{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Time series classification and clustering\n", "\n", "<img src=\"media/cover.png\" style=\"width: 40%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Overview\n", "\n", "In this lecture we will cover the following topics:\n", "- Introduction to classification and clustering.\n", "- Similarity and dissimilarity measures and their impact in classification and clustering.\n", "- Similarity measures for time series.\n", "- Classification and clustering of time series." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "import sys\n", "\n", "# Install dependencies if the notebook is running in Colab\n", "if 'google.colab' in sys.modules:\n", " !pip install -U -qq reservoir_computing tsa_course tck dtaidistance" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "# Imports\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "import numpy as np\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "from sklearn import datasets\n", "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances\n", "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n", "from sklearn.cluster import KMeans\n", "from sklearn import svm\n", "from sklearn.linear_model import Ridge\n", "from sklearn.metrics import accuracy_score, f1_score, v_measure_score, pairwise_kernels, pairwise_distances\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.inspection import DecisionBoundaryDisplay\n", "from sklearn.decomposition import KernelPCA\n", "from sklearn.mixture import GaussianMixture\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from scipy.cluster.hierarchy import linkage, dendrogram, fcluster\n", "import scipy.spatial.distance as ssd\n", "import statsmodels.api as sm\n", "from dtaidistance import dtw, dtw_ndim\n", "from dtaidistance import dtw_visualisation as dtwvis\n", "from tck.TCK import TCK\n", "from tck.datasets import DataLoader\n", "from reservoir_computing.reservoir import Reservoir\n", "from reservoir_computing.tensorPCA import tensorPCA\n", "from reservoir_computing.modules import RC_model\n", "from reservoir_computing.utils import compute_test_scores" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Classification and clustering" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Classification**\n", "\n", "- Is a *supervised* task: a classifier uses external supervision to learn a task.\n", "- The supervision usually consists of class information (labels).\n", "- A classifier fits its parameters to predict the correct label. \n", "- This can be seen as learning where to put a decision boundary that separates the classes." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Generate some toy data\n", "data = datasets.make_blobs(n_samples=800, centers=[[-5,-7], [5,5], [-3,4]], cluster_std=[1.7, 2.5, 1.5], random_state=8)\n", "X, y = data\n", "X = StandardScaler().fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "skip" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def plot_class_example(X, y, gamma=1):\n", " _, ax = plt.subplots(figsize=(5, 5))\n", " ax.scatter(X[:, 0], X[:, 1], c=plt.cm.tab10(y), s=15, alpha=0.5)\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " ax.spines[['right', 'left', 'top', 'bottom']].set_visible(False)\n", "\n", " clf = svm.SVC(kernel='rbf', gamma=gamma, C=1).fit(X, y)\n", "\n", " h = .01 # step size in the mesh\n", " x_min, x_max = X[:, 0].min(), X[:, 0].max() \n", " y_min, y_max = X[:, 1].min(), X[:, 1].max()\n", " xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n", "\n", " # Plot the decision boundary. For that, we will assign a color to each point in the mesh [x_min, m_max]x[y_min, y_max].\n", " Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n", " Z = Z.reshape(xx.shape)\n", " plt.contour(xx, yy, Z, colors='k', linewidths=1.5, linestyles='dashed')\n", " plt.xlim(-3, 3)\n", " plt.ylim(-3, 3)\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Most classifiers trade an accurate fit of the training data with generalization capabilities on out-of-sample data.\n", "- The behavior is controlled by hyperparameters that are set through a validation procedure (and usually some experience).\n", "- In this lecture we use [SVC](https://scikit-learn.org/stable/modules/svm.html), which is a [Support Vector Machine (SVM)](https://en.wikipedia.org/wiki/Support_vector_machine) for classification.\n", "- Try setting `gamma=20` in the example below to fit the training data better." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_class_example(X, y, gamma=0.1)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Clustering**\n", "- Is an *unsupervised* task.\n", "- It only looks at the structure of the data without using additonal information (class labels, extra data, human knowledge, etc...).\n", "- A clustering algorihtm groups data together so that each group is compact and separated from the others.\n", "- Clustering gives insights about the structure of the data.\n", "- The number of clutsers is often not given." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "skip" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def plot_cluster_example(X, K=2): \n", " kmeans = KMeans(n_clusters=K, random_state=0, n_init=\"auto\").fit(X)\n", " clust_lab = kmeans.labels_\n", " centers = kmeans.cluster_centers_\n", "\n", " fig, ax = plt.subplots(figsize=(5, 5))\n", " ax.scatter(X[:, 0], X[:, 1], c='gray', s=15, alpha=0.5, edgecolors='k')\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " ax.spines['left'].set_visible(False)\n", " ax.spines['bottom'].set_visible(False)\n", "\n", " for ind,i in enumerate(centers):\n", " class_inds=np.where(clust_lab==ind)[0]\n", " max_dist=np.max(pairwise_distances(i[None, ...], X[class_inds]))\n", " plt.gca().add_artist(plt.Circle(i, max_dist*0.7, fill=False, color='tab:red', linewidth=2.0))\n", "\n", " plt.xlim(-3, 3)\n", " plt.ylim(-3, 3)\n", " plt.title(f\"{K} Clutsers\")\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Setting the hyperparameters of clustering algorithms (and unsupervised approaches in general) is more critical than in supervised models.\n", "- Differently from classification, there is not an *optimal* hyperparameter configuration.\n", "- Here, we use the popular $k$-means algorithm.\n", "- Try changing the number of clusters to `K=3` and `K=4` in the code below." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We use the same data (X) as before, but not the labels (y)\n", "plot_cluster_example(X, K=2)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Performance metrics\n", "\n", "- There are many metrics to evaluate the performance in classification and clustering tasks.\n", "- The most useful ones to use depend on the problem at hand.\n", "- Often more metrics should be considered at once.\n", "- In this lecture we only consider:\n", " - accuracy and F1 score for classification,\n", " - NMI for clustering." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Classification\n", "\n", "**Accuracy**\n", "- Classification accuracy is the simplest way to measure of how well a classification model performs. \n", "- It's the ratio of correctly predicted observations to the total observations.\n", "- Is defined as:\n", "\n", "$$\\text{Accuracy} = \\frac{\\text{Number of Correct Predictions}}{\\text{Total Number of Predictions}} =\\frac{TP + TN}{TP + TN + FN +FP}$$\n", "\n", "- Here, $TP$ true positives, $TN$ true negative, $FP$ false positives, and $FN$ false negatives." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.99\n" ] } ], "source": [ "# Split the data in training and test set\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n", "\n", "# Fit the classifier\n", "clf = svm.SVC(kernel=\"linear\")\n", "clf.fit(X_train, y_train)\n", "\n", "# Compute predictions and accuracy\n", "y_pred = clf.predict(X_test)\n", "print(f\"Accuracy: {accuracy_score(y_test, y_pred):.2f}\")" ] }, { "cell_type": "markdown", "metadata": { "cell_style": "split", "slideshow": { "slide_type": "subslide" } }, "source": [ "**F1 Score**\n", "- The F1 Score is the harmonic mean of precision and recall, providing a balance between them. \n", "- It's used when the class distribution is uneven and you need a measure that takes both $FP$ and $FN$ into account.\n", "- Is defined as:\n", "\n", "$$F1 = 2 \\times \\frac{\\text{Precision} \\times \\text{Recall}}{\\text{Precision} + \\text{Recall}}$$\n", "\n", "- where \n", "\n", "$$\\text{Precision} = \\frac{TP}{TP + FP}$$ \n", "\n", "- and \n", "\n", "$$\\text{Recall} = \\frac{TP}{TP + FN}$$" ] }, { "cell_type": "markdown", "metadata": { "cell_style": "split", "slideshow": { "slide_type": "-" } }, "source": [ "<img src=\"media/precision-recall.png\" style=\"width: 60%; display: block; margin: auto;\">\n", "\n", "<div style=\"text-align: center; font-size: 80%\">Image: <a href=\"https://en.wikipedia.org/wiki/Precision_and_recall\">Wikipedia</a></div>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Let's create an imbalanced dataset." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "n_samples_1 = 2000 # Samples of class 0\n", "n_samples_2 = 100 # Samples of class 1\n", "\n", "X_imb, y_imb = datasets.make_blobs(\n", " n_samples=[n_samples_1, n_samples_2],\n", " centers=[[0.0, 0.0], [2.0, 2.0]],\n", " cluster_std=[1.5, 0.5],\n", " random_state=0, shuffle=False)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.89\n" ] } ], "source": [ "# Split the data in training and test set\n", "X_tr_imb, X_te_imb, y_tr_imb, y_te_imb = train_test_split(X_imb, y_imb, test_size=0.2, random_state=0)\n", "\n", "# Fit the classifier\n", "clf = svm.SVC(kernel=\"linear\", class_weight={1: 20}) # Try setting class_weight={1: 20}\n", "clf.fit(X_tr_imb, y_tr_imb)\n", "\n", "# Compute predictions and accuracy\n", "y_pred_imb = clf.predict(X_te_imb)\n", "print(f\"Accuracy: {accuracy_score(y_te_imb, y_pred_imb):.2f}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The accuracy score is very high... but are we doing well here?\n", "- If we look closely, the classifier simply assigned all labels to the majority class.\n", "- This is non acceptable in cases where the minority class is of interest.\n", "- For example in anomaly detection." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Predictions of class 0: 355, predictions of class 1: 65\n", "F1 score: 0.45\n" ] } ], "source": [ "print(f\"Predictions of class 0: {(y_pred_imb==0).sum()}, predictions of class 1: {(y_pred_imb==1).sum()}\")\n", "\n", "print(f\"F1 score: {f1_score(y_te_imb, y_pred_imb):.2f}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Clustering\n", "\n", "**Normalized Mutual Information (NMI)**\n", "- NMI is a normalization of the Mutual Information (MI) score to scale the results between 0 (no mutual information) and 1 (perfect correlation). \n", "- It measures the agreement between the cluster assignments, $C$, and the class labels $Y$:\n", "\n", "$$\\text{NMI}(C, Y) = \\frac{2 \\times I(C; Y)}{H(C) + H(Y)}$$\n", "\n", "- where $I(C; Y)$ is the MI between clusters and labels, and $H(C)$ and $H(Y)$ are the entropies of $X$ and $Y$, respectively.\n", "- Note that the class labels are not used to form clusters but only to evaluate the results.\n", "- If class labels are not available, one can still form clusters but not compute the NMI." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "K=2, NMI: 0.73\n", "K=3, NMI: 0.92\n", "K=4, NMI: 0.84\n" ] } ], "source": [ "# NMI for k-means with different values of k\n", "clust_lab = KMeans(n_clusters=2, random_state=0, n_init=\"auto\").fit(X).labels_\n", "print(f\"K=2, NMI: {v_measure_score(clust_lab, y):.2f}\")\n", "\n", "clust_lab = KMeans(n_clusters=3, random_state=0, n_init=\"auto\").fit(X).labels_\n", "print(f\"K=3, NMI: {v_measure_score(clust_lab, y):.2f}\")\n", "\n", "clust_lab = KMeans(n_clusters=4, random_state=0, n_init=\"auto\").fit(X).labels_\n", "print(f\"K=4, NMI: {v_measure_score(clust_lab, y):.2f}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "marked": false }, "slideshow": { "slide_type": "slide" } }, "source": [ "## Similarity and dissimilarity measures" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Dissimilarity measures\n", "\n", "- Quantify how different two objects are: the higher their dissimilarity, the more different they are. \n", "- Dissimilarity measures are crucial to distinguish between distinct groups of data or identify outliers. \n", "- The most common linear dissimilarity measure is the Euclidean distance:\n", "\n", "$$d(\\mathbf{x}, \\mathbf{y}) = \\| \\mathbf{x} - \\mathbf{y} \\|_2$$\n", "\n", "- Also important is the Mahalanobis distance:\n", "\n", "$$d(\\mathbf{x}, \\mathbf{y}) = \\sqrt{(\\mathbf{x} - \\mathbf{y})^\\top \\Sigma^{-1}(\\mathbf{x} - \\mathbf{y})}$$\n", "\n", "- which reduces to the Euclidean distance when the covariance matrix is $\\Sigma^{-1}=\\mathbf{I}$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Similarity measures\n", "\n", "- A similarity measure quantifies how similar two objects are: the higher the value, the more similar the objects. \n", "- These measures are essential in algorithms that rely on the concept of *closeness* or *similarity* to make decisions, such as recommender systems. \n", "- An example of similarity measures is the cosine similarity:\n", "\n", "$$s(\\mathbf{x}, \\mathbf{y}) = \\frac{\\mathbf{x}^\\top \\mathbf{y}}{\\|\\mathbf{x}|\\ \\| \\mathbf{y}\\|}$$\n", "\n", "- Another example is the Pearson correlation coefficient, used in statistics to measure the linear correlation between two variables:\n", "\n", "$$s(\\mathbf{x}, \\mathbf{y}) = \\frac{\\text{cov}(\\mathbf{x}, \\mathbf{y})}{\\sigma_\\mathbf{x}, \\sigma_\\mathbf{y}}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Linear and non-linear measures\n", "- The measures we described so far are *linear*.\n", "- It means that their computation follows a linear relationship with respect to the data. \n", "- Some measures, instead, are *non-linear*, meaning the relationship between the measure and the data does not follow a straight line.\n", "- **Kernels** are examples of non-linear similarity measures.\n", "- The most famous kernel is the Radial Basis Function (RBF): \n", "\n", "$$s(\\mathbf{x}, \\mathbf{y}) = \\text{exp}\\left( -\\gamma \\| \\mathbf{x} - \\mathbf{y} \\|^2 \\right)$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The parameter $\\gamma$ is the *kernel width*, which controls the std. dev. of the Gaussian.\n", "- Setting it properly is crucial for defining distances: smaller values will account for relationshiops between distant objects." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "-" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 1000x400 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "values = np.linspace(-5, 5, 100)\n", "gamma_vals = [0.1, 1, 5]\n", "plt.figure(figsize=(10, 4))\n", "for gamma in gamma_vals:\n", " similarity = np.exp(-gamma * values**2)\n", " plt.plot(values, similarity, label=f'$\\gamma$ = {gamma}')\n", "plt.xlabel('Distance: $\\|\\mathbf{x} - \\mathbf{y}\\|^2$')\n", "plt.ylabel('Similarity: $\\exp(-\\gamma\\|\\mathbf{x} - \\mathbf{y}\\|^2)$')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The choice of similarity or dissimilarity measure is critical in classification and clustering problems.\n", "- The measure directly affects how well an algorithm can identify the structure of the data. \n", "- An inappropriate choice might lead to poor classification or clustering performance because the measure may not capture the actual relationships among data points." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Effect on classification\n", "\n", "- In the following we generate some toy data and compute a similarity matrix using a linear and a nonlinear measure.\n", "- As linear measure, we will use the cosine similarity.\n", "- As non-linear measure we will use an RBF kernel." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "X, y = datasets.make_circles(noise=0.2, factor=0.5, random_state=1, n_samples=200) # Create toy data\n", "X_train , X_test , y_train, y_test = train_test_split(X, y, random_state=0) #Train-test split\n", "\n", "# Cosine similarity matrix\n", "cosine_train = cosine_similarity(X_train)\n", "\n", "# RBF similarity matrix\n", "rbf_kernel_train = pairwise_kernels(X_train, metric='rbf', gamma=0.5)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "subslide" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 1200x350 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the data\n", "fig, axes = plt.subplots(1, 3, figsize=(12, 3.5))\n", "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n", "axes[0].set_title(\"Input data\")\n", "axes[0].scatter(X[:, 0], X[:, 1], c=y, cmap=cm_bright, alpha=0.6, edgecolors=\"k\")\n", "axes[0].set_xticks(())\n", "axes[0].set_yticks(())\n", "\n", "# Plot the cosine matrix\n", "idx = np.argsort(y_train)\n", "axes[1].imshow(cosine_train[idx][:, idx], cmap='viridis')\n", "axes[1].set_title(\"Cosine similarity matrix (linear)\")\n", "\n", "# Plot the RBF matrix\n", "axes[2].imshow(rbf_kernel_train[idx][:, idx], cmap='viridis')\n", "axes[2].set_title(\"RBF kernel matrix (nonlinear)\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- We see that the two classes appear more separated when using a nonlinear similarity." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Next, we will train an SVM classifier that uses these two similarity measures.\n", "- We will look at the decision boundaries learned by the classifier and compute its performance on the test data.\n", "- For the RBF kernel, we will use both $\\gamma=0.5$ and $\\gamma=0.1$." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "subslide" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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gIKDpfXHq1CmhVqvF7bff3uZjKysrhbe3t5g0aVLT45zJyMgQarVa3HvvvRdsj1arFQ888ECr2xuHqZxfYne+Dz/8UPz9738X3333nVi7dq345z//Kfz9/UVISIg4c+ZMi20bGhrEz3/+86b3HSCGDh3qESWJfVljn7lt2zZhtVpFZWWlWLFihQgNDRVTpkxpUercuO35//R6vXj99dfb3Lezf85KqBsVFRWJSZMmNW2r1WrFhAkTxLPPPttiXopGU6dOFYGBgaKhoaHptsY5kZoP62v+/dDY3x08eFAIIcTo0aPF3XffLYQQHS6z/t///V8BiLy8PKf3Nx6v+Xj9Rx99VPj5+Tl9TGObOvKvrc9dQkKCmDNnTqvbc3Jymub6aM/u3bvFr371K/H111+LH3/8Ubz33nsiOTlZqNVqsWLFilbb33777SIkJKTdfV6MC5VZz5kzR0RGRrYqmX/kkUeEwWBoeu0tFot47LHH2j3WxZRZ22w20dDQIBISEsSvf/3rFvfNmDFD+Pr6tjuvVUe2EUIItVotZsyYccH2XOz7ICUlRSQmJrY4R7BaraJfv34X/G65/fbbhUajEampqRdsp9Qxsp+W/XRbLjQcRgjZTzfytH66ucZhZZ9++mmL25OSkoTBYBBeXl7iH//4h1i3bp147rnnhNFoFBMnTmz3esTVtK45k7rVNddc0+L/hw4dSl1dHQUFBYSEhLB8+XIUReGOO+5okfKGhoYybNiwFiVZBQUFPPnkk3z77bfk5OS0mJH6yJEjrY51ww03dKiNer2er7/+miNHjvDDDz+QmprKhg0b+Pvf/86bb77J5s2bSUpKAs6Wpf7sZz/jww8/JD8/n5CQEA4ePMiuXbv4y1/+0ubQlri4OKZNm8Z7773HuHHjWLp0Ke+8806H2gdnk/LGKpJGzkomO6Kjr3n//v3x8/Pj97//Pbm5uUyZMoWBAwd26ZjNrV27ln/84x/s3LmzVWra+L5YtWoVdrudhx9+uM39bNmyhYqKCh566KF2yxhjYmIu+AtMc+3t60LlknfeeWeL/58+fTrTp09n/PjxPPfcc7zyyitN9z344IN8/fXXvPTSS4wYMYK8vDyef/55ZsyYwbp164iJielwmyXXc/5KUsnJySxdutTp5/bDDz8kOTkZgKKiIr7++msefvhh7HY7jzzySLvbN2qvPwgICGDjxo2kpqayZs0aUlNTWb9+PX/84x9566232LlzJ4GBgU3bL1iwgPnz5/PNN99www03YLPZ+Oijj5g8eTIJCQlOjzF16lTi4+N57733uPvuu9m5cycvvPBC2y+QEzk5OSiK0qItzTX2P4cPH2bixImkpqby6quv8uabbxISEtJq+5EjR7Jz584OHTs8PLzN+y6mTxg+fDjDhw9v+v/Jkyczb948hgwZwuOPP97qV9Hg4GAKCgqw2Wzt/k3P79PUanWHy7nbUldXx5o1a3jwwQcxmUwtjjF37lxeffVVtm3bxhVXXMGYMWNYuHAhAQEBzJw5k5EjR17UsACbzcZzzz3HRx99xIkTJ1r8Cn7kyJGm/66pqWHDhg0sWLCAoKAgp/vqyDbNj9tRF/M++OUvf8mCBQt45JFH+POf/4zD4eCZZ55pqmxs69zhL3/5Cx9//DH//ve/GTlyZIfbKnWM7KdlP90Vsp/2zH66uXfffZeAgADmzZvX4naHw0FdXR1PPfUUf/jDHwCYNm0aOp2Oxx57jDVr1jBz5swOH6c3yeEwPez8+TEaSz8bh5zk5+cjhCAkJAStVtvi37Zt25rm+3A4HMyePZuvvvqKxx9/nDVr1rBjx46mJYucDWEJCwvrVFuTk5N57LHH+Oijjzh9+jQvvvgixcXF/OUvf2mx3YIFC7DZbPz3v/8F4L333kNRlAsObVmwYAHLli3jxRdfxGg0cuONN3a4bR988EGr16erOvqa+/j4sGHDBlJSUvjTn/7EoEGDCA8P56mnnmq3TLM9O3bsYPbs2QC8/fbbbN68mZ07d/LnP/8ZOPd3LCwsBCAyMrLNfXVkm84KCAhoKhNsrqSkBAB/f/9O73PMmDEkJia2WF5rxYoVvPvuu7z11ls89thjTJkyhZ/97GesWrWKkpISp0uzSe7lww8/ZOfOnaxdu5YHHniAI0eONI3JPl9ycjKjRo1i1KhRXH755bz11lvMnj2bxx9/3Omydc23b/zXEaNGjeL3v/89X375JTk5Ofz6178mIyOD5557rsV2N954Iz4+Prz//vsAfPfdd+Tn5zsd7teosQ/86KOPePPNN0lMTGTy5Mkdalej2tpatFptqzLuRgMHDkRRFA4ePIjdbuf+++9nwoQJ3HfffU63b5xHqCP/dDqd0330RJ/g6+vLVVddxf79+1t9dxkMBoQQ1NXVtfn4jIyMVn33hg0bOt2O8xUXF2Oz2fj3v//dav9z584FaPp++Pzzz7nrrrt45513GD9+PP7+/syfP5+8vLwuHfs3v/kNf/nLX7juuutYtmwZ27dvZ+fOnQwbNqzFa1RaWordbm+33+/INp11se+De++9l3/+85/897//JTIykujoaA4fPty0ZGpERESrxzzzzDP8z//8D3//+9+dXmRLF0/207Kf7grZT3tmP91o//79pKamcscdd7Qaxth4XXv+DxiNc/Ds3r270+3uLbISpJcFBgaiKAobN25sd7zswYMH2bdvHwsXLuSuu+5quv/EiRNt7vti0lZFUfj1r3/NX//611ZjyCZMmEBycjLvv/8+v/rVr/joo4+YMWNGizFjzlx//fU8/PDD/POf/+TnP/85RqOxw+25+uqrO5yUX0hHX3M4O7fFZ599hhCC/fv3s3DhQv76179iNBqbEtDO+Oyzz9BqtSxfvrzF5J9LlixpsV1jKnzmzBmioqKc7qv5Nt1lyJAhTsdmN942ePDgLu1XCNHil769e/cCMHr06Bbb+fr60r9//24dvyr1jsYTYDhbEWS323nnnXdYtGhRhwLQoUOH8sMPP3Ds2DHGjBnT7e3TarU89dRTvPTSS63eb0ajkVtvvZW3336b3Nxc3nvvPby8vFpNNna+u+++myeffJI333yTv//9751uU2BgIA0NDVRXV2M2m1vdb7FYiIyM5NChQ7zyyiscOnSIPXv2tNnXb9iwwem4dWfS09OJjY1tdfuQIUP49NNPW/3i1x19ArT+niopKUGv17c5UTec/TX0/O+DxmrFi+Hn54darebOO+9sswqv8XsuMDCQl19+mZdffpnTp0/zzTff8Ic//IGCggJWrFjR6WN/9NFHzJ8/n3/84x8tbi8qKmqaMBrOnsSq1ep2+/2ObNNZ3fE++P3vf89jjz3G8ePH8fLyIiYmhgceeACz2dyqyuOZZ57h6aef5umnn+ZPf/pTtz0PqSXZT8t+uitkP+25/TTQtACDs+Bu6NChLX7UbNT4nd4bi110lfu01ENdddVVCCHIzs5ulZiPGjWKIUOGAOdOFM+/aH/rrbcuug2Ns7KfLycnh4qKCqfld/feey+HDx/miSeeoLCwsEMzaxuNRp588kmuvvpqHnzwwU61MSAgoEu/KDjT0de8OUVRGDZsGC+99BK+vr4tkk69Xt/uZLLn70ej0bT4BaG2trapqqbR7NmzUavVvPHGG23ua8KECfj4+PDmm286XVmmK+bNm0daWlqLGaQbS0zHjh3bbilmW7Zt28bx48dblN027uf8jrS4uJhjx451azIuuYbnnnsOPz8/nnzyyRZD+drSGJRdqEy0I9rq4xrLV529rxcsWIDdbuf555/nu+++45ZbbmmxsoUzERER/O53v+Pqq69uEVZ31IABA4Czk2C3ZeDAgaxdu5Ynn3ySxx9/vN0heo1l1h3519Zne968eVRVVbF48eIWt3/wwQeEh4czduzYTj/P0tJSli9fTkpKSquVoE6dOnXBYYc6na5Vv+3l5dXpdpzPZDIxffp09uzZw9ChQ51+P5xf3QkQHR3NI488wqxZs1p9N4DzSs3zKYrS6vv922+/bbUil9FoZOrUqXz55ZetVobrzDad1V3vA71ez+DBg4mJieH06dN8/vnnrX4U+dvf/sbTTz/NE088wVNPPdUt7Zc6RvbTF9ZX+un2yH76HE/rp+vr6/noo48YM2aM09CkcaqF77//vsXt3333HdB6iJ0rk5UgHbR27VoyMjJa3d5YetVVEydO5P777+eee+4hNTWVKVOmYDabyc3NZdOmTQwZMoQHH3yQAQMGEB8fzx/+8AeEEPj7+7Ns2TJWrVp1UccHuP/++ykrK+OGG25g8ODBqNVq0tLSeOmll1CpVE6XQZo/fz5/+tOfeP755/H19eX666/v0LF+85vf8Jvf/Oai23wxOvqaL1++nNdff53rrruOfv36IYTgq6++oqysjFmzZjXtb8iQIaxfv55ly5YRFhaGl5dXm2n3lVdeyYsvvshtt93G/fffT3FxMf/6179adaqxsbH86U9/4m9/+xu1tbVNyywfPnyYoqIinnnmGSwWCy+88AL33XcfM2fO5Oc//zkhISGcOHGCffv28eqrrwKQmZlJfHw8d911V6vldc9377338tprr3HTTTfxz3/+k+DgYF5//XWOHj3atKRYo8suu4wNGza0GKs4bNgw7rjjDpKTkzEYDOzYsYPnn3+e0NBQHn/88abtrr/+ep588kkefPBBzpw5w4gRI8jNzeX555+npqaGX/3qVx37Y0puw8/Pjz/+8Y88/vjjfPLJJ9xxxx1N9x08eLDpfVRcXMxXX33FqlWrmDdv3gUrzDpizpw5REZGcvXVVzNgwAAcDgd79+7lhRdewGKxOH2/jRo1iqFDh/Lyyy8jhGi3xLq5f/7zn11uZ+Ps79u2bXO6ShOcPbn+4YcfSEhIaBpG1xYvL6+LCozhbInrrFmzePDBB6moqKB///58+umnrFixgo8++qgp0N2wYQOXXXYZTz75JE8++WTT42+77Taio6MZNWoUgYGBHD9+nBdeeIH8/PwWy8rD2WGfO3bs6PBr3RNeeeUVJk2axOTJk3nwwQeJjY2lsrKSEydOsGzZMtauXUt5eTnTp0/ntttuY8CAAXh5ebFz505WrFjR4ruwMVB/5ZVXuOuuu9BqtSQlJTm9ELjqqqtYuHAhAwYMYOjQoezatYvnn3/eaSD84osvMmnSJMaOHcsf/vAH+vfvT35+Pt988w1vvfUWXl5eHdoGzs7RMHXqVNasWdPu63Kx74ODBw+yePFiRo0ahV6vZ9++ffzzn/8kISGhxUoaL7zwAk8++SSXX345V155Zaug3J1OsN2R7KcvzBP7aTh7UVtdXd20+uHhw4dZtGgRcPZapzFckv205/bTcLYyvaSkpM3hW7Nnz+bqq6/mr3/9Kw6Hg3HjxpGamsozzzzDVVddxaRJk9pto0u59HOxupf2Zrnmp9mE21sdpnFFkvP3d/4sxO+9954YO3asMJvNwmg0ivj4eDF//vwWs6EfPnxYzJo1S3h5eQk/Pz9x0003idOnT7eaxbmtY7flhx9+EPfee68YOHCg8PHxERqNRoSFhYnrr79ebN26tc3HzZs3TwDioYcecnp/89Vh2nOpV4dpdKHXPC0tTdx6660iPj5eGI1G4ePjI8aMGSMWLlzYYj979+4VEydOFCaTSQAXnF38vffeE0lJSUKv14t+/fqJZ599Vrz77rtO3xcffvihGD16tDAYDMJisYjhw4e3eJ8JIcR3330npk6dKsxmszCZTGLgwIHif//3f5vub3x/dnQFm7y8PDF//nzh7+8vDAaDGDdunFi1alWr7aZOnSrO70JuueUW0b9/f2E2m4VWqxUxMTHiF7/4hcjJyWn1+NzcXPHII4+I/v37C4PBIMLDw8WVV17Z7ntOcn3trahVW1sroqOjRUJCgrDZbE77Vx8fH5GSkiJefPFFUVdX1+F9t+fzzz8Xt912m0hISBAWi0VotVoRHR0t7rzzTnH48OE2H/fKK68IQAwcOLDTz7W5jq46IIQQkydPFnPnzm3z/sYZ252trNJTKisrxaOPPipCQ0OFTqcTQ4cObTVjfGN/f/6KAs8++6xISUkRPj4+Qq1Wi6CgIDFv3jyxY8eOVsdZs2aNAMSuXbt67LlcaNUBIc72mffee6+IiIgQWq1WBAUFiQkTJoj/+Z//EUKcXVHtF7/4hRg6dKjw9vYWRqNRJCUliaeeekpUV1e32Ncf//hHER4eLlQqlQDEunXrnB6ztLRULFiwQAQHBwuTySQmTZokNm7cKKZOner0vXP48GFx0003iYCAAKHT6UR0dLS4++67W3xmOrJNR76zGl3M++Do0aNiypQpwt/fX+h0OtG/f3/xxBNPiKqqqhbbNX6vtPVP6h6yn26tL/fTQggRExPToVVpZD/tuf20EELMmjVLmM1mUVFR0eYxampqxO9//3sRFRUlNBqNiI6OFn/84x9b9QWuThGim+roJUmSJEm6KIsXL+bmm28mMzPT6WSRf/zjH/m///s/Kioq2pyYz13deeednDp1is2bN/d2UyRJktok+2nZT0vuT4YgkiRJkuQihBBMmDCBkSNHNg1pa27WrFnU1dWxcePGXmhdzzl58iTJycmsXbvWvcppJUnqc2Q/Lftpyf3JiVElSZIkyUUoisLbb79NeHi404kJd+/e3WpVJU9w+vRpXn31VXliLUmSy5P9tOynJfcnK0EkSZIkSZIkSZIkSeoTZCWIJEmSJEmSJEmSJEl9ggxBJEmSJEmSJEmSJEnqE2QIIkmSJEmSJEmSJElSn6DpyEYOh4OcnBy8vLxQFKWn2yRJktQnCSGorKwkPDwclapzGbXspyVJknqW7KMlSZJcW0f76Q6FIDk5OURFRXVb4yRJkqS2ZWVlERkZ2anHyH5akiTp0pB9tCRJkmu7UD/doRDEy8sLgKkPvYlGb2xx35myWmbMGHIRTXR91Q02bh8d3dvN6FHCIRgebuntZvQYUVOJJmt/bzejRzXk51Cy/2hvN6NHlZ9IJzOrt1vRc2psVu7buqKpz+2Mxse8NmYORo22u5smSZLUJ8UE1APgl9CPqvoGprz2/kX10dt+/wAWvb5b29jb/IcmAaALCe/llkjSpdOQnwPg8efejcpPpAO4/Hl4R8+lOxSCNJbtafRGNHpTi/vUOtCbPPfiGcCqsWHuwheeOxEOgbe3Bz9Hb2+EtxeazL293ZIe01BlxGrwrBOr89l1Wkwd6rXcW1dKpRsfY9RoMckQRJIkqVsUlmuJC6zHmpGFJfZsJcfF9NEWvR4vD/muDhie3PTfutDOVcZIktuzJADgbT5bIFC850hvtqbHeQ0eQNmxkwyKh/TM3m7NhV2on5YTo0qSB2l+QiJJkiRJ0sVLLzobWpQeP9XLLXENAcOTm843dKGRMgCR+rTGz0Dzz4Wn8k2MByAuppcb0g1kCCJJHkKehEiSJElSz2gMQvo6GX5IknONnwdPD0M8JQiRIYgkSW7DNzHe7TtdSZIkyT1lFvfdIKTxwk6GH5LUtuafDxmEuLY+MLpekiRJkiR3FxdY7/R2+Qu9JPUcOe+HJHXeuSDk7P974nwhvonxlB07SVyMe8wRcr5uCUFWrtzL7Nkp3bErSZIkSZI8WFthxoX4J8W3cc/JLu1PhieS1L7mQ18kSeo8XWgkDXlnmj5LnhaGuHMQctEhSJSfiazSmu5oiyRJkiRJHqC9oKPtMKNrurK/kqMnZWWJJLVBhh+S1H0aP0eNYYgMQlyDHA7TARadhoXbMrl7nBsPfJIkSZKkbtZWkNDdQUd3a799rStLZDAi9RUyAJGknuHJVSHuGITIEERqkppdyagIr95uhiRJkuSinIUerh54dNb5z8dZ1YgMRSRPI8MP12aLSbnofWgy9170PqSL48lVIU2TpXLSLYIQGYJIACgqBeEQvd0MSZIkyUX0hcCjI2QoInk6GYD0js4GG4rJ+5IeT4YmPceTJ071TYx3iyBEhiBSn6GYvLHFpMhOXZIkqQ3nX9z3xdDjQi4UishARHIXMvzoWRcKHS421OiszhxP1FS02355Lt09mg+R8aQgBHD5oTEyBJEkD+OJHakkST1Dhh4Xr/lrJgMRyV3IAKR7tRUYXOqgo7u01+62AhIZjHSNJ84V4g5zhMgQRJI8SGNHKkmS1BYZfPSctgIRGYZIrqLxQgtkANJVnhZ4dFZbz1MGI13niXOFuHoQIkMQSZLciruMNZQkVyKDj0uv5Wt8bsUZGYhIvUVWf3SNs4v7vhJ4dMb5r4mzihEZirTP04bHuHIQIkMQSZIkSfJAzYMPGXr0rsbXX1aHSL1FBiAdJ0OP7uHsNZOhyIV52qSprhqEdFsIsnLlXmbPTumu3UmSJEmS1Eky+HBtMgyRLjUZfnTM+RfnMvToGc1f1/MrRWQg0pInVYW4YhDSLSFIlJ+JrNKa7tiVJEmSJEmdIIe6uB9nQ2VkGCJ1NxmAtE8GH73r/NdbVom0JoOQniOHw3SQRadh4bZM7h4X09tNkSRJkiRZ9eEhzv3tZBgidR8ZgDgngw/XJatEnPOk4TGuFITIEERqITW7klERXr3dDEmSJMkJGXx4LhmGSN1FBiAtyeDD/bQViPT1MMQTqkJcJQiRIYjURFEpCIfo7WZIkiRJ55HhR9/hnxQv5wyRukSGH+fI4MNzNP/b9fXqEBmEdB8Zgkh9imLyxhaT0ic7TkmS3IsMPvouOYGq1FkyADmr+UWyDD48T+PftC8Pl/G0IKS3yBBEkjyQu3eMktSXyfBDaiTDEKkjZAAiw4++pq8Pl/GUeUJ8E+OJ42SvVIPIEESSPExjQixJknuR4YfUlvPDEBmESI36cgAigw8JnFeH9KUwxBOqQnpjWIzq0h5OkiTp4vkmxhMnF2qSPERcYH1TAOKfFC8DEKlNje+N5u8Zqe/qqwGILSal6WJXMXnLAEQCWr4Xmr9HPN25qpDkXm5J1/gm/vS9donP62UliCRJkiRdYrLqQ+oqWRUi9eXwo5EMPqS29MWJVN29IqQ3JkrttkqQKD8TK1fu7a7dSZIkSZLHkVUfUneRVSF9U18MQGTlh9RVfak6RFaEdI4cDtNJC7f14oLGkiRJkluS4YfUE5q/l2QQ4vn6WgAiww+pu/SVMMRTgpBLQQ6H6QSLTkNVg623myFJkiS5CTnsRboU/JPi5QoyHq4vBSBy2IvUU/rCJKruvnLMpVoxRlaCSC0oKoXU7MreboYkSZJbk5Uf0qUmq0I8V18JQGTlh3SpnF8Z4oncvSqkp4fFyBBE6pM8tcOTJKn3yfBD6k0yCPEsfSEAkeGH1Fsa32+eOkTGXYOQSzE/iAxBpD5HfrlKktQTGqs/ZPgh9TY5aapn6CsBCMjwQ+pdnhyGyCDEORmCSJIH0oVGul1nJ0nuSoYfkiuSw2Pcm6cHII0XmzL8kFyJp06e6u5BSE+QIYgkSW7rUi2jJUnOyPBDcgcyCHE/nhyAnD/0RZJcjafOF+KuQQj0zPm+DEEkSXJLl3IZLUlq7vxJTyXJ1ckgxH14egACcuiL5B48cYiMOwYhPTUsRoYgkiRJktQBcsUXyZ3JIMT1eWoAIoe+SO7M04bIyCDkrG4NQaL8TKxcubc7dylJkiRJvU6GH5InaHz/yglTXY8nByAgh75I7s3Thsi4cxDSXWQlSBcs3JbZ202QJEmSLgE574fkiWRViGvxxABEVn9InsiTqkLcMQiB7qsGkSFIJ1l0mt5ugiRJktTD5LwfkqeTQYhr8NQABGT1h+SZPKkqxN2CkO4cFiNDEKkVRaWQml3Z282QJEnqFXLoi9RXyCCkd3laACKrP6S+xFOqQtw1CLlYMgSR+ix37rAkSep+cuiL1BfJIKR3eGIAArL6Q+pbPKUqxB2DkIutBpEhiNQnyS9pSZIayaEvUl8ng5BLy5MCkOa/gstzK6mv8qQgxJ1cTBAiJ7iQ3E59fT2pqakc2L8fa0MDkdHRTJw4keDg4N5umkvRhUYSMByK9xzp7aZIksuS4UfPKK2pZWdWDtllFWjUKhKDAkiJCEWvkacdrso/KZ6SoyeJC6wnvUjf283xeO54wXE+GX64LyEEx48fZ9vWrZSVlODt68uYsWNJTk5GUZTebp5bOj8I0WTu7b3GdJE7XTv4JsZTduxklx8vz0Ykt5KXl8drzz9P+f79JNpsmFUqtjscrP38c2544AGmTZ/e202ULrG4GEiXCzZJndT8F28ZgHSvXWdyWL5zH6bKagYoUCdgleoEG4ICuHP8KMK8Lb3dRKkNMgjpef5Dk2QAInVYT8zRZ7PZWP7Zh5RtXkNYRQURajW5djuvL15M8uzZ3P/gg2i12m4/bl+hmLwRNRXYYlLcMgiBs9Vq7hKExHGyS9cBMgSR3IbNZuONF17AuGsXv+7Xj2CjEQCrw8HSzEwW/fvfBIeEMHDgwF5uqXSpXGwKLPVNsvqj52SWlrNs+x6m1DdwXYAvetXZUbelNhsfVJSzKO0wf7r1CvRa56cfRWn5l7K5khMyCJHa07zcXwYgF68jIYei6t7KjI2rviPv2yXc6evPkJgEFEVBCEFaeRkLv1jM/yomLr/+ZgBGRXh167H7CncOQnShkTTknXGbIAS69oOoDEEkt7F3716K9+/nydjYpgAEQKtScUNsLKeOHGHNDz/IEESSJKdk+NG9AgeEtLrtmzUZxDlszI8NaVFSHQY8oA3kyfxiDlRamTSkn/N9drINMjTpGTII6Tm6kPDebkKXyeqPrmsr7OjugONC6utqObTqe+YaDAwLCDjXDkVhoJ8fV9bVsnjdKqbMuRKT2dJmu2U4cmHuPDzGnYKQxh9EOxuEdHsIEuVnYuXKvcyendLdu5b6uCOHDxPT0EC42dzqPkVRGOvnx2c7d2K321Gr1b3QQkmSXJUMQLrOWdjRyBAR3eL/j2d/y1V+vmgsrS+SAoEEu50jGdlMGpLUof1dsG1t3C7DkYsngxCpORmAdJyrBB7OnMlIRxTkMyI0zOn9IwOD+Dork9OnjpM8bITTbYRDtHqOMhRpm7tWhbhjENIZshKkixZuy+TucRe5No/UKXa7HX07kzXpVCqE3Y7D4ZAhiCRJgAw/OstZ4NGZYMJhdzQNgXFGy9m+vLu01TZn4YgMRjpPBiESyADkQpyFHq4QeDjjcDhQhAO92nk/rVOpwOHA7nC0uQ9nz02GIu2TQcilERcDhzqYhcgQpAssOg1VDbbebkafExMTw1JFoaKhAW+drtX9+8vKCJ8wQU7mJEkSIAOQjjg/9OhsJcb5ouMi2bfzANMC/VrdV2O3c1xRmBkadFHH6Ijzn0dd9ulWz1WGIh0jg5C+TQYgzp1/0e+qocf5QiIisXv7cqi0lHHBrUPvw2Wl2L19CI3o3OS95z9/GYq05u5BiKvrbDWIDEEkpxSVQmp2pUt1WmPHjWN5bCyfpKdzX0ICmma/Nu4uKmKvVsvNs2b1YgslSXIFMvxoW3eHHuebOnIIC/elsaWknAn+Pk23O4Tg85wC7EH+TBic2K3H7IgLhSIyEGmfDEL6Hhl+tOauwUdz3j6+xEyYzIpvFtPf25tAw7k59krr61leVEjY7LkEBode1HGavzbnD59xpWuLS82dgxB3WDrXNzGemIa0Dm0rQxDJbZhMJu5+7DHefe45nj5yhDEWC2aNhoMVFRzR6xl1001MnDSpU/t0t05IkqT2yQCkpZ4OPc43MimO47Mm8uHqLWzPOMMQs4k6h4MdtXUU+fty142X42Mx9WgbOuL81+H84TMyFGlNBiF9hwxAzml+8e6OoYczs6+/mc9yzvDcnlRGqdWEGU3k19aSarPCsBHcfPMd3Xo8GYi05M4TprrLsJiOkCGI5FaGDBnC7/75T9atXcuGTZuwWa2EjxvH/BkzGD16dIvVCC6kMY2VJMn9NYYfIAOQSx18NKcoCrfMnEhidDgb9xxiWUY2arWaQYMTuWvEIGJCOrv+y6XR/DVqXiUiw5CWZBDi+WQA4pnBR3NmLy9uf+xx9mzbzN7NP7K5qABTbD+SJ0xmxPhJmMyWHju2DETOcbeqEHeZH8Snf1yHtpMhiOR2IiIiuOPOO+HOO3u7KS7PXcrXJOliyOqP3g0+zqcoCiOT+jEyyfkyuK6u+WvXPLKRgchZjUGI5Hn6cgDiCUNdOsNgNDF++izGT++9YeRtBSJ9KQyRQUjvkSGIJElur7Nrg0ueo68HIM3Dj94MPjxV42sqq0NaOvt5OymrQTxIXw1APL3qw100f+37WnWIuwYh7k6GIJJLOnXyJJs2bSL/9Gl0JhPDR41izNixGAyG3m6a5GK6sja45P76cvjhCsGH1WZj97EMUg8fp7qqBn9/XyYMTSI5JqJTwxLdhawOcU4Oi/EMfTEA6QvhR2VFOft2bOV02iEcdjvh/ZNIGTMe/6Dg3m5auxr/Hn2pOsQdgxB3rzSXIYjkUoQQLF60iPUff0xIWRkJOh0VNhuLv/+e1SkpPPL44wQHu3bnLUlSz+qrAYgrhB8AlTW1vPrZt2QfOsYAu50YtYYMm43XN+8iZeJI7rlyOmq16sI7clOyOuQsOT+IZ+hLAUhfCD4apR8/yrLXX8aYlckQtRqNonBw43r2f7eUmfc9xODho3q7iRfkrDrEk8MQdwtCwL0nSu2RECTKz8TKlXuZPTulJ3YvebAtW7awfuFCbtHpmDpwYNMvikV1dby6cydvvfwyT/z97x75S6MkSe3ri5Ofukrw0dwHy9dRtfcwfw4NIsp4tjpPCMGeiireXbeN7wJ8uXriyF5uZc+TYYgMQtxdXwlA+lL4AWcrQJa/8QpDzmRxR3wCBrUagOsdDr7OzGD1W/8m8C9/JzQispdb2nGNfzdPHyrjTkGIu88P4rk/1fQwi07Dwm1yEoLuJIRg3fffM6K+nmnh4S2CjkCDgfnR0eTv28fhw4d7sZWSJPWG5tUffSEACRwQ0nRhbYiIdpkAJKeolLT9adzk59MUgMDZyVBH+HgxXath47a9WG22XmzlpdX879P879ZXNH4em4eUkuvrCwFIanZl00WzolL6RAACsG/HVgxZmdwe168pAAHQqlTcGBtHSGEhu7f82Ist7Lrmf8fmf19Pcv4Suq5MF+o+Qdr5ZAgiuYyKigryjhxhdECA0/vjvLwIqq0lLS3tErdMkqTe1JeGv7hq+NHoWFYu2qpqUrydL6E42sebmoJizhSUXOKW9b6+HIb0hc+mJ/H0AKSvhh+NstIOM1hRMGpaF/yrFIXhJiNn9u+99A3rRueHIZ7G3YKQgOHJvd2MTpMhiNQmRaVc0o5FCAGc7aCdtkdRUDfbTpIkzxYXWN9nAhBXDz8aCSFQRNv9tPqnmwV9t58+PwzpK/yT4mU1iBvoCwEI9M3wo5EQAnU7w8bVioJwOC5hi3pO49/ZE6tC3CkIAdwuCJEhiOQyfHx88I+LY2+J818Qs6urydPp6NevX7cdUzF5d1vnYrXaOJmVw9GMLKpqartln5LUV/WV4S+N4UfjhbOrhh+N+oUH02A2cqiy2un9eyqq0Pt5Ex7od4lb1jHlVTUcPZ1Dek4BdnvPXgQ0/j37WlWIDEJclycHII0XwX05/GgU3j+Rg3Y7VidBhxCCfdXVhCQP6oWWXZgQgsK8XDJPHqeksKDDj/PUMMRdgpDGYTHuFITI1WEkl6EoClMvv5ylBw4wtKiI4YHnFiKssdn4ODMT3+HDGTZsWC+2sjWHw8H3m3awft0WqvMKQAg0Pt6MHD+SG+dMxWw09nYTJcmt9IXqj+ZVH+4kOiSQmAH9+TJ1P5FGPX5abdN9J6trWVNXz9ixkzHodL3YytbKqqpZtHYb+3cfwlFdA2oV3mEhzJo8imnDB/boZNuGiOg+M3mqnCjVdXlqANLXJj3tiGFjxrN3+RK+ykznpth+TZV7Qgh+yM7ijJ8/N0yc0sutbO3UsTQ2frOY0sMHUTXU49AbCEoZwbRrbyQiOrZD+1BUisctresuk6U2TpTqLmQIIrmU6TNmkJmRwVtff01iYSGJZjMVDQ3sbGhASUri4V/9CnWzSZ56mxCCj5avZvs3K5muVjEuwA+9SsW+8gp+WLKCM9m5/Pa+2zHoe++CwBPW8pb6Dk8PQFxxtZfOUBSFe669jP+rquKp4xmMUKkI0mpJr6vnkFpNv7HDuG6Say29WFlTy0sfLsGRdpKbvS0kB/hRbbez6XQOiz9bTnl1DddNHt2jbTh/JZm+EIRIrsMTAxAZfrTNLyCQWfc9xKq3X+XosTRGmEyoFYX91dWc8fNn/J0LiIpzre/YE0cOsfyV5xhYWMBtIaEE+fmRU13N2vVrWHT8GDf85g9ExnasErzx/eBJYYi7BCHgPsvmyhBEcikqlYp7FiwgZcQINq1fz4+nTqE3m5k8cSKTJ0/Gz8+1SqzTs/PYtupH7rSYmBjo33T7bEMQg729eHb3QX7ctZ/ZE1zrosDT+CbGE8dJ0uWCTW5Lhh/uI9DHi9/fcxObDxxl5/4jHKqsJiDIn1tTBjImOR6NCwXVACt3HqDu6Cn+FBFKgO5c5UqcyUhQQTFLVm9m4pAkgnx7/gKxaa6Qn/7fU8OQs5/jk7IaxAV4cgAiw4+2DRo+kqC//J1dW35k0/49OOwOwgYO5sYJkzscJlwqDoeDtZ9/REpJEfckDmiqXAnQG0j29eON40dZt+RL7vjV452q2js/DJFBSM9zp2VzZQgiuRxFURgxYgQjRozo7aZc0Ja9hwisqGJC/5hW94UbDYxUFLZs2y1DEElqhycHIJ4UfjRnNuqZPWYos8cM7e2mtEsIwbad+5ms17UIQBpdFujHqtM5bDt0nKsnjrxk7Wo+RMZTgxBADovpZZ4WgMjqj84JDgvnihtugRtu6e2mtOv0qRPUnTzG7NCIVpNua1QqLgsO5Y39eynMyyU4LLzT+/ekITLuFIS4uh6dGHXlyr09uXtJ6nUlJWVEq1VtJtMxJiMlhcWXuFWS5D76QgDiDhOeeqq6Biu1lVVEGw1O79eqVEQoCiUVVZe4ZZ4/cWrjZ1pOlNo7PDUAkROfep7y0hJUdXVEms1O74+ymFHX1lJe2vWl1z1pSV13mCzVHZbN7bEQJMrP1FO7liSXYbGYKbA72ly2t7C+HrO35RK3SpLcg6cGIOev+CL1Hr1Wg1avp7DB6vR+hxAUCoG5jZDkUvDk5XQ97bPtLjwpAGm+2ocMPzyTyWxGaLUU1dU5vb+org6HToepjZCkM5oHIe4chrhDEAKuvVqMHA5zESw6DQu3ZXL3uNZDIaS+YfSQAbyxagNpldUknxd2VFitbGuwMnHM8F5qnSS5Jk8OPxr1xfBDHTe42/ZlTz/YLftRqVSMGDGITd+tZ7rdF8N585XsLKug1GxidHLvvhc9fQUZOSzm0vOUAARk+OHp4hIGoI6KYcPpTG6MazlfiRCC9fl5mIcOJ7yDK8RciKfMFdI4NMZVufqwGBmCSBfkzh1ETxsUH0PCmBT+s2Eb1zc0MNbfF62icKiiisUFRWiS4pk+JqW3mylJLsPTAxBPDj8uFHIo3gGX7FidCUlmjx3G/gNHeSUrl3mB/iSYjdQ5HGwpLWdpTS0p08cTExJ44R31ME9dQUYum3tp2WJSZAAiuRWNVsu4627kx7f+jTojnalhYfjrDRTW1rI6N5vd3j5cfs313b6UuSfMFaKYvF16fhBw3dViZAgitauxg5CcU6lUPHjb9XxssfDJ1lQ+zchCLcBqNhE9fiS/vulqfL3kcBhJAs8MQDwx/GgrgOjOkONC2juWqCh22sa2gpEQPx8emT+P/36zhhdPnkZbVIJdUcDPh/FTx3LjjHHd1u7u4ImTpsplcy8NVy+N7wgZfvRNw8dNwuEQ/LjkSzacOY3OZqNeq0Pbrz8zb7qNAUN7pqraU6pCXDUIceXVYmQIIvV5F5uiGvQ6Ftx0FdfOnMyRU5nYHQ5iwkOIDQ/t9tRaktyVDEBcl7NA4VIGHp3lrG3OgpHmoUhMSCB/vu9nnMjOI6eoFI1azaC4SHwtFz/GvCd4ahAil83tOZ4wD4gMQPouRVEYNXEKQ0eN5WTaIaqrqvDy8SF+wCA0mp6/XG1eFeJuQYirrxjjqsNiZAgiSd0k0M+HySNdd7lIV0xhpb7B0wIQdw8/3C306Ahn7XcWiiREhpEQGXapmnVRmiZM/en/PSUMkcNiup8MQCRPodPrSR42oleO7c7DY1w9CAHXuw6RIYgk9QGumsJKns3Twg9w3wDk/EDA3UOPjmj+HM+vFOmuiVcvBU+qCpHDYnqOuwYgMvyQXIk7D49x5SDEFa9DZAgiSZ2QV1TCpj0HKSwuRa/TMXxgAsMS+6FS9dhq01IH+SbGE8dJ0jN7uyUSeF4A4o7hR18MPhwOB4ePHmfn7r3U1NYSGODPxLGjiQw/V/3RPBBxlzDE04IQOSym+7jzRKgyAOmb6mprOLQnldOnTiAcgsjYfgwZNQajyXWGJ7rr8BhXXjFGFxpJwHBcphpEhiBSp9XW1rJr1y5KSkrwslgYPmIEvr6+vd2sLquoqCAv4yTGwjyiQ4PbDDS+/XEb3369Aq/SMuIUKBDw9g/riBw2iEfm34i3i44tl6RLTQYgvafx4j6vsIh9GzbToDEQFhrC8CGD3PYLXwhBXn4BldXV+Hp7ExzkfCWXmppa3vjPu5zctI2ImhoCFYW9QrB+8VIuu+l6brhmLoqitAiD3Kk6xJOCEJDDYrqDO0+E2tcDEIfDQcbxo+SczkBRqYhNSCI8KsZt55Kz2Wzk55zBYbcTGBLaZqCRnZnO16+/girjBIl2Bypgl0rF9qgYrnzgl/RLHHBpG94Odw5CXLEapJGrDIvp8XOilSv3Mnt2Sk8fRrpEftywgSULF2LPysJXCCqBr4ODmXrjjVx/ffcvX9WTysrK+GrRIvauWYOjtASloRrfqAhmXzaRqaOGtXgu2/cf4dvPv+FqYE6/aDQ/BSXp1TW8uWMPb+u0/GbBrW71/CWpJ3hSANIYfoDrByCNF/P19Q38d/lqdq9Zj7GsDIOiUKbR8GV8P+YvuIvByUm93NLOOXLsOEu+XkbWvgPQ0IAwGOg/ajjXz7uGuJiWf5OFH31Kzsq1/Do8jMToSBRFwe5wsD6/gC8//JgAf1+mT57Y4jGNgYi7VId4ShAih8VcPHeeB6SvByAFuTl88/5b1Bw5iF9dHTYBqV4WgkaO4er59+Hl7dPbTewwh8PB9g1r2LvqexrOZKEIB/gFkDB1BtPnXoPBaGratqqigq9fe5GEUye5PbYfPjrd2dutVj7PTGf56y9x51/+jl9A7y9Z3shdgxBwzRVjXGlYTI+GIFF+JrJKa3ryENIltGPHDr546SWm1tUxNy4OH52OWpuNDbm5LP3Pf9BqtVxzzTU9dvy8vDy2bt1KUVERJqORUaNHk5iY2KXgobKykpf+8Q/sO3Zwk58fycFB1JTDphPpfJGRRXlVNddOP3uyLIRg5YatDKut48p+LU+648wm7gwK4NW9B0nPzqOfm0y4J0k9wRMDEFcOP5wNd3n/7fc5tnQ5d/n5MSahPxqVivzaWhYfPc6bL/wfv3ni9/SL7Znn1DgUZfe+A9TW1REaHMTEsaMJDPDv0v4OHE7jzedfpn9+AQ+FBhPi68OZmlp++GENL6Ud47E//L+m55Kbl8+BHzdzb2AAST7nLgrVKhWXhYVy5mQ6q79bydSJ451W+7lTdYgnBSFyWEzXyADEfVVWlLPo//5F5PEj3BgeRaT5bMXE0fIyvli3msU1tdzx69+j0Wp75Pj1dbUc2pNKVvopFEUhul9/BqaMRKfv/OdQCMEPX3/BiUWfMlVRMSowCJ1axaHSUtZ8+iGfZ6Zz68O/adr3vp1b0aef4u5+/TE1W/HFotVyZ1w8fzt5nD3bNjPjymu77fl2h8b3qjtNmOrK84OAa1SDuGt1rMuw6DQs3JbJ3eNierspPUoIwXeLFjGispJbkpKaggejRsPlUVFYMzNZuWgRM2fOxGQyXWBvHeNwODh8+DAHDx5k544d5O7ZQ7TDQYxaTbrDwdbPPydh2jQeePhhDAZDp/a9cuVK6lJT+VN8PAEGA9gaUOxm4i1mgnILWLZ8NRNTBhPo50NpRSW5JzK41t/X6b4GeVvwKizm4PF0GYJIfZYMQC6d5hfpzS/eM7POcGDdj9wXEMCowHO3hxiN3N+/H88ePc6KVWt46Of3dFtbampq2bF7D8dPZfDj+o0ouXkkKAr+KoUfBfzwxVdcc8ctXD5zeqf263A4+PzjzxlUWMhDAxJR/fSdE2I0MtTPlxeOHufLL77i948/BsChtGPoy8oZmeD8/Tc+KICt6Rnk5OW3mB/EGXeoDmm+cow7ByEgh8V0lbsGIH01/Gi0e8tGDCeO8kC//pg054KOAb5+3KfT8dyenaQd3Mfg4aO67ZhFBXkc3rubzJPHObZpA4G11SSr1AgUNqlVbIlP4LoHf0V4VOeuZXKyMjn67VLusFgYG3SucjLEaGJATTUvbt/C3lHjGDPlbP+ffnA/Q1WqFgFII51azQidntS9u8DFQpBG7lYV4qrzg7hKNYgMQaQOWb7jMEVpacwPC3NaeTEtLIzv0tM5cOAAY8eOpbq6mo0bN7Jj/XqqS0vxCwtj/LRpjJ8wAd1P5W/tKS4u5s2XXyZ3927qc3PJy85mtkrF6IAABg0diq+vL4fLynh3+XL+azbz81/8osXjHQ4HFRUVqNVqLBZLizY7HA62r1rFJIPhbABynpkhgaxOz2LrvsNcPW08NrsdhANDG3OFKIqCXlGd3U6S+iBPCUBcffhLW+FHo1179+NVXs6IpMRW92lUKib7+fLZlu3Uz78NvV5PVnYO637czJHde7HbbMQOHMC0KRMZ6OTxzuzZf5AP3noPa+ZpzuTkYi4t5TqjkaTQEAYNSkbRaPjuTA7fvLMQf38/xoxIafH4hoYGqqprMBkNrYLsoydOUnL0OPdHhDcFII20KhVXhATzxt59ZOfmEREWis1mQ41A3UZloF6lBocDm83WoecG7hOGuHMQIofFdJ47zgPS16s/mju2fTNjtboWAUijcJOZRKuVo3t3M3j4KIQQpO3fw74tGynJOIXWaKTfqHGMnDAZX/8LT3TtcDhYtXQRR75diqGokIys0wypr2OWtw/R/eIJj46ltL6OT46l8dWrL3LPE/+D2avlxX1NdRU2mw2zxQu1Wt3ivoO7dhBSXsZoJ/N4hJvMjFQUDmze0BSCOKwN6M/bR3M6tQqHteGCz6s3uWMQ4orVIK4wSaoMQaQLUlQK9XV1YLXi30a5nJdOh9bhoK62luLiYl559lmqdu9mlEZDsMHA6ZMn+WrzZnZMm8Yjv/kNRqOxzePZbDZeff55CteuZbKvL+tra/mZwcAdXl6cqKzkyN69DBszhkF+fvzMamXhqlXkz5tHSEgINpuNNWvWsHHFCspOnwZFIXLIEGZeeSWjRp1N1evq6qgpLibGy3nnpVOpCFegpPxseurv7Y0lKIAD2XkM8La02j6nto4irZqYsJBW90mSp4sLrHf78ANcu/rjQuFHo9q6OvxUqlahQSN/vQ7RYKW+oYH9h9NY+O838c/LZ5zZhFalYt+x47y6dgOXz7+Na66Y3W6bTmWc5o3nXyYoO5tEsxeV9fX8zs+PWLWKo3n5HEIhJWUI10ZHkn3sBKtWrGL08LNzLRUVl/DtytWkrvsRe3UNisHAsMkTuHLOTCLCQgEoLi6F2lpizJFOjx9nsUBZGcUlpUSEhRIdFUGt0cipqirinfTtB8rK0AUGEBoc1O7zcub8MEQGId1PVoN0jDsOg5EBSEsNVVX46tv+MdBfo6GkphqHw8G3n39E+rdLSaqvY5zZTLXNxs6D+zmyfhXXPfJbImP7tXusjSu/Y/9/32WkolBut2FG8LfgEMrq60g/fgyNRktIeAT3xMXzzKkT7E/dxvjpswA4dfQI29asIH/vHhSHHV1QMIOnz2Lc1MuahreUFxURrVa3+Z0TZTKzNTen6f+D+/Xn0NZNzBOi1WOEEByurSWwv+vPW+VuQQi45vwgvU2u6yl1iF9AIJjNnKhwXlaVWVlJg8FAYFAQH7zzDurUVJ7u14/5CQlcHhXF/UlJ/D48nMLVq/lq8eJ2j7Vo0SJWf/EFDfn5rD50iKPZ2ZiqqiioqyPZxwd9VRU52dkAjAoMRF9ayqGDB7Hb7fznjTf4/l//Ysjhwzyk03GfSoXvjz+y8K9/5bvvvgNAr9ejMZkorK09d1CNDmE5e6LrEIIih8BkPPvLpEajZuKkMWxssHKyqrpFW+vtdj7Lzsc7LpphHnAhKEkdFRdYLwOQHqaOG9wUgCjeARdc4jY4MJBcAdVW59UOJyqqMAX4U1dXzwevv82Y4hL+NiCRedFRXBUZwZ+SEpknBCs+/IRDacfaPI7D4eC5l1/l5I5USvML+fLwYapLy2ioqEQBks0mqouKKC0rB2B8gD9nDqdRVl5BfkEhzz37L45++ClXV1TyS4OeG2tryfliMc//z/+ScToLALPZBDothXX1TttQUFcHWh2Wn8bTJycmEDQwmS/O5FBzXrVHVnU1a6qqGXvZtE4PnWyu8W/Q/O/iKgwR0S0qmdyJJ/Qhl5IMQNybT2QU6dXVTu8TQnDSasU3JJQ92zaRsewrFlgsPJSQxGXhkVwTHcsT8QkkZGaw7O3XsFmtbR6nKD+Xxf/3LxoyM0g/ncmPJ48TUFXF6coKggwGIhQoysrE4XBg1moZplJx6sA+APbt2Mo3z/8PAWtXcw+Ch3U6pmZlkvbO63zx5is01J/tl41eXhS1UwVdXF+HodnqkcPHTaIgIJCV2VkIIVpsuyEvl9PePowYP6mjL2WvOn+eEFfW2Ge4WhXZ2WqQ5F47vgxBpA7x8fMnadIkVhQUtDrBtDscfHPmDH7JyXh5eXFq2zauDwlpqhoRQiAcDqItFuZ4e7Pzhx+obuMLIC0tjU9efpkZlZX81Wzmrz4+JGk0RNvtZJaUkF1TQ4hWS3FuLgBqRUELWG02tm7dypHly3k4OJjb+/dnqL8/o4KCeGTAAK4Rgu/ef5+cnBzUajUjZsxgU0UF9U46712l5ZR5WRgz+Fx539xJY4meNIYXikp5Jz2LHwtL+CYnn6dOZZEZGcaC265Ho2m7xM9V9GZnI3kOTxn+Aq4ZgHQ2/Gg0bvQIHOGhLDtzptUJZkFtHRvrahk3fSpbd+5Cl5PLbXExTb/GORwOAGaHhxFdXsG69RvbPM7nXy3l1IpV3I3Cv7y8WGAyEa9SYaiv52BxCSoUTDYbxSUlABg1ahSHA6vVymdffoX58BGeSIjn8ohwBvn6cllYKH9OTCAiPZP/fvgJQggGDUjEGB3F6ty8VscXQrA6L4+ApP7ExUSdfZ0UhQU/v5uChHiePH6SrzKz+DG/gIUnT/G/ObkETZ3EdXMv79DreCGNfw9XC0PcPQhp7Fck52wxKTIA8QBDJkxhv1rDSSc/Km4rLCDPx5cho8exd91qospq0Nv0HC2o4mh+JWl5FWQU1TDCGMCZPQd54dMVLNyW2erfOxvSeOL//Z7wjHQeVrQ8ozUxRlETJQTlFRXsLSxGh4bq0nIOZuRxtKAKg1qNvaGe6spK1v33PabVVPNgQiIjA4MY4OvHNdGxPBIWTtXmjezctB6A5GEjyDSZOFFR3uq5VFmt7KhvYMCEKU23hYRHMPGOe/lWq+WV40fZkJvDxrxcXj1+lK+EYMQtdxIdn9Bjr313c8cgxBX11rWJHA4jddiNN9/MS0eP8uzhw1zm70+0xUJhXR3rCgvJiojgF/fdR2ZGBurycoYNGEBpaSk5Z85QVlAAgNnXl8igIGxFRZw5c4akpNYlb8sWLWJwWRm3GY1Ea7XUORyY1GoqgAHA6fJyon18cPwUXmRUVVFlNBIZGcm3ixcz1G4nuVnq3Gh2ZCQb0tLYvHkzN910E7Nmz+aFjRv5v6NHmRcZSbyXF/V2O9sKivm6qpqUOdOICT93MqnVavjlnTeycVASm7btYld2HkY/H4aPHsZlY0cQGnh29YO6+gayC4pQqRSiQoJdKhhxlYmIJPcmA5Ce09FhL23xsli48a7b+fy1/1B47DiTg4Lw1mo5Ul7OmsoqvMaOYu6sGfznvQ8YqFKhVRSyc3LJzcmltqoKRaUiICSYJI2GTYecj9MtKi7hx6XfcpVaxRV6A14qFTFaLatUKgLVaqxWG6erq9ECdvvZYOVgWTmmyAjsdjtp23Zyb2AglvNWPtCr1VwbHsrLBw5xMj2T/v1iufKGa1n06n9Qp2cyOzwMP72Ogto6vs3OYa+3N/dcf22L+Z6iIyP445N/ZM2Pm9i0YRM1lVUExsVy1fQpTJ04Dv1PwXxxSSklpWVYzCZCQ4K7tMKYq84X4u5DY+SwGOdc7RfcC5EBSNsGDR/F0ekzeXPND0wpK2GQnz8niqo4XF7KFpUK9bRr+T69niN7DrHA4oNis1JVnEdDcT7YbaDVYwgIIcZuJb84B4tuRKtjZB4+QNCZk9yi1TFCb0BRFKK0OrJtVuap1Byor6NWb0CF+GkuJdhQXEm+3YeXPlmO43g6/cOiOVZYTVLwuWHgUWYL4zRqtm9Yw4QZs+mXlEzQ+Mm8v3Yl19XXkxIQiEZROFZRzjd5uTQkD2LEhMkt2jZmynSCwsLZ9eNaFu/fg3AIwsaMZ+6UGSQMPNuXCiEoyM3B2lCPf2AQJovrDjlxt6ExrjYspjevTWQI4uJKCgs4feoEQggiYuIIDgvv9D4qykrZu2MruRmnUBQVsUnJDBk1BqPJ3Kn9hIWF8dunn2bZ0qV8sW4djooK0OlIvOYaHr32WuLj49lUXIwAsrKzOXP4MN719fTX61EUhZK8PNJyc8n183N60pmfn0/mrl1cExxMVUYGdiEwqFSMNZtZVVbGQI0GYbORXVODKSqKOpuNRVlZBIwaRXJyMu+cPMm4Nub50KhUxKtU5OXkND2XXz7xBB+89Rb/OnAAfXY2VocdxaxlzLVzuHXuZa32odVqmDF2ODPGDkcI0eI51Dc08PWazWzfvIP64lJQFLzCQ5gyZRxXTBrjdElGqfv5JsYTx0nSM3u7JZ7JUwKQ7gw/hBAcPZ1Dfmk5ep2WwXFRWIydG3Khih3E8YzTbP1yKaXVdZi9vRk9IoVhgwd2uu+YOnE8XhYLK777gTcOHkaprUXr78eYG6/j2ivmYDabUKnVWB0ODh1OoyI7h0AgWqfDarWRfyqDEwLK/Hyd7n/n7r0YS0oZ4+9PWWkZIQYDw/V6vHVavqhvYJ6ikFlTg2I0EmM2kVFVxcb6BqbMnE5RSSlKVRVJkRFO953k7Q25+eTlF9C/XyzTJ09ECFj+xVesy8pCb7dTr9Viiovhjtt+xujhw1rtIzDAn5vnXcPN865p1U+fycll8dffkLZtJ0ptHei0RA0dzDXXXc2gAR2bDPZ8rjhfiLsGIXKS1Pa58i+5zbliAFJfV8uJI4epr6vB29effknJne5brQ0NHNm/h+MH92OtrSEgIpKUMRMICu3cqoAajYaqgZeTV2/hP3s2oT1TiEBBFZ9M2KgpRA4eg62hDpVahb2+npLsdEzVFYSrNejVamprqyk4fZxyRYWtjUlEiw7tYqxWh0Wnp9JmxVurY7zeyHt1tewSgmAEebU12IxmNHoDW4vyyPb2JWnYGM4cTKWfouD1U1B9tKCqZfttWmrycqmvq8VgNHH9vQ/wvcXCB5s28NmJ46gVqDNb8JswmRvvvBcvb59W7YtLSCIuIampYrF5P70/dTvbv19GzcnjYLcjvLyImziV6Vddh7ePb6de60vFXYIQV142tzeWzJUhiIuqranm+88/JnPLj+jLykAIGny8CRk5litvv7vDHcHhvbtZ+e7rWHJzSFapsAvBrlXfsyMunnkP/YqImLhOtSskJIT77r+f6ttvp7S0FIvFgm+zyoukpCTqLBa+37uXK9RqYv38aOzaQo1GtpeUUFBWRlFREYmJLU86q6uqoKGBgZGRZBcUcLqqilgvL6738iKjoYF/1dbia7Xip9EQoNXy+dGj1Pbvzy8ffhiVSoXebKaiqKjNtlc6HBibjQePiY3lL//4B8eOHSMnOxuNw8owLxt+3hfuwJp32FarjX9/uIjczTuZZTKQ4ueDTQi2Z+Xw/YeLKCwu5a7rLu/Sr42Xms3u4EheIcXVNRg0GgaFB+NlkL/KSTIAcebEmTz++80aijOz0dbVY1MpqAP8mDxpFPOmjO7QSbYSM5CFX3xN6ppNhFRUEq3RUGi38/ay7+g3aTwPPXAfJlPbE0k7M2LYEIYPHUxxSSn1DQ0E+Pm2mAsjeUASH37yBYklpYw1m/DRnpukL9Rg4M2CArIKCqitrcN4XqBTVV2Dn6IQHRlBZmkZodYGfLQ6Fvj68mpJCS/XN+BvdeBnNnO0qpo9NbVETZvM3FkzyDyTDRoNFQ1WfJ2sElZhtYJGjf6nPkdRFC6bOomJY0ex79ARqqqq8fHxZtigZLTa1isrtHptm/W5Wdk5vPjsvwg4mc69QYHEBAdSUFfH6h8381raMX7+m18yfGjXh7Yo3gGXrCqkorqW/SczqalrIMjPmyH9otA4WXEhcECI2wUhIKtBzudOw2BcLQARQrBt/WpSl30FOdlo7XYa9Hr0/RKYccudTZUHF1JWUsyiN16m7sB+BthsWNQqjtttfLR8CWNuvoOJl81p9/ELt7X8ZUal0TJ44iwc46ZTU16ColJj8vZD+ek7Q6s3oo1JJHXtEu60WUkwe6FWzt7nB9Q11JNfXYG9jV/Q7ZVlBJktKHYbOcX5mDUaEjRaJpm9+KK6kkC7HR9Rh8o3gKyCbA6ZLATNvgmf4AhytfupEI6mEFl73t+yxmYlo0LNJ7tzUak13D0uhuvm30fp3GtJP3EUh91BWGQU4dGxFzzvPf/+7RvWsu29NxlTV8v4oBAsWg0nKipY/dXnfHbiGLf9+g9YvF3zs3B+EJKZkcHx48cBSEhIICY2tncb+BNXXDa3t6pBLkkIsnLlXmbPTrkUh/IINpuNL9/6N45NG7gnIJCh8f1RAYfKSvlmzQ98UVrCHb/5Awajqd395Odks/I//2ZiSTHz4hOalqWqslr58ORxvn79Ze598u+YzK1XPLkQs9mM2dy6kiQoKAhNeDirt2xhVmBgUwAihGBPfT2pKhXJPj5s37yZCRMmtHisj68vGI3kWa3EJSeTfvAglaWlBBsM3GWx8Lndzjt2O/7BwYxISmL0ZZdx2cyZBAcHAzBs8mS2HT7MFXZ7qyW4squrOa7TMX/48Ba3K4pCUlISSUlJiJqKLiWjW/YdImPbbh4PDSLWfO5vEms2EVtSxvtrNjJhxBASY5yvcuAqDucWsGT7XmqLSjHb7dQpCt9aTIwdnMjcwQNQuchJjXTpyQCktdP5Rbz24Vf0yy9mQXAAcSGBVNntbCwu49tla7Da7dxy2YQ2H994sbx8y252L1/FPT4+jBmQ2HRSeLyigtdXr+O/3j48sGB+p9unKAqBAf5O7xs/eiR/F4I1dfVMaHZCaRWCz6urcXh7E2Z3sH3XbqZNavkc/Hx9KAJ8AwMojQjnQHYOwXV1BOp0LLBYeMlaxjKViiH94kgeNoSrZkxl2qTx6HQ6+sVE4xUbw4bjJ7nT0jqA35BfgCY0lEHnLdFrMBgYO3J4q+07Y9HiJQSeTOfxpHPfhaFGI4N9fXnr+Ek+/+hThj7711ZLQHZGT1eFOBwOvvpxBz9u2ImqrByDgCqNGktEKLdePYNh/WOatjVERFOXfdrtghBZDdKSOw2DcbUABGDL2pXsev8/zFJgcmQ0Pjod2dXV/JB2iO/+/S+u/e2fiO3ffhWYw+Hg67dfx3t3Kr+JjiXop9UN7Q4H63Jz+Oa/7xEQFMyAoS37qPODD4uu9SWXSq3B4h/s9Lg+cQPY1VDPeJWaRM69psV2O1821BFg8aE4O5266goM5pbBgMY/iLwzpxgbEUdpXS1HqisI0miZpFZjNhh5scpKvsFEcFg0luThxKRMJCj27OsQHDeADKOZjOpK4iwt9+sQgn01lfiMmIj3TwF5y+cZxd0TY+iKyopytn7xEVc4HMxtNi9IiNHEID8/Xjywl63rVzHrmhu6tP9LQVEplJeU8NvXXqT+0G4MlWc/E0u8vIgdN457H3gAf3/n38uXmqwGuQQhSJSfiazSmp4+jEdJO7CX8h3b+G1kFFHNAoqh/gFEmM08u28P+3dub1p3uy2pm9YTkp/HzxIHtFiKyqLVMj+uH0+nn+Tgrp0X3E9n9YuNpdzPjxfq64mvqSFYpeK0w0G2Vsuwfv2I8fJiRVpaq8cFBASQOGECq5Yu5fHkZAwGA9lZWRwvLEQ4HFSYzQwZM4a3P/8co9HYKkGeMWMGqatW8caxY9waG0uI0YgQghMVFXxw5gwhEyYwYkTrsZMXa/P2PQwTokUA0miMnw/fn8xky+6DFxWCWK02dh0+RnpOHipFIblfDIP7x3bbMJsTBcV8unYrw6qqudrXm1Cdlhq7g81V1Szbvg+HgGuGyUlV+yIZgDj33ZbdBOcV8UhMBNqfPodeGg1zQwIxFJXw5Y87mTlqCIE+LSvLms/7YTN6s/77lUzXaBkbFNhiuwRvb26sq+e/GzZSdN1VbQYaXaFSqYgICSanppY/VFYyGNCicEg4qDUZuTd5AD+WlZGVndvqsWNGprAkNIRVeflcO3AAp/wCKMjOJru6mlq1BntgENfffge//M1vm/qnksYHa2D01Tfw/f+9gjErjxnh4Rh+GpqzOT+fpQ0OJlw1jwpTMCa6b6K5wqJiju3YxX3BQa0CcpWicE1kOH87kc7BI0cZNnhgl49TWlbOtp27KCkrw6w4GJMymODq7gsgFq3fzuZv13GtTsfkiFBMajW5dfUszczm3Y+W8vC9N5IUfW7IrDsHIXBSVoP8xF2qQMC1ApDammp2fbOYOYrC3Khz/X6E2czd8Qm8eewom75dQuyvHm93P+nH0qg8uJefR0Q2BSAAapWKmRGRpB8/xs61KxkwdHiHgo+OMlh8ULz9+KG+lt3VFSQqKqqE4JCioPP247bIfrxdVU51SWGrECRk8Bj2H9zJROEgKGEwlUV5pP80p0iBRgfhsYz5+R+JHDiy1bm0X0QsGQNHsnjXj1wnBPEWbxRFocLawJr8bI76BZE84txkp82fY1WDrek1uHtc58KQQ3tSMRYWMN3Jsr++Oj0TTWZWbFjL9LnXotF07XUVQpCdmc6xQwewWRsIDAllYMrIC/6o3FH19XV8+eYrmFN3cGtIKJMHnF1g4WBpKV/88AP/Li/n908/fVGrlHUHVxwW0xvVIHI4TDew6DQs3JbZ6Q98W47s2kGy1doiAGkUoDcwXIEj27dcMLzI2ruLGWaz0/W7LVotg4UgPe1Qt4cgJouFcRERTAkJYUd+PnkNDYQYjcwLCSHZ15dvMjPR6J2f3My76SZePnSIF9LSmB0cTFxSEtqoKNbk5pLn788jv/sdJpPzziokJIQH//Qn3nn5ZZ46doxwm40GoMhkInLaNO5/9NEud5ztKSkoYlQbcwAoikKsRk1BUXGX9388M5t3PlpEZXoWEXYHVgQb9DpCkhN46M4bCfL37fK+G60+dJz4yioWBAc0vV9MahWzfLxQlVfy1YGjTE2Mw6eTcx1I7k0GIM7V1NVzaH8at3l7NQUgzU3y92VZVi6paae4fOy5eSuar/gCkHEyndqcXMYFOZ8EdUxgAB8fP8mRo8eZPGFst7Qdzi777ePtzQ1JCTiAw6WlOByC8T7eTAkOJsigZ0VJKVrt2f4yj2ZBjpcXE2+5k2/+8xYFp7KYHBpGVGAwR0tLWF9Sgvfgocz/+QOodc77iknTZ1JXb+W7zz5hzalTBAHFDkF1gD9j7rqHy6+9Hhy2lsdsJrQL4UhxaSlKbS1xoc5XTokwmdA21DetZtNZQgi+W7WWbz/9An1hEaGKQqHDwQ9+foybPpHbr78KTl/cr1ulldVs/HEH1+v1zAo6F4iFGfTcHx3OCxln+HZTKkm3XdPice4ahEjuVwXiSgEIwLFDB1Dn5TEluvW5uUpRmBIczFv791JaVIhfYFCb+0k/nkZobR3Rkc6rpkf6+bFs807qUtLQGowXFXy0aKNaTYC3H9f79SetvJQTdTVoVGomefsx0MefMms9QlGhUrc+XmjiEPKHjOWDvZuZajQzIDAExT+Iw6XFbLBZ8Z4w22kAAmfPW4dceRsHFRXvHE4lpKwIo6KQo6ioCo0kfu5t+IQ6/1Gv+XNvHgh15PqoorSEUMDYxnl6lNmCrbyM2ppqp/OMXEhtTTVLP3iH/O1bCKyqxKJSsQ3YFBnFzPk/Z2DKxf9Iemj3Tur37ea3sbEE6I0U19gIMmsZ6u9PmNHI06mpbN+2janTpl30sS6WKw6LgUtbDSJDEBdUV15GoK7t8c5BBgP7ykovuB+H3Y6unUoBrUqF47zlbtvT0Ql/hg4bxhdLlnCnxcLIwJa/btocDrZXVzN04kSnj42KiuJXTz3Fos8+451t2yA7G3Q6gsaN456bbmLkyJHtHrt///787aWX2LNnD5mZmajVagYOHEhSUlKPzclh8rJQnNv2yWWhzY7Fq/NDjgAKS8p4491PiM7K4XcRoQT/NFY+vbqG93cf4P+sNp549F70TsbXd1R5bR1ZZ3JYYDY5DcwmeplZXlTKgew8JvWP7fJxJPciA5C21dQ3IBqsBLUxX45OpcIPqKqtA9pe9cUhHOAQbfbTakVBEQK7o/VS3hdDr9eTNGo4e79bye8GJHJ5RMsJt/dX1JJl8mLGoFFNYYSiOdfHTJ8zF5OXD+uWfs22kydQbDYcZgv9593AHTf9DP+Alv1+c4qiMOuKuYyZMIHdO3dSXlZKgsWL4aNGEdB4IaJy3p8JW0OrcKQjoYjZZAKtjsK6egKd/AJX1tCAVaV2OsSzI37cso1v336fKxWFWf3jMajV2BwOthYW8dnSFegNem6++vKLGh6z51g62vJKJkeEtrpPpShM8/Ph3SMnKa2sxs+r5fNwxyCkr1eDNAYg7lAF4ooBCJy96DU57K1WomoUqDegVFdRU13VbgjicDjQKq3nr2icMDSnsh6tAmatCl03BSAAAVHxnPbxp6CuljnhrUOEA4XFNIRG4xPSeqJptUbL0Gvv4nhQGIv3bEJfUoRQoCEgBL9RU0gaO6Pdc2KtwUTKvHuomDCbwow0qm1W/P1DSE4YjEbbsfPNxkCko9UhBpOZXIfA7nCgdvKdWFJfB0Yjen3nf4wTQrD0g3eoXfMDDwaHMCAsHEVRqLQ2sDzrNCvfeBnL43+56OV5j+zczjAhCDQYfzouFFZbCTJrCTIaGSoEO7dscYkQpFFfrgaRIYgLsgQGk9XgfMZngKzaWiwhrU+EzhecmMz+k8eYcd4M+QANdjuH7Xb6xXXsAqdxwp+OGDV6NCuGDOHNPXtYEBdH2E+VGxUNDXx86hQVUVFMm9529Ul0dDS/efxx8vPzKS4uxmw2Ex0d3eEQQ6vVMmbMGMaMGdOh7S/WmNHDWHvoKFdZrfic92WbUV3DSZ2OBUO6NpRk7Y49aE9n83BcVIsy7jiziUeiwnkq7QSph44xcXjXJ/SrabCi2B34651/sRlUKiw/bSf1DTIAaZ+X0YDGZOB0dS0DLK0vnKttdooUGOdlblX90VxkWBhqfz/2lpQyJ6L15KcHy8qwe3sRGx3Vre0HmD1rBv/etpNP0zOZEx3X9OtbemUlC7OzCZ0+g8SBQ9r8pXDcxEmMGT+BrNOZ1NfVERQcjJ9/x5f19fHxZfrMWZ1qc/MgplGe7cKhSGR4GCHJiazZuYsBPt6tntOa3Dx0keEMHdj5ftrhcLDim+8YZ7Vydfy5Mm6NSsXkkGBqbDaWrt3M3OmT8bqIeUKq6+oxCzC0MWdJoE4LVTVU19W3CkHgXBDibvryJKnuEoC4Km8fP6o0Gorq6pyGn9k11TgMRrx8/drdT1hkNOub7af5ailalUJ6dQXEDUBr6J4hFY30Zi98R09jxerFWMpLGeDti6Io2BwO9pUVsUEIQsbOcFoJAqDR6UmedjXWcZdRWZQPioJ3UBgaXcc+T4qi4BMa2WbVR0d1tDokeehwdvv6sLu4iNFBLedJsTocbCovI3bGbHRtVJK3JzsznfztW3gwOITkZn9vL62Om+PiyT+exra1Ky86BKmvKMe/2Y+SinI2CGkUqNeTXVZ2UcfoTn29GkSu2+mChowZzymTicOlras9MqsqOaBWM3j8pAvuZ8SkqaR7+bAxv+W4bocQfJOVSUVIKCljW0/cV1yYz8aV37Hiqy/YtHoFZSWdG8phMBh4+PHHqR45kkeOHuWqVeuYvHwDl63dygqNhlsfeYTw8Asv9RsSEsLAgQOJiYm5JCurKCbvLpWfTh01DH1SPC9lZnOoohIhBDaHg50lZbyWW0D0iMEM6+LF5L49hxhr0Lcaxw4QbNAzwG5nz6FjXdp3Ix+jHkWnJbON4K3UZqNMpeBn7twKFZJ7kgHIhel1WkaMGMz6qhoqnVTT/VBYjCPAj3GXXw04D0AAzGYTo2dMZUVlJWeqW86dVd7QwOK8AmKGp7QKQRwOBwePHOXzr7/h4y+/YtO2ndTX13fqOfgnjeTyh3/Ndz7+zN+VylWrNzJ1xWbu3nuQosRE7vzFQxfsd1UqFTGxcSQOSO5UANKdFI2u6R+cHbrT+K9pG0XhmnnXcMDXj/dOnqLgpwqdigYrX2VmsUrAnHnXtFoJpyMyTp+hPD2TKcHOJzecFByMKCzi4JkCFO8A1HGDW1QGdVSAjxflKhWlVudhdHpNLSqjHj8noVwjQ0R00+fCHbh7H9RV7jIMxhUnQm0uYeBgVFGxrM4507QUa6N6u521RYVEjhl/wdUWk4cOR9OvP68fPsaBvHLgbPihVSmcqCxnOxAyfGKr/tJWX0fWwZ0c2bCco5tXUHImvVU7LvgcJl2OdeLlvFVdyW8OpPJg6i7u2bWHV4oKcIyZQUxK25NvN9IaTPhHxuEfEdvhAKSnWHSaplBk4bbMFqFIUGgY/S+7nM/Ly9mYl0ud/WwFZFZVFW+fOEZuVDTjZ8zu0nGPHTpAYFUlA5z8rVWKwjhff7J37aC+vq5L+2/kHRZOZl3LfSjK2WoQgPTaWgIiXWuRhK5e+/QU3UWGbp0hK0FcUPyAgURdNof3vv2Gy6orGe4fiEpROFBazOrqagKmXcag4aMuuJ9+Scmk3HIniz77kD3H0xhs9sIuHOyqqiInMJjL7v0Fvs1OXB0OB6uWLuLwd9/gW1pKkErhqEOQGhBAynU3MWX2lU3bFhYWcvToURCC2Lg4Is/7UAcHBxParz9rtxVQro1BZ45Go7FSUn+cjz9aQnR0NGFhnVtb3VV5mU38+v7beffzb/j3oaMYCkuwA1ZvLwZeNom7b7gSjaZrKw401Nbh1c48Jt5qFcWduPjRhUYSMJwWCatJp2NgfCzr9xxkpNmEV7PARQjBd2WVqP18GBJ+4eojyb3JAKTjrpwwgn8dTef5U6eZ4+NFksVEudXO+pJSUn0DuO6u2/AOv/Dxb7z2KrJPZ/Hs5m0MVyDGZKKgro6dViv6oYN58J47WmxfXFLKG2+8Tc6e/QTX1qJXKWxRVHzdL5YFD97HwJ9WVhFCcOzkKfLyC9DpdAxJHkCV5dxnWNHoiE8aAAHRnDphxmYchFbnh1ZbTEbWaRZ99jn3/PznPTKPUk9pXily/tCZ4UMHc/evH+bLjz5jZ0YmRquNOpUKdVgoV91wLZfP7NrcWPUN9WCz4a11/jqZNGrUDjsNP4XMzZfS7UxVyIjEWL4KDWRZfhF3RoS2uOCqstlYW1lNyvjhmI0Xvshxp2Ex0DerQVy9CsTVAxAArU7H1FvuYPXrL1Nz4hiTQ0Lx1+vJqqpidVEB2f36c/OV111wPx/tyqFh1LXsPF1EQU4Gw/VGTBoN6TXVHNBqUY+fRfTQcS0eU3DqCKeWf4xXYTZRDkG1EGQYTWQMSGHQlbejN50dIm2zNlCUeQxrXS1GL18CouKblsmFs8Na/GMTOZF6mHJVEoppMGqNFpXmBFkHMwmM3U3koPaHibuitobKXH7TbazW6fhy9QqWpJ9EJwQ1BgPGocO57o57CAlvPfSnI6wN9VgUVZvBvpdWCzYbtgZrl4bbNBoydgI/rFtNWlkpA86rMNqYXcAJo5EFkyd3ef89yZWGxcClqQZxn7ObPkRRFK65/R42BYeycs0KVuTngQACAhlw7U1Mm3tNh09Mp865kqjYfuzetJ5v0w6hqDVEDRvBzZOnERbZ8gR948rvOPHFx9xmMjOmfwIalYoGu53NBXks+eg9DEYTg66dxccffsj+NWtQiotBCBy+vsRPmMBdCxY0Lf20atUqli5JIyb6j/inDG06RkNDBQcOvMK//+8//P0fT16SCo9LIdjfjz/8Yj6nzuSSkZ2HSqUwIC6asDYmPOyo0Kgw0rJycLYCvV0IjtrsDA5z/gtkZ8wZnMCbufm8mFfITJOBfno9pTY7G6qqOWg0cO3ooRjaOMmXPIMnBSA9GX40CvDx4td3Xc+itVv4aP9RRFEpqNUEjBjB7VfMZNKMmR3aj8lk5DePPczm8WPYvGETB/Lysfj6Mn3yBKZOHIe317kLeZvNxr///QaO7an8LjKcfpZIFEWhuK6eT0+c4s0XX+UPz/yZurp6PvzgIwoOHcFWXY9DpUIJDWXcNfOYe+11qFQqhBC899b7HDvix7ART6PT+TYdp7zsMCuWvUF0zArmzL2qm1+5S8NZIBIzcgrPDh3MvkNHKC0tw2w2kTJ4ECZT16vcQoODwcvCkfIKJjspuT9RWYnNZCI05Fw/3ZUgxKDTccOV0/n402WUZ2YzPcAXf62Wk9W1rKyopC4uimsmj77wftxsfpC+tmSuK/0i2xZ3CEAaDR4xGu1jj7Np2dfsPXoEpbQEh9FE6Mwr+Nm1NxIc1nZVcvMqhYiYePzu/S2n9+/gu8O7EPV1aBOHEjp0HGEJQ1oEF+V5Z0hf/A5TKkqZERyBl1aHEILTNZUs3rOZgw47w2/6BVn7t5G78TtMhblo7TaKtXpORsQRd9l1BPc7OzSvqqSAPct/wG6bQ8SgG1GUs8cRwkF5/hL2LF+Jd3A43kHu+aOi0zDkhluYOOsKThw+iLXh7AousQlJF7UaYmBIKNtVZ+cA8XIyp8nxinIMMXEYuzgvVKOEgUM4OHMO73y/jGkVFQz76YfmfaXFrK9vIPiKqxk2bNgF9nLpudqwmEs1N4i8qnFRGo2GaVdczYQZs8nLzgIhCA6P6NIyTv2SkumX1P5Y57raGvavWM4VWh0Tms03olOrmR4WQVlGOj9+9w3VJw9QvHo1dwQGMjoxEbWisL+khMXLl/NKQQGP/7T007ffbkClmoi//9AWx9HpvImKup39+5/jyJEjDBzY9eUIXY2iKMRHhRMfdeGhPh01ZdwIFqbuZ19ZBcN8W/4y9ENeIWW+PkwZObSNR3ecv9nEAzMn8d2BND45eRqqa0GtIig2kluGJDE43H1KqH0T44njJOmZF95WOksGIF0T7OfNQzdcTvHMiRSWVWCKH0xMRBhq37Yn2XNGr9czY8okZkxpf5jj7v0HKdi7n7/ERBHRbJWsAIOeBxLieerocRYtWc6p/QcJyTjDQxERxEd6nV3uOj+P5e/+h/qGem64+VbST55g/95cwiMeaxGAAPj4DqSsbCqrV2xixqw5aNuYWNBdNA9EivEnMmUikXRtpZnz+fn6MGTyBFYsXspQP198mo0Hr7fbWZKTR/DokST1b/nZ6koQMn5QAsa7rue7H3fy6qmz/bRi1DNkxgSumzqm1XLMbXG3IAT6VjWIq1eBgHsEII2SBg8jcdBQ8rPPUFdXi4+vX7sToTYPP5rPZ2HyCWDA5Ctg8hXtHu/0no0klhZydVR802TziqIQY/bmJhTeOLqPQ6sXY922hiscdsYEheGt1VFQV8PGjKNsXfQf1Lc8TEB0f84cSqW61A//yOubApCz+1PhE3IdJVkHOHMwlYHTr+7qy+MSzg9D7h4Xw/BxzhdQ6IpBw0exOTySb7NOc3NcfIsfYM9UV7HFamXQtJkXFbTA2SGi195xL1vCI1m35gdW5uUAoA2PZPBlcxg/bRa7c6s7tMhEb+hr1SAyBHFxOr2e6H79e/w4GcePQn4u4yKcT8A3LjiExUcPo2Qe56mYGOK9z31JDw8MJNpi4Zndu9m0aRMpKSmcyaogMND5clNeXnFkZ/ty8uRJjwpBupPD4SCnsJhgfz+GTBvHW2u3MLqsghRfL6wOwfayCg4ZDcyddzmRIZ274GpLgMXEneNHUDl8EKU1teg1GoK9zB5TrSM5JwOQixecMp5g2p77o7vsPXCIfvUNLQKQRlqViuEWb15d+j0TFIVHkgag+2lom0WlZk5kFMa8XD5duoQp02eQfuoUNdVmIiITnR7L3384uTlrKCwoIDyiayXIrqgxEGk+XKarYUhNTS2FxcVMnTSeD4+f5G8HDjHVYibGYqagtp4fy8spi43h0bvvcD7BbBeCkJSEWIb1jyGvpJy6+gYCfLzw7sJ8Te40UWpfqQaxxaS4fADiqivBXIiiKIRGXniC6cYApKvL3DrsdqoO72aE2dvpanuRJgsRhXnsXb+cW/V6ZoSea1OwwcS8yDgazpxi3+YV+Ec9TPHpbNTaoSiq1u1RFBUa3TAKM1O71FZX1Hy+EOjY0roXUl5aQk11FeNvuIXN/32X/ONHGefnh0Wj5XhFOVttNswTpzBu6mUXfSw4+yP2lNlzmTB9FoU/zckYFBKG5qcfEzq6yMSl1herQS5JCBLlZ2Llyr3Mnp1yKQ4ndYHVakWx2bC0MczGotVQVl7GeLxaBCCNAgwGRqrV7Fi/nsCAAPLy8lCr0wkMtBAcHIyu1RKujh54Fu5PCMHa7XtYs34rZWeywSHQ+/viP2wgR2tq2J5TAIpC9JgU7p08llGDkrq9DV4GPV5tLP0peRZPCkB6S3urv3S3hvp6vJycWNdw9uTKoFZTm5vD5EGDmwKQ5sYHh7Ds2DF27dhB1ulMiooK0GhP4uPji1+AP6pmvzQKHChOloX0FBcThlRWVfH1su/ZuW4D9rIKUKvwionGPHUSqzKzqK+oQGUyMvzymdw/ZybhoW2/P7sShCiKQliAb4e2vRBZDeIa3GkYjCdqq/qjsxwOO4rNhqmNc2lFUahtqMPbWs/osNZVvCpFYYxvIHtPpVGanUFZfhbVpcEoqjMYvf3QGVsO1xDCjif20BadpsNL67YlK/0kG7//hoLdqSgNDTgMBszxCRQkJvPf42koViv6mDgGTZvJ2KkzurTqTHs0Wm2raQfgbBVVanalS1aDNE6S6krVID1JVoJ0o8YSLncUGBKK3eLFicoKkpzMnny8vBy7SuX0F8hG/jodH2zaSuqhcnJzy6is3IZGq8egP8KgQf3o1+/shVZ5+VHM5goGDBjQU0/H5Qkh2Jt2go079pKXnYveaCQlZSDFpeWkrljPBCEY5++DTqVif0kZa7PzCB0/kv93/53o9VpMBoPHXpxIl4anBSC9UQVyKQMQgPCwULYIgdXhQKtSNYUfcPZXwYPllRj1BoINzisDtCoV6oYGPnz3E6qqDBQVFlCQvxO1OhhvHw3DR6bg7e0DQHHRTvoneBEc4j5D4bqivTCkpqaWTdt2sHPrdqrKygkICyVlZAo/rt1AXepurvbyYqCfL1U2GxsPH2GP0ciV985n0vgxGA0GJ+F/G23o4mSpF8udhsX0hWoQV64Ccad5QDrrYqs/mlNrtKiCQsnMPM5AH/9W99fZbZxx2PFWa5zOTQHgr9dTkX+GDQvfpSK/ksriXVSVjEGtzsISYCE4fiAqtRrhsGG37iU43j2vOy7E2RAZZwrzctm9dSNZ+/cg7A5CBgwkJDKKbV98THxuDlcHBhHk509OTTXrtm8hJy6eG3//FP6BQRjN5oseAtNVrhqEgOsMi3G2mEN3kiFIN2lMLd1VaEQUvkOG8e3mH4k2WzA2S7GrrFZ+KC7CP2EA+ZUlCCGcXoB/lp5JRn0yMfobUZTDWG07sdnGUFMdztathykuLmHgwCjOnPmI6dMj6N+/+4b51NfXU19fj9lsRu3kF1BX4nA4WPj196Su3kh8bT0TTAYqbTaW79zLidIy/hAVwRUx58rPY80mhlbX8NyOvexLGcT0McN7sfWSJ5AByMW71AEIwMSxo1m9eClfncnnqqionyo1zp7AHS4t5ZhOi19UNGeqqxjk59fq8QW1NazOLsNWPRWTeS5CfEl93Q5Uqnuoqalk3eofGTUmBYMhH+HYxMzL53ZbfyqEoLamBiEEJrPrDbM7PwzRlpzm5Zf+Tfme/QxXqwjW68k4cpQXvv4Gn+pqXhkzirBmk+gN9PVhyeksvv1sERPGju5wANJ0/F4OQtyFJ1aDuEMVCHheANKd4UcjRVEISpnIjvSjDKmpIvKnVWDgbB+4oTCXOv9gTA31lNTX4e9kJZJthfmcLtZh0MxCiBCE43PstgPYmUNJ9mlqK7YROWgIVaXLsPiXEjX4hm5rv8Nux1pfi1qrQ9NGSHOptVcVcmTfbn74z6sE5uUywWhEpSjsP7SfDwoLmG0w8MiI0ah/CjkizGaG+gfw6omjbPxuCbc9/JteeT5w9rMkHMIlgxBXGxbTk2QI0ouEEBTk5lBRVorJbCYsKqbLiaQQgrraGhRFaZo8tb6ulowTx2iorycgOISwyOg2TzwVReHyW+azKC+XF04eZ6K3N8EGI7k1NWyqrqQqeRDXX309G157ib3FxQwPDGzx+NTCQraV6vCLvJnMTBNwNX6+vlRVLcduD8Nm05KW9i01NQXMvTKZR355f7ecBGdmZrLi2285uHEjoqEBo78/Y2bP5vLLL8fLy7U6lkbrd+5j14r1/NzbwsiIc5PQ1qefxp5ZhX9xCSIyrMUJR6zZxIiCYjZt2y1DEOmiyACkc2x2Oyez86m32gj19yXYzxt13OAuhR92u52a2loMen3TZKP5BYWkn85CURSS+vfD18enzceL4H5Mves+vv/PW2QeP84YP38MajUHSkvZoUDCVVdj9vJmw4cLGd/QgPd5F+JvHjlCiS2GMMuN5Jyx4e39GGr1R9TX/wdFJFFbU8CObZ+TPEhwyx3TmXZZx1a4aY8QgtTt29i0cgUFR9NAQGBCAhNnX87YCRNdNgz5v4VfYN11gGfiogn4aXigQwj2/7iJ2PJKagqKIK5lafrlEeGsP3GKrTtSmTu78+PLezMICQRZDdKLXL0KxNUDkKqKCvKys1CpVETExKJvoxquUXsBiM3agMNmRas3ovy0klZpTiZ1laVoDSb8I/uh1rQ9WXT00LHszzjKe3s2M7a8hDizN3UOG3sryjng5UPi1XeQvWkFm7IzuDo8pkUf2GC3801ePnbd9dTXDKahxoTR+xHqaz7HYc9COKKoKc/i9P63CE82M/K66zD7Xfy8cNb6WjJ2b6J49yZUFaU4NFqMA0cQO3IqPqGRF73/i+WsKqSspJiV77zOhOIifpaQ1BR2JJSVcfLUCYbU11NbXYXF69xnS69WMysohLf3pFJcmE9AUO9VOjYGIa7KVapBoOcmSJUhSC/Jzkxn9eLPKDuwD1VdLQ6tDlP/RCZdewPJw5xPKOqMEII92zezZ91qKtJPAgr+A5LRmC2UpB2GvBwUmw272YLv4KHMuWV+m5NDhYRHcOvvnmDrulV8vWkDjtoa1P7+JF13I9dMm4m3rx/pR4/w7qplzKyqYkxQEBqVir3FxbyZmQmmJISIo6HBgq9vf4SIx2QaR03NJurqDmC3p+LrG8jDDy8gIODifz1NS0vjzb//neCsLG7288PfYOBkTg6bXn+dw7t28es//QlvJ/OXXEhPfvCFEKzbuJ0xQjDSr+XFToXVxhi9DmtlNcVlFQT6t7w/zmxkf15hj7RL6htkANJxQgjW7DrI6o2pVOUWgN2OEhhM0qjh3Dp/ICGd6FoqKiv5fvU6tq3ZQF15OSq9nqRRwykvryDnwCGU8rO/uiiBAYycMYXbbroew3nLrTYO1Zg263ICQ8LYuHIFC/fuBbsd3yFDuGzWHCZNnUZFRTmv7d7Fiwf2MycwkERvHyqtVjbl5/N9RT1eATMoKqxHp0/EaAzBaPwTdXU7qKtNpbb2OBr1CQYOnsDNt99x0WXCQgiWfbWYbR99QEp9Pdf6B4ACe3buZNnePZy59XZuuPlWlwtCzpw+zZnUXfwiJASjwUINYMJKnd2O2iEYrtOSn51NbHRki0oZg1pNBFBYXNLlY/dWEALuMz+IJ1WDuHoViKvPA1JbU83qpYs5uXEd6tJShEpBCQph4Mw5TL38ajTnzc3RXvhRlnuazF0/UnNkD2q7DeEbiC6qH/W5WehyMtDV12HTaDkVEkH45LlEDh7ttO9Sa7QMvWY+mdH9Wb1nMxTn41DU6MdMI37EZAKi+6PRGdi4+B0azqQz2j8QP52B3NpqVhfmcZoAjD7jqCoGnXkgiqJFrU3A1rARW8NR7NYdqLXVJE64g9D+gy/6NbTW1bB30dv4HdnDVTo9kSYzVdYGdm3+gbS0vfS74ecExTqfQPtSa14Vkr59DTG5OdwQn9AUgAAUN9QTrNHQ326jKC+3RQgCEGPxQp1zhvKSkl4NQcB15wdxpWqQnpwgVYYgvSD7dAaLXniWhOwsbg0JJSowiKK6OjYc3McPp9OxP/RrBo8YfcH9CCH47stPOLV0EaPsdgb7+OIQgoXfLiWnuIjrwyOZO3AQXhotJyor+H7bJr7My+XW3/2ZwBDna4r7BwVz5c9uxzbvZ9TX1aE3Glt8iVx1y3zykmJYv3w5K3JyQAg0gYFEX3YZOdvUFBQ0YDSerW5QFAW9Phm9PpmGhlM0NNQBdo4ePUp09MVdvNjtdj584w0Ss7N5KDkZzU8d4FB/fybX1fHctm0sXbKEO+fP79R+e/qDX1FVQ/GZHH7m2/oKyqRWU6oomBwOKqqrW4UgJQ1WjJaLW8Nc6rtkANI5y7bsZuXS1UxxOJji74uPXyBpFZV8t3YjL+QV8fs//Y4A/9ZDTs5XVl7Ov55/mbo9+5huMhFrsZBdUcmLr/2HwIYG7h88iMnxcdiEYEdRMUs+W8RrxSX8+tGHUKlUTeFH82VeBw8dxuChw6itrcVus2G2WJpOxv38/Hnwj39m6Zdf8N/Nm1BycxAaDZbkZGKCYkg/6UtFuQZvn7O/HioqPUbTZIymyWgrozAY15KX00B5WSl+/hcXVqefPMG2zz/lFr2eKTGxTbePCAxkcEEBHyz6gsFDhzFg4KCLOk53y0g/ia6ygsFhSSiKghAOatCiUzlQq1U4NBoctXVU19Tg3azi0CEEJUIQbez8ai3N9UYQ4i7DYjyxGsRVq0BcfR6Qhvp6vnjjFRxbNnKLrx+DIiKwOQR7iotY+cG7lBUVcv1dP2/qG9sLQApOHSF98TsklxYywuKDWaNlV8ZR1m9bzWidnsuThhEeFEZZQz0788+wbsn7CIeD6GHjnLZNrdHSb9RU4kZMxlpfi0qtQaM7F9yFJQ5FffODbN/0PamnT6CuKMeqN2AbMgbz8XJqK1RAIIpytuJEpQ5EZ5yHzgj11RXoTBWUnMnultfx5M71BBzZzX3BEQQ0G54z1C+QJdkZbPn+U/x//qd2q18upca/X01OOgE1tlaTgBvVahwqFWqgurS01eNL6+txaLXoDa2HIvUWVwxCwPOrQWQI0gvWL11MfHYWDyYkNV28W7RaYiwWdOkn2fDFxwwYktK0nFJbjh3az4nlX3OvxYuUgLPDU4rr6zDV1/NztZrw8jJ0VitqnZ4kH19iLF68eOIYW9as5Jrb7mp33xqt1unxNRoN1113HVdccQWZmZk4HA6ioqJIS0tj1643sdmK0ToZR9jQcBiDwYBGo6W+vr6jL1WbDhw4QMXRo9wYHd30GjYKNBiY6ePDN6tWccONN2JqZzLXS+3sd7GCXbQugRvl78vb2XmcsVrxPW++72qbjW11DYwbPeyi29DTEw1JrksGIB1TXF7JqlWbuFat5oqwYBSvs2HH2LBwBgUG8T+H0/j2h9XMv/WmC+5r0ZLlOHbv44l+sfj/NPt8QV0dA+x2fqYomAoL0cZEoVMUpoWGEGEy8sKPW1gzfS5Dhp39vDcPQJoztnGxHRAYxL0PPkzpzbdQWFBwdqn1mFj++957pB0+ihAjmuYSaSSEwGY7jJd3ODZbFvX1DR1+vdqyddNGwsvLmexkEuwxQUFsSEtj28YfXS4EUVQqBGdDDZWioCgqhHDQoNIzMDScjceOcoVOB+f103tLSin18mL0iIvvp3srCHGHYTHgGdUgrl4FAq4bgADsT91O9Y6t/C4qhtBm53mzIiKJKC3lzbWrSJ8whX6JA9of/tJQz8nvPmFKRSnXRMU3LW27vTCHK4EpNitKVQUqsxf+egNzwqJR52Wx4sflhA8c0e7cGYpK1WpFl0bB/ZIJihtAZWEu1vpaDBYf9GYvyl5/mYrCDBRV69VjHPZcFKUMrT4Sa/3FVwbbrA2U79nEdQZjiwAEQK0ozAgOY2/uaQpOHSEssXV7epNOo0EIwdGCKpKCz829MsDXD53JzNayEoae9/YVQrCxIA/ToKGERbnGhLKuOj9IX6gG6Z0pcfuwksICCvftYnpQcKuLd0VRmBkWgSMzg5NHD19wX/u2bCSxpqYpAAHYU1SEsb6Oa3z9MDbUU5x/7mTGoFYzyceHU5s3cPTAPha9+yavP/4ob/7xN3z7xcfkncnq8PPQ6/UkJiYyYMAAzGYzw4YNY8AAH6zWDdTXF7XY1mbLx2pdR3BwEnp9FaGhoW3steNyc3PxsVoJNzv/ckny8cFWVkZhoWsNH/EymwiNiya1rHXHMszXGx8fLz6w2ckQArsQCCE4XlnNy+lnUOKjmTFWzgfSUXGu8f3mEuIC690+AGl0KSZB3Zl2CkNZJTMC/JoCEEV39gTRotUy1duL1A0bsVqt7e6nsqqKPRs2MdvXpykAAdiel89IlYqRXl7Ul5VTVn6uP0jw9iay3sb2LZvYvHkzrzz7D555+Bf864k/snrF91RXVXX4efj5B5A4IJnYuH6oVComTJ6Et08ONnsqdltdi23rajei0+VgMATh46vB18nEqp1VkJFOkkHvtGRcURSSTEYK0k9d9HG6W3z/RBp8fNlfcm5Yi6KoUBQVsyMiOazRsthuo5SzYbbV4WBTfgEfFBUzeMYUYqK6Zwx947wzjZPwXiq9ueR0R3hKXwauXwXiyg5t2chwRWkRgDRK9vUltqaaAzu3XXAC1PwTh7DkZzMjOLwpACmur6OoopRZRhOhag31RXmIZj9ejQkIwVSYy5kDOzi66Xt2vv0Ptr/6JHsWvU3usf0ttm2Poih4B4cTEBWP2S8QjU5P7PBBKMp2HNZTwLn9CGHDWvsVOpMJRVWHT/DFDyuvr6pAXVlOjMn5xbefzkCQw051ScFFH6u7+UT35wiCerudowXnvhcNajVTomP52u5gl6JQ9dP3dFlDPYsz0tlhtjD+6nm9tiqMM64cNrpDWNtVshLkEqusKEdVV094sK/T+4OMRvQ2K5Xl5RfcV2lGOiPPCwEqrVYCUdArCj4qFWXVLb/IQowmirNO883//pUBdbXMtViwOhzsOpbGp+tWMeeBRxmY0vE5SRppNBp++ei9HDz0R9KO/BUhbkGrDcZqPYHNtpmQkP/P3luH13Wdedv33ocZxCxZLMvMTIkdcBxO2kCTJqW3PNB5O/RNZ+YdaDudTnGKaRpqmJzEiZ2YmWSBLbBkMcORDuPe3x+yZMuSLdmWZDnVfV25rvjss9da++ictdf+ref5PRZkOUhWlpG5c+dedfuXolGr8cky3nAYnUIxbJHtCoVAqUQzznW/rxdBENiwegkvllexu7ObNdH2wbH3BkMotBp8eZm8olXz7rmG/nA+rZbYeTP55mfvwWaeOirxVMaak0lv1acrZPpa+bQIINF5cZNWBcbh9hADaK39i8wBAWSAZL2ekNuDx+u9opFpe0cXstNFfsxQI2lnIMBChQKjSonC29+OzWoZLHkbK4q8+uFHNHz4IfOAVL2BjoZ69h8/xrFdn/Dlv/ku9qjoEXq8Mlk5uXzuqdv4j395ns7ONqzWzQAEAidQKIpJSZuPJFWyZv2CYZ4k14Jap8cZCg2W9L0UdyiEegpF6g0Qn5BA5spVvLb1HeJ0OpLO32dlWaYnGESXmERDdDT/0d2DoaWVIAJBm5UFD9zD4599cFw9TiY7IuRmSYu52ZnKDxZTPQ1mAE9nO4mXMUAVBAHRG2HPqWqW5t96xXbcjg4SJAnzRREdnnAIUZKIVarRKgWEoB8pHEJx/j1mlRqVz0PFu8+RH/SzXKNFr1Byrq2BstKjdC27lcKNDyBcw4N25uL1NJaVUH34Z/hcDag0c5ElB5HwftTadgy2RSiUe0ie+cBVt30pCpUaSVTgCgcHI98uJixJ+GR58LqnEokF8zl1cAfb2hvZkpA6KIRkRutxBAOEs3LYZ4/iVEMtegncChE5KYU1Dz5C4byFN3j0IzMdDXJlxjslZloEmWQMRiOSWk2Hz0f0CIvMnoCfgFKJwWgc4eyhKHVaPKGhZXnNajXFAvglibAkIyiG/omrOzroaW/lKZudW3Ly8IRC7G1vRXL20lNXw89Pl3LH1/6C1bdtxmyxXtW1FRQU8L//+29856//npKSfyYYjMVgsBMfn4FCESIhsZIvf+VLw4yqrhaXy0VjUxOfNPWxueYEaSYNtyYZ2ZicTLRWez7crYP4ZcuIi5t6O1rL586k+Z7bePn9T9hZXU+eRkVfOEIZAqbCPH7/hUcIhcOUn6snEpFIS4wnLyNlypkHTjP1GfABudmZ7J1ps15Ht0ZPSJJQa4c/pLf5fCiMBvSjeD9oNGpQKnCFQyRw4b1WrZbGPicRWUZCQCGKgwKIIIiUdXQQkSJ8d+FikgwGGtxuGt1uIm2tnKiq5JulpXz17/6eJctWXFUJW0EQuP/hzyBLEX7+42fo6tqPWh2FxZKAwZiOJJWzcLGO2zffNWpb++p6r3i8o7mB47UtlJe383ath3SjyKp4G8ti4lCKIt5wmF2eAMlphcPaWpVuHfM1TRSfeeLz/K7Xwb8fOUx+OEyMSkV9IEidwcDCRx/nM098nqrTpbS1thKnDjOrII/YmKsXpsbCjRBCpnpaTL+wW3NTp8RM1SgQmPoCCIDOHkVHQ92Ixyo73HRGwuito0e0KZQqvMhDRACTSoUkirREwqQiI5+PBBvA4ffR6ehkVkTiq1n5qASR0309hAN+tL1N1L/yv3Q3VjPnzkewJaZf1XWpdXrWPvVtVOqfUn3k14R8USjUFgy2NBTKRARhH7mrZmJPub7NDVmW6WqoptET4D8aO0nVdzPTomBpdAwzjP3fzUpXL90GM/kZw1MabzRag5nsez/P4beeobqlnlnn0xjLG8OoMlN5/On/Q1b+TCpLi/F63JgsVnIKZ6MZoSzxVGCqpsXA1PAGmYiUmEkTQVJserZvP8XGjXMnq8spSVRsPLbC2ew5uI88q3WY6rq7tQUhKZnMvNFzpDMXLuV4cRG3RyJozy+EF0RH87FWy3aPmxgBYi+qwuINh9je2kySTsctSck4g0H+93QJ/q4ulogid2u1HOp1UPbbX9BYeoqHv/U32GNir+r6CgsLefW1F3j33XfZvv0wLmcEtaaJFSsKuPOOR5iReX2Tdm9vL//+b//N8RN+RP1TNLojBPo81DiL2dNawXdmZ3Cqp4dio5En7r57SgoHgiDw0G3rmJefw4GTJdS2tKPRabmvMJelswvQnS/HmBx3/WXPpvnzZdoI9dpZuvFOPtxzkv0OJ+sThoog/kiEPX1O5t2+EbX6yrtjSQnxRGVlsrekjJyLKlUti4/j9fZOij0eZK0Gna1/nhUEkeKuTk65XDw0I5Mkg4GSnm7+UFJCjNfLvWoVd6vU7C4/w9v/+s9U3nsfn/viV65aCHnwkcdYsGQp27a+x/GjVUgRHzZ7M2s3LOKWTbdjvKS8+OUED5Vy5F3Oc+WlvPnbl+hqiyek/TL13giOQCene09S2VfN5uQk3mptwp+Zw6zFy4a1M1J/ky2MGE0mvvZ//47ikyc4dfQIFX292OMTeHzZcvIKZiIIAjPnzqegsN87JZaJTR8YEEImk5ulWszNRjhlankrXMzNkAYzQP6ylZw8eYxbA/4hfhaVHW4avS7OabQk5s0dtZ2YjDzO6o1Uu/rIMVuB/jSQOEsUu7pa2QSIMQmI5zfwZFlmd9M53LLMY6mZqASRbS31nG1rZJYUYZNSRWMkwL4jO6nqbid5yxMkFVxdhLVap2ftF/4vmYuPUHP8CM42F4LYgi3JRvr8dSTPXHhd61tZljm98x0q91Xi99+GW6FF4Q3Q6T9HkaOUB1N9mFVq3nX2ol2xCaP96p4FJouo1CwMT3+X5jMnOFBXCVIERUIGCfnzmbVgAQBzlyy/waMcO1OxbO5UiwYZT6YjQcaZgfrVl0MQBNZsuZ+3q6v4fXUVmxISSTYY6fb72d3Wwj6NlhX3Pox6DGkc85auoPSTj3imppqHUlOJ1uqwqjXMSkji1+WnWaY3cK/eiDsUotrZx0ddHVSq1Hw5IRGAt+rOQWcnf2syEX1+ER0XCrFcp+eD8jK2vfwcj37jr6/6MzCZTDz66KM89NBDuFwutFrtuJmTvvLKaxw9KpGV9feoc21UVlTQ3dSI0p/PjtY3OOU9wfzFc7nv6adZtGj0Cjs3kuy0JLLTkm70MKb5FDItgFw7ioxCYoHV99/Ha8//CVdDE2viYzGrVJT39fFuazuuzAzu2Lhh1LZEUWTTnbfxUlU1MQ1NbEpKQKtQsCwmmtdMBv6lvZMtaWlkigKuQJATXZ282dVF2GTiztRUvOEwz585w1yfj6esFhSCgCyDpa8Xv0rFq++/x8G8AlatXXfV1zkjM4uvffvb+Lxe/AE/JpN5MErvUhHicmLHSAR8Xt5/4VWcPQtIz3mSQKqfpsoz9Dp7UQQzeL72BfYGqkhcsIRNT/4fDKbhu+Ej9XcjokVUKhULlyxl4ZKRK0BAv2mtHA7Shon4SRBCptNihnKzGqROR4FcP3MXL6PswF5+ceIod0XHUGizc6bdSbnTwU6vC2nBamLSRi/taolNQlm4iLeP7OI+QSDTaEYQBJbEJPDbrlYaw2HW6U3owiF6gwGOOzrZIcvMsNiJ1uoo7+vhbFsjTygUzD9vgpoviqRIEqc8LrZ/8BL25Ax05qvzWRIEgdQ5S0mZvYSAt39u0ehN47K5115zmqr9Fah0n8cSPx+Po4u+phpUvgIc3hh+WPU2yRl2DMtuYeat9193fxOJ1mgmc/E6WHzhPjhQRvdKz2NTmelokJEZ78IO0yLIODJQv3o00rNyuOub32Hnqy/yX9WVKFpbkNRqlKnprLrnAeYvWzWm/iw2O/d946945zc/5/+dqyY5HEaSZZrUalQrVlOl1fFfXR0I4TARg5H4W25nRsVp9A4HvcEA5e2tPKLRDAogAJIMeqWKzbHx/KroBG3NTcQnXZvJm0qlwm63X9O5I9Hb28uuncVERT2CVtsf4ZJfUIA7NZWuri50fQYkKcQXv/tdZs+eujst00wzkaRFBQDVtAByDQwYUArmKB6+bws6nZaP39vGtsYmCIfBaCRp5TK+/fhnSYgfW4rOiqWLcH3xSba+9Co7q2tIQKBblnCmZaCeu5C9gQD7m5pAEBBjY8lcux5hx0fIwNHODiIuFw+bjCjOL3wHDPdyTWYWuZwc3vERK9esveaFsU6v53hHEPouGMtdjehxKWdLi+hololLvh9BENHq9MyYswB3rwOPKwt/lxPSS3jwO98btQLaxVw8plBYGiKK3Oj0mckUQoBJrRgzlaNBPo3lcm8kx5tdN40AAqDV6Xn463/Jtpef55mjh+g+VYYsCASsdoyLtzB7zeYxe3LMvO1hTsvwu7KjJDi6MIkiTYAzq5AzZisNfQ5UHS1ElCrCGXnojBaiig8DUNTdQYEUGRRAoH+eFgSRtbFJFLU10Fx+kqwlowvnIyEIAlrD+IpmDSUnCIcKMMf1R6gYbNHoTFa8fd2EAml4HY3ol8xgzu2fGdd+J4uB57GbUQiZimkxn9ZokGkR5AaRmVdAxj/8Kw3nqnH2OtDpDWRk517VohAgKS2DL33vP6koK6a57hyCKHJbZjZZ+YXIskxT3TlCwQBRMXHYY2J57+XnOfHaS6R4DBAMMfOiCI2QJOEQINpqJcNqQ1ldRXvLUBFEEAXeP1aOsqcBWZZJT08nNzd3UtJOWltb6XNCUuLQVCGj0YjRaESW0yiv2IpzDKay00zzaeZmF0AGuFECCPRHcdxz521sXLeGM1VnCQQCJMTFkZF2df48giBw+63rWbpoAYePnaCrx0GMIYqH580jKW0Gzr4+mhoaEBUiaekZiAoF/3HmNEdbW3CFQqQhY75IqO70+5G1WsxWCzMVIofq6wgEAkOMTCORCGfKSmlvbUWt0TBz1iyiooen110sJFyP8HEx3e2tyFIyKtUFw1hREDDb7JhtdgymNYRClYRDoau+34001qkiiEyWEDKZ/iDT0SATg3CZShw3kpspDeZiTGYLD33p6/wydRnGjmb0ahW2xHS0xqsTDVQaHXPufoK+pRvoqDlDXyiIwRbDipzZqLQ63N3t+JwOVFo91vgUOuuraDpzkjafhy6Pk9WKoXNZdyiIaI9Fo1KRi8DxjuZhfQZ9HtprzhDye9EaLcRmFlyx3O544mjuRKVbNuQ1UanEGNUv7svSEsKBlkkZy0TxaRBCphmZ8TJInRZBbiCiKJKeNXqo3mgoVSoK5y0c0e340vYXrFzDK7s/5uPWFiTAL18o8VflciGZzdhjYvFHwsiiiOIiE1OPy8WbLzxHybFa8BtBUGDQe5gzJ46vfu1pEhMTr/taroRKpUIhQjjsBYaXBotEfIiCNGTM18pUCPuaZpprwZY940YP4bqZbCPUSwWQi9HrdSyce/2RZTarhXm33t3fj/LCQtdssVAwa9aQ9y65404++d9fkOjxwkWlFp3BILXBALYZmWg1WnyOXlCrh3iCnK2s4A+/fYGasy5CQTMyPmy2t9mwaQEPfvazHGnxDr53vISPi1Eolciy7/xO6HCxKBL2oFDKKJRj9zG5EpcTRG6EGDLwd20LT44QMhlMdZPU6WiQ8eNmigK5mGcP16O3RhMbG39d7QiCgDU+BWt8yrBjpuh4TNEX2o9Jy6FuRh5vVZwiLMuDa2kZmQ6/jx6FEkN0AgB+ZISLRBJZlqk5uovK/UfxOFSAAUFwYo79mMIN66/aP+RaUKiUyBHfZY/Lsmfc5ugbyc0shMDUSosR9OYp8Ww0ngap0yLInxkJyanc8uVvsP03v6C+qYG3HN1sUGtxCCCZzWTMnIVSqeRAawtSdAwZWbkAhMNhXvz1rzl5yEdUzJfJzFgACDid1Rw4+Aq9fT/l//2/72K1Wids7Onp6aSnG6mpOYDRODxEr739ALGxAjNnjm4qe0V0JiqLT1K5bx/hSIS0hDjm52ejUk3/XKaZZqK5EWkwMLIAMp600b+QuVgAuRwbb7+T7o4O9r/yJzyBADt7eogSRVwKBYakZDKyspFlmSO9DjLvvAvV+YiKxoZ6fvyD39DWkkdSyn3o9YlIUoiuziM888c/UdHmZOPDj0+I+DFAWk4BWt0RvO5qDKbsIcdkWcbtPMKidZmo1Ne3cx8KBqg5XUxXWwtKlZr03ALiktMGhZcbGR0iKNWTIoRMp8VMMx7crFEg0C+AQP/D7mQiiCKFdz9BWSSM48Q+VD4X2ZEwbsCjVqNNykBnsfWnnosKotNzB8+tPb6H4m3HERSbsSasRFQYiIR6cXV9xPG3P0KhVhOfVTih40/My6S74SiytBFBHPrZhYM9iGIlMRnrr7sfn9NB29kygj43GoOZ+OxZVx2lc73crELIdDTIxDP9VPdnSOG8hST/23/x8u9+ybb33kav0bA8KYXo2DgUCgUlPd2873GTd9e9GM5XCagsLabsRDvxyd9Fr08ZLBVmsWSj032LM6f/kb1797Jly5YJG7dSqWTL3ev58X9vpaUlhvj4NYiiElmW6Oo6gcv1Lg88uAyz+don2N7eXn7x899w+OA5vD1qEDSoFFXkpB3km49tJDd9+A7Bzch4mwtNM814MtlpMFNJAAFQKBQ8+vmnWbx8BT/4x7/j+fJyHo2NpTA5BZvdTiAS5s3aWqptNj5/68bB8z7+8COaG2PJyfsK4vmFbYdXBsNiTFaR4oPPsGRDK9HxE2fInDwjm5y5CRQf/COC8BR6Y39kUiTspaNlK0ZLNfNXP3VdfdRVnuGDF1+lrTGIFEkAfGgN+yhYkMrtj3wOnd4wKPTcqOiQyRBCYHL8QaZ6WsynoVzujeZmjAK5UQLIAHpLFPMf+za1ufM49fpveMHrZkNMAlFRcai0OhxBP2+0NeGdkU9+dr+oEQr4qDxwBEG8DXPMpsG2FCorlviHcDR5qDqwl7jMmROaZp46ewl1J/+Ao+WPWOIfQqE0nR9fG87254idoSY+Z9YorVweWZapOridqv0n8TkNIEQBVegt+8hfs4QZi67dx+pauFmFEJha0SAwdSLlxyMlZloE+TPFao/iS3/993yUmc2uD96hrLeXJLeLdqDNaCL59i0sWr0er8eN3mCkvPgUoVA2ekPqkPBsALXahEazhL17j0+oCAJw66230tfbxyuvvEpFxYcgJIHcgdnczYMPzuWhhx685rYjkQg//vEv2LvHT2L8t0izRiEIAj5/F6dr3uLff/sB//ntB0iImdgHprFyuXDzaS6QkQa19Td6FNOMlei8uD97AWQAQRDIycvnh7/5PX/4yf/wStEJDre3Yexop0YQ8MXFc8eTTxETF0cg0F8N6PCB01htDyOKStrc/aVbB55trPb5NJ17k+qy4gkVQQRBYPPjTyJJz3C2+Ed0tSUhCCaglqi4IJs+cy8pmdeeBtrZ0sSbv30RR+csYpPuR62JQpZlPM4znNjzAlL4D9z/5a8Nzo2XiiGTLYS0howkCO7R33wt7U+iPwhMR4N8GrlZo0ButAAygFKlJnv5rVjikznx7nOc62olu6OFIDJnlSp8MwrIueMzhAN+FAolXfVncXeDOW54AQRBEDDYV9HdWISrsxVz7MSlmBvtsSx+4D5OvPMWzrZSZDkLWQ6iUNURl6Vn0b2PXJc/ybnjeyjdXoxCfT/WpOWIogYp4sfds4dT295DqdGSNmfZ6A2NI5cTQgbMxqfienqqRYNMFYPU8UqJmRZB/owRRZHb7/8M85asoPTkUXr6+jBpdagDfs6eruXId7+PQoTcWan0dHaiUM69bFsajR1n34X8Qp/PRyAQoKSkhD27D9HU1I3Vpmf16kWsXr0ak+naVE1BEHjwoQdZuWolhw8fxtHTg8E4kyWLF5OWnn5dk9ipU6c4eqSV1NS/xahLQHD351zrtNHkZjxBxbkf8MnhIh6765Zr7uN68fr87Dp2ioOHTtDb5cBoMbJoyXxuWTofq8l4w8bV7nRz6FwDTR3dCKJIdmIsSzJSsOi0o588QVhzMumtms4Vv1m4UT4gE8m1CiAXY7PZ+dY//hOnS0s4XVpCOBQiT6fD4ejlxT++g9/3FnqDkoVLcnG7/fhEM7iDXLqxKwgigmAl6PcDIEkSAb8Pn9tF5anjnDlRht8bIC45mtlLl5I1ax7iGCsrXIrBZObhr36ThrMV1FWeJhwKYo9ZRe68RSOWxL0aTu7bRXd7HMkznhqMdhEEAaNlJoLwJOUnf0rTubPDhJYBMWQyokJampvZt+sTzuzfR8jvJ3ZGBrevWcKKpYuG+LeMB2P1B5EkidJzjRwqrcTR04fBqGdRYQ4LczNQjcFHa6pHg8DNZ5A6VbjZokCmigByMbEz8rF++R9oqTjF6Y5mBFGBKCoId7Sz77mXkGUBU5QOg92AFFEORl5cikJlR3JBONgvbEfCISKhIM7OVppOn6SzrhkBgbjsVFJnL8ESe+2CdnRqNuu/9A1aK0twdjQjiBqiUu4gdkY+ouLaP9twMMDZQ8cQFRsxRV0oWysqtJhjNtHb6uTsocOkFC66rn6uhQEh5A+H6liq76Fo327aK86gUCpInreQhavWkToja1LHdDE+r4eyE8c4W3yCsN+PPSWNOYuXATOmo0EmgKkzg0xzw4hPTiE+OYVwKMRLv/0VR3a3olStwGSZSSTs4cjeQ3jdJUgRkDMeZ6TbpcdzjpTUaE6cOMHObds4V1REaXU9nZ44zNZ1JCZupL6+m2PHdrJjx0H+9m+/SVzctT/0JCQkcO+99177RY9A8alT+PzpmExpyOHgkGMKUY1Rv4g9Jz7isbvGtdsx4/J4+e/fvURv8RkWKxWk6HR0NLVyqPotjh89xV985XHioq6uDv14cPhcI+8dPIHN7aFQoSAsyxyrqefQ6SoeWbOU7NipETkzzdRlsn1ArmSEOl6MhwAygEKhYPbcecyeO4+WpiZ++O8/4Vy1GYv1fnS6eNzOFp57YQfuviqs0eVYrMMFnkjYi0wrBlMmR3d+SPWBXfQ21FFV301QzMcafQsGYxyt9WcpO/Y6i9eXsunhx6/5oV0URdJzC0jPLbjeyx9EkiROHzuDwXT/oAByMXpTDt0d8dSeKb1stIlKKU5oikzFmdO88KMfEN3UxG1GE0aVisojR3j+6FFKb1/PV77w5LgLIXDltJhwJMJv3t7BmSPFZAaCZKtUdITDvHS0mD2zcvnaQ3dg0uvG1M9UjQaZNki9em62krgwNQWQAdQ6A+nzVgBQV3SAU+/vJegrRGu+B4VCS0/zadrOfkDQ6yboa0CtG36/C/rqUGklpEiYsh2v4y49Sl9HC63dCtAswhS9HkGE7saT1J18jgVbbiMxb941j1ml0ZE6e8k1nz8SPU3ncHdJGGOWj3jcYFuJs30vva0N2JMn38jdoFJQvHMrFfve4xYNrDdbCEkSx999kzcP7GXdF756XniYXLraW3n95/+NXFnBbGSMSiVVhw/wxkfvM/u+h5Fv38Ki5Mn1UxmJqRINAtefEjOps0iKTc/27afYuHHuZHY7zRg5cXAfR/e2EB3/FxiMGYOvW6MWca5KSWvj63S07iEuYc2Q85zOakSxBK0mhT/88z8z0+Mh3efjZGccseJDuLsT8FrSycnbRCi4mVOnfsyvfvUM/9//990pFX7m8wcQBctlj6tUZjy+0CSOaCivbtuFr6iMv0tOIE57YbdrUyjMf1fV8Ozr7/F/v/z4pI6pvtvB1gPH2RAIck9sFIrzf88HJIk/dDl4cc8R/uquDZi007tz01yZaQFkdGRZ5k/Pv8S5mjiyc/8ShUJLmzuIYMkm2bCIyqIv0tW6lbikdag10UPO62r7EGuUn5qiYwhFx1ihVLKzpQe9ZwEW5R24uqxYowuJTtiIq6+Mwzt+TULqXuatXHeFEU0ukUiYcFhGeZldVEEQEEQLwaD/iu1MVIqM3+/nT7/4GbNbW3kqNw/l+UiaVfHxnHF088sPPmFnTja3rls9Lv0NMFpazDv7T1C9/zhft1koTIgdfL3R5+dnJ0/zvNHAVx+4bdR+boZokGk+vUxlAeRivH3dlO3YiyTdgS359sF1rtZUgN89h9bKr9Hd8DrxOd8e9NcDkCI+vL07SC4wU/3Os8xobWCxUsX7nRATvoNgeC5+pR17ZgGi8jb62t/g5NZtWOJTMVinzmZTOBhAiggoFCPP06LSiBQRCIeCIx6faDprK5AOfMBn1FpmWaLIje2Pol4Tn8Db9XV88uxvSM3MxhYVPUpL40ckEuGtX/+c+DNlfCEjE4u6f+0gyzIHO9p55ZUXiIlPZFHy9ZvVfloYj5SYibOI/zNmYKK+mZBlmcN7DiIIi4cIINC/sEzLfAq9Xk9X+69orH2Rvr4qXK5a6ureoqXlpyxeHEXtoUPcA3wxK4uzTpE43QbmRuWSp1bTWVtLV1cXarWFpMSHOHmymdpz527ItV6O+Pg4ZLkGSQqPeNzlriYz2Tq5gzqP0+2h6PAJbjebhgggACaVkntjo6gvq6CupW1Sx3Wgup5Ej5f77JZBAQRAK4p8LsqGoqeXY/XNkzqmaW4uJjsNBm5OAQSgubGR4qJm4uO3DAog0O/7oVLpScr4KqKijsaa/6Cr7WN8ngbcfadpqv0tCtXHpGbFoig6xtfjE5lhNNMTsJNvuYtCSxzxgQDt1RVEIhFMlkIEYRkn9x5CkqRxv45rRalUER1nweM+O+LxSMQPcj22mLF9p1RKEZVSZF9d75BqMtfKqRPHkerqeDAtfVAAGaDAFsVi4IOPDwzmoI8nl/tO+4NBDh4q4ha1msJLUiZTdFrut5o5U1xOu6NvzH3diN/sWLDnZpIRHbjRw7gpuBmjQGDqCyAALeVFeHrNmKJvHbbRpzXmYLBuIBL+mJ7Gn+HrKyLoa8LjOISj6cfYk9vB28uctia+mDKDoCQjyQXkm1dTYDBhcDroa2tEEEQssfficVhpPn38Bl3pyBhs0ah0EgHvyJFZQU81Kp2EwTp5IsPFNJccZmbAz3z70P4FQWBzahqWjnaKjx6a1DFVl5fhqzzDZ1NSBwWQgTGtiItnXiDAyV07ONY0NSIwBsrl3uxMiyDjzM0wQY9EJBymvcUxrKThAEqlDlv0RuYviycjtxSX60c4er9PUtJevvq1leTkZhLtcLAxOZkWr5cOr4YoTX9eXbRWizUSpq25BQCrNR+XS0Ntbe2kXd8A7e3tbN26lT/96U98+OGH9PT0DB5buXIlMTEuGhu3DTuv11WDKJ7ilmXXWX73Gmlq70JyuZllGVlZLzSbEF0eGls7JnVctU1tLNCoR4zoMShECoBz7V2TOqZpbh5uRBrMzSqAALS3t+F2g1eRMcz4FMBsm4stJpeFa4zoje/gdn6fQOAX5M1t5sEvP0ioo41lKjWJegNNXjchKRGdMhoBSDEYET0e+nr6f69m6xw6Wpx4XGN/OB4PZFmm4WwFBz58h/0fvEXFqWOEQ/0ReIIgMHfFYmTpGD5P/bDzOlvewxbjJ2/uoqvq81K/kGulqbGRFCmCTTNy5Ntsu52+xnpqveOfDjPApV43jR3dBHp6WWQdOYx6vqX/3nG2sXVM7U926epppoGba3PR3dOFIGQiiKoRjxvsq7HERpM+340s/Y6A+/uIihfJXaWlYO069O1NrI+OQy0qqHFH0CnyEAQBtSiSoFIT7ulACocQRCWispDupsnfaAoH/DSWHaNi7/tUHdyOo6V+UNw1xyYRN8OOp+d9pMjQqDwp4sXT+xGJuUkYbDdGBAk21JCt0wOgEgUqOy4YV6tEkXxRpL1xcr9v9TVnSQoGSdQbRjw+z2aj52wFfp93Usd1MxA1L/+az705n9inGXdEhQKVWoHHNbJTuCzLyDjJmTmbTfc+SHd7OzNjtMTFxaFWq/nRf/4nOSoVoiAgCgKCICPLkcHzrSoVzc6+821FEJCu2XTvWpAkiZdffpk33zxAT48RQbAjy8eJjX2PRx/dxObNm4mLi+PpL2zhl7/cSkVlDTH6PBSihp6+ciKRQ2xeE8WKuRNvpjgSSqUCBBF/JDLi8aAkIYvihOSaXwkZeUSPmAFEmJBdz2k+PUx2GsxEMdECCIBGo8EdCqMNOVFqh4s5oZATtVrNso2biU1KwdXnQKlUY4mKxutycrC7k8zzxqQiAjLhwSpTKlHEgEzA129wLUlhBAFEYfLmaVdvD1v/+EeqT3cQ9McAGhSKoySmf8BdTzxGYnoms5at4lx5OcUH/welagVGcz6RsBdn72EM5nI2PXwXBvPl0xovx3h4hSiVCvyyfNnKXb5IBBRKRIWCNgzjXj53pLSYgelXvEzqqSgICLJ8adG3UZmq3iAwbZA6GjdbFMjNkgYzgFKtRpYvLx5Hwk4M1iiWPPAkPlcvIZ8XjdGMRm+koeQIhoCPpJgEoF/klrmw7jOpVCgCfsJBP2qlClkKIyom92/ZXnOGU++/j7MTZDkJWfag1p4kaWYCc29/ELVOT+Etm3F1v4Sj6b/QGFej1MQRCrQQcO8lKsVJwbrJTd0eglJF8JIIx8oO92BajE+SEMdgFj2uyPKYoxKmUsncG22Qer0pMTfHjDLNhCOKIvOXFrLtjQNEx60dZjrncdeg07WSW3g7oigSHRdPykU/QrVWi/v8A3qywUCqMUiN8wwmdf9EHrpoUunuLsJqDZKblzemsfX29uJ2u7FYLINVZWRZpqenh2AwiN1uR3OZnbcB3nrzLZ79w2FMps+Sl7sSUVQSDvtpafmYX/3qPYwGA+vWr2fTpk1ER0fz3ltbKTv9GmGPk7wMLZtW5LNp+aJ+MeIGkJEYjz4+hkNtHTw4goHdoe5eBLuV/BmTu0uXmhDHqc4eNo2w6PdLEmeAxVdhjOrw+jjT2kEwHCHWZCAvPgbFJIpl00wekxlSP9E+IJMhgAC0a+KIilfS27WPuOR7hh13dO4jLllLQtoMlCoVmvO7XQBKlQpZocAT7k/3yzSb0SnacIebMamSAQjJMprzvzdX7zFy5sSgH0M1F0mS6OvpQpYkzLYolKr+HdBIOIyr14Egipht9it6QIVDId783e+oPKUkJuGv0CVmIAgCQX8HjTWv8vqvn+Vzf/VNrNEx3P35L5KatZOT+w/j6NyJKMLc5cksXPc46bnXHq13vV4hufkFHNXpqHO7ybikAposyxzp6SFt023ojGbkcJA2TBMmhAyQHGNHZTVxss/F7SPMxaecbiImAzOSYocdGwlZlmmS1VSWncbZ2EtWtJ0E842rTHYp0wapny5uNgEE+ivFVO5/Z0TzU1kKEfIdIXllv3GzzmRFZ7IOHlcoVYQEgYAUQatQkm9WUeksQZaXIwgKQpKMLAggiEgRH8ilxKTNGdO4wsEAPlcvCqUSnfnCfBzyewn6PCg1OjT6K/+We1sbOPbmu/icizHHbkGhsiDLMgFPBbXHXwTpFRbd/yTm2ERWPPo5ao/vo6HkVcJB0OhEspfkMGPRvegtN87DxJg7m1ONNSyXZRSCgEoUCEkylR1u4qwqyhUKluVPbtR3UtoMdipVdPh8xOqGr/FLex1Y5i1EZzDAGATrYDDIqVOncDgcGPR65s6bh9E4vvP0VDJIvVZunlllmglnyep1nDz0cxrP/Y74lAfQaKKRZRmXs5yu