZH+EV/Q0L/74/LA9x5hXJu21sbpU9edtLx1u/YzeynXsQ6cqYsdjb7KalaUA2Gv97EYjF+97vf8eGHH2IwGJg/fz69e/eWn6+oqGDlypVoNOF9W5cAACAASURBVBomTZrETTfddMLx1ED4a8z0mXM5Wv8JBzt7YnXpvcgYcqcssBBy1eJ+twqN3kTE3ST1zkbD5F7/UGL2tHw+sYCXph6BtauqFGJRssb8nKi3lf8+/zPCzfV4zGkUv9SBNyRiNYA3qkcUw3hiMaaUBzqFsLqC3FDG+UQOviqP3b5vNePWrccTiJKWno7+6ruwFkqTm6TobEpapt28rQxLn/4Kj+KWHUtTeByb5Q0BY16hpL5tMCVkjwNXXpcQ2N++0c/Nl+qZURWgpil5mY8vDHqNyPobEkvBJ7z8ihoIq6ioqKicEqqQ3+eno7kBR49N8ojbhaA3Yxo+A0fnOieaos0sGvAxduil5Oadz9R7ZvI//Ycp1Kgd3ZIJIAlSZY2+n+aqUiyFg/HWVGO9ZERnP+9MRamxY8CPEcN+Wnb+KaVrR9TTIq9hrIWDsPTpT+3iCWgMVrmkWmFneeW16DPPk5Id3fVUKhZCOMg1o8fLGe441bu2MPXWYtliavDVg9n7xq6E8Xt6BPdkUvEoAO77w3I+PNJAps3EhHUBOgIx0s1aLr+kL3+p+YBh53dlx+/cEuPB+25LOt6CleuwjlSWfzNyJgtWLlcD4a85O3fuJBQKsXbtWt59910ee+wxli5dKj+/cOFCNm/ejMViYcyYMYwZMwaHw5FyvDMiEM7Ly2PdunVf9Wmc9XT3xEvLyiXk9xIIhQGR3BtLFIGgs2gmDa88hMZgxjn6fsWE6P1gr6JcJu1H1yGG/RT874ZOwYf5iEE/gtGM/cqxdLz5stS/0i0rLE+uQhTj8Lux2p2SMFc0SoOnhYlbbbQ3N+HIyib67R8Qqdmj8ClOH3grgd6X4934KO4wZHcTmGqqXIgYChB1N9H+7J3yOLof/ZhI23FqH58gn5ulT39clY8nKGq7qkoRQ37a96+VM+OC3oQYSrSP0meeRyAiKkQb2gIimz+OUNsuYjcmLwW/yKlJGSR3+FOo3qiccajzk4qKypmGKuT3+empCu2t2UPLzuWIIR8tO5fJzhO6FAJRuvReCFo9DJjKkicfY3ogoFCj9tbsoX3/WmK+NtwHKkGjQ2d3yhv02eN/RcvOZQn9vFlFM2neVoY2LQfEGDpjCoEqSxrNrz4tV+wZ8y9BMFiwXjoM7/u7pCo3TwuC3oigN2FwFkj9wz2SCNnFc2jcUMLOnVVcdMnlgNQX3XD0MBqjBdsV15J/4xME62uo3l7G9OkPyK+Jt+LFy8FPxKTiUUwqHsX6ildZULKQ58abugW9HzBs0DDu2/0PPqxvok9eJnPvmcR1gwqhh72b4O2gvr42udhZfe0Za0f5dbR4EyJBdK4jX+p7HjhwgKuvvhqAyy+/nPfff1/xfJ8+fXC73eh0OkRRRBCEE453RgTCKp+fZJ547spF2L9fRMebLyfdTRQETUK5je2yUQmlwa6tS9DashC0OjIG3iL58m4oQaM343nvVXSOXNr3rcHSTbVamyaVs4hBDy07l2E8pw/O0bNwbXkCwWjFOPx+CjpvFJ7XX0xpExALeEjrd0NnP4ok3qUxpSHo/ej2Ps26cbpO+X0PN216GkFnwP6D8bjf2oTv0Ot0vPkyGpM1QVHbWji4swy7XiqL3roEjclKTCDhhhPet5INk7uyumv+GebBXQGeK5YyxA/tCXJTuZ/VE7syxndV+LnpUj1H3aHkZdVmnfx7+8uqZ2jo7C3qXoakoqKioqKSjC9LaPTL5ssUu5t6z0we+/3vcF47W24Ly5kwV5GZBXD0n5KQAY1nbZu3PimtF0bM4C+rnpHVqL01e2h7/UWlA8cWSTwrZ8JcYkFfZ5tXfXJR07bjaO1ZODur7RLcPDYvRoxGyJk4T5H11Zjs+GqqsVzwP/j+7x/k3liiOOdIR2PS9xNDPiJaB0889msM9nTSr7mfgm7HGZwFUtvZSOlzvrR+F2PH35hwTRsDETLTDZjNZsxm0ITNpPUoWigtW85zowVFpdxzYyL8tPrvvLO2DADtBQUpf28ajYbe5/fGn2RzoPf5vbH17fPZvwRfIhqNBm0s9ukvPJswmdBc+L3TPmxLSwtTp06Vf548eTKTJ08GwOPxYLN1CepqtVoikQg6nfR9uuCCC5g0aRJms5kRI0aQlpZ2wvdSA+GvCck88bLHzqZl57KUxuhiODH76f8oUVjKOXqWVALdSby/NhryIeiMxICYrx1vTbUy67p1iex111QpZZqjnhbsV4yWVQfjZvQtO5P7F+vSe5Ex8BYyBkr9wYEjB2ksn4/dpGP1ODHBoqn4JT8d/9gIkRCxkJ/cyfOJuF20Vq9MUDm0FA4m8laFpKAY9JE18l5clY/TuOn3aAQwR9rxhqRz6S6WVfJGUCH9H1c3HL/WhycEFzk13HSpnlXvhdEAU9b7e1gvBRgw6oakmxdLlz4JoAbDKioqKiqnjc8j5vdl8mWK3f1P/2GMGvYm2zaWIEaj5Ez6TUJmtmXnMjKHT0MMd/kCxwWitNYMWXzUmFdIXd1/SMvKJVhfQ/t+aW2j7Ot9gKYN82lc/xCCziDrmCRv3TIRdTdLSYtOF4v4Zr6gMyDGRIiFFJnreBub8dw+eN5/rbO0uuv5rKKZNG1ckEJENZ/M4dNo3FBC+jX3J70O8Tayurr/4Ha7U9q55fUykaYJ09ymw2LMJdjNzm39K5UcqT/O8FXSWmnu1UamXKpnQIGWD+pdhPKchNES0uSk/L2ZzWZm/+Jn/GLuIhjepdbt3VnGb0pm4zrBsV8lZrMZv//0ZoR7ndbRzhwyMzMpLy9P+pzNZsPr9co/x2IxOQj+4IMPqK6uZteuXVgsFmbPnk1VVRVFRUUp30sNhL8mpPLECzfX47z2gcTdxMqFCAZzYvazJbmwVLSjSf45LroAIIZ85M98ibo/3JRQ3uMcPUuehDV6M553qxCMFgznXIhgtMqeesa8wqTm7U0VC8kYcmfCuYghP+4wKSyWRLT2NGJBH7FwUL5xye8X8qHPzMdSOBjPwe2I4QCCVo8Y9KG1ZoDWgCBGyDaEuesqAxs/iHCkPabI6iaT/pfUDUNY9NLzfBDhseGShdKq90IUv+TDGwK7ScvV19zAtJ/NY+qtxQmbF4ycobAgUFFRUVFRUflimD5zLhddcjmLSx5MuvYJN9fh3l5G0eiJVL9RLfsCd9chAWldlHPet/D7PLi2LiHqdiWvcgv50dszIeijqWIhtstGJbRuNVUuwn5VMf6P9tO+bzXCx9VyC1jwuz8keOxDcnps7ANY+vRHDPkJNX2iyBR3fz4W8CoUprt/jniSI/l1qFd8zngQ/N085TpM0OsTrnHcq3zDKxUsnPcbKm60KKrnAHrZBPr0ziGMlkbtudR8lLqc1WCM0avvOO76qcCaZ5+irv4w2Xnnc9dP59CrbzF//Sj17/urxGCMEQqeuEz3ZJn4P6d1uLOCK6+8kt27dzN69GjeffddLrzwQvk5u92OyWTCaDSi1WrJzMyko6PjhOOpgfDXhJ69LtClmpzMGN2gAf1VYxOCz2TBcbC+Bp0jFzEaoW3fGtxvV0o9wgYzgl5SJxRD/pQ3kbbXX0Sfcz6xgJtYwEvLjmWIoojt4iF4D1UTrK/p8i/euYywq66z90bqp+lOsL4GjclKms2SwmIpB+Pw+2neVkbU10YsHCDtf67vLIOWSqvDLXXwMWQOnYq1cJCUZV7/sKSordFgN+m569Iwq/8Z5tliM/UdMW542YfDJHC4TSTtBD3BLl+MXKvAIVeMkjckS6a8NA29HRrKikxM3Z0ui2Sl2ryoO/rJqX4NVFRUVFRUVE6CwcPG8OcXlidf+5hssgjU3jd20bj+EWkDvZsOSeDIQdw7ypg+7X6eWPBLMkffT+uuP50w8xrYWUZ7qwv325sRgz6aNi4gFvSiMVqxXTGGjIG3EP7vh5gOxoU6pRawKev/RqDv9UkztlprRlLBT8XzehOIosLfOH3grfJaKJU7iD4zj8CRgzRVLMRqMrBp5UL27/8rx4/8h169v81PfnY/o8ZOAJTK9r5gVzVd6e+f4LkiFJV8zxabubvST0xr5Je/mSoFwbU6PG5/Sls3u06H2+9n+MARDB84Qvnkac64nk7i563y+RgxYgT79u3jxhtvRBRFFixYQGVlJT6fTy6hvummm9Dr9RQUFDBhwoQTjqcGwl8Tkpm6N1UuwtZ3JGI0gtaagVaMMHPuYwweNobiYX3J7j8Fg7Ogq3f2/7N35uFRlWf//5zZ16yTBNlRkZIqKr4tLz92BZQtEKTFoFhfwQoqVUqlSsCVoA3SoLSCVaxbiYAQSNhkX0tbq1jUoNKKEEQymSyTyezL+f1xMic5ZEJFQEDP57q8Lsk5c+aZOXM957mf+76/37T2iEF/C7N017oFRAMNsgiVGPKjT++A+apGA/b1C9Da0lop77Ggz+xC8MRnZIyZpRhbw4cbQWuQe28s3fqgtaZS+XY+bScvxvfZvhaBurOkAEGro87VusWSsX02EXcliCKGy7opep7r9hXTcHAz5q69cf91Oa51zyEYLIiRsCSWFQlQ7w6w5lOBpTlS+XPxR2Es+iaf4EQ9wXmr/Di9UpA8uaeexwcYZT/hQFhk4S3SuV8e/1r+flrbvDidBYGKioqKigqoQn5nS3OBUXuqg+DGIlKGNWVKPZsX8eCvpY1rqY3pIVLia5G1z9JwcDP1+1cg6I2AyIKCR9CZbYRrviJtyFSFLaV7XzGRupNozHb8G5/F467HZhDwxrQIZjsao5VY0IcYjRDzezj+4l2YQzUUj1daMxbfambshp3QmImGpqRDVdn8hIKf8eOuDUWk3/IA1uwBeMt3UbvrNdIGT8HYPlsKctf+DkFroPLtfHQpbUjukye5jJTNJ+qto3rTIlIH3U245ivWlpbhGPUwHcZJ38dz8wpINmoZnTu21e/78Jdf0XdCy0q+L2pFXnlhOsNv/z+O1Jhp8NSe1ttc5YeNRqPhqaeeUvztiiuukP8/Ly+PvLy8b3w99af2PSFeShtX8UtKz0IbCeB5v1SaqA0mTI0lKzu3rUdjNFO3rxj/4f2ygJS5a28i/3S2MEtPHXQ3YixK7Y5XW4hF2HuOxPvxNmLBhhblNq4NRYiRMMGKjxWK0PH+5ao188gYMwtnSYEUbHtrETRa7EYNFQvGkJyeifmKnzQG6hWgMaAxmuUxuPctI2f5O3hDMZLTM9H1m4g1exCBowfRJWcBEDr5OZm5s2UFR//h/cS8dXg+KMPecxSX9XlBDrAzcmZSs3UJlkg9h1x1cvnzqT7B8Z7gW1f4cAchyQj3/8QgB7+TSv38OENL3jV6JvbQ88f3QtxR4mfODgFHapOEe6LNi/9mQaCioqKioqJydiTS6AiUFRLYughno39wXAk5URuT/bphNBzcrBCjqiqbj76ttPlu6zGU5L63U7nyCTRGCxk5M4l6qtDt/SPLRuvo29HetIkeEUi/RZnEEAQN3lBi1wl3tZPmZjCS64WZWCiIoDfKG+xx1epwdYW00e9vQGtNbUqORMM0bPo9lXXVaCzJCDoDjhFNa7iq0kJsJgNWox7zqCbnkRNL78NxStaZwdP4/XO/P20g3LVzO57c5WTNpxEOuWJ0d2gY8yMdP+qSxc/G3IS31VeqqJw/1ED4e8TAm0bIAfHi5wvYtKkUMeyTs7feT7az4NnHEHQ6xFishTq0s6QAkPoXov56tEkZhF0V1GxZLKkTJhCScK17DnOoBm8YLJowzpWPS5NsciYp/SZSvb6IWDTciiK0F1OnHmTm5lOzdQmpg+5Cu6OomcdwAxNKt6HpnkNDyE8s4FWoXMsWSyUFGAc/JO9qujYUSYqMl11FxH0SYysKjs2VEMVQU69yzaY/YDc0lT+frie4u0MqeT611GfaxgAAyz4Ks/rnlmZCWfXk3HgNme27cMcv7mXq1If4y5svU9GoGv1NLAhUVFRUVFRUvj2JBEZTR82Eva/w1raDinMTtTHFhUWj3lq+fu1XhKuPo0vOwn/kAHpHBzzvlyGG/Ah6k7xucS+9mxWjdS0yvLmlhhaJgsq380lxZCZsAbMZtQSOHlSsZdJvvl+qqFv5JM6Sp7EbNHg8XpJSUtAPfwitPYOqskLq1xcSaKgns11npj30KKPG3EbZmrdZuOApHKe4iGTkSN+H86svSWn2+VtTuq5Y8Z/Tfuc/7T+Ype+8rqimm7DaT87YXmdy61RUzilqIHyJ07y0J26/A/Du1k1knGIDYP3xjXg+WIfWnEQs5EejN1G5fDb69PaYOvZAY7TgGD5dthGwNhq+O4Y9SOXy2S0mvqinCodYS3Ez4YMJpTHcGTcQOPYR1RuKEIwWxEgksQeeyQo0CTFE9r/JirHKoHJZToSct1cSjRogGmpV9t+18XmibieC3ojGZMPecyQNB9ajT+vQqoJjcyXE+HnW7AGEd7/EAz2istpzd4em1Z7gREFy345auUd4wjV6pm0MyLufk6/X8cdDKdB3MosXL2Tq1Id4e9W2S0LNU0VF5dImhJbmUjZfuwIXbCwqKhcS51dfkuZxcWLpfXJVXFKvcdQ0anTs3LaelxcvwOPxIIoix1/8BbFwCEEAMRRAMJio27+CaN3Xyvat1QVEar5CDAfQ2tKJNlTL6xZ3dVVCkc96t5sUaJbBPY5gMCF2HciE0lKW5UQUrhMNUSMNq55CDAcRDCZsV98kbehHIxANkmkSKM41N2adQ0woXUyk3/1kjJqJc/Vcfj3rGcWG+6GPPyQaSCySFfcJbr6Ga03pul2nKzgd/9i9lWVjlaXey8aauX/P37/VPVRROReogfAlTGv2O3oNLcpW0oc9KIlUBX1Egj4EgwUMkrmbGAnT8MkO7D1HYurUQyp7aVR8jitBJ5r4wvv+zIpbzS0C19Er3iMz92lFmU/cO6/536zZAwFpAtXa0nC7nAqbIogrQUPW+MdxlhS0IuLQgbQhU2Tlw/gDoX7/CmzXj6CqbD4xX91plRDNV/WWe6Pr6z08PsDGvD0hcpf7qA/C7av9/OWUXcxJ1+vh00irQXJ5VQxfWBLcaq6Q6K5z0rGZQnQiLz4VFRWVc4kvaMdi9OC1dqYuEKX8c+G0gjQqKt9n7KkO6va82aKdy57qYOe29Sxa+AxRrZ7MW+co9EWaV9FVlc3H2LZbU1bYVYHGmiKfc+KVqehS2sjrluT0jIQZ3qTk5BZVa3X7ivEc3Aw9chi7YSfuaidWgwZvzCCPKT5m76E9GNt1R2tNxWaUtFNOXZeN3fAmlrv+hBjys3jxQg59/CHvv/93Kr86gqA3K8YZJ3i8HK3Jyg039GLn5kVyG5e5a29cZfOx9hgqCZHWVKAxWsi7bfxpv/PWeoQ/+7LyHN5ZFZUzQ3OhB6Dy7Wle2iNodVLfytBpuF0nEwd9NRUIBhNo9WhMFtJvmUbHGauxdO8PQP3+FdLuqKuihdF73N4ocPQgYjRC4OhB6uvqEmZDG4JRxZgyRj0MsSjO1XM59lyu7HOXeuNkAkcPUvnOk4ixKEkpKew9FlVcT1KCzpA+W8+RVJXNV4yhqmw+4eoKqjctkoNgiFs8mWn4cBPWbn3QGCUlxOY0V0Js+Ne7WLr2ljLEepG9x6JkZ2ioD0J2hoaTDSK3rvBhKvAwbWOAygaRP74Xorwqxu2r/ew4EiEcFdlxJMLtq/2UV8WwG5EFt/RaQS6btps0nFh6H5XLZ+Os/Jotm9ac09+FioqKSiJ8QTtHasz/VZVVReX7jqDR4hg+XbFWcQyfjqDR8tbrLxHTmxXH/Yf3y2rMzdc2gWMfUbf7DdIGT0Gf3kFxTsRdSXKfPHntpOt1OxPWRhTrhbzVfup9Qer2vCVXrQlaHan9J2LrMRTPgQ3UVVeBwYIXi9yi1nzMGqOFuj1vSUFxUGylr7hKtr7UdevPu1s3Qd/JdJxRghj2K8Ypr69KC7FcN5yde3YysN9A2PsKFQvGYqx4j+t7XI33o82kDZlCxxklZIzJp3jFan5y7bWsLUns/9q1c7uEa7wko8DKNdvO161WUTkt6mPwEiZR30rE40IwJrZAktWRNRp5gveW78JXvrNFtrZuX7EiC3yqBZPe0QGrIbGNUHK60szc2D4bMRIia/xcaWK96v8RPP4xxxaMRTBYELTaxl6baiaU/lFRBhRXggZI6ZNH/f4VUhl0fRWCzkDa0PsIff053s/2yiIQTUJeo/B+tJXUGycjGK0t1LCrygqJed04Vz+NGI5g/VFf0m++D2/5DvJW/57J1+v5yhNS9AAXfxRmzg6pnDAak4Sy7r5eLwtndXdoWDBU8g/WPlWf8IHkCcTIHDNFHkfRwmeZGgiovcEqKirnjUqvZPz5tSugBsEqP3jcrpP4momCJvcej6VbH5zVldQDIigSCq31xYpBH+m5+Zg69SBcozxHn94end1BSv875fYtrSWJMWtFPPX12IxaIh16ofn630TqWiYw9GntEKNRQEBrTk54TnOXDG1SRqvrsqTkZKpKCxGDPjwfrCMzN1/OZAs6ozzOuIuILjkLURRJ7T+RQKdr2bz2GR789WwG3jSCmgg8cs8YHCOVlYcZOTOp3rSIOY9Lir6nCmdNmTGLCb99gGWyDoxUJXf/T/Q8V/Qqw2+f9G1vp4rKt+a0GeFAIMDevXvZtm0b1dXVLY4Hg0Heeeed8zY4FSU7t61n8p055NzUQ1IxTHW0yHK69xVj7zmq5c5eWSHGy65C0OkRw8GmnpVmvbPNdzk9H6yTyl+aXUdrTSUW8pM+YjptJ72IVzQm2N0MIHYdKI/HW74D9yt3IYgxglsXYr92KN5PthNxOxF0BohFZA9ia/YgIv3uZ+wGG8aCBnLe9hHpdz/W7EFAUwl1u3teImv8XBA06OwO0oZMIeZ1U7NlCccWjKVm6xJS+t9JSp88og01HHsuF88H69A7OlG9aZGUlS6Zi63HzXT8TQmZY+egsVhxlhQQOHoQS7d+uP0ib38cxh2AvFVSxvfNf4V4ZFuAl0eZCc6286teBgDm7QnhD0OmVWDRMBPjsnXsOBKRBbeas/eYlPlWZPGHSCXSKmeGOj+p/FCoiZzd6+NB8OEjtRj8ahB8vlHnpoubndvWo7WmNGYzV5M2eAp1u9+gbl8xme06k9muM7rkLMX6Kp4YaI6UYDDJgpwao4VjC3I5sfQ+arYsIeZvoPLtfOr2vEVK39sxd+1FLBqmvt6DxurAp0vBf/jvoNWitaYqru8t30XdnjfJvHUOHWesJv2WaWgsydTtK1acc+KVqSCKaKzJOIY/hGnI9JbrslV+6j1eYj43+vQOUoucxyVnstOG3odrQxFaayqX3fUCWePnIsYiaHSSooCxfTaRQAOLFy9k57b1AJw89kWrQbmtUUH6VHJyb6XSG2PaxoBcXVdwo4nHBxj57Kjz7G+sisq3oNXH4X/+8x/uueceamtrAYhEItx777088MAD8jkej4c5c+Ywbty48z/SHziJ+oGDG4sIlBWSOqrJ0ihSd5KUBP7AMa+bqLkaMeRDY02RM72n2+X0HdpN1O3EuXouYsiPxmRFFLTo7A4AbNcMofKT7eSWGqh312EzStlOzcHNmDpdJ1sFrJCtAhqYUFqKOxxAm5SBY/h0SayrUahKyjwPguxBGI8exFkyF6s1Xc7yutYvAEHg2IKxaG1poNHKlk36dKlPuHkWPHD0oBQ4T1kqZ4lT+t9J9eYXyWzcwY2LU8R8bgS9mcqVT0I0hAAcut+GXitQ/FGYaRsDHHXHKL3NInsLL/soTMn4JqGw297xcfdaP0fdIklmHZdf87/ctf5fvDaimdDFKj/6gfe2+L4rGgU6VL4Z6vyk8kPjyvZSb53FeObCel2McKTGfK6HpJIAdW66OFn8fAGbN68j4m9AMJjJHDu7hY5K1ZoC7pnxGACLFj6jsIQ0d+3doqrMtaEI0FC19lnCziNkjJmlqKyz9RhKSp882YpI0OowdeyB/8gBxFhEYUdZtfZ3uNYtwDFyhtQjvOctuXIvPsaMnJk4S+Zi7nStLGrqGD6dmi1LFOsfr0ZDbulS6uvqsNutNMTsZP7sEcXY4naY8dcIGq2i4i+l30SqNywEGtvI0jtgHzyFt15/icIBI0jOSNxTrE9vf1oF6au6tGdR3xpFxnrHkQjdOmUmPF9F5XzTakZ47ty59OrVi3/84x/885//ZNasWSxdupQZM2YQi8W+yzGqkLgfOGXYdMxms9y3wd5XSHa0kdWP2056kU4zS0kbMgXBaCHsqkBrTUeMRXGtX0Dg6EH0aYl3ObW2NFL63YEuOZPMsbPp+JsSMsbMgkgYZ0kBRwtHST0vqW2p94UQRYEG0YSx03UggnPVUwS2FLGs0Sog3iO7LEeDzSjIE7w+vT3mq3onzGCLQT/OkgK5rzgWCeMY8Ws6zliNoNWTOeZRUgfcJfsMt+wfLiTaUMPxP9yB7/O/kj7sQao3LYJYlMrlszm+ZBI1W/9E2uApOIY/RJLFgBANkmQUAch8zoPmyXoK9gTJ72fEG0LhLXxq/+/b4yxoNZDsyMQ0+ik+++Io1/QbzeQdKZgKGpi8I4WA0YHWntHi+85s1/k7+R19X1DnJ5UfGoK+Se/ZQPSM/lP57lDnpouPxc8X8O7WTaSPfpSOv5F6YhNaOgZ9sg3l4MHDEP0NOFc9xbHncgke3ETMVy+vSarWzMNyZS8yx+YTOPqvhJV1/sP7m/6dMxMxHMBy1f9DEDRyECofH/1bxFhUvn5rZdBi0I9z9dPUbH5RXkedWpJtzR5E8uTXEAUBvzGdjNGPtBibGA6c8poBtJ28GASBtpNeRGd3IOiNOFfPpXrj8yT3Ho+xfTbOr77kr9vX4/P5cG0oatFTHAv6qNtXTLtOV/D4rEfoeWV7rmybRc8r2/P4rEeYMmMWd29AkbGetCHGb6bffX5/BCoqrdBqRvjgZOy1ygAAIABJREFUwYM8/vjj6Bsfvnl5eVx11VX88pe/5OGHH+a55577zgapkrgf2Ng+G2d1pcLzbue29Sxc+CyOZruWUr/sSDwfrANE7NcNw/vxNpyrnkYMB1rtna3Zshjb9SPkzGn1liWgATHkQ58meRM3HHwXMeRHl9IG8+U34P/Pe/IuZ8WCMfTtqKX4ozAFe4KyhZA3KJLWTISrbvcbWLIHUrNlSaOglxlTxx5kjH5EzgSbr+iF7/O/4my0DIh/fkGrk/uXGz7eLh8XjGbsPUc17caWzSdUfVz29Gu+o+v7fB/WL7axIkdD3452ntwV5I/vhagPQrIJuqYJPLItoOi9Ka+KKWyR8vsZGZet44takfRRE6Vd0qHT+OfeV3jljc2K+7N48UJZfTF4vBzPlkVMnfLQef4Ffb9Q5yeVHyJd0vxnHdjWRFBLo88j6tx08bF58zocox9tZv/TIWE2M6tdF0B6Tu/cs5OMZurMtWWFaMx2xfqheuPziLEYYiiQMGiNu1LE/x0Leqnb82aLIFQ+7nOTPmI61RsWykmKFlovRjOZubMVlpat2Rlp7RmtV/2Fg624cEgCoq4NRaDVEzj2EcbLrsKaPYDA0YNktuvM6rdeInXkTKLeWrn3WZfShtRBd6OzO3CVzadNhyy2vPM6JeNM9O1okiri3nkdgAeffI6pC+Zx+Muv6NalLbMfu5OfjbkJ75nfWhWVs6bVjHBycjJff/214m833HADL774Ilu3bmXWrFnq7uZ5pnlPsNaUWPW4eSYx7ikc9dZRtWYex57LVfTLikEf0YYayRt4xK/p8GAxCGDp2lvahVyQS82WJdh63Iw2ORPb9SPwlu+kZssSarb+CUGrIzN3Nh1nlJA2ZAq+8p3YetyMPr0D6bdMo+GTHYpd0eT0TJ7cFSR/e4BFw0wE8u0sGmYi0yrg3rcMkHYhU/rfie/QbsLVFQh6E/aeo8gcO7tJFXHEDLyfbCcW9IMgACAYTC2+D53dARotgtFCZu5sUvtPVOyAhr7+vMUurGP4dCh/l2U5GgZ10fFOeYRlH4VZ/XMLgXw7q39uYeeXUaIx8IZg7AofuW97aWMTFJ8pf3uAJ3cFSUpOknua47unzRl40wimTn1IkcWf/tAjqlDWGaLOTyoqZ0aWVUfXLqkXehjfe9S56eIj4m9QBIPJvccr9E8CRw/i2byIO34htS299fpL6Lr1p2brEo4tkLK/oYC3xfohfdiDeA/tkq2HmhMvE1b+u4OkTG20tNJvbKZ6QxEaowVdWtuElXL2nqMUlpbxz3Pqua4NRcTCAbS2tFZ7m6tKCwkcPYj3423UvXQHzrdnYfQcw7X+OVIH3EXm6EfQmpMInTxM4OhBassKCQT8VB0/QtWaebjWPYcY9JJ1WwHt7n0Z29U3SuuqUQ/z9ZHPKR5rUlTNFY81sWbZn1myYB5TZsziq6rD7P3Hdn425qZzer9VVM6EVveFR48ezaOPPsr999/PTTfdRFpaGgC9evXihRde4Fe/+hWHDx/+zgb6Q+PUnuC6fcW4yuYrMr2ezYukoOqU8zs22600deyBe/9yXOueQzCaESNR2RsYpJ3RwJcH5J7ZOOZO18o+wlVr5qEx2Um/ZVpCb+JwzXFMnXoghpSG7LreE/nDlt9T8nOlp13xrWZGr1hFoNN1GNtnSyJcYT9JvX9O/d9WktInT/FdxHcvNZZkMnJmEvG4qNn+iqJ/J57JtnYfQMOHGxPvgIYSl0M5AxH6dpT652ZuCWDUweA3fXR3aBjUWUuSSeC10WZFn+/knnrFZ1qaYyZ3hR/9kGnytVsreY6XXsWx2+14PGfe9/dDRp2fVH4onK1Qlsp3izo3XXzozDZF9tOaPYCQ6xjO1XMhHCCzXWemTn1Ifi5XHj+CUF2N1mgBBDQmO2JMJOJxKa4b11NJHnwv1Ruflz2Am/cIyxonG4pAFKlcPlvSN2nWDxw/336DsopNa0+nas08YgEvgsGMGA4T83tkm8uqskIyRs3E0q2P9HlKCqSKvfQOpA64C601FWdJAc61vyNz9G+b/Ik/KEMMB9CY7DhXP02mPsCKW82NWi5RJpT6iBAj4nER9dYhhgO41hQgCFrErv3RhnfiaPysxxbkJl5XBWMJXTN8YVjct4a7H/8NRt1cxo9TkwAqF5ZWA+EHHngAvV7Pyy+/TMeOHenVq5d8bMCAAbzxxhvMmjXrOxnkD5HmPcEAqf0lC6Hqtc8QDXhbTNynnm/q1ANL9sCWBvClhUQ8LlkkKlxdgaAznvI3SWArXC35CccCXmJBX+LSn5oK9OkdABSiVyD1qRxbt6BVr+HAKWJeqf0n4j+8vxXrJzOCRkvl8tlojBbs149QCILpkrNAhMCXB9A0Zs9l4YjyXdTteQtBb0x4bZtJCnBPNoiEY/DGqKag9/bVfu6+Xt8ikJ+2McDcG5WfqT4gktlM3Kv5RoXKuUWdn1R+SMSFslQuftS56eJj6NCRvHtKIsF7cDPDho1m6oP5Lc7X6E0IegPptzS1MLk2FFG741UEjVZeJ+mSsxAMpoTWQzF/A54Pyqj/2wq0SZmI4RAZjcFo8Hg5ztUFknVjKIBgtGDvOVJe55k69cDWYygNB99VCHC51i/Ae2iXbHdZt69YDn4FnYm0oVOxXd20MBGjEUkg1ZxM5conIBpGY00mM3e2fE3fmjkU36pMVizLiZC79mUaRCOZzcrDXRuK8H68DceIXycsM/eW7yCy/03c1U7sxsQ2Tt0dUvXdq8Mj3Fe4gNxxOYSsnTF4K6gLRPnaFTiPvwSVc40QC6MLnrzQwzgrWg2EH330UebMmcN9992X8Pi1115Lfn4+kyapvl/ng0Q9wSl98vD8bSWlzXqCT3e+//MmA3hoUh2sKi1EozdiyR4IIoRrKqjeuAhBb1D0/0YPeqjbV4xgMKO1JLfqTZzcezwAurS2OEskhen4NWwGTWJPu6QkfI3/FqNhtLZ0oKnEp/nOqtSrolPsnro2Po+h/52SjVP5Ltx/XU7Md1La5bSkyH3PzZUVIx5Xiyyya/0CRMzkrfJiM9DigfCXsYmD3kMuZWnb3mNRbEatLNylM9lkzz2Vc486P6n8kGgulKVycaPOTRcf8WB389pniPgb0Jlt3Dx0ZMIgGEBEJOMUxWbH8Ok4Vz1F7a7XFGsIZ0kBVaWFZOTM5LK7XpCr8ZJ6jaX+vTVo7Q4EQYNj9G8V18scm4+z5Bkp0xv0taiEk9ZvM5VjGDED17oFigRJvHoPkB094sTLsdMGT8G56inQmVtc0xmMJkxW1LvrybxtXoLv4OmEZea27AGYD5UqtFYmrPazbKxZ4RlccKNJfo/P3zqBL2jHYvTg1Lal/JhO9Ti/1NCbiF52xYUexVnR6s/t3//+NyNHjmTevHn06dNHcayhoYFnn32WVatWMWDAgPM+yB8ime06Jww8W1MXTnR+uKaiFZGEAJZrb8ZXvpP0YQ8S8bio3flnRea4euPz2HoMxfPBOsSQn6hWn7AU2dTxGizd+lC7+02CJz5T7DRWlRUSC8bIWx2guJmBet4qP56YjYxhU5Q7neW7ZOGr5jL+sVAArckmWS01Gt87hj0oT/61W1/CZtRQL0CS1US9340YDEhlT2KMzFsfS2gRIBhMIGhI6jmC+g/LcNb6Ez4QEgW9doOketj8M3k1dtJ6j8fSrQ8VC8aqQfB5RJ2fVH4I1ETAZpfaNrqk+S/waFS+CercdHEy9cH8hIFvXFvF+dWXZLbrzB2/uBcxHGxVYMrRbD1h6tSDzNx8Klc+LreJ6dPbk9L/Tizd+lC/fwWIYkIF6IjHBWIMrSWZqCh+4/WbpPPStFaKi3I5Rs5osUaLW0Ya22cjRoIg0uKayemZ7D3W0CJZYTVqEpeChwMJy8xjH6xk2XiTfJ0fZ2gRxRA5b/vwhqCtXWD+EBN51+jl9+jauR0gWbt97QqoQbDKBaFVsayVK1eSm5vLvffeyxNPPIHfLz2Et2/fzvDhw9m+fTuFhYUsWbLkOxvsD4k7fnEvns2LWhVz+CbnC3pzQpEEMRzE//l+Wdiq/u/vyJnj5iIQ/s/3IwZ9kopz++5EPTV4V+dT8dwYfGsew5jRmUjtCY4tGEvDgfUtrpExaib69I4ErhlHzvIAxgIPYzfYqIpYyGhUcGwuiFW9+UWOFuZQt+ctokEv9p4jiAV9CBot6bdMUxjfRzwuwtUV1O5YSoYhQElOiGC+jZKcEFmmKFpbKpljZ7d4oDVZBICgN2HqeA2mj97h5o4huZSnOXuPRUkyKKX+80qC1Ed0jFkRxDjXQ26pgejAh8gY/Qh1u9+gbl+xaod0nlHnJ5XvO/He4MscJjkIVq2QLn7UuenSQXZx6DuZDjNWQ9/JvLCoMKEYZ/B4OYLemDA4JRrBfFVv9OntCVcfx71/OVVrn0VjTcEx4tdy+XBzane8isZkIf2WaaQNndrCikgwJBbU0qW0wb1/ueJv+rT2ktZKwIdz9dOS8GmjUKo1ewDB4+VojNaEol5i14HkrfIr1jgTSmNoe47Dva+4xftrbWkthMZih3fjDTX1BBd/FCZ/e4DiWy3UzLSz7U4LURE+qYrK73H3RpgyYxaV3ogiCG4uEjv5zhx2blv/7W6uiso3pNW9F61Wy0MPPcSgQYPIz88nJyeH7t27s2XLFnJycnj00UdJSUn5Lsf6g6J5729F405l857gROcf+vhDRemPGPLj2vi8LGogZV6LEAwmxW5ja/L64eoKtLZ0HCN/jbNkLlmWGMW3NpW5TCj9lEi/+7FmD+Jo4ahWr+H+m9QzI0ZqqHNVycdOPVcM+eg4o0TuZW4o34XWZFP0o8SD9OpNixD0JsyhGpbdZlH2t4yGnLdriHprEYwWji3IRZ/egeTe4xUPhYxRDxPY+CyTr9ex9ECYaT81MKnUz9IcZSnPwM5axiz34QmCzShA95sRP3yXlE6XY/7pJEUvMoKG+v0rEBxt5An81N1mNVN89qjzk8r3mXgQ3LVLqhoEX2Koc9OlQyJtlbThM6gqLcS1vgjHiGYVcKWFiLFoQv0RAM8HZdh7juKyu/Lkijhj2x/J7VKn2lSK4YCsQg3KajV9egdMHa+RS66bZ3iT+95O9YYiWYukqmw+sUADlW/no7WmorGnEfVUY+7aG/dfG4VSDRbEoI/Um37ZovXM86/NuH0iYzfYcFdXkZyega7fRJK79cO9fyWBowflc+s2FmExaPHUOHGtKSAa8CHoTaSlJpGelcreY0EGddFRsCfI0pxT+o7HmhmzIsi8PR5+dEU7Zs6dwXU3jgZQBMHNRWKDx8uljQpQ100q543/WoRw7bXXcs8995Cfn09FRQW9evVizpw52GyqeMf55lR14dMR971LH/1okzLg+2VYswfKE7HGaCUW8ILWgGAwyxN6ax50upQ2iLEIUW8tSWYDxTm0EFQYu+FNAtZ0efcy0TXaTl7c9CCJ6NBakhL716V3UJjPV29aRMRdmTBojtRJzfleSFjO7A2Bb/srsqhEvK845DqGr3wnsUAD/o3P4nHXs+ZTDcvGSpP2jzO0sj9wshHu+4mBpQfC6ATYdqeFu9b6qf9sC1q9kYovj9BhrDQ2b/ku6na/oXjA/OEPzyFGwqSOmqlO6ucJdX5S+b7S3OpIDYIvPdS56eInkbaKsX02MX89jpEz5LWToDdjv2EU3o+2yeXHzfVHmgeqBkdHrNkDsPW4WSFWKglbzUUM+qW1VYJqNUu3Phx7LpdwTQVRbw2iKMjroHjJtdaaiqA3c2xBLlp7BmIsStbPnlSoT2vt6S2FUsvmE675qoWol6DVoXd0xDh4Ch2brcmkqkIj1WufIRJoIKtdFx544Df0GDCCLz7eyYJ5BVjHNK2vKtf/jl+URXh9FBxyKRWjiz8KU7AniCcQI9miY/rM6Ywal8ORGhDDYfm8RBsTDJ3GW6+/pK6ZVM4brZZGA5w8eZJf/vKXzJo1iwkTJvDnP/+ZkydPMnLkSHbt2vVdjVHlG9B8AvF9to+GA+sRQ34aDm7G3LU32qRMMsbMouNvSsj62eOIkQhVZZKHXFKvcS3Kcqo3Pk9KvztwDJ+Oe/9y6t3uhAGn2+WketMibD8elNDHLqXfHYrgVmtJIqXfHS3P3fi8LLoFjcGuuxJtUkarJUoakxW73ZqwnNlm0rUo1XYMe5CGA+sxX/E/ZNk0rBkdITtDo5i0867R8/F9NgL5duoC8PzfQ0y6Xk8oBtM2BjheL4IYxaKL0KFzF3ls7v3LFR7Kpk49SBk2nZjerPibvXFSVzl71PlJ5ftOllVtmLsUUeemS4O4tkpz4v6/1uwBtJ30Ih1nlCCG/aT2n0jUW0NKv4nUbF1CzebFOBoFtZq3lMXLlpuLlQpaHan9J5KZOxvBIPX8x10sTn1vwWAGjY5YwEva4HtAjJE1fi6X3fUCWmtqY0IhjKA3EfPXkzn6kVNa0h4mWncyQavaw3g+WIfWmspld71A1vi5iLEIqQP/D1PHHlSVzT/Fs3g+1h/fSProR7GktlFUs/3phYVYB09TXF9o0506b5ib3vBhM8CTu4JAU5n0omEmgrPtrB5nYN7sxyh5p7TF/XB+9WViK6avvjwn91tFJRGtPmWLi4tZsGABbdq0YdmyZVx77bUArF27lvnz5zNlyhRycnKYNWsWycnJ39mAv8/s3Laev7z5MpUVX5xxGa3zqy9J87g4vmQSUbcTXUobUm/6Jb7P/4rn/TIyx84m6q3l69d+Je1wGixS2c6WJYRrKkBrwLnqKcRISN55tGYPQIxGCFcfJzk5mb3HQi0FFQyQNnkxvs/2oPnPbpxvz8JqAG9UT9ot02RBB2gKbuN/c655BmIR2T4g+NUh+VjweLlUTh0NK3Zg3fuKZaGrWMBLg2Anr8RHcS7NSrZjeAJRUhPt9Aa9aI+9Jxu95/czMnW9P6Gy9eWpAsEIrPk0gjcEgYjIa6NNtE/SkLfKzxUds3hv6yIYPK3V8vKIu7LF3yrUSf2sUecnFRWVixF1brp0uOMX90pVWkOVNkmpA+6Sz5F6cBstItPbo7M7aDtJ0jNJ3A52HDiNWGnIT0yjQQwHcZbMxd6zyTvYtaEI+w2jpESGRpvYlinoR6/XEQ4GQBASvkcs4E383kEfrnULiDbUoLWmIsaiaK2pBI4exNZjqPw++vT22HoMxX94P+k33wdDp/HKSwvlNi90RtKaCWnVbFlM0tf/oPi2Zq1zq/184oyy62iUVT9Xtq+9OkyyTnr1xvGKMZ6pSKyKyrmg1UC4oKCAe+65h/vuuw99M+sGk8nEnDlzGDJkCPn5+YwYMYK9e/d+J4P9PnO2vRH2VAd1u1/HMWJGiwnd/++/S0Hk3r8oSnfjioLW7AEEjh7EufppssbPTejhW+8NkrcqoOgRzlvlpyEE/hd/QYbOx4oxetmQPW+Vn0DNccUY48Gtt3wX1Vv/hKDRkjHmUUXpjhiLYf1RX1wbioiFg4gBD+nDp+Na/3vEaETRLxPvwXGd/Jyct2vwhiDZkYmu30T0+1cmtnvSm3G7nPTtaAekDPCDm/zcucbPG2OaPttda/3U+UVSTAKLhplayP8X32om5+2/IphTiO5chKBL7FGsS85q8R2ok/rZo85PKioqFyPq3HTpcKq2itZkQRC0UpAo9+AWYutxM6C0d9SnJW4p06e1V4hdNT9et68YjTWlRcly/f4V6B0dSB1wl6Q2/bcV0rqnMQlw2V0vSO1uH5RBNERUZ0FjSUbTrMWt+RiEBH+PW2FGG2oQjBZi0TDpQ6ZIyZDqCi7r84LsYwySB3H931YCUhBd6TqJN6UNacMfQmd34NpQhKDRSsmL8ncp/rmpRU9w7nIfnlDi9rXP3zrR4n4k2pjwbF7E1KkPnc1tVlE5LdonnnjiiUQHbrrpJkaMGIFWq010mPbt23Prrbdy4sQJBg0adD7HqCAQjHDs69ozfp3RaCQUCp2HEZ0b5j7xG4yDpkolJhoNupQstI7OHCx7mZzcvP/6+hXFr5I6fIbi9YbMy6nZ9id01jQCR/9F+rBfKY9ndKF6QxF1u98g9PXnRBtqCBw7iCHzcrT2dIIVH0v+cD2GEqn9iqCtDSv+6eKxnUFWfxYjet04sm4rQPzXWlaOliY/rUagS6qGGy7TsmzrQTSX/bjpWhuKiPrqCX5VjkZvlEWw4uMxZl1J3e7XCR4/hKV7f0JffYag1WK/bhiBY//CES89bna+++8rych5BPuQaXjLd2Ef+iCWrv+LxmSjdtufMGR0kd+/qrQQ+/XDMVR9SiAS41cbA0zbGEAQ4GfZemZvDzJnR4hVh8JoBEgyCvx5jFnxuXpkaXl0W5B5Nxl5bGeYlDGP4f/3P5g4fjgHNi5Hk95Zfr+6jUUIkSD6rCvlv3k2L2LS5AfofPlV8r272H+bcc7nOK/qknlG51+M89O3nZtA/Q2cSy6FMcLpx+mPQXqqGZtBg14XQot4Vu8VRUM4asQbjlFTF8B82qaobz7Oi4nzNc7vw9wEZzc/fZd8l7+3ndvW886qt0kZMYP0W6ZhbNud4OG/IlR8QNW2V7HWfUH/vgM5/N42dBmXY778BqKBBmp3LCXqqcZ/5AOMzZ7vVWXzibqd+A7/DZ09A8+/NlG3+w08/yylbtfrhJxfkDnm0RbrmNDJw7Sd9CKGjM4EKz4mdPIw6bc8gNaaSu32V6jdvpRw7XEyRz8qjbNdd3yf7SPq9xD48oByzbahCH1GFzwH1mNsI42tbu9faDi4mcwx0utN7brjO/w3NAYzST/NxXtoD95PtlO7/RV8n+5BY7IRCzQQOvk59p4jCFZ8TODLA9g0Yeo+2oG24j0MPx6C5/112K8fjmv3Ml4eZUKrEeTvtn2SwGM7Q3R3aLg6U0uX1KZJZ/fRKH/zZDL6jnsgFqOmPoRZA50vv4qM9HQOlr3M1+++hLXuCyZNfqBFMuhSmZNO5XyM+0znp3NNLBIi6Kn87yeeIZa0juf8mq3Raka4W7du//XFNpuNp5566pwO6IdKa6IN37SM1ueuwZHIc87txNr759TvX5G4hCbobVJqLpuP5cpeVK2ZRyzoRZ/egdTGjLG507U4SwqImbMgVodlzBx5t1HqH1YKgEiCVTG8JXMRQ370aR2w/vhGPO+X4Rg+ncrls1spGwoQrq5APBQmbci91O54VQqgPa5WSn38VL7zJIIgNJYaFaA1JxFxV6IxJ+FcPRcx7EeX3Ebu06lyfcnSA/9QGL3/fKWPqAiCAA6LQCQKR91iq77Ce49FSU7PkL6DwdPYsmMpvyt4mLnPvEjFUam0/YEHfgN8c+VvlW+OOj+pqKhcjKhz06VDInGm1FEzYe8rvLXtoHxe96uv45WXFlLpOomgNwIiaPXEvHXyGkOf3oG0GydjzR5A7e43pcDzFLHOaL2zVXeN5irQaTdOBiQBLTEWpWbrEjJGzVSMMyNnplTm7K2X2trCwcaxQdDzL9AYpLGF/AgGM5ljZytfP+phnCUFNJTvlm2cmlcTxsJB0m6cLGm4rH2WDL2fZTnxqr8IE0pLcdcFqPj9WGxGTcL2su4ODfn9jC3cOO7eCDPnzkh4T85EJFZF5VygKnFcJJxtb4SgN7VSCmyk4YN1sjDDaZWaRz1MzdYlxIKSjZGgbfp5xPtL0nPzWwSxyekZCQ3Zk9MzMQ5+CGdJAeHqCiL/dCJGJKXE1pSqBYOJzLFziHprce9fTsznRjDbZU/kU8/X2tKIhQIIOp30INDqlRP6+iKsN4zCV76T1IH/B4Ch9oisEg1wskHEYhBYMVppm9QpRUg4uXdJEZhQGkPXb6L83VSsOMLYcTlcf+N4Dh+pVZjCq5O6ioqKiorKuWXntvVnZU/4TRMQ8Wu+8tJC3K6T6FLakNwnj5qtL8m2j77P9uHevxzXugVojBYyxsxSBJ6OYQ9StWZewnWMxmjl2IKxCDoDCFpqd/4ZkAJh975ixJA/YQAd9dZivvKnBE98hv1/RuMt36mwy4wLa7X2ejHoQzCYyRijDJIdw6fjLCmgen0RGpMVS6yBZT+ztHQNeUfHfyo+YebMJ8lb/jbFY02K1rnJPfXkXSO1B8huHGYtvyv6nawaraJyoTmDAqlzTywW47HHHmP8+PFMnDiRo0ePXsjhXFDu+MW9eDYvUqj2eTYv4o5f3PuNXm+321soP7s2FCGKIhm5+aQNva/l8QRKzXGhhERqhhpLMjVbl4AocuKVqZJvLqDrPZEJayNKQ/Y1YXS9JzabbE1SoNrYNxPvtTlVpVAMhyRbgt1vkDZ4CukjpqPRG7HfMKqFiXtVaSFRfz0ag5GMnN+iT+8g+/LJStEjpuP5YJ3cCw3grnYqMr0Fe4K8NloKjPVagUFddCzNMeMPi0xYrTSaz1vl54TfIPsnx7+bDp27nNX9V7n4UOcnFRUVlYuTuK4KfSfTYcZq6DuZxYsXsnPb+m98jdZUo9EZmXxnjnytxc8XULTgKdzVksevpXt/arcvhVgURDj+4l3U7nqNtMFT6DhjNbFgYrGqWMDbYh1TvfF50oZMJWv8XHTJmWSOzUfQ6qnd/Qa1u9+UfIXTOrSqbh2pOYGtx1A8H6wjWu+kZusSare/IiU1/G4EvQHBYGpVoVoMtxIkh3xSP/OYWXjDQsLquHq/ZHheWPg4I8ffRu7KIMa5HkavCFLvuIalB2HHkQjjsnUsGmaio8PC74p+x63jRn3je6Sicr65oBnhrVu3EgqFWL58OR9++CHPPvssixcvvpBDumDEdxz/8ubLVDSqRp9JGe09U2ewaOEzsuecLjmLqK8erclG5fLZ6NPbY7myV6NiYDU2o0AsJBLZ/zpeYlizB8niTnE7pVOVmjXWFNIGT1GUz4ixKDq7g8qAjjElAp6GBpKSk6kPglj2e7Q7XkMwWuQSobp9xbKxfHLf22UDecGcu9DSAAAgAElEQVRoRoyBxmzHva8YS6P/ccRdReatUhm2wdFRUjV0HcNmFBCDIjYD+GNRot5awjWJlZvFoE8hfmE1CDy5K8iaTyMccsUQxcRiDk4v3P8THdM2BiivimE3aQgJJkIaI0nW9KZSptJCUm1GVr9TyvWnqCCqXLqo85OKiorKxcm58JyNizP5u/XH//l+wjWSo4b1x4PgR31ZvHghhz7+kHe3biKjmWeua90CxFiEzFsfw9g+mxOvTJV6bxvHok/vkLgCz9EBc9fecsmyLqUNyX1vR2tNpXrj85iv+Ak1W5YQqZOyzp5/rkWblIH5qt6ySFdzkS1rtz40fLSV+v0rpGsNvhed3UFV2XxsPYZy2V0vEDxejnPNM1SVFZIxaqbi9WLI3+pYBb1JtmBqreqv2+Xt5H8XFj5OYeHjvPNOGQW/W0zFlx9jdTj4v81hKpx1dOvSlllzp6tBsMpFxwUNhN9//3369esHwHXXXcfHH398IYdzwRl40whGjbkNj8fzjV/TvDTInupA0IAbkai3Bo3BjGNkk4q0s6QAxBhtkg0sG61rLGFpYELpH6lzVeA5uJlYwEv1+iLQGXCWPIOg1ZKRM5OaLUtIGzKlZfnMqqdAo8XecxSp/SeS2jgu09GD8mtcG4qIemvlHl0A5+qnJdukuKeeoMF2zUCM7brjKntOLvFpXoYtZXRj6Ha9wLIx+iaZ/rV+qra+hNaWlrh8OjlTtgXQmu0YoyJLD4TlHuHuf2xIWAKdnaFh0XAzO45EuKfMT1RnYtbcpxCB/McXcOyk9LBKHXQ3OruD3+bPZ8YsA5dfPfBb/wZULh7U+UlFRUXl4uRsdVWgSTX63a2bcDRTcq7e+DymDj/GPnQam9c+g2P0o8q1z8gZVG9aJP8t4q5Utov1Ho9r4/OKMmXXxuexZg+k4eBmxEbtu6jPTfWGIvTpHTBf8RP8/3lPGeyWFmLIupyGg+9i63GzbHcpGCwY2nTF9++/y8F4cyeQeJtbav+JmDr1IHPMo1SufFwOwDUmK9bsgQSOHcTcNXGQLYYC8mfS9Z7IhNI/siwnoujzHZwzgL4/vZHPvviKJLMOtz9Khy6XM2RQL/66M8BnR06Q0aUtSxbnqwGwykXLBQ2EGxoasNmaRJa0Wi2RSASdrvVhaTQa7Hb7Gb+XVqv9Vq/7rmltnFs2rWHpy4uorPiCrA6X0+un/4+dOzbj8QfIyJkpWy55tiwixXEZDWFRsUNp6tQDrTkJK36W5YRa9HrkLH+HWFCanbXJmdKEfWC9XGrcarY1LJmmp/TJa3EsXHNcDpilh8AA+dz6/Sta2AhUb3weY7vuCEaLrBB9ai9xZP+brBijV45/NOSWamgQtQkndFuPobJPn7dkNll2gZdHNfUIPz3IxF1r/bw2WmmfNHeQUS6HLrrZRBsbTJu/kAPl7zFv/ktobyvA1KkH3vJdjYH2SQryH2Xqw09x66ixZ33PLzYulXGeK850fvq2c1P82pfCd3spjPNSGCOcfpz+QASz2YzdbsKgjWDRnV0Xky8SQ2uwUx8LYDYHsJu++aP/+/B9qnz/OFees++//3ccjZlPkNZK6cMexLXxedrd8xIRf0PCtU/E3aSUe+o6xZo9gJDrmEKsSgz58XywDjEWI+vWOYo1irlrb/yf7ye9cd0TH0dGzkycJXMRw2F8h3YTcVeitaYR9dcTOvGZXC2XaNxxP+P4eIlGEKMROv6mSf/FW76L2t1vYM0e2CzINmPq2INI7Qn5M1mzB+EFckuXUl9XR7cr2jE4ZwBbS9fw6jDomyfZZk4ojeHSOlgX7xfOs7H3WC13z34MQA2GVS5KLmggbLPZ8Hq98r9jsdhpg+D4OWeSMY1jt9u/1eu+axKNM5HHcFlpIbGQn6xxjytLg4ZMo/Lt/IRG6xF3JfWIrSo8CwYziGDI7CJN2EGffI3WxK10KW2Ihf3U7StWeNDF+1egSb3aW74La/YAqd/YZJXLbuJjTx/2IDVblyCGmt63uW+fsX12Y3+vcrHTt6OWercbEYGk//0ZzpICxKAPjSUJy1V98B3aTf3+FWiTMoiFYhw5xdcu7xo9kZhIzts+vCGwGcCkhbvWBkgySo30edfoCUdFDr15nCt/1JdjX3yBvnYJpk49WuzivvKHQgzR0Dcuz7qUf5vfZ850fvq2cxNcOt/tpTDOS2GMcPpx+iPg95uImmvwA1GiZ/VeIbT4gjr8/gh+vx9P+NyM82LiUhmnyrnhXHnOtpZZjrqd1O0rRme2JV77JGfJ/07uPV5uJ4uPxVe+E9vVN9LwyQ4yc/MxderBiaX3kTZYWVmXMephuULO2D4bb/ku3PuXS3otae0Rg37MXXsRqW303RUEBJ1BsT5LNO74+is+Xo0lCQRBsVaLB+ye98sQw36y2nXhhht6sXPPTszd+iuy2lprOgGdmT+89Bi3jRtB35/eyKvDUCQlJl0TYNE//kFVSGTaxgD5/YzkXaPn1WER7i8sUgNhlXNCLBbjiSee4LPPPsNgMDB37lw6deokHz948CDPPvuspJGUkcH8+fMxGo2tXu+CBsI9e/Zkx44dDB8+nA8//JCrrrrqv7/oe0jz8uasDpdz+8R7FEFUol6YjJyZOFc9RcTj4sTS+2SRq6Re4xD0JrTWFILHy2X15XD1cQSDGbuBhGXAVr2AV9AghnwEjh3E3nMU/s/3yw+AUwPS5mU4WmsqzpK5mDtdqyjpEbQ6vOW70FpT0aW0wf3X5XIvTGtiEuHqCoUZfDyLHO8ltpu0CceflJxMvTeA559rEfQmRK2BmK8e74cbsRtFPIA16MSv09PRFmlxjfZJGjola1g0zMSY5T5cfkg2QSwGL440U/xRmDk7AogiuGuqcYx4CK09A2dJgfyQi9+bM+1TUrk4Uecnle+aGkl7hq5dUkm1NABaDGcZBKuofB+JP1/P1p6wtcyyLqUNDQfWccvNOezcvEgRcLvWL0CMSGJXUpCYStTvlTfhBaMF248HkTZkiuTn2xjgRtxVsmZLcu/xWLMHyLaRgtFM3b5ifOU7W1S1BY59gs6eCojEQn7sPUcq1menjtvzQRn2nqNkHRPXhiIErR7HiF+3WKt5D25m2LDRTH0wX75O96uv4+XFC4jWV+NdnY8zJGI3a/nZhNu4bZz0/X525AR985qSKsUfhVn2UZg145XuGwDjsnV89taJM77HKiqJOJ1+iyiKzJkzhxdeeIFOnTqxcuVKvvrqKy6//PJWr3dBA+EhQ4awb98+brvtNkRRZN68eRdyOBeERNnexYsXAk0TfWs7lmI4SN2eNxW7kK4NRZgMeqJhP861z6LRGxXHnSVzySsJUZyLQubeK5gVnndx4YZ48Gvp1kcq9Vn1FGIkhD69vazELEYjiCE/zlVPI4YDir5Z14YixHCI1BsnUb2+iJotS0jpfyfu/ctbEWiQynJc64twjJguP2QQY9h7jsB3aDd5JT7F+CesjeAJ6bD/z2h85TslEa71RRgc7UkLHGfZWEvTuav9HKsTuXONnzfGKCfsghsl6f+GEARnS6U+d67xs+dYhPWHI81Kp0NMKF1MpN/9iux183tzJn1KKhcn6vyk8l1yahCcYlKDYBWV0/FtPGdPtVy64YZebCotJCNnpmL9k9z3dqo3FDH1wXy6X30dv5//JGLYj2CwNFacJUuBb8iH1paO1mxtsRYzXHYVuuQ2coCb2VgSXbevmOrNL+Ja9xy65DagM2DvOQrPB+tabKxLfr9zFUKl8fVZVWvjXl+E//B+6v+2Ulqr9ZtI9YaFjUG3Xyq3DvpJdrThkUee4H/73KT4jj795ABhTxVZFii+tWmd9IvV77Dqp9dz67hRdMhMYe+xoJxQKNgTZGmOWZEhXppjZtrGAG1sAt26tD0Hd1zlYkMQoug1320lzun0W44cOUJKSgqvv/46n3/+OQMGDDhtEAwXOBDWaDQ/eFP5/6Z8uHPberQma+Kg0WjBMXx6CwGrwNZFTL73IX4//wkcox9RHM/MnY3znSflMmCrAbxRPZk/m52wTDml/51S70h1BbqUNoBA1vi5LdUQ0zoQqXeS1dg3GyfeH6yzOxD0RsSoVJNn6thDVo9unkVG0GL9UT9CJ//dqHBdgz69gxx0G9t1x7VjKTlv18jj9xvTSBs8CWv2AMydrsW1bgG6lDaYPBVM+qlB9q/r7tAw6Xo9i/4RwhMUGbHMh1YD3hB0ShGAJhP4uI3SG2PMjFnuY834BB56G96UbQ3Otk9J5eJDnZ9UvitqImCzm7nMYaJLmh81E6yi8u1J5C8M8PLiBTQEQgpdlU2lhYhBn+y4Ed/k11pTyWon2SIOvGkEWzet4aNPP22xZkkbPp36v7/TouQ5LiZqtyfh+aCMzNzZsqaIr3ynIvFQVVqIPq1dqxvrYsifcH0maHUJx61LaUPbSS/K1wgcPSi3t2mMVmzXj8Bc8R6vvFHaoqVgyQtz+eeW5bS1odBSGdRFx+uj4P7CIkSg0htjwtoIy0ZLSYlDrlhC941Drhh3b4RZc6ef25usclEgagxErO3/+4lnSE1NDZMnT5b/PX78eMaPl1xZTqffUltby4EDB5gzZw6dOnViypQpXH311fTu3bvV97qggbDK6ZUP49liy3XDWygQVm98vtUeEWd1JQNvGsGCeY8knlQjIXzWVDLHShN6w4JcxXne8l24/7qccHUF7v3LMV/VG/FQmFjYjxgOtJDhr974PJbsgdTvX5G4Z6XeiWtDEWlD70Nnd0iZap0RW4+huDYsJFpfpcgiV5UWEvO56fibEr56+V6FWrU1ewBaayo1W5Yg1lSQ9qsm4Qf5/RpqMHW+Dk/d1yz7KMzSHGXm1xOEWf0MvPZhmDdzzYpscWWDSKcUgWkb/Oz4MsohVwyLHo7XxxSfq29HLe7qKuz/+3Nc6+bjGNn0cKzfvIj7zrBPSUVF5YdNUxCMGgSrqHxLElXZ/eEPzyFGwsT0ZlkAFJrazFzrFiCGA2SNn9tqv/HJysoWuiYZOTPlQLQ1MdFwMIAYbPLqde9fnlAUq3rTotZtl9I6tLh2uPo4jpEzqN31mmLcVWWFxIJ+jhaOQp/WAfNVvfGW78SQ2UXOYHs+WEd90Jfwu9u9aSVrf25m8Ju+hIHtZ2+doOB3i0ke8Vsi3mrGbnhTWgsZNYnb1kwaZs19Su0PVjkj0tLSWL16dcJjp9NvSUlJoVOnTlx55ZUA9OvXj48//lgNhC9mTqd82DxbLHvoVlcg6CUFQsFoSShSldmus5RJNloSZ5INZsWE3nzy9Zbvom73G4oeFWdJAcRiiJEAGpOVmNctT6iCwYIYCVG/f4Vs2t7y/SykDrgLa/YAvOW7IBYl2uDCf3g/iDGSev8c/+H9VG9YiD69PbZrb8bzfhnB4+Wk9r8zgRJ0ITGvG7QGTrwyVd4NTe49Xt4NDZ08jN1IwlKdMct9rPk0wpu5ymPLxkplPIuGmZiw2s+k6/UcGGCUVaR1GoG8a/RAU19y9PBu7ho/nC07llKx4ghtOl7Onb888z4lFRUVFVCDYBWVsyFRlV3KsOmnDVij3lqS/vdnVK99hmjg/7N35vFRlff+f88+k5lJJskkUEiCaK0alar99XqRfRFlCxBRRAW9inXppUgRq8Z6WyWoYAw0VdBCXSuLEpZAoiwaFErVi7bRhqq9IgkgSSbJZJl9Ob8/JnMyJzMTUFFEn/fr5avMzJkzz5xJn/N8n+/3+/m44vqNq3dto+HwQfISqUc7jyW3brRk4A140aRmya8HmusTq1A7j5E6+Jq4pEdTxRIsg65QHB8JjnPQmNORAn65ek6TmhVRpZ7+P3HrJV/QH5eFrt61jclTr1Vcu05fKGIraU8c2J4zsB//OniQ3ML8SBIifxRpgOujXczcsExRSn3d5iBaq10EwYKTSm/6Lbm5ubhcLg4dOsSAAQP43//9X6ZPn97r+UQgfIrpTfnwicX3ydniqGhU61sv9JgklwLI9kDOqlLGjBzLihXLkNS6OCVDR2Upkt+jmIhjPe/a/qrcrQy5WlF3lWDHBaJaPWq9EXvX5OrcuyZhuXPG2NvkINj51guKybixvBjXR2/I/cBRvz3J75Ezz2lDr5fFsjSpWVgGXUHH/q2otDoyr5yr/G4x/cgdkHBHs8NHr2U8sUHxotFGRg3U8twUE7dWeJier5X7qnVmC0seXsD0rknej4aDLSY+Pdj6jfytCAQCgUAgSE6yKrvohnnCjGtmDrqM/oSCwbjzVe/aRtmyR1AlSSyk2fvS1uyIW/s4KksBFZLPDXoTjspSzOePRqVPfB5NWjaeT/cRamvsFt3SG5H8XjprtivFSCuWEnY5adm5koyxvyDlnCHUlRRG1mMT7urRYxwRVlXrjIRcrag0WjkLverpZYpAuPHI56RlZrOnrpOiYQZu2eJRVNTNLPcwacZUXNI7XWKszQT3RTLCqWlptARTKKw009bcRFpmFtqh19Nctfxk/bQCAZBYv6WiogK3282MGTMoLi5mwYIFSJLExRdfzMiRI3s9nwiETzHRHcdVTy+jwXEMlc4oeyH2zBa37Vsn++tCt5BC06bFtP/tFbRpfUjRqNi//x2s4+biXluExpIpi1hp0rKxDZtFy/anEnvedU2+sUFy2751cX3IWZPviZQmhwIKr+JoZlr2zjNE7Ji0VjvQHcQrvI1TUuP8ju3j59FY/nBX5jki6qC19cU++W55Q8B94K3498X2IxtSSDXp2FPnj9vRtBpUqJAS7naeZ4/4dUaD4ihD8zR81iphXNzJOQP78fATotRHIBAIBILvEklVoNP6JHW/MJ31c5xvvyiLWfkO17Js2aMc+Ojv7Hl7FyGNDmO/cxXBrnPvGjrer0DyeVCnpGEZNC7GizcF83kj6PxHFSqDiVBHM5kT59O66xmsl0xKUOW2FJVaE3H/sOdiyLkA9yd/lYWwnHvXyFV40R7f2EpA76EaNJYMAo7E2WYp6CfzyrlyUBpVq25wHIu7dt7c/8d1W7bwcoGa3480cGuFh89apYgeizaNTRW7WPzwQubd/TA2tYf1U7QMzbOwp87PzI0+On3dnueBliPknjHwm/iZBT9gEum3nHXWWfK/Bw8ezKuvvnri5ztpIxN8LQJh6HNtMbnz1mAadxcrVizjZz+7lI7tZXgP1SCFgklLasI+NwPu2UK/OStob2miseELGtYVoTKYMF84htx5a+hzbTEqIhOTFAzQtGWJfF7voRrctdVkjL0Nlc6A73Bt97iaDye2OWo5TLDtWNxrtiEzkfwe0OrRpvdDCoVwbCuh9a0XCbU1JvQ2TiwO4UWlM0BYAhX0m7NCDoJ7e1+ovTEiuhUM4utsY+YGD28eDBIISbx5MMgtWzzM/Q8dniBcVx7/WtGwiNdYbFAcfXzuWf1pavoXe959QwTBAoFAIDglhMNhHnzwQWbMmMGsWbM4dOjQqR7Sd4YbbrxNsW7yHqrBWVWKOuBBY04nbej1OLaWUPf4NJpfKyNt6PV4Ptsvb/i7P95Ly86VhNxOqqo2097Win3CfIKtRyPB7s6V1D0+jc6a7WRPewBdZi5ZBfeQPnwW/eY8xYB7KsieVoT38w9Q6VOwXjIZld6E1mon7HNjGzIzIkK6cyV1JYW07FhJ2OXEPvHX5C0oJ2Ps7bg/3Yflp1dgHDAIlUZL+vBZZE8rQpeZS8bld+D65xuK79e4+VFQqdDa+irWb9Cd8Y6KbLXtWyc/r9IZ465d4OO38ZxXQMFaNzdu9tLoUZM6+BoyfrUJe8FvaO30AdDHrOblKVpGDdTK4qJrphnoq+3EV2ShfEInxg9f5fJRl347P7xA8BURGeHvAMmUo/fvWcUdd9wl++RpjYmN3aPG6c69a9CYbdhjynOaq5ajt+dhzh9B5vh5NLzye9QpqXG7l4Yf/YS2vWuQAj4aNxZjvWQStiEz0ab1SVzGk5qF5HMlVbNWG1IItTVB2I9t+I207npGnqRjj092fpXehBSWIOhNKCCR7H1qgxlD/3NJ/eId1hSaGPOCW6EaXTzayPR8LYv3+PGGtdxa4eGgUyLVAL/8uZ7p+VrePBiUe4QDIUkuhQ6ZLbz6aoVcCi0QCAQCwbdNbz6aP3QS+Qv/93/fLT/XErVNGjOO/fvfobFyGZIkyV6/PTVSmrYsIdjhINB8mB/dNJP04bM4uvpOWSU60HJYfm/bvnWRrG5GDkHnMayXTMQ2ZCbt+9bTXLVcXreY80fIG/veQzU0v1Yma7S07VtH2O2k84Nt8toNugWyNOZ0wgEfjqrlhNqbIvaSoSD2KfcScrUqss2RrPVWJL+bo6vvJPXS6QSaD+M9VIOjslSuPkx07RolE5o0Gyk9Ku+yCu6h6LdL8DpbGfsinGdXUzTMwMwLdQzN03DQKXUHxoVGflm9+1v53QWCr4oIhL8D9KYcHeuTF1VDVBi7V5ZiGzYL76EaOvZXkF2Y2AYpWgqjUqtkoaxoaU3rWy/SWbNd2dtbsZT2fetRp6Th2FqCfdKCuF7csNcVJ+zg6FKzNl8yiY73t4IELTuf7up3SaFhbRFaW1/ShsxEa7UTcrcrPIOjn20cMAjf0X8hqcH0k8GyMrXnk30EWupBo48bV9OWJYS9LjR17zDnP3TMrfIC4A1KvDTNJAtdvXkwiFkHYY2eurYAKTpo88KT7/lZ/LYfqwE6fFD2boDFb/tJtdnQjbwNjTWLBUUlACIYFggEAsEpoTcfTUFyf+FkIpZzZhfgO1x7HEXn7v7i2Eo5XWaO7BPcs9zZ0P+8rmRFLmmXzaC1+tk479+mLUtIH3Vz0iC8tfpZ0kf+FxpzOiqtHkflMjK7dFcApFCQuscjzh9RB42WnSsJOOpRp6QpNFkclaWgjlguhX1u2tvdXHvVGK6fdat8baLXrnrXNkqK7+0K8t+Ue4FTLBYs4U62XJuicOMA6GtRKSrpoirTAsF3GREIn0QSedediHpwb8rRsfTc6UzN7INZq6KlchnGFEucCBZ07yJGzykFfHHHeD7ZF28LMHlhxFJACiOFQwqvuvQRN6Exp9O4sRhz/sguNevD6DJzMOePpP3djV1lQ0WKm4L5/FGyqFfTliUASCE/IbefxvKHkfxedPZcMkbPwZw/Au+hGhpe+R2d/3gdQ/9z44P1zY917Yo2RtSr/V6sRg2d3iBPvufnlz/X88Ft3arPwbBETqqamzZ7eGqCkY+bA6z+QMXLhRExiN/v9rH6g4D8OKp6GBx2C+b8UZGLNXYuxY+tEIGwQCA4KbTE6/N8IzS4gnzh8H47Hyb4RunNRzMZarU6LgP4XUSj0Xzr45xz2zwefex3hFzOE1J01mV0B8Vpg2fQvP0psqcVxa2hml8rIxzwYBl0RbfgafWzNG54CCng61J99qK12mnZuZKUHuspy0+vwPXhTlp3P0c44AO1BvP5o2Tx0UgGuh6V3iSPJ5ptPvL0rQl1VBo3RHorVRoduXdvxHe4lhUrl2E0Grn8yqny95489VpWP7Octr0vYzqwhfUFaobmWTjvyc44f+HVBREx0UAYHh3TXW69py5EXp90rNbUuGvuDoYxmUxojEZMphBW44mHI6fib+RkcLqO+/uOCIRPEom861asWAYk34WM0ptydG8YjSY52J42cXDC0uOozL73UA2OquWoDKa4YwItiXuPQ50t8uOcO59T+PVKoSCSz43ro53YJyqzxRqzLYFy4UJadq4kffgseZe1ceMiCAXR2voScrfHfT9DTj6EAlh+egWdH2wja+r9ynNO+Q0tO1fSf8FG6h6fSh+zijmX6Nj0LzUHHGGefM9Pm1eibIKJ56aYKFjrRquGGy7UoVWreOo9PxuuSZEn9E3/CvJyYQ9LpSlQWPkidAXChpx86tcfxI8mbrxOb0gsNAUCQUJ6BrwebxBP13NnD0wnPaUTEswrPUk09xyP6NzU2eEhQ9z1T3t689FMRjgcpqOj45se2tfGarV+6+P8zyFjuGLM36jcWp7QklFjyehWdO4SA40KZ6WcMwTH1seTBtA//dl/8lHNdgBctdXYJ/5aWf12xkWRDf22RsIBX1yFXaizhdTB10TeO35eZN0UPVdMCXRP1eqgM17DJept3G/OCupKCmUFaS6fy6qnl/OfQ8Yojr/lF/N4puR+Xr7GIK+LDjqlhI4bn7VKZJg19LWo5Jay6zYHcYZDPPvsX+KSB340eDwgBQJ4PB46Aif+e52Kv5GTwek67u874pZ4kkjW5/vS808fNxBO1NMS62EXpbdgO+jpJHP0rfFqhFuWEHa3dSs5Gy1xE2bsbmIU3+FatLa+hP0eQEocYNtzSb10ury7qbX1JX3ETTi2lvSamY4+lvwe8rp2JB2VpaA3kTH2dlnZMOoJnD58Fu1/eyXxOR31HF11BxY9zLlEx8sfBpRy/xs8PPleOwPSVLj8cGa6iiffC/BiTYB2n9JeKZmlUltzE2kx37tv3pkcbDHF/Y5ioSkQCGLpGfyePTBd/rfJZMLjiWRPBmZ4AE2vHsLRADjR3HM8xNz0/aI3H03BV+O8Cy5ix5vbyehhyRj2usm4/DYsF4yWe4NDrtauzG7EkUOlNybROjHSP+cM+uecQVXV5rjWtazJCyMZWq0Bld4U56oRCXyL8Xyyj1B7k7xucn2wFfvU7gy0wrEj4EGTmp3U7kmlN+Lcu0bWloHuVrxYdu/aysYX/kCnN8TcKq/cB5zMX/jcs/rT1BFg2hY/7W1tEfuk4bNIM2eKKjrBdxpxWzxJ9NbneyJE+zKsVisVm9by0vNP88Ti+xQl1r0F21qTBa3VLqsRBpoPo03rAwEfFW98KAfR2nOG0/6/FZHgNeiPlN+cPzqppYDns/0Encdo3LgI6yWT5dLm5qrl2IbPRmNOR52SRqitkX5zVqDSaGnbt65XUa/ux7nyjmSkZOdhua+5+aTQ0U0AACAASURBVLUywn4P6aNuBpD7c0KuVlmQQm1KRW22kXnlXBrXFbHpX0FWFygzunMu0fHUe37q2iOCWNdeoON/RkTKpa8r9/D73T4WjY4sRpNN8KlpaUihIL7DtbRvL2P2L+5K6hUsFpoCgQC6g+Af51hQ6SL6BOkpndiMkYDWZAKPJ9Jb11sADJEg2OkN0eq2fGWfcjE3fX9I5KP5feKrtpl9rc9q+ILsq34bb8m4qVi2gIz2Bqs0WmWPbuk1OCpLsU+YrwiipXCYqte28Ou7H6Rqy7qk1kZ9rnqQhrVFSRw03ARa3LJoqNqQQqiHzSUgi3IBhL2dGPMuTKjhYv1ZAZ012zGfM0R+b89WvN27trLmyQd5sUDL0Dyrog+4aJiBmzZ7eG5KrL+wl0kzRvDnZ9eS++tybD2qB+vXH/w6P5FA8I0ibo0niRPt8z0eO17blDTr21uwPb5gBq9XLMU+eSE/uukPkUmvYilXToj0fERvIstKHqLPVQ90GbHfLo/X1f+8SB+w8xg6e24kCP6/9+LEH9r3rY+IXQ29Ho05HUdlKekjblIEv4m8+poqlmIZNE4OKJsqliom4kjJjlf+d9B5LGLB1HUDShs8g6bNj6HS6eWbzdFVd5B55VxCrlYsBg0HHEFFRnfNhwFe/jDAhmuUog7nZ2mYeaGOlwtNTFvnZsxALUPzNEw9V8t15R5Fj/DMcg/ozdSXFJLd/wzuTJCpFwgEglhaYkqeAfqYtaQYOojN+qZo1YSOEwDHEg2CRUArSOSj+X2htzXQybj3xgbZ1nQ7vpCEbfx8pHUPEOxwcHT1nXKPbuql0wn53HRsL4NxcxW9wVF8h2shFMA2bJaiv9c2bBbNlaWoU1IpXfI70BoU73XV7sb59ksgSbTsXInGkoFz7xo8n+6Tz2E6ezAacwZhv4dAcz2NGxch+TxJq/g0lgz6375aTlaknPXzrjHVozaYybj8Dsz5IzAN+CnNr5XJ67GO7WXM+sVd8rz1l6cf4y8F2rg+4LlVXsrGG2n3q5m2WUt7ewdpmVlIF05ix5vvkHvGwITjEl7Cgu8y4pZ6kviqfb49Wf2nsqRZ396C7TvmFQGwffMjBD2daE0WLsi/gP3736FgzCB5VzXkdUdsk5rrFSXSEUl+L6mDr5HtAeLUEycvjPQZa3U0Vy5DpdUjocb59kuRrHFX+bXaaEZj6xszaRuR/F463q+g/W/r0WXkYhk0DndtNa7+52HOHxGZxNOy5e+kNlmRgkFFH07rm3+Wvf4g4iUc7HDQtucvmC8uxPr+ekVGt/htX1yGODqZR6X+233I9koWPXjTz6KwsoO25kYsBg3Dr5zB7b964Gv8ZQgEgh8iP86JiBn1MXffZo+X+RUIfuj0tgb6uoFwz/ayo6vuIHN85LM0lgycb78Yl9VVafWMHDaS/XtWda2blpA1OUb1uWIJKp0BrdVOv1uekj/Le6gm4vs79na5fSy6ngl2OOI+q2HDooTuHWGfmz7T/0dph+Rzx1XpOSpLkUJB3B/vle0yW3aupN8tT0Wy1iWFCiumoPMY9SWF9Mk9k1m/uIvLRk+U56xjjlaG5ilFnYbmaahtClOw1o3x8vmYLxiDres1KRSk/olXWbliScRZY2z3Oti1s4yHihd8rd9NIPgmEYHwSeJE+3yPR0P9Z0mzvr++/5F4+6SNxaCCyaMvRGuyMG7cJO6YV5Swn7hs2SOoU9LIuPx2eVJt3FiM5I9YGyFBZ812TAN+qrAHiB1HqL2JnHu2RMS3tj0BSOiyBhAOeOMmcH3fn2DrUlpEn4J90gJFEG8a8FNadqyMZJa3lWAbfiPeQzU0VSwh7OlAY04n5PfIitLRMUTRZebQtncNmePn4f5kD+EQioxusp7fA44wECl7NuuhbLyRmeVe2n/0H4SOfozT5aRPzpnfaDmWQCAQCAQCJb2tgb4u0faykKuVL577lVJQSq2J79GdMB/H1hL2739HTnZozxkeSSa01KPS6tHrjfgCvrgAOdo+FhWoypw4H+fu52lYW4RKb8T6swJ5HIHmw6j0poTuHbEew+7a6jg3jvZ969HZc2U3j1i7zFjHkJ6taWn2vry0fgcenQmNFn5kj7SIvV6xEbNelbhNzGbD7QthtmYprms06xvtAy5+bAX16w+Se8ZAHipeIPqDBd9pRCB8EknmXfdl6JN7ZtKs78gxEznw0d/lrK9Ko0NlNCsC0NcrlgKwf/87il3VkKuVQDCA5HfTsnMlxrxBeOtqIkGwzoT5vBF0/r0KywWjaNm5EpVW36sCddOWJajUGuyTFtC0aXG8ovPkhTRtWkzI1YpKpSbY2ZJEQKuepi2PIQV8NG8rRaU3dSlC34vvcC2Nmx+FUKRep2c5UNrgGTgqHifU0YTqn1VUXJfCsU5JzvCmGkg4mZ9nV/PmwWDEUikEU9d5kM6fQPbld+A9VAN7VrHqhS1xv8232bckEAgEAsEPjd7WQF+XxiOfk9FVRZY5fh4tO1bKnxUVo4rFkJNPyNVKo6tVodGSPnwWrtrdtO5+DltXVrdp86OyWJUuMxfb8NmyDSQ6E63VzyrWao5tpXQG/WRN+Q2GnHzqSqYlVp5uawBI7HHcVaXX75ancNXulqv9jq6+E9PZg7sdQyqWYo5pTXNUlqIJBdi6fRu3//etGFVN2Iweyl/dQsnipWh+djUzN7zCmqtirCS3hNEN+S+Clctw7SxLmvWdPn2yCHwFpxXq4x8i+Da55da5dGwvw3uoBikUxHuoho7tZdxw421U79pG9dvVZE65j7y7N4JWJ+8gyqJTkxeyfftWGo4clCfVqFF79rQi8hZsJGPs7bg+3ovp7MHkLdhIduEDeD57T84W97vlKbmMJ3YcTRVLuwLXJUhBH6Gu4DbsdSWcwMNeV8Qg/sq5stBDLFHFalCRfdWD5N0dGUug8SDuj/fi/uSvEA7JNxbjgEGKMWnM6ag0OrR7nqTDF5H0n3mhjo/utBB6MJU/XGlk5gYPbx4MEghJvHkwyHXlHmqbwtxa4cHtl7CnqOjwSRj658vjbuyx81y9axvXTx9NaekjMHQOuQvKYegcVqxYRvWubd/Y34JAIBAIBD8kelsDfV2y+58hV5EZBwwi7bIZ8poi2v8bi+9wLdq0PmT3P4PGI58r1jmt1c+iUmtpWPcAXzz3K8znDsM4YBBqUxoZY28n5ZwheA/V0LjpUVRqVfxabeJ81IYU+blkayRtWh+A5FV6bY207FiJ860XyLj8dvLujqzxOmu2E2iuhz2r0BPCfeAt6koKIzaWI24iffI9lL/0NAA2Y0S74LHHnsQ8di624bNxqNOZtkWPobiTwkoLwWG/RGPNInfgmZQUL8Dw7mrqnyjE8O5qSkTWV3AaIzLC3zEuv3IqXq83YYn1nNkFiiyvlEA50JCTT9DTiTrGLzjZTmKsr699wnwayxdxaMlkdBm5qPRGLIPGyf52Kp0BSZIinxvyY/1ZAZ5P9kX6eY3mJDL9JsUNp6eAVqTfWE9WwT2KsWWOn4dj2xNI4ZCiDKi5ajkaa2ZXL7Ibo1aFVSvR2A5WAwoFaICcVDWdfomr1rtp80Femkr+DgBqFdx4kY4/fpiC860XgIhlkzXdzpzZBTQe+ZzUzD50drQTBjmbnjZ4RqTX5iT1LQkEAoFAIOh9DfR1ueHG2ygpvldeN5nzR+CoeDyhbkqsfZJHHSI1s4+8znHV7kYKBRWewM1Vy0kbej2eT9+BPauoP/I5aoMJtdZIyNXRa7YXuirceqg8N1UsRQr6FYF6IptLV211wqq8jqoSVr2whYIxg8hd8AKqnmrOPTb96z8/SG5hZJzpI2+JJFBmFMdlfkXWVyCjklBrTm/tCxEIfwdJVmLdUzW6twBUUmtlOf9Ac31SX19X7W7Zjkil1ZM5YT5aq52GtUXoMvqjAoWZe097peaq5RhyL4i7gTRVLEXyexQ3HEC+4WjSskkfPjup53DY20n2VQ/GBciNG4tJ/dkkVP/YSKouyHNTuhWhryuPyPvH2iMFw/BfF+komxDx3gyEJAyLOjBqVVx7gY7VH6rRDbuFTHMmza+VoQp4UGt1mIbOkXurOyqWYh00TmEdBZByzpCT0rckEAgEAoEgwsloM0t23lVPL1Osm3T2XNlBw1W7W7H5r9IZybj8NrRWO60VS/BWlWIbP5+2v65LuIHf/FoZqRnd/bMWSyptjmNytjcuiO3K9kJkjeR31NG0aTFhnwu1wYykUmO9ZJKs/Ny0ZQlZBffEBd/N20oTrqMa2lpk/Rjn3jVySXfbvnUEHPWo9CYuzs0kd+CZPPCbOxSqz9E1W9RNJO/MM0W/ryAOSdLilzJO9TC+FqI0+jQiqhodxZw/Mq582VGxFCngJ3vKvaSPuCnS76szJiy50aRmRcppxt5O3oJysq96kLY9f4n09RpS5BIiz6f7ZBEJ98d7adm5kmB7I67aakxn/Zxgy1HCLieN5Q9T9/g0GssXEfZ5UOkMPcY7gozLb0dr64taZ8CcP0L2B+45NingS+qpp/q0mkxDkOemRBShdRoVowZqebnQRNm7fgyLOpi6zs20c7VUXZ/ChgNB5lZGguQ9dSGsBqh1SDx5wEZw2C8x54+SVRRNJhO28fMVJUxZkxfi+XSf/Dhz/DzZLupk9C0JBAKBQCD45plz212K0mvT2YNxdK2jUs4Zgn38PDRmG9b/N4XcuS9huWB0pC948j0YNCroUo9OmOF1HsMXkuQWKuPYuagNKZh+MpjmquVxrWZhn1vxnKu2GsvFE9GmZmPOHwlBP+1/ewVAdtVofq1MLnG2DZ+N1mqXkyKxRLPFusxcMqfch6tmO43li2je+QwhdzvqlDSyCx8gb8FG/P9xCwuKSrh81H/i2lmmaD8zauHpp5fywXuVIggWfC8RGeHTiJ4WTSk/uQz3P9/EsamYkNeN1mThinGTqNy8tkvVMOJFJ/m9CUtukCTsCXY1W3auRPK5CXaVXkd7U6K9xpk9MsMp+SORDgToN2dFpJxo6+NIoRCWi65MvoNZGfEFTBs8I6ERvSYtO4lYVy5tzfW0IyVUhO70Q26aikfHGJl5oQ6AvxSaKFzvJs2o4i//0qJPyyZ79F1x5/7RGWdx7NBn2JJkz5WP67+SPZZAIBAIBIJTQyKHj6Fjr2R/Vzlzdv8zCLmcdH6wjfZ961EZUgAVks+FSmcgEPArWs+i+A7XojGmyBvpEFlTWS6ZRGfN61gGXdGtNq03YcwbRMpPLpMzrmpDCmGfG/eBt9DYfkTnP99ECvrQWLMIudsJu9tQGVKQwjr6zFikEN0y54/sda0V1Y9peOX3aMypqNRaMq/sYVE1di473oz0+wrVZ8EPCREIn0YkmsDvuvtBRQlR9a5tvL7zNdkiSbYyyh6oMHs39DsHz6fvJC2Z1tr6IgX9suy+73Btwl7jaLly5rg7cX+8l7Z96yIZZZ2J9n3rQaOPTPRtDRGT+eGz0ZjT0ab1kXccwz43jq0lhFytkecDfsznDYvrKW6qWIJl0BWoP/WSGWpKqAht0cOiUQY5CAZkv+Cyd/10+v3k9jHQsO0xmPgbRe/LgvuLeOqJJxIH4D2sBzSGlJPWtyQQCAQCgeDbobfS6xXLi3mttUVhheSoLMU29hdorfZI33DQHd9PXLGUkDdet8U2ZCbt+9bTsb+iW/izy7WjubIUlc7EhCnXyraXTy0rxuf4XKGP4qgsJXPifAItR2h/b5PsS6wxpmC+eBLpw2fh/vRvCdda0bWLIScflVqFfcJ8GtY9kHDtV7f2MwA+eK8y4bXZ8GoFpUtK+fjgUc4Z2I/598znKhEkC05zRCD8HSWZVU/PCbx61zZZ2Cm7/xl4vR7sMV50IVcrap0Rz6fvoLX1JXPCXWit9ojwVFo2zr1r8Hy6Tw6QTWcPRpvWh5C7HVTQVLG0WzSrvTFpuTIQly12VC1Hnz0Q39GP43YwpVCAusenyX566cNnyef0HqqRy36iu6VaW19Szr6Mzn+8jvWn4zi2f4PCM3hPXYiZ5T4CYRU3bfZy/y4fWg3UtUkMtKkwaWHTjGg/sY8bK4J43lhGvcNB7hkDebB4IRePnsaxRhcvPtPDq7mH9YCzqpS7FjwogmCBQCAQCL7jJFpPAQnXWK+/voWsqUVxfsItO1fS75anMJ8/ms6a7VgGjYvJ8KYg+dyk2fsm2UjPJdBc3/W/keqytMEzSDlnCHUl06h+u5rzLriIAx/9HW8wSPa0B5J+vmnAT/HuLOOl9Tuo3rWNFSuW4R3wU2zDZ+N8+0XFWivqZRwdR7TlLJrcSCS8taCoBCAuC7zh1QoWP/Agfx4PQ2da2FPXys0PPAgggmHBaY0IhL+DRCc367i5smDTihWRUuKeQXDP49rWFpHWwzZJkVXdsgSA9FE3075/C5012+NErsKeTghHvHslnxvPJ/si4hH6xOVA2rS+CbPF9vHzcFQtB0misfxhpIAXXWYu6SNvkv31Gjc8hG3ITMX3j2alNeZ0wgEPprMvJbvwAQA8//cunf94HbsuzC0X62TPYIseVMC2mSkcbg/zwJs+/lzQHSTP3uThWKck9xM/Pxl+uVfHxwcOAOBHw8EWuGz0RCwaZdb9irFXsn//O9SXvEJ2/zP47/++WwTBAoFAIBB8x0m0Tipb9ggqrQ7b+Plxa6xEWd3Y9ijPJ/tkK6ToBr73UA2NG4vpaHPS0aNEuWnzY6jUkTYuKRSQkxFNW5bQsutPoNLi8/spKb43InQa8CT+fEfEHzgqbFq9a5uiSrDlyOdY0u14dpbR0BwptbZcPEm2cerYUYbZlonvcC1pgyMuHub8Eag+raatuRGLQYMp/0pSfjKE4sdWxAXCpUtK+fN45Cq8UQO1/Hl8kF8uKRWBsOC0RgTC30Fijduhq38jgVVPouO0tu4dyYS2SQX30Lz5EVoql4HOSHahcucxa/JCGjcuQq21IklhpFCAQEs9OnuknCdRubIUCiH5OpN63PW5tpiGdRFRhlj5fkNOPlLAl1j5WmugZcdKwq42gi1HZaXDUGczFh2suTYilLVodOQ9OU908OK0yHMXPNUpC2lBZMJ+YaqJuVVeuWR6aJ6Gj186mvD6f1OKlQKBQCAQCL49ouukkKuVL577VSSQ1JuwDroi4RorKvKZrD0q0JJYKEvyucm+tphgh0OuZFOZrKh1BoUGSjRLm1VwD46tJahNFuyTFsivN24sVny+q3Y3Lbv+hDol4k9sSJAcGTlmIi2R3AU/zrEAsH3rZp55soz6klfoO+BMFhYV8e+a91mzppiw341ab8b44SusKTQxNM8acdrYsovgj35C/ecH467jxwePMnSmRfFcb+uoE+Xfhzu/1vsFgq+LUI0+xURLmwvGDGLO7AJ2vLYpzrgdIhNtYw+rnkTHpQ2ZSdOWJXgP1SQ3YPe62LKrRmFvFPu65POQcs5loILsaUXkLYgYtLs+3ovKZKVxYzF1JdO6sr0geTtR6UxJVQuNAwYlVYfWmNPj1BSbq5aTeeV/k3H57XJJUVTd2j7hLlz+eKGsox3dzx1whBMKaR1whOXHe+pCnDOwX6KfBIj/Xap3bUt6rEAgEAgEglNLovt245HPCXY4lA4Z04pw1Vbjqt0tvze6xjIajTgqS5VuHJWlpF46He+hGlT6lF7XOpYLRtP/tj/R59piCIewT1C6UERdJww5+YQ6W+TscvR16yWTZDeQzo/eoHX3c6j1JtmuST6uK3CPJRoEJ+LfNe+zeWsVWV1rOqtJy5rCHs4bBWoCe58l94yBce8/Z2A/9tQp/WL31IX4ycB++NF86f+c3hBfOLwAZIiUnOAUIv78TiGJSnZKlz2qMG6PksiqJ2qnFHuc1mrHoArTWP4wKq2+1/Oo9MbE2VhDCu6P/0rW5HsSZost54/G0P88nG+9gL2rBMi5d028l/CWJaSPuhlALsVR9BBvKyV99C0AspCXSqsnY9ydaMzpOCpLMZ8/muB+h5zZblt9M2emq+KEssx65OfOs6sTCmkNtKkIhCT21IW4uQruXzT/hH+XRKXpAoFAIBAITj3J7tvWdLtsBdmzdatl50rM+SMibWRvv4QkSegNJnxtTll4SmNOJ+TpoHlbKSqdETTaOKeL2LVOlGCHA8mXvMzad7gWlc6YVFyrZUfEpjL7qgeTilvVH/lc0f+cltUXwmGczQ1yaXTu1Y/jO1zLmrXFit7n9rY2hubFZ3jbnU6WPBZpRXv11YqIgvTnB8m027mxIsjzk5Fbzm6uhJvuv5eDLaYv/Xt94fDS2eERQbDglCP+BE8hCUugL5+LZ/syOraXKQSbEln19LRT8h2upbViCeEwqI0WzOePjrdN2rKE+fPvi2Q4pXCc5H5TxVIkv59Qkglc8nvw1tXgratR3FiivTKNG4uRfG5UeiNSKIjWagciHsK+IwdiXjcpTNvlnuHyh2neVoomNQvz+aNx11YrembaHI1IBhjzgpsz01X8zwgDOalqwmG4abOH56aY+M0QvfxvWUhrg4c2r4RhUQd5fdMpWlSUtK/lREvTBQKBQCAQnHqS3be9O8sIthxLEpDW0/nRGzjfflER2HqrSjGoQ3QAdlsaDa4W8u7ubu1q2bGSpk2LCXtdkbVOsHutA136LG+/qGhVi+I7XIvalBpZCwW8HF11B7ZhNygCcoBge+Nxxa3UBhOlpY+QVXCPHPw7KkvJnDA/0odcsRT/F58Q6mwm3KP3OS0ziz11nXEJg7y+6UyfPplXX61gQVEJ5rFzyS3sWh9ue4z/2q6mvtHJj8/ox03338vAC0bx6cHWr/SbiSBY8F1A/BmeQhqPfE5ugsm5oaWJ1IwsGjdEBKbS7H0TWvUkslMymUy4gmDv8ojT2/O6sq0RZUOr2QxA2bJH0JgzCDqPdQenBhNqVKh0OjQp9qQ+voHmekCVdCfTctF4PJ+9h77PWXKWONjhwP3vdxSWAE0VS2h960VsQ2bKE7gU8EfKoVsO4/l0H7bhs2n76zp8h2txf7KHNANkpqjo8EsAzK3yolFBIARtXolbKzwcdEpkpcDUdR46fBIWgwb1JVeTPeS6SI/OzjKkr/C71PcoTRcIBAKBQHDqSXbfbmxuSKrmrDVaaNm+guyrfqsIoG3j58OeVfzl1TcAmDZxsPx+V+1uPP/3HllT71fYGzVtfoysKRFLRufbL2GfMJ+QqzWuEq6xvBiVTh9nj+St/yeez97DfP5oPJ/sk/2GY8WtFBV1FUuR1Dq5ZDo69liFacugcXTWvE7W5Hto2bFScQ20g2dx3eYyXp4Sk+GtgqJFRQAUP7YC89geGwsTf0P43dX8s/5v1NZpRUZX8L1A/AmfQhKVNjv3rkFjtmEadxe2mGxwMnoKOxWMGYQEcpBqzh+BOX8EUihI3ePTGHplAU8seRCVzkTWlXMVE7Hk6eSKCVOo3LwWY/5ImiqWKLz0mquWk5I/kuB+B0jhxIbyadn4Dn8k98VEd06lUJDsqx7sUWp9D43lD9P+t1civnfDZtG8rZSMy29XnNfvqMNRsRS930l6ioo/Te7O9N602UOTSyLlP69Bl9Efx95nkSQnXm0qqkFXwv4KUqYpb3KMnZtQFbG33yVRabpAIBAIBIJTT2/37UTVcx3by5j36wd4YvF9xy07Dno6adxYjPWSSXg+2RdfZj1hPo6q5XKLF5IU8e2NZpDl1i8DppQUrOMXxL2/sfxhrD8rwF1bLQe8sS1naUOv7xbh6rKdbP/bKyegcB0JlNMuUwbTGnMmzrCJm3doOHSsBZtJQ5snROmSUgDqPz9IbmGC67L+IK1uC50drSIIFnwv+E6IZe3YsYMFCxac6mF869xw4210bC9TiDJ0frBV9gHuTRQhGdn9z0Cb1idOzMG5dw0qvZHKzWtBrY0TXrBPmI+ExP79Eb9h7+cfYOh3riyM1bJjJSn5I+mseR1QgVZP4+ZHOfL0rRxaUsCRp2+lcWMxKWf9XCHSlXH57eTOWyuX+MQSKbX2MuCeLfS75Sm0VjvqlFQcXUIR0WvirXkdvVpCo5JkNeiouMNzU0xo1GAbPhvzBWOw3fYS2dcuxqUy0/nPN5H83sQ3uQSqiL39Lh3by2TvQcEPhx/q3CQQCASnE73dt0eOmRhpLduzivqSQtizSq6yiwbQsfgO12JNt0eC56FzyLt7I9nTiuis2U6gObFqdKi9iX63PEWfGYvkTC5EkhHR57P7/AhPe2vStVBskK3SaEkfPgvLoHE0li+iuTISoOrNaUh+L7YhM5OKkCZSuDbnj8A2fDYtO1ZS9/g0mjYVc/01k3josYcZYE9hw3QD3iIrTw5pZfEDD5Jptyc8d04CIS2B4HTmlAfCixYtoqSkhHA4fPyDv2ckmpzDSXpzeypGJ+OGG29D8rTLqoNSKEjrWy/SWbOd7MLfknf3RiR/kv7fgI+GwwdJGzKToPMYWVPuJXPcnd2lyp/sI+xqAymE5OlApVKTeeVc8haUk3nlXNR6I64Db6NJzYqbQKOWBLFExCIM8k2rsbwYVThIyO2kefMj1D0+Dc/2Zai0OlIn3oPLT0I1aJdfeQ0MOfkEncdIH3GT3KPT83NzB+Sic9XL/+ld9fLrg0Ykv2kKfjj8kOcmwckhPaWTFEMHKYYO9DHzjc5Vj6rtoOJxb/8JBILeSRbsAsyZXcATi+8D4Nf3P8KqF7bI9/NkAbRKrZF7jqMJg6zJC1EbzYnXMlo9dctm0PDq7zEOGBTnhuGoWMoNN96WNPDWGFMSWjPZhsxECnhQm9IIdjQz96776JMzUFEyrficbSWEvW4OLZmMSmfCuXeNfC5z/oiIG4c9l6ypRex482889tAjsj9wNMFw/blBgh0OGtfej/PpG3B9tAvvoRpcO8u49ze/POm/nUBwKjnlhQ2XXHIJY8eOZd26dad6KKeEnqXNt9409WuVrfELkgAAIABJREFU5Y4cM5FVTy9DOnt4dzlOD79gXWZu4rJmSwaqkB+t1d5V4lwrl1ZD1DR+EdnTHqBlx0pFCbNxwCDsExfQ/FoZUjAQp6ooSVLcc46uHc66kkLUplTUOj32GNXpyM0IbF03I6vFlFAN2qIHV+2bmPNHyd9FZ8+NlISHQ3GCYK7ty3j49mmEPu1eYOrOzmVghgdI59ODrcJLWPCDn5sEX42on2dGmo/s0FF0rm7Lkdg5J2QyEfJ4jns+jdYHF5xxsocpEHzv6HnfPhEHiERaK3fccRdPLL6PtAQJg7DXhaNiqWKt4qgsJWPcnbJAlcacgXn4MBxVywm1NaLSGZHCkXkgUZl205YlGDQafF3WTPEexrlkjL2dxvKH5fFGv5eiZNpoBknqocWyFEDWYon6GEfLnFVIDL22Wz16zYcBXv4wQPnV0RY0PzM3LCNkzqKk+B4KphdwsKX7+kYVq6Ml6GLdJDjd+NYC4VdeeYXnn39e8dzixYuZMGEC77zzzgmfR61WY7Vav/TnazSar/S+b5tbb5tHyROL4fKYXpYdZcy/694THn97cwO5N82UlZwPPTZZqRY4eEZCNen0UTfTvK2Upk3FhH1uuScmOoE2VSzFeslkjAMGEWg5TLDDwdHVdxJoPowuM4fUS6cTbGsASQKNjsbyRUgBDxprFqjUhAM+2ZJAm9aHsN/bffPYWIx9WpEisPacM5y2fevlm5F+1J3M3PAEa67q7hGetdHDmIEa3thRSvPWEqwGNR3eMKlpqbhq30RrtZORosO47xnq6urIy8vj0YW3c+2EyxXXTH3k36gHmjCZzsNk8mI1fnt7RKfL3+bpMs4vy6mem+D0ubanwzhP9Rg93iBnD0wnLfghlqOfI0nd1iKS/cfyv9VqDUZzKNEpFKhcR1AHGuhj68dhk+lbnZvg1F/PE+V0GafgmyFRUHaiDhCJNr5fev7phEFpn5yB8rnrDh9Ea+tL+oib5IRBxGayGGPu+aiAPtcWE+xw0LZ3DSXF95Jm78vIYSOpriqhoa0l8v5RN6O12ml89fdx2ixNW5YgSVLEjsnvlccbHWNz1xjsk++mbd86MsYqExRZkxfSWL6I9r+tR5eZG2kj63LpyD1jIFa1jz11LXKCofhtH6sLTPLjUQO1rLnKxC/36pg+fTLRAry/vrGNF58RNpOCb59wOMzvfvc7Pv74Y/R6PYsWLWLAgAFxx/32t78lLS2Nu+++u9fzfWt31Kuvvpqrr776a58nHA7T0dHxpd9ntVq/0vu+bcaMK8Dtdit3J2+/i/8cMqbX8cfeBDRdpTvRyVDd47E5fwR+R53S6kiCQMsRNGabYqezqWIJ7fvWo7X1JexyYhsyEwCNJSPOcsBRWYralIoU9GP92WTCng5cB3YTam+KfIbXRSgYAElCCvhQ6ww0Vy5DpdUjBZU9xK7a3bhqqxX2A+b8UdRVlDC3yssBR5jz7Gqmnatl26dBNl3THRzfssXDdRd6Wf1WGc6ggUeumsTU/3ex4nod271P8VgbdJLS/wyMmiY8ngAdgZPyc54Qp8vf5ukyzi/LqZ6b4PS5tqfDOE/1GDUmE5ne97Ec+TeN++sIam0xr9bJ/zKlmPC4j58R1gadpAWcpFzQB41W9a1/t1N9PU+U02WcgpNPssyvu/UYeV/SASK6lmo4chD1pmIsF3cnA6I2ltHAefLoC+k3Z4UsihU9v+Rz43z7JTLHzyPkaqVtz18Uis+vVywl7HPT59piRaCtsWSQct5wOZOsTklDpdUT7miiZefToO7+nOgYCsYMIm3ITNr2rSPgqKdlx0rSLpshB+aRtjcPakMKGWNvx5CTL5c5P1S8AJPJxM0LFvLn8UGG5mk44AgnbEH7+KWjiufKXxI2k4JTw86dO/H7/axbt46///3vPProo6xYsUJxzNq1a/nkk0/4+c9/ftzznfLSaEE8X7Yst+dNwLl3jaJ0x5B7gaw8GJ2IO//xOqAmc2LEb86xrYTO9yvImvZAj93Ee2jc8DD95qzgi+d+1R1QqzXYEygnNpYvQm1KpeODSlRqTVyJjmXQODlTDZFya8emYsIYFcF627512LtuIrFKh6k2G2Xj/fJu5QVPdcbtXq4uMDG3ysvLU4z8V6WayZOu4nh5F+3h99Ed9yiBQCA4Pma9hlDQQFBrI9T3zITHqFOthNpPIHA79tlJHp1A8P0iWebXv/mRL9VqFruWyouxKWrft54+OQPlIDgaLEe1T3qeX6U3EXRGvIu/eO5X8SrTkxfSWP4wDeseQJeZQ9rgSOAabGvANmQmnk/3YR58jUJBOjqW6l3bFOtDa7o9LinRXLUciCQ9In7DZiSfC/27q6lff5DcMwYyacpoih9bQf3nB8m027luq4uGlg6sBhK2oJ0zsJ/iWjmEzaQAkADftyw3tX//foYNGwbARRddxEcffaR4/YMPPuAf//gHM2bM4LPPjn//FIHw94CeN4FooBktTdZl5hJ2OWMM4E0YBwwiu/AB+Rz2iQtoWFuURETLG+dlF2pvSqJ86CGs0YEUJqvgvvgSnY3FmAb8VGnbpNZhPvcyRbAeVWaMsx9Qa7huE7w8lV53L6PP1ze3n9yLLRAIBAKB4DtDMg/hoKczYj/ZwzYpKqLVk0QBtX3yQtizilUvbAGUwXJGhyNO+6SpYmmkfezwP/EdrlW4aMSOTQp4yVuwUV4HtVY/i0qrl9+DlMCmafLCuIyrSq3BPkE55szx82jZsRKNOR1H1XLCXhc5A3/Mu+9VoSfEq69WsKCoBPPYueQWRpInrTXbyb62iFBHE9dtfjLOX/j+RfMV38EubCYFQFhS4Q/oTvp5W1pamDNnjvx4xowZzJgxA4DOzk4slu6+do1GQzAYRKvV0tjYyB//+Ef++Mc/UlVVdUKf9Z0IhC+99FIuvfTSUz2M05ZENwHbkJm071tP3t0bUWm0HF19p9w7cmhJAVlT7lUcb8jJR6UzJt3dbNq4iLDfg8aciWNriTxhJzpWY0gh2HYsSaDspnHDw0hBX7d3cOUyfIc/wjJonBzwqg3mmJLoEXJPS8vOlQQHX820LatpdzqT7l6eZ1dHdjH7Z5/MSy34gSHmJoFAIPhuk8xDOLafN1YIK1nFXbKAOjbL+acVJfjDGjmbm/LjS2WxKrXRjDl/JOmj51D3+DQ6tpfJdpaxY3PuXYPaYKaupBBdZg7m80fjPvAWGePuxFFZijatT0IF6UQZ1/bmhoSiXoHmelp2rsScP5LOD7by67t/Lb9e/NgKzGO7g2fPp/tk204Al1otr7HOPas/9y+az1XTJys+o/CG23jxmXhv5mSbDALBlyEjI4Py8vKEr1ksFlwul/w4HA6j1UZigNdee43W1lZ+8Ytf0NTUhNfr5cwzz6SwsDDpZ30nAmHB1yPZTUBjTOHoqjsItjWgsWTIO5e6jJyEx1ut1oRqiGi0ZE25V1Gec/HFP+dfCXZaJb+HYMCLxpqV8DO0aX1RaXX0u+UpIFIarcvMIdB8mB/FCHy5anfLgl5RoYmg8xhqkwV/9Uo6OlxYrWakYJibt4b586Rgjx5hHTdvDXPvrTd9Oz+CQCAQCASCb51ESsw9+3lPhGRrqWiWs3rXNjq9foULRXPV8ohyc+UycuetxVW7m6Or7gBApwbJ51I4Vzj3rqGzZjtZU+/vXlN19QRbLhiNSq2hZdefZC/i42Vck405qjTdVLGEqVddzZRphUCkFaP+84PkFnYHzz2z1ub8UUjnDKP9iUL2vPtGwmt12eiJWDTxatuiP1jwTXPJJZfw5ptvMmHCBP7+97/zk5/8RH5t9uzZzJ49G4Dy8nI+++yzXoNg+A74CAu+Pol88JxVpahUGtnn1z7x14QDPpo2LiLQXI8jxmc46pt36x0LCLmcEcP1kkJadq6MSPFPuVfhpWefvJCjx75I6NmXmpEFGh0hV5vCy9h7qIamiqUEO1swnT242/OuspS0wTPijOEjWeCRNLzyO1rf/DOZV87FPvEusvU+Nk2T8D1gZdM0CZs+wLCfj+COnWaMxR1c9YqPz50Sr/5fGvNu+AWFo0afwl9GIBAIBALBN0kyD+Evq7XicXfStGVJ3NrohhtvAyJBX1bBPYr1UOb4ebTtXYM2rQ+dH71B6+7nIuuuuzdiHDsXlcFM/z5ZNJYvimSJ91dgGTROuaYaPw+10QxE1j45dz6H5PP0OpYoidZ/TRVLCTTX07SpmKkFBdz9u2L5+A2vVpBmVFNfMpW21Tfjqn0zbv0FkWA694yBx73uq17YwpZdNQpvZoHgm+Tyyy9Hr9dz7bXX8sgjj3DfffdRUVHxla0uRUb4e0AiHzyDRoWpK4CFSN9I9pR7cWwqZkHRoxz46O9s3/wIQU8nWpOFceMmMXLMRF56/mkYOkd+36ElBYnLc+o/S+jZ5wtJaC0ZAKSc1+1lrMvMwTJoHK6aHXg+3Uf739ajMaSg0ejQmNNJvXR6XK+Nq7YajcmKfdICjAMG0bb6ZtZP0SqEsZ6fAnfsfJ9ty5SKcQKBQCAQCH4YfFmR0Vi6+37vQtfhkEud0+x9FQF10l5k5zE0lkxatj9F9lUPxtlAHq3ZTnbhA4oMsN6ep1B2Dvu6Sz19h2vR2vqSog5FgvteMq7Rxy88/zR1Rw6iNVoIezr50YCz+MUv5zJu0hQAtmzcQOnDRdQfa+XMdBV/GGckJ7WT67Y8iTbrorhqwKiqtEDwXUOtVvPQQw8pnjvrrLPijjteJjiKCIS/J0RvAlE1w/aWJjwJZPRDPjdlyx5BpdWROeU+edKr3l7GeRdcFFdiFNvf4qrdHZHob65Ha7TEqRe+9PzT2MbPp2FdRITLNmSmQiG686M3CPvdhFytqPQmQl43hrQMmjY8TDjgRa0z0rSxmLDfjcaSjkUdpL2zHd/OZYQGz6KtuYmheRbF9x6ap+HTLxzfwhUWCAQCgUDwfaOnSJblgtF4D9XAnlWKNU7SNrS0bHJuX50wceD5RNl/G80AR/p3R8jn0Kb1RQoF5ZY0TSjArXfdJ6/r/rSihCeW/A8lxfei0hmwWlO59Y4F8tpv0IiJ/DhHuT6Ksr2inOcW/4bnJsDQPKvcQlY82sjLBWoKX/1frps5gx1vdqtKP1S8gOk9+oIFgu8jIhD+HpFI+r+njL4uM5dwMEDmlYn936LKiNHssjXdjrOqFEP+aFy11dhjpPx7mqdHd0t1mTlIwYDihuGq3Y3z7RfJvupBhVG8NxBC0urIHHcHWqudhrVF2CfehXbvCm65MMymf6k54GjEuuMJ9AZDQmGss39k/9ausUAg+OHQEvzy7/mxzQ1A5z8+BYWHsEAg+CaIJgAauzKnN9x425fKDp+ISBYk7kV2VC0nfXikJzFaYhwbKCcTvQo013cHvhVLCXk7qXt8WneQO7c7CC5b9gghtUZePzn3rqHj/a2UFN/LqqeXMee2uxg0Ivn3fekPj/HnCSS0mfzgNjPt3hBLljx4wtdLIPg+IQLh7xGJpP9jZfSbq5ZjGz4bx9aSXtUIE5U8L39iEfYp9yUMnqPHRndL0wbPoGXnM4pSZ+fbL2GfMF9pp1RwD82vlSGFgzjfeoGcO59Da+tLYO+z3HZhmJc/DLC6wCSLYM0s91D4ipryq+Fwe5jf7/bxWatETqaWij1vMXno8G/6EgsEgh8ALUGwWE2cbTd+qfelp3SSHTqKd2MlQW1WUg9hgUBwcohNAOQm2aQ/HscTyYpy4KO/43O3415bhEpvhFAI639MkzO7aYNnxLV4qQ0piYVDjRbqSqahNqRguXgStiEzZZGvW2NKoF96/mnCOhP2ruSFq3Y37tpqsqcVKZISs0Lw49kzEn6/z+qOJKymO+AIJ/QIFgh+SAixrNOM6l3bmDO7gIIxg5gzu4DqXdvk1xqPfJ5057Fl50psw2djzh8hlzvH0pv/28gxEwl5XfK5XbW7Obr6ThrWPUBjwxfyGKKiDRpzOumjb0EKBmjc8BB1j0+TzeV7ji3Y1oB9wnzC3kh/TNqQmbQ7nWz6V5DVBSZGDdSi06gYNVDLmkITobDEpFckFu7w8afJJnwPWHl+YpDlLz1DxZ63vta1FQgEgmgQ/POsg5xj+ORL/ZcdOoru4Mf4VSIIFgi+DWITAFHxKWvXJv2JkkhwKlaYqnrXNq6ZfBmv7XwN+9Qi8u7eSHbhb1Ebzbje3yq/T2NORxMK0L5tCfXLZ9KwtgijwUhrRbzo1bxfP0Cf/gPJmlpE+vBZScfeeORzgm0N8vqpbd86dNkDadq0mLrHp9G0aTFS5gDWrFqW9PudmdefPXUhxXN76kIMtKm4pQrm3zM/yTsFgu8/IiN8GnG8nc9ku5pqYwoZY2/HkJOP91AN6oAHZ1UptvHdu5bH83+LnjvkasX51gtk9lIi/dLzT9PSVaLk9Xowjp1Ly86VSST+c7rM5T20LJ9KpzeI1QAHHGGG5mkUYxiap6HTL5GaZmBNgUpR5vPnSUHueHWNyAoLBIKvTEsQfpwrkas7iO3IvwkFDV/6HM3/bP8GRiYQCBJxomXNvZFIcDQqTBVdd3mDIbKnKQVI7ZMX4thUjGf7Mho7OpACXkzWNMJqHdlXdVssOatKI8e0OkjN7IOWEE8svg+0BjI6lBonPcee3f8Mmjs98vop4Kgn5OlQ2C81VSzF43KyfetmWRwrlht+9RtuXvwb/jyh22Zy5gYPAY2RZcuXMnHi2BO+VgLB9w0RCJ9GJCp9ji1PTuald+UVBeyPUR6ce9d9SVWjo/TsufnZzy6lensZ/jBkjp8XN4ZVTy+TS6p7nmfFimWYzhku+wLH+u/Zhs+mafOj9LGoWFOoZ2ieid/v9vHHd/0J+4HNOol2p5OheVbFtYmIZjVhOPy+4nlJb8Dg9x332qo1AZx+aAn4AdWX/m0EAsH3gzOzTZhdEAoaCOj7fIUzNAGgOfYZ2qAz6VEnOjcBhLDxWaMHSPkK4xEIvr+caFnz8UimOh1dd7nXFiWsagt53QRTUsm+6rcYcvI5uuqOOA0W2/j5sGcVQ4eN4fWdr2GfvBBbtMe4shSVWqMQzood+w033kbZskdwbCvBfMFYVHoTWT3Et7ImL6SxfBHPPFmWMBAeN7mQ/6vZT+Ha52n3SZxnVzPnEh1/+ZdY6wgEIhA+jTjezmdvu5qxVO/aRvXb1QlVo2N3QGMzz9Xbyxg5bCSVm9cmvBk0OI7FqUjHjumJJb9DCnhp3FiM5HOjtfUlbej1kVKiundYM8MkB72LRhv5Z2Nkx3LNVd09wjduCfD4vQtZ/uzz7KnrjAuSzzmjD2nTlb7BJlMKHo/7uNfW6Yf6QB/+Xa8iQ/y/QiAQfEXMF18AgM7fgEabCgN/nPC4E52bAmioddk55kxB7/Gc1LEKBKc7yRIAvVW4fRmi6y610Zww4FbpTYoERWwZcxRDTj51Rw7ymqOBrKlFyqzyhPk4tpaQcs6QhGOPrqGeWlZM5z9eR/J7Ep5f8ns4VvdZ0u/x7ls7Kb/GpFg3jRkYZO5Dj4iMsOAHjVjyn0acyM7niXjpJcose84ZzvInFvHE4vvQGM2kXDQhLuu7f88q+uQMTCz8YOurEM6KJdafOORqpfWtFwg6j9Gy/SlUgBSQ4sqg11+dgmFRB3OrvBxwhBloUxFWWyi8fBQAN/5hGc8XIAfJsyuC3PXwQo78//buPS6qct8f+IeZYZgFjHjB2xZI86RmHY/aPuY+amqIF0gzjTC3F1LbamzzQnihMrdbkDISwyCOFhszd4ip21sdxW118LQ7v/xl+7g9Ul4RLwmaMDMsmOv5A5kYmOEiA2sW83m/XvuVrDXzrO9ae17fWd951vM8ylCHdtRQw6g0Nnptz5aooNeJLIKJqMU01iJYVApc+6exLl/T1Nx0p9x47wc6FsFEdTW1A6ApnM0+XXPfFTBwDEoObkLXWmvtlh7cVK8wdTZzdM3kWOZKvfNeZf0dFL39TL11i2ufY809VMn+ZOcFuZ8/evTo6fLcfrx8DSNnOpkwa+e1Zl8novaEt/0y0pRfPpuyjEDdnmXD2S+rl0aq1UPsbMH3q9cuY0XiRmzevBFdp6x0eMQ5aORvceuI68kaah7vsSh9HWZULPt8M9SVJqePQQ/sqsCZl6oTt8ligyZJDwBQmMtRYtLgmQNKlJeVoUNQEESTL34stuC//2FyOK4gqCCKjtucM7EIJqIW01iLYOrTH+cMwbhZVP0DmzNNz018SoWcO3bsGD7//HOkpqZKHYqkmtIB0BhXc7CMGTUGXxxNh3b8EtisVvtTbUqNPyZMmIJTp75xKEydzRytO5oOs6iHb5dQlx0JAGAw6PFO8hrszMmqd+9Wc9/mrCAvObgJCgC/i1vi8vwe6t0LBUV36t1nPfxgrxZdt7bU0mWyiJzh16uMNPbLZ1OXEajbs1z2dS6C64z7dbbge7devTEmPArbMlNx+/N0mMt+gm+XEHR8Yg6UAZ0aHJMzJjwK27PSoBlXZ4zzxOUwHEzG83sr8OdpGnsPb+xfRKSE/7J0SUGRBf1DugIANuw4jKDJ1Us51azSqbnyd+zfmYWnxjsmRa1GBV1T7jWJiNzEGBCKm9d8oBZdP2XC3EQtsWHDBhQUFODhhx+WOpR2wdUcLKcKtmPx4mXYmZMFg5MC7Ivjhx06B5QBnWAzGVF6JA2W8hJ0D+ljf78Y+q8oOfCW046E20fSANgQFr8PVcVnkZ62Eduz0lB++yd069UbHbpUr/bROWIRAKBkfzKslQb4qDXQ+PpizvK1TscH11gUn4h5617Bh5N+mTBr3mfA+tQ1rX5t3cEdy2QROcNCWGYa+uWzscm0atTtWTbdbnzB99o9zy8ujkfm+2noErOhWWNyym//hCAnx7lVUYHnnpmEaXn/gTLRDK1GAV+FAj0CfWCy2KoT9mErVsfNBQBcvXatxbNEEhERydXQoUMxbtw45ObmSh1Ku+BqDpai4kt4J3kNuvXqjRWJG50+tly3c6DzuN9BGdAJKNiO7TsO2F9bU7g560jwUanho1ShovAkAMCi9IVm3BIE3bvHEg++hcp7q310enIB/Pv9m/2+a0x4FO6Yq4/h4+tb79w6+esxY8Z4+Kk2IC7lTRReuYX+D3TD66/Pw/OThkA0XG3ydTIG9G7ya92pqfe3RM3FQrgdaeoyAnV7llWaQJdjWq6mTqvX8zwmPAoajQbbs7Y0a0yOqzHOISGhSFkeh5Tlcfbte4+dQFx2DgqLS9A/pCtWx821jw8O7dXLLbNEEhERebK8vDzk5OQ4bEtOTkZkZCS++eabJrejUCig1Wobf6HElEqlJHF2D33Q5WPLv1qQWd0D+X4aNBoNIiZOdXjvkuWvYnNaimPnwLF0LF+22n4uk6fOgEajwda0jdCJIrrXem3pkc3oPP4lqLTBuP3ZFtgABEcudyj6Ok1eicpj78Lnvz7E1asX0T30QSxfvhoRE6fiVqUZ335xAK/u3Iprly8hrHcY1r4yFzHTxttj9LP64MVpw/HitH2w/Fhk3267UAy11dqka+TjI0LRR4AgPAxBqIRW03YlREP3t3L4XAPSfbapYSyE25HmLCNQu2e55pGTumOPl654zWVxGzFxKoaPCG9WfLPmLkRGneMYjm7But/PqffaaRFj7YVvXa/NicKKrHeBiJdbZZZIIiIiTxAdHY3o6OgWt2O1WqHT6dwQUevSarWSxPnb2S/Wuw8qPbIZnUbHwkepqr6viliC7Vlb6t37DB8RjuWAY+fAomUYPiLc4VyGjwjH8BHh+OL4YWzPSsNPpTeh8A+Cj68fbh9Jg2+XEPgPHIPyr3c7fUrv1p1b2JmX77Bdp9Ph+NHD+GhbGrQRSxA6bSAqi89i6WtpsBTfRHT4cABA3VEYNUvDaQO00JU37Xr7GkUojSJ6BNyB2EPAj5d+brP5Cxq6v5XD5xqQ7rPdmiw2G25XWtzebl+3t+gaC+F25H6XEXDnrIuA6wkNxoRHQW8BDnyyDVeLLiK0V0+s+/0cTK9V8O49dgJbavUEL31hbr2CODp8OBQ9OuONzR/gau6lFsdLRERE8uOuCZTq3gdB5YfO4xfb50kBnD9hV/f4zh6fdvXaMgA+vn4InrQUfiEDUXZyF6zf7YEPbCjbHgvfUfMRMLD6/sdVp8YdM7Dv43+HNsLxseHK/mOQsHk7Fm3MwkPdOuGlCRMx5ddDar2zer1zq78AsaJpM9KrzHcRpKoCHq0fR2tr7WWy6D7ZAKXF/YVwW2Ih3I60pKBt6ayLNQn+p2uXoPDzR+CQpxA64x2HCQ0AYO/OLJQWX0KQvxLFxdfwbnYOfFDdA7z32AmkvJeOD6MUGBkWiIIiPea9lw7c21/bc1PDMWJ6LP77H5ztmYiIyNu05gRKCqUCP5/40N5TG/SbmHqTgjbn+M5eqzj4FgIGjoHmgUEwnD0B4X8PYNdzfvcmszJi5l/SYbBaodR2bbDoKym+VGclkHttRde0VYV5h/bB2rErJo98wvE8O2hhaWKPMG5ehMXsB7XhKoB+TXuPm7i7w4aoBkuIdqbuI887c7LsEz201lTztRN8WK2ZEO3LL41fgm2ZqTBDCd/+o9Bdfx27pigwMkxwKHa3ZOfgtwOtWPKZEf9basXDwQr8dqAKW7JzXD4mTURE5I0ef/xxPP7441KHIRl3TqDkrFAtPbIZXSKXQaUNRumRzVBaTFiy7JdZlmsf33D2S5R9nQvTzzex5Z0NDq+5de0ylJoAdHl6jUOsXSevRMn+ZJT/LQ9aPwV2P6e2L280to8Ku54GpnyyGQHdHmyw6OvxgOP4ZvPXH2H3FIVDWx8+ZcbiPX+uVwjLSc39bXt8xJiko5A6AGod9nG/IxcgNH4vMHIBMjPT8MXxw24/Vu0vg5qxNF0mLUXZ19WzWfqFDIROp4N2/BL4/PgFdt1L0L5Kn+oEHaVt+9AtAAAWo0lEQVTAluwcnLt6C7v+x4T0SRpUvqpF+iQNdv2PCeeu3nJ7zERERCRft65ddj6W9j5WkHB2HxMcuRzl3+yx/1sQhHpr+/qFDITh7Je4+9UOdB63CGHx+9Dl6TXYuvVtpKdttN+DmSv1TmO1VhkQFr8X+qrqZY1qGxmmRIXJB9t3HGiwsP/dy8tgOPYuKq/8HTaLGWW3bzlt68cbpc2+LkTtHQvhdspZUtfe+6XU3Vx9GZluFwOoHttiM1VWj4G5XeI0QRcWl6CjoMQHUwSHIvmDKQI6Co6vJyIiIu9WM4FSbfe7gkRj9zF+IQNRfvsnp8cv+zoXXSYtdbjf6jhpOay+gn2bb5dQp7H6dgmFj1KFoC7dUFDkONayoMiC3iE9G419wuRnkPrGfPgVZOBq6jPooFE5beuhnsFNvh5E3oKFcDvlzl9KG+Pqy8i3cwgqr/wduqPpCArugariswjq0tVpgu4f0hVllRanRXJZK8xIR0RERPI1a+5C6I6m23tCa+43Zs1d2Oy2XN7HdAmx/7tugV1zfNPtq07vt8xlP8Fw9ktc/+AlmG5fxa19Sfj5q4/ssZZ+tgVBv4kBAKh+MxszD1hx4pIZJosNJy6ZEXvYhmlzXm5S/M9OHYfvc/6Ii1vexLoXX8K8Q45tzTtkxaJnn2/2dSFq7zhGuJ1qzlJKLeVsNr/Sg5tgMdwFCrbbJ3jIzEyDb/8xmHngAHZNMd+bxMGCeYetWB03F1uyc1BQpLePawFqiuRubo+ZiIiI5MudEyg5vY85shkdR822F9h1J6uqOc6WdzY4vd9SCB1w96sd6HJvVuiq4rMoOfgWyr/eDZUQiIDBkfZZqQMGjsXd0qt4Jm8vdJXVPcHPLXoZo8Ofava51IwDXrznz/jxRike6hmMpbOel/X4YKLWwkK4nWrLqeadfRktW7ba6ZfRjpws/HS3CtP2KFEumtE/pBtWx/2yRNK899LxYVT9IpmIiIiotpaueFG7HeCX+5gOXbojQOWDO0fSGiywa7Zlvp8GRPxyv3X3s82AxYguU1bWmyDr9l82wizqYfj7UQgP/Iv9PabC/8TiFUluOZ/JI59g4UvUBCyE26m2nmq+KV9GY8KjMGh0FB7q0wl9OosIOJOPSkWYfX9NMRxXax3h2kUyERERUWu436J6THgUNBoNtmdtsd9v/f73ryA1ebXzR6Yr9Qh7ZR/unvwzSvYnwVpVge69+nA5ICIJsBBux9z1S2lbmhYxloUvERERyUbExKkYPiLcYdvOnCynj0zXTJDV6YnZEB74F6BgO7bvONDWIRMROFkWEREREZFbOZvMq/YEWYDrSUzvmJ3/7/DRQ1gyZzyeDv9nLJkzHt/911F08tdDcelH6L//sQ3Pjqh9YI8wEREREZEb1R2iptQEOEyQBTifxPSOGQjUCugZrHHYfvTgXny2fT2yI4GRYYEoKLqLeVtfwyOWf2Bip+4wqzrC0uPBVj8vovaEhTARERERkZvVHqL2xfHDyMxMQ2WtCbLqTmJaUwQPDDOjo0Z0aOuT91KQHQn7yhpj+6jwYaQZcX/aj3EJq1gEE90HSQthnU6HhIQE6PV6mEwmrF69GkOGDJEyJLoPXxw/jJ05Wbh1b5KIWXMXym5sMlFtzE1EROROjU1iWrsI7nH+SyhhdXj/DxevYeTzWodtI8OUKCy+3TYnQNQOSVoIZ2dnY/jw4YiNjcXFixcRHx+Pffv2SRkSNVPNL5za8UsQeu8XzszMNABgMUyyxdxERETu5moS09pFcDfLdcDsi0p1d4