9udYvCqJjJyRhYu58+fz+nvv0eX3E63Vcleqjf8u3UeHLwG7Jo+OcISYuHhcrjo6Ol7lnnsLSEy8cg30czU1vPX2exw+XEUwIKDTw9q1s8nMzODggeOUljYRDkNUlIaNm5awefNmDIbhoWQej4d33t2HVnsnCQlrB19XKrWkpm7m7Nle3nxrB6vXrEGhULBgwQLmz5+Ps70Fof4UFqNhUqNWRkKlUrJu/Qo+eO51Erp6WB5lQxQEZFmm1OniHZebRXdvwmaeXHV4eVYaz56t5cM+F7dZTIM31bAs86fuXgIWE4vTk0dtJxSJ8E7RGU5VVKPy+NAAHoUCQ2wU9y+dN11h5lPKZIbW38wCyEB0gsGgZ8WmVbz3/Md0t5mwxaxEVGiIRPz0dOxBEPawbOOmQRHiYjQ6PdGz5nF093bmR0WTZbIw297KoY73SDM+RCBiwK9SEWW10t2+C6W6iIVr772icCHLMqePHeTYrr201vchywK2GA1zl89HEAWKD56ku8OHIEBShp1Fa1eTv2DJiG3WnC7m3GkH8cn/iEYXP/i6WhtLUvoXaar9Z0qP7GPVnfehUmtYvOF2FqzdiM/t6l/UG8ZvgXdxVMjVCCG5+QXEzl/As/v28aW0NJLO34+CkQjvNTZQabXy+K39BqSCUj2sCtl4MhANotdqWLx4Dh9t3UmOx0em4cICuyMQ5I2eXrKXzycp2j5qm+2OPp55awfNVbVo+/qQgE8kkbTURB6cNwujZmJFwGmun5stCgRuLgEEIDoth4QcO42lv8cQ9SgaQzaCIBAOduJsfwNzbDdpc7aMeG5UWhZNlihKertZHBXHQnssBzrraPB+TLJ+Hd3BILLRjFIFvS3PYYkLklgw/4rjCfq81BzdSV3RafxuGVGUiU6zkzRzFs72ZhpKqgkHQFTJJOWnkbVkDZa4kddt504cwNOTij310UFTV0EQ0BrzgcdpLv85WS312JPSMdpjmbXxfvLXBggFfKi0epSqGz9HpM5ZxplTB3mvpZ5N8cloFUpUokBXwM+2ukbEvJnMnLdwUseUO2sO+7JyeKW8jKdnZKG/KBLlZFcnJ5QqVq69BeH8uv9K0SBHjhzhjWeewVdbiykSwSMIvJ6QwIaHHmLz5s1TqiDFeHGtVWJurpllmgklPjmFJ77+JK8+8yJN9f+EJCUgS170RgfL1qby4JOfv+yPZ9HixWyfM4dfnjjB59PSuC0lhTbfWV6ueZbinkRC+my0rjIkqZ7165N5+uknrjiWiooK/u3f/pfGxmRiY57Cao3F7W7gN79+C5frj8TH30VS0lfQ6Yx0dFTw61/t4vTps3z3u3+JXq8f0tbp06dpaw2Tnj6yI398/Cpqa/dTW1tLVla/j4kgCJjNJpSTLCpcidtXLqanz8kLO/byQU09yQJ0yNCm11GwYSWfvXPDVbWnjk8mah7XVV4qKzaKDUvn8d6RUxzv6GaOSkVQljkZDuOymHlo9WIsOu2o7bx+opSzReU8rFWzJNqGRhRpDgZ5p7WD53ce5IubVpNiu/oQ92mmJtF5cZ+KNJjJFEAGohQWrLmVgN/PgW1v0ly3DUGIRpY7sUT5WL15DXOWr7lsW/PWbeKTkhO81VDLxsQUnsqeQSBSzdGu/6YtkINoS6GrbQ8mSycbH1xF7ijeGge2vcPHbx5BiizFYl+EKKrobC3l+R+/DHQTl/xFzLZ5yFKQmtPHqK98h1se6GT5puF1xs+VlxEO5w4RQAYQFRo0uiWcObGfVXfeN/i6QqHAaLGO/iFeA9cihIiiyBNf/ybPhMP8e1ERGQE/JkGgGvDExXHnU1+goHDo93EyokHuW72Y1o5u/uvEaQq6ekjTqOkIhjgF2GZm88Tm0SsAOT0+fvL82xir6/l2jJ3c2CjCHhdHWx28XnWOPwaCfHnVkmGGsDeK6ZSYm59nD9ffdAII9KeXL7j7s4iKV2mt+hkeRxQCWkRFC/ZkJfPvegijfeTIK63BjGXxOj78+A10vd0UWOw8mh7Ni3U7KO0twkEeKlMMva0vYokLs+i+B9AaLh+tF/J7Ofr6czSXR1DrNqMx5CBFPDSU7KV897Oo9IlY4j6HSp9MJNhJ9aE9tFe/yNKHH8aelD6krUg4REtFLRrTZ4dUtRlAY8jB44ils7Z8yLlKtQaleur8Fk3R8WTc+xR73n2O0pYGcmWJIFCpUNKbmMHfffUv0GjHVjJ8vFAqldz95a/z5k9/xL+eO8t8lQqjSkWVz0uNzkDOPQ8wd0l/yWFBFJClkcNBioqKeP4HP2Cpy8XmlBSitVo8oRC7Wlt5/5e/RBRF7rzzznEd+82cEnPzzS7TTCgzcvP5y3/5RypKT9HR2oxSqSIrfyZJaRlXVA+1Wi1f/5u/4Vc//jH/VlxMot+PAohOkhC13eTPnUHGDBOLFz/J3LlzUV4h306SJH73uxdpbs6hIP9rg6k5Gk0Sp09HcDol4uMNREf310a3WLLxehdyYP/32b59O/fcc8+Q9oKBAOGwgEo18k6hWm0mHIZAYGq7youiyON3bWT1gjkcLD6No9dJukHPQ7PyyE1PuWHq7rrcGcyItnGwpoHD7Z2IokhOcgLLZqQQaxp9d7atz8Xpiho+p9OwxHQhkidJreZLMXZ+2NHNrvIaPrf8yrsdlyMjDWpvHk+1Tz2fljSYGyGAwHm3+Nu2MGvJCqpLT+F1O9Gb8siZPX9UQSB5RjZLP/819v7pDxxtrCMFGVknYk72o7G1kp4fR3xKKgULHyI2KeWKbXU0N7L3/cNoNJ/BHtsvMFe3u/F7FfQ5w8CHKPw2PN7+lEh0afgccbz03KuUh6IxRCXwmWXpg+0F/UFE8fLRCEqlmYBvcksqXosQYrPZ+dY/fo/TpSWUlRTjCwZZkJjI4qXLsF9ScnEgGmQihBC4EA2iUav45sN3cmxOPodOlXOw24HJbOTu2XksK8xGqx79O7yvpILguUa+nZyAWdV/TxYFgaWJdqI7lHy/qZWy1g7mJg0XsSab6ZSYkbmZokBuJiPUkdAYTCx56CkcLfV0N1QjRUKYYmYTl1mAQjmyYeoAOStvozwY4Plju4lrOoddEFBZQGPpIjGxFXuyjpi0hSTmzxs1faWu6AAtFSEscX+JUnNBeHF1qQj6BQRlFTrTHBQqM+gz0Jnn09P0a8p2vM+qJ746ZF0pRcJIYVBcqUS5YCJy3sh6KhM7Ix/Ll/6elopTFLc3IYgiUSlZpKblsa0hzJNXDlSfEBKSU/ncP/wLpw4foPjkMSI+H9bUdO5cvorMvIJR1/iyLPP+668zy+Hgiby8wfcbVCo2p6YSqavj41dfZd26dcM2i6+Vmz0lZloEmWYYao2G2QuXXPV5cXFx/OO//zslJSVUVFQgSxKrMzJYuHAhqhHCsy9HZWUlFeUOUpK/PMSbpKOjA79fi8XyCB0df8Tn60Cn65/U9foENJoVbN9+iC1btgxJX0lITMRolOnrq8JqzR3WX29vBSajTFzc+D2c9brc9PS5MOi0xNqt4ypQpCXGkZY4tUoUpkXZSIuyXdO5xc1tmH0BFsYMfwBSCgIrdVperm3Ev2g2WtXVTVnWnEx6q6YXw1ONT0MaDEy+AHIxZlsU81dfXfQXQO7chaTlFFBVfJyeznasag2fyS8kPvXKQvfFvHyojvpD26hvMmFKnEtPe7+7vkYp4uxzoFDMAXoJ9R3FGrVi8Dx19CocTbvx1ZdhiErg5UN1g8canQIdfafxtfWSHW8d1qfPU0FW4dh8K8aCLMs4OtsJBYOYbfbLptNcixCiVCqZM28+c+aNLtxOlBByaTSIUqFg2cxsls0cuQLcaBwvLmeRQjEogAAoDCYiHhfJahU5kkRpS9uUEEGmubm5GX1ARkIQBOxJ6cMiKkZDVCiZeev9uOavpP1sKQ1+HzqThfW5c9EaR/doGkCWJOqKSlGo1wwRQMLBAN5eD2r9Q0SCP8LbdwxTdP+9RBCVGKPvoKvhv3E012FPzhg8T6nWYrTr6WmuQmce7kMiRTxAIwbb0qu63isRCYXwODpBEDDaYxAV4/ed0OiNZMxfOex1dzDMs4freXJp2rj1NVZMZgurNt7Bqo13XPF9gigMS4lpamqirayMhxMSRryXr0tM5KPaWkpKSli6dPz+RjczN/cMM82UQxRFkpKSqK2tpaqyluaWDvr6+li+fDlm89gm786ODrxekbS0oROQz+cFjGg0KXg84Pd3DoogAGZzFp0dH+Pz+YZ4g8yYMYM5c+PZv+9tTKZvo1BcCMsLBl10dn3AffcVEB19deW62rsd7D52imNlTQRDEgUzopiZlUpxZR17TjTj9YqoVBLzC2zcf+tSZmamX1X7E4HX5ycQCmHS62+Yyeul+IIhrIDiMg9gUUolRCIEwuGrFkGmmVpMdhTIRPqATLQAcjnxYzzQ6HTY4xJob26ks6WD3u5ucuY4ycgrRDFClN7FYgWATaei3uNCpcoc9psM+QOIigQgk5D/zJBjgiAiKjLxOhqw6YYK4+rZi2g7+Qd8PTupFjYOORavrUehPM3sZfdc1XUOlNstPXKI1vo21FoVuXMK0BmNlB4+TsPZTiIRAZ0BZi8rZPnGO0eMprlWj5CxcrE/iCzL9DmdiKKIyWi8LgFdMEcNqRRzPXhdXqLUl9/MiBJFagOTG6lzJey5mUDNdErMeY43j3+k0URyswsg44HObENrstHX3oarswufs4+kmfOxxCaN6fxQwIfP6UetSx/yeiQYQIoIqLSxBMOJhINdQ46rdel4upV4+7qHiCCCIJA+by5dDYcJ+pai1l2IFpRlGWfH+5iiQiTkjs2odYBwMEBLxSmaz5Thc3rRWw0k5s3E5+yh/tRpPI5+M29TjIbMRQtIn7cSYQLT7oxqJe5g+MpjDoXwej1otFo0mtFTvicDn88HoRBRlykUYVarUUkSXo9n3Pu+0SkxcG2+IJM+y6TY9GzffoqNG+dOdtfTjIIkSXjcLkRBRH+Ni6+jR4/yk588T2uLDoWiEFkOs+2Dj8jM3MF3/uYrZGePvgul0+tRKqXz5R4v+EAoFEpkOUAk0oMogkIxNGcvGHSg1QmoLwntFQSBLzz9GG2tP6O84v9hs65Gp4vD7W7E5drL7FkSn/3sQ1d1nWXVtXz/9x/R0GpDq1mCQtRwrOwo7d3PotcuICf9UaJtqfiDDj45vJfSqm387Rc2ML8g56r6GS8qahv4aO9hKovLIRJBb7OwbMUiNmSP7WY6kdgNOkoAT0TCoBh+Y6sLBFCZDBjGELI9zdRnMqJAJsMHZCIYLfoDIBQK4vd60Gh1qK9h8SVJEh+/8SeOflKGz5OEUplGONzJ0Z2vULBwH1ueeJq3izuGnHOpYAGg0qqRJcew10WFgnAwCDgQlcPHJ0sOlCMYaBpsMeStW87pHe/jbW9Aa1qIIKjwOMs4y2GS5idS5I1mbDXF+hfl+95/i73vHcPnSUOrX0kk7OHU/nfxuNqxRW8hNulhlCoLXvdZdr/zCY3Vv+QzX/vaiCV2J1oIkSSJ1/adoGTH+3TV1YMgkJibzYaNG1i2aMENN7OLjoviXEvbiMc0Fi21nRFsxuHG5NNMHW6GVJibPQ1mgKDPixQJo9YZEBVXv+Hk7evm6Jsv0XnOjyzlIyjMSOEqzh5+jpnrF5O5eP2oc4JCpUahFAgFe4e8LogKBBGkiB/kXkTFUBNUKexCECMj+nikzl1OZ10t9cU/QVQuR2vIJRJx43ceRmc+y5zbb0OtG/s8EPC6OfbmC7RWupDluSjVcXTWN3Jm12+QpWisCQ+js8wBWaK37SQn3tmLu6eLwluubNo9HowUDeJy9nHwk4+o3LsTyeVCVqtJW7KC5bfcRnzS6EUAxpuLo0GioqJAr+ecyzVihZkmj4eARkN0TMy4jmEqpMRcqy/ItNQ6ARjVyhsWSnUthMNhju3fzaGdB2hvcSGIkJmXwMoN68ifM3YfhoaGBn784+fp6V5Gbu5nUCj6F7qhkIezZ3/LD3/wK/7rR/80akRIYWEhSUkqWlp2k55+9+Dr0dHRqFTNOJ3vEh8fhcmUPnhMksL0OPbx2dvmjJh6k5aezj//y1/x4bYP2bXrLXy+CPYoFQ9/ZhG33347dvvozvgDuDxefvTsRzS3zyd/xiOIour86y24vSuR5NtRKbMw6M0Y9AnYLflU1r3A797cx09zMic9AuP46Ur+8Ps/kdbTy+NWMxa1iqr2Dva99Ban8zJ4LC8L3RV2+CaaeSmJfGw2sr3PyT02y5AbW084zL5giLk5M1COIJBMc/MwmWaocPP5gIwmgDgd3Rzf8zElB0vweSOoNQKFiwtYuPYWouISxtzP8d3b2f/+GYyWp4mOnzf4e/N56vjkox9T2f2/ZG+4f0Th42JiMwuoO/YhIX8TKu2FxZ/eZsHvagDhIHrrUGPVkL8ZhfIssZm3jdhm6tyV6Mx2GoqO0t3weyRJIDbdSOrc5STOXERfQBqMSrnYT2QkqopPsPudY6g1j5CSuRxBEIiEPXQ0H8TvXYrXuwy9KQ9RFNHqkzBZ53LuzA84tnsHa7c8MGKbEyWEyLLMyy++SPmbr7FYknnIbiYsyxw9epwXiktpffyz3L/l2szsxisaZNm8Al4pLqfmkgozCoOJgy2ttGjU3JpyAxLppxmV6SiQyaOr4Sznju6nraYVWRIwWDWkz59D+vxVY66MIksSJ999jfazZizxf4VS3f/QKssS7p49lHz0JgZbDAk5s6/YjkKpImlmJpV7D2KwLkc4n16u1unR6JV4HLtRah3ozPOGnOdx7McYJRCdOnzTUqlSs+CeR4lOO0DtyYN4HZ8gijBjcQozFjxEVErmmK5xgNM7t9J8RsAc97eoNP2Rot7eo/S2liJLdyJF8gbLDKv16Xj70qk+/AcS885ddV9Xw0A0yMXPcs5eBy//+PtoThez2WAixWCgJxBg/7tv8OrJY9zzre+QOiNrwsZ0KZcapEZFRZG7YgXb336buXY72ouiOiVZZmtjI+bCQmbOnNzyv1OZm3em+RQRCgYpPnaYsgN7cbe1oLFYyF22igXLVmEwTWx1kkgkwpt//AN7d9QgissxWQqRpSBFh45QUfIS9z3eyYoNm8bU1q5du2hrtVNQ8NgQ52iVykB29heprv4uBw8e5LbbRl4AD6DT6XjgwVv4+c8+pKFBQWLiepRKPWpNBK32CB7PVqzWzyHLEoIg4vO1U1//OinJHdy26dHLtpuYmMhTTz/FY48H8Xq9GAyGq/IqGeBAURl1LVqyUh8cFEACwT7aumswGx8jEDTT3NFNlLVf7BEEgdSETVQ3nKSkqmZSo0F8/gAvvvwOi/pcPJmZhnj+gafQYmKpz8/3SyrZKYjcOWu4V8pkYdJq2LhoNh/uP053Zw8rTQZMCpEqX4BP/AFITmB97owbNr5pbi4mKgqks6ubd/Zt58zhIwQ9HmIyZrBk7TrmL1p83SW0RxNAers6eeWX/0t9lRaDaQtaXRIBXzt7tu6jqviXPPTVLxKXPLrAFA6FOL77MErVeiz2CwJ3dbsbiEZtvA9H1R/RrHKC7soiUlRaLrHZh2k581v0tgfRGAoAAbXOC8KfgBrU+oeB/of8oKcCT+8rJOZbiEq7/HwTM6OAmBkFhPw+ZDmCSmsYFGpsugsC8sUpOiMJIif37ScYnEVc8gVPkr6eYwQDSkzWz+FzV9HX04Utuj+lUqW2ojOsofjg+6y4fQuqyzywTIQQUnKqiNPvvs2XrXZm223o6TcWXBBl55PWNl575Q3mz5lFRtrkiYiXsrQgi+OLZvPTw6dY71Iz12zqF2p6nezxB1i2dj7pdusNG99ITKfEXOBmiQK5XgGku6GapuJD+OvPgiBgyJ5FyuylWOInfpe++cxJjr/zEQF3HlrTbShUBvraKzm59SBd9XUsvPfxMQkh3Y01dJzrxRTzhUEBBPrTCU1R6+hpqqH2+GHis2eNGg0xY8FKWsqfx9H8e0yxd6PSxCPLETSGFtw9f0CpikFUWgGQIj48jgNIkY/IWb4I5WUiDZUqNZmL1zFj4RqCfi+iQoFKc/XVVLx93TSV1aIzf35QAAFw9xxGEBag0CzH1X0OS1wY8fwDvc48j57Gj2k+UzShIggMT4vZ+d7bGMqK+VZGJpaLIpMXxcTyu5qzfPTCH3j6H/71utcDV8vF0SD3P/wwPy4v5z8rKrg1JoY0o5FOn49d7e2cjYvjC089heIaIpPGwlRIiblapkWQG0wg4Oe1X/2UvoP7mS9Ask5PT1sLx0qLObNvFw998zvYY8bPDO5Syk4cZf8nZ7FFfR2TJX/wdWvUAtqbt7H1lXfJLZxN9CU7jSOZ8hw/VonBsGLE0lkqlQFBKKSsrGJUEQTgjjvuIBQK8eqr71Nd/SGybEIU+1iwAKKi5lFff5TKytOADpWqm9w8A1/96pdIS08ftW21Wj0sZeZqqGlsRZLyUCkvuCsHgg5CYdBrMpBkme7e2iHn6LWxhMIGunonN2TsWFkl4ZZ27kuKHxRABkjUaVmlUfFx1Tk2FWTf0EiLlVnpGDRqdpVVUdTeDZKEqNNQUJDD7bNyMGmnF7E3Mzd7FEhNbT0//NEv0dXVsUyrw6xSUdVQz9sHD3D6zs089vQXr3lhMZYUmD3vvU19lYWkjL9Aqew38DRaCrBFL6ep9ufseP11Hv3WX4y6IO5qa6a7LYDFvui88NGP5nzfautcelv/RG9LHXrLlT9DUaFkzuaHUWrepr3q1/T2GQElSnUvafNFZCkBd/ev8fXZgRAqrZPU2XHM3PjgmMztVKOUKByIVHH4QsOiQ8KhEI01bZjMQ71FgoEukGNQqmLw+1rxul2DIgiAzpCGxxXG53ahsl3++sdbCDmyZze5fj9z0tKRZQkvqkEhZH18HLsqqth38Mg1iyDjEQ2iVCj46v23sTUhll1HTrGtpw8EAVNyPHctn8eqBAs9VZ3X3P40f96MRxpMzbHdOLa/Rq7HRb7eSESWKN1dS0XRAZK3PE5S/rVVmBsLAa+b4o92EPKvwZb8wOBcrDXmE/QtoKHkf4jNOMiMRWtHbau7qYZwMB61buRocp1pAV0NRYT8PtS6K1f5MMcmsuTBByjetpWe5n9HithA9qE1eshbHYvXGcbV8U/Isg3oQ28JUrhhwZjGKYjiqNVprkRfezN+txJr4tCIlpDfgSDORqmyE/KfI+jzoDX1pygKgoBClY67p+Ka+71anj1cz4Mz7dQd2MNnrbYhAgiAShTZnJDEf52toO5sJTNy8y/T0vhzaTRIYmIif/G97/H2G2/wwr59yF1doFaTtnEjX7vvPvLyxppQepXjmCIpMVHzuCpfkGkR5Aaz54OtBPbt4S+Tkki+yJ3+1lCQ/z1TxnvPP8Pjf/F/Jyz37fiBw0TCs4YIIAPEJNxKXfUeTh09xC133TdqW5GIdEUFVBBURMLSiMdqz51j585dHDtWSSQiMWt2Bhs2rOVXv1rPyRMncLnd2Gw2FixYgE6no7m5mdLSUoLBIAkJCcydO/eaojquhKA3j6hsCoKAwNDrUCp0KESZsNQNsp1L/1qhsAdB8KOf5If51q5u4mQZ62XSXXINet7v6sEdCGDVT25d9EuZl5LI3OQEOlweAuEwUQY9hhG8A6aZ5nJMhBlqOBzmf375LBm1tXwlJwft+Qf4DcBph4Nfvfs2e2dksu6WW6+67bEIIE5HN+Una7DaPz8ogAwgKjRExW6mruKntDXWkZCacZlW+pElCVmGuu4ASvUF8WMQQQGygCwNn6dlSaKjupSmsiKcHQ6UGiUJeTnkrbmDrGV+HM21yFIEU0witqT+yK2exmpcnS0IoogteQammKRxv5ddKoYMCCECMjLykPcqFAZk+pDlMAIyXDJTh4I9qNQC6jHsao6nENJZV8t6fX8evSCIyPKFz18QBHLUKpobrz7febxRq5Tcv2Yxm5fNo62nF1EUSYiyolQo8Dc33OjhTTMCN1MqzPVEgfQ01eLY/jr3yjJLUjIH55kVssyOtkY+eu9FrAlpGKwTY5bdWlmMu1uFNeHOYXOcWpeCqFhK3aljZCxcM3qpU0kGriCqi0oIM2SeGCDgddNYepSmsjP4PT6MdjOps+aw8nNfwtFUi8fRiahUEZOei8EWTcjvpa36NAF3H2qdkdisArSGsVegGRcuuQ6FUocs9cDA/H3JxyWFu9HoJ2ctPRAN0tPVgeh2kRk9sp9GitGIvrWZ7o72SRVBRiIxMZGvfuMb9D7+OI6eHgxGI7GxE7eZfjMzLYLcQPw+LxW7P2aL0TBEAAEwqdTcHZ/AL0qKaGmsJyk1fULG0Fzfgd64YsRjoqhEFLPobOsY8filzJqVQXlFMbK8edgkH4kEiUTKyMldNuy8gwcP8j//8xIdHXGYTesRRSVvvXWKnZ/8kqee3sSWLVuGnZOUlERS0o0x9cxNT0YUTxEMuVCr+iNhdNpYoixxtHbtQpZWkxw3VJ1v6ThIQnSIuXmTly8IoFGrcMsykiwPiwQBcIbDqGwW1FOkUowgCMSZr31nYZqpx2RFgUxUGsyO4hp81Wf5bHrGoAAywEybjWU93Rze/iFr1m+4pjDY0arA9HZ14vcIRMePbCqtN+XQ0yni6OwYVQT5pDaII+JHDpxGox/uIxLwlKPWBzFfUn1AkiKc+fhN6k80IoULUenW4O110dNwlMbiM8y/535S5w6/j0Sl5RCVNjnpfwNiyEBUSEZeCqcOnsAafeGeY7bPR6Xeht+7B0HUYDBdWNBKUhiXYx/LNmWh1V95d3WA8RJC1Ho9rlBo8N+CIOKVL0SDOMNhNGMc0+UYz0oxGrWKtPjhDwPReXF0VbRfd/vjTUZ04M86JWaqp8KMRxRIU8khsj0ulqTMGLL+FASB9XHJlDSdo/n0cXJWjC29+2rxOLpATkFUjPw71RiycffsJhz0j5o6YolLQlSUEA50DCltO4DfVUpshnmYAamnt5sjr71AZ52AQrkIpToGV2cDrZX7SS4sY9E9jxGXNdQPQqXVk1I41LtpsrAlpKEzRfA5T2KwLR983WCbh7d3FyH/QpQahlxnyN+KoKggIXfjSE1OCEa1kndOtyIrlLhDYeJG+PP5wmGCgoDqBhn4XxqZD2C1WrFarZM6jpstJWbaafAG0tXehtzTzUzryKacOWYLOo+bloaJc8vW6NSEQn2XPS5FnGi0Y/tRr9+wFpu1kaambcjyhR04WZY4d+5lEhN9rFq1asg5HR0d/OxnL+HsW83Mgu+RmrqZ5OTbmFnwXeB+nvn9R5SXX13Jo4lm2ZwCstMiVNe/SDjsA86XDkvaQETaTVh6lWhb/004FPbS0PoxofA2HtxUiHGSoy3m5WXjNOo5NUIajizLHPAFycrLRD9deWWaTwETYYba2NBAfDhM3Ahu6wCzbXacjQ24XFcXCjrWMrgqtRpRAeHwyDu6kbALUSFdcfH18qE6Xj5Uh1KjJXPBTEK+jwn6hu7cR0K9eHvfITYrFlPMUIPL5rKj1B5rRmP4CtakL2Kwr8UcexfWpH/A1ZFN6bZ3kMJXLik4WQyIIZ3WbBzBE3S1bh/cMdVo44iKK8Tn+RkKZTEGc/8Di9/XQnPtb4mKb2LR2luuqr/xKGU8c9lyjgUDeC/5DL2o6PL7OaNQMH/e1ZWdnGwmM93tauj3BZlmqnO9XiCBhhrydLoRoyyUoki+Qomnpe66+rgSCpUaWXYNWfteTCTsRFT0m5WORlxmAfZkDc6OV/oruFyEz1WKIBwlY/7CIdcqyzIlH71FZ60Na8I/YE14AGPUGmxJj2OI+msaSvxUHdpxfRc5zmhNFtLm5uB3bSXou/Cco7ctQ6nzE/T9AK2xF0FUIMsSPmcJzvZfkZBjGSbmTDSGqHjq9HEc6hxZ5D3a2UEwOobM/Mk3HZ0qIqegn+QIonFgOhLkBiKIIggCoRFCjwHCsowEKCbQq2HekkJqqw4TidyOQjF0p8TnbUalria38DNjais3N5cvfPFOfvfbdzhTfhKTcQ6SFMHjOUZ8Qg/f/NbjREdHDzln3759tLUayc9/cNjNKynpVsrLj7Fr5x7y829seNnF6HVa/vrJO/jBH97nbP0/I4hzUIhqgqEz5M/wo9eW4vI043CaEPCSEBPiwU2F3L1u5IibiSQtMY6CJfN54ZP9AMy1mhEFgb5QiLea26m1Wfny0rnQfXkh7GbHmpNJBjXUfjoq791U3OxRIG2YEEWRkCwjy/KIC+ygJIEgIo7ghXQ5BtJgxkJsUirxKXqaa/ejS/vssOOOzv3YYxWkZo1sNjoQGTEgDpgWrcfV+TItp/8br2MuSk0KkVAnUuQEMRkiBRseGXK+LMs0nipCEJagMQ6dh0VRgyn2QXpb/43OunLismaN+bomEptOhS2vEN+aDmr3v4THcwC1Kp9IxIMglDGjIIBKfYi2xtMga1Cq3aTlGLjtM58jLuXqq7qplOJ1RYMsW7mKY9s/5Fdnz/JIahrxej0gUOdy8kpTHdZ5c1m8YO41tX0p4xUNcjmmajTInyPHm11T5gHpcoxbSVyFgpA0sgABEJJlGIMX0bUSOyMfta6YgKcKrXHoXCzLEgH3IdJXZo7JD0lUKFmw5QEOv/YyjuZ/QaFeiEJhIuQ/i0JdTs7yLFJmLR5yjrO9mfaznRjsX0OhHBoRoNYmodZtoL7oXbKX3XJNJqYTRf7aO/A5/0Rj2Y9wd+UiKmOJhJsx2l1YYnoQxNfoadqGgIxa72XGoiRm33bfmMSk8cSkURG/9BaO7nwRa2M96xOS0CuVhCWJ412dbPV6KNhyP6YRyqtPM7lEzcvHdejUmN47LYLcQOISk1ElJXOioY4U4/AUgJKebvwWK+mXWdyOBwtXrOHI3iIazv2KhOTPoNXFIcsyHncNHS1/ZPaiaHJnjb4DFYlEKCkpIRAIsOGWAjo7uuno2INSqWDBwhzWrXua1NThD0PVZ+tRqWYOVlm5GEEQMBrnUFa2ezwudVzJTkviR3/9KPuLyigqryIYksjNiGH1gi8RZ7dRXFVDl6MPg07L3LwsTIbrC2W+Hr7w4F38DvjNkZOYa+oxiyKtCCgSY3ni4S3kxZjo/hSLINP8eTARUSAAOQWFHNIbqHE5yRphgXOsp5u45SswjrGS11h8QC5GoVSybOM63vr9+3S2WLDHrUeh0CJJIXq7DhAMbWPpLSvQXGKQd6n4ARD0eeg8dxpzbDwKJfhclQTcJWgMOhIL5pGQNw+Vdmg7IZ8HV5cHjXFkoUmpjkWOJOLubJ0yIsgAM5etx5KcSWfVKdLUZ1GplWTNuoW8uYsJh4LUVZ4mGAhgjY4hLafgul3zr1UIsdnsPPWd7/L8z3/Cv1ZUEh8KEpZlOrVa7EtW8p2vPoFWO3KlhqtBMEchO7uvu53LoU1KnbLeIH/uKTFTmfEoiWvIKqSktoLVsoziErHaFwlTJstYJzA1z5aYRlJBPLUnngP5ETTGgv6y3KFe+trfxmBrImP+Y2Nqy9XVRldjNUkFmVgTOvE4DhMJSlgS7KTO3kzcjIL+TdSLcHY2E/RpMUSNbHypNRXi630Hd3cHtsSrF3onCpVGx6L7Pkfa3HJaKkrwOc+gtxpJyn+Y6LQcnB3N9LY1IggCtqQMzDFjLwc/3sTlzKHJ72V7yQ721p0jFuiVZPqsVnLu/yzr77r3ho1tpGIVf46o45MJto3dP+uGiSDbt59i48a5N6r7SSMcCtHr6EahUGK1Rw3ZSVQqlcy99Xb2/OYXJHd1siAqevB4ncvFWz3dpN55z4RWh7HHxPLkN57m5d89R8O5fyYSTgCCaHVdLFiewMNfeBql8spfk/q6On7y099RXt5LMBCNLIcxGntZsDCJb3zjy9jtI6f7ACiUIpIUvOxxSQqhVA1fmMqyTE9PD6FQiKioqHE3RR0LZqOBO1Yt4Y5VS4YdWzjzxpWcvRStRs3XH7ufuvUrKCqvJhAMsSLGzqKZueh12quaMKaZZqzcTFEgbrcHp9uNyWjAdF6QbsOEoFSTk5dP7Pz5vLBvL19Rqs7v0kNEkvikpYVinZ4HbrtjTIafVyuADFC4eAUBn5fd775PS/0nCMQgyz2YrG5uuW8xizcMrbg1kgDSVHqEyr378DrUQDSy7EFr8pCxaBZZyzYOW1QPIggIgowshUY8LMsyshyEEXacpUgYv7sPUVSgMVomzOD7SiSnpJGckobDFyIMzB0sp6uncPH4Reddrz9ISmoaf/PvP6CspJj62nOIoshtObnkZGcRK3rGbZww8dEgUw17biY9lTU3ehjTXMLVRIHIsozf1YsUCaM1WlFcsuZLmb2E0yf28n5LPZviU9CcFzQ94RDvtDbQk5DK/Px54zr+ixEEgXl3PoQgvE7zmf/F0xuFIOgRhFYs8TDvjrtHLdMbDgYo2f4mDcV1BLyW8+f3YokTmXvHncTOGBqJt337qcH/97Scw9HrxEM7gjB8PSyFOoj4XRw4UIHa4hjy/BXyewn6PKi0hlGrzUwEokJJfPYs4rOHi+jWhFSsCVMj1c6oVpI8exkPfvZOThcdp6+3hxidnrw584iOjb/Rw5sSXK6gxFTlhoggKTY9jQ7vjeh60oiEguzetpXTu3YQ7uxAFkXM2bksuvV2CucvGlwMLl17C46uTp7btpUdVRWkKZV0RiKc02qJWrOBOz4zNuX4ekjJyOQvvvcPVJaV0NbcgCgqyMjJIy0ze9RFa3d3N//xH7+gsiqB9LSvYzAkI8syfX1V7Nr5HAH/z/jnf/m7y4oUs2cXsG3bNkIhNyrV0GiYgVSaxYuHTvzHjx/nvfe2U1rSTCQCMTE6Nt22lM2bN4/LbtmnlfTEeNITpyfqaT59XGsUSHNrG+++/yGlBw6Bzw9aLTOXL2HZnfeTeH5HRRAEnvjq1/l9MMi/Fp0kJxjColBwNhKmJyqKtY99jnkLFo7a17UKIANjWLh2I/nzl3C2tAh3nwOtIZvsWfOx2Ide+0gCSFtVMaUf7kOK3Io5bgOiwoAsBfH2HqZy95solCpmLNkwYt8qrR57SjSt5cfRmYc/RIR8tSg1HdiSLggKkXCIhqJ9NBaX4u0NIQgy1iQLafOXEJc9+4aIITadalgFmfFmQAi5VpRKJXPnL2Du/AWDr8nhIG2YiGd8qnxMdDQITKfETAVuhlQYGFsUSGtVCU1Hd0PDWQRJImyxY5+/khmL1qJU90f3mKLiyLj3KXa/+0dOt9STL0BEljktiPQlpJF339PXVc51LKi0ehbe+zg5y5vprKsgEg5htBcQlzVzcJyXQ5ZlSj58g7NHutCbn8aePAdBEAkHe+hte5etv/wjcUvWobbEDTkvxdYvWgTUWXjLyyByBo1hwbD2vd5STFFKMlJSEBVKtm8/RcjTi6u2CE9LO3JYJC7RRPLMdLKWrMMUPb1WvByvne7hydXrbvQwRmQ6GuTqmE6HmQAi4RA1216k5eQBHogxU2C14Q9HOF50nJ1nyuh7/ClW3no7AKIocseDj9C0aCmlx49Q29WJ1mTitnkLycovvKZqA9eCUqVi5rwFzJw3fPK8mN6ebhpr+3dUElPSaKgppqpKJDfn6yiV/ZOxIAhYrbmo1V/nxIl/4fjx4yxbNrwqDMCyZcvIztpBVdVvyMr6Imp1/483HPZz7tyfSEh0sHbt2sH3f7xjBz//+du43XOIidmCUmmgtfUMP/3Jh7z7zvvMmz8HjUbDzIJ8Fi9Zgu4yZobTTDPNxBGdFzf6m8aB64kCaWhq5sf/+SOsNbU8EmUnyWyixetj19tb+XXRGZ7++/+PtPT+ais2exTf+sfvUVJ0ktJTRbR7vWQlJbNk2XISk6+8u3cx12uiaTBbmLti7WWPv3yoDqtWibO9kbaGHhQqNdbEDGqPHiQcXIw14UKlLUFUY7Cvxt0dpPbYu6TMWTYsFQb65/O0+UvoPLcNd/fHGOzrEIT+XdZwoB1390skFlgHy+JK4TAlH7xCU0kvonIdWmMBkuSn/ewx2s++RXT6xxijElDr9cRmFmJLzpw0UWSyhJDxKJs7gKBUI4cvHy051ZhOiZlmLDx7uH5MAkjtyf30vP8SSwI+ZltsaEUFtY4ODnzwJ4qbaphz3xdQqvpNoeMyC7B88e9pPnOCYy31IIpYUzLJzJs3aREOgiBgiU8ePeojFKSnsYaQ34fObENUqmgoqUdv+RI682wAmpr6xUpZvpOwtx5FZwUp6SNXANMYLESlJ9BW/i6i0o5Kk3H+XJmgtwhZ2kNsdt6gJ0mMwkd18U583YlodI8RUMfS3tZBc+1ejm3/HrNXzEOtM2KMiiEpfz4GW/SI/f65MVAydyoiiML58srT2GePLRp/WgSZAJrKjqEpPsSTUbGsTbnwMFBgs5HU0sRbr71E/tz5RMX0HxMEgZSMTFIypq6Luc/r4YPXXuH4wXL6HIAMJouEq68Zs/bxQQHkYvT6BEKhXE4cL7qsCGIymfjO33yFH/7wV1RX/y1SJB9BUCLLZ0hJCfPNbz1J8vmHjJ6eHn7/zDuEw7eRl3ch9y4Y7OPs2SAVFX2Ulgaw2dS8pXiTnNxt/M13/g9p6ekT8ZFMM800V2CyqkVcaxTIn156jdhztfx1bvZg6HSmycSs6Hh+XlXFW88/x7f+4f8bfEBXqVQsWLyEBYuHp7+NxtUYoV4LA9EforONo29vo6fRScgvIipAbfDg7vJhif/SiOfqLUtxdrxHT8NZ4nJG9n+KmTGTglu6qdzzFo7mvYhiNrLkQlRUEpdjYNZtDw9+Tq2VJ2kq7UJv+xZqXTrQbwzod5bS2yLgaA5hiYtBUDg4d+RtkmYmMHPjA6PulI4XkyGEwLX7g1yO8Y4GmU6JmWaq43M66Pj4Te6WJVYlX3j4TzGYyPV7+XXZMRqzCslYsHrwmNZoJnPx1Nylh35Rov7UQSr3H8LVGUGKCCg1EgplJ57eNGIzCwfFDwCjpv8xLWBaTm/jC0TmBVEoR64EljxnDeHgR/Q0/IyAMxNBjEaWGlBqmkksTCEm80IkX3PpAdw9aRijv4IgatACkbANl/cg3nYdx7f6UZligRIS044za+Ma0udNvrn/VOXZw/U8uXTqeKtMNW5kSow6Phlqzo7pvdMiyATQUXyY1QIkXFLDG2BNfCK7q6soPnqY9XfePSH99zl6OHFwH6XHy/D7gySnxbFgxXJyC+dc045bOBTipd/8hmP7nFjsj5GSsQBBEOntOUlD7d9hM/eSlRUZ0VROqbTi8XZcsf3MzEx+9KPvcejgQcrLqwhHAmRnr2PFihXYbLbB9x06dIj2di25OXcMvuZ2N1JS8geCwRUYDEsRBDf5BYsIBvo4c+Y3fP/7v+SH//VPGAzD/xbTTDPN+HMzRIE0tbRSf6qY/xMXNyiADKBWKLgjMYmflZyisaGe1LT06xrn5dJgms6dpeTwARrONqFQiGTPymbWkhVExSeO0MrlGRBAlJ4ujr3xKu6ubAz2pzBEzUAK99HX/jquzq2odF7UI2yGCgoDsqwkEh7Z82OAtPmriU7Po7WyCE9PI0qViuiMW4jJKEC8yDeqqbQYmD8ogAB4uj+mr70YhfrbEFSi0pkxxSQR9J6l/uQzqPXbyF9/z1Vd9/Uw0ULI9abFXMrNFg0C0ykxN5KpngozVi+QlopTRPd1szRpePRDnFbPIlHBzqIDQ0SQ8SQSDtFScYqmshLcDidao47kmYUkF8wfMWpuLNSe2Mup9w8hyxswRq9GobIR9NXRee77uHo8BMRmzKbhpUYFhRkpIiBHwnAZEUSh0jBj2WZiMuvpbakm7O9GYzRiTb4VvTV+cP3vd/XQ29KLxvAggtgvPsuyhLvjeYIeDWrd90HuwmJPxieLtLXspv2P77PFYh/mS/LnyFSOBoEbnxIj6M3IXucN6/9qmBZBxhlZlgl3tpA8ggAC/fXKZwgCnV2dE9J/c30tz/7stzTVqVFrFqFUmqirruD4gRdZv/k0mx965KqFkIrSU5w60kJ88nfRGy7s7tqjlxAVs5LOlrO0t7eTmDh08S7LEqHQWZKSskftw2AwcMutt3LLrbde9j0d7e1A6pBSvi0tu/B6bVitTxII9OD19iBFJDQaK9lZX6Gq6m85cvgw6zeMnO8+Gjebyc8000wFpnoUSEdnF3g8ZMcMDfH1okIQRLLMZoSODjo7Oq5bBIHhAsixXR+x47VdeFyp6PRrkaQgtRUnOL7nJPc8/RmyZo5ekQuG+n+U7d2HqzMZW9JXEM5X21KorFji7sfZfoC+thJMMTnDdhFD/gaU6gA6y+UNrAcw2GPJWrbpiu9xdfWi0s4Y/LcshXB17UcQ1qLSLEcKVxIO+BEEAY0hh0jobppKXiRjUS9ak3VM1z0eTEZEyFSOBoGJM0idyikx00wNxpIK4+3tJh9QXSYtPEVnQOrpRIqEx1R69moIB/wcf+dFGkt7gDko1cn0tnbSWnmUhuJTLHngcbSmqyuHGvJ7qdh7GITbscRd2Mzr7DETUt4G8uvI7hYYQQQJB86hMytRqK4cMScIIua4DMxxI6fNAAQ9fURCStT6C5EMYf9Zgt4eFOq/QhDTCQd6iISCmIxWZM0metoa2PHKW8QsCPxZFLW4WZlOibk6Jsdw4s8IQRAQtXpcocvvqvVIEpoJ8Kroj9h4lub6DFIz/5WktIeIS7qdjOy/QKd/mo/fKabo8P6rbrf42HEi4fwhAsgACcm3AeeorT007Fhr6y7s9i5WrVx5LZczDK1OB3IvsnzhB97RUYZSuQhBUBCJBFAohEEfFbXajCzPpKT0zLj0/2nGnxxHUWMLZS3t+K/w3Z1mmqnA9VaE0em0oFThCI68u+4IBEClRKe9vnl6pDSYxupKtr+2C1m+j5TM/0tM4h3EJd9Datb3cDqWsPWPr+Lqc4za9sUCSMjvpbWiHq1p9aAAMoBCZcMUvZiQ/xBex9BKULIUwtPzPrYkA9bEyy+arwa1Vo0UvlByO+RvJOT3o1T3pxHJchDxougbrXk+PpcSR0vtuPR/NQyYxw58luPJgPA1XqlQkqCgsqKcw8dPUlVzbsh98FqYqJLSU52M6MCNHsKfNVdTEUap1tAry5f9rrvCIWS1GkG8vtLWI1F1cAf1xV4M9r/ClvR5TDG3Ykt8BHPs39NWpaNkx9tX3WZ7TTmeHhGDfRXQ7/nR1NSNUaPEYl2CUqPG37eLSGjofSkS6kAKHyR6Rua4XKuoUiOIElLkwm59yF+FLMciiOkgBxEEebAvQRAwmhch9LmRQoEhVWn+XDGqlSN+l71uFxUlRZw5dZKezitHwU9z45mOBJkAzLMWc+LDV5kvRYYdO+dy0qDTc8esuePeb0XpKRrOeUlIeRSFYmiVFGvUApx9xRzafYB5S1deVTSIs9eDSj3yzq4tajFxcUk4nb+nujpAVNQcJClMV9cR1JqTPP30hnHz5Jg/fz5G4wF6e89gs80EQJLCCIIGWZYIBttISxtahlgUNYRDn+5KRFdDn8vDuaYWADKSE/D5A7zw7h5qjhcR7uwBUUBpNrFkZjYb87MRp3BI7TRTj8kqiwvX9xCXPSMDY3oqu87V8tiM/of/gSgQgD1trahTUsnKvfZS15dLgyk+tB+vK53UrFuGvC4IChJSHqa5roTyE0dYvH5o2duLubQCTMjvJRISUGlHLqduSXgAd/fTuLt+jiBuRqVNIRLqxu/aiymmifwND4ybOWlifg6nPzmCJG1AFDXI8sB9UE0k7EJUONGaLuxA9pdzFJGl8UsfuRomMiLkWtJiZFmmpamJzs4OtFotmdk5FJ88wUevvoKnugohGEStUxGVm82Dn3mQ2TOnw9PHyp+DL8jx5vGLFJooxhIFAhCXNZO6ve9T73GRbhwaHRGSJE543ZiX3Truxsohv5e6ojOodfeg1qUMOaZU29Hb7qG14je4utsxRY09/TPk9yBjoLUtCPT7fgx4fogKPYaoTbg6founW0JrWomgMBL2VxMJHcCWKg/x9Lge9LZ49FYRT89hlPb7+l+UJUCDIAiEg+0oVDIq7YWIdkFQI0sCSRYtSo1uUAj5c40KkSJhHI01lOu6sUZFEx0bz87336bik+2IXZ0gS4TNFlKWLGfjg49gtlhv9JCnGYFpEWQCSJ2zjNLiw7zeXEeUOYtEvQFJljnt6OG1rk7sq9YyI3f8Fy7N9bWEw8lotDEjHjdb5tBUewy/z4tOPzaPDFmW0WjA1XeWYCCAWjM0FE8QRGJi8li0OIjRWExjwx5EEZYsief2Oz7L8uXLr/u6BsjJyWH16izef//3RCKPEhU1D7s9A4fjBOFwCkZjgOSUCw8tkhQiEjlDZtbScRvDVEGWZdq7HQSCIWJsFvS6K5cG9geCvLJtJ8f2H0Xq7Vf/w3odjS43i8MRvmIxMCPKiluSOOTy8NHBk3iDIe6bN3MyLmfCseZkkkENtWPfhJrmU4xSqeS2u+/k9Z/9Cn19IxsT4xFVKrzhMLtaWtgliGy8937U6pFzr8fKSNVg6qsa0RlGTikRFRoEIZ+W+st/UUcqgatUaZFlLz5nNUptGuIlu4WiQo8pOoW4HAGP4y1CPhmFCjKXppG24BFM0QnXcHUjk1S4hKayP9LX8huM0fej1CQgKgWC/kMgJ2Gwa9EaL4SRBzwVqHWhcR3D1TJRQkgoFKS7vYO321vYsihv1GpvTQ0NvPXS87SePIngcYNKhVOrw9XVwT1qLbcmJRGj1dDl6eWDomJ+1djM1777V8zMy7nmMU5kSkw0TPuC3ACmsh/I1WBLyqBu5kJePbGPLVKEHJMVURDo9Pv4uLOV2tgkCueO3xpzAFdXGz6njME+a8TjWlMhjiYVfW1NVyWCCAoFPV0NqIwdWMwJcIl4o1DFYIo2YUluxt3xDFJIQGMSiZkxg5isBaOmwowVUVQQnz+b2kP78PUa0JhWoVAnAScJBU4j4ERvsyNcNF+FfOWY4rQo1P1rzRSbnkaHl+3bT930QkjA6ybgdqLS6dGNkpIpyzJNZcdoOfARytYGXgyHiY6z0RYOE+3s5eGoGBakpKASFZxx9PDetq280tbKY3/53TE/d40HU8EX5Iaao8aNzVttWgSZAAzWKPIe+jIn33mO73e2EhUMEpShz2wm4dbbueuxz09I6dv+CWt49MkAAztyI6nmkiQRDoVQqdWDx8+eKWPne9soOnqa1qZeujoyMRhTEUUVsiyg1WswmQPoleV84QtPsmTJEnp6elAoFFit1nFX5wVB4Ktf+xIq9R/Ys/s3VFQY8fudRCIV6HR25s37LEaD8fy1ytTWvk58gpcVK1YMvlZZWUlrSwtqjYbCwkIslqvL6Rxv/IEgESmCXqsd8+d1tLSct3ee4HS1i3BEwGqGW5dmcN8tKzEbh0+y4XCEnz//Om0HjnG/ycCipDgEBN6tqOatplaUKQnMNMYQCYawiyJ32iyYnW5eLq1kRWYacWbjeF/2NJ9CJtMQdTxC+detWkEgEOSDV9/kw9omrIJALxCOi2ftgw+zZv21+QjBlVMgRFEE+crz9OXuD5FwGCkcJsrUn6YjSREaTu6jvqgYV2cr3t63cXYYUKn1yKgQBNAY9cjyCYzRIgvu+wKCqCDk86DU6FBdZ7rPSOgsdubf+yBlH76Do/k/iYSjEIQapNDzGKO/TFTKwsHFfyTswut4l+RZ0RjPiyDhYICehrOEAl40Bgv2lMxxz/cfiQEh5FJkWcbv86JUKlGNsYJNKBTk2M6PKNp3HEdXEBmZY/lRbLx9LavXrR9xrm9taeG3//H/SDpXw1fj48mKi6XHH+C5/Xs54fMTu2ABSQYDsiyRaTLxtRwjP62s4s3X36Lg7//mmu63gjkK2dk9+hunmWYcGGtZ3AEEQWDW5kc5o1LzTOlRoprOoREEuhQq/GnZ5G5+FONViBBj71hEEECWLmN+KUcAecTfnCzLRMIhFArloIjgczqo3L+d4zuOEXK3EHa9S6hnFQqlAllWIooCaoOGcGAXCQVZpC++g3DAixQJodQYJmT+s6fORAqHaCnbhs+xC0k2g1yCLP0BY+zn0Jou3GNDvirgKDGZ+YPXHPD0YnA2IyPz3hudqIzRbNo0PpEq14IUCRMOBlCqtUPSLa+Eu6eDs4c+oel0HeGAgEIpEZ+dQPbyddgS00c8p6H4EN1bn2dDKMhCeyw6hYpQpI83SopwGo1kZmRiOl+yeX50DOkmE/9ZUkTR4QMsX79xvC73ikz7goydGyqCfBoUxMthjU9h9hN/zUqLm7bmJhQKBZm5BcQnp4x+8jWSnpWDWnMEn6cRnWF4P32OYyxYkYT2onrp3Z3tHN69k+MHign4QljsBpauWYzJYuPVZ96ir3cmUbH/hNf9JxprX6K3eyVK1RIMJjs93SeQI++yZAnMnj0bURSJjp7YWuJ6vZ5vfetr3HdfI6WlpQSDQSor09m/7xQtLW48nrlIUgin8xgxsa18/euPEBsby7maGn7z2+cpK+vC61UhCmFiY2HLlhU88OADKJWT+1MoKj/Ltn1FFFV0IcuQmWLktpWzWLNwzhUFsk8On+QnLxzF5Z1PXNQS1CoTvc6zPPP2bspr3+AfvvQAJsNQ1/KT5VWcO1rEd+KiyTwvksiSzAyfn7/Wa3muu5cjVhMLLzpnmcnAts4eihpbuG3m2HcZZVkmGIkgCgKqMd6Ipvn0MFmpMOOBIAjcfut6Vi5bzI5T1TjdHkwmE3PmLcBkHm5Md7WMFAUCkDUrk8aa48jy7cMW0eGQC4QzpGatH/L6ufJSivbvY8++ctQKEWtSNCmzF9BVf5bao82IinVYE58g6PsfvI6XkFmNUj0bpTqMu+ddlKqPSZmzYLCiwUSXozXHJrP0sa/Q03AWV1crUiSJtorT9DS+jrOzFpU2lUiwk0j4KFHpYfI3fBaAxpJDVB88jLtbRpY0KJR+zHFq8tZuIGZGwYSOeYCBaJBQMEDxwT0U7T9Kd4cbhUImb142C1avIzH98uXsI+Ew7z33DCf3tqLWrMNknU0kEuLYqeOcrdxKV2cn9z308LC//fb33iWqpppv5eYNVizSBpysR6BAq2FHTQ2r4hMwKhV4UaEXQtwaH8fPysppamklJWnsVYVkWcbvD6DRqPl0xAyMHXtuJlBDbdfklGSe5vpQaXTM2fI5XMs30lVfhS8cJj46npj0nAkTR82xiRjsSjyOIlTa4RFqPmcRWlMYW1L64GuRUIiGksPUFRXh7najUAokF2aRkDObD555Hn9XLEbzU6hiu3G2/gm/0wcsR6lJQxCa8PW9j9pwEmtS/1yo1Fxb9ZmxIggCMZnzsCXn0ddaTTjgJeRfTte5evzuZ/H1LURQGAgHaxCFEuJy7USlFRIJBWgq3k13XRshnxYQUWp8CDYdH/hd3HH3xFTquRweRye1J/bTWFpFKBBBY1CTNncm6fNXoDVc/j7u7m7n4J+ex9Ecg9b8KBpTKpFAB7Un99JR+yeWPvQA0WlDizqEAj5ad2/lTinC+sT+lM6QJGPxBvi8Ws32YJBtDfV8Kf9CBLVdo2WhQknRwb1XLYKEw2EikTBqtWbcN5Wn6eeGiSADoVSfZkRRQc7M2eTMnD0p/WXlF5JdYKfsxLMkp38VtaZfyZVlic7Wj9Hqy1i+7pHB97c2NfDM//yKxloTBtOdqDXRtDTW8affHcDrLsJgfJj07K8AoBD1qFQGlMoGQsEzBP0iFrsZi3UlXm8D27Zt44EHHpiU6wRISUkhJSXl/PXJbNpUzM6deykteReFUmTz5jw2bPgMMzIzaW5u5t/+7Recq00hJfnzpKXOIBLx0da2n9///l38gQBPPvnEuI4vEAxS3dhCOBwhJT4Gu+XCZLxt31F++cpJ3J6Z2K2bEUUlJ86coajiOGfrW/jC/bePKIQ43R5+9+YRguGN5GXcOTgpGvVJRAdmc6T4x2zbf5SHNq0dct7hk2XkhsKDAghARJKIhMMUqNUUBoIc7uljofXCGJWCQDTg8o+tLKMsyxyra+Zg1Tk6O7sBgZSkOFbmzqAwcXIiBKb59HO9hqgj4TEmsHxlAsJlyg5eLaMZYc5espKifb+irfFV4pLvQzxvZBoJe2hteJaENIHceYsG339i78d8+PLHNLSmo9Y/jiQoaSsvpaXsXYL+dizx/4bOPJtwoB1BNKBQC8jSMaTwHlBpMNrtKDUb6Kiupq+9EUvcxAnxFyOKCspqvKzdsA6AtHmraa04SXNZCV7HITTRehJn5pNUsAi13khjySFKtx1Alm/FFL0ahcpKONBOb8uHFL3zPgvuUxKVdu1pHyPhd/Xi6elAVCoxx6UMRoO8tO8s6jMfUXywE4VyGQZTLpGQi8M7DlJ+4nfc8/SD5MyeP2KblaeOc+pAA/bYv0BvvCCW6E3ZiJ4s3nnjeeYvWkTGjAvHvB4Plfv38Yg9akjJ5lAoiCBFuN1kZo/LyfGuTtYlJCLL/T4jSXo99Djoc7pISRr9el1uNx99sodDO3fjdfSi1GlZsHgem9auIMbddo2f4pWZLpU7eUzl0rhXY4g6EqboeEzR8eM0miujVKmZsXAupz74BJ8zGa1p1uB6K+itw+d8m9yVmejPV9QKh4KcePtFGkocCOIS1Posgn4n5XsOcfCtHyJHEolK+gaiwoTk3I0gmlGoXEiRrUjhICqdBq05HlhK65kTWBLGxwB1TNeq0RGVfiHtJybTQVddKY6Gj4iEI1jizUSlz8OanAuyTN3RD+k8J6DWP4EhehagIOSvIti2lU7/x2xTqLh987JxG58syzjbmwn43GgMJswxiYN/C2dHC4deeYneFhtqwz0o1dF4HE0UbztIa+VZlj78ucumt1Ts24GjJR5b8rcQBzwUtUlozXNwNP+O0h3bWPtU5pCUoI6ackzd7SyJuzDZqkSB1h4XGaLIerWaZzs76MvMxnJRKm28Touvq2vM19zcUMeRXTuoP3oIQmH08QkUrlnPopVrh1kSTHN9TKfDjCPhYIDWqhK6zpYi+31oouP5Ses8vnnP1RmRXiuiKPLIF5/mj8FfUV3+T0hSAQqFmXCoAoutm7sfWk/+nP6FmyzLvPHcizTWpZCW9fVBI1Vb1EI6Wgs5V/k9MrLDCIKA21VDX28rVvu/oFCm4fUcB+qZOW8jOp0db9eHfPjhJ9x1111obsAPVBAE5s6dy9y5c0c8vu2DbdScs5Kf9y0Uiv6JSanUk5y8kbY2PVvffZ6NG28dVuL3WpAkia17DvHOztM0d8hIkoDVFGHtomQe3bwOry/A7948jiRtIT/zQjngGNscuntn8+bHv2VObiVLZg/3jDlcUk5rp46ctA3Dvk9ajR29bjnbD+7g/ltWobhoId3n6CNffUnFCFFEoVLh9gdIUIgcv6RKRkiS6QASdaP/PWVZ5o0TZZQUn2FuRGKzTktEljhWVcvL9c2sXzaf9bkzRm1nmpuXyUqFgeuvatHR2cXeg0eoqaxCFEViCuaxdNUabLbRS8SOlctFgQDEpaSx5cl72frcmzSdO4lCMRNZDiFTRnyqzH1feHIwd7iztYkdr31MS/ctmBM2ojnfrt6ymPbqKLyOF7Ek9L/m7T2IHI7HYPt/yFI3Ac8RdBaZ2Ky1gEhv83/Qcvr4uIsguz85edljaVEGak9VUt/tOf+KBuIWIcZBCKjvg/pDVaxcNZPqg4eR5Vswx24ZPF+picOS8Dl6WwLUHN6DPTV7XO6lfncfZ/d/SGtFA0GviCCCMUpJ+oJ5pM5dyZni/VRtbyQv67voDBdMXK3Ry2mpf5FtL71JalYeWv3w3drSI0eRIrOHCCADRPQLcTZt5+ihQ0NEEJfLBX4ficahOdxqlRpZVCDIElYEnBfN015UNHl6QavFYh4997vP6eS/fvgTvEWnWKnVkmYw0NnnZP8bW/nB0ZN8/b61pMWP7Cd2rUyXyp3mYsaaCiPLMj2NNbSUnyTU04GoNxGbO5u4rEIUStXoDYwDmYvX4unt4dyx3+LtTUVUpiJHOhCVZ0mbF8PMDXcNvrfu5D4aivswRH0Lte5CNKTDk0vQ5UGlqu83FpUl/H1HUSjvRaF+EClylnDwJAZ7GnpbDuFgC+6u/8LVUY85/sasmTRGG0mFq0kaYb+hr72GngYXOvO3UWouXKdal4dSlYi39wd4WyvZvl03LlH+nXVVVOz9hK76PiIhAYVaJibNSv6aW7CnZFLy0bv0tqZiS/4/g0KGzjybSGgFHTU/oWLvh8y78zPD2vU5HbSUN6CzPH1BADmPIIgYo+6gp/n7dDfWDIkGCXhdmGQZwyXfQVGpxivLJCiUCMEgzlBwiAjS5vOhzxybgF91uoQPfvFjUtvbeNhixaRSUX22kiOVZ6g7U8qDX/rGmIQQQRRuuC8IcEN9QcbCtAgyTnj7eih743cYaiuYL0uYFErOhYJUH/6Ej8UObtly36QIIfaYWL76t3/D6aLjVJSUEvD3EZ+cybzFjw1JxamvOUtNRTdxiU8PqyQDJhTiGhzdlYRDbrzuWsIhHVpdHoIgoNMtJBAQkaTzP3LdTNrbPqC1pYX0jPEpszheBINBdu8uxm57YFAAuZjY2KVUVr7D8ePH2bJlywgtDKXP5WHn0SJ2Hqmiu9dPfLSeDUvzWLdoLjqthj++u4MX3mtCo9pIQsxClAoNPX3lvPLhdupb32BmVjxdjmjyZ6wb1naUdSYd3TPZeaRsRBGk09GLICSiVI6cx28ypNHTF8bj8w/xBrHYLLQEh+a2CqJATGw0befqaYYhEzbAQbcHp17L/JTRhaGylg5OlVTwpFrNIuOFh4KlJgPbep1sPVpMXlw0idbrTzGYZupyM6TCHD5+kuf/97foWtuZrVLhl0WO7zrAwffe49Fv/yV5BddnBLyvrveKAsgAefMWE5+SwZkTh2mpa0RUCKTnriFv3iL0Fz0Inz52GFdvNDr7LYMCyACimI8sz8bnOITOVEjAU48gFiIISgRFHAr1fGSpGUHoF0SVmtl0N159ifRLuVT0SIsa3eztSu+p7/bw8Zvv0VntRGUs5NJZQhAE9NY1dDf8HE9PO8ao0XeDne1NNJYeoeNsPVJEwp4SS/KsBURnFBDyezj51ot01hrRmj6HMTofOeLF3X2U0m0fE/C4cdScQxCXDhFA+sciEpd0N22Nx6kqOcHspauG9d3Z2oNWP9yMWxRA/bfQRwABAABJREFUQkCpzKCjvXPIMaPRCFotLV4vMy5KxbLYbCjMZs72OugFzOfnaUEQiUgRPmprJ2nlMpITRzeVfe2trYRPFPEPGelEaS8sotfFx/E/5RX88d1P+McvDk/TmWaayUSWJE5//CbBI5+Q6fOSolLREw5x5sRemnPnMPvep9DoJ96nTFQomXPbg6TMrKG5/BTe3io0Rj2JuZuJycgdTMWRImHqThYjKlcNEUCamrpBElAp1yKF3yDoLUWpzSQSciMqZiMIIgplLlI4AJyfo9WJ+Pvi8Pa23zAR5Er0tVQjhXOGCCADiEozgrgAsfsopM0d1e5AliRaKk5RX3yC3pYuFGoVSQVZpM1dhikqjo7aCo68+hY+5ywM9idRauIIB9porviY3rbXKVi/gs66XoxRnxsmZChUFrTmW2kqe5H8NU60l1QW8jkdhAIiBvvQ+X0AtS4ZV5can3NoqXqN3kSvAJ5waIgQorVG0d7RRKfPh6xWY1ZdWE93+X0cj0SYvWL0NKFAwM9Hz/6WRd1dPJqdi+J8FMrcqGiWuN38bN9uDucWsHrjHaO2NRUQ9GZkr3P0N95ApkWQcUCWZU5vfYEZ1WV8Nj4F6/l8a1mWOdHTxYHXXiQmPoG5S8bfxXokNBot85euZP7SlZd9T0dLM36fjviLchoHUCiVKJSpBP0lBPwd58tGSuf/UxCJ+AEX3R0fUe86S8DXhVFbSUNj45QTQXw+H36/hPYyFXNEUYkg2PG43aO21dHj4N9+8zbFlRo06lXotTGUVrdSVHGUfSfP8ugdK3j7k3NYTU8QF7Vg8Lz46CVYTdkcK/0hXY5SFIpbEMWRf3omYw5nG8pHPKbXapGkZmRZGizleTGBYC9ajYzmkqiPpfMLeXb/Uc65vcy4SKRIiY+lvL2TD3p6uUetwhOR8EgRDro8fCLLLF44mxjT6A84R2rqyQmGWGQbLnJsspg42NHNkbom7p07OTn903w6ud5UmKaWVp7/xW9Y6ujlkdxsVKKIFxUBSeK5mhpe/J//5q9+8F9YrbZxGvGVsUbHsHzTXVd8T3tTK93edKJtw+cLhVKBQAZBXy3Q/2AsX2SMLUt+ZLkFR/NJgt4WQv5aRGUfAY8TzRVypS/HxeLHWISPsZIWZaDHI+BU6JAVFlqa+8OGE5Mu+EspVNEE3AIhv2/U9tqriin5YDvevhTU+i0IoprGkjJaK7aRtaIepUpNV62IJe4bKFTW/pOUJsyxd+Htjabm8HPIUgCVPofqdjdZcUMfuJQqM5CMo3PkFA+9UUdXa89lx9fj7cBgHCpkG4xG/n/23jI+rvNO+/8eGEbNSCNmySIzMzt2EidxqKE2KXO3sMy7z3afff673W2727SbtmmSpmHm2DEzyjKKmaURDtM5/xeyZSuSjLKdpP5+PnmROZoz94xn7nOf6/79rqtg8VK2vfoycxIShltiREEgIy+fZw/spwaVBJ0efzRKs8/LprY26pMS+d79d19UuBj0eDi6Yzf3220jBBAAvSRxT3Ii/9neS1VzOwUZV18R+WkgOz500xfkOnE5rTD1R3bCrvd5zGKjID5p+LvdHQzwh1OHKTeamX73l6/VUEcgCALOjDycGXnj/k3I78XXF0JnLhx+rKXlTPytQUtIsqJG44lFOtHoh6oKVIY2pVRVQVV9xMKNDHa+QyziIRY+hr83ByUWvS6G0JdDJBhGEMf3/ZNkJ5Fg+KLJMaqicGzjq9TubyAWm4LWuBrF7+PUloM0HXua2Rvu4vT2jwgMziAu7cvD3wFJtqA15tLb8gQVOzYTDpgxx4/9b6MzFeDrFfD3u0eJIEPmqRCL9CFrR1eWxiKDiGIEWTdSXHHlFtHsTORgTycrEtOGHzdbrHicibzeVo9qNhNTFbyRCKf6e/mwtxd59jxmXML9X3lZKWJzI3emZwwLIGdJN5tZqNGwe/tmFq9ed03CNf4Y+WT9wj6l9DbXIted4o74pGEBBIYm0Glx8YS9HRzZuolpcxd8YnZZZK0GgQiKEkaSRi4E7HEOtLogwWAPgihjtk5Co32dcLgMrW4mft8+FPUlGmudiOJMwsE4QvpBfvpfLzI4OMj69etv0LsajclkwmbT0d3diMMx2pslGg2i0oHDOb5vy9mopyd/87eUljvIS/8Kel388L9lILiUvUcfx937Ov2eXIrHyHLX6xxoNHOpb30eRRlfcIlEfRj1Y/eCzi6ZhN16gu6+Y7gcI19DUaL0Duzl4dsy0H2sqmNm0SR2zJ3BL/YcZIXRgFmWUIC+cISdFjNSsouDqsJ+dy8IIhq7lWWTJ11yC0uXu5dVurFLVEVBoFASaertv6Rz3eTTx6elFWbbzj3YOzv5QmEB4nnzsF6SeSw3j7+prmL/nt2su/3CwsR4XGoVyOVQ3uEBdewEK4Mtjv72HhQlCIDOnI+vbz+qGkRVBWLhNwjFKgj5MhHEaUSDOgbaT7PvuSeZcdd9l9wWc63Ej/PR6M2Icgid1IOkScQTjI4QQyLBZmSdMiJadyyCnn5ObNxE0LcQe8p9iGeq/0xxS/APHKR69+/R6HxI2nvOCSDnYbDNpa/lfVTlGAbb2J5lqqqiKF5kzdgVKZPnTKX21EGikVuRNSNLkUP+JmRNNTNnj76JW3P7HTxReoSfV1Uy02pDK4qElCgd/iBHM7MwJCTwS68XobcHVW/AOW8+Dz74IIX5FxctOrq6UQcHKXGNvRmQ73Ci7eikzd13TUSQT5oviKMgl97K2hs9jAnlcKvnRg/hglxKK0wsGqH78A7WSRKF1pFidILewG12J0+Wl+JZctt18we5GJKsQRBVlNjQfDEsgOiG3q/WqCfi7wSKESQrss5B2H8ISZ5CLNKEEn2RwEAUhMmgZhGLhemsbkFR3iV73q0TFos7EehMJhSlCVUdOxknFmlBf0bgvZAQ0nzyENX7GtCZHsNqnT68qacqq+hre4b9r/yBSMCIOX71qNcRBBGzYzWDXftRlEFUxY8gjb4uKTEfggjiGO1TloRknOlWOmp2ojXmjnoNX98uzE5hlDGqRmcgadkdbHr3DwTbGonX6REFAX80SpWq0lBYjDXOwf9pbwNVJWa1kXHnPdx9z4MjAinGo7uznRRFGXEfeT4FNjtbujrxeT1YrDc22fKzwk0RZALoa2sgMRQiNWHsBeKMOAcHaqvxDA5gtdnHPY+qqrQ21tPX40ZvMJCVV4BGOzFmfR8nt6AYm+Mt+nsO4XSNrBiRZA1mSxOq2kZ/bykJSStxugpobfwDfl83kdALaHUzMFu+QyTsASqZNu0uVPU0v/nNm2RkZDB16vUxg70Ysiyzes0cfv3ETkKhJeh09hHHW1s3kegKM3fu3AueZ+/+A7y48RCDniw63D/FZLCSnjiXlMTFGPTxOOy3UFb5r+i1C8es0gAwGZLx+g0owml8gS6M+oQRk29MCeMPHGLxzLGradKTXKxblM7LG18iFgvhcs5EErX4/O00dbxHRnIzty65e4zPQOIbD93Fn7e08X/3H8HkDyKgEtDpSJtSyC/+4jvQ1017bz/+6kay4uPQXUZajizL+BVl3ONeRb3u6Ts3ub58GlphKo+dYJbROCyA+Dm3ONJJEtMkibpTp+AiIkgoFKK6soJgIEC8y0VmVvY1E7fjMvNwnz5CLDKApBm56NGajGh0JwA/gcGjGKxz0Oh2EvT8AkVJQI0dR9Y9iqxbQSTYgN6STHzWYwx2PM+xd19n4Re+ecGUmOshfpzFFJ+G0X4AX88WjI6HsOiH5gtPMEprSxuR/reZvDwZg2183xZVVSnf+jqd1fWIkg6v+yh6Sxbm+GXozZMx2ubS27wff/9H2BLHvtEXBAlBSMHkrMPfvx+bde6oahCfpwKDyU124YYxz1EyZyFH9xyiqfpxnIn3nfEGUfH0n6DP/RIlc11Mnjpt1PNSUlO566tf57/+8e/5sKwUYyiEIooE7HHMu+c+fvRXf0NLUyNerxeb3U5GZhbEIsDFb361Gg1IEt5olLEky5CiEBNENPLEmzHe9AW5fnxSTVEvFV9vNxp3B8Xj/M7zLXZsLXX0tTZcVAQJePrpbx/63tmTM8Y1yLxatAYTrtwkmsoOYLAObU6dFUAANPo+JG0DkeBptJFpGGyLCAfeJuyPIxY9iiBISNo/RRBcREMVGG25GO0yPfW/RW/ZQ9q0leO99HUnLq2AzsqtRAIn0BpHrvGj4VagDEfWuYrNsYSQkN/L0Xdfoa8FJO3ziNLLmB3TscSvRNa5sCXeh7thK4oCVtfYbs8afSqiZEZjGMDXtw+Lc9Vw7PpZfH37cKbpsSaMnusFQWDS4qX0tb3DQIcJc/wtyJo4lJgPb+8uVGUTBYvmotGNbj3PnL6Q/rZGnt/4MnH9PWiVGEFJQ39CCnnLH+CHX7mfloZ6FCVGYkoatsvwGtNohrxFxhOZ/NEoqihd8nr6k+IL8knm5p3JBKCqII6TGQ4gCQKgol7gRrG5vpaPXvoDnvJTSH4fqkaDmJbB7Ns3MHfpiglfZNviHCxYMZ0PX38NSTZhi5uOIAgoSoTujq04XFWsunMtDVVbaG/6CAQwmE7g9+1CVZMRpeV4PafRaPykZTpJT09HEDI4ffokmzZt/cSIIAC33norhw6eorT033E612K3FxGJDNLRsQud7gBfePR24uLGL4EvKyvjn//1N7S0F2GzPARY6RuopHdgJ+6BSqZO+gpOWxF1zVqgZdwJzOvvQJJiuPurOVXzb1jMd5KVMon0pATAR13Lq2Sn9rFi7ppRzz3LV+9Zh06zmQ92P09l/RsI6NFqB5g6Scs3P3cbmWMksaiqyrNvbsTY1Mo/5mRSpNOiQ6RRifFu7wC/+v0r/NV3vkiio48ez+UnNhVmpnK4rZPbFQXdx0r0eqNRTgkCa1Ov/a5NNKZQ0dmNJxjCotdRkBh/M6b3M8JEpMKoqoLI6F2l4dcQBJRY7ONPO+/5Kts2f8SON14l2tICkQiqyUz85ClkrLqHxPSsqx7j+by4rwFn7lTcaaX0NP0Gq+tRZK0LgFikn8GuF0ks0GNPScNd9yQetw6NYYBo5DBKMALCGlQli4i/FFkfwZmegdYYh6R5hIGOf6ar9iQpRbPGfO2zAsi1Fj/OIooSqVPnUL9/H76eEDrzIkTZiU5pI+TbgcZajVtdNu7zVVWlasc7VO2qIBJYg858C6gRfD0HCQw8Q1zarZidK9EapxIYeIdoeOyqBFVViEVaUInhcX9If0cErXkFgb50ivMzCfiq6e38PTOWppGcOXalnMlq4/5vfp33n3uO+oqf0ttlBmIYLX7mrsxh5b0Psq/Fy5Is+4jn9fa4ee8Pv2dBJMya6TPI1OoIqSqnQkE+OLCP1196gQe/MDLFTL3EzzcjLRVbVia7K6vItYxeEO/t6kZ1OijJvvbJQYPBENXuHqKKSrLFTLrd+ompkL3JxHM5rTAqKqgq49XTCWf+O5uONBbhgJ/K7W/hP34Qo6cfBGgy2zFNm0/B8juGY8Inktw5i+isfp368j8Q57wFkFFVlWiojlj4bZKLM1CULnw9/0ksYkCjqycc+AmgQRC/TSwSAMrQmgQsrgxEWYOsX4e77kUSC3xo9NdnHr4YRkcKrkkptJ/6A9HwcrTG6QiCTDhwmlhoK85sPXFpBSOec74QsnRRDvteeIq2SglBvBuJEmKRbnpbd+HrP4Er55toDemoQhaqUksk3IlWP1oIiYQ6iUV9SFoPnTX/S3d9O5b4OVgSktEa9fh6dyFKu8ibvwJxnDVgUt5kZm8Ic3LLVga796IqFsCHKS5GweI5ZM8e+3rTXnmMSNlePmd1MCMpDbso04/KIe8gO3e8Q9OKGVecCJpXVMIxk5nKgX4KP9aWq6oqB3p7SVq5Ztg4/VqhqiqNDQ00NzcjyTLFxcXY7fZr+po3ij9qESQaDhHye9HoDGgvoVRpPGyJqbRptHQG/SSOMcEe7+vDWFCEZZwqkLbmRl7/6f9HYVsLa5NSyEpOoS8cZndrM9t++zjRaIRFq9Ze1phCoSDHDx2g7MBh+tweHAlWZi6Yw+SZc4edhW+9535CgWc5sPPXNFTHIwhOVLUFu8PHrfetZMmaWwkFA1SfPknQ78dse4it773FtvdlbHESeoMOZ0ImJsu5RYzdPouyoy+PEgL8fj8+nw+LxYJer0dRFA4dOsTWrbuoqWnHoNeyaPFUVqxYQVLSxN4w2+12/u7vf8Qrr7zGtq0v0N4BsgSTp9hZu/YOFi8e3zslGAzyy8efZWBgPkbDTIz6+YiihEE3i3BkIS0dP8dh3UFC3FTsljgksZWegVPE20fetHl9PVQ1vo/VBAmOhwkGj9I3+DJHTlsprxPITvVRkqfhh4/eRqJzfEFGo5H58j3ruGN5P8er6ghFIiQnOJmanz0iEeZ8KhuaObX3EN+Oj2PqeVG9SUCB3co/V9Sw7VAZtxYNmUQpioonFALAqr94Pvmi3EyOVtbxW3cfDzlsOM6o1O3hCM/0DWBISWRmxsWN+66Gw42tbDxykmBvP1IsRkyS0DlsrJ01mTmZQ72b9km5ZFNL/dUl9d3kOjPoCxBx9xKXlsnV1MXlFBdRdvwUd48hUkYUhePRKFOKRhsSn2XTB++x89f/y0pgWUoqcVottR4P7+7bw0dVdaz/wd+QkJI27vPHot/dzcmDu6k8VkksGiMtJ4Up8xayu0uLIAgk2C0Y7vwcx999ld6WHxOLZiEgIUj12JMFpt7+OezJmfj6uhlob0RVFXRmO3uf+S1Bbz4agwed0YbRHj9cVi1p7KixXAY7mkaIIKqqsvWDPaAqZCcnIIgi0XCAvqbT9DY3EAmE0ZkNODJysacVIE1QpPBZrInZ5CyU6Kw4iqf7ONGgiCjHiM+x4cpdjtGRPCzOLF81Mp7W3VBB7YEqZO3nkbXTkLVD/kOSdiHR0Hv0t72HzlwEahiT00w0tA8luhRRHun3MdixC1/fUVSmYXauxNtzmGB/NYE+Gyd6FJKzBGYsyeD2z3/xgvOiw5XEIz/4EW31NXS2NCFKEqk5eSQkD30/ItHRN3HbNm9GV36aH+RPwqQ5V6WUAcR1dfLMe++wdMUqUtKGzhEOh/H09RAwGMg2ji/ewVBy3No7buXl2jpcrW2sSkpEK0koqsqRnl7eGPQw797biZ86j1j9yQue60qJxGK8e6qK4zX1CL4AIipRrQZXUiL3zpxMouXam13e5NqgKAqD/X0IgoDVHjfqt3GpqTCmuATCcfFU9XWTZBh9o1fv8zBoMJOXNHblYSwS4fgbvyPh5EHus9opSB76u/LBPj7a+R7HB3qYfu/XLithRlVV3I3VNJ84TF+bG0kjkVKQR9rkOcMRuQlZBSjJWUh9G/H1HgQ1AxhE0rQSn2Mjc869SBotXncLYV8/olRM0NNDze7jSHIyouxDa3SiNdqGI1m1xskEBjQE+rvQJJ2rDlaUGNGgD0GUhsWRQH8X7oYTDLR1oCoq5oQ4nFklWFyZEyowCoJA2rQV6ExH6KreQnBwMyqgNSokTkrFlT9rzGjfs0LIm795EjqNaPRfQ2AWsnZo005WlxPy/Zze5hdIzP9zNFozslnB17MVTcrnR7wHVVXprnuVaLgFQboPk9ONv28bva176O8wYo4LYU8RKFo2j/QpF67wTi2eSWL+ZLrqygl6+oeqenKK0I7x3YMhE9zm7e+wPOTn9tRzn60ZSLU5CDfXsvOt18gvPhep7Pd5iYTDmMwWZM2Fv3epmdm45i7g+a2b+LwgkG+1IZxpt/mwpYlyu507L/Ne8HJpb2/n2d/+lqbDh5E8HhRBQEhIYO5tt/G5Bx9EewXdCZ/khJg/ShEk4Omn7uA2PMf2Iwd8RGUZfdFMsueuxJZ0eYtYGJoAGzLzeb/6FA+mZmI4z8yo2tPPflFl9oo14xrZ7PrgHbJam/l6fgHymb+J1+vZkJmNrqWJD958lRnzF2E0Xdoiwefx8Owvf8WJ0l4EYQZaXRKNdW2UHXiXqXMP8IVvfQuD0YRGq+W+L36ZhasaKT9WSsDnw+aYx5SZc4iLH+od1huMTJl1biKpPHmMhMQI2ZPOu8lXx9+Pam5u5t133mfnzhOEQipGo8Ty5VMZHPSweXMtoVAxFsvtRKM+Tpzcxxuvb+Pb33mYJUuWjHtTfyU4HA6+8Y2v8cAD/bS1tXHkyBGOllbwm1+/zZO/fZvpM7K47bY1o2J2Dx08SH19hIKChxnsrSQQ6sZkGBJptJosAqEFNHccJKaEyc+0MnVSAm9ufZZg6DZcjlnIkp7egXKOVT6HonQzreBnWM2ZFGQ9SO9ABT39J2nr2kxeBvzsL7+C/hIjhhMcdlbNn3nxPwQOHC8n2R9gSrJr1DG7VsN8rYYDB46ytiCdHVX1HKisZbBvABBwJDhYVJjL3Ky0URdTRVERBHCajXxh5QKe33mIf+zpJVNRiCHQLElY0pL50tK56C8y+V8NR5vbeHP7fhaEI9xiM+PSaOiKRPiop5+3th9AWC4wO3PsssqbXB3X0g/kVH0LH+49Qn1lPYLOiC7exfzVy1l/y2rM5svfCVmxdDH/sWkrbzS1sDYje3g+VlSVV+rr8CQlM3/R2IKoZ3CQna+8zO2SxG3p5xbgk2w27hN0dNVWcXjL+9z6ha9f8niaqit4/bd/oLvNjFY3C1HS01h1kqN7nkJXPInJi24BwOxIZP7D36C7oZyBtgZUVcWauIyEnJLhdhZTXAKmuKE5W1UUjPZ4tKZUTHEXj+VTVZWumhPseuNtwv1BDBqZCrOEPTWVgfZWPN0GRHGoMiPoaae/9RAW10kyZ6/GYJvYSFVLQgbm+HRC3l6Cnl4G2+sY6Oihpn0XkgYcGSkEHQVs31I6QghpO1VKNFyA2TmfwGA7ihJCFIcEXFl3KyHfHvx9e1GiFWTPm09/Wze9TY9jtN+GzlSEogTw9+2jv+1JZH0m8Vk/RhAk7CmPEBg4gnfwOMHAVhasuZPV9z1ySTcWgiCQmpNPak7+Rf9WURSOb9/KWrN5hABylrkJLt6prKD08EGMZhObP3ifY1s3E/V4EGSZGfNnsv62W8jKGFnJMeRfoiBJEssWLWBg0MNbL73GpppaUhFwqwr9VivT7r6Thz7/EASujZO/qqq8fPQkTeXV3K/TMtdhQy8IVARDvN3YzFM+P99YvoA449jJZ9cCR0EuUHvTHPUqiMViHNy1jeNbNxFobQZBwJKdx4xVtzBj3qLLvgGXNVocs5ay4/3nyfJ5yDCdq1oajIT5sKcLps/Hmjj29byj+gS68lIedaXgOm9DcnpcPEl6I4+fKqVz2ilSCqdf0nhUVaVi1wdU7DhOOJiDRr8CJeans+YIdYePMffe+3GkZbNpUxmm1CJy8wrpb60k5O1DlDRYk1ZgcqYOfw6WhAxIGLp+DLTXojM1YbBnII7hafFxYtEw3TVHcNfWEvIrCIKKNcmGwe6gq6qesC8NSXsbgiDTVXUKd+1WXJNSSJmybMy2jitFEERc+XOIz5lBcNCNt6eVwY4m3HXNdNe0oLdoic/JJz5n+ghj12QjNLd04nR8HVVJxNPdjaxzAQKCoEeju5ug96f4+vYg69ooWraC6r0H6G8Ds3MVsi6JSKidvpa3CPk+wpH+VeJShuJvI8F2/AOH8fXtRaOvZ+FDP8CZPr6Z7fnIGi0pBaPbE8eit6UeXUcT8xyJY3iVCMx1JPJWZTltzY1EwmH2f/QB7UePIMQiyHEOCpetYtGqtaMqOdQzLTCiKHLXY1/lTUXhFwf3kdzZiUWAJgECicms+MJXyCkYf6Pmaunt7eXnP/4xtlOn+F5KCsWpqYRiMfZ1dfHm00/jGRzkm9/5zmX9rj/pCTE3XAS5WIzSRBMY7OP4i78krb6SW01mkg0mBiJhDu7fzOnqE+Tf/40LOkGPhSCKFN3xKCdf/TU/a65jhiRh1mhoCAY5IWuY/8D9zFmyfMznegYHaDt8gC8544cFEBgqcw34fEzV6ni3oY7TZaXMvoSIJYD3X32ZsoMhUjL+Fr3hXFVFwN9K6b6f40p6jQ2PPDo0dkEgNSOL1IysSzp3RnYuovQukXA/Gq191PH+/sMsWpyHIAjU19XxL//yP9TVOXE6H8JoTMTna+Hxx5+mv7+L6dP/Dzk584kpMRobG+lxO6mqfJXS0r9l7bpF3HXXalavXj2hLsgWi4UtW7bzztuViOJ87PbJKEqIzZv3c/DAb/judzewes25dpSW1lYUNRWL2UVGcjuVDU1Iog6dNg5BAK2mkL7BN3HYurhzxRRuWzyPhLgdvLvzdepb3kJRwGgIYdQ1kpP2XazmoWoLQRBx2otx2otJcMzA3fcLWjrd5GVM/M26x+sjSRTGnbgS9ToGevt56v0dHN1xgHnAdKOeGHCkuZ132rronD2FO6cVEY0p7K9v4mB1Az29/UiyTFFWOksLsvnzO1dxrLmDxt5+RAHmuZyUJCciS9fOxVpRVDYdPc2cUJhH4s/tQLk0Gh522on19LG57DQz0pNHuW3fZGK4Fn4g+09X89yL75E/4OErdis2g4Fqt5ttTz5DxYlT/Nmffv+yhZCcrAzu+9oXefU3T3OwooLpJhOKCkcCfvqSkrn3O98jPmG0UAhw7OgR5M52lueMvDYoqkrYO8gsjYbn92zHt+FBTJaLJ68E/D7eevo5ejomk5bzJURx6MZXVW/jZNVG1N0vkZyWSXzWUOKAKMsk5k0hMW/KRc8tiCLOrBSay45iils06ngs0o8g1WBLGrqeNJbuZM/LW1Cis7DYZiMIWvx9FfTUPwNCAfa0P0WS7cQiIaKhboKD6Xjdz9HX8hSJk4pJnDQTk3PizDQFQUAQZdpPHcXb7UTWbUDSJBENu2k7uRejYwe64kUjhJD+djca/Tz0Ngc6cydBTyVaY8EZIURCYBKe7o0kZOvImvUI0jwNFdvfp6vmCfrbJQQRBKEHrSlMQs6/DMcKi5IJk2MpJsdSetpcNFSVj9vueDloZJFdDf3DLTHhcJiwx0OiYeybFVEQcAkCnR3t/PJf/wXp+DHWWyxkmi24gwEOvP0u/3nkKN/+8+9TNCmfnt4+Ptq+kwPbdhL0eLEmxLNo5TJWL1vCwrmz2XfoCD29faSbTMydNZ3M9KHNH/Xi4TtXRLuop7GjnceMBqafJ3QUGfRkaLX8q7uHPQ3NrC++uGh3k9HcCFNURVF4+w9P0fbB2ywURKY4HCiqSumJMnaXn6Sns5PVd95z2efNnbuCE11t/Probqb0dpOq1zMQiVCqxBjMK2HyugfH/f11nj7MLFUdIYDAkOGqLRKmwD/I8bK9lyyCdFSfoHzbcSTtwzjTF5z33m+nv/VpDr/1Giu/9j1gqNoBICH30janjHFJaAwRwv4T6C2jI7XD/hNoDREMdhexaJj6fe/R06giyreg0eehKn66a3YQ9HyEznQf1uTPIwgiYd8A0Ug6ob4EPF2v0F1TTVJRCYkF8ya0rUaUZELePlrKThIJFKExbkCQjPh6q/G69+F1t5M199ZhISTo7SMWlukdTMSVkIi/v45woBGNPh1BkBDlfMJBlcHOZ8mZ7aJo6XriUrI4vW0r/e0HiUVEJK2CpGnCFDdrWAAB0OiTsenvwJpwK70t/4S7qeaSRZDLIRzwIkciOD+WGnMWl15PV2crJ48covzDd5jU42adw4lFb6C2q5Pdv3+S5tMnefB7f4rBaKK+upIjO7fSXHoYVVFIKChkxrJVPPjtH9B86x1UnjxGJBxmmiuRKTPnYhqjlXEi2bJlC8KpU/xw0iTMZ8R4vSyzIiUFu1bLE5s2UbtuHXl5E//Z3ihuqAhytkTqelKz50My6yv5cmrmiJznImscr7c2cHDjKzi+8pfDJWmXiiU+ielf+AGtp46wreIoasCPJjENZ8FM7np43biTtt/rRQyFcJ3Xb+XzemmtqybU24sQjRIJBnjj1/+DKArMmL/4gguw/t4eSvdXYHd8YYQAAmAwpmK1refQ7hdZdcfAFbkLl8ycQ3rWRhprnyYj5xtI8tCCRlVVWlo+xGqtYc2ab6CqKk8++Rz19ekUFf0A6YxLv81WQFPTFny+HHp6zCQnK5w8cZrmZi+SlInN9mf4/f/IkcMWaqrfob29g0cf/cKElfTt27uX994tJyHhe8TFnYtsTUiYR2Pj2/z2t28xddo0XK6hmyGtVouq+FBVldyMFMKRJpo7yvEHTQiCgXC4DI2mkQdvXcYdyxYgiiIP376KO5YvoLKhmUgkSigS4f/9VkNSwpwxx2S35NHeraW169qIIDarhVplfLOlZl+AzlCE5g93cK8Ad8cNJRMATDUayBv08mLZaYpTXGwvr6W5so7ZqNyu0+GJBNl39CRP1DXy0PL5zM1OY2725VdTXSl17l487l5WWs1jKvMrLWYO9PRR293LpMTxo91u8snBHwzx8ltbWODz84XMVESrA0GrpxCYFwjybwcP895HW3jg7jsv+9yrli0mOzODt3YeZt/pcgRRJHfGDB5esmy4zWAsvF4vNgSMZ1q9VKCzvY3W+nr8/YMQDdMDvPm//8Wah7+CK/XC3gqVZYfobBFIznh4WACBoe+swb4Yf+dxmo8fHhZBLpf0qXPoqHwHb89WTI5znlJKzM9g5x+wp4ok5E7G19vF3tc2oQr34Ew6Z8AniCZ8vbtQYkuJBgFdiMGOFqIhE6I8H0mjIRp4HnddIt7u7WTPX4TFlXlFYx2L9lP78HanYHR8Y3iXVAOopjl4e36DrvkoasHKYSFE0sgoMT+iKOHMzKGnsY6w7wiqYgdBJBoux2hvYtr6P8ESP9SaN3PDo3h7OvD1dCLKMr1NNVTuCiNrx54nNMZCejoPEgr4MVxiVealotPp0NlttLS2Mit+dHVNVFFojoSp2bYNW0M9P5g0iekOJ4IgoKpWViTY+WV1Lc8+9Szf+u43+flPfo5UVc0KoxGXXk9jbR3byyspPXiYH/3oe9x56y0TOv6LcaC8loRAiGljfG4mSWShRsOWuiZuL8q/6Q9yhVxvU9TKE2U0f/Q+34hzUnyep1qRPY6crk6ef+tVTisubMmXJ5JLsoapd3yBjsLplJ08yJGeLgSTBWfxLGYUz7ygp4cy2E+85ly5vhKLMdDeRKSnEzkSwhIO0bn7A07FJ1Gw9PYLGkMDNB49RDQyBWvighGPi6IOW9KDDHT8I+88/zqFJWN7K10Ijd5EfHYabSc/IKpNQ9adu/5EQ81Egx+SODUdjd5EV/Vhehpj6K3fRdaeE5yj4Q5iva1EQjNRYzFCgT68XT0oSgKy5mGi4QECniZajgXxut8lb/EdyLqJ8USJBH00HTlILLIKU/wdw79braGIaGg67rpfYnGdIOFMWqIoyRi0AmHFj7s/SnxmKj3NLYT9XYAVVfGiRBuIz7Qx664HEESR5ElTScwtobe1jrDfi85o4fDbb+HvXz3mmARRRpAKGei8NkbMOqOFiFZHV9A/ZrtWdzCANxpl0/NPM8vn5eHCEpz6IcFkks3O7ECAnx0+wN6tm7DFOdn91P+S19/Pg1Ybsihycu8uth45SOs9D3DLhvvJzL14FeHFuBxz1ENbtrDEZBoWQM5nutNJ4unTHDxw4KYI8mlAicVwN1bhbqxGiUXPRCLl4j9xiMUW2wgBBEAWRZYlJHGstR53UzUJWQXjnHl89CYruXNXwNwVIx5/5kATX5w/9gLRbLGi6g20+/2km8z4fT7qTxzF6vWSZzCg6nTYlBg5bje7fvXfhMNh5i9bNe4YWhsbGOyHtMzpxGIxBvt6iUajaLQabHYHNsd0OlpepKOlCUvxxXcVP45Op+eRb36J3z/+JE31f4skzUSSdHQpFTgcnXz5K7cxdepUampqOH68k7S0Hw0LIADRqI/e3gZEcT21tY3EYhFaW72YTNPRaIZ2UIPBAmy2NKzWdbz++jMsXLiA/PyrnwwANm/eRSw2bYQAAkM3HxkZt1FRsZM9e/Zw991DKStTp07FbN5G/0AFTtlFSV4maYk+unr7CYV99AycYMPKEr5x//oRizeLycjskqHvUG1zG4Ko4vX1g2pGr9N+LBUmiCAoaK5RgsrC6SXs27idg30DzHPYRxw73tLOy/VNdAmQ6Q+yT5YoG/SyPj6ORWd6tBdbTGzr6uEP+8sQ2rv4nsVEvv7c4mGF1czT7j5e3nOEv7xrDXrN9ZtW/OEIQjSGa5zXTNDICNEYvnD4uo3pJpeONxBk/6lqWrp7kSWRydnp9Ht9xLp6uCvZNeqGyGXQs8xoZNuW7dyz/lY0V9BmZcwq4aGsEoTL8LSw2mz0A55IBItGQ1tLC63lp3BEYkzSGzgSEUlXFFJLD/JhXy+3/8lf4Uwavzqio7EBVclHls2EQyG8g/1DbSl+0BhMaI3T6Gl66YqrDuKzCiha2UHl9tfpa92PrC1BiflRY0exJUWYvv4+ZK2OD157g1goEUfiSBO4aKgWJaqiKDl43S3IWgORoAmNvhgEGUGcQyz6LjrLGsJ+G60nDlKwIv2yNw/GIuQboL+1F61pw6gycUHUobfcgqfzVxRODtAVNbJ9SylpBXn0NB5EVdah0RlJzCsiMNhHyDeIEu0nGmpg1r2fJyGnZMT5zM4kzM6hzYLB7jbUWB+RoB9Rlkd5nshCkLY+37hGe1eDIAjMXLmaPU/8imXh0IiIxGgsxktHjnDI3Y2+thYX8LTXS6LDwRcLi0g2GgiLOu5OS+HHldX8x09+TlJlNT/My8V0Zl5cSAKrg0H+48BhXn79bb762CPjjkXKnjzhviBefxCXMH41YoJGJhQKo6jqGSP5m3yS6Gxr5dTRw/g8g5gsVibPnMOxvbsoDIUozhjtYTY/wcX2qgqOVpSSOo6B8IUQJYmUwumXXLFxFsnupLP2NDDUFtjbUIWup5NMjQa7wcRBRWGaKBHZ+hbH+9xMv+fLI1o2zmfoHqITnWlIMAz5PESCAQRRRG+2Imls9PYkYo+/8ujnlMmLCfk+oLfppwQ9JYhyEkq0HUE8TXyOmeSSxUOeJHVViNLSEQIIQMRfDkIhkUCUwc56oqEoqpqFrEtHEAREZTaq0oHR8R36235Od20pycXje+BdDv2tlQS9JoyONaN+17Iug5BvDu76g8TnDIUuGKzxGO0ySk8ZqjYdk8OF3mzD1+8mEgwQDhzDYDWx4qs/wnBePLIoScRnnFv/yxqZaGiQaCiApNGO9iBR/MjXaA3qSMuhNjWLPfWV3JM2MhUuGPCxsbIMt6KS3xrEq9fzH4ODTEtJ5d7sXLSSRILBwGKDgbc+fAc5HGVdMMTt+QXD55nvSuRQdxfPvvEK2ZMKr9hg9UpQFAX/wAAJ+rGrXARBIEEQ8Hi9121M14PPpAgSGOzj5FtPo6k9TVY4jEEQqBME6kwWDAO9pCePvUuXqDdijnbg7++5bmM1WSykzV3A9vfeZJrDSUdzIyaPh2KbHVEQeM3rQWu28CclU9ja3spHr7/MtDnzx3UHFkUBAejubKOtqYeAX0FVJAQxhskskZJhP5OPcOULjfTsXL7393/BsQN7KT9eTiQcIz07hcfueoSc3FwAOjs78XohPf3c5BUMuikr+xn9/fUoSgRVtVJe3oGqgsEQHf47VQ0P9R265nPq9Ifs2bNnwkSQ2roOrNax24qGdmTzaGtrH34sLy+PhYuy2fj+75Hsd2Mz52C3mjEbJRrbPiTB0ckj628dd3EXiUQ5VllLc0cN7t4PMBlXYjVLZCY7SU4Y2snr7DmCyxGhOHfidlLPJyctmdkrFvL797fSEQgy3xmHThTZ3tjKc3WNGMxG/l6WmSoI6FSVD0NhXmnvRkZgnsWEIAjkiSL7m1p5VKcbIYAAyILAvXFWjvX2c6ylnXnXIWHgLDaDDlUj0xyOjBoXQHM4gqqRsY9TZn6TK+dq/UCOVNbxh9c3QmcP2UBAVdmv1dCr11EYjWIbZyFTYLXyYV8/gx4vTsf4JsIX4nIEEIBp02fyfnIKW9pauT0llbbaGtJVSDBbCCkKO8JhZqZncX9OPr+sq+LQlg9Y98hXxn99SURRIjTXVuPu7CMaElERCCshjFY9OnMArf7qbgazZi0jLi2H9tOl9HccRpIlXLmTSSqYic5kYfuWUqL+QfSaycPtHwBh/3E83S8Ri4RQVSMhn0TY50WUNMCQoadKeCipQZDQW1bj6y3D626ekGqQsK+faFiDwTb2zZOsyyXs0xDy9pGZmkBjj4+GHh1W1yD97U9hdX0OSWPHaI9HY4ji6XqN5KJ4UiePb5LnH+ihr6WBwe5jeNxbkDTpGKwmLK5ktAYzqqoS8uwnYXIKOv3EzCUfb4lZvmoNp/bv46dlZdwa76TYHoc3GuXVw4fY5HazLCWVtYP9zNXraVZVXuvs4H9CIf5s5iwcOi3pJhPhwTp6Tp7mOxnpwwLIWRL0etbZbbyyYzeD99yJdYzSasHqRB2c+PVPnMVEqaoSG0fkaAlHMDnsN6RlMTs+dNMXZBwURWHjay9S+eG7OAf6SRQEWlSV42+8RLfPx5fHCRQQBIE8rZaD7o7rOt7E4lmcPLaPJQEf9lAQsa+bSQYDBklDQzRClSixLjULu1bHL08coHPafJInjX2jKQgCCBAJ+emoOk3QE0ZRJEBB1jZjiY8DojhMY980XgqSRkfOgvU4s2rpa64m7K9Ba9LjSJ+NNTkPUZSIRUKEvGFkXdbw81RVwdf7Bv6BvSiRRUAC/j4PqhpCoz/fJDmCIIhIchyydhHdde+TWLgAcQzz0ssl5O0DNQtRHHs+lHW5BAd3oMaiCLIGQZRILJiMb98uwl47zc3zSU9PwpKQTGCwDEE8RPHyhSMEkI/TVVeOr78Zd2MP/R3pyFoNlvg4rAkpiLJMNNKHIJ4mIXv5Vb+/sRBEkayVG9j3yq9RWuqY53Dh1Olp9wywpeoEp5UYX3ImstrbR7HNysFgkDca6vhDLMaXJhUiCAK5FisdDQ2UyDLrCotH3TvMSXBxsLqSo7t3XFcRRBRFbC4XzZWVYx5XVJVWYMoFkjQ/jXzmRBAlFuXEm0+RVX6Ue12pJJ2ZpH3RCG+01LOru40+i534MYyCgrEoIQT0mut7QVx62528dPoE/1NZTm57K8u0WlqiUbYH/OyXZW7LycUoyyxPSmFrUwOVJ44xfd7CMc+Vlp2LipvKE5vQaG/HYEpFEnXEYgF83hYqjr9DXvEAaVnZYz7/UrHa7Cy55TaW3HIbAKqiknNeuZVer0eWIRweQKezoygRSkt/SmtrFEWZTzTaiSiuQlVjKEo/PT3luFzTUVU3stxOXNxdCIKAVpNDe/vEXUiNBh39feP3z6p40GnPvQ9BEPjOd76OEvw5+7b/D61dKYiCBVVtIDUxwLc+t5iS3KwxzxWNxvjFC+/w7o4BDLqlyHI9kUgf7r48+ga68AdC2K09DHrf4d4NedivkTu+IAg8tmEdcXYb27bv5YMuN2pM4bS7h3yHjZ9NL6G6vIawP0CqJPKITks4GOL93n7mmI2IgkB3LIYQjlBkG9vvIE6WSVdV2gaub29yhsOOIymBjY2t5Oq0iOddUBRVZeOAB0dmKllO+3Ud1x8LV+oHUt/WxTMvvMucQS/3pyZiPlMF1egP8hc19VQGQkSz0kb4JJ2lLxxGleVLNhGeCExmM6sf/jybfvkL2o4fI8vjocRm5VgwxKZgALfFyt1pGegkicV2J384vI/AhgfGbZtIycxhoOd3BP0z0OmnYrQkIAgifR433t4GfP0fMfmWhKtuDbAlpmNLHC1Knk1ZcdpMdLQNDD8eDTUx2PEa0dAiVLUc1H5gMhBBibkJB6rRGotRooeQNTKyNh1B1KIM6okEJua3L0oyoqigKj6QRn9+aswLgop4ppoz02misQfCrgLscgUDXf+MGssCIYIkNeHKNTBt/QPjlr77+90cfvU5elvi0BomEfIdRhDz8bhlgp5aHJkpRPy70JmqSJ56By/ua+DBBVkT8l7Px2qz8c2/+hveeOlFntm1E7G5GV8wSF0wwOeLi3k4PYPT+/YSUVUKtVp+IMv8U38f29rbuDcri0A0Sl84jAUoHGeenmy383JnJ20dnWOKINeK+SX5bDUb2Ovxs8QycgOnJxplfyzGjJyJ9xa6GI6CXHora6/7635a2LnxPepefZHPWy3MyS9AFARiisIhdzf/0lBPk80GaWNvegxEYwjXII72QiTlT6Zj8lx+X7aH2YN9zI1FCQoGDgT9bIxFiXcmMcliRxZFStwdnDxdOr4IIorEpcZx8qNNwNfQGArQyBZUVSEa7qK97hCy9igmx5oxn3+piJJMXFrBqGjZ4XFIMoIEsci5+TXQ9yHe7mOosdtRlSbAgSCmgOonGnIjiDokTRJq7BBa29AGoqzNIBpUiIWDiBPgDTIkinvGrVZUFR+SBoTzKuccmZOJhvy0nXwDT982eslHxY3O6KZgcR4FS9aN+3rNJw9x5K3NBAZnotHXEg0fBXUtvc0egp5KHOkOPF1/ICFHO+6/6UTgyimCz32Dgzvf50hTNfJAL33eAVRJ5gdFM0gK+vH0u9EKIksMRixikF+3t9KQkkq2xcpgJEIoFKJQrx9zfQNQaDLzXk3VNXsP4zF/9Wp2nDjBqkAA18c2Dvd0dNAXF8eCBQvGefank8+cCNJVX4Gu9jT3J6aOMEcyyRoeysjjgLuD/W0N5DlGLzCP9bnx2BzkZV9+K8zV4EpO4f4f/hVvPfMbtr/+EjtjMXSqisVu566MbBa4hnZczRoNVkXFOzgw7rkMBiNKzEM0cgCTeR2SeCYWUTKg1cUY8B9EFP0Ttps1HsXFxaSmamhv30FW1l00t+yhoaEBRflLRNGDqv4KRfmISGQ5ophOJFLP4OAxBGEjiYkuHI6hVp1otAeLeeLGunjJVH735F4UZd2IXnwAn68FnbaO6TO+OOJxi8XCX//j31Jx1xGOb32HcDhIUnwxC6eXYL2AOeOBE+V8sNtNYvx3mJSVQ13Lu9Q2v0coZCMQslJWeZop+WHuW5PLQ7euGPc8E4EkSdy9ajG3Lp5LbUsblQ3NhJ9/gx8nubBqNMQ742jr7iFdFJAFgVVaDYeCIWqDIRyyTKUoYjEaCCqjox1hyBMmAGiu806eIAjcMWsKv+8b4BddPay2mEnSynSEo2zxeKm0mvnCzMk3+8w/YWw+dJzk3n4ey0obIVxlGvX8aXoKPzpZxba2Tm4pKkbQnttpU1SVnT29FNx2CybT9V1gL1u5Cq1OyzM/+0/ea27inUEviiyTmpzKlzNzSDwjuCcaDIjeQQI+77giiMFkIRrpRFX3I2vnIwgig4EIomRGlWqJhSvQ6Eabmk4kmU4TA5EsuqqOEA23I2uT8bo3Eg4kAl8GXgZeR1XMqGQjitnEIhVEQzuBzeit84YEkJgXQQgjTtDmgcGeiN4KgYFDGOPWjzoe8h1Cb45icpzzT8p0mmgkmYV3rKa79iSD3a0IopG4lHU4MwvGLXkHqNm7mb7WBOJSv4+qxuht+i2Bwd8BKQQ9frpqKkiaZKFkzWqS8wrpC0Qm5H2ORZzDyZe/9R16P/cAHe0dbNn0AdkfvM/XCgpBENDZ7XR0d2PXaDGJIgtkmd1tQyLI7q5uhDg7+nCEkKKgH6NtJxCLgSiiuYyI0IkgLcHBgnlTeGNnKV19A8wzGTGIAqcDITYFg2hTk1mUdf1FkJuMTygY4MTG97hVp2NewrmqP0kUme9KZFF7K7s623kgFMLyMUHaHQxwShRw5E3++GmvKaIkM/Wux6hyuHjhjSfZE4sRFwyganVMSkxjVXL68I1nolbHsYELVz1JsogSK0fWNSFKkxlKMpGQNSZQ9yOqbrTGy/fWu6z3JEo40lNoO3UAnXkeSiyEp2sHsfBtIKwA4V9BfRYl9hAQh4CGaKgZVdmGqOlEbxnyzopF+5Dkc+Lx1WJNzEbS7CAaakCjH7mpqqoxIoEDJOSkIAjn1oSCIJBYMA97WiE1lceJhZqZMauAxPzbsLnG98MLB3yc2LSVaGQl8Vl3Y0mowN3wLOHA46hqBgOdDSixdtKnpDLnnocu6vVytbiyC0nIKmCws5VQwEv/K0/woN3JJKudiFZHn6ylNxTEqdMzTasjYXCA0h43mWYL+3p7sKZnEPKMn5gSjEWRrvF7GIuVK1dydO9e/nPfPm6Ni2Oyw0EgGmVfVxfbFIVFjz1GevqVVXp/UmNyP3MiiLuhirxIeJQ7NAxN3ksSktnc3U5SRwsLE5IwyRoiisLxfjfvh4LELbsDnfH659UnpaXzyPf+jP+uLGdeKMTshASyzZYR5aHeSIRBAYzm8Xdw6qsrkOR0kjPS6e/5TwKBPEQxGVVpRZTqSEnPQ4m10d7cSGrm1VWDXAiDwcA9967k8V98SEuLgVMntxCJTMJoLCYabUOrnYEg7CIaLSUazUJRBvB4DpCbO5cpU/4EQRDxepvRaquYO+/RCRvXqlWr2LL5CJVV/0t21kPo9fGoqorHU0tz81MsWpw4KiYXhibvwoJJTNaP78fycbYePEk0OgW7ZahFKDf9DpLj59LZe4RgqJdOt4/blmTy7QfXX7ebdL1OS0luFl5fAJ0KLt1QW0BygpOOji7K+wfJEUUSRBGUCJXBEGVhL7a0ZFIMeg7UNDDXbBw13ppQmC6NhluTJjYy81LIdzl5bPViPjhWzuNtnQiBIKosk5ibyaPTish3Oa/7mG4yPqqqcvJEJXebTSMEkLPMjbPhMhr4nbsPW08vsxOTkEWR3lCI15tbaEiI5/vrrmz3rQPLZbfCnEUQBBYuXkosGuXVf/4Hbre5yDCbh8WPs3QFA8S0OvTjtCwCNFadwuZcSCjQh9/ztyBMIRLRgFqOrO3FaFtIf/u1acvcvqWUTOfQ2CyuLGzJJ+hreQZJu57AQAWoX0KUjSjMA7UaQXwWJRaPEksC4ThKrB2Tcxl665CRasi7D50lPBT/OAGIkkxiQRENh7YTHLSgMy9AELWoamTI7DS2CdekPCTNyH/HTKeJ3btOsXzVLJKLLs2oMOjpp6OyCYP1S4jS0L9jfPb3CfnKCXlOEA13Eov6mLz2PpImXVqM4uVyfkvMWRzOeBzOeA7u24NBkobn29SsLOr6+6n3ekgzmXBJEr5wmF0d7bzqC3HrvRs4un0n+7rdrEga3a62t7sbc3YWmenXPzL88/fdgd1kZOOWI2wbGARVBb2OSZMLWV88CaP2+goznxWuVTJMY201dHYwN2Xs78qD2Xl8y+3mF+Wn+Hz+JNJNQ21jdR4PL7W3UpM0ifnF06/J2C6ErNVRvGoDvq5W4o/sYG1iOskG4ygfwI5QENE8voChKgp9bf3YEhcT8LxHyLcPQSwG1U8oVIqkl9Dqp+DpqsfkTL6m7ykhdzq9zR/g63mBWCSOaFhAkFYjCDIKq4F3gJ+jxjJQYgYEZTuyTo/F9XlkXRqqGiUa3E98cfIor6MrxRSfhj3NjLvuOeBBZF0ugiCgRAcIDLyH3tJIfO7YlR06k42SmUto7vMzadH0i75We+UxvL0a7MlrEQQBvbmIlKK/w99/mHCgkYBHwJoosPgLX0czTnLLRCMIArakNGLRCDoE4s5s1mj0BgSni9reoQp2h05PPNATDPJSfS1VzngWr7mV8leeo/9j/k8wZIJ9OOAne/b47ZvXCpPJxA/++q959eWXeXnLFl5sawNRxJSVxe133cXatWuv6Lyf5Jjcz5wIEotGMV7A72KSNY6NkswHcU72drQQDwyi0mOJw7r6HvIXXl/X9PMxW63kL11Bywdvc+95Aoiqqhzr7eGJimoOh/W0Pv0ap8uOMW/ZMvKLRyrtAb+fWEymcPJfMzhwgt7uA4RDjWh1Npyur2EwZdLZ+jf4fb4JGbNypjJAGOMzX79+PaFgiCd/9zR9fSeA24lEDiHLKg7HA+h0D+PzbaenZzexWBdms8js2X+PJGlwu4/S2fkCy5anMHPmpUWOXQopKSn81V9/k5//7Enq6v6eaDQVVQ1iNLlZtjyF73//W8gTZFDa2ObBbBwpNBkNiWQm34K77zitnft4e/sJwhGBxTMLmDe1CO0VGD1eCQ6bFfQ66n0B8i0mtFoNJUX5nD5dRVnfAB3RKNWKSl8kRlZ2Ol9ZNJsuj5fnWtt5vXeA2+Os6M98PxtCYZ4d8JCcl0leguO6jP/j5LmcfHf1IjoHvQwGQ1j0OpLGSIwByM6E+sYbMMibAEPzWSwaw3CB6ORFDhtHE508FYvxUnUNFkGgWxDRZqbz5a88RkFe7nUc8UhmzJrDxuxcetu7mXNepG4oFmN7Ryu/qmpi0JmO99/+nSlzpzJ90XLsH0v88Hv96A2TyJr0Ofp7DuDpP4V70IfBPAmjfSFhfy0h30sTNmYlFkUQJXZsPTricVGUyJyzBlHaSkfVv6PE/AhiD6pyFEmWkXV/DTQRDe0gGjoFtKCzTMLk+ByqGiDo2Y+qbCKpoABpAttIHZlTiEVCtJ9+HX/vFsCFihuNoY+UKVkk5I0vcpwfnXsxgp5+IiEJo/3cPC0IInpzCRpdGv6B/fS1bOLEh2/R21xLStFM7MmZE9YSo5FFItGxq+sA4hwOqhiqgBIFgfj4BKIlJTRXVdE+6GF7IMBpk5EXJA0zHnqYL95/KxqNzBvPv4xdo2G6Yyg2PKoo7OrqZidw1+3rJuwadzkIgsCaaZOYorHQ0j9IVFFINJuwjOHldJPL41okw0QjUVBiGMb5riQZjWSmpNKQkclPenpIaGslBvQYjNgXLKZw6u3Imom54b4SUqYvoKO8FLOsGSGAdAcDbGpv4rVuP/KxKgYHf0Hm9BmkT56LdN76KxaNEA3FsMSvxp7qwte7h3CgYSiBJLQUm30O/t4/EA1PzM2dqqqoqjKmX4fB7iJ34XIaDu2gq7oeVY0HpRZBVNDocpB0/w81VkrYvw0lWo8gubEkfA+daQbRcDvBwQ/QWxtwjSNKXAmCIJA1Zy2CsIm+lscJeRJBMCIILRhsYTJnL8Vov7hv2KZNZdxyy/QL/o1/oBdIHmGULUpGzM6lhP0NRILt9LUcZe/zvyGlsIi0ybMxWOxX9wYvEVGSEWwOOtobmczQhpstNRudWU9FRytifz/7QwHcHg+pU6dzyxe+Qm5hEb87VsrvTp/k0cws4s9U5nsjEV5prKcnJY11C5dM2BgvJyHGarXy5a9+lYH776e9vR1ZlsnMzLwiE/pPA585EcTidFEjDC1IdWOUg9b6PMQXzaDg1gco3/YObV2taPRGsmcvJb1kzoS4218NS9bdwcsnj/G/1ZXckpRMpsnMqw11/K4qQLeymIScNUSjTvZsOUTZwae599G1LFhxblfUao9Db4BAoBm7YwZ2x4wR5x/oO4HeoGKLu7qb1erTJ9i/fQeVJxtQVZVJxZkI965l5syZwzeegiBw3/33EY6Eqa5qxONpx2JJxmhMG25FsdkeRqtdSWfnP2A0NlNd/deoxLDbgqxfP4mvff1LE75gKyws5Gc//zFHjhyhsbERWZYpKioiPT19Qn/oFpOW5o7+EY9FY0FOVD9FW1crHl82oljCO9tDbNyzi2VzTvLnX7obs/Ham3jmZaTgys/mvWOn+Z7ZiCQImI0GZhXl0tzYxttdPTiS4vnWqkVMSoxHEAScZiO3LZrDBweOss/dR7aq4gWaNTIJORl8ftHsG9p2IggCSTYLSbbxJ3r7pFz6q272gF8tV2OKKooiSamJnD5dw6KPpRUB+GMxmkSRB1YtwjlpMm9u30eHx0tqchIP3383uVnXxkD4UjFbLCz/3IO8/rP/JtRUzwJXEhpB5D9OnmZXl52g/nOkOZcy4Paz6ZW9nDx4gs99+2sjYnNtcXHElAYk2UR80mr6hfkkJZy79vh6t2FPvjrPhlgkTNvpQzQfP46v14OklfCgpWDKHODcYlKjN5G9YD2+gWcJ+6KgtiPrViHKdkAEJqOVJwOHUGL/gKAew9/7Y8CHzhwisSCf+NyJE6ph6Lfsyp+DPa2QgbYaoiEfsjYRS+J8ZK0eVVEQxhDRhvxBLl3gl7Q6RElFifaD9lzFWDjQSE/jbwn5FKLh5Qx0GPF2t9F45CUmLZtF3JSxzbUnmjnzFrD/lZfZ1dHBsuSh3eak5BScCS7KW5o50dbGwrvv5dGvfJV4RxwyHh66bwM+r5cntmwnoaIblyjQpKgMOuJY/vkHWbPiwmMXrM5rkhBzFlkUyRrjd3+TTxau5GRiFguVA/1Mc4yupqwa6EfnjOfBv/gHyg7s5WTpIVRVpXDKdFauv4tXTvbegFGfIyl/Ch0ls/n9sX2sNtsotMbR6BvkVzWt1AVywbYCk6GY7voGuur201lTxawNjwwLN5JGi96iZ7C7CZttBtqUzwHQ0tKDRgOCoACtaA3jp4BdCiFvH911x+htbCIWUdCZ9cTn5OPMmjKiasPiyiR34Vo8nU8TGABB6kPWzj8nDIjL0VuXEBz8DaJ0mHDgNaLhLYjSABaXRMbMlRjsrnFGcWXIOgM5C+/E39eOp7MBRYmht0zBnJCBKEoXTTdLjzPS3Oe/+Oto9ahqC6qqjGiv8XR/RG/LRsIBA4J4C20VJlrLj1Bz4Ajz7rsfR9rlJxNdLoIg4Jy+kEPNNcwKB4nT6hFEieyCQgLp6XxQW0OfIHDbd37IvOWr0J2pVLn32z/kjf/9OT+uqiA3EkEDVIsisfRMbv/qt4lPvLbVRRfDZrNhs13bVq9PAp85ESSlaCZHd77H9u42bklMG/EDrPUMUCZJyPZ4Tj71E+J7u5gFeFWV+sYqOo8dYMqGL6I3j20qdj1ISkvn3h/+FZtfeZ7HTx3H29zI0WYFwfgY+YX3kJCUBAg4XUvobPuAN597h6z8ApLThkqRM3LyyMqzUXnifYx53xoxYShKhJ6uD5mzJBVX8pVP3Ls3f8gbf9hMwFeA2fYwAgIHdpbScOIpvvTlpuF42bPYbDZSUmbQ3R0jHD6MIGSNOB6N1mIyVfNnf/YoGZmZSKJIQWHhFfeeXQo6nY6FCxcyZ84cNm3axK+feI62tkEkCWbPyeO2226hpKTk4ie6AEtn5XK0/DCR6C1o5KFS67rmd2nu6EES70RgI75AJ6GwFtDy3PuVaOQ3+LtvPDwB7/DCCILAA3et4/G2Tv6rppHVCXGk6PW0DHp53+enLzWRH65eTHb8SCfohbkZlKS4ONTQQuegF7sssTglkcLEBMTL2I2KxGKUNrVxuLaR3n4PBr2OqTnpLMjJuLkz+CnhSk1RAZbMmcJrlXWc8vgoOc8oUVVVXu/oJuywU93UxvsfHSAhECQDgdbKav6z7DiL7lrPQ/dtQLyBgrW2YD4lX4yw46N32NHaTHNHO/V92ViSvkvhpPkYz3iBxGIraa3/Je8/9xyP/tlfDI+5cOZcdn94iH73PuISRnp/RELtoB4hdfKcKx5fNBzi+Hsv0HrKgyDOQWvIoa2xGa1yhOreD8lesByT49wiSxAEdEYbeks2YX8tCL3AOaF8aJdyH3qLl0kr1qNEI0haPRZXJrL22om2WoOFhNwZhHwDuOvKqN7xIbEISFpwZqUTnzMdrWG0WHSp1SBmZxL2FDPd9bvRGHIQBAFVCdPb9BQhXyqKkoQgbCfklQEB/0CEo2++xRS9DRZeu3bSs6SkpTHvvvt55dlnaK+tZZ7LhUGSONnXx0eBALl33MU3f/in6PV61OhQDLhWq+VbX/sStatXcrD0KB6vj9l2OwvnzSY1OemyXr930Mv2stOUHa8kFAiSkJzA4pklzC3MvaG/v4nEUZAL1N5MiPkY8YnJJM6cywdbNpJrsWI+b4PIEwnzgbsb64IlvP3bXxKqOEVxJIoWqKmq4LcH9hCZuwFzwfX1BDkfSdYwdcMXqbTH8/zxfeg6mqlq72Ewugpr5lexp+QgSjLGuPmEAwtpPPYLnOk7yZu/GjhT6TBjKkff3U80vBj5PJHUrJMJDG5Ha+zDnrb8isfo7+ugZs9H+PtcyNo7EWU7XncTnq6DDLQ2krPw9hEVdqKsQWdORlESifgPIYjzR5xPVb0IwhHic12kTZ2OEougM03G4soYHSU7QQiCgMmRgsmRwmBHPd01x2k8dAhVFTDYdMTnFuDMmnrBRJqLVYMk5hajMx4iOHgMg21oYzforaCnZSNKbDVKrBJJrMLXZwBkfH3tBD2/4rY//Sd0F2hLnSgyp83naGUZv6soY4nJQo7ZytYGL27Vxx6bjTWPfImla28f8RxXcgpf+bsfU378KA3VlUQUhTkZWUyeOXvc9M/xaKqt5sienXSUn0RAIHXqdGYtXkZK+o3dMPo0cMNFkPQ44yWVQ10qerOVjNseYvNbz9DaXMs0sxWdKFHr83BEFPEXTEc4to91oQDLUrKGq0U6Aj5ePnWYk6LIrAe/fUMrQlIzs3n0T/+G9pYmXn/2GSwxDQWTv4l4XmWLIAgkpqyjvmofR/fvJfm+oRsSURS544F76e74HfVVP8fpWoVOn0gw0EpP90ekpLew7u5vXPHYWpsaePvFzcAGsvLP9Yc5ExYRGdjF7595meLiYgoKzpnLFhQUEBf3AXr9fBoattDf34BONx9B0BMOHyMQeI9p0/V86ctfvq5lupFIhJ/97Bds2tiELC/Ebi8mGvXxwft7OLD/l/zghw+xePGVZ6qvmDudTXsrOF3za9KT70avc9LccYxYrJiBwReQpBx02ofQyElEo60Met/id29s5/alc5hRNDGRwBeiKCeDP/nul3jzw+08caoSvL0oqkJiQQ5fmVpIpnPsKCybQc/qorwrft1QNMpTuw7TVtPANFVlnlZDb/8Ah1o7OFLdwFdXLiTBcu0vXDe5cSyeUkj5wmZ+uecIM/oGmGwxEYgp7PN4abZbcaUn0Xi0kq8luJiVkYFwJpVgT7ebF55/Gbvdxu23XLo/Dwz5gUwUgiAwa/Fyps1bREPFKep/8WuS4u8nJXv1iMZASdKTkHwPTTX/QUttFRn5hQC4UtNZtG4OW994gWBTKxF1MpLGQNB7inDgI1KLzSQXXnl1RdPRXbSc9GF2/gCNPo22VjcaUzYm3RJ8Pc/SVLqLgpX3jliYWhNd9LcOoDOnEvL+AiU6B0EqAtWHEt2HIG4kqbgQR8bVicOXS3Cwh9q9H+HvS0LW3YckxxMNdtB6bB8DbR+Qs3AtOtO5HavLqQYRBIHceYsZaP+QwS4zZucaQt5yQj4fSlQkGt6ErF2KpFkK6FCiJ/G6n+f028/yfE4JDy+ZmHl6LF+Qs9x17/3EOZzsevdtdjY2ghJDdDiYuuFu1m+4B71+dA+8IAjk5WSRl5N1xWNq7HTzi2ffRGpuZ45Wg12WqWrt5A9l5ZQtnMnX7lqDdIGWtpt8+ll7/8O81NbCv1ecZoHRSJLBSLvfz76AH19hMbHuTtJrqngsI4uEM2kSvkiE15saePntp3B+6c+xxF+e8DaRaHQGJq+9n+CitdQd2k70/cMkJ38fnXGkz4nWkIGkWUx96Q5y5iwfNlLOnL6Q9spK2qt+hs60Bp25gFi4DZ/vKIK4h5TpxVdsjKqqCo1HdhDoK8Ts/CLCmRADnWkmscgCept+iSn+ICkl59oidGY7BruGSDAZVWkjGvx/CNIiBDERVWkjFtmMRn+S7DmPYU2+9lUQ5+OuK6Px8HGioSlojBsQRC2e7ko83fvx9XSQOeuWMYWYS6kGsbpSyJyeQ/XeF1DVCAbrTLw9O4mEXMTCu1GVEBrD/YjyZFADREK76Kh+gaPv/oH5n7vy+51LRaM3Mv3+b1C9ZyMvH9uHtr+XCAK504pYuHY9s8ZpbZE1GqbMmsuUWVfu/7Fv+2YOPPs7Mgf6WWsyE1MVjlaV8/L2zaz4yreYNvezleYy0dxwEeRakFo0E4MljrqjuzlZeQwhFkOaNIWk6YuI1p5mkneQNek5I6pEkgwm7klI4pfVJ+hpriU+c2JvQp/e38gX51+6KicIAinpmUTCIjbH7BECyLm/EdHqimluqB7xeE5BEV/706+z+Z13qTzxK3weAZ1eZdGqTFat/yapGVlX/D6O7t/LYL+L7PzR3inJySs5fXoPO3bsHCGC5ObmMnduBh99VMXkyZ/D7S6jq+s5VFXFYAiTmBjhL//i+9e9T3nbtm1s2tRIcvKPsFrPXTBcrgXU1b3AE0+8zJQpU664JMxuMfO3X7+L/3n+A45X/RR3n4q7vwtF8SPLRSTH/wD5TLmjRk5Dq51KR/cAT7yykf/9h2svggBMykzjL77xeTp7+hjw+jAGBpHqW6/pa246XUNPVR0/sprJPq/q49ZYjMfbu3hhXynfW7P4ZqLLZxhJEvnaXWvYmZXGrkMnONzWiaDTUDRzLl+eUsjTL77LBqOR2fHndt8kUWRpoouOQCPb3t/ILSuWXnb72pWaoo6HrNFgc8YDNhyJM8d0o9IbM3F3mHF3tA2LIABL19+DxR7HCy98SKTnQ1RRQGcWyJ1fSM7cVVfscK9EozQfP4WsXYlGnzb8uEU/NL8abOvx957G29WINencvBeXXkx3zXsEvXmY4xcQ8pYRi+wBQUHUDGB2mkibuvKKxnSlqKpKy4k9+PtyMDm+NnyjoDEUosTm4O1+gvZT+8iaO7rX/VKrQVx5k5l6e4jK7TvwdO/G399OJOhEVY+g0X8eg+VWzv7DSnImqpqCp+1v6Tx9CCZABLmYL4ggCCxbuYrFy5bT1tpCJBIhKSkZo+naCcWxWIzfvPIByc3tfDc9GeOZ9cda4JTHx692H+Gj1CTWzbs2ZrE3+WTgSHDxyJ//HQd3bmXjjq1EPYNokpMpXLICk9nCkSf+hy9lZeM8z4zSpNEwy5zEoZZamo7vp2Tlhhv3Bs6gN1vR6I3I2qxRAsi5vynC17eJoHcAo23ouqM1GJn3uceo2rOJxrKXaakdiuc2u/QkFky/KkHY292M1x1Bb7tjeF47i6RJRNIuw133DokF84bbYgRBxJVfjM99Etl+O7FIPyHv+6ixKKIYQ9R3kFQ05boLICFfP81lx1CV2zHFrxleu2mNJUSCU+mq/l+siZU4Moqv+DWm3HI3kvw2DaXP0Nf2GgMdJ4lFJoEKBuvfo9GfqxyXNIX4+mPU7H+Vaev6MFjH3tCbSLQGEyWr7yG8aC2+PjdBVeBrt8+7phVzLQ11HPjDU9wRjbAmv2D4c1+rqrzZ2MCWp54gNSubeNeNEyI/6XwmRRAAR1o2jrRslNseRlUVJFlDLBqh5YMXmW6xjnmDlWowkebuxN1YNaEiiFkr4w1Hr+i5Go2MEguMe1yJBdGO4aqemZvPV37wQ9xdHfi9XixWG3EfM+e7Eprr29Bqi8f8/ARBwGicTFXlkVGPf/s7X8Pn+2+OHHkZWS4kPX0O4XANcXFuHnjgc6xYef0X15s27kIU5o4QQM6ONzNzA1XV+9i/f/8VOyIDpCUm8P9+8AVO1Taw49AxfvVSB30eMBvuGRZAzr2uFq1mAeV1r9Pa5SbVFX/Fr3u5JDrjSHTGEe5ooYdrJ4KEolGOVtaxWiOPEEAArJLEPVYz/93aQUNP/6hWnJt8tpAkkRUzS1gxs4RINIokioiiyIHTNSh9Ayw6T0g9n0WuBLa2tFLb0Ehh/pVXJE0UoiSd8ZUYezdLVWNAZJTIKwgCM5espELIQOPvQVUUjPYENFcZXx70DRAYiKAzFY15XNK4UJUEgp6eESKIzmQjc85CGg/vJThoQ9YVI+sSUNVyDDaBrLnr0BonrprmUggOuvF0+tCZbxl1oyBKJrSmVfS3PkXIN3DF1SAAKUWzcOWW0F1fTv2BLTQc7iMWLUJnXsvHlS1RTCXGTLoqTl3Ve7tcJEkiPePCGykdWEji6tNCjpdX0d/YyncT44cFkLOUWEwsGPCw60AZt8yZclmLfH1qBvGAu6Lzqsd4k+uD1WZn9R33sGr93UTCYTRaLYIg8Nozv6EwGh0hgJxFEgRmGUy8VXEUPgEiCIAoy0BwlK/EWZRYAEEEURq5ntYZzUxZcw8Fi31sfHcXqXYzelv8mOe4HIKDbpSoDVk7dmu6Rj+JsB/C/kEM1nNrQWfWVELefjrK30JV0tGZi1CjPQhyNXGpiWTPu/WqxnUl9DVXEPbFYYpfMereQKPPI+ybRk99xQVFkIt1BMgaLVPX3kfuXDdd9RUcer2evrZeRPFzIwSQs0jSQsKBHbRVlJE7d8UVv7fLRWswoTWY8Iaj17xlsHTvLlL7elkzqXDE5y4IAndkZHK0ppKyA3tZfcc913Qcn2Y+syLIWYYqKIYu4moshqAq6MbpTRMEAZMg0B2LEQ74aKsoo7+tAVQVe2o2KYXT0Rqub5l+yYxiTh0tJRa7B0n6WJRSxIuilFE4ZfwfeLwrCSbQC0mrlVBiwdEHBIFuX5ho1I9eP1qUiYuL45/++a85fPgwhw6V4vN1kZqay+LFj5GTk3Pdd/3D4TDNzb3YbGPfaMmyEciiva3tql9LEAQm52WTlZLE29tP0dUbRmsdrdQHQ70YDUkIgonuvoHrKoJcL7o8PsJeH1PHMX+dpNdh8Pho6r0pgvwxoTlPIIjGYqAoGMaofgMwSjIoCtFojObWNnbvP0hXZzcGo4FZM6YxfXIx0jjPvRbEJSSSkmmjvuIAJuvo+WSwrxSzLUhG/tiihCjJWF1pYx67EkRRQhBUFGVIPG9rdY84rqoKqhpEEO2jnmtNzKJgpZP+lkq8PacREDDFpxGXVohGf/1b1ELePmJhDTrz2GlAsi6XwICGsK9/hAhylstJipG1epILZiAKIk3HfkUsmj7mjU4s2oPOlEWgv/ny3sw1RpC1w74gV0t9SxsJkQhphrHjJqfbLOzq7KHX4yP+AkbUN/nsIAgCWt25NWgsHEF/gXWbXpIgEkGJxXA3VtFRfRIlFEBvd5JaPOu6t8nEZ+ajNewj6D2NwTLaqyQweJC0Yic609jfZ63BhM6WhMFuHPP45SJIMhBBVaMIwuhbMVUNIgjqKC8NQRBImbwUe2o7fc0VBD2nkLUytpTZ2JJzh1t5richbx8IeQjC2JWZkjYff9+hcZ9/qQapAKa4eLLjFtPTVMehN/Yja0d7M6lqBEH0DV0fBvsu7U18CumqLGeJ0TTm/ZMsikzWaDldXXUDRvbp4TMvgpyPpNUhulKpq6+gyDY6HcUXjVAvCKAqlP7m37B3tTBDVQEoFwRKXWnk3/0lnOnXL55x5oLF7N68n+a6X5Oa+QU0WjsA4VAPrY1Pk5knMXX2/AufZAIpnFrMkb07iUbvQ5ZHLopjsSCRyBHmzB3bR0Or1bJw4UIWLlx4TcZWU1PDtq3bKC2tQVVVZszMZ9WqFeTljd4tlmUZjVbE5x1712zICNCDTjeyeiaaOR25seyKxmc2Glg2K4sjp2sJhpow6LOGj0WifoKhRtISYxj1EsbPqDno2ak6cuZ39XEUQAWkaxD5d5NPB2kuJ6rJwMmBQaa5RotlJ/r7US0WSsuOs++9D3H09pElifTHFJ58+33S5s7ie9/9Bhaz+ZqMb1dDPxr53M2xKIrMXbmc5tq3cbcn4UhcgShqUFUV3+BpBvteYfFtxaNicq8VOrONuPQ4OioPoDcPLfbPtsIARIIVyLp+LAljG69qDRZc+bNxXYOOPEWJMdBWTW9jNcFBP5JOJi4tHUdGyZgiiyhrQFBRY14EebTIoSpeRFEZc+F/udUgZ0nIKcHk0OJuqEBVogji0LlVFaKhdgSxF61JRWPQTVhU7icNQYCIyrjpDlFVBWGoRe0mf5wkpmdQpapEFAXNGN+D6oAPMaeYo688gVRxlPxwCLso0qgoVOzZiG3ZevIXrLluG2DWhBRSS9KoO/QiovhFtMZcBEFAUcJ43ZvR6I+RM3f9uOPZtKlsQsdjSchAoy8j7D+JzjR91PGw7zDWZD1ak33UsfPNSK8FkaCP3saT9DY1EA1FMNhMODILsKcVjGlwKsoyqONXoKmKF1EzsbebWTMWUPruZiLBSmTtbM6uLlU1Rthfg8agoNWHkHXX57p7QxBFour4rZQxRUG4jhtCn0b+qEQQQRBInLGIg/UVTPYNkmk6lwITU1U2d7bSExePXLaPBb2d3JGcgeHM4ioQi/JOexMHXn8S45f/4rplUNviHDz2nS/x3K+foaXh74hFcxEEBUmuI6fAwCPf/Comy6XvxAwO9FN2YC8nDp8gFIyQlpXErIULySkouqSL0fS5C9m5cRdNdf9LauYX0eqGeifD4T5aG37PtCKFJUsmLt/6Utm2dSuPP/4aPT0pWCxDlTGVlaV8tOmnfPvb97By1UgTRUmSWLJkKi+8sIfk5BWjJvbBwWpMpg6mTT9XRiYYraj+q8uE/94jG3h7+/+lruV5AqENIPQTCp9EYIBERwp6XS+TMrXkpV+bi9uNJslqwRhn47C7l5wxhJ5j/gBBvY7chNGRfDf5ZHA18biXQmZiPJmFubxxopbcOMeIVIKeYIj3e3oxzZzO/tfe5H6NlpWFkxDPzF0NXi+/3LmH3xoM/PD7376m4zyf4tnz8Q32s+2tN2mp24ogpKOqvRhMHcxdmc2qez435vNe3Ncw5uMDHU20nT5Cb0sHoiTiyskmuXjWcK/6hRAEgayZ8+lp/BBP9weo6jRARlVVoqE6wr5XceU50Fuvb6WZEovSXLoFd/0gqjINSZuJ4h3A03mEnvp3yVmwGr115PszOVLQm6OEfIcw2FaPOmfIexiDHQz2iftOirLMtNsfYNeTLxP0voUglaAq1SjRWkQpgjVpMqJwiuypY1f2fBYonj6TjxzxVPkCFJhH73wf6B8ksTgX+xjHPq1kx4duJsRcBlPnzKf0rdd4r7mRuzKyRqwfKwZ7OanREfQOkFVfwYMJyaScqaJWVJXS3m5e/+hVWqxxpF9FCtblIAgC09bdixJ9idbTP8fbkwaCFWjCZPMwec1SkvIunGaTHnfu+35O0K0i5A2gNeqIS8/FnlYwItp2PHTmOJxZSXSUv4EoGpH1+UPpVGqEoGc3onSQxPxZ171KOjjYQ+2eD/G6TYjyIkTJjn+gkd7mMhJy6sics26U6GxNzKbj9AGi4XZk7choV1WNEAsfwpExsWmP8Zn5TFo4hfLtHxL05CGIRmLR46hKGxq9AYszG0nuISnvytvZP+lkTJvB0RNl3KYoyB8TIoOxGMdiMYqKb1xC06eBPyoRBCB9ylyON9fy5KHtzOrvJdtkJhCNctTvpTouAVPeZOIObGVDWhba826MDZLMhpRM6lsbaD11eDhG63qQkZvPj/75bzl19DAtDfUAZObeTdG0mSPKEy9Ga1MDz/ziNzTXScia2cgaE9Wny9m/43fcsmEuazfcf9EJ12Sx8Oh3v8rzTzxFY+0/EIvmACKSVEtmroa//Kvv4nCMrrK5ljQ1NfGrX71GILCW4uK7h9+Dqt5OY+Ob/OpXr5Obm0tmVtaI5629ZTU7tv8X1dVPkpV1PzpdHKqq0t9fTlvb06xek0FR0cQudC0mE//07bv4p19up6GtjFBYh0A8sqyjs/cQ/lAz33rgjhsWP6hNSsM5A3qOll+T88uSyIKiPLbtOkim18dck3H436spFOZVr5/s4nySb5ZYf6K5mnjcS+Hzt6/gfyIi/1Rbx0KDkSSDnmafn32hEMZZ05EiEeZEIqzOHDmOLLOZRxJd/Gr/QRruvoOsCV54jYcgCMxddSuTps2m4uhBBvt60RlSySu5jZTsvAvOq3GGkSXETWW7Kd+yj6AvFY1uMaoSobu2lIbS40xffyfOzEkXHY8rbzKTbxlg18vPIUc34vVlAv1Imhac2WbSpl9ess5E4K4ro7s2iNb8bTS6cyXMirISX+9TNJXuIH/ZhhEtKJJGh2tSHs2lmwh5TWhNsxEEDaoSJuTdB8J2EicVTXgJePrUBUxaVk7N3ucJ+QTUqOlMAkOAgbatWJMCuPLWc2VOX598CvJySZtawrPbtvMdWSL5jGCtqCrbe/oo1cg8OH/GZ8a82lGQS29l7Y0exmVzuPXq/V+ulDhnPMsf+ypbfvtL6qsrmG21oxFFTg0OsDGgwIyF6E8dYX1c/LAAAiAKArOdLjraGthxaDtpJbOv2/dIazAy974v0tNcQ1dtOdFICKOtmNSiGZdlnhmLhmk48CE9jV5UZTKSJhWv201vUxm2lApyFtx2Se2DadOWo0Q/oqfxV4S8qSDEgdqM1thL6vQS7GmFFz3HRKKqKo1HtuJxZ2JyfBVROif6REKL6ar5Dca4IyQWzBvxPEtiNtbko/S3PIPe+iCSNnMo0S3aS6D/LfS2TpxZ6y/42leSFDp7w2MMdv+SjqqfEAmCqsYhSvFEQ6dxN75E7txMrIkT12p6OZi18mUHYlwuMxcs5rnNH/JiQx33Z2YPp536o1Geq68lmJHF1PPSYQ63epidenNtfT5/dCKIKMlMve1hWrMmsefoXnZ0NIPJiHnOCopmLKTmo9eYKssjBJCzaEWJaZLM9ppTcB1FEACd3sDMBUuYueDKqiyikQgv/OZpmuvSSc/51hnPC4A76e3exwevPUtyavolxSmlZmTx/X/4G06XHaG5vhZVVUnLvoPiabPIy7n+pWc7d+6ku9tJcfGGUeZAmZl3cfr0YXbs3MmjHxNBsrKz+cu/+iqP/+L31NeXoaipqIofs7mHW9Zm8d3vfuOaXJzXLJjFC+/vorFdRK9bhyROQhRj6HVuzIZDfLC7mqWzppL8Ga2GWJafjdvj4/cnK/moq4csUaRHUamWJVy5mTwwb/o1H0N2JtQ3XvOXuckVkuy085d/9l02HznJru278A8MYsnOZOnKZUwrKeY//uYfmR8/9u9jSpwdQ1U1pyuqrpsIchZ7fALz19x+xc/va63j9OZ9qMpdxKWuPifoKusZ6HiOY++/w+LHvoHWePFWn/Rpi0hsiWH2NxP2dyDKWqyJizA5U6/7zauixHDX1SJKq0cIIACiaERvvQtv90/xuVsxJ4z8N0vIm0UsEqGz6kV8PRsRhARQO9EYB0gtnoQjc8q4r5vpNF2WL8hZBFFk0uK1NJf9B2H/FCTdLQhiPAghNLpmUHZTvfsjsm558LLOOx4aWbxgTO71RhAEvvGlh/nv7jb+pbKOSbEYdlGiJhrFbTWz4vYVLJp8cTHuJtce4Qa2js6YvwhHgotD27fw0tHDEIvinL8Ye3wxQsgHh3aQ5xjt2QBQYnWwq60R/0AvJvv1W+sIgkB8Rj7xGVfe79dRvg93XQy99fvIunPzVSyyhr7mX9Ni3EH2vNsueh5JoyNr3u0k5Lcx2F5DLOJGa0zEnrZsTI+ja43P3YKnM4TBumGEAAKg0WUTCSylu2YTCXmzRgjPoiiRs+BWGg5sYqD9vwkOJoKgRxBaMDliZM1did4y8ZujZoeL3DnT6ar9CFFeiyjNRRC0iLIXra6Sga5DNJ84QOa0z2ZMbHxiMuu++Sd8+OvHOVVbTYkoEgNOqSrhjCzu+Nb3sdrswNA8oSpjt6FfDwSj9arsBK4Vf3QiCAyZpaZPmUf6lHmoigKCcG5RGI2O2d94Fo0oQezTt/9TcaKMxhofKRlfOE8AGcKRsIDG2hPs376bqXPmX9ICWavTMX3eQqbPO+fvcaN+YOWnG9Drp45pYicIIgbDdE6dOj7mc6dNm8Z//8+/cujgQVpaW9FoNEybNo28vAvv3l4Np2ob6eo1s3TWd4hEnYQjUXQaDfFx+SDMpbz23/lo3xEevXN0DPFnAVEUuG/WZGZlpXK4oYXmQR8GvZb7MlIoSU5Elq5tFYx9Ui79VZ++Xb8/JqTsyTitTh7IyOFzG+5AUZRhs9O2jk5Qxje4FgUBLQIx5VyvbAeWCY/HvRa0nDhEyJ81QgABEEQN1sQHGOg4TXvlUTJnXJoYLunNuFJnX6vhXjIR/yAhn4LGMF5iTSrBmBP/QNcoEUQQRJKLF+LILGGwvYZoOICsS8WWsgyt4drtanVUHkXSzCZ9yvcJBwKoqopGb0Rnmk7YX0JH5c9wTK4Dxr7J+7TjjLPz11++j8OV9RytrKMrECI/IY4vTS0kM+kz3Gd/k8siMzefzNz8Mz5qKqIo8vT+RrqO7UaG4VbFj6MRRQRVQVVi13fAV0k0HMRd14isu3uEAAIgaeLRmdfT1/wkKSV96MwXry4RBAGzMxWzc+zo3uuJf6CLWNSOXjv25oHWUETIt5GwfwC9ZaRwpdGbyVt695CQ4m5CVRQMthnYknKHvJ2uAbFIhNbyWuzJj6I3ryISDCCIAnpLPrJ2Af3tFqr27CWtZDbSNRrDjaZg8jSS/8//x7GD+2isrUYQBKYWFDF19vzLskr4Y+WPUgQ5H+Fjgoc+LZuKyjJWqurw5K2qKsHBfoJ+D6U9XUSKZqAqyqjnfpJpaagnGklHpx87KsZqn0FDzVHCoSC6y4hoVFWV5roaSvfvpaW+nSyXmTlzprJ48WKsVuvFTzABSJKIokTGPa4oYWR5fHMgvV7PkqVLr8XQxuRoeTX+YAbZaWPtREhYTPPYfug9Hr3zug3puiMIAjnxDnLir2/r1E0+fQiCMCLtJcHpwJDo4lhrG3nWcxf5cCRCV7eb2oEBqv0BVhuuLmr2RtDT2I7WMLY5nygZgEIG2pthxuWdV4lFGWivob+1nkggiNZoIC49D2tizvW5jp0RqFX1AhsIauSCsZM6k42EvFkTPbKxh6KqtJ2uRmu8E43BisYw8lqmMeTg7U2lr7ESuP6tRdcLjSyzoCSfBSXXwCX3Jp8phPM3EwFLQgotWh3tAR/J57XDhAN+gp4+jvW6GXAmIus++fP0pk1lw34gwcFuwn4R3RgJMwAaQzG+Hh3+vo5LEkHOJxzw0Nd0moGOVtSYisnpwJlZgsE+gRGPF2Do3y/GkD396GvQ0PytjjtPC4KAOSF9lJB9rehtrcfTHcHsWIyss6G3jKyeMTkWMdi1nb62hquq/PmkY7XHseSWi1ce3WQ0n4i7+LO9YJ8E0qbMpdFiZ093O6qqEg766a48hq/qOEfrK2j29KEc28fhP/wMX3/PjR7uJSMIgDB+pcZQdrp65g8vDVVV2freW/z3j5/gw9d7qC6fxp7dqfznTzbzl3/5Yxobr0+/wYyZRUQiR4nFQqOOKUqEcLiUmTM/OSZ2wVAYQbCPe1ynteELRFHHSVC5yU3+mNFoNCxavYIdwRB1Hi8Are0dHNx3gOpjJ3ilvIoudw+vPPEkv3v2eaLRT0/l3tAi9EK/exUusfx9+5ZSYGjnsm7fe9TuOUlPXTbe7qW461Kp2VVK4+GNKNHxBeSJQmu0YozTEvaXjXk8GqpG1vVj+gTshsLQ9TAajiHKYwv5giAgEIcSmZhI2pvc5LNGfEYekYw8Nro7CMaiKIpCb1MNAxVH6ayr4LC7HbrbOPqb/0tbRdmNHu5lcGb+HXd9pg79d5mVxF53CxWb36DhYDv9rTMZ7JxP6/EI5Zs/wF1XdjUDvmTMzjRk7QCRYOWYx8P+MoxxWrQ3oFVnLGKREEpMRNSMPR5JtqPEBGLhm/P0Tcbmj74S5OPYXKm41j3AOx+8SEVjFek9XViDflolmRaDiYfTc8kyWXirvIxT4RAzvvADNJeoZF8Lkxy/z8uxg/s4fvg4Pk+AxFQnsxbMZ9LkaSPMNTNy8tBoDhH0t6E3jk4eGeg9QHJ6iN/85Kd0tvVgMhuYtWg6cxYvx+4Yu1/zVNkR3n15NxrNg2RPWooAJJi0RCL3U1HxOD/9ryf4j5/8MxrNtS1DW7JkCW+9tYPq6ifJy/vicLtPNBqgtvYZMjJCLL2OlR4Xw+WMQ1XrUZQIojj6sxn01jGz2PqZMZ27yU0mmvVrV9NQW89Ptu0kp7oGTXsnmliMWllCm+TimckldAaDPP/y62g0GtY8+OUbOl53Rysn9u+hvqIBgOzCLKbMXzTq7+Jz0qjdW4qqrhr1+1eiXmLRIwT6DOz4zc+JBMNYEuykTZlGcsHMoZjCj5HpNNFU+hF9zQYM1u8haZOGj0VDDXTXPYnWdICUkrFjzScKQRBIyC3C695PyJuO1jRneDcxFu4g5HkNZ44Vg+2T0WYhihJmp5WepjqwzR11XFXCIDSgs46OX7/JTW4yVGVdePsjnHjlCdyt9Uzy9GMb6CMsilRKMvmuVL6fls2+nk62vvE7tI9874bu1quKQlddOc0njzLY3YfWqCW1sJjU4pHVZwZbAjqzSth/HINt5ajzhP3HEQQ3PfWnaDpyAABbcgLx2VPGrZCIhgLU799GYGA6JudDCOKQEbGq3k5wcAuNR95Db43HHH9tTT4NdhdxaXF0176GKH0ZWZtyZhwqYd8hBGEvrvyxW88ngss1RzXanGh0McL+OvTm0RudYX8tGr2C8Tp6ztzk08VNEWQMsmYswpqQzJG3f8+hzlaKrXbSrA7udiaSZR7aGXooJYP/aqiivfI4GVPnXeSMQ07B3vDE7kj2dnfx9P/8ipryEKI0C43WTk15HQd3Pc+SNUfZ8MijyGcWxvklU8kpeI+K48+Qnv1tNNoh5VRVVTrbPqSn+1WCgTy62idhMufgGXTz2u/3cXj3Ub70/W+SlDp68t2/fSehwBSS05Zx5mQAaDRmcrK/SHn5P1JaWsq8eRf/fK6G+Ph4/vzPv8Z//edvqa7+K6DkTNTYKTIyY/zoR18hIeGTsbgGWDSjhOffO05zx3YyU9aMOObxNQFHWLNg6o0Z3E1u8ilAq9Xyve98nd2zpvNvP/53ZFSmJMQzLzmRVUlJOPU6cq0WQorCSx9uZvbau3EkXNto3/EoLz3Au79/k363E51hyKCz9lQZh7cfxTBrAXFTzi2y0ybPoeX4S3i638GScDuCMNQGpMQC9DT/nLC/hvbKeWgNC5FkG121tXTV7iVtShVTb3tgVN9z2D9Ab1MXGsNjIwQQAFmXhRxaTU/9myROCiJp9Nf0c4hLLyLkG6Cz4kV8PTsQxBxUpQ9RqiIuXUP69DWfKOE3bepU3A2HCAcWojWMTCHy9mzGYPWQN2U2L+5r4MEFWTdmkB9DkLV0RC0kceNSQ25yk7NYXSlMe/SHVO3dxGuvP0muTk+GNY4FThfT7PHIosi6pHR6Wuo4dXD7DRNBlFiM4xtfpfZgPbFIIbJuCrFoP22nD1NfWko0YTqcaYeRNDoScnNoKt1MJJiORn9uzNFwG76eXyEIEXoa0pH1UwCVzsoyehq3kTlrKvE500e9fn9rJf5+Pca4zw0LIDDkh6S3rsbnLqen4eQ1F0EAMmatIhb5kP7W/yQYK0AQ41CUejT6NlKnZuPI/ORErloSknHlJdB8/AO0xhzE8z47JRbE1/cBmdNcWOKTLnCWm/wxc1MEGQdHWg42s5UV6bmsSxldvWHVaJmiqhypOXlJIshEo6oqrzz1DFWnLKRn/+2wqAEw2H+Kbe//L0mpm1m8eh0Asizz8Ne/wu8f/zX1VX8PTEWSzYTDFYQC+5A1uWTl/TMG0zmlOhq9hca6/+HVZ57lO3/9VyMWqOFQiLqKVqxx55l3CgLdvjAJJi0GQyLRaAY11dXXXAQBKCkp4b9++k/s2bOHyooaFFWlqGgVCxcuxG63X/PXvxxcjji+fPdsHn/xXSrq2khwzCYcVmnrPkEkupe1iwwsnz39Rg/zJjf5RKPRaCjIzyPPEcf301Ipso8uiV2YEM9rNXWUnzrJouXXXwTp6Wjj3WffxOdZRnrefcM7aKq6gY7mV2n+6H2SU9MwO4bGZkvKYMq6FZzatIn+1lJEuQRVjaBES4kGj6E1riMu7bvDiz0jCwkHFtN8/HHiUvaQNXv5iNf393USDeowxo3Tv26cQsj7DoEB9zVfYAuCQHLRAmzJufS3VhLynkTSaLAlz8DiyprwmNvzuZKEmJTiOXTX1dB64hcENUvQmQoJersJDh5E1h2laOVy9BY7gcC1byf6LKFPzSAecFd03uih3OQa8PT+Rszac79lg8WO2eGiJD6JP0vLGWWUKggCM61xlNWcJOT3oruE5KuJpqF0F9X7mjFYv4XeUjz8eCyynu66XxLu2EFWygPDa+DEgnmEvJvorvsVIU8+opyKEutGiR0A1YvO+i2M9mXD51HNiwgObqap9F1MztRRFW++3nZQC0clssDQ5yPrpjHQ8dY1evcjkXVGcpfcxWBHHQPttcRC7WjNFhwZazHab8xGwngIgkDJylvxdD1PX/N/orMsRdK48PdVE/LuwZbcQdHyb9zoYd7kE8xNEeQCqMEApgs4CptlGSXov44jOkdjbTWVJztxpfzpCAEEwGovwTOwhH1b9zF/+erhahBXcgrf+Zs/58Thg5QfP0Ew2EZisosDO9IIhe4ZIYAAyLKRxOT7qa34CfXVleRMurzM8uvtaGGz2bjtttu47Rr7A11OzFPfoIfth46xq7QOrz9CdoqVFXNLWLtoNk67hVc2HWDjnnfp6Q8jCApxVjMnahz87Nm3+Nr9a7Fbrv+C4CY3+bQQCoUgGsUyTsudTpLQAqFg8PoO7AynDu2j3x1Heu69I0qIBUEkKf1e2ssO0l5+hPxF5yatlOLZ2JIyaC8/Ql/bKURJQKN30Fg6CZPzkRG7XQBaQzZBzxKaynaQMWPx2GLChSosrvNEbbS7MF4noz8Yaglq7PFd8G/62xtpPXWY3sZ2ECA+K43UyXOYdvuDxKXupnrPW3TX/ZpIMIqkERHEOOoOHEVVwV4yuq3pJp8+HAW5QC31bt1F//Yml0csEsYiCOMmxZhkGTEYJHYDPHaUWJS6I0cRxMUjBBAASWPFHH8/bU3/B19P67BQLEoymXPW4chopK+lkpCvFY1eR9hnpq+1EINtZPu1IAjoravwug/T23Sa1CnLRhy/uP/b9a2QE0UJe0o+9pRPjpmoEovSXnmcphNleN396Ex6UkuKSSuZzaJHHqVm/zYqdv83g11elFgUrVFPyJvAkbdfY8qaW0nIuhnpfZPR3BRBLoA2MZ36xirGCiNUVZXacBi968YYubU01BEMWElMzR3zuC1uBp3t2+jv6SY+MXn4cYPRxNylK5i7dAUAHS3N7Nx0Aqt97J1Cozmb7g4TnW0tI0QQrU5HTkEqpftLccSPrvQIBLrQyE3k5n1yvDgmAsFoRfUPjnjM4/Oz88hx9pbV4vVHyUy2smLuZBw2K//227epqDeh085Dq7FR3VjL9kO7uWN5DV/asIY3pcOYDZPITl1HYvxcJFFDz8Bp3tnxJj2Db/BP33oAve6TH+15k5vcCBKcTkSrlcrBQdJMo3fRmn0+/DotiUnJYzz72tNQ1YBGO3W4reV8BEFClKfR21QGH7uPNjlc5C26dfj/6w9tRVVjaHRjl/XqTMX4+z8i5B3EYDuXuGSMS0TWhwn7T6IzjY6UiQROojXGMNjir+wNforwuNtpO3WInqY2EATis9JJKZ5Ff2s9pz7aRdCTjsawGlSF3pajNB9/nim3rsaRkY+w7zAG6wris29FZypEjfnw9+/l9EfvkREMw6KcG/32bnKTTyymuHg6BZHBSBirZvR6ptHnIRaXgM50/SM9A4N9eN1BDNZpYx7XGnNQInH4+zpGVMsJgog1KRtr0rmI7NObXkbWlIzZ1icIIpJUjK/30KhjJmcyCJUoMf//z95fBkhynff++KegmXt6mHl2lplZWkkrZsmSGWRIbAdv8r+5v+TmBu9NYjtgiEm2ZRKztKBdLTPNwjAzN3NV/V/M0mhmeZak+bzane46daq6+9Q53/M832dMNIimaSRiR0kp+viP0ZqmEulr5MBrxwkMeDGYDWRXTiWjdBrHN71B65EeVHU6OuNifH1D9NQfpPXIURY+/iwWtwdRTsWV/SjWlFXoDOkkol0MtL7DvpdeYekzT+PKKrjZlzjJLcakCHIRMqfPp/rYbqp9w0xxjC51dWR4gFarneLKG1Oy76NcqoqAhnrmjRdtR5QkRBFUZXwFXtMUNBJI4thJ/KLVKzh55PcM9G4nJW352YE/kQjR1Pw8M6bbmDv35tyfG0VX3yD/8OPXOdkgI0lz0OvsHKttYuPuD1DVbmKJZZQXfBlZPmOeu5phfy2vb/kx4egb7Dseo6zgzzGbzoUZepzTsBgz2H/8n9hbdYpV82fd0GvSZ+SQMhsGj1Tf0PNOMsmVYrVamL1yGZt+9zJz3G5c5wmGSVXl1Y5OHNOmUlFZeZFWrh+CeKlqL+plbfIJogRaHE3Txp1ga2oUQRhb8l1vduDOS6W35h1kfSaS7nxj1FaSsU2kl+dedz+Qm024u5Y9xz8g4k9H1i8BVPqbjtK4+wckYgqy/ilcOfecvbeadjeBvtc48f5mnFkOwt4S3HnfPCtmCbIVq2cdwUGZjoOvEPR5sTqcN+8CJ5nkFia9ZBpt6dls7e3k/qz8UREhQ7Eoe2JRXLOXjvE0umEIcMmqXJfhVyTKApo2tkrh2Va0GKI01lTUlV2B2XmC8PCLWNznG6NqRP0foDM24SkYa8L6cUJVFdoObaS3up+YfT6yYQZKcpjOU/vQm14mGszGlvYtDOZzgrOSvIf+lu9z6I3f4usLoDM8jM1zx9nXdcYsXNlfZKj9P6jfu40FjxTchCub5FZmUgS5CKmFFfQvWcdvdrzLwpCPMpsTTdM4GfByUNZjW/swrnH8Qq4WTdOIhEOIoojRNHZX83zyikowWTYxNLAXNAVNUzFb8zFbRvrjGzpMQYkNt+fiYcee9Axy8h001u7Fah8b+uYbPoLdEaOoYqzz8tRZc7nvyQ7ee+W3NNdtx2iaQjIRZEA+TkWFxB//8deve2WYm0UikcQXDPKvz7/J8bpsSgu+hF53bhejsf1Njtb+ihnlq84TQCAW9xEKd9M/rOf5N7bjtD00SgA5g8noAW0Gu47U3XAR5JNCYT4035gqzpNcRx598F7+pbaevz96jJUWC4VWKwOxGNuHh+nNyebrX/j0qEpZ14qSTJKIxtAbjMiXGN8KK4qoPnSEoG8m8VgvoqjH6piKrLOjqkmU5FE8+QWXPKc7txid6QCxUDVG61hBJxo4SHqZC4N1rC9K1rRlxMMb8Xb+G2gzECUPSrILUTpFapGVjPIb72l1o1ASMcLDPXhPncBhewxX9gPn+bLcT3fNHxELJMmZufo8AUQjEW0FJAZb+xlqr8KR+Q/jRvOYnUsY7HqHplNVzFj88Yp6nGSSiULW6Sle/yl2vPJjhtqbmGNzYNPpaAsF2RuPMjRlDrPmrbx0Q1dAMh5DVZLoDKYx4vD5mB0p2NPMDLTuR0kGUJUgkuzEaK1EEGVioXpEvReL+9LjpDMrB2/nYTT1bgRxdMSLqkbQtCrsGWPXDLLBROGiVTTt2UposBlBmoUg6FGSJ9GbOsmbM/OGmKLeDDRNIxkL099wiN7aAJLxq7hzz93rROwOWo98Cb2pAk/BOQFEU5PEQnVoqpXG/ZuQZBfpZYvHtC8IIibHcnrqfko04MNouzXK+05yazApglwEQRCoXPMQ7WnZbDu8g23dbSAICGUzyZ6/kszyWRNyHlVVObR7B0e3biLY3gqCQGrlNOatWUfF9PHPkZqRiSD2UXXgfyHJpYiCAVmXxJmShytlFpq2k6Vr777k5F8URVbctYrmhjfp78nGk7YSQZTQNI1QoB7v4IusvncKnrSxYdiCILDm3gcpmTKVw3t20dFyFINRx4Nr17Js2TLsdvtE3J5bioGBAX74H99j28ZtDHhD9A6K5GY+SCQmoj9vPSSKOlStnIEhA6V5IzsMHb0fUteymUjUSEJJJxjOY8h7GJPh95TmP4oojv45Ggwehv01N/LyPjE4y4rx1jXe7G5MMgE4HQ7+7H/8Ee9s/IBNW7YT8/kQ9HqmP/Igz65bS0FeLj0TcB6vd5gtGzey8c13IRwAg5GchcuYu/JOXBeoPJORW0DQ91M6mxuQdXkIgoreAJ7M+WhaDLPLS+aUSxt22lKzyShPp+3I7xClL6A3FQAjE8HQ0FZk/WHy59w1bpSIrDdRtPhefN0NDHfUk4icxGAx4cqdgy29EHGcKL/bHV9PE53HthLoHyQc9CIzHc06G01REOSRZ6IgiIhiGpqaQsQ7iC49B1UJM9z5K8LDDahJN8l4OUoyhJp8EVE0YnLMG3UeUTICdqLhi3uOTDLJJ520oinonvkmDQe2caLmKGIigerJwD17KbPmLENnvPjG3+Uy1NFM26HtRGuPIaoKmiuV1DnLyJu1BHmcVBwEAavbSsPen6N2lCCKLgQxid5sxp62gnh4N6Y0C2bXpSuMuPMq6at7g9DQbzC7HkOURjzdVCVAeOh3WNxhXDnje+tZPblU3PEwQ60n8fccQlU0rB437vy7bzlD0olAVVW6T+6gt/YQEX+YWMCHKD+FzjW6nK2mxhHFXJLxfOLhIHqzlXi4hf7W54mFQqBlEQsXIwjtiPJ/4Cn4IrJ+tPGsrPcQC4okYpFJEWSSUUyKIJdAEEXyZiwkd/oC4uEgCAJ6k2XCSvmpqsqbL/yczvfeYr6mMtXpIqGqHNq5jQ1HDjH82S+xePWdY4556ec/wzeUg81xP9FwCRqpxGOttDe/infwTT713BPMX77qsvowe9EyvENDbHjtJVoaNoFQgKYNYjR1sGh1Lg889fQFjxUEgfziUvKLR6JINFVjXvaNz+u8ERw8eJCvPvc/aG8zIDKPpOInGmumoXULw36ZeZVTSHGOCD8CAjpZjz+UJBqL4wse5UT9ZuBu7NY7iCdjJJP7ULV+6tsOIopvUZr/8KjzRaJtZKVOGqNOMsmlcNjtfOqxh3n8wfsIhsKYjAaMxolL8RgeGuQH//j3iFXHuE8ykmOxMhAMsuf1F3n7yEHu+vqfkJY92lh6uL+X93/7Kjr9Woym6SQS+QhYCAcO0+x9icz8EGUPfQGz89K53oIgMPXOR1ASL9Jb/28EBwoQRCdozRhtQ5SvXER6yfQxx7UOhshPsSBKMq6cigtOwD8uaJpG26H3aT1YhZLIQxCno8TrUIUoA81vEvGvIq2oAvF02L0gSiCYiIVCaJrGcOevCPb3IBu+hmyYDkIDCMeIR7sZbHuR1CI7Bss5gz0l4UMQhrE63Rfq0iSTTHIaV1YBrgcLSNz9BEoigd5kntCqUN11VbS99nOm+YeYZXVglmVau1rZ295IVUstMx76/BghpP34fjpO9mGwPEY8PAVNzUZVY4SGNhHx/T8K5uShFq69rDm/3uygaMlqmvduJTJcg6aVAxqCWIMlJUnh4rXojJYLH2+ykVGxiIyP9zBNIhrixLs/YagtiqZWIAh2lEQVxGtIJg7htelwnomyF0RE2UwyLhILBxHlOH3NPyYWykNvegZRSkNN7kJVWwkO16CpPyK99E9PC9QjxCNt6IzcFM+ZSW5tbhkRJNdlZuPGo6xbN+tmd2VcBEG4Lj+gU8cO07bhbb7idDLVdW4iNdeTyqbODt747S8prZw2yty0seYUh3a3kpnzRxSXFzE82M9Q/yCJZAYG/ZdIJH5KWmbmZYeAn4nomDZnPlUH9+IdGsJo8lA5cx0FpeUTGkp+O9Da2kpNTQ2qqlJYWEh5eTnd3d38yZ/8HW1t80hxfxuj6MEfbCOROI6qHmTIu5mTDRaWzalEFEWc9lIk8X2SSjuaVkRz54co6gKctvsBiMY6SXVbCEdsqKqD1u73yc9ai143IqJ4/Q0Y9DWs+EjJy487vkiU/S0ddHn9yKJIRWYqM7Iz0Ekfv93qSSYenU6Ha5xSudfK6y/+HtOxY/xxSQnhOKdz2l0sSE3nJ831bH/pVzz6rb8cNVE+vGMLXa0Oiqf+OUoShvr7CPr8wHQE0YzV/hZGR8oFz/lR9CYLcx/+LINt9Qy0VJOMD2J2FJBR/tC4QsqqtXP48IPDE3D1tx6qqhDsbyMW9CJKMra0fPRmOwPNR2k91ICa/BJ6yxMIgglFOYygtaGq2wkN7cVvs+PMHJlgG+2lBAd3omnzSETbCA83IBm+iqSbgaYqoA1hcaUTCRSSjEUIDnxwVgTRNA1v/0Yqy40UT51xM2/HDUXTNBo7e9lf3YgvGMJhtbCwsoSirLQJ2xya5Pblc4vyx5TJ/Sg6gwmdwXTB16+GRDRMy7u/5Y6Qn3tyis5+F8tsTqZFQvzk2F7aCisoOi/tRkkkqNmxE1VZRXblY8SCfkLDAySiIoJ0D0pCw2TvI2q4sHDxUayeXKasewJvZy2hoR4EASzuqTizy5B0n6zKQ8lYGF9PE0o8is5kw55RiCjpqN/2MkOtDkT5r5DNi9DUMIqyH7R61MRehjodGO1OjFYHOkMGOpOVeOQkAjMIDe8kFtJhsHwdQTCiJAaRDSBKuSRj5UQCzxPxHcLiHnEbV5Uw0cBWpqwoQm+6/M/xdieZSFBddYTG2lMoiSTp2TnMmLsQPqab1FfLLSOCfFJ4fm8rn1t0Lifw2M4PmRZPjBJAzrA6M4udDbUc3b+HO+5/5OzfTx07TCyaf9bDIyUtg5Tz0lU6Who4vOcwK9ZdWa3YtMysUef5pOH3+/nhD3/K7l0N+ANmBCTM5neYOTMdd4qFxgY7dvsfYDDkQCKKQe9AktIQhGdR1e8y6G1kwJtNmtuFw1qEUR8lntxAMJyOL+DHbFyKpmmEo32IYh/lBZkMegM0dSTx+n109u4kzT2bAW8V4egWHliVxpwpt06JsuvNwdZO3th9CKM/SCkQ0TRer5L4IDONz69cSKrtk/MAm+TWYXh4iPqdO/i0JwWHXk84fs5E2iBJ3J2WyX/WnKCnrZnM/JGcZSWZ5PjeE1hsDyJJRiQJMnLy4HRat6ZNob1xH0NNJ8nOuvwKY4Io4ikox1NQPqHXeDsRHOig/chuwsOgqk4gis5YRUpBJgPNDSiJVehNTyIIIzuBouyCpBEBC6ryDsHBWdjTsxFFGbN9IaL0U9TkFiL+XFTFhd4wHU1NEo80oDMpuHNKGGpvIezLIDj4Dra0VjQ1Tti7A8lwiLWPPIXBOLELuluVpKLw/DsfcnTPEdLCETIRaEBj95Y9zF4yh8+uX4k8KVhPchPorq3COdDDyoycMWJcpsnCAkli85FdFM5dcfb1wfYG/H1JrCkj1RINVjsG67k07lhIZKjj39HZB8B9+fMPWW/EUzgTT+H4FWc+7miaRl/dfrqra4gHTYAVhHpMjv2483MZbPUiCN9ANiwa+SxEE5LkQkneg8YwiehxQkOlGK0OBEHCaM0j4n0TRZlLaPg4ojgfQTCiKiGSsSbsaVbMDhf9Le1EQyn4+7dgsJQSj7QQ8W0mJddLyeIHb/ZtuWEM9ffxyg++R7T6BKXxBCYBqoED6ZkY/+zbLF481jvlk8qkCHIDseplgvHkqL8NtzSxwjp+yoMsipSKEm1dnaP+HvQHEaULG54ajGn4hy+cozzQ282Rfbvp6ehGb9BTNnUqlbPnYjB8vCsEXIxEIsG//ut/sH1bhIyMr5OdPR0QCAQa2bX7d/T2vIKq3ovBcG7HVa9zYDQYCUcjaFoe8WQL4cjCkQfA0CFyM2UyPX5aur5PIJRArx9G4BgGfZjyAicZHjfpKW7Mxm6ON4QY8v8KhI1kegTWr6jgwVVLPjFROM0Dw7y+Yz/Lo3Ee8rgwnr7u3kSCn3Z08/z2ffzR3auQx3FWn2SSy0FLxhHkKy833dfTgxDwU5aZNe7rRTY7+v4ehvv7zoogiXicWFRBb0gd9xhBkBCEFJKxyPh9VVWG2hvobThBLBTGaLOSUTYTZ1bBJ3q3PeLrp3nvDmKB2RgddyPp0tC0BPHwUbqOv0gs1DsyQRbPPcsEOQ1Bq0NVstHQSMZaUeJTEfQqoeEP8BS60BlOMtSxnWS8DGgAhtEZFVLyC9BbbHiKShlq6ybi7yTs/UdkvY70EjueWXcxdf4nZ0L52vYDnNy6ly/ZrcxNdSMIApqmcdAX4Jdb9vC6zcxjqxbd7G5O8gkkONxPHhqWC1SYKbTY0QZ7ScYiZ/1H4pEwSlJE0o2fzibrU4n4BaTE+BVfkvEovq46/L3taKqG2eXBlTsFg+WT7TvRX3+QtkONCNJDmNyLEEUTatJHxP8BLQdeIx6xIkrnSgkLgoikT0VVetDUaajK28TCYQASsV40pZWsSjNq4kUivnZUtQQtdBJB8GJxG3DnFCDKOtJEid5GCSW+g5C3D71Ro3RJHuXLPoPFeflRl7czyUSCV37wPdzHDvP5vAJSTSMCfVRReKutld985zukpqZSUlJyk3t6azApgtxkZKOJYDJxwdeDqor8kdx2t8eNkmy9YLnESLidwjLXmL8D7N32AW/8+j2GhxxIUgWqGmL7xjcomfIBn/nGc6RcwODvchFEgYOdgdvOF+Tw4cPs29tNQcFfYbGcc+G220soLfkWtTV7UdVOFCWB7vSvRhDA7ShD06oJhr3E4kfpG3IRivRjt7bxhYfLeOKulWw7WMVffvcNYvHjZHgWkOEpwG41n20j1Z1kWomNP/rMakpys8jNSMWgv/LF2u3M9rom8oJhnkxLGfWdTtfp+ILLwd9193G8q4fZueMvRCf5eKE0n0AqnIZgn5iJSwYBeri6MUlvMKBJMqFkkvF6E1aSKKI4qlKM3mjEYtMz3N+G3TV2N1BVYkAPekvhmNeS8RgnNrxM58kekvFCRKkQTemg5cAr5M0pZMrqByc0j/52or/xKFF/ARbPpxCEkXsgCDoMlvkkYwmU4X9DkPyACpw2QBVNGKzFRAN1qIlWlIRCYCCCwCmsKUFm3PtZrCnpnPrgFWq3NaK39GC2Z2JypiCdFs1kvRGjPYo7r5SZ9z2C3mTG4k7HG01eoKc3By0ZJ4PAdWk7FImxe/dh7jHomec8t1suCALznXb6YnHe332Y9YtmYzZ+ssL+J7n5SDodQU274Lw4rCTQZD3CeWOn0WZH1iskYl3ojWMj8uLRDnQGFWmcdJiIt4/GPRsJDepBqwRRD2o1PdW15M9f+LH3X7oQyXiU7ppqBOleTI7VZ/8uyg7MrocZau1ETe5G0I1e90i6LJLJCMRPoSoNxCMfMNSxF0E4SXalhXkP/xXRwDA7X/gBfY0nsabMxeTIw2x3wumKX0a7A5snRMnitRTNXYbJ5vrEGaHWnDhGtPoEn83LPyuAABgliUfzCxlsa+CDjRsnRZDTTG6r3mSKFizmQCRMXFHGvNYfiVAr6yj9SL7xtDnzsdp78Q4eGHNMJNwJHGL+0gVjXqs/dYKXn3+PaHQ9BSV/R37x5ygs/QYZOf+b2uNWfvOjn6CM048LMdjfS/Wxw9SfOk40Er7s425FDh44TDxeNkoAOYNeb8NqXYKiNBCJdqNpGppuRJiSJQMeVwUGfSceVyvL5x7nmfs0/t+frOfZ++7AoNezbsk8vvzoQlyOU+Rn2c4KIACqmqC9512ml5q5a8k8SvKyP3ECiKZp1Ld2ssBoGHfykqHXUaAo1PQM3ITeTfJJJy+/AHNBAbt6x68xc6C/j6QnndzSc5NeURSZtWwO0chOEvHhMccM9n2Iwx0mpXg6w5HRk8GG3RtoO+LHYPlD3Dl/hDPzUziz/wzZ8BWa9nbScmjbZfdd01TqmxrxdTcSGupG09TLPvZWQ0nGGe7oQ2dafFYAOR+DdQ6CkAnaTtTkyFiRUFQsFiOy3oPBakTShXCknyK7spHp95Sx5DNfwlNQjtHmZMb6Z8isSEVvqsaSkn5WAAFIxLpRErsomDsHd04R1pSMT1xETn1HN4khH4vd4y8qFrscJIZ81HdMRC2mSSa5MlILKugymmkNjRUBVU3jcMCHsWLWKGPUlJxiXFkmgv0b0DRt1DGamiA8tIn00nR0ltGbikoiRtOeTYQGSjG7/ifW1M9gTXkKi+evSERW07JvH+Hhy/8dKIkY/t5mfN0NxELeK7vwW4xgfyuxgA6DdWxE2Ii34iIEkmhqFZqWGPWaZCjCaI4hGwbIKKmicO4Ai59aw+Knv4TJ5sCVVcD8Rz6NM2sYszOM2eE+K4AABIe2YbT2UbJwNa6sgk+cAALQXFtNcSJBumlstSVBEFhot3Nqz54x3/dPKp/M7aRbiHlLVvDCh5t5vqmBR/PySTmdktIeDPJCZzuGWXOZMmP2qGNyCopYefdsNrz2SyLhdlwpCxBEPX7vcUKBDcxZ4mHmgrEhuns//JBwsJz8kvtGTeAMBg+ZuZ+nvvofqD91/IJlec/gHRrknRd/T9XBJkIBAVEET7rM8nWLWXHXvYjC7aet+QNhZPnCJdDS0/MJh/2IwlECQSNWSy4SI5V6vP5X0Oua+cOn7+ZPPvfouMc/cfcKalpe4Uj1d7Cal2Kz5BCNDTHo20VhdifPPX7/J25SfQZNG6kqZLxI6o9JG7nXk0xyo5EkiVUPPsS73/033B3tlNs8mGSZpKpyZHCA96IRSh58HJN59G7hnOVrqTt2ioYT/4bdeRcWewVKMsjwwG4kaRcr71/BgrUz+d2elrPHxEJ+2o/Vorc8jcFyzg9IEASMtukkonfQengDebOWIesvvts+0FKDofsAXSe68Ql6RFnF4pbJnDoXe3rBRN6iG4KaTKApAqI0/sRW1huRjR6URA1KopqRPZ6RxYui+ImHf4vZmWDZF/6Y1MIp4x4/9c51HH3zXbyd/RisixBlG/FwI0piF1lTjOTOXHIdr/DWJqmoCJp6wXHaKIkIqkryCjZSJrl2NFVDED+Zc4fzcWXl0zJlDq8c3sHDQKHFhiAIhJIJtvZ1csqRQtnc5aOOEUSRaWvXse/l1xnqiGFxrUbWp5KIdhIe3ow9vYUpy59hX9UA7cNhcl0jC0tvVz2hIQmz6xlE6VyEoSDoMLkeJDjQyEDLcfIuUVZXVRV6a/fTV19PPCihaQKyIYErN5XsGcvRm26viGoAJRFHU3Wj7sv5GGy5hIYlYDeJSAmyoRhRGnl2qslTaMomsqeUsO4P/mJcI9P04qmULqqlbvfPiAbnY7ROR9OSRAOHkfXHmLpuPo60y/fZ+rihKEkuVmzaJMsoyeQFI6auF1rYj9x69Iad73KZFEFuMu7UNB76wz/lrf/+L/6upYkcVSGhaXQbjFjnL+KxL38D3UciAwRB4N7Hn8aVksLOTbvo7f4ATQWHS2T1+lmsve9B9IbRE+REPE5NVTM252fG/eKbzDkk4jm01NdRMX0W8VgMVVUwGE2j3h/0+/n59/6TmhMm3J4vkp0/FUWJMDSwh5d/8R7BQID7Hv/U9blZ15GsLA+JROMFBwa9wcvsOdn09b5HT08Ng4NFaIpKUjmCUX+AJ+/O4w+feeCC7bsddv7m64/z7o59bNr9Lt6AgskIzy7PZf3yR8jNuLDHy0SjaRrJpIIsSxccBPUZOaTMhsEj1de9P6IokJGWwonmdhaPY34aUlQaBIHl54VgT3JziXa2YczOu9nduGEsXbGKUCjEG7/7DaaeVkwxhSE0hu1O8h96kkXr7h9zjNlq44mvfZ2d773J8b2/ZagPRAlyiq0suuNepi1YOuYYb1cLUb+EPWPuuP0wOeYSHn6PQH8nzqxClHgMQRSRPlL2caClhsOvvUk0OBfR8BRmSxZKogd/33aigd0ULuK2E0IkvRGdUSQWakNnGmsMq6ph9OYwskEh7P0FSnwmipJJOBlCU3dhtNUz//GnxhVAzpBaNJX5T1poO7KH3rpfoSYFbKkGcmdMI3fmEmT99fHNSiRVlhc4R/0tmUyO7I7eIkajuekpaBYzVf4gC11jhagqfxDNYiY37dIlnyeZGOZl2zjYeX3Sn243BEFg2r3PcBL47+rDZA31YxEE2gWBQGomBfd+CldWwZjj0oqmsPhJmdqdW+hv+U9iQQFZr1E4N4PyZc/gyMhhXUYOGzcePXtMsL8dTZ2CKI+dkwiCgGyYg6/zTZgNmqqgJBNIsm6kJPdpNE2js+pDuk8OIMoPYLTPRRANJKJ19Na+T9T/NqUrHkQ2XGxJe+uhN9sR5SjJeBeyfmz6sqp0Y3GZQWwgMvRzkrFpaJoTTWtC03aQXhhnzZf+1wUruQiCwPQ7H8aZeYDmwwfx9ewGIGdqKoVz15NROrZU/PVC0zRUJYkoybfMJmZ6di5VgkA4mcQsj13iV3m95Cxf/onxG7wUkyLILUBeUQlf+dt/prrqCD0dbQiiyOzSCorKp1zwiyqKIsvuuJtFK9fS3dGGqqqkZWaN2Y08g6qpaBqI44QRn0FAR193J7/+0Q84dbQBVRFIz3awaNUS5i1diSzL7N+xlbqTGnmFf4xOPzIRkmQTGdn3MjSQwvYNv2DekuWQXXntN+YGsnTpUl57dT99fbtJTx+9OPH56tHJJ/izP/smkUiEt9/aQtWxN0iGhinNs/DsfY9w19L5lzyH02blU+vX8sS6VQQjEUwG/Q1Nfeno7WfTrgMcOXCMZCyOM83DsqXzWLtw9k1PwVlUWsBbbZ0cDYWZZTkvXUjTeHXYS9JpZ37B2FSla8FZVkwhjTS3TmizH3sGanrxVFybd9DthiAI3LX+PhYsWszhAwfYV99Bhs3G8hlzcF3ER8nqcHL3U59h+Xof3oE+ZJ0eT1bOBRe2mqahwbjpHiP90KGpGj21R6nZupFAvx9BhNSibPJmLcSdW4KmqtTt2EosOA9n1udwCQJdnQPYjHlY9M8QGoLuU4ewpeXfMhO3y0EUJVIK82k/shslORdJPmdmqGkaUf+HmBwxipc9hbejmtZTH5IMR3C4DKSV5jD1jv+N/TJ2CJ2ZBTgzC0jeEUVJJNCZzIji2M/ro2lME4GmaRw9fIhdmzfRefIEALkzZ7L8jnVMnzlrws93JaS7HJRPL+etnQcps5pxneeBM5xI8LbXz5QV80lz3b5itbu8GGikeWDS0+R2RG8yM+vRL+HtbqW/uRZvMoHdnUpZ2YyLluT15JeSkldCcKiPRCSEweq4qJGmpmkgjG/ACiPjtJJI0HViOwPNLSRjGrJeIKUwn9Ti2ejNdiK+PvrqOpGNn8NgmXXuGswzkPUF+Hv/lcGW46SXL7yqe3GzsKbmYkmRCPRtwpLyaYTzIsM1NUo89CHp5YV4CqfR13CMoZa3SMZj6IwacmYhj37z25eMchREkbwZC8mdvoB4JIQgiOg+smF7PUnGorRW7WXgyC604QE0gxH7jIUUzF6KxTW+GfqNYsbchezPyuaNthaeLCxGPH1PNA3aIj6O6/U8vW7dTe3jrcSkCHKLoNPrmTFvITPmXdmAJ+t05BYWX/J9er2B3KJ0ThyuwuUZ6xcSjw8TDlWxe0sQQViK3fkskmymseYUDdWbaK6t57HPf5H9Ow5iMC47K4CcjytlAc11b3Hi0AHuW3B7iSDFxcU8/sQSXvjVCwQCTaSmLkQQZAYHjxKNbeXee0tZsmQJsixz5513EujrxtB1AovpyksjyrKE0zZ+RaAL0Tc0zJ5jpxgY9mEyGpg/tYKSvKzLHvRrmtv4wX//GmdXL/fZLDh1Mo1NLWysb6LqZC3f/vxTGA03TwiZl59Nw/Ryfnq8lqnhKFMNeiKqyr5YnF6blceXzsN6E/s3ySQALncKa++6G325F518+TspFrsDi/3S+cm21CwMZoVo8AQm+6wxr0cCVcRC7dTvVBGkpRgslahKlLYj++mte43p96zG7PTg7Qphdq8dMz4IgoDRuoLQ4BEi3l7MlwjXvtXwFM3C3/sevs7vIxtXIhuK0JQg8fABJP0hsmfMxOxMxexMJZ4+iyVLKtAZTIjj7IhdCllvvGTkx1OLC87+W9M0OprqaT51nHg8ijMllfLZ87E5xjcp/yiapvHO66+x+4VfUBkOs9rpRNPg0OZN/HbvHro//yXWrb/3iq9jInnm7hV8d2CIv61tZqFOR7bRQGc0xr5kElNFEZ+6a8VN7d8kkwiCgCurYNyoj0sdZ0u5PHHf7EwDrQZNjSGIYxfs8fBRBDppO5yBbLgfSZdBPNJH+5HdDHe8Senye/F21pGMZWDxjDXOFmU7orSAgaatt50IIggiubOW0LjrQ0IDYfSWpYhyCkq8k3h4O1ZPF1lT78VgdWFLy6dgfgxNVegKqQiCeEkBZPS5BAzmK5tLJ+MxeuqP4+tpB8CVXUh68VQk3YVFrfNJRMMce/Wn2E8dZp0kkWWy4A94Obj5VY6fOEDFE1/FmZFLMJ7kc4vyr6hvE4HFZmPdF77Khh/+O611Ncy32TFJEqcCflqsJuY9/vhkidzzmBRBPiEIgsCilUupqXoD7+AhnCnnwq1VNUF70y8JBZuw2p8jt/DTZyfPTvccgv4F7N7y7xRV7CDgDWM0ZV7gHCKCmEkw6L8h1zSRCILApz71KdLT0njn3W00N+1E0wRyc03cdfcK7rvvPuTTE2lRFLHbbcjDVy6AXCmapvHWh3v45VtHGRhyIgi5qNogv7G8xR2LM/jaE+svGcWRTCo8/5vXKenp4+vFeehORxctSnGxIhzh3/Yd5e3iAh678+ZNYAVB4Kn5MzmUnsq++mZ+3z+ELEmUVZbxYFkBueOEX08yyceBpxYX8Ls9LbhMOiyuVNLLsmg98hZ6U96o0o2JWA+hgddQFAVH5jcxWM6lhJgcCwn0v8mpzRspX7UcJSGiM4wWOALRJDajjKRLJxYSScZuPzNrWW+iaNHd9NUfZLDlVRJRAVHUcGabSCtdiD1jpERx62AIQZQwWG5MTn00HObtF35O9cEOopFMBMEJ7MWRsoV1j9/DzCUrL9lGQ10tu3/7Ak/KOlaWnzPZXZaRwcaODl771fOUV1aSXzC2otCNwm238mefe5StR06x79AJtnn92NPcLJ87jdWzK7GZL/1MjHa23YCeTjLJxHPGF8SVO4XuUycJe9/A7HpsVLRDNLCHZHQPolyBPePbiNKZRfpUVGUhoYH/puPYdnQmI3DhjSxJl048Ervh3g0TgS0tn9KVd9JTcxBf109JREQknUrm1AwyykcEkDNIuhHRQwiHWbdu1nXt13BXKwdffwVvt4KqFCEIKoK0kZScD5n30BPY0y5dfbBh3xZSThzkC+lZeM6LLpqnKvy+s4Wqd3/L/M/96fW8jEsyZeYcHP+//83BHR/y5oE9qIkE7mkzeebh9SxatOi2+z5dT24pESTXZWbjxqPX/YfwSWXWwiXc0drCB2//FO/QDsyWSpJKiGhkHzp9IzZ7Kdn5T4z5gVjtZQwNzOXAjn3YnGZ6OrrHbV/TVDS1G6vt9iwNJggCd9x5J2vWrqWnpwdVVUlPT0d3mQrx9WDn4eP88MXjSOLDVBQtRxR1aJrGkL+G1z/4FSb9Zp57Yv1F2zha24C/pZ0/zs44K4CcIddsYoVRz46d+3lw1RJ0ups3JAiCwLz8bOblZ9+WD/5Jbm0yCNCTtCHIt3ZEUcXq+4j4fkN/8z8gSvORdKkk452gHUFnakIn3D9KAIGR347Vcze+rj34ezuQdCqJWA9604hvS1a2h67OkYopSqIXUVJvu1zzM8gGM1nTVpBeHiMRCSLKMjqTfcx4sWrtnBvWp/d/9wJHdvhISfsmqVllCIKAqsTo736Pt194D6vDRfFHqrx9lL07tpPj87OiYuzz887sbHbXVLN3546bKoIA2MwmHlg6lweWzr3qcXqgpvc69GySSa4f69bNOusLojNaKFiwjOa9OwkNNCHp5oCoR4mdRJSqkfRxjPanzhNARhAlM3rLnXi7foynUAd0X/A3pCR6Mbv0t+08yOLOonjJA8QjAZR4FJ3RinyRlKTrTSTgZf/LL+LrLceR8TSSzglAMj5Af8uv2P/q71jx2a+iH6eqyhmS8Ri+Izu5w2QeJYAA6EWJOz0ZVLc3MNDWgCmr6HpeziXJys3ngU99Fj712ZH0LW3EQ2iS0XyinVGiIT/e7jaCg703rFyQVS/z/N6bY0IgCAL3PfEpnvvTp1m8OoYr9T1y8vfyyKensGTNPAzGOUjS+OG/VlsF3e0DzFs6m1h0N4m4d8x7hgf3Y3MMMW3OvOt8JRcnHA5z4sQJqqqq8Hq9V3y8KIpkZWWRk5NzUwUQVVV5Y+sR4olF5GauQRRH+iIIAimOKbgdD7Nxdwt9Q2NLcJ5Pe08/HkUhwzh+mOFUu5XwkJch/61jsHa7PvgnmTiU5hOovgG6enppaGrB6/Pd7C6NIpG8PtWKjFYH8x77HLPun4On4Bgm+1ukl9Qx+8FFmB1ZGK3jG7+JogEoBjScWRZCQ5vHPNf8kQTR4HYsKTIm5831dYmFfAT6WgkNdqIqySs+XtIZMNpT0Jsdo8aL1sHQRHbzkvR1tnPyYBMuzzNY7OVn+yJKBtKyHyQSnMb+rVsuOcforq9nqnn8vHZBEKg0GOluarwu13C1TI7Tk8CI8X5XeyudbS3EYzEAgvEr/03fTjgyiylfey/ZM/WYHJswWN4ivXyY7FllSLo8dKaycY/TGUtIxmQMthRkQw/x8LEx71GTPlRlP57Ckut9GRdF01RCQ934e5qJ+Pqvap2kN9kwOVJvqgAC0HHiIN5eE86sz58VQABkvQdn1pcY6oCumiMXbSPsG0If8FFkHd/3KMNkwZWIExy8tUTeyXH6wtxSkSA3irBvkIZdG4icOIA+EkaRZbS8UvIW30l6ydSb3b0JJ5lMIooioigiCAJTZs5hyszRu2TvvvxboO8ibYQwmCQWrljL8YMnqDn+b7hT78fmmIqqRBjq30Ms9j53PzKbjOxcDnYGbrjqmEgkeO3V13j33d309CZBA5db4I61s3jq6aewWMY3jb1VqW/tYNeRbgThfprau/G47Ngs5rMDWpp7FjXNL3O8rpm1iy6cd66TJSKqhqppZ02SziesqCCK6ORbowrBJJMAHKlv4d2XttDb2AqJJFjMTFu2mEcfvI/0tJtrPra8wMmOFu+EtadpGoOBCG6rEUEQ0BlN5M1aSt6s0SbN9bt2EQ1cbJEfQtLpKVu+muDAm3i7wOJeg6zPwOMO0tX0BpLhAFlTV960iVEs5KX75B68ncMk4zpEUcXogPSyStz50yakX9c7CmQ4kjjrB3JszzZ6O5I43SaikS6cKZ6zFd0EQcDhXkJr7X8TDvjH9YU5I6bJRgOR5IXLy4aV5EXz5bVk/Bqu6CNt+QcnrK1JPr4kk0l2bX6fE1s2kOzpAUBOS2fq2rtoslfycVtiaJqKqipnjZJNdg85M1aRc16QV6C/DVFqQVNCII5d+KtqGFHUMNlTSSsL0n3yt6jJQfSWOQiikUSklnh4I46MMCkFN67SyUfxdtXTfeowoYE4qiohyUnsGTaypi3C4h4/Jf5qaR++vqmZqpKkYd8eYsFZ+Pv60JutmGxOhNOR0ZJsQxBm0NtQR8HssVXbziDJMqooEr1AGfCkqhLXwHCLVPSa5NJ8vEaoyyDiH6bqd9+nqKWOpXYXOU43wUSCgzVH2d/eQPKhL5BdeePCaK8XiqJwdN8u9m3bQ2drH5IsMmP+FBatXEVOwdgwrdLKaeiNvyQUbMFiLRj1mqYqBP27Wbq2EpvDwee/9Q3eeelFqg78jK5WAVGC1HQdy9ctY/m69QiigKbemMias33UNH70o5/w2mt1WMz3kJN9xtj0CC+88A7tHd/jL//yTzAYbg/X920Hj/GdX26isT2MLJkQxQh63TBZaSamFuchSRKCICMIehLJi++4zCgr5l2bhWM+P7Odoyfhmqaxa8hL9tzpuOyToXKTXD7Xs0zunpP1/Pq3bzE9CU9kZeHWG2gMBNj42pv8S3Utf/aXf0pa6u1fijPo83J094cM7T5CbcsQNoeJnOlTyZmxCL1prOFbZnkxtdv3oblWIYijH9+JaCeSromUvHvwFFQw52Go3/khw51HCCdGcrJLZlvw6edjS7vxhm0A8XCApt0bCfZno7c8jMlRhKYGiXgP0npgK0oiSlrppSttXYgbGQWSSMTZ9NJv2Pr6Bob7sgj7k0A3elMH2YW5eNJHFgqSZCKRGFkwXojlBU4C8+ZzcN9eHlKSGKXRn20wkeCoqrJ8zvilk8+QwcRF8ynNJyasrUk+fqiqyhsv/Iy+995irV7PTHcKAgLHenv48Oc/orF8MfMf/MzZhebtzFBHMy1H9pCsbWFvtxdPhgtP0RRcuRWj/EAALK5MjDaIBg9gdt4zpq148AAGm4o1NQd7ej4643766t4m5n8XTROQDQnSyzxkz7jvpqUsDnfU0LRnP8nYAoy2ZaeNTTsYat1KeHgjpSvumnBT7etlgxAY7OXQ67+n42Qzieh8osE4gtCGwdKJp6DobCleQTSTTFx8Lm12elCzC6lqPEnBONEgNf5hvFY7UwvKubEroEmulk+cCNK47wMKWur5fHbh2RrKHoOJfIsNW087Gze/QnrJ1CtyKL7VUBSFV37xc3ZsqkfT5mC13UM8HmHzm3s4vOf7PPvVT1E5a0ToCYeC+IeHSUnLYOrMNA7v/TFpWZ/HYi1GEAQScR/d7S/jSe9h0arHAXC6U3jmua9xzyN99HV3Isk68oqKMRhvXrjbyZMnef/9k6SnfR23+5wsn5W1GoejnF07/47du3axes2aCTmfYLaTzJ+F3Hp0Qto7nyM1DXznl7sJhu/GZT9KIqlgMc0hFh+mtasBUWhnWmkBwXAHRn2AnIyL74rnZaZRMW8mL2zdhVGUqLBZEASBmKLwXk8/x80mvrBqyWTI3CSXzfUskxuLJ3jlna0siUT5TMUUxNNhtJlmE7Pdbv6xupbX3nqX577wmatqX0vGbwlfEO9APy/+4Ie01skYTavRNAeBgR5ObNhNT20tcx5+BqPNebr86zDJRIyM8pl0nnwFX8+vsKU+gqRzoGkaiWgrwYFfkVluIyV/JAzbU1BBSl4Zvt52EpEgOpMVR0Ye27YcoXUwRH7KjY+M6286QnDAgznlOUTx9ARfsmJ23UfUb6X71Gu4cqagG0cAulxulBfI1tdeYveGVkzmpzGY9mM0ZyCKKUTD7bTVtyPLOpwpHoL+U3gyTVgvUR1o8bLl7HvvXX5UX8+nC4twnxbsB6JRftHSjFhWzoJFk67+k9waNFSfoHPzBr6W4qHCeS4SNdtiocTn5a+O7qJv+vzbPrq689RhDr35PhF/EQbrk2haDG9nPb7uI2RUdJEzaw2CIKKqCvGgF4C00jJaD31ANGDHYF0wUtpcSxILHkRVNpFeVoZ0+hmUUbGY1OI5hIa60FQVoz0Fg8V5065XVZJ0Vh1CiS/DkvLoufQ+UzmysZhg/4/oPrWf4qUP3LQ+Xi7xSJj9L/+GgdYMLK67CQyE0JtngBolGmigv6mRjPIKRElGiVfjzLz4nEYQBLIXrmFPWwMp/d0sTElHFkU0TaMx6OftgBfTsruxOFM+9ulgHxc+USJIIhYhVLWP+632swLIGQRBYIkng919XfQ2nLyto0GO7N3Fjk31ONxfx+44V6rWk76K9uYXeOnnv+fLf5rCvm1bObT7JOGQhk4HhaUeisr9dLf/G/3daQiCGUFsIzNH4okvfJrMnNG7vu7UNNypaTf68sZlz+49hIK55OeNDR+0WLIQhDl8uG3vhIkg1wtN03hzy368gelMKXoMEKhp3oxRPwOjIR2NIjr7asnL8NHR+xbzphmpLLr0ru4Xn7iPHyaTfO9gFel9A7gEkVY0oikuHnpkPfOmlo97XMrsKQweqZ7gq5xkkgtzuL6FeM8A96V7xghzFp3MHW4Xv9+xm8ATj2CzXtliOYMAPUxMxNOZlJgrKZV7PptffZGWWjvZBd9G1tlIAxp6g8jaCvqb/536nRvIqpxN84GdDLYOoioCOhM4M+0IwgEC/VVoWh5oEWRDN1mVTqbf8yTieVEEgijizBw9PqxaO4cPPzh8w4UQVUky1NqBrH/4nAByHgbrEsLDW/B1N+ApmnXF7bcOhm6IADIcSXBPmZUf/PY4VvuzONzz8Q2dJOh/EYvtq5gsBYQCUfo6uzCYIsTjO5mzfB7SJcr0ulxuPvsnf8YL//5d/r+GeooUBQ1olnUYKqfy+W//MTb7+Lnok3yy0VQNQbyxmxhVe3dTEo1SkTd2/lHmcDIl0UbdyQO3tQgSDfg4+u4G4pHVuHNHBAFveBCNOeiUWfTU/BxLSg3JaIi+xjpigZHUNqNdwp6hEhr8PaGBTSCkgdaPzjRE9sxC0spGR7tJOgP29JtreHyGQF8rES8Y7avGKbEuY7CuxNf1E2Ih74SINe3D168qTFfNEQbbNZxZz5GIdhL2/oRkfCc6w3L0lgpi4UOEhgYQhJMY7X3kTL37km1mVcwmds9TvLrldXZ2NpMHDGoaHSYL0oI1TFv7yKQAchvxiRJBYqEAciRMhnn8iZ9NpydFUwkFvDe2YxPMvu270bS5owQQGClhm5X3KC31e/nO//c3BPzl2J1PYncWkIgNc+zAhzhTBrj3yWVoqkIykSQ9awaVs+ZivIhj8q3AwIAPvT73gtEMJlM2vT2nJux8iUSCwwcPMXhyP0aDjlnlJaS6ndfcrjcQ5FidjzT3SBmrwpz1eAM/pHfw/yKJi5DlfAKhwxyr/yULpsX4+lP3I15GuKnFZOKPv/AUNauXcri6jmgsziq3iyWzppLiHH9irc/IId7Tcc3XNMkkV8KQP4hdVXHrdWiBYbC5EPTnDJsLrBY0rw+vz3/FIsitwmBPF3XH2nF5nkPWjRZlJJ0Dk/1uWg7+O+1VdSRj8zA5H0dnchAPN9N5cgspeSaKF88iFg4gimbcuQtxZRddduj5zRBClEQMJQ6S/gIl1kU9GqkkYlee0nKhNJhYyM9AczWJWBSjzYmnoGJCojxb604R9BnILpiPKOrIK/0MTdU/IRT4P8jyUgRBZLB3G3pjD7OXZTF35R3jtvNRc92i4hL+/J//haOHDtLc1IggCDxYUsrMOXPRX6IU+iSfTOZl2zjYeeNNzQO93Uy5gNk6QLbewKnBC/vM3Q50Vh8mOGzBlX3/2bllTk4KHR2D6M1TiYen07TnXdRkHoK4Br15Ghoq4eHjaOpOUosdmFxpKPEIsiEdZ9ayUeVhb0WSsRCqakLSjZ9uKukyiMVFktHQhIggmqbh7W5juKsFTdNwZuTiyi6ckMjknvpaBGEmkmxDtJTjzFyCt+s3xEJVSPJslGQ7Q+0vkpLvZfqdS3CkZV+yTUEQKJq/ioyy6XTVHKPaP4zOYKSoZCrOzPyRfseTfG7RzUk5HY8bbU9wO/GxF0FUJUl/cy39LbXEwgH6gl66BMgxj508x1UFP2C8xrSOaNBPYKAHUZJwZOQi667P5CUaCdPaWH9arMjCk55JMpGgs7Ufq/2+cY+RZQveIQfeoU5mLfjzcxNwSz5210zam5/nwI6D/Nnf/TXyTayMcqW43HbiiZHSvUklyUB/P6FwGEmUSElJIRLpJsUzMTvAx44d44c//DVN9X6UkB60MG7Hfu5bVcyz9669pjKz8USSpAImw8jCRCebmTPla3T2bae9Zz+R2FZ0cg1rFmTxl196mgyP+7LbFgSBKUV5TCm6Pj4OtyPOsmIKaaT55hRsmuQ0gXCEPSfqae0doKGjm7ZwBH8igX2cMWggGkPT6bCYr16Y1TSNzvZ2/D4fVruN3Lz865YONtzfS393J5Ikk11YgtFsZrC3m3BQJLugcsz7Y0kVnamMvoYQlpQZpOQ/d7ZvOmMuRttMBtv+jdQiL+Urrz4k+YwQcqOQdAYknUYy3o/OWIaSjBMP+9FUBVHSoTOZQBtE1l9ZrvkZAeT8KBBNVWnct5nm/ceI+I2AFUH0YvNsYcrqNaSXzbyqaxiOJABIJhKA4WzFLqt9CmXT/4iBns0M979JIh7AaKpl3eOfZtn6h9BdRHhZXuAc9X+j0ciipctYtHTZVfVxkkmuFz0d7Rw/vJ+Az0dLRxtOv/+CJV6NJpGE8dpEaiWZwNfTjpJMYk1Jw2RzXlN7F0JTVYa7WomFAxjMVlxZBQiiSGCgF4Gy05W3RhOMJYFc/L0hXDmfQ28+V9paZygkHi5isOWnlBfNuGkeTFeDbDAjiFGU5DCS5CQRDY0I0xrIBiPQP2El1lu6+xg6sY2t+yXiURsCArJhD2mFTmbf9xgW17X5fiXjSQTxtOeHIODIeBi9OZ/gwA6iwV8iij1YPX6WfupbpBVNuaK2zY4UShbe2pHl53Mzy+NqYf91sQ6YCD7WIkgk4OXE6z9H33CKkmQcswbHvIP8ursduVxkjnu0l8LR4QG8dhczi68ufC8WDlK37W3Cx/dhDAXQBIEGdzopC1ZRNH814gQ5BiuKwrb332bHxj0M9CmoClhsGtPm5nPvY08gSQKJ+Phuy8lEgqB/gLTM6WN2IAVBID3rPrraDlB38vhZ35AbTXd3Nzt37qSjvRujUc/MWTOYN2/eRXfCFi1awJtv/ITm5r20t2sEAiqaZkbTEkjSCQyGt/nmNz99zX2rr6/nn/7xJ/T3zyIv+14sioSqJugdPMSv3nwNVdnEFx8da4Z1ubjsVjxOid7Behy2EQNbWTaRn3UXeZnrCEV66Oz9Z565d8UVCSC3Ioqq0jQwTCSewGUxkeO0T/qS3GZMhDnq4bpmfvXK+wi9gxRrGqmKwrFBL18LhvmX6eVknTdMqZrGlv4Biu9cjdvlvKrzNdTX8faLv6f/xEmEaBTNYMBdWcn6x5+icvqVufFfLCXGPzzIltdepvpwM+GAgCiC0yMyb9U80nPykEQNJRlC1J+7jpJ0Kw29QSK+bpSkhtk5NiRZ0jnQm1fSceI1ihfHrimy4YwQcqXRIJqmEhzowNfVSDIWRWcy48wuw+zKuOBvWJRkXHlZdJ3YTTKeQywQR00aAAPgRxM+wGRvxZF5+Yv/8QQQgKb9H1Cz5SSy4VEcGYsRJSNKYpjg4AaOvr2RuY8Y8RSMnwJ4KZ5aXEBzTRCdLkA03InRPLJ7aDTnkFP0ObILVQa6N2Cxv8uSu+6/qAAyUWjJ+ISaop5PIByhqasPTdPIz0jFZbu9qqxNcu2oqsqGV39P7btvkurzkiWK5Pt97OjtwQg8VzkN3XlRaAPRCMfQcFfMuqrzaZpGy+Gd9O7djGGgG1FViZqtGCvnUrbq/gkVQ/qaqjm1dRNDHWGSCRFZp+LMMlG5ei2iLKFpY6PMzkSDxMMDoDlGCSBn0JmmEg8VM9Rec9NEECURw9tZR6C/HU3VMLtSceVOQW+68ILYlpqPyb6HsHcrSnwW8bCCppoAAYQe4FUyKsRrjmhRkwkGjmxGH81Fl/IkVs+Il1U83ERn9cvEIy+w7NNfPmtcejU40j10nqo9K9QJgoDZMRezYy6qkmCo4ztULJevWAC5Fenv6Wawvxe93kBeUclttYl9M7klRZCNG49ec46YpqqceOMX5J06zBPp2aQZR1TLe9weNp48xG9rj0H5TOa4U4kqSY4MD/BePIZzxX0YL1AD+mIkYhGOvfzfZFYf4RG7k2JPBglV5bi3n63v/IZTAS9T73h0QhZ57778O95/tQqDcT3p2YuRJDMB3yl2f/AmfV0/oHxaPjs/2IMnfeUY52q/tx5oxp326LhtG4ypKEk73qGBa+7n1bBx40Z+8uM3GBhwIIplqGqQ11//LTNnvs+f/tkfkJY24kESi8XYv28fu/ccxOcNkZHpJjMrwfvv/T2a9jgu1/3IspVo9BCBwEagn5On6lix0s/JkyeJx2KkZ2RQXl5+RZ/JW2+9R09PPpWVXwYlCcFBRFFHZuoiBEHinR2/Yv2KQTJTU67q+vU6HXctLeUHv99BKDITi+ncrqimKXT0bKCsQGR2RelVtX+rcKC1g81HqwkNDiMoCppOR1pWOvfPmUah59YOF51khIkwR23tHeD5377NXF+Ap7IzsJwu07xWlvlBUzt/UlXLfy1zkaI30hUO80ZHJ83pafzhfVcnNFbX1fPbf/438rsHeDIzi5zUVHojETbt38cLTU08/Wf/g+kzZ13TNQGEgwFe+sGPaDxlxJnyRbLyp6GoUXwD+9j44rssWDOIM1XCO7iX1MyxeciB4X2IUhKjfcY4rYPeVEA8PFJt5VrTO86PCLkcMURJxmk//AFDrX6UZCGCUIimddBXt43UknSyp688m5YTD/sZbq8m0N8LGuitRuAEwf4IkvwkkmEmaCGUxHa05G6URJjQUBdqMkHY14sgiFjcmejNY01FLySAxCNBmvcfRdI/gsW9+uzfJZ0Le/qTeLv8NB/YQUp+2VU/j/PLKskustJS8xrZhc+djQgBSMQGiIS3s/SemRhu8TTS8ThTHjcWT/DKh/vYv/8YyWE/oCHarMycO42n7liKxXT7msdPcmXs2vw+Ta/8jmetVuaXVSAKAslkkncO7OW1pgaSaHxz6shYVe0d5rW+XvRzF1x1xFXdzveJbX6F9YLIDGcKJkmmOeTnw92bqOrtZNbT38Bgufad7b7mGva99DoR/xysnjvQGTJJxHoZaN3M/pfepGjBFCS5jkSsF51h9LNO0xRikYMYTAXjti0IAqKcT9S/75r7eTVEvH007dlEcFAGKgEdaDV0nzpFwYKlOLNG5pCaphEa7GCorYaIL4Ckk7C4zQy1/Z5EdAid8TFEXSFobSRj29C0GiJ+A7Ggl3jYRzzsR9IbsaXlnzV7vRzqao8T6VdJLf0qsuGct6DBUoxs+DoDrX9L56lDFM5dcdX3IGfqXBr3/4bQ0A6sKaPbiQQOYzC3kzNt/LXQ7UJfdxebXv4N/UcOIYVDaLKMnJ3L3PUPsmDF6smNxUtwy4kguS7zhNSMHmirR9dwkkfTss4KIAA2q4P1U+bSWXuE/+hspiwcIIZA0OXBtfoBShevu6rztR/fj6Ouis9n5uI6L399ZVo2Ht8Qv9y3Fd/0hTgzcq/puno62tm+4Qg2+2dwp55zine6Z2O1ldBQ83/IK9LhTmmko+U3ZOY+giyPXH841MpA36+wOqIYjeMvXhQlCoQxmm58pZejR4/y/f96A0W5l4qK9YinS0BGIn3sP/BffPc7P+Dv/v5/4ff7+b///D0OHBhA06aj1xcS3dtEX18XgtCHzbaHcHgPmgYGA5SWVpKS8hivvPJ37N1TTTBoQlEkzJYk06Z5+NKXnqWkpOSS/QsGg+zdU4vH81kEQRxTAivNPZva5jc4XF3PvVcpggDcv3IxpxpfZfuh76HXLcZhKyIe9zHs30tOeht/8Km7rinl5mazp6mNd7bvZ1E8wWq7Fbcs0xaP835TGz8f8vKldcvJmwB/lUlufbYeOoFncJjPF+QgnvewnpeXxTcEgb9s6+JL1XUUWC1ETGZsFeV85bPPUFF66d/rR9E0jZdffJXS7l6+XF6JfNpA1K7XU2K38+O6Wt7+9a+YOn3GZfnsnE8iqY6KBqnau4PmGoWs/G+jOx3pIUoGPJnr8A15OLb3p8xaWsy+ze/hHXTjcM8bGVM0hRTxGINsxWCzIDB+P5TEMJKsIp/3rLkWrsQjpPvkbvobVQzWr2MyFgMj9zYROU5P9a/Rmw+RVjqfQF8rLQd2EfW7EKW5gISSqCLiDyLp2hHE36HEXgRBQ9JJWD3rScQ6qd/+JjpjDsmYEQTQGQ/jzksle/pyJN3I9V5IAAEYbKkl4tdjT1805rWRncDlDLb9FxHfIGbn5YdbD0cSPLW4AABRFLnn6Sd56YfP0974T1jty9Dp3URCzcRju6iYZWTRnesv2l4iqY5JhblVSDRW8aPXNtK25wgPmk3MT09BROCoP8Bbm3fy7/1D/PGzD2LQX9luY7Sz7Tr1eJLrRTwWo2rju6yRZRamnps3yrLM+rkLCB0+wC97e2iVdegkiYjNTtrqO3ji01/k1WrfFZ8vNNyPb+d7PKk3Mi/l3OJ4ujOFAouNHzRV03p0N2VL77qm69I0jeptHxD2z8Kd8/mzi0W9KQdX9mcZ7oTehhN4Csz01v8Ue/rn0RlH/IyUZBCr+D4RQyOyYXy/HwBV8SIbbvxcTUnEaNyzkdBAKWb3s4jSiGCkqTHC3rdp3rudijUOjI5Uuk5sp6e6jWQsH1GeiqoESMb3kIwPoDPWo6nfRVVAEDT0VjsW1/8gPPzfHH/7Z2haGmrSgCAmMNr3klk5DU/RrMtaeEf6WnE6F44SQM4gyTZEaQ6dp6qvSQRxZeUzdc08jm96iaGOGoy2uYBALHAUUT5C5erppORe+VziYtxIU9Sh/j5e+s4/k9VYy1dS0yn2pBJIxNnT0cbWH/8nsViUFesu/hz6pHP7rqQuwUBLHXmJGJnjhFKZ7A6WFVdSm4gj3f9pnEYLpYXl1xR2NVC1lzskeZQAcoZKu4vc9ka6ao7izMjFqpd5fm/rVRnnnDx6kIDfRWHpwjGvyTobJtNS6qu38PRXHueVX7xCR/MBNIrQtBAGYwfzlqSiais5fnA7DtfYwWqwbycuT5LSqePvQF5PNrz/Af5ABVMq7h/VL5Mpjfy8L3D06D9y/PhxNmzYwp49SQoL/xqzeSRSIqkkaWnJQFU/ID9/OU5nCZqmYrMVYjKlU1//Ai3NEoKwklkzn0CWzQQCzezf9xo93f/J//m7PyE39+ICVSQSIZkEs3n8NBRRlEGwE4nFr+k+mE1G/uKLjzJ7ygE27NpG3+AmjAZ48u481q94iIKsia3PfiOJJZNsOnSCFckkT6aeu48VJiMlRgPf7R3kvaoanls1dgEzycePkyfquMNsGiWAwMhidW5eFnclEnROLeKu+x8gNbeAGVOnIF1lWmFbRyfdJ07xRGYGkiiiaerZSDlBELg7O4d/qq+joa6WsorLD489kxJzPlV7DqHTLzwrgJyP3TWbtoY0zBYrK+6r4MCW52lvfAtBSEfTurE6hilaXkFvdRth334srqWjjtc0lUhgJ/mzs9GP4211tVyOEJKIBBls6UJnfAbdaQEERu6f3jwDJdFNf+MG7JnFtBzYRSy4EEvKYwjCyGI5GlxGaCgTSd+MLfU+EAQEwYDOWIKGQtT/L8TCxTgynsKSMhNQSIRP0lv7FonoJgoXrad9OHq2v+ORjEfRNCOiNH4UhqhzoUYEkvHoNdwtyC4s4dk/+hqHt2/lxP6Xicc1PJlGZi2dy5zlazFeg2fNzaaqsY26g8f5doqTCuu578KKFBclFjN/f6KWvafqWTlrrKfNpRio6Z3Irk5ymutVIaarvRWlp4v541QC1On1PDh3ATsb6sh44FHyS8rILSgiI+fMXMpHMJ7Eqr/8pUZXzTHSgz5mZY+tlmLT6VlgMPLW0d1oS9Zd0y63r6edofYA1pQ141RBEbCm3IG3+yALH1+HKO6lr/kfURL5IBgRhCZsngSKazr+xmbUpA9RHh2tpiQGEITjuLKvLMVyIvB21hEa1I0SQAAE0YDZ9TChgSYGWo5jdqXTdaITSf8sFs+cs/fB3zMDTX0NSW/C4r4HTYsgSi5kQyHJaD2xYIx4eC7u/KeQ9ZmoST/R4C5aDmwCNFKLL55K3z4cRo0nEKULR/2KspN45Nrm0gAli+7AmpJO86F9DLYdQwMyK1IonLuOrIrZ1yVS4kaZou7a/D4pjXV8o7gM0+nqY2ZZ5qH8QqydHbzx+kvMXrQU61VkN3xS+NiKIKqqYOLCX26jJGOUdOROXzghxqXK8ACphvGjJwRBIFsQ6Q5euSr+UUKBAAIZY9JcFCXGQO+HdLa+Q3PdSZSkyqyFUzBbrUTDYWSdhZIpq8nKzWfTm6+yc/Nb7NvuIy3jHjKyKzCYdAz27SQaeZ27Hl6MzT42/PhKOdgZuGwznmg0yuEjTaS4PzvuoGSz5dPensmOHTvYs7uBjIyvnRVAAFRFRacrJpmEnp5DFBc/fjZEORLpo6VlF7L8GC7ncnS6kUmd3V5ERcU3OXXq73n33fd57rkvX7SPDocDh1PP4EADTufYHNB4wo8g9JHqunbjUZPRwENrlvHAqiVEYjH0su5s9IemaRytbWTXwWP0dPRgspqYM3May+ZMw2a5tSfep7r7SHr93OEc+72QBYE1NjM/betiKBTGfYtfyyQjXIsvSDKZxCRdOOrCLMnkp3m4c/liBPvVR1cBDHt9EI2Sk5aKmQRhRu9i51gsCJ0d+LzeazqPpmn4h4MYjGOroMSivQz0bKan7RDv/DrJtPkzWbxuDqIkEo9GsdimUD5rHqqq8s//5+/pr/4+vu5WbJ6lWNxZqOowwYF3MTsaKJj32DX1czwuJYSEhrpIRPSYXeOHuevNs4kFNtJXd4Co34HF/ehZAQRAQECUVqMpMZKxFiwp50KRY/5tJKICovwUsqHs9DNORG+Zhajz0NP8ryRTajB6Ci5aCtfkSEGSgyRjvciGsRGPiUgzOqOG8Qp8Bc4Yon4UT0Y26554ljUPJ0gmEuiNxrNRRNFwmJoj+2k6vI9EwI81M5vy+UsoqrzySKOLcT38QPaeqKM4nhglgJwhy2hgpgb7jlZflQgyycRzPSvEJBMJBEXFKI2/XDBIEgZZpmzaDGbMG70597lF+Ty/98pcx2MhP/kIyBf4jaQbTRD0oSTi15QKGI+ESMYFLO6xm0oRfxWB/g/x99ew90UveTOmMHVtAWoygaoo2FMXkV46ncHWOt7+r/9gsOWf0JnWY3JMR2e2o8QaiAZfw5Ut4si+8anLgf52oHKUAHIGQRCR9HPwdr5LaGgITZ2HwTL3I++yIkqPkoz+HgQRg3nkdU3TCHs3oalzkI2rkE9X+hJlO2bnPYS9At0nN+DOm4qku/hnM3PBFE592HRBY91krBmb59rXIYIgkFk2g8yyGSRjUTQ0ZL3x7DmDg720nzhAqKkaNA1zYTk5U+djT8u65nNfT2KxKE27tvOYw3FWADmfZRmZbG5u5NSRQyxYvnqcFiaBj7EIYvNk0iwIhJIJLPLYkM3GYACpuBJpnNeuBsnuYqizedzXNE2jT1PRTcCuncVmB06gqQqCOLIjqiQj1Ff/BwO9PSTi0zBbFuEdSuP9V/eQkx/k89/6Mtn5hfR0tPNf//AvtDYpGAyLCAaO0VR3gNYmMykePfklNu56eDFr73vomvspiMIVlWVSVRVV0QiHe+jvP4jB4MRmKx41OAqinu6uLvx+A1lZoyNVdDodRpOOaLSYUGgvoVAnNlsBAP39+4lGDej0pZjNppGSXD4vsWgUSZZxOpez7cOX+OxnoxiNFw4v1+v1rLtzPv/939uIxZagl859npqm0dq1kbyMJPOnXp3h3niIoojlvNQkVVX52SvvcPiDXRTHYiw0GhhOJNlw6Djbthfyra88c9V+JDcCfySGSVVJGWfQBsjS6SAUxh+NTYogtwHX6guSnZfF8YMnWDNOVkJMUalDY3nGyIuaf/CahBCb1QoGAz2RCLZxTMN6IxEwGLBYrzzX/HyDVEEQcKTY6WzqHPWecLCRxlM/JBK0kEzegyik01Iboan6ANMXpvLQF76M3mDk6K4Pef/376MPFCLohokF3yTiewep3Yg9VcaVa6Vy7f04Mwuu9lZclDMCw3g+IZqmoioKiWgDoCLps5Dk8yLjBBkNgfDwIIK4DEEcvcEgynpESUNTp5CIHhn1Wix0HE2rRJZsSLIeTVVIRENoqkpUtaMp5WQ7Eky/iAAC4M4twZ6hx9vxLo6sz47aMFCTQaKBDyhZUojedGXP4zOpMOMh63SjjOh8Q4O8+9/fRao+zmxRxKkz0Fpzgr27PqR+5R2sfvxzrCq5tsoH1xO/N0D+BcZogGyDnoZh/w3s0SQ3i7TMLBS7nWrvMIvSxo71NT4vSZud9KycCTmf3mShDw1V08ZECAIMxqPg8Fzz3F1vtiLrNRLRLgyWcykR/r53GerYQjKeDzyLpmXRcrgOnek4M+5aRPH8VSQTcY68/TvajnWhqYtRaEXx/5yI34jOIGJxi3gKneTNveeKfDImCk3VUJUY8XAVCHp0hkKE8yrcCIIONRknPJREZx4raMt6PSCgqSkkY83oTSObfmqyn0SkF8T16Awj7SmJGMlYGBDQm+YTDXxAoK8FZ/b48+D24TDr1s1iqMNOw74XifgOYXbOG/WeaLAGSVdN7vR7J+aGnLkuw+j5fXddFa1v/ILc4X6W6o0IApxoOEn1/g/Jvu9ZcqZ+VBy6dYiEQmiREBkX8J0yShJuIODz3tTKMLc6H1sRJLN8BgfTstjc28l9WflI5w2mTUE/BwRIn7NswkKh3DMWsrfxFHn+YdwGIynnKY2NQT8tJgsFV2kSdT7T5sxnw2s7GRrYQ0raiIt+T+db9Pf0YzR9G7Q+cgs9ZGQXoCh30tb4fV78+a/4+l/8OS/86Kc012eSV/RVJNlCLNKLz1vF0MA+JOkwj3/uM8xauOSa+3g1VFdX09FRT0tLN0ZjDpIELlcqpaWP4XbPIBodRBLbSEsrRmNsXrEgCOTmpDM0ePS0r8k5ASaRCBKNKnhSZXQ6PXv3HcQ7HCOZFBBFDZ2ul/T0foLB4EVFEIB777uPI0dqOHDgn3A41mKzFJD0tdE3uAeX/ThfeXwFZtPE5OmPx6Y9hzi6YRvPOW3Mzjm3g/FIIsH36pv40a9f5a+/9aVb1gzJZjQQEQRagyFioQiRaBxJFHDZLKTaLHQnEiDLWA03fuIwyY1nxdzp/LKqlgNeP/Od50I2NU3jlZ4+Yh4XS6eVoTSfQCqcdk3nKirIw1Neysv7DvJEXi4WoxW7Xn/ai0NjU1cnxtIyyirGRnldKTMXz6W1dj/x2Fr0hhQ0TaGt/hdEQgXoDI8j61vIKqzEbLESCa+gau/3yCncSG5JOe/+5n2U5HryStYTtw6TiLShRWsID3+A0eFl0dPfnNA0mAtxflQIQK7LSLC/g2igiYjvFwiiFVFS0FuKsLgeRJQdJCI16IxJJL0ZxonElA0WdEaRqH8ITVNGvaYkfKBlo7cYiYW8RHw+4jEBNAFBVDAYDfj7Oi7Zb1GSqVyzjsOvv8Vwhx+TYwWSzk0i0kostA13no+iheOXkB+P871ALgdN0/jgtz8j7cQxvpRfiPO83ep6v5effvAehzNyWFXy1GW3eaM4Y4pqd9rojCfoHhimb8h7OsrFQLrbSarTRlcsjsM5GWL9ScDudJG3ZDkb3nyVMocD93kLyWAiwTt9vaSuWkt6VvaEnC+jbAY1W99ke18XFXYnHoPpbFRIRElyIBLGuXLxWfPlq8WRnoMn30F37Wb05iIEQSQWamSocwvwMKKUj8nmxZU5FYR1BAY+4MSm10jJLaar+ijNB4exuL9FSUYJbS0tKPEGdEo9icgWXLkZFC158KbMw+JhH4H+NsLDx4n6OxAEEVEnYXYsxOi4A0EQScZO4sh24u/2M944rbc6kbztJGMBzp9Lq2oINRlBFET0ZhuBvjZiwSiqMvJZiJKKIEaIhcYXSM/3e3RlF1K2ZArV239FPNKIyT4HEIkEjqEpOylZVED6VVbqvBxC3kFa3/wlawNe7sotPrtGXKVpbOnt4P23X8CemnlFESE30g/EZLGA0USHz4vF5yU4OICmaZgcTjzpGUgmM0OaRrbt5o7TWvjWFss/tiKIzmCi+L5n2f7KT+hqb2S22YpRkmkOBzkiSmgL15Azdd6lG7oMIgEvgb4uevzD/KizGZfeQKYjhflpmcQUhY3hENKitbiyC675XOlZ2axeP593X/4dsfYBXO659HTuQlMXEY0M4XQJpGaM/GglyUBG9mO0NPwjH7z9Gq31YbLyP8vQwD56u7YRDg4DYLa6SSZyOHbw4E0RQQ4dOsQ//uPPSCTuQqcrQa9fgiSF6et7n0Dgh8ya9WX6B3ZSVmpk/fr1bN36PYaHT+B2j44GycnNobHxFUKhOvr69pNMhkkkAvT2foAkd5Kdbaeqqo5IxIXFMgWdzoaixBgaaqC9vZM9e/Zw//33X7Svdrud//lXf8Ibb7zB5k1v4huKoUv4WLPQxYOr1zGzvPiix18Lqqry4Y59LBEEZjtHhwnadTqeyUjj/9Y2crKxhWklY/Npr5aU2VMYPFI9IW1NyUjlv1SN37V08KAkkS6KJDSNvmCIriEDmw06cqaW4RknDHuSjx/zK4qoXbOIn36wh33+ADMtFmKqyr5QmA6HjaceupMUx8TsYhw/VcNwIMiW9g52NjaRarEwKzuHpRlZHB4aZK/FwsNPPo18kR3wS3HGIHX6ouWcOniUuqrv4nDdi4ZGwNePIDxMMtFGZp4bk2VEyDCZczEYVnB4xxb6ursI+QvJyF1KV+vviPQewh+MIklgsBYRHj7OQEsNWZUT8+y6FGeiQrZuPsTxPZsINAeRdE+TjM1A0k1HVeqJ+N5BSfwMS8pDJGMfkFaajWww4e04gabePyoaRBDA7E4jFtqPmhwmFtyLKKegxLtQk9WIshlRXIivzw9CLqIuDbPFhpL0EQu8Rl9DDcGBHqyei/sipeSXM/9xA80Hd9DX+FPiYQGdUSN/TgmF8x+47FSYC6XBXIye9haCx4/ymfSMUQIIQKndyXKfl83bN5N49lF011jGUEtee878R1GaT1BZmMv/HXyPgq4eZkoSJlEk4AtS3z/ECZedwwYjj8y8drFwktuDOx9+gt+1t/H/jh1moV5PltlCXzTC3kiE6JSpPPnUZy56/OX6gqiKwkBLLUPRMK+0NZAiijgtNmakZZFtsrDNO0hHbjEzZ137PFUQBKasvANfz8sMd/wYi/sOAoMfkow5EcRcZH0/rqzCkUELsKasYah9Ly2Hd9FZ3YrO/DCg0d/8X2i+ZmKRBKqsQ9JV4O1qIhkLoTNef7H6fBLREA073yE0UIwkT0XVFiLJaajJvQT6N6IqQSR9FrK+jrSSZSQj+/H3Hj8b6XEGWW/CaI8QHDhOIqwjrs8FQUcseABNbUJvHSIaSCEe0iPqypENLkBDideRiAYYaKoitWQOojjWv+tM5U9BEKhcfT/WlFSaDh7E17sDNHBmGCmaO5eCOcuuWei6GB0nD5A51Me6nKJRm+SiILAmPYdT7U10nDxAZdqDV9TujfIDMRiMWApLeO03z/MVUSRLkhEFgaHBAZo62qlP8RDKyqZy1s2PZpFbj97sLlyQj60IApBWNAXDZ/+Y9qN7ePHUIUjE0ZXPJH3WEnIq507IDywa8FH1ux+Q11TNQ+m52E0Wgt4BTvR18v3BHpS8UnLveJhpy9ZPmCp818OPY7HZ2L5hKx2tr+H3tqE3riQ900BeURE6/blJp8mSS6LLQe2JKhKJAno73qWj9RCwGL1hLmgafu8hEokNfPheNZ/6yteuaGKmaRrNdTWcPHKQoD+IM8XFtDnzySkouqzjVVXlhRdew+edy4IFX6K2tpaWliZiMRc63UN4vf3s3/9HLF8+lW99+2uUlpWxcFEhG97/PWZzFkbjuZDiYKCezMwmFi5czLB3H/19W5AkePiRPPbvC9PUtIlweC0uVyVn1G9BiCPLtbjdi3jl5Q9Yu3Yt5ksY2jkcDj7zmc/w+OOPM9DRirW/nhSn/bqr/oNeP76uHua4xld2Cy0mXL39NLR1TpgIos/IId5z6d3Xy+V4Zy9CIkG1KFKEwBpZJksUSCgKPwuE2IuZf5haNmHnm+TGcLW+IIIg8OxdKyjNy2L7geP8prUTURSpXDCDR+ZNozRntK/G1abE7D98lJ9/5z+pHBrmiYpyAp2dtHr97Kqu5tftHUxbsYqHP/8F5i9afOnGLsD5Bqkms4XHnvsqH775CicP/ore1jbiUTt2t0JaVhqp2bmj9t+sjml4h94ndKQWg+khmqq/i39YRZbXI0r5qOowoaFtqEkf7cf3XLEIkoxH6a0/znBHE6qqYk/LIrNiNgbL5e0SzZmexu4jCcKGpxGtFSiDncSj9UhSGoL4FFH//wX1b0gtzSGjYiVKIkFf3ZuEh1/H7H4EQTjjZ6SSiG7DlubHkeUhOPBb1KSIbNQwFbiJ9DQTGG5EEBZjdRac14MWdKYEarKSlsM7mLbu8Uv22ZlVwOwHCoiF/CRiEQxmOzrjlVc9u5IoEIDu1mbs4RAlGePvIE51ujkYGKS/t5esnGtPIZhoPxCAI7VNqJrGdgRSZZkFeh1pwI5IlJ909sGsKSyednuXaf84cr3MUW12B8/80f/g4K7t7Nq+lfDgAIZsD1OWr2b+8lUX9ZC7XF8QTdM4uellhF0beFqWyc4pQBnso9nvZYNviG53GplL7mTauscx2S9sqHklePJLWfTkY1Rv28xA63cJ9NeBth6zI4ArsxCj3Xn2vYIgIOsr6W3cTMQvIRt09NT/CCVejKT/PIJgJpFoIhnbSjzcga+nGU/BlZmixoLDDLdXE/EPI8oy9vQCHJnFiBfwY/koA81HCfTasKZ+A6NNxd/XixJPIEizQdUI9P8QW6qJ3DnTsaUVkFoSJNC3j3i4HL353KaiqgTQtA/xFNowOoYJDfwEAHu6AUtKKr7Ow8TC+egMMxHEkcggTdPQtP3oTTmEBsP4e5rOluGFc2kw5yOIIvmzlpA3YxFh3yCapmF2uC/7eq+FYGs9c2XduN4zoiAwzWBgQ3Mt3KJ2GgG/j8GGWkKiyA7gPr2eMr0ek6rwhneY30fCLHz4CWwO583u6i3Nx1oEAXCkZeNY9xjanSMGbBO9UG3cv4Wcpmq+mJ0/4j2SnkUiGmFKJIRrqJ+tLg+lS+5CusYdn/MRRZEV69azaOVaThw+wE/+7ZfYHAWkpI2taKCpCpoWQxQFopFevEPNSNJTGIwLEUULmhZHUToJBkRa6vv5y6/8IavuWcGilavxpI819jufeCzGS8//jIM7m4iEcxCldFSlnQ/ePsiKdTO59/FPXfJaampqqKvzkp19N6IoUlFRQUpKP52d3fj97ej107FYjvKNP3iGitNh6s899wV83u9x8NBfIzATgyGVcKQZg6GOhx6ewte//hwAfr8fg8GAxWLhxRdf5E/++Idomkw8bkUUHcTjtcRi7+F2K0yf/kd0dv4zR44cYenSpRfr8llMJhM52VnIyb7Lev+l0DSN2pZ2dhw4RkdrB7JBz4zpFayYOwOX3Xb2u3sxqxWNq/uOJxJJDp6s5VhtI7FojMyMVJbPmT6h/iKaprGrtpH1Bj3lOZm8N+RlVyyOoKpooojFYSXToCcYi03YOS8HZ1kxhTTSfGX+bZOc5lp9QQRBYFFlKYsqS9E07ezfPsrVpsTE43F+/4tfs8Dv5wvlpQiCgFaQh9fn555QhO9095I1d+41CSDncyYaxOpwct+nv8iK+wbZ8e5rfPh6EwUVM5HHyWVXlDBn5mLe/j34hgRM5q8jydkYBT3eYAdqIotEVKF2616SEYGcmTPJnrrgkuaAgYFujr71Mt5OBU2dAoIOOEnjngNMv+ce0i4j5Li3vopEJIOcolUIgoCa5aGjsYlkuBtNUUFXhmbppXDRSA68pDOSP38JLft3ExqoR5RngiCiJo6jt3STO2chAXM+9uIEWjKGqDNiEwRo3EDroZfRmZyoiglIkowfQFO3YEurxGApp7vmN1SsjI7J774QBov9ssWe87lQFEgiEaf+2GHqD+4hNjyI0ZNK2bzFlEybjazTjdwftJGxeJzjL98payxe7zD7du+ivakJUZYpLStl/bwpmM0TV9K+a2CY+uO1/HVJPvXBMC/3D/FS+HSKqU5HmsdFXCejXoHnF4wIpbd6ZZih2sab3YWr5nqaowIj1azWrWfFuvUXNLO8FgZa60ns38rnbU7KTosPanYhRUE/JeEgv0jEyZ63Eqt7bJWaa8GTX8qyT5fg6+1g/8u/YrDDQWrB+GOiqkYRJRFNURjqeJNkfDo601OIohOrXiTgj6AknKhRqN74OllTm/EUTcWeUXTJ+zXQfIz2w0eIhz0glKBpIXprDmHPOErR4rvRmy9uEqppGoNNzUi6uxAlG3oLOLP0RANDxMNtaJILUfWQWmwlo2IRgiDgzp9GxNdPT/XPCYZKEHXFaIofTTuKPS1O0ZInMFhdKPEImqYiG8xEA0McfulHqEkJVWdBJB9NG0SJb0WUj2FNe5xE+CDejvqzIsj5aTDjIYgiFlfqRd9zpUT8w3ScPISv/jgoSYzZhWRPm48rayRSQxCEi47F2shk+rLPdyYVRtM0OlqaOHH4AP7BAUw2O5Wz5lJUPmVCDbGP7d9DyuAAf7FoKe+0NvP9wUGEgB9NENE73WTKMsK1PGw+IXzsRZAzXI9d+mQ8RuDYHu6xWEeZr+qMJnRGE2utDo70ddDTcPK6GOzoDQZmL1pK5ewd1Bw7QkraWMM43/BR9IYh4jEjHc1vYEjIOOUTaFIqIcMCosoQiXiCZHIZkrSc7g6Nt3/fyqHd3+Pzf/hF8oovvNvz/qsvsXNTF570b5KRUz4yqGga3sEDbHz9lzhc77Pg809e9Bp8Ph/RKJjNI/mkgiCQlpZGWtrIgy6RCNHSshn9edEtbrebv/6bv2Dvnj3s2nWQ4eEWsnM8rFjxOebMmXN2oHG7zxn2zZ83j7x8NwF/A+Hw/0PTQKcTKCqaRnHxExiNHlTVRDAYvPwPYALRNI1XNm1ny5sbyQ6GmG0yEE6q7Dhygm1bd/ONLz9DYXYG7txsDtU2Mm2cFIGGYBiv0UhZ/sVL/X6UgWEf//7z3zFwqp6yZBKbKHJIVflww4c88Mh61pRMjEt2JJFgoH+IB01G5lrNLLJZqIvECKkqKbJEoUHPP/cP0TLoZXbure3MPcn14XqM00eOnyTa2s6DOdln2xcEAZfTgcvp4H5Jx+927SD49DNYbdeWejNeuVy7K4WFa+/h2O7/IBw4gd01e8xx3sG9pGWr9Hd10dW8FbdgxRg6SELKIaCfjZKoJxlzIAifRVX99DWqDHUco6+hjtkPPHNBQSAZi3L0zZcY6sjDkf45JN3IRFpVovj7X+PYO++x6FNubJ5LCN6hIAiZZ++fKOvIKz9nfBceTiDpm+jwJYDT4oGchmXWKsSeWqKD20ADg8uFOXMZAfOIuLrmrtHVJOrNA/Q17ELT3iUZf2ukGYMBm2cJ1pS7iUdbSEYhEQ1ftghyNZwRQD4aBRIJh3j3p/9J7PA+ZqgaaQYDPTUnObRnBzULlnDP575GdmEJx6026v1eyh2jd6xVTaM94sNUWExaxpWVOj96+BAv/de/Y+zsYooACU1loyCytySfb3z7GxTmX1tVsjN+IE1dvYjBMAtzM1nqdvJwZhr1oTAaUGQ2kdQ0/nrIS3vfIOV5H79xunng6iuOfFK4mnH6Uikx3acOUhqNUHaeB4MoyZgdbqY43Exvb+TUiYNklFybN9R4CIKAMyOXovmLGO4+gapEEKXRwqKqhFESBzHajAx3b0HxR3CL+5AibxPSVRARU9BinajJfBD+kGTMx0DTMMMdu8mZ2UdGxYVFdn9vM60HjqGp92HxrDkbOack+vF2/oLmfZsoW/XImKqQ56MpSRKxJJLu3LgiG0xYDee8WoIDFehM3lHPwewZq3FktjHYWk3Etw1JJ+PKKcKVMwX5dMVL2XAuOtpk92BLy0JJDKGpP0FJiAiCht7ixux6Er15KkqslXhkZFfpjADy0SiQ68lQRxN1r/yE9N5O1uh06EWJ2vrjNBz8EPedj1E8fxW2gnJOHD/AOlUdEw2iaBrH41EsRWM3li/GZxbk8s6Lv6bx/bfI9PvJkyT6FIV3332DtCUrePgLz2GYoOdWZ1MDU4Biu4M/nDaTjnCI/kgEgyRRYnews7ebd6pPTJqiXoJbVgTZuPHoDf3RXA2xUAA5EiLLNL5/gVWnI0XTCPiHr1sfBEFgxbo1NNW8RG9XNqkZaxFFHZqmEfTX0tb0I6CF7iaBKXGJeaqebHWQuDhITbyavapGv/y36HRrMZqGkeUgBaWfpa3xh7z481/z7b/5q3Fz5P3eYfZsPYLGPQwPygwPNGCx2XCmpOLyLCAS6WLn5g/5xqcewmC48KTC4XBgNEA43IXVOnbxHg53YjCAwz56J89kMrF6zRpWr1kDjIgIDQ0NvPLKK8RjMTIyMli4aBFW60hOptPlIiszHTKfxGzORFFimEzpGAwjk9RodBBZDuN0Oq/qcwhFIuw6cpJdR+rxhxLkZ9lZOXcqsypKLmvCcOhUHVtee58ndTKrivPPHvOYovD95g5++PPf83d/8Q3WrFjEK/VNlA8Os9DtPPu+wVicF3r7yZw7g4rCyxdBVFXl+798GfFYNX+Tm0mGceSzSqoq7/b08+bv3iDlqfVMhO+7cHpf9Iw4LQsClebRDwR1As4zyc3hWkrlXglXmhIzODiEVUniuYDpcYHNhjY0xPDw0DWLIGc4Ew1yBk9GNtMXlLB38++QJDNmW9lIxICaYKB7I76BNwgFNJLdg6xUJKYj4lS78Cp9HI5u5wi5JKX/BjkFWdeE0ebEYLub7urv4cjcQtmy9eP2o7ehiqH2OLL+bgL9wwiib+RYiw1H+pN4O5voPHGAilUPXPR69BYrmtZz4XKG8R6sHgtLx63cci6eWEkmGGg6hb+/EwGBgZYa3HmlZ3PHzQ43Jmc6Ns+foCS9CIjIxmzE05UNktFOdEYB3QWeuZciONRL16lDDLWOpPilFOSQOWUuVvfYSKbx0mC2v/4i+v27+EZWLpnmc33oCAX58a5t7ErLZPXDT+GYMZfXd23liwYjntMpOJqmcXJ4iO2Kwsq777ki75nO9nZe+t53WDQ4wBOlpRgkaSS1KB7iv+sa+K/v/hd/+/d/c80RIUrziTG7nw6dzLzzTFC7ozc2Um+S25/LSYlJDPaRp7+wIXqOwcixge6J7troc0ydR+P+wwx3/QxnxrNnRWMl4WWw/WfEw1U07reRFoT5qp4SLYZObaJd6WKf6qNOuAdJ+hKaGEalAZOzgET0EJ1VL2L15GL1jD+T6m+oIhYqRdZPIzTYgyTr0VucSLpUTM6n8ff+K4G+NuzpBRfsuyDJyHqJWHD8aCtNU0HrQzY4Rx8nCNjS8rGlnfOyiEcCDLWfIhEJIukMOLJKMNnPpZ6bXW4i/mJM9vWoihdBNCPpzonkqtKJwWK6KgFEU1X6W2ppP36YwIAXvdlAVsUUsqfMRme8dMXARDRM7es/Z1FfFw/lFKA//WxZpWnsG+zltQ0v0Z+aRXblXKr2bOad7jbuzcw7K4QkVZVNvR10uFKpnDb/svsNsGvz+7S+9iKfszuYXVZx9n7U+3387IMNbLA7eOCZz11Rmxfl9FAtCAK5Fiu5lnMeNFcYqPeJ5ZYUQXJd5kuGT90KyAYjiqzDl4gz3rIzoaoENO2q8pCvhOlzF/DIZ4Z558U3aG34AChAYwi0ehSlFb1hGaXKXh42T8ESsYJmQlPryNNaceDhTeVVNMdKQEPWSYiijoycx2lr/FvqT1YxZebYie3hPTs5dbQDDRdoMUAAoQWrrZ2SKWW4UxbQ37OB1tZWysou7PFQXl5OaamDkyffp6xsdFUTTdPo6trAgoWpFBRe2OMiFArxg+//mO3bGwgGUxAEGwgHycl5i69+9SkWL16My+Vi6dIKXnt9M5VT/geSZBh1no6Od8nPNzBr1qwrvv99Q8P8w49f51gtiMJs9HonR6qb2LBzCw+uruXLj92DJI01iDqfLTsPUBmLsTp79GTcKEl8Li+T/9nawYETtaxeMIuOnj6e37iNTY2tlBn0DCeSHEfAMbWcbz3zyBXt0pxoaKGnuo6/yEo7K4AAyKLI/ZlpNDW188H+Y3x2yrXnfxt1MunpHo60dDDPOvZh1h1P0CVJLPW4xzl6kluZa02JuVyuJiXGbDYRQSCSTGIaZ+EZigbRdLpLegFdLuNFgwDc+finiMd+zqmD/85gXxaC4ELTWonHahAlA7pEJst1YVbqchAVBxoJMpUTFGoJdETYKb+KZPkWSiKJIEroDGnoTGvpqHqLogVrkPVjRZ6m/Vvx9aQhSknABFoMQWrG7DThzi1CNs6jt34DFasufk3pJdNp3PMisWAVRtvoKmdKwouS3Ef21Iun1fh62qh67w18XQlUNRe0JJLuHVLyLcxY/xhmp4fU4mlYnDuI+PZiSx1dwUVVQsTC2ymYW3rJFKDx6K07RtV7Gwn7PMi6+YBGX+MxWg79khl3ryP9dPW2C6XBBLxD9OzbwbNO9ygBBCDHYmWdzc5Lu7YSWXcfa5/+PO+Ggvzz8SNM1zRcOh0t0SiNJgtLH3+MNevuuqK+79y2ldSebp6pmDKqbKhDr+e5okL+sqGJPQcOsXblsiu7KeNQmpOBarNwyBdgoWtsCP4hXwCD20F+xq1b4neS2w/RYsObvLARsS+RQLyKtLYrwWi1s+DRxzn4+st4u/8aVSkFNASxnkS0GlE3E1e4k4eM2ZRHHGiaE7RestUactHxW2pplQ9isMwhEtUIJ1Ss1sWEBvYz2HpqXBEkGQ3TU11NPDybGCpgBIKI8jAWtxuTI4toIofgQPvFRRBBwFNURNuhvajKEkRptClrPHQY2diPI+vCC3tN0+hvPExn1XHiYQeQCdogsrGOtJJssmeuQhQlUvLLGGo9gqauQWcsGdVGIlKHqGsg7piLkSsTQFRF4fjGV2jc30QiVopsWIKaHKbj5D5SCw6x8PFnMDsuvgHSVXsMZ08H92bmnhVAztyfRZ4MatsbqTu2h1kPfpaihz7H9tefp7ajmemyjACcSCbodqeR/8BnsKVc3pwmGE+iJBNUbX6fNTodczyjU3tK7Q4eiEb5zfYt+NY/gMN17XPcvNJyqja9RziZxPyReY2maRwJBsi+455rPs+1oIX9t7QpKtyiIsjtgsFsRV8+k4P7t1LpcI+paV7lHWDI7mZGceWYY616mef3tk6Ik7AgCCy7424qZ87h+KH9DA/2YzBm0VQbpOrQNPB3sFDQk2dLxZcIIgg6FKUILdHFPMnFcamPFvEIqurE7RnZyTWaMkgqHnq7OseIIOFQkPdfeZNIWI/LsxBZHpkQKmqMoL+eupO1lE3NRVVBUZQx/T0fSZJ45tmH+Od/ep7aWo3s7LswmzMJhTro7HwPj+ckTz/9lQsu7DVN44c/+AnvvNNNZuYfkJs7FUEQSCSCtLa+xr/+6wv87d86qKys5NHHHuL4ie9QXfMvZKTfg81WRCw2QFfXFuz2Q3zms09fNGrlDIlEgoGBAWRZxm3S8e+/fpdDpzyU5X8Fg9559n2D3lO8vOln5GUdZP3yhRdsL5lUaKlv4ln7+E7ibr2eQlWloa2TZXOm8+kH1jF/+hR2HjxGXW8fRpOZR2ZUsGhGJSbjlS0OTjW2kh6LU2AZuwAUBIGFThs/b2gjWlKIUXdtw4UgCCwpL+L1jm62+4Mst1nOfq5+ReFXwz5sORlUZk5szu8kn2xmz5jGS6ketvX2cXf26PB9TdPY2tdP9qo7cDsvnnN9JZwRQs6PBjGazTzy5a+zYE0djSePEYtFMZor2LNhgHBwDYb2l1huzsGqqUTDSQTBTjKRiVHzsliXQb10mKDURhQFwTSyGDBYKogF3yDiHx6T0jLQUkN3dROqOg2jdR6CKKFpoCZ9BAfrEIRmDFYdqnLp+Ct7ei55swpp2vdLkvF7MNnnI4gGYsGTRPzvklYskDX1wpPraMDLkTdewd9bii3tSWT9yAI6Ee2kt/4Fjr75exY89SX0JgtlyxdzYsMGvN0BzM6lSLKDeLiBiH8Trpxh8udcXnnbeCREIhpGZzSTiISoen8jsfBKXNmPng0r17QH8Pe9StX7G1mSmkXc6ATGjwLpbmtB9g0zLW98QX66K4XXujvo62yjoHwqD//hn1NfdYSGoweoDwYwetL55v13UlE59YrTCeoP7GeVxXJ2jqFp5z4zu15HpaZx8lT1hIgg6S4HlTOn8Or2/WQbDeScV/K9OhBiYyzGkkUrMF5k136Sm8MZX5DrYY46EVwsJSa1fCZVR3axJhYdVYYXwBePcVTT8EwZm0o40biy8ln9pT+gu64Kb3cbAMl4DvW7FRBmUOA7yVxrCZGkH+3/z95bB8Zxnmv718wyg5iZZcvMHMcQO8zYQJuUe6g95zs98PV3GL9ym2LaYFM7DI7jmJlZsph5JS3zzO8PWbJlSbZsy9To+s+a3YH17jvv3O/93I8kIcvJSOFWUoQAMxQyHYr9RCKp2BOshBQqvKEoClURXseWEY/XfHIbAY+MqMhDqSk7W1YuEQ234+luQFQqQVAjS5fuVBWbXUZv03u4Ol9EY7gdlbYAWfIT9B5CinxCcmnaEEfHhfQ2nabxYDkId2OwL0AQNchylJDvGG2n3kRU7SKldBGW5DxiMivprn0RpeZ2VPpSkCVCvuNEw5vQpJrQxKRdUgCRZRm/qxdZiqI1WWk4upvK3Q1ozS9gTji32BEN30ln7U858sE65j02+vMAQF9rA5MkaUhEwfmU6E0cqzmNLMvEZxdhfO6vaTl9iG31lSBLGDPymFQ8A4Pt8kTe25PhnbYWpseMnG0yLSaWP9bVUF9dSdnMOZe175GYPGMOB9Mzea2uliezc9CcXWiVZJkPmxpotMfwwPxFV32cP3UmRJCrJHPWMk5UneStljqWxCURq9ERjEY51tfNRwE/5uX3jVuS9aWwx8WzeFX/BFGWZf7xG9/BYFxKoOMAqWoLWrUOv8ZHKORBpTYSjdrQKQKkoeW09zAJSSuwn1Uw+61zwREtuycO7qe7S4vBZEaKVoOyfwVNIWowmotwuw7QXL+N5HSRTsHCparqZs6cyd/8H4FXX32Hqsp/o6UFtDqYNt3Ok08+z+TJk0d9b31dHdt3VJGU9FXs9nODpkplJCfnCcrL2/noo40UFxeTlpbGP/zDt3jj9XXs3/8iTU0CajVMm2bngQe/wKxZs4btPxAIcOTIEXp7e9Go1bS1tbFt2zG6uvyIIiTEwqkjDWQmf2+IAAIQYy2m1zWfj7bvZuW8GZd0g1w0pOm8rYIgUJSdTlH21ZceRKUoF5vKakQRZAlJHp9ClenpybTPmMQfDp9mR6eDAqUSjyRxVJZRJcbxzMJZKBXXri3aBNeO7ooOYuGal8QMuEHGWhJjMZtZevca3vvty8gtrSxOiEevVNLh9/NucyuVcbF87a7l1+RcLyyLEQSBtNwC0nL78zRqy0+w2XMQtTYOfcRDqi6VsCFMOORElvyo1PGEgtUkKUT00R56Q0fIzJ2BX6UmGJFACoDAsDR9WZapP7QHKECh7AQhAigQBFCoLMjk4OsrR5YOk1x86dUuQRAoWnY3GuNmGg6/h8fxPrIEan2UrBmp5C9+DPVFSlRaTh/A2WHEmvQcouLcA45Km4Il8Us4mv6JzpqTJBdNJ3XyPJQaHbX79uBs340sCSg1EpkzUsib/zg6y/BVNL+rl57GSqKRMAgifW2NdJxpIhISUKpllBofni47MZlD6+oFQYE5/j56W05SfWw/6bNXjNoNRhgUIEa+RhkZ+bwoVJVaQ/GMORTPmEM40j9+FmVaR/2MLkY0Ehmyqgmg59xDkUoQCEQiV7RvOJcHMsCTdyzmxy4P/3qqkqKoRLxKSVM4TLVaTeH86dy94PIyzm6FUNQJri2XKolJzJ9Ma14pL5cf5Q57LDlGCwJQ53WzwdGJO6+U3OsgggAo1RrSSmeSdrYc4uSmt5DlfISoixxBgVKhQq1VE/R5ERVmZCkWWa4jWTSiDh1H1i3FHJ+N1mihudmBP+TFpBw+rwl6nTjqOlBpc4iGG87L6hBRqvubLPh6alEb6tFZplzyvFVaIzkL1tByfDt9zb/B16tEEGQ0Ron4/DwSCobPcQeQZYn2ihNI0TkYYm4b/LsgKNAYpiFLfrqq3iQ+dzoqrYHM2avRmvfQXfsWQfc7AGiMMmJiKuas6axcOe2C/cv0ttTh7GgBQSAaDtJWWUlPUx+yBDqLEk9PM/AAOtNQt6dCZcUY8yCdtT+kt7UBe0rm6B/CpQJPkYckVustdvLm3g5zb7/Iuy6NLMsgy6hGCT9ViSKCJCNdYmF4rBhMJtZ++Zu8/9Pv839rqpiiVKIURU4Gg3TFxLHoC1/invlll97R55wJEeQqsSVnkPPgC+zd+CZHWxowR8P4ZGhTKlHnFJNutuN396EzWa/7ucmyjCiqkUQVvmgAQRCx2G24+voIBXuBKOFwBy5lDCazivzSYhRnRQ9X30n0Rhc5RcMtzhUnTqLRzMMe56Sz9S2UygxEhRXoHzAFWcbR9T73PLEIwxhr7GfMmMG0adOoqqrC6XRis9nIzb10nsbRY8dwu6ykpgxvRSYIAjExCziw/yW8Xi8Gg4GMjAz++m/+kra2Nnp6etDrdGRmZY14nJ07d/K7l96moSFEOKyjpWU/Pp+NlJQ7yctfghQNsHf/e7S3nsZqqsFiGt4WOM5WRmPbVjp7+kbttKJUKsguzOXQ7oMsHKEUpDsYol6hZH7m5QWejoXM5ER2KxQ4giFiNMPlkGNON/b0RHTj1N1IEATWTCqkODmBfbVNnOrpQ6lSsiQtmZmZKegnVhcnuAbcd2d/Zsb7733EB7X1aPsLBnEbDMydMwu3x4MpFEINCMrx+Q6OVhYzBLlf3lSIWqKCEr8cRq9WY7Ka8LrchENhIIIn3ERUoSc+JZakjCxEQaC6w4O7dy+JWcZhFuGQz4OjsRtzwsP0tbxP2L8Ole7RQQFAobTh955CazpCaukXxnQ9okJJ7twVZExdiLO9AVmKYohJvKQ9GaDjTDVK1ZwhAsgACpUdWSqmu66S5KLpCIJAUuE0EvOn4OpqIRoKorPEjLiYEI2Eqdz+IU3HKgl4dETDYbw95chyCbaU+9BZsokE22k59SbIHZgTW1Drhop0gqBAqSqjr+kg3/mzzFGvITE9k7DVzoleB7PihgtHx3scRO0xJKSO7O5ceIUCCEBKcQnHa6pZMcK2UDRKuSSxICvzivcPZ/NAzmLS6/irp+7hQEUt+09WUuH2YLNbeW5yIWU56ePa5WCCCQCUKjWT7/sipze8wa/OHMfSXAsydCgU+BOSScsrxePowJqUcdlOqqulv2uZiCzq8JxdEFLrjYCHUMAJhEDy4ot2IWtSicvKQGvsdxYmJxup6zlCxDLcIeDpaiQSMKC3r8bduZVoZCoK5bm5rKi0EvR9iineN6Td7MXQGCxkz72TgLuHoKcHQVBgiElGobq4Szjg7MbXG0ZjHFko0Rim4+t9F09XI7a0IhRKNSmTFpNQECDg7AJBwCEbEZXqYQ4QT08nRz5cT1edk0jQRMBTh8/pQq1bRGzGwyg1elydx+hu+CMG22ksScHBHKgB1PpcvD1m+touLoLYkjM5I4p4I+FhbhBZljnp86CbPGfcvkMDXWHiEhKRLTZO9/WwaIT26OV9vYTMZpJSx2+RKCuvgKf/8V85un8P5SeOIUcjJOQVsGLOAuIu0d1zgn4mRJBxIC4zn5jn/obuhipaKo7iOLKLGJ+H2OpT+KpOctxswzxrCQWL1lyX/tfQ/7CZX5LJni3HEeMWcLTxj0zSJqFQKLHFxBAKeHH2+WmRgrSpoKhsNRqtDlmW8bqr6el6lfnLs0f8wQaDEUSFgczcuwkFfoCz93uI4ixERQLRaCOh8EaSEzu4/a57L+ucRVGk4LyOA2MhFAohisZRBzSVykQo1F/Ccj5JSUkkJY0+SBw4cID//Z/X8XoXkpGxhs7OvdTWBlAqn6SrO0pCgpb09HzS0q20tWuprN9CvH0qOu1QC50sS4ylT9Vt82fyyyMn+aS9ixUJsYPX441E+G1TG8a8TGaUDM9WkSSJE1V1NHd0oVQoKM3LIiV+7Da+GSX5vJOewmv1TXw5M3WIin3c6eKAIHDnzEmDoabjgSAIZMfayZ7I/viT5GYMSBVFkQfuXsuKZYs5fPQEGzdvw3/0OAkeL50fbeDlDZ+izUxn+VNfZNrseeN6nhe6Qc4nITUDk1Ug6A/g1yVxItDObH06Go0WdawGr6uJYECmNtpJ2L6AnIJFiGcDVa3yHryKvcRMWoxwwUOpFI0gS6BUJ2BPewhH45sEvdUolDMBNVL0GLCRxMI07OmjZzaNhEqrIzaz8LLeEwlHEJUjl/sBCKKJSKjjgr+JWBIuLvxWbHmXmr0daAxPYkmchqPhx0jRbARxLR6HB701Hr01E61Rh8fxPs629cRm/dmw+0U4GqUo1XrRY5ksNlLmLuLDD9aTrDeQel4IXb3HzUavm4xVd6EzDL3OcEQi4Pexd9dJ3C4XJrOZyVOmojeMPdx13uKlvLJlM9va2liUeE6AkWSZNxuaCCQmsHDu6CWXV4JKqWReaT7zSi/v+zHBjUeW5FuyJEZrNDPtgedxdbbSXn2SpgNbMXS3k9PVhrDhD9Rq9cg5JRSveXRM4ut4YU1MQxS3odLew2lRxaKoD7tCj8ZgQqWN4nc1EYpKnJI7UKc/gf6sWy0aduJsf43MQpFoUiFNvT7SbOdKjyUpAoIajXE+0WAzfueLhCMliGIhMl6kyA5EcRcpZfcgjlLeMRpakx2taexzLEmKIMsCgjjKOC1okGUVUnSo40yp1mKMS6Op14fI8AyQgNfFvjdfpbsxAWPMM+jMRtyO/0QQHycSzMbTLRCfk4VCmUJvmx6fawPenp2YYm/jQuQxNBhPKpjMoaQM3mut477kzCFlIru726jQm8gqG7lTj8fRQXdjNVI0gik2kdj0vGH31pEYiDXIWbSUjW++Sr7ZSuJ5GWOuUIj3OzuIW3Ibianju5hpttpYtOIOWDE0HF3+nCejhjpax/S6CRFknBAVSpQaHaFTB1jl97IkIRmbWktIinKiz8GHm9+hQpYpXnbPsPfKskx3RzsetwuD0URcYtK4qJSzFi3kyL6XCYcWckqbyMfuShYZMjGJSoKBelxWBYc1dsIKNd0dv8HRlQVyH1pdK7MXp3Hfk0+NuN+0zBQO7z6NWvMwhWXfobtjG90dBwgFd2PUWolGVdx+z2p0esMV/RDdbjfBYBCLxYLqEg6ElORkBGEXwWAfmgtSrwH6+srJzDJiuoyuD7Iss+6PH+ByTaOg4HEEQaC5eScKxRzM5nm43fXU1rWQnJyMxWLBoJ+Ox1dJu+MAWSlDg4i6+o5TnK0l3j783M5nalEeKx9Yw9tvb2BXTQMlGjXeSJRjkoQiK42vP/Mw6gs+i9rmNn782iecrgkSDFuR5RBW00GWzkrmS/evRK+7dCsujVrNc0/ez89/+Rp/X9vIbJ0Wk1JJudfHaZWKsuULWVzW39/ccaR8zJ/hBJ9PbuaAVACzyURHVxeuw0d5Vq9jUUYaWoWC7kCA9+obWfeD76P9ax3FZcNt15FIhMaGeqKRCAmJSZgtl84QGXCDjCaEGMwWyuaWsO29zxBjF7CpaR1afysl2kQEKUCIVprjrZyQJBQmH821/4Yg2JHlJsw2F0+/sJIaXSG9/jA23bnxQWMwobeocXefwRx/J/G5cXh7duB3fQqyhNZkRxD0ZM++7YruNbIkEfS6QBDQGMyX3IclwU5fawUwvOxIliWkyBmMsZeXBeTubqPpWB1a03PozFMJB5oIuNtQ676BqCwk6D2Ox9GBLSULndmOt3cqAfcWIsEWVNpzAYWBcAi7roKswku3Q1x014N83NPN9w/sobi9hXi1hvrEGcQAAMQnSURBVLZQkAqVGvOi5cxfffcF1yZzbPdWyjfvoL1NRpbNCIKLxKS3uf/hlSxdfvuYPv+ikhLmPf4kf3j1ZQ5WVDDTpCMsyxxwe+iIi+WJF54lNubKROULS2EmuLUZyAW5GRlLlxgAvTWGvqqTlLQ3syYmnixD//yt0efmo5P7OelzM/WJb43YLSTo8+Dt6UQQFZjjk1FcpngwEkn5k7Ekbae35SRdpsm86zzIKm0KCQoT0UgXPrWTw4YYGiURWdpDT5MbWRYRFVXYkgWm3/Mg9pRMNm48OkQI0ZliUShPIYVbMcQ+gkp/hIDrAJHQO4iCCpUWdJYkbKmXJzoPIEXCREI+RKVmxODs89EYrKg0UcKBKhSq4Qtp0VAjCqUfjXGoI+/8JhYjZYA0n9hPd5MSa/JXUCiNODveJxIyoTHchywF8fYdw+9yojNb0RpS8PQU4nHsHSaCBL1VqLVubMmZF70OlUZHwb3PcHD9r6hrradMVKAWFVSEgjSarcStfIiY9AvCXIN+Tmx8h6YT9QS9BhBUKJR7iEnTM2XNvVgTxyZc3HbnvbzZ1MB/H9jLdEEgVW+gK+DnQChEtHQyDz06Ntfl1XIzCCC3QigqTIgg40rD/s1M6u3m7rScwQAztahguj0eRW8Xr+zfgm/6wiEKdmNNFVvfW0/PiWOIwQCSRoutdDKL77qfzNyrW4HJL5nMXY8s5oM3t+EyxvJhqJd9jv0kym6iagkhOYuspbfzb3fdR+WpE/R0d6LRJFFQuoqs89o7XciU2XPZ+vEBOts2kpC8iqTUO0lKvRMAR+dOIpFXmb1w8Yjv7e7upqurC61GQ0Zm5hBb7ZkzZ3j//Y/Zv6+KSARsNg23r5jFmjVrRhUxZsycSUbG2zQ0rCMv79kh9d4eTxOh0E5Wrlx0yTyO82lsaKC8wkFS0tODIVVebw8qVb8dUa9PxuNpoqenh7j4OOLjTNRUG3B7z93cZVmmu+84yLu4Y2HZmI5/99L5lOZmsePgMSoaW1CpVawoLWL+1BLMxqGrhh2OXv7lF+9T3ZhHRvLdGPUpSHIUR99J3tq0jkDwfb7z7ANjmmAXZqXzN3/xPJv3H2H3oROEgkGSSgt4YvY0Zk/uF0BC7c1j/vwmmOB6cbntcvucTra//zH36LSsSD7nBIvVankmJwvXmUo2ffAeRZOnnJcBIbP1s03s/OB9/I0NCFIULFaKlizl7vsfxGS+eMeCS5XFLFp7Lz2dv+DUwSM0GNJ4yXWGRHcldrx4TSpU2ZNYeM/DJKVnUXP6OEG/H7OtjIKpM7HFxjMLeGNP/RAhRFQoSSubxMkNOwgHpqDWZaBOycCWArIUwdn2WyzJccRnDQ/tlmUZT3cb4aAfnck2JINDliRaTu2n8egR3J0eAMyJJjKmziDpbCnLSCSXTKPl1If4XUfRmacM2ebt2YLW1EVy4aqLfo4X0l1XTshnx5rSX/ccCXUjRUWUmhwEQUShSsTXW4M1SUJvi0PdGU/Q20040D4oggTCIfSB97HEuyiZeWkHkEan584vfYuaeUuoOryPmh4HuphY5syYS1bRpGHj/NE9O9mzfguSdDsZmbejUpkIh920tW7iVz/7ELVaxYLFS0c52jkEQWDNPfeSlZXJ7m1b+ej0UUSFguI1q3hq8QKyMq7OeXV+Kcx4E2hpvGb7nuDW5GJuEIC2yuPoq0/yRFIqtvMe3jMMZh5Xa/lB/Rlayo+QOXX+4Lagz0PVrg14ju5B63UhiyKhuGTiZy0jc9qCq1pYVGq0zLj7fva/tY7eFpH9qlhqvdWkRntRi0F6bWYonsaC1Y8ScDvpba0HolgTF5OUPxnl2aDXAZFg48ajAKTGpmCMU+Fs/QBDzLNoDNPRGPrzdqLhbvx9PyE+P3/EUpZoJITf2QWAzhw75DXhgJfOqoN01zUQCYKokLCmxJGQPx29LXGUa9Rjz0ym9cQW1LpiROU5kV+WggRcH2NNUWOISRn8+1ha4DafqkChnInirBMwEupCIBNBUCEoVMiSBZ+rB53FhikuDp/TRMB9AEmKDrZOj4QceHveJG1yLNakS491tuQMpjz7bVpPH2ZnzWnkcAhdahYFJTOwxKcMea0syxz58E3qDrrRWZ7FllqGICgIBVrorH2bfW++wYInnxkxKNUTigxpbqHTG3jkG3/JsX17OLVrG/s62tFmZFI4dyHT5i4cczzAeDAj5fod61ZmQgQZJ4I+D6HK48wYoUsMQKklhpiWejpqysma1p/g3ttSx1sv/57C9nYejk8g0Waj0+9n864dvFNdyV1/9tdk51+ZAgz9E6clq+8kM6+AQ7t3UVepw9mXiDbOQm5xKVNmzyM5rb++MjFl7BatpNR07nr0dt5+5V3qqyowWWaAIOLuO4JGe4o7HpxH1gXn3d7ezhuv/5GduyrwegRUKsjLs3L/A3cwb948Dh06xH/+52/p7MgiLu4Z9HorXV1VvPjzrRw7WsHffvcvRxRCtFotX/3aE/zXf/6W06c7sNvno1JZcDrPEA7vZsmSBFauvLx2hD6/n3AYNJqByb+AUqkmEOgBQKFQI8kC0WgEAYGiwjzaW7vpde6jolaPSmUlEKzFqK/n4VXp3D537CFyOWnJZKcmUV7bSHVjC5FolNYuByaDfshN/NPdh6hqsFOU/dxgu19RUBBnK0Op0LPt4E9Yu6SBkpzMMR03MdbOY3fcxmN3DLcgfh6w5ueQRQ11l16kmmAMXI+SmCtxgxw9cQpFdzeLsod3+BAEgSXx8Xz/+HG621uJS+qfLL23fh0HXn6JRTLMjY9Hp1RyqreXDW+8xs9ra/ja33z3kqUNI3WLGUCr13P/C19l8pzDnDxwkM4WLeGQC2VaKtMnTaF42mwM5v4JaWrOyML4I3Mzhwkh6VMW0NvcRMupHyCIM1HrcolGnIT8ezHa2yhdeW9/54Hz6Kw5Rc3eHfS1epAi/YGkCXnJ5M5fjsEWT8XW96jZW4vMHHTGKchIdNcfoadxO56eTvLmrx7xYSM2s5Ds2VXU7PktQc90NMbJIEcIeA6h0p6kcMlsjLEjT85HIxz0Iwi2QeFbFLUIgows9SIoEhFENbIMshRFqdZiSTbhqO/B6/gt4UAdEUnGrjuDJd7F3c88jG2MThSFUkl+2XQyC0uoOXUMV28PHmcfXlcfZts5QS4QCLHnk82EQwvIyrlv8O8qlYn0jHupq/Hx3lsbmTN/4YgB5BciCALFpaUsK80Ars+K4ngxEYo6wQBjcYN0Vx5nmiwNEUAGMKvUTBFEdp0ngoSDfo6t+wVJFUe5y2gm2x7f78LuaGbbe7/jjMdJ4eKxdZUaDXtqFouf/iLNpw7SWlGFz2mgTRXFnppFRuFU4nOKBl0nqSUXn/OtWDGFjRuP0twXQJU7G71/Bx7H/6JUz0FU2oiGGpGi+7GlSSQWDnXPSdEInZX76ayuIegVQAa1QSIuO4vEwjlEI0Gqd7yPs92MUnM3SnU6UqSXjjN7cLZ9Qs68JZjiR84tSiqah9fxAa62/4dCNQ+FOgUp0kM4sAe9rY20aSsQBOGS7o/zCXoDKNTnhHRRoQPakWW5/14haJAi/YK6KSYBd1eEgLeenqb/h0qTQzTSiyAcJzFPx9Q7Hh+zmKU1mMmeuQRf/iQ6ayuIhAJ4e7ow2OJQqs7lfvU019J8sg2D/Rtojefur2ptCtaUL9Hb/G80HN1D8dI7x3RcjUbLrEVLmbXo0uL2BDeeCRFknIgEAygiYcwj2PMAlKKISRBwhwJAv/rYtO19Vne086W8fBRnHRF2jZZ8i5VfVVWyed3rZP2f/3vVpTGZuflX7Sq5kPm3rSQuMYl927ZTceIVkGH6/FRmL36YkilDVwQ7Ozv5/773v5w+bSI+/hlSUvIIhfo4fnwr1TWv8dWvuFi//lN6e2ZSXPzM4KTWai0kEJjL3r3/zgcffMCjjz464rlMmzaNf/pnMx9/vJE9u98gHJbJzTOzYsVSVqxYMaa2twPIskxvby+O7kY62j/FHjOFhPgEkpKnUXlmN5J0O9FoGKVCRqPtv0EHQ40UZwd4ePV82rvqcfvCpMSbWDxzBSU5mZf1/9fh6OXFV96ivaIKSyCIDHys05JSks8Lj91HrM2CLMts3l+DybBmUAA5H6spl5bOVA6dqhyzCDLBBOPF9SqJGeBy3CA+nx+tDLpRHjpjNGq03l4Cgf5xuq21lb3r3+QRrY7F52UILU5KosRm498OHmD71s2sWjO2CdJoZTEqlXqwk8iVcqEQolCpKVv7KLFZB2g+fghvz3bUepHM6bmklT2BMWao6NB25gjHPthEyD8Dg3URCpWVkL+BhsOf0tf2Gjlz5lJ3oBqN4YtoTedS57XGEnx9edTseYX47GKsI9iVBUGgYNFazAlHaDp6CGf7PgQBUkvjSSu7g7js4Y6UixEJBfH3OfD21hINn0Klt6Izp6LSaQn7t6PWP4QU8aDSiIM5XFL4JCml6dgLC3G1HaMkxUJGQTElM+ZhjR25reFoVBw9wP4/voyqtZkYScYtyxyz2clctooFa+5DoVTS2lBDyBEhIWnkyXBC0lIaG3ZSXXmGwuLhAeQXIkdCl3WOY2GiFOZPk5u9Ve6lkHxurBcpY7GoVEi+cyU/Tcf3Yas8zjOJQ50jCYl6Ynq6eH3XJ7hLZmC6TKH1QnRmG3lzb+/vJnKVnO8KEafehs1RSU/9u0QjEnqbmtjsXGKzyoY4PGRZovHQRjoqfShUa9EYJgEiIf8Jmo58RsC9AaVGi7PNisH+9SFuDrVhKl7HKzQd2UXh7amDLovzUWkN5C28k66aI3TXfkw4IKFUQ3x+KnE5a9Ca7GNyfwzgc/YQDvbQ27yPkCcNrcmC1jgJQXEYKVKNQpULsnvQKSPJITT6OgoWLkSjF3F3H0GtV5NcsJikgjKU6rHP5aORMGe2fYDnwFbsHicGBLoFgcaEVDJXPURibv8CSkfNacKBFExxw4NnRVGDSjeHphMbKFqydshcfiAQdYJbm5taBNm48eiYfmg3AxqDiajeSLPXTZrhnGNBkiQCrl76/F6avC7sZwd2V0cLyoZKlqclDQogA4iCwPKkJL5/5jTN9bWkZeVc12sZK/klk8kvmUzkbGu+0Vaz3n/vfU6f1lFQ8B1Uqv4VU602BrM5h7o6Cz/4wcsEgyays+8dUs7S/7pYTKYlfPrpRu67775RBY3c3Fy+8Y1cXnghRCgUQq/XX3aCfTgc5le//A0ffXyCvj7o69tFd3cmdXXdJMRnYDIdxun8MZI0lfh4I1aLhe7uw7S3/Z47Zsby9N2rrkqw8vj8fP+Xr6Ivr+LbSfFkJ/c/SFZ5vLyy/xjf9wX47jeeRaNW4fVHhrXkHUAQBERsBII9V3wuE0xwtdyMbpC4uFg8SgWd/gDx52XmBAJBuh097OzupsdgIFMfJRIJcWj/Xqy9vSzIHx7YHKvVMketZt9nm8YkglwqH2Q8GGjv+saeegBsOjXpU+aTVjYPORpFEMURg96i4RBntm0lElyINemhwXFMp7KjMRTR1/p9yj97h0hwDqa44W33dJZZ9LVso6388IgiCPQHnSYXTSepcBqRYABBFC5Zpz4S3t4ujr73Jt31HkJ+N0HvIUTFDJSabnSW6YQDWwl6FchyLIaYBCTJh7dnG6JiG8mz5pNQPHPUNrhjof7MKfb++ics8npYnpyGRa0hJEU51N3FO2+/wS5RZO7q+yi2KVk/xFE4FI0mhnCYQcFtLCQy/lkP17IUZoIJRuNiJTHqmETqTx8+5xY4S9DrJujzcKa7g3BGweD27qN7WK5QjugcKbPFsrWpltaKIxQsWD1s+41mwBUi62dhTZ1JqkWNICpHnEu6O+rpqu1BY/wKKu25h3adaimRYDZdNd9HUDhQ6V4YIoBAfxcsnWUVXsdxPJ0NmBOHdzOE/rKYpOL5/a6ScAhRqUJUKPvFj17fmJ/Jmk8d4uhHn9DTAgHPaUL+dsROLxqDgNaYiM/5SyKhlQhKFQZrCuFAK+6ut7Ek9VF629MYbJcnTF9Ixdb3UWx9n8cNJkqTM1GKIs5QkO0dzWxb/2tUj32dmLQcIoOOwpHn7kqVnXAg3N8b/YLXnF8Kc7MgS/INL4WRfa4bevxQezM9x8+M6bU3bZ+z8xOUbwWUag2mKfPY4/PgDvev2PicvXSXH8ZfeYL9teX09Dno+HQdpze/g8/ZgyoUJEU/so06VW9A9Ptx9fVdx6u4MpRK5agCSMDvY/Pmo9jtywYFkPNJSVlJW5uI0xkadbJoseTT2xOkbwyfhVqtxmg0XlELv7fWv8W69eUYDV9m3rxfkJioAjYgRV00NfWiVhcgCBtA+P9Qq1+h4sy3CYVe5J61iXzz8bVX7djZefgE/spavpWRSo7RgCAI/V1+TEa+mZ6Ms7yavcdPI4oiqQkG3N76EfcjSWFkGom1XTq4cYIJrgXX2/4+1hXtKaXF6LMyeae5BVmWkSSJqppaDu7ZR8Wx43xUU0tnWzv/8o//ypFDB+l1dJMCw4TqAdINRrzdXYNC8KW4mjapl8PAQ36vv78rliAIiErlqEn33fUVeLpkjDErho1jokKL1rQUR5MLUTm89d/A/hWqXNyOvkuemyAIqLS6KxJApEiEYx/8ke76OCyJ/0x8ztdRaU+AcJhIyIenW4taZ0aK/hBR8T9Egr/C1fEPaAwbyFwyg/iiGVclgMiyzOGNH1LW18t96VlYzq5MqkUFc+MTuUtvoHrTR3hcfcTGxqE3gNtVPeK+3K5q9HqIib10N69r4QK5HtxKeSA9Z2qo6x77SvMEV86lHh6TSqZTo9VT4eoD+p1fXdWncJ85RmPNKSp6uwiXH+bgqz/C09tNtK+bxFFc2KIgkCpAwHNjH8wuxooVU1ixoj+HqsUVprnPP+LreprOIIXzhwggAyg1GUjRIgJOF0rN8HJPAIUqAUkyE/T2XfKcBFGBUqOjxRWi6az4MVYBpLe1nsPvf0LAs4zE3J9jTZ6FqPgYaMHv6iMcyEalaUWKfA+V+hd4HP+Fr+/fiMtqYM6DD1+1AOJzOvAe3MadBhNTbLEoz973LGoNa5MzKHP10LB/CwB6ix1ZbkCWwiPuK+SvwxhrGnLvnHCBXJpbIRQVbnInyK1G9qylHDh5kJ9Wn2SGIBLn6sUQjVIlCtTpjXw1Ix9Zhg+2vEtz2XyUajX7W3pYnDG8Frk7GEBWa9AbR28reCvg9bjxeiVMppFXhNVqE4IYQyTSiCRFEMXhX8lQyIlSyWWVtVz2eXq9fPTRHoyGO4iJmQLA9Ol/RV3d27S3f0A43EVfXyvPPLuCKVNKEUURpVJJaWkpqTGWcfnBHz52mqmiiFU93AYaq1EzGTh07DRLZ03l9rnFHK04iMc3H6N+6INJS8cO4mw9zJ96eVkoE0ww3txsbhCVSsVDTzzCD/7pP2jcd4CCaBRdbx+IIoeBpOQk/qG4kJ1Nzbz//f8iZsZcIrI8bEVygM6AH3Vi0mUFL18sH2Q8Ob88BhjSPeZCgl4XkmRCobKNuL0/SFRDONg56j6kqAvVCGPXeNJVX05PUwBzwhdQqOwY7EsQFSbcXZ8R9B4jHGhAoQox/f7bMMYkIEcjqPVGlEm5qLSGqxJAAFw9DtxnTjI3Nn7E78OM2Hjer6/B1FtHyqQlTC5LZuf2DzGZ81EoztWhS1KYjo6PmLcgidS0sf0+xtsFIrsc18UFMpEHcuO4mVvlwuhukJi0XJqnLeSlLe8yt72RNJ8Ha8BPj0LBAYWKuUkZzIhJ4ONTBzkd8CJrdfT2eEY8hizLdMmM2EnmZuN8kWEgPBXOLQoHvX5EZQqjoVCmEJJAjo48VshSEAggKi4+Tl9O5sdI1B/Zi9+dhT31PgRBIDbjeTT6j3F37SIc8BD0VZFWmkjO7HvR6I3IktTfkjYjH/Ey7qWj0VFTjt3tpDQlc9g2QRCYYbZxrOoEAa+LpMKp6Lbtx+PYiiluaJlTONCKLO0no2zmsP3cjC6QCS6fCRFknAh4XJRv+AOqnk7qI2FO9HSSEIkQr9WREJPE2qR08kzW/hf3wGvVJ/DFJXGwpYFF6XFDJlSyLLOtvQ11XgHp2bkjH/AWQW8w4JejqAKdWCzD1etIJIDREEUQonR17SchYWhCvyzLdHVtZ+XKbKxW6zU7z5qaGjo6IqSlnavJNxiSKS39Gvn5TjyeZtra/os771zNtGnThp7jOFm//B4fVtXoP0mrSkG7r3+FYOmsKew/WcvmfT/GoFuMzVxIVArQ6TiIRn2Ap+6aQkLMyA80l6K5o4vP9hzi2OEThIIhktNTmFuQTr4kI97EE6oJbi5uxmyQ46fKWf/GOqJ+P1vdXt7u6iJdFIg3m5mfk8V9GenEarXkmkz0namiqqMdv8nIsR4HU2KGrth7w2F2+3xMXXZlbWavZVnMAOeXx1zYRvd8VFo9Al6kiAdROVx4j4S60Jk0IJwhGvEMJv0PEA33AseJz5s73pcwhL6WOqRINkr1uYUDnWU6WvM0oqFOvH27Ues2ULzsXgRRHBSArlb8GCAUDCBGIpj1Iy9OqESRRK2SgD+AIAg89PhDNDX+hKoz/0FM7HJ0+iT8vjYc3Z+RntnBw098/ZLfnZFcILIsc+jYCbZt3U796QpEhZLimdNYvnQxOVkTk/MJbu5WuTB6QKosSVTt+ZRAxREC0Qhv9XSh93tJV6owWe1MScpgbmwiSlHkcU1/p5juomkcbGtkViSC/gJXcrXHSaNOT3b+pOt1aePC+ZkhA6KETxaQol2jvkeWnWhNSoLevSi1+cPGlqD3EGq9D1NC5rD3ni98nH/8y0WWZdrO1KPR3z94fFFUY0m4G1PcaiKhLvpafkf6ZD1Fi9Zc0TEuRTQUwCAw6AC5EJNKjcLvJRoKYbDFUrJsHsc+fo/eljZ0llmIopaAp5xIcBtpk0ykTZ49+N7LcYEE/D4O79nJqZ1b8XZ2oLXaKJy/mBnzF2O8RFe5K+FmaI17qzEhgowDkVCQ4+t/RVrFUVbbY4kvKOPFk/tZHYkQI0koZIgznPvCT7LGYG+px106k509XaTU1XBbUgpxOh3dAT+bW1vZrTdw2z0PXtYK40jIskxDTRUdLc0olEpyCoqwXWYI3NWgN5oom5nP/s+2EBc3e5jTo719GykpMGfuct579w0EQSQ2dgaiqCQY7KOx8R1iY6u4866vXrNzlGWZmpoa2tqqCARexmBIJSFhPnp9f4iWWm3BbNbQ1aVFkqRrdh4JKQlUV1SNeo5VwRAJif2Tf41azXeeuY+CzF18smsDXT0fIYoyM0oN3Ll4HvOnXl7XjAFOVtfxi1+9hqW9i9v0OkwqJeWHT/DHA4fJSEvh8TlTRi0NmGCCkbhZ3CCVNbW8+N8/YFJ3N3+enclpu53XjwR5RqHAJ8vkqNXEng07FgSBJXGxVDTWkDJ3Hi99upG7QyHmxMWjVSgo7+vj3fY2goVFLF52+R2VLswHCQUD1JWfxOdxozeayCoqRa25/HKR0biUKyQ2sxC9bTPe3h2Y4obWzctyFL9zG6mT8/C7fPQ0/gxT3COotGnIskw4UI+n+w/EZatIyJs8bud8IdFwiL7WOnzOPgTx96h0WejM0xEV/Z2zlJoEVJokBEGJjEzfOAsgACarnajeSL3HTYphqBAiyTLdAT8uhZLY+P5xOiMzi7/+u2/x4fvvs2/373D2CWi0MmvuKeSOtY+Qmn75LhBZlnlj/bvs+MM6Cv0B7jObCEsS+9e9w/9s28HjX32e+bOHr1yez/UIRL2VSmEmuHFc6Aap2rOR4Cd/5AG1hql5pbxZdwZLVxvzRJGILGM3mAYfbs0qNWWCwPZIlPb0PF5prGK5PY4sg5mQJHHS6WCD14Nyzm1Yk65eHPQ5HXQ3VCNFI5jjkrClZF11GfSlOF+MaE2HD378Fi5PM6LqXMirUaMkGu5GEI6SWDKdruoj+HutaC3LEBUmZDlMyHuUaOg9Eidn0hFQQGB8RI8L8bt6cXc3EvRvIhxsQ2cqQ2MsRBBERFGNWpuCQhUD+C65rytFb42hWxBxhUOYz+sEM0CTz0PEYEZzNr8xe8ZitEYzNfv30tO8H1kSMFiVZE4rIWfm0iHdZGBsLhCfx80bP/5fwocPMFOhIEVvoLuvl30V5VTs3s7D3/rONXkWm8gDab6s10+IIOPAYE/zxFTsGi1dAT9qBKZo9SSKIiddvfh6uzHG9E+MVKKIQQAhLhnufob95VvY21iPKhwmrFIhZmax9L6HmTR91lWdV3tzEx/8/ld4K05j9PuICLDDYiNr0TJWP/QYmnGcZF+MhStW0lH9S8orfkha6t2YTNmEw27a2rYRCn3EE08s5q6770Kn+z2fbPgtZ878EUEwIQidZGQo+dLzT1JcfHndA8ZKIBDgpz/9BRs/OUlXVzJdXV5Uqn1UV28iL28FGRn3IAgCPT1HsVhl0keYtAp6M5GMKYh1h9l3vJxN+05QWd+HVqNg4bQMls2eSmrCpQe7+TPK+OXOAxzpczLVOjTPY3+vk2aDnrumn1vN0GrUPLxqKfcsm09XrxOlQkFCzOgBT5f8LIIhfvPyeoo7HTyfnT440VgSF8Pxjk5+eKqSPfF2FuRmXtH+J/j8cTO5QT54/2MyOjr5cmE+oiBwyNFDnELBQouFZp+PuoZGUpOTBsvubBo1gt/PM3ffzgfxCazbtIl1NTWIskTUZCJ+4SKef+55bPaxdaa5kAEh5Miu7Zz4cB3KthYM0ShehYJ9SSlMuetBJs9ZeMWfxYVc6AqBc2KISqsnd95MTn7yMa7OCAbbIkSlmUiwGY/jYwz2KnLnPYRKo+P4x2/R0/RfeByxgIxS3U1SoYXSVQ9fUc7HWHB1tnDsw7forOoj4Eok7A8giB+h1m3Env4UGkO/yzDkPYUtz4YzKI0qfvi9Hk7s28mJfUdw93qwxJoomzOTkplz0egubpnX6vWkzF3I9nffZLI9BtPZybEky0iyzL6edrT5BZRMOicGpaSl8fxXv8ojjzvxuN0YTSbMlrHlNY3kAjly/CQ73lzPExoNC9LPtbZfmSzzWn0Dr/3itxTk5hAbM3LG1gATpTCfD27mkpgL3SABr4ve3Z/yoFrD7LOdXCJSlByVmll6A1UeF30dLWiyCwffY1KqUUgRih7+MuUb3qS25jS63m4kQcBrsWNadjeli64usy0SClKx+R18R3djdjtRAfUaLdUZ+RSufgRz/MhZSeNNQm4JpfMP0HTidXTGe9CZywCBhpodRP0fok+UkFNnY1DX0lv+Kb3dO0GOA1woNH2YslOIJk9j5TVqOFF/ZBcnP92O2xFD0Gsk4GynT3EYgzWFmIznUChNSFEvgliJOX72Rffl7Gim8dg+WivrkCJRYtITyZg8g/ic4kv+X8bnlNAYn8L2rhbWJGUMeb0rHGKPz4N5/srBbjOCIJBSNI3kwqn4nD1I0Qg6s22Y+HE5LpBN772F8uBe/iwtkzidbvDvS8MhfnL6JB+9/jse/8ZfjXl/txI3Og/EcaR8zK+dEEHGga6KI8yQZexnRQWzSo2gVFEbCZOh1RMDdPadE0GcoSAOUUGMxY45u5QnHruD2spyPC4nBpOZnIJilKqrq63udXSz/of/RUZtNXcnpZCRkkpEljnq6Oatd9fxjs/LQ8+PbMWVZZlIOIxwNvdiLLQ01LFv+1ZOHalCikpkF6Qyc+ECCkrLSEpN5+/+7mv88hcvc7r8v2huFolE/ei0bubOK6SwqBCVSsXzz3+RtWtbOXLkCIFAgIT4xcyYOROt9tqJNS+99DLvv99IUuJfkJ8vUFfnxWQqJhjcTXn522g0Nmy2Urq63uXe+4qJjx+e3wL9XYB+s/5j3trUQihcisl4Oz1OP79+6wCf7F7P3zy3kkl5I4dVDTClIIepy+bzy43bmO/yMN1qQQYO9jrZDcxec9uILW81avWYRJZLsf9EBaGWNh5NTRpmI5ycEM88p5s9Z2qZn5NxzVc/JvjT4ka7QfqcTqoOHeHZ2BjEs9/deK0WpyDQFYmSqNPS4HLT5eghNbm/FW61y4PCbCI+Lo5vPHonZ+5YQ1VVNeFImOSUVDIyr34VUNVykuO//zlLI2GWJKdiUWtwhoJsa29ly+9+jlKpGrVtbv84HUKpUo/pPCRJouLIATi0l7bGTpqdQeLys0konklyUjLpUxchiApq9n6Gu3sTclSBLDnRmkOklExDrTeit8Qw59Hn6WmqxtXZv+JiSVyALTXnmo0JIb+Xo++to681E1vqd4iE2wn7Y1Fp4wj5X8fR8BLxuX+Bz1uHJB4loXTZqAKIq9fBH3/+InXlEZSqWWi0CfR2t1B7ajunDh7h/udfQG+8+EranBVr+aCynB+Vn2ChyUKqwUhfKMgpbx+1CYk8+uwXUY1w/zZbLGMWP87nwiyQbdt2kOfzsSAtdcjfBUHgwfQ0DlZVs2PPPu5de/N1wpjg+nKzl8QMMOAG6awpx+LsYUrSuXuFRaOnVnIgIBCv1tLj7Bkc9wAaQgFUsYkYbHFMf+SruDpacHW3oVAqyU3NQWu8urIDWZY5+dHrmA5s4X6TheKUTBSCQIvfy6bKY5zwOJn8xLfQW0YWHaVoFFmS+oOpxzBGBr1umk7so/H4KQIePwabkfTJZaSVzkSp0TLjnsfRmt6l+cRv6W1RIUtRTOpebFkG8ucvJ7WkDKV6FuHg3bRXnsDv7kOp1pCQW4rBemWC/Vhorz7JkQ93IEt3EJc5ja7adhBzERVu3I5fIoi/JybjBZzt6zHFhkkunDLqvtoqj3PwnQ/x9SWj1t2BIKqpP3SK5pPvU7S4nsJFd1z0s1Sq1GSueoitb/2avqZaplvsmFQqmnwe9vg8tOWWUjZr2bD3CYJwyc9oLC4Qj8tF7c6tPGKxDRFAoL8U5874BH5+5BDtzU0kpqaNspfL42boCnMrMiGCjAOSd2hPc41CQW5MPNta6pkqRVGLInKkf+VNlmW2dbXhTUilKKeYgAxKlYr8kvG1ER/YsQVzbRXPZ+ehOytkqASBmXHxmFQqfrp7O43LV5GRcy6nQ5IkDu/ZybHtm3E11IGoIG36TGYuWT7kdRdy/OA+Xv/lOnq7kzCY7kAU1ezZcowje19h9QO13LbmHvLy8viP//weR48c4be//T0nT/YRCCaxfbufgwd/zqRJcXz1q8+SlpZGcvL1UdU7OjrY9OlRYmO+gN1eitEYwuc7QWfncQQhm2CwgGPHfkh6ejKzZ1t46qnHR93Xzt17WPdpKzbzF4mxlgz+XZKWUtnwGt9/eSM//tun0WlHD3cVBIHnHljDxuQEtu3Yx47W/lU0a24m9yyazW2zp11T8aGhrYO0qIRtlHDDSSYD23ucBMIRdNc4APFGkZUBdcPLlCe4Cq6nG2RACLnQDeLzBxDCYWLN5yYJ02LsvGky8Y7LxXNmMyoY7PLSFwqxqa+PqWtWYjD0uwMsFgszZkxHUA63114JkUiETev/yFohwrK0zMG/W9Qa7krPIlxfw96P3qZgygwU54nRHmcfR3dtoW7XNiIeF0qjmaz5i5kyfylGi3XkzyUa5ZM/vMz+zyqJRiahNy7Cigf30X10nHqN0Jo7sSRnkz5lAcnFM2k8soOaPVvx9okEPOlU7Wqj8dhvSJucQ8GitcRk5BOTkT8un8Ol6Kg8Sl+biCXxWUSlEXuaBkdDPWG/G8QV+F1Haa/5e/Q2kQcem8vSe9aOuq9N69+k5pSO5IxvoTqvxXgosJzyw99n+4fvsOrhJy96PiaLjbVf/zb7P9vA+j3bkd0ubGY9GQtX88yaO8kdoZ3ylTBaR5jGM1WsMY082VUrFBSKIg0No5eiXI9A1IlSmAnGyvlukEjQjwEZzXll4GX2OD7obuNoKEi+QkQMh5GjUVDBGVcvlRotKaX95V+CIGBJTMWSmDrisa6E3pZ6pBP7eMgWS7bxnIiZqjfyqEZHb0sdjcf2UHhBvkVPSz2Nh3fgP3MMIRpFTEwjcep8UktmjBr+6XM62PuHl+lqUKJUzUWhjsNX10xHzQFayk8z6/4nUev0TFv7KPnzuynf+h4NR08RCZjpa4/jwFt7qNixh5JlS0grnUnapKtzk48VWZap3b+bcGAS9tQ7AAgnh+hrrSYSsYKwEmfHT5GitViTQky/627UupE7YwY8Lo588BFBzwLsaQ8hCGcX5GIW4+vbT/m2l7GnZJKQWzLi+wdIzJuE6tGvc2r/Fo5Vn0T0eYkYzJjnr2TyrKWDpTBj5XJcIJ3trYjOPooSk0bcXmS1oaqupL1l/ESQm4EbXQpzJUyIIJeJLMsEPS4QBDQGU3+7P3s8zZXHh7xuUXwKr7mdfN/VS14kjMlkpdvZyyFnD0ctdjJXPdSvZF+DVkuyLHNm5zZW6Q2DAsj5FFisJHd2cPro4UFxIxqN8sv/+mfKP34fu99HjFZHstlCuKWJt/ftZumXvkbZzOErkn09Dv7423V43QvJyn9k8CE9LnEpjs6dfLz+VTKyc5mZOg9Zlvno402cOKEjIeHvsNunIAgibncte/f+gb6+H/Ev//I32O0Xt/GOF6dOnqS3V01BQf8NVK1WM21aGW3tbbS2dOByJSEITp597i7uvfdeDIaRB21Zlvlk0y6i0elDBBAAUVSSnXoPtU3H2XeinCUzp1z0nERRZNWCWayYN4OuXicAcTbLFbX8vRzcXh/+YBC/PHqwUlCSQBD+ZMNRrfk59FXW3OjT+JPlerhBBgh2t+MW1Oi0WgwGPVazGdFgoM7tJefsA6RKFHmsII9fHT9JV28fsbLEpGiUytY2NjtdyGWThqymJ+KmHRNyJDQuQkhNVSW+2lqWJCWTZFDT5gkhyfKgU2VefCK7muppra8hLbf/wbqzpYlX//W7BCtOEg/YdXpiDUa666t579A+1nz1r7DEDG+5emLfDvZtqsJs/QpGy/ki7Qpa6n5F9Ph2onGp9AK+3m7qDx3D756LOf5uVNoUZCmM33WY6t3rkcLvULLywevmBuuqrUEQJg8GtmqNFhJy8+nr7iDo6kKS0klN2svTf/1tcoonj3pePZ3tnDnagC32+SECCIBaG4/JupoTe99gwaq+UcWkAUwWG7fd9yjeFXdRahXQ6rRYLvGey2FAADnfBSJJEk6Xmwjgv0hL5pAko1TeeJF6ohTm5mDADXIzlsT4vB5CwSBSJIwH0JqsOC7IcsgxmslOSOH37U1M8ocxqTXYggEqe7vYJcuo5q8iLnN8hMeRaK8+SbrfS1Zs4rBtGoWCGVo97xzbi7zwnDuhZv8WKt58EWtvJzFKFTa9EV13Ow01p+lrqqZ01SMjCiHHN7xDV70da/LXUSjPPaSHg0tpOf0jziRsYNLt9wHQXX+GpuOdiIqnsKUtRKE0EQ07cXd/yqF3N6FQqi7qthhPgl433Q3d6Mz3Df7NmpSOxmDC4+gi4FET8oskF4WZcc8zmGJGXxRpLT+Mx6HHmnzPOQHkLHrrLHqaDtJw/OAlRRCAmPRcYtJzCXhcRMNBNAbzYAnMlTAWF0goGMTv8RAFQtGRMwRDkoQkCEMWN66GmykQ9UaXwlwuEyLIGJEliaYT+2k/tB2hvQkEATkpnaTpi0gsns6ZwzupcTvJMfUrxSaVmsdyilnfWMOvHO2YtTqUUhTl1Pnkzl5GTPq16/oiyzIRr2ewPOdCBEEgBnD6vYOv/+V//TNVb7zMSkFgmlaLNxTkQEcbfqORIlFky+9+SXZBESZz//X5vB6O7d/Dhtd/z4nDEJuQS09XJ/bYuMF+2jHxC6ir2sfBXbt49PZ5HD9+nF07G0lL+zZmc87g+ZjNOeTnfYuK8n9gy5Yt3H///dfsszmfSDQKqBCEcz8DpVJJWmoaaalpeDwJOHq2sHDBglEFEIBQKER1TRc2y6IRt6tVZiQ5k4bWsU8KRVG84u4ul8Pxylo2bt9L7alKXC43Na0dJAsCz2SmDlmNkWWZvW4v6amJaMZp4J7g88P1coM4PT4+/MWLHKpoJOwLIqtUFM6ewZpVK5iyaD6b31jH7LgYTGfLFabH2NFNncw/HztBQzhCsVKB2mhk2trV3LNmFbYLsnkGhJDxwO/3I4RDxJx1hyUZhwohdo0WMRwiGOjvCOV1Ofn1336TmDOneFCrJUWpotnr4ajXg9Ueh678BNvefp27vviNwWN0t7dwYs8OPnn5Ffr6lhFNUSGILgymfou4KKpISH2I9oZ/ZImhl+Lps/l03S72dsRjTnoOSez/nARRhd46G1Gho+nEL0mf1oI5fvxWWy9GNBJFEPstxcHI2UmlQsPUyf05UZ0tnSRlesgtKbvofjpbm/C6RVIyRy6ZMlkm0d32Bt3trZcUQaC/u89thSOv9I0HAwJIJBLh0y3b2b5pC87mFhpb2/iRo4cEnY45cUMFr95giHKFyAMlhSPt8rq1xb3V6DkzIX5fTxprqtjz6ce0Hj6IEAmjsFrpSJ5M/oyFNMansLOrldVJ6QiCgCAIrE3JYqdayxsNlcgGE+ZICCk1m7jpi8icMu+aCrKRoJ8YhFGPYVGrkf1ekGUQBJpPHaTiV//GdJ+X23Q61JLMSWcv9UolJUolp/ZvpSUjn7Sz7hVZkuioPU3d7k2c2XkcUfUCXo0Tg12D4qwQpNIkoDGsoOHom+TP96BQqTmzcw+yfBuWhDsGz0WhsmBJvJ++Vh+Vu7aTlD95cD5+LZGiESRJQKkaWvqhM9vQmfvnsT1NuaQWp15UAAFwdrYiU4CoGPn5Ra0vxdGw7rLO72pLosbiAunrcbBr0waqd25Fcrupaaznf9rb+ItJU0jSD82aOtTdRTQmlsy88RPvJkph+kNRLycPBG5yESTNpmfjxqPjllp8pciyzOnN7xDd8RFLZJmCs61uy2tOs6++EtWiNYjTF/HKvs9Y5HNTaLYhABWuPho1WuLvfJK8hXeg0uqv+sc4FkRRxBCfSGNlBbPihmdYRCSJJiDN1m8ZP35gL40fvMPXBIH7z1tFvFOW+KXLRZUgohVFjh/Yy/zbVtLX4+DNH/0P8sljGDq6iImsxtzloL3bQW9CMllFJYNdbQzGydRWfgjAoUOH8AcyhwggA6hUBvT6uWzbuv+6iSDJyclIUhf19Qex2fKwWCxDbnS9vSeIsSuJT7j4oC2KIqIIkWhwxO1RScLrd1Pf6qSupY3M5MSbIlNjx6HjvP77deS73Dxjs2C0W/igrYMNlbU0en38Y0k+GoWCkCTxfmsHlQYdDxVkD75fOqs+/6k6QyYYf66lG6TP4+V/f/82kTN1rLDHkmsy0iNJbP3gY/7fwSM8/MUvUFVazH+cPM2KGDu5JiO9oRBbOjoxF+Tzt888SVlpMTaLBZ3u4jlE4+EGsdntyHo99W4PhWfbf58vhDR5PUS1ekzWfmfcx79/kZTqCv7eaCb/vElVSyTCjxydqOMSaD96kN6uDmxxCVQeP8zul35GXHsr+u4gJiGFUFMdze0t2HPyiUtKAUCtiUGS0ulqbSJaNp2T+0+RmXwvMYk2qjs854QHQGOchK8llq7a09dNBBHMZnzuQ6BegkproCDt3D1KlmUC/lOkZF5ajBBFBYIgI0tBEIdPfYIBD36fh5a6amITky8qhIQjEgszR99+NZxfBhONRvnZL1+iasNG5ogiZTYbvfGxvN3axj/v2cczZZO4P6P/9+QIBPlFXT2GkiJmTz/Xxj0SiaBQKK7bPedWLYWp677yFeJbgZslIPXMyWNs+Mn/I6erky/Y7Fh0Ouod3WxvfJ8j9ZWkLryDLR+/jqe5lhm2WExKNS1+Lyf8XnQzlpC75lF0pv6H69HKSsYTrclKIzIRSRqx5Wqb34ciLQdBFAl63VT84Wes8nn5S2sMmrOvv12W2REMsM7RQarZRvWRXaSVzkSWJE5+uo7I3k0k9fXQEYjDLtlxNFTh6G7HmlWEWm84ex4leHsEPI4OouEQ7q4oxtjhC2+CIGCwLaKn9QDOjmasSdfefak1mtHoZfraD4AUj9pgRFScG2PDwQ5EZQem2OmX3JcgKoCR59IAIb8TZCdd9ZXYU7NQXCfX28VcID1dnbzx//4dy5ly7jWbSdYbOGOL4bO6Gv6/fbv5mxmzyTCZkGWZ8r4+3nc5yXvwscFFZVmWiUaj13WcnqCfm1oEuVnobqgkuHsjT+mNFJ0XfpRrspDZ5+DVXZ+Q8dSf0xeXxIeHtrHR0QlAODaBmOmLKJi5ZMiAcCEv7W0Yk83qcihZtJT95SdZ6PeRcEHi/c6OdnpsdtbMnI0syxzeuonJPi8L9EPdDhpB5FGjiX/0eFCr1XS1twLw4au/xXr8CF/JyubNqEybXyDfbMEbDnOqrYU2g5HUrP6H5VDQQ3dnG3/zN99jz+69dHTMIy6uk7jYuGE/do3Gjst17dpmnc+RI0d46+WX8bQeprb3h1hMD6CzxpOVl0dsbCxebytu92c89PBMdBcEG12ISqVi5rRsPnrnMImxswevS5ZlWjq7OVN3ml7XYT7cbuTgqXeZVmTmC3cvJTv12q0iXgqXx8ubf3yfxX4/j2SnD55z7vQySk5V8JO2Tr4SiTDTYqZKlvHH2rn3tjkUIVDe1snOyjoaWtqRZZnkxDjm5WcxJTVpYgCfYFSutRvk3R0HkSpq+T+pidhUKoSzZS9zYmN4sbqWD956jz//q2/x7ocbeG3Hbuh2gEpF0pxZfPHOO5hWNukSR+hnvMpi0jMyiZs0mY937STXbB6cYCcZ1TS5AmzqaEM/cy7xKWn0dnXQcWAP9woi2ReMRylKJStVKv7odiJrtTg6+kMBd//uRRb19XJHTgF/4ahEkhXEaq20+rzU11SiN5owmMzIskwo6OT0wWrKD52i6ng5BvMK9GYvuQlD28BWd3iIylZcHu+o7XavhoF9AshSlJbDW7G3HKHN00jU9SpK/VwafAkkZeag1mjo7dqO3tTIpDnPXXLfKVm5WOzQ59hPTMLSwb9HIhHaGupoq38fxHo+fn0nuz/ZS9m8EhavvXdYx5hw5Nq1SR9gwAWye99BKj7ZxDdjYykacCXZrBTp9PzuwCH+99hJzjhd6FQqKpVKjCVFfP3PvoZSqeCTz7ayc8t2uptbUGrUTJk+mdsXzeN6JG5NlMLcXNwsAamhYJBNv/8NM3ocPJFXMFj6l2+xMj0Y4G9PHqcnI5/Mh7/CoT2fcqi+EoXPQ0irR7dwNZPnr0RvuXbhniORUjSVU9s/5FBvF7MvcDF0B/0ciEaJnTIPgJbyw8Q6OrhHrR4UQKBfmFik1XHM66IqHCLS3jjoLmf3Rp42mAlotNS6JJJ1GpJRUeNz42ioJL6wDAQRORog5Hdz4tN3cbZ30tsWQlQGMNojiBe4cxUqO1JEIBwMXPPPx+/qpWLzO9B2gkBrM3KnGvTpaOKSsSSkIMtR3J1vEZOuJj676JL7i03PpUrcTCTUg1J97nkr5PPgaG7A3fUxOnM32196C3O8moL580ibPPuazT3H4gL59K0/EHemnG/m5KI/K8rkmy0Ua7T8qrKcPz+wh7tS0+mUZZoNRlJWreX2ux+gt7uLfds3U7VzGxGfF11cPCULlzJz4RK0l+hUNsDNUgoj+1y3XCkMTIggY6L1xH4Kgn6KRmiDVWqxk91US3P5YSatepis6Qvx9PSLIEZbPIpLdHkxqpWXFbgzVmbMX0TV4YP8aN8ulhpNFFmtBKJRDnR3sVuhZOpDjxMbn0gwGKCvporJGg1RefjkLkahIEOWORAMEK9U0d7cRPfhg3w5PhGrWkOR1cJHzacIRVdgUBlJUaloaGshKS2dYNBPXeW76I1ujioK8fkC9PQ0cPBABRkZ3RQVFyKeV/Pn8dRSUjK8nn28OXLkCL/+l3+hrLeXH03K5dcVZzjV93v8LSUccewnNkWDTneaRYtjuffee8e0z5W3L2H35u9T1/IhmckrEUUVjW2dHK+qxu/fSnLCJKYUfge3t5GtBzbS0Poe//SNe0lLHLnbzLVm99FTKDq6uTsjdcjNQ6NRsWZKKc0V1Xyk1xFZNp/5CXEsmFqKJeRh3Rsf8tmeI+QFAjyi06IQBI5VN7C+oYWm6ZO4c3LhhBAywUW5Fm4Qrz/IkUMnucdowHZ2zJXdvQgmGwpR5N7UFL5XU0tLewdffu4LuB66j25HL1qthqSE+Mv+zo6HECIIAnc//iS/aWjgfyvKuS0+nmS9gVafl886OzmdmMxta/uzNzqaG9D5vGSrVEQlCeUFK6Blag1veL34whEUSiWnD+7F2tnOndm5qEUFpTaRbe0niNEUk6w34HD10dPRjsFkpq3xAN1tB4hGCrDYFxEOt9HeVIPXmUh6QRa2mHOdp7JilbR6HCyfOZcZczOHtNsdLx6Zm4ksy3y2/lWEQx+yUqPFXxDDuvpP6fQ346vP5ozDijnWg85YxW33zScl69LlpQaTmWmLprL5rfdRa+IwWkqQZZn6inI6W08gCCfJzPsa8clrcPYcYtt7H9DX/Wvu/9JXBmu3BwSQa+kCOT8HZMe2HUyWoucEkLPExdj56pKFnDlynOqiAmZMmcwjhQXMmj4FgB/8+Oc0btnBDFFgrdmE0+li5/r3+M9Nn/L843dTnHl9XDwTTHA+Z04eQ26sZ01q2qAAMkCMRsuDiTH84Nhu7ItWEZdViK+vm0gwiNZkuewgy/HCYIvDtvhO3t34Jt2tDUy22NEoFNR4XOzweXGXzmDKpP52r672JooABSPfTyYplOzzukGhQgbaD+9giSyTb7biCoewqRrpDZUTqykjXWvA6XXhd/WhNVnpqH6fUKAZUTELhFIiwc/orD2Ox5FCfE7ekPbkIX8dKo2E3nJtS6qDXjcn3vw5mTWnecQWxwGplwM9r+N1T8btScTXZ0Ctq8Oc0M3UNQ9ddDF4gMS8UmLSdtBV/xKWpGdQqmyE/F7aq08TcO1DpZOIz/4hotKIs2M7B9/dSjQaIWvagnG/voFns4stUvd2d9F2YC/PxsYNCiDQf3/PycvnMaOJf29v4czchSRnZHLP1BmkZ+fS0dLMuh/8J9baau4wGonRaGmsqWbfmXKqjxzi4a//OXqDcdTjns9EKUx/KcyVMCGCjIFwZyuZ6tHzNbLVamq72gBQKFVY4lOu5+mNiEar4+Gv/Rlbs3N4b/tm3u3pAVFEl1/EglVrmDqnf8AQBbE/5NVip9PRSRIMG779UpQupYrcohJaGuvQeNwUnk09nh4bR765nHLnW2QZ78Wu0dEQ8ONxd3P66ItEo63kl/wIkzmfhIQFOJ3/TijkpL5egdncQlpafzKy212PLB9m2bJ7rvraw+Ewhw8fpqGhAYVCQXFxMYWF/Q/nkiTx9quvUtbby5cLChAEgXyLhU9bWvis5ROO9biRw3b+/G//ituWLx9ze96S4iK+9cQcfv7mJ1TU7kOSc6lqqEWSu0hPyqSs4FmUCi02cz5mYyblNT/k3c17+fpjd1319V4JHY5e0gC9cujDVFSWCUoS0xJjOYrAs/fdMdjRpvZEI5v2H+VOWWJVfMzgg+M8k4Fdbg+vHTlFQUIsBYlX3653gj9NBtwg4y2EOFxuIh4feabhkwY5FCBJr8MUjtDR2QWA2WTCPEqHjbEyHkJIdk4uX/r7f+Tjt9fzq/37Ebq7kDVaMlbfwd/eez8ZmVnsqO8jKgmotTqiOh1dgQCpF2QURZFxR0JIsXGkZOVyYvtnFCtE1GL/73tZUgJHHMdo9qWQop+LXamiydlDn6OG+jM/Q29MJrf0+4iiAgRorNxFMKiisbIO/VQjGm2/+8TR/imWGB8FU2YAjNqKdix4nH1UnTiC19WHVm8gb9K0wVDXzpYmWjZ/whfMFqaeFWFyTL1s7yjnsOMoZ7w+4sqmcOcXnrtoGOqFLFxzD16Xi6O7fkZvdwoBn57OlhNodUoS0xeSmHY/gqDAHr8InSGDUwf+kynzjpFVMrX//ddI/ICRu8G01zcy1zj8Ox2MRhFVKqbbrfgLC/jys08Nbnv3o09o3rydv0xKJOvs70EOBbgtxsrPTp/mpbc+4V+++QVU1yDb6VYthfk8cDMEpPZ0dxEjRYkZJa8u22xG2dxFT4+D+IQkDLabYy6RO+c2mo1mtu77jB3tTQiSRMhkxTx/FWVzl6M8ez2CICJodLiCAfzRCLoLHvqjyPRGI9iKpxEO+KC9ibyzHWfMKjVzYlV81PopatGCSZmBXpbxe914HHvwuT4lJv0xYtKe7Xfv+drw9TXgd2XgaKwjIbffZSFJQXx9n5I1LfGqPz9ZlnF2NNNVd4ZoJIzRHk9iXulguGjj8b3E1lXwVHIGJpWaIoudUmsn+xzbqXKHaPJEyV68hqLFz2C0j23BT6nWMPO+Rzjw1hs4mr6HJBXgdTjxu8+gM8cQm/FFNIb+knpr0oM4O3RUbNtIavE0VNqxuScuh0u59B1dnSi8XrJThgrLsizjj0YpiI8nweNi5qKlg80lZFnmw5d/TWZdDS/k5qM9u6gxPTaOBX4/Pzywh20f57L6gUcveuybxQVys3C5eSAwIYKMCUGrxxsd3a3hiUQQtRcvmbgR6PQGVt//CEvvuAtHVydKpYq4xKQhnUZUajXxJZNpbG0hW6ej2u0i02BEdfY11QE/+0Ih4kvLyC2exPGDe5FhMLxPr1TyjZIsfnz6GJXOevyRfJwRkKpfIxKponDy/8FkKQBZxmTKICdnCWfOfITPl01VVStmS5jenhP4/JtZcXs6CxYuvKprrq6u5gff/xWVlR4ikSRkOYTesIUZM5L55je/jMPhoKeigi8mJw9OnON1Oh7PzeWxHJkal4v/7usjv6BgzALIAAsffIaS3Ex2Hj7Jlv376exppTDr2yTGzkQUzynEClFNrG0h2w+9yhfu9mEyjO/ALUnSYKDYaGjUalxy/2AsCAJt/gAb2js53OkgEo3SJ0k44uMIBEODIsjO4xXEev2sPE8AGWC+ycjujm721DRMiCATXJRrURajVatBqcB5QdeMATdIwO8lAGg141v3Px5CSEZmFl/+87+ix9GNy+XCbDZjPy+baWGmFY8zm332GFrDIbSdbagDfuK0OgRABj5zu2lSKFl6x72oNVoEhYLoefOjIquNp/MCvFrzHjXuA/QF03BFwoTqW1Fr3BRNe6VfAAFiE5bj7DlJX9ebeFzptDdFiIm30tezB432MLfdtwLTVawwyrLMoW2fsvW9LfQ5tEAcyD0YrZuZt2IWC+64h8pjB0l0uyjLOdeGt9Bqo9Bq659ANjewVa++ZBjqhahUatY++RxTF1Rz5thB9nzyCaGgjeyi76AzZA8Z13SGDLrbizl58CBZJVPHXQCRJGnwXjxSNxgArUGPq6dn8N+HHT1sammh1tELQEM4THFb2+A4Ho1G2blpCwvUqkEBZACF18nDiXH8fUsHhyrrmFM8etv7q2GiFGaC0VBrNHgladR8DVcoREqsCYVKgycUwai+OR5RBEEgbdIsUktm4OnpRIpE0NtiUGmGzvttaTlU6wx45Ci1zl6ydXp0iv65X1iKssnnpS8hlbKp8xEEAVkQiJ7XkW9VciqeSD0HHL+mK5hNX8hEpCdAJHQGg30S9tSnB8/HlvIAkeCvCfrceHpSMfaKIPThd27BltRO4eInruqawwEfRz9aR/PpVkJ+O4JgQBBOYk7YzNQ71hKfXUTP0d3codZgGghwFUVmxyYyOzaRiCTxk6ZaXLEJYxZABjDFJrLo6a/QXnWStqoTlG/bht1yJ/bUJ1GorENea4xZjKt9Ex015aSWXDpzZKx4QhFkWR4yTo+EWqNBUipxh0NY1GqC0Sjb29vY39aMy+cnAlQplUxydA++p6GmCk/5KZ5PShkUQAaI0+lYZjLx9rbNLLnjLnT60ZsywM3hArlVS2FgQgQZE/bCKRw5fZAlkTCGC0J4XOEQx5CJyb+8ydj1RKvTk5KeOer2GUuXs+HQftJVKiRHNw6PG5MMPVKUl8MhPJnZ/MXffg+lUklmTj7bLVaO9ziYFtv/sJtmMPK9acUcdnSxvnYzCouVojnzOLI3hsSUtUOOlZ39EDpdLJWVf8TpfJeuzjxS08ysXDmHu+66C9UlyocuRmdnJ//2rz+lrj6LrMzH0enikWUZl6uarVteIhT8EXfdvRIhECBlhG4vgiCQZjQitLfjdDov69iC3ozscxFvt3Hf8oWIosDJ6hSS4+eN+Hq9NgGnR8Dt9Y+LCCJJEruPnmLbnoO01DWhUCopnVrC8nkzyUkbXsY1pTCH7Xot5W4POoWCH56uwuDxslalJE5UsMXr43BPL//7y1f5yxeewGoy0tzaSaFCMczGOkCJWsW2rp4Rt00wwYWMpxskzmoiOSuNbSfOMMlkGPIwK7t72e2LEI6xM2XSpdvqXS7j1THGHhM7RPw4n9VlWeyfs5idH67HmpCM5Oii2eVEK8ucikZ4DUhaeRfzV/U7y1Lyiji5bRO+SAT92RX/BQlJFFps7O/u4LXGj0idPotwyIy772E02nPHVSgNZBd9iw7Te7TUvkWf4wOM5gzyJsUw67b7KJwy86qu8+T+XXz02hZEYQ3JGctQKLRIUpi+7t1semsdKrUGn9dDIow41giCQJLOQMjZd8kJ6kgIgkBqdh6p2Xk0nGlCkmaiNw4P6wZQqhNx9RwbNwHE7XKxfetmDm/ejK/Hgd4ew7Rly1i4cAF5puHXOmXebPb+ppI7olE+bWvng4pKCsMRvqBR9wdW+3y07jvA7157ky889hB9Thfejk5KziufkUMBZHe/aBKnUZMUlWju7IHicbmkW57PW2eYGxmQml8yiX1WG4cd3cNC+2VZZrejm7hFS3li+SRe2ttwQ87xYgiiiGmEVrkDJBVM5lBKFtsaK1liEfF5nBglP8gyG8Jh9uoMFD/4ApaEVGRZRpGex+nyQxSdFZXVooJHM7KZG+tmV9dJNnq9WGctoq0yAYP9K0NaxmqN+cTnvoCz/WOcHb/H2/MBplgr+fMyyJv31CW7sFwMWZY58tEfqTvowWD7MsaY4n6RNdyHs/0d9q9/l/mP65HcTmJHcfUoRZEkQaDL67mic1CqNaSWTMeSkELziXY0xnuGCSAACqUJGQsh3/hl3vS1N1F1cAfJ3VV8//dhYnJymbJoGZNmzB52v0lOz0STkcmemiruStfxi/KTdLW3MUcQKFCrqfb2d+E89PabJKamUVBaRmdrCwa/j4yUkcsSiyw23u5x0NPVSUpG1rhd1wTDmRBBxkBK8TSOHMrj9fpK1sYlkagzIMsyrX4vH3S1484pIq/w5hVBLkVBaRndTz7Lp2+8TKwkkarT0xfwc0oQURWX8Lff/SfsZ29Y9rh40uYt5O0P3yVOqyPtrFVXI4oYlCrkuDgefO4rABw/cHhwhWoAQRBITr4NjSYOp/M/+ff/+AYFBQVoxmGFdvPmzdTWaiks/CoKhWbweBZLHkrl1zh06P9j2vRmZK2WFq+XbPPwTj0tXi+yVovFYhm27XKwmowIQhXhiA+VcrjI4fW3o9PImI3jI4D8Zv2HHPl0B5OjUZaYDPiDQfZ+vIX/3X+ULzz9ELMmDQ2kKshMI2f6ZH61fS+BPhdZHi/fMhtBkqn1+ZljMfNAQQ4/O1HBuk+28sUH1qKxxxA1jO548kkyyon2uROMgfF2gwiCwOpFM/l1XROvt3awNj4Ws0pJRJLY2+divcfH7CceJcZ+bWqkE3HTHjFddceYi/Gdr3+R34p+3tj4GVmyhCkQoCkUpE6nJ3n5Gu750jcHJ2iF02ZxMj2TNxpqeDQjB93Z36VFrSYQjRJTXMqar3+HD195HXff8GMplUZSMh9DloJkFZ7m3i8+jzX28rNTLiQajbJn4xaikfkkZJxr7SiKKuzxi+lq9bFv08eUzZtEG/Kg4/BCOgI+1KkZly2AXIg1xkTt6dYRt0kyhIOtlOWMT25Tb4+Dn//7vyIdP858rYYkvZ62+lr2/OQUx3ds4+/+6qvExtiHvOe2RQvYv3k7/3qynMauTh5E4A6rGWcoTGUgyKPpaUQSEvjt2+8zubSY3OxMZFHEH4kC/QLI+ciyjA8ZlXL8u2oEWhpvWRfIn3pnmAFudEBqTFwC2UtvZ9276xAFgSn2GJSiiCsUYkNLE6dtdu5asWbw9TeTG2QsqDQ6Cu97lmPrf0VDawMFCgUEA5yRorQmxVL0wJfImDof6L9npcxYxMHqk6Q5Ophhj0c86+C1qTW4FQoSZy+mYNUjdDf8Dhie2afRZxOX9RUEsYqylQVkz1qC1nD1HSh7WxtoOdWGwf41tMZz7bYVKiu2lKfoaeqk/sgeRLONrvamEfchyTJtcNVZLmqdAYVaIhJsQ61LG7Y9GnEjCE7U+vFxRLRVHqf2rd+wMOphptmCVqGgfP9eth8+SP2au7jz0S8Mue8olUpm3nEXO372Q6pOHMPf1cFf6g2kKJV0Bvz4VSr+Ir+IzX29bHzpl2T+y3+jVCmJIBCRZVQj3N980QiI4kU738iSfFO4QG4GrjQPBCZEkDGh1hkoeeB5Tr/3e2obKknqbkdGoF2tIVw0hdK7vjDMFncr4XY5SUpNZ+HTz9PR0kRreytKjZbVk8oonTZzsB58gDseeZJ1Lhf/s383+a0txCqVNEbCNBoMZN51H/NuW0lLfS06w2a87iqM5vxhx3Q4DjFlSjqTJk0atyDNHTuOYjDMHxRAzsdgSCYUzqO7q5uYoiI2HDrEV0ymoSvGssyGlhZipk8nN/fSQXsXY3pxPklxe2np2EZmyuoh26LRII6+HTy8KhWj/uq/N7uPnuLIpzt43mxg6nkrgMvjY3m5oYVXXnuHwu+mYzaec78IgsCXH7uHf+lzceiDT1kOnHR78QsCCoOeotxM7FYzK8MR/rj3MK5VS5lUlMf7W3biikYxX2DhC0kShyIRitOvR++Ba0tWBtTdfItQf3J0V3QQC+PmBpmal8kjD93B+g+2sLutk3hZxomM12Rk5u3zeeyeO5BdDgTztekucC2FEFmW6XU4WHT7SnKLS9h+uIJOtxNjXDx3T5tFWm7BkLFMbzRx23NfZ/Ovfsw/NdRSKgioBIFT0Si98QnMe+oF4pJTyS7OoerEESTpHsQL2sZK0SCyVE7xzOnY4sZHsOpsbqCjyYctduQQO1vcfDpaPsBgttBosnC0p5tpMUPL61yhEPuCAXLmLb7q8ymeMZ1je97B721AZzhX+y3J4PPUEmOqZva8q7OVD7D+1VfQHT3Kn+XmYD1bUy/LEktDIX569BCvvP4mf/b1Lw95T0J8HF/7y2/yF9/+Wwy1tcRpNRzoCxNUKTEkJ1JcVIhGo2bnmUq279jFtLJJZEwqYdf2nUw/K6gMuECgf4x36nRMyh7+MDHB54cb6Qa546HH+VCW+d3WTbxTU4VJEOgQBKIpqSx//BlyCvstSk/PyeClvQ23lBASjYSRIhHSl9+Hu7udox0tEI1gSM5gdvF0DLahTr/EvEl4VzzAus3vsq+xhhyVCo8U5aQg4s8tpfSup9AaLZjjtfS2Hkajzx52zIDnNDpThNSSGeMigAB01pYT8sdjjC0Ytk0QRDTGubSUv0HenFkcbKpmZjiEWTX0vnfa2UOrwUReweSrOheNwURqcQZVu7egNU9BFIcex+PYjDFGIiH36q1tQZ+H6vdfYbnHxTfLigcF+DnxCZzs7eFXH77HibxCymbNHfK+aXMX4vV4eOOf/o67gkF6BYF2WSas1WLLySc5NY07wyGONDVSfvQwWflFbLfZOOzoYvYI99YD3V3oCoqJT7r559M3SynMleSBwIQIMmaM9nhmPvUXdDdW0dfWCAikpWQQk5Z7y3bD8HncbHrvLWp3bkXR14ssiogJiUy6/Q4W3L4axSg92HV6A49+/S+oOrWc00cO0u1yYo5L4O6Zc8jIyesvK8nOpWhyEod2v4JK/XU0mv6JrCzLdHTsRKHcx5o1D4zrZ+f3hVCpRldGFaIZf8DNvY8/zq8bGvhpRQWrUlJI0etp8fn4pKWFE7GxPPf441d9XiaDnifWTONHr31CVaOf5Li5aFRWnN562rs2kpvewj233X9Vxxhg2+6DTI5Ghwgg0G8lfzA1iUMNzew6corVC2cN2W7Q6bht/kx6Dh1nqtmILMuk6LTE2ayIin6lu9hsROruod3Ry/ypJWxMT+YXp6p42m4lVtU/fPRForze04ffbmVu9rXvSX8tsebn0Ff5+bJH32jGsyxmweRCpuVncaCihq4+N3qtmmn5WSTardBUAVml11QIAa66de6F1FZX8f4fXqfj2DGEgB9ZrcFeXEz8ktVkFZYCjDhepWTlcv//+ScqDu+nuqocORIhITuPJdPnYLH3X3/prHkc2HKAtsbXSEp/ZHCCKUWDtDa8TFxygJIZc8btWsKhENEoKEcZpxVKE1JUxGixkXrbat54fx2OYIDpMXHoFEoqnL182uPAXzKZyXMXXfX55JZOpWTmPo7t/glG8x0YrdOQZQll4ARh5wcsW5HJ5ClTr/o4XZ0d1OzexXNxcUMEEIBktcBd8bH8eu8BOh66n4T4oaJPXk4WC+bOwtjnJMZm7V8ptlqwmM2D/+9FBgOba+oAWLFyOb86epz1tbWsTU5ETf99t8rr52VHLzlzp5KVNL5dySYCUW8dbrQbRKlScfcTz9B9+yoqThwjGAiQHRtLyZTpwxbcBoSQmx1Zlmk4upuOvZtQd7YiSlECOgPakhnkL78XnXlkB6IgCOTOWY4zu4iWU4do625DUGuJzS2lKH8SyrPCQvbMGRx8Zwc+ZxY687TB33040Iav549kzUjGPEL3yitFioQRBNOo82CF0owUhZSS6ZyqOMLvak6z1GIj12QhEI1yos/BZ+EgukVrx6VRRN7c2+is/T29TT/BYF+JWp9JNNyHp2cHStVOipcsGpeF6NoTB4lxdPD85OJhDsRSm50yh4Oj2zcPE0EEQWDqnPnsz8ljiteLWq1Cr1JhjYkbdLlb1RqSZYmujjamzJ5HzpLlvP3WHzAqVRRbbQiCQFiS2NnRxm6FkgUr7xjV6TgRiDp+TIggl4EgisRlFhCXOVwdvdXwej28/qP/QXVwH49YbZQkpxCOShzs6mTTb1/E2ePgzkefGnUQVCqVFJVNo6hs2ojbBUHgoWefIRh4kYrj30OSiunTxxIKVWGxtPPUkwtYtPjqV/LOJys7gcatlcDyYdskKUI0WkVKyhSmTJnCF7/7Xd565RX+q7wcob0dWaMhZvp0nnv8caZMmTIu57NqwUw0ahXrPt1NbfN2IhERgy7C8rk2nrrzHlLir74dsCRJtNQ3scQ0cniSXqkgB2hq7xxxu0atQqXVkJQUPyygCfpDf1EoUKuUGHQ6vvLIWr7/01f5XqeD7GgUhSBQLQgoYm08vnAWMeNQ3jPB54drEZKq12pYPGXkVaFo3UkUWaXjerzzGY+g1AFkWeZMRTkv/+e/k9PawgOJSaTGxtLp9/PZ/v0cq66m7Nt/jcuWTTgioVIOnzDpjSamLbqNaYtuG/EY9vhE7n72Ed777R9orj2JQlEKyESjJ4hPDnH3s49hstpHfO+VYI2NQ2uQ8bqrsMbMGrbd56lCq5ewxcZRMGUGB8wWPtq8gQ0dbQhSlLDRTNzy1ay952H0xqu3AitVKu5+5ovY49/h8M4/0tX6RyxaJeZYkTV3TefuBx4YlxK/1pYWRLeL4sz++u4BAURPf3vhSVYrQl0DTa1tw0QQAK3BgKjXk505cqcCTySC6uxke1rZJO5/4TnW/+o37Dh9mgwBXJJMq1ZDxoxJfPHu5ddk4eZWLYX5vHIj3SAAsQlJLEhIGtNrb2Y3iCzLnNnxEYHP3mYlAmW2GHQKJfVeN9t2b+R4ezNlj33toi4NS3zKRcWCzCnz8PZ0UbXnJXqaNiEqs5CjDgSxnJQSK2Wr7hvXa9JbY0DYhxT1IiqGzy2D3krsKXoM1hgmP/xlzmx+l9+dPoS2vRlZFAnY47HPWkbOrKXjcj6m2ETmPvIYp7ZsoLPmp/hdIgqljD1FS/7820gtmTEux/E4Olhh1AzmaF1IscXMwZrqEbOolEolCo0GjVpNSuzwMVyWZbyShO2ssLXy/kd4z+/jxR1bSOzqJBaBJmR67TFMe/jJwQ6eo3EzlMLIPteNPoWrKoWBW0AESbPp2bjxKCtWTLnRp/InQXN9Lfu2bmL/h++hqj7D1+0x5JrNmJUqRLXI6tR0khzd/GbjRzTNmU969pWXhVhsdp7/q7/g9NFDnDpyDJuykdTUNBYufJScnJxxn4gtW7aA3bveoLf3FDbb0ADE5uZPiI11smBB/8BSVlbG5MmTqampwel0YrFYxv2cBEFg2eypLJo+mTMNTQSDIeLsVtISx28VThAEFEol/mBw1Nf4ZRnDKK6ektxMZLuVXY5ebhtBlNnZ3Ys1N4v0s+ecFh/DX61ZxrGWNmq6epBlWGm3Mi09Ce1VhNpO8PlmvFvmXowBIeRalsUAV1waI0kS+/bsYvfGT9j+0YdMdXSzPDObZPozPSxqNblmM7+pquKDV17mb/7zv1EoFOyo7wMYUQy5GLklZXzxu6mcPriXppp6ADLyZlI0Y85VdYEZCbMthuLpuez9dANGc9EQR4gUDeLo+ICiabEkpmchCAJzbl/D1IXLaGuoJRqJEpuYPNhGd7wQlRoW3/0wM5etJkXuLx3JyMzCNEJm1JWiVCpBFAlEo4MT7AEBBMAfjYJCRDnKOF02uZR1Gz7FEQgSox1a7hmMRtkfCDBzzjlRadnUIsr++bvs/Og9OnqcWNVK7s7LojgzZdzvu7eyC+TzFoo6wI12g1wON2tZTNDnoeHILjr2b8Fz8gAPCwIzkjMwiQqUKjWTrDFkG838rK6c+sO7KFy4+tI7HQVBFCm57R6SC+toOX0ET88Z1Do1SQUrScgtuWh2xJWQXDgFU8xOXJ0fYkl8cMiYEfI3IUX3kjm135GiM1mZcvcX8C1Zi7u7A1GhwJaUMdg2eLywJKQy9+HncHe343f1otJosSalIyrG5zvhCUUQFQr8jO6y8EeiiDrliGOoTm8gsWwaezdvZHpM7LDXnHH24TCaWFrcvwij1mi4/9kv07xsBeXHDuP2ecm0xXDnjFnEXKT89GZzgdzKpTBwC4ggnxde2ttwyX7UV0vF8SN88rMfkNHVSUpnO7MEgXyPm67TJ3H39pJdWIwoipTZY0iurODEof1XJYJA/w99yux5lM2ce82Vy7lz57L2zhO8+85PcTjmYLNNRpJCOBz70BtO8syza0hOPmcZFAThqrM/xoJSqaAkJ/Oa7FsQBEqnlrD34y0sj48dZuFr9QeoV6tYmj9ywrTNbGL2ojm8+84GjMo+ZtosiIJASJLY1NHNHpWSh5cvGKJ6q5UKZmakMjNj5GTrCSa4HAbcINdTCAGueVnMlWSEyLLMGy//jtNvrSPL4yXT2cfDajWaliaqujpIKy4hKam/vfeqlBQO11Rxpryc4tJSFmZa2VHfRzjS7zK4HDHEbIthzu1rmHP7ZV/mZbN47T20NfyUhsr/wGBchFafQjDQice1g6R0B7c/+KUhE0iNVkdmwfh39QEGP6v+7i9W4Np8/7JzclEkJrG3s4PVqalDBBCAXZ1dqBITyM8ZXvMPMGfGNDaWFPGTYyd4LiOdFH2/484RCPJyfQOhjAyWLOi3aMsuBwDWvmbWzhvZqTne3MoukM9LKOpI3Gg3yFi52YSQgMfF8T/8jLia0xQGfEiRMHeqNfQ219LT240tpxiVVodBqWK2Vs87R3chz1+JcBVBzoIgYE/Nxp468hgxnqh1Biavup1D72ygp6kdnXkuosJA0HsGKbKb9MkW0qcM7Xyot8Sgt1y7+yn0fwbmuCTMcWNzEI0VTygCwJOrF/LZiS20+3wk6oe6miVZ5oDLScbS20cVkmcvX8V7hw+wvqGOO1LT0CtVyLJMpcvJa50dxC9bQfJ5nToFQSAtK4e0rJG7k43GzeAC+VPhxo8mE2BUKwd/hNeKgN/Hxpd+wezeHh7NK+Afurso0OrI0euJD4c51dZMl9VGQnL/SlGqQkFj763V7lQURV544Yvk5n7GJxt20Ni4E0GAhYtSWbPmaWbMGB/L3M3G8nkz+d/9R3m5oYUHU5PQn03+b/UHeLGlndjJRUwtzBv1/Y+sXkYwGOS3O/bxdm0jMQi0IeO3W1m19nYWTb+6YKsJJrgU16Is5mIMuEGulxACjEkMOXLoICfffovnzWZUVhuNrc2UGQxYRQX1Hg9NFRVYrTZ0Oh3Jej1CIIDL2Tf4/oFWrlcqhlwPLDGxPPbNr3Nw6yaO7fkAvzeCRicwY0kJM5Y8gj1+9BaU48VQ8ePao9PrmXXHGjb84uekdLUxKzYGURCQZJn93Q42BAIsXrUC/ShB2Vqtlm9862v89Ccv8k+nykkJhVACjQoFuvxcvvr1F4iLPfc9jtadvC7XdSu7QD7v3EpuELi58kEqt39AWvVJnk7OYEdXKzgdpOoMJMkSVV4Xfc21xOX2C7fxWh2C10MkFEClvXXKhVOKpqExmKg9uJv2qpeIRgQsiVoyp5aROW3BYF7Jrc7As9fTczKIRFLYXTKZlw4f4Om0jEEhxBeJ8EFTA42x8Ty4eNmo+8rOL2TpC99g68u/YX99HamyjFuW6TAYiFuynHue/tJVOfFuJhfIzVAKMx5MiCCfE04ePoiyuZm7MzIRBQGDRkOn3weASaUiPiDS1dpCfHIKyDId0Sj6cbQDC6LAwRb3NVcwlUolK1eu5Pbbb8flcqFQKDAajbdseO1YyElL5gtPP8Qrr73D4cYWsiUJP1CvVhE7uYivP/0Qyou0RFSplHzxwTtpXDCb/Scr8Pr8FFjNzJlcTKzt6loFTzDBWBnvbjGX4roKIWPMCdm3dTPFwQBTMjNp9HhAVNAejWJVKEg3Gulw9tHZ0U5GZhZdgQCyWoPRNHxMvdnFEJPVztJ7HmLBmnsI+nxodDpU6mu/Ij/wWcD1E0AGWLV6Na4eBy99/B7vn6kkEYF2ZBxmM9MfuJd716666PuTEhP4v//3uxw5cYozVdVEoxLzMzOYOXXyYPjegAvkenIru0AmuHXcIHBOCLmRbpCAx4X/xAEWmW2YVWr0ChWNMkRlGYUgkqLR4XL1EvJ5UesN9ISCyEYLCtWt5ziKTc8jNj2PcMBHNBpBrTUgjlKydysz4MJXKpXc/8I3WP/ij/j3U8fJCoXQATWCgD8phdufeYGUjJFd1QOUzZxDXlEJJw4dwNHVQYxazbySyaRlj08TjZvJBXKjS2FC7c1XVQoDEyLI54au9lbSZQnj2dyGaQlJ7OlxsDIaxaZQYFGrafV5kSIRqr0eGgwG7pw68waf9ZUjiiJWq/W6HzeSMeWGDAyzJhVR+N10dh05RVN7JwaFgqX5WUwtzLuoAHI+6UnxpI9z14AJJrhcbkQ+yM0ihLRXVzHrbOBnmsFAnN3Gps5OClQqREHAioDP4wFgU2sLmqxsCopGbw14s4shKpUaleXaryjeSPED+jsGKRQK/vyp+6hfMpM9Bw7hdLkpNpuYO3M6melja1mrUCiYMWUyM6YMd+cNCCATLpAJxsqt5gYZ4EaWxXh7OtH4PGTH9jsXSy12jqpUHAwFma3RYlKpUIQChIN+JI2G/T4P5vkrb2nxQKXV86eY+OYJRYbFENhi43j6r/+BqlPHqS4/hTsaYVJyKpNnzMEwwoLDSOiNJmZfxDFyJdxMLpA/JSZEkM8JSpUKt9xfcy4IAvMTEjnU0cb3HQ7u0WmJj0oEBIFdXZ185HGTePtqsvILb/RpXxNkWebEiRNs37KFptOnEZVKSufOZfGSJaSmXnnOhaA331CLmNloGNYGd4IJbiVuRD7IzSSEqDRafNF+e64gCNyTlcMvnS5edDq5w2AgJEv0RCVera5il17PXQ8/imoMgcQ3uxgyEqFggNOH9lKzfzd+Rxdqq43cWQsomTEHjW5stvIbLX5AvwAC5wJzM9PTxix6XC7XSwAZ4FZ2gXxeQ1FH4lZ0g9woIURUKpFFEX80glmlJk6rIz8+hTdbG3DLEjNUaqIy1Ad87HX30ZiSxeRpF+/0cSvj7e2m6cQ+XBVHkUNB1CmZJE+eQ3x20U3twL5YBMGlul/eKG4WF4jsc91wF8h4MSGCfE7IK57Eu3o9tW43OWYzRpWKL5dO5g/VVfyiu5N2t5OoLQabTkfe6ju5/e4HbuoB7EqRZZl1f/wj2155hRyPh+VGY3+6/qlT7P/4Y5759rfHrUXutUCSJE5W13O0oppgKERibAzzp5Zgt4xf6dLFUCemEjP16tKYJ5jgYlzvfBC49q1zB7iUEFI4dx77KspZJUmoRJFSu51nysp4q7qa7/X00BwIYJUl4nNyueuhR5gz//Im1+cLAQPdZODmE0T8Pi8f/vKHRI/sZ5ogkKjV09XSxKHjh6net5M1z38Lg3nkUr2bQfjw+3wcOrCPhtpqBARm5adin1qGWn1tXC/XuwzmT8UF8nkORR3gVnSD3EghxJKQSighlWNtDaxI6hfqVyVnsFWh4L3OVl73OHEIIkpRgThpFiUrHrzmgaE3CkdTDVXrf0lqZysLNDq0CgU1bY2cPr4Px8LVFC29+6Z8jhgQQNZma9jy0Xs4+3rQ6fQUlU0jLWv8O1deLRMukOGMRykMTIggnxsycvKImT6Tl7dv4SkBsowm7BotXygo5BWlksaUNJY8+RyzFy/DNMrk8k+BI0eOsO3ll3lMpWJRUdHg39dKEi9VV/O773+f7B/+EPM45qGMF3XNbfzPr16jt6qOPEEgRqVkK7DhQzv3P7CWZbOn3uhT/JMhKwPqbo4Mts8l1zsfBK5969wBzhdCYGhg6sIlyzi26VN+XV3FI5mZWNUapsTEEqPR8t9nKrDl5PDsN/+ckkmTx+QAuRgjuUPg5hBEdr6/Hs2BPXw5NZ3481wfS4MBXjx6kK1vv86aL3x58O/nnz/cQNeHLLNl00be+uWLqNvbmKZRIYkirymVvF+Qx9e+9VXSUpIvvaPLOeZ1LoMZ4FZ2gUwwnFvJDQI3TggRFUoSZi9j2zsvYXV0MM0Wh1IUWZqQilWl4bXeTpi5hPwld2GOH/+W1DcLkWCAynd/x5zudu5LzUZ5tvPNXOC0s4dXd3xEW3IGyYU317zUE4oQCQXRnt7AT/7nE5L8fnJ0WrplePvddaQsXMZdTzyDWnNzCaQ3kwvkT4kJEeRzgiAI3PvsV3hLlvn+4QMkt7ViEgQaBIFAahoPP/VFJk3/0y+l2PbZZxR4vUMEEAClKPJYdjbHq6rYvXs3q1ZdPKTuSuhxuujqdaLTaEhLjBvzzdHr9/PKuxt57c33SOzo5kG1imSdFntcDOlpKWzodrDu1fXYrWamFFxeq60JhmPNz6GvcsIqfTNwvdvmXk8hBBjmCklITOSJv/w2r/34h/x9fR2ZkkRIlmnWaLAsXsLXv/lnxMWPr0vmQnfIjRZEvC4nLXu385jVNkQAAbBrtKy2x/Lbg3vpWnUv1pi4wW3jIXzIskxbSwt+vw97TAw2+9i/B/V1tbz80x9z4P13+f/bu+/oqs4z7/vffXpV772AQAKEANE7phiwjXscO44d26kzqZNkMk9m5pn2Tnky6c1J7MRxiR3HcbfBYHoTHURVQxLqvZdT9/uHfIQqqJyjU3R/1mItW2XrPgJt7f3b13Xdy7u62K7XYTabiE9ORh8RxvOXrvDzH/+Cf/m3fxp1F5iJmsoAJFCqQLxJ7u4AH3rQ4o/VIOC9ICQ5ZwXWni5eP/QBBypLiZMkGpCpMZgxbXmYrA33olAG9u1VTWE+QXUVbI1O6A9AXLKCw1jY2cbJs0c9EoLYbVY6GmoAMEfEoBrjUO0Oi42q/OP0Hn0Ty4Wz7EBivl6PLiSUuPQZVDidvLTrPXYbjdz1yONuX/dEyE7ZZwIQl0BphQERgkwbFksvBZfOozMHo541h2q7lbikFHLSZjJv0WIMJt/6IZuoK1eucGj/fsovXUJSKslcsoR169eTmNjXg11+8SL3B49c6WJQqciQZcpKS926prqmFt7YuZ8rZ/ORu3tApSQyLZntm9awZF7mLT/Xbnfw8z/+heKDx4lvbecfQ4KYo1HTaLFSWllDYa+F+zJnUllexZ6DeSIEEQKGN+aDwNQFITC8Paahvo6igmtEp6VTYzRSZzSSlpbOynnZzJmXjdLDw/WGBgkDW2ZcJhuM2GxWCs6dovDEEXrq69AEh5C+ZCVZucvRGQw01FSibmslK27wfCan3FcSPDskBHXZdRqqbnD3otG3/h6vC+fOsuetv9J89SrYbMgGA+krV3H3Aw8RHXPrbXurKip4/r/+g44zZ1his/HDmChkp0x1Tw8VV68SPyuDL6en8v2CIo6fOsMda90zI0Bub5ryChDw/yoQMQ9kZP5WDQJTH4TIskxTRTHWrg5ImklpZxv1oZGExCYxKyOboCj3Vnp5S3dbMxWXTtJ25SxYLahjk4nNXkJ0+hwkSaK9vm8nQvMoW+VmGIM4Vnkdh92GUuWesaoOu42Sk/tpOX0ITUsDANbQcEIXrSV96YZbfp1Oq53K80cxH/0rypIiHtJoeCI4hE6bjcqmRsp7ukjNXsCO4BD+tH8PbVu2Exwa5pZ1T5SvtcH4ShWIu1phwE9CkMRQA7t3n2fz5hxvL8Uv1VVX8eavfoyzqIBMh4N4hYJrTieVdbVkzMkeFoDIskzx1ctcPHGM1qoKNGYzsxYtZd6ixejGOJDOG9599112P/88Se3trDOZsDmdnL50iVM7d/LZv/s7cnNzkRQK7E7nqMewAxqF+55+1je38MNfvYChuIzHw0KYERFGq83G/kuFvFBaQc8TD7E2d/6on3/mSiE3zuSzRKfjhkJirkaNJElE6bSY1SrONLdS39zK8tAg/nC1iM7uHkxufsoo+JeWouuY5wbGUOPpFIQc3reHnb9/nqDGRmYpFAQ5nVxTKint6mL9pi3DApCe7m5OnzxB/ok8ejraCU9IYOnKNWTOneu2EuyRQpGhrScw9mDE0tPNh3/4Fb0nj5EDxOn0NFXd4Ez+WQqPH2T7F7+BwwlOJCwOB0bV4IvAWJOGLpuNIIOGBfHua9s8cewob//sxyxoa+PxmBhCNVpKOzrY/c5bPHvtKl/+x/9LVPToFTh7Pnyf6NJSglUqlms0aCQFKCHVZELV1UVZaTlxMTHMRSY//6JbQhBvbIcbSFUg3p4HIne3Ixl8rxpEBCGjc9hsXNz1Gs5zR0nv7SFKoaDW6aC0rhKL0YQpfPjuel0tDVRcOk1XWQEAxpRZJM7NxRgaOexjfUVLdTkFb/yW2LpKlqu1GFQqrleXc/niCRqXb2LOxvtBkhh9tCg4ZCeypHLb7yLZ6eTiztfQndjHDo2W2cF9AcW11mYOfvgqFxtryb7rMyPuwtNptWPr7SH42kEWWixcRWKtwYgEmNVqZgcFcam9jdob5SycncUb10u4XnCVBctWumXtkyGqQDzLL0KQ6eKFvPJh2zVNltVi4a1f/5SEa5d5MiWNkE/KxmxOJ+/fKGffc78iLDKKxNS+CgKn08n7r75I6UcfMKO7i2U6Ha02G6ePHeb8nGwe/JtvEhoe4dY1usPly5fZ/fzzPABszLw5lfoeWebF4mJe+ulPSfvpT5m9ZAknX3+dTfHDezVbLBYKlUoenO2+G8j39h1DW1zG36cmYlT1/bhF6bTMNBl5raKat97axZK5s9HrRr4gO3HuErPtDkI1ahqQBq1Zr1QSLkN9YzOG+Giw2rHZb/VrSZgumgtKCAuQqiBvDEqFqQ1Cmq6dYd9vfsEmi53tM2ei+aSUurG3l99eOM8LP/0Rf/fv/4nqk3NIU2MDz/3wB3RdOM98SSJUreb66VO8vPsjsu66h0effAqFG8Ncl9FaTkaqGBnx43a+C8cO8fW4BGINxv63r7da+F3+Ofb++SU2PvoMYclxVLS0MCd8+E3iqcYGCI8gfYZ7qkB6e3v58OU/sqa7m0cyZvWfY6P0euaFhfGDggJ2vfs2n/38F0f8/O6uLgoPH+TR8HD2tDWjH/J7Jdag50Z7Bw1NTegVStot1kmv2VtzQMD/q0B8gaoiH+Z4/wZrKH9ti4GpCUIKj3yIIW8vnw4NJzUyFkmSkGWZoo42/nxsN0XmUGat3tr/8TWF+ZS/80fiWxpY+knFxKWrZ7mY9zHJO54gNmP4Vtfe5rDZKHj3jyyqq+TB+BQ0ir5QYTlQ0N7Cy0d3URmbRFhCGtdVahotPURoBz94k2WZ/I52dIvXuq0tqKGsAM4c5rGQcNJMN38vROr0JHV18NuzR6jPWkjMzHmDPs81BHWJoYUjtTUsCo/kauUNdAPO05IkEafTca2xAWw2VMjYvXwt7WtVIL7CWlvp1uN5fwKaAOCxk/bVC2exF13js8mp/QEIgFqh4N7kFFKamzh1aF//208c2kfF+2/xjMHA1zJmc3dSCo+nz+T7CUkEnT3F7/7znzl5aD/FVy/jvEVFxXj09vZisVgmdYwDe/eS2t7OpoSEQUGBQpL4dFoamspKjh49yoZNm6iMiOD169exDVh/m9XK74qLMcyezZKlSye1Fpfunl7OnTjLHcHm/gDERZIktsVGYa+t5/TlglGP0dHeToxGTYJeR40k0eRwDHq/QanAarFyub2ToKgIgk3GUY4kTBflTX0/54FU8t14rc4rT6EdpZem5In7x3v3k9raxqeT4lArFMiyE1l2EqHT8VRyCu2XL3Hxwnmg7wLz5d/8Gt3ZM/zfpGSenpnB/SmpfHt2Jl80msh/9RV++eMfcvTQAaqrqtyyPqfTSU9396gXhqtTQm77Z2GEit7zR3k4MoyFUaHEmjT9fzLDzDyRFI9UdIGsICe5W7axq7ubS83NyPLNi8GCtlbebWsne+NmgkZpaxyvi+fP4bhxgzvjE4YF4waVig1hYVw7fIjOjuE3h7LdSmdbC7LFQrJeRWJwMJfstkEfo5IUaIFeq5UrNhsJqZN70OGtACSQqkCEW/PXGzDXQ8RbbX86UZbuTtrPHmGTwUiaKbj/XCFJEhlBIWzQ6mk5cxCbpQfoqwApf/dF7uho5WsJaWyOTWJzbBJfS0jjjvZWCl/9BdeO7KT62jmsPd1uWaPTYcdm6Rl0zhyvupLLGKvL2Rad0B+AuMwKCmWx00ntuSNEpWViSZrJ23VVtNtuBrt2p5PDDdVcNppJWOC+rYGrL59mltUyKABxSTaaybLbqL18ZtDbXf8OnlyWTHdXJ0anTKrZjEKt4Yp18D2HTqkCp5PithZ6DAaiY73f1uRLVSC+tC2uO3enFJUgAa60uIAMu50wrW7Y+yRJYpE5iDfPnkL+7DM4nU4u7P2IlZJE9oCBcLIs011XQ05dLSdLSzhUeA1NcAjatJls+sznSMsYW+WEpJA4XdVBbrwZWZbJy8vjo4/2c/VKFUgwb24Sd269g0WLFo27hK784kU2m0c+YWiVSjIVCkqLirj77rt55Otf58+//CWnrl4lU6XC4nRyRZLQzZnDl7/zHXS64d+riWjt6MLZ00vKKMFEsFpNqCzT3D76k5eQ0FAqLDbui4vmryYDf+7o4gtmI6pPvj+dDgf1ColjdgcbVy32yNNfwf+UNmpJjbAEVEUITP2gVPB8RYjT6aTgzHkeCem7sDbQdxPdjRpZdhJjMJBitVJ47SoLFuVSWlJM3bmzfD0ujvAB5yqL1Yq6qpKU8jJ2//ZZ6nd/hD00hNRlK3jkc09PKDTo7upi/949HPg4j+ambrQ6JSvXzGf9xk3ExceP61jVVZXIzU3Mix55vsa8sDCUBde4UVbK9nvvo6WpkV/t3kVifR0JShU1Djtlej2p27Zz78OfGvdrGU1rSwvBTieho+wGkGwyQWsL7W1tmAb8jnHt7pNuAr1BTWVXN2tiovl1dTVHenpYpe97OmpzOumRZS60tdMWF8vq5RMP2b1ZAQKBUQXiK+Gwqvw89uQcn2qJAf+uBgHPVYS0Vpejb21iTvTI5725wWHsbKqjtaaCyJQMKi6dJr65ns0Ddk4BsHd1sKCtiTMtDdQ11mIPDudGWCQRK7eQvmTDhNpH2uurKT1zhMorJTjsMsYQAykL5pOcs2LMQ0Nd2uoqSXI4Bj00HWimKZhD1Tdw2m1k3fc5Lv/1eX50o4gspwO9QkGRw0FVcBixWx4mMiVj3K9lNI7mBuJv8VriNFouttT3///AAATAFBRMp1KBTXYyLzaOPdeLmWu3E/3JA8puu40eSeJwcxNBy1aRmDbDbWsfL38NIf2RCEECnNPuuOVfslqhwOnoq4hoaWrAUlnB/CET8avKy2grKWSVQsFZtZqlYRFkhYSy8+pl3vvpD3jgO98nISVtzGuSZZk/v/ZnXnrpCFbrfEJDtyA7new/cJoTJ1/g6acruffee8f1OiWFAvst0m+7LPf3Cq5avZqZGRkcOXKEG9evo1KruWfePJYtX47BMLmZJ5IhCHtyDqry85gMOlCrqbdYSDMNP26vw0EHYNSPHrqsWDSP3x3Oo7Srh6dmpPKba8X8W3sny9Uq1E6ZvRYrFUol81cuZsuKxZNauxBYXEFIoPDWfBC4GYQAbg9DnE4nstOJekiAacDWH4SoZRnHJ1Vg14uLMXd2khF/c3Co3eHgWv4FpPp6tmt11EoSf5+YSIOll7/s/IDn2lr5m+99H+04tv3r7OjgJ//7E86c6ESrW4nJnEZnexOv/+kIeUd/zDe/+0XSxtGSolAokCUJxyjnabvTCZKEQqFApVLxxBe+ROGatZw+kUdVUyOm0DA+s2QZs7Oy3Br2GkxGOoFuux2Davhvy4beHmSNBsOAMNsVgMTQAQY9C9asYt9rb/APM9NZk5bKSyWlnG1rY4FGQ0V3NwcAR1gYD33ucRLiYie1Xm8EIL1VNwIiAHHx9jwQf+CPs0FcPBGEOJ0OJFlGJY187lEpFEiyjOzsO093lRWwRK0ZFIBYujpov36VOKuFrWoNF9UaHo5J4HxLI7s+fJVip8zM5RvHta7GG0WcfONNOhri0JoeRqkOoqXmOk0VedSVFLPk/sdRjfAQdDSSQoGd0a+l+2Z9SEiSAlNYFIue+BY1hflcKL2KbLNhiIpjbtYiTGHD56NMhsIURMuQKruBWm1WJGNfoDg0AAHImJvNwYRE9lZXcVdiMs92tPM/jQ0skxQkqJSc6WjndHAI6pmZPPj4017b2tgVgIgqkOHc3QoDIgQJeLFJyeRL0qgXeJfa24lekDvqD7zVYqGlopw0lYoYnR5Fe9904Hijkc+lz+DnRQUc3f0hn/rC3455TVeuXOHVV4+g13+G1NSb5XLR0cupqvqYF//4F7LnzSMtffgT7KamJgoLC5FlmdTUVGJj+y4oZy9ZwqmXXmKbLKMY8lo6rFauShLbs7IGfK1oHnjggTGveSKCTEZm5WSxf/8xFoeFoByyroMNzdjDQliUNXJa7nQ6ccoyvWFh/OvVQnYEm/nczFQONzbzXE091TYbQenJfPXpR9m4bCFqtfhxFgbru9gPnGoQXwhC5PYmtwYhKpWKhIwZ5B8/ycqowcPyDNhot9q4rlCwKWH0yovG+jqsDQ0sMpu54XQg2ewoFQpywiOI0Rv4j1MnOXf6FMtWjr08+cP33uX0CQvJyf+ATn/zgjY6dh1Fhb/gD797iX/9r38ZFkjIskzp9RIa6urQ6nTMmp2J3mAgISkZdWwsJ2tq2JGcMuzrnW5sxBkewYyMvvOhJEnMysxiVmbWsI91p+z5C/gwMorDtTVsSUgc9D6nLHOgoYHkO7cSEhI6OPz4RGdnFyEhIbyvUfN/Tp7mvoQEHpyTycdV1XxY30CTUsmCTRv42peeYW7mrAmv01s7wYg2GM/x9WoQEYTcFBQVT4XRTHFnG3OCh+8aUtTRRo8piKDIm20UQ79zHXWVhFl6SDEFcb67CwCjSs3KyFikhhrePLoLy/xlaA2mMa3JYbdx7oP36GyeR1ji55AUfa9TH5SDrXc5lZd+SkTSQTJWbhn2uXableaKEmy9PejMwYTFpyIpFITFp1Kh1lDb003MCBshXOpoQ5O9tD9YUWm0JM5dTOJczz6Ei5y9gPzzx1g3wgySZksvFySIzFw4YgAC0NbcjDEphTeuXKKuqYmtSSkUhYbyUcUNyjva6QoNY/2TX2TjPfd7fe6hLwUgvsadrTAgQpCAl71oKafiE3jzRhmfTklDOeCC9VRDPZd1OjavXgdAaHgk2oRELpQUMSOor3S6tbkJVW8vUUFBFNtstKtUpH5SEqxUKFgVHsELp0/Q9eknMI7SjjLUwQOH6ehIIjNz+GCwuLg7uHLlEAcPHR4UgnR3d/PyS6+wd+8FmppABkJDZFaums3nPvc46zds4Ie7d/NqSQkPp6X1P1XttNl4rrgY1axZLF+xYiLfwkm5a8MqfnK5kF9dv8GO2CiSDHo67XYONDTxgdXOurs3ERo0/PtW09DEr196g8aCEhJ7LRTIMj+prMFc20B8TCTRC+aybUUuj2zdgE478hZlnqKJSSB8gftPRoJniCDEfTwVhKzdsI5Xz5zjVGMTiyNuHtfudPJKeTn65ES25WbSbreSmprMPpOJwvY2ZgWHANBYV0e4BDqVkjPtXZiCgon8pFUmxmBgrtPJ+ZN5Yw5Berq7ObjvLGbz3YMCEACFQk1CwgMUFfwX1y5fJmvezUF05WWlvPLCn7hyqZ7OTlCpICZWxfYda9my7S6Wbt3O3md/RXJTI/PDwvvD95L2dt5qaSbzwYcJm+ILUHNQECseeJD3nvsd9hs3WBMbi1mtprKrk/erqrgeE8tT27aNGIAcPXGK137/IlJ1LXMsFk5bLJy6fIVQk4m4pATmLV3Mlnu2sW7Vikk9WfTGTjADBUoViK+0wvgDf2+LAfcGIcaQcLRZuXyc9zEJeiPBA1ozWqy97OtoxbB6Kzpz37WzMWUWl66eZYPTiUqhwG6z4mxrIUqrwynDeaeDOHNI/zEWhkXycU0F9SVXSJy3ZExrqr9+lbYaG0FR9/YHIC5qXSwq7WpKz308aPtYWZa5kZ9HweGjtDc4cNolVBonYYlG5m68k8iUWZSlZvLOtfN8Kjaxvy3GKcvkNdZyXmcgYdGayXwrJyQmYx41s+bz8uUzbAkJJyMoBIDijlZ2tTbRNTuH+NQ5wOAAxG6z8eHrr3B9325C21pJkGU+aG3ho+ZGwiOiMM6cTXZ2Dhvvf4TYxKm9nhjKF9tgfGlbXE8QIUiAM5rNbHnmK+z89U8pKyog12hEq1RypbOTAr2BzPs/xezsBQAolUrmb9jM0aICMpqbmBcWjsNuRy1Bm9PJqz3dREfFkG6++dQiQqtD0dlBT0/XmEOQ4uIqDIalI14USpKETpfJ9etF/W9zOBz87Ke/4qOP6gkPf4yZM5cgSUqams7x7jtv0lD/U/7pn7/Lo9/4Bq/+/OecvXaNLKUSm9PJZUlClZHBl77zHYzGqR8amp4Yx5e++BleeeMD/rP0BtqaeqwKBcrIMO7YuJp7Nwy/Kenu6eVnz7+K8Wox34+PJvGTLW/Lurr5+fUKGsND+e63vkBizNjLDZta22nv6iLYZCQs2LeeOvmikIx0UimhtNzbK3EPEYS4jyeCkJVLcym+fwfPv/UuhxubmBtkpttu50RXF+3x8XzhK1/AYNBjoIPotCjenz+f1w4f4m+1OsJ1OuxWKzqFknO9vRyR4c7ExEGBd4RaTXVLy5jX09TYSGuLndCwzBHfbzQlUVVloqamuj8Eqa6q4kf//SvKyxKIjX2UuPgMbLZ26moP8vvf7MLSa+Hu++6nub6e3374AfH1V0lWq6mz27mu1RK3cTMPPvqZyX0jJ2jb3TtQKpXseutNdpaVonY6sWq1GOfM5bHHP0ta+oxB4QfApasFvPzzZ1nV1cW9qcmY1WpkWWZfbR0v1NQSlZPNv/yf7wzb2ng0TqeT6to67HY7MVGR/bOpvDkHJBCrQHytFcZXq0Fc/LkaBNwbhMy6417yW+r5efElFilVRGi01Ft6Oet00pG5gOy1d/d/bOLcXC7mfczu2go2xyTitNtRyE5Ukoq/9nTSotWzbcA2uTqlCiP0D1Ydi86mepzOKFSakbfb1Rpn0dO2E0tXO4bgvt9V5eePcfa9wzid6zGFr0WpDsPWW0F9yU7ymt5gxacfYc6OJ7hst/GjsgLmOh0YFUqK7HaqgkKI2Hg/0TPmTOwbOAkqtYbs+5/mqjmYP1w+g6nyOhISHUYzzgWrmbHxQZ5ZM7yqes/bf6HmnTd4IiSUBTMyUCoUdNls/Lm0hAPAokceZ/WmrcM+bzS9Pd20NDWiUqkJj4p2W2umL7bBuPhCKwx45sGrCEGmgVlz5xPy/X/nzNGDfHz2FA6rhcilK7lz1Voy5mQPCiOWrr2D+upKfvfRB8xobCDSYqGip4dWWcYUFs4XZs0e9PE3ujrAaMRkHvsvcJ1eg83WOer77fYuDPqb1Q3nzp3jwMEyEhO/S1DQzdkjkZGLMZmSOXnq3zh29Ch3bNxIeno6R48epayoCIVSybbsbJYtW4Z5jAGNJ8xJT+E/vvNlrlwvp76pFb1WQ/asNIx6/Ygfn5d/la7CUr6XHE+oRt3/9hSjgX/PnME/lldy5krhmEKQkopq3tlziOL8K2CxglbLrAVzuHfTWpLjpn7bUcF7RBDiPu4OQiRJ4olHH2ZO1mwOHzzCB0UlqLUaspcuZsPaVcTFRA/62G9+/jH+s7OLf82/wHwJeiy9VHR00Gs2k52SwqYB80IAyq1WQsYx7V6t0aBUgn2U87TTaQMsaDQ3z9N7du6k7HooM2d9DaWy70ZTowkmMekeaqqNvP/2G6xZv57HnnqG4lWrOZV3nIr6egwhwTyyZBlZc+eNOTBwN0mSuHP73axZt4Erly7S29tDWEgIszIzUSgUwwIQgF07d5PR0spnZs0ctFPEHbExhGg0/O5qAZXVNSQnJgz73IFkWebAkWPs+fAjWkvLwelEHR7G0jvWce+aJeh1Oq8GIIFSBSKMXyC0xcDNyoAX8vqeakw0DNGZgljwyFeovHyG/RdP4GxvRpGQRmT2MmZkLRo0e8MYGknyjifY+84fuVZ5nTlKFZ02C6/39mA1mtmYPJNI3c1rwDarhTaFgvAB1SG3o1SpkOVuZNmJNMKsEqejC4VCRqHsu460W3q5dugYsryRkJgd/R+n0ScRmvB5mit+SeHx/Sx76CkWPv4NaosucaHkMrLVgj4qjsysRZgjRh5sPRW0BhM5O56kc/U2WqrKAAiNiMcYHj2s/QWgvbWFgo8/4hFzELkRN4Mio1rNUxmzUZcUceXEMVZtvPO2lXo93V0c2PkeRQf3Ibe2gFKJIW0GizdvY/6S5W6ZIeJrAYivVIF4kl+FILt3n2fz5hxvL2MQa08XVVfP0XajGFl2Yo5LISFrUX9JnK+Ijotn20OPwkOP3vLjFAoF9zz6JMULFpOfd5TzN8rIt9tYJSn4+px5GNU3b8q7bDYOtraRtmkbuhF6B0ezbNl88o4fwm6/H5Vq8OdZre045fPkLt7e/7a84yexWmYOCkBc9PooJBZw6PBJ7ti4kaioKO67774xr2WqKBQK5s5IhTEMnD5/uYA5yIMCEBeDSkmuWsX585dHrCIZqKCsgl8++yLxNfU8HR5KbGgwVb0W9uw7yo8KrvP1rzxBWsLkhvQJ/mW6BiHldY0cu1hAbX0zWp2GnIxUcmeloZnEHB1PBCGLF8xn8YL5t/3YyIhw/r/vf4Pjp85w4MQFbpSUUHLuHN9ISeGuxKRBF2SXW1oo0el4dBzzQKKio5kxK5wLZ48SHDK8GqSx4SShoVYy5/Q9Eezt7eXYkUuEhD7cH4AMPt5qSorf59yZM9yxeQszZ81m5qyx7So2lQxGI4sWLez//5HCD4COzk5KzufzVHjYiBe/C8JCMRUUceHSlduGIH9990P2vfgKyxwOVkRGoFMoyW9uYe9zL1B25Qpf37oU7Qi/C6aCCECmhi9Xg0xVW4zD4aDocj5Xzp/B2tmBOSKK7MXLSEhJc9uQSndUhah1BlIXrSZ10erbfmxsRjbmp/+eystn2Fd6jQalkvCGGr6enkmCYcBOU7LM0cZauiLjyEwbufpuJJGps9EajtPbkY8+KGfQ+2RZpqftOInZUWiNfV+rvqyAjkaZoKh1w44lSQoMoeuoK/oNXa1NGEPCSZiziIQ5i8a8nqliCovCFBY16vwPl+Jrl9E0N5GbNvL1zrLIKE6VFNFQW0PULR4S9PZ08+df/Bj55DHuMZmZHRpGt8POqcv5HCy6RkfbU6zevG3Cr8cX22BcfKEKxFOtMOBHIUhiqIGKFvfspe0uzVVlFL75PKG1FeRKoACunj7IuWMfkXbPE0Sne3agm6dIksTMrLnMzOrbDeFc3lEO/vYXvF5eyqqoaELUGko62tnb3ERb5hy2bdl+myMOtnr1aj54/xAFhb8kLfVJ9Pq+hLa7u4bS0j8wZ66O5cuX9398c0sHavXIJzkAvT6axoZrE3ilvsnaayFWNfoTUbNKhaXn1rt+yLLMq2/vIq22ga+lJ/dPKE8w6FkYEsSPrt/gz+/t5ntf+qzXpmAL3jGdghBZlnnnyGk+/ugwYe2dzFSpaHM6eO3oGfZkpPK3j9xFePDEn764ntB7aueYWzEY9NyxdhV3rF2Fw+Hgv559mb07P0S+Uc6iiEhkZM40NrLPYiFjx31kzZ13+4N+QpIktt21mcKrr1JxI5K4+C0olTpk2Ulz83naWv/CfQ8vICKyrxqtp7uL3l4nev3I1WVKpQaJMDo7fPfJkmvmB4wefrhYLFYku52gUar5FJKESZKwWKwjvt+lsrqGvX95k4c0WjbG3XzCmqhRMt+k578PHORgbBCbl2SP45VMXiC2wTQXlPhcK4w/8WQ1SE93F3/93S9pPnmcmRYLCUol5Q4Hb+58j5lb7+HOBx9xW9uBp7bQHY0pLIrZq7fC6q10tTZx8U+/4L2KElYFW4nXG2mzWTnT0shJUxBJmx5ApR77jDdzRAxJ2SkU5f0ZSVKjNWUhSRJORzcdDbvRGC6Rvvje/ms8W08XsqxDqR75Ia1KE0lPt4S1uxNjyNT9LpuI2wUgADaLFR0y2lEqDM0qNTgc2Ky3vp4+dfgAttN5fDMxiegBD3xnBgUTXV3JW2+8xtyFiwmNGLkt6VZ8tQ3G16pAPDWD0G9CEF9j6eqg8M3nya29wb1xyeiVfd/KrU4Hu2oqOPjW7zE+9d1xbRNl0qh4Ia/8lj/U3rBg2Up0ej3HPnyXc4XXkOytOA0mEu+5n0fuuo+QsPGdLENDQ/ne977Cj370WwoL/wmbPRlwolFXsGBhCN/85t9gMt2cjh0VFYrVVjHq8Xp6KomJDZngq/M9sXHRXDt5DlmWRwworvX0Epd069L2kopq6guv85noiEFbtEHftsjbI8P5xZVCKusaxjVbRAgM0yUIybtSzMfv7+cBpZI7UhL6d46q6bXwq8tF/PavH/G9zz0w6SDQUwNTx0qpVPL3X3iUdxIiOLp7L7vqGwDQxsaydOt2Nm/dPu6biNyly3jqi+289tIHlBQfAOKR5WbMQS1s35HFw4/erCo0GE0YjSo62itGrByx23uARkJCcyfxKj1jPOGHS0hwEPqIcK5W15IZMvyGoqnXQp1CwYaYW7ccHj1xitCWFtZn3NxqWLb2AhDvsJCrkDh25tKUhiCiDcY7/KEaxFNByAevvoj90H6+FZ9AsqnvZlCWZc40NfLKW3/mRGQky9dvctvXGxiEwMTbY8bLGBLOvE9/heIju/jjlbNoWptwqFTIs3NIXrmFqHFUgbhkb74Pp+MNKi4+S1dLJJIUDFRiDOshe/OGQcfUmoJQKHqwW5tQaYb/nrL1VqPSONGZfO/foMtYwg+XiOgYOrU6Kro6STQO33GnqL0NzOZb7gYjyzKXD+1jhUo9KABxWRMTx/7iIvLPnGTtOB8Iu/haAOIS6FUgIEKQCau6epaw2hvcF5eMTnnz26hRKNkel8z1ihIqLp4kc+1dXlyl+2TOX8js7AXU11RjtfQSHBZO0Cc7E4zX6aoOctPS+NGP/53Tp09zvaRvYvvMjPUsXLgQ1ZCtfFeuXM777/2G5uZLhIXNHfS+zs4bwAXWrX1oQmvxRatz53Ni31H21jexMXrwyflUcyslOi2fX5xzy2M0tbYj9VpIixk5mU416qGljcaWNhGCTFOBHoTIssy+vHPkWK1sShq8vWysTstno8L5YcF1Cm5UMzt59O1nx8rbQYharebBHdu5+86NVFbX9r0tPuOTuR3OCR1zw6bNLMjN5cyJEzQ3N6HXxzN/4SISk5IHBUdarZbV63J47aUDREWtRKUePIS6pnoPkdE2FizynRBkIuGHi0qlYvkd6zn0u9+zrLubOMPNi2OnLPNGRQWalGQWL7h1eNHY1EwSUv8QW1cAInf0DbFN0+vJa2gaNRD3FBGAeI/c3e7TQYi7NdbXUnn8CE9FRPYHINBXjZYbEUlFZydH9+xk8er1w64NJ2PgnJCpqgqBvlkh8+9+nN71O+hpb0Gl1WEKi5rwz7dKq2PRjsdIX3KD+utXsFutGEJyiZs1v78NxiUyeRZB0R/RXreH4NhPDfqastNGT9s+0pYkog8KndRr9JTxBCAAqRmz0c3M4L2LF/j8jIz+XSMBWiwW9ra1krZpKwbT6CGEw26np7GBZNPI2xarFQoSgbbm8e/g5attMHJ3u08EIC6e3IlShCAT1FpWwHJJMSgAcVFKEtlaHbuKL4EPhyCyLNNUX0t3Zyfm4JDblnJJkkR03ORuFiSF1P+Dr1arWb58+aDWl5HMmTOHLXdm8fbbv6GzcwuRka7dYc7S1raTDXcksOw2x/AnaQmxbLxnM2/89QMKr99gcUgQCkniXGs7Z5RKlm7bQM5tblz1Oi2ySkWT1Ua0bngJcJPVBmoV+hHeJ0wfgRyE9AaHU1NWxT2j7IY0w6AnvKGZq+XuCUHAM+0xNpuNG5XVOJ1O4mKiMRpvPX9Jq9WSnuq6SLQAFmoxD7rpl1RjL7kODQ1j4523n56/Zds2zp35Ideu/IDIyG0EBWdgtbZRX3cItfoYDz1yJ0HB3p2VNfB7AOMPPwbavvkOCi5f4f8dP8EKjYZZQUG02Wwcbm6mMjqaZ555Eq321udXg15PtSwjyzLY+kqyXQEIQKPVhj40aMoCkEBsgwH/2RrXVQ3iq1xBiDurQcqKCtG3tTIvfeaI718UEcH+qgoaaquJTXD/AGx3VYVYujvpbm1EoVITFBGLdJvKO50pyG0VF5IkERqXTGjcrcMBpVrN3Ds2cOrNXbRU9WAMW4tKHY619wbdzXsIjqlg1grv7NB1K66/Gxh7AAJ9s/jufPxp3v7ZD/hhUQErg0MI02q50dXJ0e5u7DmLWLd9xy2PoVSpUOj0NLc0j/h+WZZplGXCRmmNHI2vtsFMNyIEmSDJ4UB5i18EakkBdvuo7/e264XXOPz+W7RcykdhteLU6YhamMv6ex7wyC+ayVAoFHzpS58nJuZtdn64m+qa90GG8Agl9963kIcffhi12juD40YiGYKwJ+dMKkm9745VxEdFsPfwCZ4vLgOnk6i5s3h49VLWLMq+7UVxZmoSxvgY9lbV8GjS8Bu8vfWNBKenkJF866F9QuBzBSFAQIQhriCkp6oCZBn1KOdpSZJQSxJO2f1PY9xRFeJ0Otn18X7279pDV2UVOJ2owsNYvH4tD9yzHYNh7BddA2/2JxOI3EpYeATf+T/f4I3X/sLJvN9TVSmhUsGMDBN33Xs/K1atccvXGS93Bh8D6fU6vvXNr7Irey5H9x5gb2MTklpN1j138c3NdzAjLeW2x1i8MIdfvvFXrjU1MksafL3Q7XBwvNdC7sKp2Y4y0Ntg/GkeiK9Wg7i4sy1GdjpR0PfwcCQqhQLkvvOhp0ymKqS3q52iIx/RnZ+HprsTp0KBIzaJ2GUbSZiT63Mz1+JmL2DpQyoKjhykufIsPXYJlcZJ8sJoMtc+RlDU2HcRmwrjrf4YKiltBp/67j9zfN9uXj9+GNlqRRUVQ+baDSxftwnjbXaOlCSJjFVrOf7qS6x2OIbNF7nS2kKd2cTK+QtHOcJwvhyA+FIViLW20qNVICBCkAkzJKRy9cJxtjidw2YuyLLMld5udCnD96z2BUVXLvHBz35AVmMDn46KJjIkhKrubvbt3c1fCq/xwLf+gfikFG8vcxC1Ws1DDz3EXXfdRVlZGU6nk6SkJK9ufetJkiSxNDuTJfNm093biyyDUa8b8y9UtVrF1jvX88YLr6OprGFTdATBajUtVhsf1TVwQqfjsTvXT2rYWPiCTI+foISpUdqoJTXCQnNBYFSFNF6rIywjErNJx4XGNuaah5eyVvdaqFUp2Rozej/wZAwMQmB8VSGyLPPyn//KidfeYJ1SybLICDQKBRdaWvjopT9RUVbO333zb29baTASTwYikVHRfPlrf8tDn66nob4erVZLcmralG9966ngYyi9Xsd9d21lx7YtdHZ1odVoxvV3khUXzoxli/ntzo94ONjMomAzSkniencvf6lvwpYUy4YpCEECPQDxJ/5SDeKuICQ2MYljRhNF7W1kjNBifamlGUV4BBHRnt+adbxVIZbuTvJff5b4wkvsMAeRGhJOt8POhRvFHK0qw9rdSfqS9R5f93jFzJxH9Iy5tNdVYe3tRh8UMq75hVNhsuHHQNFx8dz7mc9he/gxrBYLWr1+XK1VS9Zu4NW8I/yupIh74uJJNJqwyzLnmhp5q7WFuC3bSUgZvnvlrfhqADLdiBBkghKycrl4bA/76irZFJPYf3MqyzLHG2spMQUzY94SL69yOKfTyf4/v0xOcyOfmzmrf1BghE5PVkgovyoqYP9br/OZr3/X42tpbGykq6uL8PDwQYNQb0Wv15OZOf7hUf5KkiSM4yyzc1m/JAe7w8GH73/Mvqo6DE4nXQoFmpgoHrpnEysXzL39QUahiUnw+MAiYWoFWhDSXNjAiuwM9nx4mPkdnYOCkF6Hgz/VNhA8I5n5Mzw3iHpge8x4qkKul90g790P+GyQmRVRN9sUYw165nZ189/HTnB42RI2rrv9No23MjQcqLUPvjBzoKChvh5ZlomKjh7zhWNEZFT/zjFTZaqCj5EoFAqCxhnIy+1NSJLE59fN56WeVv5w9jKv3KhGLUl0aTVEzZnJV+/dSMQkdi8aj0ANQPx1VxhfrgZxZxASn5xK6Lz5vH3sMF82GDAP2B2lorOT/d3dzH5gI1qtbrLLHpOhVSEwehhSfu4okcWXeSouiaBP1h0GJBhMhDbU8OaBd4mbnePxGRu23m56OtpQaTTog0betnsoSZIIjvG9SuCJtr6MhVqjQa0Zf9AfHhnNfV/7Dh/+8Tl+WHgVc001VqA7JJS0HQ9y50OfHvMDSl+dA+LiS1UgU0GEIBNkDI0g8a7H2P3uSxTfKGGe3oBSkrjS002h0UzElocIjUvx9jKHKSsupPd6EZtj4/sDEBe1QsEdUdH85sI5GutqiIiO9cgaSguvsf8PH1F+9izYbChMJrLXr+fe++8nIsIzT2WnI0mS2Lwil1UL5nK+oIS2ji5CzEYWZM5Ep3VPCXwgC8lIJ5USSsu9vZKpE2hBSLbaTNmiTH529hrzmtuYZdDRZnNwwmrFkRDDVx64E9UUVCmMtyrk2MnTRLa1s3z28GrCBKOBBRIcO3Rk0iHIUK7gwNWKs3PPYbor+qoE9PHxLN64mY1b73LrgMKJGBp4wNSGHpPl+nfgKL2EQafli/dtpmbNEq6UVWJ3OEiKjmB2UtyUlNIH6hwQf+br1SDgvkGpkiRx12ef4fXWFv7z2hVy1eq+uQ3d3VyQJELWbGDtlqmfrXe7FhnZ6aT5/DHu1uj6A5CBcsOjOFRVRk3BBdIWr/PIGns72yk+vpuu/BOoujtxKlVIqbNJXr6RyJRZHvmanuLJ8MMd4pNSePr7/0ZZUQF1NVWoVGpmzM4a17a4vt4G42umotJchCCTEJ+5EFNYFBX5eZQWXwanE13KLNLnLyMsYXylUWNht9k4d+IYFw/vp62yAo3RyMwVq1m8at2YfxDbW5pR9vSSYDCO+P5EowllWyttLS0eCUGu5Z9j1y9+zJLOFr4YFUWYyURpRwcfv/IK/5ufz7f/5V9EEOJmBr2OFTlT01cu+L9ACkKUCgU7EtOYn5bAscsl7Oq0otFrWZw9m3U5mYR74Cl7Y1sHe89c4sy5K/R09RAZHc6KRXNZY7OjUavGVBXS1NhIklI56k1witHIueoat68d+qoZf//Sq5x/811WKxXkhoehkCTOlJXw8a9/RU1lBZ99+vMjttK5a75I/1pGCDtc/Cn0cHGFH3CzSsglNjyE2PCQKV1PoLfB+MtA1NH4cjUIuG9QalhkFI9/9585e/wwp/OOYmlvwzw3juUr15C9aCkqD8x8u154jbOH91OVfw5kiJ07n4Wr1zEjc/C10sAwBG5WhditvUidbcSOsG0q9O0UGYtEaUeb29cOfQFI/mu/JL7kCnebgkkwBdFht3Hm0knOlBVgu+8p4mbneORru5s7W188SaFQkDYrk7RZ469G9+UAxGW6VYGAH4Ygu3efZ/PmHG8vo19wdALBmx6ETQ969OtYLRbeeO6XtB4+wAIgzWSiraONEy//nleOHOC+r31nTHM89EYjTrWaZquF8BHKC5ssvTjVGvTGkUOSybDbbHz8yh9Z2tbK1+dm9l/gJ5vNLIqI4H8uXuTtN9/kmS98YcJfo6amhsOHD1N29SqSUsms7GxWr15NaKhvbvklCL4okIIQhSSRZteyZEdfb7Yu3nODn8vrGvnFi2+hqahhjV5HmFpFSUEpHxSUcu5KMV99ZDu6MVSFmMxmGh2OUb9OQ28vpiTPlDJfulrA2Q928YXQEBaGh/W/Pd1sJqullV/sep/qxXPJzRm8/evQ+SKjkWWZa1eucCrvGK21deiDg8hZvISchYuGDbj2x6BjNAOrP3xBoAcgLv7YCgM3q0F8PQgB9wxKNZrNrN68jdWbt7lpVaM7fuBjTrz4PDM62njQ3Pe9vbDnQz44fphFjz3Jqo13DvucoWGIQa3BqdHS2jXyOcopyzQjoxklJJmskhN7ibt+lafjkvtbiGKAGaZggmsr+Hj3G0SlZaLSTOzfv83SQ01BPk2F+ciWXrRRccTNyb3tDjTj4S/hx2T5egAyXatAwM9CkMRQAxUt3d5ehlcc27ebjoP7+FpM7KC91Dc4HDxXUsQHzz/L0//8/912AF1aRiZSQiKHqiq5LyV10PtkWeZgXS2m+Qs9skNMwaV85BulbImLH/aE06zRsDEsjNf376fj05+e0MDTY8eO8erPfoa5tpZ5Gg12Webw3r0cePttnvn2t8nKynLXS5m2Wto7qG9uRafREI3nprUL3hdIQQgM3j7XE0GI0+nk93/9iNjKWr6aFIf+k3PxmnDY0N3LT85e5t3EWB5ev+y2s0IWL8zhN+98QGF7OxlBg2+A2q02TlisrFmzyu2vAeDIsTySu7pYmDg8ZJkbGsLM+nqOHj0+LAQZS2Bht9t57o+vkL9rD8nd3WRrtDTYrOz6eBf5S3L52te+jHmM86H8yVQGILIsU9nQTHevhfBg84gzRaZLAOLv/Kktxp07xnhSTeUN8l55gXscdjbNmNV/LbomBvZWV/H2qy+SnD6TxNSRf+cNDEM0WYs5dfBdFjgdaBSDr72vtrdQazCTMWPis9dGY7da6LiQx1aDadAMFehrL1oVEUNefTV1xZeJzxr7riUuXa1NXH7jtxjLCskFjEol1y+fouTkfsxr7yJj5ZYJt+r5etuLpwwNQCwWC5WVlciyTHx8PPoJzv6bLFcAMh2rQMDPQpDpwKRR8UJe+aCTg91m4/L+PWzQaAcFIABapZJ74xP5fyWFlFy7TMac7KGHHESt0bB0x4Ps/+0vUJSXsjY2jhCNloaeHj6uqeJsUDB33n2fR3qRW5sbCbY7iNCN/MOeFhSEs7mZ5ubmcYcg5WVlvPrTn7K6tZWHMzP7d+zptdt5vriY5/73f/nnH/2IkJCQyb6MaamhuZU3dh3g0unzyF09oFISEhXK8uhIcpOHb8ErBAYRhIzd1fJqmsoq+XxUeH8A4pJs0LFeq2HfyXx2rFyEVtNX8TAwDIGbVSHzsmaTvno5v96zj4d6LSyOCEclSVxpa+ONmlpUc7JYt2q5W9fv0lhdw6xb7HCSptdzuqp6Qsd+/6OPufLOB3w5PIz5SYn9b6/s6uZnR47zh+BgvvY3E68E9DVTXf1xvqiM9w+coLa0Amx20GnJmJvB/RuWkxAZNuhjAz0A8fdWmIF8vRrEn4KQ83lHiWluYmPG7GHXuRti4zhVVMD5vKOjhiAuTy5LpjHtU/zHtXO8XFHK+vBoUowmrE4nF1ub2NnThXb1VoIi3d9WbulqR9XTSZx+5Ipts1pDhCzT2d487mPLTieX3/kjM0qu8ukBA19lWeZcSyNv7H2L6vAo4jPHF65M1/BDdsqDAhC73c7777/P0fffp6emr6VVExnJ0q1buffeeye049tk+UoA4jKVu06KEMQPtLU2Y2+oJzNk5JaOeKOR8OpKaqsqbxuCAOSuXAOyzIG3X2d/ZQVahwOLSo0yNZ2NDz/G7OwF7n4JAOgNBrrp25mhoQsijYNLn5t6e0GtxmAYf/nggQMHiKyr45GsrEEDX3UqFU/NmME/FBVx9OhRtm/fPtmXMe00tbbzw1+/iKawhM+EBjMzMow2m50DxeW8faWY3lW5rJqR4u1lCh4SiEEIgGvykLvCkPK6BoKsNpL1I+9iMC/IxIctbdS3tpMYNbjyY+jgVEVQOF/54jO8aDbzxwOHebmoGCUSNpORxDWr+NZTnyU4yDM3RcagIFpstlHf32Sxop9ApZ7VauXwRx+zXqNmftjg32UJRgMPR0bw3LE8qh/YQVxM9LiP72umOgA5caWYl159j7ntnXwqPJTwIDWl3T3sPnqGn5RX862nHiQuIpTeqhsBH4C4+GsrzED+UA0C/hOE1BUXslCrG7YxAPRVUczV6TlWXDCmY0VExfDd//hXdr78B36ddxpjcx12JHpCIwhasYms1Z5p7VFpdDiUatrtI5+n7U4nnciotOOvLmi8UYS67Br3RMUOGvgqSRILwyIpqyol7/Qh4mYvGNPD0ukafsDwnWBkWeb53/6Wa2++yQatlsWRkSiAc01N7PnNb6i+cYOvfvObUzZ43NfaYLyx46QIQfyAUqlCViiwjNIj7pRlrDIjDqobiSRJLF69juwlyyi+cpnurk6CQkJIn5XlkQFULjPnZHMoMpITDXWsjYkb9D5ZljlQX0/Shg1ERo592rJL4ZkzrDAaR/zFplepmCtJFF65Mu4QpLi4mIP793M9Px9JkshYtIi169aRnDx9TubvHziGsvA6f5+SiFndd8qI0mlJT4zFUFjK7tMXWZAYh1HsOBOwAi0IAfdXhagUSmyAExipKbHX4QSFNOpuNENbZHTAF59+gvp7tnOtsBiH00FyYiKpyYke3TVk0eKF/GXfQep7eokaEui0WKycdzq5a+nicR+3oqqGnppalkSMPBA2JywUVVEJhcUl4wpB7HY7eafPcezwMRqrqzEGB5G7YhlrViz1SmuNN2Z/WG123vjwAEu7engy+Wa7aZRWw/wgE//vRjVvHcjj6eViQLY/cgUhvlwNAv4RhCjVGizO0ect9TocKFRjvw6OS0zmqe/9X25cL6ahtoaPi5qJT5yB1mimxwmeOANpjWY0GfM4c/oQmUGhw65781ubaDaFMDdt/AM8W6rKiLdaiR2lymSOOYTjVaVYe7rQGkZ+dSMFH+1trRz86AOKTx7H1t1FcGIy2ctXkzl/wZjvXfzJSHNALl26xMUPPuDLERHMD7/5ezDOaGR2ezv/+/HHnFy5khUrVkzZOqdzFQiIEMQvBIeGYZ6RwenzZ8gaYcDn1dYW2s1m0mePb+aFVqtjzoJF7lrmbZmDgpl75928+6cXkGuquTslHp1KRWNvL++Ul1MYEcGX7r9/QseWnc4RAxAXhSThvMWgwZF8vGcPbz/7LLFNTaw0mXDKMmfy8zn14Yc8+o1vsHz56OXokiEIe3KOz51gxstitXIm7yx3m439AchAm4LNHGxu5VxFDatmTJ9gaDoSQcitZaUm8K7JwLm2DnJDht+s5LW2Ez4jmZiw4FseZ2gYEqmViFq5bFJrG4+lixawb8F8fnbqDJ+OjSYruG+9Be3tvFpdizknm5UTCEFkWQaZUc/TCkkCWe77uDGyWq388tnnKN53iLl2O9lGA42lZew5fY4j+w7yzb/7GlGRU7Pb2K12fvG0CyXl9NTUc1dU+LCATKdUsjE4iBdOnqc1Ow17hW89/fOE5oKSgKgCGcrX22LAfVvnekrKvPlcyDvCDrsd/ZAn7haHg3M2K2k547suliSJ5PSZJKfPJHflzbe7ttd1GbrN7mQkL72D/JLLvFNVxtrIWMK0OqxOBxdbm3i/pxvzhh0YgsNuf6AhZGRuFV9Jn5ynGXKeHvg6YXDVR21VJX/9+f+iKy5ikUZNsFpDcXERe48donDTNu75zOduO8/Qn4w2CPX4kSOkdHczPyVl2OekBwUxp7qa44cOTUkIIne3+9T9iTeqQECEIH5BkiQWb9rK/quXia+uYm1MbP/Mi/LODl5vqCP6jjs9MszU3TbcdS8Ab+58l0PFxRiAdqUSXXo6T3z+88yZM7EnVWnz53Pu8mXukuVhF4FWh4NLDgcrZs8e8/Gul5Tw9rPPsrW3l3uysvqPeY8s82pJCX/62c9ITU0lJiZmQuv1F+2d3di7u0k2jFxWGREdQURzG63dPVO8MsEbbt5YiCBkqITIMDLnZ/La4VMEq1XMNPa19TlkmQNNLZxQKXl4xcIxV3EMDUNg5J1k3E2n0/H1b/wNv/vdC/z87Dn0dfVISHQbDSSsXsGXn3kSo3H8LYsJcTFooiI429hE/AgtjxdbWrEHB5GemjLmY767cw/lu/fxrdhoZg5oD7rHauXH+Zd47rkX+Ifv/Z1HK2fA+zu/NLd3YnI4iRylGi8RO1htXM+vICn01iGc4Jv8pS0G3Ld1rifkLFvJ+d0f8uL1Eh5NTe0fLNpps/Fq2XU6E5PIWeqem9CBQYC7A5Gw+BRSH/g8R3b/hTPV5YQ6nXQj0xYUStCGe5m1ZmKtOCHRiVSp1DT09hA5wvy+wo5WSMtCYzDdMvhwcTqdvPf8r0kqLuALaTMwfFJlsxG40tLCczvf5WRyCsvXbZzQen3NrXaCaa6tJU0zesV0isHA4aoqj63NxdfaYFymugoERAjiN+YtWkLrZz7HW2+8yqHiQlIlaHHKlOn1hK5axz2PP+XtJY6JQqFg4z33s2TNBqTaIrp7eoiIiCAnJwfNLU4Ot7NuwwZ+8tFHvFtezj3Jyf0XvXank1dKSrAkJLB69eoxH+/ggQPENDUNCkCg72nlp9LSuHD1KocPH+ahhx6a8Jr9gUGvRVKrabBaGRohKQxGejs7aJVlMkUrzLTSF4b0DR4MhDBkYBACE58T8uRdG/i1xcoP86+RVN9EqKSgDJm2IBMb7lrP6vljD2JdvBGGhIWG8N3vfJ3S8goKiooBmJGWyoy0lAkHCjqdjuWbNvDx719kdnv7oNCiqdfCX+rqSdu4nqSEsQ1atlgsHN2zlw163aBjAYRoNHwqNoafnc+npLScGWkpE1rz7Xg7/HAx6nX0SBIddjvmIU+3HV0dNFjtWHvtGDWea3f1FYE0EHUk/lANAr4bhJiDgtnxlW/w7rM/41/KS5nlsCMhUaBQYk9J454vfpWQMPefX4cGBK6tdl0mEopEpWUS/sw/0FBWQHdrEwa1lpS0THTmiQedkamzKEtM54PSq3wqLhm98ua6LrY2c1RWEJy9gi6bY0wzPoqvXqKn8CoPxSf1ByAuWaGhLG9r4fT+j1m6ZoPft8XcbitcY0gIDbeYt1XX04MpbPzVOxMhqkD6iBDET0iSxJrN28iav4ALp05Q11iPVqdna/YC0mdn+d3JwxwUTG7mercdb8aMGdz7pS/x9rPPcvbKFXKMRuxOJ2d6emiPi+OJb3yD8PCx/2IrvXSJxUbjiBf8KoWCeRoNpVenPrWcaka9nqyF8ziw+xDLw0L6K5BcjjS30WPUk5MQmBUxIRnppFJCafntP3a6CbT2mP6BqZOoCjHqtXzr0bu5vGIBZwtK6eq1kBMSxIp5GcRHTO7iZqrDEEmSSEtJIi3FfRWG922/k+qKSn64/xBzaupI0utpsFg4L8sEL8rhqc89PuZj1dTVY6lvZMEoF42ZwUHo6uq4Xub+EMSbrS8jWTAjhTciQtjf2MI9MTdnajm6OnDKMh/VNhOTmkT4BCp4/FEgtsLAzWoQEYRMTlLaDJ751//m0tnT3CgpAiA3NZ25ixajN4w8C8PdbheKwNiCEaVKTYwbt+FVKFUkb3uMs28+R2VVGTlKJUaVmtLeXtqjQ1nxwGNsf/jBMYfh1TfKibRYiDeO/H3NDg3jUOUN2ltbPBI+TZXbBSAAucuW8crOnVR0dpI4ZF5VY28v54Htq1Z5cJWiCmQoEYL4mYjoWO74pKVEGGzjpk2kpaVx8MABTl26hKRQMOeTQaZxcXG3P8AAkkKB4xa96XZZRgqgHsZb2b5+BT++dI1flFZwb0wkyQY93Q4HBxuaea/XwqI5GYRNk4trYbBAC0Jg8u0xCoWCeWlJzEvzTHuit9pk3EGj0fDVr3yBk8uWcPxIHsdrazGFBHP38qWsXLoYwyhtdyORJAkkRj1PO2UZJ2MfGD4WvhZ+uBj1WjZtWMGHb36Eo6aBDRGhmKw9VPZaebuygQKjgc9kzvT2Mj0u0KtAwL/aYlx8cVCqTm8gd+Wavt0SfcBIVRUjBSMDTaalZmgry6DjRsTyHz/5IefzjlJ85iS27m5Ck1JYuWIVM7PmjasaUJIknPTNhBrp8+xOJ0iS3z3IHWgsAQhAbm4uB1eu5Of79/NAZCSLIiJQSBIXmpr4a10dQUuWsGLlylseY1Lr/CQAEVUgN/llCLJ793k2b87x9jIEH5SWnk5a+uRvxmYvWsSZM2e4z+lEOeTk3Gu3k2+3syb79tsRB4KUuBi+8sXHeekv7/Pf18vR1DZgU0goI8JZtSaXNV7YgUHwHYEehID7ttF1p5HCEPD9QESlUrFiSS4rluRO6jjxsTGYEuI5UVpGmnn4OehCSyvWoCBmZ8yY1NcB3w0/Btq2LAdJgo/357GrvAK100mX1YkhKoKHc+YwY5KVSP4iUKtAhvKnahDAJytCfN3t2k1uF5JM5tgAqzdvY/XmyW3zmzwjg/N6A9c7OkgfYVv3cy3NmOcvxBwcMqmv4y1jDUAA1Go1f/Otb/FiSAh/OHSIFwsKUAC24GDSt23jiWeewTDCvCx38qUAxMVbVSDghyFIYqiBipZuby9DCHBr163j+Pvv81JJCY+mpaH5pOqj127n98XF2JOTWeXhsjVfMislkX/7uy9ytfQGdY0t6LQa5s1MRdvR7NUTmOAbAjUIgcm1x0yFgTfl/lgdMlEqlYp1Wzby4S9/S3pjI4vDb+6MUtHVxWv1DWRs3UxCXOyEju8PwcdAkiSxbdkClkWZuVxRR01xHaF6HRmR4cOCfMG/+VtbDPhua4w/G0uQ4W3J6TMJyc7hz8eP8Hm1mkh9X7WfLMscr6/jlErNmg2bPT682hPGE4C4mM1m/ubrX6fm4YcpKixElmXS0tNJTEz01DIB39sNBrxfBQJ+GIJMByaNihfyyv3iBBeo4uLi+Oy3vsVLP/kJFwsKmKtS4XA6uSTLOFNS+Py3v03oCNsVBzKFQsGc9BTmpKf0v83a0ey9BQk+JRCDEHDvNrqeNjQQcQnUQOTOjeupq2/g9+99yK6CQlLUappsdgrUKuJXLeepJx8b9zH9LfwYqLfqBgathlS7htQUz15U+5pA3RZ3NP7YFiOCkOlHkiR2PPUl3rD08p8XL5DlcBCsUlFss1ETFMy8Tz3G/CXLvb3McZtIADJQbGwssbETC+jHy1fngIB3q0BAhCCCF52u6pjwCWQq5ObmkvKTn3DkyBFKrl1DkiTWz53LypUrCQkJ8fbyBMHnDNxCFwJj5xgYUBXyyf/7ehgC/tsuMx4KhYInH/sUy5fmcvT4Sapq6zAEmfls7kIWzZ+HWj223VAGfn/A/8IPoL91y/VvVQh8riDEX6pB4GYQAogwZJoICQvns9/+R65eOEvBhbPUdHUREhfPQ0tXEJ+c6u3ljdtkA5Cp5ItzQKCvCsTbAQiIEETwEkkh9Z9IfFlERAT33nuvt5chCH5FVIX4jtHaZSAwAhFJkpg9cwazZ45v9kcgBB8u0z0AmQ4DUW/Fn9pi4GYQ4osDUwXP0Gi1zF+y3C+rPgbypwDExdcCEF8iQhBB8BDJEIQ9OUecgIRpaToEIeAfVSEuQ2/0B7bMQGCEIrcSSMEHiPBjoOnUCjOQP84HARGECP7H3wIQX22D8ZUqEAAxLUsQhEkJX5Dp7SUIPsp1YxJoT2obr9X133i6bkT9kaP0Uv8f6AsJBv7xd0Nfz8DXKwKQwBBo55aJ8NcHLa6bSX+oChamN38NQHzt3OALw1AHEpUggiBMmCYmwedOaoJvGVgRAoEzJwT8c1bIaEaqEhkpCPHVapHRQht/DztGIgKQwaZrFchA/jgfBERFiODb/C38AN8NQFx8pQoERAgiCIJwSyEZ6aRSQmm5t1fiv1w3KYHYHgP+OSvkdkYKD0YLRlymIiC51dcPxMBjKBGA3CSqQIbzt7YYEEGI4Jv8MQBx8cUAxBcfmIoQRBAEQZgSgTonBAKrKmQ0twoZbheQTMUaApkIP0YmqkBu8tf5IDA4CAGxc4zgXf4agPjqHBAXX6oCAT8NQRJDDezefZ7Nm3O8vRRBEARhHAI5CAH/Hpw6GdM1nJgKIgAZTlSBjMzfgxBAVIUIXuXvAYivVoH4WgACYjCqIAiCMMUGDkwNxJuZoYNT/Xl4quBdIgAZnagCGZkv3gSNhxiYKniD7JSRnTK58WYRgLiRL7bBuPhlJch0YNKoeCGvnCeXJXt7KdOOw+EgPz+fa1ev4nA4SElJIXfxYnQ6nbeXJggBI9DnhMCAFpkAmxfiCzp7esm7XERNUytqlZKcGcnMSopDkgLj6bEIP0bXXFAiApAx8MdqEBcxJyQw1FVXceX8Gbq7OgkKDmHuwsWERkR6e1nD+Gv1B/h2AOLii1UgIEIQwYskhcTpqg6fOunU1dXx7I9/TMOFC8T39qKRJE4qFLwzYwZPf+MbzJ4929tLFISAEujtMTA95oVMpRNXinnt7T1Q30QSMp0yHNFpSZ6bwZce2ILZoPf2EidFBCDCZPlzW4zLwPYYEHNC/IndbmfXG69SvGcnYW2tREoSRTKcDgtjwX0Ps/bOu3wmsPbnAMTFVwMQX64CARGCCEI/i8XCL3/wA7SnT/P95GQSTSYAWiwWXi4s5Df/9V/8/f/8DzExMeM6rj05x2dPUILgC6ZDEALTd16IOxXcqOblP3/A8s4u7o+PxqRSIcsyhV09/P5UPs8C3/7MDp+5wB6PgW1TIgAZmagCGbtACEJAVIX4o/0fvEPFW6/z2aBgFs2chUKSsDmdHKmr4e1X/oDRZGbx6nVeXWMghB9yd7vP3l+4AhBfrQIBMRNEEPqdOnWK1gsX+HJaWn8AAhCq1fKlWbMwlZezf//+cR3Tny88BGEqlTZqKW3UBuycEBcxL2RyduedJ7mlncfjYzCp+p7jSJLELJOBz0WGUX65kMKKGi+vcvwGVn+IAGRkgXxe8BTXDZKv7xpxOwPnhIhZIb6tu7ODK7s/ZLvBwOLIKBSfBNJqhYL1sfGscTo5s+t97Ha719YYKAGIr/PlAARECCII/S5euECG3U6UfngptVqhYInRSP6RI15YmW/TxCQQviDT28sQAsTAoamBTIQh42ex2ii4UszKINOIlR6zjAYieyxcKPGf76Xr716EH2MjqkDGL5CCEDE01fddLypA0VDH0sioEd+/NDIKS0U5NRXlU7yywSFaIAQgvl4F4utECCIIn7BaLJgUo/9ImFQqbL29U7giwZekihnFU2a6BCEgwpDxsDuc4HRiVClHfL8kSZgkCZvNe08Yx2rg37UIP25vOpwLPMlXb5YmQlSF+Da71YrSKaNXjjxxwaBSITns2Gy2KV3XwPBDBCCe4w9tMC4iBBGET8QlJlLocGB3Okd8/5WODmJnzpziVQm+ICQjcOdU+Krp0h7jIsKQ2zPoNARHhHK1o2vE97fb7FRIEBcROsUrG7uh4YcIQMZOVIFMjqr8vN9Xg7iIqhDfFRkTi81korhj5H9rhW1tOE1mIqLHN19vogKl+gN8PwBx8YcABEQIIgj9Vq1aRXtkJB/cuIEsD/6leraxkataLas3bPDS6gRheppOVSEgwpBbkSSJVUvmc8LppKSrZ9D7nLLMX2sbUERHsjRrhpdWeGsi/JiY6fKzPxUCKQiBm2GIqArxHXFJKQTPyeaD2mp6hsz9aLNa2dPcTNKK1QQFh3h8LYFS/QH+EYD4SxuMi9/uDpMYamD37vNs3pzj7aUIASI2NpYdX/gC7/zyl5RcvcrS8HA0CgXnm5s5q1Kx8MEHWbx4sbeXKQjTzsDdY4CA3kHGZeBNcsSAt0/3HWU25s7lWmkFPzmZz5LWNjKNBrocDo62d1IRGswT927CoPOtigHR9jJxrp95UQXiXv6+Y8xQA3eQAbGdrjdJksTWx57kLw21/KCkiJVmM5E6PZVdXRzr6caancNdOx706BoCpfLDxZ8CEH+pAgE/DkGmixfyynlymRhGMFU2bdpEdHQ0ez/6iJdOnwank6jFi3lwyxZWr1njl9suCkIgcN0ETYetdIdy3TyL7XVBrVLxtw9tZW9aEkdOXuBoQzOSRk3m2iV8fWkOMxKmpsR6LET44R4iAHGvQNk6dyjXDa/YTtf7ouPiefQ7/8SJg3t598gBHN3dqKJjyFp3B0vX3IEpyDP/7gZWA4kAZOr5UwACIgTxaSaNik6r7w94CzTZ2dlkZ2djtVpxOp1otVoRfgiCjxhYFTKdghAYOQyB6ReIqFUq7lw6ny1Lsum12lApFahVvnE5M/DvRYQfkyPaYDwnUIMQGByGgKgK8ZawyCi2PvhpNt/3MDarBY1Wh+IWmw9MRiCGHwP5egDib20wLr5x1SBMW5JC4nRVh0+etDQajbeXIAjCCG4+GZ4+7TEDDWqVmcbVIZIkodf6xnlahB+eIapAPCeQgxAQLTK+QqlUotQbPHLsQA8/5O52vwlA/K0KBEQIIghTwp6c4/MnMkHwN9O5KsRFzA7xLhF+eEZzQYkIQKbAdAhCABGGBJhADz/APwIQF38MQECEIILgcZIhKKCmsQuCL5mOQ1NHI9plpoYIPjxLtMFMrUAPQkCEIYFiOoQf4D8BiLW20m8DEBAhiCAIbqCJSSB8gf+mwYJ/m85DU0cyWrsMiEBkooZuVSzCD88SVSBTazoEISDCEH81XcIP8K8AxN+JEEQQBGGMUpOhtNzbqxBGI6pChht6sx4x5P0iFBmdCD6mnmiD8Z7pEoSACEP8xXQLP8D3h6CCf88BGUiEIIIgCGMQkpFOa6Eo0/Z1oirk1kSVyK2J4MN7RBuM902nIAQG31i7dpMBEYh423QKP8C/AhAXXw5A2opLx/RxIgQRBEEQAo6oCrm921WJQOAHIyL08A2un1NRBeJ90y0IcRHVId413YIPF38LQPx9DshAfh2CJIYa2L37PJs353h7KYIgCIKPEVUh4zMsFBlSKeLir8HISK9FhB6+QwQgvsN1Q2ZPzplWQQiI6pCpNDD4gOkVfoB/BiC+rrWwhPKKsX2sX4cg08ULeeU8uSzZ28sQBEHwS6IqZGJGCghGC0bAd8KR0dYHIvTwRaINxne5qkKAaReGwMjVISACkcmarlUfA/lrAOLLVSDjbVkXIYiPM2lUdFrt3l6GIAiCXxNVIe5xqxBhpHaa0UwkMLlVuDGUCDv8g2iD8X3TtT1moKHVISIQGZ/pXvExlAhAPGc8mxeIEETwOkkhcbqqY9qfFAVB8DxRFeI5Yw0eblVN4o7jC/5BBCD+QwQhN4lAZGxE8DEyfwtAXHw9AJnIxgUiBBGEKWJPzvG7k54gBCJRFeJdIswQXKZjAGKtqwbTTG8vY9xEEDLc0Bv7gTNEYHqFIkNDDxDBx1D+GID4wxwQl/FUgYAIQQRhSkiGoP6TnyAIvuHmDZioChGEqTTd54BYayvRxCR4exnjJoKQW7tdKAKBE4yI0GPs/DH8AP9pg2ktLBl3AAIiBBEEwU00MQmEL/D9k6UgDCVaZARh6kz3Npjm/AKClueIIGQaGCkUGSk88OVgZKT1ggg8xkoEIJ41kTYYFxGCCIIgjENq8vhL7gTfJ1pkBMHzpnsA4tJ07irhCzL9OggBpvXOMRMxWnAwUsXIQJ4MSUYLOQYSgcfEiABkakz0mlyEIIIgCGMUkpE+qdRZ8H2iKkQQPEMEIIP5exACoirEXW4XMtwuJPH01xfGz18DEBd/CEAm2gbjIkIQQRAEQRhgaFUIiDBEENxBBCCDuYIQfyaCEM8TIYX/8Pfww1pb6TcByGQp3LAOr0oMNbB793lvL0MQBEEIMKWN2v6btuk+yFEQJqO5oEQEIKNoOnfVr3ZgGInrhk/ubhdD4IVpSwQgU2uyrel+H4JMByaNihfyxBACQRAEbxgYhIgwRBDGR/zMjE0gBCEDwxBBmE4CIQDxF5Ntg3ERIYggCIIg3MbQqhBxYycItyfmgIyN6+mrP92IjEYEIcJ04qp+GhgC+ht/GoTqzrl8IgQRfIKkkDw++EkQBGGyRIuMIIxNIAYgyeEWjx070IIQVfl50R4jBDR/r/4A/wpAXNy1Q6MIQQRhikiGoP7t5ARB8G+uMERUhQjCcIEYgKRGeC4AcQmkIAREVYgQmAaGeyIAmTruaoNxESGIIAiCIEyQaJERhMECOQAJnZnm8a8VyEGICEMEfzcw/BAByNRxZxuMiwhBBEFwG01Mgt9v9ycI4yXmhQhCn0AOQKZym+xADEJEVYjgzwKl+gP8NwBxZxUIiBBEEARhXEIy0klN9vYqBF8kwhBhOhMBiHsFWhACoipE8E+BUv0B/heAuLg7AAERggiCIAiCW4kwRJhuRADiGYEahIiqEMEfBFL1B/hnAOKJNhiXgAlBdu8+7+0lCIIgCEI/EYYI04EIQDwrEIMQEDvICL4tkKo/wL8DEE9UgUCAhCCJoQZvL0EQBEEQRiTCECFQiQBkagRqEAKiRUbwLa5/h4ESfoAIQEYTECHIdGDSqHghz4P/EgRBEASPEmGIEEhEADK1Aj0IES0ygjcFWuuLiz8GIC6eDEAAVJ49vCCMz+mqDnLjzd5ehiAIgse4bhpTIyz9N5K+eNMlCCMJxPADfDsAcWk6d5XwBZlYayvRxCR4ezlu57r5tCfnACAZgry3GGHaCMTwA/w3APHkHJCBRCWI4DMkheTtJQiCIEwZURki+BsRgHhfIFeEuIgWGWEqBGLri4u/ByCergIBEYIIwpSSDEH9TzgEQRBAhCGCfxABiO+YLkGICEMETwjk8ANEADJWIgQRBMHtwhdkensJguB3RBgi+CoRgPie6RCEgAhDBPcJ1LkfA/lrAOIyVQEIiJkggiC4mSYmIeAvygTBk8TMEMFXDAziAjEA8fefq0CfETLQwHkhrhtZMTNEGIuBwVmghh/g3wFIa2HJlAYgICpBBEEQxi0kI53UZG+vQgh0ojJE8KaB1R+BFICkRlgCIgBxmS4VIS6iMkQYq6GVHyIA8U1TNQh1KFEJIgiCIAg+bPAN6M2LhUC5iRN8j2h/8S/TqSLERVSGCKOZLpUfLoEQgEx1FQgEWAiye/d5Nm/O8fYyBEEQBMEjRKuM4EmBGn5A4AYgLq4boPAFTJsgBEQYIvSZbsGHiwhAJi5gQpDEUAMVLd3eXoYgCIIgeJwIQwR3EwFIYOirCun77+kehoAIRAKdCD/8L/wYyFsBCARQCDIdmDQqXsgr58llYhiBIAiCIFplhMkL5PADplcA4jId22NcBt4Ii+qQwDVdww8IjADEG4NQhxKDUQWfc7qqw9tLEARB8DtikKowXiIACVzTbWDqSEYaoioGqfqvgX+Hrr9bEYD4H28NQh1KVIIIPkVSSMhO2dvLEARB8FuiOkS4HRF+TA/TuSJkIFEd4r+GhlbTLfQYKJACEG9XgcAYQxBZ7rsptVt6PLqYyXJYe7B0d3p7GR5ltdrp6gjsSgnZKdPeHthBiByajqoi39vL8BhrVw8dvRZvL8OjOq02uu3uPWa33QbcPOeOh+tzej45hiAAXK7tK/hMDrfQeela/9tDZ6Z5a0mCF7UUXe//7/ImLRB454vkcAudtr5/4x0Wq1uP3fnJ8SZzju60TO3vxo7j5wnLngUlRWii46b0a/uky0f7/9OemN3/35LB7I3VCCOQuwff5wTy9fJYWeuqAWjOL/DySiaurbgUgPIKz36dsV5LS/IYzuSVlZUkJia6Z2WCIAjCLVVUVJCQML6nduI8LQiCMDXEOVoQBMG33e48PaYQxOl0Ul1djdlsRpIkty5QEARB6CPLMh0dHcTFxaFQjG9kkzhPC4IgeJY4RwuCIPi2sZ6nxxSCCIIgCIIgCIIgCIIg+DuxO4wgCIIgCIIgCIIgCNOCCEEEQRAEQRAEQRAEQZgWRAgiCIIgCIIgCIIgCMK0IEIQQRAEQRAEQRAEQRCmBRGCCIIgCIIgCIIgCIIwLYgQRBAEQRAEQRAEQRCEaUGEIIIgCIIgCIIgCIIgTAv/P4R7S5egIdAjAAAAAElFTkSuQmCC", "text/plain": [ "<Figure size 1100x400 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "classifiers = [svm.SVC(kernel=\"linear\"), svm.SVC(gamma=0.5), svm.SVC(gamma=0.1)]\n", "names = [\"Linear SVM\", \"RBF SVM ($\\gamma=0.5$)\", \"RBF SVM ($\\gamma=0.1$)\"]\n", "figure = plt.figure(figsize=(11, 4))\n", "for i, (name, clf) in enumerate(zip(names, classifiers)):\n", " ax = plt.subplot(1,3,i+1)\n", " clf.fit(X_train, y_train)\n", " score = clf.score(X_test, y_test)\n", " DecisionBoundaryDisplay.from_estimator(\n", " clf, X, cmap=plt.cm.RdBu, alpha=0.8, ax=ax, eps=0.5)\n", " ax.scatter(X[:, 0], X[:, 1], c=y, cmap=cm_bright, edgecolors=\"k\", alpha=0.6)\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " ax.set_title(name + f\" - Test acc: {score:.2f}\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Also in this case, the impact in using different similarity measures is quite big." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Effect on clustering\n", "\n", "- Being clustering an unsupervised task the impact of the (dis)similarity measures is even larger.\n", "- The lack of training cannot compensate for the effect of choosing a bad (dis)similarity.\n", "- Samples get grouped very differently based on what makes them (dis)similar." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- In the next example, we look at *hierarchical clustering* (HC).\n", "- The idea of HC is to progressively form clusters by grouping together samples within a certain distance radius.\n", "- In the beginning, the radius is very small and many distinct clusters are formed.\n", "- As the radius increases, further points are grouped together and the number of clusters decreases." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Let us consider the following data and compute a squared Euclidean distance matrix.\n", "- As HC algorithm we will use the *Ward Linkage*, which gradually aggregate clusters by optimizing the [minimum variance criterion](https://en.wikipedia.org/wiki/Ward%27s_method#The_minimum_variance_criterion).\n", " - At each step it finds the pair of clusters that leads to minimum increase in total within-cluster variance after merging." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "X, y = datasets.make_blobs(n_samples=1500, centers=4, \n", " cluster_std=[1.7, 2.5, 0.5, 1.5], random_state=2)\n", "X = StandardScaler().fit_transform(X) # Normalizing the data facilitates setting the radius\n", "\n", "# Compute the distance matrix\n", "Dist = pairwise_distances(X, metric=\"sqeuclidean\")\n", "distArray = ssd.squareform(Dist)\n", "\n", "# Compute the hierarchy of clusters\n", "Z = linkage(distArray, 'ward')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- By setting a different radius (threshold) we obtain different partitions.\n", "- Let's try as thresholds `t=10` and `t=30`." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Partition 1: 8 clusters\n", "Partition 1: 4 clusters\n" ] } ], "source": [ "partition_1 = fcluster(Z, t=10, criterion=\"distance\")\n", "print(\"Partition 1: %d clusters\"%len(np.unique(partition_1)))\n", "\n", "partition_2 = fcluster(Z, t=30, criterion=\"distance\")\n", "print(\"Partition 1: %d clusters\"%len(np.unique(partition_2)))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "skip" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def plot_clusters(data, clusters=None, title=None, ax=None):\n", " if ax is None:\n", " _, ax = plt.subplots(figsize=(5, 5))\n", " color = 'gray' if clusters is None else plt.cm.tab10(clusters)\n", " ax.scatter(data[:, 0], data[:, 1], c=color, s=15, alpha=0.5)\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " ax.spines[['right', 'left', 'top', 'bottom']].set_visible(False)\n", " ax.set_title(title)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 1400x400 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axes = plt.subplots(1,3, figsize=(14,4))\n", "plot_clusters(X, title=\"Data\", ax=axes[0])\n", "plot_clusters(X, title=\"threshold = 10\", clusters=partition_1, ax=axes[1])\n", "plot_clusters(X, title=\"threshold = 30\", clusters=partition_2, ax=axes[2])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- It is possible to visualize the hierarchy generated by HC.\n", "- It is also possible to color the branches based on the threshold value.\n", "- This is a very useful tool to examine the structure in the data at different resolutions." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 2000x1000 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20, 10))\n", "dn = dendrogram(Z, color_threshold=30, above_threshold_color='k', \n", " show_leaf_counts=False)\n", "plt.xticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Partitions that persist for broad ranges of values of the threshold are those that characterize the dataset the most." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Finally, let's see the effect of using different distance metrics.\n", "- We will use an RBF kernel as before and a Mahalanobis distance that weights each feature differently." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "# Compute the RBF (note that we must convert it to a distance)\n", "rbf_kernel = pairwise_kernels(X, metric='rbf', gamma=1.0) # compute the rbf similarity\n", "rbf_kernel = rbf_kernel + rbf_kernel.T # make symmetric\n", "rbf_kernel /= rbf_kernel.max() # normalize to [0, 1]\n", "rbf_dist = 1.0 - rbf_kernel # convert to distance\n", "np.fill_diagonal(rbf_dist, 0) # due to numerical errors, the diagonal might not be 0\n", "\n", "# Compute the partition\n", "distArray = ssd.squareform(rbf_dist)\n", "Z = linkage(distArray, 'ward')\n", "partition_3 = fcluster(Z, t=3, criterion=\"distance\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# Mahalanobis distance that assigns different weights to the features\n", "weights = np.array([1, 0.1])\n", "Dist = pairwise_distances(X, metric=\"mahalanobis\", VI=np.diag(1/weights**2))\n", "\n", "# Compute the partition\n", "distArray = ssd.squareform(Dist)\n", "Z = linkage(distArray, 'ward')\n", "partition_4 = fcluster(Z, t=30, criterion=\"distance\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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SmYkiHVdi/O4jQLFY5LOf/SwLFy5E13V0XScej1Mqldi0adO01jc0NMSf/dmfMXv2bHRdxzAM5s6dCzDtdUiSJB0pl1xyCYZhkEgkuOGGG0in0/ziF79A1yeXJFuwYAEvvvgiL774IqtXr+buu+8mEolwzTXXTNnR54c//GF9+dpPbb1BEEzIUKndgaw588wzOfvssyc89p73vId8Ps/LL79cf+zee+/lsssuIx6P14+p3/3udyccT2tTXN7xjnfw3//93/T19U0a68MPP8zixYs555xzJozrTW9604SuObU6B+9973snjW06Vq5cud/XdjDTeR0HcqjnsDe/+c0T/n3WWWcB1LNMHn/8cXzf58///M/3u81nn32W0dFRbrvttgn7NQgCbrjhBl588cVJ06Uk6USUTqc5++yz68eCJ598Ek3TuOyyywBYtmxZ/fiwbz2Uhx9+GEVR+KM/+qMJn4MZM2ZMWOdUnnzySaD6ud/bu9/97v0+Z6rPrmVZ0+o6+fDDD7N8+XJmzZo1Yay1TIPaeFauXEkikZi0rekeC/c2b948rrrqKr73ve8xMjLCL37xiwNOK3nllVd485vfTFNTE5qmYRgG73vf+/B9f9K0khkzZnDRRRdNeOyss86aNI1xOueS/TmU5y5fvpxEIlH/d1tbG62trfXxlEolnn/+eW699Vbi8Xh9OU3T+OM//mN6e3vZsmXLhHXuez5aunQpc+fOnVSnZ2+Hez55LefAhQsXkk6n+exnP8t3vvOdw6p1853vfIfzzjuPcDhc39dPPPHElPt6xYoVaJpW//e+57CtW7eyY8cObr/9dsLh8JTbsyyLJ554gj/8wz8kGo1O+EzcdNNNWJY15RShE4EMokjHTalUYmRkhFmzZgHVA8S///u/88EPfpBHH32UF154gRdffJGWlhYqlcpB1xcEAddffz333Xcfn/nMZ3jiiSd44YUX6h++6axDkiTpSKoFOn7zm9/w4Q9/mE2bNu33y3k4HOaCCy7gggsu4JJLLuHd7343v/zlL9mzZw+f+9znJi2/aNGi+vK1n5oPfOADGIZR/7nmmmsmPHfGjBmT1ld7bGRkBID77ruPd7zjHbS3t3PXXXexevVqXnzxRT7wgQ9gWVb9eVdeeSUPPPAAnufxvve9j46ODhYvXsw999xTX2ZwcJB169ZNGFMtuCSEqE93GRkZQdd1mpqaDjreqYyMjBzwtR3IdF7HgRzqOWzf1xgKhYDfn6uGh4cB6Ojo2O82aynRt95666R9+5WvfAUhRD1FW5JOdMuXL2fr1q309/ezcuVKzj///PqF7rJly3jllVfI5XKsXLkSXde5/PLLgernQAhBW1vbpM/Bc889d8C6eLVjTmNj44THD9Tw4GCf3QMZHBzkoYcemjTOM888E2DCsXCqMUz3WLiv22+/nYceeoivfe1rRCIRbr311imX6+np4YorrqCvr49vfOMbPPXUU7z44ov1+hT7vsZ99wVU98fey033XDKVQ33uwcYzNjaGEGLKjja165HaObBmf+eUfZfb2+GeT17LOTCZTPLkk09yzjnn8H//7//lzDPPZNasWXz+85+fVkmDr33ta3zkIx/h4osv5uc//znPPfccL774IjfccMNRO4eNjIzgeR7/9m//NukzcdNNNwGcsHUtZXce6bh55JFH8H2fq666ilwux8MPP8znP/95/vIv/7K+TG0u5HSsX7+etWvXcuedd3LbbbfVH9++ffsRH7skSdJ01AIdUL1A8H2f//qv/+JnP/vZfr/E7m3mzJk0Nzezdu3aQ9ruF77whQl1QPa+MwdMWZyw9ljti9Fdd93FvHnz+OlPf4qiKPXlbNue9Ny3vOUtvOUtb8G2bZ577jnuuOMO3vOe99DZ2cmll15Kc3MzkUhkQnHDvTU3N9e37XkeIyMjE76gTbeYYlNT0wFf28Ec7HXsz5E4h+2r1nWht7eX2bNnT7lMbb/927/924TOTnuT3e+k14vly5fzta99jVWrVrFq1ar6RRRQD5j89re/rRecrQVYmpub6zVTahdye5vqsZraMWd0dHRCIOVQC7hOV3NzM2eddRZ/93d/N+XvaxfyTU1NvPDCC5N+f7jjeutb38qf//mf8w//8A986EMfIhKJTLncAw88QKlU4r777qtncgOvqa37oZxLjuRzp5JOp1FVdUIB45paYe/acbVmf+eUhQsXHnBbh3M+ea3nwCVLlvCTn/wEIQTr1q3jzjvv5Etf+hKRSGTCuWkqd911F1dddRXf/va3Jzw+VWH26dj7HLY/6XS6ngW0v6zLefPmHdb2jzaZiSIdFz09PXz6058mmUzy4Q9/GEVREEJMOtH913/916Q09P1F/GsH133XUev+I0mSdLx99atfJZ1O87nPfW5C94L96e3tJZPJ0Nraekjb6ezsnJChctppp034/YYNGyYFZu6++24SiQTnnXceUD2mmqY54YvrwMDAATsqhEIhli1bxle+8hWgmhYOcPPNN7Njxw6ampomZc9ccMEF9a4GtfT8H//4x5PGNh3Lly/f72s7FPt7HQc6/0z3HDZd119/PZqmTfpCu7fLLruMVCrFxo0bp9yvF1xwAaZpHtb2JelYu/LKK9E0jZ/97Gds2LBhQkebZDLJOeecww9+8AO6uromtDa++eabEULQ19c35WdgyZIl+93msmXLACYVFP3JT37yml7LvtkYe491/fr1LFiwYMqx1oIoy5cvp1Ao8OCDD054/qEey2oikQif+9znuOWWW/jIRz6y3+Wm+i4thOA///M/D2u7tXUe6rnkSDx3KrFYjIsvvpj77rtvwt8nCALuuusuOjo6JhV+3/d89Oyzz9Ld3T3h/Xkg+zufTOW1ngNrFEXh7LPP5l/+5V9IpVITpunu772pKMqkc9i6detYvXr1IW275tRTT2XBggV873vf22/QKxqNsnz5cl555RXOOuusKT8TU2UXnQhkJop01K1fv74+v21oaIinnnqK73//+2iaxv3331+PVF555ZX84z/+I83NzXR2dvLkk0/y3e9+l1QqNWF9ixcvBuD//b//RyKRIBwOM2/ePE4//XQWLFjAX/7lXyKEoLGxkYceeojHH3/8WL9kSZKkKaXTaf7qr/6Kz3zmM9x9990TurFUKpX69EPf99m1axdf/epXASa1A3ytZs2axZvf/Ga+8IUvMHPmTO666y4ef/xxvvKVrxCNRoHql/377ruPj370o9x6663s3r2bv/3bv2XmzJkTarR87nOfo7e3l2uuuYaOjg6y2Szf+MY3MAyjfoHyiU98gp///OdceeWVfPKTn+Sss84iCAJ6enp47LHH+NSnPsXFF1/M9ddfz5VXXslnPvMZSqUSF1xwAc888ww/+tGPpvW6PvGJT/C9732PFStW8OUvf5m2tjZ+/OMfs3nz5oM+dzqvY8GCBUQiEX784x+zaNEi4vE4s2bNYtasWdM+h01XZ2cn//f//l/+9m//lkqlUm+punHjRjKZDF/84heJx+P827/9G7fddhujo6PceuuttLa2Mjw8zNq1axkeHj5gEEaSTiQNDQ2cd955PPDAA6iqWq+HUrNs2TK+/vWvA0wIolx22WX86Z/+Ke9///t56aWXuPLKK4nFYuzZs4enn36aJUuW7DdwcMMNN3DZZZfxqU99inw+z/nnn8/q1avrnV+magE8HUuWLGHVqlU89NBDzJw5k0QiwWmnncaXvvQlHn/8cZYuXcrHP/5xTjvtNCzLoquri//5n//hO9/5Dh0dHbzvfe/jX/7lX3jf+97H3/3d33HKKafwP//zPzz66KOHNR6Av/iLv+Av/uIvDrjMddddh2mavPvd7+Yzn/kMlmXx7W9/m7GxscPe7nTPJUf6uftzxx13cN1117F8+XI+/elPY5om3/rWt1i/fj333HPPhIANVNvXf/CDH+Ttb387u3fv5q//+q9pb2/nox/96H63MZ3zyVReyznw4Ycf5lvf+hZ/8Ad/wPz58xFCcN9995HNZrnuuuvqy+3vvXnzzTfzt3/7t3z+859n2bJlbNmyhS996UvMmzfvkLr/7e2b3/wmt9xyC5dccgmf/OQnmTNnDj09PTz66KP1QNE3vvENLr/8cq644go+8pGP0NnZSaFQYPv27Tz00EP85je/OaxtH3XHp56t9EawbwcJ0zRFa2urWLZsmfj7v/97MTQ0NGH53t5e8ba3vU2k02mRSCTEDTfcINavXz9lpe6vf/3rYt68eULTtAlVyjdu3Ciuu+46kUgkRDqdFm9/+9vrVdwP1tVBkiTpSDlQd7JKpSLmzJkjTjnllHpl+32786iqKmbNmiVuvPFGsWrVqmmvezrmzp0rVqxYIX72s5+JM888U5imKTo7O8XXvva1Scv+wz/8g+js7BShUEgsWrRI/Od//me9Q0XNww8/LG688UbR3t5eP87fdNNN4qmnnpqwrmKxKP7mb/5GnHbaacI0TZFMJsWSJUvEJz/5STEwMFBfLpvNig984AMilUqJaDQqrrvuOrF58+ZpH8dr54FwOCwaGxvF7bffLn7xi18ctDvPdF/HPffcI04//XRhGMaEMU33HLa/v1+tm8a+ned++MMfigsvvFCEw2ERj8fFueeeO6kzx5NPPilWrFghGhsbhWEYor29XaxYsULce++9B91fknQi+cxnPiMAccEFF0z63QMPPFD/PjlVF7Hvfe974uKLLxaxWExEIhGxYMEC8b73vU+89NJL9WX2/dwLUe0M9P73v3/CMee5556b1CWlduwbHh6e8Px9u6QIIcSaNWvEZZddJqLRqADEsmXL6r8bHh4WH//4x8W8efOEYRiisbFRnH/++eKv//qvRbFYrC9XO6bE43GRSCTE2972NvHss88ecneeA5mqO89DDz0kzj77bBEOh0V7e7v4P//n/9S7xux9fFq2bJk488wzJ61zqn08nXOJEFN355nucwHx53/+55PGM9U6n3rqKXH11VfX3yuXXHKJeOihhyYsU/u7PvbYY+KP//iPRSqVEpFIRNx0001i27ZtB3zN0z2fTGW658B933ebN28W7373u8WCBQtEJBIRyWRSXHTRReLOO++csP79vTdt2xaf/vSnRXt7uwiHw+K8884TDzzwwKTXVuvO84//+I+Txj7VeXr16tXixhtvFMlkUoRCIbFgwQLxyU9+csIyu3btEh/4wAdEe3u7MAxDtLS0iKVLl07ogHSiUYTYqz2KJEmSJEmSJEnSG9jdd9/Ne9/7Xp555hmWLl16vIcjSdIJRgZRJEmSJEmSJEl6Q7rnnnvo6+tjyZIlqKrKc889xz/+4z9y7rnn1lsOS5Ik7U3WRJEkSZIkSZIk6Q0pkUjwk5/8hC9/+cuUSiVmzpzJn/zJn/DlL3/5eA9NkqQTlMxEkSRJkiRJkiRJkiRJmgbZ4liSJEmSJEmSJEmSJGkaZBBFkiRJkiRJkiRJkiRpGmQQRZIkSZIkSZIkSZIkaRpkEEWSJEmSJEmSJEmSJGkaZBBFkiRJkiRJkiRJkiRpGmQQRZIkSZIkSZIkSZIkaRpkEEWSJEmSJEmSJEmSJGkaZBBFkiRJkiRJkiRJkiRpGmQQRZIkSZIkSZIkSZIkaRpkEEWSJEmSJEmSJEmSJGkaZBBFkiRJkiRJkiRJkiRpGmQQRZIkSZIkSZIkSZIkaRpkEEWSJEmSJEmSJEmSJGkaZBBFkiRJkiRJkiRJkiRpGvTjPQBJkiRJeqMSQYC7ezdBpYIxaxZaQ8PxHpIkSZJ0lPlC0FWxsQPB7LBJQteO95AkSToEMohygsjlcnR1dZHL5Ugmk3R2dpJMJo/3sCRJkqSjxM9mGbv3Z9hbtyIcB62xkYYbbiB28UXHe2iSJEnSUTLsuPy4f4StJQtXCFpMg7e2pbkgGTveQ5MkaZrkdJ4TQC6X49lnn2XTpk1kMhk2bdrEs88+Sy6XO95DkyRJko6S/GOPUVmzBq2pCbOzk6BcJvfgL3B6+4730CRJkqSjQAjBA4NjrMmXaQ3pzIuEyHkeP90zwqDtHu/hSZI0TTKIcgKoZaC0tbXR2NhIW1tbPTNFkiRJOvkEpRLWho3ozc1osRiKrmO0txPk8tjbtx3v4UmSJElHwZjns6loMTNsENM0DFVhbthkxPXZUrKO9/AkSZomGUQ5AeRyOUzTRFEUABRFwTRNmYkiSZJ0sho/3kuSJEmSJEmvLzKIcgJIJpM4joMQAqim+jmOI2uiSJIknaTUaJTwmWfgZTL4pRLC83D7+lCTDYQWnnK8hydJkiQdBWldY1E8zB7LpeT7uIGgq+LQZGicFgsf7+FJkjRNsrDsCaCzs5P+/n4GBwcxTbMeQOns7DzeQ5MkSZKOkobrr8fP57G3bMXbq7Cs2dF+vIcmSZIkHQWKovAHbWlKfjCpsGxbyDjew5MkaZoUUUt/kI4r2Z1HkiTpjUe2OJYkSXrj2bvF8ZywSVy2OJak1xUZRJEkSZIkSZIkSZIkSZoGWRNFkiRJkiRJkiRJkiRpGmQQRZIkSZIkSZIkSZIkaRpkEEWSJEmSJEmSJEmSJGkaZBBFkiRJkiRJkiRJkiRpGmQQRZIkSZIkSZIkSZIkaRpkEEWSJEmSJEmSJEmSJGka9OM9AEmSJEk60QWOg71xI+7gEFoiTvjMM9GSyeM9LEmSJOkosvyAV4sVBm2XlKFxdiJKQteO97AkSTrOZBDlMORyObq6usjlciSTSTo7O0nKL9OSJEknpcC2Gbv7Hipr1iCCABCYc+bQ+Md/jDFjxvEeniRJknQUlHyf7/dmWFMoIwQIYGE0xIdmt9BiGsd7eJIkHUcyiHKIcrkczz77LLlcDtM06e/vp7+/n6VLl8pAiiRJ0knIWreOyppXMNo7UCMRhO9jb9tG8cknSb3jHXhDw3iZYfRUCn3WLBRFQQQB1sZN2Dt2oOga4dNOw1ywAEVRjvfLkSRJkqbhpVyZV/JlOiMmYU3FDQRbyzarRgrcOiNNv+0y4no0GTqzQgaKouAFgnXFMttLNiFVYXEiwoJo+Hi/FEmSjjAZRDlEtQyUtra26hdlIRgcHKSrq4vOzs4pM1Rk5ookSdJr5zo+md1F7JJLNGnS1B5H049+aS+ntxcEqJEIAIqmoaXTVDZtRnnwQcrPv4BfLKBGY0TPPYf4DTdQWrmS0lNPEzg2CCg+9TSpt7yZ2KWXHvXxSpIknUxKns/6YoWc5zMzZHB6LIKhHv2A9I6yhaZAWKueZwxVIamrvFos4w0InssWKXoBcV1laSrBDU0NPDic5ZlsEScQCGDVaIF3z2zkolT8qI9XkqRj53UZRDmeQYlaBkrtbqKiKJimyeDgIP39/fXfd3d3s27dOlKpFNlsFoBYLCYzVyRJkg6DVXJZ95vdjPSXgOqxt21eA4uXtWOYR3d+uhqLI3wfIUT92C8qFRTTpLhqFVoyRWjhKXjDw4z99L/J/88vcYeG0FtbiZx1Fqpp4vT1Ufj1E4SXnIUWjx3V8UqSJJ0shh2X7+4eZlvFRohqIOPChhh/3N5ESD26QfSkruEKJhz7LV+gKQG/GcnTbOq0hwz6bZfv9g5z78AIe2yXjrDB2YkYhqrQVbH5n0yOsxLRejBGkqTXv9fdp7k2nWbTpk1kMhk2bdpUn15zLCSTSRzHQQgBVA+sjuNg23Y9QyUajVKpVBgcHGTXrl0MDg5SqVSIRqO0tbXVg0CSJEnS9OzeOEqmt0iqNULTrBiJxhADO3MMbD/6x/7IksXora04O7bjjY7i7N4NQqDE4yBAb2oCBG5vL97ICO7gIMJxcAcHsTZtRCDQm5vxsmN4w0NHfbySJEkniydG8mwu2yyIhFgUDzPD1Hk+V+SVfPmob/v8ZIxGQ2Nb2WHE8dhVttEUCCkKqgKNhk4A9FQchhyXQdvFDgS9FZeNxQoIaDF1Mo5HxvWO+nglSTp2XndBlL2n0zQ2Nh7zoEQt62VwcJDR0VEGBwdJJpOEQqF6hko2m8VxHKLRKEIIotEojuOQzWbrmSvHKugjSZJ0Msj0FTAjWn36jhHSUFUYHahmpjgVD6vo1gPcR5IxcyaN730P4TPORPgeemsLqbffSqhzLtVSg+DncniZDGo0ihqPo0ajaJEI3nCGIF8gKJVQwxG0ROKIj0+SJOlkJIRgfaFCWlfr03fiuoYQsLNsA5BzPcZc76gc+zsjIT7Q0cKieBhPCDrCJn/c3szssFlfZtT1GXE94ppKQteIaioRXWXAdin5AUUvIKIqJGQWiiSdVF5303n2N50ml8sdk2k+yWSSpUuXTtpOV1cXo6OjCCGwbRtVVQmCgHA4jOu6qKqKbdv1zBU5lUeSJGn6zLBO3rMmPBb4oGoKG5/uZ7ArjxCCdFuUhRe0kWg8soX8QgsXYi5YgCiXUUIhFF1HjUSovPwy3vAwge8RVCqoponZ2Yk/MoLb34/wPJzeXhRdI3HVVejNzUd0XNJEY67H+kKFchAwO2xyWiyMJov5StLrkqIoNOgao3tlcQgh8BGA4Ae9GV4tlgmA02Nh/qA1TWvoyHbNOTMeYVEsTMUPCGsqmqIQCMGaQplhx8XyBWU/IKKpzIuG2GO79NsuIhB0WzaaorCiOUXSeN1dcr2uZByPDcUKVhAwN2JyajSMKo/90lH0uvtEJ5NJ+vv76/MTa0EJwzCOWdecZDLJ2WefPeGxzs5O+vv7GRwcxPM8yuUyyWSS1tZWhoaGyOVyhEKheuZKZ2fnER2TNJEs5itJJ5dZp6QZ6SuRz1QwozpWwcWMaJSzNiP9JaINJpqmsmdnDqvsceFNneivsVaKn83ijY6hN6bRUikURUGJ/b6eSXjJEuLXXkfp2Wfwx8aqgZVUCrOjg6CtjcBxEMUiZns70UsvIX755fvdVu0uquzec/i6Kzbf683QazkIwFQVrkjHedfMJhlIkaTXqaXpODvKNr2WQ1xTGXY8GnWdrorD1pJFW8jAUODZbJGcF/CJuW2vuejsiOMx5nm0GDpJQ0dVFGL6788nFyfjDNguT48VGXU9DEWh2dCZEzZpNXRsP8AKBLPDJlc2NnBlev9FZeWx/7XbXrb4fm+GPbYLQFhVuLqpgbe2pWUgRTpqFHE08t+Oon1bDNeyOlKpFN3d3ZO65ixatGhSwGO626ldhBtGNartuu4BL8hrzxkcHGRwcBCoFpMtlarp5m1tbbS1tR30+fLC/7XZ33tEFvOVpNcvIQS9m8fo2TCCXfaINpjMWJBkxyvDGIZKOF49TvteQG64wnlvmkvr3IZD2kZQLlN67nkqr76K29tLUCxCOIyWiBO/7DIS116Lok0OzHgjI3iZEaytWyg+/Qxi/JivNTTQcMstxC65eL9fkPNOnqd2P8X6kfWYmsn5bedz6cxLMbQjezf1ZCeE4Du7h3kxV+TU8eyTnOuTcT0+NqeVxYno8R6iJEmHwReClSN5fjtWpDDenefchigPDmVJGRoN48GNih/QZ7l8orONRfHIIW2j4Pk8NVpgXaFCd8WmFPhEVJWUoXNNYwPXNjdMeTE+NN7ieE2+xDPZEiXfB6q1Ut45o5ELk7H9HvtHHI8nRvKsK5SJaSqXpuNcnkqgH4OuQyeTQAi+0T3I+kKFU2MhVEVhxPEo+D6fmDuDU2KyvbR0dLwuM1Gmmk7z/PPPUyqV6OnpIRQKkUqlDrv2yN4X4YqiMDAwAFSDIAfKcNk7Q2XvgMiCBQsOGhDZ98JfdvE5fAdqQ304ATVJko4/RVGYvaiRWaekcC0fM6KRG65QGKng2j6qphBPhUg0RxABeE5wSOsXnsfYT39K+XcvE1QqODt3omga5qJFKALyv3oUvbmZ6PnnT3qu3tSE3tRE6NRTiCxejLNjBygKoVNOwZwzZ7/bdAOXn27+Kesz60mGkuTsHPdvu5+CU2DF/BWHvI/eyMp+wI6yRatp1LNOkoZGv+3SYzkyiCJJr1OaonBtc5IrGhOU/ICkrrGpWGG35bCzItAVmBkymR0y8ITACg7t3rAdBHy/d5hXCmVKXsC2skVIU1kSC+MEAfcPjdEyHrjZV2vIoDVkcHoszPnJONvLFrqisCgemVA3ZV+WH/C9vgwbimXSusaY5/Hj/hFKXsCK1tSh7qI3tDHXp6fiMCOk1wNdTabOcNGjx3JkEEU6al53QRSYPJ0ml8sxODjI2NgY0WiUQqFAPp8nEomwYMGCQ17/3hfhg4ODqKpajyTXHjvYBflUU36mu0154f/aHKhujiRJr2+arqLFqwX6+rfnKGVtPDfADGsMFxzyIxZNs2IkWw7tTqS9cyeVV9djdnRgbduGGouhGAb+nj2EOjvxi0Uq69ZNGUSpURSF0Lx5hObNm9Y2d2Z3smVsC3Ma5hDRq+PNVDK8OPAil7dfTjIkA+jTZagKEU0l7/n1x4LxRNuoLOgoSa97IVUlpKoIIXguW2TAdvFEQFxTydgePYbGmfEIcyP7D15MZXPJYn3RYl4kxJp8maSuoSoKvbbLFdEwO8s2rxbKUwZRahRF4dRYmFOnecG+sVRha6nCwmio3qZ5j+3ydLbAVY2JCVOHpAMLawohVZkQPPOFAAUiR7kFtvTGdlK8u2qdeZLJJEEQoKoq+Xwe4LBqj+x9EW7bNrquo2katm0ftQtyeeF/5OyvDbXM6JGkk0c57zC4M0dTe5xowiQIQARgFV3a5iWJpUKHtD4/mwXXRY3FIKhmsSihULWuiWWhqCriNbSotH0bN3AnPFZwCviBT1j7/RfvmBHD8iwKTuGwt/VGZKoql6XiFP2APsth1PXYWraZFTZYHJdZKJJ0suizXdYVKixJRGg0dHyh4FHNSLg0naDxEAu4jjoePoKIphIAilKtqWEHAicIUBUF5zVUPrD8AHef7Ji85+ML6gEUgLimUvICCv6hZVG+0cU0jUtScbKuzx7brR77SxazwyZnxmUWinT0vC4zUfaVy+WIxWK0tLSQzWaxbZtQKERbW9thXTjvXbw2FAqRz+erdxhDoWldkO+vtsmBap7sr2CuvPA/dHsX+d27Joos5itJJw+77OI6PsmWCInGMJWCQxAIrJJL46zYwVewD725GSUUwi8U0Fta8IYGCQoFlEgE4boI1yV85hn7fX5gWZSeew5r3TrQNCLnnEPsoosY8wv8puc3bBrZhK7qnNd2Hss6lhHWw7RF24joEbJ2lnQ4DcBIZYR0OE1TpGnSNlzfZUduBwWnQFu0DTdw6cn3YGgGp6VPoyXacsiv+2RyTVOSgGqBybIfcHY8worWFM3mSfFVR5IkIOf5lIOAhdEQ7SGDjOvhCUHBCzg1emjBc4AWU0dXFEq+z4yQQcbxcAOfpK5RDgJAsPgANVZKns9TYwXWFCqEVIULkzEuScYZcT1+OZxlU8nCVBUuTca5prmBkKoyI2QQUhXynk+DriGEYNjxmBU2aTQmZ6FYfsCWskXJC2gPGZQDnx7LJaQqnBmP0GK+sWto3diSRFXguWwJOwg4vyHGza2yI5J0dJ0U765aACKdTjNjxoz6VJi2trYplz9YAde9L8IVRSEIfh8VPlh3nf3VNlm8eDHr16/fb82TQ7nw33f8jY2NjI6OyoK04/ZXN+eNvE8k6WQTbTAJRQ0qBYd4OowRilApOGi6OmUWiggE/duz9G0Zw674tMyOM+fMJqIN1dRvs7OTyPnnUX7ueQCUUBg/l0NraCAol4leeinRCy/E2r6dyitrAEFo/nwiS5aAYZD9+X2UnluNGolCEGBv3UZ5aA8/mzfEltEtJMwEg+VBtoxuYbA0yPvOfB8diQ4unnkxT/c9zXBlGIC4EefqOVfXp/fU5OwcP9n8E7Zlt+EFHjk7hxd4NIYbURSFpnATt556K4uaFh3V/X4iM1SFm1pSXN3YgB0ENOia7HghSSeZVlOnQdfIOB5tIYOYrjFou0Q1jbYp2ht7geDZbJHVteBqIsLypgbS4xfYp8UinJeI8ny+hCqqXb2KXoCuqlR8wfLGBs5viLGhWOaVXBkVOC0e4exEFEWBH/WP8HyuRExT8AVsLFYYsB22lWy2lC1SmkafVW29nnE93tfezCnRMEvTcZ4aLdJvuQQI0rrOTc1JzH2moAw7Lt/vzbC9bOOJgFHXIxDQZOgoisKMkMH72ps4PXZoU1hPJiFV5c2taa5rSuLIY790jLzuuvNM5VC6sUx32QN152lsbKS3t5eenh4A5syZwxlnnEEymWTt2rVs2rRpUm2TWpeeWkaKZVnYts1ZZ53FpZdeOmmb+7vw33f8pVKJYrFIPB4nFovJTjSSJL1hdL2aYeuLgwRuAEp1GuTcJU2cdvGMSV+gutdn2PzcAIpSratilz2a2uOc96a5GKHqnb/Acai8/DLW5i0oponR2oramMZoakKfNYvRH/+Y3M9+TlAuo0Yi6DPaSFx7LbFLLiHz7e+gJZNoDdWOQN7ICNvVDPdfAolYI9uz2ym6RWzPxtAM/uKCv2D57OV4gcemkU3syO3AUA0WNS1iXsO8SeN/cPuD/Lrn18xrmIft2zzT/wx+4HPRzItoibTQle+iPd7On5/z57KzjyRJJ7WHh8Z4ZDiHO34JoysKN7ckubk1PWnZ/xnOcv/gGKaqYCgKWc/nrESUP5/TWp9OU/EDXsiV2FSsENUUWk2DJkOnNWQw0zT4Vs8QPx8ao+IHRDWVjpDJza0pzmmI8K/dQ8ww9Xodk4HxKSVCVLv0bCpVKPoBlh8Q0VT+/tR2Lk834AaCNYUyO0oWYU3lrESU+VNk0vywL8NvRvIsjIUoeT6rxoog4MrGBI2GxvayzamxMH/ROUO2cpekY+ikyUSZbubBvgVcK5UKPT095PN5Tj/99Prz9lcYNpfLsWrVKrq6uvB9v969Z3BwkOXLl++3tsnY2BihUIje3l5s20bTNCqVChs2bKgHYKZTjHbf8du2TalUIp1O09jYKAvSSpL0hjF3cROxZIjh3gLCFzS1x2mdm5gUgPDdgJ6No2i6SkNTGM8NqBRdtr04SGGkwmkXz6T9tBSqaRK75BJil1wyaVuFVavI/fd/E9gOWmMjolLBG85Q/O1TaPE4olJB7eioL681NFAa7cK1NXZ5uyi6RVKhFL7hk6lk+OXOX3JOyzmkw2mWtCxhScuS/b7OQARsGNlAOpQmpIfIWBkUFHRVJ2tlaY220hZtY7A8SKaSYWZ85pHbyZIkSSeYm1pStIdDbCyWATgjHuXsxORMjNpUm4SuMTNkUPYDhm2PewdG6a04vHVGmktTcSKayrLGBMsaE5PW8eDgGD8dHCUQgmZDpxQEDDguvxnNE1IV3EBMKASb1DW6KzaaorC1bFHyAxoNDUdTyDg+PxsY4+xEjISucWEyxoXJ/U8/tfyADcUKLaZOSFXZ47loKKDCmOvRbOrMCBn0jteBeqNP65GkY+mkCKLA9Lvh7B3ksCyL3t5eSqUSQgg2bdp00LbCXV1dDAwMoKoqDeN3HEulUj1wsb/aJul0mv7+fhzHIR6PA+D7Pr7vH1LAY98gjeM4GIaBbduALEgrSdIbh6IotMxJ0DJn8hffvbm2X2+L7FgevZvHsEouIhDkR202PN2HY3ksOK+VwLIISiW0ZBJFr54iRRBQfOpphOuhNzWhhEKIcJhgZAR/bBTheajxGP7YGHpjIwDe6CgzzWZ0s8JIaQ/pUBoFhZJXoinShOVbdOe767VQphKIADdwMRQDQzMoukUADNVAURT8wEdVqndSLd/CVE3CuiykJ0nSyU1VFM5tiB6wYw5AwQ8oetUgRs71eXqsQHa8g1e3ZfOjvhEsP+Da5iRlP6DsB6QNrZ7R4QQBK0cLBAKaTR1TUQmrChnXZ8h28YUgrCnkXJ/keC2TEdej1TTJeR4jjkuzaaAIKPmCtpBB3vPZVbE56wBt1wMhcAKBgkBXlPHaLNUpiyAQgno734ofEFZV2YlGko6xkyaIMl21IEctAyWbzaJpGrFYrN6+eOPGjUSj0SmzWnK5HEIIdF2vBzI0rVoUKpfLcfbZZ09Z22Tx4sUMDQ1RLpexLAvf9wmHw8Tj8QMGPPad4mMYRr3zTC1g4rouoVA1BVAWpJUkSZrIjOpEkybDPQXyIxVKYzaKqoCodmIwwjq7N42SzmzAeeFZgnIJvaWVxLXXVGue+D7CdarBE6f631qQXPgB5txOQKH429/ij42BCFB0g85lb+KSOaNsWr+dUWsUXdUJ62E6k51UvAq6OvUpWAjB2uG1PNP3DCPWCDNjM5kZm0lfoY9MJUNEj6CiUgkqGJrBUHmIrJXlio4rDhiUOVr8wKe70E3eztMcaaY93v6Gno8eCIECb+h9IEkngrSh0WLqbClZdFds9tguGoCiYCoKYVVh5WiBoufzfL5MxfeZFTJZ0ZrizHgENxAECMKqghMITK36uQ4QCOC0WBhbCH47WmDQcQmAsKLwtrYUW8o2W0oWw46HripEVYUFURPLFxj7OTYIIXguV+LJ0QKjrsecsMncsMlzuSKm4xHTNEDBDgJ0qm2Rs67PzS1J4sehLbIXCLZXLApewMyQQXvIeEMf9+Sx/43lDRdE6ezspKuri61bt1Iul+tFY0ulUr2F8YYNG4jH41MWgE0mkyiKguu69Ra6vu9jGEb99/ubWnTGGWewbt06QqEQ4XC4Xh9lfwGPqYrUhsNhIpFIPUjjeR6xWAzXdRkdHT2unWimU9PljULuC0k6caiqwryzW+jeMEIl7wIKqqqgGSqVgkOiMYw1OMTIi48TiyqosTjO7t2M/fS/0ZJJzDlzCC9ahL15C36xgMgFEASIcpnQ2Wejt7USPmMR5tw5WJs2o2ga4TPPIHzmmdyKYOfYTl4eepnWSCtN0SYKToGORAfzk/OB6hfnrWNb2Z7dDoCmaPy297d4gUfCTLBpZBMJM8G5LeeyK7+LrJXlrJaz0FUdX/gYqsG1c6/lmrnXHPN9W3bL/Gzrz9gwsgHbt4kZMS6ccSE3z795v0Gik1Wf5fDrTJ7NpQopQ+eKdIJLUrH6HWNJko6tkKpyXVOSVaN5RlwfFNDHs0kGbZdW02BbyWK3ZdNk6MS1ao2RH/Zl+N9z25gZMjg9FmFLyaLo+XhC4AWCsh+wNBmm1TS4tS3MwmiYjcUKpqpwdiLKkniEKxoFO0oWawoVZoUMWkydrOdzSjRcr30SCMH6YoWtJQtdAV/AEyN5AOK6yiv5MmlD48KGONsr1alBF6Vi9WVDqspbWhO8qfnYf7/Mez4/7MuwvljBDQRxXeWqxgbe0pp6wx3zuis2vx7Js71k0WQaXJmOc2EyJoMpJ7k31jccqpkora2tDAwMoGkalmXR0NCA4ziMjY2Rz1cPXvsWhq1NuakFYbq6uhgbG6t/QKLRKIODg6xdu5bOzs5J03Nq2SaapmHbNuFweMIF9t7L1S6+c7kc2WyWjo6OCWOZO3dufXuGYZBKpQDqbZ2PxwX7/roSvREL3Mp9IUknnobmMA1NETRdoTBiYUZ0IjGDStGjMGKRGBvAVD3URBrFMDA7O7G3bqXy6nrMOXNIXH01bm8vlTVr8UZHEb6PMa8TRdfJfPOb6C0tJK69lsb3vqe+Tcd3+HX3ryl5JTRVY6A8gKIqnJY+jRvn3UjUqKZzr9y9kse6HsPyLQD6i/1E9AgXz7wYgMZwI9uy20hH0tyy8Bae6n2KDSMbsDyLlmgLy2cv58zmM4/9TgVW96/m5cGXaU+0E9WjZO0sz/Q9Q2dDJ+e0nnNcxnQ8jLke/9U7TFfFodGo1kTYVbEJEFyePvB0M0mSjp65EZM54RBRVWW35ZDSNZKGxojj02PZ2IGgyTRJ6BqmorAwarKpZPFqscKssMlNLUn22A5r8mVGXB8hBKdGQ/gIvrJrDzPHi8ze3vH7FvMVP+ChoSy2EGiKQr/toikKZyYi/GFbmpCqIoTgwaEsj2Zy2EH1pmx3xSZlaFySqk77bzZ0NpVsrmo0uHVGmsdHcmwoWli+z6ywyY0tSc6IH3hK09Hy65Ecv8uX6YyYRFSFEdfnsUyOBdHQAacqnWyGHZf/6h2m13JoMnS2ly12lqvn8ovG/47SyekNF0SBapedlpYWotEovb299ek1o6OjhMNhQqEQg4OD2LZNaDxtuxYESSaTXHXVVWzcuJGenh5c18V1XXRdp1gsMjo6OumCee+L6kQiQTabJZfL0dzcjKZpdHV11QMp+158CyFoaWkhHA5PmL5Ta4lcKpXq04Z0XT9uGQ/7Frx9Ixe4lftCko4MEVRTplX1td/N0XSVcNTA93yED1bJpVJwcWyfRFOI1vI2vJ1b8HaAoukYM2ciggB76xbGSkX8XA6zsxOzcx5aYxovk6G8ejUEAWo8jrO7t5q50tCAOXcuAE/2Psnj3Y+TCqU4p+UcuvPdFJwCQ+Uh7tl8D4uaFrGoaRE/3/pzym6Z5mgzbdE2evI9jFRGsDyLsF499huqQc7OsXVsK7/t+y0hLURUj7Izt5OsnaUx3IimaigoNEeaj9kdsFczrxIzY8SManHEdDjNSGWErWNb31BBlHWFCt0Vh9NioXo9ha6KzcrRApem4rJrhiQdgkBUj/1H4nMT0VSSuoZA4AhBzgvwXJ9iEDBf01CVgC0lmy0lG12B2eEQXiB4NV9mwHYpeD6nxsKcHg/TpOv0WQ7PZEsAxDWNHeOZKx+f20Z72ASqHYF+lcnRZGhclIyxvWyR9Xz6LYf/3D3MuQ1RTo2G+MmeEdxA0BoyaDN1tpYshhyvOnVIVVAUBU2BnOeztlBm5WiBqFatf7KxaDHm+fyvOToBoKHQYurH5NgfCMHLuTJJXSWqVWuxNJs6Gcdja8l6QwVRXsmX6bVcTo+FURWFNmBH2ebJsYLMRjnJnfBBlFwuVw9YwMR2wofLMAyGh4cJhUL1n1wux5w5c4jH46xbtw5VVdF1nXw+TxAEtLS0sHr16gnjuOGGG+jq6pqypfHeF8z7XlQ3NDSwdetWMpkMiqLUAy+hUIienp56fZNkMsng4CBjY2PMnDlzQr2T/V2oH6iey9G0v65Eb8QCt3JfSNJr47k+3esz7Hg5Q2HUIhTV6VzczPxzW4g2mIe1zsATWCWHTE8RRVXqc5eb2mOcvzSF+9I23GwWrbUVhKCyZTO4Hs6uXfj5PIoQaI2NhE5ZSOL6N+ENDIBuoLe1gaZiJhLYW7dSXr8ec+5cXN/ldwO/I2EmaIlW71Cqisru/G7CWphZ8Vms2r2K+7bdx57iHuJGnIyVoa/QR2OokZ35neTtPGE9jOM7uIHLnIY5PLfnOXRFpz3eDkAqlOLVzKv86yv/iqZU58TPS87jzQveXN/uVHYXdrNmaA2j1ihzG+ZyXtt5NJgNh7xfDdXAD/wJjwkEhvrG6hKR83wUJl70xTWNvOthB4KoJr9IS9LBlP2AJzJZHh7O0W+7NBoaNzSneFNLkkbj8C5Z3EAw4nq8WqxgjE+DcYGz4hFua2/mG92DjLkeM0wdD1iXL+Mh2FGxyY1PAWo2dM6IR3hLS4rdtktMU2kLGWgoNOjVgMa6Qpn2sEnJ93kxV6LR0GgNGSCqUzZ3VWximsrMkMHDwzkyjku/5dCgaQw6Lj2GToup0VVxKHgeTaZBxQ8QAjpCJivHCkQ0lY7xQE3a0FiTr/DlHXtQAFWBRbEIb5vRSLO5/321o2zxUq5M1vNYEA1zcbLaKehQKFSL3O5z6EcA+hvsUJdzfRTEhClMcU1lxPHGg1vSyeqEDqLkcjlWrlxJd3c3QRAghGBgYIChoSGuuuqqwwoO5HI5hoaGsCyLUqmEoiioqsrcuXO58sor2bhxI8CEC2DP81izZg2VSqVeVLZWPDYajaIoSj1zRVVVyuUya9euBao1WPa9qM7lcvi+TygUqrcl7u3tZXR0FN/3CYKAYrGIpmkYhsHo6CihUGhCvZO1a9dOWKdt2+RyOVavXk0sFiOVSk1rGsmRqt2xv65Er/fpK4ezf07WfSFJx8q2FwfZ/NwAxVELIaA4WiE/XCE3UuGCG+YSih76BXr3hhGCQNAyN0Ep5+A51Rb1p186i4bCRsbCIYw5c/BHRwEQpTJBqTReKFaApiEyGbS2NopP/ZagVMLdM4CzaxdKyAQU3J4e7O3bqKxZQ/jtf4ATOPVgQtktM1QeIqSH6oGVolusT91JhBKYqsmoNYqiKCRDSQbKA2SdLAoKZzSdwdnNZ/NU71NE9AgVr0JvoZeB8gDduW6iepQLZ15IMpRkXWYdru/ywbM+yJ7SHtZn1lN2y8xpmMNZLWfRV+jjx5t+zIg1gqmavDz0MhsyG7jtzNuIm4eWfnxu67nsyO1gpDJC3Iwzao0S0kIsalp0yH+jE8nmUoXVY0WGHY+FsRBXpBMHbB86K2SgKtWLwKhWTdXPOB7nNESJHIFMKkk62Qkh+O89o9w3OMaA4yCo1hnqqjj0WDYfm9s2Xlj10Dw2kkNVFM5ORBi0PazAx1BU/mhWM5UgID4emMh61ak6Rd+jFAhwQChgAMMCRh2PX43kyLo+g7bLlpJFaPyzvatis7Ni80K2yFva0jhBtWsPQN73GXZ9IqpKg67RFjIYczz6LIeoppIydDQVRhyfpK6Q1DV2Wy5Djo+qwHkNUc5MRHh4OEtEVSn5Pt1lhz2Ow86yTVLXWZqKE9NUnsuVcIXgo3Na6ao4rC2UKPsBC6Nhzm2IsrVk8b2+DFnXx1DhuWyJ9YUyfzq7tZ5RMh2KonBxMsa9A2OMOB4xTWXY8Yhr6nGbXnQkCCHYWLJYnS2SdT1OjYa5vDFxwADerLCBgoLlB4Q1lUBUg3aXpRIyA/Ekd0IHUbq6uhgcHETTtHo74WKxyMDAwGFPjejq6qJSqXDqqaeSy+WwLAvbtmlrayOZTOK6Lm1tbQD1oEh/fz+2bSOEQFXVelHZ/v7+en0VVVVRFIVCoUAQBESjUZ566inWrVtHe3v7hI46lmWhKArhcLUVpaIoOI6D67qEw+H648ViEcMwmD17dr1obe0ifu8uQ5lMhqGhISqVCrquYxgG+Xyejo6OehCgVstl3zosR6p2R2160b5diY5Hgdsj5XBrm5yM+0KSjpVKwaF/exbX8tANlXDcIPAFVtlluLvAUHeB2YsaD3m9wz0FwjGDRGOYRNqlmLMpZW1G+gq0hl2UUIjo6YvwMhmEbVN87jlwXdA00HUIAoJSCW9wEFXX8UZGqv+/uZmguwc/m60uCxR+9SjWpk3M+fCFvOLuJBlK4gYuZa+MoRokQ9Xjh+3ZKCikQ2mKThFTMwlEwEhlhLef+nYWNS1i1B7F9mxS4RS7i7vpTHbym57fkLWyDJQHsD0bN3BRFZUd2R2c1XIWcxJz2JXfxZO7n+SpvqcYs8fQ0Him/xk2j27G8RxGrVFOSZ1SLZTuu2zLbmNdZh1LZy09pP164cwLGbVGeWnwJfYU99AQauD6uddzWvq0Q/4bnSjWF8p8tzdDwffxA8HjIznu6hvhXTMbuaYpSdMUd3mXJCJc0BDjxXwJISBA0GYavKk5KdO5JWka9tguv8sXqQQ+MbUaXHCCgKLn80q+zKuFSr1WyHR5gWB9oUKLqTMjZDAz5DHkeOyxHTYVK3SEDSKaxuJEhCHHww0EK0fyeEKgUb1I8oGC5zPiuqiqwrDtMux4NBsavZZLzgvQFAUFj/uGsqwvVDirIcquikNC17D9gJJfDaKkxtsgl4Pqc9KGRtb3CQcKvhCMeILb25tZGA0zMp7F1mRo9FoOnZEQT4zkGXU99tguViDwhMBQfDaXLC5IxugIG2wpWTyayfFYJk/W89GAVaMFlqbijLgeBS/g9Fi1VIEdBKwvVlhXKB/yvr2qsYExz+fFbIms59Jo6NzUkuSU8aK5r0ev5Mvc2ZehHAS4QcCvMjl+1D/Ce2c2srypgeQUwZRzG2Kc01BmTb4MQAC0h02ubT70zE7p9eWEDqLU2glrmlb/EqLrer2d8OGu0zRNIpEIiqKQzWaxLIuenp76NKH+/v76NJmBgQFc161vW1VVgiDA931s26ZQKNQDJEIIfL8aya61HR4cHMTzPBobG+sX1bXgTO1CXAiBZVkkEgk0TaNUKqFpGp7nEY1GufLKK+udfGqBEMMwUFWVrVu3YllWfYy14EwtM8U0TQYHB+nv758UDEilUkesdseBuhK9Xu09Zcq2bRzHYceOHXieV/+bTOVk3BeSdKw4lodrBwS+QDOqd8aq7YgVgiDAKrmHtV4jrFHO25RzNkPdBVzbx7F9+jZniSxsptkM4+fz6DNmIByHoFwGTUMxDARU/2tZeNksiq7jZ7PVY35fH4FlgRAokQjG3LkI28br6+fCdRZ957fy0sBLuIGLH/ikIinSoWobYtu3MTSDM5rOYNQaZbA8iO3bnNF0Bu86/V1oqsa9W+9l7fBa/KB6bgnpIQaKA2SsDL7vo6s6QhVoikbRKdJb6GVR4yI83+PZ/mcpOkVOTZ2KoiiU3TJrhtYA1WlAAIPlQYZKQwyUB3i271nOaz2PsB6e/n5VDW5ecDOXtV9Gzs7RHGk+5GyW6RJCUPADNCB2lNp5CiH4zUieoh/QbGi8XKhQ9gMyjscP+kfYUbb5yJxWUvt8mQ6pKre1N3NWQ5Seik2DrnF2Isqs8OFNP5OkN5q871P0gnrXGRifMqIouKJavPlQqQpEx7Mk9tgurxbKVPyAgh/wm7ECy9JxdAWKfkB7yMAKAspBgAroqoIKqIAlBCOOhyeqXWl8Idhtu1SCgABIqArzIyHKfsAuy+HcZJRGQ+PZsSKuEAQCUrpGajzbwwkEuqJwXiLKwPjYlEDh/ESEP57VjC8Ed/ZlWFuo4CMQAkylmpmTcTx8ITAUQAEVhbzns9uyWRgN4wQBT4wUqAQBi8aDJXnP59lsESEEzeMZdX2Ww4DtMmC7rBotcG5DtL7fpyOsqbx7ZhPXNjVQ8ALaTP2oHpfzno+uKoeVjTQdgRD8eiSPLYLxqVI2FT9g1K1m72yrOHxkdsukVtJRTeX2jhZezpfosxxShs65iWh1Kpd0Ujuhgyi1dsKe59XbCXueh2mah31BuncGR19fH5Zl4TgOiqLw7LPPsnjx4notEtM0yWQyqONVtGtTimptkSuVSj2Aout6/f+rqoppmkSj1ZS2crnM3LlzUVWVsbExmpqa6oGg2jpqmTbNzc31DBlVVeuBnb2zIqAaDCoWi/WsGF3XMU0Ty7KwLAtd17GsanVo27YplUqTgiX5fL4+JciyLLLZLNlsls2bNx/WRX8ymTwmhVOPVfvgWtDJtu0JBYh7enp49tlnD5iRcqz2hSSdbKLJENGEQXYQPCdAN1U8J0DRwDC1w66J0n5KirE9JQZ25fHcAFWFaMIk1RZhKCtIX7AcZe1T+Nu2VYvZRqMEpRJCUcC2EUEAQiByOdxKBeF5KJFINftECNB1FNMERUENhfBVlcyenVh+K4qqoAudmBEjZ+f4ze7fkDATpEIpFqYWMlwZrheGbaedd53+LmJmjOf2PFftfBNvRyBYO7SW7nw3Fa+CL3wUFMJ6GBOz3l644BToLfaSCqewPIvGSOPvu8gZUXzhE9bCFJwCZa/MtrFt+IFPyS2xdngt3331u8xtmEvBLTAnMYdzWs+pF409kHQ4TTqcPqy/zXQM2i4PDo2xuWShKQrnNkS5pSU16QvtaxUA/bZLUlfpqjiUfZ8WQ2cEn0ZdY2vZ5nf5Mtc0Tb7LGNZULk3FuVR2ZJCkQzbTrLYB7rYcKkFAWFUoBQHaeCCk7QDT6fZHVRQuSye4qz9DV8HGEQIVaDV15oYNdlZsliSibClZDNkeAohpGpUgQEFgBdU6HwEw6vrk/ABfCKKqioZSD26Ex4vAhjQVxfPZUrJp0FW08e/ccU1lyPH41UiBpK6R1jVOj4UYcHwaDR0dhQURhQ/ObiWsqTyeqXa+mRsx8YTgxVyJ7opN2Q8IBCgKRHSNUCCwhCAqAnKuz27LpcnUKXr+hCKzDbpGn+Vgqio5z2fU9dhSsgiAoufzXLbIv3fD3LBJwQ9YEA1zfjI6rYBFi2nQchRjxX2Ww4NDWbaXLQxF4YJkjJtaUoc0/Wg6rEAw7LikxosFW4GgxdDJuD6Nps6mUoU1hfKU3daimiq7sL0BndBBlM7OTnbt2kV3dzfZ8bt+mqYxY8aMw54aUZtq0dPTQ7lcRtd1EolEferL6OjohCwCwzDo6uqiUCjgeV49gALVLj+KUr07ahgG0WiUQqFQD2rUAi6GYbBr1y5isRjxeJxSqYTruvUAxty5c5k9ezavvvpq/cIdqm2WzzjjDIAJQYNa8KdcrqaOaZpGEAQEQYCqqvVpPaqq0tbWhqZp9bHC7wuduq6L4zhTBpRWrVpFa2srruueUJkUx7J9cC3g5jgOlmURjUYpl8s0NjbWAzkyUCJJR5Zhaiw8v5XCqMVIb5HcsIeqKkQaDGYsSNI69+ApsnbZZaSvhO8HpFqjJBrDzDo1TTFn87tfdqOoEIoZpNtixNMhRvpLiMUX0XL5Ety+fpRoBOWnP6Xwq0fBtiEIqt9aoRowEQIlHEbRNITvg6qC51UfUxT8YhFXg2fmlrE8i4vaLqI7311vSxw34vjC57T0aayYv4Jn+p9hV24XnQ2dLG1fyqLGRezM7eR3A79DVVSiRpT1mfXk7BwCQSACDNXA9V3swMbUTFRFpeAWiBpRwnqY6zuv57e9vyVrZ+tZJ17goaBw/ozzeXngZdZk1qAIBU3VmBmfSVu0jUd2PsLM+EzS4TTP73meDSMb+KNFf1Rvx3w82EHAnX0ZNpcqtJkGvhA8lslR8QPe335kOxFpisLssMnLuRJZzyeiqARUi+U2GBpOIOizbAIxsZCgJEmvTdLQuak1Rd94vZGs56MDbSGTS5IxzkxEDrqOMddjc8nCF4KF0TAzQgZXphP0Ww7fKQ2hoZA2dU6Jhmg1dTaXbM5JRFjRkqLfdohpKiFF8Fgmjy2qwZPxhI96kdCwqqAq1eLkKuAK6nWPil610mre84lpKktTMbaWLdYVLNwgoMHQ8IXg/GSMNzUlWDlaZGfF5vREhKvSCU6JhthWsng2WySkVNf7Ur5CwfUJRDWgYyjgCLBrHXz8gKIvqASChK7y5tYUDw/lKHo+DeNBZmd8+tDl6QRPjeZZWyijoqAqMCds0mxo3DswxpyISUrXeCpb5NVClNs7Wggf4WDFoSj5Pt/vy7CzbNNq6nhC8MhwDlcI3j2z6YhuK6wqzAiZbCyWyXvV6Ve1v3+DplH0AwZst16aQZJO6CBKMplk+fLlh92dZ38ZC0uXLiWfzyOEIJVKkUqlCIfDVCqV+rK1i+NNmzbR1dU1IRsGqHfvMQwDIQTlcrkezIBq6lmt/bDnVVMQa9NCRkZGyOVypNNpdF0nm81yxhlnTJoC0tjYWP/3nj176q+plqVS+xDXMmVqARDDMIhEIjQ1NaFpWj0TJZ1OTyh0OnfuXLLZ7KSAUktLC11dXQwMDNDS0nJUAxWH6li2D64F3Hbs2IHv+5TLZUKhEOl0up6xI6frSNKRN+uUNNGGEN0bMowNlDFMjfbT0sxamMIIHfjO2NhAifW/7aM4ZgMQiugsOK+FuYubWXBuKwPbcziWR0NLdUqn51S/9JoRHXP2bMzZsyk+/TT2+vXgODB+/MYwIBpFC5kExRKKYRAUCr//vRAE+Tyu54EQlBe1k5uVpDXaSsWrsGVsS3U6jhZiQWoBcTPO7uJuyl6ZjkQHXuCRDqXJVDJ85YWvkLNzDJYHKbklWqItjFRG0FQNL/DqbY+9wMP1XRzfIaJHSJkpEmaCilfhiZ4nSBgJbM+mO99NSAuRtbMsSC3gpnk3MTM6k525naiqSmuklY54B1uzW7F8i7ZoGx2JDhzfYdPIJjaMbODCGRcihKDiVTA1E109dl8ftpUsdlRsFkRDE9L81xXKDDkebUc4bfrqpgZ2VWx2VBzyvk/E92kOmcQ1jd+VqoUauyoOS9MJlqUTGLJwrCQdEcvSCWaFTFaO5NlRtkjoOpen41yUih10qsnGYoW7+kcYdFyEqHaveWtbmsvSCd7cmuJ3+RKeEMwOh1CpXqBrCiR0nfnREPOjIX45nGVDycYR4FG9gDaBqK5iqipF38ccnx6z98TSrOdjVxxQBHMjIWJqtQtP3gvYVLTQqGapL4qFCakq28sW1zY10BkNEVDNjOm1HO7aM0Le9em1HWxf0GjojLoeuqKMZ8AoCBS88ZoddgAxTaVR10hoCmXP4+GhHHFNYdgJ2FW2MVWFrOtzZiLKW1tTpI1qpoWpKswIGcwJh1iTL2EFAbNMg/aIScUPWFMos75Y4YJkjEAIKuOFU49lsdTNRYvuis3CaKh+nNUUhZdyJW5oTpI+zI5NU1EVhWubG9hdsbF8Qcn3iGgqraZBRFPYWLR5cCjL5pLFFekEl6dl6/o3uhM6iALVQMqll17KpZdeekjPO1jGwumnn15vTWzbNnv27GF0dBTDMOoXxrt372bVqlX1oIXv+2iaRjQarRcM3bceiq7raJqGEKK+nG3bJBIJbNumu7ubfD6POn4yaGtrqwcB9s6uGRkZ4eWXX6ZcLtdrnLiuSywWqwdGVFWtB1D2DuCk0+nql91KBVVVKZVKFItFent7icVi9UKntSyXfQNK2Wx2UvegvQMVx2o6zf7+rseqfXAt4OZ5Hj09PTQ2Ntb37eDgIOFwGMMwTqggkyS9XvhuQG64AkCyJVKvf1KTaouSaptzSOsM/ICtLwxSytqkZ0RRFCiO2ex4eZim9jjxdJiO09NsfLqf3LCFbbn4lk8sHcatVAPl3ugomW99G38si97eXm1l7Pso4TB6SzPCdhC5PKJUqgZQggBUFSUaxZzdgd7SQuiUU2i4cTmRsV+QtbLsyO5gsDSIioqPz47cDi5su5CSU+Inm39CzsmhKzr9pX568j2YmklTuIm4EWfIHeJ3A7+rBubdEgCt0Va8wMMPfDRFw/ZtInqErJMlY2VojbSyML2Q4fJwtT6K8Cg4Bc5tO5cr2q8gZsQ4r+08zm49m4pXYWZsJn7gM1oZJayFiejVO76mVs2KHCoPsX1sOyt3r6S/2E/CTLC0fSkXzbgIVTn6dykrgcALBOZeX1hDqkrW9anslR16pCyKR/jonDbuHxzl8UweTVFoMTSeHisSCEEqqjHsePxkzwhl3+fNrUdvGpMknWwqfkBXxUZTFOZFQhOCkIqicGoszKmx6ddlgmq22s8Hx8g4HqdGQyjAbsvlgcExTotFaDZ1Lk/F+engGDvLNjnPxwoCOsIhiuM3Sfsth3/tHqTgBXSEDfotF6FAVFVpM00qvk8+EBQRuPw+MyWqqcyNmLSaBmcmIixLN3DPwAgZx2NDscKg7aJSLVC7rWRzSTJKn+Xx/3YPM+Z5mIrCrrJDt20TUVVaTJ2YpjJou7yYL+EFgoJf7SbXFtKxA4HvVLNgHCGIqhoZz2fQ9ZgVMjhNKAwhOKchRmm8qO1lqQRXNzUQ1TWWpuKsaogigLaQgRMIxjyfqKYS1avH84imEggYdFzWF8o8msmzx3ZIGzpXNzVwSTJ2TLIxKkG1Rs7ebZNDqkLZDaj4AekjXHbk7ESUj85t477BUX4zUiCkKqQNnd+OFlGAlK4yYDvc1Z/BCQKua5bf+d/IjnsQ5WhdkB8sY6E2VWjTpk0TOupks9l6vYvnn3++PqWnFhip/dS4rjthio+u6zQ1NdW7/SSTScrlMtu3b2fXrl2MjY1NKD5rmuak4q8APT09uK5LQ0MDlUqlHiQpFApAtTZMrThtqVTCMAwcxyEWi2HbNmNjY/VpQc3NzQCkUqlJXX6ACQGl/XUPqgUqjuV0mqkc6/bByWSSK6+8sv6ay+Uyw8PDQDUrKhKJHNVsGEk6GWUHy2x6dg/5TAUUaGiKsGjpTFJtr23KSDnvUBipEE+FUMe/mMfTIUb7S+SGKkSTIWzLw7F8xgZKBL7ADGuAYMMz/RgRnfjudTi7d1fnwY+N1afyCNcFwyQYHatubLzmVJ2qoiYSzPirv8KcUw3+dK5fy0+3/JSclcPxHDw8VFR2ZndSckrEzBgVv8KZTWdScApsHNmI5VuEteqxd9QaZVZ8Fnk7T0yPUVAKJENJvMBDUzTaY+1YvoUvqgVmc3YOQzUYKA+gKArzkvPIOln+4vy/mJQ5EjWiXD7rch7e9TA7szvRFA03cIka0Xptk1ox20AE/GTLTxi1RmkKN5GpZPj51p+jKRoXzrjwoH8XIQQlP0BXlMNKDZ8TNkkZGntsl5njWSf9tsOskMmMw6iTcDBeIJgTNvnUvJnc3Jrm2bECawsVGnSXcxNR0ma1a8iOss0vh3MsSyem7NpwqPbYDltK1bbep8bCtMuitNJJZnOpwk/3jNJvVTOnOyMm753VzOzX+F7vt1z2WA7tYaM+za4jbLC1bNNVsUnqGgU/IO967Cjb+EBC0/BFwA/6R4jrOjvLFn2WgyIEY361vbEiqrUyDEUw7PsIAZW9tqtQvcBvNA3uOG02s8ImQRDwTLbAPXtGyXrVDjse1QK1m0oVcp5HXNdwBZyViDDieoz5HrYvSKgQCBhzfWaHTfJ+NbhR9gNShoYvwBifclgORH16qR0EGAr0Wg4qCvOiJnnP56/mz5wU7EgbOssaEzw0lKPgVTM2XSFo0DVS49N/3ECAApYf8P2+DHkvoMmo1lX5UV8GU1E4P3nwWlnVltEBpqocUtHamtlhk4Su1jMOAyHYY3vMHw9aHWluIFgQDfGX82fx5tYKz2aLrMuXSRkaFzTEaDA07CBga8nioaFstbX0EajLtdty2F6yUBWF02PhI55dKR0dxzWIcjQvyKeTsVBrLez7fr11MUAmk2Hjxo3s3r0bz/Pwfb9eVLaW4eF53qQAiqIouK5bL9g6Z84cOjs7yefzvPTSS4yNjU0IwDiOw549ewiFQvVuPLXMlNr6FEUhFouRz+eBav0TqAZrgiCgVCrVnw8wa9Ysdu7cSRAE2LbN4OAglmXR0NBQDwjsa9+WvFN1D6oFKl7LdJojETA7Vu2D9x3r4sWLGR0dJZfL1d8nkUjkiBTkPdi25VQh6WTiuT4bn+knN1wh2VLNeMgOVYMqF908b1JGyqHQdBVVU/H93x+XxXgVPs1QGe0v0rd5DDOiEUkYBH6AXfbJDVco5x1eXbWb84LtBMUiojZNJwiqP66L291dLSTrOL/fqKqCqiKKRaxX15P5j/8gce21rOmEzaObydk5yn6ZgKBaz4QAy7cYKA/QTDNNoSZMzWSoMoQrXEzVxAs8okaUkleiv9hPRI9wbtu5JMwEG0c3siO7g4CARCiBZ3s0mo30FfswNZOoEaXiVsg7ecasMdLhdDXIMsXp/vKOy2kINbAusw7Lszij+Qw2ZDbQlesiYkTI2Tk6GzoJRMBwZbje5ScdTtOd7+b5Pc9zQdsFB7wj2W85PDKcZUvJwlBVLkrGuKE5SeQQgiltIYObmpM8NJxlc6n6pb/Z1HlLa/qIztfPuR6PZfK8UiijAhclY1zT3MD7O1p4crTAD/t80qZOv+WwuWSRdatdOr7RPchH5rTS8hq+1L+QLfLfA6OMuj4gSBs6b5/ReMhtRyXpRFXyfO7uH2GP7dEZMfEFbC1Z3NM/wl90zkB/DdPiTFVBV5Tqxf/4Na0nBCoKIVXh1WKZ57Il0oZOixngBD45z6erLBiyPX7Yn6HZ0Cl41cKxQmG8VXk126OrYqMA9l7b1KgGUbJewEu5El/vHuT6pgbsIGDTeE2Xsi/GaypV11UJBP22R4sQtJk6hqqwx3YJRHWKoisECU1lj+NStANiqsrljXHCmsqaQoUdZRsQJA0d3/VI6TpdFZuQqhLTVEq+z5jnkXQ02kJ+tbPcFPvrxpYUzabBK/kyrhCclYiwrlhhR9khrCnkvIDTotVuQ6OuX+/y02TqbC/ZPJstHjSI0lOxeWQ4x46yRUhVWZqKc21zwyEFU+aETa5vSvKrTI5NxeqNi7aQwR+0pV/T+2VfI47HY5kcawtlTFXhkmScq5saOCMe4bFMjp/sGaXB0NhtVQPdObdahPibPUN8cHYLja8hiP70WIH7BsbIjtfTaTI03j2rifMaDh6kko6v4xpEOZr1LQ6WsdDV1UWlUiEej9en5LiuW5+msWPHDoB60EPX9XptkyAI6kEM36++6Ws1Snzfp1gsEovF2LRpE7t27ZqQ3bH3OoUQ2LaNYRj1wqWKomDbNrqu4/s+ruvi+369M0xbW1s9wySVSgEQCoXqARrLsurjUxSl3qUnCAJOP/30/e6rveuxzJw5k8HBwQndg2oX82vXrj2s6TRHKmB2LNoHTzXW2naTySRr165l06ZN++3w9FqCgMc700eSjrbcUIXCiEVqryk8yZYw+ZEK2eEyTbMO/6IxHDdomZNg96ZRPCfAcwPskkvTrDiNs2L0bhrDdwWaXu3443sBeq2NsqIw3F1glBzoerWgrGn+/v8DaiRC7PLLKfz611AsVlsgRyKI8dopwrJwenaz7ec/4JGLPNTOOYS0EL7vY2PXj/0BAZqi4XgOeTePH/j4gU9IDVGihEBQdstkrSxe4NEYbqSn0ENrtJWPnP0RNEUja2cJgoAHtj/AhpENqKioiorru6CAqZoMV4a5vvN6Qlpoyv2lKirntJ7DOa3nANVz0oaRDTw/8DxjlTHOazuPy2ZdxrP9z6KhVc9xgc9geZD+Yj+ZSoZtY9s4JX3KlIGUku9zZ1+GbWWbNlPHDgIeHBrDDQTvmNl4SH/ba5oaWBgLs61koSsKZ8QjR/RunS8EP+of4aV8iUZDJxCC+4eyjLk+72tvYmbIIKwq9FsOG4oV7ECgK5DSdXaUbe4bGONPZ7ccVop70fN5YChLJQg4PVb9W/VYDg8MjXFGPFIvDilJr2fbKzZ7bHfCFJ45EZNuy6bXduiMTH2cmo5ZIYNF8Qgv5IoUfQ3LD8h6PmclopwSDfOrTLUYqYJCyfdxhSCsqqhKNUPkpVyJU6Mh9PGirSbVWuKWqP4+rutclozy8HCeCtWLp4imYvsBguq0kx1li2+VbDwRMCdsElIgGF9H7fapoLo+OxCMeQGBEHhCEFKqwQ5Btd3yqOshUGiN6myr2HSETf56wUy8QJDzAnwR8OP+UV4tltEVBU8EOEGAgoKhwLDr8o54436LX2uKwiWpeD1IK4Tgd/kyz44VGPN8Lk9FuKopwYNDWQyF8Rpcgn7bZbdlU/R9bmxJsjA69bSrnOvxvb4MPRWbVtOg7Pv8fGgMTwje0jb96Y+KonBTS5LT4mF2lqvBojPi4dcUsN6XM164/NVimSZDp+IF/GxwjILv886ZTcwKGRhK9di/sVjBF9X21EldY0OpwsNDWd7X3nxY2x51PX4xOIaHqB/7d1UcHhjMcnoscsQ7EElH1nHPRDla9S1qGQu9vb317ioNDQ00NTVN2Lbv+3ieRyQSwfM8NE2rd75paWmpZ53UslBq7YubmpooFouMjY1NKCZb+29te/39/WiaRjgcrq+nlsmw93OAejCnlllSC8rkcjkcxyGRSNDe3k4oFGJwcJA5c+bUg02rV69m3bp1VCqV+r50XXdCfZYDZWvs25J3f9kQewenatOG9q0lM5UjGTA72u2DpzMV7EAdnl5LEPBYFs6VpBPHkbmjpCgKp17UxuieEr2bR/HcgFBEp2VOtRWlZqqAwAhreI6Pqo2fe1QFRQVDh1zBpHnePJwtW+ptjVFViETQm5rQYjG0eBy/XIYgQNj274vLAt6ePezWBKODNovmnE5IC1FWyoigmoWijP9PUzQqXgXbt9k0uolAVDNU4kaciBFhsDyI7du0Rds4r+084kacbdlt7Mju4Kb5N+EHPo92PcpwZZiMlcH2bAzVwKb6X8u3WJhYyNVzrj6k/be4eTGLmxdPeLwj3oGgWpNlV24XvYVeSm6JxnAjP9j4A/5w4R9ywYwLJq1vc9FiZ8XmlL2KAuoKvJArcn1zA6lDuHtXTf0PvaYLrQPZWbbZUKzQGTHrbT2jrsfLhRLXOw0sjIa4LJ3gZ4OjDDoecbVaP+CMRISQqrClZDHi+jSbh/61arflMOxULy5r34fawyY7yjY9FZvFiePXGUmSjrRJR3sx1VKHuE5F4R0z0mwrWTyXK+IEgpSuYSoKPtWAiUCQ0BSsQBBSFQTVYEJ1So5C1vWYHw1Vu/uMj0sFYppCo6mTMHQaTA3L8Qmo1mGpfZsXAvosF0cEOIFgcSxMWFOpBONlAPYaq6oIyn6AHQS8WqigAOVAkNQ0IrpKn+3gBILZYYOLkjGimsrmksWOks1NrSm8QPDzwTGGHJeM42EH1ekytW49VgCnxEJc23zwTnZ7778LkjEu2Ce7ZGE0zLNjRcpewKZShd2WQ8kP8AR8s3uIP26fOmNiQ9Gix3I4NRauF19VbZfVuSLXNjdMq3Xy3mNbGA3vN2DzWm0tWWwpWyyIhOqZjRnH44VciWubkpwei3BpKsZ9g2MMjx/7Y7rGmYkoIHi1UKbo+cQPI9jdXXEY83xOie597DfotVz6LIdTDrE2kHRsHdcgytGsb1GbgrFq1SoqlQqRSDVt/NVXXyWRSNS3rWkamqbhOA5BEFT7vIdCRKNRdF1n5syZDAwM1NdbqxOiaVq9qCtMDIbUAhgjIyOUSiXi8TipVIpSqVTPZtl72UKhgGEYJJNJent7MYxqhDUUChEKhchms2iaVt8v+wabcrlcfdpOrQCtpmlEIhESiQS+70+7o9He+2+qi/a9g1PZbBbbtgmHwxNqyUy1nWNZEPa1OthYp9Ph6WhtW5Je75KtERJNYXKZCsnm6nE5n6mQbImSanntF4ulrINjebTOSRBJmAgEYwNldq0dZs4ZTcRSIYqjNpqh4VpeNWsjrBOOmZhhDV1pQGtoQJ81q7pCRcEvFMCvLmtt3Vpta1wLrug6+D4oCko0itbYiKHmoTSGOzhIR6oDy7Mo+9WW9ILq3dCiW0RVVEpOCTdwiekxOuIdhLQQqqIyWhnF1ExCeoitY1tZmFpYzy7pLfSyPrOex7sfZ3ZiNnEzzitDr1B0ijSGG0mH0zRHmvmzs/+MGbEZ+91XQgj2lPaQs3M0R5ppibZMudySliWcO3Iuz/Q9w47cDkzVZFZ8FkualzBmj7Fy90qWtCyZlPFS9gPEPkUBDRSGPI+c5x9SEOVoK/g+TiCI7pVqHtNURhyfghcwM6TwjhmN2IHgJ3tGmBM2aAuZJA2NUdc7wJoPLqyqmIpSrWugVr+I20GAqSiHNO1Jkk5kCyIhZoYMdlUc5kYMAgE9FZfTY2E6Qq+9/k+/7VIJAs5riNazyTaULFaO5Dm3IcbKUYMB28VUFUr+eNaGrtBs6sQNnYiqYGgBHb5ZD/TkxjNCFAGbihZBIFCoBleqGSDVAq9xVaHZ0Bh2BGO+T8b16AibVHyLUlC9Pqi1Si74AlUR5F0fyw9IaBqdEZOwqqKgMOS4hFUVQ1HYWLQ4PR5GVxQyrktXxealbJFHMzlOiYVIaCov5suUfZ8WQ6fJNJgRNvhM58wDZmsIIeixHPKez4yQsd9lL0hGebUQ5cnRAtvLFmFVZU7Y5NyGKIOOx6+Gc5wVj06aWlMOAhTBhO41GpBzfQqef0hBlKOt6Af444G1mqimMmS7FH2fJlPnPbOasALB/YNjzA0btIVNGnSNYcc9wJoPLjw+Dc0OBJHxmzp2IDAOs36YdGwd128wR7u+RS1D4swzz5x0V7+27VwuV68nYhgGzc3NKIrCggULyGazuK5LIpHAsixCoWqksFQqMTg4SBAE9a49QP3/m6ZZb33sOA6lUon29nZSqRRDQ0P18al7fVmrddJxXZempiaWLFkCwK5du4hEIgRBQLFYZPfu3XR0dNSLyf72t78ll8tRKBQ49dRTyWQyDA0N4TgO0WiUeDw+oRPP/ky3DkctgFDbbkdHB6lUqp4ds7+MiX0DZpVKheHhYVzXZe3atSdU3Y/pBPf27fB0pIKAx7pwriQda7qhsWjpzGph2ZHqHOeG5mph2ddSD6VmdE8Ru+ySao1Vs0sMjXA8YKgrzykXtrF4WQc7Xh7CKrvkhiuE4wbp1iiqrqBqKjPPOYvgl1vwhofxMxmE66KYJoHn4+7urQZOQqFq2oqoTvEJPA9UFS2dJvB92nvKNCd8dg5tpjm9mN16CMVWEAhUai16DQIRUPEqWL5FIALmJ+czPzUfz/foK/ZR8SuE1BDD5WHKbplEKMG2sW1sGd3CrtwusnaW89vO55T0KbRF29iQ2YAjHG6ZfwuXzrqUBakF+91Ptm/z0I6HeGXoleq6zQSXzLyEN3W+CU3VcH2XXfldOL7DjNgMljQvYfPoZnqLvSxMLaSzoZOQXj0njlljjFljkwI2cyImMU0l43o0Gwa7yhZrihXCisp3e4e5sSV1zLo8HEx7yCSpa/UChmU/YEvRIqZrNI7fYdRVhRUtSTYWy5T8oF7wccB2uSQZp8k4vAuDuRGT0+MRfpcv02ZWL9IGHI9zE5GjlnkjScdaXNd498wmfrJnlO6Kg6oonBIN8a6ZjUekvsWmYoWy59MZDaEpCpHxYrIv5sqsaElxW3szjwxnGXE9eiyHNkNn3ngnn6imsawxwWOZHHsUjxHXxRUCQ1Vw/ICdFRtdUQgp4yVXxrv2uIGPrirVYtPjbYA9IVhbrLA4HmW36qBQnfJTLWEOBtXisWXfpxRUX/eCUIjT42GKXkC3ZeOMZ5XssR1Kvk+DrvFyrszzuRJbSzZFzyeVjrO4IUp72OSVfAlVUbl1RporGxMsOEDWRtkPuGfPCGvyZcp+QNLQuKaxgRtbkqjjwdztZRs3EHSETc5viLK+UKFXUzkjFmbeeKt5X8CQ45LzqoGGvc0Om4RUhVHXI63rbC9VWFu0SOgq/2/3MCtaUtMqTHsszAoZ1YD5eCZh0fPYXLJpMXWS48d+U1VZ0Zpia8nCEQFRVaXo+Qw5Hlc3NhxWFgpQz7BZXywzwzQQVDsiXZyM0yGLy57wjnsmytGqb5HL5Xj11VcZHh4mk8mQTCZpaWmp39WvbTuVSrFhwwZ8369vd++gQ1dXFz09PYyMjOA4DrZt16eyKIpSbzMMv6+LAtRrmNS66nR3d9PQ0FAvIGsYRv0iuVZbpVbAtlQqYds2qVSKWCzGrFmz6rU3CoVCvc4KVLsD7dmzByEELS0tzJ49m5aWFvr6+jAMg0WLFh10n9ZaOedyOSKRSL0Wx9KlS+v7oLbPGhsbGR0dZWxsjEgkUs/AAA6YMbF3wExRlHp2jxCCTZs2nVB1P/YeK1APtJXL5QlTlo5GEPBYFc6VpOMpPSPGRbfMIzc03uK4NYJ+mBegexsbKLH1hUH2bM8xuKuAGdFItkaJRHUMs7r+xpkx0jd2cvqlM9nx8hCZ3iKe6xOKGMw/p4UZi9LYsxKM/uCHlF98EeF5iCD4fUvj8RopSjSKlm5EC4XwwmGEZYHj4HZ3E/J9rn9V49mww47gFYIWMBSjmoWiKKiKWp1649toqkZrtBXLt0iFUuzM7kRVVBY1LqK32EveyaOgMFgerGaoMEpnspPmSDOZSoYto1tImAkaQg3MSc6hKdzEexe996CBidV9q3lox0O4vouu6pTdMo93P86s+CxmxWdx75Z72ZXfhR/4ZO0sCsp4twaL3fndpEIp2vQ2Ck6BmBGjwZycOj4nbHJNUwOPjeTYVirSVbGJahpnxMOMuB5394+Q0jUWxSOv+W//WrWFDK5tbuCR4SxPjRbZYzsIYHbE5Du9w9zWXu0g0hoyeNfMJu4bHGNXxcZQFM5KRHnrjPRhB4NUReG9s5qIayobihUEcEU6zlta0xPu5ErS692ieITPzp9Jd8VGUWB+JIR5GF1b9rWpWOH+wTF+ly/zu0KZBl1jfiREQteoxWfOiEc4LRbm7TMaeWQwy+ayhR0ENJkGt7RWA7oLoyH+o2eIF/M+gQBPBBRrxWEVgQU06CopXSOma5iOghMI7EAwVLYJABOFsh/wYq5a38oYL1KrKtXPuglYQmCoKk2GjicEaV1nS7FaO/GcRJSdlWqgBKoZNgoKuuKzIGoyalaDPOsLZRq0OGlTZ140zPxoiPd3TJ1NuLdfZ3LcPziGL6oZD0XP44GhMWZHTNKGzo/6MnRVbHxRrdmhKQq+qE5B6qrYNBo6rSGVvO+T0nXi+uS/3ynREFc1NrByNM+GQnUaUELXWBQLs8d2uat/hJShHTDYc6zMDpssb2rg0eEs6wtlBh0PBfAF/Mfu6rF/Rshgdtjk7TMb+cXQGDsrNqaicEFDjFtaU4e9bUNVuK29iQcGq1O2FODqxgbe3Jo6IW4uSAd23HNpj0Z9i1wux8qVK9mzZ0+94GexWKRYLBKPx1mwYEF925deeilnnHHGfgM5tYvacDhcLQ44XvS1FjjxPI9EIoFpmnieV3/T16boBEFAPB6vtycOh8NY460xa12BFEVB0zTi8Xg94yWXy5HP51EUhVwuN6HIbO3CuqOjo16Itq+vj2w2y4wZMwiFQsRiMRYtWjStjjmrVq1icHCQaDRKpVIhCIJ6h6JsNlufYtLd3V3fh67r1ts1z5kzh1AodMCMib0DZps3byYcDp+wLYJrY924cSMbN24EIJFI0N3dTTabrQd7jkYQ8FgUzpWkE4FuaDS177+IrO8HqIqCMs07lMUxizVP7GZ4dx7fCwj8anDacwLCUYPzbmhCVRVG+0uMDZRQVIXOs5qYf04LueEKkbhB46xqVoSWSEAQELv4YpRwmMKzz0KpBL6PouvVQIrjguMQOvssGq9cxtjdd+P29tan9szIq6xYo9G1tUTvjWfzTHuRofIQRaeIL3yiehQ3cPECj+HyMGE9TNyIM1Qewg1c4mYcX/jk7BxCCAzNwA982mJtxM04bdE2+gp9ZO0sg+VB3MCl5Ja4ds610/ry9eDOB6sdfVQTTdUYs8cwVIMNmQ2sHV7L1uxWOhs6KTpFNo1sIqyHuXjmxShCobvQzbrhdSx0FxIoAcs6lhE1Jk/FUhSFW1pTnB6P8O/d1aD0WYlI/a7d5qLFy/nSCRFEAbixOUlC0/hG9yAdYZPTYiESmsaOssV9A6P8r7ltqOOtPU+LhemxHEJqtVbLaw12NBo67+9oITc+NehItEyWpBNRVFP3+5kXQlQzQMa7U05Hd8XmOz1D1SyBIMAPwPEDyn61Le+bW1MIqoGWHWUbU1W4pS3FCgFdlk2roXNaPIKiKNVjk6KwrLEBTYGnR/IUVR9HgK6qaIAVgCfgvIYY5yQi3LNnhJ6KS60nnKoqmFRb+16QjDHkuIy6fr2jS1RTcTwfJwgYclziukba1Oi3XTwCGjQNLxCMuR6BEJiqRoCgPaQT1zXaQyb9FYdR12eP45IMAhwhuDA5vaLsPxkYpc9yCKtK9RwLDLs+r+bLDLke28sW86MhxlyftYUycU3l8nQCgaCr4vC7fJlTomEUBa5qjE/ZbUdVFG6dkWZJIsK/dA1Ug80NUaJatQzC5pLN2nz5hAiiKIrCW1pTxDWVb+8eojNiclo0TESvBjZ+Mfj7ouGXpuKcGY/QazlEVJW5EXO/xXunq8U0+GBHCznPR1UUWUj8deSEPksfbqvXrq6uCVMigHqB1ng8Tmdn56R1NzY2TthmbVtdXV1kMhl0XSefz09oeWwYBqqq1gMPS5YswbZttm3bVs8uUVW1XgvFMAzmzp1LX19f/TlAvQZGNpvF933i8TimaVKpVMhkMvXMl72DNLVslXA4TDqdJpPJkMlkDjl7oauri7GxsXq7Z03T6lOLenp6EELUp6vYtk2pVCKdTtPS0kIQBORyOfr6+ojFYgfdZi1glsvlMAyjXqfmRKz7kUwmiUajxGKxAxZ5PRpBwKNdOFeSTmT5TIVdazOMDZYIRw06FjXSfkrqoMGUwa48I31FPEegairBeCAFfOLpEC1zG9i1NsOOl4fwnGq7Yd1QMUI6vhcgAkFDc4TTLp6B2d+Pn81Wp9Pt3Ik3MFDNQvF9CIVQIxH8QgF/ZAR71y6aP/a/8EZHGfnmN6vnnWgENRxGHcvSOWAR/vVW1lwdptRQqnbiET55J1/NPPRKKCj4wmeoMlSvibJ2aC2WZ+ELn4AAN3DJKBlGrVFaoi2kw2lObTyVtcNrGa2MEjfiLOtYxmXtlx10HxecAtvHtlN0ihiaUa0NoBmIQNBX7KPoFmmLthHSQvz/7P13kGTZYd6J/s65Pl1lZdnurvZjenocMAMQ3pIgaEBShECRyxUpUXpyj7sRkmIVqxcv4r148SLeRuxyY2NXa/RC+7RcipIISiRAgiRAwgzsYACM6zE97burustnpc/r7znvj5t5u6rNdPcYTM+ovomOKZN58+bNrJPnfOczm+lmYT3qx30emnkI13RZHiwzW57lYwsf4/G5x2/6WFII7i+77HPzzIPtsmdD5NLyuwVCCISACdPg/vLOkNcLQcTmyOoD+fM4/gaQP0prLgQRl4OYsiE5XvFeszR8F7t4O+O8H/JXzR6Xgogpy+RjjSo/cRt2v6e7Q876IYFSWEIQa02sNCLLKLk2D5U9/nSjw181u4RKo0dBsxVTEmZ56Oshz+FvzE9yJYzppxntJOGsH7EWJaSjqmN3dL9ukrERa84MQ357/wzNOOV/XtpAa03FkDhSspXmGUun/LwauZdmpIBWmq7OVS6DNAMhEcBylFA2c4vIj7pDIpWRqrzdJ8kyNiJouTbTjsWcnTcRPdsP8qBTw+Bnpyf44G3UoW/GCef8kGGmiFROoNhSMMgUl8KY9Shhn2vjSImfJThCkJFnRj1WK+NKyVqUcMDLVYY/8SqWHCkED1Q85h2LkiGLpplcjZk3Gt0tkEJgCEHdNDm2beyfd0xO++GODK/aGzj2n/UjVsYqnYp7V2XF7OLWuGtJlNdT9bq+vs5gMCDLsh3VxKZpMjc3B7Dj2NsVFuVyecdjra+v0+nkVZLbm3qAHZYepRStVov3ve99xeOXSqWCdBnf79KlSztCaMdtPeNaYiklg8EAgFIp39lL07T4/fjnQRDsUJ6Mw03HConbJZzW19eJ45g4jrEsq2gIAgoyZzyYjG8zJm/279+PlPK2bUNjvF1yP37cIa+vlTTcxS7eCVBKs/hik+e+ukTkp1SnXCI/pfudZdCahWM3r8QdtENWznXoNQPSOMP2DLAlSZTlu4sNh2iYcOnFJqYlmZjxUEpz6cUmcZhx4HgDyzZorQ55+bsrPHKfS7q1RbK5iR41njFuYRsMyAYD0BptWSRXlmn9n7/LxF//63RnZkjbbYRloft9hM4nSqrV5vHvGax+0OZKKUGj0ZnGNV200JTMEqY0ean5Ep8+9GmafhOBINUplrSQQmIKE9dwudC9wEJlAQQMkyH3T97Prx77Ve6dvJdp7/qaRa01iUqwpFWMZYu9RQbJAK01pjCRQuInefDttDeNn/rF54Bt5GOg0vnzdwyH2dIs8+V5/tGj/4iKfXu7nw9VXE4NA8JM4RqSYZqRAfeX7w4VyhimyG1LilH2AYzCI8Ubbq1RWvPH622+2erjZwop8sXcb+2bLkinXezinY5Eab682eFfXdlkkCr2exadJONSECGF4L03WahrrbkcxvygM2ApjAmVpmZIPGCYKQwh2e/arMYJ39jqUTElh22LTGm+0uwSKc0np6qYQnBy4PNvVxSfnKqyFic0o4ThaMxX5Fkm3UzTGWUgWlpzzg/53ZUtfnFmgj9YazFIMySCXqYQOrcAbcQJhhBYWpOOq451TlwgoDzaHDjRC/jsXJ3zfm5zSjTYhkAisIXAEnkD2IJrkyrNMFM8WvX4uwvT3FPybtgKpkaqHnubquf0MCTIFJlSuKaBFIL+SAExY5tsxAnjJYojc1JZ6TynyTMk847FPWWXf3po/rZDrx+tlvjSRodpW+FISS/NEPCmte28VozHd83VBqlMawx4w8f+VGk+v7bF99oDQqUxRB68/HcWZpjdzUJ52+CuJFG63S7f/va3WVpaotFoUCqVmJycvKXlY7wIvXTpEkmSFAt80zQJwxDDMJibm7uuRna7wqLRaOxQHERRRBRFRe2w1npHw47WusgzOX/+PKZpMjU1RbvdZjAYoJQqyIIxoTKuSh5PUtM0Lb6XUtLv96lUKlSrVebm5mg2m8DVZiDXdQvLzVjBYpom09PTN2zh6Xa7nDx5kqWlJQAOHDhQ3G6c8WLbdqGMGdcpHzhwgMXFxeL8bdsmSRIcJw+6uxPb0Ha8XXI/fpxkz+shDXexi3cCzj+7wYvfvEJ3M8D2DHqbAROzHpZrcvmVNvvum7yhGmX5TJvTP1hj68qAyB/VyEcC2zUQEtAa0zLQCiI/pbEnJ6eTKENlGinzCablGNTnPLobAQNrFrRGDYegFMJ10WMlyjYSnCRB9XoMvvc9rCNHwDBQnQ6MauwNAQMPzk4n1Lsp85cTLt8vkUIiyYkRIQWe6WFJi0l3kk8d/BR/ePoPOVA7wOX+ZSp2BddwGcQDZkoz+InPs+vP0gybmNLkYPUgq4PV69QgWmue2XiGL5z5Ahd7F6nZNT518FP84tFfpBN2csWLLUlUQqJyz70lLR6deRTP8nhq5SlMaVK2yhjCIM5iMp2xPFjGT30+ffDTtyRQxg0Ql4KYkiE5XvY450dkaEwE75so33SB9FbhWNll3rY478csuBaJ0qxGCR+uV19zcOzNcHoY8vWtHhOmwUHPJlH5zuRfbHb4vyzM7Hrid/GOhx4Rib+3vMlylFA1JJeCmHtKDgjBt1v9m44R32r3+ZP1Di/3fXppBhoCoSlJgUm+AC4bkmhEOiy4+dy1l2WkWmOO7CwV0+BIyeFSEJMqCpIiA9xRA0/GzibmBOikGV9vdjnk5paOrSQrKo/F6PaJzs8jHv28CJcVeY5iyZSYQjJrm/zs9AT/6kqTg67NcpRQMSSulAyyjBnbIsgynmz1aSYplpTcU3K4Eia8p7ZzHNZa8512n3+/2ioyTP7abJ1fnmvQSVIcKTEtiBUkOidvPSn5YK1MqjU/6g6RIm+fEULkFimtWQwiIqX5memJWxIoWmsuBjGXw5i6ZXJf2eVikGfGWELwoXqFd9furur24xWXWdvkYhCz17GIlGIzzvipqSrVN1gd+OIg4DvtAVOWQd0ySZTm1DDkq1td/vO912+G7OLuxF1HoowXk4uLi2RZxtbWFoPBgP3797+qCmD7IjRJkkLhMbbACCEolUocOnSIEydO3FRhATsVB47j4Louvp/vzJmmWRAh1yKKIi5evEij0SAIgqK1B65WII//P65TBopw2nFLkJSSer3O3NwcrVaLqakptra2KJVK+L5PuVwumoCWl5cRQjA9PX1dZsf4unzzm9/k0qVLZFlWhLqur6/ziU98AsdxCiJj/LzGKpPjx4/T6XQKsiNNU8rlMkmS0Gq17oj8uFZl8dBDD9Fqte5q1cWPk+y5lti723JidrGLNxNBP+byKy0MQ+B4Jl7VIo0V/a2Qxr4ykZ+gMo1xDYkSDhPOPb2BShXTByp0Nn3iICMJM9I4wzAFbtli/wMNnLKJNARporDsnBBXmUYaAsO8qjbTGlBgHzpE2mqRtdsIw4BqFd3rFYoUxj5wpcjW1hk88QRZs5kTLWOMPiaMDKTSuJFCjpQfqUpJdAIZZDpDaMGkM8lLmy9xZXCFVtjCkhYVK58gSyGJsgjLsFgZrGBJi4PVg+yp7OE7K99htjzLh/d9uHjol7de5n985n9kdbiKLW02/A0We4t0wg6PzDzCjDfDhr+Bn/pkOkMKyZQ3xf7afu6ZvIcojTjTPkOqUh6be4yG16ATdvBMj0/Pf5oP7P3Aq76mWmv+YrPLXza7DJRCkLcgfHaujiMlM7bJsbL3hrRyvJGoWyZ/c28eHLscxphC8IGJCn/9FsGxfqYIMsWkZdy2R/7iaFEybrawpGDWNjkzDPEzRXnX1rOLdzhWo4Tvd/q4UlI1DKZtk2GWsRTE3F92aSXpDmv+GJtxwpc2Oig0D1dcLoURg0zTyxTDDByR5wx9rFFjwjIwRjYfR4hRYGxOtljjefi4Q0fAvSWXTprRSVJsKamh6CpdZJ6MiRCl4Uqc8vWtLltxyraRfwfhokf/7BGzkpKTK2SKVEqQmlnH4gfdIUthRCdNschtI5nWRWOOJSWXRzlM95Rs5h2Lv2x2mXcsPjxZLR7vB50B/82FVdbjBFsI1qKE835EL804WnaZtUw2kpREZ7nSQghmHZMFz+ZXvAap0pzxI1Kt+VC9wrRtshWnlE2DD09W+HC9yqtBac0X19s80eozHCnsFhybz81NYstczXJf2b3rQrNnbItf3zvFF9fbRRX2h+oVfmF28lXvN8wyIqWpm7c/9l/yQ2KlC4uQJfOq7Rf7AanSd93n4i5ujLuORBkvJqenp2k2mwVxMM7tuNlCe/siNEkSer1eQVQIIbAsi3vvvbewu2xXGFyrsNiuOJiYmGB5eZkkSfB9H9u2MQxjB5Gy3e4RxzGbm5s7CJQbYRxMu12pMn5+3W6Xra0tHMcpiCCtNa1WC9d1CYKAMAyLZh+Azc3N4pptX3hfunSJtbU1pJTUanl7wrii+dKlS1Sr1eI6WVYuITMMg+np6etCTo8ePVoQOndCftxIZTE+9t1GnGzHnYa8vh47zo/bOrSLXdxNCPoJSZhRqjsMuzFZqjAsSRSk+J2Y2UdqSPP6SUV/K8Tvx0zOlwj6cU5GmwqlNaYpkaZkeqHCoYemsb08yHbjUg+vaqFUPn4bpsQwBUppes2AUs2mfmCS4X334v/oR7kiRWuIoqsEyhhSgmmis4zo1GlUt7vjNhqwUpgcaExh0Jo0MYRBonJLT5iGIKAX9TClyaXepbzNQVoMkyFhFhKkeUZVxaoQZRFxFhfWnJe2XmKpv8RsaZan157msdnHMKSBYzg8sfQEG8EGU+4UJauE1po1f41vX/k2+6r7UDrPY3EN9ypBIy02h5v0kh6e6fHw9MMcqR/h0ZlHcU2XTOVky+0oJC4GMV9pdnGk4JjrkGk460ecGYb8lwfnrjbMqXzn84W+jxTwSLXEeyfKb+kE+4GKxz8rOaxE+SJkj2Pd9DknSvNXzS7f6wwIMsWCa/OZ2Tr3l28tVXekzK1d2xaJsVKUDAPrmkl0pBQ/7Ax5cRBgCXh3rcxjtdLrDjXcxS7eSjSTlH6q2ONabMQpqdZ4hqQVp6zFKT8xUbnh396lIKaTZNxXdliNEgwhcUQ+9rtSYErJo9USH29UsaTgnpLDyUHAtG0SqfzvzRISa9Q8sxhG7HEsHq14fK/k8P3OAEU+Rw+15tptU4N8AZVqzfO9gH6acbOEDzn+pyEm/1wIRp8/Mk0xhOT0ICDK8kDdfqoIlWYYxkigauZqmlBl2COi/0e9gCkzYsaxebo74N3VEqbMrT9/ttmlGafM2hbeSOW+HCV8udnlb9ommlxp442UOKECRwiWo4SNOKVqGjxW83ig4vFYrTyqM9ZIuK2x//Qw5GtbPWqmwX7XIh2N/ftCa4fCbjymvTQIMO+SMe2Raon7Rw1CrpTM2eZNn3OYKb7c7PKDzoBIaQ56Nr84O8mR0q1r6R1D5uTatrE/UpqafbVNaowgUzzVGXByEOAasgg03lUqvvW460iU8WKyVCoxGAzwfZ8sy2i1Whw5cuSmKoBrF6FSSkzTLJpvxiQFXK8weDWFRa/XIwzDwh40Ji+uzTXZrmpRtxGWdO1tlFLEcczW1hYAvV6PWq1GmqYEQYDjOFSrVaampgDodDpEUUS/3wfyquONjQ1M0+Sll14qFvLr6+uFgmZ8jmNb0vr6Or1ejzjOFx/jppzxud2MFFhYWLit13KM21VZ3I2ZILcb8vp67Th3Yh26G6/TLnbxeuBWLCw333WvTDoM2hFZmqtPKg2XQ49M33DCYFgSwxCoVDHsRFiOJEskKslQqUZrBQKccj7+PfTRfVyYsNm41MMyJQ99dB/drYDuZojWUKrZ3P/+ebyKje+4OUliGBDHhUWngFJX/2mN2ti44XMzUuiVBd99SPDKPo1SCQqFJCcjBPlnU6Yy4izmnvo9DJMhURpxvnOeKW+KY41j7Cnv4eWtl8lUxunWaWIVo7SiHbUZJkPaUZtu1MWSFu+afRfLg2XQ4Jr5Yl4IgS1tLg8u84WzX2Ar3CLOYqQh83pk9wCWtPjfX/7f0VpjCINUpZzrnGPam+Zo/SiGvH1lxMUgYpgp9rt5SJ8p8pC+i6NWiSnbLKT8X9vqjjzogqe7PqtRwi/Pvfru35sNW0oOebeeDH99q8sfr7eZsAxKhuCVQUAzSfknB+du6W1/qOIxZ1uc9WPmHZMgU3RTxU9NTeyofVVa8wcrLb7T6WMIUFrwbM9nc7bOz87UX+9T3cUu3jJMWXlFri0E867JWpQSKYXSef3xT05fX50OFM0yidasRQlVUxIrRawh1GCqPAukbOTj7G8tTPOVZpeX+gF1S/K39k6xFMZcCCK0zivOf2W+QcUycQ2BIcFUuXoluYZByePK839aadbUq2+ajjNVMq5mLY0/zfJQcU2qNfeXHXojAuW8HzJrmTxc9Zi3LV4YBERKcXoQEo2I/a1E00t8+mnGcphgS8n7JkqsRPEoPPfqppwlBBf8kM+vtdlI8mYg05DUTZOjlokpBf/DpXUUuTIl1XDOj5m3bQ6X7qx97FIQESrN4bHCTnCdwk5pzedXW3y7ffeNac5tjv1faXb50kaHydHY/+IgYCtJ+aeH5pm8Rbvaw9US39jqcc6PmHMshpkiUIoPTlZ3kEiZ1vz+SpPvd4fYI8LvmZ7P5+bqfHJqd97/VuOuI1HGi8nJyUkWFhbodDo0m00OHDjwqgvS7YtQpRS2bdPv9wvyRErJ+fPneeyxx65TGOzZs4cwDNnY2CBJEg4ePFhkhpw8eRKtNZ7noZQiTVPCMCwyTrbbdG5k8bkW44XAtbcdL57HjT6O49But+n3+8RxzNTUFK7rYpomhmFQLpfxfZ80TTFNs8hqGdcne57HyspKEVq7XTkzfoz19fWiKWdM4szMzBTX7o3K6LgdlcXbPRPk9dpxbtc69Ha/TrvYxY1Qqtks3D/JhRObWK5JeUITRxmzB2u852cPUq5f3dXPUkXzyoBhO8J0JOWGQ2tlSDhMicOMJM4QEoQh0ErTvDJgc6nP7MEabtni+Af3cv9759FaEb/wPJ1Tz9DrKsyDh9nz8fdS3jNBNhgw+PrX0VIiPQ+dJCjTvNrQkyRXs1FuQZo/c5/g+8cE69MGwpAonZMxilyFKIUkiAMyMixp8Y2lb7AZbCIQReirYzjsr+7nbOcsSBgkAxQKwYhwJSdUgjRAmYq/WvwrbGGj0QRJQNkuk6m8EUhrzZ7KHsIsxJIWcRazr7KPB6Ye4LmN51jqLfHhfR/GMRy01pzrnuObl7/JkYkjd7Tz5ci8+WF7QGuiNJYUOKPJ/UqU8GSnz5RlFpaWjTjhO60+H56sMGO/OgmhtOalQcCZYYgEDnoORzybunXz3cM3EonSfK8zoGJK9owIkwnT4JVhyIuDgJ+8BYky51j8rX3TfGmjw3IU40rJL8zU+alrFo6LQcyPekPmbYuJUS7LapTwzVafD9Yru3XIu3jbYq9j8b6JCt9o9ZgwTZTOrXHvr1f47QNzOwJTI6V4qR+wHid4UrLXMTk1COkkGb0kI1B5CKglINOKZ/s+p4YhD1Q8ZmyL39g7TThqA3u6N6SVZAyk4p6Sw+fmG+x1bZpRwje2+lgIPClItMBCkaDz6mSuWnVut1tm/AzGaYrbyRR/lL3STTL+YrPLZpwghcRAYEqBaxgcLDmc9iOkgO5Y5a5Bk6tDdBgTVTxSnfHFjS4GIle7ZLmqLVGa3uh+B1ybTpJSkoJQaw55Dg9WPL7X6bOVpHy8UcWW4xrikG+0evzd0swdvaY5AXxjhd3YprIYxPywe/2Y9sRtjmmZ1rzQDzjnh5jkY//RkvNjGwv9TPFUd8CkZTA/GuerpsHZYcTLg2CHvepG2O/a/Oa+af58o8Pa6P38S7N1PnbN/c4MQ57p+ex3rKK17UoY8/WtPu+rV3bbfN5i3HWfvNcuJgGOHj16w0Xi9h35sWLj5MmTxHHMYJA3D4wtOmOSYLyo3V63u31RGscxnU6nOP7LL7+M7/tIKYuWnLEqZDAYFE06twutdWEHGmM8yIwDa8fVwUopkiTBMAzSNGVubo719XXK5XLRojOuPx4fW0qJ67pFQO6VK1fwPI9er1dYoqSUlMt5UNe1tqkxITMO230jMjpuR2XxekmI8XthfX29CAKem5v7sak0Xq8d53atQ7vZKbt4p+Kex2cp1x3WL+YL/dmDNfbeW8cwr+7IZ4nipe8ss3q+i84UwSAhDjOE0DmJEqQICaVq/tkxzka5crrN7MGrC1PDkvS//V16f/InaA3lNCE98U26p76L+8//Of2vfZ14aRE9GIIQ6CiCLEPWalj79hFduAC3Mfb7Drx4SCC1IDDzcL4xBAJD5KrAZBRH2I7atKM2kGeg2NLmmHeMVthidbhKxapwoXuBVKUIBErkRArkLTolq8S0N40lLfpxn0O1Q5zvnmcr3MrHJg1z5TlmvBl6UY9W2MI1XfzUJ8oi/MSnZJZwjPxzUwhBw2mwPFgmVnHx89vB8YrHXtfi3DBij5uH9DWTjJ+ZqrGVpJwZhqzHCf00Y1/5KtnQME0uBBHNOH1VEkVrzZc2Onyl2WWYZixHCX6mOFRy+GSjyqemariGQcMydqg6bnastTivMt1jW8VE/0oY88ogQAH3lByOeM4OcibROm8b2nb8sboouM3q5gcqHveW8uyHkiFvWG/cTFL8THHA3XadLIPlMGEryXZJlF28bSGE4HPzk+x3bZ7v+0jg0VqJ909UduRC+Jnid5c3ea7nk2nNVpIxTPN5dCtJ6WcKC3KFGzDIFH6W8cPukAe21dG6huTPNzr8yUYbQwjCTPGVZpfVKOH/cc8+/myzw2IQEWQahCZSmlRpGpbBQtnm9CBgcOv90h24VqciAFPkmSrjwNmNJGMzyW8pUThGTsyuRTF77Lwi+MwgYuQCQnM1m8UzJGVD0rBNjCjBTzMOew7n/AhIi8+Ig67NtG0ya1v00wxXCAKVX6cgU1SMq2OlEIJJy+ScH94wk+bV8FDFY/YGCrtPNKqsRgmtOGU5im84pl25jTFNa80frbX5RqvHMFMshzGhUhwtOXyiUeOnpmo4UtKwzOtskddCjZRMCtjjWIXiZjGIOD3MN6XvK7scdO0d1yBSijjTuMbVnxniKnl1O3ikWuKBskc7SSkb8oYZWFtJSqz0js+FScugGWe0k2yXRHmLcdd98t7uYnI7+TEOS1VKUSqVGA6HAEVl8FiBYRjGdYva7YvSXq9Hp9Ph8uXLrK+vc+DAgSJwdZwbkiQJSZIwOztLqVQiiiKSkcx7vKi9FcZ1xWPSZEwWjVUjWutCUQI5udLtdomiCNu2cRwHpRRLS0vFeRmGgZSSJEl2LOTL5TKVSoVjx47taOfp9/tFDfONbFOGYVx3rNea0XEzlUWj0eDEiRN0u11WV1d3WK7u5PHG74Vms1nYnFzXZXl5mRdeeIG5ubnbIlRuZpO5HfvMG9HkczvWod3slF28UyENyb77Jtl3381tHOuLPVbPdahOOkRhRns9D5KtzbhYronfi5GGIEtyG49dMslSRdCLdxxHhSHD73wHTIt0dZXo7Fl0FBGdPUu8uIQxNwfSQKcpolRC2Da61UINBlj796PDgPjCxVyFYhqQZjdUpAxdCKo2l+ZSQlPjCQctJX7m59knwiImRmqZK1NGe5wSWVQc96IeB2oH8BOfx2Yf41uXv5XfTuREi2d4xOpqNf0gHuBIh6EY8o8f/8f8cPWHnG6fpmyVEYhc5SIEC9UF2lGby/3LSCFZGaxw/+T9bIVbZCorrDuDZMBCdQFL3lntYsMy+c2903xxo8OVMMISgp+cquIrxe9cXGM4mmiuRgnTlsnMaDevk2ZUDIOpWxAD+a5lj4oh2UpSQpUHGK6EMf9hrc0frbe5x3OYdSx+bqbOe27S8LEVp/zhWotTw4BM5zuEn5ufpJVk/MHqFu0kQwNVQ/KLs3V+avrqmO5JwX1ll+93htQtA1OIURil4KB3+xXFphSvav1pWAaeIehnitpoMt1OMiqGpPEGNwbtYhc/bthS8pFGlY80br57/0x3yDM9n4OuzVaScnYYMsw0R0sWnmHTTFJMIQiVRgiomwaxUmzGO22Y/TTj2+0+JUNy0Y8460dESnFqGHIhiJg0JIbIW2vKQmIb0FSaXqo44tr004wLQYwiJ0JSfXNFis1V5YonBWiNP6o5toGQPCtlfH81+l4DqVJ0k5Q9jkWiFe+ueny12UWRkzCGgJKUhEqjR+fQTzNcKUgMyf/r4D6+0epxahAxYUkSpemMSJrDpVyNshjG2HHKqpXyUKXEVpKiRkG2+bVSHK+4d6zqGyvs/mSjw8ooCPenp2psxCm/c3ENP8uzazbihHnHLKwvndGYNnmLMW0xjPlOu8+EabAZJ8Qqv6hXgoQ/WN3iP661OOI57BnlUz1avXEL0EaU8IdrLc4MQzR5vfzn5ie5HMb80VqbzmiNNmEa/PW5xo73Z900OOTZnOgH1Mw8uHgrTvEMwcHbsAKNYd1i7J+yTGwpGKZZQbJ0koyaaTC5Gzz+luOuI1Hg9haT28mP9fX1ot1mYmICx3FYXV0FKCqOx3aXG5Extm3T6/U4ffp0oeq4fPkyGxsbeF7OYI8Xx1JKlFIMBgOklEUg69gyczMYhlEQJJZl4bou/X6/aBEyrmETxwvxsXJFKUWn0ymIlmazWTQPAcXzz7KMMAxZXFwsgmmPHj3Ko48+ygc+cLVN4cSJE7RarZvapi5dukSr1XpD6n1vRIw1Go0iu8W2bTqdDmEYUqvVimyW23288XHHuS+NRoPBYFAolOI4ptVqvart5WY2mYceemjHed7MPvPjavL5cdYu72IXdxt6mwFag+WabK0MQYNXNUnjjLnDNVrLA7TOM1ZMW6KVJvKhMW0y+Na3iM6eQ9aq2AcPkvUHZJ0O0alTqCwFISBJCF56CWNlBQwDWa2iwxAtBFgW0rJILl8m6/bANPP7ZDcmUADqTh1VFvSdPp4yMSyPYRYUv09ULt3WIh/rbWmjtCLRCQYGpjDpxblipO7W+cbSN0hUgiMdhBRIkVcUZyojVjHPrD1TkB+PzT3GvfV7OT51vHi8k1sn+Tcv/xuWB8vUnTrzpXlMYfKBvR/gJ/b8BPOleX7v5O9xrnOOCWeCIA0whMGH9n4IKV5dzXEj3Ft2+aeH5mjGKa4UvDwI+T+WN5mxTfa7Ft0k43IQ8Yof0huRKqnWvKdWLnz/NwsZXIsS+qli3jZpxikTZk5irIwUKQKglIdO/tuVLSYtg6OlnWGvWmv+41qLH3SHLDgWhoCzfsj/73IThSbIFMfKufpkJYz5crPLI9VSMekVQvCzM3VWo4Szw3zu4EjBxyarHN+2+/16cdhzeLxW5rudAc04LXajf3G2XrQ77GIX72Sc9yMkuerici9GCsGkJfEVPFxxOTMI8vmfZeLKfBwBySHX4a+aXc4MQyYtg4OewzBTtJKEV4YhmdaIUe7Jj7oDpi0LE0HNMAiUQmhwBdiG5EKY0MsUlhQIrV+VQJk2JDEQjxQynpT429YIsb5KmGjyYNdUa1LAAkwhaCXp6H6KH3WGJErhyrxJSAKR1mRaE2rFk+0+phCA4GNTFY5VPB7cRh483R3yv1/Z5EoYUzcN9jo2rpR8crrGB+oVpi2Tf3l5k1PDiLopGWQaTwo+1rhxJs2tMFbYbSUpniF5pjvkq6s99tgWB1yLdpJyJYp5eRCy17FQGhSa99crDDPFhHnzsX8lzMf4spETF3XLAA1rcQJpTkrfWxYshRH/ZrlJ49A8+92dpLbSmn+/usXzfZ8F10YALw8CuldSgizPqHlgFA5+JUr4880OD1e9YrwVQvALs5NsJVkx9ruG4JONWl7P/Qbh3pLLu6olftgd4EpJqkEK+MxMdbe97S7A2/bTd/uOfBRFmGb+VMYqhPHvxmoU3/eZm5tjamqqUD9MTExgWRZxHLOxsUEQBDvCV8cqE9u2C0LDsiwqlUoR8BoEAVrrV7X1SCmZnJwsQmO11sVjbSdnxr8bKzK21yEDxQK93+8ThmERiuu67o6a5l6vRxRFCCGoVCo0Go3rzulWtqk3mhS4lhgbvwZjW4rneZw5c4alpSVmZmYKNdH6+jonTpyg0WjctBJ5/F7o9/uFIidNU9I0pVKpYJpmQbbdzPZyM5vM888/f1u2pjtt8nmt+HHWLu9iF3cbbNcsxuI0UUhDoDKNYxs4nkll0sXv5e0+aaLRWcbctGLimT+lffEc0nHQSYz/9DNorYjOnUP5fhEOixAgBFmrBUIgTDNfjCuFnKhhL+yn+slPEp0/R/Dsc6TNJnqbarCAECAlnlni8OqQ56YhtCFLdn5OXNt0o7Um1fnuV6xjkixh099kT2UPl7qXuNi9iG3YBDrAljZVu0o37JKJjCANWB2uYkqzaNK5dgfxgcYD/NK9v8S3Ln+Ldtim6lT52cM/y4cXPkyYhpzrnOOR6UeY9qZZHa6yv7qfn9jzEzwy/UhueRmuEWQB86V5StaNd/euhSEEcyPS4eWBj4Bi57Fum9xTdjCF4N6yRydJ2YhTTvSGvDwIOOLZPFQtcd6P6KcZD1Y8PtKoUjUNqqaBI3N1Rl7TKYmVJlKKCVMihMQZ1Wm+Mgg50fOvI1HW45STw4AF56ov/6iUnOj7aA0P1642IMw7FmeGEVfCeMfO4YJr848PzfNSP2CYZSy49hte3ymF4Nf3THHYc3ih72NJyWO1vMVoF7v4TwE1M19Aaq0JlcIUgnQUnjppmcw6Nt0sJdaKMM0zMx6suLzU91kc5Q3FSlM2hmRac2qQh5yOQ18F+RdbSQIaLCnRI8tNfUS+/Mx0nRf6fh6AGickN1CeC3KbTcmUhEk+lmsoMknGkOR/1wiN0Pn5pqPbxkCqNGtRyl7HzlUyYYRnGPiZwjIENUPSiVOUgEGmCbIYUwpKhkGmrgbXjvFYrcTn5iZ5otWnlWRMOyb/2d4pPjJZYZApzgxD3jtRZt42WYsTjpYsPtKo8kjFQ2nNlTAmUpoF18Yzbo9QN+XVsf+Fvo8tRDHONmyLQ57NhGmOcloyNuKEpzsDnu/53F9yuK/icdYPCTLFI9USH6pXKJsGNVNiSlHkyRgCfKUIlWLSzItEHCnY5zi8Mox4qe9fR6JcDmPO+hEHXLuwyhwtCV7oh2g0766WirF/r2Nxzs/H/u2k9eGSwz85NMdLg4BQaQ64NveUnDe0XciUgt/YN8XRksNLgwBPSt4zkbcY7eKtx9uWRNm+I+84Dr1eL//DcZyilcayLBzHYTgcUiqV8DyPJ554AoByuczKygqe52EYBu127kPfHhQLFDkoY7WJZVl4nsexY8c4dOgQTzzxBGfPnr2hlWdsJRoTNdurkccWnLGCxTRNsizDtm2klATB1d3KsdqgXq9TLpeJoqgIt82yjCRJsCyL4XBYXIPtipdWq8X+/fuvu343WvTDVYKjXq9Tr9dJkuSGv389RMG1thTP8wqiolKpFCTKYDBgfX2dwWBApVIpXrftapDxe2FMpIyv6fj6Oo5zS9vLzWwy7XabSqVy3c9vdJzbbfJ5PfhxkTW72MXdiJmDVS6/0qK95mNakt5WguWY1KY9VKqpNlz2P9DA78aotctMNV+i8cophouXsA8exDl8GGHbxJcuoQ1J2unkYbFjCHG1cccw0ErBqPqdKMacmcG97z7S9fX892mat/eMJ8jVKkJKZLmM9nPC4JPNGb6HwSpDTExcyyNMAxKVYGYKbZnY0sE0TLbCnGgX2/4zpYlnevTiHkEaEGVRnrmRBriGCwIMYTBbms1PM4somSW2wi0u9y9zeOIw7bDNpd4lBIIHpx7kXTPvohN1qNk1SlaJy/3L/IfT/4ErgytorZlwJviZwz/D+/e8H4B+3OeL577Iqa1TxCpmypviZw79DO+afdcdvX5jz/h2aAT3lFz+3sIMv3NxlUAp9rv5zuQ3WgO+tNnlaMnBloKTw4Czfsg/PDDLkZLDQ1WP73eGaA3rUYItBe6oWaJmCCZGk2MJBDdQC6Vao3Q+CR9Divz6S5l7253RBkc0CsW90QKiZhp8cLJyR9fiTuEakk9M1fjE1GvbGd7FLt7OeGyizPc6A875MSVDshrFVE3JftfOm2BKDveWanlNb5QggCBV/Hmzy31lh3tLLqaAc36EM7JejEd+MfqndK4QMUS+eWmNNjRDBftcm/tKDpeCCEPkY4dBnncigKoEQ+bZJH6m0Qj22RarSYqfaZxRUO0gUySMw2k1pdEm6mY6zkO5ek62yOueO2mGnykipRBo/Ezn1cVSYCLYYxko8qDYqpSsxQlXwpgDnsNmnHDBz+2U769X+MBkhW6SMWmZeIbk7DDk91e2WI5ilIYpy+Bz8w3eV8/Hs1aS8u9Xtjg1DEm0Zs62+Oz85E0tMjeDKQTqmtFfIDlWdvm1PVP8dxdXiXVO0qRa8xfNLl/c7HDUczBHKsZzfsjfX5jlvrLLA2WXH/VyW+zqqIreE3lb06RpMDEiUwT52H0t0pGKZzvZbQiBFDr/fFWK6kjVGWQKR+QE1bWoW+YtQ2RfL8qGwaemJ/jU9O48/27D25ZE2b4jL4TYURnc7XY5ePAgc3Nz9Pt91tfXi5+3220mJiaYmZlhcnKS9fX1IldkTIKMyQmgaMoZkzXjPJOpqSlOnjxZKFBM0yyUIeOAV9u2qdVqhdIjy7KiMWesnLFGE/Rx406lUikUK+PHN02zsALZtk2r1SIMQyzL2nGu42NUq1W01gyHwyKkdvz8r118X1sxfG3I7njRPs4GeaOaYW5kSwE4duwYAK1WqyBV4jhmOBxSr9eLwNztapDxe6HZbKK1ptVqFdfFcRzq9fotbS83s8lMTk4yHA7vKvvMj4Os2cUu7kZUGy4PfXwfF080aa8NqYYZQgqCfkK/FVKfL/Pwxxdw0x7Nf/kfUXRRnosSgnR1ldBxsBcWELZNtr6OkPLqtE7KXI2SpiAlwvMQloUwTWS5XPyu+S//JcnKMipOQCmE42DMz6OFwFCKbDDAqNep/eqvUnr8cSa++11+auMJPj93ESUSwizDTuHBrgdK80i/wfrBKs8bK4htIXimNKmZNbTUXO5dJsgCSlaJVOVT/2EyZJgOMYWJbdk0vEYRVNsMmnSjLqlKObF5gj8996e0whYA8+V5PnvvZ7l38l4AlFb8+YU/LwgXQxisDlf58oUvc7h2mLnyHF9b/BpPrz3NnsoeXMNlbbjGF899kfnyPPPl+eKcU6U5NQxYj1MmTYMHKl5BOqRKM2EatJKMVwYhhz2bXpaRac3jE2XO+SFLYcJRz8GSubQ9VBmDLGNu1OAQZoqXBgEnByHvrpX4jb3T7HNsvtzscmYQ4BqSREpaScqRkoNnSHpphhC5LPpazNsW+12b037IUZlnIVwOY/Y5Jvs9h+f6PpHSSAEbccajVY97bnCcdxKGacapYUioFIc9h73u7We77GIXbxYOeQ6/tW+arzR7XPQhyDSmEKxHCUtBzLFyTsQGSvMvFtfxlWKYZRAlLIYxjsyDWm0pWA1jLCmKxfW4RWwc1lqWAkNIbCmoGBIFhJnmdxbXWY0S4iyvYC4bgnnbyivupaSfZszaFr8wW+ddowrbLze7XAhiIq2JR3ktVSlQGqZti6opWQyi4jwgbxeaMPJcrEtBjJ/lWSFK55qZfqYYphmmkHiGYMq2kEKg0axHKa0kJdXwZHvAH6+3aKcZAtjn2PzmvqlCkZeo3M64HMYcLTlIAUthnOdJlVwalsEX1ts83fPZ7+bX7nIY8+9Xtth72NoR/B2PcmU245SGZXK84hYEdKI0k5bJRpSS6ZBDrk07zTAEvKtW5swwZCVKOFrKVYmxymueg0wx79hUzNzSdKIXcMYPOV7x+Nv7ptnv5tf3vB9SNgwCmdFN1Yh0l3SSFEuKG9YVL7g2+1ybpSDmcCm38ywGMQddh1nb4oWBz7SVK1E345T3TpQ5dAc5V29HpGmf4fAsSiWUSodxnNm3+pTuerxtSZRrd+QPHDhAEARsbm4CMDc3x/Hjx4tsj7m5OZaWliiVSgRBwOLiIq7rEkVREU57rQoFKNQsAJVKzszW63WeeeYZLl26RJZlZFlGmqZYlsXs7CyGYdDv9zlw4AAf/ehHAQryoVwu0+v1iseRUhZWHtu2C2vOWKkyhpSSwWBAGIYFoTMOph1no4zJnu0WoTAMb5sAuVXzy500w7xaGGu328X3fYbDIWfOnClIjvHtTpw4sUMVEkVRoeaB69Ug298L43YeoGhZ8n2fTqfzqraXm9lkxpko/6nZZ24nTHcXu3grUJ8tsffeOm7JZOHYJINWxOq5DiAIejHPfXWJQ6UNjK0m1j33Ep89i1YKlWVkL75IfPkyOgxRUZQTI6Z5Xa6JcByMWg1ZKiEMA+9d7yK+dIlkfR0dhsh6HZEplO+jw5C02cS9/36kbSO2mtR/6Zeo/+rfYOtf/x/4P/wBP7NvP+e9ARtpG3cQMTs0MUTMwEx57Okm5RdS7q1H/OCwxeljFUxpEiQBvvJRo6yQYTLkYPUglmexOlhFochUhm3aJCqh6TeZKc2gtKIX93BNl1e2XuH5jefxU5+j9aNorbnUu8SfXfgzfvtdv41t2DSDJpf7l5kvz2PKfEqwp7yHc51zLPYWqdpVXmy+yJQ3Rc3OVRD7q/s50znD2fbZgkQJM8Xvr2zxo+6QVOfEw7Gyx99ZmMaVkt9b3uTbrT4bUcz5oeKiH/JIrcTPTdd5/0SFlwZBXtk5WknEKl90WIgid8A1JErnu6OQV0r+0twkvzhbZz1KOO1HdNOUZ7o+K1HMqUGILQUfrld51w3kz6YUfG6+wb9ZaXIxyJsvGpbBZ+cbPFzx+PJml2f6Q5SGTzaq/NxM/ZZtD+Fox7g22gl9O2ExiPi95SZLYUym80DFn5+Z4Cenam+757KLdx7uKbl8sJ4xY5l8bFKwGObV30LAapzwL5Y2OFJyaKcp95ccXh5kKCDNFE93fRqWZJjllj+9TUmyXaPmSMGEZeJIgSMlj1dLnPajok1myjRIpGCgFMMsD0d9eKTK8KTk1/ZM8atzk/zO4ho/6PncU7LpJymdVBHrUaBsllt3WklKpiWZBk9AxZAYQjDMFAOVp6WkUUKgFEe9nBi4EkRkGlKhsUbtQZtJyqxlkmpNN82oZXkGyfc7fRIN95UclIZzQcQfrbX5p4fmMaVgJYq5EsUseFcbyQ64Nmf8iItBhBQOLw8C5myT6kjVd8RzODPMm2vGJMowy/g/l5s83w9QI6LooYrH31mYQQC/e2WT73YGbMYJF4OIi37EI1WPX5ip81itxNPdfIwdq3BCpYlVnj0zDlsvGZIUXYz9dcvkr883+OzcJCthzNkgoptkPN0dshYnvDII8aTg45NVHrpBPpUjJZ+bn+TfrWxx3o/QGmZsk78x3+BoyeHPN7uc6PsAfGq6xs/P1G9p0wkyRaI1VUO+7cZL37/IleV/RxiuAgrLrDM39xkajQ++1ad2V+NtS6LcCOOgVtu2WVxcpNPpFC0zZ86cKYJGhRCEYUgcx/R6vULlcS0Mw8DzPKrVKr7vUyqVSNOUra2tQvVQqVTIsow4jvF9nzRN8TyPQ4cO8dGPfpSJiQm+//3vs7S0hOM4mKZZZJdATo5EUVSQJL7v73jscX6KUgrP84iiiCzLKJfLO6xApmmSJElBrJimyWAwwDRNnnnmGZ577jm01hw6dOimBMitml9utxnm1QgbgCeeeIL19fUi9FVrzaOPPsrx48d32HPGZNA4IHes6LmRGuRG6ow7IQJezSZTq9XuiFB4uxMQb6TiaBe7eCOhMsXJ762wfKaNziBLFb2tgGrDZe+9NdDQ2Qw4v5ZwKIgJv/pVss1NVBDkChPDANdFaI3qdmHUrFbkoQBYFsbsTG6msW3UcEi8ukLW65G2WugoQpbLZL6PsCx0lkEQkJw7h33PUSof/wT2sfvZ+r1/Q/dP/gSdJhiLS/wqPU7NJrTLmo0GbE0YPHLFZLYLQxlSE2V+4lyfiwsRQSkjyiJSUhYqC+yr7OP5jedZGa7kWSQC6nad2dIsk+4kJ1snCbOQVtiiGTSJsgg91PwPz/4PKKV4fO5xzrXPIYWkaldZG66xMljh0MQhTGliCKNQuECuToFcDaPJiflrg2UFVye4AM/0hjzVHbDPsaiYBpFSvDjweaLVY8Iw+OJGh0Gai99tQ9BPFQ+XPX55Pm9jOlJymLMtLgUxhzwbSb6DaUlBbVRz7WcKQwim7Z1TFyEE867N/Eg18dNTE7wyDOmmKfOOxb2lnRklWms6aYYlBEdKDv/VoXlO+yGp0hwpucXxf2VPg8/M1lHoW1ZJRkrx1WaXJztDQqU44jl8ZrZ+w13QuxFKa7643uZiEHNPycEUeQPSn212uK/scuBt8jx28c5ErBS/t9Lkh93cvheojCthwmHP4cGKiwLO+zErUUw/yfjzzS4bSUqQKlLyxY5nWGjyZqtxQsnYyqMBW8C8bQICV+TqhytRXsPeSlJClS+Q+1mGLUAL8DPNK8OI+8sun57OQ0X/p8vr/OlGB63hvFL0UlVUGcfkZIEt8r+5UEHZlPTSXH1hogmVRgFHvbyS+Ll+wFKYUDJye9GUIdnrmNQsk5dH2S4bOmUjSYmU4nIA/+8LK6A176+XOTXMMMhth5fDmLU4YcG1sYTAQJBtW/5kIzLDFLlaRutcpMm266WB7Q6ZH3SGPN31OejZlAxJmCme7/t8t52vyf5ks0Oo8s9YWwr6acZPTJT5+dk6AEdHY+5SGLPftTHJLZllKaiMxt1+mmHfZOzf5znsG41Pn5qe4JVBwCBT7HWskcJm59jfTjMcIThW9vhnh/dwZhjm17vk0Bhlnvz63in+WpZ/NpVukQETjGqyf9AdkCjNPSWXX5its/A2UfEplbK69kWicIVy6QhgEEbLrK//GeXyvTjOzFt9inct3rYkyrULvc3NTcIw5L777ivIh/X1dbTWXLlypViQj+02YxXKzdhCIUShuBjX/25ubmJZFkmSFLXHvV5vh9XHdV1c16VarRbKiFdeeYU0TQnDsCBtxojjuLDsjANlLcsqbr+dKDly5AidToeVlRUMw6BWqxGGIVJK6vU6YRjSarWIogjf94smn36/X+SlwFWL0vg6jnGr5pfbbYZ5NcWK7/ssLi5iGAaGYewglMbHuVYVkiQJ5XKZNE1ptVq3rQa5le3lVvam2z3Otcd8uxMQd6I42sUu3mxkiaK1NiRLFGmSsXK2Q2XCwfZMBp2Q5pU+cZgCAiGh1nDp9Et0V3p4K1dyW47rons9EAKz0UD7/tXZ4ViJkuYNPda+fZQ/8mGSS5dIVlZRYUi6voEeDvOmnjQl29xES5krVUbHELUaOC7p+jqtf/n/Jbx4ER0EiHKJrN1mWinev6UZOtCayAhduC+tI9QQK9GEVYc9W3AgNjlV9sl0xoQzwYf3fRgpJOvDdVphC9dwUZaiZJaYr8yzv7qfVthizV+jHbYJ0oCSWWJ/dT/9uM/lwWWeXHmyyEyRQjJbmi1UJ5POJA9MPcBTK08hhcSUJqvDVebL89wzeQ9lq8z9jfv5/sr3KVtlbMNmfbhO1apyeOJw8TqdHUYIKEL6HCmZMA1e6gcordmMU6YsE08KFAZXwphvtHv83f0zCCGomQa/Mt/g82stzg0jhIAHqx6x0pzzo5HMW/OeiVLRmnAzuIbk3TcJ3lsJY/5ko8PZYYgh4N21Mr84W+ex2o1DWm83RPEvm12+uNGhPgq8fa7nsxmn/JNDc2+LBp2tJOViELHHMQu1zR7H4pQfcTGId0mUXfzYEWSKs35IojT9NONH3SH73XyhvhzEnByEDNIUgcAQsOBanB4EnA0iemlGSeYBo7HK6d45y6Q1yh4R5C046eifJG/B+mi9ypkgZDmM8dOMlShhmOWhpYnSrGcKCZQMgWkILCGoSUlZCpbCmKcurXPOD4mUoiwl7STboXQZcw8TpkF/dF6elAhTIBEMsgyFZtoy+PhUjVRr1qOEdprhSYkyJRVpsN9z2eNabMYpG3FCmCnCTFGVgsOeTStJWQpTvtUaMGPnTXISOOjl5Ankf9/HKi4/7Prsc/J8kOUw4YBnc2/ZoSQl95Vdftgd4kmJJfPfT1oG95avjgenhgG2FAXZ4BqSkiF5eRCwFia0k4zpUQZLpjVLYczXW33+s73TAEzbJp+bm+SP1tuc8/P1wMMVl1jnbWlyVCX9gYnKDW2Z21EyJI/fJHB7MYj4040OF/0IUwreUyvzmdn6TW9/K/JkjC9tdPhys0PDMrGE4EfdIc044Z8emn9bNOjE8QZhsIzj7EWI/LPKdfYx9M/g+xd3SZRXwd3/yT7CtQte3/d3LPR6vR7D4ZBut4vneYVKYm1tDaVUsWjfnlniuvkf49gmAhTBr67rMjMzUzThJElCpVIp8lPGRMhY2TK25IyzTs6ePcvGxgbD4bBQkkRRtINAGWNs6dmuMKlWqwghaLfbCCHYu3dvka8yJj601mRZRqlUYmZmhiiKaLfbBXkyfp7lchmtNb1ej7W1Ner1Ov1+nyzLOHjwYHEet2p+ud1mmFdTrKyurqKUolarFQv0TqfD0tJSUcF8rSrk6NGjr9rO81rfT28G2fFOICBuV3G0i128mYjDlLULXc4/t0k0TNAakigjjTMm5/IFsmFITFsSBRlZojBtSZYphCGQWZwTJHq0nWbbeb6J55E0m3lgrFII2watc5tOuYw1P0908hWyToek20XaNlmnk5MlIq801lkGo3EWIZCVCsr3iU+fxmpMIicm8vvFMdn6Rk7SCIGpYSKEiQggy79QCq8xQ0NpYidhz957CcwOm/4m75l/DxNOPh49OPMgz60/B0CmcoLlUO0QlrTwU58ky6uOtdZkOiPMQsp2GYkkyiIcw8EyLDb8DapplYabt7YJIfi5wz9HpjJOt0+TqpTDE4f5+cM/X9h3fvrQT9ONupzvnCdRCXWnzqcOfoqFykLxepVGVpvtiJSmYhisRDGp1sWk1AAsKegkGcNMFcTLu2olDnt2XmcqBPd4NotRwjPdIYMs41jZ4331Mra8vcnttQgyxe8uNznrR8w7JpnWfHWrS6QUf3vf9GuWYAeZ4vudIXXTYM+ojWLCNDg7jHhpELzpwYOvFcM0o5VmTJoGlhB548m213A8W7Fe43XZxS5eC/ppxlOdAV9pdukkOekxyDJipblvRKCaI7tNO81ItMYSgkTlREA2sgFqBAhwRJ6f4hmSYZTgCMiEwBYCi/zvd9IymLUtTgx8WklCL82KXI1cxSbIyMNIE0BlGgGYpkFfZbw0CPnwZIUJM28Fi5ViLU6L4NntyIBYa7SGvY5JoDSpVjxQdtmIEjaTlI+NWsjQ8Ei1zDO9ISBIFUy5JodLDgIYjiwkyUi9kpLbYSqmgSCvAi4ZEgmsxXl97+RovBVC8DfmpxAITg0DlIZjFY9fmZ8slHe/PDdJP80470dkaKYsk1+anWSPc1VlUTGM65qKEpX/fKgiMq0LMtoQAksKmnFKrFQxlv9EvcI9ZbcgOO7xHM4FEc92h4RKc7zi8b6J8mtuPeunGb+73GQxiJh3LGKl+XKzi0Lza3umXtMxAXpplldj2yazI3tTzTS4EEScHDUe3Y1I0z5J0sO2JxHCQggDra+qUbXO37lSWjc/yC7ufhKl2+1y8uRJXn75ZbIsK9QQw+GQcrlcTHpc1y1sOnDV8qG1xvO8IvR1fBvLspienmZxcREhBKVSqWjFsW27sARtV520Wq2inQcorDNKKaSUWJZVBJuapsmBAweIoqjIQUm3t0Bsw/i8yuUyc3NzLC4uFq0ypmliGAaTk7mszHGcoi1mOBwipWRmZgbXddnc3CxsL2MiZRzKOr5OWZYRBAFJkiCE2NECdKvml9tthnk1xcrq6up11qkbWalupP64tmHo9eDNIjvejgTEtQTlOH/mbgrT3cV/WthY7HH6qTWWz7QJhwnVhsvswSqd9YB+KyQYxHgVG6dsYdoGSZiRxClpIhi0IxqTBiUZIqanEY4DaNLmVq4mieOcUMkyZL2OMTkJaUraauE+/DDEMfGVK3nzThCQtds5AbJ3L9bUFOnKCiqOCzWLqFQwZmdJ19ZQvs/wR0/ndqEoQngetPJAV7aPc+Ovh0MoebjTs9yvFYvveYBkMqUUxniWx0vNl5BCMl2aph/1qdk1PNMjVjGX+5cJ0xDP9NgMNqnZNVKVkkQJSZaw4W8wV5rDkPlEvBN1iFWMKU1SlbLUW+LYVB7kPeFM8J8/8J+zFW4RZ/EOpQpAw23wdx7+Oyx2FwmzkL2VvQUJM8a7ayWe7PS54Ec0LJPVKCZWmvdOlDk9NPj6Vo9OkuZyb6VBw17HxrxmUjxhmTw2cfWxH7RMHryBp/1mWBlVV0rgWMXdEX54ehhyMYi4p2QXk3dDCF7oBzSTdMdt7wSRUkSZwt1W8zNuIvKz6zdO3mporfn6Vo+vt/r00pSaafDJRo1Hqh5PtPoI8myIlShhj23xQOWdHaa7i7sHT3eH/NFaiyc7A3ppxgHX5pFaiVODjCthTD/NqJoGDcvElYJQaYaZQmV5S8vhksOZYcikJYtMjc0oZZApUq1H1ciCKVNSN02SUcbS+2plttKUy2FMojVBptlK0kK9MWVZXIkSIhS+ygmQmmkwa5ushgldlfD9Tp9U5wSJIyjaf7bPcMdf91NFxZTMOnkbzZxt4meKmikZKMmPukPeS14H38vyNp38+SrO+1FedSwEW0lKwzQIhCIdWYLWooQZ28QUAgM9Iixya2SYZVyO4iJcdto2+Yf7Z1iPU1Kt2eNYO4iKecfiHx+a47wfESrNIc8uKurHeKxW4kfdIZeCiAnTYCXKNz0enygRKcVTnQHdJMUzJIHSSGCfa11HiDQsk8a2sf/Raum2W4C01lwOYy4EuWrxWNnbYf05OQhYCmPuLbvFZ44U8Ex3yM9OTzDxGtWCQaaIlC6qmwFMkRPQwV059mdsNr9Bq/Ud0nSIZdWYanyCcuUY3c4PABDCIIxW8Nz9lMv3vsVnfHfjriZRxmqBpaUlhsMhtm0zGAzYt28f3W53xyJ4XGscRdEOy4dlWVy8eLEgSeI4JoqiHeGraZoiZR4EVK/XC4vJuN1mrDIZEyqVSoXp6Wna7fYOYmRcqTvOJ3n55ZeBnGS5kQJlO6SUTE1NEYYhe/fuZTAY0O/3MU2TMAw5e/Yse/bsQWtNGIZUKpWClDh9+jT1er2oea7X63S73YL8GQezjp9vlmUF4XPx4sVi8Qy3tq7cjrVlrFi5cuUKcRwThiG1Wo2pqSkOHDjA2tpakdeSpimGYXDgwIHbek/cLm6VS/JmkR23a3m6W3AjRY7nebiu+59cmO4u7g6Ew4RXnlxl2IlAg1uxGHQign5MedIBDZtLfRp7K6SJwvYsTMdgc2mAUzLZd98k9717ktb3DhCePIk1MYEwTVS3hzJNhACzWkU1mwDoNM1zTqoVpOfhv/wyOghyEgXywFmtSZeX853H2dk8H2VsAQpDsuXl/LZxTLaxkatcogja7Z3kyXYYBqJaxdq7F2vPHiY//GFWDwuixT8lGFUgt8M2T1x+gqP1o1jSQiBwDIc0SwmSgIvJRcpWGUtY7Kvsox/36cd9MpURpAGDJG+Pqzk1LGnhmR5KK1phi68ufpWjk/lxIR8Dp73pG56q1nlD0FJ/CVOazHjXy3vvLbv8zb3TfH61xffbfUKtmbNMnmz3+dT0BA9VS5zzQ9JUIQXMOBY/PzuBe5uS6TEyndt7mnFCwzLz6tKR/eR77T5/tN4udq+nbZNf3zNVhMqGSpHpncoKR+b5LK9nwlszDQ55NicGAROmgRSCVpLiSsGBu7DR4bmezx+tt7GlYNa2aCcpf7Te5tf3NPj4pOBE32eYKY6WXH55bvK6RdMudvFmYCNK+PzqFs0kRQBTlsnlKKG51WOPlSvHnu/53Ft2R+qRPLPp+Z7PpGXw0ckqPzszwalByFk/ZK9lYSJpywwbQUYeSNpJM0CS6jyYdVyFfmYYEamcbEHnC+EMuBTEHPRs5myLbpqSJRmp0vhasxwlaPJq5JUoxSLPPRm3/dwIBlAzJAdchwXH4pNTNYaZ4gsbbYajQO1WkvIXm12OV/J4gpzYzFvOhlnGGT+jIiW2kCy4Nq00Y5Dlir9BluGlEtDULRNLSspG3ni2kWT82UaH/+LgXEFiCCGYd25MICutOe9HXAoiHCnZd4PbPVjx+PW9U/zB6hZPtgckIzLmO60+H21Ueaoz4FIQk+h87J93LH5hun7HqpJUac76Ia0kZdq2uKfkFMf4xlaPL2126KUKAcw6Fr+xd4rjIwI+HFmntptrHJm3t4VK81pn6FOWyYJrc9YPqRgSKQTNJKUs5V059nc6z7C+/iUMo4xjTxMnbdbWv8jevX8DKST9wUm0zqiU72d+/pcwzcpbfcp3Ne7qT8bxInh7tXCn0ymUJGP1gG3bDIfDwu6SJAkHDx7k+PHj9Ho9NjY2ChVJkiTU63WOHz+OYRjMzMywuLiI7/u4rouUkuFwyGAwKKw94wphyAmRZrNZKFuAohVn/HvI1SVZlu2oIL4ZXNelVCoVi9VKpUIYhkWQbLlcZjAY0Gq1mJmZQWtdtAqNLUKbm5sFETQYDDAMoyCIxqoUIQSe51Gv1wEYDAakaXpH6ovbCU0dt9p885vfJAiCQrnz4osv8tBDD7GxscHa2loRAjw/P8/x48dv6/Fv51xux6rzZpEdt2t5ultwM0XOwYMHKZVKb9tw3F28fdFeHeL3YiZmPPqtkNBPSIKUaOTKUZnGq9gYpiRLFaYpMGyLURYqhiUoTVWQf//vsf7f/neka6topZElj4mf/mlqP/0pMAyG3/seg+89ier3MWZnsebm8J/+Earfzx9oHDo7zkzJMpIrV3KCJE3BtsE0kfV6bu0ZZa4gJdJ18zDbV4GxZw/W9DRps0myssLg+ed4ubtFr9SjH/eZcCZoOA1Whiu0wzapSomzmFdarwB5tolGM4gHGMLgSv8KmcrwTI9BMkDpfMzfU9rDIBkghcQ2bOIs5ujEUZb6S5zvnOdY49irnqfWmq8ufpUnLj9BkOYNOlPuFJ+773Mcn9o5bj9U8fgzQ7DXsznsOphScNoPEVuCf3Zonj/d7HDJj6iYkg/Wq/zMdP2O3hthpvh3q3kD0Hhn9dFqid/cN0WkNH+41qKTZBx0LcqG5GKY8IX1NveVXUqG5KBnUzcN1uKUedtEAythygHPvuki4nYgheAzs5NsJimnh7mn35WCj05WOeK+epZIP814aRAwzBQLrsV9JfeWLRCvF8/0hmSaIviwZNicHUa8Mgj5BwdmacZ5QOWcfbW1Yxe7eLNxxg/ZSjIOOHn1bCfNGKYZA0b2dXJi1BaCALCloCwkqSEQQlMyBPtcm98+OMd/c2GFlSi371cMyefmGnxquoYEvrrV47vtPsNMsde1mLVNnuzklkGtYTTyY5ITISlwMYixZB68ao8eu2FKIgXdLF8LGIBrCILsZvRJjsOuRdU02EpTrkQJT3WHrIQxvSSllyqmLJMZy2A5StgYKfoirXlxkKHJ81s00B8FbV8aNYt5QtDXGqVzNcQ+16afZngit0+i4R7X5vQw5IIfce8tsqW01nxhvc3Xt3ojEkIz51j8rb3TPLBNHSiE4OGKx58ZOXFwyHOQwEuDEEMI/usje/jieocrYcyEZfCRySqfnK7d0XtjmGX8/vIWz/V9EqWxpeDxWpm/uXeKbprxxxtt/ExxYJSZc96P+eP1NveM6o4PejYVKdmMU2ZGY/9qmHB/xbsurPZOYErBL87V+b3lrWLsLxmSTzXK7LdffYMgSXoMBifJVIjn7qdUOowQr82qervodp8BBK6Tt+p5Ronh8Az+8AILC79JnGyhVYLjzCLE3Z/n8lbjriZRxovg8dfjsNSxGmNqaoqDBw8WwammaeJ5HnEcF/W2+/fv5zOf+QzPP/887XabyclJ3v3ud7OwsLDjccaLyW63SxAEGIZR1Bdfi7G6Y7wAHxM6ExMT9Ho9kvHkG25JoIzvH0URpVKJ4XDIxsZGQX6MLUvjPJfNzU2yLGMwGBRWnHFGS5ZlRa3x+OemaVKtVtm7dy8bGxuEYUgYhmRZhuu61Gq121Zf3EmOyJi0evDBB3cszlutFh//+Mdfd3vNq53LyZMnizYkoCBWtpNFbxbZca3lybLyifmJEyde9bm+VY0+N1PkJEnytslw2cU7E4YlsT2T7maAlGAYeXCsUzKxSwaP/fRBTnxjCTRMzOQTujhMWb/QY+F+n6nHHmP///q/MPjWt1CDIe7DD2FOTRE8/zzp5ib2Pfcy/7GPodMUOTHBxn/3O6B0nm8yyBUcO8gUuFqFLCXG1BSq3UYPBshqNSdWTBMs8+r9t0OIqy1AjoOOY7J2O/fLK020uMjsuXP0PmFiOTaemT8nx3DoRl0cwyFIAxQKgcjbcjQkOiHTGb24hy3zumNTmDw2+xj/4NF/gCEM/vtn/nvCNMQxHQ5PHOZA9QAXuhfoRb1bvg6rw1W+feXbeKbH/ur+oib5Ly/9JffW78UyrpIPF4KIlSjhgbJb2GUOeg4Xg4iyKfnnh/fQTFK8UY3oneJH3SFPdgbscSxqpsFwFDZ5dPQYT3WG2FJwJYzZ6+bNDGtRwvJIxr3Hsfm5mQm+tNnh1GjCO+uY/PLc5GvOWRnjSMnhnxya56V+QC9NWQ0TTg4DTpzzebRW4qenJ4rmhzGWw5h/fWWTS0Gey+ZIwUcbVX5lvvGavf+3g0hdrZIewxQQjDaBXs+iYhe7eL0ojYJJF8MIS+SBq0IIJkxJ3TT4Lw/O8j8vbmAKwf7Rbn8nSXmq6/PByZiPNaocKx/miVYfP1U8PlGmZkqe7vpsJgmPVj1+bmaCVMOkZfB/O30FQU62DLKcrR+TJ2M6RAGRysNop22DVqoYZIqyIUk1WCJfUPVvQKCMG20k4EoYZAo1+vvWaM4MAy4MfQwhcKVZ5IfYMs8sKkmDIMsbhfLmnLwdJ4W81jhT2EKQoLEFfKRR4bcPzBMrzf/nwgqp1rhSst+1OeDanPUjuumrr00AzgcRT7T61EyDw7aJ0pqzflQ0dm0fo874IRtxygNlryBeF1w450d8dr7B//3oXraSlLIhi7rkO8GT7QE/6A444NqUTYN+mvH97oCjJYcTPZ8fdoZ4huRyELPg5c9zNYpZjRIOeg4HXZufnq7xl80ep/1c5TrvWPy12TtXxFyLY2WPf3JojpODkCgdMhP+gFL3BOd6mlr1EaanfxLL2kka+f4iV5Z/nzDMVaxSekxPfYy5uc+8qURKpkKkuHZ8N1AqL1px7BurUXdxY9zVn5RjtcDYqjNuohnbd0zTpFQqUSqVaLVaN8232L9//448jW63y4kTJ27YyvLtb3+b5eVlPM8jy7Kb5phorYtGHcdxCIKAXq9XEC/blSo3wzjvJE1TKpUKpmkyMTHB2tpaoYxxXbewCUEegus4TlGFDBStPmPCZkzqpGnKnj17+OxnP1tULb/wwgs4joPrugW5cLuL9TvJEXk1u8ydtN3c6bmcPHmSkydP4vs+SikGgwGDwYBKpXJdE9Ht5Lu8Foyf3+2STm9lo8/bzX60i3c+JveUKU/YdDcDSjULaQh0ppGGwC1bTO4pk0aKbjMgHKZ41auLeNs16bciht2IqX0VzEaD+i//MgDx5cu0fvf/JFlfRzoO6plnsQ8fZurv/BbGxARps4kolZCW9eoqEtPM23gAa26OZH2ddGTbEaaJqNZQ4eZV0sQwcvJFyuJ7Y3IS7fuIyUlIEhJbcqkWoE5vMWgqwkYFW9qEWUgv7pGqlClvilaY56tIJJnKsA07V0yimbAniLMYy7Kwpc2nDn2Kx+cfJ0xDHpp+iHbYZn91P0IItsKtPGvlJvad7VgeLDNIBtw78kYLIZgrzbHhb7AZbLK3sre4rRotPsS2KMXxrqnS+a7d61F8vDwIMERunwEomwaekfK1Vo+VMM9xqhoGSucSfIFgYtSWM8ZPTtW4t+xyzs8XaA9ck5vyetCwTD7aqPKHqy2+3x1SNSWmEHxls8tqlPDbB2YLskZrzZc3u1wIYu4r5aqdTpLyzVafByseD99mFsBrwYMVj2f7fpEvMRhJ2t/Mx9zFLm6F+0ZVt4thzJxtcW4YkigoGdAwDY6WXUKluRjEdNOM2W1jyYRpsBalrEVJXpfu2EVg6NlhyL+8vMlGnFvsftQdcn/Z4x/tn8GSkq0kpWJKJIIgu0qaawCtiqHcFhJTgCElc47BepQQZEMEJiWhcQ2LMNHF6DcmTwxyEsYCJk2TYaaYEoIIcElopOd5JS4TYNGQGi1qNLKLzCdnyDQo+z6+Gi2AMBBAosnDcXU+vk6YBrHW2FrgGIJfmpviffUK/TTj0WqJIFO56kxAMwopyYzZ2yBKLwcxQaY4OCKqpBDscSyuhDGtazKkRg4otvMRV+uQc9Xg6xn7X+wHuFIWbTdV08CKU77a7HI+iBFAdURonffzTe5Jy8QbjbdCCH5+ps7xSokLQYQrBccr3nXE9mvFjG3x0UmT5eUvsdX5Npk5AUKysfmXxPEmBw783ULZobVmY+PLhMEVyuV7EcIgjrdobn2TavU45fI9b8g53QjV6kMMB2fIMh/DKJGmfTQZlcr9b9pjvpNxV5MoY7VAt9vFNE1M08SyLGZmZpiZmSkaeoDbzre41YJ1YmKiWEzW63WazeZN1STj1h+lFJVKhSzLCqXMuPFnfKxrvx7XDGdZVhxDKcWZM2fwfZ80Ten3+wwGg6ICGXLrj2ma12WsbM86WVhYIIoi0jRl3759xYL4+PHjdDodut0uQgiWlpYwTbO4jrdaON9JjsibvTi/2bksLS2RpimmaRbtS8PhkCzLeOCBB647xzdTbXG7pNPtKGfeLLzd7Ee7eOfDLVs88MG9nP7BGp31IZZj4JQsZvZXKE84hMME4QqqDRfbNYj8FNvNx8c0yRBS4JSun6wNv/99kvV1nPvuy/8es4zo3Fn8Z56h9qlP4Rw5zPDJ72NMT+d/Cxcu5Lkm1yJNwbLQwyGy0YCtrfx2pplnqWyvTx5XKCuV/3McpOfmk0vDQEcRqSl4MTnPlWaXeZHvgraiFlvR1qi600AKWYTIJklCRoYpTBzDIcoiylaZj+3/GMNkiGVYdKNuHigLuKbLJw98ki+e+yKn26dZH67TCTvMlmcLhcmeyp6bvh4ls4QhDBKVYBv5ZDrMQmx5VS0zxuGSwx7H4lIQc2g08V4MYg6VnDfEH+7K6xuAMg3tJMOSkr2uTTNO8AxJmClODwL+1sJ0YVuB/LPioOdw8A4qe1OluRjkeQkHPedVd1K34pQfdPNa0bGio24anBqGnBmGPDQiKlaihK80O7STjF6ast+12evYrEYpi0H8phIa769XOO9HPNMbshwmWFLw/nqZD9R3/e+7eOsw61j82nyDP1pvc8HP1WuNUbD0nJPX+VZMWVg2+mlWNH4FI3vfpHX93+YTWz2accoDZQcxavE5PQx5pufziUaVQ57D070hBx0TpyQ5NwyJtKZCjxpdPB2QYtFhilTUGSjNAUdSipfQOuJRVlhTUyyp/UAJiYGBxiOlj4lC4gAl00AjMAWEWuOQIPrPMUxWmeEwB/VZ5rJL7E0u4xLTZZpYuMxmpwnl43xdfwBFvnBzpCDMNBOm5KenawxShSMFrSQrcj+qpsFPT9f44/UOrwwGpNESZrLGu+wOerNMNPezOM7cTV+PkiFB5OPfWF0SZApXyoKcGONoyWHWtor8GKU1V8KE+8su+5w3YOw3JNeKfDKt8/wRQzLvWLSSjIYRINMel/0JPrqwkNc7jyCE4EjJ4Ujp9sd+pRL84BJapXjeAUzz5m07UbxOr3cC19mDZdUBMI0q/f5JfP8S5fJRAPzgIs2tb5GmA9J0gOst4DhzxIMmQbD0ppIojckPEviX6PVfQusEKR0mJz9Ivf74m/aY72Tc1STKdrXAqVOnisYbz/OKatzxovx2F+y3WtgeOnSIS5cucenSJXzfL1QmN2qQGeeMjNUn4wyVMaGxHdurEw3DKHJUxgSKYRi0Wi1839/xWONMlrFVByiUJGM1imEYxXOvVqvMz88Xz2tu7uoAOb6eJ0+e5MSJEwRBgGVZvPDCC6yvr/OJT3ziVUmOOyFG3uzF+c3OZRys2+v1CmXQ2CrVaDRufeBXwZ1abm6HdOp2u7z88stFiPE4UPhObFavB2+mImcXu3itmDlQpT5Xorvpc+H5TZpXBmSpotcMUEpz+NFpJmY89j/Q4MwP1+ms+ximJApSZg/WmN53/WIwWVrCGFXHAwjDQNgOycoqAJO/9mtEZ8+RXr5cqEp0muYqku3QGtIUUSqRrKyggwCjXkfaNulggG6389sJcTU/BcCysB84hohi9Ki5Jw0DzkxpzqktJnvw3UOadS9vlIBc6p3pDCkkiUrwTI8oi0hUgiEMoizCNmzmy/PU3TpT3hRRGjGIBzvqh98z9x7qdp3feeZ3WB2uYhs2furzxOUnaIUt/uGj/5CSdeNF+9H6UQ7VDnGuc45pb5pUp3TCDh/b/zEm3ckdty0bBv/Znin+/eoWF4IIAez3bH5tTwPnddplIK9A/mF3wJUwpmGZdJIUDRxybS6EEY9UPL7XSVkOEyKlmDAN9jv2dRWjd4LNOOH3V7Y4MwxJtGbWtvjlucmbVlcOsowwU1d3yTWgNVGmWI0SpAgwheCP1lpcDhMEuSS/GafEZYWGOw7bvVN4huS3Fqb5iF8tAnqvlefvYhdvBR6bKHN/2eViEPFnGx1OD0NinZOYWgt+abbOfs/hI40qX9ro4GcKUwh6WcZ7a2XuLe3M+dBacymMqFtGMfZbUmAIWI3yOePf3jfFxSDiUpjg4DMpE2IVM6PX2M8iJhkCxWW9ny21nylRJgh9bNXnJ83neFS+xLPJUf5Q5ZYNiWRCBGidElGnJODeyiRDlTf3pEqQqpSD6mXM5CIbusFH+BIPc4INZqjSR6LIMFjVRwiUwYeMF3khPcYWkxjkljxHChZcO89QsQV+lluM9m0jjT/RqDFrSZ49979ihk9RFxGNzGBzs0yatjl08P+KYdyYVHiw4nHItTnjR8zaJrFSdFPFZ2Ymilr6MeqWyd+Yb/Af1lp5RT05qf6rexpvSK7Se2olXuj7rIQxdcuklaRYUjJvm1wOE95VtYlbX2cqeA6hAmwxyc+4nwVeuz0lDFdZWfk8vn8JpVNcZ475+b9GrfbwDW+fpQMyFWCPLDEaDcIgUwFhuILSCQLJ8sp/IIpWEJhEOiFOtqhU8nwxKW+f4HktMM0y+/f/Fr5/niRpY9vTlEpH3vQslncq7moSBa6qBQ4dOlQoSIIguG5RfrsL9lstbCcmJvj4xz/OyZMnOX/+fGGr6XQ6N2zYUUrtUJe4rott27Tb7R3ZKNtvMz09zb59+4rfdTodOp3ODgLlZqRNkiS02+2i/nhM5IzzT8bWpptdg/HieNzYYxgGSZKwuLjIyZMn+cAHPnDT1+JOiJE3e3F+s3Op1+ssLi4WgcHj5iXLsnjppZeo1Wqv6Rxei+VmO9ETRRHtdptWq4VSiu9///skSUK32yWOY2zbLpQzg8EApRTHjr164OMbhTdbkbOLXbwWWI7B9EKVybkyy2farF/qIaRg/nCNPffWATj48DS2Z7JyrkMSZhx4aIr9DzQwrOsnBOaePcRLS1eJV6XQcYw5mzfNlN79bub++X/N5v/yvxJfvoxZrZKsrOQkijGaMGqdK0rimCwIcjKk5GHU6/nXpom27Zw4ybKr2mbTxJicpPL+91P5wAcwp6dJNzd57o//FYPzz7Iw1LRrJi8cUaRG/jkjEJjCJNMZSivaYRspJDW7hiENBIKaU+MD8x9gZbjCUytP4ZgOVavKI9OP8OD0g8VzF0KwGW5yuXeZml1jwpkgSAN6cY9XWq9wpn2Gd82+C4A4i1n313ENl2lvGtd0+bVjv8ZXF7/K2fZZHOnw6UOf5hMHPnHD1+2Bisd/fXgP50ckytGSW+wWv148WvX43PwkX9vqsxEnVA2DT09XmbEt/tWVTRbDqMg5SFSeAfDlZpcDJee2qzK3Q2vNH6+1OdH3Oew52EJwJYr5w9UtDrg2czeQp8/aFlO2xUacUDMMzvoha1GCnynai3mrhK8U61HCsbLNhSDBEnl16fODgA9PVnn4DiqdXysMIbi/7HL/LcIld7GLHzfKpsFD1RJHSi5PdgY83xviSMnjtTLvq+fk5c9N16mbJj/sDgiV5tPVCT7aqF63YBdCsNexOdH3mbNzC36mNZnWhR3lI40a/+2RHn+2+F2G4RoN2+dcKFhhBoRJjIPWijptanrAT6YvoHVAXYYcNQOUSniffJYlNcUFDhFjMNSTZBjsZZPPWk9y79TPMVt/N9O2xUoU84VLT7HYC+mzjz2iyUP6JB4BB1giw0bhUGOFeZoEiYcpNL9kzvF1+XPEeEzaJj83Kcn8U3RbPYbGHAPzMO+dqPBwxdnx/GfC73E0/AuE6WCZFbIsIE179HovMPTPUqs+BECWRcTxOtIo4djTVEyD31qY4S82OpzxQ0qGwU9O1fjU9I3nvO+qlThacoqa4aOe84YRwu+ZKNNOMr7Z7rERJ0yYJj/ZqFI2JP96uUkleJ7DPMnAKtPT0xx3AzobX2DCnaZSue+OH09rxeraFxgMTuN5hxDCJAyXWFn9j3je/kJpsh2OM4dlNYiiDQzTYzg8Txiuo1TIxeR/w7YnSdMBSbJFuXQfQXgJKSyyzKfXO8HU1IepVu+8ZONOIaW5a995g3DXkyhj3GpRfrsL9lupKcZqg36/j9Yaz/Oo1Wq0R7uLUkq01jvIjlqtRhRFRdCr7/tIKZFS7iBepJSUSiWiKGJ6erogLLrdLp///OeLAFnI2322Ey/j8NixMiWKIhqNBhMTE6RpSrlcplQqFcG2s7OzeJ53w0DTpaUllFLUarXiGnQ6HZaWlnac042u550QI2/m4vxm5wIUz0UpVdT1LiwsvC6LzJ3kwYyxveq50+kUxNXly5dZXl5mfn6eZrNJmqY4jsNwOCwyckql0q6lZhe7IA+YPfDgFAcenLrud1IK9t03yb77Jm9wz50of+ADhKdPE587iyyVyQYDrL17KD32ODqO6X7lL+l+8YtEZ84gPRf7nnvIul1UFF2154xVKUJgzs8jDUmyvELWaqGzFBAI10UPh/nt0hRMA0wLFUcMv/MdpOdhTk5SeuwxnvrMYU4+fQYzybhcVwzckHHNkEAgtECh8qYdBCYmpjT5haO/wGeOfgYpJF84+wUiFSGFJEgDXMNlzV/jXzz3L3h46mE+uv+jVO0qz6w/Q6YzJt1JbMPGNmy2gi06YYcwy8PIT7VO8eWLX2Z9uI5lWByfOs4vHPkFZkoz/PoDv46f+BjSwLnJzmVxrU2DR94EO4oQgk9OTfC+eoVWkjFpGlRMg0xrfmZ6gv9taYNemlG3DPa7No9Uc//7813/jkiUTGu24pQgU5wehuxxrIIIOujanBpGnBmGNyRRPEPy8UaF31vOW4QipTEFxEpxJYyZsU0sIdhKUg64FveXHa6ECVIJXEPw1+cmb3jcXeziPzWUDMlPTdX4qanrm1zMUQjzRxvVWx7nE1M1LvgRZ/yIkpT0M8Vhz+HxWpksi1hb+xPE2p/wieFpTLNCrfoIX44zlrMZFAYCjSAjosQRLnHANZkghmiRJJFonSGF4CfkCdpZlS5VLBJMAY+KUzyefpvK1gVmxCex7Qbvrb+XivMdTshzpJjsUZco6fwzQwAm4zzFGJsYWw9B23zK+ja/sWceY+43aegmzdV/S0dfokNGloInJ5kJyiyel9QnHmNq6uOYZplO50ejNswaUlhI6RDFTeK4jRqN/d3eCTbW/5wo3kRKh1rtUfbM/xILbom/t3+GYaawpLilorBqGq+JsL4VpBB8emaCD01WaKcZDdOgbBqkSrMUJjSXTtDJDGJziv2OxYHqHkL/DL3+S3dEoiiVkiRtkrSH71/EdfdhGDnR7HkHGfrnGQ7PUa+/57r7mmaVRuODrCx/nnbnHFonCGGgVEwYLheNN3G8hesepFy6lzBaAWVgmiX2zH8Oy7r1XGYXdw/eNiQKvPqi/HYX7K+mphirDZrNJu12m8FgQKlU4vDhw1SrVXq93g7yBSiqhCcnJxkOhwRBUITNjnNOxhBCkCQJaZry4osvkiTJDiKi3+8DuUpkO25Uk2wYBnEcc/jwYY4fP75DJTEcDjl9+jSVSoVyuXxD1cS1Spft399KdXG3qBZudi4f/OAHi9eqXq9Tr9dxXZcgCFhfX78uVPhmJNB2Iml1NZf8304ezPb7jluetNYsLCwU6pMxEddoNFheXqbRaGBZVhGefPz48V1LzS528QbCOXKEqb/9Wwx/8BTp+jqlA++l/IEPYM3N0v/Wt2j/23+b23PCkCyO8X/4Q2StBqOmN5TaERarOx3kgQPISoVsczO3AJVKCCnRO9L1JCQJOo6J4ktYL7yIkILg+efZ/94yf7HPZNKeoeuvkiVXx3lLWMQ63vEcDGkQZzHPrD/Dzx/9eZ5Ze4YL3QvcN3kfpjR5fuN5TrVOobRitjTLXy3+FRvBBr95/DdBQ8kqMUgGTMpJhMgl5Z7lsa+yj2bQ5D+e+Y90oy7z5XmiLOKpladwDZdfvjcP572Z5efHjbJhUDauyskNIfhrc5M82xtyzo845DnUTSNvnAZCpXiu5/Pddp9mnHJf2eHjjdoO2fsYp4YBX9rI6ziVhitBzD3bdnZfrbw0Uoo/3ejwg86AzTghzDRHPBtLSlbCGNeQrER5ToAtBMtRwk9N1TjsOpwLIu4ZLex2sYtdvHF4sOLx9w/M8GR7wEaccNRz+UijypRtsr7+VZaX/x1htIpSEUkc02o9yeNmg4tqigscxSJBo6nR4THxHI00xnMP4idlkqQJaKQscUhc5hf5IhfZT4THnG5xlLMolTAYRDj2LKDodp+nZEjulZeQsk4S98nYrnS3gZ3rACkNUEMGne/ywJ6fp9n8BkFwiUblPhpIOp0f4vdfJuZBbKvB2vqXiOJN9i/8LQRgGGXSdFAs0rWKkVYd11sgDFdYWf48WebjOPNkWUBr61uYRpn5+V9ECHGdfeetQmVEnI9hSsGvzE/yXNdiGFYolypMmMYo3FyiVES3+yyt9lMkSZtK+X6mpj6K48xed+x+/yQbG18hjNaAjCBYwajc3nicZSHr61+i03mWOGmhVES5dA+gieINpLQJw+VRjbFJFK0yPfUxPO8QfnCeauVBqtUHbvk4u7i78LYiUd4IvJqa4sSJEzSbTcIwJIoipJT4vs+lS5eo1+tF48t22LZdWH5KpRKDUbXlWDUyJlzGi+84zhsEut0uzWazIChmZmZYWVkhjuNi0T3GjWxEQgh83+fZZ5+l2WzS6XRYWFhACEEcxwyHQ+r1Oo1G4zrVxIEDB1hbW2MwGGCaJmmaYhgGBw4cAF6b6uJuwsTEBMeOHeOVV17Z8RyGwyHD4ZBWq3VLS861RFKn0yEMQyYmJopMnpvlwVx73+FwiJSSer3O+vp6oTaKooi5uTmazSbdbpe9e/OWi7m5OY4ff/MlfbvYxdsdw25E8/KANMmoTXtM7asgX8V/7Rw5jHPk8I6faa0ZfPNbpK0WwnURSQKui+7383rjchmCIFehjMdlyyLr92F5GXNqiqzTQYchxDHCNHPVyhiGcdXeA5h75jGqNeKLF3nP+TL/4Uidpf5lYhUXWSgAsb76vUDgGi5o6MU9TrVP8fsnf5+tYIsJZwJTmviJTzts40gHS1rMl+epWBVObp1ksbfI8anjPL/5PN2oSytskamMRCV8eO+HWags8NTqUzSDJvfU70EKiWd6ZCrjhc0X+NTBT1Gx7/7Q0Q/VK1wOE2yZ8129NF+aWELwr69sEilN2RB8bSvirB/xXxyY21Hnuxkn/N7yFptxwrxjEWaKTpbxQi/gA3WJLSWXgoiaKbnvBuGE39zq8ZVml4ZlMGObrEQpg0wxY+ZqUlMIklFrxLRt0koyzg5DFIK6afKzs/U3JD/gboWfKeJRVs32nLhd7OJOEUZrDPqvoHRMyTs0ajm5uUriWNnjWHmnTU6plObWEyRpF8MooXWGEC5Z1sMxAj7DVznJeVb1HBV63M8p5nWXJDGBlZE9o4tSIVrHCGExQ5MZxptuLlqnQIYQ4Hr7MKTH0D+L6+zDMmv4wRJaJ+ykZ+Nt30uE8NBakSQdev2XWFz6V0ThKpY9jRAGSdojSbtIYSOljevuxUhK9HovEIaXqdUeoT94hSTpEcdNtE7RKKanP4nrzNNsfoN4RDDkingPrWO63WeZnf30m57T8XohhGDf5LtYX/8SnkgQmCRJF4FAq4TLV/4NWisM6dFsfg3fv8DBg/9wR+1wGK5yZfnfkaY9HHuWNPPz6917gcn6exHCxA8WscwJSqXrg1+bza+x2fwGjj2DbU8RReukWQ/LnBxFLphoFWPb01hW/r4ZDs+jSbCtKWZmPvWOziVJ0yFaZ5hm9R019r8jSJRrrSeNRoNWq3VTtcHNFAzjfIooigrlgpSSOI6LvJEwDIvq4jFhMb6PbdtUKpWihni7xWd8+zE5Mg46HRMUs7OzhbpkfFvIa5DHdcVw1dozPm6/3+fixYtIKZmZmcF13cI2EscxYRgWmSunTp3i0KFDHD9+nI2NDdbW1kYSP5v5+fli4X4nLTx3K26kOBrjdsiha4kkz/M4c+YMS0tLRXuOYRg3bDa69r5RFLG8vEyn08FxnMIq5jgOjuMUaplxO9Q7Odj1TsN5d/H2Q+QnbFzqEw4TSjWbmYPVoj3ntSBLFMIQ15EjWysDXvrWMsNuPuEUUlBtOLhlG9OUzB2uMX9kAnEbi1K/NWDNu4ewvoDlrFDvXcARA1QYIef3QreDam3lVp0RmaKHQ9LBgGxrC2Nqisy2EVLmjzci0/MnMMpGEQJhGOgkzSeq9TqlbsR7Zh7j0nAJIQSucPMxXufhshl5qLgpTWIVk+mciEmTlB+s/gAhBBP2BPOl+auBszJfoJ5u5U08vbjH15a+xi/f+8tc6F7ghc0X6EZ5Q9u7Zt/F33347xaqFMgJm1SlbPqbrPvrCARbwdZdQaLEKg+RlDeZhH14ssqFIOZE3ydRCY4UfHCiwmaSEmvFvaP8jzmdt3M81xvu8PefHOT5JfeXHaQQ1EyD42WXi0HMlTBmJYwZKM1B1+aPNzp8ZrbO/pGaRWnN97tDyoZk1rYQCKp+RD/LmNYmpoCtJOWQZ5MozbRt8dHJKvOORdkweGyixD2ld2Y+SZApvryZK3RW4xSB5p6Sy4cmq7y/XnnDMnN28dYiSdr0ei+QpD0cZ55a9SEM47Xn+ygVIYRZVMOO0e+/zJXlf08Sb4EAIcyR7aKKaZSYmHg3tdqjt7FY0/liN+kjDQelUqTwAUGWBUy6k7wvPUeSPI1heCiVAposG5BlA5KkjGVNk2UDhDBHVswx+SFG3wsgX0SrLMI0SlhmnUyFVGuP4AdXyPVyNlIKtBYjwWOC1gohLLQOgXzsz7KUVut7oDV20sV15tAqRqu0OId+/2XCaJ0s67Ox8VXm5j6D7y/S679ImnRBSCYn38+B/b+VXwWd5mcpBEonRNE6UbSGFDZx3MZ151/za/hGIFdu5yTVzYiGqamPEgSXGQxOonSKlC6TjQ8SBIugoVw6MjrWDEP/PP3+izQaHyru3x+cJI63CiLJNKtklXsIgxWC4DJBuIJSISXvIGvrX2Ru9mqzkVIxnc4zWFYd255C6QTDqJKlfWyrgUCSJm280lFUFuI681SqD2Lbk5jmBBO1d1EqHXzzL+RbgDQdsrH5l7lCJ15HCEG5fB+Tk+9nsv7eu56guxXeVBLljVowvdpxrt31X1xcZDAYvKqV5WaYmJhgMBiQpmmRQZJlGaZpsr6+TrVaRUrJcDikXC4TBEGhGgnDEKUUU1NTBckxrjseY6xIEUIUIaJjgmJzc7Oo5R0HviqlsCwL0zTp9/sEQXCdRSjLMtI0JcsyOp0O8/PzOI5DkiQIIbh8+XJB/AghePLJJ/ngBz/Ixz/+8Zte05sFolqWdVtVyG8mbvc9dSPF0fr6OoPB4LarsLcTSZ7nMT8/X9hxfN/Htu0bNhtde9/JyUmazSbNZpPp6enCmiWEYH19nenp6dt6f77dsf1vFeCVV17hRz/6EQ8++OCufekdAr8Xc+Lrl+msjzJBhGB6ocIjn9yP493Zx82gHXHxxCZbKwMs22DvfXUOPDiFYUiU0px/doOgHzO1N7eYLJ/psH6xx/S+CpZjsL7YI+jHHHn3TtluOEjYWOqRhBmVhkt50ubSxE/QqqxjSINseoaut8C+pa/jZCGdhQ9jzfaZePnrmNOTZJubqCDI7T0AhoG1dy+y1SJZXESNFStC5IqUcZ6KZSErFVCjyXC3S3ZoDx3VZNabxTFzBYkjHbpJF1vamMJk3V+nFbZQ2+TelrTox30WKgs0gyan2qdwDZcwDTGEQTts04k6o5dA8Oz6s9SdOr95/Dc51zlHO2oz7U1ztH4US+b5G4cmDlG1qqwMVtjwN1jz1xgmQyacCf7g9B/wG8d/g72VvXf6lnhDsBRE/FWzx1k/pGIafGyyyocmK9e1yZRNg7+3MMNZP6SVpMzYFgddm//nuWWq19h/BNBJdtpko9Frup2kqZoGx8ouZUPy0jBEaLgSJXxpo816FPNfHd5DxTTQQKw0phAoDSUp2O85nByEtOK8hhPAEpJ2mvGReoVf3zt118jk30x8aaPDV5pdgixjMYzxM8V5P+b0MOTbrT7vr5eZti0erHh4u4TK2xJhuMrly79LECyhyee5tdrD7F/4TQzjzmyAQXCFZvNrDIfnMcwyjckP0Wh8cJQvkbC+8RekaY9y+X5A0Wo9Sbf7HJXKcQzDpdd/gfm5v8b09Md2HDeOm/T7L5NlAa63gGU2SNMemRqC0Ag0SkcjskSNzjt/TNueIY43yTKfq0SJgesuEEcrBOEVtP7/s/ffQZrk93kn+ElvXv++5V37nnbjMTMwgwEGlguCIkEjrkQZ6iStNhSSdrWxcRG3999FXNzGRtzFrUIXJ+3dao8URRHCihRFigREEhzMAJjBuPbela966/Um3/SZ90dW5lR1V/d0DwCCM+gnogOYqtdmZmXm9/k9Jtz+XWIliYm2h34VSSqAkCjU/aBHzjzIaNRB0yaQJANBkBFFncDvIEo6IOI4GwRBB9gZC6ASBAN0fQbX3WQwvIIgyITRCFHUcb0mvr/dEIdIp/s6ilph375/wNC6QuB3UbVJcuZhRDG5JpvmQSTJxHbWsO1VPK9OEIxQ1Rqrq7/B/Pzf2dP+8heB0WiRRvPPsEeLKEqJavVFyuXn7yJTZLnAwsLfxbJuEAQ9NG0SVR3n+o3/G7L8Xm6OIMhAjB/0dz0/ityMSMpeUyqRzxdBEBkMLiGIErazirf5h3hugwMH/jGSpBPHIVHsIwpyoraQcuj6DCPrKr7fR5RyJIoigSDoU619mpnpX/6hCMYPCzY3f59W+1XCwMZxVggjh9FoieHwGp329yiVPoaqjVHIH/tQEio/NhLlg7SZfJDXuXPV//2sLOkQXq/XcV0XTdOYnJxk//79VKtVoihiNBqhKAphGGZkiqqqlEqlzOaT/i5VNKiqimEYaJpGu93G930URcmyLwRBQBRFNE0jDENMM7mo7KzmFUWRfD6PYSR/WGm+SmohaTQamV0IElVKmrkhCAJbW1tYlsVwOESSJHq9Hr7vo6oqhUKB2dnZXeGqDxOImjYUpSTMT2Lgfdhj6k7F0dmzZ2m32w9U0bxXAHEaNNxqtVAUBVEU92w2Sp9r2za9Xg/HcZAkiYmJCSYmJti3L2Gc78zE+ahjJ6G1traG7/tYlsW5c+fY2tpiYmLip26bfNSwcqVNZ9OiOm0iSiJhENFcGbBxo8v+xx+8atBzAs6/skqnbmHmFeyhx9U3NomCmEPPTOCOfAZtl1wpIStHfY9R30MQQDUkyhMmw67L8uU2s49VUA2Z+mKfm6cbrF5pJ/kgRQVVV1B0Cbu6j6K5StSpE4sSQ2WcxsQz1A7UUL/wNcLTP8C98Q60uzAavUeQ5PMos7MEGxvE21ZNVBWpXE5yUrYfJ1UqCIqCEIVEgyFur49gGJgvfgpl9EeoUkKY5JQccRwTxRGGbHCqdorvr3+fjtvJ1CmKoGDKJkEUIIsyuqRzu3ubMA6RRAlJkFgfrqPJGpqkcaB4gJpR43zjPJ+d/+yu1p6dmMvP8cX9X+R3rvwON3s3ySk55gvzHK8dZ324zmurr/Grx371R3SkJMqNswObc32LLS9AkwQOmzon8wb7jPduptp+wL9aa7Jku4ypMnXX47fWW0TEfLa6d+Dk8TvabQ4YGm/2LCa22znc7Va7aX13gOs+Q8OQBJpeQE2RCGOoez5HTZ1vNXuEUUxNkfHjmH4Q8lbP4tLQ5vlynrYfoIoC3++MEIUY4mTtuKbK/MJkmcfzJrO6wiiMyMsSC7p6T0XNRwnJdhpSlEQ2XA9DFBlXZJp+wIbjc8lyuGTZFGWJ4zmD/8PcGBXlIyGS/qlCq/UqI3uJfO4ogiARhg79/jl6vdO7VvzfD77fZXX1NxnZy6jqGJ7bZH393xHHIWNjn8XzmrhOHU1N7vkdt4HntwEJWS5iGvPYzhqt9neoVJ5HFHV6vXfY2vomne6bAGjqOLKcQ5RyyHIRRakRBH1A2Lb0SBTyT1KpPEu3exrXreN5zW0CRQQEJKmErk/jOMuJEiSOEAQNRSlvr7iLgIiq1kgGaBI7jdtEVopUKp/AdlYRRRVBUJAlM7nPJEKScuTzxwnD1wiCLgkpE5OQMSZR5CGKBqKoYVnXtj+zkmwPZw1JSn6XM4+gKEV63bcZH3uZUnHve37TPMT4+JdYW/ttbPs2spwnZ+6nUDjBaHSbVutVZmZ++Yc4OnYjjkP6/bP0+xfx/CaSlCNnHqJQOI6uv0fUu26DlZXfwHU3UdUxbGedtfXfAQQqlRfuel1RVHblisRxjK7PMhhcQlGq2/mSDiDdRQqZxj5EScP3uyhKmSjy8fwmudwRGo1vgQCyVCCOfYKgR7f3NpZ1jWLxCYJggCDIdDpvIAgicSwAIYo6ztTUz5EvHENTp4kiC1kuoeuzHylLy73geU36g3MochnX2UCScsnftN/BcdYYDi/TH1xCkQvkCyeZn/sbuwivDwN+bFeqH1Wuxvu9zs5Vf8dxaDabhGFIq9WiUqlklcO9Xm9XcOxOcqBer7O+vp7ZKlIyJrXESJLEsWPHMnIjrc4FshaefD6PJEm02+0sGFaSJIrFYhYYaxgG5XI5U4bsrCIul8t0u91d6pUwDFEUhYWFBbrdLp1OJ2tvSUmXOI6JoiirPHYch3w+jyiKDAYDVFVlbGxsV7jq+9lyUhXHq6++Sq/XY25ujnK5jKZpP5ZslPsRW/ezyTzsMfUwFc33emxaUXyvZqNUpdLr9VhZWSFtXBJFEVmWefLJJ39qyYH0bzUllnK5HJIkIUkSi4uLbG5uZtlAH4RwfYSfPDrrFqohI26vJkuyiCSLdOsjvMMBoiwgK++/8t5cGdLbGlGdMrPXGnYc1q51WDhVQ1YlZEXE9yLC0GPjZpdRzwVBoFsfkStr6DmZYcfFsXza6xYXXl2jvWHhDD0kRcKzRQo1g81bfYy8Qu3zn8O5eJGg2ULwNPq156h95kQi7T1+ivB7OaL2KmJaeSwIiLKMIIr47TZxmpsSBESdDuTzEIYIoohUraIdOoS2bwGiOLHyPPcxtMce4+SVRW52b9L3+gRRgBc4lDyLj9ee4q8/8ffJqTm+fuXrOIFDECfXnVEwIiam7/XxQo9jtWNMmpO4gcvV7lWiOOJw+TAVvcKYMYYf+XTdLkN/yAR7rygKgsBLcy+x2FvE9m32l/ZT0SvIooyjO9zo3iCKI8QfgW87jGN+e73Ft1p9Bn7IuufjRxHjqszJnMGvTFf5VCW5mTo3GLFsezyW0zPlybLt8Z32gBfLd1ea7oUvjBW57bhctlxkAcIYHi8YPH1Hi8QRU+OLtRJ/1urT8ALCOFGWLNkuW17AjCZjSCIG0A9iWn5ILwi5Zjn8/9aaXB06rLsefhyTE0XysoghijxmJkGWP41wwggvjhGFJODXFJPAXzuMsYUQXRSYVBUmNZnzwxGvtgf8/OSjhooPG4bWVRS5nFlvJElHQGRkL1MMnkAU1QdaaR4MLmLbqxkZA4kypdP5PtXqp5CkHKKkEUY2oWvR672D5zURBBHbvo2mTaDIZXy/je93GY1usb7+DYbWdYKgjyhqBMEQTZ+l13sHTZtkYuLLDPrn8fw2ntdEkgqUy08jCCLF4nEGw4tE0ZBUESIIEpKYWEs8r0kUuUBAHEcEQRtJKiAIMYIgoio1zNwhcuYB4jhAUWtUys+Tyx1hMLjAaHSTIBgSRR5hMCLGJ587zoH9/whJ0llb+zpR5G5nq8SEYaLy9P0OUexRLDyBqo0TBCMs6wpxHJMzD6NpYyhKjSiycb0GQWDds/lFEATGx7/E0LpOFIeYxn5UtYIgyMjyEMu6/kMfHymiKGB17bdot17DD/p4Xp04ClDVCQqFE8zM/Aql0tMA9AfncNyNbYuNiMoYo9Ei7fb3ttUo9z/3C4LA+NjncZw1LOtKYo0iolR8kkL+1K7H5vPHqFZfot3+Lq5XJ44DREFjNLqN77fR1Nlt5YiBH/TwvCZBMGIwuMza+r9lOLyG624QxyGSlEOSTGQ5Tz7/GNXKJ35k2+/DhDB0iSIfUVCIIg9ZzoMgEYYjwnCEJOro2jSKUmHQP0e78wYT41/8SX/sh8KPVYlyZ66GIAhcuXLloew975fPsXPVf3V1Fdu2CYIA27ZZWVlhbm4uG4DTIVyWk9WoarWaqU56vR79fp9SqcT09HRGsrRarUxlAmQkRqr+SD+TJEk4jsNwOMxIENu28TyPXC5HGIbMzMxw7NixXZktipKshKWEx2g0otPpZFXGxWKy0nbq1CmCIODKlSuZKiKKIoIgyKqTC4VCFi4bxzHXrl0DkgwQ13XZ2Nh4YFtOms8xMzNDtVrNfv6jzEbp9XpcunSJS5cu4bouvu/j+/4uYmvnIP3DZrU8TEXznY9N99OtW7fwPI8gCLKfpfv7TrtKEAQZiTU2NvZDVSx/FJD+rabKHEiIwlTZpWnanuqxR/jwQM8rdBsjoigm8EJEScCxA+qLfTqbFpIsMn24zIEnx+5LpnhOQAwZgQKgaBKeGxF4IUZeZfZohStvbNDbGuG7ITEgyQKeHdBas8iVNVRDQTMVrry+QRRGCAIYBRVZFbEHPr4TIsrg2QGiWST3wgv4jsfGu01EWcLxJDQlRtq4jdKrIygKCNtSbkki6vdxbRvSGmRZAgTiIIDRCHV+HrlSofDlL1H40pdQJrYJjDiGjTPw2v+dL/eW6Qk67ygxwajJ57tNnpYKHNraQPveP+evV/dz1Zzhzf5NJEEiiiPCOERAoOt2mTAnOFw+nJwXNeh6XbzQo6JXqOpVVgYrXOtcQxREXll+BW/W43D5MHZgc755nq7TpWpUOVU7hamYjBljFLQCY8ZYdq61A5vxwvh248EPh4bn869WGvyHRhc/inCjmIIsUVVlvDimF4T8QaPL4wWToiwxDJLBZad1JyeJDIIQN4oYRdD0AsqKRPUeCoZDps4/XpjkW40eF4c2BUXkqYJ5FwEjCgI/P1HmiYLJpeGI/9zs0/VD6n6AE0Wsuj4HRRFNFAniZH14QpX5g60uW65PRRUZVyREQcCNYp4p5hCI+X7P4nO14j1v+v0oTqpNP4KhsjVVZk5XuTiwUUURJ4rwYwiJURFQBAFDSqpTi7LEhaH9iET5EEJVxxh6V4linyh0EESNIOjT7bzFoH8eSTIol59nbOxlRPHuVqwUQZiorXfmoEiSuU00uChKkXLpWepb/wnbXiEILCBGFFR8v4tlXUNRKshKEUnK0Wq9tm2rkVDVMURBSQiIyEYUZYKgiyzlqVY/hR9YNLb+E5JkbueclHDcOlHkAAqCEEKcZJz4QRc/GBLHLolKRNlWrgcIgo1h7EdVy0xOfJWJiS+iqokSM45j+v0z3F7859j2CopSBSR8r02MjaKME4RdVlZ/A12fx9BnsUY3AQlBiJL8EkEi8Nto+iy53CEAFLmI7zeI4xBNG0dWSoxGtxkOryBKGltbf0Kt9klyucMEwSDJrvG7qNo4xcITSJKBrk0hy3lU9b1zfxiNyKmHfiTHSGL5+g22Gt9KLDCRg6KUEWWDKA7wvA71+n8inz+GJBkEwRBBEHdZdyTJxA+6xHFIEFj4fhtFqaIoe88z+fxj7N/3X7PV+FOs4VUUpUShcOouO5AgSExP/QKl4lMMh5doNr+NHwy2FUgujruGKe5HFBWiyCdRGY1Tr/9eol6Ry6jKGImNK6Bcfo4o9Oj23qZa/eQ9t0kU+dvf8aNn69S0cXRtEmt0G0FUCEJn+7hKApxFSUOSDCRJR5QMrOFVeESiJCiVSiwtLeG6bmZXabVamKaJoigPvNq8l61ipwUjVQwsLy9jWVY2ZCuKwmAwYHl5mYWFBfbv38/Zs2dRVZXBYJCpAyRJwnVdCoUCvu/jeR6VSoVyuZyRGb7vZ9aa9fV1oihCluVd+STNZjP7fCmpkpIclmWxb98+fuZnfib73PPz83fZU2RZplwuA9Dv9zEMg0qlwpUrVzh9+nRG/gDZ60uShKIoFAoFcrncLoKhXC4zGAx22XIURWFlZYVvfOMbWRYF7LZapCTPxsYG3W4XwzDet5HmYZF+9+XlZUajUUZMVavVTAV0J+lwv2PhYbJS9u/fnz12cXHxvo9N1U7pflIUhSAIaDabFAoF4jjOmo12KmVc16VUKmW5NoZh3FcF9NMQuJr+raZKlCAI0HX9njlBH6Yg40dIMHO0zPLFFjfe2QIgCiPiGEoTBrppEngR19+uE4URj70wfc/XKVR1JFnAHfmIssiw49BvOFSmzCwodt+pKkuXWtRv9ZE1gVxRzbpsuvURsiJy/BPTGWGiGgqS7OK5Icp20Gvghchyomi5dbaJZsqM+h5BEIMfsHy5TWXCYOLt1xDCAHHfAWTfTuw7o1Fi6QmCJB9FlhE0DaKI2HUTVYokUfzqz1L+xV9MCJgUm+fgB/8LBA4VrcjftVy+qOUpyCblQhWlchD6q3D6X1ONQv6GrjEyRW7qORxJRhZlakYNIRYYN8ez86Ef+RhyUllsBzbfXfsuDbuBJEhIosRvX/5t/vj2H/P89PN4oUfDbiQNBsRUtAplrcyGtZEE0rp9DpYOMgpGAHx85uM/tAQ5jmO+sdnm7YGFSFJV3PU9RKAqS4yimLws0fIC1hyPYt5gRleQBYFhEJKXJaI4ZssLeLpo8v3OgD9rD+gFITlJ5MVKga+O791w0w1CLls27SBRj/wbp8WNkcuvz46h7Hi8IAgcNDWuWTaDMORYXqcTBDR8n5YXsOp4FCQJO4p5oZxjWlVYdTwmNZl11wcByopMywsSC6gsMdpuCbrzNrnjB/znZp/TfQtFFHi+lOMLtdJHKhdEEgR+fqJC1w9pegFbQYAEmKLIKIo4qCnUtskvb5tQe4QPHyrlF2i3v89gcBGIE+VEDIYhYJr7CQKLzfp/BGBi4sv3fB1dm0YQZYJgCEKSC+LYyxQKJ0isNDA29mWardfwvTaCmEdVxxEEII6xrBsUi49Tq/0cgiDgBz0UuYwoyESRhyDrIEAQjBCFRNHSaP4JslzE87aI4oAo6NBqf5eceZDh8AYApnmAKHJx3Q2iyOY9i00EyEiSRhyHxLG3rUZQmJ76GtPTX9s1IPf7p1lZ/TfEcYAs5RAEFdOYJ9JniCMfw1hgZC+xvv4724ulicIlUfHESJKKoiTZi5qWBL7GxMSRjyTlMIwF/KBPr/8untcCZMTIZXnl/0u9/vuUKx8nDC18v8X2k1HUKopcxHbWcJx1gmCAaR4gDIaIgkql8vEf+viI45CNjX/PYHABQZAQhcQ6IwhDdL1M4HeR5Xxi13I3Mc0D29aeJOQ3aQyK8Pw2lfILNJt/Rqv9GmEwRJLz1KqfZnz8C3uSEZ7fxrKu4Qc9grDP2tq/ZWQvMjvzq7seLwgiudxBhsPLhOGIQv7YdsZMG8/r4LhrSGKOKHaoVl9CkgwcZxNNnWRk3wZBQpZLBEEb4ghJ0ggDa8/t4XlNGs1vMxhcQBQ1yqXnGBv7zIcyF+ReEEWVycmvsrb+O7juFr6/mex70SCKXDTtELKczDmZUuVDhh8bEI5QUwABAABJREFUiVKtVhkOh1iWhaIo2LZNHMccOHCAcrn8wKvNO/M50raZYrFIrVbLHqNpGsPhMBuoZ2ZmsqDVcrmcETXpEJ4SKWlwrKZpWJaFaZp0u10uX76cqSIURSGKIq5du4au6xlRU6vVCIKAVquVZaakYa6apu1SisiyvCt4NMWd9pRKpUK9XkeW5azhZzQasbW1lf13avcxDANFUbLXtG2bjY2NLDg1DENc1+XIkSNYlpW9j2VZBEFAv9/PsijSYNw7g3kVRcFxHK5du8bU1BRxHN/T/vKwSL+7pmlEUYTrugRBkNmnUmJr5yB9L4tNrVZ74KyUD5LVs3M/lctlwjDMmpxyuVzWbJSSdKnVajQaEccxzWaTUqn0wJXIH1U7S6ruKZfLXLp0iSAIKBaLdLtdRFHMvuuPkqx7hL9YiKKAIApIynagqiDijQJyRRWjkKw+CiJs3Ohx4Ilx1HuEzVamc8w+VmHxXJP2hkXgRkiKiNL1OP/nqxx9fpJ3/niR5YttPDcgikT0vEhp3MR3QqIo4vgnp5McFgEKYwaNpT6Fmk5zdYg99ImCiF7LJvQjzJJG4AZ06yMEQWDhVBVn6NPbsmmsDMj7MvmCiSqEYBgIikKsaYimiXb4MPa5cwiKgpjLge8TSUlDTvVv/S3Kv/DzCNIdN3a3vgP+CMaPASDnJzl4+1Ww6mDUwLOgfSv5X0FkgRz/oNula4qceeIXMPITbFlbXOtc43bvNiuDFWRkYmK8yOMrB77C81PP8y/P/UuKapGe18MJHMpqGcu3eH39dfzQ5/P7Po8qqTTtJt9d+y6T5iSPVR9jzByjMWrQdtocLB/kEzOf4JmJZ37o42PLC7hqOezTNLp+iBfFaKKIG8f0gwhZTEYTTRQzIuFU3uCFco4fdIcEjk8MTGsKB0yN32v0UAWY1RV6fsh/anSpKfJd1pkojvnjRo9uEHHc1BhEEX0/5PXukOfLOZ4s3B18ueR4aKKIIgqMKTKP5XQuRjYRUFFlnjY0/um+SXKKhCYKOFGMIYkMgoiO7xDEcNN2GVNkfnaivEtJ0/MDGn7Av9/scHloU1NlnCDi9+pdekHI35h58PygDwOO5nT+u/1TXBiMuGTZtP0AJ4y5OnIoyhKDIKIfhAjAx0u5n/THfYQPgKRFR0xUJrFAhEMQDtH0SVQ1UTM7DnQ6b1CrfRZJ2ntYzOePUy4/R6v1CpZ1a1sxomM7a6yu/Wsmxn+GW7f+Zzqd7xOEFmIcIknjGMYcQdAnjmF25r+kUvkkECUr4dZNNH0Oy7qK53eIIh/HXiSKAzR1HD8YYlm3EEWZWu1zeO4WtrNEf3CBOBZQlFJi4ZFMRFEljiNkuYBpHKA/OIcoqshSjij2AAlRlFlY+AdMTnx5l+IhjmNare8Sx0HWFqOq47Q738sUFUE4ZDS6TRg6CIhIUo44thFFg/HxL6CpVWxnDWt4Hcu6zGhbpUIcERMwPf3LFAonWFr8Fyi5Gr7XJoo9ZLFIEI5otb4DhIyPfRlRlHGcTVqt76Drs+RzjyWZFV4T3++Syx2iVnuJQuHxH/r4cJx1rNFtdGMfvt/dbtBRiSKXIOghbAecC6KKuB24Wiw8Qan0NP3eGaLt5iNDn0XTJqhv/VEW4Or7Xepbf4Sq1iiXP7brfaPIp7H1LaJwRC53lDAc4Pt9Ou3XKZeeJZ9/7K7POhrdQpJyCIKMpo5jmoeJ4yuAgKKWMc1D7N//D5Flc/s7OIiiQRD08P02cRxgjW6hKOW7VCi+38V1G2xs/h6j0S1UpUYQ9tis/wfC0GZ6+ud/6G39lwmFwgkOHPgnDAaXGA6vEPg9wnCEZd1AlvMEwYAg6CKKKqXSsz/pj/vQ+LGRKO12m3w+T6VSwXXdbDB2HAd48NXmUqnEqVOneOWVV7BtO7PVnD9/njiOeffdd1lcXCQIAqIoot/vIwhCNugfO3bsLtVKs9kkjmPa7XaWE5J+rlwuR7/fx3VdZmdnGR8fJ45jlpeXCYKAfD5hylL7TkqapLkljUYjU5X4vo/ruhw+fJi5ubm7vtte9hSAlZWVjIRJh3VN0zJbUaoOOXbsGLZtc+3atUwhkeZwqKqKoij0+31M02RmZiazoaRZFJqmsbm5CcDRo0ezLJg0mHdqaopSqcTy8jIAx48f/5EpJNLvDmRBuJCErUJCjN05SN/LjvMwWSk7n5sqInq9HuVyOQuGvd9+0nWdAwcOsLa2hqIoPPnkk9k22WktS8mq9Li8du0a+/bt20VApeqTK1eu0O12WVhYyBQ/H1U7S6lU4hOf+AQnTpzI9sXCwgL1ep1er5dZ4H5UZN0j/MVia2mArEocfHKMOIrptxzWr/cYdl1K48mgKisSnhPge+E9SRRRFDj+iWkGLQer6zE+r5Mva0iKSGO5T3drxPr1LooqEkUSkR/jWj6W5lKs6kweKLH/8bFMtXLg8TEGLRur56HnFEY9D9WUUVQJpSgxub9IFMUsnmviuyGSKDK+UKRYM9haHqAaJ9DCW8SjEZHnEfs+giiizM6gHT+Gt7xM1O0iahqYJvT7GI8/Tvnnvno3gQIw3IKdlcGhB4M1GHVA1mFYTx6jmCDJlLUyt8SYiVGP8d46a4rGueY5FEGhqBa53btNEAUU1AKT5iQ3uzc5UEoCZVVRpWE3KGtlREFM8lTihGyxfAtVUmnZLaI4QhVVqnqVql7lpniTx2qP8fce/3sPnYPS9QPcKGZMlXeRBxExcQyGIjKvq1wfJY0IThjRFQL2GRq9IOCFcp6F7epgVRT5mzM1niqYrDgeppRYcb7Z7OFFEQe2a4snNJFhGPFWz7qLRBkEIeuOR1ESeGcwyvJOvDjmu+3BniTKuCLjRkmbhigInMjpjKKYeU3hFyarnMob1NTk+P14Oc/vb3VYtV38OMYNIyRRYNMNyEkSn9sOwI3imG82e3ynPWDV8bg5cjmW05hUFQQBdC/gnd6IL9V8JjTlrs/0o8AwCLk4tBmGEbO6wlFTf9+AWy+KshBdVRB5smjyZMF4KGVSTZX5TK3IZ2rvhQG/3bP4VrNHw/OpqDIvVwo894hE+VCi3z+DLBcpFZ8hjkNG9hK93tt47haGPgskOSlh5BBF7j1JFFFUmJ35VWx7Gc9rY+iPo2lTCIJEr3eWweASvd5pZLlAHEfEsb+dY6Kja1OUKy9QqXxy+9iUGB//Iq67hee3keUSvtdElstIkoquVCjkjxNFLo3mnyefS1Qolh7HMOYZDC8giQWCsEcYWoShk2Q8iCKGMU8ud5SRfZswHCJKOiIGAn1K5eeZnPjSXZYRiPH8FrL03jEeRS6Os0EYWgiCThhu4nktRNFEFBU0tUIcu0TRAN9vIwgw6J9DlHQkMc/IXoQ4RJJL6NoEw+FlDH0GVa0hiiauu4kil0EQiUJnWy3jb7f5FPG8BnEcIUkGqlpFVasMh1cplZ5lYf5v7/Ed7o/RaEQYhuRyOURxJ4GUkCBZc81okaStZkQQDDD0+aS5pvopNHVy+3jRmJv9mwyKT+G4G8hSnmLxCTY3fx+Is4phTZskGN2k3z93F4ni+11cr4kk5elvq3PS46bTfWtPEkVVxxkML2+r3iUK+RNEkUMud5iJ8S9RKJzK7EOl0jNsNf4E110njgPC0EUUZVx3HUUuUK1+ens/BzQa36Ld+T6OvYbtLJHPnUTVEpus6zbo9t5kbOyz97Qm/bAIggGDwWWiyEbX5zDNA++7f8PQpdd7m+HwKpJkUCw+ST5//KHO/Zo6hlZ7ibHaSwDbWZJv0Wz9Ob7XRlXHGBt7mULh1Pu80l8+/FgzUXK5XJansbm5meUhwMOtNqc5HidPntw1JJ85c4bNzU1EUaRarWbkR6/X22XjSbFzCN8ZYuq6Lt1uN8sTcRyHTqeDoijouo7jOMiynKlKBEHAsqyscljTNMrlckZwjEajLAelVCrx8Y/vLYXby56SkkqqqqLrOr1eL8tHSSuQh8Mhg8GAdrtNo9EA4MCBAzSbTbzthohCocDCwgK9Xg9JkjIVz84sivS7wXsETmr58TwPSMJwx8fHGRsbe6iB/v3sKel3T2ulLcvKKpUVRcH3fcbGxu4apO9s3Enf60GzUnq9HoIgsLq6mpF7tm1z8eLFe9bs3rmfNE0jl8tx/PjxXZ9lp7XMtu3MqpIeC5OTk3tWc6fHzOrqKvPz87vCkH9c+KD2oR+V7ejO/fjTYGf6aUDgJ7kjgiAgSAJ6TkGUBTw7qZKN4xir51KZymXKlDhKwiXuvCiLkkjoR9RmcxSqevbzKILmygBBFDBLGrImMeq5eE6I1XbJlzSq0yZhGCGLyfmuOpPjmS/vo36rjzvyKdR08lWdM3+6jKIljxEEkFUR1w7w3ZBh26G9YWF1XTYLBxDmPsVE4x2EVhPiGGl8HPNjH0Myc+jHjuFcuZI0NMQixsc+xuQ//W8R1Ht4/8eOwrVvQmEaRAl6K+A7kB9PFDxaAXprEDgglzBCn2OxQl0Q2fJ61K06mqTxzMQz1Ed1em4PSZCQRZnnp59na5SoVEpaiY3hBjHJNnZCB0VUyCk5Bt4g+zhu4CYKR+W9VhtDMRh6Q0RBxI98VgerxMTM5edQpfe+V88PuGV7yALMaArfavZ5t2/hRTHzhsYvTJQ5sk10TKoKh0yNswOb/YaKJopcGo7QQoH9hsY+XePZksnPjpd3DfaqKPJsKcezOwbsII4R78hokQTw45g7YUgiRUXize6QXhBSkiUEBDZcnx90h/zyVJXJO0iLj5VyvNmzuGK5lBWJQRAyr6n8V/PjHM8brDse3271iYCTeYOm6/G/WQ4TikLBkBhTZXRRJCLG2rb9vt2z+I9bXUxJpCxLhHHM7ZFLRVGY0RVykkgv8BmG0T3ifxPYYcQPekMuDWwMSeSZUo4n8u9Pamy4Hv/rapPbtgsxaKLAi5UCf3Wqes88liiO+fpmm1fbAwQS88IP+ha/OFHmC2M/3Dn6Y6VEBdQPQvJykjXzCB9OhJGDKMjb9lwZVSkhCDJBkJxn4jjC9bYoFp7IGjiSwVq467hNqow9CvkTu1pUotBmNLq9/fpjiKKK67YIQwvHWUPTpsjnDhPHPoKQnKMKhZPs2/cP6PfPEAQWhjGPqk6wvPz/eS9oVZCQJI0oHBEEw2SlfHQTz91C00EQFGS5SBwlwd6aOk25/DEkUSeffwzLukkch4iCTKXySQ4f/u/3tJUIgkjOPESn+/q2BUnEcVaTwFmligBIYh6oE8cucWwysg2gQhx72wSAhygZVCofZzRa2rY9CUiSTqXyIo67zGh0G1kp4roN0jrmMBwhShqCoOJ5W8l1Znu/Je/73jVWkoztTBiRIAjodDqZWl7asSgwGo1ot9tIkkShUODy5ctsbGwQRRGVSoXHH388mwF1fRbDmMcaXsc0DyKKBoPhJUTRwDT3Y+hzlMofY2L8S7uOB0nS7laXxD4Cd2SaIBJF3l3bXJZzSJJBv3+eIBigyMWkjt6r0+m8ztTkz94VuFupvEC/fw5rdB1FLuEHPUxjHwvzv45pHqDT6dBoXEMQBGq1T1Mut1lfu46mTW430NSS1iUkwtAGoNv9AVtbf4wsl5DlElEUYo1uoKglNHUiyXrxk2P5fiRKEFh0e29hDa8hSXlKpafJ54+977nftldZXf3X2M4KAKJoUKu+xNTUz92TSImigPX136HTfRMBiZiQbvdtpqd/6b45L++H5Fh6nlLpKYJgiCzn75uT9JcZP9ZMlJ2DZ6lUyoiLna00+/fvf98B6l5DcppZIstyZm3p9/tZe03a+rHz9fYawl999dXMigOg63pmcXEch5WVFXq9HoVCAcdxiKII0zQzC8y+ffvQdT1rlUntHJVKhaeffnpPFQrsbU+RJInx8XEcx8GyrF1/GGEYZk0/lUqFsbGxTLlhGAZRFGVKGV3XsxyOtLnnziyKVI0B7CII0lrk9OcPkjuy83eKolCv17Pts5c9ZWc+Rj6fz2xVY2NjFIvFPdt5HvRYs22bRqOB7/ucPXv2rv1/+fJlPM/LtlUYhoRheE/lx/1afe7cJqdOnaLf7xPHcdb2pOt6VnudYqd6BpIQWsdx6Ha7TE5OPjDB+EHIhw9qH/px2o72+rt8hA8fatM51q91cO0AzZCRFBHdVJAVgdZaEgBoljQOPzuBPfBYPNekuTpEM2XG5vKYRRVZlahO55BVCaOgMui42evHcUwUxkiyROBHxFGcvI8s0N20QUhImWtv1mmtWjz+8hx6LhmOizWDYu09kiAMIjRDwRl66GYSCpgrqQzaLqNBUpnsuyGaKZObytPSnyN/aJaJeBN/fZ2w0yZstQm3Goi6zvg/+kfop04i6jrq/DzCXgNhHEP9Avg2uD24+keJ8iSwQS/D7DPQvAruMGkAivzksf0NapFHSdb56/u/wpXqPH90+48oqAXWhmuookpBKzDyRwRRgC7p2IHNZ+Y+w+/f+H2CKGB9uI4pm8wX5gmigKJWzBQodmgnOSt6YpMNooCBN+CF6RdYHazye9d/j9XhKnEcM5Of4RcO/wL7S/t5t2/xjc0ODc9HQGAUhvhxzAFDo6SIXB3a/GYQ8N/tn6KiyIiCwC9NVbHDZJAPgU9WivzyZIVj+eQmPreXcmcPHM8bvNEd0vEDytsBtOuujyQI/F9urnPc1PlsrcC4qqCKIs8VTf640UMkyd6wo5g5XSVG4LJlU1Nk7CgiJ4mIgsCCofH358f5dqvPou1xqKjx2WqR43mDt3oWX99o0fYTcrAoizxbzHEsZzCvq+SkxJcURDGXhjbrjs8hQ+Pd/og4TuxIgyBMrCxhyKbrMaXK3Bg5GJKEdJ/74SCK+dfrTd7oWaiCQBDHvN2z+NXpGi+9TwPQNxs9bo4cjpg6iijQ9QNe7Qw4WTD2VOMALNoeP+gm9dDl7eySNcfjT1t9Xijnf+gME0UUMkXPI3x4Ucgfo98/SxBY2/XBehIaKqoMh1dBSPJOJia+jOtu0Gy+wtC6hqqUyOVPoCo1ZNkglzuMIKioSoXRaDF7/TiOiAm37TQeEKHIJQRB3SZWROI4YH3jf2cwuMzc3K9lZI1p7sM092WvFYajzEogy3lEQUZVxxLFynYmRxjZyEoFXZ/H91vkzAPIShXHXsb3e3ju1jb5UeLI4f8judwRJMlE1+f3HGijKGJzc5N6fY56vYasnMM0A0ShjaJUKBROYlk3iAJrm0QKGQ5NwtBCknzC8BD7Fv42uXzE1raVJY48RElDlkzCyCOOfURRJ4pcxmqfY2Pz94giD8ddRRJzmLkDhIFFJBdwvS2i2EtsQ6KMsh18G0U+QWiRyx2h2Wxy5swZut0ukMQ0PP3001QqFZaWljh//jyWZSGKYpYbWalUUBSFzc1NXNflM5/5DJqmIYoy01O/yPr617HtFSCmVvs0M9O/hGHsRxDE7fabBzjWCifp98/i+30UpYgf9LCsHq1WzPXrf8LU1BQHDx7cVt2bFAtP0Gq9grDdEhNFDro+RxwHDIfXKRafzeaepKjjAPPzv06r/RqOs0op9wy12kuY5gFu377NuXPnsO2EHDEMg6NHD5PLH8U0DiREFQJh5DAcLjMYtND1Gbq9dxAEBU2bSOxfcoEwtHDdLWS5Rn+wjCSNEQR7n4eTfeOytvZv6PVOI4oaUezT67/L7Mx/eRfRtBNxHLO19cfYzjI58zCCION5bVrtVygUjpPPH93zeaPRTXq90+jaTJZXYtsrNJvfplR6BknS93zeg0IU1czq92HFj+3KtdfguX//fiYmJvB9f5dcf+dgtrS0xLlz55icnNw1SO8VKFqpVLBtO8sJSetSwzAkjmOGwyHtdvt9B737ET5ra2v0ej2KxSILCwuZtadcLvPEE0+wtbWFbdsZMTQ1NcUnP5kwdIuLi9y6dYtWq7UnMbS4uIjv+ziOw2g0Ynx8nMnJSer1OrOzs1mTkOd5+L6fNf9IkpQNnSkpEMcxmqZldqY0l8XzvGw73plF0ev1sqyTdD/5vk8ul7urgvl+uSN37sNGo4HjOBw9evSe9pQ7rTk/jFVo57EmCEJmUYrjmMuXL+/a//v37+ftt99mNBrhOE6myMnn89Trdc6ePXsXIXEvG9Gd3ztV1qTHSUqo7UXq7CQGy+Vypi5qtVrZfk+rku+1TT4oqfFBq6J/VLXlj/DRxdTBEu0Ni42bXYYdF1EUOPj0GLOPVbD7PrIiMjZfQFZE3vnmEp1NCz2vsHmzx7U36+TKKrmyTmnc4NRLs8wdq9DesOhsJtXJztCnWNOpzuRYvtDCHngouoTd9wmjmLFpk8mDJUI/orEyYPlii6PPT+35WSVZZN+pGpe/v0GnPkKSRaIQpg4UcaykuSdf1alOm+RKGn1RoF+a4OTXDhE7DtYbb+CcPw+KivnUk5jPPYcgxEneyZ//RpJ5MvssHP4CmNs3Clf+E1z6fehvQOf2NlmigKQm1p3cOOQnwWpCFCYKlcBNfi+byPlx5tsrRAc+w7dlnb7Xp6gVQYCBNyCv5FFEhY7b4bPjn+WTM59k3Bznz5f/nLfrbxPFEZqssT+3n186+kvc7t1ma7TF81PPM/AGbNlb9Dt9YmIOlg/y3NRzfOPqN7jVu8V8YR4BgeXBMr97/Xf5tVP/Nd/Y7ND1Aw6bGnYY8UcNi4oiUS2aiIJALidy3XK5NLSzyuI5XeWfHpji1sjF2yZcirJE3fV5p2fRDgLmdY1niyb5+wzoHyvmuFV1eKNrsekGWEGIFUQMgghinz+wbM4NR3y6nAdBoKbIHDJUWn6IKMCMrrBfV1lxfM4PbF7rDOn6AdOawpfGSjxRMDlk6hwy9ezeAMAKQn5/q8MojDiWSywJa67PO32LkizR8H1MSWUURHyvO8SOYv7tRotzgxG9IHlvgLwkctBUOd23WXF81t0eThgxrav8s6U6PzNW4gt7NPpcHzm82x8xrynZ9lm2Pf6k1ee5Uu6eobRuFHHFchhT5CxIt6zIbLg+S7Z3TxKl4fnYUcSC/J5Sp6YkIbotP3gUBPsIAJTLz2NZN+n1z+K4PoIgMzX5VUrl5/G9BqJkUMgnlfGLi/8C215Cliu0Bz9gY/P30bUpVG2cnHmQ2dlfo1p9kZG9xGh0G0nK4fttcuYhYqDT+S6e10KScrjeFhBimocpFp8gCl16/TOY7YNMTHxpz88qSSbV6ots1v/jNgGjACKl0tNJG0tkb2eEHEFVxxiNQFFrHDzwTwiC4XaA7gUkSadUepZy+WOEYczNmzdZXv4zwjBkdnaWI0eOZIuyFy9e5OrVq/T7fXq9IiBQKAwpllRqtS612iSaOobntbE2dOqbIlGsksuNIB6j33+a1dUcTz89gSioiapCrWDbq/jxEFVJ6qWDoE+t+iJjY59D16fY2voTer13QIgRBQWzcIpi6Sms4TU8r8FY7SU8v7Wdg5KEzRbyj1HIP8v3vneaTqeTFV5sbW1x+vRpnn32Wc6ePUsQBIyNjeG6Lqurq+TzeUzTzBa6m80mW1tbzM/PAwmZdeDAf8NodIuYpEpZlvP0ej1WV1dxHIdKpcLc3Fy2kLsXKuXnGI2W6PXexXU3GNkBW1tVPLeMJA05f/486+vr7N+/H0EQMM3jGPoBgqCLIIjbqph92PYKS0tb1Ot/mpVBHDt2jMnJSfL5o+TzR3ed+1PVehiGTGw37XU6HW7e7LGwL8mS0fVZHNehXj+H7agsLV5hYmJIsehm6iRZLmEYCwwG5xmN1mi3uzi2hG0fZnXlNU6cOMHBgwfvOvcPh1fpD85jGPsywmk0WqTZ/DOKxScRxb0toOF2zo6qTCAIydivqlU8q4FtL9+TRPG8ZpKnsyPwVVGq2/XhHSTp3uUAPy34sSpRHqRONh1a00aTdIj0PC8jQE6dOpURGzuVAKdOnSKKIhYXFzO5WRoG+zD5EvcjfK5fv06lUmF2djZrD0ntLZ/4xCf2VALA3cP1zuE2HX6bzSbdbjfLVhkOhxQKBfL5fGbNSfNQUitRPp9nZmYGx3Eylc1OAiFtCwKo1+u7tvudWRQ7P2/6s0OHDu2qYH6Q3BFg1+/6/X5GABiGcU97zc72m8XFRc6ePZvVBu8k2t6PWNl5rF25cgVd11lYWEAQBDqdDtevX6derzMzM8Pk5CQHDhzg+vXraJqWKXKazSb1ep12u73nPttLKbHz2N25Tcrlcna83ovUKZfLmfVK13VmZ2e5fft2tp9zuRxLS0t0u917kiIflNT4oFXRP2zF9CN89CEpIidfmmXmaJlRP1F4VGdySPLuwW7taofu1ojqtInvRbgjH0GAKIwpVDU6mxbX36rz5Bfm2Pd4jeULLVwrYPJAkQNPjiOrEnEUs369izsKiOKYQllj5kglqYpVRDRTprE8YGJ/EdcKMEsq+Yq268Zk7lgFWRFZu95l0LIpT5rU5vP0GzayOmB8Xz6zlYiSQOBFEINoGBRefpnCyy/v3gAXfy/5JxsgynDpP0BnET7134LThWvfSgiR0AVRAYREbSJpYG1tW3xmoLsIVishWBQzSeMtzEBlAdq3mEfi+ann+d7a9/AjH0mQGPpDylqZlcEKB0oHeHHuRQRB4GjlKEcrR/mb/t/kdv82AgL7i/vRJI2m3UREZMwcww1dLrUu0bSblLQSJ2onaNpNVoerzBfm0eXk+revsI+VwQrfbSyy5RkcMTUkQUAUBExRxAoTIqOkSIgk9b1nB/a2vUfloKGhiSI5SeR0Z8g3Gz1kAS4MbOwoJi+JRAx4p2/wX82N35NIUUSBvz5d48VKgRXb4z9sdagEIVVV4ebIYcNJFBSvdYbb7ylQkCVkUeCQoaFLImuuTxDHvNO3yElJxe41y2HD9fn5iQqbrk8nCDhoaLxQzlOUJdZcn4YbsGAo2+ddmFIVbtgun68WebdvcdlyuDlyGYURTxYMaorMu/0RuihgR0mIalGWmFQVDhgRhiRkjUPTmkLdC/j9rS4LhsZjud2rfQ0vwN9uMUpRVSTafkDHDzCkvYcPCQFdFOkGQfazOI4BAf0+1coVRUYVBKwwyt6zF4Tkty1Jj/AIkFhA5ub+FtXRTTyviaJUyeWOIIq7x4xW61VsZ4Vc7mgSKhkOAIEojtD1OQbDq2xtfZOZmb/OWG2NVutV/KBPufwcY2Of336VkG73XYKwB8To+hzl0jMIJLYWWcrRH1xEFJ/JyigKhcKuc//Y2MvIcoFu9y0GwxZReBRNfQZFeR1FPks+fyKzOQiCTBQm1ndZzjMx8aW7CJoLF85w9epVFEVBFEUuXLhAr9fjk5/8JP1+nxs3bqAoCmEYIggqtm3iujksawrfP40gvIVpFllfC1hfP4JlFVBVmU4bCoUqudzYtn3/SUrl5+h230jahkSJMBwhCPJ2zsZjVKvJub9QOEmhcJIgGGQ2KNM8CCjo2ieQZQHTLBBFNv3+BTy/hapUKBQep9kc0Ol0qFarmYUnnQ1u376NbduMj49nyntFUbI2Vk1LrrNhGGbW+Uqlsv1aGp43we3bt+n33wSSuIdUjR7HMevr67zwwgvZPHAnRFFjbvavUat+kuFwk3ffvU7gm+i6TqvVyppZb926lSljyuUnGRu7hmkmNcWOs0anW6W+2UVRTDRNo16vMxgMOHHiRKbcHxsbY2FhAU3T6Ha7WJbF2NhYds9dLBbpdDoY+kv4wZ8zHF6h2Wpi2zKS+Dyqmmd5eZliscbs7C2CwEKSTDR1gtA8iDWcotPRyOeOUalM0+v1OH/+fLa9diKxc4W7FDuKUsXz2wTB4J6qDkFQEUWVMNqp6k1mRfE+ahJFKSMIctaOBBAEPSQ5/2PLbfmw4ceqoXwQif7OwSyt4TVNE1mWM1VGu93m1KlTnDlzhk6nQ6VS4dSpU8zPz1MsFrl06VIWfpqSKGkAbVqfeuXKlfvmc+zMSun3+wwGAxzHwTTNzBIDd2e5PMxwnQ636fCb1iSnga5pDXQQBEiSxHA4zFqC0tpm3/dptRK2uF6v8+STT+4iqxYWFrLtcK/v+iBZFClzvNd+SrfrzgF65+922qHSbZa2NL366qu73menmiJtGIrjmFwulymEHsYu4rpupt7Z2tpiNBoxGo0ypUe9Xs/sQqndaCcJcOc+u3TpEqZp3tPCpKpqlqmTNgwNBoM9SZ2dpN5OoiUl7gqF7ZXa7Wye9yNFPiipcS9l14OQVR/keY/w0wVRFKjN5KnN3Psxrp0McqIk4gzdxFpjykRhcmzlywmRcuHVdbYW+wReiCAkJIaeUzAKKp/82mE69RGu5dNYGbB+o4usvEfW+G7IqO/x1h/eJvAjVF1i9rEKR5+bRJTSm2OB6cNlAi+iu2mxud7j9tlmkqeiiJhFhXxFIwwiHCvg4NFKFlZ7F5we3H4V9AoUttUv5hhsXUr+ESdESmEavGGSdyJKSR1NbiwhTEIvqTb2R6Doyf/GMUQetG8kv5NUxMXv83NP/lUOlg9yq3sLERFVVpEFmaJW5ETtBAV1t7XDVExO1k4CsNRf4o9u/RFrwzVkUebk2Em+cuArPDO5u4GnYTeSv/c7skdiYiQh+en2HI4pihRkgVUnxAkjirLIbdtlyXHxO4nlxJREXq4m4aH/YqXBpusz8H3eHYxwIsiLAlO6ynPFHKf7Fv++LvPpSoF9hroroDZF3Qt4pTXg3HDE6Z5FVZFZtF2GYYQVRrhRTNfzyeUNSrLEqusxqapseAFBHFORJcZUhVEYsd9IrvEVWeLN3oj/5+ImZUVGFQW+0x7w7zbaHM/rFGSJII5pewGLtseml9g0C9vKks/Vinyn3ecbm232GyqTWkJqaKLAsuNx1NRZczzWXR8NeKGc4/zAZlpTmNIUREFgWlO4NHS4Zjl3kShVJSGCRmGEuX0cd7dJmZJyb1JDFgU+Vc7z9XqbDdfHFEXqXsC4KvN44d4y+kOmxtNFkze6FoYUEMZJTspXJ8qZvecRHgFAFOXtoM67wzpTBMEAtgM7fb9DHPnIUpEocknaUCYYDC+ztvZb9AfniEIHQRQJIxtFqaAoRY4c/h+wrJuE4YBe/yz9/rldmQpB4NBca3H2zHcIggBN0zh8+DAnTpzIwk4FQaJSeYGtrTLXr12g3W4zGn2XfGGD/ft6yHIHw6gRhiOCcMBY8fP3+kpYlsXS0hK5XI5cLsltMgyDzc1Nms0mjuNkbY7pfaIoiiRlBSXarWeIwgaaPmKrXsF1DXw/BpTt++c+kpTcQ6+urnPs2K9QyD+GNbqFgIwoqYiCgqKUKBRO3VUVK8sFisUngERNkhI8kiQxNzfHqVOnqFSe3/WcOO7f8/um95zpvWBappEWKqSK9E6nQxRFLC0toWkaR48eZXJykjfeeIPhcMhoNGJjYyN7TqlUYm5ujuXlZUzTzBT04h7W2F6vz9WrW2xs1FlfH5LPw2jUxPf9rETDtm1mZmaQZZlWa5xyJcBxV4jjEEWpMbKOIssGlUol22dLS0u8+uqr6LqOJEncuHGDs2fPMjExgaIo2TzTarUyd4BhGORyL1KtnmJt7R1u3T5PzjyCoiQWKUmSGAxEROkpPO8yUewhCgaK/DIrKwqyrCLLtcwJsbW1RaPRuItESbJbRMLwvWDmIOiiqmP3rQdOcmWep771h7iIiKKG69XR1EkK+eP3fF4ud5RC4WQS5CzlieLkWjc+/mUk6d62o58m/MSvgDsHM9d1EUUxC2tN/zjr9Trr6+tYlkU+n8eyLC5cuECxWMwUFmmzytmzZzN7S2ql2NzcRNd1FEW5p+UhHZBv377N2toa0XYqf/oZVldXyeVyD9Qc8n7Dbfr7TqeTZZSkZI9hGFn+yuTkJM1mM7PpOI5DHMdZoK3ruhw/fpz5+fkPZKd4GDvI+w3QO3+n6zpBENBsNgnDEFEUM0LF9/1d75MSOKIosra2RhgmHvPBYJCdCFPi5V7KlJ3fw/d9Op0Ow+EQAFEUs6BdQRCQZRnbttm3b98ucqRer2f10Ok+A7h06RK5XC7bPouLi5klrdfr0Wq1WF5ezvJs0rprIFPZ3Enqpbapnd9fURRu3bqVET1plsr9SJEPSmrcL+Plx/G8R3iEO5GvaIiigO8ECEISfee7IWZRRZJFfCfAHQWsXe2QK2kUazphENNcHXL7fJMTn5xBUkTG5pIbB6Oo0lob0t0aYRZUXDtg1PcgjilPmKiGhDP0WTrfojRuMn3ovb8RZ+hz4/QWg46DO/KRFJE4jnCGPvXbfdyRiSSLjO8rJJXJ94I7SCqJc+Pv/UzRE1uO04PSHCgGeCNw+mB3EoWJpAIxyFryfHM8IVTUfGLnsVrJ4+IwCZ9VdPj+/4xcmOTJw5/nyfGHO/cPvAFfv/p1NoYbTOWm8COf765+F4BfOforux47l59jOj/NymCFfYUkU2B5sMxUbopPjS1w2u5yy3aZ01W6fkAriAiIebUzoCRLxEBOEnkibyCLAi0v4M9afVYcj3XXQ47h3NBhtC2gtKOYZdul54fIokDd9XmzO+RY3uDXZmpUdwztVhDyr1YbXB851BQZURS4aDmowIKp0fUdVFFAk0SWbZdPVQqIrsCnKnkey+k4UcyCrvL/Wq4TsTuMtun5yILAx8s5RmHMou1ywfXpBknbzobr87rjMQpDREEgJiFRvt3s808P5HiqmOPbrQGVHZ9XFpPH/ex4iZws0XB9zg5GXBjYXLEcYmJ6QchTBXPbkhOzF133WM7gibzB2/0RpiTgRyAK8HPjhffNk3m5VsSNI77ftRiGIUdMja9OlJnW7i2dlwSBX5upsd/QONMfoYkCz5ZyfKJ875v2R3iEe0HTJhGENHBTICYmjEbo+jSCIBHHIb7fodt9E02bQjFKhKFDv3+elvEqU5NfRZJ0isWEEJblItbwGra9jKJU8IMeQ2tEY2sf+Xxy72ZZFleuXKFarTIz8x673+/3uXLlSlZKoSgKw8E4a2tNEG4wNtZAFBVKpaepVT91z+/kOA6+72Oa7w2WqerEcRw0TUOSJIIgwHXdLD9EluXt+zeTRmOaYrEIOJRKOmHYzh6XLraGYch3vvMdcrkc+/Z97L45GHvBsizefvvtTPUeBAHXrl1DkqS7ZoharUapVKLdblOtVrcbVbpUq1UOHjzI2toa7XabUqmEZVlZXuSNGzeyBUNd15meniYt47h27RqNRoPBYEAcx2xubmZZgb7v026/952HwyGLi4tMTU3xzDPPZE4ASGw1P/jBD+h0Otk239jYQJIkyuUytm0jyzKiKNLpdNi3bx+DwYCc+V8wOycTRx66vsCtm99DloNd39uyLFRVZWFhIcvwTBdkFUWh1+uxtLS0K0fT8zyuXr3KSy+9hGl+DM8dUSy8R4Akc4jA5MTPk8t9Htdtc/16n5WVLltbq9msOjMzk6l+9srVyeePUygcp98/n1VqC4JMbeyz7xvMOj7+eeI4oNt7mzC0yOceY3LyK6hq7Z7PEUWFudlfwzQOMBheRBINSuVnKX8Iq4h/XPiJkyg7B7MgCBiNRhSLRcrlcjYUuq6LZVkPZFu4c9BL22v2svfstKmUSiVGoxH1eh1JkrZPZmSDdaoceBCLyfsFnSqKgmVZGVGQIh3EJUnKSCVJklAUhcFgkGW/AJlS5ZVXXuGv/JW/8oHUAA9jB3m/ATr9HSQKGUVRsvDdlBzaS2GREgRLS0sZgbLzxNRqtXBdl5mZmXuSPDu/h+u6hGFIs9nMmpRkWcYwjIyhLhQK+L6/6zuePXuWdru9Z1PSzmyTa9eusbm5yfj4OL1ej0ajQRiGWcW0qqoEQZBtw/sRHTvtTN///vczZj4IAobDIbOzs/clRT4oqfGgVrsf1fMe4RHuRG0uz9ThEhvXuwR+ROjHCAIUqjruyMfqeWimjGsHGPlE0isrAnpeobE0IHohytQkANXpHCdenOX22QajvodqyJglFVES0MzkMmcUVOyhz/r1Dv2WTXttiJ5XMQsKVtfFd0IkRUTVZSJDQhA9tJzM/PEqUwdLe9qSdsEcSwiU4RZU80AMjavQWYIrfwiTJ0FUYfHVhHDZbnogjpKMlPJCQrCYVeg7yfP1ynY+yvZ1QtYT64/dgbO/A/PPJ2TL+yTz78T1znU2hhscLB1EEt8bui82L/KlfV+ipL3396xKKl87/DV+9/rvsjJYISZmKjfF1w5/jXE9x6/NSPzvm20WRy5XRg6KIPCZaoFhENL0QkIinsibWfNLTZXZ8gKuWy5hHHNp6DAKo0TRQtL8ogkCTT+gIIk8WTAYU+Usb+Rvzb5HYl0c2tyy3Swk9Rkhx5bbpR9GtH2fIAZdFMhLIk4UE8UxMYkN5nj+PeXFibzBHza6TEYxipjYVqwo4jEzaVdbcVyGQURBkijKMkdMlWuWjRNGGKKIIr6n0/lOd8hn+xZPFXNMaQorjs+Cnhy/q47PhKpw0EzULE4YcXZgU5QlTuQ0rlgOq46HKYpUVZmiLHE8f7fUWhEFfn12jCO5IecHI0xJ4rlSjmeK778yqIgCPzdR4XO1IqMwoqrIeyp87kROkvjSWIkv/ZBtPI/wCIXC4xSLT9LrnyEMbOLIRRBlNG2awO/i+S0UuUQQDjPLgCTpKHKJfv8cU5Nf3fV6+fxxZmZ+hWbz23h+Z5tUmUGW92cK8nw+z2g0ytTmrVaLXC6HrutYlpURKKqqbi9cPYGiROxbOMLk1CFy5qF75k2kr2+aJsPhMJtdtra26PV6XLx4kYmJCQRB4Pbt27ium9nu4zhmMBhQKpUyEsZ1E8tFWgyRPlaSpEztcebMmUxh8TBVs5ubm/T7/ezzpJ9heXmZY8eOZdsLEnX5U089xZkzZ2i32wBZWUahUOCZZ57h3Llz2001jSxGIS3FiOOY6enpTEWSy+VoNBo0Go2MQAmC3QSGKIoMh0MMI1GHmKaZqVKeeuqp7HEbGxt0u13Gx8cRRZG5uTmuXLmC67qMRiOiKEKW5awoIyWhVNWkkD+Yvc7k5CTXr18nn89n4bhpzkvqjkjtSelnSmfV1LaVLoDfvHmTI0eOMDY2RqFQ2JUlk+ZqlstVVHWKTmeV5eUlTNNkfHw8i3ZIjz/DMLLMlZ2QJI35ub9Fu/06Q+sKspSnXP4YhcLj77vvRVFjauqvMDb2eaLI2bbqvL8d8172tUdI8BMnUe600qSr+KPRiG63S6lUQpKkXazf/WwLdw56KfFwpxIgVbfsVGGkUjRJkrL3Sk9SpVKJl1566YG+0/2CTs+dO0cQBJl9RRTFTK2RkgipCkfTNAaDwXaytbiLQEllZZ1O576Wk/vhYewg7zdA38++cunSpewkduf77GzLSX+XEg5RFGVVxykTvhfJs/N7pO+dNisVi0Ucx8m2706y4V77bGdT0k4fba/Xy3yb1Wo1yzRJq7AFQcisPVeuXGH//v0ZUXft2rXse01NTe0iOnZasdJwrdTTeWdN98Psk/vhg7bhPGrReYQfBSRJ5NSLs4zPF+g1bGaP+vQaI3wnxHdDZo9W0HIyt043dgW7RWGMZoh73jhOHyoxsa+AM/DwvYgLr60x6rm7HhOFEevXuwiiQBzFBH6EJAkEfkTgRSi6lL2PpEioCpTsM4wvXYf+PjjwUmK92QuKDsd/Dt7910kDj9WE3irkJmDrKlz940RR4vQSG49RSUgTQUw8MYoB5bkkTyU/sR0qm6hpEERQcqAVE4tP6CfkzJ//j4kFqHYwCbAdO/K+297bJmTEHbWGiqjgBA5eeHdF5P7Sfv7hU/+Qpf4SAAvFBQw5uZ4ezen89wem+ONGj+Fmm5M5A3W7Wqbu+LzZt+iHAbXtW41o+xo2rclc6zi4cYQokGSnxAmR4kQxEZCTJeZ0lbwsMaHKnO2PeEXv82bPou0HhCRqlDQkNSeJTKoKw5GDJIgcycm0vICuHzKvy9wYuUxpKk/kd1tXPlMtcK4/4nudAU4UY4oC85qa1e32gxCRmEgAXRIIgSAGVRJY0BS6QcQwjHCiiEXb47fWWxw2db48VuT/sVjndN8CBOZ1hb82XcuCWG/aLk4UcVDVKMkSbgy3Ry7XLIenpaTm+YC+9+piTv7hSI2cJD1wC9IjPMKPEpKkMTf3Nyn2n8B2VvG8Nra9TBgOCSOoVT+NIMq0mq/sel4U+7tqeFMkjTAfp1R6GtftYtsx16+9TRz7ux4XBAG3b9/O/tv3fSRJyhTPqdIhiiIkScb386ysmGxsNKjVIvbv379LabITmqZx7Ngxzp49m+VqDAYDCoUCGxsbXL58GUEQcBwnI0NSC38cx6iqmv08n8/T7/ez2SW18u8kBFqtFt/+9rcJw5CxsTEOHz58l/VjLyR5LLsrpVOFTDp/7MTk5CQvv/xyRqLUarUsp2RqaoqxsTEuXLiA7/tMTU1lKoper8fa2hqe52WzVzq/FItFbt26lc0EaRlIuo/S7VkqlbLF2DS0dnl5Gdu2CcMQ3/czgkZVVXK5HJ1OB1mWGRsbYzQaYds21WqVZrNJsVhkamp3yPzRo0ep1+vcunUrWwxNZ05IFC+pwjyNX0j/f6p4SY+fVqvF22+/zZe+9CWOHj3Kq6++yupqojKpVqs8//zz2Xy7tbWVtbyqqkoYhpniZW5ujsceeywjYO6ELBcSUoMPRmrIcg7IfaDnPsLd+ImTKLB7MNsro2NxcfEulcD9Vuh3Pm9jYyN7rXSoT9Ut3W4XWZYZDAZZtoXneRlBAexSF/zBH/xBlsny1FNP3ZUbsvP97xV0mtYlpycyVVUz61AURdngn3ongewElgY4pSfyVD53p+XkQXNEHtYOcr8Beqeq4k77iq7r2La95/vs37+ft956a9dr7WTIVVXNTiY7CbDXX389y8GRJAnbtqlUKtl+hWR1ILXOtNvtLKB3bGzsLmIi3Wdpvk6qPtr5uVNVTXqxTVcvIGHZB4NBVpfc7Xb5/ve/z6lTp7JjKcWd/52SQIZhMD8/T7fbpdVqZReYO2u6H3SfPMIj/GWGpIjMHC4zc7gMJJXDw46bZJGUVPpNh/XrXXpbNrmSiueG+G7AoafH75lLYg88rryxSbc+YtRzsXoegiSQL2nYQx/PiQi8gDhK7EMxEAURiiYRhhHhIEIxJEI/wjAFtPYZ8ue+DspaEhQ7eQq+8j8l1py9sPBxMGuw/Dq88xtJNsr4Mdg8nyhGPCshQiQtUZwYFdi6CHY3IUcOvJQoWSI3ebyztp2bIiR2nzgEYogiGKxD6xrkp2Hpe9C8Dp/6b6Cyb+/Pln7EwgIFtcDWaIsJc4Iojti0NjlaOUrN2Fvaq8s6j1X3zjlQRZGaKqOLIjsiaTBlkZoi0/EjTNdHF0Xqns+kpvC1ySpnBzbr2xxXEIO6vUv9GBQBTub198JTY7g1cvifbm1Q95M8kyhO7C5FWWJSU3i7Z7HlB5iSRN8PCeOYnCxhxDCuyRzLGXx1osyEtntFOYhjQkASRQwhRt7OJAliuGY5uFFEKwipKTJRHOOFEYKQqFw6QcQwilAEkAWBvCjQ9AK+1ezRD0JUEY6YOjHJef/NnsWUJjOjqVnVshdGqJLIUwWDURhmwbHfbvfphyG/NFm9Z+POIzzChxGSpFOpvECFFwAIQxfPqyOKxnYbzk263Xew7WVUdYwgGBBHHuU7cjt2otcbce7clawUYTQaJfla+fyufMH0/hPI8lKCIMhsHOnPGo0GW1tbiKKIKIrMzs7yMz/zM1l23Z04cOAA+XyexcVFTp8+TalUolqtsrm5iaZpGaEgimJ2b5q2gPq+z4EDB+j3+8iyjKIo2SLrTtsPkKmkDcPANE1u3bpFs9nkxRdfzBT090K1Wk0sS8MhuVyOKIoYDAbMzc1l9+x3QlXVu8iHFGkJgizLGfGQPscwDIbDYaauTxU3TzzxBGtrawwGA4CMlIjjmDiOEUWRqamp7N46VfWsr69nGSQpAWMYBoZhsLq6ymg0QtM0RqNRtmCakiuTk5OcPHnyLhIsbXJN93HqQgjDMFOZD4dD8vk8URRlJFQaC5C6BXYuel+7di2bg8bH37P2Li0tYRjGLmFAGIbIsszc3Byu62bHwtWrV7Ftm8cffxxZ/ksxpj/CPfCXbu/sNRQ+rG1hZ0YGJGTDtWvXsjrfVDrX7XazQTUdgNOTaLfbzeqE8/k8ly5dwnEcFEVha2uL1dVVvvrVr96XSNm/fz9XrlzJTnq+72fBuWnuSxzH5PP57KQvimJ2ctm3b19mUdnY2KDVamV/yOlnS1nQD1I7++PIuNiLmElPZnu9T6lU4uTJk9i2Tb/f3yVzlGWZWq22K9TXsix6vV722J25NYuLi5k3M5XfybLMvn3JUKFp2q7a7L2Q7vfURzscDrM8nJ1Wm83NzewCl/ok01WCfD7PwsICvV6PM2fOZHXPqSVoeXmZb37zmxw7doxqtUqv12N9fR3P83YFzsqy/MA13Y/wCB92SLJIafy9G7nSuMGJT81w8/QWo76HrEgcenqChZN7D/phEHHxtXVa60MKVR1FE3Esn/aaRehFaKbC+HyexfNNEASMnAyCwKjv4Xsh88crrF3t4tkhmimjB6vM8n0qeRu02YTk2DidkCOf+z/f+4uYNWjeSMgQUYbF70FgQ+VAEiYbx6BoYLfBG7ynRumvw4XfTSw6h7+Q2HzCAK5/K2n4GbVBDJNWn9AFLQ/TT20390wlZMzyG+9LokznpvnCwhf40+U/5Ub3Bggwk5/hKwe/skud8jDYZ2gUZZEtL2BClYmBDdfnY6Ucj5k6b/WTDI6jOZ2fmyhzLGfwd+bG+OdLdVpeQNMPCOOYGIGyBAVFYRhEtLwATRBYcnyGYYgdxVQVibwk0fN96l7IuYGNOXJoeCFTqszjRRMvirk+cvh8rchfm6phykmTTNq0tBOvtYesOR6fLOeQBIEgirlqObxQyiGLAq+2B8hA2w94szdCEQQmFYVQgGXbxQ4iXCGxyhzNGUxrCq93hxDHHDETIsiPYt7pWXxjs8WZgUVRknCjmNsjl9u2yxFTQxMEVmyffYbCoZzGMIz4dqtPRZb52YnyB9ovj/AIHwZIkoZhLGT/bZqHmJn+ZRrNP8HzmkhyjonJr1Apf3zP53uex9tvv02r1coUDCsrK2xtbeH7PoZhMDU1xfXr1xEEIRumB4MBQRBw6NAhFhcXcV0XwzCyZsxyuYyiKHiex/LyMmfPnuXFF1/c8zOkr9tsNhmNRrvminK5TBAEmXLZsqzMOiKKIr1ejwsXLrCwsMDhw4eBhOC5fv06nU4nI1RSRXX6fQAKhUI2k5w4ceK+27lWq3Hs2DGuXr2aRR3UajVOnTr1ULagnahUKtn98k5i5sCBA5TLZVZXV/E8j6mpKU6ePMnY2Bgf+9jHeP3117FtO7PfpAuUqqriOE42D/V6vSyMN10sHo1GWJbF+vp6ZsMpFovMzMxkza7Hjh3jiSeeyJTie4XT3rhxg+FwyIEDB7LMmUajwYEDB7LcSVEUsSyL5eVlRFGkVCoRhiGdTgff97NGzYmJCUzTzFo2Jycns1yc5eVl3n33XVZXV7OF3VarRafTyaxDg8GAsbExarUaruty7do18vk8R468v7r0EX5y+EtHouyFh7Ut3Jn1USqVMtXC8ePH2b9/P6+++iqu61KtVrMw23a7zezsLLOzs9njFxYWWF9fx3Gcux575syZe5IoKZHT7Xaz4TtVuURRRKlUwnVdBoOkRiyVkqUp161WC1mWs7yTs2fP8u6772b1z6kETtd1yuXyQze0fJDt+iDYi5gZGxvj8ccfz+qr73yfEydO0O122dzcZDAY4Louuq4zPz9Pq9Xi2rVrmc8U3pPY3Zlbk/6bnZ2lUqlklWULCwsPpNa487ipVCqsrq5SLpczUsZ13ay9CdhO5c7R7XbxfZ98Ps+BAwcyP2un0yGfz2dKltXV1cwveu7cOYbDYdZmtLq6SrPZzE72D1PT/QiP8FHE1MES4/MFRgMPVZfQzHv70rtbI7pbI0rjBs7Qp9+0CYOIKIqZOVziyHNTrN/ocePdLfS8klh64hhRFEAQOPzMJE+8vEBrNVntKr37W4xbbyGY2+d4qZQEwq68ef8PfeH3YP1d0IuJYiQOYdRMmnkkNSE8equJ+oQ4sePIRvJ434aNc3Doc/D0r0HggttPnud0t/NRIihuK1xS0kMQkrwUq/G+21QQBD4992mOVI6wNFhCFVWOVI7c1ebzMJjTFL48VuKPGz2uWC4CMKkp/NJUhWM5g58ZL2FHuzM4vlAr0nAD3ugNaWwTKXlRYFJTaHohq67PkuMxoymcyOsMgwA7Csltnx/zsowTw7gio4giVUXJ2nMAvDiiLEvMGXtbYvwo5uLQ5k9aPZwoIoxBEpIAWEMSiQX4yniZS0OHF8p57DCiFwTYEZwoGHyqnOd/W2ty1XKoKRKP5Q2OmDrLjossCgz999pzbo1cNtzEXpATRc4MRrhRzGFTY8P1OT9wKMoCNVXiuVIeWRSoiiKjMOLNnsV/MV7akwB6hEf4KCK5/3qeYvEJfL+NLBeQ5Xufn5rNJp1Oh1qtxnA4pNPpZBaVgwcPcvz4ca5du8alS5ey+7FUgSBJEk899RTPP/88W1tbxHHM66+/jqZpmerYMAwcx2FlZeW+n/vcuXNsbW1lC39hGDIajXAcJ1NtpNW5cRxn9nBd1/F9n42NDY4ePcqpU6fwPC+7101JhTiOs8XAndtKFEVGo9EDbdfjx48zPT2dWV8mJyd3ZaE8LGq1GkePHuXatWtYlgWQKU5qtRrHjx8nCAJM08zubY8fP85oNGJlZQXLsjIViWmaWJZFp9Oh3W5TLpcZHx/PSJRUnaJpGmEYks8n4dZpEUdql0nf716zTBAEbG5ucv369UzZkipm0n9HjhyhXq+j6zqe52UlIDMzM8zMzPDmm2/SbrczpUta/5zOeKmCJA3STRdcV1dXieOYWq1Gr9djY2MDXdfJ5/PMzs4iimJm91peXn5Eovwlx4eCRIGHsy3srJ5tNBqZSiCfz2fDe3riShnjlJAoFou72n4AfvM3fzMLEQKyTvROp3PPz5DaQtI/yCAIsmDTarXK+Ph4Fui083fpH7SmaZm16cknn8zIifSPK7X9zM3NUa/XP3Dt7I/aDnI/YmZubm8J/J3PURSFer2O4zjZRWcwGHDy5EkGgwGWZe3ydaa5NaIoMj09vcsb+iCEUrqdz549m6mF0oyTtGo5TSmfmprKLoKu63LkyBFqtRpXrlyh2+3uIj48z6NSqWSkSbfbzWqVU4uSZVmUy+XsotZut5FlmWq1eleOz4MQY4/wCB81SIpIoXq3F/5OREFMFMb0tmwaKwPcUUAcJRLhy69vohc0JvcXMPIKrhUQ+hFEMaIiYuRUJEWiOp2jOr3tF17sgRUkQR3p/BqFSXbJXohjuPUKvP2/JrYdQUwUKIqZ/G6wDuMnoHogCZXVi9DfTIiSOEwIkjhMFCir78Djv5xYeJ77e0kt8ua55DUXPp68/vVvJZXHg82ktSf04NjPPtA2FQSB6fw00/npB3r8nfCjmGXHJYphwUjyQ35mrMSxnMEt20UTBY7nDGpqcouRlyXy7M7gUEWRvzFb44VKjrobUJIlzvQtXukMea5sJtdHx8cJIz5TLbJie3SCkJDkxsWNYkRgRlc5ampctJyMQInjGC8ie/874UYRv7nW4q2exS3bpeUFWEHIs6U8piTgRBHjisKi7dILQo7ltOx6MwhCOn7Is6Ucx/IG/2ypjhNFTGkKG66HG8V8dbzEa50Ba47PjKaw6rjEQEmRGUUhbhQhxkISnjtW4ubIpesH5GUxC+GFJCsmuMP++QiP8NMCSdKRpJn3fVyqzm40GmxubmYkRRzHvPPOO5imyezsbLa4laqGFUUhl8shSRKTk5MZOXHu3Lnsvi29r05VJHshjmOuXLnC6dOns1yPVKGQhsemg3baWrPT/m1ZVqasXl1d5eTJk6iqyvPPP8+VK1cyW9HCwgKWZXHr1q3svjgIAqIouqfN6E6kC4Rpre/DIlXqQ6JCkSSJkydPMjU1lZEIU1NT2f3rzladFIqi8Nxzz7F//34sy8IwDBYXF1leXmbfvn1EUUSn0yGOYw4dOkSr1dplrU8VPJVKhWKxSKvVygiUdF/dK7/G8zzeeust1tbWsoZU13WZm5vLck9M06TdbuN5HuPj49m537ZtHMfh0KFDTExM8L3vfY84jrM5JY5jDh8+zPXr15M2oO2fw3tEXKq2T5uLGo1GNnPsVMukuZCP8JcbHxoS5WFQKpVYWlqiXq9nto8wDFlfX+eVV17hs5/9LJOTk1mLjOu6WWjTToY3RaVSyYKAUiWK7/v3PAn1ej0uXbrEaDTKhnEgG64Nw2A0GuF5HgsLC2iaxltvvZW9bkqmlMvl7A/wXuQEwCuvvHLf4NIfF/bKr9nZOvMw2Pmcs2fP4jhOpghJ95Vpmrvkcnfm1uwkLB6UUNqrHjkMw2y/pM/fmVuSXhxSwiMludLXScOm0m3y9ttvc+nSJVzXzexkhmGwsrKSBVJVKhWmp6ez4zC9EHwQYuwRHuGnEaVxA82QWL3SIfBCJFkgZT98N+T22QZTB4sc/tgkt043EEWQVQkEqE7nqc7cEbZ25IuwfgYGG6AVEjuNP0pUHxd+D/a/CPkddcbN63D26wlBohhJ0KwVJNkmuTAhU6IwUaE89pWEGPnm/yl5rmwmH9XtJ2Gygf2eyiQ/Dh/79YQoEaWk/ri/Djf+FG78OaT1vGoOWrcSC5D047u0rzoev73e4radEANzusqvTlU5ktM5YGocMB98VVMSBOY0lThOMkUuDW2KksiG6zMMQnKShE2SHfJitcjSeotVJ8kzsMNE6TGlKny+VmLJ8bhqORRlia4fMqnJPF/au4b3dH/EdzsDyrLIyZzOhdjhtuPRC/uYksiMpvJsKUfbDxAFCGOQt7kNL4pRBAFNFJnRVf7+/Dh/1Oix6XqY2y02B0yNP2/1ebtvEcdghRGmKGCKAleGLh0/REDgpu2x39SoqTJOFNILIs72Rxw0VERBoBtEfLpSuEuF4kcxt22XII7ZZ6iPQmIf4acatVoNWZZZW1vbRV6Ioojruly+fJkvfvGLHDt2jJs3b2YLofBeQOpOHDlyhEajwXA4zPJJUrLi0qVLd4XMbm5ucvHixYyYSXP6UpVxGh7a7/c5ceIEiqLwp3/6p0Cy0Je2cYZhuKuxplgs8vzzz2chqpIk0el0uHHjBjdv3szuDzVNy+z+e9lWflRotVqcPn16F4ny9NNPU61WGRsbu2s73g+SJFEqlbL5qNFooOs6/X4fz/MyWw8kCvezZ89m7+v7PpqmUSwWOXLkCN1ul2aziaqq2LZ930XblZUVlpaSZpzp6Wk2NzczkkZRFCqVCrOzs9ki+c5g+zAMswDgqampjOSyLAtd1zl06BCFQoEwDFlbWwPI5ktZlmk0GllWT7vdplKpkMvlCMMQ27bZ2NjIFoFd1+Wxx+7OIQuCIMsITTNuHuEnh48kibJ//37OnTuX/cGJopilX29ubmZBnWk7T6FQyGwne5EPTz31FKurq7Tb7UxapyhKlmVy53C7uLiYnch1Xc9q1ERRZHJyMlOe7Nu3jxMnTnDp0iVEUcxOnukAHYbhrtfei5xI2c+duPO/fxzYST48bKDtvV4vJWQ2NjYAspDYVMpXr9d54YUXuH37NktLS7RarSzVO5/Pc/jw4V0tTw+S8ZIqhjRNQ1VVdF2n3W5nwVspIbW4uHjfEN69SK5arcb58+cBsnDdKIooFos0Go1MHpjafGZnZzNWvtvt7jq29voe9yKxHuERfhqhGjIzRyusXG4T+vE23yBhFlUCL8QeeFhdjxOfmkFSRJorQ6IwolgzOPr8JJpxx+Xw5C9C+zbc+JPEJuM7Sd6JYsL5b8DGGfjkP4HcdkZL/UKScTJ5CurnE/WJaibEiKwlZIi8vSrnWVCa3bbwjMDtJfkpopYQLbmxhCzZCWXHip5eTkJpa4cS8kQrgFaCrUvQvJrUKf8YEEQxv73e4opls8/QEIHblsP/e2Urqd019YcKQX2jO+Q/bnVpej6KILBou1hhRECMEAvExIRxQpj87dkxqorEv1zZYs3x0SWRKU1hyXG5ZNn83dlxvtMZsOH6nCgbfK5WZG6Pdps4jvmjrS6XLQdDFJAFAXX7nL7h+sxrCk4Y8Uq7z9cmKszrKjdGLtOagh/HbHk+n60UM5XLEwWTEzmDThCQkyT6Qcg/W6rTD0OeyJtseh51N0AWktBZRRSQAIGYQRhyY5SoXbwoJoxjVrbJoP2GxmerBT5eznPNcshJIjOawobr81vrLW7ZLlEcM6Up/PJUlScK719x/AiP8FGEaZosLCxk994pSZLL5bIcu8FgwPPPP4+maZltp1Kp8MQTT2QqhhRPPfUU3W6XW7duMRqN8H2fXC6HKIqcO3eOjY0NPvWpT2Uqi42NDcIwZGJigq2trWzQ3jkrpJkmqbohXTDbmXeSZurdmU+yc1DWdR3TNBkbG8taezRNY2Njg3a7/VBExsMgCAJOnz6dLfpBQnx873vf47nnnmNsbOyBQ1DjOObWrVtcvnw5yz5pt9vZAmL6mPR9P/7xj5PL5XjjjTcyYiutTB4fH+eFF17g1q1bDAYDpqenOXLkyJ7KnCiKuHjxIltbWxnZlbbv9Pt9yuUynudx8+ZNjh07RrFYzJp90vDhnVXQ8/PzzMzMYNs2mqYxHA757ne/i+/7TE9P0+/3MzLPsqwshDa196f5OXEcZwqfer2eNS7Nzs7SaDTQNI1CoUC32+Wdd97JCJ5SqcRTTz21Zx3yI/zF4CNJopRKJSYnJ2k2mwRBgGEYmecwDXl9mDyQ+fl5vvrVr/Lmm29mCctjY2PU63W+//3v30Uc9Ho9yuUy/X4/+8NJGdVUGZOqFebm5rI/uFarlaU9+76f+SD3ImpSLC4u7gou/YvKz7gzPyQNTO33+xw7duyhBvo7CZk0RyZVhaR+z/RC9/LLL/POO+9w4cIFPM+jWCwiyzKLi4ucOnUqS2d/P2Jhp2IoVQGlMtCdAbfwYCG8d5JcZ8+epdfrMTc3l22ja9euZQx12mOfNkTdvn07u3imJ0zLsjhx4gRzc3O7jtVqtcqFCxd+ZCTWIzzCRwGzRyvU5ou0VgdIioiRU4jCGEEUkFWJwAtorQ2Z2Fdg/6kxREkgV1IR9xr8VRNe/h/g8V+Bt/8VNK/B7HMgionapHEFrn0T8pOJlaa7kohCqgeS4NfuchIaGwWgFpNAWLubBMIuvw61wzD3sYSoGW6CayWPJYbWDTj7O3DyawkBcyfsdmIDmn4iUbqksOoPlIvyQbHieCzaLvsMDVNKMjvaQciZoc2a7fJY3uCvTlU59QAD/Yrj8e822nhxxH5Dw44i3h2MaHo++3QVXZYY+AF2FHHbdnm9O8SQJI7lDJ7Im0xqCrIo0PICXmsPMCWRQ6bGC6UcjxdM9HuQOZcth3ODEWEUU1QkBmHEquMhCHAir/NipcAgCHmjZ/FsKcevz47xu/UO1y2bCHipWuAXJ3erUGVRYFxNBp1X2wPWHZc5XUUSBA6aKtcsh6uWwzCMyEliZjuKIrg4dChJItO6wsm8gRWEXB95lBSJQ6bGP1/eSgJ2RYHHCwZtP+TdvsWkplCVFTY8j9/ZaLOgq5SVj+Qt3SM8wvviwIEDXLlyhUajkVXjBkGQNad4nsfW1hYLCwscO3YMSZIoFAp7Kjc0TeMLX/gCjUaDN998k16vx8zMTBbs2mg0uHbtGrquZwN4HMeMj49nipO0ASglWtLCg6WlJcrlMrOzs3S73cySky4I1ut1Lly4wPHjx3c13qRI22dmZmZ2kRZptsiPC+12m06nQ7VaRZZlXNfFsiw2NjbodrtMTk4+8EDfarU4d+4ckDQG+b7P6upq1rKZElBps+bS0hKqqjI5Ocn8/HxGSg2HQ65fv86xY8eyRfDp6el7kjnpPXyq3kkzDtMogH379mHbNrdv32Zubo7nnnuOCxcu0Gw2gUShdGd4b1o+ArC6uspwOMwaeGq1GvV6PZvt0oVaSFQtaeZKqVRiYmIiI1ZyuRzlcpnXXnstU8ikpMzGxgbFYjFbbH333Xd5+eWXf6hcm0f44PjIXnEnJye5fft2xiBD4mdTVRVFUbIBNx1832/wnJ+fz5jSO5twLl26hGma2eulFclzc3M0m0263S5BEGRkSkoM1Ot1XnnlFQ4fPowsyxw9epRms0mj0cjyOJaWluh2u/ccjtMh+oMEy/4w2Pm+juOwtrbGcDhkNBrRaDQ4d+4cn/3sZ+8ZvLsTdxIyhmFw4cIFut0upVIpU28EQcCrr75KqVTCsiwqlUpGUKRe0jNnzmSWovcjctJVi9RjmRJbmqYxNzeX2YhSQurUqVOcOXMmq7k+derUfV+/Xq9nqd6aplEul5mcnKTVaiFJEuVyOfPodrtdRFHEMIzsO01MTFCv1wHuIkxs28a27UxSmlqOHoXPPsJPM/IVjQOP17A6Ds7AwwoSVZ9myuimzLU363h2gCAKFMcMTr00uzeBkkKUYGI7wLU0nxAokKhGvBGc+S1Ia4EDJwmetcYhN5FYbkI/yTix6hCMEiWK3YHIh/YNWPgEuINE4bJ5PnmN6gHIjcOVP0wUJnvlnBiVRMVid94jUTwr+Vzmj2klMoq5OUryQwxJRBfg0tBm0/UIo5gtL2Cp2efcwOb/emSWk+9DpFy1HLo78kYUUaIkJ/XEMWCFIQVFRhcj/nOzx/WRyyAIWXZcPlHOZ9khhijw3YHNputTUmQkAZ4smPyd2TF0SeR0f8S5QTJcPF4wuTVy0GWJohJyy/YI4phBGCELUNweWgqyxKrjs+Z4PFYtMqMp3Bg5xFHMquNzc+TyVHHv73fbdrg58lhyPEQExlSZcVVmSlWIBYEFXSUvi7hRzK2RiygkYbMHcxqiIFBQZJ4sSpwd2PzbjTYFWWTBUBiFEd9s9liyPXRBYMP1MSWRo6ZG3fO5PnJ5rvSRvaV7hEe4L6rVKocPH2Y4HGLbNoPBIMvGUFWV06dPZ20r1WqV559//r7WF0mSGB8fRxRFyuVy9tjUqvPuu+9mA3EQBLiuSz6fJ5/PZ+8dRRHD4RDP87Ja3PRn8/Pz+L6PaZrU63UEQaBaraLrOpcuXULX9aypZydM08yqfNNyhTS49l45ID8swjDMVBNpTfPm5ibD4TBr42m322xsbPCzP/uz76uG2drawnXdLD5BkqRdVnbP89B1HVmWuXz5MhsbGziOQ6/X4+DBg9m+SBdPB4NBlikyOzvLc889hyiKrK6usrm5iSAIzMzMsL6+ngXFttttoijC8zxEUdwVIjwYDOj3++zbt49CoZBZpdLcwntVPjcajax1RxAECoUCuq5TKBQoFApZSUXazpNWQ6e5K4ZhMDMzw8bGBqdPn8YwDCqVCq7rcunSJTqdDqqq0u/30TSNsbEx+v0+rVaLmZn3zw56hB89PrJX3P3792e2j511xdVqNQstfdgV/L0IC0gsIWn11vr6eqZ8SQmU9MSdMtQ7fWz9fh94bwj2PI8oiqhWq1kux/2UJXtVCj9ofsYHsYOkz0nZZ8Mw6PV6WJaF7/uZuiIliNJ2oYfZroZhYJpmdsGBRM7Y7/cZjUZMT0+zsbGRMf+6rmfWn3TFYGlpiXPnzmVhYWly9s7v2uv1yOVy2etGUUQURZl6aSchlVbQWZZFPp/HsiwuXLhAsVi8J7lVr9fpdDqYpslgMMhO9Gk4WEoapRfCNL37TkJseXmZOI53qX4WFxczWWAqVS0Wi4/CZx/hpxqCIPDYx6fQ8wrX36ozbDsYRY3pQyWaqwNkSaQ6kyOOYjqbNtffrvPMl/e9f71jeSFRjxSmk0yUwEuUJrkxmDiR/GxQB/9aEiDbuJKoSsrzSfir1QZ9m/iIYujchGEjsQPpJTjzb5LXmHkGxo8mlqHQh6XvwdGfScicnVBzcORLiVqleRUEOclRWfhE0tpzH6w5Hq91BtwcuUxqCi9W8hzL3SMsdxuDIOQ315qcG9isuR43bJd5TWHd9ekHCelRRCIvi9y2Xf7Z0hb/42NzVO6jjEhUfrutp7ogoIkChw2Nhp8EsK66PrO6wrGcxiiMWLJdzg1GTKqJEuWy5TAKQw7n8hRkkatDm99aa3JxaLPf0Lg5coi3s3F+0LUoKiKmKGKIIhExsgCKkETSLNkuqiiQkySCOCYvSfxpq8e3mn3GVAlDEVl1XH5rvcm4OsXsHXYhKww5M7AZhCETUtJEtOokdp4v1QpseAERMYYoEsYheVni05Uc7/ZtvChG257p/ChmFIR4gsCsJrPlBeiiyMAPafsBB7ZzUAZhyKWhzYS2dwPRIzzCTwtEUeTZZ5+lUChw4cIFBoMBhUKBubm5rAElXZRrNptcunSJF1544b7nflEUKRaLbG5uksvlsgW3fr9PsVhkYmICQRAy5Um326XRaGSZhu12O8tGSVUrnU4Hy7L49Kc/jWmanD59OmuVTC0xqfpiLxLFMAwOHTrExYsXaTabWTXv/v37d5Uq7IVOp8OtW7fodDoUi0UOHjz4voTHaDTi7bffZmNjg16vR7vdzuYV13UBsmriZrPJa6+9xle+8pWHVkakhMLY2BjD4ZAgCOj1etRqtUyl0el0WF9f5/DhwxmR4/s+ExMTSJLE1tYWb731FvV6PSM/RFHMSjxUVc3U3+nMlP5LH5uGy6qqyuXLl7l+/Tr5fD7bL++88w6f+cxnMvVJCtu2M3IotWSlDUjHjh2j3W4DZLXHhmFw8OBBlpaWsoV1IGtylWWZUqnEYDDYVYttmiaKouA4DvV6PZsfHuEng48siVIqlXj55ZezzAtIKmMBlpaW7lKTPMgK/l6ERTq03vl6+/btQ5KkzM7h+z7r6+tZ93j6h2oYBr7vZ9ais2fPZsFGKTN6P2XJg9hM9sIHyTTZ+ZxUgXLlyhXCMMzsSmloKiQE0cNu15QMSX2oae1zKoebn5+nWq3iui5ra2t0u12mpqbodDpZwrZpmlnezerqanbSTEOc1tfXWVxcxPf9TNqXy+UyK0+anZO+5vT09F1qmfc7bhYXF4EkGCxlunu9Hrqu89RTT3HhwoW79lm5XGZpaekuQiy9yNfrdVzXzT7nTvY8XRE4duz+A9QjPMJHHbIicejpCQ49PZEM6jGsXGlTv92nNJ6QtYIkkCurdLdsnKGPUXifIfTw56FxNckcUXMw3ErCW1MCBSA/kVQZVw+AN4SxY0leyrVvgt1L1CiykmSrqPnE1qMYcPIXEmvOpf8AU0+8956ikpA1e2VcxTFMHE8Ils5i8hmmnoD9n7pvqGzD8/lfVhosOS4lWeKW7XKxP+KXpqqcLBj3JD2+vR2Sus9QqSkFXmkPODOwibZJEFVIskXykogjimx6PucGNp+p3rsx4mhOpyhLrLo+U6rMZctmyfUYhRF/1hmSEwVCwIoiiCGIISdLHM1pXBo6XBzaFGWJFcdjWlcoyyLfaQ+4YXu4YcRmo4smijye13mhknyOLdfn8tCh6QV0/ICSJFJQZFp+0s6z7Hj0gijhszSVcUXmT1o9irJIVZHZdH28MOKy4/PdzpBfna5ye5RYjTY9HxEYBiFHTI26FxDFEUEEkhTzpbESvSDkP7f63LJdDFHk05U8f3Wqwihs8U5/xJSW0D0bbsC4KrNoe7zRG+FvH8ctz0MTBZwoxhAhL4msOj7TusCRhwj0fYRH+ChCVVVOnTrFqVOnsgW4a9eusbq6mg29qf0iHXj3ao9JIQgCR44codPp0Gg0kGUZy7KyauCd9mvHcSiVSvi+z/j4OKZp4jgOnucxHA4zm346yGuaxuOPP47ruty4cWNXqUXa6LkX4jhmenoa3/eze/HUinI/ZU2v1+P111/PVAytVovNzU2eeOIJJicns/v2O3H16lXW1tao1Wrkcjlu3LiRzTJAli2iqmpGfGxsbNx3BhkfH88UFblcjs3Nzazc4fr166iqmlns09YiwzCo1Wo0m83s3nkwGFAul1EUhRs3btButwmCgIsXLyLLMnNzc8zOzgLJPJKqw23bxjAMNE3LFoC73S62bQNk7Zjnz5/HNE0Mw6Df7xOGIRsbG1l0QKPRYGlpKVuEDYIgq9lOcy0lSeL48eN0Oh2uX7+eNQkdOnSIxx9/HMuy2NzczDJcBoMB+XyeVqu1q7XJsiwURcnyNtMG1zTU9xF+MvjIkiiQDOd31hW/+uqrH9j+shdhkfoq73w93/cplUrMzMxQrVZxHId2u81gMMj+UFVVRVXVuxptLl++nLG491OWpKoQSZLI5XJZf/yDKEo+SKbJnc/RNI3r169nXk5RFLFtexdB9DDbdXV1NasPTr+7bdtZBfXOWuNKpUKz2cwSudvtNrquUy6X2djYoNPpZN3vaWNPPp+nWq1m2SQpI5y2IaXHRdrSk4YRb21tYRjGLvtSt9ul2+1y5cqV7GKxU9VTr9fJ5XKMj49naqR0/8zPz1MsFvdsWkqDpXaSK5qmcf78+SwEazAYEEVRFlicXnBN0/wLaWV6hEf4sEAQEomBKImJ1GBHXXEUxoiigCi9jwoFYPwx+OQ/TpQhg03Y9wlY/N7ux0R+ohjRCmBU32vuKc0lpEvMti1oNiFBpp/a/fqKmdQcm7UkU2XUTFp87iRFfAfOfR1WfpCE0hqVhEw58sX3CJ174K2uxbLjcjynIwoCbc/nex2LS5bDqYLBkwWTr01WsswOSM7D7/QtirJETpJQhZiiLDEIQlQRekGEJAg0PR8/kjBlibwk0g/C+36WBV3llyar/EGjyxtdi2XHoyiL6ILAlhcwimImFAVDFBmGEXXPZ05Xmdc1ghiO5w1MSUSXRHp+yLLjc3Xk4kcJsRPG0A8jrmxbb7Tt0NdV26UoJ0qTRhAyimJmdZUtYqwgIi+LzGoqggBv9Sy8KEYU4Ex/xLrrE8XQD0N+f6vDmCrxzUaPlh9iSInqpOEFfK5aYE5PgmPjKDnOJjSF/z97/xklWZbYd2K/e58NHxlpqyors0xXd5dpPzM90xgMZgYAAQLELBfELklRJM+Se0SzpJYQtTo6R1909EnSkbR7tFrt2aW4u7SgAQmCBAhghhg0emxPT5tqU65NucyqNJHh48Wz9+rDjXidWZVZpt20yf+cmurKzHg28sa7//s3n6uXOVUu8HI/oGpbPF0t4ViSP39gGk8Kzg9CNPD5WpGClJztb+BLQcOxGGSaQMMBx2LWdegkRtXiScnXGpXPRB5KojRvBSHDTLHouyx4+80U+9gd2+03sLNlZfJsuFvmyK04cOAAX/rSl7h69SrD4ZDl5WWuXLmyo8BhoiTwPI9isZhHCNTr9byNRQiRP1NvJ0zm5ua4fPlyrliZlA0cP378tmOJ45hXXnklbyEqFAqcPHmSY8eO3VVNefXqVXq9Xq6eGQ6HeRHD/Pw8i4uLnDlzZkfI7qTVtFQq5SrpQqGww540UUP7vp8XNEwUKnthZmaGM2fOcOHCBS5fvky326VQKGDbdr6AWi6X8/bUwWBAtVrNbVXz8/O4rpsr/CdzgclcRClFGIasra1x4MCBfG7S7XbxPA+lVE6eVKtV+v1+3vgzaQy6fv16ThStrKzQ7/cBY5167bXXcqXKxErVbrcZjUacOHEir03WWmPbdl5SMVHRF4tFFhcXsSyLp556itdee43NTZNlduTIEZRSrK6u4rpuTsalaUq9Xs9V+pPK7QceeOC2YORPI9I0pdlskiQJ9Xr9niu9P2x8+j91b8H7sb/sFkYbBMGu6oHJ9ib78n2f5eVl3nzzzTz7wnXd2xqB7lVZcquSZDKo3Wug626ZJpOU6PPnz++qSrnVdjMZPCbVwoPBgCiK8gyTCUF0r9f1ueeeo91uUy6X80Eiy7I8VHZ7+NYkY6Rer+c5NJ1OJ2fYJ0qNySCrtabZbHLs2DG63W7efFSpVFhfXyfLstw7u50AmcgWJ6nqo9GIlZWVfFATQvBHf/RHORE1UfUkSQIYsmdhYSFXruxWoX2n99eRI0c4d+4c8G7I7eT6TzJVwjBESsmpU6c+E6Gy+61E+7hfzBwqU6q5tDcCynWPLFUE/ZgjZ2bwivc4EZt5wPyZQCs4/zvGRuOUTDjszIOw/AxsnIewa6w6hSnzs5YDXtXkosycgOWfendbC48Ye87b34bBuiFjyvMw2oLv/jdG8bL8jFGvvP1tePNbxlpUXjAEzWu/CdWDZjt3wEac4giBFIJIKV7thwRK4UhwhOCPWuZB8S8d2rmy5UqJ0mbs7aUZI6Wo2BbLBdNc04pTUq2pOzbHCx4pmoN3meAKIfjpRoWTJY+/du4qthCkGtYiU1+fCWOPKdiSQapYjxI8KdiMM35uusZfXZxBCMFL3SH/v5VNXu0HhvDA8GRSClKlaSUZ61HCAV9yKQjxLaMAeXUwYjVKsBC4AoSQHCk6fLFepmJb3IwSLgYhDxd9fnvTNAjVbItUgyUg0Zp/uNrEFjLPdZl2bH5vs8u5QcjT9RJz2ub8IKRuSdaihI044Xc3u9wIE6SA77cH/MmZGldD07Tz+VqRxyslHi77/KMbTRY8h1ApWonCEtCwLTINj5R9Qq1ZCxOmHJtfmPn0j3+tJOUfrDa5OAyJlaZmW/z8TJU/OVO76wRyH59dLCws5Cv7lUqFNE0JgoCTJ0/ecz3s3NxcHpiqtSZJEt56663cwj4YDJifn2d5eZnNzc180WyicrEsC9/3cRyHubm5HVmBhw4dym0d/X4fKWXe/Pm9730v367jOFy6dIl33nmHarVKpVKh3+/z6quvUq1WmZ2dveM59Pt9bNvOFwonz6mTZ/pLly4hpeTxxx/f8TopZf48Owl79X2fRqPBxsYGo9Eof35uNBpore9qMRFC8OCDDzI/P89v/uZv5guBEwXH5Bgty8pJFCFEft+eeuopwCxc/vjHP86f4SfjwKTpaDgc5o2XzWYTz/N44IEHuH79OoPBIJ8jSCmZnp5meXk5L7fY2tpiZmYmbxCa2LEmc4EXX3zxtjyTixcvsrGxweLiIkop1tbWKBaLdDodWq0W58+fz+/xlStXOHHiRG7zWVpaYnFxkZmZGX7wgx/kOZCT9qJCoYBSKlch9Xo9KpUKDz744D29hz/JGAwGvPDCCzSbzXyB/uGHH+bEiRM/8bH/M0eivFf7ywS3NrBcv36dt956Kw+CupUYmexLCEGn06FarTI9PU21Wt1VNXLrRHoyyJ89e3bHhPF+7SW7nceE4Ol0OjkhMgk/3W1btxJQE1tJuVxmdnaWK1euEAQBlmXlDUb3c109z8urnids/IRttW07H1BarVZeST0heiak0vr6+o6atAmTDIbFD8OQMAwRQuTKlSiK8iCw4XBIqVTixIkT+QfgpL7Mtm2uXbvGcDjEdV0qlQqHDh3K7WLbG5JWVlYA8vfZcDjM//2DH/xg11yevZqFkiTJiZiJ37LVajEcDnesbNyaGv5pxAddrb2Pzwb8ssOZryxy6YU1Bq0QaUuWTjV44HPvoRpQa3jnWVh/w4TL3jxrCI0Hfg5O/UfG1tN8E658x2SjtC4b245XNa06tUV4+q+/q1QBQ5o8+p/C4c9DdxVa78Dl78Dqi8bWs/KCIWa++DeMAsUtQ3Hsf68dgo03YO31u5Ioh3xT05sqTTNO6aUpnoB5z80re1/pB/xynOb/FkLwdK3EP1trsRknaA1hpnClZKngcbjg8v32gHaaMe3YpGg+XyvxSOXOOSsTXA8TbkYprhRIDbHWKEBqGGZGyuxbElsItIafm67wK3NT+cPTE9Ui/+uDM/yf31wxrwMYZ5wIQAEv9kY8lGn6qeJowaXm2DxRLSH7AddGMa0kwxFwulTIVTiRUkw7Nr80W+M77T7vBEYh6UrTAjTj2LzQHXKmUnxX1m9bLPkuidZcCiK6SUo7yYi0zX93bYPVKGbGcThT8cm0udbfafeZdmx8SxIpxcUg4q+7c3jSYs51WCq49NIMRwg245ROkrKVZMRas1jw+MZc/bZslk8jfn+zy9l+wNGCR0EatdK/3+xyrOjdNdNnH59dVCoVnnrqKd544w16vV5e4nDy5Mn73pZSirfeeotms0kcx9y4cYNqtcqJEyc4ffo0vu+zsbHB9evX80y8SQ1xEARMTU3x9NNP77DOWJbFE088wfLyMv1+n83NTa5du8aNGzfycNTNzU0+97nPcf36dXzfz19fr9dZX19nY2PjriRKvV7P1RWTBc+Jkr5cLqO15vr165w8eTJXwluWxdLSEq+99hq2bZNlWU68NBoNKpUKV69eJYoiSqUSSimOHDlyz5W7W1tbeWWxUipf8JRSGiLKcXFsJ1fyPPzwwzuec5eWlsiyjLW1tdsyToD8nKampojjmLm5OXzfz3NyJnMfy7I4cOBArujIsgzP8zh9+jSX37nMoN0jJkbakpmZGVzXZXV1lcOHD+/IcqxWq3l706T8QWvNd77zHbrdLpVKhYWFBbIs49q1a7z11lsUi8X82jabTZ555hls286DaCf3aWJ3mlh8Go0Gjz766G3ZLJ82aK154403WF9fz5uher0eb7zxBjMzM3fNAfqw8ZkjUe6n2vhumISNgglWmigRHnnkkXx7zzzzDOfOneONN97I9z9RVOy13wlRc6cJ4/tt5dlOJnU6HeI4zn9p99rWrQTU5Jd7koPy4IMPcu3aNer1+n3XHAN53sdEXjchQia+SCklrutSLpdvI6C239d2u83Gxka+3e1M5UQGKaWkVqvh+35OhEykchNFC7xrp5qE004+hBzHYXZ2lkKhcJtCZNKsNDnOiQ8TDKN6+fLlvJZ68vqVlRWeffbZPAPmVnLgxo0bOwgzIFfhfJbUGO+XPNzHZxeNgyW+8KeOMuzG2I68ew7KXrh5Fl75p4b4WPycseAkQ2PPqRn/NU/+JTj0FPzwvzd5J4tfAMc3DTrd66a5Z/KzEwgBjWNQXYQ3v2msP7PjB/1kBDdfhvXXQWe72HaEUbvcBZ+rlfhxd8ilIKSXZvRSxYJnc7RgxjtHCoJEEd+yra80KrSTjB92BwRpxqzn5CSFFILDvsdp2+LztSKR0lQtyQvdIU9USxTv1H4EvDEcUbGMZWczSZjEzSogVJpAaWbGqpVfnqmxWNiZ/SGE4JmpMr++PM9/eeEqQwWWJidUCuNrZQk4WnCp2JZpTrAtzpQLlCyLrzcqvNofMVSKXprRTzMSpfmpqTIZMOUYYiXRmllbcqTgshGnTLsOgzHRI4Qg05qqY/MnZ6rMuA6/cXOLumPzQNHjZpTwat9UFVvjAF2tTb3yI+UCU65NpjUXhxG/u9HGEoJumnE9jFnyXfpphhDwN5fnOFLwCJXmsO9Ste9uSfikI1KKs/2AGcfO30/znsO5Qchbw2ifRNnHHXHgwAHm5ubyCft7bbFZWVnh1VdfzfM2BoMBWZaxuLiYT2Y///nPc/jwYX7wgx+glGJxcTGvBJ6UANw68ZXSTM6r1SoXLlzI63GBPP9veXl5hyVpO7Zbi/bC8vIyq6urbGxs5HaTiUUG3s1hmai9J3jwwQcJw5CVlRWSJMlroSdWlXq9TqlU4oGDR2kkJWqySnptgFysIJw7j/0bGxt5W81oEOBoi4QMlGY+qnIoaFAtVzh29DS1M/P4tzS+SSk5fvw4X/7yl/nd3/1dow4HtDLXybZthIIDVoNK3SMZf3QUCgXm5+fzBqTV1dU8q3ISJ7C8vEwp8/i8+xBbcQ1XuCRFwahu0exu5Yr5SYisUopSqcSpU6fwPI+XX36ZUqnE9PQ0nU6HGzdu5AvFk4iCXrfHoUOHcovR5uYml8+9xWxa4UqgCOSQUq1MGIY4jsMXv/hFKpUKWZYxNTX1mag1jqKI9fX13N4FJmtyY2ODZrO5T6L8JHCrmuS9YjKh216zO+kEX1xczPdVLBbzCfX9TPzuNGF8P7akyXFNSIcLFy4ghGBxcRHf9/fc1q0E1IEDB9jY2KDb7eb1wEtLSzzyyCNsbW3dpp65GyZhWxPGdYLJ+U2kfXsRUJP76rouv/Vbv5WTLxPVycRbOLH/TPrYJ8f9zDPPAOSKlu1KpUajweuvv55/yEyyW5aXl3ew3tvvxfz8PI899hhnz56l1Wrl93HSBjQJBet0OrlM7dSpUzuIleeeey7/kFlZWcmPd7sK57OEn1Sl9z4+HZCWpNLYO0jwnrD6ImQxNMYhzm7JKE9Wnocjz0x2BNMPgO2ZAFjHf/dnVQq9VeDzu28/6kGw9a7SBIySRWWGsFn8vMlECXsmf2W4AZZr9nMXTDk2f21pjh91BrzaH6E0zLo2NVuSas3NKOGhUoE5d6fM3ZOS//RAg69PV+mlGa6Ab271eGMwQiv4aqPCF+olfmu9w/UwGhMsgserAX9lcYbSHbIHlDYTYqKEK5liQt9MiBQJlCzJDzoDokzxN5fm83rj7Xi8VmLWtemHKRkgtaYwbvrppBmdVKERvB1EDDNF1bbRaH52uspfPjjDG8MRv7fZZS2KKVoWvzhT44lKkf/22gYrYYJAsBklbMYp7wQRD5cL/MxUhefaPb7VjJhybXwpeKDo8/XpGqtRTDi2Pa2EManC5Lukim6SEmSa80NT2/zGcMQZUaTuWIwyxb9Ya3HQc4iV5tIwpJukLBc8fnmmzlemqji7nP+nGRITXJxsmyxOJo73Emm0j31MFvzeD1ZWVtBa59tpNBpsbm6ysrKSB5halsXU1BSO4zA/P49tm2nW5Nm21+tx4MCBXbc/US9MMlW2vy4MQw4dOpRnJk6CVV3XvasKBaBcLvPMM8/kKpfJeUwm8IPBgEOHDt0WMOs4Dk899RQPPfQQURQhhMhtK2BIlpOHTqBeapN1YxLRJhEd3KUK5S8dvCORMrH+D7sDRvEAW1sIARVV5FG1xECElNwC1psBSdrG+6kCYpex7+HDJ3ixMM1qbx2lFRKTOXlweh47gEPDOl46w/qNLW6EW8Se+ZR5+OGHeeKJJzh48CAXLlzIrT/Hjx9ncfYggz9aodKzUbqE7GqsrmSwkRAuujx09BidSxtkWwPiIrTdIbPzc5w4cYLNzU3c1OKANYNoCYbKLACHYUgURjSGBez1lErikt0IUAcspG8jQsX6i1d4tPgAR6NZrvXX6YxiClMlTp8+zZEjR+4YHvxphJRyx+LxdvykrTzwGSVRPijc64TuvU787vS6xx577H3ZkuBd0uHIkSO54mVChuy1rVsJqFvzKaanp3nttdfek91ifn6e1dXVXLUxOWcgD7VqNBo0m02ee+65XVUYk+OZ+EWVUniex8GDB/MQ2mKxmP9C7qZq2U2pdOXKFdbW1nJP6MRac+nSJQ4dOkQcx7zxxhu7Zt1MlCjXrl3D8zwsy0JrzWAwYDAY5BajiXRz4pfdXtk8wW7H+1nC+yUP97GP941kZFQi2yFtE/i6HbZnMlF6N6E0fshVYxWJd4dQNK9iclSGTfN6MNsW0oTOzj5klCw3XobedfDrcPJXdgbV3gENx+YXZ+v8wkyNP9zq8bubXS4MDfGx6Lv86nwda4+HkxnXZmZs8/kri7O0kxSloeFY/IPVJtfDmIfHobVhpnilH/ByL+DLUxUSpcnG1pztOF0u8L22yWKZPJCIbX/bUnDI95h2bP59s8s7o4gDnsuT1SJfaVTwxquiv7PZ4ZDvMcxgNLZx1mwTJisEnC77eFJyth9QkJJn6iUeKhV4qlbEloLHKkVOlwq005SSZVG05JhsClgNIwZZhh6POYHShvwYBEghEUKxFiU8XinyVw/NMuPafKfd581hhCXGn91CoDEWpRthwuUwZpRlJpQ3SnlJDXmiUuDyKGLGsThZNpOZy0GMEPC3luY4UnyfBOAnFI4UfL5W4rc3OnhSUBw3QE3ZFqfK+yqUfXw0SJLktknspPZ4OyYNPJMWGGBHnt9eKBQKO1TtQN7uWCwWOXjwIIPBIG+zKRQKnDp16p7tM+VymVOnTnHy5EnOnz/PxYsX2dzcRAjB1NQUp0+f3nNiWi6XcwXNF7/4xbwgw/d9ht+9QdKLsReMtVHFGfG1HvFyFW+5ik5Nw9qthMqBAwdYub5CXRcRRAxFBMLltD5MSfsM7Rh7ykf4NsOzGyTrQ6yai7tcwz9eQ1gSrTTxay2+UnuCP8xeIEwjXGym/BpiCLZlU1to4Akbe0VSlXUGRyWzc3MsLi4ipeTw4cMcPHgwt+47jkP4Vof45gDdjimHNhmQkVGOXE4P6xRXi0yzQJAFpJ2Uo8uHOPiFhygUCsj1mKWbFUqWWU4o2jX6aZkN1cNvQXlD4yc2Ixmhuwlx2sc5VCZqBRQq0zgLJU7wAIub84RuxvxXTlCslfgswnVdDh06xMWLF7EsK7fzlEqlO2ZMflTYJ1HeB+51QvdeJ353et0HaUt6P9u6lVQ5e/bsnuqZCRmx1z6OHDnCq6++CpA3/EzqvSYp2sVikevXr9Nut/Na4ldffZWvfvWrHD58ON/+RKI3qZibfFAsLS1RKBSYmprKg15vVQPtplS6evVqnrcC76pOsiyj1WrlpMwkL+XMmTN5VsvEG1ssFun3+zmJsrW1hVIK27bxfR8pZd78MyFpFhcXaTQadzzezxLeb6bRPvbxvjF/2uSSRH1DeMTDsZ3nlt9LacHxr8FL/9BknDhFGG6aCuSDT+y9fdszIbMv/2NTq2y5ZvsHn4CFM+b7X/hr0L5swmsrB6C6+8pmrBSx0pQsedvDsRCCn52u8nC5wOUgwpWCk+XCfdlDJpXIWmsuBSENx0KO9zMhS94eRrSTlB92hqRac7pc4E/O1pgdq10erxb5WqPKf3ttnaJtEWQZElNprIGCFFQsyffafZpJyo3Q1L7/6/UWX56q8DeX5qjbJsD1eMlnyrG5OAxJtaaVZggNz9SLlMfndbLk00wyfna6ytIt1iBbivy4AP643eeVXkAwVsjk5E6meCeIWI9SDhccjhU9pm2LzTRjK01pZDYvdoc4wihtqpaglykGmcIRmue7ZqFg3nWwpCTKMq6PTLNPrDQn6qX8fi0XXd4cRvSyu9u1Ps34+RmjgnqpN6SdZMy4Nr8yW2e58OmXtO/j44FJu0ocx7mlXSl122TOtm2OHTvGK6+8QqvVwnEchsMhs7OzLCws7Ll913V54IEHePXVV2k2m3mo69LSErOzs1iWxZe+9CVarRZRFFGr1fbMxNCpQmcK4Vq7jv0nT57kwIEDtNvtvLL5Xu0hQojcEqUTRbI1Qpadd4NdXROAnTZHpO2Q+GoPlMY5VKFwehqrZMbYpaUl2htbXLr5BtqTOIlNQ5eZ0VW0hrJbpGaViC53UcOErGvI/uCVTfwTU1S+sgiWIN0ImJ6d5snCad5uXSNTGckwxhYWx48cx3fMeRXnaxSilBMPH8W6xc47qb6GcTPoxRbJSh8dGwLIEmBhPkPEekLc7eHUfRqz0wjfRo9SvECgnBT/eoZveXREgOf7OCM4Hs4z69RYeNsBoThcXSCzN+llAfUtn6yXcTCtc3j64Ls5K40ybjvECYHP8DrhqVOnSJKEmzdvEgQB5XKZM2fO3DXA+KPAPonyPnCvE7r3OvG72+vuxZZ0r00mH5TFaS/1zPr6Ojdu3LijQqVWqzE/P89oNKLf75NlWR5k5TgOhw4dYm1tLQ8Hm4TOrq+v8+yzz/KNb3wj336hUGBxcTGvIp6EYU08mPV6fU810K3XrNFosLKyklchTzAhtSZd9RPVS5qmvPLKK3l1W5qmVKvVfEVheyr49ms0qWO+efNm3vwzWcXYt60YfJDk4T728Z6w9CVDbqy8YPJNpG0yT45+5fafPfIVEJYJog07hlR58Bd3WnV2w9GvmCaea2OyZv60+Zo9fsiVEqZvr8CcIFGaP9rq8Z1On1GmOFrw+OW5Okd2yRNZ9F0W32cwqRCCKcfm1V5AxbIoWRKNRmnNxeGItbZptrGF4NtbPdaihP/t8jy+JbGE4NcWpni5H/BOENJPFZ0koZlkpNrUD78+GLERp2Rao7SiZkkERlXyT29s8Z8dmkVjrD/Hix5Vx2Jz3K6TZJpro4SNpM+i71K3LSRg3zKxiJXiB50hL3aHKDRzrsO3NrtEmSLDEDpgiJQYiDOFIwTdRNFMAuYch36a8t9cWedoweWtIOSL9RJvBTGdNANtMlUOeS5biWkzsqXgWNHlwiBkpFRuUzo3GFG1LSq2RaQ0rhQUPmMy7ltRsiz+4sFpfmGmxiDLWPCcO9rE9rGPDxpHjhyh2Wyyurqa1yQvLy+zvLx8288+8MADWJbF5cuXiaKIEydO8OCDD+aFBXvhgQceoFAocP36dZIk4cCBAxw5ciSvY57kp+wFnSpG57eILnfRqcaZLVA4M4M9tXO/E/XJ1NTUe7gS22AJpGeRbI6QroVwLbQyDHi80iPrJciCDVIQXthCDWIqP3MYYQksy+LxJ59g+rpDt9uhHwaIIMMaWLjColCtIFYj1CABpdEaKFoIrYmu95A/XqP41LwZ+4XgwZmj1AtVmoM2WRIwlZaY2SgRdjpG0eJJowS9RWyjE0X4Tof4eh8EWEWH6FIrV9CYHxr/nYJOM4QtUEGKGiTIqosKErrfuopd99GtmMbRebJNkz+jkMylVRZr8+gsAQ1TwmV2apb+WhsZZrh4+MrBuZGijmRIzzL7twTC+WyPc77v84UvfCGvoq5Wq/fcrPVhQ+h7SSTax564V5Livdayvp86191qkCeT0A9j0tntdvnWt77FlStX8H2fWq3GzMwM3W6XUqnEcDi8TaFy8uTJ25Qs58+fz1Ucg8GAdruN7/t5nsj2nJNarUYcxyil+Omf/mkAzp8/v2M/k473IAgoFos52eH7Po8++mge4nvlyhXW19dZX18HyPNHkiRha2srtwfdCtd1OXDgAFpr+v0+URRRKBQ4ePBgriRaWlpiNBoRRVFOhMzOzrK1tUWxWCQIAkqlUr764DgOURRRr9c5fPgwnufter32sY99/ASgMmheMvXCxQbMPmwqjPeC1ib4VX40D0N/sNnhX663KVmSgpRsxCmHfIe/s7yQt+7cfog6fxi9HyRK8xs3t/ifV5qsRDGugOWCx4zrMOvaBJmialu5DShSimujhP9ieY7HtgUFPtfq809ubiE0xFpxOYgZqQxHSG5EhsCWQlAeEwsVWzLn2hz0XP7O8jzPtvu80A04WnBxpeBKEPNWEBoCAyhYpkK5bkv+1OwUf3NpjkzDD7sDXugMebkXsJUkHPJcHEtwaRiyGSWEStHJdvFjAwdcm+WCxzAzAbBSCB6rFBAI3hqGPFErcazg0UszLg1DLgUhPz9dZSWMuR7GCARFS9IfS/0/Xy2xGsZcCiKOFz0eKvmsxymPVgr87T2yYPaxj318dJi0r0ye2WZnZ++YU6G1zhtnPgoEZzcJXt00xIUlUP0Ye6ZA9etLSH/vsR/Nrnkjd4JOFYPnbzJ4/iaqG6NtgT3tY5VcrIqDDjNkyUEWzWejijNUN6L6s0s48+/aU4JzW4xe3kBJiNIItRkiU7CkTdYd22QFCM+GTCN8C6viYk/5VL6+RPhak/jGAHumAEKQbgWkmyOyMDWfZ7YEpZFFm+ITc5S/dBCUJnqnS3S1R3y9jxqlWHVTVZ9sDMkGMTpREO6uALSmPKy6hwoz0k6IkBL3cBkyTdoc4R6tYdWNWim7EcBWjH+qQboZknUjEIZ8UqMUBHhHaiTNEVlzhDVXxJktoPox3pEq5S8v3ve92cdHg30lyvvEvSo43qvS4/0oRO63yeT9EjbPPvss169fJ45joiii1+vRbDY5duxYHo56t1yYifpmQvyUy2VmZmZI05QbN25QKBQIggAw/tTRaJQrNvbKigHjNbVtO1eDdLtdfN/nyJEjO8im4XBIu92mVqsxOzvL1NQUb7zxxh0/ACeWo4k3NkkSDh8+TKPRII5jVlZWCIIgJ1omddhTU1MMBgOCICDLMra2tnBdN69KvnbtGt1uFyklpVJp37ayj318XCAtE+R6D2GuwHj166MhUGKl+G5nQMmSucJkyrG4OIx4fTDiZxo781i01rzcD3i21WczSlgquDxeKXGy7FN37v6I8M9ubvH/vbZBrDR126KbZrwdRBzwHM6UCvyztRYFSzDMPBZ9B3fcYjNMdz6cfnmqjMBYaPppxtPVEg+VPP5vV9bxEsEog1RpUq1Ba8JMUZtYj4TgV+cbdJOMt0cRSmmkFFQdi8eqBd4aRvQy07hjCcmfmqshhOD3Ntv8240OidJcCkYooGxbPFkqcm0UkWlQe6wzaTCWoThhpBTDTHOs4HC6XMARgpthwuv9EVO2CUtsJilV22LatfGkpJtmrEcJ7STFloKHSj4LnsOMaxNpzVaSEivFT0+V+cbc1D6Bso99fAxgWdYdLTm3Ynvl7ocNFWdEl7vIoo1VNapDWXRINwOSG0O8Yzuf57XWxFd7hG92UMMEe8bHXazgzJcMCXMXDH5wg8H3x5EDBQvCjHRzhN3wsedKBC+tI/sJ1pSHXfcQjkRnGhXtbAAqPNRAWoLw7Q52ZGMdm8Fu+PS+dc0QIKmCzIz7WmtEoszxafPRWnxyDhVnpFujfJuy6OAuVkg3A1SYGWuTJSmemUEIwfDsBqPzRm2SbAQIAdK3sBcrJM0A9NiLude1ThUME1SUQqyw5nychTIaTdaJSFYHSK+Gi0001FBwkEUXZ1aio4ysH5MGCcKWOPNFrKqLLNhEqUIHCegC/oMNio/O7BMoH2PskyifYtxPoO2tqpWrV6/y6quvMj8/f09BppPgVdu2mZ2dJQzDPHiqWq0yGAy4efMmURTl1Vz30gA0IQ6ef/75HV3waZqilCIIAhqNBq7r5tuq1+v0ej2SJGF5eZl+v89gMMjri6MowvM85ufnqdVqO3Jcrl27RrFYJIoiOp0OCwsLFAoFhsPhnh+EaZqyvr5uwqjCMLcLTY6l2WzSarXyc574+DzP4/Dhw7TbbVqtFoVCIa+LBuMXXV1dxXEcTp48uW9b2cc+9nFXREoTZGqH/WOiLgluqa8EeKU/4n9eaRIpRaI0f9zq84/FFo9WTFbJN+bqt4XBTtBOUv6g2SXTmqWCg0AwqxStJGUzTniu3WeQKZpxRjNKaSceBz2HkiU55O9U7shxjfFPTZVJtMYVglcHI2KlcYQgk9DPNFtJhgVUhGQrSTla8Fn0XH7YGTDMFAJYKnocK3j8cavPgucy55qK4JHKGKSKVpJRlDHPtfpUxzajd0YRJSlZixJaScYh3+XKKCYzpZm7nn8/VUghSJWmKAVP1oq44+t+uuJzdRQzUgqB4NFKkfUoQWmoORafr5X4cS+gKAQxmsfKBWwpsDEWqy/6Ln97ef4zUWG8j33s4/1Dxxk6yYxiY4zJBFwlt4/98dUegx/eBA0qyggvtcCSuItl/IcahnCwdx/7s17M6GIbDVh1HyFAJQoVJKh2RBR30FFGGiRkgwg9KiLLDrJgY9dvsRZZAv+hBt6JKVAaYUvCy11IFcKWaAWkGXqQggQtBNkgwZkrYVVdwjc76DgDAXajgFX3iN7qYNU8rIqLilJUlKEThRomaA3RO4ZsQmlSWyI8i6wXY49SrJpn1CJ38GnoMDVB46lGeBbuUgVhCQQC52CJrDtWsgDuYplsYGw8suTgLlWJr/cQrgQFzsEyCIFwrTEBVaTy5UN7Kof28fHB/h36FON+Am23q1aiKGJra4tut0scx7Rarbs27HS73bw33nEcHMfJw2HffvttPM9Da83q6irNZpN6vb6jwebW475VKRNFEWEYUq1WUUrl1pokSUiShNnZWRqNxm32pU6nQ71ep9VqMTU1xcLCAqPRiGvXrtFutzl79myuWhFC4Hke/X4fKSVRFKG1xnVdlFJ0Op09r/WE1LFtm1KptIOsKZVKzMzM5IHAkwaj7fs9duwY9Xqdq1ev5vdr8tp9C88+9vEJg9amXUdapmnnI6ziK1uSowWPl3oBU+Og116a4Uqxa/bJd9p9IqWZ9xx+2BlgS4gVtJKU3292KVqCPzW3u2++m2Ymy2Pb+RmlCayGiSED6iVe7Qf0UsX5wQgp4M/MN1jaI4dFCoELXBiG/HdX1xllikhpEmWqK9PxH6U13dTkiPxRq8e/2+xQsiQNx+bqyITZgqaXZlRti4IUvNgLCZXm713fpGxZrIYxD5cLaMCTghRNhiZUiqK0qNs2vSTa81qnWjNIFQVLULMtrgcRFwYhFVuiteAXZqr82YVptAAH+B9XmpwfhjjC5KM8WS3yjbkp/tVai3dGMTOuTT/L0MDXp6v7BMo+9vEJg1YaNUwQlshtLB8VZNHBmvJJ14YI3wTKqrHa4dZMFK014aW2mdgXbZKNAGyJThVqkDB6vYn0bQoP757fpUYJJJnJ7BgP/8IWoCDtRHgzBdwjVZIbQ3SYEt8Y4C6WKT45j1XdfewXUqAFxDcG9J9bQafaEBHbbfRqbD8KU4QlGL2+xejcFtK3kQWHdHNkMlSEIYakZ4EtScbhtr3nVhCuRdaLcA6W0alC2AKtNCIz+5OejfRssiDd9TjNcWh0lCEcgXAlaXNEcmOA8I1CpvDoDMVHZ0EItFIMv3eDZD0wCbWZwjtSo3BmmuGP18m2QkTRQYcpSGGUOfsEyicC+3fpQ8T7scd8ELifQNvtqpUJAVAsFvPU7jvZgMAQH0KIvP4XyENhbdtmcXGR2dlZOp1OTqLcSzbL5Bpubm7mjTZ79YWvrKzsal+q1+vUarU862TyN5j8lEnjztTUVK5i6fV6eQ5JtVolDMPb9jnBJMOkVqthWRb9fp/hcIjjOCRJQqlU4vHHH8+riwEqlcpt7w0wtcb7zTP72McnGN1VeO1fQvNNU0t84FE482fuHib7AUEIwS/P1lmPEy4ODQHgSsGXp8qcLN1eB9uME0qWYDNOGWWKum3R1hk2ULUlP+wM+YWZOs4ukuJZx2SSrIYJg1RRtiVBpoiVyUGZdx2KtkXRKrMZp1wbxfzybJ1vzNXvKHH/9laPf77W4o3+iEGWEWlt9q/AQuMJwVLB4+lamWujiNUwpmJJDo6Jmbpj8eYw5LDvciNKuBEmrIQxzSTlsXKBOdfmepiwGqeUw5gTJZ8jBY/X+yNirdiIUoqWZMqxWA1B6NsXJQVQtS0sAY1xqOylUYwrBKuRpmpZPFQqMOOZiVQrSfnFmRqnygWaccqsa/O5Wol5z6FqW/zBZofrYcyC5/K1RoWn76HSshmnrEZxTpzdT57NZpzw4+6QjTjlgOfw+Vopb1vaxz72cf9IWyHBKxvGViIF7mKF4mOzH9mEWEhB8ZEZBsOEdN3Y3oUt8R+cMnkh26G0IVg8i6xvVBOyZBsCwjFhptE7XfyHpnYdq62Ki6x6iH6MijITKBtlRj1StLEqLsKShozox2SdkOKjcxROTe95/FprRm80CV7ZJFkfGnVJqoylBwUKcCTOdAHncIVkY0iyGRjyaEzMyKJN2hxh1TxUJ0KhSbZGqFGGe7iCLDlkWyFZJ0YWI+xpH3vKJ1kbohRkvQjhWIiSDV2z29svNIYskWAVXbIwIR2TUHQiZNHBmS9hlc0xZYOYwukZnIMhKkiQFRdvuYpVdhGOxeh8i6wbYTc8/AcbOIu7Ny5tR9aPyboR0rexGv59WX6yXkx0rYsaJFhTPt5ydZ+0eY/Yv2ofEm61x+zWRvNh436aTLarVobDoQlDyjIsyyKKors2w0zqi9955x02NjbQWmNZVp7lMQmCXVhYyK03d7oO3W6Xc+fO8cYbb5CNJehpmpJlGbZtI6XMvaZSSnq9HmEY7mpfSpIkvw4XLlzA9/286ngSPAvk5EWhUKBQKORWpiAIuH79Or7v5xal7ZiQKIVCgTRNkVLmlqByuYznebRaLarV6l3vxXtpnnm/ZN1Pmuzbxz7uBe81/O4jRRrBj/8n2LwA1UMmTPadZyEN4Ut/6wNVpCitWQljYq1Z9NwdlpujRY+/s7zAawNTz3vYdzlZKuyaq3Gi5PPtrT5aKXppRjfNCJWmaElqjkUiJZnWOLdWGgAl2+LX5qfGYagho5ECIVjyHE4UPbqZomhbVG0LgWnPeapa2nOy308zfnOtxT+80STIFL6UqAxcxpYkoVDajPvNOGWYZSRa008Vs9sCc40yRvBUtcQvuTbnhyG/1+yyVHB5sGRWZB8qSTbihK04JSNEaDjkO8w4Dp+rFZFC8AebXXxLEqbqNhLFBnwpqTqSWCmEgIOOTTPJqEhJyZashDGp0vy7jQ7f6/QZjnNcfn66ytcaFVaihO+2+xQtyV9dnAVhtmnd5X2iteY/bPX4zbUWV0YxCs2pUoH//dEFDt9D5e/NKOZ/uL7J1VGcq2J+3B3y1w7P7Rk8vI99/KQwWTj7qLJF3gtUnDH44U3SLTOB15kmvNgCpSl98cAHeuxaabJ2iFbatM5ss9w48yWqX18iuTFApwqrUcCZL972uSksiT1TNPXBSYYKE9QoQaca6VvIaQudmFaxXYZ+ZNGh+MQs/W5EujVCx6bwQU572DM+KkgN0VKwQRuLjnu4sud1UEHC8MV1Bi+sGYuMJdF6rHSRwlh6xqeZ9mMcpdGphixD1LaNeVKA1njHakjfJlkfko1SnLki9owJMhcLJbJBTNaPDUkjjVJHVlzcpQooyM43EY6FTm+3QSFBOBbSt0wFshSIsoMOUvAthCNJ2xE6VQRnN4iu9NCxQhZtCqdncI9VUe2IcL2D9CwqXz5kiBlb3vX5Rqsx0fTqJlkrRGtwD1Wo/twSdu3uY3/aCul/d5WsExlVjOoQX+tR+enFfSLlPeATdcU+SZO9+w11fa+42zW512DaiWplZWWFdrvNaDTCdU2y9IRAOH5870rNWq3Gk08+ydbWFq1WC8uy8DyPQqGQq1PuZinafk7f//73uXbtGsPhENd1c5uQUioPcgVDYPT7fdI0ZWpqKk9Cj6KIdrvN5uZmTrDMz88zNTWVEx5gPpRLpRLlcpn5+Xm63S7Hjx/fcR2fe+45HMfJQ2q3Y3JOk5DbbrdLlmU5gTMJmr169eqeFc/Ae35fTwJ9t+fFXLlyha9+9av33P70kyb79rGPOyFLFNfObXHjzQ4q08wdrXLkzDTeRyyVvic0L0HrbZg+sa2O2Ib1N6C3CrXFD2Q3W3HKb9zc4uIwJNGaBc/h1+anOLOt7Wbatflqo3rXbX2tUeXSIOQPWz1jjxHGEtRPFS/3R/yVgzN7ZqIAfKVR4ce9Ia0kJbSM5UYCI6XRScowVVgCQqX5Ur3MseLuD3paa35zrcW3tnrESlO2JMG41jIFlNIkCqQwXxspzdl+wKxjc7jgsRGl1CyLZpLyaj9gNUpYi2I+XyvztUaFw767g5wQQjDr2jxdL1O0JJEyRMTnxrkmv7Nh7EGuEHta4wdZhkbTSxXZ+O+GY2NLQ/L8oDPgWNHn3zc71G2Lg57DVpLyr9ZaXBi39fTH1+doweM/W5yh5N3dwnMpiPjHN7Z4O4jyz8I/avfophn/71PLd7UBfac14Ooo4qGSjzXOdLkURDzfGfBLc/W77n8f+/gooGKT0xFf6YPWuEtV/IenkN7Hb+qSrA3JWiPs2QJiPF4KCfHqgMIwyVUJ7xdZP2b4whrJZmCUeXWP0pNzO9purIqL9dDdlY+FhxskzYD40gA9GhMW48aY+MbAVBHfYVLvP9wgvtJDhQna0wgB2nS5k6nY2FOEQGcK/8QU1tTeY//wx+uEb7Yh06beNxoTOEqjs8yEvAoBUkOcEV/rIysOds1D9WOEJ1H9hHilT9ZLyHox3tE63vEaVt1DutvGRGGukXe8bsgapXEPlnAPVxGWYPjSulHW7HXuGlSUopU256hBjUwTkRCCrJ8QXelglR1G51vIkmNyVgYxgxfXcFf6JOsBOs4QUmDPFSh/8eDOY9wDyc0hwxfWSVsjw29pbaqjw5TGf/LgXbcRXmqTdUPshZKZv2SKZC0gutqjcA/vmX3sxMdvJNoDn7TJ3v2Eur6ffXxQ12SiWnnuuedot9vYto0QAtu2dzTZ3AmtVotisciBAwfodruEYUgQBBQKhfuyqEwIBc/zUErh+z7D4ZBisZhnj4DpDp/UFYdhiO/7FItFVlZW6HQ6pp9dKcIwpN/v77DxTE1N7SB15ufn72hVmhAjk9dMoLUmyzK01vR6PbTWpGlKmqaUSqVchdJqtfB9/zZS7dy5c3Q6nfd8D8+dO8eVK1eQUmLbNkmScOXKFc6dO8eXvvSlu77+oyL79rGP94pLL6xx5dUtHN9CSnj7xQ0GrZAnfn4JeYfJ/U8EaWTqj7fXHVsuZIn53gcArTX/er3Fi72Aw76DIwQrYcI/udniv/JdGvdpyVj0Xf7CwWkuDEfYwgTT2kIgMJ9bx4v+HV+/GaeshAlHCx7XwphIa4ZKc34Y8nPTVQ77LrHWPFop8ky9zEac8MPOkJtRzGHf5elamTnPGZMfIxY9h3aSEivNrGMULCUlaSYp3niVUQtB1RJsJRkLrstfPjTNP7/Z5vnekHeCiH6qcASsRwnf3urxThBScyxaSUbVljjC2JeKlsXXGtVcnbId066NElCyJH6aEW2z9GgMsTNUilhrqpaklyhsWxBkiobt0M9MgO332n0cIZgb23oOWS4/7g7595sdTpULPFzySDW8GUT8zkaH/3xx9q6r1m8OQ66OIoSAGddGIPBSwfnhiB91B/zc9J0/O94ZhVQsKyeVbCnwpeDy6IN5j+5jH+8XWmuClzYI32wjPAuEIDi7SdaLKf/UwY+fIjFVjDvi3/2aJU0AabqbJ+T+oZUhG+KVwdjCAVkrZPijNao/v3zfSgJ7pkD5qQXS9YDMluhEIazx8UuBPX27/XM7VCc2Aa8zRdJWiM40IlIka0P809PYFQ+Uxl2s4B2rkXUjoss9VD/Ganh4R+tYJYesGxGvDbEaRsGilUZWHBCgPWksRrY0yk4EwrdQgxi74VN6+gDBixvE7/RItkaG1LAlaS9GX9giaQ6Rjk06CHE8C6RA9WJkwaZwchq7cfvYb1VchAbhW+hwTOBsZ9IVEGfmfF0LHSZoYRlSpO7BuH0nequDcKycQLOnfKLLXUZbIc7BsiGVMk1yc8jo3Bblpw/c9Z7FawOyToiQJnNHCMiChOTGgPh6D//47vllE6TNAFlw3p2bWhKkIGvvHVmwj73xiSFRPmmTvfsJdX2v+KCvycRis7i4uGeTzZ0wIYhWV1cJwzC3AlmWxcMPP0ySJDuUFnupaCaEAsBgMABMrdxEQRLHMUII4jjGsiy01nieR6VS4emnn+a5556j2+3mWSaVSoUgCNBaMxgMSJKEIAio1+tore9K6jQaDdLUBEzdSqJMjg3AdV1c16Xf7+cVz67r5mTPbqTatWvX0Fq/53t47do1siyjWq3mr2+321y7du2eSJSPguzbxz7eK0b9mJtvdylWHQoVMyZ4xYzmyoD2WsD0obt7hz9STB2F4jR0rkN9CdDQXYHaIWPv+QCwlWScG4Qc8GwqY8XBsaLLpXGo6TNT939NSrbFvOdyulwg0dBLMxwBrSSjsEc7wwSdNKOXZtyIEjKlqdoSZWm2opTrYczfWJpjeWwxWQlj/ofrG6yECb4UfLc14PebXf7igRkOeA6p1lRtiyMFj/ODEZ0kJco08+NzDTNFeXzOrhRYQnC85PFYpcSC4/B/efsm62GC7cAh10ELwbUw5mx/RMWSeJaklaQsuA41x+IXZ6qc2EMZs+ybB+mNcauFg3l2tqUgUZqGIxEIpBBIwLEkSkOgFetJyrRjUbMtBll2mz0nyDShMue6Om7sqViSi8OQQaby+7o3TANTzbEQY629NLQX62Fyl9fCvOvw5jDa8XwSKsWc+zFUd+3jM4msGxNf65nq17HqUPkW8Y0+WSu8PePjJwx7uoAo2KhujKy5Rp3QCbHniliVu9ss7gVZLybZDLCmPBOYClgzBbLNgGQjwFu6u/LwVgjfwqq6uIsVEyobZaYBJ0iRzp3HfhWmqFFimmi0sQFpZQgO1Y4o/cxSnlWSbo2MjaQXIWwL9VaH8HyL0hcOGMtPppFlC6vhk64PUSOFTjVWzahIlNJYroWp4DFjnjNXxFsy2SKd33sHOYjRtkRWTVNc1grJrg2QvoWwJWqYYFU9Y6s5M7OnMsZq+GgNDJLcQmRqiASkGlEe1ytb0ihvxnMAHWeoXoIsu0jfNo1It5B9OjHki3QkqhMZNYlnkdwcjENu77IwpEz4rSja7wb6CmGqlQd3H/utikvW7QPm3LXWkClkaX/sfy/4xJAon7TJ3v2Eur5XfBjXZEL+TJpsJpP6+fn5e3rt+fPnCcMwb7eZ5JgUi8UdpMB2FQ2YgNcXXniB06dP59aZWq2W1xNPskaOHDlCmqasrq7iui6O4+QKlQnRU6vVOHjwYN7gI8eVk81mEzDVwgD9fp/Tp09z6tSpO7YOvf7669i2nRM2lmUhpSTLMhqNBr7vE0URSiksy8L3/TxPZmZmhiRJqNfrDIfD20i1ibplfX09J6yEEPd1D29dtbwf7+1HQfbtYx/vFdEoJY0z/G0PO7YrUZkiHt0hOf8nhdK0CZF97V/AxjkjPy7PwyP/CTh3VnTcK/T4f2KbUV2Yb3B7cse9YcF1OOA5XB3FHC+61GzJzSih4dgcKdxZhj7v2vhSsJUYMmAzScm0xhKCQaa4GSU5ifK99oDrYczJks9KmLCZJLwxHHFtFPPVRoUpx+JGlHCs4OEKOD+MsKXmzx1oUJCS3212eXhsQVFac2EYseg5PN8xZLsnBbOezVacGatnljHIFEUpKNsWZ8o+V8OYz9dK/MpcncO+u+t4mSjNv1xrEWvNQdfiaqhQQM0SpEDJljxdq/D2KMKV0IozClJQtCSDTHOs4FJzLBZ9lycrRX5ro8MgzShKwWaSojEWnu+2+wzHq5wazYlSYUfT0V44WS5QHytrClKSaE2gFHVb5oqXO+Gnpiq8NhhxcRhRtSXdVDHvOjxdv3uY7T728VFAh6kJO93W5CI8C92JUOHHb+y3ah6FMzOMXm/moa5WzaX42Oy76o73C63Nn1s2p/P/u3/YdQ+rYip9rZkCVsEm60TIsou1i0pjO6yqCY/NhgkCSPuJabmxBSpMzTbH9y+81CbrxVhzRUNu9GOSmwOSrRD/RB1ZNPu1Z3ywBelagChKSl9YgAzCiy3scbaLVpp0PUBWXaLLXbNPx0KWHPTIzBXUKM0Db2XBwZ4roDoR3rEqhTOzWLXdx36dZAQvbRglSsVBd8ZVx76EDETJwjtSI90YgWNUMsIF7UhEorBnC0hX4jR87NkSo9c3UUUbbIHqJTD+5A7f7sC4AlkrjXuofE+Zae7BilG/BAnalpApdGryVqx7IEK8B6ZINgLSjSHCs1FBglU34bL7uH98YkiUT9pk735CXd/PPj7oa/J+yJ8jR47wve99j36/nx/TxGKy3UoDOzNAVldXSZKE4XDIq6++yvz8PIVCIVeTKKUoFoucOnWKU6dOAdxWZVytVgmCIFehDIfDvK54YunRWlMoFJiens4bh4rF4h2v1+Q4Dx48SBAEeR5LlmW5hWZi37FtG9u2KRQK9Hq9fLszMzOcOXOG119/Pb8O3W43D95dW1vLX9vr9VBKsbS0dE/3a2lpibW1NYbDIZZl5cd1r6//KMi+fezjvaJU8/DLLkE3pjpeeQwHCa5vU9pjFeknjqM/DdPHYfOiyUOZO2XIlQ8IM47NA0Wfl3oBBUtiC8FKGDPlWJy4i/VmLzhS8B/PT/GPbmxxaWhWxyq25Fdmaxzw7kyi1Bybr06V+b1ml0hpJGahsGhZbMbJDlLg6iiiYlkMMlN3rIC6JbEQvNYf8WDJZ851eGsUEWaKA57DL85U+XMHptlKMi4EEReGIb6U+b5e6QU83w2QQDNJGKUaLTSp1vTTLK+en/VsFnyXkdKMlGLpDgGsl4KQc8OQB4seo0yxmWSMMkU302jAEZqzvSG2lAzHX6va5rzKtqQgLYrS4hdnajxSKXAzSvhhd8DVUcwoU0w5FptxitZw0LdJNTRjxSBNCTJF4S42tWMFj79wcIa/d32T62GMKwVFKflCrcyT1d2JkLUo4dLQSLYP+Q4/06jwcjcg0oozlSJfbVTueE32sY+PEkaBYqP6CVbdvC9VPzGTxXsI0PxJwH9oCme+SNocISyBs1D6QGuOrZqHPV0guTlEzIxtGK0Qq+zizL43ZY5wLIqPzzJ4YS0nf2TBpvjozF0n5VbZxT1aI7zYMiGvAqO8sKyxBefdsT9thcZuFGZmPwITwioFyeoA50AJNGQbI3SqsKc8Co/OUnxsFtWLSTeHpOtDE/aaZCAE8ZUu0VsdECYrRqcarcY102FqAm0tYbJT6j5JYhp+7Pre759kzRAM9kLR5J4MMxMuO3qX8IhX+sZOlmSANucRZQjPhMrKokPh1Az2bIGsFxFf65K2IkMKFm3SfmSafSrGzqOHCVmYopMMYd15Wu4cLFF8ao7h82vGgmNLpGvhHa3hLlZ2fU3aiUg3zTW3ah7eA3Xi1SFkCv/BBv6DU1jVj+fv1McdnxgS5ZM42bvXUNf3ig/jmrxf8ifLslz9MfkTxzFRtNNrPSFAJtkppVIpD6MNw5Dl5WWKxWJOdHieR7FY3PUYHcdhfX2dq1ev4rouw+GQwWCA75sJRavVyo/J933q9fo9q3YmxzkhhiZExYRI2drayr8GUC6XqVQqebPP/Px8fv2q1Srnzp3j3LlzgKk53traIgzD/NzuN8H91KlTrK+vs76+jtYax3FYXFzMyabdzmf7dQNyMmdi2/o4Bzbv47MFx7M49vgsF394k+bqACHAsi2OPDJN5S6rZD9RVA+aP3shCaF9BaQFU0d2ZqjcBUIIfnV+ikGWcTmIyDDEyp+en2L+HlQIe+FUucDfPbLA+cGIRGuOFz2WfDdvwZlznT0n9/1UYSGw0FjCLNwN0wwLzbNbXaJMsVz0mHUtftiJuR5q2mnGAdeio2DKNXXIrSTlby3N8VsbHV7oDomV5nvtAcNM8+cPNvgbh+d4vmPULAVL8KPOECkER3yHTEOvn9FUMYM0YzNKSbRR7My5DkfHBIEQxuK+F7TWbMUpUZpxOcs4NxiNow6M+sUGYg1bSUqqjb1HYRQ5j1eLPFwscKTo8Vi1wENFHyEEf/nQDFdGEa0k42TJJ9Waa2GMLwWjTGNLwemKj4Xgyii6a0POZJunSj5/0OwyzBRPVIr8zHR119e+0B3yz29u0UpM+1IzTph2baYdmyXf5euNKkf3sDXtYx8/Cciig39ymuDsBsnaEADhSGPDqHwwIa0fNIQQ2FOmMncv6CQjbYUmc6RRuC+VipCC0pPzDJ+/abahNbLiUnpy/n2RNe5ihVrNM9dZgz1bwKp7efWxVXX3tJnoKH038HX8/KqjlFRCeKGFHqXY0wVkxSVZ7aNSjRplRgmSaGTJRvoOapBQ/pnDBD9eI17pm3ajS210mFF6ap7KVw4TXe6S9SJwJPHlLtgW9rQLSpMNY3SUkoUp2SCGzJA6VtXFboyLJOCOg7/WmmwQozJFtjYkmZA9E0gg1YYgUhosCdrsw1mq4swXsacLuIcrOLPmmb78xQN0tkJkkGEd8NCJItsKzWtT0+zjHCyDNESTe/DOdlwhBJWfXsQ9VCG82EIlCvdwhcKDU7tm4oRvdwhe3jDKnCAxrUllB1l0sGcK+A9N3fH9uo874xNDonwUyo6PGu+3bejDuia3kj/dbpezZ8/edR9XrlzJ80kmypgoipBSsrKywje/+c18ku44Dpubm4xGozwcNssyfN/Pa4knJFGn0yGOYy5dusSrr77KV7/6VQ4fPpwf49mzZ/P2HSEEU1NTXLlyBSEExWIxryae2GWAu6p2Jvfm5s2bbG1tEQRBrjaJ47H/c2zpmRBHE1LCtm2+9rWvsbi4s4mjVqtRLBYplUr5sY5GI4IgwPd9fN/Pjy9J7u5tnGzza1/72j29B261UE1UMRPblm3bn/jfqX18+nDowTqlmktzZYDKNFMLRWbuUJX4scfmRXjln0BnxTx0No7Bk39xnKFybzjou/z6kQXeDiIipTlacKk7Nlpr1uKERGkOeu6ulcZ3woxr89MNs5o1yhS/cbPFj7tDk5fhOfzybJ3P13YqHYZpxkv9gGnXwsJmK0kZKWN/6Waaf3Bjiz9uD6hYkpthzI04JdWaVMMgTTnseyz6LpFSCGA9NoqJA66DJeHtIOKVG02uhxF/e3mBXx63x/ywM+C59oAHC67JJRFQtSTnkxRbShxU7hVPlaIVpyRKEWaaJ2u7qzXeGIz4D80uF4Yhb4+icesOVKRgKzXnJMHUAmP+oDSnKj5Fy+JUucCvLy/cdt0vjwmUz1WLCGAjTsfBrvB4tYgzJlO2knT74u1d8fl6mc/X7/zQ3U8zfmu9zUgpjhYcvt+JGWYZXip4pFzgShjzz9da/N0jCzgft7DOfXym4T80hV33iG8aEsWZLxrFwicU8Y0BwUsbhgiQwgS7fmHhvlQAdsOn+nPL43YejT1TQPq2qT3ux6BMjsj9Bu9aFTcnp1SUMXx+TGakhkQpPjp7m9JBBQnJzSGy7KAF6GFqiAEFjDIG37tBeLENjiTthuh+gs40KI2KEpzpAnbdN6oRIck6IWlzhFX30BhVymClT9oJqX5lkeJjswCEb7aJ3uxgT48tOZZAejbJxghpS5TKEJhWNZ2NCZbUQmtwFncfL+PrfUaX2qTrQ9KNESrMEBibDvG2qmdLmPNTgFDYC2WkZ+EcKlPdpc0o3TRht+5yFfT4Ho0zWtylMgiJjjJzDe6RUBNC4B+v4x+v3/HnsmFCcHYTrTTWlEfaDs1+HIFzsESyERC8vEHlq3duYdrH3vjEkCjw4Ss7Pkp8UM06u12TD6IKerKNq1evsrKyQpIklMvl/Fh3O85ut0upZD7glFKMRqP8v7vdLufPn+fixYt8+9vfRimVN+0opYiiiKmpqTxY1nEcnnvuOS5fvrzDGrS+vs6zzz7LN77xjXz/t2bD9Ho9Njc3SdMUz/NI0xTHcXLFyuS6zMzM7Kra2X5vhBAMBgPCMMS27bwZCMiVNpP8k1KpxCOPPML6+jpbW1u3kSjbjzWKIjqdDoPBIH/9/Pw87XabVqtFqVTKj/NuuNffi+1BxOvr63nGyyTY9uMc1LyPzy6EEEwtlJha+OQ+POeIh/DSPzRhs1NHjL998zy8/I/hK/8HuIuUdzs8KTlVflfCvRWn/Iu1FheGIzJtWnd+bWGKB+7D4jPKFH/c6vGj7pDnO0OujkKmHJujRQ8Van7jxhZzrp1nnIAJlg2Vomrb9LMMWwgqUtJTJvejZltcCSJ6WUaszUOHheGPtJbUHBPKtxGlPFUr8Rs3W7zYG1Id235sAYnW/EGzhysl/8XSHHXHxhk3CCltFOQrYcz3OgP6qcKTZrVRaUOkNJOMZmfAoufyZ+brfHkX4uHNYcjfX9mkn5pskQxBN02RCPowjm0FJaAgBBlgC01BWny+VsISkstBxNUwuq3RaJQpEq1YGcVcCWNCpRhmGbHWvBmEdJOMfqao2RbfbQ94oOhTumu47L3hehizGZv2pK0kZZApDrgO3UwxUpol3+XaKGIljPfVKPv4WEEIY4lxPgVjvxqlDH+8hhokWFM+WplWluGLG1R+ZvG+JrHCkTsUC1k/ZvjiOslGAFpjNwqUnpy7a7vOjuOLxnXSV/uElztk3QhRcHBmC+h2yOBHa9Sq7g7CJwsMKSJ920zOpUB7EkbjQFXfIt4MIEwhY0xCwCQXRBQddKZRwwT3WI3hD28aq4xnG4WLZRqDRq83EZag8pXDJlBXCiN6GRMb6daI+EoP4gxlS0CPi3wEqh8TDxKshkfpyQW8I7c/U8c3Bgx+eAMVK6RvGYtNmICUEJlGIMS4oceVRuUiBcKTeEdroDTp5oisG92m6tBJZu51MyBrR+hUoaMMPUpJ1gLTRhQpZMkmequD0/ARzgcz9metEB0kWLNFQ9xNMoaizIT21j2S5oisH2N/TC1yH3d8okiUTxM+rLahD4KcmWyj2WyytrbGaDTKyYRJiOutx9ntdvMsEq11rqSYWGDK5TLdbjdvuZlgEg6rlMoDVSeVyCsrK4RhSJqmuK6bW156vd6O/W/PhomiiHfeeScPtx2NRrn15sCBA/i+T6vVol6v73lNbr03/X6fZrOJEALLsnLyQUqZK2jSNMWyrLvahGq1GlevXqXZbOaKljRN2draYjgckiQJvu/T6XT4/ve//4FWeG8nmyatSQBRFH3sg5r3sY9PBZpvQvc6NB5418JTPwKty9C9ZlQp7wFaa35zrcXz3SGLnoMt4K1hyD9a3eK/OrqQN9rcbRv/7OYW32n3WRnFnBuGKKCdxlwdxSz6LkcLLucGI5YLHlprfn+zw7/Z6HBuMGKkFALBSGuEUmgNDcemm6Rsbqv4TDDP07YG1xbcDBMOei6PVYqsxwlvDEYopVnPEkZKcch1cC0LXwreCkJe6gV8fbrKQyWfQ57L26OIKdvix93h2FYEBSnoZQpn/Nl6pOAy6zpoDX9ipoZvSZTWXA9jYqVZ9F2e7w7oJhkPlYyS8rGyTydJ8aUAAaNMEKcZSkPJsehnChtBzbGwhRwXN2jiXeTihwsuSsPLg4CKJalYkiAThKnmahBRdWyOFz2WfZcf9wKWCz1+plFllCkajr2noihVmrdHEYM044BnwoFvVWh5UuAIQTxW+ggg5d3sGqV1ruS503sjVBpPmjaifexjH/eHZCMg68XYsyYcVQDUPZLN4H1NYrXSDF9YM7XHUx4ISNaGpvb455buaUKulWb4o5tEl7skrRHZxsiEXQ9TonaIbHi4jSLxzSGFqofKDLExeq1pWmWURmhhVChjZkOWHFSQQJBt2xGmG97SYJsgWavi4ixWyLZCks3A5Jl0DdlgN3yEtBC+RbIWEK/08Y/XTdZM1SVrjsCziK/10HFmBjdbQpSNmXqw54p5O49/soGwpVHttExO4qR2WEcKZ97MMZzFMtlbKcKVCC3QElN1DEjPQo0MYSQLjrFjjdl8nd0+9lsNH50o0s0AUbAR4/wUHRlb1yT01pryid/pEk4X8I5UTX5KydmTXNOZIt0coeIMu+7nAb7bIRyTm0O2LYhej1cdpPHdCu6cZ6uVae/BkvtqlV2wT6L8hPBhtQ19EOTMZBsTUmKiVlBKMRgMiON4R0Dqiy++yOuvv57/7ERdAuA4DlJKOp1OnhuyHXEc5w07QohcgTEcDqnVagRBgGVZxHGc549UKpUd12l7NswkDwXI65AnipfhcMjRo0fxPC9v8dlNtXPrvSmXy/T7fSqVCuVyOVezTFp/JlXLtVrtrjahI0eO8Oqrr9Lr9SgWiyilaDQaBEFAkiQsLi5Sr9fxPI+VlRWee+65/FjvZNO5F+XRdrJpEro7+e97CSX+IBRO+9jHZxvjh6wdTy3bHm7eIzbilHPDEYc8O1d2HC9K3h5FXByGPHWLfUWPMzmujkwux6lygXaa8XIvoGpb3IgTI4Ue/7wCroUxidL00oxro4j/z7V1/u1Gh1hpnMnnGCYbpWhbuEqzGSfsTMN6d3sx0Eky6rbFsYLL20HI64OQw75DnGUMEwUaVqMERwqOFTwSrWnGhogv2xZ/6dA0/2qtzY97Q0aZwhXgSGkm+uO2IolRqzxQ9HgziGinGW6c8E9vbPFmEJFqzYLnkIxJgsm4P+c51GwLV8Bj1SLXw5jX+iOkMPXKUpnFySO+iycFl0cxC57D0i5tRrOuw4Jr8zoQaU2UKuqOjS+NRejnp6sULWkI7lHEb9xs8Vx7QKQUhzyXX5mrc7K8c1W5m6T8oxtbvDEYEWtNxZJ8rVHlV+bqO4iOIwWPh0o+L/dHTNsWthDciFKWfRdHCK6HCafLBRb93XMm3hiM+Gazy40wZtZ1+Pp0laeqxU+unW4f+/i44b0P/WSd6N3a43EmhpiRpK2QZGNkWl+270pr0q2QrB0iPAtnoUTWjYhXBwjfRvVi8sFfAJlGNUPiRFMIM5JmQO/b1wnPbRnSwBbjdjHMxNy1EKlC9SLDlu960KCDBMo29ozJYknXh1h1H5UqY5/BZIQIW2D7RXMcQ7M4a5Ucyl84QPDKBtG1HnqcLWJIA9N0hhqrRwB7pkjWDtGjlExpE6LbHIHWZp+jBLbVOVsVD6tgI1wL50CZtDUiuTkwyhgpQAiEFFjTPghB1g6xGv6ugbVWzUOWbPSGRiQKnZhA3sxJEVLiPzhlyBohSOKMwfM3GZ3bgkxhTfkUH53FmSvuvHzDhOHzN0nWhkYJVLDxTzUonJzeMS7bMwXs2QLJzQBZskGahiB72jdhvO0Qd7mK3CNjKL7eZ3SxZVqVqi6Fhxt7htd+VrFPovyE8GG1Dd0vOXMnEqHZbJoO8fF2JtuMoogbN27wzW9+k9XVVTY2NkiSJFdiOI6TqxuEEMRxvMMGcyuSJKHf7xNFUf7aiYLEsqxc3TIhZ4IgyPNHJtdykg1z9uxZXNfNW2osyyJN0/w8tl/nvVQ79Xo9V4kIIajVaqyvr5NlGa7r0mg0sG07v29ZlmHbdm4XulO4b61WY35+njiOsW0bz/Oo1+tcuXIFMPkkAGEY0u126fV6HDhwYE9F0f0oj7aTTUBOak0qlu903B+U/Wwf+/hMY/qECZxtvQNTR0Er6FyB2YfuKxPlViRaozQ7mnDGC00kt5AzWmt+d7PDN5s9BplCCljyXZ6plwmUwgGibEw+8K4COwWaccK/Wmvz91c2eSeICJXGFhBpkxOC1lhSkGjoZ4q7JTulwEqY8PdXmhwpenSShEQr6tJik4zRWNVRtCRbcUo7zShu843bCGZcm1nHZuA5FIRgPU1J9OTcoWzJvA64YllMOza/udbmlX7Aku+O240S+mmGEKbe2JECT0oWPIeyJUk0HPY9PlcrE2QZq1FClCmCsYLyx72Aqi352ekqJWv3ld+jRY+HopiqbSMw+TMvdgN6abbDunNjFLOepBzwHKq2xZtBxD9YbfLrRxZ2BAf/h60eL/YClgsORSnZTFJ+v9nleNHjTOXdh25LCP7CwRlK623ODUccLXrMJDZl26IZp5wuF/jzBxpYu5Ai7wQR/9PKJr1U0XAs3hlFXF9t4spZHq0Ub/v5fexjH7vDmS2YyfPWCKtRMGGonQj3UHlXFcG9QisNip0BtVIYUv4WVZxWmuDsJuGlFjo2Y5c94+MuGeWDFvrdlp3JS8cfBGoQEfx4jcEfJyaPJRkTKIk2WR5aI8ZhqXqU3Z0YUpA1Q4Y/WDMhtkGKykYI30YPElP/KwDPMQG3QYrwDNGhx2oKWXGQZReZKLQFOjA5JoYE0uBZyIKp8RW+jSjaDH+0RnJjiNXwEVKQtUamClkKtDJZMsKVhvzwLFAKZ6aAd7SGDhOyXoJKFDoxyr74Wg9ZtCmMVS63wlzjAmqUIj0bBMiyS/ROBzJl9jFG1jb13VbFRXg26dqQwSil+vWlHU1JozeaxCuDcR20RPVjRq81cWaKOwgXYUvKTx804czrAfaMj44yU208THAXK5SenN+VEE/WhsbilChkwSZZD8jaIZWvLOLMf/LtdR8U9kmUnxA+rLah+yFn7kYiTAJTgVyNMsFEWbK5uZlbdyZWnYm1ZRK6ei9QShHHcU7m9Pt9er0eQgiklHnzzKRxZzuuX7/OK6+8QrvdzkNqR6MRcRznxw7cRnLspdqp1+s5cTK5N8vLy8zPz5MkCcePH2d6epqtra08v2U0GrG5uQlAvV6/47nOz8/TarV27HcyiE3+u9PpEIYhhw4dotFo7Kkouh/l0a1BxMvLy4Ahse6mLPmw7Gf72MdnCl4ZnviLJli29TYIaeqQH/8L99XQcysOeA5LBY8LwxHHpbGWXA9jGrbF8VtyLt4ZRfxBs4cvBYu+R6bhzSDEl4KaZY1bZzTj8kYy3l1QNOqRlI04ZahMtW+qATShNmSLrxXDjLsSKDB+PteaSGu0UqTAZpTQlhIHgYUhUBqOTaQ0kdK8NYxoxikvdYf8v66usR4lpGO7SdWSVMb1x9Y4M6UoDQnSTlJ+YaaGJQQXhyMOek5uczpadHljMGLKtjnbD2glGbHSnCi6/N2jC7hSUpCSA55pAVqLEzwpaEYJ//31TVajmFjB72x0kIg8nHc7TleK/LgX0HAsaraxAxUsiWcJVsOYWdemk2TciFOWC25OmFQsyflhyOuDUf61TGte6gXUbZmTNnOuw1Y84tIw3EGigCFs/uriDJ3U3MmiFFyPEiwESwV3VwIFTKtPO8l4eGxxmnFtLg1DftAe7JMo+9jHfUAWHUqfm2f40gZpM0BIgTNfpPjk/PuySdh1D7vukbZGWNNFozBohciKiz2zU72WbgSEF1qIgo01ZYPSJJsjU8vrW2TDcevMZM1z8gGA+TsLErJuZIgTmAz+5m8xVoCMFYT3BKVRicnOQmlUP0aMUrQEJAjPRhZso0JJFcn6COdQTPRWh/5zK+OWnDGhUbDRrjQk0Ph6Ss+CWKGtjMKZGUjUu6qdMXlhTRfRawNk0SG+3kMHKTrTOAdKVL5mAlelZxm1RmaCYYUjyToR/e+uopIYUk3w8gbArpkr3mKF5IYJ4BWehQ6zXDWU9SJkySEbxGSDGGeukAf8Cs8i2whI1oZY4xBZnSiS1YHZ1lh1alU9krUB6UZwm2rFqrqUv3wIFaSGILIlaTtEWAJryt/zvRdd6aKiLCdMrLJLsjYkutzbJ1G2YZ9E+Qnhw2rWuR9y5k4kQqFQIAzDPfczsclMFCK3YqLOmGz3XjBRmUzUHdvrkkulEtVqFdd1CYKAN998k2KxiOu6PPvsswyHQxzHyVUvkxDYiV2l0WjkRMjkOu+l2kmShDNnzuTEzNTUFE888cRtQbGTf0/IKK01ruty9epVOp3OniqN3e7RpCFn8rVms4nneUxNTe04tlsVRferPHqv4cwflv1sH/v4zGH+NHzt/2TUKMIyJIr9/kLdLCH4tfkp/v5KyvnBCHs84f3VhQaz7k5y5vIoJsgUSwVDSNsC5j2HtSjli/US//jGFimavbSDnTRjlGW7PidnGFv8vT5DawwxIzLF1VFMOs7oiFRGoAVFW/JwySfVkMQpqdL8XrPL20HIxSBkK8446Dk4QnAtjOlnijnXxtcwLw1BcMg3WSOPVYt8rlqimaRjpfq7D48CcIXk8UqR/9DqIYEZ1yJUmt/Z7PE3Ds/mhIstTGiv1pp/vdamn2U8XiniSsGNKOFfr7c5UvQ4fIs95gu1EpdHEc+3B9yMTNbKL8xUOeQ5/HF7wLVRjCMMUbO07bVCCASCaNvnrMCojm6/R2JPQkQIQWVMuNhS8EDx7lkJnTTFkexYqSxIyVaS3uFV+9jHPnaDu1jBni2Sbo0QlsCeLuxZHXyvELak+OQcgx/cIL05QNsCu+JRfGLOEBDbkDZHJmtkomqwBLLskHQivCM1Bs/f3LsCWJtwXJ3usTCqMdkZ21Usd4MCkoy0FY0VNdpkmyjAs7HnikaxEyToVDF6bZPkxoBkfYgKMmTNNRaVdmSIiYqDUIAjsad97JqHPVPAPVTBPVwh64zNpdvHSGGuoXOoTNaP0FLkQbnhG1tUfvrQu7kytqmwNhkya+hE4SxWQAqyTsTwpQ3s6cJtFdzesRrp1ojoWh/diRCupPjoDKJgE73dJZtUXte9ncG0YzWp3pYphsCQRMm7X9NagxbsFWwlhDknhKnJvpVo2fXWDJPb3pvCkSbnZh859kmUnyA+rLaher1Or9cjSRKWl5c5derUnkqUvUiESqWCbdvYtn1bGCwYS0+z2dz1exPc6Xt7IUkSlFKUy2XiOEZKSZIkuK4ZlFqtVm6FOX/+PK1Wi+FwyPT0NFJKlFJsbW0xNTVFpWJWA5eWlna9BnupdhzH4fXXX2c4HFIulxkOh7z22mtUKpV7CqK9F5XGbvdo+7Ycx6HT6dy1kvl+bWHvNdfkXvazn5myj33cI9wSLDzygW0u05q3gpBYKzRQsCQ/P1PjS7u00HjCVD9OAkXhXQvLmVKBTpLhj3/Hbx3BBXAzSm77+nbsloFyN0RAnClKUpAKgS8EU47FMM2IM0UzyUi0pmgJjhddWmnG5VHMvGPhjrOpDnouq1HMF+tl/uLBaaYcmznXwbd2PgjOuTbHCx6v9EcmdFUKo9pxLNbimKIleXzaVGgnSnN+OOKVfsCXp3aqSzppxsUgZMF7dx+HPIcLw5C3huFtJMpKmDBKM7SAGcfiK9NVfmmmhhSCn5qqsB6nVC3Jv9vs8P3OkIZj40jBVmwIl6MFj1gpbkQJjhB8oVbkX6132IpTyrZkPUopWzsbmybopxnf2uryYjdAAE/VSvyJ6epdG4COF31+2BkSKYUnJanS9LKMr5bevRaxUny3PeCF7pBUa56sFvlKo7KnrWkf+/gsQ3rWjmad9wudGTWJzowyULoWhdPTeEvV23/YftcOkxOjmUa6EvtAET1KTTZIvDsTrrp3yDmBO3/vDq/Rg8S03ozbb4RtQZqhM2XUJplCuBb2TIGsH5NtRciagxyfj6i5ZN2YwoMNSk/MIUuOscTcQgJYNQ+74ZOsBYiZgskzaY2QZZesEyELDu6SeWbVqSK5MSReHdymLlGD2FQx17x8H9aUR7YekGwEt5EoaSs0WS+AVXHwHmpQeLiBEILCiSmyQYLwLYIXN0w7UcEBAWqQmPNu+OhUmcYkW+IuVRi9voVwJMKxjJqlaO/aYqWChNH5ltmuFLjLVWM9ukvgsD1XJF4doDOFsCQ6U+g4M8TWGDpRhG93iK/2AHCXKvgP1D+wdqFPAvZJlE8RbrXnxHFMp9PZ8+fvRCK8+eabSClzxcaEEJmEqU5aZT4MZFlGt9vFsiympqZIkiQPm42iCM/zmJ2dpVKpcO3atR3HJaXEdV1c1+XP/tk/e8f97KXaAe6LFLkflcad7tF2Um3yc7spiraTFY7j5G1Gd1MevZ9ck7spnPYzU/axj58cnu8M+c21NgVLcKzo0YxTfnezw/I4VHQ7TpULHPAc3goiFjyHSCm2koxfmqny7XafSCuWCi5aad4cxaSMa4mFUW1/kOtQ+pb/HoxXQZXQ6EQzUprLo4hIG9JnwXM46LmULKOCDLatmmZolNa0k5Tn2gMeKHpU69ZtJIoUgl9baBCoJpeDiAwT/PqN2Rr/ZqNDw7HysdwZB8tsxrd/1llC5KG1289Ba2Ol+rcbHRxhrrctBH9vZYP1KGXKseikim81uyz7Lo9UitQcm5pjHsd+ebbOepzyzihCaWNn+vq0mRD9Py6vsRrGWEJwvOjxdK3EhWFIJ0xoODa/NFvjgVvsW0pr/umNLX7YHVAfkya/vdFmK075q4szdwyIfbpW4rV+wOuDUZ57/FDR32FX+jfrHb651TXNPQj+xVqb62HMf744u9/ks499fMiI3u4wOruJ8AzJoPoxwaub2A3/topj92CJsGxabWTFNTkooxTvxCzRuRYobdpkMoVqhkYRIjEKB6XfG0lyr4gnygplVCmJIm2F469rLNfCqnkgBTH9neoMpUFrsoGx+tgLJWTBvl1JYQlKT84z/NGa2bYGWXUonJkheHkDuS13RNgSjTYkzq0Q4t3cmQnGn1Hp1ohgmCAsiXOoBKmm/70b6GGCKNqoQUL4xhbOdAFnrogsOsii2W/x0RlUkJBuBmY3rkXhZAMVZ3S/eZWsFxkF01wRb7lCsh6gggRZdik+MoPduKVeOdMMnl8jvt5HFm2UhuDsJipMKX1+4Y5jv3+8TrI2JFkP8g9q50AZ/9iYZNKa4YvrRG+1YUyapBsBWTem9PSdt/1pwj6J8inC/Soi7kQipGmKbduUSiW01vlE3/O8vIXnw0aWZWxtbSGlpNFokCQJtm1jWRZBEFCtVvF9n8FgkNt+JtkqSqm82eZObTW7Waom4bS7kSJ7qS32IqPOnj2742fv9R7tdWzAbSSM7/ssLy/fNdvk/eSa3M1+tp+Zso9PKrTSn/jqvh92BkgBh8bqh4ptcWEQcrYX3EaiTLs2f+nQDL+93mYljHHHtpKfnqrwf7+yxmHf5WaUmmYaKVBK4wmBlIIo2zsg/INErE0griugatt00gzfkrhSMlKaumNTtW1CpWgmCa6QbMYJidZ0EmNpeqk35PX+iK82KlwKQhIFJ8s+T1ZLHPRd/ndHFng7iIi15ojvUrUtvt8ZcnE4yi1QqdKAZsq2+Fazy2/c3GIzTjhRKvCrc1OcKRd4tt3HEQJPCq6HEYNM8WyrBxjFz5TdY9F3WYtSTo6zRRY8uDQM+W57wCO3ZIsc9F1+fXmeNwYjAqU47LtM2xb/z6vrrEUJi75LqjUv90c8Uyvxfzy6wEAp5l1n1yrra2HMa4MRh32Xyvj7pSTjbD/gehizVNjbSlaxLf43h2c52xuxmSQ0bJvHqkWq4+1sxgk/7AyYdmxmXPM42U8zzvYCLo8ijhdvzzDbxz4+Lvikj/1aa8K3O2CbIFQwORrpmlFQ3EqiWFWP0tMLjF5rko5VDf6ZGbylCtGllgl47SdI30JNSAJrTBikGvM/DPnwYU2SU23+2CBcaSxCjo2wBDo1tb/St9GRIhsmCClQfVMEoYYJ8c0h0fUeyY0B3rEayUYACpwDJdzDFezpAtWfWzbhuBrsGR/hWESX2qTtKCc0JiSNKNgEr20yfHkDNUxwFkoUH5/Fni8SX+6ZViBLkLZCdJQRXWy/e40uOlgVBzVMsOdNo5muuKTrAdE7ndtsNfZ0gerPLpnWnViZFh1X0v/D64YsqXmQaeKrfbwTdWq/cAQVZSYE17197E+bAcnNAda0n39fDSXxtT6Fk9O3KWa2QxYdKl9ZJF4ZoIYJsuTgLpZNOC6YRqdrPWTFza+ZChKiaz38h6Z22pI+xdgnUfj02BDeSz7GXiTCxG4yHA53MIq3Bsx+2Niej2JZFkmS5A0+WmsqlQpZltFqtfJMlMkxNpvNXBFx5swZWq3Wbfd4N0vVnUiRZ599ltXVVaIoIssyarUahw4dYjgccunSJer1OlprfN9nY2OD0Wi0Q5lhWdY936Pdjm1CytxKVhSLxbuSFe831+RO9rP9zJR9fNLQWQ+4+voWnY2AUt1j6VSD2aXKJ3IFZagU7i2TASlgmGW8E0RcHkV44yrjhmNztODy1w/PMswURUtSc2yCzGxj3nNINbSSFFcIRmjzDD0Okv2ooDFkyjAzFcqBUsg0o5OkbMbwU1NlYqV4YzBiqDJ8KVnyHL5QKyGlJFaK59p9ftQbULVspBB8r9Pnq42Q/9WBaVwpb6sN/tnpKtdDUwtdkIaYOeg5/FGzy79YbxMocy3e6Id8t9XnqWqRMFOcG4yYciwKUhLrFFtYHCt6SODKKOZ7nT5129rx3ipZkvX43VXOm1HMG4OQTGtmHJuGY/GQ61NzbH7UGXAjSjhR9PLMk4Oe5txwxJ8WU3ckK/ppxihTlPx3V1kn+x7cAylWsiyemdrdftBJMkP0bMvdKVuSFaXpJB/msvU+9vHekawPCS+2SVshVt3Df3DqA7XYfGTQoONsRzOPEKaCV8UZW6vX6W6s4bges8vH8Mtl5KyH/+U5rFQiPdvkf4xSkAKr7pmA1yAFWxLHQ5Sl8VKflIR+1KIZrjDnL1NxppDC+kA/L7XW6HEtsUylyf2QEpIMFQrUMIUkw3ugho6VIRtSZTJQpkzLkBACnShGF1qEl7tYng1oonc6+CenKT4+i3Dkbffbf7jB4PmbpOtDtC3RwwRrymf46ibha02T1QIkNwZEb7ZxDldRcYa6OUSWbKQtjWXHFjjTBRO63hyRNgNkeeezsXAtsv67Y3/aDo3iQ2kTGFu0cRZMZXX4VoesH+ckDIDOFMmNAeLxOZzq3iS4ijJ0pk318xjCs1CjJG8BuhOkZ+OPA21v23aQouIMu/bu/oVvo/uxeT9N3XHTnxp85kmUT5MN4U65FbcSRY1GYwep8Nhjj+XnO9nO4uIi3W6XwWCA7/sopciy7CMlUSbodDpUq1XSNCWKIlzXZX19nYWFBb74xS/y1ltv5e08WmuOHDmSX4OVlRWeffZZHMe5p3t8q0JnOBwCcPHiRdbX1/MgXaUUN2/epN1uc/DgQdI0pd/vc+zYMVqtFuvr6zQaDYrFIlNTU6yvr1MqlXbUJ9+aLXKrVQd2tue8H7Liw6rV/rC3vY99fNDot0LOfvs6QS/CLzk0VwZ01gMe+/phZpdub1b5uOORcoF/sxEykyl8S9JPM/SYCPmvr6wRKONxn3VtHih6XA1jRpnigaLPL83WqDk2RUvydLXMv9tsc7Rg1A9Rpki1xpGSaFKJzr3nBn4QEEKz5Du8M4oZZop+pjhR9PjVhQanSj7XwphWnPIPb2zhSpFbO0GwEacc9BwervlorWklKT/oDHmmXuHoNtvLtVHEhWGI0vDFWpnvtXu8PgjQGkKleL0/IlKaKUdiC0k3zbgRJSTdIZ+vleilGZYQtLOMq6OYdmwajB6rFExob5wwyHSePaO0pptmfL5mPOwv9wL+6Y0mzSTjZhTTTTLmXJuHywW+2qgY5YcpwMhhCTFW2N/5bhz0XKYci7Uo4eBYqbQeG/vPAe+9N0KByZep2RabcZqroFpJRsWWzL3Pbe9jHx8G0q3RNnuFQ7LaJ22OqPz0oU9c64iQAvdQmdG5FrLkIGyJGqUICas3L/D2D18kjUIQgtLUNI2Fg7TXbpAmCTOHlzjxhWeo+DPIgo23VGV0oYU1WyAbjrjSepnm8Do61HiJR92aZzV4k1TFOMKn5NQQejLWmqhujTbj1K3Eyi3/NM/QGinktm8akl6plE7UpOzVKcgasu6itkJUnKGjFGfONBrZswXSrZBskDB84SbS3U7omKYfy/Gx54tmMXYQE73VxjtWyyf+WmuyrZBkwxRaeEfrhG+1SdaGCA0qzkhuDI0apmgbtXuQkHVjtOriHK5AmIIQJMPEVBSPUrJejLtYwaq4qEGMHpnGH2EJtNLoKMOeNQR+dKXL8MV11DAh68SoKMWquThzJfyHG7ddu8l915k2tqc7wK55puJ5kOSESdaLkSUX6w7ky73Aqrrvbntc0a2GCdK370rOfJrwmSdRPk02hL3sOdPT0zuIoqtXrzIYDCiXy5RKpdtIhcl2JhPz4XCI67p57e+k0vijhNaaJEkoFApEUUSpVOLkyZO5ouTkyZMAPPfcczSbzR0kQxzHjEYjjh8/TrfbJQxDut0u9XqdL33pS/k+thMYnufl4a5hGFIoFGi320RRhJSSQqFAmqZkWZbbjB588EFWVlZYXV2l2+3mdqTBYMDhw4dxXRfP87Bte8+sk8l9EkKwtrYGmErkW+un3wtZ8WHVan/Y297HPj5orL3TZdiJmT5UQghBqQbttYDrF1qfSBLlq40K74wizg9GKMARgofKPu8EEQVLctj30MBzW32+1xnwZKVIwZL8qDtgLU749eV5ao7NL87WSNG80B2ymYQo4ETJo59oeuNWho9ajTLMFJ1UUbMsao7Ff7k0x5lqEW9MliwXPJZ8lz9s9bk0HOW2kl6aESvFtGNxZRRxbRQTK0WkNP/y5hYHfRdbCoZpxiv9EYPMKDZWwhgJDDJTvZkoRaw0WoDCSNxTPS6W0JqGYzPt2Pxhq8esY1O1LUqWpBmnnBuEHCt4HPJcZlyTQyMFZBqWfI+vNqqEmeK3N9r0M0VZCoJMIQX0soxumvHbGx1+bWGKKcfiehhz2HfJNKyGCWcqBebd28mKRGlGSlG2JNOuzS/O1PjtjQ7nByEaoxb5hZkqU877ewSsOTY/P13lX6+3uTg0GQOWEPzcdJXFfRJlHx9DRFe6t9grHFP9+073E0eigFFQpO2QdJJdYUuSGXj74ou4pQL1+QWUyrjy8ktcf/0VFh54GNuxuf7Gqww7Lb74H/85HN+n8OgsANH1Ppdvvsy14Tmc6SLpIGSjfYUVdQnPKjLjHcKSFnEW4koPrTWWsJFCjgl2TaZSYhWhUfhWCYllrEBak+mYWEVILDyrgN5GpiidkqqUVEd0402swMH3bIRvY1Ucqj+/jDNXRIxzrpyZAvaUT3hhywTDTmwlowSdGVVHshmQdSITjJoohi+uYZXcMeGUmPDUSKHizNQ3C9BhhrYEpBkoxaTLTU360DKNzjR2xUUXbKI3O8iqi/AscC2yfkyyPjRBtlM+suiQbg5BSNAae7aAf7yOilKCVzfRiVHTZHGKEEblkY1Sglc2KD5uWpayTmSUQpkm68V4yxVk8fbxW6cKnSqEZyGrLv6DU4zObZGsDQCQvk3h9HRe8fxeYZXH2359y7z3ACxB4fSdbUKfNnzmSZRPkw1hL3vOrURRHMcMh0Pq9TqNRuM24mj7di5cuIDjOPi+T7PZJIreS/fC+8NkZVEpxfz8PAAHDx7cleTaTRERhiGO47C6ukoYhnmmygsvvMDm5mZ+7ye5L67r5gSG7/sEQZA3FcFOi9Gk4rnZbOYEx2g0YmZmhmazSbFYJAgC2u02Qoi8Ynk3+9h2q876+jpSyvzYJl+r1+s5mXUnsmIvi9qHUas9ue4f1rb3sY8PGuEgwbJ3rpjZrmTUi3+CR/XeUXds/ubhOc4PQzpJyrznsB4lnB+ELBdM1XyqNCOtSZVmyrEp2ZKabfGj7pD/6zs3OTwOOf2P5uo8XSvx1964ghCwHqesR+kdG3k+DEjAEeBJySHPwZaCIwWPU5V3CZQJhBA7rDi+FLSTjGnHpp2kbAYZthCMsoz1OOV/ubE13oYm01B3LL4yVeZqGBMqTaoVRctixrENqSKMemSUZoRCEGuzajrKFBeH4TigV3PIc2gmGetxgi1EnjnzK3N1fnm2zou9ITfChBnX5olqkVnX4cooYiNKOOA5vNYfIYBZx2YryfClYDiuf/4zCw1+a73NpSBCAkcLLn9mfmpHNoHSmj9u9fnjdp9+mnHId/mTMzV+drrKYsHl0tB8fj9c8jlRfH8rkRP87HSVec/h9f6IFM3JUoHHK8XbV6P3sY+PAVTfVLfusFc4FmrwyRz7rbJL9auHiW8O0WGGVXO5dv110iSiXl0AQGUZSWKIhEK1iuO6uIUSNy5e4Lnf+F+ozc4zf+wBDj5xkuSg5p3nzzLKBqhmm2G7jVaGQB+lA3yrjCNcyvYUUkikkGMNiUBpRaoiBmmXQdoBwJW+IV6EhSYjVhFRNiLTCa7lk6qEUdZHoxBIXOlj2w5aCgLRp1SfAQTOfHEHgTKBsASFhxoMfmSsONgSFaTIkkPWT9D9GCyBijLUIGbw3Rt5aKzQAlmy8Y7XURvDcb2yRvgWsuiQtY2KB61zOw/peBkhzkwTT9FBp9rklQhhgmiFIN0KEZak+Pgc/ok68fU+aS/Gqri4hytYJcdUNQ+MbSi+2kNaElGw0MMU6ZrzyPoRxcdmCV7dJN0IEMJUFBcem9sZtZBpwkstorc6xmbT8CmcnqFwZsbUam8GIATOgRLOzO0Nbu8FhdMz2FM+8Q1D0LgHyjiHPoG2uPeBzzyJ8mmzIeyWW3ErURRFUZ4fAuMPESG4cOHCjgnwY489xvr6OhsbG2xtbREEwUd+PlLKnLwoFos5mbDX/dlNEVGtVun3+yRJQqlUIk1TkiQhjmMuXbqUv1ZrnW93QmAkSUKxWMxrlS3LIsuyPLx2gjAMuXbtGmEYUiqVqNfrDAYDgiDIM1uOHTuWEwt3a/mJoig/7yiKdtRP342suJtF7cNSWH2Y297HPj5IVGcLXL/QIksVli3RShMFKQf28P9+EuBbkieq7wbVDdIMMVY92AJSrYmVwpHm3wCXRxFXwohMQytNeakfcCWMmBlbNGq25Oq4oeejhACK0jyvNhyLWc8hVpqvTFUo3PIQPcET1SKenOOHnQGtJOVPTPtsxSn/48ommdYULUk7UXhSEGUZddtMADbilCgTvBVEDFJF1ZJsJIpEaSwhKFqSSBn7zWhcv6MBC5h3bTbjFD0OWizZFocKHm8HIddGMY4U/PJsjT89N4VvSb7auL12tCglnpSESqG0RmBKMKQAW5gV0ERpvlQvM+fYvNQLqDkWX66XKd4SJPv9zoB/ttbCFYKyLTk3GLEeJfzt5XkeLhV4uPTBPDxvhxCCRyrF2wJy97GPjyOsmQL6Wu/d6taJvWLmk/v+FY61o9LY3vCM8kMphJSoNEWlKbbr5YuSrRsrdNZvAjDqdrn55kV6mxsgIOh38csV2murOYECkBKzElzgBm+zGa5wsPQADW+Bgl3GkyViFTJMumgyXOmRqJgwGzCI22gBBbtEqlI68QaZSnCkR6piIjXCEg6WsNiKb1AqTWNrSeANsEouKE3hocZtBMoE7pEqFdcyKqNRirNQJN0KGT5/c3yBpKlvtiU6yRAlG6kgGyYQm+wSHWSmPacbIzITOCwcC1wFYWYCuiaQICumVlknCgRI38KuVkibAWkrRNiSwmOzFE5PmwDfhxq33zfXAkualiQ99msqbQZ/SyKM/AX/xBRW1SVeHSCLDt6x2m1BsuGbLYKXNsCRSNciWRmQ9WKqX1/CPVDCPfDBq6yEFLiLFdzFT55694PCZ55E+SzYEG4lijzPI0kSXNdIrkajEWtra/i+j+M4OybdURQRRVFOuPwkkGWZYV8dJydQ9ro/uykipqen+f3f/316vR6WZeUZJ7Zto5TKVSO2bRPHcU6YTPY9af7xPI9arZZnr4AhWxzHwfM8er0exWIxt+0sLi7S6XRoNpssLS3dNWdn+32abG9yv+6H3Ps0WdT2sY8PAweO1Vi/3GVrZWjku1pTnSlw+NTtDzqfVJwsF1jyXd4MxkqJTCGEwJcSRwpGmeLCcIQnBCfLPjOuTSdJ+VFnyGHfoWJZdNM0rx3+qGAzfpZEUJaCQ57DIc/lp6YqfHmPgNMJTpULnNoWFrsZJXxzq0cnScnQlCyBJyXryuS8FKVgffyzW0lK3bZopZrCeKKxESf8/9n70yBJzjy9E/u9fnvcR2ZGZlZm1o0qVAEo3FdjuoGe7p7hTM9BcmY4I5Likrsr7YrLlUlaSZ+kL5LMZDJ9kNbWZNrVHjTZkNQsySGH05y7u9HobgwaaBxVqPvM+4473MPvVx88M1B3ZZ0ACvEzgxlQyHD38Cx7w98nnv/z+HHCjGWwFoa0w5hISjKKSlZTUIVCP4nZCCWTpk43jqkaGnttE4Hg1WKW35uo3taVMWpoPJvP8Hazg7k1ztNPEiZMHS1tWOZozuL7m23+bLOdNhUpCvP9gN+bqJDdElKklPyk2UMFZuz0s72sqZxxfD7pOExZXx2L9ZAht8LcWyRc7qVBnlsBT9qojXWg9Hlf2gNjbM8+CtVR6ksL5MoVQs9DCAXNNFFUlaDfp7G0iGaajOzeg53L47bbLJz+lEyhhJHJ0O91iG7hPE8IWfWv0AhWKBk1bC1LTqvixT2yepExaxov6uBFXXpRm+XkIn7cx1QyFIwqYRzgxm0ud09gahlGzSk0xcAXHuv9OTJRAdvOs7f0PFrFwtxfwtx762dfIdJsGOMqF0TU9PAuNJHb4aqmitAESTdMhSRDQC8AqZD0glTQ6ERp8GqcEHd6EIFWsUk6YRqWmkiEqaQ/KwQyiJEC1JKB9GKEraeNSAKsJypknx277e9JLZkYk1n8K22ErhC3fUSgoJbSZ34UgVbL4J7axDvbIPEiFF0lbvlkX6gNAmNlLPEvtQcBuwAioxGtuQRLPezDj89zzReNr7yI8lUYQ7heKLrakdFoNNjY2ABgZmYG27av2XRvZ4NsCw+Pmu0QW9u2mZycZGZm5o6/n5s5Io4ePcqJEycwTXMwhtPv99E0beB2ieN4UJMcRVGalZDN0ul06HQ65HI58vk82WyWbrdLFEWUy+WBGBNFEWNjY9dkngDs379/R0HFV/+ehBDXOF22xaNKpXLHIOTHaURtyJCHgWFrPPutGdaudOg1PeycwdieApnC47PRzGsq/8GuEf7deosrro+mKPxOrcKC73PO8enFMU4sOZw1qehpcKkuBI0wDWOtGRobj9jinlUEsUwbcARQ1FWeytn8F3tqGOpn37zFUrLmh+iKYETXbilSVAyNF4rZdORGV/hhs0cnikmkRBdpfoelpM0/VqKQ11T8fgBS4icJG0F6LRlV5T/aNUo9jDjn+Dyds6hHEcteyJIf8moxy2/WyvzJRptFLx3leaGQ4bfvIKBAuj7/1niZjKrws7ZDL04IpSSrqjix5BuVPGVd479e2EAVsM82ceKEn7a6jBoav1FLaxAk0I6ia5w6QggU0lyZIUOGgJrVyf/CFMFCl7jjo+Q+G694XLDzBY5951c5/95PaK+vouoGR9/6Fu21VTbn5/D7LmHgUdt3ACubS5uMdZ3O5gaZQolsqUKvUb/jeQLpse7PwZbWYik5LC2DJnRMNUM3arLenydOQjzpAhKlr6GgAgkRIUSw7s1j2hniOASh0PWa5DJVqqMdct+cQtU+26rGUYTTaqIZBpnCrZ+p1YKBMZUnbnhIW2XzzCW8Vhc9Mimru1C2nCYyjJGxgmppRA2PMAnoe130SEcKSaz2GP2FJxDNmKjho09mSLoRcccnbnlYT5SxnqzSP1VPx39UgbW3SPbY6B3vnxCC7EvjKJaGP9dJBR8JQlcQYYK55b7pn9hEGAraSAbpRXgXmigFncyRkfRASZrpIrRr137gszGkIQ+Fr7yIAo//GML1QtH+/fuvaecJwxApJbZt43kerVaLVqvF2bNnmZmZGbTEPEpUVcU0TZIkQVXVgTPkagHlbqqpjxw5QqvVot1u4/s+jUYjzQmIIoIgQFXVQVZKPp/H8zySJKHdbhMEwUAQ0TSNt956i3q9zpkzZ25we8zMzFCpVPjkk09oNpuUy2WefvrpHYly1/+eZmZmgGvbeXbiMnncRtSGDHkYGJbG9JOP9zc0u22T/2xmjGYUb414qGwEISe7fTaCiD/bbFHSVPxEcqbnsuQF+FsVu2mLzKO9XjeRaKRu5oKmoiuC7220WAsifqNW5s1Knnkv4A9Xmyx4AZoQPJ23+du1MsWrQlKDJOGs49EOY47mLJY9n5+2HdaDCC9JEMCiF5LX0twTVQhGDY1RQ+eXR3R+1nIIpWSfpqALgbcl5n93tMSqv8GCH1DSNIq6SlnX+LuTVfbYJitewE9aaZbJsXyGkraz8L6spvLbExW+O1YiTBI2w5hGGDFiaOwydP67xQ0WvICncjaqSMWlXqzyQdvhu2MlVCFQRFph/f16hxFdG4TmKgL22A8m/2TIkMcBxdawnni8O1grk7t45Td/m36vi26Y6JZFr9lgY/YyvWadSx9+QLZUJvR9Nueu0KlvkMQJmWIJoYh7ShD3kh5e0ONE80fYap5+3CWWEZLPRNyEiOSGAVGJ77koioKiCaxcHqEonP7JD+k2Njj8+teZPvoMzeVFzr77Dp3NDVRNZ/zAQZ58400M6zP3YRSGbM7P4rsO5qiFaIWcPf4OG2tXiKMIRaiMxNPsH3kOPWeBkubKKAUDkbNYP3cR3bboW306UZ26u8y+fsSTz7xB790V4laAYqXV0OpUnuxLE8TZhPWlZRob86iWwUT1EFlrckf3TLE0si+NYx8bRcZpq1DS36ofzqss/9VxeuvrFGcmyAoDJaOTeDHBXPczEUVT0Mcy+JfbaUuTIki8CKGKgTNlyMNhKKJ8RbiZUDQ9PQ3A8ePHOXPmDP1+n8XFRTzPGzgxTNNEVdXBZvxREccx/X4/tZ9v1SufP3+etbU1jh49ytTUFCdPnmRzc5MgCPA8jxMnTvDmm28O3tf1IstTTz3F4uIiJ06cGIgyYRiysbFBLpejUCigaRq1Wo18Ps/y8jIrKytUq9XBNbmuy8LCAkeOHLllE9Knn36K4zjkcjkcx+HTTz8ln8/vWEi5VV7K7Owsx48fJwxDfN/Hsqybuky+CiNqQ4YM2RlCCCpXCQyjhs5b1VQYt1TBv19v8Um3SyOM0ATUDJ1WmDoaVEWkAR2PCEnaeuMlIKK0XaYVJfyo2eWjjssb5RyBlPSiNNtktu/zXqvHz1sOf3eywphpUNE1fn95k1OORywlxpbbxFZUjuU0fCnZCEI2wxgVeCpv881KkW+O5DGEwk9bPVb8iLwqOOv4NJMYP0n4V2sNvl7O8XuTVf5ys009jKgZOt8eKXIoY/FfLazxg3oPgUQTggUvoBXFA6fITrBVBVtVKOga+zDpRjH/zeIGf7bZZt4L6EQxu22Dw1nrZs2XfLtaZK4fcKHvp2MKQvByMcezhS9v3sOQIUPuDaEo17g1cuUKuXJaJqGoGpc+/BlLy6fp9zqoqk6+UsXptDAsG6HeezB0JAO60Z2dLNcgt9p7ggDfcVANA6/X5fJHH7B87gzTTx0j9n3CwEcoCq3VFRbPnGTlwjmOvvktssUyZibD8b/6U+oL88gkQTMMDD1DJ1klv2cCPVbpt3tsdOYpFWvs3v8M1uEK1sESQlW4+NHPWL4yi2HbbC7MEfk+URji/KDJ9FPPknlhjP65OrHro5XsNO+krPPhH/4Bcyc/QQiBqmqsLJ8n6PfZ/+IrO3772xknqp1+Vvd7XY7/8R+x+slZwnYfcyPH1NQR9u177obaYyEE9pNV4pafhs8CqAJzXwl98svXOPVlYiiiDBlsuufn5+l2u0Ca9ZHJZGg2m8itxe1Rs31eVVUHbpFOp8OJEye4ePHiNQGxiqKwurrKH//xH3PgwAHy+Tzr6+v0+/3B2EuxWBy028zMzNBut+n1evR6PUZGRnjqqaeucbO88847RFFEp9PB931UVaXf73Pq1CmmpqYolUp0Oh3CMGT37t0cOXKE2dlZNjc30XWdbreLaZpsbm7eVx7J1UGxYRgOMlmmp6cxTfMGl8lXYURtyJAh98+vjpYQwP9jdg1D+Wz0I5AhvTCiFz56K3BaKJm6Sepb599l6nSimJ+3HQIpeS6f4bTjEUlJJCV/UW/zcdflSC791s2JJUdyFraq0IliftrsUdJUXi7nkFKy4kec7rmUNJXfHq/weimPpqRPpirgJwkL/ZAISVVX6UWCzlbd8GvlNERPSChpKmVN5c/qLf7VapMEULeecFuR4C8323yjkqd0j1XCP6h3+HnHYa+dCiqBTLjs+hiKwE8kv1DJo141LjRu6vznu2v8vO3QCiP22iZH8zaGcvNAxiFDhnz1EEJw+GvfAASN5X+NrpsgwO+7RGGA5ziE/f4jvy65NcIeRSFep4MQUBgdw+v1WDpziiSJqO0/wObsLImUxGHI+fd+yvK5M4zu3pO2EAUBY3v2oukGXq/H/KkT5MoV8vtGkFISbSYE82vMGWepPfUUpUMVFCUVMISiEAU+rfW0ndMuFvEdB99xOP/X7zC6ex+LjZMkXkAhO8Fe9UVW3/2As+/+CBCD0N5+r8vFn/+MmaeOoVv35gS59POfsXrpAoWJGrH08GOXubkTFOwRSsoIxtFrw1y1ikXhrWncuSbSizDG8hjjufsSw4bcmaGIMmSw6a7X67TbbRRFwTAMms0m/X7/cxFQrqbf76OqKsVikSiKME2Tdrs9CHzNZrPEcUy326XVarGwsEAURXiexxNPPHFNzkun08EwDGzbHswMRlGEpmk3CA3FYpEzZ84QBAG5XBpYtd3M8/bbb6Pr+sDpsb6+DsCZM2doNBoYhjEQUiDNNLlXrh7h8X2fOI4Hv6dsNjt0mQwZMuSeUIVgj2USJAl+IilrKoYQzHsBTpTweSRpSD5zpPhJwpih4SUSJ04wFAUnTji/5TIpaSqtMHVNxlvNNqcdD0tReE5J3RcFTUUVqQgCMO8FnOr1aYUxnpT8/nKDJS/kdycqCCF4MmejCcFmGLHL1PFjiSclezImx7t9zrg+ZU0lo6n8uNXjextt/DhmyQ8Z1VRGLAOFtBp6tu/TjuJ7FlE+6rgUNJUp0yBIJJf6HhtBxGI/5NfHSnyneq0w7icJbzc6vNdyCJKEtSBixNSZHobKDhky5CpUTaNYqxGHAVEUYmdzCE2lvb5K6Hkkj3qW8yqSMCRWVXLlKqHnEfoeqq4TeB71hQUArEyWfqedjq7EMRLBxtwsZi6Lqm05LXM5hAB/K9OxubLM5sIcfq9HnER89Bd/zP7Gyxx+/RsIIRjdvQcQeN0u+ZERIj8gjiJKExMsnD7J6sULWPk8umFw+eP3OfvTt/G9Pt1GnWypQqZYRCDotRo0V5fx3N49iShJHLN66QKZQgGznCeKVZS6Qr+xRGtzhfHXD2AdvNbhGPoeFz96j6Vzp0nimJGpGQ7aXyNfGbmv38WQ2zP8emLIgCiKBiLF9qhIEASfu4iy3Vbj+z7dbhff9zEMA9/3B1XE/X6fOI4xTRNN0wYBsttjLttjLwBBEAxGlzY3N3Fdl1arNXB7bLNnzx40TRsIMo7jYFnWwBFTq9WoVCoUi0VmZ2c5ceIEvV6Pfr9PEATouk4mk8HzPPxbpJzvhKuDYi3LYmZmhnK5jK7rPPnkkzeE1m47V86cOcPm5iZnzpy54b0NGTJkyHzf55+tbLIahHTCmI0gYjOMCLeCSD/flR+Qkl4Us+KHuHFCO4xw44R6GKECy15AM4phq745kJKKptKJooFoAlDUVExFcMX1Oet49OOEgqZyLJdhxFB5t9VjzktDdMdNnV8aKaYuljg95rRpMG1qrIchphDM2AY5VaEbRqwHIaFMHSztOGEjiFBEWvsRAiP3KKAAGFtBuwjYnzV5o5znQMbku2NF/uPpUXLXZa78yXqbf7vWwksSNCF4v93jf1jcoBsNwwWHDBnyGc2VJU7+4C9xWi38Xg+n3aLfbhNHETfMi3wuCDzXoddsEPkevtMj9Dy8Xg8UhU59YyCORGFIEkVY2RxezyHwUheNlBIzk0eoKq3VFRpLC8RhgJnLMb7vIGY2y9yJTwYhusWxcfY+92Iq2LguSRxRqo2TLVdxW01026Y4OoZmWviug9NuIrcKKXyni9tpIxQFGSfIJMbO3Vhpv8O3jrpVWCEE6LUMxr4i2kiG7LEa2Vcnbqg4PvvuO5x/76ckUYSiqiyc+pTjf/EnhL5377+CIXdk6EQZMth0dzodALrdLv1+fxDq+kUQUXq93qDmeNsdY1kWjuPgui79LethFEWD2mEhBL1ej9XV1YGQcfDgQXzfZ35+Htd10TSNfD7P1NTUIHfk6rGb7UrjOI4pFouMjIxw6dKla5ws7Xb7GgFnW0TZdr2Ypolp3nuw380qqrPZLE8++eRNR4SGFcdDhgy5E1JKvrfRYtELGNvKQQmlxAkTFAmmIh55vfE2KunDiS/BixKKqqBoaKk4seWQuewFBIlEAr6URCQseSG7bYOVIOJMzyWUklaUUFQVfmW0yBnHpx3GFDSV/Rlzq/ZXsupHrPohe+y0WnLaMqjqKmtBSFbT0YRk3ovIKkraZARshhFOIsmqCllVoZso+FFCI4xQBIQSns1nBhXE98IrpRz/YrnORhCSV1XqQcSEafBmJX04P9Prc7nvowvBXsvgvXaPiq5SM9NvYouaykXX51Svz6ul29dDDxky5KuBTBLOvvsObqdJpljE7/eJw5Cg30coAkXXSLzPafOtqChbYzVREGBms1jZIhIJEpI4orm8mIo9UhL6kEQx3cYmuXIZt9tmY+4KkR/gOT0yhSIHX36NtUsX8Jwedq5AedcUuUoaKr+5ME+vWSdfHUEmCcVaDSuXp99tkymUQAg66+sYmQz2liPdbbeIfB/DstFMk9D3iIIAt90GmX62Th58Es24NwegoqjsOnyUMz/+Ia5hoFsWTruBPVJi/KknkDJhY26O1toKmm6QHxll5fxZsqUyma0vVM1MhubKMvWFecYPPPFAfjVDbmQoogwZbLrHxj7rNN8OdQWuqdp9lGiaNvjHdV1UVSWbTUOS4jhmenqaS5cu4TjOQOjxfZ/19XWy2SxBENBoNOh0OmnVo6LQ6XR44YUXqNfrOI4zcHdcH9C6LSz1+310XafX6+G6Lt1ul0wmg67rA1HD87zBcQAcxyEMQ1RVpVqtEkURtVrtnu/DnYJirw/Q3f65YcXxkCFDbkUnirnk+uwyDXyZjs+YApa8kIC0RvjzwAAMVaGkqXhxgpskZDUVTSgUNJUJQ9AMU6eJTpp7GwJxIpl1PVphRFFTWfYjIinJqAqKotAOY35vosJlN3WidKOYehiRURRiKfGShFhK3mv1+BcrdSxFxY0D1n0PvS+YMTX2ZCw2woiqoZFIiKREF4IZyyCRsElEmEhsReFgRufvT1bv6158vZyjGUa81+qx7IeUdY1fHilyKGPy7zda/NlGGzeRCOQg/2W39ZlgrykCCbjDiuMhQ4Zs4XbatNfXKNYmCP0A0aij6BqdjQ1kfH1zziNE0zB0HSuXJ/D6xGGEYdkoqoqVzSHKCn6vh+86KKqGTGJkHBHLhMbyIv1OGzObo7O+jpQJumkBktDzOPrWt2itrRBHEb7To9/toqgKSEkUBMgkYfbEx5z58dsYlkV7YxWn1UzHnsbGKY6N4zQbWLkcMkmIowjV0CmNjZMkCf1OmySO0U2LkZndPPXNb9/Xrdj73Av4bo/lc2fwHScVg155ndLYOGd+8jZXPvmQKEjdk7pl4vUcKpO7Bq9P708ydKI8ZIYiypDBuEgmkxmIBUmSpAneikIYhp/LdSmKgqZplEqlgRCQz+cHrg7f97Fte8vylooZcRzT6/UIw3DgwigUCuRyOYrFIu12m8XFRaSUg0yV7YBZKSVhGHL8+HFc16XdbjMyMoLjOARBQBzH+L7P6OgohmEMxIrtsaJisYgQgm63O8hREUIwMjJyX5kltwuKvTp0djtAd/v3VS6XhxXHQ4YMuSmGomAoCkGScDhr4cUJK35IIEEXacis/zkIKQogpGS3bdCPE9aDiNdKWUxVoaSq/LzjoiuCSUNjPUybcxKZiil9CVYiUWPJhKlxrJDBVhQkcMbpM+sFRImkGye0XZ+Lro8iBEVN5V+uNHi/5bARRggBeS0VbcZ0DTeRzNgWgUydJ+cdHy+JiSUUNYV9GZOipvHzjkNGVfh2tcA3q0Weyt9fK46hKPz2eIVvVgp0opgxQyOrqSx4AX9V75DVFPYYqaB/2Q1ohjEaAXnNQhGCehCRURVm7GEmypAhQ1JUXUdRVZIoYmRmN3EY0G3UkXGEomkIoRB/Ds/9qqKAEJQndtHvdvCcHtNHnkbVNKxsjqVzZ1ANk1xlhH67RRQExFIik4TI94lNi6Dfpzg6xujuveimiUwSVi9doL44T5Ik+K6D7/RoLC0gFAUrm+fTH/wFC6c/pbOxgabr6JaFlc2TLZWJg4DiaI04DNPWnvl5Qt9P3fDZHOXJXei2zcqFc1jZHHuff4l9z71Iddf0fd0L3TB5+q3vsP/5l/H7LrlyBd20aCwvMnviY6xcDjtfQEpJfXEBz+nSqW9S3TWFEAK33cKwbQqj9/4F7pA7MxRRhgzGRcrlMlNTU8zNzdHr9ahUKkxMTHD58uXBqM+jRNM0xsbG0DSNZrPJyMgI4+Pjg/EUSIUW27YJgmDgvLj6fbmuSy6XY3x8HEgdNvPz84P/728thtthsJVKhTNnzuA4DoZhMD8/T6fTGYzv5HI54jhmbGyMTCZDu91mYmKCtbW1gZBhWRaWZVGr1ajVag+kGedW1cc3G91ZXFwEGFYcDxky5JbYqsIrxSz/br2FAI5kbVb9kLKu8lY5TzeO+f5mh0fd0RACT9gmz+UzfNR1txwpEl2BS32fUUPHjRQCKUnCmJyq0IkSJKCKtDEnQdKOYyxFGbTuNMOYuoz4RjXPsh+y6AVccNKmm2fzOSxV4dOuy6wXUNVULvV9BJAxdFQh0RWBkIIXC1n2Zyx6ccJmEHKi63LJDVAEfKta4O9OVNmbMW/4PLqaZS/gSt/HVBQOZ60bsk2up2poVI3PHtcWvYBelLArm36hIIRgwtJxkoScpnLOSTO4LEXwi9UC++x7HycdMmTI44WVzTF58DCXPnyfTLHIyO69dBt17GKJPceew+t0ufzxz0miRyukJFHM6MxexvYeYPncKQCirS8pG8tLZMtlwr5H5HtImWBkbDzXBVIBxs4XCQMPz0kDXRVFAVWl32njKYK9x56ns7lBZ2Od+vIChmkzfuAgqqaxeuE8rY1VMoUSjaUFFFXFMMtIJUYzUxF65qlnyFdGCHyPXqPOxtwVGkuLCEXhwEuv8cy3vkNhpHbLtV9KSXdzg9baKpphMDqz547Bs5liiUyxNPjvzsY6ke9RqqV7GiEE+WqVOArRDZPNhTmQoFsWB158hcLo2C2OPORBMBRRhtwwLhKGIfl8nj179mBZFlNTU5w+ffqRX9e2oyKKIrLZLGEY0mg0BqJAqVSi1WoNMlK2R3a2HSxCiIFDBRg4MoQQZLNZRkdHabVabG5uomka5XJ5INKcOXOGej0Nm0qSZHCOYrE4uEdXixpXj9Ts37//GuGk3W5z/Pjxm7pI7reG+OrQWWDw3nK5HLVabVhxPGTIkFvyyyNFYin5WdvBSxLGDJ2aqTG55Vy47Pqcdu89FPteSYArXsBTOZuXC1ku9H3W/ZDXS3leL2X5g9UmS1uh5/0tF4ou0gwQQxEYikIjjPHiBF1R6ccJYZKQU1UMRWGPbVLRNdb9CFtRGDF0hIDdlskHHZfNICRMJIGU9LZCaLOqQjtKKOsab1U/CwzcCEKuuD6GovBE1iKjpnn9jTDix40uZ5w+JU3j1VKOY3mbHzY6fG+9TSuKUQRMWQb/YHKEvRkTP0n4sO1yqe+RURSeLWTYn7nxITurKihCEEiJubX2u3HaZPQ/nx5l2Q/x4tTNcyhrbQXdDhkyZEjKodd+AYDlC+eIw4BcqUJhrEa+XCVXqlJfmqe5vPTIr0vKhNbqMhMHDzNx4BCbi3P0O212P/Msk08c4eQP/4LO5jpSQugHkCSomoaRySJUBdPO4LsOcRShGAbBVulEJltA1XXKE5NYuRy9VgM7lydTSJ+L89URls+fwet0iMKAJIoJXBczl0M3LSI/wM4X2Pvci4Nr7TUbtLcEkerUzCADxW23mPv0Y+qLC9iFItNHnmZ0914uffAeFz/8GYHrghCUahM8+0u/QmFkjDDwWTl/lubKMkbGZuLA4YFQcjW6ZYNQ0nEiLd3Ch75PvlLl+V/9Tdprq8RRRHl8ksqWK2XIw2Moogy5YVxE13VardZgbCaKIlRVJY4fXcK/qqpYloVhGBw+fJhqtTqoYL7aVbG+vj4IfpVSIqUcuEFUNQ2o8n3/BvFlbm5uIJp4nndNjbEQAlVVB+M+URQN/jwMw5uOxtzKKXKzcZvl5WWeeuopTp48ecOfbzft7FRguT50dlsoqtVqwxDZIUOG3BZLVfjb4xW+M1LESxL+arPDn9c7hFuBso0wIu2ZeTRkBGQ1lWnL4O9PVPGShAUvYMzQ+E61wJFc6gj8e4pCPQzZDGLiJCFRYFTXsFSFjKaQV1KnyrwXoAeCRMLhrM1F1+e9Vg9bScNgvSShZmhshiGxhGYQIkjzYEIJ8VbuCVHEcj9gzNRvGNEZNXRGDf2aP3OimP92YYPTTp+8qnI5Cfi06/LtkQI/qneRAg5nTWIJF12ff7Pe5B9Pj/H7K3Xea/XSimcJP2n2+PuTVZ4vZq85/qGsxcGMyelen1FDI5KSVhTznZEiT2RtnsjaD/k3NWTIkC8zumXx1Fvf5uArrxOHIeff+ylzJz4miWOSOMZzHBACHtFIp2bZGKZJeXwXR7/xTULfp7u5Tr46yhOvfI2R6d0APP3N7+C0m7iddprXKCXZchlV0zEsG1XXkDJtH1JVFQmMTO+mubrE4plT6KaFZhjEYYiZyeK0msgkoddqghBEUZTegyT9B6dHp75BrlRhdPe+a645V66QK1eu+TPP6fHhn/wRjcUFjEyG5vIS61cusff5l7j84ftouk51eoYkjmksL3Lu3Z/w7C9/l+N//u9ZvnAOISCJExZOfcqz3/lVxvZce87R3XsoT0zSWFwgUyqlGS+uwxOvvkFlYheViV0MeXQMRZQhwLUiwPbGf9uZsrGxATDYpD9shBCDmuKJiQkqlQoff/wxzWaTcrnM3r17B4LCm2++SRiGzM3NoQ0qwVKxQ9d1du/eTa1WIwzDgRjR6XS4ePEip0+fxrIsfN8fvGZubm5Qp1woFPB9f1DzLKVkeXmZyclJKpXKHd5FyvXjNtvjRAsLC0gpmZmZwbbtaxp09uzZc1Ph5foqY7hz6OyQIUOG3Im8ppJH5VsjBeb6Phdcn40gpJdIdJGKCZLUIfKwSMWLVDx4Jm9zzvH4080WrTAmRlIzDP6zmTHerBY4mLX4Px+c4v92ZZWLjkc3ilkLQnpxQlnTqFkGvzs5QiIlnShhxtb5oO3wYcdl2Y9BgJCgCcFKEFJvxUigHcYkEgqqiqYLulFCL4rxEzjl9NmdtbCVO3+zd6LX55zrcTBjYigKa37IR530/IYieKWYTT/nBExaOnN9n/faDu+3HCZNnZyWtuJd7gf86Wabp/MZ9KvOayoK/3BqhD9Zb3Pa6ZNRFN6qFPj2yNBtOGTIkJ1jZlKBdv9Lr9DZXKextEi3USf0vDQ3ZUuoeKhiihDIOAYJ4/sPsnb5Ipc//gDfdZFJQr46wqt/63eZevIoo7v38s1/+J/w7h/8Pq31FTzXxW02SKIYu1CgOFrj2W/9ClEUEHo+hbExFk5+ysrFs/T8ze0Toqga7Y01es06UoLX6wJgZbMoqobvOgR9lygI2ZybpTIxhbqDuvrVSxdoLC1SnZ5BKAq9ZoOV8+dYPn8WVdeZOnw0/aJW08iVKzSWF1k6e4qVi+cpjtXSHBcpaSwtcvHn7zE6swehKIPjG5bNs7/0q1x8/6/ZXJjDzGTY//zL7H3+pYfxmxlyB4YiypAbuN6Z0ul0BhXD246HbXfGw0AIQRAEuK6L4zh873vfw3EcdF1nfX2dxcVFvvvd7zI9PU2xWOTb3/72QHQQQtBqtdA0jSNHjnDkyJFrhId2u83JkycBsCyLfr+PaZpEUcTa2hq6rg+adbbFnJGREZrNJlEUDcaDTp48SaFQuOOIzNXjNp7nsbS0hOu6xHGMqqosLS0xNTU1cN1c7UDZSUXx7UJnhwwZMuRuGDV0/snuGh91XP4/i+uM6hrNIKQnJTpbLTgP8HzqVceTQETqAnHjhL9qdGmGEboQaEJw2fX5r+bXeaWUxVZVSrrGf7F3nLcbHU50+3SjmLyqcjhr8Vwxy6HsZ2Mwx7dyS75eydEIY1phRDeKcGLob7XyKDLNVElIUBWNCdNAJcCNYzJCUNZUNoKQf7q0yf9qzzj52+SYNMMIZBoMuxlEfNJxcWNJKBPcED7uuLxUylLRNcJEooq0cSiScpCPIoRg1NBYD0JaUXSD22XU0PkHUyP04wRVpOcaMmTIkHshXxnhlb/5d1i5cI6ff+8PyZUrOJ0W0vNQNJ0kjpAPsqnzapeLlOnxZYLn9LiyJaCouo5QFOqLC7z/R/+SiYOHUDWNbLHE67/zd5k78TFrs5cIPQ8zm2VkajcTBw9f01KzdO4M7fUV9jzzPG67he/28F2X0POJAg8ZJyAEiqoShwGqrpMrVUBA6Htoho6VL9DdWOf4X/wJr/ytv4Nu3Dpjqt9N8yMVVaXXbLB68TxR4BPHMYHXZ+XSOaYOHcXMZkniGEVV6HfayCRBNz/LuMoUi/TqmwRefyB0Xf27eu6Xf43Q91BUbTDWM+TRM7zzQ27K9mZ8dnaWJEnQNI0wDAdOj4eJlBJVVdE0jaWlJRzHoVKpoCgKSZLQaDT45JNPmJ6eHlzr1ULC4cOHbykkbP/M1NTUQKA4f/48mqYxOjpKEAQYhoHneXS73UEjz/ZIk2EY14gddxqZuXrcptVq4XkemqaRyWQIggDP82i1WtRqtYGL5GY5J7erKL7VKNGQIUOG3C0x8FHHYdWPcOMYUxH0t8ZbEhiM9wjSJp2Eexv3Ua57nQpMmDpPZExOOR5rfkhFV8mq6tb/j5n3fD7t9nm5lI5eWorCjJU240yYOoeyFupNPp+WvYBmGFHWVXbbBvszJqt+yE+bPV4uZtCEgkSSUxX+ZKNNJ4oRBKz6IcnWtcZCMGHozHsBp3p9Xt26hpsxupWx4sXpOJKfSAwBo4ZBmCSsBhGXXB8ysBZEfKOcZ8oyUAQESTIQRDpRTF5Tyam3Fmxs9c7iSSIll1yfjSC9Bwcz1iBw93EhkZIFLyCUkmnLwByKSkOG3BVJHLF84Qxuu7klIJgkQbglcMhrhQ+hgLxHUUWIa8ZEhapSGBmlPDHFysVzuO02mWJpICog0vGc+tI8Y1sjNbplURwbxy4UyVdHqO6avsaxsU1ncw2v18MuFClPTqIoKu31NZbPnWH66LGBu143TS68/y5et0sSJziNOgi2apRjciMj6TXMzzF+4IlbvrVsMW3FjKOQ9voaSRKnwky5QhgGOM0GzdUlCqM13HaL/S++OhgJiuMIVU235b7rki2V0W4j2KQVzrcnSWKay0u4nTaZQmlwDx4nkkTSrfeRCeSrFqr26Nb+oYgy5KZcneWxvciYpkkYhtdkhGw7UyBtytlpbsrVo0FX//u2eFKr1bBte+AOUbYWR0VR0HWdZrN5zbXuxInRbrc5e/YsrVYLgFKphGVZgyrniYmJwc82Gg10XafT6QwcLqqqEgQBjuOQy+VuKWpczdXjNq1WiyAIyOfzjI2Nsb6+TrfbHVzP1cLVzXJOHoS75EGE2X6Redzf35AhD5t3Gh0+7roczlqEMiFKJJqIURXBZhhR0DRkktDYasTZFkMUUmEFUsfK9eiAKkSaN0IqmghS0aaiKbxaynMwY9KJE073+kRSXiOIJEgEaZgqwGYQ8d8vbnDB9Ugk6IrgtWKO35usECSSD9oOC16AlyS813K46Hqs+AFlXePpvE03SgWijJoGy0K6ET+Us3HDiIt9n3ir7tlUBFEiOdnrU9Y1+vHtNw9P5Wyeydl80u2z5AW4cUJZV3kia2Eogr9u9miGEX5s8PVyjr81XkYTgieyNqe6LiVdxU8kiYRfG83vSCi5FX6S8C+W67zfdvClRBeCZ/MZ/v6u6kCg+rKz7of8i5U6F1yfWEomTZ3fGq/wZG6YDTNkyE658vHPWb9ymZGZvWzMXiaOYzRNBSno9zpYuTxRFBH0ukhAJunqv/18nkgJN3GrKJqOUARJFCOTGEVVQaYhstlCiakjT1Ean8TvddlYmEsdGtc7/YQgDtO9R69R5+M//x7NlWVAomo6M08f4+jXfzF1e5w/S2dzg8D3WDz1KfXlRXrNOna+QG3vgdTlYhjopom1lYWYxDEjM7sJPI/m0tKW+GGg6Wl+ysbcFZaFDMgAAQAASURBVOxsntD3bnsPxw8cZOTsHjZmr9CtbxL5Pna+QHV6N0LAwulP6Xe6ZMtV9j73Ek+8+jVkIqlMTlFfmMfK5QiDACFgz7Hn78tlEvoeJ/7qz1m9dJ44DFF1ncknDvP0N39pEIL7ZafX9Dj902Xa62n5R75q8+RrE5RqmTu/+AEwFFGG3JSrR0p83ydJEtrtNpVKhW63S5IklMtlNjY2BqKKlHLQigNpq831oophGAPBJEkSdF2nUCgQxzFRFFGr1SiXy5imydraGsVikc3NzUHIa5IkhGFIuVwGbh3cen1A69raGmtra3S7XTzPI4oier0eu3btGlzv9aLF5OQknU7nhtDa7fM++eSTd7yPV7tkzp49ixCCqakpbNseVCiXSqVr3DMPK+fkTvfqy87j/v6GDHkUfNpLw1CnLB3IcKnv0U/SjemzhSy6EFiK4E832zhRghSQURXyqkIvTtCEIJGSbpSOmWQVBRSBnyQEWxkrOjCq60zZBr5MOJq1GTF1pJSsByFHczZunLARRBQ0lVimTTlTps60la7B3693OO14HMwYGIpCJ4r5SavL3ozBzzsuJ7t9JJKzPW8rU0WnE0Us+yGtMOZIzuK1Uo61IMJUFHQhWPRCKrrGjGlwxQvQFIGGYMrUUYTCnBcQJBJbvb2Lw1YV/tHUKD9rO/zhaoNzjs+zBZuaqRMmkt22yberBX55tERVVwefQf9o1whvNzp82uuTUxVeK+WucbxEiaSfJIN2np3wQdvhJ60eE6ZOQVNxopiftR32ZUy+8xhkqEgp+R9XG3zcddltGWhCMO+F/POVOv/bvRMU7lAfPWTIkJS1K5ewczly1ZHUPb26QhT4lCcmGc8+gW5aSCSXP3yfKAiQIkG3LMxMDt91UFQVmUgC10GoKoZlpWGtgU8SRVuZIhrZcoVCdZQoDKnt3Y+dzyOlxGm3qO07QNB3cZoNDDuDTGLiKKJYmyRfqQJw8efvUV9aoDo1japqeL0ecyc+oTg2zsLJE2wuzCGlZHP+CgiFXKmC5/TobKzj9bqM7N7HrkNP0q1voqgKQlXprK+TLZbJV1RaK8uomo6qaeRHx0BCc2WZZKyWtuPcBsOyef5v/DpLZ09z+sc/pLmyxMTBQ2SKReIwpDwxxcGXX2Pvcy8OmoEAnvsbv8bs8Y9Yn7tCcSzH1NGn2XXoyOD/x1FEFAQYlnVTx83NWDx9ksWzJymOjmHYGXzXZeH0p5Qnp9jzzHN3/xfkC0aSSM78dIXNxR7FERshoL3ucuony7z8a3vRjYe/9g9FlCE35eqREsuymJ6eHrhAJicnabVaTE1NkSQJrVZrUENcLBap1+sIIdB1nSiK8DwPVVXJ5/Ooqkq73R6MCFmWxZ49e65pq3Fdl1arNRhTefvttwfOkDAMyWazPPdcugDcLj/k6oBWx3FoNptks1kymQxhGNLtdpmfnx+89mrRwrIsut0uURQNzhvHMZZl4XkeSZLguu7A8XA7tt/H1dfT7/cJgoCZmZkbNvm3yzm5H6fF3WStfBl53N/fkCGPgqyqEsg0bHvaNpiwdE52+3y7WuBA1uL3l+t04piqrpFRE6q6zoylc9bxSIBdpoGbJIxL+HuTVU52Xdw44oIb0AxjKrqKEyXMZExGdI09GZNzjsdmGJMgqegavzVR4blChn+6tEkjjNCEYMLU+c2xEjNWKsR/2nUpa8pg9KWgqSx7IW83usz2A/ZnDNpRzEUBQgrymsJuO8OyH9KPE35ltMTXSjn+f6sNzjkeoZSUdZVOFDPnBeQ0hayq0ogiFv208jiUkFMV/uVKA4HglduM9OQ0lV+sFngmb/PfLGxw0fVphBEgOJKz+dWxEuXrggqrhsbfHq/wt687lpSSn7Z6/LDRpRVGTJoGvzRSuKEp6Gac7vVRtu4PpO1HGTXieMd9LESU1SDkvOMxbRmDPJl9GYPzjscfrzcZNXRKmspT+cygfnrIkCE3opsW/U7qvC6PT1AYGWF99gqHXv8FMvkip370VwDYhSJxFJIplihUR9hcmMewLPIjo4T9PmJ0hGd+8ZdZuXCBJBZszJ7H6/fIFAr4bp/yWI1MuUJhdIz64jxOq4FMEjLFMk+/+S2qU9Oc/MFf4jk9VE2jMFLhyBvfIFepEoUhm/OzZIulweiLlcvRrW8y+8lHNFeWqOyawu20UXWdJEmwcnmKYzW6mxvEScyTX/s6tX0HOfnDv6SxvJieu1DEc3r0mg1MO4Nh23i9Lp2NdeIwJElifNflxPf/DKS87UiPlc2x/4WXGdu7j4/+/R/RWlvFbTeRQG3vfg689Bpm5tq1O1sqc/Qbv8jR644lk4S5Tz9h9sRHBG6fwtgYB158ddBWdDvWrlxC0w0MOz2XmcngtDQ2Zi8/FiJKt96nte5SrFroZrr2F0dtWut9Ln24jpnVsXM6I9M5NP3hCCpDEWXITbm+Otc0TbLZLE8++eRADFhbW0PTNFRVpVwuMzMzg5SSTqeDruuYpkm/32d0dJSRkRHm5+cJwxBFUSiVSgRBQLVapd1u02g0bikc5HI5Pvnkk0E7z3PPPcfU1BRwrdgD1+aHXL2pnp+fJ5PJEMcxxWJxUONcKpV46623AK45t+u6zM3NMTo6Sr1eHxzT81IrXyaTYW5ujlartWOnw92EwN4s5+R+nRZ3m7XyZeNW729tbY3jx48PR3yGfOVIvAgZS5TMZw7BO/FKMcvpXp9FL6CoqdTDiIqu8UopNwhr/VGjy0aQBrQezFhUDJUlP0LEqUhy0LB4q5Jnxjb5fr3DyV4fL5GUNUEswdZU9toma0HIc/ksXy/nuez6ZFSFY4UMu22Tp3M2ezImxzsukZQczWV4aavVRkpJVlVoXhVwLqUkQdKLY8QgaDVOvwhQoBslvFS02GUZrPghR3Kp++V/MTPGohcQSMmc6/PPVho8nbdw45hWFDOma6z6ISqCqqnyzXKORpzwb9dbPJmz7+h0GDV0/vHMGB93XDaDiDFT57lC5q4cEh+0Hf7Zch1FpGLIWScdTfonu2vstm89Mw9gCuWGVqVISszHRFBI5GcZPdvEieSK6/OHUZOSpiFEWnH9H06N3CBcDRnyOOI5IUgwsztf+6ePPM2J7y/RrW9i2BncdpNcucLkwScpjY+jKAqzn35Cr9nAd12qk9OY2SydjQ0URcHOFxmZ2s2+514kWznE5ePQWKoTBUcwM03icBnDsijvmqZX32Tq0BF2Hz1Gc20Fw7aZOPAEhZExKlPTVHfNsH7lIkgY27ufiYOHAFBUBc0wB206wMDd7jtdVO3qoFWBphsEfYfJJw6Rr1ZxOx1GpveQK1d4+Td/i87GBkkcUV9c4PQ7P0idMF6fsN/HLhRxWh0ULUMun2XPsedxmw3O/PRHVKdn7phJkq+M8NJv/Barl87T73TIV0cYP/AExh3cLFezcPpTTv7wL1F1HcO22bhymV69zit/83fIV0du+1rNMNJ2pauQSYKmPx6jPHKrOIqr8r3iWNJadTnrrmDaOkKBkek8z7w5hWE/+LV/+GnymHOvzoXtkZLFxUWCIKDf71MsFqlUKteIAdvuDQDXdQmCgD179jA2NjaoFa5UKnz00Ud4nofruiRJQrPZpFAoUC6Xr3F03Ew4aDQaFItFZmZmbrj+68Weq/NDrt5Um6ZJt9sdjATVajUADh8+PDje1ed+5513MAyDTCZDr9cbjDRFUUQmkyGTyVzjDNmp0+F+QmDv12lxu3v1OHCz9+c4Do7j0Gg0hiM+Q74yJF6Ee2KDYLEHiUQbtckcG0Mr3X7DDfBSMUsnjPjX6y3ebzmoCrxZKTCqayhC8EY5z+ulHPUg4nsbLU50+zTCmDfKOd6sFBgxNKq6hpsk/Jezq6hCUDM0Lro+awHUDMFzhSwFTWU9iMhqCi+XcoOwWIAwkfys3eOjjouUkmcLWV4sflbzK4Tg9XKe31/eZMkLyGsqC56PlIIxXWfNj0ikpKRpA4fKtK3ixwlzXsDBjMmeLfFBEYKZrX+/5PpAKsAcztkc77jMeT5uIrGFJJYK837EwazJbD9gvu/vyA1S0jXeqhbu+ve4zU9bPRIk++z0ob2sqZxxPD7sOHcUUZ4tZvhZu8eiF1DRNdpRDFLwUjF729d9WRg3dfZmTE52XfZlTDQh+Ljr4iaS1zMWZUMjSBJO9fr8uNHl12vlz/uShwx5aHhOyIUP1thc7CIlVCayHHypRrZ457V/+ujTBH2Xcz87R2NNQ9UPsPeZPWSKYyiKyp5nX2DmmWdx223O//WPWZ+7gtfrsufZ59l77AWsXJ5sqYznKHz053MY9hh20aO10qffq2FlQ0Zn8uimmT6XZ7KMH3iCqSNPDa4hDhOWLrRYn7MR4mlq+4pMHCiiqNu5iCrTR57m1I++T7dRxzAt2hsdVH2cbHUCp/0RUkrsfAHDtuk10iyU0Pdpb6wztnsf+ZGRwbFKtXEANuaugBBous7o9G7Wrlyi1+wQBQlGpopiHMJplcmPaHQ31+lsbFCdmr7jPc0Uiux77t7qh6WUzH96HEVVKY6lexYrl2djbpbVyxfuKKJMHDjE6qULdOubWLk8/W4HRVVv66L5MpEfsSiMWDRXXUpj6TjP2pUOURhT3VXCtHWiMGZjrsPShRZ7n7n9/boXhiLKY8z9OBeKxSJPPfUUb7/9Np7nYdupcnp1te/2xv1OQs3x48fp9/s88cQTzM/P02q1UFWVXC6HaZqD0Z17uf7r80McxwFgbW0N3/dxHIdyuUypVKLb7dJut6/JW7lVzsj2hrxcLjM9Pc36+vogYHbbveH7/o4DZh8E9+skeVhZK18Ubvb+thmO+Az5shP3AmSQoBYMxG3S56WUuB+v411oouQNhK4QzHeQ/YjCL84g7mBrVYSgbOgowIipUVRVTvX6/HdLm/zjmTFymooiBKOmzn+wa4TNMMJLJDoCKSRjho4qBH+93mQzjDmasziSs8lpPc45HqaiUtIULro+U5bBkZuEf/6btSZ/UW+jbbU4fNrrs+j5/E8mqoP1741yjn4c86NGl/OOx2YQUdI1Tjl96mHEiW6fMUOjoKp0tRhTUVgKQvZnTH5vsjoQZLZphRH1IKIVRsz3A2Ysg322wawXYCmCaVNDV1Qu9300ITAU8cgaYFphjH3VucRW7XM3unM7xjM5m98aL/NX9S7rfkhOU/mNWomXHxMRRRWC36qV8eKE2b5PDIRSstvWKRvpI66hKORUhVNOn19nKKIM+fIgpaTfDYmCmGzJvG3ziJSSM+8us3KxTbaYPisuX2gR9CNe+Bt77thaoqgqmdKT6HaOvBJh2AYbCwmf/nCR574zg2aoKIpKrlzhub/x6zitJnEYohkFpFTIFA0URTB7cgXfDRmZKlHdVWDBOEVr1cHMHsDIdGksL1Ke2EV1euaG6z/73goLpxsomgAJm/M93LbPEy+PD35uz7MvEEUh8ydPUF9VCf1D2IVRmms6QXCQ9StXyBRtzEyW0PPSuuFGnZHp3Rx981s3tNN4vRDPtfGciG69Q65SpdQXdDZ8jIxNaeIYmlGhvakALoqqPpJgVikTPNdBMz8TwIQQCEUQ9vt3fP3kE4fpdzvMHv8Ip9nAzGQ5+MrXHhsRRVUVDr86wamfLNPeSO+HTCSlWgbTTsPiNV1F1RUaS72hiPJV525dJffrXNjOITly5MhtX78tqGxf3/Hjx2/I8TAMA9u22b17N4qi0O12cRzntmLGTq7/elfMtojS6/VwHIder8fi4iLZbBbLsrAsi1qtRq1Wu+n9uzqINgzDwWv7/T6GYaDrOtls+vDpOA5xHO8oYPZBcL9OkrsZJ/oycrP3t7a2Rq/Xe2xHmIY8/iRBTP/4Bv5cBxmlIkrm6VGM6fzNf74XEiz1UIsmSiZ9kBCGSlT3CNdcjKmbv27wein5fr1DAhzbclmEieSc6/FJ1+WN8mevF0JgKwp/utHkk447qJf9m7UybizTxp4tIeSFQpY4gWYU4caSZ/I2v1Er3zDWsuaH/HWrR1XXGNnaBDfCiPfbDm9WCuzaCpZVheCXR0vM2Cb/z9lVaobOLkvHSyT9OKGoqeQ1lb0Zi1eKWYpb4s8e2xjkqGxz2fX5p0sbLHgB3TjmvVaPS4aOnySUNYWqbtCOEgwhiOKEc06fvz1eYcYy6McJliJ2bJm/F47kbP50s81YItEVgRsnJBJ2b+XD3O7cQgi+WS3ySjFHPYwo6xr5xyxsdcY2+V/vGedS3ydMJB+2Hd5t9a75GT+Rw5DZIV8qAi/i/PurrM92iaOEXNnk4Es1Rm6xhncbHvXFHvmqhbk1uqCZCs1Vl9aaS3XXrTOcAOIoYfbkJoqqMrY7/dk4TKgv99hc7DG+77NnRSEEmpHn8ierbC7MkiSS4qjNEy/XCL0YsbUmCqGy69CTwDxBv0nk+0wcPMTh179+wzhMt+6xcqlNpmhgZdPPLrcTsHiuydThCpnC1tqvaRx69Q1KtSN89BdzmLZJtmQS+TGRvxcrV8Qw5tn99HPsevIIhmkhVJVSbeKGtpv6co9T7yzRa2pE4QSLZ2fJFDRCPyZb2YOVnyboR6D3iUOD1mrIoVf3kquMEIUxqqY8tLVfUVRGpnczd/wjMoUiiqoSeH2EolAYqd157VcUDrz0KtNHn8HrdbHz+UE+yuNCqZbhlV/bS3PNRSaSxXNN1mc71/xMHMmHMsoDQxHlS8O9uEru17lwN6+/0/Vtb/4ty2JqauqmrTQ7Pf/NMi6OHTvG8ePHaTQaA9GlXC6zuLhIqVSiWCyyf//+24oGV78HIcQgWFYIQS6XG4gpjuMM6o51Xcd1Xd55552HLkrczGlhWdZdnf9+xom+DFz//rb/TjyuI0xDHn+8Mw36ZxsoOQPF1ohbPr0PVinkjZuO58gwQUYJwrrq410VyEQid+Bc6CcJm0FI6aoNp64IkJJGeGOF/b9db/LDRoeaoZNTFM47Hv/f5U3equRRBPSieBD4WTJUvjtW5DdrFSq6OmiYCZM0KHbeC9gMIjaCkKP5zxwqZU1l1Q/504029TAiAV4oZPiFcn6QZ7Lf0hFCkFEFM7aBlPC/3ztB9g4b50RK/u16kyU/ZL9tokvJqShh1Q/YbRuMmxqHsjZnHY+NIEQi2WWZPJEx+b/PrtKOYvbYBr80UmR/5vYz8vfKN6t5Lrkel/o+UkIkE0xF4d9vtPhxs8vXynl+oZy/wV1zNVlNveO9+DJjqQpHt1xNtqrwac/lkutT1VXaUYymCF4t3n4TOWTIF4lLH60zf6pBtmRiZjTamx6nfrzMS7+6dyAoXE0cJsSxvMZxoqoKSSKJwjuv/aEf4zsRZvazzw5VV5AJ9HvXFtdLKTn3s1WWzjXJlUyEKthc7BJ4MZMHi0iZHk83VYRQyZZqHHnjCfYeK2HnC4Pn+jhMWJ/v0mt49No+/W5IvvLZ55qZ1Wit9bn00TpO20cIGN9XYupQmW4jQkqVXDldd3VLIz+SR9WKvPE730G9Q+5THCdc+GANtxtQquVAvMjG3Ah9t0NhpICVn6Q0lmdzYQ633UbKhOLEJOVdT/LeH10m9GLK41n2HhuhMPJw6tT3v/Ay7fVV6ksLCARxYmLljnHhY4WFc5eZOlxm16Eyym3WfjOTuSHI9nFCM1RGt75UEkJQX+rRXncxczp+L0Q3FMb3P5xn/qGI8iXhXlwlD8K5sNPX36kl5/rN/81aaeBat812q065XN5RxsXNRJftxqCvf/3rO77HxWKRxcVF4jgmjmMcxyGztQBNTU0NAmallOi6ztzc3CPJ27jeaaHrOuvr64/s/F9GHvcRpiGPNzJK8GfbKLaGmttylYzYRKsu4UrvpiKKWkjFlajuIUZsEJC0A5SMhla58ybfVhTGTYNzTp/KVv2unyQIIRg1rn1kaIURH3dcxgyd6tb/O5BVuOD6aELh1VKO99sOkZc+gO8ydaYskyU/IKta2KogSiT/bHmTd1sOoZT4ScJCPyCjKhzcCrJtBDGrfsgfrjWwVIWMonB+K/x22jIQXPsAmcjUqbKTbwjrYcR832dC1znnelxxAwxF4ElBM4zpxpJdZsKzOZuNUGclCHmpkOWPN9qoAnKqyodtl0Uv5H+5u0bN1O94zrtl1ND5J7trnOi6rAchP2p0aYQRCWmuzD9fqePGCd8dKz3wc38ZOZS1+PuTI/zFZpuNIGLU0PnFaoHnC4/vRmLI40XgRaxd6ZApGNhba3+5ZtNYdqkv9cgUKje8JlexyBZNeg2P4li6qe82POycTnEHm3zDUrHzOt26h7XlYoyCGKFAJn+taON2AjYXuuTK5sA1ohsZWut9jKerjO8rsjbbQcYSkOSrFplSBqelYNoSVRfEYcLJd5ZYudRCJpIwiOk2fMysRmk0vd5+L6TX8Dj73gq6oaIZKvVlB6ft39xdICWKcv0nws1x2wHdhke2ZLK51KO76WHYEwSMEgQ6SVuQr6QZIm7Lpd+LqO0tcfGjDpqmoBkqyxdadBt9Xvwbe7FyD37tz1dHeOVv/g7rVy7htHosnjcIPB0S6DU9Tv1kiThK2PP0gx9V+TIyMp3j6Bu7mP10E68Xkq1Y7Hl6hJGphyOgD0WULwn34iq53w3k3bz+dtd3s80/cNOxn6vdLNeP4wRBQBRF9Pv9gahxdbjr/YpG2+e9Ou/E8zzMq+YRt38GQFXTb/UeZd7G1U6L7ayZYd7HrXncR5iGPOZIiUzkNenzQoi0iiSWN32J0BTsY2M4768QrbsgQDFV7KOjqIU7hwsqQvDtkQJLXsA5x08FhUTydN7mmfy1D+KhlMRSXpPXoaSXjQT+p5MjvFzMsuwFXHR9zjke/+NqA21rrOYf7BqhHkb8ddth3EzHTKSUNMOI846HlCBEmgmy6ofoQmCqCgowamh82HY4mrMp6SpzXsCkqdOPJfUw5pdGCjuqtDUVBV0IWlHEsheS0xRMIYiA/RmT9SCiEUVshhFZVeGb5fTeKDAIp63oKmcdn+Ndl++YD2dtyWsqXyvn+ajt4MRtDmWtwVjSih/yk2aXtyr5x9ptcje8UMxyLJ+hG8dkVeWGEa4hQ77IJLEkSeQNOSYSSXKLtV83VJ54ucbpnyzTWHYBiZnVOfBibUcbfEVV2PPMKKd/skR92UFVBXGUMLa3eMMmdPv6FPWqzyZFIJP0M+qZt6aoL/XotXwayw6tVYez766iKIJSLcNT39i1Nb7TIl9JK2oTKen36jSWeiRRDEKh3w3otXw0XSFQIxRVYOcNli80OfK1XZi2RmezT7ZkEvoxnhMxfaQ6CKK9HaqmoKoKXi/AaaWijKKm76Fcs3HbAf1ugNv20S2N3UfLNNdcNF2hUE0/C62cTnPFZX2+w8yR6h3PeS9Y2RwzTx1j6XyT6NQC1cnM4P116x4LZxpMH66g6sM1TgjB5MEStX0FQi9Gt9Q7OpLuh6GI8iXhXgSC+91A3m0l7+2u7+rclFuN/VzvZimXy8zOzhLHMb1ej2w2S6PRwPd9hBD0ej16vd4g3PXYsWP3JRptvwfP8wYCSRzHWJaFYRjkcjlqtdoXJm/jca8sflA87iNMQx5fhK5iTOTwzjdQbA1UQdILEbqCNnrrbxaNiSzqL84QrrppO8+IjVq+s4CyzTP5DP/pzBgftB1aYcSBrMWrpRxZ9doNelXX2G2bnOz2yaoKqoDVIKKgKey1DXRF8HQ+Q1FT+bPNDoqAw1mTUEouuD5/tN5kr2USSTnI6RBCcMC2ONlzWQ1CSrqKpggSYMzQ0BUFP0lYDyISmY5x/O54hX+30WK+H2IqgtdKWX5ltLSj91rQVF4s5vhXq3W6cUxJqNTjmIKqsts2SCT8nfEKo4ZOWVeZNHT+DxeXrhFolK3cl25047jTg6YTxySSa0SBrKrQDmN6cXLPIoqUknkvSGudDY1xQ3+oOS+PAk0RlJXhY+6QLx9mRqMykWXlYgvDUlFUgdMKMG2NUu3Wa//Y7gLZkkljxUEmkvJ4lvwOHIjbTOwvYlgqq5fbBF5MZSLLxIHiDRv0bNEgX7ForbmUaipCQK/hY+U0imM2qqYwtruAbjpc/mgdVVPIVy3iSFJf6nH54w2snE6SSHQzXbMUISiNZmis9HDaAVZW3xpTkYPQ2iiIcTsBQhUYtsqhVye4/NE6nU0PzVCYfrKyY1eGndcZ25Pnws/XCb0IVdPxehFWVqdQTe/Zka9NYuV0rKyOmdV4919fQjc+W2O3ry/0Hv7aH/QjkOIagUi3VEI/JgziexZRZCLp1Pv4bkS2ZO6oyemLjqoqqNmHLyoNP12+JNyrq+R+N5A7ff1Or+92Yz/XiwK+7w9EisnJSTY2NnAcB13Xsax0gbs63PV+RaPt99But+n3+wMBZdvtUqvVvlB5Gw+jsvheK7GHDBnycLCPVom7PtF6HxKJsFTsI1W0sduPJqg5A/XAvTcIHMxag3GaW6EIwd+qlelEcZrXARRUle+Olpi2Pjv3JdenHcUczqbVloYQTJgaFx0/dXNIiKREE2lo6iddl0BKnrYNerHkguNiCPClRCd1j2yEEQKoGTrjps7RnM2SH5JRFXaZdycA/NpYCTeO+e8XN+hGCZOWzqGsRTdOKOkaz+Qz14zpHMxa/KTZZcTQULeuWRUwZd3d/Y5lGoJ6spc2CzyTz/BcIYN6m2ufMA1MRdAOY4p66txZD0JmLJOKfm+PdF6c8AcrDX7ecXDjhLym8AvlPL9ZK9/2WoYMGfJwEEJw4IUx+r2Q9rqLlGDaGvueG71j/ka2eH8b4equ3B1DaBVV4dAr45x8Z4nmqgvyM9fL1edurbmEQTK4Zk0XZIoGm4s9Zo5UEKSbeKEIAi9ic6GLBEpjNp4b0d7so2oKcZigmOk4T78bIiTkShYjUzpjM3l6LR/DUsmWzB2v/UIInnh5nNCPOfXjZcJ+TLZsUp3M4bsxVtZgbE9hMK4kZRqeu3aljZVLP2MCL0JRFXJ3IVRBmseydrnN5mIPRRGMzhQY251H3CbbJFe2ULT0nIalpU18nZDKZOaeg1NDP+b0T5dZn+sQBTGmrTNztMr+50Zvey1DUoYiypeEL/JYwvbGW1VVstkspmnetv3mdmM/V4sCzWYT3/eZmpqiUqnQ6XS20r7FNeGulmUNxJr7EY2273GpVOLUqVPEcTxwudxMEHqQeRv3Il486LyP+6nEHjJkyMNBzRsU3pohXHORfoxaMVGLO39QfFhIKfmk2+fHjQ5unLDbMngqb/NyMcfkdSKGvjWjLmEwqx5vTSk9k7P5ue1w3klDQK/0fbpxzCvFDBVDQwYRQSIRpAG0m0mETCRRAs8UMoxviRuaImiGER+2fbKqwrFCht32zjYSGVXhH06NUtU1/mi9SSJhLYgwhOBXRos35Jx8u1pgvh9w3vEBUAW8WMgO2oyupxvFWzkwKlNX3Zs/WmvyZ5sd0tQAyc/aDr8yUuQ3areu4T2YMflaOcc7jR7LfogkHSf6ldHSbYNlb8dPWj3eaXbJqoJIJpxzAi44HllV5ZdHh2v/kCGfB7myxUu/sofGikO0JUTk7sJR+LCQUrJ6ucPSuSZxJCmN2ozuzjOxv0T2upwusRVKfnWTjEwkiqowtifP8sUWjRUXO6dRX3EJg5hdT5QwMzpxJInDBFUTRGFCFCQkMh0jGt9XHIwoKaqg3w1YvdzHsFRqe4s7dt8YlsZz396NldO5crwOSHotD1VXOfji2EBAgXS/su/ZUXpNj/qyi0AiVIVdB0uMTN9cdPLdcEvg0ciVzcEXnufeW2XhVAMpAClZvtjm4Itj7D02estrre7KMnmgxNKFJknsg0wdOvueHbttsOztmD9dZ/l8E93SiKOEzaUuzVUH09aYPnJj7s6QaxmKKF8ivohjCddvvIMgQNO0exr7uV4UaDQaWJaFbdusrq7S6/UGwkapVMLzPBRF4ejRo9ec637cFMVikddee40jR47c8Rh3K2zd6rruVbx40MLa1S4h3/cJgoBLly4RRRFf//rXh0LKkCGfE0JTMO7wzeCj5uOuy/+wuImfSHKawmU3oJ9Ins9nbhB4DmdtxkydS27ALksfjON8s5pnyjb5D6dG+fPNNuccD400wLYfS37c6BJICKTETyS77VSA70QJT1gG/9FU+sAZJZLfX67zXqtHIiFB8qNml3+wa4RnbiFs3IxfGyuxL2NyquchkRzO3pgDA2ml7n++u8bxrks3jtllGjydtzFvkrvx02aX7220qQchpqLwTN7mdyeqOHHCj5s9SrrCqJE+qK/7aWjs6+Xc4M+uRxGCvzNe5cmszeW+j6kInsnvXDC6GR+3HWISzrsRvThBB5pRzH+7uM5zhcxDCcsdMmTIndEMlbHdhc/7Mq5h5WKLk++kz/G6odBc94mjhNreG58RR6ZyWDmD9nqfbNkkChL6vZD9z42Sr9g889Y0syc2aa6lGSyZgonnRNSXHZJIksQJUSApVG2kTAN3R6fzPPWNXUDa7vPpj5ZYu9xOxeitmtunvzF1RzfN1Rx+ZYLqZI76Ug8hoDqVv2kYaamW4cVf2cv6XIfQjylUbUZmcjfkbkgpmT/d4MrxTXwnRDPS8abDr0/Q7wQsX2hhF/SBSNNr+sydqjN5MBWQboaiKhx5Y5KR6TydDRfd1Bjdnb+rca3rWb3URkpoLPcI/TgdG2sGHP/BPCMzOezcvbtZvwoMRZQh98X14zn9fp/5+Xk6nc5N64tv5564WhRYW1sjm83SarWYnZ0FQFEUoiii2+1SKpWwLItarcaRI0cGx39QboqdClY7/bm7yYK5m4DYBymsbV+b7/ssLi7ieR5xHDM/P8+77747dKQMGTIESB8Qf9ToEiSSg1mTIJFs+iF/tdnmsuvxyyNFfnWsNBACRgyNvzdZ5d+sNVnxAnRF8EY5x2+MpY6LXZbBP5oa5Yrr8X+8sMR8P+Ci46MrghlTp6AqhAo4ieRwxmSmZPKrY0V2bY3PnHX6fNB2mDR1clvhtBddnz/daHM0Z+94JEUIwVP5DE/tQHipGhrfrN5+czPb9/lXq00iKdljm7hxwrutHiVN43DOohPFPJH9TPyoGhoXXX/QKHMrNEXwfDHL88Xsjt7XnRAC1v2IXpQwstXIFG1VWr/X6t3WGTNkyJCvDjKRzJ9qAJJyLUMUJrjtgMvHN2mtu+w9Nsr+5z9zcOTKFkfemOTiz9dw2gGapjBzpDJwXBRHbY794jT15R4/+ZcXaK+7NFYSNF0hXzUxbC1t7vFjKpNZimMZDjw/RmYrJH1jocvabJt8NQ2nlVLSWHG5cmKTymR256M9imBsd2FHglWmYNwxd6W54nLh/VWEIiiMWoRezMKZBnbeIFc2Cb34mipnO6fTaXi4neCWIgqkYbgT+4tMPKDKXqEInJZPFCTY+dQlGUcStxOweql9W2fMkKGIMuQ+uXo8x/M8FhcXcRwHKSVnzpy5QcC4k3ti+79nZ2dxXRfXdYmiCMMwsG2bSqUycLHcTKS5H0HiYXI3WTCfV0DstksoCAI8zyOTyeC6LpVKZeCi+aI5oYYMGfLokaSuibymgIRTvT6zrk8CBEnCj5o96mHMf767NhgxOZqzOZgxWfFDLEVhzNCuecCNpeS/nFvnVK9PnEh8KQljyWUvYH/G5OlcBjdO+EdTIzydz6Bc9doVPyRIJLmrwmnHDJ1VP6QVxoP65UfN2Z5HK4p5cisLpqio9BONj7ouLxQzaSBsFFPeyjJphTE5VaGsP9qGnReLWf7tWitt/gD6cYyyVWm95AeP9FqGDBnyxSWOEjwnTMUNCRvzXbp1DyklcSSZO1nHcyOe+/bMYMSktqdAdVcWpxWgm+pgs371MT/8k1maKy6JTIhDSRLFtNY9yrUM1akcSSR59tszVMaz12R1OC0feVU4rRCCzFZNc+jHGNbns/bXt5wd224YNasQ+jErl9o89QuTaIZC4MWYW1kmfj9CN9WHUpN8O8b3Fbm0FfzLltNH1RSsrI7T8h/ptXwZGfYhDbkvisUiQRAgpWRjY4NWq0UURekD41X1w9e/5tixY3z961/n2LFjN7gbTp8+PWjl0bT0QTuKInRdZ+/evYyPjzMxMXHT135RBInruVMWzPY9BB55QO0224LU5uYmcRzjui6maVIul78Q93DIkCFfDBQh2J+xaIQR637ImV6fVhjSiWI8KdllaJx3PC663jWvMxSF3bZJ7SbBrxcdjw/aPTKqwkzGSGtpRSrY7DINNAEgqeraNQIKpA07ikgzU7bpxjE5TSX7EOsN74QkzXK5+r0KIJGSCUPn5VKWtSDiiutzZcuB8nIxx/htXCgPg9dLOZ4vZPCTtF4a0uwVW1WYMId27iFDhqSoetqy4/VCus0+jZUenhsQ9COiMCZXNmks9ehs9K95naarFEdtMgXjhrV/Y77L2lwHI6NSqGbQLQVFF0gJ+ao1+PlM3rgh7NTIaIC4pvY58GLMjIb2OVb+ykRyfRG12Mo/KY7ajO0t0Gt4tDf6tNZcPCdk6lD5kY/PzBypMDqTJwxi+r0QhKA8nkEzVDKPQUvPw2boRBlyX2yP5ywuLrKyskIQBBiGMXClFAqFu958z8/PE8cxhUJhsHhGUUQYhrRaLTY3N9F1fSBAXM3DaKx5ENxNFsz9BsRuc7fZMNsuoSiKmJ+fp1KpUC6XMU2TVqv1ud/DIUOGPFhkLAkWOoQrDigCY1cOfVduRxboX6wWuOh6vN3o0ggjDEUhowqaQcR51yOvqbhxsuNr2QhDvERS1VVMRSGvxrikWSgXHI+TPcmoofGnm21+s1a+ZtzlqZzNgYzFWcejrCn4iSSS8GujOazPUUR5ImuRUxWWvIAJU6efJGwGEb80UsTWVH57vMIu0+DDjoNA8EIxw+ulnd3/W7HgBfy40WW277PLNHijkmN/5vYz84ai8L/ZOw5XVlnx01rpSEpmLJPXSl+sLJ4hQ4bcP3GUsHq5TX3ZQdMURnenGSB3WnuEEOx9ZpTOpsf86QaeE6FpCpqp0u8GtNZcdEsjDHZe+et2AuIowc7qCEVgbL0+DhPqyw5xmJArmVz8cI2DL45f49YYm8lTHLVprDhYWZ1o67wzRyrXVAE/aiqTOfSTdZyWT6ZoEPoxnhMx9WQVRVM48rVJiiM2a7MdVFVQ21dk18HSfZ2zveGyeLZJt+6Rr1pMHa5QHL19k5NmqLz03b18+KezuN0QK6uTRAnFMfuBjQw9zgi5/fX3kK809xPG2m63eeeddzh37hyQbsY1TaPX62EYBq+++updjYH8wR/8AcvLy5RKJeI4HlQOK4qCYRiYpkmpVGJkZOSGnI6bBd1uiwOfpwhwp+t60NXC93Mfvqj3cMiQrzIyTghXHKKmj2Kq6JNZ1Pv41kpKifvRGt7ZJiBBCtAE9jOjZI5Ud3SMd5td/i+Xlln1QxQhGDc0IilpRgnH8jb/p4NTjO0wlHTJC/gHn16mE8WM6TqBTJjvB7hJQlFT2WMbHMhYtKKYp3KZa0aFADaCkO/XO5zs9slpKm+Uc7xWyn2uFb1SSn5Q7/Cnm22aUYwpBEdyNn9vskrpHuuIb8eyF/D/WlhnyUtHrXpRTFXX+E9mxu4opADM9X1+2uyx4gfMWGkL0ORd1jYPGTLkwRJHCRsLXXoNH9NOw0Svbo25W2QiOf2TZRbONoC0PUfVFQ6/NsH0kztrZJk9ucn7f3wZtxOgqgp2QSeJJL4bMXGgxBu/fXDH19hcdfiz//pTojAhUzCIwoTOpksUSMycRmk0Q3Esg++E1PYVef7bM9c4UtJQ1k3qiw5mVmP6cJmJ/aXPtaJXSsmVTzaYPVnfCpZVGZnOc/SNyXuuI74d7Y0+n/zlPE4nbQIKvIhs0eS5b8/csRIb0irqpfNN3HZAccxm16HyfdVkf1UYOlG+hDzsDffdhrEWi0WKxSJTU1P0ej08zyOKIqIoIpPJ3LWjYmZmhtXV1UGNsaZpKIqCruvs2rVr4I64WdbJF7UKeidZMA8yb+R+w2q/iPdwyJCvKjJOcN5fxb/SRm7ZlrWSSe71SbTqnR+Qbkbc8vEvtRFZHXXrYTdu+/jnGlh7iyg7eNDLaSrjpsGBrMXpXp9mnFZQRlLyaim7YwEFYNLU+e5IiX+51mA9CEFAVlUo6SpfK+UYNw0QUI4TLrgel/oeh7OfvfdRQ+d3J6rIcXlfTo4HiRCCXxwpcqyQ3ao4Vthrmw9N2PlZ22HJCzmcNVG21v2zjsdPGr0diSi7bfO+Wn6GDBnyYInCmFPvLLNyqYVM0hHB4ojNM9+cvudWlta6y/LFFtmiMQgx7dQ9rpzYZHxfcZAvcjtMWydftimPZ2ks9fCdOB1hkTB1uHxXIk+plmHvs6Nc/HAdp51mMOmmhpVTmHqyko7xAKatpqNC9T7F0c/Cv3Nlk6Nv7LqmRvnzRgjBvufGGN9fotf0MCyN4qj90ISdpfNN3I5PdStMV0pJY9ll6UJrRyJKqZahVNt5k92QlKGI8iXjQbXPXM2DCGPdHlfZtWsX7XZ7UD985MiRu76uI0eOsLa2xtraGlJKLMsaZHPUarXBz90qp+OLWAUNj/a67jcb5ot6D4cM+SoSLjv4l9soBQPFStsKonWX/qk6uV/YdU8PjnE3IPFjtNJnm2YlqxM3PeJusCMRZdoyqBoaXpLwajHLRhixFkTsMg1+q7azbzS3EULwH8+MMmMbfL/eIZKSAxmTM45H2dCQQD2IaAQha0HMqhdeI6JcfZwvGiOGxsgjCLdd9QMsRQwyY4QQ5DV1GA47ZMiXlPW5LiuXWuQraftMkkgayw6zn27y9Dem7umYbicgCmLMq0Y97LyO2w7odwN0886b7sKIhZnVQMLEgRL9boDTDijVMhx4YeyurkcIwfPf2U1xNMPCmTpSQnHMpr7oYGd1kBKnE+I5If1uQK/lXyOiXH2cLxqZgkGm8PDdfE7TRzPVa575NUPBaXp3eOWQ+2EoonzJeBjtMw8ijHU712P7WMAN9cM7pVgs8tZbb13jhHBdl7m5OaSU+L5Ps9mk0WjcMhvlq84XNRtmyJAhd0/U8pCJRNlqGhCKQMnphJt9ZJggjLtvc1EyOkJXkH6M2Dpu4kUIU0XJ7OzRoKxr/NpoiT9ca7Lkp4Gk+2yT3xmvkL+LcZXEjwmXeij9kF/NG3z3wDToglBK/q+XV1j0Qrwo5krfpxtLVAH/br3FhGVwKHtv38Y+jkxbBj9rO8RSogpBIiWdKOHl4nAkZ8iQLyPdzT4yYeAOURSBnddpLDskiRw04NwNVlZH0dK2mO3jBm6EbqmYO3SQZIsm+7bdI61UpC1PZDnytUm0u2gXC/oRG/Nd/H5EZSLL/hdGUVWFKIh5748u06338dyIzmaf0EtQNcGFD9bIFk1KY0PnxDb5EYuNhS4ykQhFDGqhd+JCGXLvDEWULxkPo33mQWy4H8QIyO3GlNrtNq1Wi8XFRVqtFr7vY1kWrVaLd9999yuX13Gnka6HFVY7ZMiQR4+yJZJsPyAByCBBzemIewzP0yoWxnQe/3KbxIhASmSUYB+p3lXWyhvlHDO2wXnHS6vnsxZTd5GjEXUDOn8+m4bbAkpGw9xfJPf6LgxD5W+Olfl/L6xzwumjC4WKrnI4Z9GJYr633uLAntrnmnvyKOlEMT9qdDje7WMrCq+UsrxazKFt/Z14pZTjo47LWcfDVhT6iWTK0vl6pfA5X/mQIUPuBd3SkFJeM6oS+TH5EYN7XfbK4xnGZvKsXG5jmCpJLEmk5MALtUHl7k7Y/VSVUi1Da9VFqILqZI5ceefjgJ1Gn/f/6DKNFQchBFZOZ+ZIlaNfn8TM6Bx8cYxPvr9AfbGHqinYeZ2RXVn6nYDLH2/w3HdmvpDuk4eB54TMn26wsdDFtDQmDxavyX2ZOlRhc6GbBgXrClGUUBix2fVE+XO+8seboYjyJeNhOAwe1Ib7fkZA2u02b7/9Nqurq4P3Njs7y5tvvjnIXHn99dd55513aLfbTE1NUSqVbpmN8jizk5GuYa7JkCFfHMJ1F3+2g/QitFoGc08Bxdz5x6++K4daMonWXZScjgwTiGKsA6MIdWcPkTKMiZo+QhGoFQuhCLIvjaOVLYKFLqgCc3cBc9/drRFCiHvO0pBS0vmrebzzTYShgBAkYYw808CYzGM9Ueb5Ypbv9IusBiFTZjo+VNBU2mHMgufTDONHMirzeRMmkn+6uMHHXZe8phIlkrNOn3YY86tjJSDNhflPZ8b4WavHvBcwbuq8WhyGww4Z8nkgpaS+5LB2pU3ox1Qms0wcKKHfhXNwbHeBhTMNGisumbxO4MckEqYOV3YsIIRBTHfTQ9UVClULRVU4+vVdFEZtNua6qIbCxL4ik3e54RZCUBrL3JMjRCaS9//dFRbPNtEsFbF1nZePbzAynWPXE2UmD5Zprrn0OyGFEQs7r2NYGv1uQHvDJfRjDOvxX/ujIObEDxfYXOhh2hpOw6O+3CPwYvY8PQKkuTDPfXs3yxdb9Joe+bLFxMHSMBz2IfP4/+37AvEgAmHvV/C41TV83hvu06dPMzs7i6IoaJpGGIbMzs5y+vRpXnvtNeCzANvJyUkqlc/m7e/XifNlY6cjXcNckyFDPn+ChS69n62Q9COEKvDnOoTLDvk3diH0nblI1JxB/rVJ+qfrhJt91KyOdWAU8+DOHnqDFQf3ozXitg+KQB/NkH15HDVvYB+pYm+18UgpkX6MjOXA/fIwiZs+wWwbYagoOQ3px8ROiOxHeJdbWFsP9bssg1FdZ9o20LY2Dv0kwVIU7B2KSF92zjl9Tjkee2yTzJb7aMUP+XGzy9crefJa+vsaNXS+Ozb89nHIkM+blYttTv90mciPEapg5VKb+pLDM9+cQt2hgzBXNnnmrSkuf7JBZ9MjWzSZPlLZcR3u+lyH8++v4rQCFE1Qmcxx5GsT2DmD/c+Nsf+5NL9ESkngxSiquCuR515prqXikmFrWFmNwI/xeiG+G7F6pT1wUBQqNpmCQaFqDVwXUZhgWBqq9vlVGD9KNpd6NJYdyrUM6tYzQ7fusXC6wdShMtrW7ytbMjn4Yu12hxrygBmKKI+IBxUIez+Cx52uYXvD/aDbf3bC/Pw8cRxTKBSI45goinBdl08//fSacNph1sfDGekaMmTIg0cmkv6ZOkkQo49n0z8LE8KlLsFyD3P3zsYsEi8iavuoJRNtPIsxnUfdoe066Uc4H6yQ9ELUsoWMJcFSDz5aI//1qcE6EncD3E83CFddEGBO5bGfHkmDbKUkXHUJVx2QEn08iz6RvW8rddzxAQlCknQCEi+GRJKECf6lFuGag17L8lTOZvfWyFDN0PGThHac8BujJbLqw3/g/yLQimKiRA4EFICCprAZxLSjeCCiDBky5PMnjhKunNhAJpLKZLr2h37M+myHxpLD6Ex+R8fx3ZBe06c4ajO2p0BtTx7D2lluidsJOP3TZQI3olC1iOOEtcttNEPhmTc/W/t7TY+LH67TXHVQFIXx/QX2PTuGbqrIRLK52KO+3ENRBNVdOSqT97/2u1stPAiJ0w4I+hFSSqIwYf5kg/3PjlGqZRiZyZGrmDRWnEH9cejF7Ht29CsjovhOhJQMBBQAI6MR9CMCLx6IKEMePUMR5RHxoAJh70fg2Mk13EloeZgCixCCKIrodrtEUUSSJHS73WsyT4ZZH0MhaciQLwsyiIm7waBCGEjDXCUk3Z01psS9gN5PlwnX3a0DQLjYJfe1yR2NBIXrLnEnQBvNIBSB0ICSSbTmknQD1IKJjBJ6760QrvRQ8gZIUvEnjMm9Nkn/TIP+iY10jAjwzjexnx4hc3Tkru/J1Si2hpo3CDc9ZD8CTSABdIHQVfqn6mijGfKayj+cGuVP1ltccD0yqsq3qkW+NfLVyfqoGTqmIuhEMYUtwWQziKjoOtW7CPEdMmTIw8d3I7xeiJX7bO3fbtdxOztb+52Wz/EfLNBedwGBUGBjrsDTb03tyC3SWO7R7wQD0UPVFbIlg/piD9+JsHI6YRDz6Y+WaK46ZAsGSZJw6aMN4lBy5I1JLn68zpVPNomjGClh7lSdJ14eZ/fR6r3eGgDMjE6mYNKpuwRujKoLkigVCoQimP10k2Nj09g5g6ffnOLyxxu0N1wMS2Pfs6PMPHV/5/8ykSkaKKog8KLB+FK/G5CrbDUkDfncGN79R8SDcA/cr5tlJ9dwO6Flz549D7xeeZuZmRlWV1dpt9uEYYiiKKiqyujo6EC4OXbs2Bdi9OjzZigkDRny5UDoalob3PJRMunDtIwSEGmd8E7wLqaODG0sg1AVZJQQLPXwr3SwD++gRlhKUmXi6gtL/0hu/Xm40Sdad9FGMoMRI6EKwqUe4aqLd7aB0JQ0S0UI4o6Pd7aBubtwVyG016ONZDAOlIjaayR9EHEanKvXsui1DFHTQwZpe9C0ZfA/mx7FiRN0RWAqX41vIbfZnzF5tZTjx80uq35EIlNXyndGCtj3GC48ZMiQh4Nhqxi2hu+Eg7DWKIwRIm3H2Qlzp+q01lwqE1kUVRAFMWuzHcYut5nawdqfru/XOkaEEGmI+Nbi31hyaK+76ajIlrNDUQSrV9qM7Skwf6qBYanY+XTt7zY8Zo9vMr6veFchtNdTmciy63AJ52c+UsbEUdo0NDKdpzhq01pzSSKJqqe5K899Z4bQj1E15SvjQNmmOpllfF+RlQstED5SylRMOja647GwIQ+HoYjyiHgQ7oH7dbPs5BpuJ7TMzs6yubmJrut0u11M02Rzc/OBhLoeOXKEtbU1Ll68OBBQcrkcY2NjuK57jdDzVc/6GApJQ4Z8ORCqwD5Uoff+CtG6C1paKaxPZNF35XZ0jHDNRVgqxBIZxwhDQaiCaMOFHTxIa6MZ1LxB3PBQKxbEkrjpo1VSB4pMJDKMkYkE7bMHbqGrJG5E1OwTtz1kIpCrDsJQUUsmiR8Rd4L7ElGEKsi/Ogl+gntiHWFraBUbvWqn40sZDXHVA7MQgtxXdGxFEYLfnahwMGtxvudhqoJj+QyHhxXPQ4Z84dB0ld1PVTn716s0Vl00TRB4MWO7C1Snsjs6Rn2ph5nRiKIEEYFmqggB7Y0+U4fv/PrKRBYrp9Gpe+QrFkmU0G16VCayBF6EldWJgnTtV67KllJ1hcAP6db7OK105HJjvotuqeQrFp4T4rT8+xJRVF3hmTenCb2Yyx9vYOV0imM2xRGbzqZHrmxdc01CiK9EiOzNUFSFo78wSXVXjuaKg26qjO0pUJnY2d+jIQ+Pr+bfyM+BB+EeWFtbw3Ec5ufnMU2TUql0V26W66/BcZzBcY8fPz7YiN9KaFlbWxucS1VVut3u4PX3S7FY5K233kJVVebn56lUKpTLZUzTpNVqDQWC6/iqC0lDhnxZMPYUyOsK/pU2ST9Cr2WxDpZ2HNwqFEG47BCKzyqAhaai7PABVs3qZF+o4Xy0RrThIqOExIuRSDp/NYdaMjHGs+mY0LqLYqkIQ0U6IWreRM3oRE0fogRhachemI4HVUyU+3ioTfyYcKWH9GOswxWSKCau+yimRtT00ns1kU3HoUrm51Zl2dlcZ2PuCkkUU56YpDo1g/icXDCGovBaKcdrpZ0JcEOGDPn8mH6ygmFprFxqE/QjRqZzTB2uoOk7X/vX57sIAQKBlddRFYGxw7U/WzI59MoEFz5Yo7nqEocxgRfTWnV5/3tXKFRtSuNps05zzcW0NTRDxWkHFEdsNEOhs9nfcj6ouO0Yp+VTqmXuS0AJ+hGbiz3CIM02iaOEXtNHN1TaG32Cfsz4PhOn7ZP9XNf+PvWlHjKB0niG8njmc7sWTVeZOlRm6tAwNPyLxFBEeUTcr3ug3W6ztrZGs9kkk8nQ7XbpdDrYts3+/fvv+hq2BRmAXq/H2toaJ06coFgs0u/3OXPmDIqiIIRgfHycPXv2MD8/j+d5VCoVFEUhSRIajQa+79/zfbk+Y+XZZ59F0zTa7Tau67KxsQHcKPQ8aj6PsN0hQ4Z8+RFCYEzlMaZ2FiR4NTKWxN0gbfbRFISmEG14KDkdfWbneSDGdB5t1CZcd3E+WAURolVs4m5A//gm/ZN1ZJKQOGmDkNAVtLJF7rVJYjdEURXiRCISCQppfgkWSunmLhQZJ0SbfWQk0arWDWJL3AnovbtEuOkBEqEp6JNZtJJFuOaS9EKklPizbaIVB3N/kcyzY4jbWJfDwKextEgSRZQmJrFzd3+/r2f14nlO/ODP6Xc6IEAzTPa/+DKHXv2FOz5MR4lk3guIpWTGNr5y40dDhnzVEUIwvq/I+F3WxkM6+tPvBvhOhGYqqIqgseyQL1uM7dn52jZ5sERlMktjxeH0T5dRtIjCiE2v6XHu/VVUTSGJEjwnTEdldIXSWIb9v7Sb1pqDogqSWCIlKKrA60UoqiBTvPnaH4cJrXWXJJEUR+0b3CPdhsenby/S2egjAU1XGJ3JUxi1aSw59LshAAtnG6zPdZh+ssKBF2soyq3X29CPaa46qdhRszEzOxuXuh3LF1ucfXcF3w2RpHk2B54fY++x0Tu+No4TupseUkoKI/ZXbvzoq8RQRHmE3I97YHZ2dnAM3/dRFGUgotyNm2X7Go4fP06j0aBWq+H7PvV6fSBcuK5LFEVkMhk0TRvMTpqmiWmauK6LqqrEcTz4s5txJ+HhZhkvxWKRp556ikajcYPQ02g07pjB8jDEjvvJohmKL0OGDLlXonqfxIsw9xSI2gEyiFHLJsqWrftuUCwNxVTTcaLRDFJK4s0+qIIkiACBYqgoGQ2laKAIAQnIfoxSMlE1QdxKAxG1MR21ZCC48SLitp+OL230kYlELRhkn6thTH/24N8/XSdcdwc5L0k/Ilzskf/6FGrFwv35KlrRQljpSJF3tolWsTH33rh2RkHA5Y8/4MyP38brdTGzWXLlKk++8Sa7Dh+5u5t09XHDkHPv/YSg32dkZjdCCJxWk9mPP2Ri/yGKY7euklz2Av75SoPLrkcC7DJ1fmeiyqHh6M2QIUN2QOocSZg8WKRb94jChHzVws7pKHcpyFpZHd1QifyEci2zJXT0UVVB6EcA6JaKnTPIFg2EKkjiBN+JKNcyIAS9po8QUBrXyZWsm4rInc0+p36ynAokUpItmRx+bYLRrbVfSsmlj9a3cl4yKKpCvxewPtflhV/eTbZgcuGDVQpVG91S6XdDrpzYpDiaobb3xi8NwiDmyvFNLnywSuBFmLZOrpyec2yHzXc3I/RjLn24Thwlg1DeXsvnyolNxvYUyBZvvufZvgdn3l2hvZEGweerNk++PkFpLHPP1zPki8tQRPmS0G63yWazjI6O0mq18H0f0zSp1Wr3tCm/Ovtk+3iZTIYwDNE0DV3XqVar1Gq1Qe7K9r9rmkYQBBiGQRRF1Go3PkzuRHi4VcZLo9G4QejZSQbMwsICb7/9Nu12G9u2B+e93+Dbe82ieVC11kOGDPlqIqMEpEStZFCrNiRpIGDS8CG+Pi12B8dLSBNlFUg6IUkQI2wV3BDFTAUUGUv00SxJxydY7qKP50BKFNtAq1qgCKK1Pnoti7ju20GZSJyP1glXXbSqDYogbno4P19FLZuoOQMZJYSrPZScnua8RBGKpRK3JVHdI9xw00DeLbu4mtWJnJBgpXeDiBJ6Hh/92R9z+sc/xHd6GJZNksQoisrpH/+A8sQkmWLpnu6922ritJrkKpXBhiFTLLG5MEdnc/2WIkosJX+w2uB0r89u20AB5r2Af75c53+3d5wYuOB4SOBAxqT0CJt1Yik50e1zzumjCcHRnM3h7M03REOGDPn8SKLU/VEcsSmO2iSxJIkTnHZAvNWSdlfHSySSNLi73wuJghjD1vCcMBVZTBUpoTKZS8dYFnvkKiZRKMlXDEq1DEJAY8UZVDZfc/w44exfr9BadSiOZVAUaG96nH13hcKv25i2tuUYcckUDaJIQhRj5Qycdo/2Rp+N+S6GrQ/GlTIFg34vpL7Uu0FE8fsRx78/z4UP1gi9GN1SkQkIAWf/eoXi2L2PHPWaHm43IF/5bG3MFg0aKw7dundLESWOE07/dIXmSo/CqI0AWmsuZ366zEvf3UsUJLTWUnGlPJG9r5GouyWJE9b//+z9Z5Akd36mCT5/1x46IrUsXSgBLRoNoBuNlmw2RbNJDjnDkTvH27Pl2H64vds1229rdmd7Zjw7W7OxM+7t3NzdDEdwOGSLaTZbg0CjBRoaVUBplTozMiMjQ7v2/33wDEdmKVShUZDxwGDIDOHh4ZHwcH/9977vfJv6WhdNS6Z/yuODTJVflYGI8iGhn1VSLpcZHx9PT+SvJ2DczvKklOlkSxwnO2ZNS/4sPM9Lg2Wr1Sr5fB7P8+j1eqkIMDw8fN1JmFutUxZCUK1WU1FICJHmrtxOo1Gz2eTZZ5+lWq2SyWRwHIc4jt+V4Nt32qz0dk1H7+eEymBCZsCA9wYZxHhXmvgrHYQmMGYKGDP5awSI66ENWUko7JaLOmSBEMRbHmrBSEJibxNtyEItmkR1FymSih65bRXaGSqbrHgiigQbSUVysNJF6Apq3kCfyGLfdW2obdzxCTd6qEUzbflRKxbheo9w3UlCaJWkxjhY6SIjCVIibA1FU5IiiSgJu929LvK6J/rL58+wdOZNkJL80AhCVek26iiqThgE1FeW3rGIolsWmq4Teh6GZQMQhSGqqqa/X49l1+dSz2PG0sls24/22yaXHY8fbbZ4udllzU9G1kcMnT8cr3B/4c5fpZRS8q3qFj/cbBFuNzb9pN7m741XeLLyq1ufBgwYsJvAj1g536C22EYzVcb3Fxndk78l0bI4YmPndFp1l8KQhVAE7ZpPYcgi/w72/aWxDNmCkdpokIkQoWrKrgBXSFp9olDSqDp0my6by200QyVbNBiZzTN7nXrjzpZHc8OhMGShbe/7i8M2jfUejbUeY/sKqKqCjCUbSx3iMDnfMDMampZMVkZBjIyvFogkynUiZFYuNFi91AQhyFUsUJJKaEUVRJFMX/OdoJsamq4Q+lH6XsIgRlEVdOvGeTatDYdWrUdxxEbbzjwrjSZBuVde32DlYjOtt86VTI59KgmLvdPIWHL2+TUWztST71YpWTxT5+jjk0weKt3x1/8oMxBR3kN+lRPXd7vWdufywjCk1+tRKBSwbZtGo4EQAtM0kVLS7XbpdrvU63Xy+TyNRoNut8uxY8c4duzYdd/DrQgPuq6ztraGoihomkar1SLcPkh97rnnaDabdLtdyuXy2zYazc3N0Wq1yGQy6URNs9mk0+lw9uzZX0kkeKfNSjfaBtVqlZWVlfdtQmUwITNgwHuDjCXdl9dwLzWSPI9Y4i92sO8dJnN8+G2fr5ga2QfG6L68RrSeXMFScgaZB0ZvOZh21/IMlcxDY/ReXiPcdCCKQRVoYxmiukvcDVDLFrEXJjXIQYw/38aYyhG7IdGWB6og88Ao2vD1hARxdaPmrrv6/5VhTNT0EJaGUAXRpkukgHOmTtz1iRoeSIk2ZBN3A1CU67YZba0soagqqqYhZYzX6uC02/SaTTTD4NRzTzO6bz+GdfsihZ0vMHn4KJdeeZEoDFFUlW6zwcjsXoamZ2/4PAnJFd+d20EkUyA/rDUJZFJXLIA5x+ev1uoczJh3vHVoyQt4bqtNSVMZNpJDv0XX53u1Jg8WMh/b1qMBA+4EcRTz5k+WWbvUQNUV4lhSvdLirk+Os+c6IsTVWDmdw58Y59wLa9RXuiAgWzQ5/IlxVP32MzZMW+PIYxOcfX6V5oZDFMWousrQZJbGhkvghZRGrTQbxe341JY6jO0t4HVDWnUXVVM48smJG4s4iS6/A8nOlmWhCgI/olv3MDMaiipoVHtousql19bpNn26Wx4yhvyQhdP20XSVoevkidVXOmh6IgBJKfFaAU7Hx+kEaIbC2RdWqUxm0M3bP83NlgxG9xRYPFsnDGKEAKcdMLqnkNibboCU27XSV30HRlHMlZM1kFAez4CExobD2edXefSr+285aPid0ljvsXx+i0xeT+u1mxsOl1/fYHRPPhV8Btw+AxHlPeJXPXF9t2ttrw6ZNYwkJMowjHQiBXY37/QnKkZHR9OJjxu9/u0ID32RIY5jXNdlfX0dRVHodrt0Oh2WlpbIZrM3FY6azSaWZeE4DkEQ0Gq18LykT31xcZFvf/vbPPXUU8zMzNz2tnqnAtaNtoHneXS73XdcVf2r8qtWZQ8YMODWCDcdvPkWavGtJpuo6eGdb2AdKN1Su40xk0ctm0lFMqCNZVGz7zw4z5jIon1pD+G6Q7DWxV9qE3UCpK0hQ4liqAjAPDqEv9BCsTXUgolaMNFGMoRrPeLt8L+rUfI62mgGf74NikgEki0XNW+gbXvCo5YPkUSbyCG7ATKKEaZK3AuInUTEidoBwXIXGcSoBRP73uHrBvOamSyKqmJksjRWlwl8jzAIEFISCsGV116BGJ78x//8HQXN3vXEk+iWxfLZ00RRyN57H+TQJx5DM25c6zxlGuyxTM51XfZnBAqCOdfDVhTcWLIvY6Btf+ftsQwuOR5XHI978nd2GmXNC2iHMVM7/nZGDY0lN6DqBwMRZcCAd5H6apf1uRaFYRvdTP7fam26LLy5yeShEvotnLhOHipRHLVprPUQiqAymU1Pgt8Jo3sKFEdsGlWH2lKb9fk2TsfHymrEkUTVVYQQ7L13mJXzW9h5nWzRJFs0KU9kqK/06LZ8rif/5yoWpdEMG4ttisM2QhFJVXHJTIQDoL3pADA8k8Vph8RxjG5p+L0A340oDFn0Gh7r8y0CPyJbMtn/wDDD09cK6GZWR1GS2uPWRo/Aj4jCRMIGuPJ6DaTksd85eMttRn2EENz1yXGMjEb1cpM4luy9Z5j994+g3CTcvDhsUxiyaG44FEdsENDccNFNlcCLqIxn0oDcwpBFe9OlteFe1x71btJt+oRBTHHH306mYNBrJaJTvjLY979TBiLKe8S7ceL6btfa7lzezimZ2dnkKlsQBGm1cafTuS07y60ID0EQpHakvqWoH2ibyWTwPI8gCIiiiFwux9jY2C7haOc6r6+v0+v18H2fTqdDGIZIKVEUBdM0qVarPPvss/z2b//2bQtP71TAutE2UFWVIAhu2x70bvFO7UkDBgy4PeJOAGG8SyxRMhpRyyfuBrdcEazmjMQK826skxsSdwO0ERtjJo997zDhppu0/5gq0glRcjqKpeHPJ+PSfUTStXmdkeu37s8+OAZhYgNiO1g288DYW8JPGIMEfSyTBBiGMf5cC+FHSftQtYeM4iQPRgjyT0yij711kCmlZOX8WS6+9Dzr81eoLy0QxzFet0sUJvtVI5OlODqG7zisXbrAwsnXuOvxJ297W+mGyV2PfZqDj3wyOeA3bhwo2EdTBH84UeHfr2wy73jEwISp80Qpx7fXG4RS0l9KhESFVFS5kxQ0FVMR9KKY7LZg0g5jMopCYSCgDBjwruK0A+JYpgIKgJXVcDsBXje8JREFSEWMd4OW36IZNalMVxjbN8XBhwJam8mEiW6q+E5ItmiiqILlc1vXacSRiQXzOiiK4MhjE8hY0ljvISUUhi3uenQ8beiJgsRGODyVBwGhH7NysUEUxAhFUF/tJVZPP0bVFB744p5EjOi/eixZudDgyskataU2W2tJ8YTrhMRhMv1nZjQKQzauE7J2ucXyhQb77n37qc+rMSyNuz4xzsEHR5FS3tK0iKorHHlsgtM/T6Z9AHJli8mDRS68vE4ck1qTZJzk01xtpboTmLaGogjCIErfh++G6KZ62wLTgN0Mtt57xAftxPV61qIbCTT9gNfbsbPcivDQn9ToC0tzc3N0u11UVWVxcTGdJOl0OkRRdI2A8otf/IJarUav12Nra4soitB1nTAMiaIITdOoVCrYto2qqrRarVS0ul1r1TsRsG60Debm5m57e76bvFN70oABA24PJauDphC7YSqYxL0QxdSS++4gUkriXlJZrFgaMpa45+q457aS9TFVzENl7GNDGJM7rvTtOGDXJ3O4Z7eSkFdNEHcChK6gj9x4akLNG+Q/O0NYdyGKUcvWLuuRWjTRSibhpoM6nEFoSpLLoitEWy7ST0SnOJTELQ/ndB1tJJNmyMydeJUXvvmXtDdreL0uvuuhqgqqoRPHEaqqURqfRNN1As9DNQzW569w1+NP0m1ssXDqBPXlZTKlErPH7rmpNSddZ03ndmSGPbbJ/2nvOJcdj0hK9tsmlqpwquNyquMwZSUT30uuz8GMxf7Mu3OSdDMOZkzuydu82OxS1FRiCb045teGiowYd/ZvccCAjxt2PpmUCLwoFVLcboiR0TGzd/bUS0pJw2ugKzo5I0cUR/zd4t/xy5Vf0gk6FIwCn57+NJ+e+nTanHP18ytTWZbPbmFYGoom6DZ9dEujdBM7S75i8fBX9tKqucSRpDBi7RIfCsMW2ZJJq+5SGrFRNYHvhGiGSrvmEAYxhqURBTHtusvcyRr3fm46PW+6cnKDV3+wQLfp4jsRgR8l+35VICOJqisUR5JKYcUTqKpgc6nNvnuH6Wx5LJ2r09xwyJZMpg+Xb/pe+txuPXF5PMujv7UvFZJKoxkUVbC+0GZrtUd+yETKpOp5ZDpPYfjON7ZVJrMMTeVYn29hZpKpoyiMOfDg6HsabvtRZLD13iPerxPX64kFwA2tRcA1j/9V7CzXm3S50XI9z0NV1TTsNpPJ0Ov1GB4eTp/fX97c3By1Wg3HcWi327ssSPl8nlarhWma2LadnEzEMbZt02w239NMkOuJL+92vs3t8n6//oABHxe0YRtzNo97qUmsBYlhWoB1tHLLUyjvhLDp4by+TrDhgOhbgix6r28k4bAFg7gX4pzcQM3p6KMZnPNbBKsdFFPD3F/EmC1gHx8mavmE6710MsQ8UEK9bh7KWwhFoA8n+17njRrOGxtE3QBjMkfm0QkyD4zSeWGNcKOHkInYJIOI2I9QMjrEEqEpqEM2wXqPqOWhlSzCIOD8L39GZ6uOkckSBgGWphO4LqadRVE1Qtcl9F1kHIEQGJaFmcnitFu88rffYmt1GcO22VycZ/3yJR748m8yunf/u/4ZWKrCsdzu7fQPJ4f4y9VNLvY8AI7nMvzBRAXzNitL3wmqEPzjyWGmTYNXWj10RfBoMTsIlR0w4A5QnsgyureQZqLIONkv7rl76JanUN4JS+0lvj/3fRZaC2iKxr3D9zJkD/HDuR+S1bOMZcbY8rb428t/S8WqMJGd4Bcrv+DC1gWKZpGHxx/m3uF7OfjgKG47oFHtEYQBoe4zfU+RwsjNT/oVVaE0liGWMd+9/F2eXnialt/i+NBx/vCuP+SuR8c5/fMV6ms9pJTYOZ0wjAm8CDtvEAVJmGth2Ka23MFpB2QKBr4bcvGVdXptH9PWiQKZVDQHMVZWx9dCIl8S+jFRKFEUgW5pGLZGt+nx+o8XaNUcDEulvtxlY77N/V+YuSMNNZqhMnyV/fTYpyY598s1Guu9JBZhT4Gjj03c1B70bqFqCnd/Zor5Uxbrc210Q2HyUImpI+U7/tofdYSU8vZ7EgfcNlefuPdPXO9kmOeNXrNUKjE/P3+NtWjPnj00Go3rriOQ5qfsrFe+FVtLs9nkmWeeoVqtpiLS2NgYn/3sZ9PlNptNdF1nfX2dpaWlNGDWsiymp6dTMeXJJ5OR7Oeee44LFy7gOA5hGBIEiUdfSsnExARra2sEQUCpVCKOYwzDwLZt7r33XgDOnDlzzfs/evToe5YJ8n6347zfrz9gwMeFtJ1nuY3QFIzZW2/neaev1/q7BfzVLkIFYpCRRBjJwdpOa0y40UMbz0IkCVa7CEtN7DZCkHlwFPuuCjKM6b1Zwz1VIw5ihKVijOfIPjL+ttksnRdXaT+7iAxi0BQIY7Qhi8rfP4JiagTVpKFHMVXaP1vGu9xEGCpCSVp91GEb2QkofnEP2pBNr9Xke//P/wf11RWyxRLN9TWEohD6PqadIVMqU1ucQzNMMvkiVj5PfmiYB778W3i9Dm88/QOGZmZRlESsry8vMnbgEJ/47d+/I5/F9YilZNULkCQ2H/V9qBfufw8PGDDgzhF4Ecvnt6gtddAMhYn9JUb33lo7zzuhG3T53078b1xuXkZXdMI4JJIRhmqgKzr7ivvSx15sXOS+4fto+k0uNi5SMAp4kYcqVH7/8O/z8PjDREHM86df5fn5X7Kpr6HkYo5UjvA7h36HgnHz5pt/d+rf8R/P/kf82EcTGkEUsL+0nz998k/JRHnqqx2kTASH1344z+qlJoaloqiCwrBNfsjCdyIe+50DZEsm7brL0//2NO1NDzuv0aq5yaSPH2FmdaysRn2lh26q2NsBqvmKxf1fmKW54XD+xTWGJrMIJTnmr692mbqrwr1PTd+Rz+J6xLGk20gE9FzJvGPHADdjsO9/dxlMorxHvNvBsLdCf1pD0zTa7TaGYVCr1Wi1Wte1Fi0sLCClvGFuS3+CodvtEgQB9Xr9liY4Tp8+zfz8PKqqoqoqYRgyPz/P6dOneeyxx3YJF81mk+eee475+XmGh4cplUqYpkmj0bjGCuS6btrs069j1jSNKIoYHh7GcZxE6bZtDMNI65hPnDjxvlur3u18mw/b6w8Y8HFB6ArW4TLW4ffmqk+w3kvCYnsB0o8RgBRALK+14QhBtOUh3RBtxE6qjoFwy8W7sIV1oETshvhzLRACfSyLDGP8hTZCV8g9PnnDAzIZRPReW0/GrIdshIA4jAk3PXonNih8ZgZz7459+q/tofE3l4mdEHXYRsloxJse2qiNWkqufpqZLHa+QLy0gFAEmmHidTsAKJpGeWICzTCx8zkURSVXGWLv/Q8xefgIbz77Y4Siomyb0oUQmNkc7drGe3pgqQjBlPXu5Nu8UwYH0QMG3Hl0U2XvPcPsvef2MzneCRe2LnCmfoaW18IJk0wOgSAm5nD58K7HqkJlsbPIprPJwdJBNCU5HVxoLfCz5Z9x/+j91PwaP+5+B7fkMp4dx4s8Xqm+QlbP8nuHf++G69HxO3xv7nvEMmY2n9gl3dBlrjXHjxd+zB/c9QdMHnrr+/ATv7WfX3z9IqEfURq1MTIazXWXkdk8mUKyr7RzOmZGp7HuIBSBqisETpi8F01QHE0CfK2cgaIktcd77x5ieCbHysVkGqgvWgiRBNK2a867tOVvDUUR76ie+t1ksO9/dxmIKO8h7/WJa7VaTeuKVVWl3W4jpaRcLiOlvMZa1BcTbiQuvNNw3IWFJPivUCikz2s0GiwsLPDYY4/temyxWOTJJ59MJ2h6vV4qoOy0m+zdu5eTJ09SrVYxzcRP3rfteJ7H7Owsd999N/V6/RrRapAJMmDAgA8rYdih0XiJbvcCmpanWHyQXO6u9P7YC5NsEQFKNjkAlb0A6UXEXkTshCi2RuyGEMaoIzZBL0gFFCDJJHFCYi8iqPaI2j7aWAYhRPK4QjK5EvfCa6ZRZCyJtlzCLZeo7SNMNc2mVTSFWEC45V3zvrSyTf6pGXqvrhN1fGI3RC1bZB4YRWyH76maxrHPfJ7Vi+epLy+hqhpxLEFIdMtCUTUe+o2vsve+B/GdHoadQdOT9cuVK8g4JopCVFVDSonbbjN5+MjgwHLAgAEfeFp+i1fWXuFK6wolo8T9Y/ezv/iWFbHtt1nprKAJjbJVRiDYdDfpBT1afotu0CWrZ2n5LSIZUbEqbDqbqYACkDfyNLwGXuRxYesCDa/BodKh5HxANRiyhzi1eYpfD36djL5blI/iiKXOEnPNORpug6z+1tSjpVnEMma5vXzN+6pMZHnw12Y5/2IVpxPg9kJKYxkOf2IsFT40Q+XwJ0ZZWdlgZbOJLnSUWE/EfUNFNzQe/LVJpu8q47shhqWleSb5isnyuZg4Tmw+Ukp8J2Js382naQYMeDsGIsqHmLezZHieh+d5VCoVFEUhjmPq9TqWZZHNZq/JxOjbfG4kLtxOOO7OdWs2m0RRtOv+m7nIbjWU9uGHH+aZZ56h0+lgGAaapmHbNsePH+fYsWMUi8XrVhoPMkEGDBjwYSSKPJaW/j3N1glUxSSWAY3ma0xP/QOKxQcAEKqCjCXoCv26RyEBQ0GfyBJ3A+KWB5qCsb+IWjTxLm7hL8WoBQMlZyTtPWUTxVKTHJer6WsOV90X9wI6L60RrHWJ/RjpR4ldJ6OnkygA2tD1r8bp41ky948QtX3Ukok+lt0VSivjmF6rQWFkhMBzCX0fO59n/4MPs++BRxieniU/PJJMJeq7RfGJQ3exfPYUm4sLaKaZPLdQZN8DD9/+B/E+s+mHOHHMmKGjvw8j4QMGDHhv6QU9/sPp/8DZrbNYqoUf+ZzYOMHfP/L3OTp0FABN0YjiCFu3Eds7aYEgo2U4WDpIzamx0lnBUi0enXiUolHkFyu/IIxDhu1hKlaFLXeLA6UD2JqNRPa/QlIEgljGxHJ3Q1vdrfP181/nUuMSbujihA5O6FAwkounTuigCIWZwrXH5ADFvQbDWUnQ0JjITDA8mUfbse8P45ATuV9w6e438BdN8BWyYzafmXmSg0enqEzkyJWTC6r2VU12EwdKrF1uUV/pohsKYRCTKZpMH6n8Sp/Je42UkrpbJ4gDhu3hXeLXgPeHwSfwIeVWwlFN08SyLHq9HqqqEkURlmVRKBR49NFHd4kUQ0NDLC4u0ul00tuAXeLCrU5wXL1u/cySZrOJaZpp3km/Svl67+3tbE/9x+TzeUzTxHVdCoUCTz311HWFk528H9aqd5tBpsmAAR8/Op1TtNpvkrH3oqqJENHrXaFWe5p8/h4URUMtmahla7tGORl3FqpAGDramI05PpIIG1kdGcV0f7lK7ETEmy7BmkDJ6OiTWaxjQwhVQR/NJLXMWx5qyYRIErV8zD2FaxqGem/W8OdbqGULtagQtTyidYeo5iSZKFGMNpIhc9/INe/NX2zTe32dqO2DkliHtLIFOw6ka4vzXHn1ZcoTU0wcOkrg9misrTI0vYf9byOGWNkcD/3G77B05k22VlfIFIpMHT1OeXzyhs8Jg4DNxXmcTptcqUxleia1A70fdMOIr1e3eL3VI5CSSVPnd8bKHM3dPOh3wIABH25ObZ7i/NZ59hf2o6s6UkquNK/w3NJzHKkk03ST2UnGs+M0vAZ1tw6ArupYqsWRyhH2F/fjxz5D1hCdoMN/Pvef6fgdVjorqIpK2SxztHKUz85+FkUo7C/uJ2/mWe2upnaemlPjscnHyBlvNbpJKfnu5e/yZu1NZvIz6KrOaneV+fY88615dDXJZzlUPsQXZr9wzXt7tfoq35/7PnWnjq7q3BXfxdfk1yjy1jHtmc0zPL/yCyqzFQoHc/Rch4XuOTp7Z5k9eO9Nt52dN7j/C7OsXNiiteGSKRlMHixRuElAuhd5nK+fpx20Gc+Ms7e4F0Xc+RDYG9H223zn8nc4s3mGMA6ZzE3ylf1f2TWJNOC9ZyCifEi5FWvN2NgY1WoVXdfxPA9FUWi322xtbTE3N5eeeO8UPfL5PI1Gg263y7Fjx9KJDrj1CY6r1822bc6ePQu8Nb0yPj7OsWPHrnlft9qc03+N6enpXe+/Xq+/rYgCt2et+qAJFu9lu9CAAQM+OPj+JhCnAgqArpfx/E2iqIeiFFALBtbhMu6FBkJXiL2IqO4gNAX37Bbhao/sQ2NowzatZxaJuwHW0TJR0yese0g/xDpYwpxNRp3Vgkn2wTF6JzaINnqJwDGeIXP/yC4bTOxHeAttUBVkGCN0FfNgCZ/kYqb0I1TbxDpWSa+S9onaPp2X15BuhFq2kJHEX2wjjN25K1trK4S+T3kiET7MTJZcZYiNhSuEvo9mGPhOj7VLF3HaLTKFAmMHDmFYycGynS9w6BOP39K2drsdXv/B37IxfwUpYxRVY+rIMe753K+lFqH3mu9sNHmm3mLM0MkrCpcdnz9f2eS/2zs2qCkeMOAjzKaziUSiq8n/50IIimaRaq+KF3lYmsV0fprHJh/j5erL2KpNJ+iw2FnEV32eWXyGM/Uz/O6h32UqP8Wfvf5nOKHDU9NPUe1VWWwv4sc+n5n+DEcqRwCYyk3xlX1f4UfzP+JS4xK6onNs6Bhf2vulXevW9Jqc3TyLqZq4kYupmnx66tMoqwpCCpzIoWyW+fzM54nk7qn01c4q3770bbzIYyY/gxd5vLb+Gjkjx+8ffivwe641RxAHFM3kGDdrZ6jEFU5tnuI3D/wmilBo+21ObZ6i6TUZtoc5NnQMW0v2/ZmCwcGHxm5pW2+5W/zF2b/gUuMSsYwxVZNHxh/hqwe/+r5Nf3z38nf55covGcuOoSkal5uX+atzf8V/c/9/87YhvwPuHAMR5UPKrVhr+qJHs9nEsizW1taARDU+c+ZMeuJ9tehRKBRYWFhgYWGBTCazK0vkViY4qtUq3W6XhYUFTNOkVCoxMTGBEIJyuZy2++wUcvrcau7Krbz/d0P8+CAKFu80m2bAgAEfbnS9DAji2EdRkpHlIGximeOoagYZS8JNB2MqnzTubPQIaw6KqWLsK6HYGtGmQ++1dXJZnWjLRckboCjIUEIYE/dCeq9toFga1l0VEKAN2WQfGkWGMUpGRxu2EVdVM4abLsFyh9gLEZqCYmooJRMkqKaGKJgIXcG/3CJu+uSfnEbNb7+Hao+4E+zIXQEKxjW5K6qWHLLsDIKNwxAjk0EoCk6nzct/8w2qly8iFAXdMBie3ceDv/7bWLkct8P8ydeoXrpAeXIKzTDwel2WTr/B8MweZo7d8yt8iu+MbhjxSqvLsK4xZCTb4aCqcK7rcabjMlIZiCgDBnxUKVklILG19E/kW36LvYW9GKpBGIcstBe4b+Q+JMmUylxrjoJe4JHxR8jqWeZb83zn0nf4w7v+kPXeOiP2CJqq4UUefuxTd+t88+I3sXSLxyaSvML9xf187eDXCOOQgllgT2HPNULCQmuB0/XTeJGHrujkjByTmUmQkNWzjGZHsTWbn6/8nOXuMv/V8f8qfT8XGxd35a7oqs6wPczpzdP0gl6au2Ioxq4sRyARVdQiAkHNqfFv3vw3nN86j6qoWKrFsaFj/NHRP9qVzXIr/GTpJ5yrn2NfcR+GatDyWjy/+jyHyoe4d+TmUy93gi13i9ObpxnNjFIySwDsK+zjcvMyF7cu8uDYg+/5Og1IGIgoH1JuZq3ZKR6USiVKpRILCwtYlsXs7Cy2be868d4pSLiuy/LyMr1eb5fYcnVI63333XddEaHZbFKtVtna2iKTyaS/A0xPT+M4Do7j3LDd51ZzV97OWrS4uMizzz5Lq9XCsqxUALld8eODKFjcTjbNgAEDPjrk88fJZe+i0zmNqmaJtsWUoaGnkI6k8+JSUhscxqhZHX0yh3RD1JEMip7YUNSKRbjpJKGvhpoEzvoeYbWHVAVoChLovb6BMFTCmoO/0EoElKxB5p7hawQUGcU4b2y8NV+iCsJNB7neAyFRDA1jbx61YiL9mGC9i3elSebevq3n1nJXRvbsxy4U2FpdJlceIvBc3F6XfQ8+gqppvPHj73Pu+Z+hahqqpmHnC1QvX2DxzBsceuSxa1/jJlQvX8TIZtGMROgxM1k69TqbSwvvi4jiS0koJeaODBSx475fhUs9l1eaPZphyIGMxaPFLFnt/bMtDRgwYDd3D93NgeIBLjYuktWzuJFLRsvw5PST1N06f33+r7nSvJLkZVjJFEbbb3OkfARNTU71pnJTrHZXaXgNLNXCCR0aXoNLzUvoIrH9RDLiby79DbZmc2bzDKc3TxPEAUP2EF/e++VrBBQ3dPnxwo/T41FNaMy15ri4dREFhayR5aGxh5jKTuGEDhe2LnCydpInp58EuG7uCiRCudxxx9Gho/x85ecstBcYsUfoBl2cyOHh8YcRQvAXZ/6CpxeeTuucK1aFkxsnOTZ0jCemnrjl7RzLmDObZyiZJQw12fcXzAJrvTXmmnPvi4jSr6reue0VoSCRBHHwKy37UuMSJzdO0g267C/t54HRB9LpnQFvz0BE+ZByI2tNpVLZNTnRv71cLqPrOrad/M+x88R7pyDRaDRwXRdN0yiVSoyNjbG0tMSzzz6LrutvO40xNzcHQKFQwHEcXNfF930sy6JarRIEAXv27MF1XVzXTYWefkvPreau3Mxa1Gw2efbZZ6lWq2QyGRzHIYoiarXabYsfH0TB4k61C33QbEsDBgzYjarazMz8U+pbz9PpnEXXipRKD5PP3033hTX8xRZqxUboClHTI5pvIaXYfZAaJ/sNxVQxDxRxXtsgqDvIMIYIFEvFGM8Qbbn0Xq0SuxFq3kDJGkQtj+4rVdSCgTaUfJdIKXEvNvAuN5OpFl0h3HKRQQSKQOgKSIm/1CFqeMR+RNwJiTqLSCFRbYOo5SP9EO9SAyWjoZga0o8w9xV35a4Uhke47wu/zrnnf0pnq45mGBx85DH23fcQK+fO8OZzf0cU+GSLJeIoor1Zw8xmqS8twm2KKLppEYe7D1BlHKMZ5jv+/H4VSprKwYzJy80eeVVFE1D1Q3KqwgH7na/TG+0e/7/lGo0gQlfg+UaHN9s9/vczo9jq+5cBMGDAgLfIGTn+0bF/xAurL3CpcYmSVeLhsYc5XD7Mvz/z7zmzeYbZwiyGYrDSXeH19ddRUYl5KwA2lCGqolIwCzw8/jA/nPshi+1FgiggFCEFo8Dh8mHmW/N8/fzXafttxrPjWKrFWm+Nb174JqOZUcaz40AiOPxs+We8tv4a45kki2Wls4If+qiKiqmZxDLmjdobLHeW6QU9Np1N/tWJf0UQBmSNLDWnRifo8OLaixSMAlk9Sy/o8cT0E7smSGYLs/zuod/l6YWn2XQ2sTWbL+35Eo9OPMpLay/xg7kfEMuYglEgjENWu6sUjAJzrbnbElEEAkuzaPvt9La+oGNq78++f8geYjo/zbn6OWzNRhUqa701CkYyGfROObFxgr8+99d0gg6aovFK9RUubF3gj478UWobG3BzBiLKh5QbWWtuNDmRzWbxff+6J947BYnNzU263S66rhMEAZ7n4fs+juNw/Pjxt7XYnD17lm63SzabJQxDPM/Dtu1U6HBdlytXrqAoCkEQ4Louzz77LHNzcwwNDaFpGo7jcPr0aSzLQlEUNE2jWq1y4sSJm1qLKpUKc3NznD17Nq0+zmQySCnpdruoqnrb4scHsQ75TrQLfRBtSwMGDLgWXS8yNvplxka/nN4WexH+Sgclb6CY2xMnJZNwrYtQSAQOU0GYGsgYYzKPNmyjDWcQqqDxvbntQFdQQg1/vgWmimz56COZVMhQKxZhtUew2k1FFOdMne5Lq4R1B3QVoSsITUHkDKQTIkOJDCPoSuJukIxPeDFhN2DrL8+j5gyUvE605SEjidAEsYzYEhtcnn8T75ke5clphqZniHwfM5vjrsc/jZUrYNqJjefE09/n8isv0q1vggCv18PK5dBMk16riW5dvw1oJ3Ec0VpfJ44jCiNjTB89zubSQiLEZDL0mk1022b8wKF3/0O9BYQQfHW0TD2IuOJ4RBIKmsJXRorstY23X8B1iKXkB7UW7TDiSNZMplGjmJMdhzfaPT5Ruj0L1IABA+4cZavMl/d9eddtW+4WF7YuMJYdSycIpnPTnN86DwJeWH2BjJYha2SJ4oj7Ru9jKjfFeGYcQzH4X175X6g5NVRFJYgCXl9/HUM1qLt19hf3pxkks/lZzjfOc2HrAuPZcaSU/HDuh3z70rdZ6aywpW1hqAaGamCqJu2gTRAGeJFH3a2nQbe9oEfDa/A//ux/ZMgeomSUWOmuEMkIQzUQCPJGnvblNj+a+xEHigfYW9yLG7mUzBK/uf83KZpFsnqWWMb8hzP/gZ8u/TR9D7kwR8EoEEQBdbdOVnt7K08Yhyx3lpFSMpWf4pHxR/jGhW+w3lsno2eoOTVKRoljlWtzHN8LFKHwG/t+g07QYa41h5SSglHgS3u/lApat0sQBzyz8Ax+7HOonHynOaHDG7U3OL91nuPDx9/Nt/CRZSCifIi5XjjqjSYnAIIg4NSpU6moMTw8nIoSjz/+OK+88gqLi4sEQYCiKNTr9XSaJJvNvm3+yC9+8QsajUZq1wmCANM0cRyHOI6Jogjf9/E8D03TiOM4vf3ixYssLCykYkU+n6fb7eL7PqZp0mq1OHXqFIZhUKlUiKIIXdeZnZ1Nt0FfBGg0GkRRRK/Xw7IsdF1HURRc131bQeDqaYxKpUKxWPxA1SHfiXahD6JtacCAAbfJVWPRcRAn9cZBRNj1QSb5JvZ9I29ZcoRIRI5YgiKIvYhgI8lR0YZtdmbACpFMtfQr6qO2j3tmE8XWUSs2ccdHhjGxF0I/P1AX4GyvmLd9VVQFFAGhJGp7RJ3t+FlVQZRNTi38jMsrrxOqAWHgs3TmTRRNw8rl0TQdM5fjgV/7Te5+6guc/ukzLJ15E8O2MbNZPKdHe3MDkISBj6KqTBy866abrVPf5I1nfsjWSnIgnR8a4eiTT3Hkic8w/8brOO02mVKJgw9/kqHpa1vlojBACAVFvbMWmCnL4L/bO87ZroMTxeyxTaZMfVfA7+3gRDFrns+QrqXLsFSFWMK6H76bqz5gwIA7gNj+R15l6euFPQC6YZdNJxGX9xX38et7fx1FKCiqgpSSMEqsIqpU6QQdLjcukzNy7CnsuaaNRiDSYNjV7io/W/4ZI/YIrVyLtt/Gj316QY9QJvsOU0nElJiYTtBBINCFjqZouLHLenedjd5GkoWi6MzmZ1nprLDYWqSqVvFjn5erL6MrOkWziK7olK0y//TYP+XX9v0af33+rzmxfoKslqVgFOgEHVY7q8ispBf0MFSDe0Zubr1c6azwzQvfZLG9iEQynZvmK/u/wpf3fpkX116k6TUZz4zzhT1fuG49sx/5qEJFvcOtbTOFGf7kvj/hQuMCfuQzm59lLHtrQbnXo+N3qLt1ymY5vc3WbKI4oubU3o1V/lgwEFE+YlxvcqLb7ab327aN67oYhsHdd9+968R7eTk5gOxPocRxjO/7ZLNZDMO46TRG/yR8dnaW5eVlXNclCAJ6vWRHLoQgDN86KNv5sxCCOI5xXRcARVHodDqUSiXa7TZxnBx4B0FAu92mXq+jqiqGYbC2tka1WmVsbCwVAYBddqFMJkOv12NsbOym4sf1pjGKxeI1eTA3q1x+r6wwt9MudCt8EG1LAwYMuDUUU8WYzuGerSeTILpC1PSRXoQwVazjQ8ggRkYxcdMnangwliX2Ipw3a8hYIiw1mQQhyThB1dHGMkR1F2FpSdNPO0AYCvpIEvYXbrnEvRBtLINiqvgrkrgXJoJMGCeijnedFY5Jsk4k22KLTIQVP6axsMxC7VQyFYOCYVn4vR6R7+O222TLZXrNBi//zdeRUcTcydcwM1lMO0NrYx1V03E7bQLXRTMM9j34COMHD99w28k45s1nf8z6lUsUx8YRikJzfY1Tz/yYx//gHzJ7z314vS52vnhNK0+3scXFl3/JxtwVVMNg5ujd7HvgIVTtzo1CZ1SFBwu3F5R4IyxVoaJrLLl+GlYbxBIElPRBJsqAAR90imaRQ+VDvLT2EqZqoit6ap0pmSW+NPslemGPIAqouTVWuivMFGZoek2eWXwGBOSNPEEUJBkbMsBQDfYW97LSWSGn59BVnfXeOlk9y77iPiARH7pBl4Olgxiqwdn6WRpugzAOcSMXgaAru7tyTSSSSEbJMb0En0TY1xUdP/A5vXkaVVET8UYkJ/WdoIMXeUnjjjXMem+df/XGv8IJHX6+/HOKZhFDTSxMuqLT9Jt0gy6WavGlvV/iQOnADbddEAd848I3uNS4xFRuCiEEl5uX+falb/Mn9/8JT0w9QTfoUjbL19hb1rprPLP4DBe3LmLrNp8Y+wSPTz1+R9t7MnqG+0beneP+rJ4lb+TZcrcomEm7jx/5aevTgFtjIKJ8xLie1aPPzeqA5+bmUnFCCIGiKERRhGmazMzMpJaaG01j9E/CbdtmenqaRqORijD9RO0bcfV9Ukocx8HzvHR9hRCoqkoYhkgpMU0T0zSJ45grV66wvLyMZVl4npeKL2EYoqoqcRwzNjbGZz/72ZsKGzeaxqjX6zcVLD4KVpgPom1pwIABt07m7mFiJyRY6yJDiZrT0QpGIoAoCsJMrirGnZBoyyVqebiXGvirHXCi7YNdkUyIqApKVsOcLRBm9GSZkUSxk8YeKSBseAhDQagCGSStPeb+ElHdwV+DaMuDIL7+ykquDRPcfqjrdgjdxFqExvb+KLlPUVVkFCeCSW2DF/7LXxF6PoqmMX30OEMze6gvLRK4DplSiT33PcgDX/qNm05qtDdr1FeWKIyOpVXIpYkJGisr1JcWGT94OL19J4Hn8toPvkNtcZ5soYjXaXP6uacJfI+jT3zm1j+49xFVCD43VODfrdQ43/WwVUEriDiStbg/n3m/V2/AgAFvgxCCr+z/Ck7ocKlxiTAOqVgVgjigZJZQFIWckdjyNtwN1nvrrHXXeH7lec5vnacdtNN9sSY0dEWnZJZ4aOwh8kaey83LRHFE0SzyqalPEcYh1W4VW7NRhIIf+5StMo+MP8JCewG1rrLaXcWNkouiArFLSIlJBJT+bYLkIqpE4kQOSqSgKRoKyq79tiY0JJKMlmGpvcS/fuNf0wk6WJrFw2MPc6B0gCuNKziRw2hmlCcmn+APj/zhTbfdUnuJxfYi0/np1Aq1p7CHpfYS8615DpcPX7fZp+N3+Iuzf8F8a56KVWHL3eJbl75FKEM+N/u5d/5hvocYqsGnpj7Fty5+iyvNKxiqQcfvcKRyJK24HvD2DESUjxjXs3pUq1U6nc51pwz6ExSvvPJKarvRdX1Xjdjs7OyuvJViscjQ0NCu33VdTwUTy7LSyZBsNpsu9+3ElD79x/QnUFRVRdO09HZFSXaufctQ3ybUbDZpt9vs27eP6elp4jimVCpx5MiRW5oMeafTGB8FK8ydyFkZMGDAe4eS0cl/eppoy0UGMWrJpPviGv5CC4pJIJ6UEiJJ1Alo/miesOUTbjgQJpMgwlIhkAg/RrE0jKkc9vFhwo0esRcRdQK8yw3cM5sITUGbyKEN2wRrXWJLQ3oRkRug6CoyrxNveYkdSPCWved6CNIDeRUVRSqEUQB6IqBI+ZYYI5F0G1vIOMbr9RCKgtvY4vJrL7PvvgcpT06RKZW47wtfZt8DD7/tVIiUMez4voNt4Yabf1/VFuaprywxNDWdvkZnq87S6TfZ/8AjmJkPhwjxaDGLqSg83+iwFYQ8Vc7zZKVAbtDOM2DAh4KKVeGf3/3PWe4s40Uek9lJ/vz0n3O5eZkRkga0SCZC+UpnhT97/c9Y762z2F7Ej3xM1SSjZ3BDlyAKKFkl7hm+h89Mf4bLzcu4kctGb4MX117kR/M/wlRNjg0dYyY/w5XmFfJGno7foe21sTSLIXuI1e4qkEwT+vKti7kSiYKyS0SJdnw5xMSEcYiqq0gpiWUisEiSnzfdTaSUtP02Qgg2ehs8t/Qcn5r8FHuKexgLx/ijo3/EJyY+ga683b4/2cfvtC319/2xvMEFAOBM/QwL7QX2F/enkydr3TV+ufpLHp98HEt7+wyuDwKfnPgktmbzSvUV2n6bT099mscmH/vQrP8HgYGI8hHkaqvHiRMnqNfr10wZ6LqeTlB0Oh2CIEitNUIIfN8nn8+nAkR/mdebvLBtG8uyWFpaSoNowzDcFVD7Tulbi6Io2dFKKdOf+5MpmqahqirtdpsLFy4wNjbG7OzsbU2DvNNpjI+CFeZO5KwMGDDgziFlRK83j+etEkUuhjFMNnsAbeitMFDzYImg2iWsdhGmRuwEqDmDYKMHkUQtJZMqshdABNKNEkFBUzD3F1ErVnLVMJYEax2cNzcRhoqS0wm3XPxX1tBn8yhFE/9SkziMkIqAXgiqSHNP3v7NvPVjyRhjJDPDSvcioeMTxVFacxz6HoqqEkUhCFA1jcLwKJ1GHafZZOnMKWbvuY8Hf/232Xvfg7eUFZIfGqE4Ns7m4gLliUmEotCorpEtlSlPTt3web7jQCx3iTS6ZeG22wSu86ERUYQQPFDI8EDhw7G+AwZ83AnjkPnWPOu9dfzIZ9geZl9xH7OFt/Kanph6gsX2Ipcbl7F1m6bXZMQe4ULjAkiYyExwQb9AFEf4sY8MEuHAUA0em3iMsewYYRwSypDTtdM8u/gsOSNHySyx1F7i65tf5+Gxh6lYFV5bfy3NBmn4DQzFQBEKQRwQcm220s7GoJ2iys6f2347FVAgqVJWhUoYJ8vTVZ3xzDjVbpWG3+Dl9Zd5fPJx/v6Rv88j44/c0naczk8zkZtgsb3InvwehBAsthYZz44zm782+6pPL+gl5x07rDu2ZuOEDm7ofmhECCEE94/ez/2j97/fq/KhZSCifMjpT5JUq1U8z8M0zTT7o38CfL0pA8uyWF5eZm1tjeHhYUzTxDCMXVkltm0zMzOTLqf/WmfPnqXRaDA2NrYre6RvDXJdF13X6Xa7hGGIbdvpxMjV9MWK66Fuh/T1A2h3Tsf4vp9Op2iaRrlcRghBs9lMJ1Bu107zTqcxPipWmHc7Z2XAgAF3hjDssrzyn6jXf0GvdxkpIwxjiGLhAaam/pBcLglSNSZz5J6YwrvUIGr56NM5orpDcLGNMFTYEghVoJQs4m6AktVRcjqKrmAeLIGE3qtV3AtbRFse4ZaHktGg5kAkiaMY72wdJaOjjdkoloY31yKKZbLcgkFcv4GAropkAmWnyCJAtQwevus3OL/4IucbLxHEHqphEoV+kukSRQihIBTIlsuomka2VEZRNTL5PMef/Bwzx+9NhJdbEFEUVeX4Z77Ayae/T6O6hpQxufIQxz/zeaxsDhnHBL6HZhgoO8ID88MjaKaJ025h5wtJ/li9TnFsDLvw4dr3Dxgw4MNBy2/xV+f+ihdXX2ShvUAkI0btUe4duZe/d9ffSzNL7hm+B/WoygtrL7DpbHLP8D1cblzmjY03yBk5NKFhqAbjuXFaXouyVaZklsjqWR4ef5gwDvn6ha/z8trLLHeWWeuuUTJLSa5JHOFHPk8vPk3JKHG4fBhbs3l1/dX0eH7YHk6nUXaikNh1BCIRb7b/UVGxNZvRzChr3bVUaLFUCz/yiWREJCMUkUyij9gj6KrOSGYEQzUYyYzwtUNf497he4llfE0o7vUwVIOvHvwq37jwDRbaC0gkY5kxvnrwq2T0DFEc4UUelmbtWt54Nmk2avtt8kYeKSU1p8bB0sE0X2TAxwMhb8VfMeADSX8ipFar0Wg08DwPy7IoFosMDw/vEhF2Bp/qus7S0hILCwuEYYiiKKlIAWCaJuPj44RhyL333st99923a/qk0WjQ7XaRUmIYBrqu47ouiqJQqVSYnp6mWq1SrVZxHCcVO/ohszsRQiTJ3DvCbPvr0G/VCcOQOI4pFotpQG2v10stRLZtk8/n0xDdvvjTtxTdzlTFjQJibxYce/VkTl9A+TBlogwYMODDQ3X9+6ytfgPXWyOKPFTVJI49THOUfO4Y+/f/H1HVa6+G9d6s0X5mkWDTAU1BxBIZxqCAMDXsw2XiXojQk0mUuBfizTXRyonI4q10kE6Y5MCO2BDGSbOOG6OUDRRTI+4ESFWAG4EKcdNP80522nZQAD2Zaok3E/88miAuCnp+Cz9wudR7ncy+Cs3aOl63k0wkBgG6ZdHZqpMrlZIg2W4XM5ujMDzCvvsforG2itfrMDy7j/0PPky+MgxA6Ps01lZACErjk2lQbBxHrJ4/x/ybJxACZu+5n8lDR6hevsjlV1+ks1UnUyyx/4GHmTh0JBHL45jTP32GuROvEPoBAHahwH1f+HXG9h+8cx/+gAEDPrb8zaW/4XtXvsdGb4MgDtAVnSAOGMmMcPfw3fzJ/X9yXRvLdy59h39z6t+w0lnBVE1CGeJFHprQyBt5PjX5KTbdTTJ6hofHHmbL3eLV9VfZU9hDtVfl3OY5mkETBYW9hb04kUPdqdMNu0znprF1m01nE13R6fgdVEWl2qsmwgdKatsRCDRFw1ZtimaRxc4ikIglk9lJ/MhPJ2IeGHuA5c4yHb9DLONE0FAtam6N0cwoqlBp+S1KZonJ7CSPTz3OleYVemGPo5WjfHr60wzbyb7fCR0W24uoQmU2P5sGxYZxyKvrr/Ly6stoqsYTk09wtHKUk7WT/HTpp9TdOsP2ME/NPJXW/kZxxDcvfpMXVl8giJJ9/3BmmD+86w/TuuABHw8GIsqHmBMnTnDmzBmklGxubqYtNMPDyU7j6NGj150seP7553nxxRfxfT+dEJFSoihJ5Zlt24yNjVEoFBgdHSUIglQ86Qsk/SrkfD5PLpej2WziOA6KopDNZonjGEV5S7nt9XrphIqqJl5H13URQqBpGqZpoigKrVYLAE3T0sfGcUw2myWfz7O1tUUQJDutSqWClJJ6vU4mkyGO41TU6T//eqLG2wkiV98HvK1I8l638wwYMODjy4UL/ze6vTkcZw5dKyGEgh/UsawpNC3Hvr3/Ip1GiZ2QqOUhTI2tb10gXO0SBzHS2641FiQTG5qCPmqjZHWISRp+2j5Ry8OYziODOMk+cUJQQB+yibohcS8AP07addSkVUHJ6slUSd4gWOoAEqGrCF0ldgIIJGgCxdYQppq0BYWSmr/EonsBjx4ognZUx5MOvusgo4goihBCMHvvg/idFq1aDc00MDNZrFyebLFE6Ce1xn6vR31tGcOyue+LXyE/PMK5X/yUXquBbpgUx8a557NfpDQ+ydlf/IRLL79IHCUCkWaaTB85zsqFc4Sei50v4HbaKJrGg1/5KmP7ksaHOI7YmJ+jsbaCqumM7ttPYXj0ffu7GDBgwEeXMA7505f+lLXuGnPNOcpWGUUobDqbzBZmyepZ/sX9/yK19TS9JjWnhqVa/E/P/08stBboBT16YY8oTvalilAwVZODpYNJAK0EQzOo9qrUe3XuHbmXdtDmYuMibb+NLnRmCjNsOps0vAZu5KIretKqg5I02Sg6BbPA2a2zIBOri6mZNNwGfuxjKAYlq4St2qx0VvClj4KCpVloQkNVVFShIhD0wqQyOYoiFFXhU5OfYsNJAnJt1U4tRhWrghM5mIpJw2uw0FqgYBb4oyN/RNEq8oMrP6DpNbE0iz2FPfze4d9jIjvBty59i58v/zzJjJGSnJ7jgdEHeLX6KqEMKRgFGl4DW7P5Z8f/GftL+9PP4lz9HIudRSzV4mjl6K9UOTzgw8nAzvMhpn9S3263UVUVRVFQVRXP88jn87syOXae5J89e5YgCCiVSmxubqYWHiEEuVwORVGwbRspJfPz82nuSf9xvu8TbR/Qdjoder1e+ruUMrXf9AWSTCaThsH2p1Kunjzp57FomkYYJjvMflNQEARsbm5SqyXd5X3bTBiGzMzMMDQ0RK/Xw7ZtDMNI3/PY2BitVotms8nCwgLVapW7776bM2fO0Gw208f3m3SA67bslEqltw2OHVhhBgwYcKdIROcVer3LCKESxz5st+lIYgQK/REPgYIQGnEU456r451rEPWCxGa41EExVdSMRlhzEwEllihlE300g/QjYjdEMVWUrI4wFMK6g3eliWJpu6qLg1ovCYuN5FsTJlJCIIl9D2wNAjd5jgLEEEdxkpMiZPJ7GIMXgabQo8WV2huESkS2UKLntWi3awSBh9j+LoCkkrh68RyTdx3Fyhdw2y0ypTKTdx2juZbYKnvNBtXLF4mCgHYc8dO/+LdAYhG18nmypQrR8iJvPvtj7v7sl5g/+TpWNotdKBAGAd2tLc787FnMTJbRfclBs10osLm0wPLZU6mIoigqY/sOpL8PGDBgwLuJlJKl9lLSfLOdCbLTOs62Y1GSBKQqQiGMQ/5u4e94fuV5Wn6LIA64sHWBolkkp+dYbC+CArGMmc5Psye/Bydy6PpdCmaBIWsIQzFYbi/z4tqL5I18Ym0JPTw85pvz+LFPEAcIRNq25kQObuRSNIp0wg5hHGIoBqEM09adMA6JifEjn7afBNHqUk/EkjgkZ+YI45Cm3ySIAzSRWH8QyQTIGxtvcM/oPVTMCk2/yag9yv2j93OpeQkhBKvdVc7WzxLEAWvdNf70pT8FEutO0SwybA9zYesC37r4Lb6878u8uPoiFatCwSjgRz7VXpXvXP4ORbPI4fJhAEpmiYuNi7y+/noqomiKxvHh4+l0yoCPJwMR5UPGTjGk2WzS7XZTIaUfvmqaZhoce+LECarVKsvLy+mkSKPRSPNJDMPY9bwjR47QbDap1+sEQUClUiGTyVAsFllYWCAIAlRVJYqSrvcwDNMslf40S98a1BdDNE1Lm3t830+Fkb5o0hdfdF3HsizCMEyzVACiKEqnT+Ctdh4hBI1Gg9HRUTLbIX6zs7O02206nQ6tVosLFy6kNc/Ly8usrKygKAqGYeA4Trruc3Nz6fbtT6v0s176Uz4f5uDYAQMGfLiI44Ao6qKqWer1X7C+8V3CMKmjjKVPHLkoikEQbCG2v8qlDLDtPYjVAo0TF/EuN0AoCE0g/QjphMSxRNENhJ5MjRDE6MMWWtHEOb2JDGJERiPa8hB5I6mg9EKiWCaVxX1rTkwikOycZQ3Sih3UnJ5YhbabeaSMIAShqYnAogqkG4KhouYNWrU6vupTzIzSiRt0lVYy2RIKZBQjBRiWhRAKURiyev4shdFR7FwRVdMpDI+wtbxEFAZsLMwRRxFmNofn9PCdJAjQzhdx2m26jQbl8Uk0fY21i+fxez2UXI7F02/iOw6KquK0WgxN77ZEqbqB22nf2Q9+wIABH2uCKKAX9shoGX66/FOeXniabtBFIPAiL53+qLv1RGQQAj/y2Zvfy1xrjj97/c94feP1NPek43do+8l+q2JVMBQDVVFxI5f9xf2UrTI/XfopfuRTNIssdZYYtpKJ9k6QWGl6YS9t0ek36MTEiU1HRgRRgERiCpOKVcGNXASCIAoSAUZ4mIpJ0SyiCpVu0MXWbYat4aRxB4mpmKhCxdRN3NAlIslBEQgyegYkeJHHyfWTTOemyZt5NFVjMjfJ+a3zeJHHpcYlpJQU9SJt2nTDLnEcM2QNseVuUXNr7M3vZbG1yNnNs7hhsi3P1c/RC3qoikrDbVA03pokF0JgqAYNv/Ge/y0M+GAzEFE+4FydZbK+vp6e/He7XTqdDpZlpbYWy7IIgoBCoUC1Wk2FgFqthqIo5PN5hBBEUUSj0UjDWw3DYGxsDCkla2trBEGArutsbm7S6XTQtORPpW/B2dmUs7O6+OpJlEKhQC6XtEX0er1dQkSpVGLfvn2cPXsWz/PQNA1N09KMlP669d/Tzsrj/n2dTgcpJRMTE/i+T6PRoFQqUa/XaTabaYhuGIYIIXAcByC1GnW7XXzfp1qtYlnJAfPy8jKu66KqKq7r4nkeUso0vPbDGhw7YMCADz5SSprNV6jV/g4/qKMoJq67jK5XyGYOA5Ju7yJSxtjWDN3eJaQMMI1xSsVHGAq+iPPqJuGWQ+zFSD9AaAI1b4AA6UVJC08UIxEIS0UtWvirHWQsEbaGmtFAQtTwkumRWCYZJzsFk6tbd3b+mtMw9xfx5luIjJ5Yh3SRiCiWSuaBUczjQzS/foHYjxCxRJgKak4nUkPaTh2zmEXr6YSBD0IgJCi6ThyExFGEYllk8iXG9h+gVdtg4Y3XyRQKbCzMEQUBmmEkKyUlQijEUYDX7WDYNjIKqa8sIlQFI2MThSErF85BLNEtE6/XJfQ9nHaLMAjQdJ0oDAkch6GZPXf+j2DAgAEfO6SUvLT2Ej9d/ilNr4mhGqx2VhnNjDJZmiQm5uLWRYQQFPUil1uXCeOQyewkD489zGRukm9d/BYr7RV6QQ8ndDBVk2F7GOEIOkEHQzUISXIGC0aBEXuENzffJJIRBaNAySwRxiErnRWiOCKWMU2/mbbkQJIvkq7z9j99xuwxHhh9gBO1E5TNcroOQRyQN/N87eDXeHD0Qf7nF/5n/NgnIiJv5LE0K62Vr1gVWn4LP/ZRpIIUEkMxkukXGWArNsOZYQ6VD7HUXuKF1Rcom2VeXHsxrWyO2S6jQBAT0/JbZIwMQRRwqXkJQzXIGlnc0GWuOQciyWVp+S2cyKHm1tgX7UNXdfzIxws9DhQHE4cDdjMQUT7AXB1YurGxgeu6HD58GNu2KZfLLC0tUSqVmJqa2tXO0+v1mJ+fZ2xsLBVQ+sJBpVJhfX2dMAzJZDJpFbGu6ywsLACkoayZTIZ2u52KGH0ho09fUNj5+86fK5UKuq6nUzBhGKaWniNHjvC5z32OUqnEyZMnMU0zFUyq1WravNNfZn/6pP9v3x9fqVTSfJRqtUqpVEonZyCpQVZ3joNvT730l9OvYB4bG+PMmTMEQUA2m931XOC2W3sGDBgw4HbpdM6wvPyfkDJC10t0u5foOZepVJ7c3ocJbGsaz99gZuafoSoWUkZoWg7TmKD940UQHiKjQ81FaP1sKoGS14k7AcJQEKpB7EYoWZ2oExC3A7RhO9m3tjwQgrjlJXad/m5fBfolazdJUxMiqTaWQTJBgiIQQgH9LRFFH80Q3D+Ke7GBVrEYiQ6w9Mp5HK8DiiCOQjTdQNV8ojCxI0Wen2SuaFqyfnFEFIXkyhW2VlfYe+8DrF2+SBxFRGGAphvoppnUEQNCEWklceh7hK7HxMG7OPfz53DbLexCkTAIQCjkKsNopkljbTWtWB7es5fZ4/e+y5/4gAEDBsDJ2km+ceEbKEIhb+S5sHWBpc4SE9kJhBCoqEzlpmh6Tf7RsX+EruhEMhEhhuwh/uWr/xJLtSiYBRbbSVZHLJNpkYpVoeE1yOpZNEWjF/QYsoao9qo0vSaHiofwpU/NqSEQbDgb+LGf1gzrInktYJdoArsrixHgRi5e6CFJbEdCERjCIK/n+c39v8lEboIv7vkir2+8zkx+hkhGvLT2EkEUJJYfGWJpSStPEAXEMsaNkvDxIUdn/4ZgOggQuYiRzAirnVW+uPeLvFF7g0hG9MIehmJgaRa9MCm0UBUVQzGQUibTPKHLg8MP8k31mzT9JhWrgh/5aIrGeGYcW7WZa82lb+vo0FEeGnvozv4BDPjQMRBRPsD0J1D6WRytVotut5vmeQghyGazFItFnnzyyV3Pfe655zAMIxUOgDRHJJvNYlkW+XyeI0eOoG83FPQtNlJKSqUSnuelmSd9u8712OXPZLeQ0hdfpJR4noeqqpimieu6XLlyhWazybFjx2g0GqlY1BcxpJQ4jpM+px+CGwRB+hqqqtLr9VhbW6NUKqXPf/zxx6lWq6ysrGBZFplMJp1C6QsnQGpHMk2TvXv38tJLL9HtdlPLkmVZFAoFyuXyO2r7GTBgwIDbodF8hTh2yGYTP7Ztz9DrXcJ1l7HMJLgujn0UoWOZ45jmW0GmMoyTdh1DRdUUgtRtI4mDGKEqaBULfTKPPplFCJCRRGgKgaEQS9AKJkFN3Q6EFYichmwHyYKubanfzXY2inQiYi9Mmnz8GJHTiDMxm5tL+NUe7usRs59/kMy9I8TdgLDuYssMeyfuZalznnatTrfRoDAyxvCe/axeOIvv9EBRMEwLz+kSuC715SU6W5sMTU2jGQZj+w/xyd8t8ZN///+lub6Gsj3ZGEchiqKiWzaB6xCFIWY2S64yRByGTBy6i621VYQAIRTywyOomo5hW9z12KfptZrY+QJj+w9iWPa7/6EPGDDgY8+r1VcJ4zDN3ZjKTzHfmmelu0LFrgCJnUVXdSZzkxTNt45BO34nschoNhWrkggbcjtPK3KxNItpY5q7h+/mYOkgAkEYh+iqjqma6IpOxa5wpXmF05unQSTWn00nsdoEMrjuOgO72nfabgPPd2i5TYLQYyg7wrQskbuyjuJUWcr9hMlP/z2+sv8rtIN2UmcsY8YyyXfburNOzakxk5vBLtmcqJ3ACR0UFB5Ztrj7ZJMRL2aIcwRDK5z6/H6syQwPjD5ARsvwL1/9l6x119BVHSEFrbiFLnQyioUT9Agin7JWYMweISLi+PBxNpwNJBJNJNYgIQRD1hCfmfkMDa9BxapwbOgYtjbY9w/YzUBE+QDTFxX6QohlWQghcN1Ekb2ZraRYLLKykoTsFYtFut1uOgXS7XbRNI177rmHxx57bNfz+o0/pmkyPT3N/Pw8nU6HSqVCu93G87zrrmtf1OjnlfQnVtbW1tJplr5Nx/d9fN+n1Wpx+vRpHnvsMR5//PFUNDpw4ACVSoWlpSVOnjxJr9fDsqx0KiWTyWBZFp1OB8dx0gyXarVKoVDgwIEDFItFPv/5z/Od73wnrWPuW4auzmsxTZN8Pk+xWOT48eO7pmL6+ShjY2OD4NgBAwb8SnjeBp3uOZAx2exBLGvymseEYRsh3grI1vUKqpbH89YIggZSRnj+OpXy4xjGyO4nqwJtOIM310QdtVHLRhIgCwgpUfImiq2Te2Qcc//u7w33whbdF9eIuj5KRkMKUEoGxkwe943aW3kn10MToCsQJrknhDH+fCuxDUlJr9fkwsrLtL06ILj8/Tc4dfYnHP3UZ5h87Bh2IyYOIo6V93HQeIpLr77I6ef+jl6zSeh77HvgYfbcez+1xQUuv/wCsYwI/QCn06Lb3KK1vs6RTz1FfniEwsgoT/2TP+bk09/btvaEmNkc7Y11QtclikJUTUfGks7WJp36JsOze8kPD5MfGsGwbOIopL60yMzxe5g+evc7/bgHDBgwAIBgbQ3v4iUAzEMH0ceubXJp+21MzUx/H7KGyOgZ1rprzORnCOKATXeTJ6ee3CWgAGT1LFO5Kc7Uz7A3v5exzBjLnWUgmRwZyYyQ1/P8/uHf596R3dN0zyw8w7cvfxvVUykYBRQUZnIzHCod4scLP8aLk+N+BSWdOhEIJBJLtTAUg0ojwG54dHMOxXMn2GO0CTXBfqfNXVfqWN0ABUH45p+z8r3XGf7t3+L/cPc/4YK3hBd5zORnyGgZXjrzY5478z06jU0U2+a3Jj7PvXs+gXLiLOVX/g6nGyADH8NtkF2ocff8Cu5//fsM28MMTQ5hqAZfP/91rtQvEcUhU1oet7qMjLtEcUguMjGNmKH6GvqeDY4NHePU5qlEtNFt/MjnSvMKn5n+DI+MP/Lu/QEM+EgyEFHeB261DnenECKEoFgsUq1W8TyPer1+U1vJ3r17WVlZoVqtplW/QRBgmiaapjE9Pc2xY8du+LylpaVU6DAMg5mZGTY3N1OLDJCGyO6sMu7nj/SnT+I4xnGcNDelL2jouo7neTz//PMAHDt27BqRop/r0rf29K1KDz30EK+//jrNZjO14gA4jpOG4QLMzMzw1FNP8cILL9BsNtPbNzc306DbfjhutVq97lTM1VXHAwYMGPBOaLVOsrzynwmCOjL2QeiMj/0mo6Nf2TUxmMvdRbt1kjB0UFUDiDDNcUxzhCh2ECgMDz3F2Nhv7HoeJFN29tEK4ZZLVO2h5gxiJ0IIUMs2iq1i7ilgzOSvWT/zQImw4+O8sk7YcCGMUctJ4Kw2niVc7Gy/yI5/NSVp61HEdnPP9sJUhTiIklYeobDcOE+rU6NYHCUIPNreFktnT9HZ2mTm2AUe+o3fwc4m34Fe3WFzcR4rk8HM2ASuBwicZoP1K5fwuh2iICT0PYRQUFQFoSg4zQbtzQ0Kw6NUJqcYmd1H6PtEQUivuUWmWKLTSEQcKSWaYWDYGc78/Cc8+rU/YPquY6ycP0srihDA0Mwe9t0/GN8eMGDAr0bvlVdofOu/EDW2kH6AYpkUv/pV8p/73K7HHS4f5lLjEoHvYig6MTGTuUlG7VGc0EEVKp+d/ixf2vula15DCMHnZj/Hem+dS81LDNvDdIMumpJMVxSMAg+PP8zRytFrnvup6U/hN7d4/o2/pd1YJW8G7NNKTOem2F/az5n6me0XAVWqaEIjIzXGqx7lQKXcCTh+xkELJXlhsGfL4T8+qrAyqrHvbJuhzZDa3jJR4FHeatF78UXC9SrZT36Sh/7JP0HZts/7S8s8+N2L3LWeY6WcI3YcZi5LCvPrdH7yJv5Kh4LjEXsuvqkQ6yojbSg+XyX8dA1teJgHtH1MXDpAdd7DbvuYSzVOZ8tc0GoUm5KSF3LxfpMHPZPON/4L9/3JH3N+5Dxv1t5MrE9CcFflLh6bfOya7TRgwNUMRJT3mJ05J0IIzpw5w8svv8yxY8c4duzYLjGlUqkQBAGnTp1K63j37NnD2NgYQRC8rQCzc7pjz54kDO9Wnnf33Xfz7LPP4jgOpmnieR5ra2uMjY2lIg6QZpb0pzuCINg1JdM/wI+iKBVadtp++tackydP0mg0ePzxx3et09zcXJoB43kejUaDhYUFVlZWUvGkH3CrqipxHBMEAUtLS8zMzKRiVd+S08+UGRkZoV6vp5ad4eFhXNdNK4t3breBdWfAgAG/KlHksLb27aRdBxXHrRKGTbrdC3jeOtPTf4SiJFcgC/l7WFO+zUbth0CMppUYGvoUe2b/a6QMURQdTbtWBOmjDdsUPjuDv9ROMk+2Q2JlEKMWDYzJ3I6clJ0rKYk2XdAE+lQOf71HsNEDBUReT6ZNIgmqQNgaaALZ2R7x9nd44hUgiiEUoCRXQVvxJqaZJQ4jwsjHKGUwXRfDzlBbmGfl3Bn2P5hc9Vs+e4rWRpWRPftACFq1dRZPv8Hcay9h5XKJLdX3QYKiKiiqlky7NLeoLy2SrwzzxjM/YuX8GTL5IhsbczTWVshWKtj5QlIWFIZYuRwTh+6isbZKu7bBfV/6DaaOHKdd38TKZhndd2Bg3RkwYMCvRNRu0/rb7xK7DlIoBOtV4kYT78JFwlqN0te+hti21D9avJfOme8h3/gBSNjYX+KJz36W37v/H+PFHoZikDNyN3ytA6UD/PE9f8zpzdP0wh4FowAkFqCJ7ASHK4fRFf2a56mOzwM/XuDAJYOgdIxn9ItcXLtAu6tyd3aMXvMSpUZAZOn4o0XG2zruVo2Hz8RMVFuMb0l8XdDLG0xt+mi+w91XdBp5yVBkEtkaWs9DEFMuTqOELiKbwz19GufECbKPPw5A78UXCarr5A8f5S4gWFqi+8zP2fT+DrVYBCT4PooEK1IRQoMY4tUq3qXLqKUSW3/5l8gzZ5isDOEsnCFYXOTwxBhlUaSdU8g7PgfmS0zcfS/B8hL6ygb/8Og/5Fz9HDWnRskqcaRyZGDdGXBLDESU95idJ+f9aY9er3eNkNBsNnnzzTcBsG0b13UxDIOHHnqImZmZW3qtYrH4jiwo9XodXdc5cOAAa2tr9Ho9qtUqnU5yJXJnSG1fPFFVNQ2O3Unf1tMXVPrP64famqaJaZqp4LFzffvTIJ7nMTc3R6fTSZtystls+lqqqqatPnEcs7CwwGOPPbZrWzebTRzHwfO8NEvGtm0cxyGO412Vxe90uw0YMGDA9XDdFTx/A0XotLunEELDNMbxg3U2ak+Tye5jeOgppJRs1J4mihyy2QPEsU8ceyiKgapmUJRb+8pW8wb20aEb3u/7NRqNV3G9VSxzglLpQVg3Cas9lKxOWO0h2z54EcF8CwwFoSmIjAq6SAJjOyEoAqVsEdedt6ZQIMlPkduBLBIMYdKJHWRkEBg+UleQDuiGiVAEjbWV9Knteg3NMBCKQnNjnfmTr+O028RRBAIC1yOOItRt8V4IUBQNt9cFRaFVW6e2MIeZyVJbnKdVWycKAlob6xhWhsLwMFEQInYI+wCqpjG2/yBj+w/e7sc7YMCAAdclWF4m3NxEWBbB5csIw0AbHyes1Wh9/wcYs7NkP/nJZFr7Oz/m4dM+7ex+/Mjn2MWAkWGNzMM2WSV7S683lh1jLHutVShdn/V1eq++SrSxgTY5SebBB/EvX8afu0ImV8I7e5HPrtV4OOzQyr5EmLPZfNDAK5WY6VrElxzWlBpDgcbDTCHacxiej+1DpRehxhKE4O55SSMf4QkwRARBzF5liLJiE0sH1baRQYC/vEz/nQVrqyiZDEIIvIUFer/8JVGjAXEMUiIdB6IINA22G0BRVeJOB6Eq+PPzeJevoOYLuGfPEq6sIH0fFpcZzeWYMseIFQfFEdth4QK264vvGbnnV/6sB3z8GIgo7zE7bSKe55HL5XBd9xohoS8ATE9Pp9Mb1WqVer1+yyLKra7P1VMXfTFhfn6eZrOZCiHdbhdd1ymXywD4vk+n00FVVcrlMo7j0Gq1di2/b/kRQqTiSz/MtVAo4HkelmXtEjH69O1M3W6XRqNBFEWpcNK3CAGpJceyrLRJp//e4K3K4v7jut1uKuBEUYRpmrdcWXyrVqwBAwYM6KMoFoqi47rrSeuOViKWIYpioao2zcarDA89he9v0Gq+jmVNYujJfjaKeklDT+8Sudxd6TKDoEkYdjCMIVTVett1CIIGUeyCjFlc/Lf0nHkUxWAr9mk2X2Es+n0iLySu+URNHxnLZPokAGJQR2wEEHshsRNBLFGKBvgRO8sZiEmmUbYFFLVgMKYdoFN/jZbaoBc1UVqJ6O05Xbxul9m7E9Ha6/Xwej221lZBKCyefoNes5Hu671uLwl/VQTxdjubZlqJrUeojMzuxe10iMKQTr2G1+2QyRfohCFhGBAFPt1mE0URFEfHaVZXyQ+NUJmcvum221xeZP7ka7Q21imOjrHn3gepTE7d+h/AgAEDPpYI00ToOuFq0vKlZLNI30exbYRh4Jw4SfaTnyRYXsE5dRprcoZsIZkgiTodgnPnCRYXMfa8Va0eNRrE3S7qyAiKYdzopVPCrS2k7yN9n/q/+3cEK6sIXUe+8CLuiZMYhw8RdTp4V+YIq1VEHFPAIFvzUNoBv9U4xLMTMct2l2C1Sb4r+czWMMWVFlE32g4cl6Bu52ZFEUag8MXlCh1TIroOlmGjI4jUOkJVCVot4laLrJ1MfEStFnG3h3flMlIIus8/T7y1lQgoQNzp20kFhCEoCiKbTSrsdR3z4EGC1VWk7+MtLxN3uyiVCnJ9nTgIkK6biFmAOjqKvzCPuXcfxuzsTbede/483V88T1hdQ5/dQ+5TT2C8i+dgAz7cDESUO8iNTrhXVlZwXTc94e+3wOwUEq4OlRVCXCM03O4J/dWPr1QqvPnmm+lrrayssLKyQqlUotlsppMntm3j+34axtpf350TKH1RaCdSytRuI6XEMIxUtBBCpFMh9XqdTqdDq9Vi3759qRWn1+vR6XRYX19P23T69GuZ+7XLfYFGURRmt3eKxWJxV2VxXyzpT8/U6/X0fQwPD79t7snVldP97XW1DWnAgAEfbzqdc2w1XsT3N8lm9lEqP04ud4RO+yxx7BNFDlHcxdBH0NQ8cluFiKIuceyh629NkSiKjZQBUdQFkmae9fXvs9V4gShyMY0hRka+RKn08HXXJYp6rFX/hlbzBLH0CcMOYdghnztCELZQhEGne5FM5gSad5C4m7SfCUOFKEaGiWASNVy04QxaPoN0QmInJG76EKYVQG9xlagyZs2g35tjwTlN71ILt9MmDHya62sIReXNZ35EplRm7eL5NPdk/sSrOJ12Wi8MEEch2xU6CJFkocRRhG5oHHj4E2RLZQzbxrBt2vVNssUSiqqitlvIbTFfRiGKZqHqBsXRcY5/5gvo1o1FqK3VZV752/+C225hZrMsnjpJbXGBR3779yiNjd/eH8aAAQM+skgp8c6coffyK4SNBuahg2QeeQTz4AHcc+eQQUDsOMTdLvrYGEomg5TbIkG3i3RdlPG39imKbROuesTd7X2/59H67vfovfoq0vPQhocpfPnXsO+9fu161OnQ/Jvv4J56ExlGxK0WseNgHjpE3GohDQP3/HnUSpmo3SZqNpFCJEKP56EGATKImH1pkT9w9rO6d5je6ToT8x2K3gqR6+7aPxPtqG+TEoKQXKxi3/8oQkqc06eImx2k5xEsLoKq0vhPf4lWKNB76SW8c+eIG006zz6LbLV2LzsIkn2/qoKigKIggwDFssh/8YuopRKoKoplEq6vo42OghBE9TpKP14gCCBjg6Fj7t1H6fd/D3ETEcq7cIH6n/85UbuNms3h//zn+JcuMvTHf4w+Ptj3DxiIKHeMG51w33333bvsJX1Bon9b/2T86lDZq5t4bveE/nqPD4KAMAyxbZt2u41pmtRqNUqlEqqqppXHfbGkL6L4vo+qqqlIcrWF52qEEGQyGTRNY9++fVQqFS5duoTjOLTbbcIwRFVVNjY2+M53vsMjjzzCmTNnaLVaaJp23eX3t0c/C6UfYLt37940MPd6lcXFYjG1/4yMjKRhtbcyUXJ15XR/OuhqG9KAAQM+vrTbp1hc+nPCsIOq2HQ6Z+l0zjE5+Q/w/U3W179HFHUxrSksc4IwbFAs3A+AYYyiGxV8v4plzSCEwPc30LQC5naTT73+c9Y3foCulTCNYTx/g5WVv8Iwhshk9gHgeVUcZxFFMWi1T1Pf/AmGMYKuZmm33iQMOwTBFlIGgAAZ0TJPUCnvIdzsokQakmTiAyESMcWPiFoe4ZaDDOLk6mN0k8YeFURGR8Yx3UqXYCJkyjqGXShw5ufPImOJmc0lgsdmjZ/9x3+bjFZnshRHx2nXNnDaOyYbFSUd60YIVD3JevF7XcxMlkOf/BQAumlx+BOPs3jqDdq1GoqmYuUL5CsVvF6Pw5/8NFNHjmJYGYpj42j6tRkBO1k8/SZOu8nwzB6EEOQqQ9QW51k6/cZARBkwYECK8/rrbP3lf0Y6PYRp4Z07h3f+PMXf/T2CzU06zzxL7Djo09Poo6PE7Tb23YmNRB8fQ62UCdfX0SeTfX24sYFSKqJNTADQ+clPaD/9NNrwMOrQEGG1ytZf/TXa0BD61FTSPLm2RrC8jLBteq++Ru+FX6KNjqFkNJwTryM9n7BeT0UJGUXo+/ahFUv4V+YSoUdKhKom2rjvE6kq9qVV9p1bIGp54IQQ+zfeEKaJWihAHGMeOYJ9z90o+TxKpUz7e99HSolSKKBmswRLS6z/6f89sYbm8uizs8jFRcL+BeNt0Xznvh/DACmJ223UUoncFz4PgJrPk/v8F+i99hrBygpCVVGHhtDHRonbHYq//VvY99yDks1iTE/fVEAB6D7/S6JWG/PgwWTqcXwc79w5eq++SvErX/mV/lYGfDQYiCh3iBudcNfrdR5//HFKpRKnTp0iiiJyudw1LTA723UMw7imiedWTuh3Tp40m00ajcYue9CJEyfSiZi+sKAoCisriT89iiKklOS2w/w8z0NV1fT5vV4vHbO+EYqiYFkWUkry+TyTk5MEQcDx48c5deoU7XY7teHouk673eYnP/lJ2sbTbreveY2d4bSZTIYwDJOwwTDcNQ1TLBbZv38/J0+exPM8bNtmbGwM13U5evTobQsftzIdNGDAgI8vUko2N58jinrksoe3bwvpdi/iOJc5eOD/TCazj62t54lCFyl9yuXHqFSeAEDTsoyOfJnVta/T7Z4DQFFtRke+hGWOI6Wk0XgRVbExzVEAMvYeOp2ztNqnsO29bG7+hPWNHxCGTWQc43pLZDOHMIyh7dcYoufMEYRtNK2AphUIoxaN5gt4hSa2fTeaLKMqNro2BP52mKy6nYPVDRGagtREMoVyIzQFdEGnU2ehfh7Xd5FRTH1liTgM0QyDOIrwul2iMKTbaGDYNpbvUe92k/DY3Rs3/TFfqQCCOIoRiiBwHN589kd8+h/8U3TDxMzlsHI5mt0OIJFxRBTFTB4+yr2f/xKGnbnlz7SztYluWrv2+7phbjf9DBgwYACJWPzcT5G+j3nwUHJbEOBfuky4ssLYf//fY+7dh/PqK8R+gIwisp96gswnkkBttVgk//kv0PzOd3DPbe/7s1kKX/p1tHIZGYb0Xn4ZtVBAG0r25fqePXjnz+OeO4c2OUn7x0/TeeYZ4u0MqWB1BfvIEbRtC75aLOGeOoVotVAKBZRcjrjZpPeznyG3LS9EEagqIpdDOA7SMFC05FQxrm8hTBOpaXD1/rmPEKDrCMsk7vaQ7Tbum6cgDHEvXkTGMYppQhAQtVrIICCq1VByORTHTW7bOdV+1fG/MjGBEgTIOAYhiNttmt/8JuZ/+98idB1tqIKayxOsrYJuoMQxhBGZRx6h9Hu/l7z2LRJU11Cz2V37fmGahBu1W17GgI82AxHlDnGzE+5ischjjz3GsWPHbmjHubpd5+r73+6E/nqTJ1JKRkZGsCwLz/PSSuCdtcRhGHLx4sU0wyQMQ9rtdhrcWiwWKRQK6evsFDSuRlEUNE2jsO3vDIKA+fn5VBRqNBpAcuIRhiGu66ZTJ7Zt0+l00jyWnfRfT1EUDMOgXC4jhKDX69HtdlMhqdls0mq10sDZbrfL/Pw8e/fufUeVxW83HTRgwICPOzGut4qmFtJbhNAABd+vI4TK1OQfMDT0JL63jq6X0omTPuXyJzDNUTrdc0gZkc0cILstyABEsbe9zB0IgYx9XHeZ9fXvISWYxiRR1KPVfhNFWcLO7EHKED/YQMowtTUGQR1VzeG6q4QZF3W8grJiofR0ItdBESZq2UQrmsRORNwLkFGcVBr3V3vnV4AAUdCRQYiPg4dLbmiI7HAiwmwsXMF3HcxMFtUw8HtdAs8DKfEdB991UFSV6CoL586Dad9xMTMZ8kNDKIqK02lTX1qitjDH0NQMZ3/2EwpDwxiWTbe5ReC6BK7DsSc/d1sCCkB5fIL1ucupbTSOI3zXpTw2cVvLGTBgwEeXfuaGuuN4UOg6SEm0tYViGJT/6B+Q/9xnCWubqOUy+tTkrn1/9onH0Scn8S5cACkxDx3E2L8/WX4cI/0Aob217+8/V/oB/pUrtH/8I4Smo05MIDodvDOn8ZeW0SeniH2PcKsOYYgEos3NxOqSzRIsLyFyeZRSKbH5OA5RECB0HWNqCn18nKixRdhsIsIwmQpRlO0pxR0WHkVBHR8Hz0OYFsJx0aem0twR5803kd0uolhA6AZxp5OExUpJ3OkkuSeqmkzJ7Nq4b+37ZbMJhQJ6pZLYdVotvHPn8S5dQhsbo/W330WfnUXJ5wm36sTdLnGxQOlrv3NbAgqAuXcf7fkFtDhGKAoyDJG+jz5z8wytAR8fBiLKHeJWTrjfrgXmZve/3fLn5uao1WrpdIeu6zSbTba2tpiYmGBraysNfO3bdqSUyZidojA+Pk4cx3Q6nVREyeVy7Nu3DyEEGxsbad7JjegLMb7vE0URhmHsmpyZn59PQ2b7j+kLJI7j3HS5UkriOKbVauG6LtlsljiOsW07FXjm5uZot9uUy+U08FZRFEZHR9+R8PF200EDBgz4uKNgW9M0WycwjJFtATcAJIY5kj7KMsexzBtbQTKZvWQye6+5XQhBIX9PYueJyiiKSRg2EEInkz1Ar3cZ11sjjlw8f1ssiQMcZ4kw6BCGLcJwC1ARoh/CLYmiDlLGmLkK/uELxKN1ZE3DauynFD+OOVtE6AreXBPca4XtXUjw2z1C6eP3PNr+Jr3II0tyNdTM5hFinSgMiKNol1gi4+Q7JYZrrkDSP9nYFlsC38PtdDCzWbKlMpqu43U6NKprNNZWcNptus0GArAKBcxMLm2Hux1mjt/H+pXLbC7Oo2o6URhQnphk+tigzWHAgAEJwrLQRkfxLl1C3b6wF/s+Ugi0oUryGCHQJybQJ64vwAohMPfvw9y/75r7FMPAOnaUzk+eQykWEbqeiCCWibFvL/7cHOH6BtLzCDc2kHFM7Pn4CwvY995DsLFB1Gy+lSkiZSpeAJjj46DrxN0u4eoqUlUxZ2awH3wQoWl0X34JOp1kAuRGxHHSpiMlseMk4r761j5XKRRgYwPp+cR+kIgl/f18FKXrxM7X6Nt5tu+TnQ6h6xI1Gqj5PNroKELT0gkWf3GRsNUi2txECIFaqaDkC4gdpRO3SvaJx3EvnMe7cB6hG8ggwDxwgOyDD972sgZ8NBmIKHeIO33CfaPlVyoVTpw4wSuvvEK9Xk+zS/r5J9VqFdM02djYABJRoS9K9P/bt/UoikKpVEIIQT6fZ2JiglqtlgbB3ox+K4/v+2lmieu6LC0tpdMw/VDXftPOTkX+ZvSFlr4A1J9iKZVKGIaRCiTz8/NUq1XiOEbTtHRbtNvtd7TN3246aMCAAR9vhBAMDX2GXm+Obvc8imISxw7Z3F0UC+9ObtLw8Gdx3WU63fNIGaIqNpXy4wT+Fqur36TVOrEdVigQCGLpAwrd7nnCqEsUBaiKAUJHVS3i2CcMWwihoSgWUkR4pQX8TB1v6gqjnc8TrbsEdYdo0735yilJW5qIBZGMWPYuMNd4g7AdMn30boamptF0HcPOoKjJBIkQIv3uUTSNOAyTSZer2d7vq7qRnCCEIUEUEUchI7P7UHUd1TRZPPMmKxfPE3oeqqYhFAXfdQh6PXzX2bE4SXtzg/rKCt2tTcIgoDIxycShI2g7vPK5coVHfvv3WD53mk69Tm5oiKm7jpEpDPb7AwYMSBCKQu6ppwhWV/AvXEAYBrHnYh07hnX8+LvyGvnPf56wWsW7dBkZRSjZLNlPfYpgZZXGN7+J88YbidDQ36f6PkJV8c6fJ2w0IYwQpgmahmKaicjTboOhg2EgpERoKkomg5LPY993H/6VK/hzcwTLy7vFjasxjEQUcd3kZ01D+j69n/0MPvEoxp49SVNRPp+sW6vFdj99sm/X9cQidLV43hdWhADLSsSWIECGIVEYYh45grAshGXRef6XuG+8Qez7CF1HCEHU7aI5DvEOi5CMY4KVVfwrVwg2NiAKMfftw7733l05KfrkJEN//Mc4r71GWKuhT06SeeCBJMR2wABAyLcLtRjwjrnTdbg3a9tZXV1NxYJ+5kkQBGQyGe655x5WVlZYX19PxQ4Az/PQdT0VT3zfJwgCPM/j4MGDPProo/zgBz9gbW3tplMotm2n4oaqqpjbI3T9OuNSqcTU1BQLCwv4vo/rugRBgK7ruxqAboaiKAwPD9NsNtPmHsuyGB8fp1Qq4Xkely5dSuuj+6KQlJIjR47wW7/1W7u2YbVaxfO82wqaHTBgwIDr0etdodF4mSDYwrb3Ui5/Al0vvWvLj2OfbvcCYdjGNMdpNF6ltvk0rrtGu/0GSeqriqIkrTNCqIyN/SbZzH4WFv8/KEqGOPaIY4c49klmP1QMvUIUu0RRDxl7mNYUR2f+lOCHGv6l5tsEyQrQIPICQhlyqvsLNsUKntfD7XUwM1lK45PopkUU+GTLFaqXLxKFwbaNJ6lfvuGVzu2rkaphoKgqcRht25gisuUhssUivuviNJu43eS7TzctVE0j9H2sfIEv/u/+G/Y9+AhOp82pZ37Ewqk3qC8vJhcKRkaxsjmm7jrG/b/2G6ja4BrTgAEDbg/v0iV6r75G3GxiHNhP5uGHUfP5d235sefhXbhI3O2iTYzTff55ej//Of7KCt6Zs4nIoGmwfdwtNI3S176GNlSh/h/+Y9K8sy0qSN+HOEZoGmq5nDQHOQ7S8zBmZxj5H/4HNv/f/xr3tdeutdj06Qe9GgZ0OqAoKNksSj6PdF2iTge1UEDfswfVNJNGneGhJCclipIJEtdNBJrrHffvDJa17UR0CcP0Nm18HK1UIup2iep14m1xRth2sh18H61SYfz/+n8h9+ijhJubNL7+DbovvYh/ZQ6haeiTk6iFAplHP0H5D/7gHU2tDPh4MjhKuIO8nV3n3V7+iRMnUkFlaWkpndjo22R0XUfXdcbGxgBot9vEcZw27Ni2zdTUFPV6PZ1UgUSw8DyPX/7yl9RqtevmlPTRt5sO+lahvkhjmmYqjrTbbRYWFlJrz9raGt1uF8Mwdk2m9Jezk51WnmaziaIo5HI5XNcliiJc1+XcuXPp70Da4gNgmmYq6vRzY2q1Gs1mMxVcqtXqoLp4wIAB75hMZl/alHMnUBSDfD65uun5NRrNF9G1Mk58BSGU7UkUiZQeQtjoepE4dpiY+H3WN36E41xBVbIIVUXTDAwjCZJttl4jilyEUFAUC0UxqJ58mvzaE6CQaC3X01EUUIcsIj8g9jzW/SVWvDmUnImdrYCioJtJkOzxpz7P+txllk6/kXz/hCF2oUAYBMh4e/G7xrkVhJK0SABEvk+sqiAliqKSBLNIuo0tnHab0PfSq5m+66BqGqquY2Wz6XfC2V88x9LZUzitBoqqJtMqvS6ViUlWLpxh+uhxxvYfJPR9fKeHmc2iajdv8RkwYMAA88ABzAMH7tjyFdPEvjvZ9wcrKzivvY5arhBfuvyW5TGOwfcRloVaKBD3epT/xZ/QfvrvktaabBZVU6FcRquUEbqBc/IE0vNBURIBQtWo/6//L/zFxUSMiKK39suq+pbgoevoMzPE3S5Rrweqmgjhqoo6MpJOvYg4ovgHf0Dv1VdxX30leUwQoJbLhNXqW2+w38LTfx0hEtEEkimXviVzW+SWUhJUq0mWS79yWQhkt5sE3JpmklPj+0gpaf6Xb9N7/TWi+hZiO1cy7rTRZ2fpvfwKmYcewjp8mNh1ibtd1GJxVw7NgAE7GfxlfIToh8j2M0H6tb79cWlVVclmszSbTfL5fNq0o6oqw8PDCCE4duwYm5ubnDhxIrXY2LbN+vo6Usq0xSe4jiothEhtMztvk1LieR5SSgqFQjrp8tBDD7G0tES73cZ13bTJp9frpevcF1H6y96Zm+Jv7xRd10UIgWVZdLvd9PadRFGEpmlompaKSP0pnr7wU6lU6PV6aJqWTqj0A2oHFp4BAwZ8EAmDBlHUQ1WzhJGPopjp8a2iZLZrjP//7f15kCTnnaYHPn573BGZkRl5Z9Z9og7cKJAgDt5sNqnuZg+7e0ZzaEbTK7MdzZit1rQas13trkmytV1bW7OVaUyaGZk0V3ePdprdYDfZJJsHwAMAcVWh7jvvzMjMuG8/948vwysTVQCqClUgUPwes7SqivBw9/Ao8/R4/f29L5jGEK3WFUwjS7sd4HpVNC2BqoboWozR0d/B8zo4zhJ+4KDrMYKgR63zBoY5SUyZIai/RyODqoAXgBviKB7X3Gu0/R5KB7rNJpmBQcb37qPbbLJy6QKN0jrJgTy6YeJ5Lqqm09jYIAzCbe5IFAUrHhdNE/6WnKwwJAwC/CBA0TRUVaNdr6FbFr7nRoKLqmpiRCgI0C2bTGGEdqPOwumTdJoNmtUKph0jlkrRrtdxez0CP2D58gUuvPJT1q5fRdN1BsYn2fPYU4zvP3jHn09trcj6/Cxh4DMwNsHA+PYgYYlEIrkb/FqNsN0WbTmuK5pz+mUT8Xjk2NAKBXoXLqBlszgL84S1GmoshhKGaMkkqa9+laDTxl0tguuixmKEnQ7duTlC00RLpfB7vRvZJL5/Q7DRNNGm0+1G7pDQcURwbaWCOTVF7KGH8JtNOq//Em91Fb0wgmLZohFIUfBWV8V6+zX2m+tVk0kC170hovSv6zdFIjQNVVPxmk3hUnGcG9kqhiHED99HSSQwJiZw19Zov/EGQa0uGoFSKdR0WuS4OA6h06P95ltU//Rb9C5eRLEsrD27SX/+88QeurMMrDAMcRcWopBgc+cuzB0z8tz/gCFFlAeIfthst9vd1rijaVrUvNPr9fA8j0qlguu6kShRLBZJp9O02208z2N0dJRms0m3241EkH4dc79OeGs2SV886btddF2PKpB9348Em2QyiWmaTE1NRaNH8Xh8W6CsuTmTuDXwVlXVaNynT/81/UDcfu7KVjdMn76gZJpmlEtTLBZptVo0m01834+qlh3HIZVKUSwWeeWVVzh37hye55HNZlleXr4rl4oUYiQSyYclDEM6nXm63UU0LUEyuQ/THELX0zhOCVXVMM0hut0lwtAnCDqEoY/vt2m1r1G98t8RBB1se4JebwXXLQED4nfA2ncI6aKoBjFzGFU1xO8NrUUz/zbx+m5ou+BuEahjGqqto1oaSkxjtVHjPPMsKy50VYIwRDUslGSabrNBGITU19fIT02jbmZUlRbm0E2b2uoKqi4E+E6jjrfZ2ON7HsFm4KyyeZezX2/Zn5fvNkULm8KmcN8/XkFA4HqousbYnn3kJ6a4/PqrrM3Nirn4bhen3d50ToLveXSbDc799Mc0SxsoqoKqGXTqdTr1GlYiQX5y+j0/m/LSIuWVRTRNZ2h6B/WNdc785Ad0N0drDdtmz+NPsefxE/fpf4hEInkQCYMAZ24Ob3UVNZnE2rsXPZ9HTaWECKBpaIODeCsrQshot6M/e+fO0f7py4Q9B2N8HG9lFb9cRsvnCRyXxnf/itBxUA0DrVBA0XWRl7KyguL76Pk8fr0O/VwRRUHJZtESCbRUCiWZwFn2hdgRBNDtEnqeEDJiMfxKhVBVcFdWsPbsFefxMKR36SJKLI63uCjGgfrBtJvjPdsEFF0X6+5f12+e+72KeO+KohD2RZgwFC1EioKi68QfeQRzZobqn/0Z3UuXAAg6Hfx2G33zRnPoOPjVKrVvfQuvWCTUNFTDwK9U8MsVtHQac/o9zv1BQO/yFZz5OVTLwtq/H+fadWovviiOG6Amk6S//CVSzzxz//6TSD5ypIjyCeVWX8r7YbP9nBDTNKNxnX5grOu6XLlyBc/zSCQSOI5Dq9WKbM5zc3O4rhuN+iQSCYBIaHAch2w2GwkWIkhxkLGxMYrFIslkEsuymJ2dBcQokO/70f5Uq1X27NkTvYf+SE8ul6NYLEbOmb4rpFqt4vt+FE7bX2c/THdro5DrutuyT7bSd9RMTk6SyWSo1WoUi0UqlQqKotDr9QiCAMMwyGaztFotWq0W169fj9wp9XqdiYmJbS6V2/lstmbV9Oum5biQRCK5E8IwoFj8C0rll/G9NigqifgOJib+JvnBZ1lZ/XPCwMUPHAwjj+fVCUMHXU+TTB6gXj+J77exrDHCsEEQ9DCMQSxriHT6KJ3uwmZ7TwNdSxGECp7fQDVTeLES/kYHNWkSNBzwQ5SchTWWBAXCfUlOrV/grXdO4qou9kAe3+mg1KsErkNpZYlEfDdDI6MUr1+ltLSIqqrEs1msRJJ6aZ1YJk3geiiqSrfZjEQS33Mj0UQ3TBRVwXc9fNcRI6OahtPpYMbiIicFIbYQgqbrZEdGseIJ9jxxAs9xWDx3Gisex+11SWRztKoVmuUNYukMnUYd3+nhOQ5WPEEslcZzHbxej2alzMqVi7cUUcIw5PIvf8GV11+N6pqtRALPcVBUhfzUNIqi0KyUufbW64zs3ktqIP9R/xeSSCSfQELPo/bii7RefVWMrCgq1u5d5P7gD0g8/TSN734HPJfQddEGB/EbDeEoyWYx9++n/fbb0O1ijI0R1OsEm8sZhQKxI0dwZq+LbJJ2B3UzvyVoNlCTSULHwWu1xHrX18H3MaYmsfbuQ9U0Ep/+NN0zZ+hdvIQSBCibTZk4DrguvYsXMZ58EmNkjN7Vq/SuXhVjpENDaMkU7sYG+uCgEExUVYzl9AXyvoiiqii2yPcKXTdyoaBphM0mSjotHgfxeBiimCbGzAx6OkXqhecJ6nW6J0+J99frQT5PsL6OWyyiDw7ilcuEPQe/00HNZNAyGSG0dDq4q6t0zpy5pYgShiH1v/wOzZdeIux1CUPEa9stFNPC2rtXlGCsrND86x8Se+gh9FzuI/u/I7m/SBHlE0g/y+NWX8pPnDhBNpuN3BO2bVOv1zFNk6GhIVKpFBcuXBBVmZvOE9/3SSQS2LZNoVBgcXERx3Ho9Xp0u6KNIR6Po+s6vV6PRqMRuU5s22ZwcJBut8vAwADNZpPV1dVofEdV1WgMx/M8dF3noYce4ty5c7RaLebn57EsK2rWabfb0UjP1tEdIBoh6jtf+o4Y13XRdR3P8/A8L7KD90eCTNNkdHQURVGY2uyr74s86XSaTqeD53lRrfJWt4tlWQRBEI0KvXtk6nY+m/5+T0xMRM6aYrH4vkKMRCKRbKXVusxG6cfoWgo7MUEYejRbl1lb+x4TE38Tyxpmff37VKtvEoQ9ut0Aw8iSTh/F8+qba1HQVAs/CPH9Dgo6ge8AIbqWJgjcyLWiKDqGkULJmICPEgugDdgKga6hDuooMY1WLuAHJ39ApVrBcUUbW6vdhtQARjJD2GygJhOo4ztwOnXKSwvolo2igLZsYicT0WiPadnUNtbQTYPAF+dhRVUhZNOlouA7Dr7vo2oaVjyBEYuLdh3HwbAscZcU0G2biX0H0U2T5MAg+cmZzdyUOiO791JamKfdqGHYNmEnJJMfZsfxR1m+eJ5GaR3PEaNLumHSadRpVcosnD1NfmKa4R27tgXPNkrrXHvrdQzTJFsYEef461epra4wc/yRyMKdyObYWJinvr4uRRSJRHJbdM9foPWzn6HlBtAmpwgch+6FizR//GMyX/865tgo9e//gM6pU4SbmVD6wAD2kSP4Gxso/cYe20bxPBEsu+k2URRFhMC6HkGrSe/6dRE0m06j5bKEPZGtEna7YvzFtjHGJ9CzWfThIcr/7t/irRbFSE8YEpZKYizHssBx0FIp1HSKoNXEuXwJ4nHRGzc3h5ZKYRQKKKaJapq4Kyv4pinGMfuBsrqOousoiFBdPE/krKTTqLYt6pw7HdE6tPkaNR4n9thj4vp/chJr1y7cxUX8ep340aN0L10irFZREgnUVgtzcpLkp56mffIk4dLyjXFQ2yao1fCKRVqvvoY5NY19YP+2jBR3bo7mz36KmkqhT08Lt+ipU7grK6Sefz469+uFAr2rV3CXlqWI8gAhRZRPIH2XQ9/F8e4v5U899RQHDx5kdnaWU6dOYVkW4+Pj2LbN6upqJC7om7PiruvSbDajVpt2u70tmLUfLNtvxLFte1toLMDw8DBzc3OUSqUoS6XftNOvUbYsi1QqxcLCQuQCicfjNBoN6vU6sViMoaEhqtUqhmGwsbGBZVnRWFJ/n3Vdx3Gc6PG+e6Tb7dLpdLaFzWqaxtjYGLqub6uYrtVqJBKJaHt950kymeTIkSMUi0WazSaO42yrc97Y2ABEgG7fafJBn825c+eiYwZEws57CTESiUTybtqdWYKgixmbAUBRDCxziGbrEkHQI50+Qjp9BNetslH6CSsr/4FkYi+6nqbaWUJVbXy/g+OWCPwuYejh+VV0P0mnu0i1+iaOU0JRVEQorYfjbKBpXbRBi1rmh/hLT1Bs+DTMLrqik4inWFkpUquLscz+ebmPo2iomQHyO3cKsbq4Erk7NN2g12oQBj7HPvcVrr39OgD5ySnatRphEOK5jrizp6qEIQxOTFJdXSZstzDjcTTThDAgP72DbqOOnRT1mW63i5VIYMZipIeGOPjp50W2SuBj2DaEIRMHD9Op13G6bbyew9O/+wek8sNUV5boNhv02i2RxdLr0q7VovP5K//hj9j5yOMcef4LqJv5X/W1NZx2m8HJKTzHodOoo2oanuvQqdexYnEAPNdB1TTMzbuqEolE8kE4c7MErou5Wa2rmiZaLkfn7DkyX/sasWPHiB07hlep0PzRj6i9+CLWocNosRju9eso8ThBr4e3sUHY6YDnEdRqBOk0vfk5Om++hV+poKgKShAQui7e+jpaMok+OoqeF4Jv2G6DYaAaOkosRvvtk/jrG6gDA/itFnQ6NzJTNsNl7f378DY2CFwPLZuL6of9chkFSH7zmzR//CMUw8TcvRuvVCIIQxGMG4agixFOa/9+nMuXCdpt1GRSVBErYO3fh1+pouVyQsTptFGzOVTbwpyYIPv1r6PaNmoqjbrZ7pN4/DExptNoQhAw/I//c9RMht716/i1Ot7aGmE8TtBs4pZKwtl48iT+xjqpz32OzNe/LsR9wFlaImh3MMYnCLpd/GoFxdAJez38SgV1ZEQcu04H1bJQ4/FfxX8hyX1CiiifQPouh/f7Ur61uef8+fNRI01fWNA0jXK5jOM4kZCytrZGrVaLqpFBhLf2xZJYLBYJIf1A11gshuM4LC0t0Wg0iMfjUf5KnyAIIkeKYRjMz89H+9gXZ/oiyvHjxzl9+jS1Wg19S/p2PwC3L5yMj4+ztLQUiSjNZhPTNBkbGyMWizE6Ohplo7iue1MOST8/JpfLMTIyEglRBw4c4OjRo5w6dYpyuUwmk6HZbFKv12k2m1HL0cLCAj/+8Y957rnntgkp/c+m1+tRrVajLJlWqxW9jzAMcRxHjvJIJBJAVBbX6qdot66haTbp9JGb2n1UxYTwxvkQwPXqhIFDtXaSdOoghpHBMLIMD32RRuMsvd4ampZA02KEoYumJfH91mZ7T0AYQs9ZY2P9R/iBh2kkUdQYjlMkDD1U1SYWmyCbeYKN0jusWS2M5PNkY3kcx+HK3DUcx8E0zahKfit9N2Kv18NyxAX25KEjVIsrVDc2UOJJQsNAy+Q4+MzzXHn9VRqlDXzXwXMcVF3DsGOEvo/T6RD6Pk98/Ru89Z0Xcbpt3G4X3bJwOm2mDh/jyAtfwHN6wuWhKASBTzo/FDXrxJIpJg8+xOXXfoG7+bvH7TmM7dnHwPgkqqYxefgozXIZzTBolDfo1GqiYS4hfrfV1opc+NlLjO3Zz/DMTkBknSiqSqO0QWlhHqfbwXMcPMeltlZE03VUTaNVq1KY2cXA+OT9/08lkUg+9gS9Hp2Tp0SeRjxB7MhDmJPbzw+KYQqBYMu53280UFSV9smT2Pv2oaVS6LkcqS98ge758/jFIurUFEosJmqFk0mCZlOMRm7+eCsrNNfXCX1fuExME29tTYSxxmOYMzPEjh+n/frrhL5P/PhxETLbbIrHul3UeFyE2PZHcKI3FqDYNn6ziaIbqJqG/cQTuHOz+OuLaDkdNeET25FFTfwGzZ+8hLe6SuA40OuhGgZKIkHoOEL4CUMG/sE/oPJv/g1BpwPtthCHWi2Sz36G7Ne+RtjroW9ezytBgDE6irL5PUAfHiJ+/DjNl18iaLXEcXQcYo89ijE1haKqxB95BG99A8U0cVdX8UslcSwyafA8nPkFat/+C2LHjmPtFL+f1VgcRVVxl5dxrlzBb7cJez1Cp4czNytGkRQFr1QiduwY5vTUR/L/SvLRIEWUjxm3E0DaFwD6J9ROp8P6+jqu63Lq1Kltr+nnpBSLxejLvWEYpFIpNjY2toWz9t0Ytm1H6+6P4WiaRiqVYmJigkubwUx7N2f9wjDk7NmzANFIjeNsb3HoX1zXajWy2WzkAllfX6dWq0XBs6lUihMnTjA7O8uFCxeob4YyxWKxyEEThiG5XI6JiQneeOONSEgJw5Barca+fft46qmn3vc4v/u49EWNvlNla75MMpmkVqsRhiGWZRGLxQiCgLm5Oc6dO7dtW5lMhrm5OTY2NiIBqtfroWkai4uLUQ7N1m1JJJJfX8LQZ2n5f6NaeUUEooY+5corjI/9DTKZ49FyydQBDHOQducallmg3Zmj2byIaQ6ytPSv2TALjI9/k2RyH5pmMzryH7G8/O9pta8QhM5mzXGI47QJgn7TjUYQOEAPXcsRhD74DRR0QrzNzKkATTNweiaatoq96aLot7B5nhc5B3v94MFNDMNAURSq1SoHZ6ZwOw0UVaGnGbixJEGvi+cHvPH22+zef4B9L3wRS1X56R/9L8ydeht8cNptFAUMO4bTaYGiYMZjoIAZj0cCi8g/GaOyski7XmNgfAIrnrjpeO998lPYyRRL58/ieS47jj/KzNGHI1fJnseewrJjzJ95h/LSAkuXz6PrJulh4S50Oh3qG+usz81GIsrgxBTZkVEuvvJTAEw7RhgGwg0Tj4t1Kwo7jj3Knsef2jYKJJFIfj0JHYfKH/8xnbfeEt3uQUDr1VcZ+L1vYh+80QRmHzxA86c/xZ2bQxsawrl2jd7Vq+hDQ5T/1b/GGBkh981vYu3cgZZMkvnqV6l+689wrl4RGSaZjLi52W6L0FYQeSKb+SJKNivcKa4b1RmHmwGtqmkSui5Bp4O2mZeiJUwUxRMjl6qGOzsrXCh9FAUlZoOi4C4tk3r+eby1NRRdxU7VgTZuM0ChjPbGPyN1+AvE/+Mv4foZiv/Nf0fnrTdRNFCcGvgqajyGX6uJJrZ4TIz3JJMojoPfaqPaNrFdE1C6AuEqDO0FK7XtWCuKQvo3v4qWH6Tz1tuEgU/y+edJPn0icpVkvvxltGyW1muv0bt6jW6rhRqPoY+NC1G+0cBZWKB35XIkotj79qIXCjR+9CNQVbTN7wdaNoOaTAkXiwKpF54n9cIL4t+SBwb5m/xjxPtlnWwVUrYKAIqisLq6Cggh5Pz589tek8lkOHz4MCdPnqRSqTA4OEgYhiwtLUXNO1tHc1RVRdM0er0etm0TBME29bsvYgDb3BZ994nv+1GOSp++QNJvvZmammJubo5YLBbtA0C9XufFF1+kUChQKBQ4ceIECwsLBEFAp9OJHDeqqlKpVMjn81iWFTlrfN+Ptn/q1KkPFKL6Ys2tlnv3830xZ2BgIDoG1WqV+fn5bSLKzMwM77zzDvV6PXLlZLNZdF0nm81Gn4ls55FIJACt1hVq1dexrBEURaPTWaLZOM/s3P/Evr3/V2x7GADbGmFi/PdYW/su7c48nc4sljVMNvs4qqLR7lxnZfVb7Nr5T1BVi2RyH4ODn2F944domsNA7gSl8s/pdK4BAbD1Yk4BJcT3uxh6mlANUXwhhAd+l5AQFIcgFAL7xsYG1WqVer0ejXRudR8C20YvE4kEOw89xEKvzcrli9RaLQzDQCVAHy6wulFi/ZVXKBQKDA8PE8sMiLZMTwTNKpqGpojvGV6vR3pwGM00aFer6KaJORajWSnz8z/+V7RqVSAkmRvk0LOfpbBj17b90nSdHcceYcexR275eaiaxsyxR5g59gjr83N8+//936JqWnQjQLctgnoVt3vjS4Numkw/dJzrJ9+M8lsGCyNkhkdobKzz0AtfZHBiEsO07va/iUQiecDoXrxE5+2TGGPjoi1sZYXumTOU/uW/pPBP/yn6wAAA5uQkuW/8DvUf/ABnYRF3cRFjbIzYww+La+vr16j/xbfJ/2f/GYquYx86RGJ9neZLL6GmUiQ+9SnqP/yhEDs2x2wiNjOkgm4XNZ2OxnkIQoJ2W5z7A1/kgIQepnMOw51Fza1Tb5r4fkKE3fbRNDAMMC3odbF35hn82pPUf/Bz2qdPonUXCfUkYRCQ2q2jbbwNPzuPVjiMNnKI1H4T/4qH73ioioqeVglNA1+B0OlhTE6iGiZeqYQ6MIAZj6M0rhL+8P+O0loXjpj0KDz8t2H4wLbjrVoWqeeeI/Xcc7f8PBTTJPXssyQ/8xna77zD8n/xX6DGE5HIosTjUK0QtNs31plIkDhxgvZrrwnXia5jzcxgjIzglzbI/d7vYc5Mo1ry3P8gIkWUjxFb8zR6vR6O43D16lU8z+OZZ5655Rf8CxcuYNs2U1NTxGKxm/JRarUaZ86cifI+HMdB0zRc190W2toXSrbmpfRHZ8IwxDRNdF3f5lBZWFiIxnG2iiH9SuX+CI5lWdFz2WyWRqOB67pcv36dbreLaZrb9t1xHMrlMrFYDMMwoqrkvnjh+z65XA7XdSkUCoAQdCzLwnVdrl27FjlM3q8JZ+vI063Y+vzKysq2bJT+MbvVawqFAo7joOt6FJrbbrfJZDI8I+vNJBLJFnq9IkHoAArV6hubrToBTuMMs3P/Azt3/O8xzUEAUqlDJBJ7KZVfZmmpSyq5H0URF8S2NU6vu0q3u0w8voONjR+xWvwLAFRFp1p9jW53CVARIkq4+SeAShD0UBSdIOyKv6saimIShD7t9izxuE2lspuFhYVIVO6PXLZaragNrv/41mp60zR5++RJVM3CGxol7FzHjMXQB6ao+Ao64vdGIpFgeXmZbrWGYcUIAg9NF1XLTrvN0NQ0A2MTFK9dIT85jTI1A0BtrcjG/CwoCoNj46BAdXWFcy//kNzoGKYdu6vPJpZMkhwYpL6xTrfV3GwCamPG4gxNz2xbNpHLMTA2QTyTxbRtVE3DdXooqophWlJAkUgk2/DWihD4hJ5H5+RJglaL0PNov32S0r/4F+T/4T9E27xujR09in3gAI0f/5jat3pYBw/eCC0dHcNZWsZbW8MYG6P+/e/T+P4PhOtBVWm9+grexsaNsNYwvFEVrGmETk+MvXQ6hI4DqopqWQSugzM3jzYwCGGIVvwFlj2H76iYAyaJUKV1fYMgkcLfdK4oliUcLIZGemfI4MM9jDP/M7lRE9vtUD8doKXjxCdtkvGroMRBtyBVgIVfko6v4U7ptFd1VFtHwSVs17GPHMOcnKR75izW3r3Y/ZHWpesktFPQmYT8XiAUjpRTfwTP/VOx7jtEURSMwUGMoWG89XX8METRNPxmEzWVxtq7d9vyRmEYY2YGc3RUhPdqmsiIUVXURFwKKA8w6gcvIvmo2Jqnsbi4yMbGBr7vMz8/HzlU+vS/4I+OjjI0NEQsJi4S352PslWYGRgYoFAoUC6XI5EDhBjQF0v6IbB994hlWSSTyeguXLFYZGRkhFgsRq1Wixws2Ww2GnVJp9PEYjHi8XhUN9yvWO50OpEY4boulmWRz+ejMRdVVaPnl5aWUFWVWCwWVRd3u110Xef48eORKFIoFJienqZQKNBut/E8b9v77Y9IfRimpqbQNI1msxm9B03TorafrRQKBRKJBFNTU4yMjGBZlsxAkUgkt0TX04BKu30d16uh6xlU1cYwBuh2l6hUX9+2vKoa2NYommYRhn70eBh6KIqOoph4XpNS+adoaoxEfCex2BSGMYjn1TdFF2Xz58bfDSODpsZRFRvLGiKVOoZlDaHrMSyrwM4df4uDB75Gp9MRGSGWxdjYGAcOHMC2bVKpFCMjI6RSKUzTjPYrFosxODjI0NAQiWSKrm7hj81g7j5EmBnE8Ty63S7NZpP19XUCz6Xl+aRGRlBQ6LVbeL0eZszmwKeeY2zfARLZHOWlRXrtFq1KmWalhGaa5EZGNl0jGpnCCM1yierqyl1/NoncALsefZJ4OiNuHrguhmUzc/Q4hV3bL6SzhVFyo2M0NtZxez167TbVlRVyI2NkR0bveh8kEsmDiagTVnBmZ0XGSToNloWWH8SZnRPVxFtQTFO02ViWCG/t47oomoZimniVCq1XXkVLpzFnZjCnptBSaYJ6XbhE+kLKFjeKlsmi2BZ62sSeHCT+6FG0gQG0eAJjZITBf/D3yf3eN7CMIl4XAi2Due8IA7/xGXIHFJIHC9h796IPD4vg1DAkPuyS3W+hT+2E4YOoqQES2Tojj7sMfzpNatxF8dvQqUCzCGvnwXfQgirpI8PkdrdIDqwRzzZI79UZ+ptfIXb0GFouh3P9On6zibu2htYrYuYMlIGdoGqg6pCbgdoiVObu+rMxxsZIfuYZEVgLBI6DFo+TfO5Z7HeJKOaOHZhTU7jLSyJcttHAXVzE2rkTY2zsrvdB8vFHOlE+RvSzTlqtFtVqNRpRyeVykRDwbufEu/NR3h1aeqsQ2r6DYqvA0f9JJpPs3r2bS5cu4XkeyWQycqH0x2xmZmZ47bXXCIIgclvEYjHm5ubodruMjo5Gdcie56EoColEglgsFtX8xmIxSqUS7XYbTdNotVp0u10URcG2bTY2NqK642w2GwlKpmkyNTXFxMQEqVTqplyTfnbLvW7COXjwIGtra6yurkbOnJGREQ5umVvt0x+36ldFdzodMpkMA5vWTIlEIumTTO4nmdjD8sqf4vvNzYYchXh8J5oao9uZv+k18fguYrFp2u2rWNYYhAHd3grZzMPY9ii93iqe18Iyb9ToGmYWVdUR904MhBMlBBRU1aQw/BvUaq/T7swTBA7d7gK2PcWunf85mcxxVNUglXIYHR3F931SqRTNZpPZ2dlopHNiYoJ4PE6pVMK2bfL5PEEQkNqcpe/1etG5vnn9ejQC2j9vN5tNPM/F63ZpFFcJAh9FUYUwoum43S7J3ABHP/clLr7yM+oba4SBz+jufVRWl8Uc/yZhEIjXqnd/r0hRFA4/+1kMy2L1yiXCIGBwapp9T30KfTOwsI+m6zz0/Bc4+9IPWb1yiVa1jGaYmPE47VqV1KCsNJZIJDewDx7C3LGD2osvErTbeOWyuIm5Zw8YBu7S8k2vsfbswRgfw7l+DX1klNDz8IpFEk8+gTY4iDM7S9BuYYyNR69RBwYiVwqGsRkAG4hRHssm9ztfxj/zEs78CorpE9auE9+zm9zf/yfYBw+KUZ5OhaB+gNBTUDIF1NYS4erPSQ2XMNo+7cJn6KxkcObm0CcmGHh+AHPAQ4lvnve6NWitoTgtuP5DcB0IHOEUSY5CYwXcDkqvjk0Ne6onzueKgRK3UIwGTIyT+93fpfH97+MWV1G1gPijR9H10xD4QkAB8XdFE6LKXaKoKrnf/V3UVJruubMQhNj795H+8pe3VRyDqELO/e43qP3ZnxEuvo2pLZOetrAOPSRGjFKFu94PyccbKaJ8jJiZmeH69evMzc3heV7kCmm32+8pBHxQQOqtRJb+yI5hGFGWSRiGaJpGfrPKbGBgIBIA4vE4zz33HBMTE9F2+46WQqFAvV5ndnaWVquFqqqsrq5imiaGYZBIJDh06BCNRoNms4miKHS7XRYXF3Fdl16vF2Wo9EWZeDyOaZo0Gg0ajQbtzfnDfm1yvV6PckxOnDjBuXPnmJ+fR1EUstksnU7nnjfhZDIZnn322Q8M/e0ve/jwYX7yk59EDUYAZ86cIZ1OS0eKRCKJ0DSb0dHforj2XVy3hKYl0bQ4rlsjCDzy+ZvntzXNYmL891lZ/TPa7VkURSGXfZyRka+jKCqGkcUwMjhumZgmKhXDwMOyCgSBh+e1CcMe4AMGhjGA5zfQ9DTZzKN4foswdPD9HusbP6LdmSeZ3EMycZCRkRFmZ2epVCrMzc3hum40xrOwsMDo6Cj79u3j8OHDLC8vc+XKlSg7a319PQro7oeQ952QAKZp0m42UV2HwHNRNR3d1PB6YixmY2GWXrvF0PQOwjDkzI9+QKtWoVFax2m3KS8tkh0dQ0Ghtr7GwNg4uS1fJu4GKx7nyAtfYN9TnyYIfOxEMhLp3006P8TOY4+wMT9LPJ0llkmzfPEcrWqZx3/zd4hnsh9qXyQSyYODlkyQ/o2vUP+rvyKsVlGSSbR4DL9UInQc9PzgTa9REwly3/wmtW9/G2dhEUXTSJx4isxXvypG8QcH0VJp/HI5qtfF8zBGRoR7JWwRzzZRNQ/N0lHzg6QyC+iPmLR3HcHZ6KDrHWL5Vcy1b0FwBoYPQuEw6vBeWH4bShVYfA3F7aAqYMdraN6PCQZPYO3/ApmvfBm78tcw/ypUZqHXgPULQrM3k+D1wO1AGEAQboo7cWiuQRighB5oJoqhgdsGFFg5CQe/Ruyhw9hZB++1P0Z1Smh2E5qb6x/YBYRQnYORI8KR8mE+n2yWgd/7Jn6jIUaUttygfTfm5CT533yM8Ke/JAwyqKkBlKWfQHcJPvWPIZb7UPsi+XgiRZSPEf08jf7oSTwex7Zter0etVqNAwcO3PI17xeQeiuRZWRkBNM0WV1djS5i+xXElUoFz/Mix0in0+H69et85zvfIZPJMDU1xcGDB7e5LYrFIp1OB8MwsCwrEmkmJyejDJCXX36ZxcVF1tbWcBwnanHo56HU6/XIIdMfyem7WfriCoDv+3Q6nW2unGq1GrlDWq0WzWbzvjThfFCGylbK5TKGYXBwc2713Vk1EolE0qfbXcGyCiiKThg6qIqF59cIQ41U6tAtX2PbY8xM/yGOsw6KhmkMRhd4mhYnn3+elZU/pdW6BGiE+BSGv0q3V2Zp6V9tmlDMzepkl3r9JKnkYSxrGMetUKu9RadznU7nGoaRIxabojD8Zfbte4FKpcLZs2dxHAfDMIjFYliWRavVIpPJ8MILL6AoCpcvX45uCiiKIloLNA3TNMnlcjSbTRqNBpqm0W630XUd2zQIVQUrnthsKwoxLAsjFqfbatIsl2iWy7z93W/T67RJDw0ReD7tmvg90NnMaxmamuHQZ16I6o0B/M39ULU7v0NpxeO3tdzs6ZMAjOzeA4ibA6WFOZYvX2T3o0/c8XYlEsmDi1dcE1W8MVuM5RgmXq2GapnYB2997jenpsj/4R/ibWygGAZaLnfj3J9Ok3zmGep/+Zf0rlwRoztA5rd+C2f+OvHZf46daoCqEygqil3FqL2JOv4wqek8tNZh4TUoX4c3L0BsAAZ3wZFvwIHfhNoCnPtzIYIYcZT4AKpuY7bKDO4dQfvSP0JRQvjxH8P1n4LvCFdI4ArXiZncHLcxoLMBii7Ek6wFVlosp2ymiIMQV+wstMvQKILbRHnjn2MEHRicBK8LDVGuQXsdUGDsGBz7g+1OFM8BRQXtzr/29luJ3pcwRLn2YxTLgPymQz3whLiz9BbsfuGOtyv5+CNFlI8ZrusyOjpKvV6PxmEcx8G27fcUAt7vy/17iSzLy8u8+OKL23JQVFXFcZxI5FhfX48EEl3XaTabrK6usra2xrPPPsuJEyd4+eWXWV1dJZFIkE6no9GcWCwWCTk//vGPozDCrVks/SDBWCxGq9WK3DCKojA4OMj6+nq0X32RB8QYUrFY5NSpU1y4cIFqtRoF6+ZyORYXF9+zCed2KqTvBbcao7oXY0USieTBIwg66HqCeHyGTmcez2tg6ROYZi4Klb0ViqJiWbe2Cg/knsYwstRr7xAEXZLJ/WSzj7C29j1WVZNAUVAUbXNcJoHn1ul0F2l3Zmm3r+N5NcIQDCOHouj0emuUSi8zM3OMsbExzp07h2EYpNNprM3gPFVVabfbqKrKyZMneeutt6K6+61jpL7voyhK5GLRNI0wDIWg3u3gKxquppNIJolZNp1mA03TAYXzP/8JxWtXKS3Oky2Mks7nsZNJsiNjuD2Ho5/7Iu1qFafXZWNhFlXTMGybq2+8xurVSyiKyuje/ex+5AmMzbrme0UYhjTLpW2Ci6qKcaR2rXpPtyWRSD75hF1RHWzOTOMsLBK0mpipCfShoSiP41YomoZRuPW5P/nsZ9Dzg3TOngXXxdq/n/jx44Qn/y3hD0ICJ0EY6ugGqCkTtVsR+SHr52Hjihi9QYF4Xgga9SW49H0YPQ6FI3D+L4S4kRkHM4VCiNKtorprYlzolX8Gp/4EnLaI3NoMTicMwd8USbwO+J5YnhBig9CpCXFGMyA1ClZSiCeqLlwrJ/8NLL0JG5dhcDdkJiA+AAMz4vlH/xOoL4p1rJ7eHOnR4eJ3YPmkWO/UU7D382DcXdj4e+I70FoDe8v3if54Uadyb7cl+dggRZSPGf3xm4mJCWq1Gt1uF1VVOXTo0F1/2b+VyDI7Oxu13/RrjfsCR7PZZGFhgVqttm00JpVK0e12WV1dZXZ2lpmZmejuoe/72+qSu90umUyGc+fORZbvvljj+z66rkdVyv0WIFVVcV0XTdPY2Nig1+vhui6GYZBKpSIhJwgCisUi5XKZarVKp9NhaWmJiYkJbNsmkUhE73l2dpZTp05FmSRnzpz5wArpe8EHZdVIJBJJH9ueRFVjEEImfYwwDGi1r5BK7scw7s4GrCgK6dRh0qnD2x6v1d9C1Uxi1jQKCigqTm+DkJB2+yqKouH7XcJQ5JEoihBSXLdMz9ngzJmfMjsbw/d9XNel1WpF4rfv+1HDzi9/+Utc140ytVzXxXXdaCyzVqtFLWZ9gSU6ZxoWDjqdjRJx08AA7ME4vuuwPjeL027hdLuUlhZw2i2mjxxHUVXCwGfx/DmK1y7hu6JyOZ55Hd0wqa2vEU+nCcOQi794mY2FOcZ270O3LIZ37CKWfP+7jb12i/LSImEYMjgxiRVP3PKY50ZGWTx/lkRuQBwTzyPwA5mJIpFIbsKYmADTQNEN4seOEfo+ztUr2IcOoSZuz/32bhRVJXbkCLEjR248GIYoS6+DbaMOT4rHVBWlWRQjNWtnhcjgdSH0b7g4YgPQLonMktf/uXCoBJ4QKprrkDGFOBL6kMjD7M/h7X8l8k6spHCfOG3we8IJ4nZE6KvXAcMW4kcILLwqxJUghNCDblUIK7ohhBK3A8UzYjTIaYkgWqcJOz4jxAq3A9dfguW3hDhDCMnviedqi5AYEu/tnT+BtQswdgTMhBj7iWXf/4B2KkJcUlQY2gvWLX5XaCZkJoVYkxjaFIo233NSZqI8qEgR5WNG3yXS/6IPIn/kVgGmH4ZarUYikaDT6ZBIJKLsFc/zMAyDWq227c6hoij0er3ogrdYLLK8vEy1Wo1yVUqlEolEgm63SyKRiMZXPM9D0zQMw0DX9aiy2Pd9/M2EcdM0MU2TMAzpdruReBKGIZ1OB8dxsCwLwzBIJpOAECpqtVqUq9JutxkeHo7cPP1Go75g4rouQDSqFIYhi4uLvPzyy7d0rbzXcbsdJ8sHZdVIJBJJn3h8B4MDz1Aqv4TTErkhtjXC8PCXUZR7W6IXBiGalsD3mmh6Ct9r4fkNdD2FqiZFmCt1FMVAVXSCoLMZPB7gOC6rK1VyuTF832dpaYlut7vtHF+v1/mrv/orSqVSJK70q44dx4lcKK1WK8rA6rfDNZtN4WJMpWgYOk55HcftMT4zw9TBh5g/d5purUqrViPwfdxul06jQafZxE4mGdm1h+K1y8QzWexEkjAMWb1yiUapxPTRY1ixOGEY0thY48LPX2Lt2lV0yySdH+bYF75CbuTWTQrrc9c5/aPv06yUAIVkboBDz36Wwo5dNy07c+xRystLbMzPoRk6vuuSn5phbO/+e/o5SiSSTz7Wnj0kT5yg+YtXcItFIMQcHyf9+c+9Z/7GXRH4gAJmEsVpiLGaXlO4TuKDQhjwXaAqBAFVB7cFDAiBxGnB+kUYPiRcFysnhbjg98SyZkK4Wb7/fxZCixEXQoJqgBmDVkcsiwKtDSGgxHKbuSieaOiJFyA5BPUV6JTF8jNPw9QTcPUnm+G0G5siTgtWKkLgsTMw8ZgQUFJj4r2EgRhLaq3Drs+JfQgDqFyHU/8Olt8E3RSjRY//p5C9uWkTEKM4J/+d2D8U4b55+G/D8LvO54oCe78o8ljWzopj6DswehTGH753n6PkY4UUUT5mfFDGyb3cjmmaBEFAo9HA26yZzGazDA8PRy6U/iy7qqpRfkq/hrnVajE1NcXS0hKtVotOp0O3240uphcWFqJWnWRSXND22xhAjPP0XTD98RvXdVleXkZRFPL5PJ7nUS6XCcOQdDrNQw89RKPRoFKpsLi4GAk/vu/jeR69Xo9kMkmn04mqnfuCyblz57BtO/rF1M+aqdfrjI6OfqAzpVar3STMvNfyH9XnKJFIPvkoisLIyFdJpQ/S6cyjqTbJ5AFM8943eqXTh2m2LuG6FdrtqwSBQxgG6HoSw8iQSj1Erfomne4SQdAlCLr0uisoqoKqzuA4Q+RyVtTCtrq6iuu6jIyMROfger2O53mRGN53rfRb4BKJBL7vo6oq+XyedDrN/Px8FKJuWBYDYxM0kmks2+bT3/gGfrPO5V/+gnatSjydwe118R2HMPBpN2qomkq32SLwPexEMjquVjxOaWmhHw1Ap16nUSmjKiqZQgE7maK0OM+lV3/G41/7xk1fXNxel7Mv/ZBWrcrA2AQoUF1Z4dzLP2JgdPymkaCBsXEe/9rvsHTpHJ1ajUxhlPF9B2/pXJFIJL/eKJpG5utfxz78EO7SEmo8hr1/P1o2e283pOkwdhTKV6BVho1LQqQIEWJGfABGHoK5V8T4jtsRDpL6snBTpEbFaI6VhLGHQY/B6jtC0Bh5CNyuyCRpLAvxwOuJkRnfFeGwoQ+BAsnhTRdKHPL7ID0G11/eFGLiQozJ7xbukWQBPv/fiHWe+ZYQUJLDQtDxukIYam2IsZ1ORWyr7xJRVPH38vUoF4bmmnDPaJs1yFZKZJZc+Et44g9vLNenW4dTfyzWnd8HhFC6IkSY5/6pcNlspXAQnv7HsPBLIQIN7obJJ8R7kjyQSBHlY8idBJjeLVuDYVutVhTkahgGnU4H0zQZGxtjbm6OSqUS3UGMxWKMjIxgWRau60a1xdVqlWq1GrlWGo0G3W4X3/cJgoBms4mu69F8fF88MU0T3/dJp9NR60MYhhiGETUIpdNpFEVh//79PPXUU5w6dYrr169HVnBd16Mw21QqRSKRYH19/aZMEtu2t40nVatVut0u4+PjDAwMfGD4a18Q2SrMvN/yH8XnKJFIHgwURSWZ2EMysWfb40Hg0WpdxnE2MIwsyeQ+VNW86+0MDn6GVusKxeK3CYIuoGHb49hWgU53kXhshnTmGCHQ6cwCCoqqEIvthHAcVW1EWVqFQgHTNInH4+i6zvnz5yN3Yp++A1C8R9GgpihKNOITj8dJJLZfZPbP7X4QYBgGtm1jxOPoloXT62LGYoRBgGFZoEAslWHy0EPU19dQUPB9bzNDBRRVw7Bsuo0mph2n12ridrrEs1nMWBxVVUnmBqgWV+m1WtibTsc+teIqjXKJ7HAhCqTNFEaorq5QWV1meGbnTcc4PTRMemj4rj8jiUTy64Oiadj79mLv27v9Cc+BtXPCbZEYguEDYuTmbtn7BSECnP0zIUKoOmQnxchObRHye2HyMVhUoHxNjPQoCgztEyJK5ZoY3dEMGN0ch8lOCsHk0l+JdQSb4zkEQlgBwAfFhOy0EGI0Uwg4ySFIDG5WLiOcIk5LCDRhINZvJcHYcWMsyEhsPhcHFHFcpp+G6vzmONCWUSRFE8t1KmCMij/d5qZbJSnef2JYOGy87s05KeWr0FyFwT031pmdhtqS2F5+++9qAAZ2iB/JrwVSRPkEcS9DUfs1vNevXycMw+giGIgElVqtRi6XIwgCXNclk8mQTCaJxWKREyWXy2HbNoXNgCvP81heXo5qi/v070D2XS2pVIp4PE673SYIAsrlMpZl0ev1opn5arWKpmmReLO1ceiNN96g3W5HWSyxWCxq+kkkEriui+M42zJJ+iND/RGbjY0NLMsitxne9UHhrzIsViKRfJT4fpel5T+iVnubMPRQFI1U8hATE3+Art9GY8AtsKxhTGuEIPTQtTSqagEBIQq6nqLTWUQ30ljWMInEDGEIvV5xc1z9NNmcR6nkoGlTkUCyc+dOTp06FQkouq4TBME216GmaQwMDGBZVtSyZlkW7XY7GtcEqNfrtFqtSETfvXs38c2g1l2PPEF5cYF2vYbn9DCsGIZtEc9kiCXTdOo1rESS8uIi8UwGz3XxXJeJg4epFVeplzZwnR4oMDA6jm6ILySe46CbFpp58xcUZdMxGQQB/a6HMAhQVBVNl5dQEonkPtBrwOv/UozNBL74wj/+CDz6d+/e2ZCdEqM7gSdGYAxbtOEYm6