fX9A/phoIivb1HGAAKiix4qFsnAIDy5kUAaNWeYaWqClYAN0orW+0YRG1J0kI4NjYWarUaAGCxWODn5ydlOHQfduZkQTt+icM6eRi/BDtzslgIk2wxNxERUVvqGaxBR40IX4MFFif7l74wF/PeS8eHUWaMDFOioMiCeYetWB23AAFDHgUAVP2/AqiK/3+Tj2lT+8HPWNWk1yqUJljQEecMwQCAzhxcSRKwWq1Yt24dCgsLoVarsWHDBjzwwAP2/YcOHUJOTg6USiX69euHdevWQaFwPTd0m32M8/LykJOT47AtOTkZgwYNQklJCRISEpCYmNhoOwqFAlqtttHX1aVUKu/rfW1NbnHeunYZoU7Wybt67bLT8xArzRAEAYIA+Kn94Ovf/HP1MZRDKfhDDTUEQQWtxvXHWA7XUw4xAvKJs7mkzk2AfK6tHOJsSYzV+UkDweoPiyBAE9D8dhQVfrAKAtR+VmhV8s5NAOMk7yCHIV41S0vGZeegsLgE/UO6YnXcXPt2jbUIvo/1hrXPQ01u00+thspobPLrzxqCcfOuP9Si2PiLiVpBfn4+jEYjcnNzcfr0aaSkpCAzMxMAUFlZibS0NBw8eBCCIGDFihU4ceIEwsPDXbbXZoVwdHQ0oqOj620vLCzEihUrsHLlSgwbNqzRdqxWK3Q6XbOPr9Vq7+t9bU1ucXbr1dvpOnndevV2eh6iGRBFDURRhMJYhUpz88/V1yhCKVbAqDRCFE3QmRqP05PJIUZAPnE2l9S5CZDPtZVDnC2JsTo/2aAQK2ARRZgszW9HY62CKIowVvlA18DNohyuJcA4qf2T0xCvaRFj7YVvDV/jT1CqqmDq0x+3lL/CzxWBTW5PUAgQq5pW1N4orYReJ6KzikUwVTNarCi64/7H5B9rYN+pU6cwatQoAMDgwYNx5swZ+z61Wo1PPvkEgiAAAMxmc6NP9En6YMP58+exdOlSpKWlYcCAAVKGQvdp1tyF1V8Y45e4nAWRSG6Ym4iIvIOch3jVLoLPGYJx864Ket3PTX6/IFRCbEbvLh+HptqUADoo3d/unTt3sGDBAvvfMTExiImpXn9br9cjMPCXH3uUSiXMZjNUKhUUCgWCg6sf3f/oo49QUVGBESNGNHgsST/SqampMBqNSEpKAgAEBgbau7dJHhqbBZFIjpibiIi8Q0NDvGShzz/BGBCKm9d8oBbFZhWrWo2qwafqiKTQuXNn7N271+m+wMBAGAwG+99WqxWqWsOQrFYrNm3ahEuXLiE9PR0+Pj4NHkvSQpg3lu2Dq1kQieSKuYmIyDs0NMSLiDzL0KFDceLECURGRuL06dPo16+fw/61a9dCrVYjIyOjwUmyavAhByIiIiLyShziRSQfEREROHnyJGbMmAGbzYbk5GQcPHgQFRUVePTRR7Fnzx78+te/xty5cwEAc+bMQUREhMv2WAgTERERkVfiEC8i+VAoFFi/fr3Dtr59+9r/fe7cuWa1x0KYWt2Xxw9h7453cbn4BsJ69UTsijVYOHeS1GERERERcYgXkZdiIUyt6svjh7D7/T/gT1E+GBkWiIKiu3gheRW6BZgwa4C/1OEREREREZEXanwUMVEL7N3xLv4U5YOxfVTwVVb/NzsSePetVKlDIyIiIiIiL8VCmFrV5eIbGBnmuMjYyDAlfrh0XaKIiIiIiIjI27EQplbVO6QnCoosDtsKiizo1+dXEkVERERERETejoUwtappc15G7GEbTlwyw2Sp/u8LR4CXV8ZLHRoREREREXkpTpZFrWp0+FMAgAW1Zo1+IXENnnl2EnAmX+LoiIiIiIjIG7EQplY3Ovwpe0F8xww81KcTAFHaoIiIiIiIyGvx0WgiIiIiIiLyKiyEiYiIiIiIyKuwECYiIiIiIiKvwkKYiIiIiIiIvAonyyIiIiIiIqImqzJacP5yudvbDX/M7U26xEKYiIiIiIiImsxX4YNfaX2lDqNF+Gg0EREREREReRUWwkRERERERORV+Gg0ERERkUzodDokJCRAr9fDZDJh9erVGDJkiNRhERHJDgthIiIiIpnIzs7G8OHDERsbi4sXLyI+Ph779u2TOiwiItlhIUxEREQkE7GxsVCr1QAAi8UCPz8/iSMiIpInFsJEREREHigvLw85OTkO25KTkzFo0CCUlJQgISEBiYmJjbajUCig1WpbK0y3USqVsoizrpbGLVaaIQgCBAEQrP6wCAI0AY2352Moh1Lwh1UQoPazQqtq3m29HK+3HGMG5Bt3e8dCmIiIiMgDRUdHIzo6ut72wsJCrFixAitXrsSwYcMabcdqtUKn07VGiG6l1WplEWddLY1bNAOiqIEoilCIFbCIIkyWxtvzNYpQihUQFSKMVT7QiWKzjivH6y3HmAH5xt3esRAmIiIikonz589j6dKlSEtLw4ABA6QOh4hItlgIExEREclEamoqjEYjkpKSAACBgYHIzMyUOCoiIvlhIUxEREQkEyx6iYjcQyF1AERERERERERtiYUwEREREREReRUWwkRERERERORVJB0jXFFRgfj4eJSVlUEQBGzatAmdO3eWMiQiIuYmIiIionZO0h7h3bt345FHHsGuXbsQFRWFjIwMKcMhIgLA3ERERETkaaxWK9auXYuYmBjMnj0bV65ccdj/17/+FdOnT0dMTAx2797daHuS9gjHxsbCYrEAAK5fv47g4GApwyEiAsDcRERERORp8vPzYTQakZubi9OnTyMlJcU+k77JZMLGjRuxZ88eCIKA559/HmPHjkXXrl1dttdmhXBeXh5ycnIctiUnJ2PQoEGYM2cOfvjhB2RnZ7dVOEREAJibiIiIiOTg1KlTGDVqFABg8ODBOHPmjH3fhQsXEBYWhqCgIADAY489hm+//RaTJk1y2V6bFcLR0dGIjo52um/Hjh24cOECFi5ciPz8/AbbUSgU0Gq1zT6+Uqm8r/e1tfYep1hphiAIEATAT+0HX//mt+FjKIdS8IcaagiCClqN64+xHK6nHGIE5BNnc0mdmwD5XFs5xNmSGKvzkwaC1R8WQYAmoPntKCr8YBUEqP2s0KrknZsAxklERM51DPLH5PH/7PZ2b9y4gbi4OPvfMTExiImJAQDo9XoEBgba9ymVSpjNZqhUKuj1eofvgYCAAOj1+gaPJemj0VlZWejevTumTp0Kf39/KJXKRt9jtVqh0+mafSytVntf72tr7T1O0QyIogaiKEJhrEKluflt+BpFKMUKGJVGiKIJOpP742xLcogRkE+c7tCWuQmQz7WVQ5wtibE6P9mgECtgEUWYLM1vR2OtgiiKMFb5QCeKrRJnW2KcRETUlnr27Im9e/c63RcYGAiDwWD/22q1QnXvR+e6+wwGQ6M/kEpaCE+fPh2rVq3Cp59+CovFguTkZCnDISICwNxERERE5GmGDh2KEydOIDIyEqdPn0a/fv3s+/r27YsrV67g7t278Pf3x7fffov58+c32J6khXBwcDA++OADKUMgIqqHuYmIiIjIs0RERODkyZOYMWMGbDYbkpOTcfDgQVRUVCAmJgarV6/G/PnzYbPZMH36dHTv3r3B9iQthImIiIiIiIgao1AosH79eodtffv2tf/7ySefxJNPPtn09twWGREREREREZEMsBAmIiIiIiIir8JCmIiIiIiIiLwKC2EiIiIiIiLyKj42m80mdRBEREREREREbYU9wkRERERERORVWAgTERERERGRV2EhTERERERERF6FhTARERERERF5FRbCRERERERE5FVYCBMREREREZFX8ZpCuKKiAosXL8bMmTMxf/583LlzR+qQnNLpdFi0aBFmzZqFmJgYfPfdd1KH1KBjx44hPj5e6jAcWK1WrF27FjExMZg9ezauXLkidUgN+v777zF79mypw3DJZDIhISEBM2fOxLPPPovjx49LHVK7I4f8xNzkHnLKT8xN1Nbklmfq8tS8U5ucclBdnp6T6mKO8nxeUwjv3r0bjzzyCHbt2oWoqChkZGRIHZJT2dnZGD58OHbu3ImNGzdi/fr1Uofk0oYNG5Camgqr1Sp1KA7y8/NhNBqRm5uL+Ph4pKSkSB2SS9u2bcNrr72GqqoqqUNx6cCBA+jYsSN27dqFbdu24Y9//KPUIbU7cshPzE3uIZf8xNxEUpBTnqnLk/NObXLJQXXJISfVxRzl+VRSB9BWYmNjYbFYAADXr19HcHCwxBE5FxsbC7VaDQCwWCzw8/OTOCLXhg4dinHjxiE3N1fqUBycOnUKo0aNAgAMHjwYZ86ckTgi18LCwpCeno6VK1dKHYpLEydOxIQJE+x/K5VKCaNpn+SQn5ib3EMu+Ym5iaQgpzxTlyfnndrkkoPqkkNOqos5yvO1y0I4Ly8POTk5DtuSk5MxaNAgzJkzBz/88AOys7Mliu4XDcVZUlKChIQEJCYmShTdL1zFGRkZiW+++UaiqFzT6/UIDAy0/61UKmE2m6FSed7HfcKECSguLpY6jAYFBAQAqL6uL7/8MpYtWyZxRPImh/zE3NR65JKfmJuotcklz9Qlx7xTm1xyUF1yyEl1MUd5Ps/+1N+n6OhoREdHO92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" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fig_decision_boundary" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For better visualization, we report the decision boundaries alone (middle), with the training data (left), and with the test data (right). The plots show that the decision tree correctly identifies the region where the minority class samples lie. The decision tree however mostly classifies samples from the overlapping region into the majority class (yellow/blue color gradient).\n", - "\n", - "\n", - "We will reuse the functions above for computing the performances and for plotting the decision boundaries. For the sake of code conciseness, we implement two functions for computing the cross-validation results (`kfold_cv_with_classifier`) and for plotting the decision boundaries (`plot_decision_boundary`)." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "tags": [ - "hide-cell" - ] - }, - "outputs": [], - "source": [ - "def kfold_cv_with_classifier(classifier,\n", - " X,\n", - " y,\n", - " n_splits=5,\n", - " strategy_name=\"Basline classifier\"):\n", - " \n", - " cv = sklearn.model_selection.StratifiedKFold(n_splits=n_splits, shuffle=True, random_state=0)\n", - " \n", - " cv_results_ = sklearn.model_selection.cross_validate(classifier,X,y,cv=cv,\n", - " scoring=['roc_auc',\n", - " 'average_precision',\n", - " 'balanced_accuracy'],\n", - " return_estimator=True)\n", - " \n", - " results = round(pd.DataFrame(cv_results_),3)\n", - " results_mean = list(results.mean().values)\n", - " results_std = list(results.std().values)\n", - " results_df = pd.DataFrame([[str(round(results_mean[i],3))+'+/-'+\n", - " str(round(results_std[i],3)) for i in range(len(results))]],\n", - " columns=['Fit time (s)','Score time (s)',\n", - " 'AUC ROC','Average Precision','Balanced accuracy'])\n", - " results_df.rename(index={0:strategy_name}, inplace=True)\n", - " \n", - " classifier_0 = cv_results_['estimator'][0]\n", - " \n", - " (train_index, test_index) = next(cv.split(X, y))\n", - " train_df = pd.DataFrame({'X1':X[train_index,0], 'X2':X[train_index,1], 'Y':y[train_index]})\n", - " test_df = pd.DataFrame({'X1':X[test_index,0], 'X2':X[test_index,1], 'Y':y[test_index]})\n", - " \n", - " return (results_df, classifier_0, train_df, test_df)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "tags": [ - "hide-cell" - ] - }, - "outputs": [], - "source": [ - "def plot_decision_boundary(classifier_0,\n", - " train_df, \n", - " test_df):\n", - " \n", - " fig_decision_boundary, ax = plt.subplots(1, 3, figsize=(5*3,5))\n", - "\n", - " plot_decision_boundary_classifier(ax[0], classifier_0,\n", - " train_df,\n", - " title=\"Decision surface of the decision tree\\n With training data\",\n", - " plot_training_data=True)\n", - "\n", - " plot_decision_boundary_classifier(ax[1], classifier_0,\n", - " train_df,\n", - " title=\"Decision surface of the decision tree\\n\",\n", - " plot_training_data=False)\n", - "\n", - "\n", - " plot_decision_boundary_classifier(ax[2], classifier_0,\n", - " test_df,\n", - " title=\"Decision surface of the decision tree\\n With test data\",\n", - " plot_training_data=True)\n", - "\n", - " ax[-1].legend(loc='upper left', \n", - " bbox_to_anchor=(1.05, 1),\n", - " title=\"Class\")\n", - "\n", - " sm = plt.cm.ScalarMappable(cmap=plt.cm.RdYlBu_r, norm=plt.Normalize(vmin=0, vmax=1))\n", - " cax = fig_decision_boundary.add_axes([0.93, 0.15, 0.02, 0.5])\n", - " fig_decision_boundary.colorbar(sm, cax=cax, alpha=0.3, boundaries=np.linspace(0, 1, 11))\n", - " \n", - " return fig_decision_boundary" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us recompute the performances and decision boundaries with these two functions." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture\n", - "classifier = sklearn.tree.DecisionTreeClassifier(max_depth=5,class_weight={0:1,1:1},random_state=0)\n", - "\n", - "\n", - "(results_df_dt_baseline, classifier_0, train_df, test_df) = kfold_cv_with_classifier(classifier, \n", - " X, y, \n", - " n_splits=5,\n", - " strategy_name=\"Decision tree - Baseline\")\n", - "\n", - "fig_decision_boundary = plot_decision_boundary(classifier_0, train_df, test_df)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" + "source": [ + "fig_distribution" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-IebDkYyFSWl" + }, + "source": [ + "### Decision tree" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xKqaYSIcFSWl" + }, + "source": [ + "Let us now train a decision tree to separate the two classes. We use a decision tree of depth 5, and a stratified 5-fold cross-validation to assess the performances of the classifier. The performances are assessed in terms of AUC ROC, Average precision, and balanced accuracy. The class weights are set to 1 for both classes." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "AHyWfPnAFSWl" + }, + "outputs": [], + "source": [ + "classifier = sklearn.tree.DecisionTreeClassifier(max_depth=5,class_weight={0:1,1:1},random_state=0)\n", + "cv = sklearn.model_selection.StratifiedKFold(n_splits=5, shuffle=True, random_state=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "m7fBOYCiFSWm" + }, + "outputs": [], + "source": [ + "cv_results_ = sklearn.model_selection.cross_validate(classifier, X, y, cv=cv,\n", + " scoring=['roc_auc',\n", + " 'average_precision',\n", + " 'balanced_accuracy'],\n", + " return_estimator=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fAmOVuLXFSWm" + }, + "source": [ + "The performances for each fold are returned in the `cv_results_` dictionary, which is better visualized as a DataFrame." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "WnsVlv8rFSWm", + "outputId": "cbb84371-fa0a-4c75-ee48-6b64ded1300c" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " fit_time score_time estimator \\\n", + "0 0.010 0.012 DecisionTreeClassifier(class_weight={0: 1, 1: ... \n", + "1 0.009 0.005 DecisionTreeClassifier(class_weight={0: 1, 1: ... \n", + "2 0.009 0.005 DecisionTreeClassifier(class_weight={0: 1, 1: ... \n", + "3 0.009 0.005 DecisionTreeClassifier(class_weight={0: 1, 1: ... \n", + "4 0.009 0.004 DecisionTreeClassifier(class_weight={0: 1, 1: ... \n", + "\n", + " test_roc_auc test_average_precision test_balanced_accuracy \n", + "0 0.933 0.616 0.842 \n", + "1 0.871 0.493 0.739 \n", + "2 0.897 0.493 0.799 \n", + "3 0.928 0.591 0.812 \n", + "4 0.901 0.447 0.738 " + ], + "text/html": [ + "\n", + "
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"execution_count": 9 + } ], - "text/plain": [ - " Fit time (s) Score time (s) AUC ROC \\\n", - "Decision tree - Baseline 0.007+/-0.003 0.006+/-0.002 0.906+/-0.025 \n", - "\n", - " Average Precision Balanced accuracy \n", - "Decision tree - Baseline 0.528+/-0.072 0.786+/-0.046 " - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results_df_dt_baseline" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fig_decision_boundary" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us now set the class weights so that false positives have a weight equal to the imbalance ratio." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "IR=0.05/0.95" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "class_weight={0:IR,1:1}" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture\n", - "classifier = sklearn.tree.DecisionTreeClassifier(max_depth=5,class_weight=class_weight,random_state=0)\n", - "\n", - "(results_df_dt_cost_sensitive, classifier_0, train_df, test_df) = kfold_cv_with_classifier(classifier, \n", - " X, y, \n", - " n_splits=5,\n", - " strategy_name=\"Decision tree - Cost-sensitive\")\n", - "\n", - "fig_decision_boundary = plot_decision_boundary(classifier_0, train_df, test_df)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Fit time (s)Score time (s)AUC ROCAverage PrecisionBalanced accuracy
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Decision tree - Cost-sensitive0.007+/-0.0020.006+/-0.0010.887+/-0.0340.471+/-0.0590.898+/-0.021
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" + "source": [ + "results = round(pd.DataFrame(cv_results_),3)\n", + "results" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2u-opdkLFSWm" + }, + "source": [ + "Let us take the mean and standard deviation of the performances across all folds." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 81 + }, + "id": "WQDWBQ4HFSWm", + "outputId": "f2cb936c-2901-4a5b-9b14-8d7aae964100" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Fit time (s) Score time (s) AUC ROC Average Precision \\\n", + "0 0.009+/-0.0 0.006+/-0.003 0.906+/-0.025 0.528+/-0.072 \n", + "\n", + " Balanced accuracy \n", + "0 0.786+/-0.046 " + ], + "text/html": [ + "\n", + "
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Fit time (s)Score time (s)AUC ROCAverage PrecisionBalanced accuracy
00.009+/-0.00.006+/-0.0030.906+/-0.0250.528+/-0.0720.786+/-0.046
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\"samples\": [\n \"0.528+/-0.072\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Balanced accuracy\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"0.786+/-0.046\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 12 + } ], - "text/plain": [ - " Fit time (s) Score time (s) AUC ROC \\\n", - "Decision tree - Baseline 0.007+/-0.003 0.006+/-0.002 0.906+/-0.025 \n", - "Decision tree - Cost-sensitive 0.007+/-0.002 0.006+/-0.001 0.887+/-0.034 \n", - "\n", - " Average Precision Balanced accuracy \n", - "Decision tree - Baseline 0.528+/-0.072 0.786+/-0.046 \n", - "Decision tree - Cost-sensitive 0.471+/-0.059 0.898+/-0.021 " - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pd.concat([results_df_dt_baseline, \n", - " results_df_dt_cost_sensitive])" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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8e/YM3bt3V9ivS5cucHFxwaJFi3Dv3j3cu3ePy7r4/vvvV/n64uPjsWrVKkRHRyM+Ph6//PILLC0tAQBWVlaIiopCVFQUYmNjsXr1apVvVZUxNDRETEwM7t69i4SEBKxZswb379/nAsmECRNw7tw5HDt2DImJiVi/fj2ysrJga2uLiRMn4sKFC9i7dy8SExNx6NAhhISEKAxbKqarqwsvLy/4+/vj1q1bePToERYuXIh27dqVuc+q6OrqIjY2FtnZ2RXu+9lnn2H//v04deoUkpKSsGXLFpw4cULpL46uXbuiT58+WLp0KR4+fIjw8HAcOnSI+3zYsGEoKCjAsmXLEBcXhxs3bmDVqlUwMDCo8B6VlJ2dDX9/f0RFRSElJQUnTpyArq4uOnXqpLDf0KFDIZfL8dVXXyEuLg4REREIDg6Gl5eX0je5lblvT58+xfPnz5V+/sknn+DBgwfYsGEDEhIScOHCBaxbtw7t2rWr8r0kZVF8ovhUGsUnxftG8Uk9KDZRbCqNYpPifaPY1ETUU1IutXBxcWHm5ubcf3379mWTJ09mv//+u8J+GRkZbN68eczOzo7Z29uzWbNmsbS0NO7zv/76i/3nP/9h3bt3Z4MGDWJnz55ljDGFzIeMMXbmzBn20Ucfse7du7MBAwawAwcOMMZYmcyHL1++ZPPmzWO2trasZ8+ebNGiRezVq1dKy2RMeQbDYunp6Wz27NnMwcGB9ejRg02dOpWlpqYyxhjLz89nixcvZjY2NszR0ZEdPXqUubm5KWQ+LJ0ZsuQ2sVjMZs+ezWxtbVnv3r3ZzJkz2ebNm5mbmxu3/8mTJ5mrqyuzsrJiY8eOZffv3+c+CwsLY0OGDGGWlpZs0KBB7NSpUyp/VhKJhH399desV69ezMbGhk2fPp09ffqU+3z8+PFs48aNKo8PDAxkVlZWLCAgQCFToKrj9+3bxwYMGMC6d+/Ohg0bxiIjI1WWnZmZyWbMmMF69OjB3N3d2ebNm7nMh4wx9s8//7Dx48czKysr1q9fP7Z27VqFn5+qe1Qy86FMJmPr1q1jjo6OrHv37mzEiBHs9u3bjDFW5noePHjAvL29Wffu3ZmTkxP7/vvvmUwmK1NmMVUZQBlj7O7du6xfv36sV69eTC6XK2TGLPbrr7+ykSNHMktLS+bs7Mx27dql8HlV7iV5i+ITxSdVx1N8KkLxST0oNlFsUnU8xaYiFJuaDg3GaFVoQgghhBBCCCHNR5MfGk0IIYQQQgghhJREDWFCCCGEEEIIIc0KNYQJIYQQQgghhDQr1BAmhBBCCCGEENKsUEO4iXB3dy+zPt9PP/0ECwsL7N27V2H7pk2bMHz4cACAhYUFfv31VwBARkYGt45e6c8q48KFC3jx4kW16p+SkgILCwskJiZWuO/t27dhYWGhdJH72iaVSmFhYYHbt29Xav8HDx7gjz/+qONaEUIIIaS+NfZnrZLEYjFOnjxZ6f2PHTuGAQMGVGpfxhgOHTqksI40IQ0RNYSbiJ49e+LevXsK227duoW2bdvi1q1bCtv/+usv9OrVCwAQFRWFnj17AgDWr1+Py5cvV+v8qamp8PPzQ25ubrWO79ChA6KiomBiYlLhvra2toiKioJAIKjWuerSjBkz8OTJE3VXgxBCCCG1rLE/a5X0ww8/4NixYzUuR5nff/8dK1eupIYwafCoIdxEODg44P79+9zfGWP47bffMHnyZPzxxx+QyWQAALlcjvv373PBuU2bNtxC8TVZSaumq3Dx+Xy0adMGfD6/wn21tLTQpk2bGp2PEEIIIaQqGvuzVl2VVZ9lE1KbqCHcRDg4OCArKwsJCQkAgEePHqGgoABeXl6QSqX4559/AAAxMTGQSCRwcHAA8HZITnBwME6dOoXQ0FCFoS9//vknhg0bBisrK3zyySdITk5Wen5XV1cAwKBBg3Dy5EkEBwfD19cXPj4+cHBwwLVr15CWlobZs2fDwcEB3bt3x/Dhw/H7778DKDs02sLCAqdPn4anpydsbW3h4+ODpKQkAIpDo4uPu3jxIgYOHAh7e3v4+voiMzOTq1tUVBQ8PT1hbW2NKVOm4JtvvsHixYtV3sstW7agb9++6NOnD06dOqXwWXnX4OPjg9TUVCxbtowr/8qVKxgxYgSsrKxgb2+POXPmICcnpxI/UUIIIYQ0JA3tWQsAwsPD4eHhgR49emDEiBG4du0at/+jR4/g7e0NGxsb9OvXD2vWrIFUKsXJkyexZcsW/Pnnn7CwsFB6rufPn2PKlCmwsbHByJEjkZKSovC5queblJQUTJgwAQBgaWmJ27dvo7CwEN999x2cnJxgaWkJFxcX/PTTT1W9/YTUOmoINxHt27eHiYkJ7t69C6BoqE7Pnj0hFApha2vLDdn566+/YGFhAQMDA4XjJ02ahCFDhmDw4ME4fvw4t/3o0aNYsmQJjh8/juzsbKxbt07p+YuH1xw5cgTu7u4AioLk4MGDsX//ftjZ2WHhwoWQSqU4fPgwTp8+jfbt22PFihUqr2nLli1YunQp9u3bh/T0dGzcuFHlvtu3b8f69esREhKCe/fuYffu3QCA5ORkTJs2DYMHD8bp06dhZWWFgwcPqiznyJEj2LdvHwICAvDDDz/gxIkTCp+Xdw3BwcFo3749Fi9ejC+//BLJycmYNWsWvLy8cP78eQQFBeHWrVs4dOiQyvMTQgghpGFqaM9aDx8+xIIFC/D5558jNDQUY8aMwcyZM/HgwQMAwIIFC9ClSxeEhoYiMDAQZ86cwfHjx+Hu7o5JkybB2toaUVFRSs/l5+cHuVyOY8eOYcqUKdi3bx/3WXnPNx06dEBwcDAA4Nq1a7C1tcXOnTtx+fJlbN68GRcuXMCIESOwevVqPH/+vDo/BkJqDTWEm5CSQ3Zu376N3r17AwB69+7NBee7d+9yQ3VKEolEEAqF0NLSQqtWrbjtU6dORd++fWFhYYHRo0fj4cOHSs9dfEzLli0hFAoBAIaGhhg/fjzee+896OnpwcXFBcuXL0fXrl3xf//3f/D29kZcXJzKITSffvop+vbtCysrK4wbN05hOFJpM2fORI8ePeDg4ABPT09u32PHjsHS0hIzZ85Ely5d4OfnBxsbG5XlHD16FD4+PnBxccH777+PVatWKXxe3jUYGhqCz+dDT08P+vr6kMlk+PLLLzF27FiYmJjA0dERH3zwAR4/fqzy/IQQQghpuBrSs9bu3bsxatQoDB8+HGZmZhg3bhw8PDywf/9+AEVzilu2bIl33nkHDg4O2LlzJxwdHSEUCqGrqwuBQKB0qllsbCzu3LmDVatW4d1334W7uzu8vLy4z8t7vuHz+dwLgNatW0NLSwvm5ubw9/eHjY0NTE1N4evrC5lMRjlViNo1vGxDpNrs7e1x7NgxyOVy/PHHH5gxYwYAoFevXti+fTtkMhnu3LmDL774otJlmpmZcX/W19dHfn5+pY81NjZW+Pu4ceNw7tw5/Pnnn3jy5An+/vtvAODm1JR3bj09vXKzRKva99GjR+jevbvCvj169EBWVpbScuLi4uDr68v93dzcHNra2pW6htLJuzp16gQtLS1s27YNsbGxiI2NxePHj+Hh4aHyOgghhBDScDWkZ624uDjExMQojF4rLCyEtbU1AGDevHlYvXo1jhw5AicnJ3h4eJR5JlLm8ePH0NPTU0hg2r17d1y8eBFA1Z9v3NzccOPGDaxZswbx8fGIjo4GAEqmRdSOeoSbEAcHBzx48IDLaNitWzcAgJWVFYCiLH5JSUncnJXKKJ28qioJEEo2IOVyOSZNmoTdu3ejQ4cOmDx5MtauXVvu8ZqampU+t6p9lSXfqugaSn9eXEZVr+Hhw4fw8PBAbGws7O3t4e/vzw0bJ4QQQkjj05CetWQyGSZPnozTp09z/4WFhWHDhg0AAG9vb0RERGDmzJnIzMzE9OnTuWHLFSldh5Iv+6v6fLNp0ybMnz8ffD4fH3/8MY4cOVKpOhBS16hHuAnp1KkTDAwMcPz4cfTs2RM8XtF7Dk1NTdjZ2eHYsWMwNzcvM2elmIaGRrXPXdGxjx8/xu+//47r16+jbdu2AMDN1a3L7ILvvvtumTWA//nnH5iamqrc//79+xg0aBAAIDExkVumoKrXcObMGdjZ2SnMbU5MTETHjh1rfmGEEEIIqXcN6Vmrc+fOSE5OVniu2Lx5MwwNDTF27FisW7cOkydPho+PD3x8fLB161aEhoZi1qxZ5dbD3NwcYrEY8fHx6NKlCwBwvbhAxc83pcs+fPgwli9fjqFDhwIAN0WMsksTdaMe4SamZ8+eCAsL4+asFOvVqxciIiKUzlkppquri6dPn1YreYGuri6AoreEYrG4zOctWrQAj8fDuXPnkJqaigsXLnBvJQsKCqp8vsoaM2YM/v77b4SEhODJkyfYvn07/vjjD5W/ALy9vXHgwAGcP38eMTExWLZsGfdLrjLXIBKJEB8fj1evXsHQ0BAxMTG4e/cuEhISsGbNGty/fx+FhYV1dr2EEEIIqVsN5Vlr4sSJuHDhAvbu3YvExEQcOnQIISEhMDMzg7a2Nv7880988803iIuLw6NHj3Dt2jVYWlpyZb148UJphuquXbuiT58+WLp0KR4+fIjw8HCFRJ8VPd8U1zM6Ohr5+fkwNDTElStXkJycjP/9739YuHAhgLp9/iOkMqgh3MQ4ODggNze3THDu3bs3JBJJucH5448/RlJSEoYNG1blt3QtW7bEyJEjMX/+fIVMiMXat2+PlStX4ocffoCHhwe2b9+OZcuWQVNTk8tuWBeMjY2xefNmnDp1Cp6envjzzz/h5uZWZih1seHDh8PPzw/+/v7w9vaGs7MzRCJRpa/B29ube/Pp4+MDOzs7fPbZZ/Dy8kJqaqpCNkdCCCGEND4N5VnLxsYG69evx9GjR+Hh4YG9e/ciICAAzs7OAIqGJOfn52PMmDH45JNPYGJiguXLlwMoWoKJx+Nh6NChyMjIKHOuwMBAGBkZwcvLC5s2bYKPjw/3WUXPN+bm5nB0dMQnn3yCa9euISAgADExMfDw8MCiRYvw0UcfwcbGRqGXmRB10GA0LoE0YTExMZBKpdwcHgD473//CysrK8yaNUuNNSOEEEIIIYSoC/UIkyYtKSkJEydOxI0bN5Camopjx47h5s2bGDhwoLqrRgghhBBCCFET6hEmTd62bdtw5MgRZGRkoHPnzpg9ezbc3NzUXS1CCCGEEEKImlBDmBBCCCGEEEJIs0JDowkhhBBCCCGENCsNoiGckZGBDz/8EHFxcequCiGEKKD4RAghhBDS9AjUXYHCwkJ89dVXEAqFldo/v0AKSV7V12Hl8XiQy+VVPq6+UT1rV23VUwpAqMWHtkAOniQbcmgBAOS5EjBN7RqVzefzIJM1/HtZl/UUtmpZJ+XWVFXiU3VjE9D8vk91qTHUEajdekoBiIQa0EIBWF4BmIZmrcQmgOJTQ41NVVWT+FSfGsv3tzSq91t1GY+AxhOTSquLejeV+KROam8If/fdd/Dy8sKOHTsqtb8krxBR/4uv8nn09fWRnZ1d5ePqG9WzdtVWPTOlwLudW6JzKwlEf4cjj2cGABDf+Ruy9l1qVHaLFvp4/brh38u6rGfX/4yqk3JrqirxqbqxCWh+36e61BjqCNRuPTOlQC9LTRjLkiGLTUahVrtaiU0AxaeGGpuqqibxqT41lu9vaVTvt+oyHgGNJyaVVhf1birxSZ3U2hA+efIkWrVqhf79+1e6Iczj8aCvr1/lc/H5/GodV9+onrWrtuopyZNCR0cHOjqAtpY2NHWLypTr6oDXombl83l8tKhhGfWhsdSztlQ1PlU3NgHN7/tUlxpDHYHarackTwotLR50oAuZjg6EIv1aiU1A4/neN5Z6EkIIaTjU2hA+ceIENDQ0cPPmTTx48ACLFi3Ctm3b0KZNG5XHyOXyar29aixv66ietau26imRAhKJEBKJBLyCfORJi8qU5Eogq+EbvsbydrMu66n6G68+VY1P1Y1NQPP7PtWlxlBHoHbrKZECBQWakMhyIZNIUCjLrpXYBFB8aoixiRBCSO1Qa0P44MGD3J99fHywcuXKchvBhBBSXyg+EUIIIYQ0XWqfI0wIIVSVyJ0AACAASURBVIQQQgghpH4VFhYiKSkJeXl56q6KSkKhEGZmZtDU1Kz1shtMQ3j//v3qrgIhhChF8YkQQgghTU1SUhL4fD7atm0LDQ0NdVenDMYYxGIxkpKS0LVr11ovv0GsI0wIIYQQQgghpP7k5eVBJBI1yEYwAGhoaEAkEtVZjzU1hAkhhBBCCCGkGWqojeBidVm/BjM0mhBCCCGEEEJIwxIfH4+tW7ciLy8PEokEffv2ha2tLc6cOYNVq1apu3rVRg1hQgghhBBCCCFlZGdnY8WKFQgICICpqSlkMhmWLVuG1q1bq7tqNUYNYUIIIYQQQgghZVy/fh329vYwNTUFAPD5fCxfvhz379/HnTt3AADHjx/H1atXIZVKoaenh4CAADx79gz+/v4QCATcMQKBAF999RUYY5BKpViwYEGdJMGqLGoIE0IIIYQQQggpIz09He+8847CNl1dXW45I7lcjtevXyMoKAg8Hg9z587FgwcPEBsbCwsLC8yePRt3795FdnY2/v33X+jp6WHlypV48uQJxGKxOi6JQw1hQgghhBBCCCFltG/fHjExMQrbnj59ir/++gsAwOPxIBAIsGLFCujq6iItLQ1SqRRDhw7FwYMHMW/ePIhEIvj6+qJPnz5ITk7GokWLIBAIMHHiRDVc0VuUNZoQQgghhBBCSBn9+vXDrVu3kJKSAgCQSqUIDg6GoaEhAODx48e4fv06vvnmG8ydOxeMMTDGcP36dfTo0QObN2/GgAEDcODAAdy5cwetW7dGYGAgJk6ciJCQEHVeGvUIE0IIIYQQQggpSyQSYdmyZfjuu+/AGENubi769euHjh074q+//oKJiQmEQiEmTZoELS0ttG7dGunp6bC0tMSqVavA5/PB4/Ewe/ZstG/fHl999RWOHj0KPp+v9h5haggTQgghhBBCCFHqvffeQ3BwcJnt9vb2AKD0MwDYsWNHmW1BQUG1W7kaoKHRhBBCCCGEEEKaFWoIE0IIIYQQQghpVqghTAghhBBCCCGkWaGGMCGEEEIIIYSQZoUawoQQQgghhBBCmhVqCBNCCCGEEEIIaVZo+SRCCCGEEEIIIfVKLpdj/fr1ePz4MbS0tLB48WKYmJjU2/mpR5gQQgghhBBCSLmOnzgBu94foG27drDr/QGOnzhRo/KuXbuGgoIC7NixA76+virXI64r1CNMCCGEEEIIIUSl4ydOYMGyryFymwXTkd2QnxKNBcu+BgCMHjWqWmXeu3cPffr0AQB0794dDx8+rLX6Vgb1CBNCCCGEEEIIUSlg7QaI3GZB2NEaGnwBhB2tIXKbhYC1G6pdplgshkgk4v7O5/MhlUpro7qVQg1hQgghhBBCCCEqpSTEQdukm8I2bZNuSEmIq3aZIpEIubm53N/lcjkEgvobsEwNYUIIIYQQQgghKpl06or8lGiFbfkp0TDp1LXaZVpZWeHmzZsAgL///htdu1a/rOqghjAhhBBCSCMhk8mwZMkSeHl5wdvbG0lJSequEiGkGVi6cD7E4cHIS7wHJpMiL/EexOHBWLpwfrXL/PDDD6GlpYWpU6di8+bNmD17di3WuGKULIsQQgghpJG4cuUKAODw4cO4ffs2vv32W2zbtk3NtSKENHXFCbEC1m5A8tE4mHTqipWrV1Q7URYA8Hg8LFy4sLaqWGXUECaEEEIIaSTc3Nzg7OwMAHj69CmMjIzUWyFCSLMxetSoGjV8GxpqCBNCCCGENCICgQCLFi3CpUuXsHnz5gr35/F40NfXr4ea1Qyfz28U9SyN6v2WJE8KLS0edKALmY4OhCJ9yHV1wGtRO+fh8/hoUUtl1afGWu+mjhrChBBCCCGNzHfffYcvvvgCY8aMQVhYGHR1dVXuK5fLkZ2dXY+1qx59ff1GUc/SqN5vSaRAQYEmJLJcyCQSFMqyIcmVQPa6ds7TooU+XtdSWfWpLurdplZLa56oIUxIExYadQ0hxw8h9lk63u1gBN/R4+Dp6KTuahFCCKmm06dP4/nz55g6dSp0dHSgoaEBPp+v7moRQkijQw1hQpqo0KhrCDqwA3uG8uBopoeoJDEmHdgBANQYJoSQRmrQoEFYsmQJvL29IZVKsXTpUmhra6u7WoQQ0uiovSEsk8mwbNkyPHnyBHw+H99++y3MzMzUXS1CGr2Q44ewZygPLp2LvuYunQXYM1SKaccPUUO4Eig2EUIaIl1dXQQFBam7GoQQ0uipfR3hkssAzJ49G99++62aa0RI0xD7LB2OZorD5RzN+Ih9lq6mGjUuFJsIIYQQQureP//8g5kzZ9b7edXeEHZzc8M333wDgJYBIKQ2vdvBCFFJMoVtUUkyvNuBvmOVQbGJEEIIIeStkyeOw6m3Hdq1awun3nY4eeJ4jcs8ePAg1qxZg/z8/FqoYdWofWg0ULVlAKq7BEBjSW1P9axdtVVPSZ4UOjo60NEBtLW0oalbVGZtLAlQVyn15/pMwqRdQdjjIYWjGR9RSTJMCpNj8ZRJ1Tpfc0z9Xx+xCWh+36e61BjqCNRuPetyuZLG8r1vLPUkhJDG6uSJ4/h2+XzsGQI4fqKHqKQMTFo+HwAwctToapf7zjvvICAgAKtWraqtqlZag2gIA5VfBqC6SwA0ltT2Ta2ekRFhOPDjdqSlJqCtcSeM/3QqnF096qGGRWrrfkqkgEQihEQiAa8gH3nSojJrY0mAuloKwM3eARLJfzGtRNZoP+9xcLN3qNb56nLJgoa8BEBdxyag6X3v1akx1BGo3XrW5XIljWWpkrqqZ0OOTYQQUp8C1wZgzxAo5p4ZIsWMtQE1agi7uLjg2bNntVXNKlF7Q5iWAWi6IiPCsG1bIPQHzYKpSTfkp0Rj27ZAAKjXxnBz5unoRImxqoliEyGEEFKWujs5iHo8SkiB4yd6Ctsczfh4lJCiphrVnNrnCA8aNAjR0dHw9vbG5MmTaRmAJuTAj9uhP2gWhB2tocEXQNjRGvqDZuHAj9vVXTVCKkSxiRBCSEMVGRGGKROGYZirNaZMGIbIiLB6O++2bYGA4xSYzj8JOE7Btm2B9XZ+oj4WnUyU5p6x6GSiphrVnNp7hGkZgKYrLTUBpibdFLZpm3RDcmqCeipESBVQbCKEENIQqXPEXclODgBF/3/TyUG9wk3bnIVLMWn5fOwZUiL3zHlgyTdL1V21alN7Q5g0XW2NOyE/JZoLlgCQnxKNtsad1FcpQgghhJBGTJ2NUerkaL6K5wHPWBuARwkpsOhkgiXfLK3R/OBiHTp0wM6dO2tcTlVRQ5jUmfGfTi16QzloFrTfvLHM/iUY06bNUXfVCCGEEEIapeo0RpXN6/Uc7lXlczflTo7QqGsIKZFg1Hf0OMqzUsrIUaNrpeHbUFBDmNSZ4reSB37cjuQ3gXfatDkNbugMJX0ghBBCSGNR1caoqqHUQqEQffq5VuncTbWTIzTqGoIO7MCeoTw4mukhKkmMSQd2AAA1hpswagiTOuXs6tGgG5WU2ZoQQgghjUlVG6OqhlLv3hlc5YZwY+nkqKqQ44ewZyhPcWmgoVJMO36IGsJNGDWESb1piD2vlPSBEEIIIY2Jssaoc39nHPhxOzYGLCnzjKVyKHVyfLXP39SekWKfpcPRrOzSQLHP0tVUo/rDGIOGhoa6q6ESY6zOyqaGMKkXle15rWljufTxU6b6lfu2s6kkfaB5LYQQQkjzUbIxWtEzlqqh1O1Mu1R4nsiIMOzaHois9H+hoSmEvr4+Pp82v8k1hN/tYISoJDHXIwwULQ30bgcjNdaq7gmFQojFYohEogbZGGaMQSwWQygU1kn51BAm9aIyPa81Haas7PhNgWswLS9P5fFNIekDzWshhBBCmq+KnrFUDaWeO3dxueVGRoRhy5b1MBwyFwZvjks/twnBgd8CaFpTyHxHj8OkAzuwZ2iJpYF+lsNv/Dh1V61OmZmZISkpCWlpaequikpCoRBmZmZ1UjY1hEm9qEzPa02HKSs9fmD5xzeFpA80r4UQQghpvip6xlI1r3fgR8ORnZ2tstwDP26H4ZC5Cs9VRu5zkXEhuMlNISt+XppWYnSd3/imP7pOU1MTXbt2VXc11IYawoRTl3N4K9PzWtNhytU5vikkfWjO81oIIYSQ5q4yz1jVmder6rlKmvUcaVk1qnKD5Ono1OQbvkQRT90VIA1D8bBiOE6B6fyTgOMUbNsWiMiIsFopf/ynU5H9SzDyEu+ByaTIS7yH7F+CMf7Tqdz5+UIR8lOiFY6ryjDl4l8EACCOvoqnu6cjacMIQFMb3qMH1Nq1NDRF81pkCtuaw7wWQgghhFT8jFVdJZ+riuWnRENg0K5RTSEjRBXqESYA6j57cnk9r8WNcF0bd6SfD4LREL9qDVMuHuYssXCCODpSoRxVc1qawvJJzXVeCyGEEELqbnTb+E+ncnOESz5P8WWFGP9p45lCRogq1BAmAOone7KqYTklG+FaRmbIDA9BYUYyBEI9+M1bVulAXrxf0MbVMPp4SYVzWiIjwhC0cTVal9q3sS2f1FzntRBCCCGkSF0saVRc3q7tgXheMmv0rCWN5hmJkPJQQ5gAqPvsyeXNPy7ZCBd1+xCibh+CyaRI3jCyyoHW2dUDGwOWQLuCOS3FPcHSvByl+za25ZNoXgshhBBCaltTWTOYlpkkytAcYQKg7uaXABXPP1Y1B6W6jfDKzGk58ON2CCycoKGlW6vnJoQQQgiprsiIMEyZMAzDXK0xZcKwJpvfpD4VLzO5zU2MvC/1sM1NjKADOxAadU3dVSNqRj3CBEDdZk+uzvp2r85vgjZfA8NcrSudwbq41/l5yhNonFwNViiBZitT6Jj3hfifywpzWtJSEyCQSKFvNxQZ54PQusR84heha/GR25AaXzchhBBCSGU1hbwlDREtM0lUoYYw4dT28JeSDVOzKqxv16J1OzBpIXSGLIRhJX8RFP/yEFg4gZ8thtEQP0iz05F14xBe3zwKDU0h+AIBNgYswc5tG8DT1kFhRjIQA+h0dXgzLzkFmq1MIBdnIfJ6JN7vbkO/eAghhBBSL+o6cWlzRctMElWoIUzqRMm3mpqXQqq0vt2UCcMgdFP8RSCxcELQxtXYGLCkqKEslyH7ZTrXW1z8yyMzPARGQ/wgE79EVtRBhZ7e9HObILLoD3H87zAa/iW3PeN8EAydJkDU7UPkJd5DZngI9N186RcPIYQQQupNTROXlpePpTkrWmZSzPUIA7TMJClCc4RJnSj5VtPgg7HIOB9U7hrCJefDPE95opDAShx9FeLoSLT+eAlM55+E0G0WxFKGVu5zuPnGz1OLjinMSIG2STdk3TyC1kP8IOxoDQ2+gMscnfvwGozc5ypsbz3ED1m/HkFe4j1knA+CQd+x0DbphrRGljCLEEIIIfXv0oXTtTKvtyY5UyrKx9IYnY2KgvOcuXh37Bg4z5mLs1FR1SrHd/Q4TPpZjitPpCiUMVx5IsWkn+XwHU3LTDZ31CNMKqX0W8YpU/3Qp5+ryn0g0Ear7KIhJ6JuHwIAMi8VLYvUzqRzmTWES86H4Yeuw6sbh9DSyQcAkHXzCIzeNGqBt8shZYaH4J3JW4FBs1Bw5lvkp0RDs7UJ8lOiuQZxSdom3SDPEyvdXpiRjMzwEIWe4ZK/eH69HIbFh3fi36R4mBp3wJLPPsGogS61eYsJIYQQ0shERoRhW0gg9AfWfF5vTXKmNLVh1WejorB8/yHoDfbj7uvy/UHQ0dHGQHuHKpVV3jKTlE26eaOGMKmQssbqpsA1mJaXp7Amb+l90s6swauog5C9fgHN1ibQMe8L3dhC7Np3litbWeA28lyAF6f9odOxB9dIVd54TYE4+iqyfj0CqSQH6aHrILIehPTzQRAYtFM6HFtDW1fpdp5QF63cfKFt0o3rsZ42bQ53bft2BKLFoFkwHV10bQu2BAEAPjJqUzc3nRBCCCEN3oEft0N/YO00QGuSM6Wmw6obmo3HT0BvsGInCAb7IeDg9io3hAHly0wWZ5PeM5QHRzM9RCWJMenADm5/0vRRQ5iUUbr3Ny9PUvYt40DFIF+6QSsTvwRPUxtGCtmY10FDWoDIiDClawgX0zbpBnl+LhC1C8mpCRAI9ZQ2Xvkt2uDVtX3cPOBXNw4h587PkOflQkNTCy/OrkWbYQsV5gjrWbqUzRJ9di20NTXxOnQN8goKwQrzYGDUnjvXgR+3o0WZt6x+CPhhOz5aMKPOfg70lpIQQghp2GrSAFU1p7e8nCmqGtnFw6rLy8fSmKQ+S1VxX5Nr7RyUTZpQQ5goUNazm3X4SxhUEORL/yLIunmEm4sLFAXvNp4LkHbKHzu3beACuKrA3c64M9dzzM17GTSLywQtffUvNLR1oW83lDu2pZMPdDr2AKJ2Yde+s4iMCMPB/TuRnBwPCLTQatB06HUfALHx+1yWaI032wX6RkgPXQf9nkNg2G+cwltXlb/kUmovGJdGbykJIYSQhq+6DdDKLJVUlUa2smHVJUe3NTbGHYyV3lcTY9NaOwdlkyaULIsoKNmzW5xMSmDYvsLkDaUTPKiao8vyc5EtzoGnqxVGePTF85QnSA9dpzSRVnESrY0BS6DJA16HrsHLK3vQ+qNZMPviFNqO+BLi6Mg3ybSu4unu6Xh+ZBnSnj/jep0Pn4jA2Yh7aNvuHQj0i7IDirp9iHcmb0W7sashMGgLve4DuCHZktib3HXrv3nrqip5hYlJ7QXj0kq+pdTka7x5S8lDyPFDdXZOQgghhFTN+E+nIvtSsMqEoKooe94qfu4oVpXkWc6uHkWN3qhdSN4wEojaxeVjqYnSCU3rK/nWvNGjkHNRMdFqzsUgLPX2qrVzFGWTlilso2zSzQv1CDdzpYflFK/5K46+iqybR1CYkQK+qFWZYcbZl4IxzfftW8bSbyKVzdF9deMQeCJDtPFc8Ha48vkgaLXtjBen/SHPz0U7487c28vSb0pzQtdBr8cgxfnEQ/yQdsofLD8XAsP2aO0+BwJ9I+6tqudwL6X1Kz53S6cJXP20TbqhMD0ZT3dP59YULsxIxvwv12BrqWPFvwRh5cy3x9Y2ektJCCGENHzOrh4QCoXYtT0IyW+epZz7O+PAj9uxMWCJygRXlentrWovb8lh1bWhMr3WdWWYoyMAYOPxbUh+lgrjDsb4xmccRrkMwOvX2bVyDt/R4zDpwA7sGSqFoxkfUUkyTPpZDr/xlE26uaCGcDOmKmPzizNrUJj2RGEebdopf+SFByMt4znaGnfC3DmLFbJGl07woN/SCJnnNqCV+/y3wfvPn9F2xJdlGrKZ4SFoM/xLbkgzUDQvRlkSrcxLIVw2aeBNL3NBLsy+OKWwJnDxW9XihnBx/Tau+xqsUAKetgh6th5cRmvgbUO9OGlWfko00kPXAQAm/HcOzh7eieQ3WaNXzpyAUQNdIL7zd538bFSteaeryeD038/A52sgNTOb5g4TQgghajbwo+HcM1FlG4+VGVJd+tmqrXEnhVU3Dvy4Hc9Tn0Ag1INUkoN2Jp25nujaWE9Y3Zmohzk6cg1iVWqST6W8bNKkeaCGcDOmKmNz2snVaDtymcL2tiOKGqoHIu4BAPT19ZGdrfhGrmTATnvTGH5xajXkBRJotjYFK8hVmf25+C1oZEQYtgb6I6+gAOzIMmi2NoFB37EQdfuwaN9MxXm5RUsmmSqsCZx+PgjGn2/n3qoqLuukhdbuc6HB4+PVtX1cZuqihnoo2o5YVuZ+BG1cDVmeGO07dsGWbeuhnfIPvv7hKKZ/swHGbdth3tixFQbqqlL2lnLiGQl8rDURFpuDvR46NHeYEEIIaWAq23hU1dvr3N8ZUyYMU2jEllxtA1BsbJuVGOUmMXVA4PpVYADkBbnQbGUKialDtXtxVfVaJ6U8gffoAdDg8fE64zn0WxpxfzYy7oQFi6fDd5hNNe5e1dRGPhVl2aRJ80EN4WZMVYBjBRKlDdaKMiAqewuaf34TmEALLd18kX4uUGX25/yUaAj1WmDDmmXgCfXQdtRX3C+GjPNFSxXxRS2hIdBC6vbPIc16DoFBO8jyc9Ha7b8K9ZRlpeHFmTXgC0Vw7tUJPG1d6NkOhanXRi57dMsPJ8LQacKbpFnJ4GmLwPKVX7c0Lwdm84t6nOcvXgNWkAdDz8UK69oBgAbktZblueRbypinL9ClpQbWuArhfz0fez/WoQyHhBBCSANU2QRXynp7nfs7I/J6ZIW9yUo7Mob4IT1sI5hAS2EKWsb5IOh2c650L27JzgO+UKTyuU0sZTBynwVBdjpeXd8PI/dZMHhzzq9XbkAr+USMsjSv1j2sLMr6TGqKGsLNmKphOQKdouWKZOKX3DxhgUE76LcsP3mAssBsOGQu8sKDgahdkIlfIf3cJhi5z1VY0kgmfo3nR1eAJxRB400AL1lG6yF+yLgQDF6hBAIdPbT6qMQ837ANCnUoWitYD/lPH6LNx0veLpF05juIoyMhe/0CAoN2yIzYCZPpe8EXtUT6uU0w7O+DV1d/VHo/SvY4Y/AcZFwILrOu3ep969GCl1vjLM9no6Kw8fgJpL6ZDzNvtDe+CA7Cgxl60ORrYPwpCRzN+ArH0NxhQgghpGGoShbp0nN6lU0LU9abrHLpyTwx2o5aXuYZKvNSCLIzUyqse+kOjRdn1uBF6Fq08Vyo2DnB5DDymAdhR2s83T29zCohcJuFVZu2Y9SulZW+b9VB+VRITVHW6GZs/KdTkf1L2UyHgwYNxcvQtXh5dS9aufnCbP5JtP5oFvJlTCFbYOlMgs9TnijtUX2d8Ry79p2FhlwKw/4+yAwPQdKGkcgMD4Fhfx9AXgCejgh6PQaD5SsfPi199S8EAj5auc9XyLBo5DEfr64f4Oqffm4TADnaeC7k9pOJX0JDUwtGQ/y4awGApPUjkBceDJFAA5nnAsHyc5F+bpPC/Ug/HwSDvmMV65L1vEz9CnIza5zl+WxUFJbvP4RCp2kwnX8S2R37YsWOYDDG8P73OTh0vxDvG/EowyEhhBDSQKl6tiq5GoaqDMxpqQlKn4HSSvUm67c0wtNd05C4dhie7p4OcfRV5KdEgxXmKZ+ClplcqfWES3Zo5D66gcK0J9CzHozMSyFI2jACaaf8odPVAbKcTO48qlYJSU6suyUmi1HWZ1JTau0RLiwsxNKlS5GamoqCggJMmzYNrq6uFR9IakV5SRhu3Igss4i74ZC53FvJSxdOK0209erGIYVkVvkp0eALRRjmag2+UASBvhHembyV+zwv8R40W5uilZsvMi+FgKdqGI5QF7lZmTBS0UhO2jASmq1NYNjfBxlhmxSCstI1jYctRNqJVRAKdbgkEsNcrdGy/zRujeGiIdWKCbXyU6IhMGinUIf8lGiIC1DjntqNx09Ab7AfhB2tkXlpK3RjLuDQGKHCHGGPdwWYeEaCvR/rUIbDOkbxiRDSEFFsathUPVsBZVfDKD3suTK9yZERYciXMbQeMkthdJ28sAB8vVZKj+dp61a4nBOg2NOcdfMIWg8peiYpfq7LS7yHzPAQaLY24c5T8s8lz2nase6WmCxGWZ9JTam1IXz27FkYGhpi3bp1ePnyJUaMGEHBvJ6pSrX/OuM5DMqZ47J7Z7DSRFsvTvsrJKB6EboWckkONFubQtDqHaSHroNRqbkrhk4TuDeW+rYeeBG6TnGJpdB10OLzUfhmPeMyQ5eNTLnGdV7iPWho6Sjsp3JNY2kBJKYO2LRhFTYELIZAqIfCzFQY9B37Zkh4MrL//BkAYNhvHPJTopF1MRD8wjzkJd7j6pdzMQgmrVsgKklaJstz8VvJskOeR5VJsJX6LBWts1/gVcgnyMl6jbYtNfBvDuN6mPd+rINhh3PRQlcfn4a9zRpNGQ7rBsUnQkhDRLGp4bl04TR2bQ8qN8FVZYY9V2a5pAM/bofhEMWX+0buc5F2YhWYhkaZ56z00HX4aPCwSs0PLtkQV/XsVJiRjNbuc7mpbi16jy4z7S0nPBj+X02syS2tFMr6TGpKrQ3hjz76CIMHD+b+zufzy9mb1KeK3ko+T45XPj8lPxeI2oWk1CfQ0NKBvp0n14jMOB8Enn5rpJ1cDVZYlEna0GkCRN0+5BqwuuYfQJJ0v2ifAgk0tHRgYmyMlIQ4tHKfgozzQQrLOr0IXQu5OAtPd02Hjnlf5Nz7BQINhuxfgstd07g42UNudCTaDP9SsbyCfLQbtRzS7HRk3TiE1zePIvuPMzAwMMSGNYuLskbv3Y7klGQYt22Hb3zGQQNylW8li4c86w32K5Ngq2RjuKWBIQRR3+PoxwI4mukjKkmGyWclAIBxVppwNOMjt1ADf+34oa5+7KQEik+EkIaIYlPDEhkRhm0hgdAfWH6Cq8ok0SpvpF5F5TBpPgQGbVGYnsw9Z7Uz7ow5cxZXOlt0yYa4ZivlPb0CoR4yzwVCv6UR8sKDuazRxUtsGhl3woqV8zFmmA1ksXU/PJqyPpOaUGtDWCQSAQBycnIwe/ZszJmjfIHwkng8HvT19at8Lj6fX63j6ltDqeeUqX7YFLgGGFjireSlYMydsxj6+vpob9qFC5Di6KtcD6pAqIcpU/2we2cw2AeTFN5Y6nZzRs69XyDsaI38p4+49XrzEu/hReg6sPz8oqRZOnpoO3IZd97U0LVgjCHrxiHodHUoGrqcngwNbcWG9ovQdZDn52LJirUAgO83f4fnL54BAi2kh22Akcd8hZ5oyGVo/SbZQ3Ed23guRNopf+TG/ApJ3O8Kje6c8C3Q0tKCj7sjvEdPBABk/f4XeCZFWRF1dHQw4+BePEpNg4VxWyz+fCJGugyA/ZT/ckOei8+DwX7YdHI7xrsPwanISKw+8BMKcjNx3EtXIfvh7mE6mHU+D+OsNBGVJIOFcVu0aKGefx98Hl9t51aHqsan6sYmoOF87yvSGOrZGOoI1G49JXlSaGnxoANdyHR0IBTpQ66rA14tY/LOygAAIABJREFUfF8by/e+sdSzNtTns1N9ayzf35IO7t8J/YFle3oP7t8Jz+Fe3H7tSjw3FctPiUY70y4K1+w53EvhuNJUlaOhpcs9VxU/s02Z6oeBHw1XWVbp++053AtCoRC7dwajMCMZ6T+vg9HQBQplLlq6utwy0/KksH+PBx08q/V4BDTe73pjrXdTp/as0c+ePcOMGTPwySefwNPTs8L95XJ5mfVrK0PZurcNUUOpZ59+rpiWl6f4VtJ3Dvr0c0V2djYmfT4LmzatgcTCCeLoSBiVaDBu2rQGuZn/wmyM4htLScxNLiN05qUQpJ3yB8vPhYa2LkTvfwjRe45IO7m6TNboNp4LkXkpBK0G+hY1dsWvuN7m4nkrRfstQNqJVdi1PQjjP52K/Ud+wa0bEQje5I/sHDEyLgQXJd0ybA9DpwlI/3mD8iHTBbkQR0eizfClpbIgzsS06Uug8cUYDBtUNE9YkiuB7HXRz8vN3gFu9g4K5b1+nY2U1GQVb4GTceDceSzdvQfamjyV84wfpMtx5YkUn5zMw6JJU/D6tXr+fbRooV9n525TJ6XWXFXiU3VjE9BwvvcVaQz1bAx1BGq3nhIpUFCgCYksFzKJBIWybIXYVBN1+b2vTXVVz6YQm4Caxaf61JC/vyWXFSoe/uzs6qFyhFxycrzCtXj7fK5y3eCxI1zKlKuKsnJehK4Fy89FZngIDPqOLcptMnAWdm0PQp9+ZYfNl7yWFq3bgcllyH6Zzp1/597TCvspew5UpS7jEdB4YlJpdVHvhhqfGhO1NoTT09MxadIkfPXVV+jbt686q0KUKD1/uDjbYVpqAtqZdoFzf2f88svPMPp4SZk3oQVnvlXaY5x5KQQGH4xFq4G+yEu6h1YjvlR4q6lqDePCzBSusVvcKE4/HwQtIzMumVXxvF84TuGGJXkO90Kffq7YFuSPixeL5uvICyTgi1qqHPaj2coUhRnJKtcUnrrpJG78/RzfzZteqfto3MFY6XmMOxhj9b59MBTk4adhAsw6X5QRuvQ8Y11NYORRCTw/HETDf+oRxSdCSENEsan+lV5WqOTw58oul1TZdYMDA9fgwd9/YZrfl0rrUrIcVdPQAEDXol+ZtYtVXUv6uU1o5T4H0DdSGNatKo+MqntU3Lh+p1NnfD13TJ2vI0xITal1+aSQkBC8fv0aW7duhY+PD3x8fJCXl6fOKhEVigMnHKfAdP5JsA8mIfJ6JKSSHOUNRkkOnh/+EsnB4/Ey8s0yTF+cQquBvnh1bR/E0VdRmJECaXY6nu6ezi0BoKGti/yUaIXyitbyNeHKLm4UGw3xQ9bNIwr78fVaITM8BLkv/0XQxtW4dOE0IiPCEB5+HtDSRTsvf7R0mYQXZ9ei8NUzvDi7VmGJg4zzQdAx71tOPUxhNHQB9oZdxqKNW1EZ80aPQs7FIIXz5FwMwrzRo5CbnQkRrxBu+3ORlccw8bQEV55IUShjuPJEinEnJGBMA1l5DL/d/xOhUdeq8+Mj1UDxiRDSEFFsqn8llxUqXr5R/02iq/GfTkX2JcXlkl6cXQtJbk6Z5ZGcXT2wa99ZnI24h137zuJ//7tdplwjzwW4cPFsmWOVldPOuDP07Twhib3JLUup280ZWTePKDTGSy7bFLRxddlzus/F69vHFa6rKko/I0p7T8acr3/AsYhbVb7XhNQntfYIL1u2DMuWLVNnFUgllfwlALzt+ZWcXK08mYJhe7wzZRue7pqG1h8pHle8uDtPpwVeXd+vkGkw7fS3ShdvN3SawJWt0CjOSAaTSYuOPekPDU0thTkymwLXQMBkkGvqwOhNPcTRV8HT1EabYQshzU7nhkzzW7SByNIF+dGXIRTw8eLsWrQZVrYe2ibdwAol2HfpBqz19eE5tEu59644IdbG49uQ/CZrdHGCLQOhBnZ6vl0Kyet4LiadkSAxi8GkdQvIIUDoOM03n4sx6cAOAKCe4XpA8YkQ0hBRbKp/5SW6cnb1gFAoxJagNXieXjT9qqXLJAhK9a5WpVx5fq5CNmllIiPC8DzlCfjZYoXpaenngyDLSuOGXY8fMxBZb+rVyn0OMs5tUj7yLiNF4bqqQukz4sDZWL1vK4YP+bhKZVXk5JXL2LR/D5cl2nc0ZYluju7evYv169dj//79CtsvX76M77//HgKBAKNGjcKYMWPKLUftc4RJ46AyS2GBBOnngxSD8LlNaPnhRGjwBZBm/asy/b7Gm8ZoycDZdvgSPD+24m3W6DcJsXQt+nE9tiUbxRqaOkhaPwICw/bgCUUwcp9TKhDPQtqJb8Ck+Vw9Sq6NBwB63Qcg7//ZO/PAqMpz/3/O7GtmkkwSlCRoW7VGxa225YLsiGxhUxELagUr2B8FaqW2YOsC1oIIuVhBRWtFQRACJEAAQQOGi711RQxVekWzCEkm6+zr+f0xmZM5mRlEi4j2fP5izsxZ5mR4z/u8z/N8v58donHTwxhr/8Gd/+83DBwyisq92yl5fCFhvztJ4VqdkYtjxGyW7lrBmNETv9AeqbhfP9nrny98kPc/+gBXAMat99Knp5qdU828fIOJO8t95GYYMen1/G1UWCae9dzoMDM3rlMGfQUFBQUFhTPEF5U/D7t+HKufKsFw8yLZZ7rbI53qcbVZBTSeJBiNZ2AFvQnHCLkYp2PEbBpLF8rKrm0JC/rqjNzU5+xMMqQq6/4i0s0Ra+rqufqWmdTV1dDznPyU1pFfROL8KtNmx4ybvxVr6FdokSUIAFYl2CgpAfJ3l2eeeYaysjKMRqNseygU4k9/+hMbN27EaDQyefJkBg0aRE5O+m5qJRBWSEtiv4faYE6tUqg3YS4aGFNybq5D0OgxXzKI9oPrcW5biqA1pt0vVT9w2OVEUGkQQ7EgWAyH8R7ZT8fBDQh6E9arRktBsXPHMkAgo89NZPafymeLi1OLX4X8aBI8iNP6Cof8NNQfo+TxhSxddB8ao4Wwz43KZJMpXDt3LEMMBQm7nDQ2njhle6Q4P1/4IEc/OcyWSSYpE3xLqY/r13gov8XEJ60iOrOWpuNN9CuUKwz2K1Rz9LjzK/09FRQUFBQUFL48p+Lveyr2SKmOu3z5ozLf3+aKEkxFAzHW/kP22e5zMtMVIxHf3JBmPuOTyq4jnlaOP/8rQs11aGx5RP3ulAkM+7VTY3Oc8iUMH3r9l7o/qQL6tgPrUJvtBPvedUpzo1R0n1+1r76dvxVrkhIEt730PGoxyHOjVUkBshIMf/coLCxkxYoVzJs3T7b9//7v/ygsLMRmswFw9dVX89ZbbzFixIi0x1ICYYWUSoiATEyh7cC6ZJP2HcuwXDIIb3WlZDNU9+Tt+D75h1Tu3HZgHU3lS8hJ3K+iBDHgResokA2cnup9tL2xhtyJ93cpIZYtxvi9q3G9uwOV1hgLit98BW12PpkDbkdtzqRx00N4qitBFPl89Uzs106RBLRilgJGIt4OyfA9nUhWPDhHb0GIRjFdMRJtVk+ad/0lVj7d3iA7b/POFfTM7cHCF9YQQIdn/QK02fnY+kzCMnw2j29cmXKwf/+jw2yZZJQN5GsnGBm33ktVTYQMWwaGEffh23J/SvGsnlmK/L6CgoKCgsKZ4lT8fU9VNKv7cY8cfo+dWxYRDXjRZhVgKhpI+KP9TEkIslMKXJ0ku5vX83wa6z8ly+WkveolmRVkU9lidLnn07z1T0T8HowZmUR9bpp3LEObVYC593VUvlHJxZde8ZX8hyXLyXe3kTNuvrxK7yRzo1Q8vnGTzH6yo62NWRUqjjijXOxQMf9aPeGoSKurA28IZlXEtk2+TKtU0J0BPMdPoNbrT/txWwN+fvnLX0qvJ02axKRJk6TXw4cPp66uLmk/t9stswMzm8243e6TnksJhP/DSaeEqCGC9bquMmOdoxC3KNK46SHEUABBZ0AM+vHXHOry9m2uSyp3jtsbNW15hGjAg0pvJur3oDKYMRT2lgXJbW+8iGPkXLl1UvE8GksXgigScTejzsgBUSTc3kRr5V8xfv/HCFpD0sqmGI2gsTpwbl+GGAlBNExUEGl45Y8QCUtBfdjlpP3AuliPsCUL+9C7YvvtWIbn8F5UehNEgpw7fSWCuuu/ixgJE247wcBrf8rat4+QUzxLtppr6/czGo/Xp7znroCY0ibJFYBbyqJo+9+JPr+IBn+EW7aGWTsWKXM8udSHJ2o67b8DBQUFBQUFhfR8kYLyqWSNUzFz9nwuvvQKKSFhrP0HU7oF2al6cB0jZuPc/jjNFSWyQDd+zhf/9hTNB9bJWsEinlZUOiO+o3/H5ujB//v9QlY/VYJ1xD2yYNrf6/Iv7FHufm/i11nbqRotBrwps9W1aeZGqag/Xi9l2T3Vr5NrUbFihEGaE92+xYc3JFJ2c1eF3bQyHwA3FGmUCrqvGbVeT83u1077cS+8eSKlpaVfej+LxYLH45FeezyeL/QlVwLh/3DSiWA1bnoYuzT47KNt/wsy4SjnjmXYh81EY3XElJa/fw1iOES4Lbkn2N53Mh0HN6C25coC1qayxUS97VI/MJDG19eHoDchaLQ4Rs7puobtS3Ef3kveDX+UPxxGzqVx00OoTDai4QB5Nz4oO6cY8hENeGnY+CAqnTGlIJZj5FwaXnmAqN+DoDGkXHHNzsml8uNPk/qcs0fMpnnnCtR6E2VVVUkrn1Y9KTO9Vj20uwOody2luXwpFp1AizaP8RvqcAVELnaomH6lltXveCmv2q+sciooKCgoKJwlnErW+GT7xj8Xr9J7/JHfSVV66cquI+5mskfOlUQ/bY4esnMuXXSfNK+Kz+USg+ZH//wAEXcbhWlKutN5J5/sO7SE4ceXaBne77q01pGnSqL9ZPjgGjZMMMiq6Z4fZ+TOcp9s27PFRmZV+OlhEbjgHMcpn0vh28/3v/99PvvsM9ra2jCZTLz11ltMmzbtpPsogfB/OGlFsEJ+AnXVRDyttLy6kmjAQ8ueVRgKe+OvOUTE5aR179NkDZuJqWgg7kO7yRlzLw0bH+Tz1TOlMmJbn0mozZkIOiOWogEE9iynsbkJW3YO1suvo+Od7eSOn48+v4jPV89MW7Ks0hpwjL5HHvCOuofGTQ+lDp7DQQRBRe7Y+5IyzM07VxAN+VEJqqRjZo+YjbOiBHu/n6HSmyRlaeeOZZgvGYzv44OEWmoRdEZMGjXNHnfKB0i47QQZfW7i/jXrAHk/jCsAt5T6WDvBKOsR9gXhnAx4fmzXyubkTXVMv0bLwsEGaf8h52uUch8FBQUFBYWzjC/ju5uKVFV6TzzxGIJGT83S8WizC7D1mYS5aACBumpUejPNO5ah0psYOfZmmffwwCGjWP3Ucmle1V0o1NCrN47R99JY+nDKuZdKb+SJJx7DPmJuknfyqXzHP8y9hTkPLIfruhIY7l0lPDx18infj1/fMDHWVzx8Nu3NTfQrtMje71eo5libmLTtiDPKHduizJ5y6udS+PZSXl6O1+tl0qRJ3HfffUybNg1RFJk4cSJ5eXkn3VcJhP/DSdfTYnP0oLV8MRG1lpxxv5f6feMBb2IGVYxEyBlzL96P/weVzkj29bNkmeNoKIgY9GI8Usba4riQgZtbyspoD/ilc9uvnSL18cqOH/ASSVNiI4YCqYNnjY6Ip5WG9QtQW7JApSbS0YQ2K59wW8xGIFX2Wp9fRKS9kZY9q8gdv0A6bvD4x0nf3bljGYI+StuBdVIJePz8alsumf2n4u91udQPU161n1UbY4FxMCIyaq0XfziWIQ5HoNAes1JKXNlcNzG2srlwcNc1KoJZCgoKCgoK3z1SVenZR8QyvvnTV0q9wUFnDd7qSrKGzZTcLN6uWp10vOl3zZHKtdMKhQb9NG5eJCUlJC0XlRb7iLlJFYOnWjJ907ghRE+08PCap6jtVI1+eOrkL6UanWg/adaKSdV0D+4LkKEH9UMdUs9wD4uAzaBm9pRfKAmD7zD5+fls2LABgDFjxkjbBw8ezODBg9PtloTqtF+ZwreKKbfdhWu33AjetXsF0++ag0ajlnp2BbUG39GD5Iy5V2bCnj1iNtGAG31+EZ7qSqlMONGkXaXWYNELrC1WMeh8DVq1EBOIKlZhNXQNaOaiAdivnUrjpoeoWTqBpq2PEna3ASBo9QTqqmXXHrNP0tNUvkRuZF++GNQ6cif+geyRc0AQcIyYTeE9pWQNm4HKbMd0cX+02QUpj6mx90AMyBWt/TWHkr67Y+Rc1MYM3O9sk52/uaKEzE6LJ31+EfXH6ymv2k/Ji0+zcqiHwAIrG280YdZCL5uAOwgqFXzSmrp3+IgzKttWVRNRyn0UFBQUFBTOMir3bmf6rcUUD+nN9FuLqdy7/Uvt31j/acpgNdze0DX3GDEb97vbJUvH+GdS2S0NHDIq1qNctRpBo0s/5wkHaSxdSM1j42na8gim719D1NeR8loaO0umT+V73jjkp7y9diWflPyZyuXLvrR1EsSC4crly3h4xq+4Y1uU14+FCUVEFrzm59l3Q5TeZMI/38qKEQbu2+tn0qYQf7jzl0oQrHBKKBnh/3DS9bQAeNtbcCQMgvHVRE/1PtoPrifUXIc2Kx8xFKBm6XgQSfl+xN2Ch9RBnjsQJithm8bqAEGFNu97RFzNZPx4XKwcubk2WX16xzJEUURjzY71GYf8MR88EXLHxUqiP3/27mQBrjH30rJnFbb/mpQkMhHvWxZ08r7gdCup4bYTCFo9DS/PR9DqEbQGsobcKVOt7nlOT1ZtXMdzo1XSSuYJd6yUR925FJVnFmgWRB7cF5CVQVfVRLDq4PVjYalcWin3UVBQUFBQOLtIJz4KqUuJU/XfWjMdKdvL4h6/EJt7RP0e2bES1am7H/fqq3+Cz+sGQZ1UdefcsQzj967B+/H/JOmlqC1ZKSvurJmOlOXbz6xciqvViaPnedx7393MKL7itN7feGD7y9L1fFTfiM2gYtON8iq658cauW27RgmCFU4ZJRBWSNnTMv3WYpn3LoA2O5+2A+tkdkmBumqaypeQOfDntLy6irYD6/B8+JpsoG0qW4wp0pFSIMqiV+P/7FBScBtu+Rzr1WNk52o7sI7GzYsQg140th6IoSAZ14zD9U45iOAYfQ/mogEyP+F0AWyouU4KVlteXUWouVZaFS38zWbpXGpjRmwlVmdMKoFu2vooKrONnDHzZN/VWfEErfv+RsTVhEpnYvLAa1m3e5est2Xeq35MulgptKR+uNXH8jeDDDlfI1OJvuyi3szcc1wyiZ89RTGJV1BQUFBQOJtIJz6aqpQ4VdC8YvmfENVqshNFQXcsIxoKkD30LmnfeBa35bXVOHeUQCSESm/k+uvHpjzurvIliKJI7oT5Md2XTpcPjS0PRBH/p+9iuXy4tF2bnY+paCCe6sqkwNm1ewValRrr0NTl2wX3lBKoq+bBB5aSFb2diZdceFrv8Zh+/fnZyFF0dLi4cNKNKRMs9S2u03pOhe82SiCsACSvIDbUH4spESZkTI0X9MH1TrmsdzYxwyoGfbjeLsd69RjZgGq5fDjud7Zxy5Yga8clWAFt8uEKqHB3WjKpTBmIImjMdsJtJ/B9fFAm7JDZfyrGXpfTuOlhBI2WrGt/gemivnQc3IDKZKP94HrMRQNQmzNpO7AO39GDab2F46ur8c+37FlFxk9uoGX3k9Q8Nh7UWlQGk6zfual8CRBTwW47sA5/zaHke1E8j8bNi2Tq1lt2lZBjNcgWAtoCMbn/7iuZxS97KX7ZiycIVoOK4gHDeWDa9DP3Q1BQUFBQUFA4ZSr3buelNc/QUHcsrfpyd1IFzVFtTGMlyQWjdCFqcyZiJCzNRbIGT0dtzqR55wrO7ewd3luxjAMHKpNtlsbcS+Omh9HnFyGoNdJcSIyEpWo+T3Wl3IayooRIeyM6sw3/nhU0NjdIFYOPP/I7bF9Qvs3QWTy07Ckmrn7gNN/tLi44x0FVjScpwaK0jil8GZRAWCHlCqJqyyI0Vgf2/rd2eQTrjEm9s9CVYdU6Cgg5a2UDatuBdbjeKUcM+GgIayhe78cTjGK1mHEFtEAITUYuxgv74D60C+vlw+k4uAFBZyTUXJtGIMsPgHPbUjRvvIjKZAMg5Kyl/qk7ibhbcB/aJcvUJnoLN5UvwdL7OumhErd/antjDbkT/yApWHd/IOWMuZfG0oV0vLkBld6MGEx9L8SgV7af/4cDCLzzCrdvhefHxjLAniApVzI9QTi6YeNp+9sqKCgoKCgonD4SEwfWTAeBiIh9xFy0nlVSFV1Xi1gtGoOFyr3bZVnhVI4d4faGNHMeX1dyISufqKcNc9EAxEhYFnzaR8yl4eX5KYPUuBNIkrCozgSAo7ua9IjZNJY+jNFoZPpdyZ7GqY7VvXy7dkPtV73Fp8SMGyZzx4tP89xopXVM4aujiGUpyFYm4wOq5crRNJUvRm3O5Jzb/5u8SQsRA960AlPa7HwMhb0RdEZpQPV+dABvdSW54xdQ+JvN5N74ID5dJqJaj0c0kHvDAxTes5msYTPwVldi6T0czwd7UZnt5E5YkPJcbQfWoTLbyRo6g8J7Ssm+fhaCRos6w4HKbCP7+lloswvIGZMs2tWy+0mad67AfFFfPNWV1Dw2nuadK7D1+xm+T96WCYOd7IHUa1450YAXbVaae5FVIL32VL+O+O4mOoIiKgFu3ezDsMhFRqeXcCJVNRHyszNOx59UQUFBQUFB4TQTTxzQbzoF95TijaolZeW47kjr/jW07n+hc56ymeyxv2PlyuWSoFTl3u2oDeak+YPGlpdmflXAudOepNe8MrKGzUDrKEh4Tx58ClqD7Bie6n18vnomAI2bF9G6f40k7OksXwKRMGJaVw4/hqGzZNcOqUVWnTuWYeszSXbdBb0K+DoZ068/s6f8gpl7zBgWuZm5x6woRSt8aZSMsELKlUl738l0HNwQ659tqUWlN2GyZaG5sE+ywFRnj3D7gXWIoa4saUrPulH3xEqHU/j3Nm15BDESJnfiH2QPlcRzpSrNjpcO5U6IbQ+1pLEICAVAjGK68L/IHDy9M1u9jeYdyyShrzja7PzUK56dQa42Ox/jBanuxWIsvYcDsSBY88Zf2HCTXlqtnFbm48XxRsJRkcmbfKyb2NUjfFtZiF/fqpRBKygoKCgonI10L2lOXDQ3Fw0gUH8E19vlUhY37vkb7xUGWLlyOaYrRuKsKJGVI0cD3qSe3O4VbM4dy7BfO1UKPjMH3C5dW6CuGqvVSlvFMuwj5hJ2OWl7Y03S8ToObkBty0V37kUEPv9nWlEsbXaB1Oe8+qnlsva5gdcO5O2q1dTWf0pGdh7qSEhWvu3es4JFf+i6tq+LMf36K4Gvwr+FEggrpPUS1jpixu3x8h6/KCK+sw3rVaOlAFnQGRHDEZp3LAdRlLK4hl6903vWpVl9jAY8gJD0UIkLZGmzCqRy5ERlarU5C8QoDesXoM3OTzuoq225CaXetQg6E9nX3Y25aACfP3u3bB9bn0lpH0jx99v2v4CpaGDCvTCh63EBng9fw9jrcsIH17ChWCXrA362OOYLvGKEgVBEZMIGHx0BkQvOyeHXtyoiWAoKCgoKCmcr3RMHiYvmnup9+P7vH+ROWCBTXwYwXdSXmrpjPLNyKZqLBuE7epBIRyNNWx4h6vegzS4ga+gvALra0TQ6LJcNxXf0IB1vbkCtNyFGojTvWIY6IxcxFCTorKF99d2xhIXOxGWX9ubIP4/QvHMFEU8buRPvT2rxclaUkD/jWT5ffTc5Y+YR8bQmLeo3V5RgT7CBbHCewHDzIql9rnL3CmbO7CqZjpeL19Z/iqPnefzxgXu4qfgKIke/3vJoBYV/FyUQVmDKbXdJhuuJQgmm719D2/4XkrK/Hf+7GSIh1LZczEUD6fjHFjS2PCKeNowX9pFsjrRZqbOqgt6UdvUx/u/4Q8VTXRkLgrNjQXlr5V+pe/J2AHKK50krnvHe3viKadPWP5Mz9rcyNWcAMRoha+gMmsoWkznoDkk0wtZnEs7ty3CMigW+anMm0VAgZssU9KG2ZiMg0HFwA94j+7H1nYypaCCud7YhBrwIehNiMEDw838ihgI0bl4EAQ/9Cq2yex33Bb59q4+ICBG1iRMVpXR0KCqHCgoKCgoKZzPdEweJi+bt/5NcBZc9YjYte1ahNmeisffA5e5Adfg1aa4Rn1cZL+wjzUfMRQNiGd+KErKGzQC6hK0EBArv2Yyg1tDy6irch3bLbCUPly/B3Hs4mf2nyhw04ujzi4h0NAEQaqmVBLRAHoBnXz9LJjCqsfc4qRp2ovtISxh+fIkWIkoQrHD2owTCCjIv4Zq6Y7Esb8iHp7qSnHG/T1aIfnUVWcNm0FxRQtTnQqWLKR3Gg1L9uRfFsrgBb0rvX8slg1KWV5sv6ou+58U0V5RI0v05434vtxEIB1HrzZKQVSqfYMfIuTi3LaVx80LEgA+NvQeZg+6ICWWVLSYa9EE0GvMs7sRcNICgs0baR9AaUBnMmK8YgefwXgSVmuxRv04KrOMZZU/1Plr2rMKqV9PRHiDDqCUYFVJaRtn08OgQAz0sAsUvy70AFRQUFBQUFM5OuicO1OZM1JEQgb1PEGo+nkZMtFbKsLa98WJqIc7NCzH2urxrvrN9KZkD75COExO2MmLQ6aRA3F9ziJwx9yYpRLe8uorM/lNP0uKVj/+zQwi6rqSEuWiAFIA3bVkkV6nuTBx0/16p1LC/Kcqr9rNq4zrJZnLGDUqFncKpoQTCCkBXMBxXj9bnF1GzdHzqQb2lTlrpbNy8UNazK6jUtL3xopQljXrapNJmQaMn67q7sVw6GE/PixNWH/VYf1SM662t+GsOYfz+Nbje2Ubu+PlJAW7zzhWynpx05dcRdwsAGnsPmXVSTvE8mneuQAwFkoJx9/u7yBo6A8ulg6VjiZEwrrfKksuLiufRtLnrYdG692lydQEe4hymAAAgAElEQVTWFmuo69Dz4L52PgmJjFvvZdaPdfxxgF7qEf7LSCOTL9MSioh4gqf7L6mgoKCgoKDwdZCYOKjt7JedNed3jBl3M5PGD0oZeKr0Zuz9b8VcNADntqVpWsZ80vwmVpHmlwWjzRUlWK8ag+fdbbh2r4DrZsnmP4ntYoJGh6d6H7Y+yTorTeWLiXraadmzKmVSwrV7BdcPL5b6f3N7nodeiNJ+YB3NO5ajzc7H1mcSanMmuT3PO2P3/WSUV+2n5MWneW60in6FFqpqPNzx4tMASjCs8IUogbCCRHcRiMR+3ziJKoXxwTtxUDcXDYj1wjw2nsI56/FU76PtjRcJB7wgqKQsbOLqY8ueVZI4l/GCPrjf35W2jzjc3iBb5Uy34qmx95C89eI9OuaiAZ3HOAEIOEbfIwvGVXqzLEscP5YY8qfpafbSvGURkYAXs1Zk7Q0mTrhF/lgZ4Nlio8wv+ZE3gnwvU2DRYAOTL9MCseywWffv/MUUFBQUFBQUziSJZcCJTLntLp544jHsI+bKKtmyhs2UFuPjytDxOUt8jgQQ8XWAKKIymNGdc0GsfzjgRZudj73/rZgu6htrz/J78ZUuRNDEssMRT2tSG1tcVMtUNLBLZyW7APNF/fD+6+8YL+iD7+ODhNsbYy1gIR95Pc+X9f1CrPf3iSceI/v6WbJjqyMhZs353Rm423LKq/bzdOl6PqpvlDK/qzau47nRcj2W50aHmblxnRIIK3whSiCsAMQGu+5m8LY+k5JUDRMFFGKlOoY03nQGQB4Yi6Egns0LaAxEMevAK5iJRsIQCfL56pmoTDZ8Rw9iuXw4rrfLaTuwDt/RgzHvvE6VZo0tT7bKmfGTG5JEreJKinHrpHiPjrlogOSbp7FmJwXjxgv60FS+WOY/3LjlUQS9MW2vc/a4+bh3leBpbaBfoZorn/LwbLFRNiCvm2hk/HovoSj0sAiEIiJVNRFu3+ojwyTvIVZQUFBQUFD4ekj0AM7teR5TbrsrZVD7VYgfZ/VTy2lwnkDQ6kGllmV2I74OqWUslaqzs6IE4wV98FRXEvV76PXbcun4/s8OgVqLymCW9nfuWIag0iQ7dIycS+Omh0AQEEN+SWfFXDQAMRrF/f4ucornyTLB8XtRuXc7z6xcisvlAkTJyaP7seMq2Kfr/n0R6TK/Na3+lHosR487z8h1/UcT8CN++vE3fRX/FkogrMDKkkXs3FUGwOerZ0qlxFLfbOdqoaAzYb1qNKaL+sb6SMqXIAb9ScGys6IEMeiXjh+oq0ZtysAhdMjsgm7ZGqIxqCdz+C/RWB04ty8j5KwlGgpg6NU7SQSiqXwJ0WAAtTkTW7+fxcqI2k6ARoezooRIR6NUfh1ffYXOcm5nLfVP3Ukk4EUMeDFeNbrLjqCiBHPRQDyHX0PQGCSBLEFnRFCpsVw1JmVPsxgOxR4Ow2ej3rKAqpoIR5xR+hWqZfe3X6GajgAIiNxZ7uNYm8j5dgF3UOD+O39+Zv7ICgoKCgoK/8HEPYCt182S1I9XrlwOpA7mvkrQ3D1bHD9GTd0xNEYLYsCLGA7h3LGcqM+V1Hbl6Fy4d4yYTWPpQvyfHUrSJkEUadz0MGJn+XS4w5nWMjLv5kVJCtb+T99F3/OHkmK1ymBGX3ApL/7tKfbs3MKhD96PzYH0pvQew+Eg9Jt+0vt3ukmX+Z34ijqlHssF5zjSHUrhNKEyGbFeWfTFHzyLUQLhbzlfdXUzvl9D3TEEvREx6EObXYDxwj607nseMRpBY3Xgra7E0Ks3gfp/Yrl8OL6PYzL+gs6I+eKB+I69jblooFRirM3OjwWVH+yR9bZYtCLrxsozpWvHwvgyNR1/38i5057EMSrmBxx/EHQXgcgZcy+Nmx6SBaqWK0bgfn8njhGzY8FpyJ+yvDn+3VzvbAPA9XY5HQdj30MM+vAe2U/E70alM8isDxpeno+972R0jsKu75iVT9TTJh1fn19Eo19k6pYg59tTC2T1sgm4g6LsutQqecCsoKCgoKCg8PXQvf0rlfpxnC8bNKdj4JBRHDn8HrtaW8nuJhwqhlO3XcV7f8WgD+eWRUT8XjT2HmhzziN4/CiCRivL5jaWLkxtGWnJSlKwjicQoiG/TIy0qXwJDZ42mlpbZXOgxs2pj63Nzj/p/fs6OHrcSb9Ci2xbv0I1bb4Id2yL8tzosJRouWNblNlTJn/t16Tw7Uf1TV+AwlcnPlDTbzoF95RCv+k88cRj/OyGwRQP6c30W4up3Ls97X6+gmtQme3kjl9A4T2byRo2A/eh3UQ6nLS8upKGVx7A+P1ryBl7H9GAB88Hewg114JaB9Eo7vcqiHhduA/FRKYK7ykla+gM3Id2EfG0UbN0Qqz/t/+tdHS4UmdK29sJNdcBSAN/4oMgkdgqZACVwYzlihGoTTbc71UgaPU4tz1O1NMmZaj9nx1CjITxf3aI5ooSDL16462uJHf8fAp/s5ncCQtQ23KxXj0GldlOxO9GQJSC73hZtcbeg0Bdtew6xEgIlcmGoDfx2eJiPl89E7PJRDASC3Ynb/Lx+rEwoYjI68fC3L7FRzgKG2408fAgAxc7VBxrE8nQhVnywl9P869CQUFBQUFBoTuN9Z+mnFc0plA/Tgya4/MBa2fQ92Wo3LudnbvKcHTOLbwfHeisYHMiaA1J84t4kBmoq8Zky8LhyCPv5kX0vOsZQg3/ilXXdTplxK9L0Ohw7lgmm/c4dywDhKTvGm47gaAzJs11csbcm3K79aoxNJUvTppT2fpMOun9O92UV+3HZlBRVRORba+qiXDhuTnMnvILZu4xY1jkZuYeM7On/ELpD1Y4JZSM8LeYVKub9hExZeWCe0rTrmDG90uXdY3bIzWVL8H1/quEXU4EjY5oJIRgsKDSGXCMnEvY5aRlz1NYeg/vzJbWotKbifo9CDoj1qvHkNl/KgDhg3+jqsadlCm1Wkz49NlAlz1A4oMgldewJvNcPEcqZVlsz4evoTLZYtZIkTANL89H0OpR6S1kDvo57QeT/f1ipUcPAyrEaKxXuftD0tZ3Mo2li1AZTDhGziXiaiJ04K90eNuwmPRw+XWoPn2TDq+HvEyBET/QsuHDkKwE2h8WafJCXUc0hZCWm9LXX2Po1dec5l+HgoKCgoKCQpzuHsAQm1ekUj9urP+UghRB85exDKrcu52SxxcS9XtpeXVVLBD+19+lnuC2A+uSLSY7W7Waypdg0WtpqDuG9tVVhFrqQBSJpihVjvo6yB45R1aZZ792Ks07lsk+F6irxuboQbvzROpEQ9CXtD0uZBrPJAtaPSqDRXZMa6aD6bcWS5WJ46bcxY8vGceGLXt5aPEaaus/p2duHr+eNInifv1O+f7FifcG3/0jNdPKfLI5VDzzO6ZffyXwVfhKKIHwt5iGerm4FXQpK8dX81KVrcQH+HRZ17g9Us6Ye2ksXYjv6N/R2HsQCXhRG2IevhFPK+1VLyEGvQmlw0+j0puIBryoTTapDNnedzLiBQOZvOmVbj3CYVxBDebvXxrrOS5bjBgJ01i6CEOvy5IeEM0VJRi/fw2ejw6QO36BbLv5ksF0/O9mVHoTjtH3yMqPAvVHCDlr0/TQ+FGZ7Ij+MKg0fL56pqRMbeszKVZmLYixINjTjObASjYUq+hXaOXBfQGefXcXaycY6Vdopaomws9Kfdx5tY6Fgw3SeV4/Fmb8em/s8ymEtH750vNKIKygoKCgoPA10t0DOC4SNXPmnKTPfpmgGeDVnVtY/VQJDfXH0BgshH1u1GY7jrG/k5UfW3pfJx0zniho3LwIMeBFZYglEnwfHyTqaaPDA2qznaxhM9DnF/H56pnSdSRel8aWh8bq4NxpT0rb4j7B3XuMLQYdgt6U8rulFT/Vm4iGfGT0uQl738lSwB501uA/tAtBo8XYb7pUQv7C08vpOH6I8m17MQ/7lbT9/jWxHuV0wXBZVRWPb9xE/fF6ep7Tk1/fMJHifv0SeoN1XJKjZlaFnyPOKDaDmj/c+UslAFb4t1AC4W8plXu3o9KlVjOO2xtBLNirqTvGmMGXoTFaCPvdaAwWmrY+KmVfT2qPFPJR+JvN0iAaboutJB5//leSGnOgrprWyr8iaHVJEvuut7bS8eYraLPy6fBrGF+mo6O9HVt2Dpr+U8k1Z9O46SE8R/YBKvJufICm8iX4PnkX4/eulPqBVQYz5qKBKQ3ks0fMpuXVVQgqFTnF85LVDTcvkkqcU2WYs4bOoGHjg6h05qTrj/q90ippx/O/YENxl1DDln+GWTtBHti+NMHIrAo/C7usiCWxrI6AmLI8/KP6htPwi1BQUFBQUFBIRyoP4O52QXG+KGhO1GfJyM7D5/eROXoehQl9u440FXfxABg6M65vvgKCQMHsl4FYENu8cwUE3GQnHMN+7RSa9zyV5JQR8XXg3L4Uxyh5EsByySCc2x8n6ncjhgIIOgMdLe0IektSoqGpfAnqjNyU28VQEOtVo6XrjlfUNW/9E2azBcPQ5L7rVzb8ieyxv5NvHz6bxzeuTBkIl1VVcf+adViGz04KnBN7gydfpmXyZVpCERHDIrcSBCv82yiB8LeUZ1YuRVRpZANi24F1uN7Zhhj08vmzd0um52pLFqg1kupx24F1uA/twnrVaJzbl+EYNVeWXU20R9JmF3T1kBTPo3HTQ9SvmkbE04I+vyhmsbRjGVG/O43E/sP0mleG/7NDNLw8H9v057Gru352YiSMGA6SN2khjZseJuJpRaU1EPW04a/5AOvVY2QrkJGOxjRZ7FoQSVPu48V+3d2plZ+jURrWLwCVBkGlpmH9Aikb7Bg5F+e2pais2QTqqmlvbpIJNaRTiD7ijMq2VdVE+F6mQJNXTCmklWFQ/hsqKCgoKCh83aTzAE71OUgdNKcS0nLvWEbE04qg1hDxtKYsM5bmKgkE6qrR2PIQw0E+X303oZZaBJ0JFRAJysugY9ZHEZp3rqBx00Odwa0RQ6/eBE/8S1KSjremabN64v3X38md+Iek0mvXW+VSJlrQm7BcMoisYTNoWH9/lyCpVh+zgIqG8X18EJ2jUHLk0OcXEfF76PB7sKWqTPS5U37/2uP1Ke/34xs3YRkub1/z/3AADz7zBKIocvFf3Dw8yMDky7SAogqtcPpQZuDfUlyumOx+xNMqDX4x4av58oxmp1R/3o0PSAOM7+hBcsbMI+JpxR0OdvV+6I1YrxqDGI1Q/9SdndtMfPbnMWgdBejzLwUEIp4WBK2RtgPr0DkKEUNBxFAgbemx/7NDNJYuQtDq02ag45/tbgrfXFEiDb5xO4HUJT0mEMXUx88qiHkI1x+RjOXV1hzEaITcsfel9PJrrijB1u9nRDytZA66g+aKEjJsNqpqglIge7FDlTKwNWnhB//t4o8D9ORnqJhW5uPBgXpu2+LnllJfZyl1Z3n4lhDtPrn4g4KCgoKCgsI3S2Iw3Fj/qSSUlUqfxTFyLi17VmEuGkD7wfVpq9C6lyvH52mArK2rrWIZZrM5uQza6kBrP4dzp8fKoD3V+2jd/wKOUb/uUnre+ijuQ7sRg77kBMWI2TRteQQx7EOlNyMKUDDrJYTOBEXepIdxH36N5p1PIGgNMnXquP2SuWiArEw81ffUGC0pt/c8p2fKe11/vF7Wk+2pfh3jh5tZe6OOfoVGqmoi3LrFRzgqkp+hUlShFU4bSiD8LUUMxWT3BbWG1v0vIAh2sq9PHpid25YS6bYyGe8Nrn/mLnLG/hZDr97UrZrWuUq4NWnwc1aUoMk8F+/Rg+ROvF+WUUUUyRn7W5wVJWl7Thpenh9TmhZIKumJZ6DjfSjdBa3i5dfmogGSmENSZrdsMWI4SMaPJ6TI+i5Gf+4PAfDXHCJ3/HwMvXrz+bN34xg5J+Hfc1PaDMTsoGIroK2vP8vkTT6pz3ncDzVJge3kTT7seoGbL9Vy76sBtCpYPMxAD4tAUY6KcT/UMG69D1cQMmw2XCE1mVn6M/KbUVBQUFBQUDg10lkoeVtPyPRZPNX7aP+f9YSaa/n82bsJOWvJHjU35VzFcsmgWHVbe2Ms26rRJSUr4sKnzi2L8G59FPRmwu0NaGx5RHwdWK8aLZ3bXDSAoLOmK7vbKWaVOfDnOLctTZmgiAY8FN6zOVZF+HY5NUvHo80uwFDYG+/RN4n63SlbzeJtaEFnDe53txENeLFl98BXvpjMMV1zxo7dK7jxpmLKt/03DPuVtN29q4SHp6YOXjOzHLI5ZGj/M2wYp5W1nr0wzkjxy14KcvOYPWWSUhatcFpQAuFvKTZHwmpjNELYlbpkOOJpQZtdIBtgtNn5tB1YR6S9a59IRxP2vpNxvVWW3GfbuYKYM+73KX199flFZPa/NSnIbSpfgvXqYux9J1NbcjPWH43F/d7OWHDubkFj74Gt389QmzNjZcppjNvj9kqBumrUtlzEaEQqC1JbsmIZ2x3LYqJcAY+U9dVmFWDpPRz3od207l8jEwdL9+/E84bbTmC9KrYibC4agNqciXP7Y4wvi9LR1kae3YjLH2TqZh+fu0S+lymwZJiej5qj/OUfQToCYNPDh00R5r8WYtFgAzcUaXikKkThvPLYffzsEOE9JafnR6GgoKCgoKBwSiT2+eb2PI8pt92V0mGje/9rcOufpDmVp3pfUiVbU/kSQi312PvfKik5a2x5CGoNWcNmkDVsBmIkTM3SCdh+VEzk7Q00rp8f007pMxVz0aDO0mMvKpONnATtkpYdS/Ef2oW/1+XSNs+Hr0FURGPv0SmWqqVlz9OoM3LSaqN4PzoQs5Ts9AyOt9ap9CZyJ/6BhvUL0szHaokecpEzrqv60F+xDN/u5TS2OsnteR63/mIOc2aNY8jVhTy0+ElJNfrhqZPT9gd7/AHCCXPIjvYO+hVaZZ/rV6jGE4R9q1+go8N1On8KCv/BnBWB8Pvvv89jjz3GmjVrvulL+dYw/a45PPHEY9hHzCXibkmrAohaR9jVHLMT0pswXzwA4wV9cL1TLivdUVuy+Hz1TCnTnIg+v4io35Om9DlAoK5ayprGbZQElQaLXoXr4Hqib6+HqBZtVk+yhv6C9oPribhbiPpdNG9fhqA3YSi8jEDt4YSVyctQ1/yD9uZGrHoNbftfwP3h60R9HtRmG2I4iMbeg2jAi6BSS8F+YtY3jrHX5TSWLkTQdJVmJ9ozpbNqErR63If34v34TcyXDcFbXUnmwGmYLupL+9LxqFUaelgFGjwie281xVSgPwix9oMQpTeZZFniK/JUTL5My+vHwtiyc2T3sLG56bT+NhROL8r4pHC2Y7EagTAh1Ki+6YtRUPgWkC7bC10l0ekslMI+N67dK+C6WbT/T7I1Y86Ye2ncvJDc8Qs45/b/lkqgMwf+XDpOoK4atdGK4YNXWHdzfL7g5payv+AB1OZsVAZzUmIia+Q9OLcskiwixWistUpttieLfQa8SQkKZ0UJmf1vTbKU9B09iNqYIVUWppsXqQ2mJBEw+4i5ULWalza+BkBLOPb5m8YNYeIlFxLS5eF59zBb/lXHqDkzOXrcSQ+bBbVaoL7FhdWgxnDFBLSOXtLCgUVHytYzs+60/PkVFCS+8UD4mWeeoaysDKPR+E1fyreKxN4VQaNHDHhxVpTgSFiVbNzyKCq9kZyEkpWmssVEAz6IBIlq9DRsfBDCQVRmO45Rv6bl1VUpBz+VIdarEvG00n5wPaHmOtTmTFDraHh5fiy723cyWUNnxB4AmngJsVWySmp87Rmyhs7A1udGwgfX0N7ciEUvECm8jFDjMXLG/R59fhHtB9Zi+GAj6yYYpP0nb3qFdp8alcEiG+ybypfQ/OoqsofNoHHrnyEckAleSSXVIR8ZP71JUkTM+MkN0gMi8d+JD5Gs6+5GY3XQVL6Ejr9vwqKN0ly+BP/upQioCAfcPDPRyNA1Xkk0a9EbqS2SJqz3suA1P6vfDaEZNFN2b/N7FpzBX47Cl0EZnxTOJlrC8aBXzjkOAzpBA3wOmhDaYEyJXn3iEyI9vneGr1JB4ewnXbY30W4ynYVSXv75TLntLl7821OEmtNYMwZ8Mf2V9gbUGTmIoSBqcyZiJNyZfS3HLHpZd7NJNl9YWxxm7IbleAQL0UDqBETE7yV71Fw0VgfOihKi3vak9i7zJYNxvV1GpMPZJX7VKaJlLhqAc9tjSS1z8eMD2PpMSirtbqtYRsSfunKvpv7YSe932VvvUrJtM8+NVlHXoWfB626eH2WkX6ElNkcsK8PzvcGY8dOOSEQUuH2rj+fHdrWe3b7VR4bJetLzKCh8Wb7xQLiwsJAVK1Ywb968b/pSvnXE1Q8r925n2dKHMBcNlBmqI4bJGbNAvlJZPI/mnSs4d/pKKeAjKuIY/WsMvXpj+6/kwc9ZUYK+4FIaNy+K+fR2Cxjt106NBYxli4kGfWQYNawbLw8G146F8WVqWvc+TY4uIHnxVtVEmFz6v/gvu0G6TuFoJesmGJKCyeKXvfh1RkmZMXHlNVB/BJVGg2Psb2VBsrP8MTT2HghaE653yhEDPumhoLZmdypRN6EyZkg9Nhp7DzIH3C5lua29h2E4JPdAnlzqY/qVsf6VRNGsdErSHUFY8b9BfBjJMmcjRsJSz8xjv7j9DP1iFL4syvikcLYQD4KLCsPYDepu7/rwBqy0aYowXVqA4fBr2C/Joe1DpdpEQSEV6bK9tfWfSq9PZqEUn39Nv7U4ZbBsc/TAHwqTPWmhVHos+QWbbeSOX0Dj+vkp5wvuQASVVYdal5taiMreg9bXn0NQa9D1+AG+o3+XBaee6n14qivJnXC/LIgdMnAoO1+twNjrclR6uRCXNjsfMRyStsXnP3Ex1bz889GrBSJpRMBUehOVe7enVeR+ctfOTi9gDZc+6eb5scakBYDxGyoovSkWHD+4L8Bf/jfIneU+jrWJnG8X8IU1/H7az1MeX0Hhq/KNB8LDhw+nrq7ulD+vUqmwWr/8ipBarf5K+51pvsp1jhl3M//66EO27SzHMbrL/63h5fmpe1/bG6RAMm5xFP+cVOL8ameJs86IGPQR1ugR1JqkVUfHyLk0bXmEaMCLxpZHNODB5fbKbIagMxhsb8esFVl7g3wFdN0EAxN2VEKnbVN3m6L4/p6QQO71s2TKhXEBLffhveROuD+lZ5/xwj64D+1O8sYzXzqky5ppxzKyhtyJc9tSzp2+UlJQhM7AfGK3LG+CX/D8a/XcvNGLVS8giqSU+bfpoc0PT/72Vzzy0lPU1teS37OAx35xOzcNGUYkevYrR6tVajIyzv7/Q6eTLzM+fdWxCb7b49OZ5ttwjfDlrrPRH+aHhUEKtHVk13yS9H7o/Asx2o0EI5n8/WiQoqJh5H38OiaVD7HjOKr8C7/6dX5L/t9/W65T4ewgnu1NrHLT2PKwZnZZ8iRW3tXUHZPmQyWPL+TI4feYOXv+SYPlZ1Yu7dIsyS4g+7q7YwrPnSXJtuwcqmrcSeW/Fr0G4ZLBuN7aSlPZYnKK5xF2OWk/sI5w2wnUtlwslw/H9c4O/DWHkhw52g+ul84BXeXLB/asIBrw0rxzBVG/R1ZFGGuZ2yarjotlsINkZOWw+oUyiof0JmvknCSv4eaKEixXjpZl07tztLFV6vlNlzBwBUTpXiwcbADgybciQBSN0cHvp05WBLIUTjvfeCD8ZYlGo7hcX75J3mq1fqX9zjRf9Tqn3z2PH1x0iczzTm1I3Teszc6XXsdti7p/ToyEAFCbbNiH/xJz0QA+W1ycVoEwe+Rc2g+sg0gYc5rejgybjY62tpQDYHtzI7bO1+keDrbsHJmSNEDbGy+CCIgiYZcz6dpCLXVw9CA5KYztGzcvouPNV2IBfCgAgMaWR9uBdfiOHpQy6+HmxpSiDYl+wQaNwDNj5CU8cZn/27b40HV+5d+WLKF4wHU88PhSad9INPKtEH7IyLB+bdeZ88UfOev5qmMTfPfHpzPJt+Ea4dSvM54JzjCqsPzrCI1v1xDW2GWfyQ4GiJwf5F+BC2lxtvNewEjReX3pGX6d9rdrCHSc85Wv8+v8f386+bqu87swNikkM+W2u1ix/E9E1Fp5lVv5ElaWLGLm7PlALBg+cvg9drW24kgI/naVLwGQPvfSmmeorf1E5je8dNF9ABT+ZjOCWoOnep9MpFTTZyq3lP2FtcXhLkvFsiiqKyfgrq5EDAXIuu5uGl75Iyq9We7msX0ZiFFyJywg7HLKAth05doNzhNk9LkJT3UlGnsPTBf3l1URajLPIeSslYmRqsUId86MVUTl9jwPrA6inrZYsqQltp+9/62YLupL7dJX0t7vC3IzqaoJJFXRxamqiXCxQ65w8McBev5U5ebj9amPW1ZVxeMbN1F/vJ6e5/Tk1zdMTCnGpaBwMr51gbBCerobxa8sWcTO8sVJPcLxATnuBae25Url0Kk8deMlxvE+4STxhIxc2qteksqp2w+sZfImeSnxLVvDdPjBrE89AJp1Klr3r8H38UFCzY1M3iTI9y+Lorl2KtClXNi67/mkMm1BpZay2vGgP30Pj5dev42pN/s/OxRTsw54k7LHns0LUgf2enj9WJhFbwR4fpw8Y/z82Fgpt1UnEImKvHxDgnhW6W4AHpg2/XT++RUUFL6jnOMwYDf4AAhr7LK+X/WJT4iE5RZsbpcP0ML5P4C3a87kpSqcQRQhv6/OwCGjWP3UcgxDu9lOjrmXik0PcuBAJR3NDeT2PA+nswHHuPlJn9u1JRYwDxwyijHjbpYWtir3bmfKTcMAEPQm2g6sI7P/1BT+wiqaIiaKX27BEwSzDnz6LDIdvXCMmB0T+VSpUWn1yW4eo2L2mFJLmUotlTELOkNqAVC9iY43X0EwWCESouPgBjT2HmSPnIPG6qCtYhkjR03g7bf/TmP9pzjsNpmSdjz7rbH3IGvYDNnx/Z8dknyFU3H38Ou5Y9tmnhsd5pNXcA0AACAASURBVLd9dUn9v7eU+pl2pTwkqaqJcME5jpTHK6uq4v4167AMny2Jnd2/JlYtqATD322i0SgPPPAAH330ETqdjoULF9KrVy/p/bKyMv7617+iUqmYOHEit9xyy0mPpwTC32Fmzp5Pfd2nHOrsidXYe5A56A5JYCHorMH1XgUqrYGwqynWOxsJkXfjg8nZ09KFRP0emroF1s6KEohGyB71ayKeVo4//ytCzXW4jRkUv9yBJyhi1oEnokUUQ7ijUSaX+juFsLqC3GDm+YQP7ZKO3X5gLWM3bMLtj5Bht6O9dhrmokFAXNHZkLJMu3nnCkwX9ZV5FLe8ujKNx7FRWhDQ5xfF1Ld1hqTssf+qG5IC+9u3+JhymZZZFX6qm1KX+XhDoFWJbLopuRR8/Ct7lEBYQUFBQeEroQj5/ft0NDdg67ZIHnY5EbRGDENnYeuc50TStJlF/F7GDL6MvPzzmX7XbH7ad4hMjdqWkEyAmCBV9sg5NFeUYCoaiKe6EvOlwzr7eWfLSo1t/X6GGPLRsufptK4dEXeLNIcxFw3AdFFfapaOR6UzSyXVMjvLq0ajzeoZS3Yk6qmULYZQgOtHjpMy3HEq925n+q3FksXUwGsHUvXG3qTjx8vB01H8oyuJ2nOYuXEdR487yTQbGL/BT4c/it2o5tILLuGlD48y5Pyu7Pgd26LMnpLad/jxjZuwDJeXfzN8No9vXKkEwt9x9uzZQzAYZP369bz33ns8+uijrFy5Unp/8eLFbNu2DZPJxKhRoxg1ahQ2my3t8c6KQDg/P58NGzZ805fxrSfREy8jO4+gz4M/GAJE8m5eJAsEHSNm07DxQVQ6I46Rc2QDouefVbJymYyf3IAY8lH4m82dgg8LEQM+BL0R61Vj6HjzlVj/SkJWWBpchQj6oXditjpiwlyRCA3uFibssNDe3IQtO4fI964hXL1P5lNs738r/l5X4NnyJ1whyEkQmGoqX4wY9BNxNdH+7B3ScTQ/+RnhthPUPDZeujbTRX1xlj+WpKjtrChBDPpoP7heyowLWgNiMNk+SpvVE39YlIk2tPlFth0NU9MuYtWnLgW/2KFKGyR3+MJf3w9B4bSijE8KCgpnG4qQ379Pd1VoT/U+WvY8hRj00rJnleQ8oUkjEKWx90BQa6HfdJYtf5SZfr9MjdpTvY/2g+uJettwvV0OKg0aq0NaoM8Z93ta9qxK6ufNHjGb5p0rUGfkghhFo08jUGXKoHnXX6SKPX3BpQg6E+bLhuA5vDdW5eZuQdDqEbQGdI7CWP9wtyRCTvE8GjcvYs+eCi6+9Aog1hfdUH8Mld6E5crRFNz8OIG6aip3r2DmzHukz8Rb8eLl4F3K9jE7N60mAJ0q9uN+kM+Y5Sspr9pPyYtP81xCQuSObUe59poBzNzzDkePO7ngHAezp6TvCa4/Xp9a7Ox4/Wn4ZSicKkI4gMb52Rk959tvv821114LwBVXXMHhw4dl71900UW4XC40Gg2iKCIIwkmPd1YEwgr/Pqk88VzlS7D+aAQdb76ScjVREFRJ5TaWy4cnlQY7dyxDbclGUGvI7D815su7eREqrRH3+7vQ2PJoP7AOU4JqtToj1lklBty07FmF/pyLcIyci3P74wh6M/qhcyjsfFC497+Q1iYg6neT0eemzn6UmHiXypCBoPWhqfoLG8ZqOuX33dyy9S8IGh3Wa8bhemsr3iP76XjzFVQGc5KitrloYGcZdl2sLHrHMlQGM1GBpAdO6MBf2TypK6u77oMQ9+3181xxLEP84L4At5T6WDuhK2M8rczHLZdpqXcFU5dVG2Ovy6qqWFa6mbr6WqXHRUFBQUHhlDhTQqNnmjMpdjf9rtk8+ucHcIy+V2oLyx0/X5aZBbD1nZyUAY1nbZt3LI/NF4bN4qU1z0hq1J7qfbTtf0HuwLE9Jp6VO34+0YC3s82rLrWoadsJ1NZsHJ3VdkluHtuWIkbC5E5YIMv6qgxWvNWVmC74Kd7/+wd5Ny+SXXO4ozHl+cSgl7DaxuOP3o/Oasd+/RwKE/bTOQpjbWfXzeLFNc+wesvrDJyYXHKaBeTnmsnOMKBWW1DpdOiPfYxhQB/a//EeqgwrT5eulxSkIVYp99zoML987T3eeO7FL/y7qVVq8nsWpFwcyO9ZcNaK5n0nBf0MBlQX/vC0H7alpYXp07uqJidNmsSkSZMAcLvdWCxdgrpqtZpwOIxGE/s9XXDBBUycOBGj0ciwYcPIyMg46bmUQPg7QipPvJwx99KyZ1VaY3QxlJz99H2cLCzlGDk3VgLdSby/NhL0Imj0RIGotx1PdaU867pjmeR111QeyzRH3C1YrxwpqQ7Gzehb9qT2L9bYe5DZfyqZ/WP9wf7PDtFYuhCrQcPasWKSRVPxyz46/rEFwkGiQR95kxYSdjlprfxrksqhqWgg4bfKYgqKAS/Z192Ns/wxGrf+GZUAxnA7nmDsWhLFsha9EZBJ/8fVDcet9+IOwsUOFbdcpmXN+yFUwORNvm7WS37G9L9O6XFRUFBQUDgj/DtifmeSMyl299O+Qxg+5E12blmEGImQO/EPSZnZlj2ryBo6AzHU5QscF4hSmzMl8VF9fhG1tZ+QkZ1HoK6a9oOxuY28r/cemjYvpHHTgwganaRjkrp1y0DE1RxLWnS6WMQX8wWNDjEqQjQoy1zH29j0516E+/BrnaXVXe9nj5hN05ZH0oioFpA1dAaNmxdhv35OyvsQbyOrrfuEH/UKpL2v3oAOlysEaDDp89D1DKI99iE+r4+ytc9T29jA0DWxudL8a/VMvkxLv0I1H9U3npLgXUaGlbkTxsfmS8O75pzuXSU8PHXyWSvu93UI+n1XxfyysrIoLS1N+Z7FYsHj8Uivo9GoFAT/85//pLKykr1792Iymbj33nupqKhgxIgRac+lBMLfEdJ54oWa63CMvid5NbF8MYLOmJz9bEktLBXp6PKjjIsuAIhBLwWzX6b2v29JKu9xjJwrDcIqrRH3exUIehO6cy5E0JslTz19flFK8/amssVkDroj6VrEoA9XiDQWSyJqawbRgJdoKCA9uKTzBb1oswowFQ3EfWg3YsiPoNYiBryozZmg1iGIYXJ0IaZdrWPLP8N81h6VZXVTSf/H1A2DmLSx9/lnmEeHxiyU1rwfpPhlL54gWA2qmGr0tOkMnDNX6XFRUFBQUFD4hpg5ez4XX3oFSxfdl3LuE2quxbV7BSNGTqDyjUrJFzhRhwRi86Lcnufh87px7lhGxOVMXeUW9KG1ZkHAS1PZYiyXD09q3WoqX4L16mJ8Hx+k/cBahKOVUgtY4Ac/JvD5R+R2W9gHMF3UFzHoI9j0qSxTnPh+1O+RKUwnfo94kiP1faiTvmdBz3MwH96T9p7qzr+IoLkAb8DKsRYjmaZzyT0fXtvzAsvKN1F2s0lWPQfQwyKkFcZKRXyO9PjGldR2qkY/PHWyMnf6D+Cqq67i9ddfZ+TIkbz33ntceGGXPaDVasVgMKDX61Gr1WRlZdHR0XHS4ymB8HeE7r0u0KWanMoYXacC7dVjkoLPVMFxoK4ajS0PMRKm7cA6XO+Ux3qEdUYEbUydUAz60j5E2va/gDb3fKJ+F1G/h5ZXVyGKIpZLBuE5UkmgrrrLv3jPKkLO2s7em1g/TSKBumpUBjMZFlMai6Vc9EPn0LxzBRFvG9GQn4yf3thZBh0rrQ611MJRyBo8HXPRgFiWedNDMUVtlQqrQcu0y0Ks/SDEs8VG6jqi3PSKF5tB4FibSMZJeoKd3ih5ZoEjziiL3oitmOZnqOhlU7FihIGZe8ySSJbS46KgoKCgoPDNMnDIKF7821Op5z4GiyQCVfXGXho3PRxbQE/QIfF/dgjXqyuYOWMOjz/yO7JGzqF179Mnzbz696ygvdWJ651tiAEvTVseIRrwoNKbsVw5isz+Uwkd/wjDobhQZ6wFbPKmv+PvfWPKjK3anJlS8FP2vtYAoijzN7b3v1WaC6VzB9Fm5eP/7BBNZYuxa+DuBX+j8uNPqW88Qc/cHtwzfCDjfnQlmnBbzArzfDgWuJDjTj/H0fD/2TvzwKjKc/9/zuxr1knYA7YFJFZUvC3lsquALAkEUAyK5SdYQUsFrVQFrhugF0REWqFXsVYsERACCZsIspduLkUElbYUAkomk2UymX05vz9O5mQOM0NRUUDP5x/NzJkz78wZ3vM+7/M83y8FbXn29S28UqRTVPKtKDZzd6WfqGBMK4yVjuI+fdTA9zvIoEGDOHDgALfddhuiKDJ//nwqKyvx+XxyCfX48ePR6/UUFBRQUlJyzvOpgfC3hFSm7jWVC7F1H4wYjaC1ZqMVI9w/6xkG3Dic4hu7k9e7FIOjoKV3Nqc9YtCfZJbu2rSIaKBJFqESQ370uR0wd2k2YN+8CK0tJ015jwV9/hUEP/uEvFGPKsbW9MFW0Brk3htL195ordlUvzGLtpOX4fvkQFKg7iyfh6DV0eBKb7FkbF9IxF0NooihTVdFz3PDgTKaDm3H3LkX7j+uxrXpWQSDBTESlsSyIgEa3QE2fCywolgqfy77MIxF3+ITnKonuHSdH6dXCpIn99DzWH+j7CccCIs8f7N07LHPW7yO27Vpl/I7a9em3Tf621FRUVFRufxQhfy+GokCo/ZsB8Gti8ka2pIp9Wxfyv0PzAZo1mCZTlZ8LbLxGZoObafx4BoEvREQWTTvYXRmG+G60+QMmqqwpXQfKCPScAaN2Y5/6zN43I3YDALemBbBbEdjtBIL+hCjEWJ+D6denIg5VEfZOKU1Y9kYM6O37IbmTDS0JB1qKhemFPyMP+/aspjcm3+OtbA/3iN7qN/zKjk3TcHYvlAKcjf+L4LWQPUbs9BltSazd6nkMlK5kKi3gdptS8keeBfhutOUvbcdR9FDclvX7MoliFmtKPlBW4Wdm2TlBvW+bD454aTP7cmVfP+qF3nuFz9LK4ylopKIRqPhySefVDz2/e9/X/7/0tJSSkvPf1NFDYS/JcR93uIqfhm5rdBGAnjerZAmaoMJk14PSJO/xmim4UAZ/mMHZQEpc+deRP7mTDJLzx54F2IsSv2uV5LEIuw9RuA9vJNYsCmp3Ma1ZTFiJEyw6rBCETrev1yzYT55ox7FWT5PCra99QgaLXajhqpFo8jMzcf8/R81B+pVoDGgMZrlMbgPrKJ49Zt4QzEyc/PR9Z2AtXAggROH0GW2AiB05lPyS2bLCo7+YweJeRvwvFeJvUcRbXq/IAfYecUzqduxHEukkaOuBrn8+Wyf4HhP8Jg1PtxByDDCfT8yyMHvpAo/V+VpKb1az4Tuen7z1xB3lPuZs0ugdWbLTeCBsWPS9rioqKioqKiofD2kEhgNVC4gsGMpzmb/4LgS8uQ7i5M0WOzXDqXp0HaFGFVN5UL0baXNd1v3wWT2uZ3qtY+jMVrIK55J1FODbv9vWDVSR58Ce8smekQg92ZlEkMQNHhDqV0n3LVOEs1gJNcLM7FQEEFvlDfY46rV4doqaaPf34TWmt2SHImGadr2HNUNtWgsmQg6A47hLWu4mooFZFhMZFl06IpanEc+W3EvjrOyzvG2rpKHp6X9zrt2zOeJPfVs+DjCUVeMbg4No67U0aVtnhoEq1w01ED4W8SAG4fLAfGyJfPYtq0CMeyTs7fej95h0TP/g6DTIcZiSerQzvJ5gCQzHvU3os3II+yqou7tZZI6YQohCdemZzGH6vCGwaIJ41z7mDTJZuaT1XcCtZsXE4uG0yhCezF17E5+ySzqdiwne+BEtLsWJ3gMNzG+YieabsU0hfzEAl6FyrVssVQ+D+NN0+VdTdeWxZIiY5suRNxnMKZRcExUQhRDLb3Kddt+jd3QUv58rp7gbg6p5PnsUp9pWwMArPowzPpbLQmm8U10vvUW2rVtzwNjx/DUhFIWr/8tVc2q0WqPi4qKioqKytdLKoHR7KKZsP9lXt95SHFsKg2WuLBo1FvP56/+gnDtKXSZrfAffx+9owOedysRQ34EvUlet7hX3MWakbqkDG9JhSEpUVD9xiyyHPkpW8BsRi2BE4cUa5ncIfdJFXVrn8BZ/hR2gwaPx0tGVhb6YdPR2vOoqVxA4+YFBJoayW/XiWnTH6Fo1G1UbniD5xc9ieMsF5G84plo/vQKZ07+S/H50yld/6e2rt59f8KK9RWKarrx6/0M6t3ji1w6FZULihoIX+Yklvbkt+vEHT+9B4C3dmwj7ywbAOtVN+B5bxNacwaxkB+N3kT16tnoc9tjKuiOxmjBMWyGbCNgbTZ8dwy9n+rVs5MmvqinBodYT1mC8MH4ihjuvOsJnPyQ2i2LEYwWxEgktQeeyQq0CDFEDq5kzWhlULmqOELxG2uJRg0QDaWV/XdtXULU7UTQG9GYbNh7jKDp/c3oczqkVXBMVEKMH2ct7E9472/5efeorPbczaFJ2xOcKkjuU6CVe4THX61n2taAvPs56To9vzmaRbjfVOaslLK/7778f5esyqGKioqKisq3Defpf5PjcfHZinvlqriMnmOpO/1vQFpbvbRsER6PB1EUOfXiT4mFQwgCiKEAgsFEw8E1RBs+V7ZvrZ9HpO40YjiA1pZLtKlWXre4a2tSinw2ut1kQUIG9xSCwYTYeQDjKypYVRxRuE40RY00rXsSMRxEMJiw/fBGaUM/GoFokHyTQFmJuTnrHGJ8xTIife8jr2gmzvVzeeDRp+WkCcDRwx8QDaQWyao68S86dCpQrOHSKV3/p7auA/v+xKrRylLvVaPNTN3x3pe6hioqFwI1EL6MSVXas2zZ8+g1JJWt5A69XxKpCvqIBH0IBgsYzACIkTBNH+3C3mMEpo7dpbKXZsXnuBJ0qokvfOB3rBljTgpcR675K/klTynKfOLeeYmPWQsHANIEqrXl4HY5FTZFEFeChlbjHsNZPi+NiEMHcgZNkZUP4zeExoNrsF03nJrKhcR8DedUQjR36SX3Rjc2enisv435+0KUrPbRGITb1/v5w1m7mJOu08PHkbRB8pGaGL6wJLiVqJDobnBSkFBKdMew9LLuKioqKioqKhcWe7aDhn0rk9q57NkOdu/czNLnnyaq1ZM/Zo5CXySxiq6mciHGtl1bssKuKjTWLPmYz16eii6rtbxuyczNS5nhzcjMTKpaazhQhufQduhezOgtu3HXOrEaNHhjBnlM8TF7j+7D2K4bWms2NqOknXL2umz0lpVYJv4fYsjPsmXPc/TwB7z77p+pPn0cQW9WjDNO8NQRtCYrg/pey+pNz8NgqfLO3LkXrsqFWLsPloRI66rQGCyUDuh7zu88XY/wsc9r0rxCReXrR3OxB6Dy5Uks7RG0OqlvZfA03K4zqYO+uioEgwm0ejQmC7k3T6PgwfVYukm9GY0H10i7o66qJKP3uL1R4MQhxGiEwIlDNDY0pMyGNgWjijHlFT0EsSjO9XM5+WyJ7HOXfcNkAicOUf3mE4ixKBlZWew/GVWcT1KCzpM+W48R1FQuVIyhpnIh4doqarctlYNgiFs8mWn6YBvWrr3RGCUlxEQSlRCb/v4Wls69pAyxXmT/ySiFeRoag1CYp+FMk8iYNT5M8zxM2xqguknkN38NcaQmxu3r/ew6HiEcFdl1PMLt6/0cqYlhNyILbum1glw2bTdp+GzFvVSvns3pGhfrdr1zQX8XKioqKioqKukRNFocw2Yo1iqOYTMQNFpe//1vienNiuf9xw7KasyJa5vAyQ9p2PsaOTdNQZ/bQXFMxF1NZu9See2k63k74zdGFOuF0vV+Gn1BGva9LletCVod2f0mYOs+GM/7W2iorQGDBS8WuUUtccwao4WGfa9LQXFQTNNXXCNbX+q69uOtHdugz2QKHixHDPsV45TXVxULsFw7jNWb/8S4Plej37WUqkWjyTjxR3p+vwPeQ9vJGTSFggfLySuZRdm+P3H97Pms3fmnlN951475Kdd4GUaByv17v7ZrraJyLtSM8GVMqr6ViMeFYExtgSSrI2s08gTvPbIH35HdSdnahgNliizw2RZMekcHrIbUNkKZufmKMRnbFyJGQrQaN1eaWLv8N8FThzm5aDSCwYKg1Tb32tQyvuI3ijKguBI0QFbvUhoPrpHKoBtrEHQGcgbfS+jzT/F+sl8WgWgR8irC++EOsm+YjGC0Jqlh11QuIOZ141z/FGI4gvXKPuQOuRfvkV2Urn+OydfpOe0JKXqAyz4MM2eX1P8bjUlCWXddp5eFs7o5NCwaLPkHa59sTHlD8gRi5I+aIo/joZeW8KQ/qPYGq6ioqKiofAO4XWfwJYiCZvYah6Vrb5y11TQCIigSCun6YsWgj9ySWZg6didcpzxGn9send1BVr875fYtrSWDURtFPI2N2IxaIh16ovn8H0QakhMY+px2iNEoIKA1Z6Y8JtElQ5uRl3ZdlpGZSU3FAsSgD897m8gvmSVnsgWdUR5n3EVEl9kKURTJ7jeBQMdreG3jfBbcUkTRiDEADJg+I6nyMK94JrXblvLA8nLE1g6uHtpFMdYZMyZz+6PzFdV1kyr83PcjPcvfLFMFs1QuCufMCAcCAfbv38/OnTupra1Nej4YDPLmm29+bYNTUbJ752Ym31lM8Y3dJRXDbEdSltN9oAx7j6Lknb3KBRjbdEHQ6RHDwZaelYTe2cRdTs97m6Tyl4TzaK3ZxEJ+cofPoO2kF/GKxhS7mwHEzgPk8XiP7ML98kQEMUZwx/PYrxmM96N3iLidCDoDxCKyB7G1cCCRvvcxeosN47wmit/wEel7H9bCgUBLCXW7u39Lq3FzQdCgszvIGTSFmNdN3dvLObloNHU7lpPV706yepcSbarj5LMleN7bhN7RkdptS6WsdPlcbN2HUPDLcvJHz0FjseIsn0fgxCEsXfvi9ou8cTiMOwCl66SM78q/h3h4Z4CXiswEZ9v5RU8DAPP3hfCHId8qsHSoibGFOnYdj8iCW4nsPyllvhO/b+vg+3nuzXVf4y/n24k6P6moqFyKqHPTpc3unZvRWrOas5nryblpCg17X6PhQBn57TqR364TusxWivVVPDGQiJRgMMmCnBqjhZOLSvhsxb3Uvb2cmL+J6jdm0bDvdbL63I65c09i0TCNjR40Vgc+XRb+Y38GrRatNVtxfu+RPTTsW0n+mDkUPLie3JunobFk0nCgTHHMZy9PBVFEY83EMWw6pkEzktdl6/w0erzEfG70uR2kFjmPS85k5wy+F9eWxWit2bSZ+AKtxs1FjEXQ6CSnEWP7QsIBL7MrdlKxfz8Apz8/nTYotw6ezrzFf0j63seMuokzTSLTtgbk6rp5N5h4rL9RYS2povJNkjYj/M9//pO7776b+vp6ACKRCPfccw8///nP5WM8Hg9z5sxh7NixX/9Iv+Ok6gcObl1MoHIB2UUtlkaRhjNkpfAHjnndRM21iCEfGmuWnOk91y6n7+heom4nzvVzEUN+NCYroqBFZ3cAYLt6ENUfvUNJhYFGdwM2o5Tt1BzajqnjtbJVwBrZKqCJ8RUVuMMBtBl5OIbNkMS6moWqpMzzQCgciPHEIZzlc7Fac+Usr2vzIhAETi4ajdaWAxqtbNmkz5X6hBOz4IETh6TAecoKOUuc1e9Oare/SH7zDm5cnCLmcyPozVSvfQKiIQTg6H029FqBsg/DTNsa4IQ7RsVtFtlbeNWHYcrHtQiF3famj7s2+jnhFskw67i6a3fu2vQpr4xIELpY50c/4J6k7/s/qS2qKFHnJxUVlUsRdW66NFm2ZB7bt28i4m9CMJjJHz07SUelZsM87n7wfwBY+vzTCktIc+deSVVlri2LAQ01G58h7DxO3qhHFZV1tu6DyepdKlsRCVodpoLu+I+/jxiLKOwoazb+L65Ni3CMeFDqEd73uly5Fx9jXvFMnOVzMXe8RhY1dQybQd3byxXrH69GQ0nFChobGrDbrTTF7OTf8rBibHE7zPhrBI1WUfGX1XcCtVueB5rbyHI7YLtpCs+9uYziPn3IznGk1mzJbS+tadacTHkdruyQy9KBfkXGetfxCJ3bOC7sBVdROU/SBsJz586lZ8+ePPnkk2g0GtasWcOCBQs4fvw4CxcuRKNR24u/SVJJ/WcNnUFgx1LY/zJVzarRmY7WsvpxvJw5cOIQzvJ5hF1VaG25xKIhXJsX4Rj+IPqc1Op/WlsOWX3vSLIccq6bi7N8HmLIhz6nA7rstjTWfYYoCjSJJowdOxOu+TfOdU9iFQJy4AgJKtCrBazNE3zcvzhuPJ9YtiwG/dJ7BX0IBjNodeSPfFgWocgf/gBRb73sM5yu9PnUr+/AWjiA3KH341wnmXBXr56NNiMPMRQgb+SviHpqCB/4nXTjMIInCPnPenAHpB7hWX2N3L7er/AWjvf/xj/bG2Mt3F3pJ9ORj/Gm6bz/1hJKfjyAqTve5djnLjq3cRDWm9Db8xTX9nzUFlWUqPOTiorKpYg6N116LFsyj7d2bMMx8hGM7Qs5uagktaVj0CerKR89/AHbtmzA2azObLRmEPM1yWsSjcmKtXAAli7/jXP9U+SPnpNkgVS3YznZ/SbIQWzNhvlYuvw3gX//XRGEmjp2J2/kr6ipWCCfPz6ms8coBv041z8Foij3C59dkm0tHIjYtS/uRSX4jbnkDZ+SNDbnuifPek1/LF17c3LRaNpOepHAiUMIeiPO9XMJO4+T1e9OedO+Yv9+vIEgkYSNgsRgv+FAGR06FrDo8UfZsf4PNPojZFh0jB07nAcmjOGuZa/yShFyguCuTTHuv6P0Al91FZXzI20gfOjQIR577DH0eqk0orS0lC5duvCzn/2Mhx56iGefffYbG6RK6n5gY/tCnLXVCs+73Ts38/zzz+BICAilftkReN7bBIjYrx2K9/BOnOueQgwH0gaQdW8vw3bdcDlzWvv2ctAgB8HmLr1oOvQWYsiPLqs15u9dj/+ff5V3OasWYQJQ/wAAIABJREFUjaJPgZayD8PM2xeULYS8QZGcBBGuhr2vYSkcQN3by5sFvcyYCrqTN/JhORNs/n5PfJ/+Ub4pxT+/oNXJAX/T4Xfk5wWjGXuPopbd2MqFhGpPyZ5+iTu6vk8PYP3XTtYUa+hTYOeJPUF+89cQjUHINEHnHIGHdwYUvTdHamIKW6RZfY2MLdTxr3qR3KIJssH87r3L2P38Mvn6VOzfz5yVS2BIS9Dv3b6EJ9WbwBdCnZ9UVFQuRdS56dJj+/ZNOEY+kmD/0yFlAqBVuysAaR21e99u8hLUmesrF6Ax2xXrh9qtSxBjMcRQ4JyuFPG/Y0EvDftWIoZTHx/zuckdPoPaLc+nTVIIRjP5JbMVlpbp7Iy09rz0VX/hYBoXDklA1LVlMWj1BE5+iLFNF6yF/QmcOES7Nu147s11ZBX9iqi3Xu591mW1JnvgXejsDlyVC2nXPov9G1dSfouJPgXmZuunSoQbBzCjaAxTd+yQEwT331Gq9gerXDTSBsKZmZl8/vnndOrUSX7s+uuv58UXX+RnP/sZjz76KDNmzPgmxvidJdEjWGuyppy08tt1Sjo+6m2gZsN8YgGvVOLS704sXXvTeHAN0aBP8gYe/oC8M2rp3EuR5bV1H4L3yG7ZR1gMevEe3Yeg1ZFX9IjiJmDrPgT/pwfJGTRFtkiKjzEzN58n9jSw6kOlhVDpOj/uA6sUKs8N+14n0nAGwWDC3qOI7H6SQJapY3ccwx+UAtyYiKCVdtMFgynp+9DZHaDRIhgtinHIO6Dr5yaVQzmGzcC34X9YdatBUfK8/taWkufRq31YDQLeEIxe42NARy2tbVI/cKLgw0c1ejIyM+SeZmn39BTGUy0eebd0sqAb9hMW7lhCldNJ+/x8HivqS1EnC5y6tL30RIMRYyj4NZ19zBc6Wp2fVFTOTV1jCKsetNqwYg76ony9/+4vHF/fONW56XIn4m9SBIOZvcbh2roER0IVmmf7UqZOnQ5IFXi6rv3kajON0UosHKTVLU8klVM7y+eltR7S57Y/6+8O5Nw0Ja0VpGAwU7tlMRqjFV1O25SVcvYeRUmWlnFXj8RjXVsWEwsH0dpy0ryXiZqKBeQVz1RUxFkN4Nr8LNkDJqG1ZlO7bSmhM8cInDhEQ8UzWM0m6mpr0GyYTyzoRWO00uq2eYrzO4oe4lT5bDaOMymq5spGmyh+4x32ZWczZdwENfhVuSRIGwiPHDmSRx55hPvuu48bb7yRnJwcAHr27MkLL7zAL37xC44dO/aNDfS7xtk9wQ0HynBVLlRkehMn7sTjCxICVVNBd9wHV+Pa9CyC0YwYicrewCDtjAb+/b4icAQwd7xG9hGu2TAfjclO7s3Tkm4Cdc2qi6aO3RFDSkN2Xa8J/Prt5yi/VVlCXDbGzMg16wh0vBZj+0JJhCvsJ6PXrTT+aS1ZvZXZ0fjupcaSSV7xTCIeF3XvvKzo34nfJKzd+tP0wdbUO6DNolxnP+4MROhTIHkqz3w7gFEHN6300c2hYWAnLRkmgVdHKgP5yT30is+0othMyRo/+kHT5HMHTx2hQ6cCMsfeoHjPiWNvYOLTLceZzRb8ft/5/jQuGpfSONX5SUUlPTk6+EeVAB1a0WH4ELIMX/5cl9K/+3NxqYxTnZsuPXRmmyIYtBb2J+Q6iXP9XAgHyG/XialTp8tl0dWnjiPU1qI1WgABjcmOGBOJeJSCTnE9lcyb7kkRtEo9wrLGyZbFIIpUr54t6Zsk9APHj7dfr6xi09pz5aSGYDAjhsPE/B7Z5rKmcgF5RTOxdO0tfZ54QiO3A9n9J6K1ZuMsn4dz4/+SP/JXLf7E71UihgNoTHaprFsfYM0Yc7OWS5TxFT4ixIh4XES9DYjhAK4Nc9EIWiJdBqI9slveREhXZu4MxlK6ZvjCsGxIkLte/z8ANRhWueikDYR//vOfo9freemllygoKKBnz57yc/379+e1117j0Ucf/UYG+V3k7J7geIa0duPTRAPepIk7VQ+xpXBAsgF8xQIiHpcsEhWurULQGc96TBLYCtdKfsKxgJdY0JdysgvXVaHP7QCgEL0CqU/l5KZFab2GA2eJeWX3m4D/2MG0O6WCRkv16tlojBbs1w1XCILpMluBCIF/v4/mrOy5pL74OoLemPLcNpMU4J5pEgnH4LWilqD39vV+7rpOnxTIT9saYO4Nys/UGBDJTxD3atqxlAcff5DT2g7nvNYGDIS0ofP4VVxcvs5xXvkFj1fnJxWVcxMPhs/Yr6CwIPKlz/Ndn5/UuenyZ/DgEbx1ViLBe2g7Q4eOZOr9s5KO1+hNCHoDuTdPU2RY63e9gqDRyuskXWYrBIMppfVQzN+E571KGv+0Bm1GPmI4RF5zMBo8dQTn+nmSdWMogGC0YO8xQlEJZ+s+mKZDbykEuFybF+E9uke2u2w4UCYHv4LORM7gqdh+2LIwEaMRSSDVnEn12schGkZjzSS/ZLZ8Tt+GOZSNMSdpuZRsfIkm0Uh+Qnm4a8tivId34hj+QMoyc++RXUQOrsRd68RuTG3j1M2hYeAVOl4ZEWGqapl02SPEwuiCZy72ML4SaQPhRx55hDlz5nDvvfemfP6aa65h1qxZTJo06Wsb3HeZVD3BWb1L8fxpLRUJPcHnOt7/aYsBPLSoDtZULECjN2IpHAAihOuqqN26FEFvUPT/Rg95aDhQhmAwo7VkpvUmzuw1DgBdTluc5ZLCdPwcNoMmtaddRgbxvXsxGkZrywVIW+KDVqfYPXVtXYKh352SjdORPbj/uJqY74y0y2nJkvueE5UVIx5XUhbZtXkRImZK13mxGUi6IfxhdOqg96grpviu95+MYjNq5VIqrcnG5Ptn06rLzfzlo/A5r7XZrMPvP/cxlwJf5zivbPvFjlfnJxWV/0yODuo8fv7y0Zc/x3d9flLnpsufeLC7fePTRPxN6Mw2hgwekTIIBhARyTtLsdkxbAbOdU9Sv+dVxRrCWT5PLjFuM/EFuRovo+doGv+6Aa3dgSBocIz8leJ8+aNn4Sx/Wsr0Bn1JlXDS+k0pqOUY/iCuTYsUCZJ49R4gO3rEUZRjr3sSdOakczqD0ZTJikZ3I/m3zU/xHTyVsszcVtgf89EKhdbK+PV+Vp3lGTzvBpP8Hqpl0rcAvYlom+9f7FF8JdIGwv/4xz8YMWIE8+fPp3fv3ornmpqaeOaZZ1i3bh39+/f/2gf5XSS/Xaf/2BP8n44P11WlEUkIYLlmCL4ju8kdej8Rj4v63b9TZI6l/t/BeN7bhBjyE9XqU5YimwquxtK1N/V7VxL87BPFTmNN5QJiwRil6wOUjTYpSos9MRt5Q6codzqP7JF7hhNl/GOhAFqTTbJaaja+dwy9X57863f8FptRQ6MAGVYTjX43YjAglT2JMVlZEZQWAYLBBIKGjB7DafygEme9P+UNIVXQazdIkv+Jn8mrsZPTaxyWrr2pWjSaEYOHn9e1tpt0eC79deYlNU51flJROT9y0t7lz49L6d/9ubhUxqnOTZcmU++flTLwTdRiyW/XiTt+eo+kEp1GYMqRsJ4wdexOfsksqtc+JreJ6XPbK3RZEEUiDWeSzhfxuECMobVkEhXF816/RZvqFGuluCiXY8SDSWu0uGWksX0hYiQIYrISdWZuPvtPNiUlK6xGTepS8HAgZZl57L21rEroCb4qT4sohih+w4c3BG3tAgsHmSi9Wi+/h2qZpHIpkFbHf+3atZSUlHDPPffw+OOP4/f7AXjnnXcYNmwY77zzDgsWLGD58uXf2GC/S9zx03vwbF9K4MQhxGiEwIlDeLYv5Y6f3nPexwt6c0oDeDEcxP/pQXKbe4Ub//ymnDkWtDq5/9f/6UHZusjUvhtRTx3e9bOoenYUvg3/gzGvE5H6zzi5aDRN729OOkde0Uz0uQUErh5L8eoAxnkeRm+xUROxkNes4Bg/1jH8QWq3v8iJBcU07HudaNCLvcdwYkEfgkZL7s3TFMb3EY+LcG0V9btWkGcIUF4cIjjLRnlxiFamKFpbNvmjZyfd0KyF/Wk7eRkIIOhNmAquxvThmwwpCMmlPInsPxkloznolc3py4M0RnSMWhPEONdDSYWB6IDp5I18mIa9r9FwoCzthoXKhUGdn1RUVC5F1Lnp8iGurUKfyXR4cD30mcwLSxfIYpyJBE8dQdAbUwanRCOYu/RCn9uecO0p3AdXU7PxGTTWLBzDH5DLhxOp3/UKGpOF3JunkTN4Kq4ti5XrN4Ml5Rh0Wa1xH1yteEyf017SWgn4cK5/ipOLSqjbsVwWJA2eOiIJcDWLeiUidh5A6Tq/Yo0zviKGtsdY3AfKkt5fa8vBtXWJYqzRj3fjDbX0BJd9GGbWOwHKxliom2ln550WoiJ8VBOV3+OuTTGmjE12y6jYv58B02fQedytDJg+g4r9+8/zaqqofDnS7hVrtVqmT5/OwIEDmTVrFsXFxXTr1o23336b4uJiHnnkEbKysr7JsX6nSOz9jXsEJ/YEpzr+6OEPFKU/YsifpIzo2rwYwWBS7Damk9cP10q+w44RD+Asn0srS4yyMS1lLuMrPibS9z6shQM5saAo7Tncf5J6ZsRIHQ2uGvm5s48VQz4KHiyXe5mbjuxBa7Ip+lHiQXrttqUIehPmUB2rzvYqHgnFb9QR9dYjGC2cXFSCPrcDmb3GKW4KeUUPEdj6DJOv07Hi/TDTfmxgUoVfoXA9qcLPgE5aRq324QmCzShAtyGIH7yFuc0VmPtMVvQiI2hoPLgGwdGa3Ts3y9cwcbc53TVUOX/U+UlFReVSRJ2bLh9SaavkDHuQmooFuDYvxjFc6ZErxqIp9UcAPO9VYu9RRJuJpXJFnLHtlXK71Nk2lWI4oPASTqxW0+d2wFRwtVxynZjhzexzO7VbFstaJDWVC4kFmqh+YxZaazYaew5RTy3mzr1w/7FZKNVgQQz6yL7xZ0mtZ56/b8ftExm9xYa7tobM3Dx0fSeQ2bUv7oNrCZw4JB/r3rKITB3UNThxlc8jGvQh6E1kWy3k5GSw/2SEgVfomLcvyIris/qOR5sZtSbI/H0eurTK5v47klWjJXvJMmxD7qdD83vOWbkEgOI+fb6R34TKd4//WDR1zTXXcPfddzNr1iyqqqro2bMnc+bMwWazfRPj+04z4Mbh5x00xX3vcpsN4xsOlOF5txJr4QClBUDAC1oDgsEsT+jpPOh0Wa0RYxGi3noyzAbKikkSVBi9ZSUBa668e5nqHG0nL2u5kUR0aC0ZaawGOrRkk4tnSjcFd3XKoDnSIDXneyFlObM3BL53XpZFJeJ9xSHXSXxHdhMLNOHf+gwedyMbPtawarQ0aV+Vp5X9gTONcO+PDKx4P4xOgJ13Wpi40U/jJ2+j1RsVfdneI3to2Pua4gbz618/ixgJk100U57Uly17Xr62Kl8ddX5S+S6QbWnC4P2MaMR4sYeicp6oc9OlTyptFWP7QmL+RhwjHpTXToLejP36Irwf7pTLjxP1RxIDVYOjAGthf2zdhyjESiVhq7mIQb+0tkpRrWbp2puTz5YQrqsi6q1DFAV5HRQvudZasxH0Zk4uKkFrz0OMRWl1yxMK9WmtPTdZKLVyIeG600miXoJWh95RgPGmKRQkrMmkqkJjs0BrEx3atePpUYMpGjGmJWBNWF85K5/hpxVhfl8MR11KxeiyD8PM2xfEE4iRadZy75CbGZ5CJOu5N9dhG3K/YmOCIffz3JvL1EBY5WsjbWk0wJkzZ2Tfu/Hjx/O73/2OM2fOMGLECPbs2fNNjVHlPEjc2fR9coCm9zcjhvw0HdqOuXMvtBn55I16lIJfltPqlscQIxFqKhcQOHGIjJ5jk8pyarcuIavvHTiGzcB9cDWNbnfKgNPtclK7bSm2qwZSe1a5jGvLYrL63qEIbrWWDLL63pF87NYlsugWNAe77mq0GXlpS5Q0Jit2uzVlObPNpEsq1XYMvZ+m9zdj/v5/0cqmYcPICIV5GsWkXXq1nsP32gjMstMQgCV/DjHpOj2hGEzbGuBUowhiFLMmIvdlA7gPrpZLzePvlzV0BjG9WfGYffA0Xv/9b7+On8B3DnV+Uvm2UxeBH3QQsfqr0B//hKa/HyPa+nsXe1gq/wF1bro8SLyHx4n7/1oL+9N20osUPFiOGPaT3W8CUW8dWX0nULdjOXXbl+FoFtRKbCmLly0nipUKWh3Z/SaQXzIbwSBZNcZdLM5+b8FgBo2OWMBLzk13gxij1bi5tJn4AlprdnNCIYygNxHzN5I/8uGzWtIeItpwJkWr2kN43tuE1ppNm4kv0GrcXMRYhOwB/w9TQXdqKhcq1mQ1lQuxXnUDuSMfwZrTitl3DmfUf10HKAPW+Pk1bQtp8EW48TUfNgM8sUfy9I6XSS8daiI42876W4wsrlxH5f69Sdfj9OenUyY+Tn9++sJccBWVFKTNCJeVlbFo0SJat27NqlWruOaaawDYuHEjCxcuZMqUKRQXF/Poo4+SmZn5jQ3428zunZv5w8qXqK761xcuo3We/jc5Hhenlk8i6naiy2pN9o0/w/fpH/G8W0n+6NlEvfV8/uovpB1Og0Uq23l7OeG6KtAacK57EjESkncerYX9EaMRwrWnyMzMZP/JULKgggFyJi/D98k+NP/ci/ONR7EawBvVk3PzNFnQAVqC2/hjzg1PQywi2wcETx+VnwueOiKVU0fDih1Y94EyWegqFvDSJNgpLfdRVkJCyXYMTyBKdqqd3qAX7cm/UjZaEnWY1dfI1M3+lMrW38sWCEZgw8cRvCEIREReHWmifYaG0nV+2rRqxafbl8LgaWnLyyPu6qTHqk7/+7yuqUp61PlJ5dtOPAi+0upCf/wf1P69EXRqSe2ljjo3XT7c8dN7pCqtwUqbpOz+E+VjpB7cZovI3Pbo7A7aTpL0TFK3g50CziFWGvIT02gQw0Gc5XOx92jxDnZtWYz9+iIpkaHRprZlCvrR63WEgwEQhJTvEQt4U7930Idr0yKiTXVordmIsShaazaBE4ewdR8sv48+tz227oPxHztI7pB7YdAvePT/FvOkVsdpZzXojOQkCGnVvb2MjM//QtltCa1z6/185Iyy50SUdbcq29deKSKldVK7Nu1SVgu2a9Pui1xWFZUvRNpAeN68edx9993ce++96PV6+XGTycScOXMYNGgQs2bNYvjw4exXm9m/MnHRBvvgaV+qjNae7aBh7+9xDH8waUL3/+PPUhC5/w+K0t24oqC1sD+BE4dwrn+KVuPmpvTwbfQGKV0XUPQIl67z0xQC/4s/JU/nY80ovWzIXrrOT6DulGKM8eDWe2QPtTv+D0GjJW/UI4rSHTEWw3plH1xbFhMLBxEDHnKHzcC1+TnEaETRLxPvwXGd+ZTiN+rwhiDTkY+u7wT0B9emtnvSm3G7nPQpsANSBvj+bX7u3ODntVEtn23iRj8NfpEsk8DSoaYk+f+yMWaK3ziIaMwisGMpgi61R7Eus1XSd6AKaX111PlJ5dtMyGzmB1m+5iD4EykIBjUbfBmgzk2XD2drq2hNFgRBKwWJcg/uAmzdhwBKe0d9TuqWMn1Oe4XYVeLzDQfK0FizkkqWGw+uQe/oQHb/iZLa9J/WSOue5iRAm4kvSO1u71VCNERUZ0FjyUST0OKWOAYhxeNxK8xoUx2C0UIsGiZ30BQpGVJbRZveL8g+xiB5EDf+aS0gBdEnXS50Wa3JGTYdnd2Ba8tiBI1WSl4ceYuyW01JPcElq314Qqnb1459XoP2zL+AlnntgbFjpJ7gIS3r1Ka3lvDUhGRRLRWVC0XaQHjdunV07do17Qt/8pOfsHHjRhYsWPC1DOy7RirRBprLaM8nEI5EoziGP5jk+ebaugR9TgfcB8rk0t3487lD76dmw3xcmxahz2mPGAok++xuXYK9xwi8H71DvaUtxauP4w3FsBm1aK67hYLe43G/PJFVxXrFJFg2xkzx6jcJdLxWEZhH/U3U73kVrVFSS1R4HBc9hHP9UwSrDmO96gY8725C0Etm9RqjhZybppx1/Eyc5XNly6bAy1Mx3hQ/pyZJFKKmYgH264sQ33uTJ/YE2fBxhKOuGBY9jC3UUbLaR2MQrAaw6iHHLPDKSKXgw4piyVf4/XuseMMC+aNn4tm+lKHDRrG7OTscf7+GrYvRRMIKsQnP9qVMnTr9gv52vouo85PKt5W6CHR2mOhqPIn++CcENAXAYTUIvkxQ56bLh7O1VYKnjlBfuYDAjqU4a6vJb9eJm28ays7dOwh0vAZL196EXCdxls9DDPqSBLBqKhcS8zbgLJ+Hzp4nHRfyyfosgsFM/ujZSeueuh3LaTvpRUDqzdXndsD2wxsUAloaa6bSnrJiAZGmuuQ125bFGNp0UQhtNRwoo+nQdvJHz1aMNXj6KDmDplC99nE+e3mq3Iuc2WscWms2+tz2QFwtOhsrfuo2P0dGZga2q26mYd/rWLr2pikQoU+BWfHd9inQ4glBN4cmZcVd1/a5ZF2VB0DT398D4JZOFnTDfsLCHUuocjppn5/P08N+QkknC5x6T369aDBiDAW/vh/G18TXM+4xF/h83z3SBsLnmsjj2Gw2nnzyyQs6oO8q6UQbzreM1ueuw5HKc87txNrrVhoPrkldQhP0tig1Vy7E8oOe1GyYTyzoRZ/bgezmjLG54zU4y+cRM7eCWAOWUXPkyVzqH1YKgEiCVTG85XMRQ370OR2ag9tKHMNmUL16dpqyoQDh2irEo2FyBt1D/a5XpADa40pT6uOn+s0nEAShudRoHlpzBhF3NRpzBs71cxHDfnSZreU+nRrXv1nx/l8URu+3rvURFUEQwGERiEThhFtM6yu8/2SUzNw8ecPi3f0vM3XqdIXK989//kvg/JW/Vc4fdX5S+S4QjRjBcLFHofJFUOemy4dUCYjsopmw/2Ve33lIPq7bD6/l5d8+T7XrDILeCIig1UtBb/MaQ5/bgZwbJmMt7E/93pVS4HmWWGe00ZnWXSNRBTrnhsmAJKAlxqLU7VhOXtFMZQBdPFMqc/Y2Sm1t4WDz2CDo+TtoDNLYQv60AbizfB5NR/bKNk6JwXQsHCTnhsmShsvGZ8jT+1lVHK/6izC+ogJ3Q4CqRaOxGVMHu90cGmb1NSa5cdy1ReTR/5mCtrNUcp7Z/F+AiWNvYOLT08553cxmC36/78tc8ovK5Trubzv/UTVa5ZshLtpwdonL+ZbRCnpTmlJgI03vbZKFGc6p1Ny8MxkLSjZGgrbl5xHvL8ktmZUUxGbm5qU0ZM/Mzcd403Sc5fMI11YR+ZsTMSIpJaZTqhYMJvJHzyHqrcd9cDUxnxvBbJc9kc8+XmvLIRYKIOh00o1Aq1dO6JsXY72+CN+R3WQP+H8AGOqPyyrRAGeaRCwGgTUjlbZJHbOElJP7FVkC4yti6PpOkL+bqtP/TqvyrQa+KioqKioqF5bdOzd/JXvC801AxM/58m+fx+06gy6rNZm9S6nb8VvZ9tH3yQHcB1fj2rQIjdFC3qhHlRV6zRV4qdYxGqOVk4tGI+gMIGip3/07QAqE3QfKEEP+lAF01FuP+Qc/JvjZJ9j/ayTeI7sVdplxYa10rxeDPgSDmbxRs5OqCZ3l86jdvBiNyYol1sSqWyxJriEla3W8+/s3eHzFy5Su307ZaJOidW5yDz2lV0vtAXE3jgyTlom/WsgPh47jtLbpvK9VIgYMhLShL/Xai8nXMe4rL+jZvptc1EA4Fovx+OOP88knn2AwGJg7dy4dO3a8mEO6aKQSbfgiZbR2uz1liYwoiuSXzCLicaUse87ud6d8jrjQQ7ogVWPJpG7HchBFPnt5Kll978Ba2B9drwmM37iUVSMTBKs2hNH1n5Aw2ZpaRLFOHVH02ih6hMMhRT9z3KLAeu3QJE/kmooFkviV2Y5jxC+pe3s5OYOU5dOO4dKEnjv4XlmIy13b0iMMMG9fkFdTlECXrvMxfr1fkTkuXeenMWrAOkjyT45/N2rf77cPdX5SUVFRuTT5qroqkD4Bgc7I5DuL5cB62ZJ5bHurgljQhz63A+Yuvah/ZwXEoiDCqRcnIuj08vrq5KKStCJWZ69jarcuIWfQVLTWbOp2LCfnpinUbltK/d7XCLlOyr7CqRMZ7YnUfYat+2A8721CDPmo27EcU0F3AicPEfO7EQwWEHVpe4nFcJogOeST+5mdq2elrI7zBCIAPD5JymCPWvM2nkAUm0lLpNXVrDj0MTdeEWFsoY7WNoGJm0VunfIYV//3YI4drz+va5QKs1mH3x/+0q+/WHwd476y7QU93XeSixoI79ixg1AoxOrVq/nggw945plnWLZs2cUc0kUjPnH/YeVLVDWrRn+RMtq7pz7I0ueflj3ndJmtiPoa0ZpsVK+ejT63PZYf9GxWDKzFZhSIhUQiB3+PlxjWwoGyuFPcTulspWaNNYucm6YoA+1YFJ3dQXVAx6hyAU9TExmZmTQGQax8Du2uVxGMFrlEqOFAmdxXk9nndrn/RTCaEWOgMdtxHyjD0ux/HHHXkD9GKsM2OAokVUPXSWxGATEoYjOAPxYl6q0nXJdauVkM+hTiF1aDoOgRFsXUYg5OL9z3Ix3TtgY4UhPDbtQQ1JgIa4xkWHNbSpkqFmAzGdi9c7Oa/f0Woc5PKheaukjL//sDEfyR5GNsdjPthaNojv8LaBFb0p75l9onrKLSzFfVVYGWBIS/az/8nx4kXCc5alivGghX9mHZsuc5evgD3tqxjbxRCWXOmxYhxiLkj/kfjO0L+ezlqQrNk7SBq6MD5s695JJlXVZrMvvcjtaaTe3WJZi//yPq3l5OpEHKOnv+thFtRh7mLr1SJg6sXXvT9OEOGg+ukc510z3o7A5qKhdi6z6YNhNfkDx+NzxNTeUC8opmKhMPIX/asQp6k2zBlK7qr3ObPPnvxydN5vFJk6nctI7F7+yjqurgk4xnAAAgAElEQVQwxhwHt28JU13bQKf2bbh1yi/of+OIr3TdAewmHZ7LLw6+bMf9beeiBsLvvvsuffv2BeDaa6/l8OHDF3M4F50BNw6naNRteDye835NYmmQPduBoAE3IlFvHRqDGceIFhVpZ/k8EGO0zjSwaqSuOcvZxPiK39DgqsJzaDuxgJfazYtBZ8BZ/jSCVkte8czU2dZhM3CuexI0Wuw9isjuN4Hs5nGZThySX+Paspiot17u0QVwrn9KyhDHPfUEDbarB2Bs1w1X5bNyiU9iGbaU0Y2h2/MCq0bpW7LPG/3U7PgtWltO6vLpzHzZFkBrtmOMiqx4Pyxnerv9pillCXRhnoalw8zsOh7h7ko/MY2eh+bP45PPBV799QKqm0uksgfehc7u+MK70SqXNur8pHIhidsh5WRITb8Gg4ZQSJ90nNV/HPvpf0FET9ggqc5br/sh3vfV35+KSpyvqqsCLarRb+3YhiNB9Kp26xJMHa7CPnga2zc+jWPkI8q1z4gHqd22VH4s4q5Wtov1GpeU+XVtXYK1cABNh7YjitJxUZ+b2i2LpSzz93+E/59/TRL4NLT6Hk2H3sLWfYhsdykYLBhad8b3jz/LwXiiE0i8zS273wRMHbuTP+oRqtc+JgfgGpMVa+EAAicPYe6cOsgWQwH5M+l6TWB8xW9YVRxp6fPdFKPvj3owfPpUjn1eg92ko9EfpV2r1tz8k24c0If55ISTrLZteODRX12QAFhF5evgogbCTU1N2GwtIktarZZIJIJOl35YGo0Gu92e9vl0aLXaL/W6b5p043x72wZWvLSU6qp/0arD9+j54/9m967tePwB8opnyqVBnreXkuVoQ1NYTFJl1pozsOJnVXEoqdejePWbxILS7KzNzJcm7Pc3k1csCTSkzbaGJQW8rN6lSc+F604p1KvjpclZvUtpPLgmyUagdusSjO26IRgtOJoVrs8u044cXMmaUUqF6lUjoaRCQ5OoTTmh27oPln36vOWzaWUXeKmopRT6qYEmJm708+pIpX3S3IFGdh2PULrOz+IhJlrbBO5b+BwL1hxk9Su/wXTbPEwdu+M9skcKtOvPsOS5uZhMJgbdPOorX/NLjctlnBeKLzo/fdm5KX7uy+G7vRzGeSmO0aPVcGVGE1fZ6jBqBUD6vcQMsaRjYyerEPUZiFntMCU+bjGjyUj+XLFGM2azmYjBgFljxmwOYDdduFv7pfh9puJyGafKheGr6qrEeffdP+NoznxCi6OGa+sS2t39WyL+ppRrn4i7Wv777HWKtbC/pC6dIFYlhvxS+XIsRqsxcxRrFHPnXvg/PZjk7JFXLDljiOEwvqN7ibir0VpziPobCX32iVwtl2rccT/j+HiJRhCjEQp+2aL/4j2yh/q9r2EtHJAQZJsxFXQnUv+Z/JmshQPxAiUVK2hsaKBL2zz6/qgH+/66h1dGaGTbzPEVMeoyCqjcuVvqF77dxv6TDUxc/gSAGgyrXJJc1EDYZrPh9Xrlv2Ox2DmD4PgxXyRjGsdut3+p133TpBpnql6YyooFxEJ+Wo19TFkaNGga1W/MSmm0HnFX04iYVuFZMJhBBEP+FdKEHfTJ50jXN6zLak0s7KfhQJnCgy7evwIt6tXeI3uwFvaX+o1NVrnsJj723KH3U7djOWKo5X3P7iU+u783Pv5GtxsRgYyf3CJbG2gsGVi69MZ3dC+NB9egzcgjFopx/Cxfu9Kr9URiIsVv+PCGwGYAkxYmbgyQYQRN8zHhqMgnK08xaeQAnFX/Qu9djqlj96Rd3MWLnyEQCJx3Zvhy/m1+m/mi89OXnZvg8vluL4dxXmpjjGeCf2BwEfvkE5oikrKr2WzG7/enfE3YkAGNys/g9/mJNiZ/Lq3Pj9HvJxYK4Q/68fv9F7T87lL7PtNxuYxT5cLwVXVV4qTLLEfdThoOlKEz21KvfTJbyX9n9hqXpMHiO7Ib2w9voOmjXeSXzMLUsTufrbg3hQ3kQ3KFnLF9Id4je3AfXC3pteS0Rwz6MXfuSaT+M+nNBAFBZ1Csz1KNO77+io9XY8kAQVCs1eIBu+fdSsSwn1btruD663uye99uzF37KbLaWmsufgws+sV0ivv0Yfj0qbwyQqNISky6OsDSv/yFmpDItK0BZvU1Unq1nleHR5j82gtqIKxyQfhP+i2HDh3imWeeQRRF8vLyWLhwIUajMe35Lmog3KNHD3bt2sWwYcP44IMP6NKly8UczkUjsby5VYfvcfuEuxVBVKpemLzimTjXPUnE4+KzFffKIlcZPcci6E1orVkETx2R1ZfDtacQDGbsBlKWAVv1Al5BgxjyETh5CHuPIvyfHpRvAKnEreJlOFprNs7yuZg7XqMo6RG0OrxH9qC1ZqPLao37j6vlXphY0JvWRiDRDD6eRY73EttN2pTjz8jMpNEbwPO3jQh6E6LWQMzXiPeDrdiNIh7AGnTi1+kpsEWSztE+Q0PHTA1Lh5oYtdqHyw+ZJojF4MURZso+DDNnVwBRhKCnFsfw6WibfQLjN7n4tfmifUoqlybq/KRyocjJMKCPRolGjHK5s8lqJxw9v8BNLYtWUVESv79+VXvCdJllXVZrmt7fxM1Ditm9faki4HZtXoQYiRA4cag5SMwm6vfKm/CC0YLtqoHkDJqC5/3NcoAbcdfImi2ZvcZhLewv20YKRjMNB8rwHdmdVNUWOPkROns2IBIL+bH3GKFYn509bs97ldh7FMk6Jq4tixG0ehzDH0haq3kPbWfo0JFMvX+WfJ5uP7yWl5YtItpYi3f9LJwhkQyTltE/+jHFffoAcOxzlyKpUvZhmFUfhtkwTum+ATC2UMe/T33+ha+xikoqzqXfIooic+bM4YUXXqBjx46sXbuW06dP873vpdfXuKiB8KBBgzhw4AC33XYboigyf/78izmci8L5KB+m27EUw0Ea9q1MUoo2GfREw36cG59BozcqnneWz6W0PERZCQolZK9gVnjexYUb4sGvbCS/7knESAh9bnuymj2GxWgEMeTHue4pxHBA0Tfr2rIYMRwi+4ZJ1G5eTN3by8nqdyfug6vTCDRIZTmuzYtxDJ8h32QQY9h7DMd3dC+l5T7F+MdvjOAJ6bD/10h8R3ZLIlybF2NwtCcncIpVoy0tx673c7JB5M4Nfl4bpZyw590gSf83hSA4Wyr1uXODn30nI2w+FkkonQ4xvmIZkb73KbLXidfmi/QpqVyaqPOTyoWm6e/HiOhqAKnU2e9LnRE+G1UkS0UlmXSWhefibMul66/vybaKBeQVz1SsfzL73E7tlsVMvX8W3X54Lc8tfAIx7EcwWJorzjKlwDfkQ2vLRWu2Jq3FDG26oMtsLQe4+c0l0Q0Hyqjd/iKuTc+iy2wNOgP2HkV43tuUtLEu+f3OVQiVxtdnNenGvXkx/mMHafzTWmmt1ncCtVuebw66/VK5ddBPpqM1Dz/8OD/pfaPiO/r4o/cJe2poZYGyMS3rpJ9u/Cs99u+lqE8/2uVIfsLxhMK8fUFWFCe7b0zbGqC1TaBT+zYX4IqrXGoIQhS95putxDmXfsvx48fJysri97//PZ9++in9+/c/ZxAMFzkQ1mg033lT+f+kfLh752a0JmvqoNFowTFsRpKAVWDHUibfM53nFj6OY+TDiufzS2bjfPMJuQzYagBvVE/+LbNTliln9btT6h2prUKX1RoQaDVubrIaYk4HIo1OWjX3zcaJ9wfr7A4EvRExKtXsmQq6y+rRiVlkBC3WK/sSOvOPZoXrOvS5HeSg29iuG65dKyh+o04ev9+YQ85Nk7AW9sfc8Rpcmxahy2qNyVPFpB8bZP+6bg4Nk67Ts/QvITxBkeGrfGg14A1Bxyypby9uAq/XCgy8Qsdro8yMWu1jw7hkD73RW1aiz0mtuKjaKV3+qPOTyoXAZjeTZRLh8D+AlqBWk2FPWeqsoqLy1UjlLwzw0rJFNAVCCl2VbRULEIM+2XEjvsmvtWbTqt0VgBRw79i2gQ8//jhpzZIzbAaNf34zqeQ5LiZqt2fgea+S/JLZsqaI78huReKhpmIB+px2aTfWxZA/5fpM0OpSjluX1Zq2k16UzxE4cUhub9MYrdiuG4656q+8/FpFUkvB8hfm8re3V9PWhkJLZeAVOn4/Eqa+WYaIBmcAxm+MyLaZR12xlO4bR12xZtukX1zgq6xyKSBqDESs7f/zgV+Quro6Jk+eLP89btw4xo0bB5xbv6W+vp7333+fOXPm0LFjR6ZMmcIPf/hDevXqlfa9LmogrHJu5cN4tthy7bCU3nPpekSctdUMuHE4i+Y/nHpSjYTwWbPJHy1N6E1ned55j+zB/cfVhGurcB9cjblLL8SjYWJhP2I4kCTDX7t1CZbCATQeXJO6Z6XRiWvLYnIG34vO7pAy1Tojtu6DcW15nmhjjSKLXFOxgJjPTcEvyzn90j0KtWprYX/Jb+/t5Yh1VeT8okX4QX6/pjpMna7F0/A5qz4Ms6JYmfn1BOHRvgZe/SDMyhKzIltc3STSMUtg2hY/u/4d5agrhkUPpxqVojZ9CrS4a2uw/+RWXJULFYqTX6ZPSUVF5dtPRJd1sYegovKtJlWV3a9//SxiJExMb5YFQKGlzcy1aRFiOECrcXPT3sfPVFcn6ZrkFc+UA9F0YqLhYAAx2OLV6z64OqUoVu22peltl3I6JJ07XHsKx4gHqd/zqmLcNZULiAX9nFhQhD5H8jz2HtmNIf8KOYPteW8TjUFfyu9u77a1bLzVzE0rfSkD22Ofu3juzXVkFT1MxFvL6C0rpbWQUZOybc1u1HDrlMfU/mCVL0ROTg7r169P+dy59FuysrLo2LEjP/jBDwDo27cvhw8fVgPhS5lzKR8mZotlD93aKgS9pEAoGC0pRary23WSMslGS1oT9cQJPXHy9R7ZQ8Pe1xQ9Ks7yeRCLIUYCaExWYl63PKEKBgtiJETjwTUIBlOa97OQ3X8i1sL+eI/sgViUaJML/7GDIMbI6HUr/mMHqd3yPPrc9tiuGYLn3UqCp46Q3e/OFErQC4h53aA18NnLU+Xd0Mxe4+Td0NCZY9iNpCzVGbXax4aPI6wsUT63arRUxrN0qInx6/1Muk7P+/2Nsoq0TiNQerVkdxLvSw5/spchN93Mu/tf/kp9SioqKioqKipfjVRVdllDZ5wzYI1668n4yS3UbnyaaMCbdB/fvXMz1aeOU5BKPbrhTHrrRlsOgXAAbUae/Hy4tiq1CnXDGTJ63ZqU9KipXICt+xDF8VJw3B6tNRsxHJKr57QZeZIq9djHktZLwUgoKQu9e+dmikbdpvjumoJRyVbSkTqw7dzGwaefn6ZD+0IpCVE4kEzAe3gnpeueV5RSj98YQbTkqkGwygXlXPotHTp0wOv1cuLECTp27Mjf/vY3xo4de87zqYHwReZcyofPzX9EzhbHRaPq97521iS5EEC2B2rYupgbB9zEsmXPI2r0SUqGri2LEUN+xUSc6Hnn/qNytzLqrUfTXIKdFIjqDGgMJhzNk2vDgbKU5c45N90jB8ENe19TTMbO9fPwHn5H7geO++2JIb+cec7sc7sslqXNyMPWfQiedzch6PTk3jxN+dkS+pE9kHJH0xPknGU8iUHx3BtMDLxCx6sjzdxd6WdsoU7uq8ZoVYNeFRUVFRWVS4R0VXbxDfOUGdfc9uhz2hGNRJLOt3vnZpY+/zRCmsRC5v9n793joyqv/f/33GcymWSSTAJCAlWr1qh4O9aDhIvclFswYMW0ghzFKp5SQNRqUU9biVowJPxSBSq0qFQEuSaScK0BQ9F6qBY1VPkelQQQJpN75n7Zvz8mszM7MxOgoog+79erL5nbnmdmp3vWetZan4+tN62NjpjYx1FZAqiQvC7Qm3BUlmC+YjgqffzjaFKzcB/eT7DV3iW6pTci+Tx0HNyhFCOtWETI2ULTrmWkj/w5SZcNoq54UjgeGzun24xxWFhVrTMSdDaj0mjlKvSK5aWKRNh+7AtSM7Koqetg/mAD95a7FR11hRvcjMobgpOPO8VYGwnsD1eEU1JTaQokManSTGtjA6kZmWjzfkZ75ZKzdWoFAiC+fktFRQUul4spU6ZQVFTEvHnzkCSJa6+9lmHDhvV4PJEIn2MiSdSK5aWcdJxApTPKXojdq8Wt+9fK/rrQJaTQsPkZ2t55A21qL5I0Kg4ceBfL6Fm4Xp+PJjlDFrHSpGZhHTyVph0vxve867z4RifJrfvXxswhZ054NNyaHPQrvIojlWnZO88QtmPSWmxAVxKv8DZOSonxO7aNmY1949OdleewqIPW2hvbhIflDQHXob2xr4ueRzYkkWLSUVPni9Oqo0KFFHe383KbGuhKiiPk9dPwWbOE8ZkO+mf3Yeqcp8Qup0AgEAgE3yISqkCn9krofmG6+AZa3n5VFrPyHq2ltPQ5Dn30ATVv7yao0WHs8yNFstuybw3t/6hA8rpRJ6WSPGB0lBdvEubLh9LxzypUBhPB9kYyxs2lefcfsVw3Pk6X2yJUak3Y/cOWgyH7Slyf/k0WwmrZt0buwovM+EZ3AnqOHESTnI7fEb/aLAV8ZNw6i8aqcFIaUas+6TgR8915cv6Dn5aX81q+mt8OM3BfhZvPmqWwHos2lcp33+OJaVN5fOVzpGk9rJuoJa9fMjV1Pgo3eenwquXj+ZuOYRN6KYKzTDz9losvvlj+98CBA1m/fv3pH++srUzwlfCHoNedReTMXoNp9ByWLi3l+utvpH1HGZ4jB5GCgYQtNSGvi/6PltNnxlLamhqwn/ySk2vnozKYMF81gpzZa+h1ZxEqwhcmKeCnoXyhfFzPkYO4aqtJH3k/Kp0B79HarnU1Ho1vc9R0lEDriZjHrIMKkXxu0OrRpvVBCgZxbC2mee+rBFvtcb2N44tDeFDpDBCSQAV9ZiyVk+CeXhdss4dFtwIBvB2tFG5w89bnAfxBibc+D3BvuZtZP9bhDsBPN8Y+Nn9w2GssOimO3P5RTgbHGg7z/Nq9IgkWCAQCwTkhFArx1FNPMWXKFKZOncqRI0fO9ZK+Ndx19/2KuMlz5CAtVSWo/W405jRS836G481i6p4voHFbGal5P8P92QF5w9/1yT6adi0j6GqhqmoLba3N2MbOJdB8PJzs7lpG3fMFdBzcQVbBE+gycsjMf5S0IVPpM+NF+j9aQVbBfDxfvI9Kn4Tlugmo9Ca0FhshrwvroMKwCOmuZdQVT6Jp5zJCzhZs4x6i37yNpI98ANfh/SRffQvG/gNQabSkDZlKVsF8dBk5pI+aifPjvyo+n33Lc6BSobX2VsRv0FXxjohste5fK9+v0hljvjv/J2/jvjyf/Ndd3L3Fg92tJmXgHaT/cjO2/F/R4gsCkGWE1yZquflCrSwuuqbAQG9tB975yWwc24Hxw/UMuO7H38yJFwj+TURF+FtAIuXoAzUrmDlzjuyTpzXGN3aPGKe37FuDxmxVCDc1Vi1Bb+uHOXcoGWNmc/KN36JOSonZvTRccCmt+9Yg+b3YNxVhuW481kGFaFN7xW/jSclE8joTqlmrDUkEWxsg5MM65G6ad/9RvkhHPz/R8VV6E1JIgoAnroBEotepDWYMfX9EypfvsmaSiRGvuBSq0UXDjdyeq+WZGh+ekJb7Ktx83iKRYoD/vkHP7bla3vo8IM8I+4OS3BIUNOjZuL6c3gMmnsWzLxAIBALB6dOTj+b3nXj+wr/4xcPyfU0R26QRozlw4F3slaVIkiR7/XbXSGkoX0ig3YG/8SgXTC8kbchUjq98UFaJ9jcdlV/bun9tuKqbnk2g5QSW68ZhHVRI2/51NFYtkeMWc+5QeWPfc+QgjdvKZI2W1v1rCbla6Hh/qxy7QZdAlsacRsjvxVG1hGBbQ9heMhjANvExgs5mRbU5XLV+E8nn4vjKB0m58Xb8jUfxHDmIo7JE7j6M993ZJROaVCtJ3TrvMvMfZcErz+NztTHyVbjcpmb+YAOFV+nI66fh8xapKzGeZOSev+79Rs67QPDvIhLhbwE9KUdH++RF1BAVxu6VJVgHT8Vz5CDtByrImhTfBinSCqNSq2ShrEhrTfPeV+k4uEM521uxiLb961AnpeJ4sxjb+Hkxs7ghjzNG2MHRqWZtvm487f94EyRo2rW8c94liZOvz0dr7U3qoEK0FhtBV5vCMzjy3sb+A/Ae/xeSGkyXDpSVqd2f7sffVA8afcy6GsoXEvI40dS9y4wf65hV5QHAE5BYXWCSha7e+jyAWQchjZ66Vj9JOmj1wAvv+XjmbR8WA7R7oezvfp5520eK1Ypu2P1oLJn8av4i7v2FipFDRn1Tfx4CgUAgEMj05KMpSOwvnEjPY8a0fLxHa0+h6Nw1XxzdKafLyJZ9gru3Oxv6Xt5ZrMgh9aYpNFf/Ocb7t6F8IWk335MwCW+u/jNpw/4LjTkNlVaPo7KUjE7dFQApGKDu+bDzR8RBo2nXMvyOetRJqQpNFkdlCajDlkshr4u2Nhd3TBpOwc9+zk3Dw9/NgKHjWDh0HH/761aWP/dYZ5L/ljwLnJScTHKog/V3JincOAB6J6sUnXR5/TTUHfvyLJ1VgeDrQSTCZ5F43nWnI6TUk3J0NN13OlMyemHWqmiqLMWYlBwjggVdu4iRY0p+b8xz3J/uj7UFmPBI2FJACiGFggqvurSh09GY07BvKsKcO6xTzfoouoxszLnDaPv7ps62ofmKHwXzFTfLol4N5QsBkII+gi4f9o1PI/k86Gw5pA+fgTl3KJ4jBzn5xm/o+Od2DH1/FJusb/l9566oPaxe7fNgMWro8AR44T0f/32Dnvfv71J9DoQkslPUTN/i5sWxRj5p9LPyfRWvTQqLQfx2j5eV7/vl2xHVw8DgezHn3hz+skbOYs3KP4hEWCAQCATnhJ58NBOhVqtjKoDfRjQazTe+zhn3z+a53/+GoLPltBSddeldSXHqwCk07niRrIL5MTFU47YyQn43yQNu6RI8rf4z9g2/Q/J7O1WfPWgtNpp2LSOpWzyVfPUtOD/cRfOeVYT8XlBrMF9xsyw+Gq5A16PSm+T1RKrNx5bfF1dHxb4hPFup0ujIeXgT3qO1rF6xhH590xhb0KWuOyD3Pt5YtYTWfa9hOlTOunw1ef2SufyFjhh/4ZX5YTFRfwieG9HVbl1TF6SXzXrWz+e5+Bs5G5yv6/6uIxLhs0Q877qlS0uBxLuQEXpSju4Jo9EkJ9sF4wbGbT2OyOx7jhzEUbUElcEU8xx/U/zZ42BHk3w7+8FVCr9eKRhA8rpwfrQL2zhltVhjtsZRLnyEpl3LSBsyVd5ltW9aAMEAWmtvgq62mM9nyM6FoJ/kq2+h4/2tZN72a+UxJ/6Kpl3L6DtvE3XP30Yvs4oZ1+nY/C81hxwhXnjPR6tHomysiVUTTeS/7kKrhruu0qFVq3jxPR8b7kiSL+ib/xXgtUndLJUmwqTKV6EzETZk51J/9PMez4tAIBAIBF8XPfloJiIUCtHe3v51L+0rY7FYvvF1/uegEdwy4h0q39wY15JRk5zepejcKQYaEc5KumwQjjefT5hAX339f/LRwR0AOGursY17SNn99oNrwhv6rXZCfm9Mh12wo4mUgXeEXztmdjhuihwrqgW6u2p1oCVWwyXibdxnxlLqiifJCtKM/AXLSn7PPT8drnj+c/eN5eFFf+a1OwxyXPR5ixTXceOzZon0JA29k1XySNlPtwRoCuio2Pz6WXXXOBd/I2eD83Xd33VEInyWSDTnu/rl5ae8AMSbaYlny9NTsh1wd5Ax/L5YNcLyhYRcrV1KzsbkmAtm9G5iBO/RWrTW3oR8bkCKn2Dbcki58XZ5d1Nr7U3a0Ok43izusTIduS353PTr3JF0VJaA3kT6yAdkZcOIJ3DakKm0vfNG/GM66jm+YibJephxnY7XPvTHyP2/8F4b/VNVOH1wUZqKF97z8+pBP21epb1SIkul1sYGUqM+d2b2hT2eT4FAIBAIvi568tEU/HtcfuU17HxrB+ndLBlDHhfpo+4n+crh8mxw0NncWdkNO3Ko9MYEWidG+mb/gL7ZP6CqakvM6FrmhEfCFVqtAZXeFOOqEU58i3B/up9gW4McNznffxPbbV0VaIVjh9+NJiUrod2TSm+kZd8aWVsGOjf4132O2fmFfN8bL/2FklXltHuCzKryyHPAifyFL+2TSYMrSEF5iLbW1rB90pCppJkzTisOFgjOFUI1+ixhP/ZF3ETNfuyL03r9sBHjWPFKOW/9/XPuuvt+Vr+8nPwRA5gxLZ/q3VsBZbId2cmzdCbbWlMyWotNoUbYuK0M/F4q/vohDz3yPySl98Zy7VhCPi/2Db8LKxbuWkbyFcNprFqiUCFsrFqC6aLrUetNhFxt2DctoHnvq4rHUwdOQWuxoU4Kp4kRZefILE000aJeXbdz5M9hGzuXkNcpzzW3vL2ahvKFpA4qBJCP6azdw/GVD3JkYT5HX5yO2mwl49ZZOP0qNv8rwMp8k0LFcMZ1OqxGqGsLC2LdeaUO7xMWNk1Joleyit/u8cprilzgo6mpC5KSmip/bueuMgrv/cXp/VEIBAKBQHCWGTVqFHq9njvvvJNnn32Wxx9//Fwv6axSvXsrM6blx8RAX+d7LV74G9LHzlPEV7axc1GruywgI7PB5tyhZD+4in4PvUG/hzeF3TEqSxQxlKOyBCkUompbOZdfeQ34PQmtjbIm/irhaJvkc+FvqpdjILUhiWA3m0uIcuyQIOTpwNjvKhzd4jpH1RIs1+fTcXAHxn7KBDmnTx+Ch+sJHq5n7bJ1/KZsNS/c7Mb7hIWyMUbm/9XDmg/9zB9sYPoWpeNG4UYPN1x1Pc2tLaTOWEW/RytIvfdPmHNvPqM4WCA4F4iK8FnidOd8T8XObZsTVn17EtUakz+F7RWLsE14hAum/3/h3cyKRdw69jagq+pcWvw7ek1+otOI/c82kJ4AACAASURBVAF5vc6+l4fngFtOoLPlYLr4Btz/916M+EPb/nVhsau8n6Exp+GoLCFt6HRa969VzszE8clLHjAaKRjomhm+bJDic0h+j/zvQMuJsAVT5w9Q6sApNGz5PSqdHtvYsLDW8RUzybh1FkFnM8kGDYccAUVFd82Hfl770M+GO5SiDldkaii8Ssdrk0wUrHUx4kItef003PYjLT/d6FbMCBducKPRGakvLiAnuw9PFT1C7wH54Haf0XkVCAQCgeBsEM9H87tCTzHQ2agqRmu5WNJseIMS1jFzkdY+QaDdwfGVD8ozuik33k7Q66J9RxmMnqWYDY7gPVoLQT/WwVMV873WwVNprCxBnZRCycLfgNageK2zdg8tb68GSaJp1zI0yem07FuD+/B++RimSwaiMacT8rnxN9Zj37QAyetO2MWnSU6n7wMrZceQpItv6FxTPWqDmfRRMzHnDsXU/2oat5XJ8ZhzxxJ+84tp+PW9AFjw0uu8nK+LmQOeVeWhbIyRNp+agi1a2traSc3IRLpqPNUf7qfvBX3PShwsEHyTiET4LPHvzvl2Z+VLZQlbrHtKtmfOng/Aji3PEnB3oDUlc2XulRw48C75IwbI4l1Bjytsm9RYr2iRDkvye0gZeIdsDxCjnjjhkfCcsVZHY2UpKq0eCTUtb68m0HJCbr9WG81orL2jLtpGJJ+H9n9U0PbOOnTpOSQPGI2rthpn38sx5w4NX8RTs+TPpDZZkAIBxRxO81t/kr3+IOwlHGh30FrzF8zXTsLyj3WKlp2it71yhRiUF/OI1H+bF9leKVkPnrSLmVTZTmujnWSDholDb+E3985Ac+IzMq5OwXnlSP726Vf4QxEIBAKBQBCXnmKgr5oIdx8vO75iJhljwu+lSU6n5e1X5Y32SGu0Sqtn2OBhHKhZ0Rk3LSRzQpTqc8VCVDoDWouNPve+KL+X58jBsO/vyAfk8bFIPBNod8S818kNC+K6d4S8Lnrd/j9KOySvC/umBViumyALkDoqS5CCAVyf7JPtMpt2LaPPvS+GlaWLJymsmAItJ6gvLiC71wU8Nn44t9oycb4fVh+va2gjr59S1Cmvn4bahhD5r7swjpqL+coRWDsfk4IB6t9ZT/GsX/LkK6Vw6xz5M7TtKOPBM4yDBYJvEpEInyVOd873VJys/yxh1fehXz8ba5+0qQhUMGH4VWhNyYwePZ6Zs+fHnScuK30WdVIq6aMekC+q9k1FSL6wtRESdBzcgan/1Qp7gOh1BNsayH60PNxms3UxIKHL7E/I74m5gOt7X4q1U2kRfRK28fMUSbyp/9U07VwWrixvLcY65G48Rw7SULGQkLsdjTmNoM8tK0pH1hBBl5FN6741ZIyZjevTGkJBFBXdRDO/hxwhINz2bNZD2RgjhRs9tF3wY4LHP6HF2UJ2nxweun0y+Xl5Z3T+BAKBQCAQ/Hv0FAN9VSLjZUFnM1+u+qVSUEqtiZ3RHTsXx5vFHDjwrlzs0F42JFxMaKpHpdWj1xvx+r0xCXJj1RKsQ6bJAlUZ4+bSsudlTr4+H5XeiOX6fHkd/sajqPSmuO4d0R7DrtrqGDeOtv3r0NlyZDePaLvMaMeQ7qNp6RmZ/H3pi6SkWGhraycyFFZeU4NZr4o7B5xiteL0BDBbMhXfq/doLX0v6Et+Xh6qlpOU/PVF6o8fp3e/i5j28zOPgwWCbxKRCJ9FEnnXnQm9ci5KWPUdNmIchz76QK76qjQ6VEazIgHdXrEIgAMH3lXsqgadzfgDfiSfi6ZdyzD2G4Cn7mA4CdaZMF8+lI4Pqki+8maadi1DpdX3qEDdUL4QlVqDbfw8GjY/E6voPOERGjY/Q9DZjEqlJtDRlEBAq56G8t8j+b00bi1BpTd1KkI/hvdoLfYtz0EwABDTDpQ6cAqOiucJtjeg+riKip8mcaJDkiu8KQbiXswvt6l56/NA2FIpCLetdSNdMZasUTPDu7h7l1JdWhJzbtbteo/f/tcijn7++RnZYwkEAoFAIDg1PcVAXxX7sS9I7+wiyxgzm6ady+T3iohRRWPIziXobMbubFZotKQNmYqzdg/Ne1Zh7azqNmx5Thar0mXkYB0yTbaBRGeiufrPiljNsbWEjoCPzIm/wpCdS11xQXzl6daTAPE9jju79Prc+yLO2j1yt9/xlQ9iumRgl2NIxSLMUaNpjsoStEEf5TU13DV2jPx+5TU1PPnqGrTX/4TCDW+wZnKUlWR5CN2g/yJYWUrH9iVwS9foW8f2JTw9Naznctt/XMv0u0cTuuQHfOK9lMOfN3/l8yYQfJ2IRPhbxr33zaKk5Lm4LdbVu7dS/XY1GRMfD++Qlv0sZgfRNuGRcKLs6aBf50U1YtTefScxecDornniyhK5Wgxw5PcTYtSlGyoWEXK20FC+ECngJeQLiz+EPM64F/CQxykbxEf/4ESIKFaDiqzJTyl2Ul2f7MN77BCEgvIPiza9T0w7t0qjQ1vzAo3esKS/TqOi8CodAK/+00fhBrfyYr7RzckOifsq3Lh8ErYkFcfaJTL65srrrv/ymOKzlNfUsGDVKloCkJn/KDmTzv7ckkAg+O7RFIAfWl3onQ7aP/g/UGWe+kUCwfeYnmKgr0pW3x/Q2NlFZuw/gNSbpsgxRaL5X21qLzKSTTEaLc3Vf0al0XFy7ROy1RKA99i/SB8Z7rrzHDmIffNzqNSq2Fht3Fy52gugy8hJ+P5A4i69VjtNO5fF1XQJOVugZgU6grgO7aXtnTfQZWTL1ePF65cqEuHF6zeQfEv4uzn60S6lAvTgqWjMGfS9IJuHbp/M4vVLqf/yGH0v6MvTUwtF95zgvEUkwt8yRt16Gx6PJ26L9Yxp+YoqrxRHOdCQnUvA3YE6yi840U5itK+vbexc7BsXcGThBHTpOaj0RpIHjJb97VQ6A5Ikhd836MNyfT7uT/eH53mN5oRJbvQPTncBrfC8sZ7M/EcVa8sYMxvH1sVIoaAieW+sWoLGktE5i+zCqFVh0UrY28BigN/u8bJgeJeZe3aKmg6fxOR1Llq90C9VJX8GALUK7r5Gxx8+TKJl7ytA2LIpLTWNYXPmcuzLY6Sl22jr6CCISq6mpw6cEp61OUtzSwKB4LtHUwB+mCORozuJZ9N2fKpMgr0vOtfLEgi+1fQUA31V7rr7foqLHpPjJnPuUBwVz8fVTYm2T3Krg6Rk9JLjHGftHqRgQOEJ3Fi1hNS8n+E+/C7UrKD+2BeoDSbUWiNBZ3uP1V7o7HCrWqLwEW6oWIQU8IU71RIl6tbeOGur43bltVcVs+KVcvJHDCBn3iuoNF0hvxQMxGz6H/vymJzspw27N1xAmVIUU/nNz8sTia8gjEpCrQme+nnfYkQi/C0kUYt19x3JnhJQSa3FUVmCbexc/I31CX19nbV7aN2/NjyjotWTMXYuWouNk6/PR5feFxUozNyjL/qmi2+gsWoJhpwr41aPo+0AIiINkR8cTWoWaUOmJfQcDnk6yJr8VEyCbN9URMr141H9cxMpugCrJiYpqr0A/zPUIN8OhOC/rtFRNtYEgD8oYVjQjlGr4s4rdaz8UI1u8L1kmDNo3FaGxu9CpdWjGzJTnq0OVSzCMmC0LEoR8TlOumzQWZlbEggE3y18JhM/tLrIte/H9cFhkQQLBGfA2RgzS3TcFctLFXGTzpYjO2g4a/coNv9VOiPpo+5Ha7HRXLEQT1UJ1jFzaf3b2rgb+I3bykhJ7+r6SE5OodVx4pTVXgjHSD5HHQ2bnyHkdaI2mJFUaizXjZeVnxvKF5KZ/2hM8t24tSRuHHWytYkJw69CY0qmZd8auaW7df9a/I56VHoTvcbcKld5o1WfIzFbxE0ku0+2qPwKYpAkLT4p/Vwv4yshfITPIyKq0RHMucNoqFik9ImrWITk95E18THShk4Pz/vqjHF9fTUpmbTsfYX0kQ/Qb95GsiY/RWvNX8JzvYYkWYjKfXi/LCLh+mQfTbuWEWiz46ytxnTxDQSajhNytmDf+DR1zxdg37iAkNeNSmfott6hpI96AK21N2qdoUfPYcnvTeippzpcTYYhwKqJSs/g1yaZKPu7D8OCdm5b66LgR1qqfpbEhkMBZlWGk+SauiAWA9Q6JF44ZCUw+L9lr7tAywnMRgOpY+YqvAQzJzyC+/B++XbGmNmyXZSwBRAIBNH4TCZ6iyRYIPhWMuP+ObTvKJPjJtMlA3F0xlFJlw3CNmY2GrMVy39MJGfWapKvHB6eC57wKAaNCjrVo+NWeFtO4A1KkDeDnHkbMY6chdqQhOnSgTR28/SNKEJH3+esrSb52nFoU7Iw5w6DgI+2d94AkF01GreVUVc8iaZdy7AOmYbWYpOLItFEqsW6jBxsEx/HeXAH9o0LaNz1R4KuNtRJqWRNeoKceZvwD5nJk6+uYehVV9CxvWudGnMaBlWIxb+cTXVpiUiCBd9JREX4PKK7RVPSpTfh+vgtHJuLCHpcaE3J3DJ6PJVbXu9UNQx70Uk+T9yWGyQJW5xdzaZdy5C8LgKdrdeR2ZTIrHFGt8pwUu4wpEN++sxYGm4nevN5pGCQ5GtuTbyDWRmer00dOEWuXEe3I2lSsxKIdeXQ2lhPG1JcRegOH+SkqnhuhFGeFf7LJBOT1rlINar4y8dqtKZ0sgoejjl2dp9sRWtQhGj1xa7b9WdtbkkgEHy3uCjLhMYeEkmwQPAtI57DR97IWznQ2c6c1fcHBJ0tdLy/lbb961AZkgAVkteJSmfA7/cpRs8ieI/WojEmYR0zVxFTJV83no6D20kecEuX2rTehLHfAJIuvUmuuKoNSYS8LlyH9qKxXkDHx28hBbxoLJkEXW2EXK2oDElIIR29pixQiG6Zc4f1GGtF9GNOvvFbNOYUVGotGbd2s6i6ZTZ79i7l6amFYv5X8L1CJMLnEfEu4HMefkrRQlS9eyvbd22TLZJkK6OsCxVm74Y+l+E+/G7ClmmttTdSwCfL7nuP1sadNY60K2eMfhDXJ/to3b82XFHWmWjbvw40+vCFvvVk2GR+yDQ05jS0qb3kHceQ14XjzWKCzubw/X4f5ssHx8wUN1QsJHnALagPe8gINsRVhE7Ww4KbDXISDMh+wWV/99Hug+x0PfaK57BOeCxm9mXx+g3xE/Bu1gMaQ9JZm1sSCAQCgUDwzdBT6/XSJUVsa25SWCE5Kkuwjvw5WostPDcccMXOE1csIuiJ1W2xDiqkbf862g9UyMKfEdeOxsoSVDoTYyfeKdtevlhahNfxhUIfxVFZQsa4ufibjtH23mbZl1hjTMJ87XjShkzFdfiduLFWJHYxZOeiUquwjZ3LybVPxI396o6HN/zjuWYAVNTsZdn6NRz+0sElF9h44PZCJuQN+aqnQyA4p4hE+FtK9e6trH55OfbOhDdi1dP9Al69eyszpuXLz/N43Nii1AmDzmbUOiPuw++itfYmY+wctBZbWHgqNYuWfWtwH94vJ8imSwaiTe1F0NUGKmR1aUfVEoJt9oTtykBMtdhRtQR91oV4j38Ss4MpBf3UPV8g++mlDZkqH9Nz5KDc9hPZLdVae5N0yU10/HM7lqtHc+LABoVncE1dkMKNXvwhFdO3ePj1bi9aDdS1SlxoVWHSwuYpkXniAHeX+3Fuex57a0vMrueTryqtAbpbD7RsK2XOvKdEEiwQCAQCwbecePEUEDfG2r69nMzb5sf4CTftWkafe1/EfMVwOg7uIHnA6KgKbxKS10WqrXeCjfQc/I31nf8NJ5upA6eQdNkg6ooLqH67msuvvIZDH32AJxAgq+CJhO9v6n81nl1lrF63k+rdW1m6tBRP/6uxDplGy9uvKmKtiJdxZB2RkbNIcSOe8NaTr64BiKkCV9TsZcnqP/Kn8Wry+iVTU+fkntV/BBDJsOC8RiTC30IiFzfL6FmyYFM8q554z2t9fT6p3WyTFFXV8oUApN18D20Hyuk4uCPWIsndAaGwd6/kdeH+dH9YPEIfvx1Im9o7brXYNmY2jqolIEnYNz6N5Pegy8ghbdh02V/PvuF3WAcVKj5/pCqtMacR8rsxXXIjWZOeAMD9f3+n45/bselC3HutTvYMTtaDCthamMTRthBPvOXlT/ldSfK0zW5OdEjyPPHL+TBzl4a//3Gd4r0jF//o1qA7825kzwd7qX9nHdkXXsQDcx5n2JBRZ+t0CwQCgUAg+BqIFyeVlT6LSqvDOmZuTIwVr6obPR7l/nS/bIUU2cD3HDmIfVMR7a0ttHdrUW7Y8ntU6vAYlxT0y8WIhvKFNO1+CVRavD4fxUWPhYVO/e747+8I+wNHhE2rd29VdAk2HfsCS5oNz64yTjaGW62Trx1P0mWD8Bw5SPvOMixpGXiP1pI6MOziYc4diupwNa2NdpINGky5t5J06SAWr18akwgvW7+GP41Xy114N1+o5U/jA8xcv0YkwoLzGpEIfwuJNm6HzvmNOFY98Z6ntXbtSMa1Tcp/lMYtz9JUWQo6I1mTlDuPmRMewb5pAWqtBUkKIQX9+Jvq0dnC7Tzx2pWlYBDJ25HQ467XnUWcXPsE/eZtUsj3G7Jzkfze+MrXWgNNO5cRcrYSaDouKx0GOxpJ1sGaO8NCWQuGh1+TvbidVwvC9135YocspAXhC/Yrt5mYVeWRW6bz+mk4/KUj7vcfzxpAc+IzMq5OwXnlSP72qQrc7jM7qQKBQCAQCL5RInFS0NnMl6t+GU4k9SYsA26JG2NFRD4TjUf5m+ILZUleF1l3FhFod8idbCqTBbXOoNBAiVRpM/MfxfFmMWpTMrbx8+TH7ZuKFO/vrN1D0+6XUCelyv7E3Ysj8brTIlXw+uI3sPX9AY/Mn8+Rj9/hldVFhHwu1Hozxg/fYM0kE3n9LGGnjfLdBC64FHs3WyWAw186yOuXrLivpzhKIDhfEKrR55hIa3P+iAHMmJbPzm2bsR/7Iu6F1t7Nqife81IHFdJQvhDPkYOJDdg9Tsp3H1TYG0U/LnndJF12E6ggq2A+/eZtIn3kAzg/2YfKZMG+qYi64oLOai9Ing5UOlNC1UJj/wEJ1aE15rQYNcXGqiVk3PoL0kc9ILcURdStbWPn4PTFCmUdb++675AjFFdI65AjJN+uqQtyyQW2eKcEgPKaGobNmcslU+5g2Jy5bP7f9xM+VyAQCAQCwbmlezxVvXsr9mNfEGh3KB0yCubjrK3GWbtHfm0kxjIajTgqS5RuHJUlpNx4O54jB1Hpk3qMdZKvHE7f+1+i151FEApiG6t0oYi4Thiycwl2NMnV5cjjluvGy24gHR/9leY9q1DrTbJdk/y8zsT9dPnwwP+yfstuMjtjOotJy5pJ3Zw38tX49/2Zvhf0jXn9JRfYqKlT+sWeKo4SCM4HREX4HBKvZaek9DmFcXuEeFY9ETul6OdpLTYMqhD2jU+j0up7PI5Kb4xfjTUk4frkb2ROeDRutTj5iuEY+l5Oy95XsHW2ALXsWxPrJVy+kLSb7wGQW3EUM8RbS0gbfi+ALOSl0upJH/0gGnMajsoSzFcMJ3DAIVe2W1few0VpqhihLLMe+b7Lbeq4QloXWlX4gxI1dUHueTPE7LuULdkRymtqePLVNSTfMls+L0+Ul2Lpn8S4K0eeySkWCAQCgUDwNZNopMySZpOtILuPbjXtWoY5d2h4jOzt1UiShN5gwtvaIgtPacxpBN3tNG4tQaUzgkYb43QRHetECLQ7kLyJ26y9R2tR6YwJxbWadoZtKrMmP5VQ3Kr+2BeK+eeUjF5IoSBtzQ1ya3TOnYvxHq1l84YixexzW2tr3ApvW0sL/zNtOhCOhRav38CxL4+Rlmrl7nI/L+cjj5z1FEcJBOcLIhE+h8RtgR41C/eOUtp3lMk2Sd6jtXGterrbKXmP1tJcsZBQCNTGZMxXDI+1TSpfyNy5j1O9eytIoRjJ/YaKRUg+H8EEF3DJ58ZTdxBP3UHFD0tkVsa+qQjJ60KlNyIFA2gt4d1Cc+5QvMcORT1uUpi2yzPDG5+mcWsJmpRMzFcMx1VbrZiZaXXYkQww4hUXF6Wp+J+hBrJT1IRCMH2Lm1UTTfxqkF7+tyyktcFNq0fCsKCd7IwUHrpresK5lsXrN5B8i/JHk1vn8LtVLzBuzuNn49QLBAKBQCA4SyQaKfPsKiPQdCJBQlpPx0d/peXtVxWJraeqBIM6SDtgs6Zy0tlEv4e7Rruadi6jYfMzhDzOcKwT6Ip1oFOf5e1XFaNqEbxHa1GbUsKxkN/D8RUzsQ6+S5GQAwTa7KcUt1IbTJSUPEtm/qNy8u+oLCFj7NzwHHLFInxffkqwo5FQt9nn1IxMauo6YgoG2Rkp5OflxS0I2Cue4+6tcKypnUsusDH7LqEaLTj/EYnwOcR+7Iu4nrUnmxpISc/EviEsMJVq6x3XqieenZLJZMIZAFunR5ze1q+z2hpWNrSYzQCUlT6LxpxOoOVEV3JqMKFGhUqnQ5NkS+jj62+sB1QJdzKTrxmD+7P30Pe6WK4SB9oduP7fuwpLgIaKhTTvfRXroEL5Ai75feF26KajuA/vxzpkGq1/W4v3aC2uT2tINUBGkop2nwTArCoPGhX4g9Dqkbivws3nLRKZSXDbWjftXolkgwb1dT8ha9BP8R6tpWn7EqQepgISeQnXHz1+ZidYIBAIBALB106ieMreeDKhmrPWmEzTjqVkTX5SkUBbx8yFmhX8Zf1fASgYN1B+vbN2D+7/e4/M236tsDdq2PJ7Mif+Ktwh9/ZqbGPnEnQ2x3TC2TcWodLpY+yRPPUf4/7sPcxXDMf96X7Zbzha3ErRUVexCEmtk1umI2uPVphOHjCajoPbyZzwKE07lym+A+3Aqfx0SxmvTVRWeB+6azoQvyBgnfAY0t6lfLr2T1/ruRQIvklEInwOidfa3LJvDRqzFdPoOVijqsGJ6C6UkD9iABLISao5dyjm3KFIwQB1zxeQd2s+ixc+hUpnIvPWWYoLseTu4JaxE6nc8jrG3GE0VCxUeOk1Vi0hKXcYgQMOkELxDeVTs/Ae/Uiei4nsnErBAFmTn+rWav0o9o1P0/bOG2Hfu8FTadxaQvqoBxTH9TnqcFQsQu9rIS1JxUsTuiq907e4aXBKJP3nHejS++LY92ckqQWPNgXVgFvhQAVJBcofOW6ZHVcVMULfC/rG/Ww52X3O4OwKBAKBQCD4JogXT0VGweJ1z7XvKGP2Q0+w+JnHT9l2HHB3YN9UhOW68bg/3R/bZj12Lo6qJfKIF5IU9u2NVJDl0S8DpqQkLGPmxbzevvFpLNfn46qtlhPe6JGz1LyfdYlwddpOtr3zxmkoXIcT5dSblMm0xpxBc8DIf1WqqHO0YjVpaPUEWbY+bJ+UsCAQR0hLIDif+VaIZe3cuZN58+ad62V849x19/207yhTiDJ0vP+m7AP874giZPX9AdrUXjFiDi371qDSG6nc8jqotTHCC7axc5GQOHAg7Dfs+eJ9DH1+JAtjNe1cRlLuMDoObgdUoNVj3/Icx5bfx5GF+Rxbfh/2TUUkXXyDQqQrfdQD5Mx+XW7xiSbcau2h/6Pl9Ln3RbQWG+qkFBydQhGR78RzcDt6tYRGJclq0BFxh1UTTWjUYB0yDfOVI7Dev5qsO5/BqTLT8fFbSD5P3Pc91sPF/KHbJ9OxXSng1bGtlKem33pa50Dw3eH7em0SCASC84l48VT7jjLZH3jmzDlQs4L64klQs0Lusosk0NF4j9ZiSbOFk+e8GfR7eBNZBfPpOLgDf2N81ehgWwN97n2RXlMWyJVcCBcjIvdn9boAd1tzwlgoOslWabSkDZlK8oDR2DcuoLGyBAC9ORXJ58E6qDChCGk8hWtz7lCsQ6bRtHMZdc8X0LCpiNvzbuLxex+gf7qRDT8x4JlvYelIJ0tW/5G0VGvcY8cT0hIIzmfOeSK8YMECiouLCYVCp37yd4x4F+dQgtnc7orRibjr7vuR3G2y6qAUDNC891U6Du4ga9KT9Ht4E5Ivwfyv38vJo5+TOqiQQMsJMic+RsboB7talT/dT8jZClIQyd2OSqUm49ZZ9Ju3kYxbZ6HWG3EeehtNSmbMBTRiSRBNWCzCIP9o2TcWoQoFCLpaaNzyLHXPF+DeUYpKqyNl3KM4fcRVg3b6lN+BITuXQMsJ0oZOl2d0ur9vTxfz/Lw8np5aiG7vUuqLJ6Hbu5QF+SO4Y+QNp3UOBN8Nvs/XJoFAIDifSJTsAsyYls/iZ8L6Hg/9+llWvFIud9IlSqBVao08cxwpGGROeAS10Rw/ltHqqSudwsn1v8XYf0CMG4ajYhF33X1/wsRbY0yKa81kHVSI5HejNqUSaG9k1pzH6ZV9oaJlWvE+W4sJeVwcWTgBlc5Ey7418rHMuUPDbhy2HDIL5rPnw49Z8pdVsj9wpMDwsytChDwt2F//NS3L78L50e5wQWD7Eh66ffLZPnUCwTnlnLdGX3fddYwcOZK1a9ee66WcE7q3Nt83/bbTUozu6XgrlpciXTKkqx2nm1+wLiMnfltzcjqqoA+txdbZ4lwrt1ZDxDR+AVkFT9C0c5mihdnYfwC2cfNo3FaGFPDHqCpKkhRzn6Nzh7OueBJqUwpqnR5blOp0+McIrJ0/RpZkU1w16GQ9OGvfwpx7s/xZdLaccEt4KBgjCNaxfQlPT+1Z6bC7l7DmxGen9f0Lvjt8369NAoFAcD7RPZ5KpCQdeW70f6O1VmbOnMPiZx4nNU7BIORx4qhYpIhVHJUlpI9+UBao0pjTMQ8ZjKNqCcFWOyqdESkUth6K16bdUL4Qg0aDt9OaKdbDOIf0kQ9g3/i0vN7I51K0TBvNIEndtFgWAchaLBEf40ibswpJoR695kM/r33oZ+MdkRE0H4UbSvHr0nh62jRFXBStKt33gr48dPtkCn4oRsgE5xffWCL8xhtv8PLLLyvue+aZZxg7dizvvvvuaR9HrVZjsVjO+P018rNQtAAAIABJREFUGs2/9bpvmvvun03x4mdgVNQsy84y5s557LTX39Z4kpzphbKS85HfT1CqBQ6cEldNOu3me2jcWkLD5iJCXpc8ExO5gDZULMJy3QSM/QfgbzpKoN3B8ZUP4m88ii4jm5QbbyfQehIkCTQ67BsXIPndaCyZoFIT8ntlSwJtai9CPk/Xj8emImwF8xWJtfuyIbTuXyf/GOlvfpDCDYtZM7lrRnjqJjcjLtTw150lNL5ZjMWgpt0TIiU1BWftW2gtNqxGLfqa5dQfqye7bw7P/3w6k28efkbnJdRmwqA3EDKZ0BtCWLRn7/8658vf5vmyzjPlXF+b4Pz5bs+HdZ7rNbZr1JhMagx6A6YkE+qU+GvRqDWkJHjsTAi1mTCZTAT0ekxqEyaTB4tRXJ8E3y+ibYQic8GJlKRXv7xckTB3T6AhnBjHS0p7ZV8oH7vu6Odorb1JGzpdLhiEbSaLMOZcgQrodWcRgXYHrfvWUFz0GKm23gwbPIzqqmJOtjaFX3/zPWgtNuzrfxujzdJQvhBJksJ2TD6PvN7IGhs712Cb8DCt+9eSPlJZoMic8Aj2jQtoe2cduoyc8BhZp0tH3wv6YlH7qKlrlwsMRW97WZlvkm/ffKGWNZNNzNyliUmCu6tKP/nqElQThjP9itFn89QKBApCoRC/+c1v+OSTT9Dr9SxYsID+/fvHPO/JJ58kNTWVhx9+uMfjfWOJ8E9+8hN+8pOffOXjhEIh2tvbz/h1Fovl33rdN82I0fm4XC7l7uQDc/jPQSN6XH/0j4Cms3UncjFUd7ttzh2Kz1GntDqSwN90DI3ZqtjpbKhYSNv+dWitvQk5W7AOCldSNcnpMZYDjsoS1KYUpIAPy/UTCLnbcR7aQ7CtIfweHifBgB8kCcnvRa0z0FhZikqrRwooZ4idtXtw1lYr7AfMuTdTV1HMrCoPhxwhLrepKfiRlq2HA2y+oys5vrfczU+v8rBybxktASPP3HtPjDBWW9uZ/S1oXG6SfDrcbjc+r4p2t/uMXt8T58vf5vmyzjPlXF+b4Pz5bs+HdZ7rNfpMJtxuCbXPi9vlJpjgWpOSYjnj61A8NC43BrebkM+H2+vG7XbT7v/Kh5U519/n6XK+rFNw9klU+XU1n6BfAiGsno61+uXlnDz2OerNRSRf21UMiNhYRhLnCcOvos+MpbIoVuT4ktdFy9uryRgzm6CzmdaavygUn7dXLCLkddHrziJFoq1JTifp8iFyJVmdlIpKqyfU3kDTruWg7nqfyBryRwwgdVAhrfvX4nfU07RzGak3TZET8/DYmxu1IYn0kQ9gyM6V25yfnlpIksnAPS8t4U/jA+T103DIEYo7gnb4S4fivrg2k7fMpnh7GdPvFomw4Otj165d+Hw+1q5dywcffMBzzz3H0qVLFc95/fXX+fTTT7nhhlOPNJ7z1mhBLPF2J3ui+49Ay741itYdQ86VsvKg3B78z+2AmoxxYb85x9ZiOv5RQWbBE912Ex/FvuFp+sxYyperftmVUKs12OIoJ9o3LkBtSqH9/UpUak1Mi07ygNFypRrC7daOzUWEMCqS9db9a7F1/ohEKx2mWK2UjfHJu5VXvtgRs3u5Mt/ErCoPr00MKyImUocWCAQCgUBwfpOo8uvb8uwZjZpFx1L9omyK2vavo1f2hXISHEmWI9on3Y+v0psItIS9i79c9ctYlekJj2Df+DQn1z6BLiOb1IHhxDXQehLroELch/djHniHQkE6spbq3VsV8aElzRZTlGisWgKEix5hv2EzkteJ/q0l1Nsb6HtBX2778bVyW3NaqpXCzW7sbe1YDMQdQbvkgi6fZOhBVdp+4t84g4LzFQnwfsNyUwcOHGDw4MEAXHPNNXz00UeKx99//33++c9/MmXKFD777NRjjSIR/g7Q/UcgkmhGWpN1GTmEnC1RBvAmjP0HkDXpCfkYtnHzOPn6/AQiWp4YL7tgW0MC5UM3IY0OpBCZ+Y/HtuhsKsLU/2qlbZNah/lHNymS9YgyY4z9gFrDTzfDa7fR4+5l5P76xraz+2ULBAKBQCD41pDIQzjg7gjbT3azTYqIaHUnXkJtm/AI1KxgxSvlgDJZTm93xGifNFQsCo+PHf0Y79FahYtG9Nokv4d+8zbJcVBz9Z9RafXya5Di2DRNeCSmrVul1mAbq1xzxpjZNO1chsachqNqCSGPk5xeWbxV9gIQ29bcsm8NrQd3kHXnkwTbG/jplhdi/IVn36XUVUlkM9k3q/cZnz/B+UtIUuHz6876cZuampgxY4Z8e8qUKUyZMgWAjo4OkpO75to1Gg2BQACtVovdbucPf/gDf/jDH6iqqjqt9/pWJMI33ngjN95447lexnlLvB8B66BC2vavo9/Dm1BptBxf+aA8O3JkYT6ZEx9TPN+QnYtKZ0y4u9mwaQEhnxuNOQPHm8XyBTveczWGJAKtJxIkyi7sG55GCni7vIMrS/Ee/YjkAaPlhFdtMEe1RA+VZ1qadi0jMPAnFJSvpK2lJeHu5eU2NTV1QS7rm3U2v2rB9wxxbRIIBIJvN4k8hKPneaOFsBJ13CVKqKNbqV9aWowvpJGruUk/vFEWq1IbzZhzh5E2fAZ1zxfQvqNMtrOMXlvLvjWoDWbqiiehy8jGfMVwXIf2kj76QRyVJWhTe8VVkI7X1t3WeDKuqJe/sZ6mXcsw5w6j4x9vMndKVyLbva3ZfXi/bNsJ4FSr5Rjr0j6ZzL6rkAl5QxTv8dDtk3ny1SVwS1fFumP7EhZMODP9FYEgHunp6WzcuDHuY8nJyTidTvl2KBRC26nbs23bNpqbm/n5z39OQ0MDHo+Hiy66iEmTJiV8r29FIiz4aiT6EdAYkzi+YiaB1pNoktPlnUtdenbc51sslrhqiGi0ZE58TNGec+21N/CvODutks9NwO9BY8mM+x7a1N6otDr63PsiEG6N1mVk4288ygVRAl/O2j2yoFdEaCLQcgK1KRlf9TLa251YLGakQIh73gzJ8y1dM8I67nkzxGP3Tf9mToJAIBAIBIJvnHhKzN3neU+HRLFUpJW6evdWOjw+hQtFY9WSsHJzZSk5s1/HWbuH4ytmAqBTg+R1KpwrWvatoePgDjJv+3VXTNU5E5x85XBUag1Nu1+SvYhP1dZtS7DmiNJ0Q8VCCocNVoyIdW9r7l61NufejHTZYNqKJ7G1VDl7GSFyvMXrl1LfqRr99NRCbhOq0YKvmeuuu4633nqLsWPH8sEHH3DppZfKj02bNo1p06YBsHHjRj777LMek2D4FvgIC7468XzwWqpKUKk0ss+vbdxDhPxeGjYtwN9YjyPKZzjim3ffzHkEnS1hw/XiSTTtWhaW4p/4mMJLzzbhEY6f+DKuZ19KeiZodASdrQovY8+RgzRULCLQ0YTpkoFdnneVJaQOnBJjDB+uAg/j5Bu/ofmtP5Fx6yxs4+aQpfeyuUDC+4SFzQUSVr2fwTcMZeYuM8aidia/4eWLFon1/5fK7Lt+zqQzVIcWCAQCgUBw/pDIQ/hMtVbcrg4ayhfGxEZ33X0/EG6dzsx/VBEPZYyZTeu+NWhTe9Hx0V9p3rMqHHc9vAnjyFmoDGb69srEvnFBuEp8oILkAaOVMdWY2aiNZiAc+2Q/uArJ6+5xLREm3XU/7TvLYmItf2M9DZuKKMz7T357b1eLaUXNXlKMauqLb6N15T04a9+Kib+gs835gr49fmf5eXlUl5ZweO06qktLhB6L4Bth1KhR6PV67rzzTp599lkef/xxKioq/m2rS1ER/g4QzwfPoFFh6kxgITw3kjXxMRybi5g3/zkOffQBO7Y8S8DdgdaUzOjR4xk2YhyrX14OeTPk1x1ZmB+/Paf+s7iefd6ghDY5HYCky7u8jHUZ2SQPGI3z4E7ch/fT9s46NIYkNBodGnMaKTfeHjNr46ytRmOyYBs/D2P/AbSuvId1E7UKYayXJ8LMXf9IuGspEAgEAoHgu82ZioxG0zX3Owddu0NudU619VYk1AlnkVtOoEnOoGnHi2RNfirGBvL4wR1kTXpCUQHW2/oplJ1D3q5WT+/RWrTW3iSpg+Hkvoe27puGj6N3lpk/lz1P/dojaAxJhDwusvtk89Dtk+XktKJmL4v/soqjjW1clKai7BYj2Skd/LT8BbSZ18R0A0ZUpQWCbxtqtZrf/e53ivsuvvjimOedqhIcQSTC3xEiPwIRNcO2pgbccWT0g14XZaXPotLqyJj4uHzRq95RxuVXXhPTYhQ93+Ks3ROW6G+sR2tMjlEvXP3ycqxj5nJybViEyzqoUKEQ3fHRXwn5XASdzaj0JoIeF4bUdBo2PE3I70GtM9KwqYiQz4UmOY1kdYC2jja8u0oJDpxKa2ODwvgd4sv6CwQCgUAgEJwO3UWykq8cjufIQahZoYhxEo6hpWaR/cDKuIUD96fK+dtIBTg8vztUPoY2tTdSMCCPpGmCfu6b87gc1720tJjFC/+H4qLHUOkMWCwp3DdzHgOGjuOWCQX88vYrUB/+gpaPGwj2vkixhoqavSxZ/UdeHq8mr59FHiErGm7ktXw1BW/8L5OGjGTPXmWbs6jwCr4PiET4O0Q86f/uMvq6jBxCAT8Zt8Y3mY8oI0aqy5Y0Gy1VJRhyh+OsrcYWJeW/dGkpQMxuqS4jGyngV/xgOGv30PL2q2RNfkphFO/xB5G0OjJGz0RrsXHy9fnYxs1Bu28p914VYvO/1Bxy2LHsXIzeYDgtWX+BQCD4OmgKnPo5P7S60DsdtH/wf6DK/PoXJRB8z4kUAOydldO77r7/jKrDpyOSBfFnkR1VS0gbEp5JjLQYRyfKiUSv/I31XYlvxSKCng7qni/oSnJndSXBZaXPElRr5PipZd8a2v/xJsVFj5GyvJS5v57PZbdfkfDzLVu/hj+NV8e1mXz/fjPtnqCifVog+D4hEuHvEPGk/6Nl9BurlmAdMg3Hm8U9qhHGa3lesngBtomPx02eI8+N7JamDpxC064/KlqdW95ejW3sXKWdUv6jNG4rQwoFaNn7CtkPrkJr7Y1/35+5/6oQr33oZ2W+SRbBKtzoZtIbajb+BI62hfjtHi+fNUtkZ2ipqNkbo2ooEAgEZ4OmACRbTFxiM/b4vLSkDnr/vz24PjiMT5UZU5kRCARnl+gCQE6CTfpTcSqRrAiHPvoAr6sN1+vzUemNEAxi+XGBXNlNHTglZsRLbUiKLxxqTKauuAC1IYnka8djHVQoi3zdF9UCvfrl5YR0JmydxQtn7R5ctdVkFcyX32NRURF9tPdwxxU/jPv5Dn/piNtNd8gREsUEwfceIZZ1nlG9eyszpuWTP2IAM6blU717q/yY/dgXCXcem3YtwzpkGubcoXK7czQ9mcwPGzGOoMcpH9tZu4fjKx/k5NonsJ/8Ul5DRLRLY04jbfi9SAE/9g2/o+75AtlcvvvaAq0nsY2dS8gTno9JHVRIW0sLm/8VYGW+iZsv1KLTqLj5Qi1rJpkIhiTGvyHxyE4vL00w4X3CwsvjAixZ/UcqavZ+pe9WIBAIuhNJgm/I/JzLDJ/2+D+RBAsE3yzRBYCI+JSlc5P+dIknOBotTFW9eyt3TLiJbbu2YbttPv0e3kTWpCdRG804//Gm/DqNOQ1N0E/b1oXULynk5OvzMRqMNFfEil7NfugJevW9kMzb5pM2ZGrCtduPfUGg9aQcP7XuX4su60IaNj9D3fMFNGx+Bim9P/OLViT8fJdcYKOmLqi4r6YuyIVWFfdsDfHA7WIWWPD9RVSEzyNOtfOZaFdTbUwifeQDGLJz8Rw5iNrvpqWqBOuYrl3LnkzmoWvHNOhspmXvK2T00CK9+uXlNHW2KHk8bowjZ9G0a1kCif/sTnN5N01LbqPDE8BigEOOEHn9NIo15PXT0OGTSEk1sCZfpWjz+dP4ADPXrxFVYYFAcNZoCsAPcyRydJ+j2bodV1B3ytcEtCIJFgi+KU63rbkn4gmORoSpInGXJxAkq0ApQGqb8AiOzUW4d5Rib29H8nswWVIJqXVkTe6yWGqpKgk/p9lBSkYvtARZ/MzjoDWQ3q7UOOm+9qy+P6Cxwy3HT35HPUF3u8J+qaFiEW5nC2/sfodRvWNFgx64vZB7Vv9RYTNZuMGNTzLw7KzZjLz+htP+rgSC7xoiET6PiNf6HN2enMhL79Zb8jkQpTw4a87jCVWjI3Sfubn++hup3lGGLwQZY2bHrGHF8lK5pbr7cZYuLcV02RDZFzjaf886ZBoNW56jV7KKNZP05PUz8ds9Xv7wd1/ceWCzTqKtpYW8fhbFdyNEswQCwddBeooeaxBagzq82ded6+UIBIIoTret+VQkUp2OxF2u1+fH7WoLelwEklLImvwkhuxcjq+YGaPBYh0zF2pWkDd4BNt3bcM24RGskRnjyhJUao1COCt67XfdfT9lpc/i2FqM+cqRqPQmMruJb2VOeAT7xgUseGUrox79ZcxnmJA3hH988gmT1u2gzStxuU3NjOt0/OXjM/qKBILvJCIRPo841c5nT7ua0VTv3kr129VxVaOjd0CjK8/VO8oYNngYlVtej/tjcNJxIkZFOnpNixf+Bsnvwb6pCMnrQmvtTWrez8KtRHXvsmaKSU56Fww38rE9vGO5ZnLXjPDd5X6efuCXLFu/hpo6pxDNEggEAoHge0yiAkBPHW5nQiTuUhvNcRNuld6kKFBEtzFHMGTnUnfsc7Y5TpJ523xlVXnsXBxvFpN02aC4a4/EUC+WFtHxz+1IPnfc40s+N/XHjiX8HH//8B9svMOkiJtGXBjgv/+ySlSEBd9rRCJ8HnE6O5+n46UXr7LsvmwISxYvYPEzj6Mxmkm6ZmxM1fdAzQp6ZV8YX/jB2lshnBVNtD9x0NlM895XCLScoGnHi6hQIfmlmDbodT9JwrCgnVlVHg45QlxoVREkWW59vvuVpbycjyJJfmiamHMRCAQCgeD7wukWAE6HeOrTkbjLnDuMhopFZEZ57ToqFsUkpvGUoyPiWAFPR/yqckcTdc8XxPgWR3/GSAzVsPmZ+Am5IYmczLSEny2RYNYnx+xn/D0JBN8lhFjWecSpBB2gZzGtCN1FtZy1e3DWhivEOfM2kjHxcZy11Thr98jPMWTnYj/2BXfdfX/Y9ihqDY1VS0gdVIi9h5mcu+6+n+aKhTTvWYVtzOyw2MTkp9AlJWMxauIKOeRmqvnowWSCT6Vw6L+TOdHaAYCEGrvfREG5HkNRBwXleux+E5L4cxYIBALB94SdO3cyb968c72Mc86wEeNY8Uo55bsPsuKV8n87CV66tBTyZpAzbyPkzWDp0lKuv/5G2neUkXTpTSRdMhD7piLqni/AsbmIW0beKhcHIkSUo7vHaQF3B7r0nLhCpVprb7TW3jidHSx+5vG4sVskbosk5NHHb6hYhAZ4Ylriz51IMOuyvlln/F2dKyLx7c0/vjBhfCsQnCmiInwecaqdz9O1EeheWW7dvxZbt7nfeIbvWX1/wLAR43hpaTGN28oItJ5El5GNdcg0NOa0Hmdyho0Yx4rlpRhHxs7OtFU8R+HGDtZMMsoV3ulb3Dw3osuqJLr1efH6DVgnhEUrrJ2Pe44cZPH6pcIAXiAQCATfeRYsWEBNTQ2XX375uV7Kd4JEGiwHalYwc+YcVr+8HGccn+Lq3VspKXmWzPywOJbGnIbk9+GoLCXY1kCv7Avl17tzbqChfKH83IhWSmrez2isLAUk+s3bhPdoLWWlz7JieSltjSfJ6vsDUjLCbh/pox4AoGHzM4Q8TlR6IyaDgZJFc/7/9u49Oqr63vv4JzPJJDvJhFsAKRJFK4cDHgq0D9IaVEREw0UrpAEEzAJbQQ8GwSCiUkQSaW0kFFYAQThRxEJAPID2FGNpfUKta8kSuzw+osgl3Cq3Qm6TTGYmzx+YMRMmCYmT7JnM+7WWazF7z+z5zGT8zv7Ob+/fVmr/H+ri/571+/r8TZg1fbdHC36Z3hZv7/cWiMtkAf7QCIeYxg59bmoyrVr1z6mpPt/0Bd/rnrfyy1nztHpNrrqkLW3WOTkl579RBz/PU1lRponTJ+mBzX/QJYdb9hiLoiwWXRMfoWp3jbdgZ0y5fOjzydMn/Z8rfbrh82MAAGgvBg8erLvuuktbtmwxO0q70NAcLMUnjujl7KfVref1mrvwRb+HLdcfHOh8169kjeskFa3X+td2eu9b27j5G0iIiLQpwhqpioP7JElua5Ri7pqtDt/uYzl2/VaV317to9OdDyu2z89Uumelpv5qjh6aMUX/Fv2l9NXRBl9f7Wlls7a9qa9On9NNPRKVMWWSHhh+p0pKSgPxFraqq92/BZqLRrgdudrLCNQfWY6MiW/wnJbjOQ9cMfJ8x4jRiomJ0fq1K5p1Tk5D5zh3vba3sn/7vFZMG6bzn5bIfc0N2lX0wRUFu7aQ9+zR0+92evbo2fw3DQCAIFVQUKD8/HyfZdnZ2UpJSdFHH3101duxWCyy2+1N39FkVqvVlJzde93Q4PwnP3h49eURyDW5iomJ0ch77vd57OwnntHy3GW+gwPvrdQTcxZ4X8vY+ycqJiZGq3JfVKnDoe517nvu3eXqfPejirQn6vwfV6hGUmLKEz5NX6ex81X53u8V8bcNOn78sLr3ukFPPLFAP7pjjAzD0Ns7/6IlL25Q8YkTurZnkhY+OFHjh9/pk/PBlNF6MMV3P81qsSohIXDvt6fEkGEYctlsMiyGDKNS9pjv32o0tn8bCp9rybzPNhpHI9yONOcyAnVHlr3nxtSbdTFj7rMNNrcj77lfQ28d0ax8Dc3u+MvH519x37HJtzV4TeC5E8bruddXSKO+uxRT2Z9W6IWpTJYFAGg/UlNTlZqa+r234/F4VFoa/CN/drvdlJwPTv3lFfsn595drk63pyvCGnl5v2rkbK1fu+KKfZ+ht47QE5Lv4MDMORp66wif1zL01hEaeusI/eX9d7R+ba6+OfdPWWI7KCIqWuffzVVUl2sV2+8OlXy41e9RemcunNGmgkKf5RccDr299Y/KyVqruJGPew8bfvKVFXI4qpo8XSwhwR7QEWFrhUPRDoc8TqccVQ45HA6VVn//7Ta2fxsKn2vJvM92a3LX1Oh8pbvpOzbTlVfDbj00wu1ISy8jEMhZFyX/My/WbbzrP8/PRo2TVCNJ2vnxJ8orfMk7EjxzwqQrGuLawv7yttU6fvqkevboqRemTuL8YAAAwkhD+xvNVX//RJHR6nz3LO88KZL/I+zqP7+/w6cbuu8lSRFR0Uq89/KP+pf2bZbnk22KUI0urU9X1LAZius3XFLj10Z+5fe5ihv5uM8IcmXf2/X8ulV6cuWKBvelQklrXyYLLVQjWd2Bb4TbEo1wO/J9GtqruexSY2oL/Dcnj8gSHav4QWPUa+LLPhMa1GY7c+KIEgyrzp48rB2vrZA7Kko/6zNOBYUfafmu7dowNlLJSfEqKi7X9E2vSJLfZpjGFwCA8NSaEyhZrBb9a+8G70hth5+mXTEpaHOe3999Lbt+q7h+dyjmugEq/3yvjP+3U5t/Ef3tZFZOTf7vlSr3eGS1d2206fvnscPqNaHulUC+3Vaq7dttNbwvFSoCPWAD1KIRbmfqH/K8KX+td6KHlv5S2pS6BT6pzkyItsSky7+m3j1b61bnyCWrov5tmLqXndLmcRYlJxkqKr6o9JXPqk8PaeV/7dSDN8t77eB/T7Towf6RWrPtzZAt3gAAtIZbbrlFt9xyi9kxTBPICZT8Narn3l2uLilzFGlP1Ll3l8vqrtbsOU/7ff7yz/+qSx9uUfW//qkVLy/1uc+Zk0dljYlTl/ue9snadex8nX07WyV/L5A92qKtv7BpeO/Lu+XDe0dq833SuD8sV1y3Gxpt+q65zvf8ZteHr2vrOIvPtjaMcWlWiO9L1e7ftsdDjGEeGuF2qi2nmvf3ZdSlzuWXoq/tpzOlpeo2/jlVFeZqc70C/V+jXXpsaZa+OH5em0sj9Oo4wzu9/4ydDh296P9yAADQUhdcTd8n3m4oznFEpe/8SVJUq2cCcPWudoLQq+FvPyYx5QldKFyjH8zIU2LKE6osXOmz/1T7/OWf/1UXP3hNXe79bt6SVat+pxpXtTqNna9e1/ZTcc7P/Z7366kqV9K8HTqec7+Skwyf9clJVlVUR+jNOjNP+/Orx+coJ2upNPLxy4dYnz+j5CTfSZmSk6z66vS5Zr8vQHtHI9xOteVU8w19GVWfPyHp8rktNdWVlxvi82eVnBTvc9/kJKsOnjivjoZFr46L8WmSXx1naHxBVUDzAghvTsPQDztWqHOCrdH7xTmOyPrOn+RxR6nq2sFtlA7A1WjOBKFNaWo/5vL+yzd+n//Sh1vU5d4Mn/2tjvc+ofP/s9K7LKpLL79Zo7r0UoQ1Uh26dFNRcZl3/0eSiorduv7aHk1mHzX25/pB5Gll/TZPx0+eVEJMpIqK3Vds66Yeic18V4D2z2J2ALSOMyeP+p91sAW/lDal9sugrqoTnyuq87WqPPYPlb/3eyV276aqE5+rQ5euKir2PbG+qNitm7p10qVKj5KTrD7rkpOsutQKM9IBCE9Ow9A1HSvUN+6cerqPN/ofTTAQvKY89IhK96xU5bF/qMbtUuWxf6h0z0pNeeiRZm+rwf2YLtd6/12/wa59/urzx/3ub7kufaPyz/+qU68+qurzx3VmR5b+9cHr3qzn/rhCHX6aJkmK/OlUTd7p0d4jLlW7a7T3iEvp79TogWmPX1X+CfffpU/zX9DhFb/R4l8+qum7fbc1fbdHMydwZQ2gPkaE26lA/lLaFH+z+Z3b/ZLcZRdl27tCz9wzVJK08J3lsv77cE3euVObx7m8hz9P3+VSxtSHtWbbmyoqLvfzK2bXgGcGEH5qm+B+Zz5U2f6jTd7fFdlV7mtvaP1gAJotkBMo+d2PeXe5Og6b6m2w609WVfs8K15e6ncYSACQAAAUJklEQVR/y2IkXHHI9Nldv1XJh1sVacQrbmCKd1bquH7DdfHccf284C2VVl4eCf7FzMd1+4gxzX4ttecBz9r2pvcKHBlTQnvWaKC10Ai3U2051Xz9L6MfXN9ba7NnapQrwmckxdWlt17etl0nL1bp5wVWlVa6dFOPrsqY+l2Bnr7pFW0YU6dJ3u1RxhR+xQQQGH3jzkmuKLkiO8p9DU0uEMq+7xUv6m5H+m4/JqFLd8VFRujCu7mNNti1y1avyZVGfre/dfGPyyW3U13Gzb9igqzz//2iXI4ylf9jj4zrfuR9TPXB/6tZc7MC8nrGJt9G4wtcBRrhdqqtp5qv/TK64JKG9I9ST/dxXdr2Z5/7NHXJI37FBAAAZmhpU33HiNGKiYnR+rUrvPtb//mfTyone4H/Q6Yry5T05A5d3Pemzr6dJU9Vhbr37M3lgAAT0Ai3Y4H6pbQt8SsmAAAIJSPvuV9Dbx3hs2xT/tpGJ8jqdNtUGdf9SCpar/VNzAwNoHUwWRYAAAAQQP4m86o7QZbUvElML7ikd/bs1uxpd+u+Ef+h2dPu1id/26NOsWWyHPlKZZ9+1UqvBGi/GBEGAAAAAqj+KWrWmDifCbKkq5/E9IJL+uRve/TH9Uu0MUVKTopXUfFFTV/1rPq7/1f3dOrOvAdACzAiDAAAAATYHSNGa/1rO7Xz/X8oY+6zch38oNmXe7rgkn7Yq0Z/yv+NNqZIw3tHKsoaoeG9I7UhRcp5ZRtNMNBCpo4Il5aWKjMzU2VlZaqurtaCBQs0aNAgMyOhBf7y/jvalL9WZ04eVWLP65W54FHNHDfQ7FhAi1GbAACB1JJJTGub4L5x53Tw6DdKftDusz45yaovz1yiCQZayNRGeOPGjRo6dKjS09N1+PBhzZs3Tzt27DAzEprpL++/o9Wrc2W/e7Z6fXsJgOcX56izJ12jFGF2PKBFqE0AgEBrziSmF1xSvN1Q37hiRR05qJu6dVJRcZWG9/5u172o2K2benRtrbhAu2dqI5yeni6bzSZJcrvdio6ONjMOWmBT/lrZ757tc5083TVbS5av1ajZD5qcDmgZahMAwGw9EmMkSW5XtB4ddY+m796hDWNcSk6yqqjYrem7PcqYMsnklEDb8Xg8Wrx4sQ4ePCibzaalS5fquuuu867fvXu38vPzZbVa1adPHy1evFgWS8NnArdZI1xQUKD8/HyfZdnZ2RowYIDOnj2rzMxMLVy4sMntWCwW2e32Ju9Xn9VqbdHj2lqo5Txz8qh6+blO3vGtx2WzRSs6wdzXYrVYlRCADJ4SQ9G2aHkMQ7Zoj+yRgftfJ9T+5u2N2bVJCp33NhRyNpax1GpRtM2mSMNQVawhi4n1KZC1yTAMuWw2GRZDhlEpewz1CWiOuqd4det5vaY89EjQXX5y3E8GydOxq2Zte1NfnT6nm3okKmPKJC45ibBSWFgop9OpLVu26MCBA1q2bJlWr14tSaqsrFRubq527dolwzA0d+5c7d27VyNGjGhwe23WCKempio1NfWK5QcPHtTcuXM1f/58DRkypMnteDwelZaWNvv57XZ7ix7X1kItZ7ee1/u9Tl6v63rJ6axSVYm5ryUhwa6SAGSwVjgU64ySw+GQsypCpQ5HANJdFmp/8/bG7Nokhc57Gwo5G8voNAxVOZ2qdjjkqHDIbWJ9CmRtinY45HE65ahyyOFwqLQ6AAG/FQp/cyl0ciL4+DvFa/XqXEkKumZ4bPJtNL4IGk63R8UXKgO+3R83sm7//v0aNmyYJGngwIH67LPPvOtsNpv+8Ic/yDAMSZLL5WryiD5TD40+dOiQMjIylJubq759+5oZBS005aFHLn9h3D1b0d9+gZQVrlTWonTJZXY6oGWoTQAQHvye4nX3bG3KXxt0jTAQTKySEqyB3+6FCxf08MMPe2+npaUpLe3y9bfLysoUHx//XQarVS6XS5GRkbJYLEpMTJQkvf7666qoqNCtt97a6HOZ2gjn5OTI6XQqKytLkhQfH+8d3kZoqD8LYmLP6/XrxfP0i3EDdWnbn01OB7QMtQkAwkODp3idPGpOICDMde7cWW+99ZbfdfHx8SovL/fe9ng8iqxzuqLH49FLL72kI0eOaOXKlYqIaHziXlMbYXYs24e6syBecElD+kdJ7uMmpwJajtoEAOGhoVO8uvW83rxQAPwaPHiw9u7dq5SUFB04cEB9+vTxWb9o0SLZbDbl5eU1OklWLVMbYQAAAMAs/k7xKt2zUrNmzTE7GoB6Ro4cqX379mnixImqqalRdna2du3apYqKCt18883atm2bfvKTn+ihhx6SJE2bNk0jR45scHs0wgAAAAhL9U/x6tbzes2aNYfzg4EgZLFYtGTJEp9lN954o/ffX3zxRbO2RyOMVrer6AOtqTPd/8wJTPcPAACCQ91TvIJFvN1Qp9gyRR06qEufFkuRHc2OBLQ7NMJoVbuKPtCKTa9owxiLkpPiVVRcrumbXpEkmmEAABA2LrguN7hXo1+SS9cc+qsu7S+WK7Kj3Nfc0MrpgPBDI4xWtWbbm9owxqLhvS9/1Ib3jtSGMS7N2vYmjTAAAAgLtU1wvySXOsY0fc2ZmM/+qrL9R2mCgVZEI4xW9dXpc0pOivdZlpxk1Venz5mUCAAAoO3UNsH/p+sR2Q8dllWeJh/DSDDQ+miE0apu6pGoouJy74iwJBUVu3VTj0QTUwEAALS+uiPB9kOHvaO8TaIJBlodjTBa1cwJkzR90yvaMMal5CSriordmr7bo4wpk8yOBgAA0Op6JMaoY4xDVnkY5QWCCI0wWlXtecCz6swanTGFWaMBAAAAmIdGGK1ubPJtNL4AAAAAgobF7AAAAAAAALQlGmEAAAAAQFihEQYAAAAAhBUaYQAAAABAWGGyLAAAAADAVatyunXoaEnAtzvixwHfZINohAEAAAAAVy3KEqEf2KPMjvG9cGg0AAAAACCs0AgDAAAAAMIKh0YDAACEiNLSUmVmZqqsrEzV1dVasGCBBg0aZHYsAAg5NMIAAAAhYuPGjRo6dKjS09N1+PBhzZs3Tzt27DA7FgCEHBphAACAEJGeni6bzSZJcrvdio6ONjkRAIQmGmEAAIAgVFBQoPz8fJ9l2dnZGjBggM6ePavMzEwtXLiwye1YLBbZ7fbWihkwVqs1JHLW11huR6VLhmHIMKRoW7SMWEOWhOB4jVaLVQkBzOIpMWQYhlw2mwyLIcOolD0msK1Ge/yMwDw0wgAAAEEoNTVVqampVyw/ePCg5s6dq/nz52vIkCFNbsfj8ai0tLQ1IgaU3W4PiZz1NZbb4ZIcjhg5HA5ZnFVyVDjkLgmO15iQYFdJALNYKxyKdjjkcTrlqHLI4XCotDpgm5fUPj8jMA+NMAAAQIg4dOiQMjIylJubq759+5odBwBCFo0wAABAiMjJyZHT6VRWVpYkKT4+XqtXrzY5FQCEHhphAACAEEHTCwCBYTE7AAAAAAAAbYlGGAAAAAAQVmiEAQAAAABhxdRzhCsqKjRv3jxdunRJhmHopZdeUufOnc2MBADUJgAAgHbO1BHhrVu3qn///tq8ebNGjx6tvLw8M+MAgCRqEwAAQLDxeDxatGiR0tLSNHXqVB07dsxn/Z///GeNHz9eaWlp2rp1a5PbM3VEOD09XW63W5J06tQpJSYmmhkHACRRmwAAAIJNYWGhnE6ntmzZogMHDmjZsmXemfSrq6v14osvatu2bTIMQ5MmTdLw4cPVtWvXBrfXZo1wQUGB8vPzfZZlZ2drwIABmjZtmr788ktt3LixreIAgCRqEwAAQCjYv3+/hg0bJkkaOHCgPvvsM++6r7/+WklJSerQoYMk6cc//rE+/vhj3XvvvQ1ur80a4dTUVKWmpvpd99prr+nrr7/WI488osLCwka3Y7FYZLfbm/38Vqu1RY9ra6Ge01Hpks1mkaFYOWzRik4w97VYLVYlBCCDp8RQtC1aHsOQLdoje2Tg/tcJ9b95qDO7Nkmh896GQs7GMpZaLYq22RRpGKqKNWQxsT4FsjYZhiGXzSbDYsgwKmWPoT4BAFpXxw6xGnv3fwR8u6dPn9Zjjz3mvZ2Wlqa0tDRJUllZmeLj473rrFarXC6XIiMjVVZW5vM9EBcXp7Kyskafy9RDo9euXavu3bvr/vvvV2xsrKxWa5OP8Xg8Ki0tbfZz2e32Fj2urYV6TodLcjqj5HBXyOmsUlWJua8lIcGukgBksFY4FOuMksPhkLMqQqUORwDSXRbqf/P2qC1rkxQ6720o5Gwso9MwVOV0qtrhkKPCIbeJ9SmQtSna4ZDH6ZSjyiGHw6HS6gAE/FYo/M2l0MkJAGhcjx499NZbb/ldFx8fr/Lycu9tj8ejyG8Hp+qvKy8vb/IHUlMb4fHjx+upp57S9u3b5Xa7lZ2dbWYcAJBEbQIAAAg2gwcP1t69e5WSkqIDBw6oT58+3nU33nijjh07posXLyo2NlYff/yxZsyY0ej2TG2EExMT9eqrr5oZAQCuQG0CAAAILiNHjtS+ffs0ceJE1dTUKDs7W7t27VJFRYXS0tK0YMECzZgxQzU1NRo/fry6d+/e6PZMbYQBAAAAAGiKxWLRkiVLfJbdeOON3n/feeeduvPOO69+ewFLBgAAAABACKARBgAAAACEFRphAAAAAEBYoREGAAAAAISViJqamhqzQwAAAAAA0FYYEQYAAAAAhBUaYQAAAABAWKERBgAAAACEFRphAAAAAEBYoREGAAAAAIQVGmEAAAAAQFgJm0a4oqJCs2bN0uTJkzVjxgxduHDB7Eh+lZaWaubMmZoyZYrS0tL0ySefmB2pUe+9957mzZtndgwfHo9HixYtUlpamqZOnapjx46ZHalRn376qaZOnWp2jAZVV1crMzNTkydP1oQJE/T++++bHandCYX6RG0KjFCqT9QmtLVQqzP1BWvdqSuUalB9wV6T6qNGBb+waYS3bt2q/v37a/PmzRo9erTy8vLMjuTXxo0bNXToUG3atEkvvviilixZYnakBi1dulQ5OTnyeDxmR/FRWFgop9OpLVu2aN68eVq2bJnZkRq0bt06Pfvss6qqqjI7SoN27typjh07avPmzVq3bp1eeOEFsyO1O6FQn6hNgREq9YnaBDOEUp2pL5jrTl2hUoPqC4WaVB81KvhFmh2graSnp8vtdkuSTp06pcTERJMT+Zeeni6bzSZJcrvdio6ONjlRwwYPHqy77rpLW7ZsMTuKj/3792vYsGGSpIEDB+qzzz4zOVHDkpKStHLlSs2fP9/sKA265557NGrUKO9tq9VqYpr2KRTqE7UpMEKlPlGbYIZQqjP1BXPdqStUalB9oVCT6qNGBb922QgXFBQoPz/fZ1l2drYGDBigadOm6csvv9TGjRtNSvedxnKePXtWmZmZWrhwoUnpvtNQzpSUFH300UcmpWpYWVmZ4uPjvbetVqtcLpciI4Pv4z5q1CidOHHC7BiNiouLk3T5fX388cc1Z84ckxOFtlCoT9Sm1hMq9YnahNYWKnWmvlCsO3WFSg2qLxRqUn3UqOAX3J/6FkpNTVVqaqrfda+99pq+/vprPfLIIyosLGzjZL4aynnw4EHNnTtX8+fP15AhQ0xI5qux9zMYxcfHq7y83Hvb4/EEfYEPdqdPn9Zjjz2myZMna+zYsWbHCWmhUJ+oTa2H+hRY1KbQFSp1pr5QrDt1UYPaFjUquIXNOcJr167V22+/LUmKjY0N2sMTDh06pIyMDOXk5Oj22283O05IGjx4sD744ANJ0oEDB9SnTx+TE4W2c+fOafr06crMzNSECRPMjtMuhUJ9ojYFBvUpcKhN7Q91pvVRg9oONSr4hc1PQOPHj9dTTz2l7du3y+12Kzs72+xIfuXk5MjpdCorK0vS5V/uVq9ebXKq0DJy5Ejt27dPEydOVE1NTdD+rUPFmjVrVFJSory8PO8kTuvWrVNMTIzJydqPUKhP1KbAoD4FDrWp/aHOtD5qUNuhRgW/iJqamhqzQwAAAAAA0FbC5tBoAAAAAAAkGmEAAAAAQJihEQYAAAAAhBUaYQAAAABAWKERBgAAAACEFRphmOKLL77QzTffrDfeeMNnucvl0gMPPKAnn3zSZ3leXt4VywCgNVCfAAQjahMQWDTCMEXfvn318MMPKycnR6dOnfIuX7Vqlc6ePavnnnvOu2z37t1atWqVGTEBhCHqE4BgRG0CAotGGKZ59NFH1aNHDy1atEiS9Omnn2rdunXKyspShw4d5HK59Otf/1oLFy5Ur169TE4LIJxQnwAEI2oTEDg0wjCNzWZTVlaW9u3bp7ffflsLFy7U+PHjddttt0mSKioqdPjwYW3dulWDBg0yOS2AcEJ9AhCMqE1A4ESaHQDhbeDAgZoyZYqeeeYZXXPNNXrqqae86xISEvT666+bmA5AOKM+AQhG1CYgMBgRhumGDx8ul8ulfv36KS4uzuw4AOBFfQIQjKhNwPdHIwxTORwOLV68WEOGDNGePXtUWFhodiQAkER9AhCcqE1AYNAIw1S/+93vVFlZqby8PN13331avHixSkpKzI4FANQnAEGJ2gQEBo0wTPP3v/9db7zxhp5//nnZ7XY9/fTTcrvdWrZsmdnRAIQ56hOAYERtAgKHRhimKCsr08KFCzVmzBgNHz5cktSpUyc9/fTT2r59u/bt22dyQgDhivoEIBhRm4DAohGGKX7zm9+osrJSzzzzjM/ycePG6fbbb9dzzz2n8vJyk9IBCGfUJwDBiNoEBFZETU1NjdkhAAAAAABoK4wIAwAAAADCCo0wAAAAACCs0AgDAAAAAMIKjTAAAAAAIKzQCAMAAAAAwgqNMAAAAAAgrNAIAwAAAADCCo0wAAAAACCs0AgDAAAAAMLK/wfTb/l8SvjmiAAAAABJRU5ErkJggg==\n", 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" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fig_decision_boundary" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We observe that the decision boundary was shifted towards samples from the minority class. This shift allowed to increase the performance in terms of balanced accuracy, which increased from 0.786+/-0.046 to 0.898+/-0.021. We note however that the performances in terms of AUC ROC and Average Precision both decreased. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Logistic regression" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us now apply the same methodology with a logistic regression classifier. We first build a classifier with equal weights for the two classes and run a stratified 5-fold cross-validation." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture\n", - "classifier = sklearn.linear_model.LogisticRegression(C=1,class_weight={0:1,1:1},random_state=0)\n", - "\n", - "(results_df_lr_baseline, classifier_0, train_df, test_df) = kfold_cv_with_classifier(classifier, \n", - " X, y, \n", - " n_splits=5,\n", - " strategy_name=\"Logistic regression - Baseline\")\n", - "\n", - "fig_decision_boundary = plot_decision_boundary(classifier_0, train_df, test_df)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Fit time (s)Score time (s)AUC ROCAverage PrecisionBalanced accuracy
Logistic regression - Baseline0.01+/-0.0020.005+/-0.0020.937+/-0.0120.535+/-0.0650.641+/-0.048
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" + "source": [ + "# Exclude non-numeric columns before calculating mean and std\n", + "numeric_results = results.select_dtypes(include=['number'])\n", + "\n", + "results_mean = list(numeric_results.mean().values)\n", + "results_std = list(numeric_results.std().values)\n", + "\n", + "pd.DataFrame([[str(round(results_mean[i],3))+'+/-'+str(round(results_std[i],3)) for i in range(len(results))]],\n", + " columns=['Fit time (s)','Score time (s)','AUC ROC','Average Precision','Balanced accuracy'])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XmcEaJm-FSWm" + }, + "source": [ + "The performances are rather good since the AUC ROC is well beyond $0.5$ and the average precision over $0.05$. The balanced accuracy is however not so high, suggesting that the decision boundary misclassifies many of the samples from the minority class.\n", + "\n", + "Let us finally plot the decision boundary provided by one of the decision trees. We use the decision tree obtained from the first fold of the cross-validation." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "tags": [ + "hide-cell" + ], + "id": "Y3nx_owyFSWm" + }, + "outputs": [], + "source": [ + "def plot_decision_boundary_classifier(ax,\n", + " classifier,\n", + " train_df,\n", + " input_features=['X1','X2'],\n", + " output_feature='Y',\n", + " title=\"\",\n", + " fs=14,\n", + " plot_training_data=True):\n", + "\n", + " plot_colors = [\"tab:blue\",\"tab:orange\"]\n", + "\n", + " x1_min, x1_max = train_df[input_features[0]].min() - 1, train_df[input_features[0]].max() + 1\n", + " x2_min, x2_max = train_df[input_features[1]].min() - 1, train_df[input_features[1]].max() + 1\n", + "\n", + " plot_step=0.1\n", + " xx, yy = np.meshgrid(np.arange(x1_min, x1_max, plot_step),\n", + " np.arange(x2_min, x2_max, plot_step))\n", + "\n", + " Z = classifier.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:,1]\n", + " Z = Z.reshape(xx.shape)\n", + " ax.contourf(xx, yy, Z, cmap=plt.cm.RdYlBu_r,alpha=0.3)\n", + "\n", + " if plot_training_data:\n", + " # Plot the training points\n", + " groups = train_df.groupby(output_feature)\n", + " for name, group in groups:\n", + " ax.scatter(group[input_features[0]], group[input_features[1]], edgecolors='black', label=name)\n", + "\n", + " ax.set_title(title, fontsize=fs)\n", + " ax.set_xlabel(input_features[0], fontsize=fs)\n", + " ax.set_ylabel(input_features[1], fontsize=fs)\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "id": "vhh4TEGEFSWn" + }, + "outputs": [], + "source": [ + "# Retrieve the decision tree from the first fold of the cross-validation\n", + "classifier_0 = cv_results_['estimator'][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "id": "zNFRHv4lFSWn" + }, + "outputs": [], + "source": [ + "# Retrieve the indices used for the training and testing of the first fold of the cross-validation\n", + "(train_index, test_index) = next(cv.split(X, y))\n", + "\n", + "# Recreate the train and test DafaFrames from these indices\n", + "train_df = pd.DataFrame({'X1':X[train_index,0], 'X2':X[train_index,1], 'Y':y[train_index]})\n", + "test_df = pd.DataFrame({'X1':X[test_index,0], 'X2':X[test_index,1], 'Y':y[test_index]})\n", + "input_features = ['X1','X2']\n", + "output_feature = 'Y'" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "tags": [ + "hide-cell" + ], + "id": "euN-MU5oFSWn" + }, + "outputs": [], + "source": [ + "%%capture\n", + "fig_decision_boundary, ax = plt.subplots(1, 3, figsize=(5*3,5))\n", + "\n", + "plot_decision_boundary_classifier(ax[0], classifier_0,\n", + " train_df,\n", + " title=\"Decision surface of the decision tree\\n With training data\",\n", + " plot_training_data=True)\n", + "\n", + "plot_decision_boundary_classifier(ax[1], classifier_0,\n", + " train_df,\n", + " title=\"Decision surface of the decision tree\\n\",\n", + " plot_training_data=False)\n", + "\n", + "\n", + "plot_decision_boundary_classifier(ax[2], classifier_0,\n", + " test_df,\n", + " title=\"Decision surface of the decision tree\\n With test data\",\n", + " plot_training_data=True)\n", + "\n", + "ax[-1].legend(loc='upper left',\n", + " bbox_to_anchor=(1.05, 1),\n", + " title=\"Class\")\n", + "\n", + "sm = plt.cm.ScalarMappable(cmap=plt.cm.RdYlBu_r, norm=plt.Normalize(vmin=0, vmax=1))\n", + "cax = fig_decision_boundary.add_axes([0.93, 0.15, 0.02, 0.5])\n", + "fig_decision_boundary.colorbar(sm, cax=cax, alpha=0.3, boundaries=np.linspace(0, 1, 11))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 515 + }, + "id": "BE_7PFOkFSWn", + "outputId": "ba503bbd-bdce-4afc-9506-a15087460dd9" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {}, + "execution_count": 17 + } ], - "text/plain": [ - " Fit time (s) Score time (s) AUC ROC \\\n", - "Logistic regression - Baseline 0.01+/-0.002 0.005+/-0.002 0.937+/-0.012 \n", - "\n", - " Average Precision Balanced accuracy \n", - "Logistic regression - Baseline 0.535+/-0.065 0.641+/-0.048 " - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results_df_lr_baseline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The performances in terms of AUC ROC and Average Precision are higher than with a decision tree, but lower in terms of balanced accuracy. " - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fig_decision_boundary" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The decision boundary illustrates the linear separation that results from logistic regression. Due to the class imbalance, we observe that the decision boundary slightly favors the majority class. \n", - "\n", - "As for the decision tree, let us change the class weights, using the imbalance ratio as the weight for the majority class. " - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "%%capture\n", - "classifier = sklearn.linear_model.LogisticRegression(C=1,class_weight={0:IR,1:1},random_state=0)\n", - "\n", - "(results_df_lr_cost_sensitive, classifier_0, train_df, test_df) = kfold_cv_with_classifier(classifier, \n", - " X, y, \n", - " n_splits=5,\n", - " strategy_name=\"Logistic regression - Cost-sensitive\")\n", - "\n", - "fig_decision_boundary = plot_decision_boundary(classifier_0, train_df, test_df)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Fit time (s)Score time (s)AUC ROCAverage PrecisionBalanced accuracy
Logistic regression - Baseline0.01+/-0.0020.005+/-0.0020.937+/-0.0120.535+/-0.0650.641+/-0.048
Logistic regression - Cost-sensitive0.008+/-0.0020.004+/-0.0010.937+/-0.0120.536+/-0.0640.899+/-0.01
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" + "source": [ + "fig_decision_boundary" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "SkN4QiPCFSWn" + }, + "source": [ + "For better visualization, we report the decision boundaries alone (middle), with the training data (left), and with the test data (right). The plots show that the decision tree correctly identifies the region where the minority class samples lie. The decision tree however mostly classifies samples from the overlapping region into the majority class (yellow/blue color gradient).\n", + "\n", + "\n", + "We will reuse the functions above for computing the performances and for plotting the decision boundaries. For the sake of code conciseness, we implement two functions for computing the cross-validation results (`kfold_cv_with_classifier`) and for plotting the decision boundaries (`plot_decision_boundary`)." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "tags": [ + "hide-cell" + ], + "id": "7A5Hl3JjFSWn" + }, + "outputs": [], + "source": [ + "def kfold_cv_with_classifier(classifier,\n", + " X,\n", + " y,\n", + " n_splits=5,\n", + " strategy_name=\"Basline classifier\"):\n", + "\n", + " cv = sklearn.model_selection.StratifiedKFold(n_splits=n_splits, shuffle=True, random_state=0)\n", + "\n", + " cv_results_ = sklearn.model_selection.cross_validate(classifier,X,y,cv=cv,\n", + " scoring=['roc_auc',\n", + " 'average_precision',\n", + " 'balanced_accuracy'],\n", + " return_estimator=True)\n", + "\n", + " results = round(pd.DataFrame(cv_results_),3)\n", + " # Exclude non-numeric columns before calculating mean and std\n", + " numeric_results = results.select_dtypes(include=['number'])\n", + "\n", + " results_mean = list(numeric_results.mean().values)\n", + " results_std = list(numeric_results.std().values)\n", + " results_df = pd.DataFrame([[str(round(results_mean[i],3))+'+/-'+\n", + " str(round(results_std[i],3)) for i in range(len(results))]],\n", + " columns=['Fit time (s)','Score time (s)',\n", + " 'AUC ROC','Average Precision','Balanced accuracy'])\n", + " results_df.rename(index={0:strategy_name}, inplace=True)\n", + "\n", + " classifier_0 = cv_results_['estimator'][0]\n", + "\n", + " (train_index, test_index) = next(cv.split(X, y))\n", + " train_df = pd.DataFrame({'X1':X[train_index,0], 'X2':X[train_index,1], 'Y':y[train_index]})\n", + " test_df = pd.DataFrame({'X1':X[test_index,0], 'X2':X[test_index,1], 'Y':y[test_index]})\n", + "\n", + " return (results_df, classifier_0, train_df, test_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "tags": [ + "hide-cell" + ], + "id": "s_6okNpqFSWn" + }, + "outputs": [], + "source": [ + "def plot_decision_boundary(classifier_0,\n", + " train_df,\n", + " test_df):\n", + "\n", + " fig_decision_boundary, ax = plt.subplots(1, 3, figsize=(5*3,5))\n", + "\n", + " plot_decision_boundary_classifier(ax[0], classifier_0,\n", + " train_df,\n", + " title=\"Decision surface of the decision tree\\n With training data\",\n", + " plot_training_data=True)\n", + "\n", + " plot_decision_boundary_classifier(ax[1], classifier_0,\n", + " train_df,\n", + " title=\"Decision surface of the decision tree\\n\",\n", + " plot_training_data=False)\n", + "\n", + "\n", + " plot_decision_boundary_classifier(ax[2], classifier_0,\n", + " test_df,\n", + " title=\"Decision surface of the decision tree\\n With test data\",\n", + " plot_training_data=True)\n", + "\n", + " ax[-1].legend(loc='upper left',\n", + " bbox_to_anchor=(1.05, 1),\n", + " title=\"Class\")\n", + "\n", + " sm = plt.cm.ScalarMappable(cmap=plt.cm.RdYlBu_r, norm=plt.Normalize(vmin=0, vmax=1))\n", + " cax = fig_decision_boundary.add_axes([0.93, 0.15, 0.02, 0.5])\n", + " fig_decision_boundary.colorbar(sm, cax=cax, alpha=0.3, boundaries=np.linspace(0, 1, 11))\n", + "\n", + " return fig_decision_boundary" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rGPscf5bFSWo" + }, + "source": [ + "Let us recompute the performances and decision boundaries with these two functions." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "id": "9cOYWOC-FSWo" + }, + "outputs": [], + "source": [ + "%%capture\n", + "classifier = sklearn.tree.DecisionTreeClassifier(max_depth=5,class_weight={0:1,1:1},random_state=0)\n", + "\n", + "\n", + "(results_df_dt_baseline, classifier_0, train_df, test_df) = kfold_cv_with_classifier(classifier,\n", + " X, y,\n", + " n_splits=5,\n", + " strategy_name=\"Decision tree - Baseline\")\n", + "\n", + "fig_decision_boundary = plot_decision_boundary(classifier_0, train_df, test_df)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 89 + }, + "id": "nObCptlhFSWo", + "outputId": "1ce80e74-376b-42be-9692-0f4c09917ca1" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Fit time (s) Score time (s) AUC ROC \\\n", + "Decision tree - Baseline 0.01+/-0.001 0.005+/-0.0 0.906+/-0.025 \n", + "\n", + " Average Precision Balanced accuracy \n", + "Decision tree - Baseline 0.528+/-0.072 0.786+/-0.046 " + ], + "text/html": [ + "\n", + "
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Fit time (s)Score time (s)AUC ROCAverage PrecisionBalanced accuracy
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"pd.concat([results_df_lr_baseline, results_df_lr_cost_sensitive])" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Fit time (s)Score time (s)AUC ROCAverage PrecisionBalanced accuracy
Decision tree - Baseline0.007+/-0.0030.006+/-0.0020.906+/-0.0250.528+/-0.0720.786+/-0.046
Decision tree - Cost-sensitive0.007+/-0.0020.006+/-0.0010.887+/-0.0340.471+/-0.0590.898+/-0.021
Logistic regression - Baseline0.01+/-0.0020.005+/-0.0020.937+/-0.0120.535+/-0.0650.641+/-0.048
Logistic regression - Cost-sensitive0.008+/-0.0020.004+/-0.0010.937+/-0.0120.536+/-0.0640.899+/-0.01
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\n" + }, + "metadata": {}, + "execution_count": 27 + } ], - "text/plain": [ - " Fit time (s) Score time (s) \\\n", - "Decision tree - Baseline 0.007+/-0.003 0.006+/-0.002 \n", - "Decision tree - Cost-sensitive 0.007+/-0.002 0.006+/-0.001 \n", - "Logistic regression - Baseline 0.01+/-0.002 0.005+/-0.002 \n", - "Logistic regression - Cost-sensitive 0.008+/-0.002 0.004+/-0.001 \n", - "\n", - " AUC ROC Average Precision \\\n", - "Decision tree - Baseline 0.906+/-0.025 0.528+/-0.072 \n", - "Decision tree - Cost-sensitive 0.887+/-0.034 0.471+/-0.059 \n", - "Logistic regression - Baseline 0.937+/-0.012 0.535+/-0.065 \n", - "Logistic regression - Cost-sensitive 0.937+/-0.012 0.536+/-0.064 \n", - "\n", - " Balanced accuracy \n", - "Decision tree - Baseline 0.786+/-0.046 \n", - "Decision tree - Cost-sensitive 0.898+/-0.021 \n", - "Logistic regression - Baseline 0.641+/-0.048 \n", - "Logistic regression - Cost-sensitive 0.899+/-0.01 " - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results_df = pd.concat([results_df_dt_baseline,\n", - " results_df_dt_cost_sensitive,\n", - " results_df_lr_baseline,\n", - " results_df_lr_cost_sensitive])\n", - "results_df" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(Cost_Sensitive_Learning_Transaction_Data)=\n", - "## Transaction data\n", - "\n", - "Let us now explore whether changing the class weights can improve the classification performances on the simulated dataset of transaction data. We reuse the methodology of [Chapter 5, Model Selection](Model_Selection), using prequential validation as the validation strategy. \n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Load data\n", - "\n", - "The loading of data and initialization of the parameters follow the same template as in [Chapter 5, Model Selection](Model_Selection)." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "tags": [ - "hide-cell" - ] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Load files\n", - "CPU times: user 724 ms, sys: 569 ms, total: 1.29 s\n", - "Wall time: 1.41 s\n", - "919767 transactions loaded, containing 8195 fraudulent transactions\n" - ] - } - ], - "source": [ - "# Load data from the 2018-07-11 to the 2018-09-14\n", - "\n", - "DIR_INPUT = 'simulated-data-transformed/data/' \n", - "\n", - "BEGIN_DATE = \"2018-06-11\"\n", - "END_DATE = \"2018-09-14\"\n", - "\n", - "print(\"Load files\")\n", - "%time transactions_df = read_from_files(DIR_INPUT, BEGIN_DATE, END_DATE)\n", - "print(\"{0} transactions loaded, containing {1} fraudulent transactions\".format(len(transactions_df),transactions_df.TX_FRAUD.sum()))\n", - "\n", - "\n", - "# Number of folds for the prequential validation\n", - "n_folds = 4\n", - "\n", - "# Set the starting day for the training period, and the deltas\n", - "start_date_training = datetime.datetime.strptime(\"2018-07-25\", \"%Y-%m-%d\")\n", - "delta_train = delta_delay = delta_test = delta_valid = delta_assessment = 7\n", - "\n", - "start_date_training_for_valid = start_date_training+datetime.timedelta(days=-(delta_delay+delta_valid))\n", - "start_date_training_for_test = start_date_training+datetime.timedelta(days=(n_folds-1)*delta_test)\n", - "\n", - "output_feature = \"TX_FRAUD\"\n", - "\n", - "input_features = ['TX_AMOUNT','TX_DURING_WEEKEND', 'TX_DURING_NIGHT', 'CUSTOMER_ID_NB_TX_1DAY_WINDOW',\n", - " 'CUSTOMER_ID_AVG_AMOUNT_1DAY_WINDOW', 'CUSTOMER_ID_NB_TX_7DAY_WINDOW',\n", - " 'CUSTOMER_ID_AVG_AMOUNT_7DAY_WINDOW', 'CUSTOMER_ID_NB_TX_30DAY_WINDOW',\n", - " 'CUSTOMER_ID_AVG_AMOUNT_30DAY_WINDOW', 'TERMINAL_ID_NB_TX_1DAY_WINDOW',\n", - " 'TERMINAL_ID_RISK_1DAY_WINDOW', 'TERMINAL_ID_NB_TX_7DAY_WINDOW',\n", - " 'TERMINAL_ID_RISK_7DAY_WINDOW', 'TERMINAL_ID_NB_TX_30DAY_WINDOW',\n", - " 'TERMINAL_ID_RISK_30DAY_WINDOW']\n", - "\n", - "\n", - "# Only keep columns that are needed as argument to the custom scoring function\n", - "# (in order to reduce the serialization time of transaction dataset)\n", - "transactions_df_scorer = transactions_df[['CUSTOMER_ID', 'TX_FRAUD','TX_TIME_DAYS']]\n", - "\n", - "card_precision_top_100 = sklearn.metrics.make_scorer(card_precision_top_k_custom, \n", - " needs_proba=True, \n", - " top_k=100, \n", - " transactions_df=transactions_df_scorer)\n", - "\n", - "performance_metrics_list_grid = ['roc_auc', 'average_precision', 'card_precision@100']\n", - "performance_metrics_list = ['AUC ROC', 'Average precision', 'Card Precision@100']\n", - "\n", - "scoring = {'roc_auc':'roc_auc',\n", - " 'average_precision': 'average_precision',\n", - " 'card_precision@100': card_precision_top_100,\n", - " }\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Decision tree\n", - "\n", - "The transaction dataset contains around 0.7% of fraudulent transactions. The imbalance ratio is therefore around 1/100. In order to assess the impact of the class weight parameter on the classification performance, we vary the class weight in the range 0.01 to 1, with the following set of possible values: $[0.01, 0.05, 0.1, 0.5, 1]$. \n", - "\n", - "The implementation is the same as in [Chapter 5](Model_Selection_Decision_Tree). The only modification consists in varying the class weight parameter (`clf__class_weight`) instead of the decision tree depth. We use a decision tree depth of 5 (`clf__max_depth`). \n" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "# Define classifier\n", - "classifier = sklearn.tree.DecisionTreeClassifier()\n", - "\n", - "# Set of parameters for which to assess model performances\n", - "parameters = {'clf__max_depth':[5], 'clf__random_state':[0],\n", - " 'clf__class_weight':[{0: w} for w in [0.01, 0.05, 0.1, 0.5, 1]]}\n", - "\n", - "start_time = time.time()\n", - "\n", - "# Fit models and assess performances for all parameters\n", - "performances_df = model_selection_wrapper(transactions_df, classifier, \n", - " input_features, output_feature,\n", - " parameters, scoring, \n", - " start_date_training_for_valid,\n", - " start_date_training_for_test,\n", - " n_folds=n_folds,\n", - " delta_train=delta_train, \n", - " delta_delay=delta_delay, \n", - " delta_assessment=delta_assessment,\n", - " performance_metrics_list_grid=performance_metrics_list_grid,\n", - " performance_metrics_list=performance_metrics_list,\n", - " n_jobs=1)\n", - "\n", - "execution_time_dt = time.time()-start_time\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us use the class weight as the varying parameter, and summarize the performances as a function of the class weight." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "# Select parameter of interest (class_weight)\n", - "parameters_dict = dict(performances_df['Parameters'])\n", - "performances_df['Parameters summary'] = [parameters_dict[i]['clf__class_weight'][0] for i in range(len(parameters_dict))]\n", - "\n", - "# Rename to performances_df_dt for model performance comparison at the end of this notebook\n", - "performances_df_dt = performances_df\n" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "tags": [ - "hide-cell" - ] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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AUC ROC TestAUC ROC Test StdAverage precision TestAverage precision Test StdCard Precision@100 TestCard Precision@100 Test StdParametersExecution timeAUC ROC ValidationAUC ROC Validation StdAverage precision ValidationAverage precision Validation StdCard Precision@100 ValidationCard Precision@100 Validation StdParameters summary
00.8255000.0094640.5374400.0336680.2892860.010903{'clf__class_weight': {0: 0.01}, 'clf__max_dep...0.5554970.8374540.0143560.5329240.0252520.2775000.0109440.01
10.7929120.0297340.5611530.0460310.2735710.019418{'clf__class_weight': {0: 0.05}, 'clf__max_dep...0.5057400.8082130.0221400.5658800.0277370.2660710.0137160.05
20.7844860.0316980.5563200.0310250.2721430.019548{'clf__class_weight': {0: 0.1}, 'clf__max_dept...0.7186780.8141530.0234920.5727580.0297830.2696430.0157910.10
30.7980430.0209880.5793940.0160070.2782140.003093{'clf__class_weight': {0: 0.5}, 'clf__max_dept...0.6228620.7996820.0135240.5684080.0186310.2650000.0134200.50
40.8101380.0085860.6003060.0167970.2842860.004286{'clf__class_weight': {0: 1}, 'clf__max_depth'...0.6262870.8042180.0165050.5460940.0421970.2678570.0138691.00
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" + "source": [ + "fig_decision_boundary" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QWFOrWhxFSWo" + }, + "source": [ + "Let us now set the class weights so that false positives have a weight equal to the imbalance ratio." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "id": "Qs8y7pM7FSWo" + }, + "outputs": [], + "source": [ + "IR=0.05/0.95" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "id": "0Wk06pIJFSWo" + }, + "outputs": [], + "source": [ + "class_weight={0:IR,1:1}" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "id": "tiQO7k4qFSWo" + }, + "outputs": [], + "source": [ + "%%capture\n", + "classifier = sklearn.tree.DecisionTreeClassifier(max_depth=5,class_weight=class_weight,random_state=0)\n", + "\n", + "(results_df_dt_cost_sensitive, classifier_0, train_df, test_df) = kfold_cv_with_classifier(classifier,\n", + " X, y,\n", + " n_splits=5,\n", + " strategy_name=\"Decision tree - Cost-sensitive\")\n", + "\n", + "fig_decision_boundary = plot_decision_boundary(classifier_0, train_df, test_df)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 112 + }, + "id": "6pvJ05ODFSWo", + "outputId": "28725def-55e4-474a-f8e4-676bb0cfec9a" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Fit time (s) Score time (s) AUC ROC \\\n", + "Decision tree - Baseline 0.01+/-0.001 0.005+/-0.0 0.906+/-0.025 \n", + "Decision tree - Cost-sensitive 0.009+/-0.0 0.005+/-0.0 0.887+/-0.034 \n", + "\n", + " Average Precision Balanced accuracy \n", + "Decision tree - Baseline 0.528+/-0.072 0.786+/-0.046 \n", + "Decision tree - Cost-sensitive 0.471+/-0.059 0.898+/-0.021 " + ], + "text/html": [ + "\n", + "
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Fit time (s)Score time (s)AUC ROCAverage PrecisionBalanced accuracy
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Decision tree - Cost-sensitive0.009+/-0.00.005+/-0.00.887+/-0.0340.471+/-0.0590.898+/-0.021
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" + "source": [ + "pd.concat([results_df_dt_baseline,\n", + " results_df_dt_cost_sensitive])" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 515 + }, + "id": "Z2Rn_jGDFSWp", + "outputId": "3b25dc63-2490-47e1-aa1c-dcb7e807c7ab" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {}, + "execution_count": 32 + } ], - "text/plain": [ - " AUC ROC Average precision Card Precision@100\n", - "Best estimated parameters 0.01 0.1 0.01\n", - "Validation performance 0.837+/-0.01 0.573+/-0.03 0.278+/-0.01\n", - "Test performance 0.825+/-0.01 0.556+/-0.03 0.289+/-0.01\n", - "Optimal parameter(s) 0.01 1.0 0.01\n", - "Optimal test performance 0.825+/-0.01 0.6+/-0.02 0.289+/-0.01" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "summary_performances_dt = get_summary_performances(performances_df_dt, parameter_column_name=\"Parameters summary\")\n", - "summary_performances_dt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We observe that the optimal class weight for the majority class depends on the performance metric. For better visualization, let us plot the performances as a function of the class weight for the three performance metrics. " - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "get_performances_plots(performances_df_dt, \n", - " performance_metrics_list=['AUC ROC', 'Average precision', 'Card Precision@100'], \n", - " expe_type_list=['Test','Validation'], expe_type_color_list=['#008000','#FF0000'],\n", - " parameter_name=\"Class weight for the majority class\",\n", - " summary_performances=summary_performances_dt)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The results are mitigated, showing conflicting trends between the class weight of the majority class and the performance gains. For AUC ROC and CP@100, a class weight close to the imbalance ratio (0.01) provides the highest performance for both the test set and validation set, but the lowest performance in terms of Average Precision. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Logistic regression\n", - "\n", - "Let us follow the same methodology as above, using logistic regression as the classification algorithm." - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "# Define classifier\n", - "classifier = sklearn.linear_model.LogisticRegression()\n", - "\n", - "# Set of parameters for which to assess model performances\n", - "parameters = {'clf__C':[1], 'clf__random_state':[0],\n", - " 'clf__class_weight':[{0: w} for w in [0.01, 0.05, 0.1, 0.5, 1]]}\n", - "\n", - "start_time = time.time()\n", - "\n", - "# Fit models and assess performances for all parameters\n", - "performances_df = model_selection_wrapper(transactions_df, classifier, \n", - " input_features, output_feature,\n", - " parameters, scoring, \n", - " start_date_training_for_valid,\n", - " start_date_training_for_test,\n", - " n_folds=n_folds,\n", - " delta_train=delta_train, \n", - " delta_delay=delta_delay, \n", - " delta_assessment=delta_assessment,\n", - " performance_metrics_list_grid=performance_metrics_list_grid,\n", - " performance_metrics_list=performance_metrics_list,\n", - " n_jobs=1)\n", - "\n", - "execution_time_lr = time.time()-start_time\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [], - "source": [ - "# Select parameter of interest (class_weight)\n", - "parameters_dict=dict(performances_df['Parameters'])\n", - "performances_df['Parameters summary']=[parameters_dict[i]['clf__class_weight'][0] for i in range(len(parameters_dict))]\n", - "\n", - "# Rename to performances_df_dt for model performance comparison at the end of this notebook\n", - "performances_df_lr=performances_df\n" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "tags": [ - "hide-cell" - ] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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AUC ROC TestAUC ROC Test StdAverage precision TestAverage precision Test StdCard Precision@100 TestCard Precision@100 Test StdParametersExecution timeAUC ROC ValidationAUC ROC Validation StdAverage precision ValidationAverage precision Validation StdCard Precision@100 ValidationCard Precision@100 Validation StdParameters summary
00.8713960.0171370.5711290.0280270.2939290.010120{'clf__C': 1, 'clf__class_weight': {0: 0.01}, ...0.5873760.8710690.0099550.4978080.0397340.2764290.0131900.01
10.8707110.0163320.6048050.0158340.2967860.009813{'clf__C': 1, 'clf__class_weight': {0: 0.05}, ...0.6099120.8705840.0087720.5506170.0294660.2785710.0150850.05
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40.8676430.0154040.6230810.0162040.2971430.008806{'clf__C': 1, 'clf__class_weight': {0: 1}, 'cl...0.5762400.8668610.0089880.6122640.0234740.2782140.0169141.00
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" + "source": [ + "fig_decision_boundary" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-5V_tY80FSWp" + }, + "source": [ + "We observe that the decision boundary was shifted towards samples from the minority class. This shift allowed to increase the performance in terms of balanced accuracy, which increased from 0.786+/-0.046 to 0.898+/-0.021. We note however that the performances in terms of AUC ROC and Average Precision both decreased." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PiWxFQTSFSWp" + }, + "source": [ + "### Logistic regression" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1Y33ufmaFSWp" + }, + "source": [ + "Let us now apply the same methodology with a logistic regression classifier. We first build a classifier with equal weights for the two classes and run a stratified 5-fold cross-validation." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "id": "XDlw0x3OFSWp" + }, + "outputs": [], + "source": [ + "%%capture\n", + "classifier = sklearn.linear_model.LogisticRegression(C=1,class_weight={0:1,1:1},random_state=0)\n", + "\n", + "(results_df_lr_baseline, classifier_0, train_df, test_df) = kfold_cv_with_classifier(classifier,\n", + " X, y,\n", + " n_splits=5,\n", + " strategy_name=\"Logistic regression - Baseline\")\n", + "\n", + "fig_decision_boundary = plot_decision_boundary(classifier_0, train_df, test_df)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 89 + }, + "id": "QlWbYaZSFSWy", + "outputId": "8e241e6d-4153-49cc-ccf7-df400acfda27" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Fit time (s) Score time (s) AUC ROC \\\n", + "Logistic regression - Baseline 0.012+/-0.008 0.006+/-0.0 0.937+/-0.012 \n", + "\n", + " Average Precision Balanced accuracy \n", + "Logistic regression - Baseline 0.535+/-0.065 0.641+/-0.048 " + ], + "text/html": [ + "\n", + "
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Fit time (s)Score time (s)AUC ROCAverage PrecisionBalanced accuracy
Logistic regression - Baseline0.012+/-0.0080.006+/-0.00.937+/-0.0120.535+/-0.0650.641+/-0.048
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AUC ROCAverage precisionCard Precision@100
Best estimated parameters0.011.00.05
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+ }, + "metadata": {}, + "execution_count": 35 + } + ], + "source": [ + "fig_decision_boundary" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lm6zBvmjFSWz" + }, + "source": [ + "The decision boundary illustrates the linear separation that results from logistic regression. Due to the class imbalance, we observe that the decision boundary slightly favors the majority class.\n", + "\n", + "As for the decision tree, let us change the class weights, using the imbalance ratio as the weight for the majority class." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "id": "KWfU_JAjFSWz" + }, + "outputs": [], + "source": [ + "%%capture\n", + "classifier = sklearn.linear_model.LogisticRegression(C=1,class_weight={0:IR,1:1},random_state=0)\n", + "\n", + "(results_df_lr_cost_sensitive, classifier_0, train_df, test_df) = kfold_cv_with_classifier(classifier,\n", + " X, y,\n", + " n_splits=5,\n", + " strategy_name=\"Logistic regression - Cost-sensitive\")\n", + "\n", + "fig_decision_boundary = plot_decision_boundary(classifier_0, train_df, test_df)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 112 + }, + "id": "qWhTcPa8FSWz", + "outputId": "45ea5a7d-3eb2-4c67-95a0-6c72c6908975" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Fit time (s) Score time (s) \\\n", + "Logistic regression - Baseline 0.012+/-0.008 0.006+/-0.0 \n", + "Logistic regression - Cost-sensitive 0.007+/-0.001 0.007+/-0.002 \n", + "\n", + " AUC ROC Average Precision \\\n", + "Logistic regression - Baseline 0.937+/-0.012 0.535+/-0.065 \n", + "Logistic regression - Cost-sensitive 0.937+/-0.012 0.536+/-0.064 \n", + "\n", + " Balanced accuracy \n", + "Logistic regression - Baseline 0.641+/-0.048 \n", + "Logistic regression - Cost-sensitive 0.899+/-0.01 " + ], + "text/html": [ + "\n", + "
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Fit time (s)Score time (s)AUC ROCAverage PrecisionBalanced accuracy
Logistic regression - Baseline0.012+/-0.0080.006+/-0.00.937+/-0.0120.535+/-0.0650.641+/-0.048
Logistic regression - Cost-sensitive0.007+/-0.0010.007+/-0.0020.937+/-0.0120.536+/-0.0640.899+/-0.01
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+ }, + "metadata": {}, + "execution_count": 38 + } ], - "text/plain": [ - " AUC ROC Average precision Card Precision@100\n", - "Best estimated parameters 0.01 1.0 0.05\n", - "Validation performance 0.871+/-0.01 0.612+/-0.02 0.279+/-0.02\n", - "Test performance 0.871+/-0.02 0.623+/-0.02 0.297+/-0.01\n", - "Optimal parameter(s) 0.01 1.0 0.5\n", - "Optimal test performance 0.871+/-0.02 0.623+/-0.02 0.298+/-0.01" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" + "source": [ + "fig_decision_boundary" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uqlP6IDsFSWz" + }, + "source": [ + "We observe that the decision boundary moved to the left, favoring the classification of the minority class. We note a strong increase of the balanced accuracy, from 0.641+/-0.048 to 0.899+/-0.01. The AUC ROC and Average Precision remain as good as the classifier with equal weights.\n", + "\n", + "The examples above show that tuning the class weights can improve classification performances. It is however worth noting that the performance improvements depend on the performance metric. For both classifiers, reducing the class weight of the majority class allowed to increase the balanced accuracy. The accuracy in terms of AUC ROC and Average Precision however remained unchanged for logistic regression and decreased for decision trees." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 175 + }, + "id": "1Jp1hMo2FSW0", + "outputId": "78fcd88c-91ed-43c5-ccaa-e0d2448c0a6f" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Fit time (s) Score time (s) \\\n", + "Decision tree - Baseline 0.01+/-0.001 0.005+/-0.0 \n", + "Decision tree - Cost-sensitive 0.009+/-0.0 0.005+/-0.0 \n", + "Logistic regression - Baseline 0.012+/-0.008 0.006+/-0.0 \n", + "Logistic regression - Cost-sensitive 0.007+/-0.001 0.007+/-0.002 \n", + "\n", + " AUC ROC Average Precision \\\n", + "Decision tree - Baseline 0.906+/-0.025 0.528+/-0.072 \n", + "Decision tree - Cost-sensitive 0.887+/-0.034 0.471+/-0.059 \n", + "Logistic regression - Baseline 0.937+/-0.012 0.535+/-0.065 \n", + "Logistic regression - Cost-sensitive 0.937+/-0.012 0.536+/-0.064 \n", + "\n", + " Balanced accuracy \n", + "Decision tree - Baseline 0.786+/-0.046 \n", + "Decision tree - Cost-sensitive 0.898+/-0.021 \n", + "Logistic regression - Baseline 0.641+/-0.048 \n", + "Logistic regression - Cost-sensitive 0.899+/-0.01 " + ], + "text/html": [ + "\n", + "
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Fit time (s)Score time (s)AUC ROCAverage PrecisionBalanced accuracy
Decision tree - Baseline0.01+/-0.0010.005+/-0.00.906+/-0.0250.528+/-0.0720.786+/-0.046
Decision tree - Cost-sensitive0.009+/-0.00.005+/-0.00.887+/-0.0340.471+/-0.0590.898+/-0.021
Logistic regression - Baseline0.012+/-0.0080.006+/-0.00.937+/-0.0120.535+/-0.0650.641+/-0.048
Logistic regression - Cost-sensitive0.007+/-0.0010.007+/-0.0020.937+/-0.0120.536+/-0.0640.899+/-0.01
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We reuse the methodology of [Chapter 5, Model Selection](Model_Selection), using prequential validation as the validation strategy.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6J56z5DMFSW0" + }, + "source": [ + "### Load data\n", + "\n", + "The loading of data and initialization of the parameters follow the same template as in [Chapter 5, Model Selection](Model_Selection)." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "tags": [ + "hide-cell" + ], + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dWuryxiYFSW0", + "outputId": "a2f93651-3640-4ac2-d167-6cd625c214fc" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Load files\n", + "CPU times: user 429 ms, sys: 448 ms, total: 878 ms\n", + "Wall time: 877 ms\n", + "919767 transactions loaded, containing 8195 fraudulent transactions\n" + ] + } + ], + "source": [ + "# Load data from the 2018-07-11 to the 2018-09-14\n", + "\n", + "DIR_INPUT = 'simulated-data-transformed/data/'\n", + "\n", + "BEGIN_DATE = \"2018-06-11\"\n", + "END_DATE = \"2018-09-14\"\n", + "\n", + "print(\"Load files\")\n", + "%time transactions_df = read_from_files(DIR_INPUT, BEGIN_DATE, END_DATE)\n", + "print(\"{0} transactions loaded, containing {1} fraudulent transactions\".format(len(transactions_df),transactions_df.TX_FRAUD.sum()))\n", + "\n", + "\n", + "# Number of folds for the prequential validation\n", + "n_folds = 4\n", + "\n", + "# Set the starting day for the training period, and the deltas\n", + "start_date_training = datetime.datetime.strptime(\"2018-07-25\", \"%Y-%m-%d\")\n", + "delta_train = delta_delay = delta_test = delta_valid = delta_assessment = 7\n", + "\n", + "start_date_training_for_valid = start_date_training+datetime.timedelta(days=-(delta_delay+delta_valid))\n", + "start_date_training_for_test = start_date_training+datetime.timedelta(days=(n_folds-1)*delta_test)\n", + "\n", + "output_feature = \"TX_FRAUD\"\n", + "\n", + "input_features = ['TX_AMOUNT','TX_DURING_WEEKEND', 'TX_DURING_NIGHT', 'CUSTOMER_ID_NB_TX_1DAY_WINDOW',\n", + " 'CUSTOMER_ID_AVG_AMOUNT_1DAY_WINDOW', 'CUSTOMER_ID_NB_TX_7DAY_WINDOW',\n", + " 'CUSTOMER_ID_AVG_AMOUNT_7DAY_WINDOW', 'CUSTOMER_ID_NB_TX_30DAY_WINDOW',\n", + " 'CUSTOMER_ID_AVG_AMOUNT_30DAY_WINDOW', 'TERMINAL_ID_NB_TX_1DAY_WINDOW',\n", + " 'TERMINAL_ID_RISK_1DAY_WINDOW', 'TERMINAL_ID_NB_TX_7DAY_WINDOW',\n", + " 'TERMINAL_ID_RISK_7DAY_WINDOW', 'TERMINAL_ID_NB_TX_30DAY_WINDOW',\n", + " 'TERMINAL_ID_RISK_30DAY_WINDOW']\n", + "\n", + "\n", + "# Only keep columns that are needed as argument to the custom scoring function\n", + "# (in order to reduce the serialization time of transaction dataset)\n", + "transactions_df_scorer = transactions_df[['CUSTOMER_ID', 'TX_FRAUD','TX_TIME_DAYS']]\n", + "\n", + "card_precision_top_100 = sklearn.metrics.make_scorer(card_precision_top_k_custom,\n", + " needs_proba=True,\n", + " top_k=100,\n", + " transactions_df=transactions_df_scorer)\n", + "\n", + "performance_metrics_list_grid = ['roc_auc', 'average_precision', 'card_precision@100']\n", + "performance_metrics_list = ['AUC ROC', 'Average precision', 'Card Precision@100']\n", + "\n", + "scoring = {'roc_auc':'roc_auc',\n", + " 'average_precision': 'average_precision',\n", + " 'card_precision@100': card_precision_top_100,\n", + " }\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CvyNpF8yFSW0" + }, + "source": [ + "### Decision tree\n", + "\n", + "The transaction dataset contains around 0.7% of fraudulent transactions. The imbalance ratio is therefore around 1/100. In order to assess the impact of the class weight parameter on the classification performance, we vary the class weight in the range 0.01 to 1, with the following set of possible values: $[0.01, 0.05, 0.1, 0.5, 1]$.\n", + "\n", + "The implementation is the same as in [Chapter 5](Model_Selection_Decision_Tree). The only modification consists in varying the class weight parameter (`clf__class_weight`) instead of the decision tree depth. We use a decision tree depth of 5 (`clf__max_depth`).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "id": "IG9XTkXfFSW0" + }, + "outputs": [], + "source": [ + "# Define classifier\n", + "classifier = sklearn.tree.DecisionTreeClassifier()\n", + "\n", + "# Set of parameters for which to assess model performances\n", + "parameters = {'clf__max_depth':[5], 'clf__random_state':[0],\n", + " 'clf__class_weight':[{0: w} for w in [0.01, 0.05, 0.1, 0.5, 1]]}\n", + "\n", + "start_time = time.time()\n", + "\n", + "# Fit models and assess performances for all parameters\n", + "performances_df = model_selection_wrapper(transactions_df, classifier,\n", + " input_features, output_feature,\n", + " parameters, scoring,\n", + " start_date_training_for_valid,\n", + " start_date_training_for_test,\n", + " n_folds=n_folds,\n", + " delta_train=delta_train,\n", + " delta_delay=delta_delay,\n", + " delta_assessment=delta_assessment,\n", + " performance_metrics_list_grid=performance_metrics_list_grid,\n", + " performance_metrics_list=performance_metrics_list,\n", + " n_jobs=1)\n", + "\n", + "execution_time_dt = time.time()-start_time\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0TkVhKKcFSW0" + }, + "source": [ + "Let us use the class weight as the varying parameter, and summarize the performances as a function of the class weight." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "id": "N8zOksunFSW1" + }, + "outputs": [], + "source": [ + "# Select parameter of interest (class_weight)\n", + "parameters_dict = dict(performances_df['Parameters'])\n", + "performances_df['Parameters summary'] = [parameters_dict[i]['clf__class_weight'][0] for i in range(len(parameters_dict))]\n", + "\n", + "# Rename to performances_df_dt for model performance comparison at the end of this notebook\n", + "performances_df_dt = performances_df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "tags": [ + "hide-cell" + ], + "colab": { + "base_uri": "https://localhost:8080/", + "height": 451 + }, + "id": "tJyncEmLFSW1", + "outputId": "548be135-4ac8-41c5-df76-2da72371a718" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " AUC ROC Test AUC ROC Test Std Average precision Test \\\n", + "0 0.825500 0.009464 0.537440 \n", + "1 0.792912 0.029734 0.561153 \n", + "2 0.784486 0.031698 0.556320 \n", + "3 0.798043 0.020988 0.579394 \n", + "4 0.810138 0.008586 0.600306 \n", + "\n", + " Average precision Test Std Card Precision@100 Test \\\n", + "0 0.033668 NaN \n", + "1 0.046031 NaN \n", + "2 0.031025 NaN \n", + "3 0.016007 NaN \n", + "4 0.016797 NaN \n", + "\n", + " Card Precision@100 Test Std \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "\n", + " Parameters Execution time \\\n", + "0 {'clf__class_weight': {0: 0.01}, 'clf__max_dep... 0.392052 \n", + "1 {'clf__class_weight': {0: 0.05}, 'clf__max_dep... 0.394721 \n", + "2 {'clf__class_weight': {0: 0.1}, 'clf__max_dept... 0.384776 \n", + "3 {'clf__class_weight': {0: 0.5}, 'clf__max_dept... 0.387047 \n", + "4 {'clf__class_weight': {0: 1}, 'clf__max_depth'... 0.428535 \n", + "\n", + " AUC ROC Validation AUC ROC Validation Std Average precision Validation \\\n", + "0 0.837454 0.014356 0.532971 \n", + "1 0.808208 0.022139 0.565643 \n", + "2 0.814153 0.023492 0.572792 \n", + "3 0.799682 0.013524 0.568408 \n", + "4 0.804218 0.016505 0.546094 \n", + "\n", + " Average precision Validation Std Card Precision@100 Validation \\\n", + "0 0.025298 NaN \n", + "1 0.027544 NaN \n", + "2 0.029766 NaN \n", + "3 0.018631 NaN \n", + "4 0.042197 NaN \n", + "\n", + " Card Precision@100 Validation Std Parameters summary \n", + "0 NaN 0.01 \n", + "1 NaN 0.05 \n", + "2 NaN 0.10 \n", + "3 NaN 0.50 \n", + "4 NaN 1.00 " + ], + "text/html": [ + "\n", + "
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precision Card Precision@100\n", + "Best estimated parameters 0.01 0.1 0.01\n", + "Validation performance 0.837+/-0.01 0.573+/-0.03 nan+/-nan\n", + "Test performance 0.825+/-0.01 0.556+/-0.03 nan+/-nan\n", + "Optimal parameter(s) 0.01 1.0 0.01\n", + "Optimal test performance 0.825+/-0.01 0.6+/-0.02 nan+/-nan" + ], + "text/html": [ + "\n", + "
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AUC ROCAverage precisionCard Precision@100
Best estimated parameters0.010.10.01
Validation performance0.837+/-0.010.573+/-0.03nan+/-nan
Test performance0.825+/-0.010.556+/-0.03nan+/-nan
Optimal parameter(s)0.011.00.01
Optimal test performance0.825+/-0.010.6+/-0.02nan+/-nan
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\n" + }, + "metadata": {} + } + ], + "source": [ + "get_performances_plots(performances_df_dt,\n", + " performance_metrics_list=['AUC ROC', 'Average precision', 'Card Precision@100'],\n", + " expe_type_list=['Test','Validation'], expe_type_color_list=['#008000','#FF0000'],\n", + " parameter_name=\"Class weight for the majority class\",\n", + " summary_performances=summary_performances_dt)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7osiJsNAFSW1" + }, + "source": [ + "The results are mitigated, showing conflicting trends between the class weight of the majority class and the performance gains. For AUC ROC and CP@100, a class weight close to the imbalance ratio (0.01) provides the highest performance for both the test set and validation set, but the lowest performance in terms of Average Precision." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "F-j_xITrFSW1" + }, + "source": [ + "### Logistic regression\n", + "\n", + "Let us follow the same methodology as above, using logistic regression as the classification algorithm." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "id": "L8brJOl2FSW2" + }, + "outputs": [], + "source": [ + "# Define classifier\n", + "classifier = sklearn.linear_model.LogisticRegression()\n", + "\n", + "# Set of parameters for which to assess model performances\n", + "parameters = {'clf__C':[1], 'clf__random_state':[0],\n", + " 'clf__class_weight':[{0: w} for w in [0.01, 0.05, 0.1, 0.5, 1]]}\n", + "\n", + "start_time = time.time()\n", + "\n", + "# Fit models and assess performances for all parameters\n", + "performances_df = model_selection_wrapper(transactions_df, classifier,\n", + " input_features, output_feature,\n", + " parameters, scoring,\n", + " start_date_training_for_valid,\n", + " start_date_training_for_test,\n", + " n_folds=n_folds,\n", + " delta_train=delta_train,\n", + " delta_delay=delta_delay,\n", + " delta_assessment=delta_assessment,\n", + " performance_metrics_list_grid=performance_metrics_list_grid,\n", + " performance_metrics_list=performance_metrics_list,\n", + " n_jobs=1)\n", + "\n", + "execution_time_lr = time.time()-start_time\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "id": "-Sdo-eaUFSW2" + }, + "outputs": [], + "source": [ + "# Select parameter of interest (class_weight)\n", + "parameters_dict=dict(performances_df['Parameters'])\n", + "performances_df['Parameters summary']=[parameters_dict[i]['clf__class_weight'][0] for i in range(len(parameters_dict))]\n", + "\n", + "# Rename to performances_df_dt for model performance comparison at the end of this notebook\n", + "performances_df_lr=performances_df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "tags": [ + "hide-cell" + ], + "colab": { + "base_uri": "https://localhost:8080/", + "height": 451 + }, + "id": "GSoRpQ4FFSW2", + "outputId": "1cc0b199-2de7-4303-cdc2-f7edd0497b6d" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " AUC ROC Test AUC ROC Test Std Average precision Test \\\n", + "0 0.871393 0.017115 0.571167 \n", + "1 0.870713 0.016338 0.604790 \n", + "2 0.870076 0.016027 0.613931 \n", + "3 0.868161 0.015546 0.621590 \n", + "4 0.867598 0.015451 0.622287 \n", + "\n", + " Average precision Test Std Card Precision@100 Test \\\n", + "0 0.027914 NaN \n", + "1 0.015863 NaN \n", + "2 0.014775 NaN \n", + "3 0.015900 NaN \n", + "4 0.016762 NaN \n", + "\n", + " Card Precision@100 Test Std \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "\n", + " Parameters Execution time \\\n", + "0 {'clf__C': 1, 'clf__class_weight': {0: 0.01}, ... 0.455929 \n", + "1 {'clf__C': 1, 'clf__class_weight': {0: 0.05}, ... 0.548788 \n", + "2 {'clf__C': 1, 'clf__class_weight': {0: 0.1}, '... 0.608705 \n", + "3 {'clf__C': 1, 'clf__class_weight': {0: 0.5}, '... 0.505625 \n", + "4 {'clf__C': 1, 'clf__class_weight': {0: 1}, 'cl... 0.791786 \n", + "\n", + " AUC ROC Validation AUC ROC Validation Std Average precision Validation \\\n", + "0 0.871060 0.009956 0.497777 \n", + "1 0.870569 0.008782 0.550484 \n", + "2 0.869869 0.008731 0.579549 \n", + "3 0.867845 0.008974 0.609039 \n", + "4 0.866696 0.009010 0.612230 \n", + "\n", + " Average precision Validation Std Card Precision@100 Validation \\\n", + "0 0.039766 NaN \n", + "1 0.029530 NaN \n", + "2 0.020083 NaN \n", + "3 0.022849 NaN \n", + "4 0.023650 NaN \n", + "\n", + " Card Precision@100 Validation Std Parameters summary \n", + "0 NaN 0.01 \n", + "1 NaN 0.05 \n", + "2 NaN 0.10 \n", + "3 NaN 0.50 \n", + "4 NaN 1.00 " + ], + "text/html": [ + "\n", + "
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AUC ROC TestAUC ROC Test StdAverage precision TestAverage precision Test StdCard Precision@100 TestCard Precision@100 Test StdParametersExecution timeAUC ROC ValidationAUC ROC Validation StdAverage precision ValidationAverage precision Validation StdCard Precision@100 ValidationCard Precision@100 Validation StdParameters summary
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" AUC ROC Average precision Card Precision@100\n", + "Best estimated parameters 0.01 1.0 0.01\n", + "Validation performance 0.871+/-0.01 0.612+/-0.02 nan+/-nan\n", + "Test performance 0.871+/-0.02 0.622+/-0.02 nan+/-nan\n", + "Optimal parameter(s) 0.01 1.0 0.01\n", + "Optimal test performance 0.871+/-0.02 0.622+/-0.02 nan+/-nan" + ], + "text/html": [ + "\n", + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "get_performances_plots(performances_df_lr,\n", + " performance_metrics_list=['AUC ROC', 'Average precision', 'Card Precision@100'],\n", + " expe_type_list=['Test','Validation'], expe_type_color_list=['#008000','#FF0000'],\n", + " parameter_name=\"Class weight for the majority class\",\n", + " summary_performances=summary_performances_lr)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Sq2qm5HRFSW2" + }, + "source": [ + "Similar to decision trees, the results are mitigated. Slightly higher performances are obtained for AUC ROC with a low class weight for the majority class. The performances in terms Average Precision and CP@100 however follow the opposite trend.\n", + "\n", + "## Summary\n", + "\n", + "The benefits of relying on misclassification costs in the training procedure therefore appear to be strongly dependent on the characteristics of a dataset and on the performance metric to optimize. The experiments provided in this section showed that cost-sensitive learning effectively allows to shift the decision boundary of a classifier and to favor the classification of the minority class. Its benefits in terms of AUC ROC and Average Precision seem however conflicting. In particular, the shift of the decision boundary seems to lead to many false positives, that negatively impact the precision, and therefore, the performance in terms of Average Precision. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vbTbqklzFSW3" + }, + "source": [ + "## Saving of results\n", + "\n", + "Let us finally save the performance results and execution times." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "id": "txZQQX-aFSW3" + }, + "outputs": [], + "source": [ + "performances_df_dictionary = {\n", + " \"Decision Tree\": performances_df_dt,\n", + " \"Logistic Regression\": performances_df_lr\n", + "}\n", + "\n", + "execution_times = [execution_time_dt,\n", + " execution_time_lr\n", + " ]\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Jt86Rm3uFSW3" + }, + "source": [ + "Both data structures are saved as a Pickle file." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "id": "zPRErsrHFSW3" + }, + "outputs": [], + "source": [ + "filehandler = open('performances_cost_sensitive.pkl', 'wb')\n", + "pickle.dump((performances_df_dictionary, execution_times), filehandler)\n", + "filehandler.close()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "hR2l2tG1FSW3" + }, + "outputs": [], + "source": [] } - ], - "source": [ - "summary_performances_lr = get_summary_performances(performances_df_lr, parameter_column_name=\"Parameters summary\")\n", - "summary_performances_lr" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + ], + "metadata": { + "celltoolbar": "Tags", + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + }, + "colab": { + "provenance": [] } - ], - "source": [ - "get_performances_plots(performances_df_lr, \n", - " performance_metrics_list=['AUC ROC', 'Average precision', 'Card Precision@100'], \n", - " expe_type_list=['Test','Validation'], expe_type_color_list=['#008000','#FF0000'],\n", - " parameter_name=\"Class weight for the majority class\",\n", - " summary_performances=summary_performances_lr)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Similar to decision trees, the results are mitigated. Slightly higher performances are obtained for AUC ROC with a low class weight for the majority class. The performances in terms Average Precision and CP@100 however follow the opposite trend. \n", - "\n", - "## Summary\n", - "\n", - "The benefits of relying on misclassification costs in the training procedure therefore appear to be strongly dependent on the characteristics of a dataset and on the performance metric to optimize. The experiments provided in this section showed that cost-sensitive learning effectively allows to shift the decision boundary of a classifier and to favor the classification of the minority class. Its benefits in terms of AUC ROC and Average Precision seem however conflicting. In particular, the shift of the decision boundary seems to lead to many false positives, that negatively impact the precision, and therefore, the performance in terms of Average Precision. \n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Saving of results\n", - "\n", - "Let us finally save the performance results and execution times." - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [], - "source": [ - "performances_df_dictionary = {\n", - " \"Decision Tree\": performances_df_dt,\n", - " \"Logistic Regression\": performances_df_lr\n", - "}\n", - "\n", - "execution_times = [execution_time_dt,\n", - " execution_time_lr\n", - " ]\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Both data structures are saved as a Pickle file." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "filehandler = open('performances_cost_sensitive.pkl', 'wb') \n", - "pickle.dump((performances_df_dictionary, execution_times), filehandler)\n", - "filehandler.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "celltoolbar": "Tags", - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.7" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file