055WvCnZEeE8JJ4IvmmzAQgkJjBYLXIVUQ4zSKBjufhVf+B9HaEwRiRCbwwA+BTcFFT0BuJ1gJIQx1a2K51ob4eywr3Ca1pU2RSBEix94viD8B9nwOSleFoOT3wEiKEZ1kQby+XQI7DevnhDDidsTrJp8UIzbVOZGhomjCVaJunuu9rnDiqLcQp1QdUG8cfxB/V9TtzT+SX1vkFcAnhDsZJbld+mMy2WyWeFzMirdaregOY6FQoFarsX//fkzT5I033qBYLFKr1VBVlVarRaPRiNwnhUIhahPq32mEG3cit+aZpDb71vuOk6mpKTKZDNlsltOnT9NsNiP7t6ZpjI+PR3kimUyGgwcP8s4770TrTiaTOI4T5Y9MT09TrVa3ZZKkUikymQxra2tRbkq73Y4u3j8o/FWGxUokko+Sau0NqtXXsa0JdD2B73ep1U8SL+9kePjzd7VO163TbJ5F11LoRhpNtQkCB8dZwzSHGR37jzD0LJqWwHE2uD773xOGYp5eU+Mk4hrN5lkWFxRUVYucfP3zdd8V2G/h0TQNy7JIpVKRmN7PxBobG+PEiRN0u11Onz4d5aL0ej0R4Do4yOOPPx7t+4FPfYby8iLLF8+JzK4QdMMkWxilWS2TyA5w7ItfYeHcGUrzs9jJJHYyRadeIwxCfNchPZAnkx/GdXp0Gg0816HbarL/6MMYpnXT8coWRsmOjrExN0t6eBgFqK+vMzA+SXZk9C4/WYlEInkfZn8Gi6/DwE4x+uK0RPjq0H7Y89m7W2dzXThb7Ixwn+imcIvUlyE9Csd+X9QMW2mozsLP/j/CVaKILBU0A2pzUJsVbpKJx4Uw47SF0KKqm404gL/pCLEywnHCpjsxDIQIMn4CnvxDIcyc+ZbYRmNVvE8C4bp55O/e2Pdjvw/lWVh6Q4wGKaoQk3I7xP5nJuDRvyOyUzYuCrEoDIS4EoZCLMlOQ25aiCmditiW24KDv3nr6uPBPaL5p3QVMlNifbV5kXOSnb67z0DyQCFFlE8IdzpKcjvUarWbRlxUVaXT6VAoFKL11mo1XnzxRYrFIvF4nE6ng6ZpkVgSiwkLnKIoWJYV5af0AwT7zo1+TXE/VLBfhzk4OEg+n4+aHtLpNLlcjnq9HokoExMT28SKgwcPUq1W2djYAMTdS8uy8DyPfD4fBfH2j5thGKytrW0TVXRdJ5VK3Xb4qwyLlUgkHyWt5kUUxUDXxZ1HTbPRtQSN5rm7FlE8r0oY+JhWAcdZR9FVUFQ8r0EisYv84AsYRhqAc+f/S1y3jG2NoygartugWgsxDIWdOydRVZt6vc7JkydFlolh4Lpu5EBRFCUa7en/3ugH0SYSCUZGRjh37hylUolyuczU1BTxeDwSZNrtNq1WC3szd8S0Yzzx9W8wd/ptrr7xS6qryxi2jdNpYyWS7HniBPmJafIT03iuS/H6Zd7+7rexkykywwXcXpdqscjUvgO4To/q6iq6abL/xDPsevTJWx4vTdc58vwXOPvSD6msLBGGIUMzOzj0mRfQ9A9hrZdIJJL3YvW0EE+MzYYeMwGaJRpq7lZEaZeEKJIc2azjzQoxoluFkcOw7yti/CUM4Zf/E3SqonFGVcXfW+tiP/Z8Tjgz6kvw9r8RThA9JoQK3wFCMbbDphulUxWiS3szLDY1Jlpu3vn3YkSoMidGcqz0Zn6KJ0Jv2xtCHAHhFnnm/wBXfwwX/1KM01gp6FaEIHTo60JgGtovxosWfgmv/wvhVMntEMJJdU44ZzpV8XcrCfu+BLvf43gaNjzyd+DkH4lAWkUVeTDH/0A6USSAFFE+MdyPUZJ+uKzv+9tEjUKhsE0Y6AsR8Xg8cqyUSiV834+W7Tfd9O889i+igUig6Y8B9Vt++vuQSCSYm5uLHDZhGLJnzx6mpkRadrlc3jZX339dP7i1WCzS6/WwLCvan77g0heCTp06FYlDW0Wo6elp4vH4bY1IybBYiUTyUaJqccLQ2/ZYELro2t0H1RlGDt1IYQOqquM4JYKgh64nGR357UhAcd0aTm8NVbVRFB0UBT9I4LobWOYwlpUhCER+1aVLlyLBvN/I43mbFcPxOFNTU8zOzkbB46ZpMjo6ysrKCoZhoKoq3W6XpaUlduzYsW20891Br/F0hgNPP8v+E5+hWlyhtDAPQH5ymkxhJFpONwzKS0sEnk88Lc7Rph3DTiSob6zzmb/1n9BrtdBM45YOlK2kBvM88fVv0CgJ0T45OIgqL6IlEsn9wkxstuVsIfCEI+RuSQyJkRfNECJAu7Q5zjIgGmfMTcGmWRSCh2FvOjQUIYK4bTHqEx8SYolqweXv3xh3US3hQulnoSSGYfxRmP0p9OpiHXYaCodFFbCZEM6VdhmW3oSZTwmXTLcqtvnuZrpUAY59E47+Ddi4LMJxVQ2GDwqHSR/dEhXIiiLEFxCCi5kU4bLP/p/ENoy4eI/vR24GPvN/FHkvigrpcSEqSSRIEeUTw/0YJek7KzY2NqI7hIVCgeeee27bemu1GrFYLBrf8X0/Coi1bZtut8v6+jrLy8uoqoppmtuaGBRFIZfLMT4+zvLyMr1eD1VVSSQS6LpOr9eLaocdx2FxcZFKpcLo6Oj7vs87CW59LxHKdd07cvLIsFiJRPJRkUkfo1Z9g05nHsPI4Xp1FEUlk737ykRdTzE4+BzF4ovoehpNtQhCj8HBZ8nnn92yZIBuZNH1NJ3uIkHg4PsepqkQBHlqtTrr6+tUKhVc1yWXy5FIJKjX6wRBgKIoxONxdu/eje/72LZNEARMTU2haRqLi4tkMhmGh4fxfZ9Go0GtVqNSqZDL5ahWq4yMjJB9j5YKRVHIjYy9Zy0xgKbfLHSEvo+26Yi0k6LSeeXKRTbmZ1EUlaGZnQzP7LxJvFFUVYbFSiSSj4bJJ4TQUJ0TIke7tDlC8+jdrzMxCLtegPN/Ltp4jJgYjTnwm0LA6BMG4vlOWbhEvN5mG44n3CLl61C6JPbN7cLgLrGPzeKNsZ5EAXY/B70W2ClAgemnxPoXfymaa7IHxHrry2KspzovRIraAkw8IcJsb4WiCCfL0N5bPw9C1AmD7Y8F/qaApIr353vCsbJ2XmSijB6BwqGbW3pUbbtII5FsIkWUTwj3Y5Tkdp0VmUyGIAiiFp+ts+6qqrK4uEi1WsV1XWzbJhaLkc1mWV9fJ9hsV8hkMtTr9aiJJ5FIMDU1dVPtcDabZWNjIwqavVcjM7cjQt3L4F6JRCL5sCST+xkb+wYbGz/CcSsYepqBgWfIpI9/qPXmBz+DaQ5Qr79DGDgkkwfIZh9B2XLnT9ez2PYE1erruG4VRQkBA8I47fYG6+tzuK5wnPRrjIeGhojFYlHeVi6XQ9M0KpVK1JCWTCaj5R3HodPp0O12sSyLMAwpl8vous7IyAjHjx9H/RB3/YandzL3zklq62skMll6nTZur8f4gUOAcElefOVnXH3jNQLfgxDmTp/cHO954kMd43fjOQ7tWhXDtoml0vd03RKJ5AFj/BE4+ntw5QcivyMxCHu+IPI4PgwHfkPknyy/LUSF0SNCsNkqHCRHhIAx/6pwiShsOk0MqMyKMRvfFSGxZkK4UkYOQy0H1euAIrJSVEM4OFRDuFwSw0LA8Hoij6RThm5DuE/qyyLYVjPFyMyx37tZzLij43cc5n8htp/IixGewBXvFcTI0jt/Io5vEAABXH8Jjn4Tdj1399u9FW5HOGDs9A1njOSBQIoonxDu1yjJ7TgrBgYGaDQauK57o6VgMyxwaWkJAN/3MU2TTCZDr9cjkUgQj8cj10m1Wo2CX4MgwLKs6KK61WqxsrJCu93GdV08zyObzZJMJm8az7lbPkiEuh/BvbdCCjUSieR2ES6+J8lkjuO6NeEc0T7Afnxb61XJpI+SSb/3ud91KzjOBr7fRlHUzcwsjXRmF5WKRrdbRVEyaJpGJpMhDEMqlUoksBuGQa1Wi8Zy+g1vpinqmQ3DoFwu02w2o1yuvpOxUCjw1FNPRWOfd0qv3WL1ymXa9Sr5qRmqq8s0ShsYlsWuR59g+qFjADQrJebeOYkVj5PIiovbRmmDa2+/ztj+g8SSd9eA9G5WLl/k0qs/p1Uto5sW4/sPsu+pT6Obd19VLZFIHmAUBXY/L9wb3ZrIL/mg0ZPbQdVg8nHx8140i9ApifGdfs2xasDwIShdFqKAGReujsykyDkpXxOuEt0WP9VZMcIT+OLxgZkb+69bYhSnugDdshA0VEPUF48dhyf+4d1njnQqsPSWEH+GDwnRp7YoRnkO/qbIXgHx+PWXxWhSfEA8Vp2Hi9+BicdutAJ9WOZ+Aee/LZqIjDjMfFrshy7P/Q8CUkT5BPGrGiXp3xlMJpOoqoqmaQRBgG3beJ6HpmnE43G63S66ruN5HrVajW63y/DwMI7j0O12cV0X13UZGBggm81GF82e57GwsIDv+9FdzX57w4cVGbaKFtlslmw2G13M99ddq9V4+eWXmZ+fZ2BggHg8Ti6X+9DBvbfal49CqJFIJA8WqmphWR/tKEmjcRrXKWHbYwS+g6pZBEEPw3BJpQZptWJks+Osr69HTsK+GJLJZBgaGmJtbY16vY5pmliWFZ33+9X2iqLQ6XSiDC3LshgcHGRtbY1yuczw8J2/53a9xlvf+XNKSwuAuImaG5vgoRe+SDo/FOWjuE6PS6/8jJXL54lncri9HpmhAvFMlmpxhValfE9ElNpakdM/+h5ur0syN4jT63LljVcxbJu9Tzz9odcvkUgeYIyY+PkoWXrjRqis7wrRw+2IL/7JglgmvwfWLwqBRVHE8oTCgTKwC9bPC3eJmRSCRGZS5Mw219hMnRUCSuCLx+0EDO6ElVNC4Bjcdef7XV+B1/6ZaNNhc7+G9sOBvw+Z8RtiSa8JZ/8Ult8UrpvMpAiwTQyJfW6t3RsRZeOyCN71PbEdpwHnXxSOlL13Fwwv+XghRRTJB1Kr1UgkEnQ6HRKJBIqi0G638TyPqakpWq0WmUyGxcVFms1m1MxjWVZ0EVytVqOwwVgsRrvdplqtous6uVwOx3Go1+skk8lIoOkLIB+mfWiraNF3n2wVLfrLzM3N4fs+pVKJZrPJ5OTkhw7ufTf3o2FJIpFI7gee10BRVExzmG5nHk2NoaDguk0y2ZBmM0c8HmdwcJCNjQ263S5hGGKaJkNDQ9HY5urqKoODgwwMDLC0tMT6+jqapkXtPIuLi1FGVT+M1vM8qtXqXYko86dPsbEwz+DkJJqm43su5aUFmqUNRnbuBiAMAs786PtcO/kGnuPQrJRo16q4vR7JbA7DsrET9+ZO5PrcdTqNOvmpGRRFwbBtfNdl6cJZdj/6JKomA2olEsnHiE4VVFOMwdSXxMgOCJdHcgjYzDzxPeFM6dXFSEwsC0P7hGCQHBaZLmOPQDwHKyehfU44ThJ5GDkCS6+Dom+OBHWFmOK2RCbK3YgoV38EpSswdFA4WbyuqHSeehJGHxLL+B688T/DtZfA7Yla5da6WNbOCIeNnb0HBxEhCHXrImcFxLrdDsz9XDQcfZhxJcnHAimiSD6QvgW7n4uytcXn2LFjnDlzhlqtRjqdJggC4vE42WyWdrsdje0UCkK9fncbTrFYpNls0mg0CIKAWCxGp9PBcRxSqdSHEjFuR7ToL5PP59nY2CAej9Nut6MZ/ns9ynOvG5YkEonkfmBZIyiKhm2N4Hk1HLeM7zcxjAGmpo6QzTzM1auzuK4buUwymQyVSoV4XLQ8hGGIruvs2rWLsbEx0uk0vu+Ty+X45S9/ia7rxONxgiCIRJS+K8V8j1EX3/NYvniO4vVrqJpKYeceRvfsjdpySksLWPEYmiYubzTdQDctKitL0TrW52dZOHeagbEJVEWltl4k8H025q7jey57HnuSRG7gnhxH3/OA7S1Dqqbhux5hGABSRJFIJB8jspOgbLpKeg0hMvQawoWy7yvCGTP7c/DaImh2cCckR4X4Eds8bwYBWAnY8bRwg2QnRYhtegLe+Jegb4oViiLGXNqbwbWK9t4NRG4X5l8RNc+aJXJjxh++IUasnQM7d2MUSLeFaFO+BrwgHlt+C+ZfE6M+KEIk8h0heAztg0O/dcOx8mHxXSLXTR/VEIKN5IFAiiiSD2Rri4+qqlFV8HPPPcfExATpdJpz584xPz9PNptlamqKbDbLG2+8EQXHmqZJPp9nYmKCcrkcrTsCM4fEAAAj5klEQVSVSkUhsn0hpZ+v8kHtQx+UL/J+okX/tadOncJ1XfL5PLZt02638X2fcrnMzp07P3Sg7VbuR8OSRCKR3A9SqYdIp49Sq5/CMHKAQiw2wdjo7zA09FnCUKfd7nH16lVM08Q0TcIwxPM8zp49i2EYJJNJpqencV2XH/3oR3Q6HTRNY3h4mFwux+rqKslkklKpFI2D9sdAR0ZGbtqnMAw59/IPmT31FoqiEoYhy5fO06o8zd4nRbtEPJWmtDS/7TW+62KnUniOw+XXX+HSqz+jeO0q2UKB7Mg4ZjxOfX0Np9Nh18OPc+DTz9/UznO35EbH0E2Tdq1KLJ3B91w6tRo7Hn4MTTfuyTYkEonknjHxGCy+Kdwj8UFR7TuwQ9Qg7/2CyDBpbUB7XYymGAnRhOM04cyfCpElNQI7nhHhsT/+b6FbEaJG4ZBo4Fm/KJYpXxMOFyMmlh09KiqL300QwNv/WuSYqIYQZBZegyO/K/YJIJ4X4zh9wlCEycayIsj23J+Ln+JZMVozsEs8V50XDpEDvwmHvn7vjmN+L2jfF/kssZwQTzpl2PmMdKE8IEgRRfKB3E6obbVajazcV65codlsYts2tm3T6XQwTZMdO3ZErpV+JkgsFsO2bRqNBkAkqHieRz6fv0nE6IsfxWKRYrEIQCKRuGW+yHuJFoZhRGM+rutSqVQIgoDh4WE6nQ4bGxtMTU3d86yS+9GwJJFIJPeSIBD19ZpmMTHxt0jXj9LtLqLrKdLpI1iWcBUuLS2xuLhILpcjFovRaDS4evUqsViMoaEh2u02mqYxNDTEpUuXUBSFoaEhXNdleXmZyclJCoUC6+vr2LYd1STv2LGD/fv3Y9vbQxTX52e5/PorXHntFySyA+SnZzBMk2alzOw7bzN56AixVJqJg4cpXr9CeWkRK5mk22hgJZOM7zsYCSiarqMbBvWNddxej4mDhzHtGKqms+/Ep9GNeyduDE3NsPORx5k99RbthXkUVdQo737syXu2DYlEIvnQeD0hmJgJePIPYelNqC0JAWD8YTGiAzD3Cqy+A4N7hJuktgDXfixEjPxeIRTolqgxPv9tIZAMHRRCxuLrIlxVUWD9shih8bqQ2wE7PwMHvirGXvqEodjWuRfh4ndFfsnwTiHI1Bbh8g9g6ikh5ux4RmSxlK4Ih0y7JPZ54nE48y249B2xL5p5QziZflo4YayUCHzV7qGwPXoUdn9WCD/NVdFwNH5cjPJIHgikiCK5ifdyeLxXbse7x2Z6vR6tViuqstQ0jXa7zZkzZ/A876bxmunpaXbs2EGxWKTX62FZ1i1bebZmnLRaLSqVCul0mqGhoVsGwb6XaNFfV6FQoNfr4fs+tVoNVVVJJBLs2rXrvoS93q+GJYlEIvmweF6D9fW/pl4/BUA6fZShoc+Syz0O3NzksLGxEY1vArTb7Uiw7tfTV6tV3nrrLXRdj877pmmSSCQol8t87nOfo9Fo4Hke6XQawzAwDOMmF8jqlUuc/MF3qK+v0W02cHs9XKfL+N4DxFJpasVV2rUasVSaoekd7D/xDOd/8RKNjQ0GJyY58KlnSQ3keeu7LxJLpkjkBnF7PSoryzTLJVYvXSQ5mGffiSfvWRZKH0VV2X/iGcb27KO+sY5pxxicnL6nQo1EIpHcNe0yXPiOqD3ut/fs+5IQJW7F2jnxZ7+ut72x2bCjCzHDaUL5Orz9b8X6BnaK5awkxAbFc5/9r6E6J0ZeMuNCyLhVgO78q/Dm/yIEk25VjN64LbGP8UForAixxE4Loefg1+Hsn4kxneFDcPR3xXOLvxQ5Lokh6LWgch3qiyJENzUK+754I/vlXqHpcOz3RSZLY0UIO0P7ZTPPA4QUUSTbuJsGmXePzTiOg6qqrK+vY5ommqbR7XZpt9uMjY3dNF7juu5tBatuFWvm5+eJx+PRhfrIyMgt80Wy2Sz1eh3XdZmenubgwYOcOnUq2l/btpmammJpaQnDMDhw4MB9FTZ+VQ1LEolE8l6EYcDS8p9Qrb6BaYh58PX17+G4ZaYm/94tR1s0TSMMw+jfrutGbTvLy8uoqorjOKytrZFIJKJcLLG9MGp6GxwcjISUWCx207bCIODayTdwu13imSyV1WV8z6OxsUFjqIxhmpixGLF0GoDi9atcefM1nE4XVVPpNBt06nVS+SF810M3TVHaML2DWDJF8fpVBienOfTsC4zs3HM/Dq/I1xoeITN884iSRCKR/MroB60uvSUEBr8nmmu6NXj079167ESzxPhOH6clHCztkhjNUXXxWPGMcIKMPHRj2TAQ69Qt4VpprAgHTOwWOSS+B5f+SmSlxAfF6I/viGrk7LTYppW6kWGy9CZc/r4QWVRN1DR3qsIt47uiAUhRYPSIeE3xNBQOw9FvCtfI/UBRREju3QTlSj72SBFFso27aZB599iMaZr0ej0AVFXdNk7Tb1x4dybIB+WbwA2xptfr0e12o5DbVqt1U77IrZp5qtXqLffXsiwSiQQHDhyQAodEIvm1o9NZoNE4T8yeQNdFra+mxWk2ztHtLhKLTd70mpGREa5cuUKlUiGZTKIoCq7rRgIJQBAEZDKZSEwZHBzEdV1arRb79+9neXmZ06dP02q1MAyDfD7PsWPHSG8KIgCe59KqlOl1WjRKJQLPw+11CfyA1SsXGZrewe7HniKezuA5Dhd+/hLdRoP85CSg0NhY5+KrPyU/NU12ZITi1StYiTiqqqFbFkNTMxz/4lcZnLj5PUokEskDTemycJYM7hJuEAA9JgSJfV+G9OjNrxk7CrMvi5GYxJAIg3Xbm26UzVDXMBDZJ92aqPrNTQthpVuFXc/D7E/h7LeEyGHEhUPj2O/dGBkCkVvSF2ZqSyLfpFsT6156E4YPwOHfFiNBvSac/v+JP4c323Aqs3DmP8Bz/5UYA1q/INwwiibGgUaOirGl3Mz9O76SBxopoki2cTcNMu8em+l2uwRBQBAE0d9N02RwcJAgCLaN18RiMcrlMq+//jq+70cCx63cL5lMhrm5uahOs7/+MAxZXFzclqHyfmKQzCaRSCSSG/h+iyDoomk3ZtE1LUa3t4rnt275mr7gceHCBRqNBolEgng8TrlcRtd1FOVGI008HkfXdarVKpqmMTIyQrVa5ZVXXqHdbmPbNplMJhqvfOaZZ9A2q3913cCMxakuL2MlEuRGxui0GjTLZUBh/9OfYdfDYtyoUd6gWS6Ryg+hKELISeXzlBYWqK0V2fvkp2jX65QXF4EQ3bLZ8fCjDIyN37+DK5FIJB9Xek3h0tC3jNKYceHicJq3fk3hMBz9Pbj4HeEkSY+JPytzwmGiqEJMCUPR6KMoQtDQLOFKKZ6FC38BvZpwiWSnREhs4MGn/glsivCYKbG+0hXhVIntEoJKY1Ws89gfwK7nxLLVeZE7kttxwz2TnYKNSyKz5aHfhtf/pchMCRXRHLTvK8LRIpHcJVJEkWzjbhpk3p31YRgGzWaTbrcbZaIEQYDjOBw5coR4PE6xWKRer7OyssK1a9fwfR/btmk2m4yPj0fOlK3OkJmZGd555x3q9Xo0h2/bNoqikM1mt4ku7ycGyWwSiUQiuYFtj2EYOXq9IrY9BkCvV8Q0B7CtW9yJ3GRmZoaxsTFarRaapvHXf/3X9Ho9VFXFsqzod0E+n+f555+PhOzZ2VkqlUoknIdhSL1eZ2RkhFKpRLlcZmhoCBCZIkPTO7n4yk/xHIfA9wmDkKGpaexkmsxQAbUvuBgmmq7jey6GZQHgez6KpqKbJrmRMZ76rW+yPncN1+mRGR5hYHQcpX/RLpFIJL9OZCaEk6O5KrJBwlCIFIkh8e9boShCvJh4TNQfayZ8778SNci6JbJFzAQ0ipCdgM/+X8S40Nwv4NpLQlAJfCFg+D2Rd1J4CDYuQm3+hjNE04Vgc/GvxIiO3xMulMIh4VjJTd9wvhibdcaeI/YHxPKaIQSiob3w7H8Jq6fFSNDATvEjW3IkHwIpoki2cbcuja1ZHy+//DLDw8PU63V6vR6apkXVlgcPiuqy5eVlSqUS7XYbz/MAsCyLbrcbCSDvdr9kMhkKhQKO46DrOpZlkc1mabfbZDKZm1wr7ycGyWwSiUQiERhGlqH85yiu/QXN5nlAQdOTDA19HsN4f3HZNMUFa6fTQdd18vk8zWaTIAjo9XoEQUChUEDXda5evUq73Y7GPV3XpdfrkUwmcV03anLzfX/bNsb37WdoegdutwMoxFJprERCVBdvCYJNDgwyNL2TxfOnCTwfRVVpljcYnJhmYFyM69jJJJOHjkSvaZQ2qBZX0HSD/NQ0pn2LcEOJRCJ5EEmPwt4vwvkXRYYJCHfIgd8Uoy/vh5UUIkRzXYgm+X1CjAkD6NZFDfHIQ+LfV38kRnG6dfEatwVuU4TTNtfFc1ZS5KBsZeoEDB0QwoeCaAAyE0AoxJ8+2Rkx3rP05g3xp7EsRnb6wbbxAdEABEIsqi0I94wRF6/d2gokkdwGUkSRbOP9XBrvl1uy9blarYbjOExMTFCr1eh2u6iqyqFDh8hkMpw6dYparYZlWQRBgOd5NBoNut0uuq7T7XajfXk3hUKBcrm8bUynWq3etOydikG3k8kikUgknyR8v0OjeQ7PrWGaeZLJ/ajqrZsBBgefIRabpNW6DEAyuZdYbIZSqcSVK1col8tkMhl27doVhcQ6jsP58+dZWFjA9/0op6rvTnFdl3Q6zaFDh1hZWaHZbDI8PEyj0cCyLFzXpd1uE4/HCcOQdrtNPp9nYGB7yGB6qMD0Q8e49tYbkbOxXasxffQ4qfxQtJyiKBx69gV006R47Qqh5zK27yD7n37mpjacMAy5/vYbXP7lL+i2WlH467HPf5nMcAGJRCL5xNJrCtdFtyaEkuGD713fu/8rIhNl45LICykcFMLD2gW4+kMR5Jqbhl0vCEcHCNfJuRdh8Q0xhtNcE60zY8dFW4/bETkkh34Llk+KbJOhA8J1QgactnCqWBkgFONDw/sh+65sqvxu2PFpUaGsW0JM6fRg75e256eoKjz8t4XAsropBk1/Ch76HeFo2UoYwvm/gEvfFe9DUWFgFzz+98VokkRym0gR5deAOxUIbuXSeL/WHmDbc61Wi2ZTzFImEqIyrFAoRC6U/nIAzWYT27Zpt9u0221M00RV1aji+N3MzMxw/fp1Ll26FLlMbrXsnYzsfFAjkRRYJBLJxx3Pa+I46+h6GtMcxHWrLCz8r7RalwkJUBSNdPooE+N/gKbd7LZQFIVEYieJxM7osX5uSbPZJBaLMT8/H50bx8bGOHPmDJcuXYoyT3q9XjTKads2yWSSnTt3MjIywoULF6LtZDIZOp0OlmXR6/Ui1+HIyAhHjhyJfj/0CYMA3bTwPZfa2iqqppGfniGTH6a0OM/A2EQ00mMnkhz93JfotpoEvk8slb5lu1B9fY1Lr/0cRVHIT04RBD7lpSUu/OIlHv/aN/Bdl8Vzp1m9fgVV0xjdvY/x/QdR+/ZxiUQi+TjQrUFrQ7g64gNC0HjtfxShsf3q4akn4ZG/I4SId6MowokxfODGYxtX4NV/Bp2ycKZc/6moQP7UPxEhsKf+GK79RDhDNFPkpzTXRXCslYbUGOz+rGjgWXrzRk5KZkJkolgpETRbmwcUGH8EjvyNm/cv8MWojueISmTNFE066VFYvyTEn/45OTEIj/+nIjcFxPG41bhO6YrIZNFtIewErhglOvtn8OT/TghAsz+DlVNifyYfh4nHb2S1SCSbSBHlAePdX/gHBgY4c+bMHVUW34qtQa29Xg/Hcbh69Sqe55HP57eFuMZiMRqNRmTN7lcLbx2lWV5eJpPJbHOgqKpKOp3m4MGD25Z/N1sviH3fp1Kp8Nprr0Viyp2O7HxQCO2dVj5LJBLJR0UYhlQqv2Bt/Qd4bhVVi5HLPgaKRqN5nkR8F6pq4vttarW3SSUPMDDw9G2te25uLnKP1Ot1ms0mjUaD733vezz22GMsLCyQTCZJJBI0m016vV40wmkYBlNTUxw7dgxN08jlctFoZy6Xo9vtsr6+TiqVIpfLMTk5ycMPPxzlXW1l5fJF5k6fZHBikrF9B1i9comVixdobKyTzg8zvGMXRz/7Jawtr9065nMrKqvLOO02g5NTKIqCpumkBgaprCzTrlW5/MtfMH/6FJphEIYBxWtXaNUq7H/qmTv7gCQSieR+EIai0vfS94SQYibEuEqvJQJU8/uF+6TXFHkkIw/B9InbW/fcz2+4R+oLQphZPSWEkkf+Niy9LYSS+ADUl8U2eg0heBhx4R458rtCeBjcLUSUXl04Pnp14XrJjIvw15lPi5rhWPbm/Zh/RexL4ZAQghZ/Kf5dnRNOl7GHxf6Y4oYtinKj8vi9KF0RAk6UvWJCckS093QqQiCa/4XIUgk8WDkJrRIc+MptfjCSXxekiPIAcStHheu6AExMTNx2ZfF7rbtfL7y4uEi328X3febn51lbWyORSKAoCt1uN3q+b9HuVwv36Y/a1Go10uk0QRAQj8c/UDwBIXh0Oh327t1Lr9djfn6eUqlEEASUy+W7EjjeL4T2biqfJRKJ5KOi1brEysqfgqJhWWP4foP1jb8GNHQtFY3vaFocBY1m68ptiyitVgtd12m326ysrBCGIYZh0G63OX36NL7vk8/nCYKAtbU1PM/DsiwKhQKaprG6ukqr1SKdTlMoFNi5cyfXr1+nXq9jGAZ79+7lwIEDjI6OEou9dxbJ2tw1CEPi6QyNUolWpYxmGKiqRnJggOWL58kMDbPvqU/f9nHrt//0HY0Age+hahqNconlSxdIDg5GYkyrUmb+nVNMHTpKPC0FdIlE8itm+W1R66tZwuHRqcLZPxdZJLGBG+M7VlIILqWrty+iNFaFMNFag5V3xGN6TPz7nT8RYzWJQ+LPtXOi4cfOiAwSArFvB74qBI2x40IomfuFcH2YSTFCdPDrQhyx3+d8uvw2KLpYT3VeiDmaBaoFiWEhqAzsgH1fuv3jphlAKI5J/6Zs4InHK3PCOZOZvpEJU18SmS47Pg12+va3I3ngkSLKA8StvvCfPXuWWCx2R5XFt6LvHnEcJxJI2u02AwMD1Ov1aLvVapVut4tpmmSzWQqFwk2iw7tHbfbv33/bIzJbBY9qtYrjOJGV/FbbupP3dqsQ2rupfJZIJJKPikbjHH7QJpnYD4CmWfh+m053Bcsa2rZsiIeuJW573blcjrm5uah6OB6P02q1GBwcRNM0ut0u9XqdZDIZtfL03Yi2bbO+vk6lUiGdTqNpGsePH4+ysvpii23bH7gfar8uE2jXq4RhgGYYKKqCacewEwlWLl+8IxElP72D5MAgleVFUoN5fNejWa2w8/hjBJ6H1+thbclGsZMpautrdBp1KaJIJJJfPcsnbzTNAKRGxFhNoyTcIH3CUAgr5u2f+xncKZwnrXUhMMQHxMjQwC4RFOttturEssKFomqgmmKExowLV0flunidbopRoqknoL4ihIiRh25vf1QNEOd+WmuAIsQOVRUjQUZCuGLuREQpPCSql0uXhZvG64gclwNf22wBcraH6sZyQlTqVKSIItmGFFE+IdxOLsetvvDHYjG63e4dVRbfir575OrVq/i+T7vdxrIscrkcqqrSaDQoFotUq1U8zyOVSpHNZt9TdLjbdpytgkf/oj0IAizLumuB4/1CaGdnZ++48lkikUjuBWEYUK2+TqX6Gr7XJJk8yODgM5jmwJZlPGD7rLaiaNjWMCjQ6Syg62lct4yupchkjt329qenp1leXubixYv0ej3CMCQWi5HL5eh0OpGYUi6X6fV6kZht2za+76OqKsaWQNd+3lU/mPZ2Gd4hGnea5RJhEOI5LrqpkBrIAxAEQlS5E2LJFEc/9yXO//wl6utraLrOzJHj7Hvq03QadQzbpttqEkumAOg06pixGPFM9o62I5FIJHdM4MPsT4V7w2mJsZXdz4sv9NEy7s2ZH4oG6XEIHOHcsNLQKkJ8UDhCbpeZZ4QD5fL3xPbDQAgi2SloFkWoaxiIumKnKQSRoQNCfHA7om54q5Cj6UI4GXnozo7D+CPCGdIsCi3F6whHTL+BJ/SFSHMnpApC1Dn7LeEy0SzY83kxrlNbFP/u1cWxA2iXhVsmPnhn25E88EgR5RPABwWf9rmVo8I0TUzTvOPK4nfTd494nsf8/DwDAwPkcjksyyIMQw4dOkQ8HufChQsoisL4+Di2bd9z0WGr4OF5XlRvnM1m73pb7xdCe7eVzxKJRPJhKZVeZmX1WygoqKrF2vp36XSuMz39h1E4bCKxh1L5ZzhOGcPI4fttXK9OYfg3MM0cpdJLuF4NOzbBUP4FEondt739eDzOiRMnMAyDc+fORTlbqqrS6/U4fPgwMzMzrK6ucv78ecrlMrZt0+l0aDQa5PN5hoaGPnhDH8DIzj3sffJTXD/5JoEvqovtZJJ4NkerWsFzHCb2H7rj9Q5OTHHid36fZqWMbpqRw8SMxRjff4jZd96iU68RBiGKqrDvyU9HoopEIpHcNy5+F07/byKvQzXgzH+A8jV4+h/dCF8tHBYiS6ciwl+dpnBSHP0DIVpc+7HIKRncI8ZnBnbc/vZTBXj6H4ttXfwrkR/Sd7y4bTj82yLgtXgGzv0ZVBeFS6NdEtXChSMiC+XDMvkENFZEiG3giWyVRF4E2jZWxWOTj9/5ekePiIDcZlGIPYlNgWRwt1jf7E/FcQ994Xw5+LUPrnyW/NqhhOGmR1byseXUqVOcP3/+plyOAwcObHNzvFts6X/hP3z4MOVy+Z60y7zXNrY22bzf8/eCviunWCxSLBYB0QJ0P7a1dXuynUcikXxU+H6Pq1f/n7hejZg9AUAQOHQ6c0xO/V2ymUcACEOf1dUXKVd+ge+1UFWTVOoQ4+PfRNdTBEEP32+jaSlU9e7um7iuyxtvvMHi4iJBEEStaI8//niUZdLtdjl37hxLS0sEQcDQ0FBUa3+v6DTqtKoVSovzLJ4/S7fZwLAsxg8cZv+JT6Pp290obrdLo7yBYdskc4O3bOl5L3zPZenCOdZmr6JqOoWdexjbsw9FNjRIJJL7Sa8BP/ivxVhJv3LX7UJ1Fj71j284SnwXTv6RyAVxW8KhMf7wZtVvXLzGbQsXxd22ivWa8Po/F001gS/WM3IEHv8HYpwGhIhz5ltiGQJRp3z4t7dXEH9YWhtitGj1DMy/uj1I98Bv3lxj3GsIkcVKidGdOzj343ZFsOzqadHgM/6oOK53sg7JrwVSRPkE8PLLL7OxscHAwA0Ld7lcJp/P88wz25sCPoov/B+0jY9SdLjdMScpgkgkkk8SjlPmytX/B5qawDBunK+arYuMjX6DfP656LEwDOl2l+j1VtGNDIn4ThTl3lbx+r5PsVik2WwSj8cpFArbRnX6dLtdgiDYlsV1P3C6HVrVClY8ccuMksULZ7n06s9p16rohkFh914OPfM8pv3eAbYSiUTyK6e2BD/8vwm3xVb3w9o5ePTvwa4b537CUGSPNNdEmOzg7ntfxev1RC1xa0M4NgqHb12V3K2JER87e38Fh25dCCr9SuethCFcfwnO/4WoZ9Zjwlly5HfBkOd+yb1FjvN8Ani/4NNbLXu/W2M+aBsf9Py9FDVuZ1uyolgikXzS0PU0ljlEezPTRFEUPK+FouhY1vY7fCL/aoJYbOKe70cYhtRqNbrdLul0mrGxsfdd/v2CYtfX16N2noGBAXbu3Ek2m72r/TLtGObIrS+Ka2urnP3JX+N7LumhIdxej/l33saOxznwqedu+RqJRCL5WBAfFCMrzbUbIkq3JoSLfhZIH0URYzb9UZt7SRiKXJVeHbLTwo3xfrxfy07xnBiRaRQhvwd2Pgvp0fde/n23k37vgNeNy3DqT4AQMlNixOny94XYcuCrd7c9ieQ9kCLKJ4CPQy7HvRI+PmpRQ1YUSySSTyKqqjM09HkWl/4drdZFFEUjBLLZR0kk9n4k++C6LidPnmRxcRHHcbBtm927d3PgwAHUO7zbub6+ziuvvBKFkq+vr1MsFnn66adJp+9t48H6/BzdZpP81DSKoqAbJp7jsHzxAnue+BT6HYbQSiQSyUeGYYsMk7f/DaydFTkgKLDjM0KA+ChwWmL7S2+JoNhYTjTg7P3CnbtMVk/Da/+jcJCYCdHcs3ZWZK4k8vd2v4tnhOhTOCz+rVvgtGH+Fdj3lXvv0pH8WiNFlE8A7xd8+lFwL4WPj1rUkBXFEonkk0o6fYQZPUW9/g6e1yKR2Ek6fRxVvbUI4HkNOp1FNM0mFpv60CM9165d4+rVq6TTadLpNK1Wi/Pnz5PNZhkfH7/jdXU6HYaHh6Nz/9raGvPz8xw+fPhD7ee7CQMfYNs4kaoohGEQVSVLJBLJx5bpE8KRsvQ2eF0Y2ieaat4r26RTEc0yZgKyMx9eLLj8AzEWk5kUP82iCLfNTkLhDkO8r/xQZJQM7RcCTODD+nlYfAP2ffHD7ee72Tz3b0NRwfeIqpIlknuEFFE+IdzJmM69zgC5l8LHRy1q3MkolEQikXzciMd3EI9/cKtCpfJLimt/ieOUUFWTZGIv4+N/A8PIfeBr34vFxUVM04zCY1OpFOvr66yurt6xiFKv16MqehDnfk3TaDabd71/78XA2CRmLEajXCKZG8BzHNq1GjsefgzdvMM6TIlEIvlVMLRP/LwfYSiaa85/G9obIgh15CF4+D9+//GaD1rnwmsi28TOisfSYyIXpXjuzkSUMBQZL3bmhoNF1UDVxbjSvWZon8hBaRYhMSyCdbtl2PnM3YfrSiTvgfQ1PWD0XSPnz59nY2OD8+fPRy6SD7POeyV8ZDIZHMehn2d8v0WNvoBULBYpl8sUi0VZUSyRSB4out1lVla/he81icd2YBp5avWTFIvf/VXvWkQul6Pb7Ubn/iAI8H3/vpz7B8Yn2PvE0wCUFuZplDYo7NrDnsefuufbkkgkkl8Z5Wvwzr8XIzeDe4R7Ze4VEax6z7kLJ4eiwMCMcMr0XYC+K6qJ0++fr3VXFA7Dgd8Q21g7Jxp6Jp4QY0gSyT1GOlEeMO7HuMy9dHN81Pkuv+pRKIlEIrnftFqX8bwqifg+FEVBVXUsc5hG8yye10DXU3e13omJCdbX1+l0OliWRavVQlVVRkZG7nhdu3btYm1tjbW1NXRdx3Vd8vk8U1NTd7Vv74eiKOx69AlGdu+lvr6GYdsMjE2gavJOpEQieYBYOy8yQIYPCcHCSkNiSGSZHP5tka9ypygKTD4Bp/+9qAg2U8LZYcShcPDO17fn81C6KnJQdHtzPOkATDx65+v6IFQVDn1dNPLUl8X+D+6WLhTJfUGKKA8Y92Nc5l4KH78KUeOjaCySSCSSB42dO3dSr9dZXFyk0Whg2zYHDhxgdPTOWxVyuRxPP/008/Pz1Ot1crkc09PTJBKJ+7DngkQ2RyJ79+NMEolE8mvJ7s8KF8fy21BfgVgWDv8WDN+FiJLfA0//I5h7Fdrroklo6imxzvtFeuz+OF0kki0oYShT1h4kTp06xfnz529yohw4cOBDCQn3OmdFIpFIJPeGbneZa9f/v4SBg2WNEQQ9Ot15BgeeYWLi9z/UuvsVx51Oh1QqRTKZvEd7LZFIJJIPRekqvPz/En9Pj4kMkMqcaPc5/gcfbt1hCNU50aqTHofE4IffX4nkAUKKKA8Y727S6btG7leFsEQikUh+9dwULJvcy/jYhwuWlUgkEsnHmPsRLCuRSG4LKaI8gEjXiEQikfz6ca8rjiUSiUTyCeBeVxxLJJIPRIooEolEIpFIJBKJRCKRSCS3gZQqJRKJRCKRSCQSiUQikUhuAymiSCQSiUQikUgkEolEIpHcBlJEkUgkEolEIpFIJBKJRCK5DaSIIpFIJBKJRCKRSCQSiURyG0gRRSKRSCQSiUQikUgkEonkNpAiikQikUgkEolEIpFIJBLJbSBFFIlEIpFIJBKJRCKRSCSS20CKKBKJRCKRSCQSiUQikUgkt4EUUSQSiUQikUgkEolEIpFIbgMpokgkEolEIpFIJBKJRCKR3AZSRJFIJBKJRCKRSCQSiUQiuQ2kiCKRSCQSiUQikUgkEolEchtIEUUikUgkEolEIpFIJBKJ5DaQIopEIpFIJBKJRCKRSCQSyW0gRRSJRCKRSCQSiUQikUgkkttAiigSiUQikUgkEolEIpFIJLeBFFEkEolEIpFIJBKJRCKRSG4DKaJIJBKJRCKRSCQSiUQikdwGUkSRSCQSiUQikUgkEolEIrkN/v+k43fgOXF4KgAAAABJRU5ErkJggg==", "text/plain": [ "<Figure size 1400x400 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axes = plt.subplots(1,3, figsize=(14,4))\n", "plot_clusters(X, title=\"Data\", ax=axes[0])\n", "plot_clusters(X, title=\"RBF-based distance\", clusters=partition_3, ax=axes[1])\n", "plot_clusters(X, title=\"Weighted Mahalanobis distance\", clusters=partition_4, ax=axes[2])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- It should be clear by now the impact of the (dis)similarity measure in classification and clustering.\n", "- But how to measure the distance between time series? \n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "marked": false }, "slideshow": { "slide_type": "slide" } }, "source": [ "## Time series similarity" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We will look at 3 families of approaches to compute a distance between time series:\n", " - Alignment-based metrics.\n", " - Time series kernels.\n", " - Vector distance on time series embeddings.\n", "- Each approach comes with pros and cons.\n", "- In the following, we will look at one representative for each faimily." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Multivariate Time Series (MTS)\n", "\n", "- The approaches we discuss in the following can be applied to datasets of MTS.\n", "- An MTS is represented by a matrix $\\mathbf{X} \\in \\mathbb{R}^{T \\times V}$, where $T$ is the number of time steps and $V$ is the variables.\n", "- The whole datatset can be represented by a 3-dimensional array `X` of size `[N, T, V]`.\n", "- In a classification setting, the $i$-th MTS `X[i,:,:]` is associated with with a class label `y[i]`.\n", "\n", "<img src=\"media/mts_data.png\" style=\"width: 60%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Example:** \n", "- Consider the [uWave](https://ieeexplore.ieee.org/document/4912759) MTS dataset.\n", "- Each MTS represents the $(x,y,z)$ measurements of an accelerometer wore when doing one of the following gestures.\n", "- The dot is the starting point, the arrow the end point.\n", "\n", "<img src=\"media/UWaveGestureLibrary.jpg\" style=\"width: 20%; display: block; margin: auto;\">" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "skip" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def plot_uwave():\n", " X, Y, _, _ = DataLoader().get_data('UWAVE')\n", " _, axes = plt.subplots(3, 8, figsize=(15, 5), subplot_kw={'projection': '3d'})\n", " for i in range(len(np.unique(Y))):\n", " idx = np.where(Y == i+1)[0][:3]\n", " for j, id in enumerate(idx):\n", " axes[j,i].plot(X[id, :, 0], X[id, :, 1], X[id, :, 2], color=plt.cm.tab10(i))\n", " axes[j,i].set_xticks(())\n", " axes[j,i].set_yticks(())\n", " axes[j,i].set_zticks(())\n", " axes[j,i].spines[['right', 'left', 'top', 'bottom']].set_visible(False)\n", " if j == 0:\n", " axes[j,i].set_title(f\"Class {i+1}\")\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded UWAVE dataset.\n", "Number of classes: 8\n", "Data shapes:\n", " Xtr: (200, 315, 3)\n", " Ytr: (200, 1)\n", " Xte: (428, 315, 3)\n", " Yte: (428, 1)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 1500x500 with 24 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_uwave()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Alignment-based metric: Dynamic Time Warping (DTW)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- An alignment-based metric relies on a temporal alignment of two time series to assess their similarity.\n", "- One of the most prominent representatives of this class is Dynamic Time Warping (DTW).\n", "- The idea of DTW is to first align two time series and then compute an Euclidean distance between the matched elements." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Let's first consider a naïve approach.\n", "- We compute a distance between all the time steps of two time series $\\boldsymbol{x}$ and $\\boldsymbol{y}$ of length $T_x$ and $T_y$, respectively: \n", "\n", "$$d(\\boldsymbol{x}, \\boldsymbol{y}) = \\sum \\limits_{t=1}^{\\min(T_x, T_y)} \\|x(t) - y(t)\\|_2$$\n", "\n", "- If the two time series are very similar but slightly disaligned, it will produce a large distance.\n", "\n", "<img src=\"media/DTW_idea_1.gif\" style=\"width: 40%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- DTW disregards the exact timestamps at which the observations occur.\n", "- DTW seeks for the *temporal alignment* (a matching between time indexes of the two time series) that minimizes Euclidean distance between the aligned series.\n", "\n", "<img src=\"media/DTW_idea_2.gif\" style=\"width: 40%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### DTW algorithm\n", "\n", "- DTW solves the following optimization problem:\n", "\n", "$$\\text{DTW}(\\boldsymbol{x}, \\boldsymbol{y}) = \\min \\limits_{\\pi \\in \\mathcal{P}(\\boldsymbol{x}, \\boldsymbol{y})} \\left( \\sum \\limits_{(i,j) \\in \\pi} d(x(i), y(j)) \\right)$$\n", "\n", "- $\\pi$ is an *alignment path* of length $K$, i.e., a sequence of index pairs.\n", "- $\\mathcal{P}(\\boldsymbol{x}, \\boldsymbol{y})$ is the set of all admissible paths." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "An admissible path should satisfy the following conditions:\n", "\n", "1. The beginning and the end of the two time series are matched together.\n", " - $\\pi_{1} = (1,1)$\n", " - $\\pi_{K} = (T_x, T_y)$\n", " \n", "<img src=\"media/start_end.png\" style=\"width: 40%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "2. The sequence is monotonically increasing in both $i$ and $j$ and all time series indexes should appear at least once.\n", " - $i_{k-1} \\leq i_k \\leq i_{k-1}+1$\n", " - $j_{k-1} \\leq j_k \\leq j_{k-1}+1$\n", " \n", "<img src=\"media/conditions.png\" style=\"width: 40%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The DTW path can be represented by a binary matrix $\\mathbf{P}_\\pi$ whose non-zero entries are those corresponding to a matching between time series elements: \n", "\n", "$$(\\mathbf{P}_\\pi)_{i,j} = \\begin{cases}1 &= \\text{if}\\; (i,j)\\in \\pi \\\\ 0 &= \\text{otherwise}\\end{cases}$$\n", "\n", "- Using the matrix notation, DTW can be rewritten as \n", "\n", "$$\\text{DTW}(\\boldsymbol{x}, \\boldsymbol{y}) = \\min \\limits_{\\pi \\in \\mathcal{P}(\\boldsymbol{x}, \\boldsymbol{y})} \\langle \\mathbf{P}_\\pi, \\mathbf{D}_{\\boldsymbol{x}, \\boldsymbol{y}} \\rangle$$\n", "\n", "- where the $(i,j)^{th}$ element of $\\mathbf{D}_{\\boldsymbol{x}, \\boldsymbol{y}} \\in \\mathbb{R}^{T_x \\times T_y}$ stores the distance $d(x(i), y(j))$.\n", "\n", "<img src=\"media/matrix.png\" style=\"width: 60%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Finding the optimal path\n", "\n", "- First, we fill-up the cost matrix $\\mathbf{D}_{\\boldsymbol{x}, \\boldsymbol{y}}$.\n", "\n", "<img src=\"media/cost.gif\" style=\"width: 30%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Then, we start traversing the matrix from the top-left corner $(1,1)$ to the bottom-right one $(T_x, T_y)$.\n", "- Excluding the borders, at each step we have three options to decide where to go.\n", "- Each path results in a different cost.\n", "- The optimal path is the one with minimum cost... 🤔 But how to find it?\n", "\n", "<img src=\"media/path.gif\" style=\"width: 30%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- We need to compute the cost for each possible path.\n", "- When $T_x=T_y$, the total number of paths is $\\mathcal{O}\\left(\\frac{(3+2\\sqrt{2})^{T_x}}{\\sqrt{T_x}}\\right)$.\n", "- That is a big number: looking at all of them is intractable." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- There are many paths that share the same sections.\n", "- To make the problem tractable, we must avoid recomputing the same paths over and over.\n", "\n", "<img src=\"media/redundant.png\" style=\"width: 30%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We can use *recursion*, a dynamic programming technique that breaks down a complex problem into simpler subproblems.\n", "- Each subproblem is solved just once and the solution is stored in memory. \n", "- When a subproblem is encountered again, its solution is retrieved instead of being recomputed.\n", "- This significantly reduces the number of computations cutting the redundancies." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The recursive algorithm has complexity $\\mathcal{O}(T_x T_y)$ and is formulated as follow:" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "```python\n", "def DTWDistance(x, y):\n", " for i in range(len(x)):\n", " for j in range(len(y)):\n", " DTW[i, j] = d(x[i], y[j])\n", " if i > 0 or j > 0:\n", " DTW[i, j] += min(\n", " DTW[i-1, j ] if i > 0 else inf,\n", " DTW[i , j-1] if j > 0 else inf,\n", " DTW[i-1, j-1] if (i > 0 and j > 0) else inf\n", " )\n", " return DTW[-1, -1]\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The idea is that each block $(i,j)$ recursively ask to its predecessors $(i-1, j)$, $(i, j-1)$, and $(i-1, j-1)$ the cost to reach them.\n", "- The request is propagated back to the origin $(1,1)$ wich returns the first answer.\n", "- The answer is then propagated forward to all the requesters, which update the answer with their own cost.\n", "\n", "<img src=\"media/recursion.gif\" style=\"width: 40%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### DTW properties" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "- The example below show how the DTW changes when two curves are translated and stretched/squeezed at the same time.\n", "\n", "\n", "<img src=\"media/warping.gif\" style=\"width: 45%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Note that the distance influenced only by the \"stretching/squeezing\" part.\n", "- In fact, the DTW is invariant to translation.\n", "\n", "<img src=\"media/warping_fix.gif\" style=\"width: 45%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Note that is possible to add constraints that generate a cost if translation exceeds a certain limit.\n", "\n", "<img src=\"media/warping_constrained.gif\" style=\"width: 45%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### DTW example\n", "\n", "- Let's see DTW in action starting with a simple example.\n", "- We generate two groups of time series using two different AR(1) processes." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "T = 100 # Length of the time series\n", "N = 30 # Time series per set\n", "\n", "# Generate the first set of time series\n", "Y1 = np.zeros((T, N))\n", "for i in range(N):\n", " Y1[:,i] = sm.tsa.arma_generate_sample(ar=[1, -.9], ma=[1], nsample=T, scale=1) \n", "\n", "# Generate the second set of time series\n", "Y2 = np.zeros((T, N))\n", "for i in range(N):\n", " Y2[:,i] = sm.tsa.arma_generate_sample(ar=[1, .9], ma=[1], nsample=T, scale=1)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Let's visualize how the two groups look like by plotting mean and std of each set." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 1000x500 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2,1, figsize=(10, 5))\n", "axes[0].plot(np.mean(Y1, axis=1))\n", "axes[0].fill_between(range(T), np.mean(Y1, axis=1) - np.std(Y1, axis=1), np.mean(Y1, axis=1) + np.std(Y1, axis=1), alpha=0.3)\n", "axes[0].set_title(\"First set\")\n", "axes[1].plot(np.mean(Y2, axis=1))\n", "axes[1].fill_between(range(T), np.mean(Y2, axis=1) - np.std(Y2, axis=1), np.mean(Y2, axis=1) + np.std(Y2, axis=1), alpha=0.3)\n", "axes[1].set_title(\"Second set\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We can visualize the path $\\pi$ on the cost matrix $\\mathbf{D}_{\\boldsymbol{x}, \\boldsymbol{y}}$ for the time series we generated.\n", "- First, we let $\\boldsymbol{x}$ and $\\boldsymbol{y}$ be two time series from the same group.\n", "- Notice how the path $\\pi$ crosses the darker areas, corresponding to smaller dissimilarity values." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x500 with 4 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s1 = Y2[:,1]\n", "s2 = Y2[:,2]\n", "fig = plt.figure(figsize=(5, 5))\n", "d, paths = dtw.warping_paths(s1, s2)\n", "best_path = dtw.best_path(paths)\n", "dtwvis.plot_warpingpaths(s1, s2, paths, best_path, figure=fig);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Then, we select $\\boldsymbol{x}$ and $\\boldsymbol{y}$ from two different groups.\n", "- We see how the dissimilarity is much higher in this case and the path $\\pi$ changes significantly." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x500 with 4 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s1 = Y1[:,1]\n", "s2 = Y2[:,1]\n", "fig = plt.figure(figsize=(5, 5))\n", "d, paths = dtw.warping_paths(s1, s2)\n", "best_path = dtw.best_path(paths)\n", "dtwvis.plot_warpingpaths(s1, s2, paths, best_path, figure=fig);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Finally, we compute the DTW distance between all the time series in the two sets." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 400x400 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Concatenate the two sets of time series\n", "Y = np.concatenate((Y1, Y2), axis=1).T\n", "\n", "# Compute the distance matrix\n", "dtw_dist = dtw.distance_matrix_fast(Y)\n", "\n", "# Plot the distance matrix\n", "plt.figure(figsize=(4,4))\n", "plt.imshow(dtw_dist, cmap='viridis')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- We see a clear block structure. \n", "- The dissimilarity is lower between time series of the same group." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- For comparison, we also compute the Euclidean distance between the time series." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 400x400 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# compute euclidean distance between the time series\n", "euc_dist = pairwise_distances(Y, metric=\"sqeuclidean\")\n", "plt.figure(figsize=(4,4))\n", "plt.imshow(euc_dist, cmap='viridis')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- This time the dissimilarity matrix is less structured and is harder to see the division in two groups.\n", "- As expected, the Euclidean distance is less suitable for these type of data." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Classification with DTW" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "- Now we turn to a real classification problem.\n", "- We will use one of the following datasets." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Available datasets:\n", "\n", "AtrialFibrillation\n", "ArabicDigits\n", "Auslan\n", "CharacterTrajectories\n", "CMUsubject16\n", "ECG2D\n", "Japanese_Vowels\n", "KickvsPunch\n", "Libras\n", "NetFlow\n", "RobotArm\n", "UWAVE\n", "Wafer\n", "Chlorine\n", "Phalanx\n", "SwedishLeaf\n" ] } ], "source": [ "DataLoader().available_datasets()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Japanese_Vowels dataset.\n", "Number of classes: 9\n", "Data shapes:\n", " Xtr: (270, 29, 12)\n", " Ytr: (270, 1)\n", " Xte: (370, 29, 12)\n", " Yte: (370, 1)\n" ] } ], "source": [ "Xtr, Ytr, Xte, Yte = DataLoader().get_data('Japanese_Vowels')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "# Concatenate X and Xte\n", "X = np.concatenate((Xtr, Xte), axis=0)\n", "Y = np.concatenate((Ytr, Yte), axis=0)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dist shape: (640, 640)\n" ] } ], "source": [ "# Compute the dissimilarity matrix\n", "dtw_dist = dtw_ndim.distance_matrix_fast(X)\n", "print(\"dist shape:\", dtw_dist.shape)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Note that we have concatenated the training and test set before computing the distances. Why?\n", "- In the following, we will use an SVC with a pre-computed kernel, i.e., a custom similarity matrix (more details [here](https://scikit-learn.org/stable/modules/svm.html#custom-kernels)).\n", "- There are two sets of distances we need to compute to provide the information to the classifier." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- For training, we need the distances between elements in the training set.\n", " - Let's call the matrix containing these distances **tr-tr**.\n", "- For testing, we need the distances between the training and test set elements.\n", " - These distances are in the matrix **te-tr**.\n", "\n", "<img src=\"media/dist_matrix.png\" style=\"width: 40%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Unfortunately, `dtw_ndim.distance_matrix_fast` does not compute distances across two different sets, meaning that it cannot compute **te-tr** explicitly.\n", "- In our case, since the dataset is small, we can compute the whole distance matrix and keep only the parts we need.\n", "- Note that some computations (**tr-te** and **te-te**) are *wasted*.\n", "- If the computing resources are limited or the dataset is too large, it's better to iterate through the elements of the training and test set and compute only the distances that we actually need." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The kernel is a similarity matrix with elements in [0,1].\n", "- We can obtain it with the following transformation. " ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 400x400 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dtw_sim = 1.0 - dtw_dist/dtw_dist.max()\n", "\n", "# Plot the similarity matrix\n", "idx_sorted = np.argsort(Y[:,0])\n", "dtw_sim_sorted = dtw_sim[:,idx_sorted][idx_sorted,:]\n", "fig = plt.figure(figsize=(4,4))\n", "plt.imshow(dtw_sim_sorted);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Next, we extract the kernels that we actually need." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(270, 270)\n", "(370, 270)\n" ] } ], "source": [ "sim_trtr = dtw_sim[:Xtr.shape[0], :Xtr.shape[0]]\n", "print(sim_trtr.shape)\n", "\n", "sim_tetr = dtw_sim[Xtr.shape[0]:, :Xtr.shape[0]]\n", "print(sim_tetr.shape)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Finally we train the classifier and compute the classification performance on the test data." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 97.30%\n" ] } ], "source": [ "clf = svm.SVC(kernel='precomputed', C=1).fit(sim_trtr, Ytr.ravel())\n", "y_pred = clf.predict(sim_tetr)\n", "accuracy = accuracy_score(Yte.ravel(), y_pred)\n", "print(f\"Accuracy: {accuracy*100:.2f}%\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### $k$-NN classifier\n", "\n", "- Once computed, the distance/similarity matrix can seamlessly be used with other classifiers.\n", "- One example is the classic the $k$-NN classifier, which simply implements a majority vote:\n", " - A test sample is assigned the most frequent class among its $k$ nearest neighbors ($k$-NN) in the training set.\n", "- In our case, the neighbors are identified based on the DTW distance." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# In this case we use the DTW distance directly.\n", "dtw_trtr = dtw_dist[:Xtr.shape[0], :Xtr.shape[0]]\n", "dtw_tetr = dtw_dist[Xtr.shape[0]:, :Xtr.shape[0]]" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 96.49%\n" ] } ], "source": [ "neigh = KNeighborsClassifier(n_neighbors=3, metric='precomputed') # specify k=3\n", "neigh.fit(dtw_trtr, Ytr.ravel())\n", "y_pred = neigh.predict(dtw_tetr)\n", "accuracy = accuracy_score(Yte.ravel(), y_pred)\n", "print(f\"Accuracy: {accuracy*100:.2f}%\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Clustering with DTW" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "- To perform clustering we can use HC.\n", "- As before, we will use Ward Linkage to generate the hierarchy `Z`.\n", "- We need to pass the DTW dissimilarity matrix." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "distArray = ssd.squareform(dtw_dist)\n", "Z = linkage(distArray, 'ward') " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- To obtain the acutal clusters we need to put a threshold.\n", "- To select the threshold, we look at the hierarchy `Z` with a dendrogram plot." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 2000x1000 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20, 10))\n", "dn = dendrogram(Z, color_threshold=50, above_threshold_color='k', \n", " show_leaf_counts=False)\n", "plt.xticks([]);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- A value between 50 and 60 seems to give a stable partition." ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 9 clusters\n" ] } ], "source": [ "partition = fcluster(Z, t=55, criterion=\"distance\")\n", "print(f\"Found {len(np.unique(partition))} clusters\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Finally, we compute the agreement between the partition and the actual class labels." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DTW-based clustering NMI: 0.95\n" ] } ], "source": [ "print(f\"DTW-based clustering NMI: {v_measure_score(partition, Y.ravel()):.2f}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Visualization through dimensionality reduction" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "- How can we visualize our dataset in a meaningful way?\n", "- We have $N$ samples, each one representing a multivariate time series of size $T \\times V$.\n", "- Plotting them directly is impossible." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- In a previous lecture we encountered PCA, a technique to reduce the data dimensionality.\n", "- Reducing data to 2 or 3 dimension would make visualization possible." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- If the data are vectors, i.e., $\\mathbf{X} \\in \\mathbb{R}^{N \\times V}$, PCA first computes the empirical correlation matrix $\\mathbf{X}^\\top\\mathbf{X} \\in \\mathbb{R}^{V \\times V}$ that captures the covariance among the features in the dataset. \n", "- PCA uses this information to project the data onto the directions (principal components) that maximize variance.\n", "- Unfortunately, the empirical correlation is meaningless if the data are time series because we are not interested in the correlation of individual time steps.\n", "- The problem further complicates if the time series are multivariate." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- PCA can compute the principal components also through the eigendecomposition of the Gram matrix $\\mathbf{X}\\mathbf{X}^\\top \\in \\mathbb{R}^{N \\times N}$.\n", "- The Gram matrix is a covariance matrix, i.e., a similarity matrix that captures linear relationships between data samples.\n", "- As with the Euclidean distance, a linear covariance matrix is not suitable for time series.\n", "- However, we can replace the covariance with another kernel matrix, such as the one derived from DTW.\n", "- The PCA algorithm that uses kernel matrices is called [KernelPCA](https://scikit-learn.org/stable/auto_examples/decomposition/plot_kernel_pca.html)." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 800x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kpca = KernelPCA(n_components=2, kernel='precomputed')\n", "embeddings_pca = kpca.fit_transform(dtw_sim)\n", "\n", "fig = plt.figure(figsize=(8,6))\n", "plt.scatter(embeddings_pca[:,0], embeddings_pca[:,1], c=Y.ravel(), s=10, cmap='tab20')\n", "plt.title(\"Kernel PCA embeddings\")\n", "plt.gca().spines[['right', 'left', 'top', 'bottom']].set_visible(False)\n", "plt.xticks(())\n", "plt.yticks(());" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- KernelPCA maps each time series to a 2D point.\n", "- The DTW-based similarity caputures well the structure of the data and the relationships among the time series.\n", "- As a result, KernelPCA projects the classes in relatively well-separated groups.\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Time-series kernels" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- A kernel for time series data is a mathematical function used to measure the similarity between two time series \n", "\n", "$$k(\\boldsymbol{x}, \\boldsymbol{y}) \\geq 0$$\n", "\n", "- We will consider the [Time Series Cluster Kernel (TCK)](https://github.com/FilippoMB/Time-series-cluster-kernel), which offers the following advanages\n", " - Suitable for multi-variate time series.\n", " - Can deal with missing data.\n", " - Robust to hyperparameters selection." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- To build a kernel, TCK combines *Gaussian Mixture Models (GMM)* with an *ensemble learning* approach.\n", "\n", "<img src=\"media/tck_scheme.png\" style=\"width: 90%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### GMM\n", "\n", "- A GMM assumes that all the data points are generated from a mixture of $C$ Gaussian distributions (components) with unknown parameters $\\{ \\mu_c, \\Sigma_c \\}_{c=1}^C$. \n", "- GMMs are used for clustering.\n", "- Each cluster is modeled by a Gaussian distribution. " ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "slideshow": { "slide_type": "skip" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def plot_gmm(X, n_components, ax=None):\n", "\n", " gmm = GaussianMixture(n_components=n_components, covariance_type=\"full\", random_state=0)\n", " gmm.fit(X)\n", "\n", " if ax is None:\n", " _, ax = plt.subplots(1,1,figsize=(6, 6))\n", "\n", " # Plot data\n", " ax.scatter(X[:, 0], X[:, 1], c='gray', s=10, alpha=0.5, edgecolors='gray')\n", " \n", " # Plot ellipses\n", " for n in range(gmm.n_components):\n", " color = plt.cm.tab10(n)\n", " covariances = gmm.covariances_[n][:2, :2]\n", " v, w = np.linalg.eigh(covariances)\n", " u = w[0] / np.linalg.norm(w[0])\n", " angle = np.arctan2(u[1], u[0])\n", " angle = 180 * angle / np.pi # convert to degrees\n", " v = 2.0 * np.sqrt(2.0) * np.sqrt(v)\n", " ell = mpl.patches.Ellipse(\n", " gmm.means_[n, :2], v[0], v[1], angle=180 + angle, color=color\n", " )\n", " ell.set_clip_box(ax.bbox)\n", " ell.set_alpha(0.5)\n", " ax.add_artist(ell)\n", " ax.spines[['right', 'left', 'top', 'bottom']].set_visible(False)\n", " ax.set_xticks(())\n", " ax.set_yticks(())" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# Create toy data\n", "X, y = datasets.make_classification(n_samples=950, n_features=2, n_informative=2, \n", " n_redundant=0, n_clusters_per_class=1, random_state=4, \n", " n_classes=3, class_sep=1.5, flip_y=0.1)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 1800x600 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axes = plt.subplots(1, 3, figsize=(18, 6))\n", "for i, n in enumerate([2, 3, 4]):\n", " plot_gmm(X, n, ax=axes[i])\n", " axes[i].set_title(f\"GMM with $C$={n} components\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Mathematically, a GMM is defined as:\n", "\n", "$$p(x) = \\sum_{c=1}^{C} \\pi_c \\mathcal{N}(x | \\mu_c, \\Sigma_c)$$\n", "\n", "- $\\pi_c$ is the mixing coefficient of the $c$-th Gaussian, with $0 \\leq \\pi_c \\leq 1$ and $\\sum_{c=1}^{C} \\pi_c = 1$.\n", "- $\\pi_c$ indicates how much a data point $x$ belongs to the $c$-th Gaussian $\\mathcal{N}(x | \\mu_c, \\Sigma_c)$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Clustering with GMM involves estimating the parameters $\\pi_c$, $\\mu_c$, and $\\Sigma_c$ using the Expectation-Maximization (EM) algorithm:\n", " - The EM algorithm iteratively assigns data points to clusters (expectation step).\n", " - Then, updates the parameters to maximize the likelihood of the data given the current clusters (maximization step). \n", "- In the end, each data point is assigned with a probability of belonging to each cluster.\n", "- The output is a *soft clustering* where points can belong to multiple clusters with different probabilities." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The output can be represented by a *soft cluster assignment matrix* $\\boldsymbol{\\Pi} \\in \\mathbb{R}^{N \\times C}$.\n", "- The $(i,c)$-th element of $\\boldsymbol{\\Pi}$ is the membership of the MTS $i$ to cluster $c$: $\\boldsymbol{\\Pi}[i,c] = \\pi^{(i)}_c$.\n", "- The $i$-th row of $\\boldsymbol{\\Pi}$ represent all the memberships oft the $i$-th MTS: $\\boldsymbol{\\Pi}[i,:] = \\Pi^{(i)}$.\n", "- Crisp cluster assignments (cells in gray in the figure) are obtained by taking the maximum value in $\\Pi^{(i)}$.\n", "\n", "<img src=\"media/soft_clust.png\" style=\"width: 35%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### GMM for time series with missing data\n", "\n", "TCK modifies the standard GMM model in two ways.\n", "\n", "1. To handle *time series data*, the means of the GMM model become multi-variate time series.\n", " - Standard GMM: $\\boldsymbol{\\mu}_c \\in \\mathbb{R}^V$.\n", " - TCK GMM: $\\boldsymbol{\\mu}_c \\in \\mathbb{R}^{T \\times V}$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "2. To handle missing values, TCK puts priors on the GMM parameters and replaces the EM algorithm with Maximum a-posteriori (MAP) estimation.\n", " - EM: $\\boldsymbol{\\hat \\mu}, \\boldsymbol{\\hat \\Sigma} = \\text{argmax}_{\\boldsymbol{\\mu}, \\boldsymbol{\\Sigma}} p(\\mathbf{X} | \\boldsymbol{\\mu}, \\boldsymbol{\\Sigma})$.\n", " - MAP with priors: $\\boldsymbol{\\hat \\mu}, \\boldsymbol{\\hat \\Sigma} = \\text{argmax}_{\\boldsymbol{\\mu}, \\boldsymbol{\\Sigma}} p(\\mathbf{X} | \\boldsymbol{\\mu}, \\boldsymbol{\\Sigma}) p(\\boldsymbol{\\mu}, \\boldsymbol{\\Sigma})$\n", "- The resulting means are smoother and the parameters are similar to the overall mean and covariance in clusters with few samples.\n", "\n", "<img src=\"media/map.png\" style=\"width: 65%; display: block; margin: auto;\">\n", "\n", "<div style=\"text-align: center; font-size: 15px;\">Image: <a href=\"https://dl.acm.org/doi/abs/10.1145/2110363.2110408\">Marlin at al., 2012</a></div>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Ensemble learning\n", "\n", "- Ensemble approach: combine many weak models to obtain a more powerful one.\n", "- Reduces the sensitivity to hyperparameters selection.\n", "- Can produce a well-defined kernel." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The ensemble of GMMs is obtained by fitting $G$ different GMMs on:\n", " - A subset of the $N$ MTS in the dataset.\n", " - A subset of the $V$ variables.\n", " - A segment of indices of length $\\leq T$ in the time series.\n", " \n", "<img src=\"media/ensemble.png\" style=\"width: 100%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- The kernel matrix is obtained by combining the clustering results from the $G$ GMMs in the ensemble.\n", "- Specifically, $k(\\boldsymbol{x}, \\boldsymbol{y})$ is proportional to how many times $\\boldsymbol{x}$ and $\\boldsymbol{y}$ are assigned to the same GMM:\n", "\n", "$$k(\\boldsymbol{x}, \\boldsymbol{y}) = \\sum \\limits_{g \\in G} \\Pi^{(\\boldsymbol{x})}(g)^\\top \\Pi^{(\\boldsymbol{y})}(g)$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Classification with TCK" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "- We load the same data as before." ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Japanese_Vowels dataset.\n", "Number of classes: 9\n", "Data shapes:\n", " Xtr: (270, 29, 12)\n", " Ytr: (270, 1)\n", " Xte: (370, 29, 12)\n", " Yte: (370, 1)\n" ] } ], "source": [ "Xtr, Ytr, Xte, Yte = DataLoader().get_data('Japanese_Vowels')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- One of the main advantages of TCK is the ability in handling missing values.\n", "- From the previous data, we randomly remove 40% of the data by setting the values to `np.nan`." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "mask_tr = np.random.choice([0, 1], size=Xtr.shape, p=[0.6, 0.4])\n", "Xtr[mask_tr == 1] = np.nan\n", "mask_te = np.random.choice([0, 1], size=Xte.shape, p=[0.6, 0.4])\n", "Xte[mask_te == 1] = np.nan" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We create a TCK kernel with `G=30` GMMs, each with `C=15` components.\n", " - In general, the higher the values of `G` the better the performance but the higher the computation time.\n", " - `C` controls the model complexity. Too low $\\rightarrow$ underfit, too high $\\rightarrow$ overfit.\n", "- Then, we fit TCK on the training data.\n", "- As in the DTW case, we compute the two kernels $K_\\text{tr-tr}$ and $K_\\text{tr-te}$ to train and test our classifier." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The dataset contains missing data\n", "\n", "Training the TCK using the following parameters:\n", "\tC = 15, G = 30\n", "\tNumber of MTS for each GMM: 216 - 270 (80 - 100 percent)\n", "\tNumber of attributes sampled from [2, 11]\n", "\tLength of time segments sampled from [6, 23]\n", "\n", "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "af7df5607f484d2db92ab807b91f43c5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Fitting GMMs: 0%| | 0/420 [00:00<?, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1ea931374569410b9bab55f6169a98fc", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Computing TCK (tr-tr): 0%| | 0/420 [00:00<?, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c84e3c1dd0254e538343fcecc5c742be", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Computing TCK (tr-te): 0%| | 0/420 [00:00<?, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Ktr shape: (270, 270)\n", "Kte shape: (370, 270)\n" ] } ], "source": [ "tck = TCK(G=30, C=15)\n", "Ktr = tck.fit(Xtr).predict(mode='tr-tr')\n", "Kte = tck.predict(Xte=Xte, mode='tr-te').T\n", "print(f\"Ktr shape: {Ktr.shape}\\nKte shape: {Kte.shape}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**💡 Tip**\n", "- If TCK is taking too long, try reducing the number of GMMs (`G`) or the number of components (`C`)." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Test accuracy: 0.92\n" ] } ], "source": [ "clf = svm.SVC(kernel='precomputed').fit(Ktr, Ytr.ravel()) # Train\n", "Ypred = clf.predict(Kte) # Test\n", "print(f\" Test accuracy: {accuracy_score(Yte, Ypred):.2f}\") " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "- Even with 40% of missing data, with TCK we maintain a good classification performance.\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Time-series embedding" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The last approach we consider is to embed the whole MTS into a real-valued vector.\n", "- Doing that allows us to use standard (dis)similarity measures for vectorial data (cosine similarity, Euclidean distance, etc...).\n", "- The key problem is how to embed the temporal information into a static vector in a meaningful way." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- There are many approaches for extracting static features from a time series.\n", "- For example, see [here](https://github.com/fraunhoferportugal/tsfel) for a collection of simple techniques.\n", "- In this lecture, we will focus on Reservoir Computing (RC) to generate embeddings of MTS." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### RC framework\n", "\n", "- We will rely on the [RC framework for MTS classification and clustering](https://reservoir-computing.readthedocs.io/en/latest/).\n", "\n", "<img src=\"media/RC_classifier.png\" style=\"width: 90%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The RC framework consists of 4 modules:\n", " 1. Reservoir module.\n", " 2. Dimensionality reduction module.\n", " 3. MTS representation module.\n", " 4. Readout module." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Reservoir module\n", "\n", "- This module generates a sequence of Reservoir states from a given MTS $\\boldsymbol{x}$ as \n", "\n", "$$\\mathbf{h}(t) = \\sigma \\left(\\mathbf{W}_i \\boldsymbol{x}(t)+\\mathbf{W}_h \\mathbf{h}(t-1)\\right)$$\n", "\n", "- If we have $N$ MTS they can be processed in parallel by the Reservoir and generate the sequence of states \n", "\n", "$$\\{\\mathbf{H}(1), \\mathbf{H}(2), \\dots, \\mathbf{H}(T)\\}$$ \n", "\n", "- with $\\mathbf{H}(t) \\in \\mathbb{R}^{N \\times H}$. \n", "- The Reservoir can operate in two modalities:\n", " 1. Unidirectional.\n", " 2. Bidirectional." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Unidirectional Reservoir**\n", "- This is the same Reservoir we saw in the previous lectures.\n", " - Input: MTS data `X` of shape `[N, T, V]`.\n", " - Output: a sequence of states `H` of shape `[N, T, H]`.\n", " \n", "<img src=\"media/unidir.png\" style=\"width: 30%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Bidirectional Reservoir**\n", "- This Reservoir processes the time series also backwards.\n", "- This allows to retrieve context from both past and future data points capture more complex and longer temporal dependencies.\n", "- a Bidirectional Reservoir is not *causal*: it cannot be used for forecasting but is suitable for classification and clustering.\n", " - Input: MTS data `X` of shape `[N, T, V]`.\n", " - Output: a sequence of states `H` of shape `[N, T, 2*H]`.\n", "\n", "<img src=\"media/bidir.png\" style=\"width: 30%; display: block; margin: auto;\">" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Japanese_Vowels dataset.\n", "Number of classes: 9\n", "Data shapes:\n", " Xtr: (270, 29, 12)\n", " Ytr: (270, 1)\n", " Xte: (370, 29, 12)\n", " Yte: (370, 1)\n" ] } ], "source": [ "Xtr, Ytr, Xte, Yte = DataLoader().get_data('Japanese_Vowels')" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unidir\n", " H: (270, 29, 300)\n", "Bidir\n", " H: (270, 29, 600)\n" ] } ], "source": [ "H_uni = Reservoir(n_internal_units=300).get_states(Xtr, bidir=False)\n", "print(f\"Unidir\\n H: {H_uni.shape}\")\n", "\n", "H_bi = Reservoir(n_internal_units=300).get_states(Xtr, bidir=True)\n", "print(f\"Bidir\\n H: {H_bi.shape}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Dimensionality reduction module (optional)\n", "\n", "- This module reduces the dimensionality of the Reservor states from `[N,T,H]` (or `[N,T,2*H]`) to `[N,T,R]`.\n", "- This module is optional, i.e., dimensionality reduction can be skipped.\n", "- However, it drammatically speed up computations especially when using more advanced representations (more details soon).\n", "- Dimensionality reduction can be implemented by \n", " 1. Standard PCA\n", " 2. Tensor PCA\n", "\n", "<img src=\"media/dim_red.png\" style=\"width: 30%; display: block; margin: auto;\">" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Standard PCA**\n", "- Standard PCA only works on uni-dimensional data.\n", "- Reshape `H` from `[N,T,H]` to `[N*T,H]`.\n", "- Apply PCA and keep the first `R` components.\n", "- Reshape `[N*T,R]` back to `[N,T,R]`.\n", "- 🛑 Problem: the sample and the time steps are mixed up and modes of variation in time within individual samples are ingored." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Tensor PCA**\n", "\n", "- Compute the following covariance matrix \n", "\n", "$$\\mathbf{S} = \\frac{1}{N-1} \\sum \\limits_{n=1}^N (\\mathbf{H}_n - \\mathbf{\\bar H})^\\top (\\mathbf{H}_n - \\mathbf{\\bar H}) \\in \\mathbb{R}^{H \\times H}$$\n", "\n", "- where $\\mathbf{H}_n \\in \\mathbb{R}^{T \\times H}$ is obtained as `H[n,:,:]` and $\\mathbf{\\bar H} = \\frac{1}{N} \\sum \\limits_{n=1}^N \\mathbf{H}_n \\in \\mathbb{R}^{T \\times H}$.\n", "- This allows to compute the variations across the Reservoir dimension by keeping sample- and time-dimension separated.\n", "- Then, we take the first $R$ eigenvectors of $\\mathbf{S}$: $\\mathbf{D} = [\\mathbf{u}_1, \\mathbf{u}_2, \\dots, \\mathbf{u}_R]\\in \\mathbb{R}^{H \\times R}$. \n", "- We obtain the reduced states with the following matrix multiplication: $\\mathbf{\\hat H}_n = \\mathbf{H}_n \\mathbf{D}$." ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "H_red: (270, 29, 75)\n" ] } ], "source": [ "H_red = tensorPCA(n_components=75).fit_transform(H_bi)\n", "print(f\"H_red: {H_red.shape}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Representation module\n", "\n", "- This module is responsible of transforming the sequence of Reservoir states into a vectorial representation $\\mathbf{r}_\\mathbf{X}$.\n", "- The Reservoir extracts and separates the dynamical features.\n", "- In addition, it keeps a memory of all the past input.\n", "- Therefore, in some cases, is sufficient to keep only the *last Reservoir state* to represent the whole MTS.\n", "\n", "<img src=\"media/last_state.png\" style=\"width: 10%; display: block; margin: auto;\">" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rx_last: (270, 75)\n" ] } ], "source": [ "rx_last = H_red[:,-1,:]\n", "print(f\"rx_last: {rx_last.shape}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- In practice, even when using a bidirectional Reservoir, this simple representation might fail to capture important information in the middle of the time series." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Output model space**\n", "\n", "- A more effective representation is obtained as follows.\n", " 1. Train a linear readout to predict the MTS one step-ahead \n", "\n", " $$\\boldsymbol{x}(t+1) = \\mathbf{h}(t)\\mathbf{W}_o + \\mathbf{w}_o$$\n", "\n", " 2. The parameters of the linear model $\\boldsymbol{\\theta}_o = [\\text{vec}(\\mathbf{W}_o); \\mathbf{w}_o] \\in \\mathbb{R}^{V(R+1)}$ become the $\\mathbf{r}_\\mathbf{X}$.\n", "\n", "<img src=\"media/output_ms.png\" style=\"width: 12%; display: block; margin: auto;\">" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rx_out: (270, 1824)\n" ] } ], "source": [ "out_pred = Ridge(alpha=1.0)\n", "\n", "# If we use a bidirectional Reservoir we also need to predict the time series backwards\n", "X = np.concatenate((Xtr, Xtr[:, ::-1, :]), axis=2) \n", "\n", "coeff, biases = [], []\n", "for i in range(X.shape[0]):\n", " out_pred.fit(H_red[i, 0:-1, :], X[i, 1:, :])\n", " coeff.append(out_pred.coef_.ravel())\n", " biases.append(out_pred.intercept_.ravel())\n", "rx_out = np.concatenate((np.vstack(coeff), np.vstack(biases)), axis=1)\n", "\n", "print(f\"rx_out: {rx_out.shape}\") # [N, 2*V*(R+1)]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Reservoir model space**\n", "\n", "- A similar approach is to use the coefficients of a linear model that predicts the next state of the Reservoir \n", "\n", "$$\\mathbf{h}(t+1) = \\mathbf{h}(t)\\mathbf{W}_h + \\mathbf{w}_h$$\n", "\n", "- The MTS representation $\\mathbf{r}_\\mathbf{X}$ becomes $\\boldsymbol{\\theta}_h = [\\text{vec}(\\mathbf{W}_h); \\mathbf{w}_h] \\in \\mathbb{R}^{R(R+1)}$.\n", "\n", "<img src=\"media/reservoir_ms.png\" style=\"width: 15%; display: block; margin: auto;\">" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rx_res: (270, 5700)\n" ] } ], "source": [ "res_pred = Ridge(alpha=1.0)\n", "\n", "coeff, biases = [], []\n", "for i in range(H_red.shape[0]):\n", " res_pred.fit(H_red[i, 0:-1, :], H_red[i, 1:, :])\n", " coeff.append(res_pred.coef_.ravel())\n", " biases.append(res_pred.intercept_.ravel())\n", "rx_res = np.concatenate((np.vstack(coeff), np.vstack(biases)), axis=1)\n", "\n", "print(f\"rx_res: {rx_res.shape}\") # [N, R*(R+1)]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- In principle, the Reservoir model space $\\boldsymbol{\\theta}_h$ provides a better representation than the Output model space $\\boldsymbol{\\theta}_o$. Why 🤔?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- The Reservoir generates a large pool of dynamics but only few are needed to predict the input at a specific forecast horizon, i.e., 1 if we predict $\\boldsymbol{x}(t+1)$.\n", "- Not being useful for the task, the other dynamics are discarded even if they are still useful to characterize the MTS." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- On the other hand, to predict the next Reservoir state $\\mathbf{h}(t+1)$ is necessary to consider *all* Reservoir dynamics.\n", "- This makes $\\boldsymbol{\\theta}_h$ a more powerful representation as it fully characterizes the MTS." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Readout module" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "- The readout module is responsible to classify or cluster the MTS representations.\n", "- Being each representation $\\mathbf{r}_\\mathbf{X}$ a vector, any standard classifier for vectorial data can be used.\n", "- Similarly, we can use standard (dis)similarity measures for vectorial data.\n", "- For example, clustering can be done using the Linkage aglorithm on the Euclidean distances between MTS representations." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Classification with RC embeddings\n", "\n", "- We can use the high-level function `RC_model` to perform the classification.\n", "- The function takes as input the hyperparameters to configure:\n", " 1. the Reservoir module,\n", " 2. the dimensionality reduction module,\n", " 3. the representation module,\n", " 4. the readout module.\n", "- To keep things clean, let's store the hyperparameters in a Python dictionary." ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "config = {}\n", "\n", "# Hyperarameters of the reservoir\n", "config['n_internal_units'] = 450 # size of the reservoir\n", "config['spectral_radius'] = 0.9 # largest eigenvalue of the reservoir\n", "config['leak'] = None # amount of leakage in the reservoir state update (None or 1.0 --> no leakage)\n", "config['connectivity'] = 0.25 # percentage of nonzero connections in the reservoir\n", "config['input_scaling'] = 0.1 # scaling of the input weights\n", "config['noise_level'] = 0.01 # noise in the reservoir state update\n", "config['n_drop'] = 5 # transient states to be dropped\n", "config['bidir'] = True # if True, use bidirectional reservoir\n", "config['circle'] = False # use reservoir with circle topology\n", "\n", "# Dimensionality reduction hyperparameters\n", "config['dimred_method'] = 'tenpca' # options: {None (no dimensionality reduction), 'pca', 'tenpca'}\n", "config['n_dim'] = 75 # number of resulting dimensions after the dimensionality reduction procedure\n", "\n", "# Type of MTS representation\n", "config['mts_rep'] = 'reservoir' # MTS representation: {'last', 'mean', 'output', 'reservoir'}\n", "config['w_ridge_embedding'] = 10.0 # regularization parameter of the ridge regression\n", "\n", "# Type of readout\n", "config['readout_type'] = 'lin' # readout used for classification: {'lin', 'mlp', 'svm'}\n", "config['w_ridge'] = 5.0 # regularization of the ridge regression readout" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We create a RC classifier by passing the configuration parameters." ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "classifier = RC_model(**config)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We load again the data (good practice to be sure of getting clean data)." ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Japanese_Vowels dataset.\n", "Number of classes: 9\n", "Data shapes:\n", " Xtr: (270, 29, 12)\n", " Ytr: (270, 1)\n", " Xte: (370, 29, 12)\n", " Yte: (370, 1)\n" ] } ], "source": [ "Xtr, Ytr, Xte, Yte = DataLoader().get_data('Japanese_Vowels')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- The RC model expects class labels to be one-hot-encoded, e.g.\n", "- $1 \\rightarrow [1, 0, 0, 0 \\dots, 0]$, $2 \\rightarrow [0, 1, 0, 0 \\dots, 0]$, $3 \\rightarrow [0, 0, 1, 0 \\dots, 0]$, etc.." ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# One-hot encoding for labels\n", "onehot_encoder = OneHotEncoder(sparse_output=False)\n", "Ytr = onehot_encoder.fit_transform(Ytr)\n", "Yte = onehot_encoder.transform(Yte)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training completed in 0.01 min\n" ] } ], "source": [ "# Train the model\n", "tr_time = classifier.fit(Xtr, Ytr) " ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy = 0.976, F1-score = 0.976\n" ] } ], "source": [ "# Compute predictions on test data\n", "pred_class = classifier.predict(Xte) \n", "accuracy, f1 = compute_test_scores(pred_class, Yte)\n", "print(f\"Accuracy = {accuracy:.3f}, F1-score = {f1:.3f}\")" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "marked": false }, "slideshow": { "slide_type": "fragment" } }, "source": [ "- Note how this approach is significantly faster than the other we have seen so far." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Clustering with RC embeddings\n", "\n", "- We will perform the following steps:\n", "\n", " 1. Generate the vectorial representations for all MTS.\n", " 2. Compute a dissimilarity matrix.\n", " 3. Perform clustering with the distance-based HC algotithm Linkage." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Since we are doing clustering, we do not need the train/test split.\n", "- We concatenate the data from both sets together." ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Japanese_Vowels dataset.\n", "Number of classes: 9\n", "Data shapes:\n", " Xtr: (270, 29, 12)\n", " Ytr: (270, 1)\n", " Xte: (370, 29, 12)\n", " Yte: (370, 1)\n" ] } ], "source": [ "Xtr, Ytr, Xte, Yte = DataLoader().get_data('Japanese_Vowels')\n", "\n", "X = np.concatenate((Xtr, Xte), axis=0)\n", "Y = np.concatenate((Ytr, Yte), axis=0)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We can re-use the same `RC_model` as before.\n", "- The only difference is that we do not want to apply the readout module.\n", "- Instead, it should return the MTS representations.\n", "- This is achieved by setting `'readout_type'`to `None`. " ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "config['readout_type'] = None # We update this entry from the previous config dict" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "run_control": { "marked": false }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training completed in 0.02 min\n" ] } ], "source": [ "# Instantiate the RC model\n", "rcm = RC_model(**config)\n", "\n", "# Generate representations of the input MTS\n", "rcm.fit(X)\n", "mts_representations = rcm.input_repr" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- At this point, we compute the distance matrix using standard metrics for vectorial data.\n", "- For example, we can use the Euclidean or a Cosine distance.\n", "- The latter is often preferred in high-dimensional spaces because Euclidean distance can become inflated and less meaningful (\"curse of dimensionality\")." ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 9 clusters\n", "Normalized Mutual Information (v-score): 0.911\n" ] } ], "source": [ "# Compute Dissimilarity matrix\n", "Dist = cosine_distances(mts_representations)\n", "distArray = ssd.squareform(Dist)\n", "\n", "# Hierarchical clustering\n", "Z = linkage(distArray, 'ward')\n", "clust = fcluster(Z, t=4.0, criterion=\"distance\")\n", "print(f\"Found {len(np.unique(clust))} clusters\")\n", "\n", "# Evaluate the agreement between class and cluster labels\n", "nmi = v_measure_score(Y[:,0], clust)\n", "print(f\"Normalized Mutual Information (v-score): {nmi:.3f}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Summary\n", "\n", "This is what we covered in this lecture.\n", "- We first introduced the problem of classification and clustering for vectorial data and the importance of choosing a proper measure for computing (dis)similarities among samples.\n", "- Then, we introduced three approaches to compute (dis)similarities across multivariate time series.\n", " 1. DTW, an alignment based-metric.\n", " 2. TCK, a kernel similarity.\n", " 3. RC embeddings, an approach to embed time series into vectorial data.\n", "- These (dis)similarity measures are the cornerstone in time series classification and clustering.\n", "- Once computed, we saw how they can be easily plugged into the same classification and clustering method we saw for vectorial data." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "We conclude by highlighting the main pros and cons of the three approaches to compute MTS (dis)similarity." ] }, { "cell_type": "markdown", "metadata": { "cell_style": "center", "slideshow": { "slide_type": "fragment" } }, "source": [ "**DTW**\n", "\n", "- ✅ In most cases, works well with default hyperparameters.\n", "- ✅ Invariant to translations in time.\n", "- ❌ Slow.\n", "- ❌ Does not account for complex dynamical features." ] }, { "cell_type": "markdown", "metadata": { "cell_style": "center", "slideshow": { "slide_type": "fragment" } }, "source": [ "**TCK**\n", "\n", "- ✅ Hyperparameters are easy to set.\n", "- ✅ Handles missing data.\n", "- ❌ Very slow." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**RC-embedding**\n", "\n", "- ✅ Fast.\n", "- ✅ Captures complex dynamical features.\n", "- ❌ Many hyperparameters to set." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Each approach can achieve better or worse performance depending on the data and the problem at hand.\n", "- Selecting the optimal (dis)similarity measure, classification/clustering algorithm, and hyperparameters is often a difficult procedure.\n", "- It requires experience and should be performed with systematic approaches such as cross-validation.\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Exercises\n", "\n", "We will consider the [Libras](https://www.timeseriesclassification.com/description.php?Dataset=Libras) dataset. The dataset contains 15 classes of 24 instances each. Each class references to a hand movement type in LIBRAS (Portuguese name 'LÍngua BRAsileira de Sinais', oficial brazilian signal language)." ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Libras dataset.\n", "Number of classes: 15\n", "Data shapes:\n", " Xtr: (180, 45, 2)\n", " Ytr: (180, 1)\n", " Xte: (180, 45, 2)\n", " Yte: (180, 1)\n" ] } ], "source": [ "Xtr, Ytr, Xte, Yte = DataLoader().get_data('Libras')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 1\n", "\n", "1. Compute the DTW distance matrix.\n", "2. Obtain a similarity matrix from it.\n", "3. Plot the two matrices. Comment about the structure you see (remember to sort the elements class-wise).\n", "4. Perform classification with SVC and $k$-NN classifiers and report:\n", " - the training and test times,\n", " - the accuracy and the F1 score on the test set.\n", "5. Perform hierarchical clustering using the Linkage Ward algorithm.\n", "6. Plot a dendrogram and inspect it to select the optimal threshold to generate the clustering partition. Report the NMI for the partition you found.\n", "7. Perform dimensionality reduction with KernelPCA. Plot the results in a 2-dimensional plot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 2\n", "\n", "1. Add 40% of missing values to the training and test data.\n", "2. Compute the TCK kernel.\n", "3. Compute a dissimilarity matrix from the kernel (try to do the complementary of what you did to obtain a similarity from DTW). \n", "\n", "Repeat points 4-7 from the previous exercise." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 3\n", "\n", "1. Compute the RC embeddings.\n", "2. Obtain a similarity and a dissimilarity matrix from the MTS representations.\n", "\n", "Repeat points 4-7 from the previous exercises." ] } ], "metadata": { "celltoolbar": "Slideshow", "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": "3.10.14" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }