From b6adc335f0008b2540b0f1e9d031969ef8cf04d9 Mon Sep 17 00:00:00 2001 From: Luigi Sbailo <sbailo@fhi-berlin.mpg.de> Date: Fri, 27 Nov 2020 19:29:49 +0100 Subject: [PATCH] Finish dataset add explanations --- clustering_tutorial.ipynb | 1046 +++++++++++++++++++------------------ 1 file changed, 540 insertions(+), 506 deletions(-) diff --git a/clustering_tutorial.ipynb b/clustering_tutorial.ipynb index 45a9917..da1c78f 100644 --- a/clustering_tutorial.ipynb +++ b/clustering_tutorial.ipynb @@ -1,60 +1,116 @@ { "cells": [ { - "cell_type": "code", - "execution_count": 35, + "cell_type": "markdown", "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T14:01:30.179539Z", - "start_time": "2020-11-23T14:01:30.174561Z" + "end_time": "2020-11-27T14:26:18.628153Z", + "start_time": "2020-11-27T14:26:18.621854Z" } }, - "outputs": [], "source": [ - "from sklearn.datasets import make_blobs\n", - "from sklearn.cluster import KMeans, AgglomerativeClustering, DBSCAN\n", - "from scipy.cluster.hierarchy import dendrogram\n", - "import hdbscan\n", - "import numpy as np\n", - "import math\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib as mpl" + "<div id=\"teaser\" style=' background-position: right center; background-size: 00px; background-repeat: no-repeat; \n", + " padding-top: 20px;\n", + " padding-right: 10px;\n", + " padding-bottom: 170px;\n", + " padding-left: 10px;\n", + " border-bottom: 14px double #333;\n", + " border-top: 14px double #333;' > \n", + "\n", + " \n", + " <div style=\"text-align:center\">\n", + " <b><font size=\"6.4\">Introduction into clustering</font></b> \n", + " </div>\n", + " \n", + "<p>\n", + " created by:\n", + "\n", + " Luigi Sbailò<sup> 1</sup>, and\n", + " Luca Ghiringhelli<sup>1</sup> <br><br>\n", + " \n", + "<sup>1</sup> Fritz Haber Institute of the Max Planck Society, Faradayweg 4-6, D-14195 Berlin, Germany <br>\n", + "<span class=\"nomad--last-updated\" data-version=\"v1.0.0\">[Last updated: November 27, 2020]</span>\n", + " \n", + "<div> \n", + "<img style=\"float: left;\" src=\"assets/clustering_tutorial/Logo_MPG.png\" width=\"200\"> \n", + "<img style=\"float: right;\" src=\"assets/clustering_tutorial/Logo_NOMAD.png\" width=\"250\">\n", + "</div>\n", + "</div>\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Clustering is a widely used data miniming technique that is the basis for exploratory analysis.\n", + "The task of clustering algorithms is to find groups - clusters - of datapoints that share similar charateristics.\n", + "This is a crucial step for tasks as image segmentation, where each cluster represents a different object in the image, or anomaly detection, where datapoints that do not belong to any clusters are the outliers. Considering the many applications this technique have, it is not surprising to see that many different algorithms are currently available.\n", + "The definition itself of a cluster is somewhat difficult, and it depends on what is the porpouse of such clustering.\n", + "Generally speaking, we expect points within a cluster to be similar to each other, while being different from points that belong in other clusters.\n", + "This intuition brings to the definition of two properties that clusters should have:\n", + "\n", + "- Compactness - how close elements of the same cluster are to each other.\n", + "- Separability - how distinct are different clusters.\n", + "\n", + "However, not necessarily both properties should be maximized during clustering, but one of the two can be considerably more important than the other for a specific application.\n", + "\n", + "In this tutorial, we introduce into some of the most common and examplary clustering algorithms. \n", + "We will go through three different categories: partitioning clustering, hierarchical clustering and density-based clustering.\n", + "These clustering categories have different purpose, and we will analyse advantages and disadvantages that using each of the different category can have.\n", + "Algorithms will be deployed on a 2-dimensional data set.\n", + "Even though most clustering applications are on highly multi-dimensional datasets, for didactical purposes a 2-dimensional dataset is more indicated as it allows to clearly visualize how clusters are built.\n", + "\n", + "Implementation of the algorithms and inspiration for the methods explanations are mainly taken from the Python packages scikit-learn and hdbscan. We then resort to their documentation for more exhaustive details about the algorihtms that will be discussed. \n", + "\n", + "https://scikit-learn.org/stable/modules/clustering.html#clustering\n", + "\n", + "https://hdbscan.readthedocs.io/\n", + "\n", + "The first step in this introductive notebook is to import the libraries that will be used. In addition to the already mentioned scikit-learn and hdbscan libraries, we also import the popular numpy and matplotlib libraries." ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 244, "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T14:01:30.363346Z", - "start_time": "2020-11-23T14:01:30.358857Z" + "end_time": "2020-11-27T17:45:35.846898Z", + "start_time": "2020-11-27T17:45:35.841039Z" } }, "outputs": [], "source": [ + "from sklearn.datasets import make_blobs, make_moons\n", + "from sklearn.cluster import KMeans, AgglomerativeClustering, DBSCAN\n", + "from scipy.cluster.hierarchy import dendrogram\n", + "import hdbscan\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "# here we set the style of the plots that will be shown below\n", "plt.style.use('bmh')\n", - "plt.rcParams[\"figure.figsize\"] = (8,6)\n" + "plt.rcParams[\"figure.figsize\"] = (8,6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This tutorial introduces into clustering algorithms.\n" + "The first algorithm discussed in this tutorial is $k$-mean, that is a common example of partitioning algorithm." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# $k$-means" + "# Partitioning clustering: $k$-means" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "$k$-means is one of the most popular clustering algorithms as it stands out for its conceptual simplicity and excelent scaling with large number of samples.\n", + "$k$-means is one of the most popular clustering algorithms as it stands out for its conceptual simplicity and excellent scaling with large number of samples.\n", "The basic idea is that, given a pre-determined number $k$ of clusters, the algorithm finds the position of $k$ clusters centroids and assigns each point to the closest centroid.\n", "\n", "The position of the centroids is optimised to minimize the within cluster distances, also known as inertia. \n", @@ -68,8 +124,9 @@ "\n", "2. For each cluster compute its centroid position as average of all points within the cluster. \n", "\n", - "These steps are iterated until the change of centroides position with respect to the previous iteration is below a certain threshold.\n", + "These steps are iterated until the change of centroides position with respect to the previous iteration is below a minimal threshold.\n", "The algorithm is ensured to converge, but convergence is not guaranteed to be in the global minimum, i.e. with different initial conditions of the $k$ centroids it can give different results.\n", + "For this reason most $k$-means implementations, including the scikit-learn implementation, perform clustering using different initial conditions, then taking only the best result.\n", "\n" ] }, @@ -82,34 +139,17 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": { - "ExecuteTime": { - "end_time": "2020-11-23T14:01:30.512314Z", - "start_time": "2020-11-23T14:01:30.510490Z" - } - }, - "outputs": [], - "source": [ - "# def scaling (X, a_x, b_y):\n", - "# transformation = np.array([[a_x,0],[0,b_y]])\n", - "# return np.dot(transformation,X.T).T\n", - "# X = np.where (y==blob, scaling(X,1,10).T, X.T).T" - ] - }, - { - "cell_type": "code", - "execution_count": 38, + "execution_count": 96, "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T14:01:30.690605Z", - "start_time": "2020-11-23T14:01:30.555645Z" + "end_time": "2020-11-27T12:06:18.428543Z", + "start_time": "2020-11-27T12:06:18.304605Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -122,26 +162,16 @@ ], "source": [ "random_state = 0\n", - "centers = [[15,3],[0,10],[-5,0],[3,-10],[-10,-10]]\n", - "n_samples = [500,100,300,600,40]\n", - "cluster_std=[[2,1],2,[1,2],[2,3],1]\n", - "X, y = make_blobs(n_samples=n_samples,\n", - " random_state=random_state,\n", - " cluster_std=cluster_std,\n", - " centers=centers)\n", - "\n", + "centers = [[10,7],[0,3],[-5,0],[3,0]]\n", + "n_samples = [500,200,300,100]\n", + "cluster_std=[1.5,1,1,0.5]\n", "\n", - "def rotate (X, theta):\n", - " transformation = [[np.cos(theta),-np.sin(theta)],[np.sin(theta),np.cos(theta)]]\n", - " return np.dot(transformation,X.T)\n", + "X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n", + " random_state=random_state,\n", + " cluster_std=cluster_std,\n", + " centers=centers)\n", "\n", - "# blob=2\n", - "# X[:,0] = np.where (y==blob, X[:,0]+(X[:,1]-centers[blob][1])**2/2, X[:,0])\n", - "# X = np.where (y==blob, rotate(X,1*math.pi), X.T).T\n", - "# blob=3\n", - "# X[:,0] = np.where (y==blob, X[:,0]+(X[:,1]-centers[blob][1])**2/3, X[:,0])\n", - "\n", - "plt.scatter(X[:,0],X[:,1])\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1])\n", "plt.show()" ] }, @@ -149,32 +179,32 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We have generated 5 blobs with different density and position. As alredy mentioned, K-means requires the number of clusters to be searched as input parameters, and with this specific dataset the value to insert is clearly 5." + "We have generated 4 blobs with different density and position. As alredy mentioned, $k$-means requires the number of clusters to be searched as input parameters, and with this specific dataset the value to insert is clearly 4." ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 97, "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T14:01:30.908397Z", - "start_time": "2020-11-23T14:01:30.692035Z" + "end_time": "2020-11-27T12:06:23.741125Z", + "start_time": "2020-11-27T12:06:23.595514Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f44d03ca750>" + "<matplotlib.collections.PathCollection at 0x7f8ed5ef28d0>" ] }, - "execution_count": 39, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -186,41 +216,42 @@ } ], "source": [ - "labels = KMeans(n_clusters=5).fit_predict(X)\n", - "plt.scatter(X[:,0],X[:,1],c=labels)" + "labels = KMeans(n_clusters=4).fit_predict(X_blobs)\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1],c=labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We can see that $k$-means is able to correcly find the 5 clusters that have been generated.\n", - "However, in most real applications, especially when datapoints lie in a highly multi-dimensional space, the number of clusters is not an obvious value. We then might investigate how the algorithm performs when a different number of clusters is given. " + "We can see that $k$-means is able to correcly find the 4 clusters that were generated.\n", + "However, in most real applications, especially during an exploratory analysis, the number of clusters is not an obvious value. \n", + "We then investigate how the algorithm performs with varying number of clusters. " ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 247, "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T14:01:31.114801Z", - "start_time": "2020-11-23T14:01:30.910420Z" + "end_time": "2020-11-27T17:59:51.339467Z", + "start_time": "2020-11-27T17:59:51.157343Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f44d0194cd0>" + "<matplotlib.collections.PathCollection at 0x7f8ecb227310>" ] }, - "execution_count": 40, + "execution_count": 247, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -232,41 +263,42 @@ } ], "source": [ - "labels = KMeans(n_clusters=4).fit_predict(X)\n", - "plt.scatter(X[:,0],X[:,1],c=labels)" + "labels = KMeans(n_clusters=6).fit_predict(X_blobs)\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1],c=labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "If we search for 3 clusters as above, the algorithm is still able to return a reasonable partition of the dataset, where 2 clusters contain 2 of the original blobs, and one cluster contains only one of it. \n", - "But what happens if instead we search for a larger number of clusters?" + "In the plot above, we see that the largest blob is split into three clusters. Such partitioning is obviously inaccurate, as it is hard to justify why points generated from the same Gaussian should belong in different clusters. In this case, the algorithm has been forced to find a number of clusters that in practice is not possible to extract.\n", + "\n", + "We might ask what happens with a lower number of clusters." ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 248, "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T14:01:31.341129Z", - "start_time": "2020-11-23T14:01:31.116336Z" + "end_time": "2020-11-27T18:02:48.230495Z", + "start_time": "2020-11-27T18:02:48.079940Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f44d3cc24d0>" + "<matplotlib.collections.PathCollection at 0x7f8ecb1e7dd0>" ] }, - "execution_count": 41, + "execution_count": 248, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -278,81 +310,40 @@ } ], "source": [ - "labels = KMeans(n_clusters=7).fit_predict(X)\n", - "plt.scatter(X[:,0],X[:,1],c=labels)" + "labels = KMeans(n_clusters=2).fit_predict(X_blobs)\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1],c=labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In the plot above, we see that two of the original blobs are split into two clusters. Such clustering is obviously inaccurate, as it is hard to justify why points generated from the same Gaussian should belong in two different clusters. In this case, the algorithm has been forced to find a number of clusters that in practice is not possible to extract.\n", + "If we search for 2 clusters as above, the algorithm is still able to return a reasonable partition of the dataset, where the three smaller blobs are grouped togheter while the largest is left alone. \n", "\n", - "In addition to being a method for clusterizing data, $k$-means is also a partitioning algorithm. This means that by assigning each point to the closest centroid, it partitions the space into a Voronoi diagram. Each point is then forced to belong in a cluster, which makes the algorithm inefficient with noisy data and sensitive to outliers. The assignment of each point to the closest centroid prevents the algorithm from defining clusters with irregular shapes.\n", + "As already mentioned, $k$-means can be considered as a partitioning algorithm. \n", + "This means that by assigning each point to the closest centroid, it partitions the space into a Voronoi diagram (see https://en.wikipedia.org/wiki/Voronoi_diagram). \n", + "$k$-means algorithm is focused on maximizing the compactness of clusters, while almost neglecting the separability of clusters - as seen with n_clusters = 6. \n", + "Such characteristic makes it ideal for tasks as image compression. \n", + "In fact, each pixel can assume one out of several million possible values, but the human eye is not able to detect the difference between the most similar colors.\n", + "For such task, it is necessary to use a clustering algorithm where all points within a cluster are similar to each other.\n", + "Hence, $K$-means can help reducing the size of images by grouping together undistinguishable colors.\n", "\n", - "To test $k$-means on irregular shapes, we generate a different dataset where blobs are reshaped using nonlinear transformations." - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": { - "ExecuteTime": { - "end_time": "2020-11-23T15:10:52.140395Z", - "start_time": "2020-11-23T15:10:51.893227Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x432 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "random_state = 0\n", - "centers = [[15,3],[0,10],[-5,0],[3,-10],[-10,-10]]\n", - "n_samples = [500,100,300,600,40]\n", - "cluster_std=[[2,1],2,[1,2],[2,3],1]\n", - "X_nonlin, y_nonlin = make_blobs(n_samples=n_samples,\n", - " random_state=random_state,\n", - " cluster_std=cluster_std,\n", - " centers=centers)\n", - "\n", - "\n", - "def rotate (X, theta):\n", - " transformation = [[np.cos(theta),-np.sin(theta)],[np.sin(theta),np.cos(theta)]]\n", - " return np.dot(transformation,X.T)\n", + "https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7312938\n", "\n", - "blob=2\n", - "X_nonlin[:,0] = np.where (y==blob, X_nonlin[:,0]+(X_nonlin[:,1]-centers[blob][1])**2/2, X_nonlin[:,0])\n", - "X_nonlin = np.where (y==blob, rotate(X_nonlin,1*math.pi), X_nonlin.T).T\n", - "blob=3\n", - "X_nonlin[:,0] = np.where (y==blob, X_nonlin[:,0]+(X_nonlin[:,1]-centers[blob][1])**2/3, X_nonlin[:,0])\n", + "<!-- Each point is then forced to belong in a cluster, which makes the algorithm inefficient with noisy data and sensitive to outliers. In addition, the assignment of each point to the closest centroid prevents the algorithm from defining clusters with irregular shapes.\n", "\n", - "labels = KMeans(n_clusters=5).fit_predict(X_nonlin)\n", - "plt.scatter(X_nonlin[:,0],X_nonlin[:,1],c=labels)\n", - "\n", - "plt.scatter(X_nonlin[:,0],X_nonlin[:,1], c=labels)\n", - "plt.show()" + "To test $k$-means on irregular shapes, we generate a different dataset where blobs are reshaped using nonlinear transformations. -->" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We see that $k$-means is not able to detect irregular shapes.\n", + "<!-- We see that $k$-means is not able to detect irregular shapes.\n", "\n", "When clustering is performed for an explorative analysis, the data structure is not yet known. At this stage, gaining a wrong intuition about data is more dangerous than not having any idea about it. \n", "\n", - "$k$-means contains a number of strong assumptions as that the number of clusters is known, or that any point should belong in a cluster This does not allow to detect noise and makes the algorithm sensitive to outliers. More generally, $k$-means can also be considered as a partitioning algorithm, which makes it useful for a number of different applications, but shows limits during an exploarative analysis.\n", + "$k$-means contains a number of strong assumptions as that the number of clusters is known, or that any point should belong in a cluster This does not allow to detect noise and makes the algorithm sensitive to outliers. More generally, $k$-means can also be considered as a partitioning algorithm, which makes it useful for a number of different applications, but shows limits during an exploarative analysis. -->\n", "\n", "In the next section, we introduce into hierarchical clustering, that uses a different strategy to find clusters." ] @@ -384,27 +375,27 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 73, "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T15:10:58.245237Z", - "start_time": "2020-11-23T15:10:58.048706Z" + "end_time": "2020-11-27T11:52:13.240898Z", + "start_time": "2020-11-27T11:52:13.077626Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f44b3c64fd0>" + "<matplotlib.collections.PathCollection at 0x7f8ed670f350>" ] }, - "execution_count": 67, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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cYDGKwn5pOctycnn9sqv458WX8dKlV/L0ylXEqtV8ecLEoLWfC/tVrLK6gjcGqB9ghGJD5OIebm/j8Z3bhvQsJ5N3flw8l47NH3b7w1PB7nYFNbgdvb28V14WsXGcDsLR7xFZXRdF8ZeiKBaKojhFFMWviaJoH4nrnqukpqae6SGcU0jyjixng7wFQeDJCy5kWXYO2TGx5MbEcnHe2IC0HLlMxviERNL1Bt+2SYlJ3DRxMhl964exKhUL0jO4f95C3zGJWm3Q+85O8a9sddPEycQHMcYuj4d1NdUnTZfqsNkwq5TYoqzjlVyQoQhRXCReE1w2Zwvh6LdUWSsKaW1tJTs7+0wP45xBkndkOVvkbVSreWLZhYiiOGx37TenzeArhZM43NZKmt5AXl8npONk6GPYQ2BzgJ1NDVw7/kQ8zfKcPDp7e/n9zm1+BUgAWm1W9rc0sTIvsEmDy+Phl1s2sre5iVkaLYddDq7IH8/tU6cP6zlOFwqZjKlJKdSZ/WfFOTGxXJlfcIZGNTKEo9+SIY5CIrVGI+FFkndkOdvkHe54Y1QqFmQE70DU3ht8JttsCUyJuihvDC8UHQzIe45Rqcg1xgW9zt/27WFNVQUewK5UU2s280rxIWalpDKzr570odYW3iw9glIu4+aJUxgbF4/T42F3YwNuROanZaA8jXXBH1p4HqIocqitFYfbRZrewI/nzkc3jNSsaCQcfZEMcRSSkHDuFUo/k0jyjiySvEO7Xw1KVcC2GJWaOanpfFJZjqvfrHhyYjLjgzRVsDmdrKn2GmGAwzavATc5HLxRWszM1DT+tm83b5WVYHY4ANhUV8ulY/PZWl9PjcmEB5GcmFh+Om8h89IzTvFpg6OWK3h0yTLWVlfyXnkZgiBQ0dXJlMTks+5lrT/h6LeUgR2FDCf/TOLUkeQdWc5ledeZTRxoaebrk6aQNqBdXqJGw9enTMXscLC3uckvmOmhhefx9cnTmJKYzKSEJK4fX8gTy1YEXL+so52vfvw+Tf1m1rP0sb7/e0To7LXxUcUxnxEGb5DUf4oPU9HdhUv04BFFqkzd/GHXdlyewG5NI8XzB/bxq22b2dpQz5b6On63YxuPbN182u4XCcLRb2lGHIXExsae/CCJEUOSd2QZrfLudbl8dZqXZuWgUZz4ebU6nfxkwzqOdLRhdjjINMSwMncM5V2ddNhsxKrU3DJ5KruaGrl/43o67b0Y1WpmJKfw2NLlqORy7pg5mztmzh50DI/v2k61qdtvW5XdmwKlVyiJV6v55uqPg1YFcwVsgaruLg61tvjc2SOJzeXi48pjWPoFkjk9HrY21NHY00O6wTDI2dFLOPotGeIoxO12n+khnFNI8o4so1He2+rreHzXdurM3qYR2bGx3DdnAQszswD47Y4tbGus9x1fYzbxcUU5/7j4MnJivYFcHx0r55+HDvjyjbvtdjbU1fLk7h3cP3/RScfgcLtpDJI6oxZk6BVK8oxGPqwop3c48hcEVKdpnbihx+wrH9qf9l4bB9tazlpDHI5+S67pKMQSJGBD4vQhyTuyjDZ5uzwentyzkxqzCQ/eghvVJhNP7tnpc+uWtLcHnNfe28trRw77/v7Tnh0EqwWytzkwujoY8hBGM71vtm1xOodnhAG1XM7EMPoUD4VUnT5ovnWcSs34IDncZwvh6LdkiKOQtLSRdwNJhEaSd2QZbfI+0t5GrTmwfWKd2cSR9rZBzz1ueO1uFzZXMOcwdNmHVpZBLpMxOzUt4Ee9VvRw6Zh8vzXh/iRqtGSHKOZxXkbWaeumZFCpWJyV7ffyIAOmp6YyJi7utNwzEoSj35IhjkKamob2BiwxMkjyjiyjTd4ahQKVLHAmqpTJfevEExICaz0naDTcVDgJ8Ba4iFEFRkwDpOl0Qx7LT+cv4qpx48mJiSVWpUKnUDBRpebBLRtQB5ktx6hUPLV8JX9bcUmAMR5jNPLTfkVITgc/mbuAO2fMZlZKGjOSU/n6lGn8funy03rP0004+i2tEUchyrM8j+5sQ5J3ZBlt8h4XF0+e0cjhAbPfPKORcXHe/sY/W3AeXfZeSjraMdntZMbE8uUJE315wCUdbSHbD9aZzTyw8Qt+s/j8kK0G3R4PcpkMpUzGgwsXs7a6kke3b8HqctFs7+WAqYsYpQqDUklPX3CUUiZjfnqGz/X8/EWX8fcDe2mxWMiMieG702ee9ipXgiBw86Qp3DzEBhZnA+Hot2SIoxDjgCo8EqcXSd6RZbTJWxAEHlt6AQ9t2UityeuizomN5VfnnehipFcq+duFl1BrMtHWa6UwPtHXU7jVauWBTevpsPcGvX6308HnNVVMPJLELZOn+u17qegQH1eWY3Y6SNRo+caU6VyQk8s7ZSWY+lzR5TZv8RCz08HC9EwMKhV2t4tl2TlckT/ed61knY5fLFw8orI5FwlHvyVDHIW0tbWhH5BjKHH6kOQdWUajvDMMMfzz4st8tZ+TQ7iTs2NjyR6Q3vLvwwdpOEmjALcosq2h3s8Q/+9oKf84tB9LXwOJJouFx3ZuJTsmxq+z03R9DI1d3mAxmUwIqJcNUNXdTY/TwYSERJQhZt2nE4vTSavVSobBMGiUdmNPDy8UHcDksLMydyzLc3KjrvhHOPotGeIoZLTNGKIdSd6RZTTLO5QBHoyTNW44zsCgqY8qyn1G+DhtNhv/PnyI3JhYitq8hSXK+5XTbLda+fmm9VxbMIHZaem022z8ZMM6jnV3Yne5yIyJ5a4Zs1mWkzvs5wgHURR5fNd2ttbX0W23k6jVckV+AbdOmRZw7Oa6Wh7dsYWWPnltrKtlbXUOvwvyYnEmkWbEowRHiOhGidODJO/IIsnbnyXZ2ayvrcElhq5gpVUoWDUm32+bPUQqUo/TwS8WLuZoVyflnR0Y5QrkAIJASWcHJZ0dbKitJlmnp91mxdJv9lzZ3cWTe3YyJy0dQ4jgsZHk5cNFvHu0DIfH+yxmp4MXiw4yMTGJ+QNKaz53cJ/PCIP3+bc21HGotYWpySmnfaxDJRz9lqKmoxCbLTDJXeL0Ick7skjy9mdVXj7z0zOC/hgrBIHsmBi+PGEil+eP89s3JjZw5iUXBBamZxKv0fLCJZdz9+x5LExOJU6j8eveZHO7qTGb/Izwcep7zHxcWT6ksZvsdu5b/znXvPs21733Dg9u3jCslosb6mt8Rvg4ZqeDt0qP+G2zu1202gI9Bz1OJ+tqqod8v0gQjn5LM+IoZLTlWUY7krwjiyRvf+QyGf+3fCXraqr456ED9DgcpOp0LM7MYUlWFumGmKAdiX48dwHHurso7+zEJXrQKhTMSkllWXYum+pqyTMauWnSFMpaW3ihbnjGSgwewD3gGJFvrv6IY91dvm1Vpm7MDjtPLb9oSPfxhIgUH+gdUMrk6JUqwN8YywWBcfHxQ7pXpAhHvyVDHIU0NTWRmxuZNRoJSd6RRpJ3IDJB4MLcMVyYO2bI5xjVal5cdQWrK49xpKOd8zKy2FRXw9c//YAWq5U4tZoZKal8MysPg0oVsJ4cigy9gUvH5ofcX9bZwRO7dnCotRl7kIYQR9rbabFaSNGdPGBpanIyh9pa/CqKqWQyLszN8ztOJggsy8qmocfs55LPj4vnon79mDt7e1HL5We0lWI4+i0Z4ihEFYG1GYkTSPKOLJK8vXT22mi39ZIbGxt231+lTMbl+QVcnl/AuuoqPqgo91Xo6rLb2Vhbw0ytnlmpqayuPNEaMRR5sUa+N2MWMUFKTwKYHQ5+umEdNUEqiZ04xk5Hb++QDPFdM+dQ1d3NwbYWzA4HCRoN52Vkc9mYcQHH3jlzDlqlkg21Ndjdbm+bxvkLUcpkFLe38fud22jq6UEplzMpMZFHFi31pYhFknD0WzLEUUhMiHJzEqcHSd6R5VyQd53ZxN/27aHNZiVBo+V7M2aR11e8w+F28+DmDRxqbaHH6SRVr+erEydzTcEEWq1W/nloP602K1OTUrhx4iTU8qH9TH9YWR5QJtMD7Ovq5PcrLyFereXtspKANdnjqGQyvjJhIstz8gKvfewoH1Uco9ZsotEyeKqVy+Ph+QP78ABjjXHcOmVayKphKrmcP6+4iLKOdso6O5iZkkZmCP0QBIHbp87g9qkz/Lb3ulw8tHkDVf26TjVaehDYxO/Pj3yVrnD0WzLEUUh7ezuGs7TzyNmIJO/IMlrlvbqqgnePlmKy26ntMfu19ytub+MvKy4izxjHH3ZtZ11Nlc8dW9ndxTMH9pKk0fKH3Tuo7+tDvKG2hg21NTxz0SVDMsYygufT5ipVKGQyfjx3Ps1WC5/XVAU9zuHx8Idd29nZ1Mgf+/U6fu7AXl4uLvLLTR4MD7C+rx3kxroaNtfX8uxFq4hTa0KeMz4hkfFByoAOhdVVFdQMaP0IUNzRRq/L5deOMhKEo99S1HQUEh9lwQejHUnekWU0yvu1I4f57fYt7GxqpKSzw88IAzRYevj7/r0A7G9pDuiy1Gaz8bud23xGGLwNIYraWnhzQARxKK4bX4hhgCtWIQgY405EVz8wfxGTB+mm5AF2NTVwoKUZ8PYHXl1VOWQjHIzyrk6e6Xv200FXb29Ql7vL7cEZZA37dBOOfkuGOAqR0jsiiyTvyDLa5C2KIh8cO+qr4RyKKlMXLx0+FHT2BmALEkzlAQ62tnj/L4q8dPgg3/3sE+747FPeKStB7BfevDAjk69OnEy2IQa1XE6qTs8lY/K5OCPbd0y8RsOLq65gbJ+bPBg9Ticb62oBr5EzOYbW/Wkwqk2h15RPlUvHjiNZG1hIJd1gCOkSP51I6UujhN7e4DVnJU4Pkrwjy2iTt0sUh2SsKrq6eGrvrqD7tAoF6Xq9rz50fzL03jXHhzZvYG11Ja4+43ugtZmKri7um7fAd+y3p8/i5klTqTZ1k6Y3EK/RUF3tn7okEwTumjmbX2/bQmeQ+tZKmYzCPjdxvEZDvEZDx4DPTKdQMC8tgwnxCXxRV0NZZ8egz17U1sLV777NWGMcDy1cTLwmtJt6uCTrdNxUOJnXSw/TYrUiFwRyYo08MH/RiN1jOISj35IhjkKkPMvIIsk7sow2eStlMuLVGppO0hB+MCdput7AbVNn8LsdW/36D+fExHLrlKk09vSws6nBZ4QBet1uNtbV8N0Zs/xmfjql0tdRCYLL+/zsXAwqNb/etol6s9lvbAXxCSzvK3GpkMm4Mn88/zi039fPWC4IzE3L4IkLLgTgq5On8kLRAco6OhAEb3/m9gHGyOpyYTWbqDWb6PjiM1645PIRrRF9y5SpXJqfz5rKChK0Wlbk5IUdiX6qSHnEowQpzzKySPKOLKNR3l+dOIUndu/wzTAFIFGj9bVHHBjNPJDFmVlcmDsGuSDwekkxFqeTVJ2O78+cS5xaw4bWmoBZKUCHvZeGHjMTEhKxuVw8vW8PRW0tXDp2HNePL0QQhJDynp2axv+uup7XS4pZW12J3e1mrDGOe+cu8Gu3ePOkKeQb43iz7AhOt4f5GRl8afxE/lNymO0NDeiUCm6dPI27Zs4BYF9zE/88dIA2m5VqUzeOAeu0x7o6KWprHfGylElaHTdFQTtFKY94lKAZQbeNxMmR5B1ZRqO8V43NJysmhpeLD2F1uZidmsbNE6cgl8m49r13qB0k7zZBrfF1VbogJ48LcvIobm/jyd07+P66NWgUcqYkJZOg1gS0SkzUaMg0xFBt6ubmj97zBVUdbGvlH4f28+E1Xx5U3oIgcNPEydw0cfKgz7cwM4uFmVmAd038B+vWsKOxwVc2c3dTE/fNXcDKvDHMTE3jr6lpVHZ3cesnHwQYYqvLRZOlJ6rqQ48k4ei3ZIijEK329DbjlvBHkndkGa3ynpqcwuPnrwjYPjEhcVBDbHY6+OpH7xOrVpOm0/O9GTP52ab1fudUdndjUCpRCDJf+UeNXMEF2d6qWf2N8HHabDbuXLuan82Y7bf9UGsLOxobmJKUzPz0jGG7iLc31rOvpdmvdnV7r42Xig+xMu9EZbBkrQ6DUhUQxJauNzA/PXNY9zybCEe/JUMchXR2dhI7oGepxOlDkndkOdfk/YuFi2nvtVHa0YHL48budvulLzk9HpqtFpqtFo52dlDU1kKnPTD4q8fpJEmrJUapoqO3lwStBqNahcvjCdoQAWBPSxOv7tuN22jkgXkL+cnGdextbqLH6USrUDAxIYk/r7gI7YBc2w6bDZVcHrQD05b6uqCu9g6bDafHg1ImY211JX/dt4cmq/+6eYJaw/XjJxCrDl65azQQjn5LhjgKSUwML7FdIjwkeUeWc0neLo+Hh7Zs4GhnBz1OB0pBFpBDPJBgRvg4bTYbXb29uESRboedZw7so7i9Hdcg+bI7u7toaW+l1+ViS32dbyZrc7nY29LEX/ft5r653sjrkvY2frdzG409PSjlMibEJ/Lrxeej78tP9ogiCgRkBAafxahUKAQBm8vFX/ftptZs9tsfr9Hw/MpLyYuLO4kEzm7C0W8pjzgKMQ9QYInTiyTvyHIuyfvlw0VsqK3xpSU5B+k53B/5IO7i/pHTblFkT3MjmkEqb+WoNTg8Hnb2W9Ptz4GWZmpNJuwuFw9u2UBRWyvtvTaaLBY21NXw0OYNAPQ4HNz+6Ue8UXYkwAjrFUouHTMOQRDYWl9LXZDPWBRFVIrhRTLb3a6A4ijRTjj6Lc2IoxCpcXpkkeQdWUa7vDt7e3GLHmJUKnY2NZy00cJAlDIZkxOTONTWGtRwDsTkcJChN9ATortSbJ+RloUw7kc7O7jlk/cxKJVBU7BKO9qxOJ08sXsHB9taAvbnxRr5+uRpXDmuAPDWj5b3W8s+jlyQoZQNzRBbnU4e3rqRIx3e2X6WIYYHF5xH7iCFSKKFcPRbMsRRyGjLs4x2JHlHltEq76aeHh7asoHD7W043R7kMgHVEA3PceSC95xakwmdXIHF5fQz5EqZLKBsY6xKxaTEJBpCNGPYau5Cr1By44SJPF90wK+NIBwvSOIIWkwEvO51h9tFeVdn0P25sUafEQZYkJFFTmwsFf36FAPkGY0k6wIrYAXjoS0bWF9b4/u7xWrlJxu/4NXLrkIhG54jVxRF6sxmVHI5qfqTd4Q6VcLRb8k1HYU0NTWd6SGcU0jyjiyjUd6iKPLTTV+wt6UZu9uNBxGnx4PF5QzRisGfaUnJTIhPAFHE4nLSbu/F3GeE49UaZqemcfW48VxXUOjnthaAGcmp3DJ5asgf85UJSdw4cTKXjxuPcphGDMCgUrKvpQVFiBn1wEAvpUzGI+ctZWJCIrEqFQkaDbNS0vjtkmVDup/ZYedIe3vA9mpTN5v7Sm8OleK2Vr728fvc8sn73Pzxe3xr9ce0hQhsGynC0W9pRhyFjNb0jmhFkndkGY3yLu/qpKIz+IxRBIwqNSBidbkCZrTxag1fmzSFh7dtJliDQrlM4HdLLiBRq+UHn6/xc1eLgAeRCQmJ5BnjAmahqTo9N06dwZjMTP5ddPCk9bABYlVqTA47MkAuk1FlMvGTDZ9jVKkDZuQJGi1fmzQ14BqTEpN4+dIrqesxo5INbyZqc7lwBmnV6PR4+Mu+3XxSeYxvTptBQXzCoNdxejz8cusmP5l09Dbxs03ree6iS4c8nuESjn5LM+IoRGqcHlkkeUeWSMjbI4q0Wq3Y3eF3DRoOzRYLvYPcy+lx870Zs/nN4vNJ6eee1SmULM/JY11tdcigJKfbg83lpM5s4nB7a8D+gy3N/Hj9WmSCgK7f7DRVp+c702aiVCk50NKMSi4f0g/+Rbl5/HTuAvQqlc/oikCXw45aLiddrydOrWZCfAI/nDWHwhBRwoIgkB0TO2x3cLJWR6ou+DlVpm7W1lTxg8/XsKupYdDrbK2vozpIg43q7m5aradvVhyOfksz4iiku7ubuFEe4h9NSPKOLKdb3h8cO8orxUV09NrQK1UsysjkvrkLRrS28XFsTic/27yeI+3tg6YlWV0u3ikr4bXLr2ZyUjIvHT5Ej8PBleMKmJOazk82rgt5brpBT6Yhhn0tzZiCpDaZnE4219f5/k7Sarlm3Hi+NGEizx/cT3FFOf9rbSZRo0WnVNHjHDyYKFWvJz8unp4ga8Y9Tie9ThdKuRwBmJyUPOi1BsPscPCvQ/s51t1FklbHt6fNIE1vQBAE7p27gEe2bqLWbAoq1xablecP7mduWkbI6zvcbjxBgt1comfQdK9TJRz9lgxxFJKUFLpfqMTII8k7spxOeR/r6uQve3f5mg509Pby36M9xKk1fHv6zBG/36+3b/G1DDwZNWYTf9m7i69PmcZP5y3023dJXj5b6usCAqn0SiX3zvG+RExISCTdEOPXszgYbTYbIvDvw4d4p6yEVKUKtyjSYrOiQCBDb8DpcdPVaw9Ip8o0xHD9+Ik8e2BvyBcLFyIut4uSzg4e2ryBly+9ctgvOT0OB99Z8zGl/bo27W5q5E8XXEh+XDwzUlJ57bKr+KjyGG+VHKG8O9Dt33WSLkeLM7PIMsRQO0BemYYY0g2GYY13OISj35JrOgrp7g7er1Ti9CDJO7KcTnm/dPhQQOcfp8fD5vrhBfkMhV2NDWzsF9l7MuxuNy8VF/G1j95nXU2V377lOblcnDeWeLW3TrFSEMiNieXdq65nZqo3ClevVHJtwXjihlCV6t3yMl4/chgPMK5fr14XIlkxMXxjynS0Sv95mFom594584lVq0kJ4RoeSGlnR8ho6sF48fBBPyMMUN9j5q/7dvv+1iqVXD++kJVjxgw8HeCk1bm0SiV3zZpDdkwsMrxBZOPi4nlw4eJhj3c4hKPf0ow4CnGeZQnsZzuSvCPL6ZR3b4guRyPtinz9yGGePbAXWxhr0A2WHv6+fy9Ls3J8qTiCIPDLRUuoMXWzvaGegvgEZqSkBsw0b50ynYXpWbx8pIgt9XUh+yB32Gy+tCf9gBQqEfi4ojwgXcnpcVPXV9/66oIJ/OfIYVp6B29y7xFFPig/yj1z5w/x6b1j+9/R0qD72m2B97upcDJrqyo52s/gJ2q0fG0InZYuzB3DeZnZbG+oR6tQMDct3a+z1OkgHP2WZsRRyGjNs4xWJHlHltMp70vG5AetMpUfFz9i93B5PPzvaCnmU3ihaLL0UBFkJpkTa+TLhZOYmZoW0t07ITGR8fEJmEMYYb1S6Zd7vNXc5fu/DFiSmR00Z9gDHOnwpg0Z1WoeWHge+ca4k6Zf1ZiHNwO8f9MXfj2X+xOjCpzl6pRK/r7yEq7ML2BmSirnZWbx2yXLOD97aK0GtQoFF+TksiAj87QbYZDyiEcNozHPMpqR5B1ZTqe8l2XnsDJvjM99q5ErmJacwk8GrMmeCp29vb6+w+GiUSiG3fjA4Xbz1J6d3L76I146fDDoGq5BqWRlrr8rd1FMnO//KrmCVWPySQjSqk8uCH7BT0uzcvj7ykswnmSc8Zqhp+s0WXqoHJBidZxYlYpvTAlMhTp+j18uWsI/Lr6MPy+/iDlp6UO+Z6SR8ohHCfoIVH+ROIEk78hyOuUtCAIPL1pCVXcXW+rryI+PZ37a8Fv9DUacWk2MytsBye/ecNKGDscpiE8gTR8YMOQRRTp7e4lRqVDJ/V3Kd3+xlu2N9YNed3x8At+dPouNdTW+8TX2mzn3ul1sqKvh9qkz+NW2zX5dm2SCwOrKYyzJyia+z1DHqNTEqNQhZ7Bpej3fnDp9aA8N9LrcAXnUx7l50hTm9HsRcHk8HGptQSGTMTkpOWSJzmgjHP0eEUMsCEIc8A9gCl5dvE0UxW0jce1zEbl8eGXxJE4NSd6RZaTl7fZ46LLbiVWrfZWj8oxx5J2musRKuZzl2Xm8XlLslzucoNHSfpI1VfC6SvNijYii6PeC8H75UV4vOUxDjxmH241ariA3NpYbCieTGRPDoSB1nvuTpNXyjSnTSdbpSNPrfYbY3i8yWiYIJGt1LMrM4i/LL+Kbaz7yFflwejxsb2rg8v++yeVjx3HvvAXespA6fUA/ZQGYlZzKXbPmkBkT2PLP5nTSbLWSptej6ZfbnBsbS4beQKnDP1ArOyaWmyaeWPPd1djA47u2U2MyIRO8n+evzlt60iIe0UA4+j1SM+KngE9FUbxeEAQVMLSCohJBMZlMxMeP3JqWxOBI8o4sIynvt8uO8FZpiW8WuSI3jztmzB6Raw/GnTNnk24wsLqqApfHw+TEJL40fiI/Wr82aBGJ/thcLt4rP0pBfALXFEwAvI0V/rJ3Fx39XN4Oj4Oi9jYe3roJo1oVtOCHWiZnYmISCVoN35g8jUl9eb1uz4m5eZ5aS0nfzFctk1He2YlH9KBWKHG4AytY9bpdvHO0hF63i4cXLcEcZDaskSv43szZTEtJ9dsuiiL/t2cX6+uq6e61E6/RcOmYfL7VlzomCAI/mbeQX2/bTI2pGw/edKLvzZjpK5XpdLv5/c5tVB6XowhlnR38ausmXgojVSrShKPfp2yIBUGIBZYCtwKIougARnd7ldNMcnL4SfISw0eSd2QZCXl32Gy8V17Gi4dPlG1s77XxavFhkrU6vjRh4infYyBOj4c1VRUc7ezg/Kwcri2YwHXjC/2Oef6iS3nuwD4aLT0karVYHE62N9ZjGdAZqdftYk1Vpc8Qv1x8yM8I98clegJSso6TGRPDMxetCqghbehX3Wmv5cRs1i2K/GX/blQyGUlaHY4QbmIR2NfSTEdvL52OwHvb3C62NtT5UquO805ZKW+XHaG3z8CbnQ5eOVJEQXwCy3K8wVUzUlJ5/fKr2VBbQ6/bxfKcPF+/Y4DdzU3UDJiBA9T1mKkxm8iNNQYdc7QQjn6PxIx4LNAKvCAIwnRgD/BDURQD+2lJDImOjg50Q+xSInHqSPKOLKcq76f27GR1VQXNQcoUHjdwI22IO3tt3PX5Gso7O3GJHv5bVsq89AweP3+539plolbLAwsW+Z1759pP2d4YWI7R3c9l3OsKVmV6cGJUKq4cVxC0kcONhZM41tVJl93OZK2BFqc3Qvu44XV4PCG7NZ0YkwuPKBKjVNGCv6zlgsCepib+dWg/K3LGsLWhjjS9gc+qKnxG+Dg9Tif/Ky/zGWLwtkpcmRc8P1gmCMgEIaAFpIBwVqwTh6PfI2GIFcAs4PuiKO4QBOEp4H7goeMHtLS0cPvtt6NQKHC73Vx77bXceeedNDU1odfrkcvlmEwmkpOT6ejoQBRFkpOTaW5uxtBXAaWnp4fU1FRaW1sRBIGEhARaW1uJjY3F7XZjsVhIS0ujqakJpVKJ0Wikra0No9GIw+HAZrP59qtUKmJiYmhvbyc+Ph6bzUZvb69vv0ajQavV0tnZSWJiImazGYfD4duv1WpRqVR0d3eTlJREd3c3TqfTt/9Un8lut9PW1jaqnimaP6fOzk4SEhJG1TNF8+dkMpmorq4O65ka8dDc2Mg0pYY9CgfzDEZq+2aS2WoNO3u6maRQUldXN6LP9Nr+veR5oEEmsCgmkQ6Xk9q2Vr44sJ/54woG/ZyWpaSjsdjQyGRsNXexKCaOJoedC5JSqK6uJjk5mZVxCSjNZnb3mII+02x9LC5R5LCth1n6WBqdDm6bPJVsjRa73R7wTDONcTw0dSaHmxox9/ayKi6RbreLGnsvU3QGSmwWUpQqEhRK35g6XE5anA4KtXqKrD3Mi4vH2trKpTl5VNXX02DvpdvtYpxGxwGLmViHg2NV1bxWdJD5BiPrXA5cwCVxiey1mJisNaAQBPZYTEyUyWnv66g0UPdi4+I4XF2NzqAnQ6cnxe5gYmwcGQhYPG7KbVam62Nwq1Wobb1Ud3RG9ffJZDL5dG+oCOIQGk8PegFBSAO2i6KY1/f3EuB+URQvO37Mtm3bxMLCwhBXkBhIb28vmiDpBRKnB0nekeVU5P3Axi9YU1056DFfHl/IT+cvGvSY4XLTh+8GVIICWJ6dyx+WrRj0XI8o8vPN69nV2EinvRejSs2s1DQeW3oBCpmMD44d5Q87twe4rwcjSavljSuuIU49uBy31tfy2JbN1NtPHkTWn2StlocWLuG8zCwA/ne0lI8rjlFj6qZtCAFp/VHKZNwzZz5fDuKlWF9TzZ/37aK2r1/wmFgjv1+6nE67jUe3b6XObEYmeHseP7r4fLKj3C0N/vq9d+/ePStWrJhzsnNOeUYsimKTIAi1giBMEEWxFFgBFJ/qdc9lmpubyc0dWrK6xKkjyTuynIq85bLQrkmtQsGkxCR+MHteuEMLiTpEJGzMEDrtyARvG8MaUzdFba1MTEhiTF9TAJvTye92bA2oMa2Ry5mRnMKB1tag1bsSNFpigxS/OI7N6eS+DevY09LE8pi4YRniWJWKFy+5grR+9ZivKZjANQUTuGPtp7Q1Dn4tjVyOUibD7HRiVKlZkJ7B9eMDJ2Imh51fbN3oC0Lrdbk40tHOL7du5B8XX8Zrl11FeVcnCpmMvFhj1AdpHScc/R6pgh7fB14VBOEgMAP47Qhd95zEcBoLkksEIsk7spyKvG8onBxQa1kGzExO5cllK3h25aqARvUjwYrcvICKXSlaHd+YMm3I18iJNXLp2HE+IwzwSvGhACMM0Ot286UJk3hh1eWkaP3XG/UKJV8ZP3HQ9dLHd21nW2M9Drfb5+YeCjJB4NqCCX5GuD9DefFI1emZlZpOvFqNTPA2u9gZZI38vvWfB40Er+7upt1mQxAECuITGGOMO2uMMISn3yNiiEVR3C+K4hxRFKeJoni1KIrDrwIuISEhcRKmJCVz65Rp5MYa0SoUpOp0XJQ3lmcuWsW89MwR/cEu7+zkleIidjU2YHO6MKpVqGVytAoFExMSeWD+wlN2ldaYQ3dSenDzeh7ctJ4bJ072NYMAcHjcbGqopf+yYovV4m0Z2LetpL1t0PvmBcn9BYhVqvjWtNBdqm6fOoNkbehAJAFvitKmuho67XY67XaOdLTz6PYtdPSrIy2KIlUhmiPYPW4GcXyMSqTKWlFIT08PiSGabUt4aTzWzIdPr0UURS797nKyxofuS3oyJHlHllOV99cmTeXLEyZS3d1Nsk7vqwI1UnhEkQc3r2dbQz0mhwP5wAheDzRbLfx5726ePrCPWSlp3D1nXtDo5WDsbmrk9ZLD2F3uQY2aze2mvLuLv+/f45dm5PR42NZQz6a6WqYkJXP/pi+o6u7G5fGQYTDws/mL/GpNZ6s1HLadSGJRymTUh4iYVshl9DgcPLF7B9sb6pHLBCYlJvPA/IXEqNSMj0/g1+ct5flD++ns7UXA21XK6nKikSuYnpJCSUcHA5OiGiw9vF5SzJ0zZ/tkHEpeeqVyWGUzo41w9FsyxFFIamrqyQ86h/n0H1/w3yc+oqvFm2u486N9XPWDi7nizovCup4k78gyEvJWyxWMTxjaj53ZYefN0iM0WSxckV/AtOSUQY//8Fg562qqfaUYB6bRgLfP8fHKVcc6O+hx2PnV4vNPOpb/HS3lr/t2+0pGyvDWh+4ZpIFEsFxfu9vN2upKXis5zJ7mE7WNuzvsfP2TD/wM4c4e/5lnqBKT4HUr37n2U8r71YOuNZvZ1dTAuLh4YlRqbp86necuutS3f29TIy8VH0JA4ILsPIrags/Gu/q5yOUyGUk6HY1W/yxXuSDwyKIlvr9rTN28f+woyVodV+YXoO3LN3a43bhF8bQsQ5wq4eh39D2FBK2trWRnZ5/pYUQlDpuDj5/73GeEAUxtZtb8awMrv74UjWH4syNJ3pElkvIubm/jZ5vW+0o0rqmq4MLcMTy0cDEeUWRdTRXraqpJ1en42qSpJGi1rKutGtRYDcQD7G1ppsfh8CukMRBRFHmz9Ihf3WYPYHU6WZiRicXhoKSjPWSRjYGoZfKgDRQGnj1bH8tn3YER3wPxrrWn8GpJYKxtR28vO5saATjU2sKvFy9lTloGLx0+xAtFB3zdnHY2NQZtEhGrUnFdX/ESh9vNTzZ8TkWX/9hjlCquGlfAvPRMAP6ydxfvlR+l0+6deb9RUswvFi7mtZJiSjracHtEMmNieGjhYrJDuNrPBOHot2SIo5CzKTAh0lQfrqOttj1ge3N1KxUHqpl03oRhX1OSd2SJpLz/tHuHX53kHqeTz6uruGbceP5VdJBtDXU+w/d5TTWPLVmGWjb8WsFWp5Mue++ghtjidNIVpEKWByhqbeWtK6/lV9s2sbVh8MYOx/mkugL5EGTpGmKKqgf4T0nxSRtXtNis/Hj956zMHcOe5ia/loq9bhcat5wxxjjqzCacHg8JGi2XjsmnMDEJgKf27mJzfZ3ffRSCwF0zZ3N9X4pTramb944d9XW5EoFqs4m716/1u1+T1cJ969fx6mVXRqTF4VAIR7+jY+QSfiQkRH9h8zNFXKoRXWzgupohTk9calxY15TkHVkiJW+PKNJoCSzwZ3Y6+GfRAXY0NvjNPut7zPzf3l3kxhpP2oN3IMk6HelBuin1R6dUhmx9aHY6eKHoAD+dt4gUnW5I97e5XDjcJ589H7YNXkGrP4GJUsE5Xi1rYDMIgC67nW9Mmcaji5dx14zZ3DNnHhfm5vkCyQ61tgQYe5co+lUf+7CinM4gLy3BXPhVJm+nrWghHP2WDHEUMpyKLOcaydmJ5M8IzNEbMy2HjHHhrT1K8o4skZK3gDenNdj2dpvNr3PScRotPbxTVjLkdobgbYt46+RpJ52R2d1u3IO4nZstFn6+eT0tVuuQ7+/wuEnXGwY13LP0p89tG2yccqAgLh6lXMaHFeX8YstGvvPZJ3z14/eo6e4OmXbVf3afotMHN05Bbuj0eOgYZsGS00k4+i0Z4igkNjZ61juikXte+A5Lv7KArMJ0Mieks/j6edz77++FfT1J3pElUvIWBIGFmVkoBP+fudxYI4v7KkYNpN1mo8sRvPcugAzBdz2VTE5BfAIvrbqSVWPzEUWRnY31vFpcFHTt9nfbt5zoKDQAeV995cNtw/sRV8pkPDh/ET+YGbp4U1WEjZQIpOr1/Gn3TqpM3XhEEbvbTWlHBw9v28S8tAwUA4xxjErlVx/8srHjyDUGpoYFy2NO0+k5Pyt6CvKEo9/SGnEU4g6S4C9xArVOzV1P3zZi15PkHVkiJW+H241CEIjXaOhx2FHLFRQkJPCTuQtI1RtYXVVJVT/DqBCEoMU1jqOWy7kkbyyLs7Kp7zGzIiePDEMM4F3//cG6NZR2tGNzufhX0QEWZ2bz8KIlvjXD4hC5vQLel4N6s3lYM3Hw9vedm56BRqlELZcHHb9aiPx8a1NtbVC3da3ZxKNLzqfJ0sPu5ia6HXZStDouzy9gTlq67ziNQsHvllzA4zu30dDTg0ouZ0ZKKpfkjeF3O7dR25d/nazVcePESSOewnYqhKPfkiGOQiwWC0lJSWd6GOcMkrwjS6Tkfc8Xa9neWH/CuAkC05JTGBvn7RX7p2UX8sfdO2iw9KBVKHB5PJQFqScNEK/W8Lsly5iTlh40GOePu7azv6XZ93eX3c5n1ZUszsz2dRnyhDCzIlARZAZ9MuLUan61aClymYyGHnPIl4h0lZoD1tDrxALeGfnJgrryYo2Y7L10BOlP3B+FTIZWqUQg0JPs8oh4PCKPnLeULrudFquFnL7iLAMpiE/g+Ysvw+F2IxcEn+v/1cuu5oNjR+lxOLhyXAEpOv2g44k04ei3ZIijkLS0tJMfJDFinEzeB9cX88WrW1BpVVxx18pTKh4iERn9PtTawsE2/6Agm8vF59VVfHPqDFRyOTlGI39e4c09L+to5+/793K0syPAeKRodfz3qut8OazBOBrEgNvdblZXVfgMcXaMkWpT4CwxXNJ1Bib0RSIvSM8kUaOlPUhDhq3mrkGvMzkxGZ1Szs6mppDHxKs1vHDJ5VSbuvn7/r3sbm4Mml8N3oIrS7KyyYk1+nkcwFtf+tr3/kuKTsfFY8Zy54zZJ40yVg1Y59crldxQOGnQc84k4ei3tEYchTQN8oUYrXQ0dvHh02vY/M5OXI6hxm6ODIPJ+18/fZ0nbn2GLf/dxRevbuGRq57ki9e2RHB0o49I6HdRW2vQOsbddrtfNK5HFPnZpi/4zmefsLG+NuD4JK2Wny1YNKgRBu8sMBiafjO98X0z8ZGix+Gg1+X9riRotSHXvRfFxIW8RoZej9lpH9QIAxjVamLVaqYmp/DkBReS2eeSH8jslFTumDkbuSAwMzk1aLCcS/T2Qn71yGGeP7Tfb58oiuxorOeJXdv58NjRYeVzRwvh6LdkiKMQ5Um+9KONd/74IQ9c+CgvPfQ2f/3ev/jpBb+h/mhjxO4fSt5t9R1sf38PNvOJH+7uFhMfPv0Z7jAauUt4iYR+z05NIzZIYE+cRkOC9kT5xI8rvVW0juemHp/jJWu1LM/J5U/LLmRJVs5J77c0KwfVgPzjBLWGWyZN8f2dNcJFJ2otZi5441V+u937Yjg3PT3ocRZPaF21OF1DmqXr+z4zi9OJyWHnwtw8dP1eMmTAsqwcnrvY2/32F1s28kHFUXoHWS91uN1srK3x/e32eLj7i8+4d/3nvFZSzK+3beHWTz7wq8h1NhCOfkuu6SjEGCRacLTSWtvOp/9cT3dfpSyP20NtSQPP3/MKD39wX0TGEEreBz4/7FfB6zhdTd2013eSkiutK4dDJPR7fEIic1LT2VBX43OhxihVXDF2HK8cPsS62mp6XS667L1BZ13JOj1/OH/wPsP9+caUaXT02thSX0eP00GiRsuNhZP9ynBekT+O32zfHFD56mQEW2s9jsPj5r9HS5mTmsbW+uCFQMpt1qDbZYBbPPlodHIFF+WN5YGNX7CtoR6by4lCJiM3JpY4jRYRWJCewc19Lx2Nlh52NTUOqZBI/3Xt98rL2NpQ7/u8XKKHko52/rhrO79ZvOyk14oWwtFvyRBHIW1tbej10RWAcLr44rWtPiPcn+bqNuxWO2pd6J6rI0UoeWeMT0OjV9Nr8Q9O0cZoiUmQWieGS6T0+7GlF/BGSTFbG+tRCDK+NGEiRW0tvHT40KAzNWDIDRyOIwgC985dwPdnuTDZHSRoNAF5xTKZjEvHjuPDivJhXVuvUGJxOUMaYxH4zfatIesuT9fH0NjVjowT5S9lwITERCoHlJkMxvz0TI52drCmutK3zeV2U9rVycwUFU+cv4LXS4r55dZNXJCdi1ouD7pWHYz+Lu7N9XVB150HrjNHO+Hot2SIo5BzaUYcmxhcYRVKBXLl8EsNhkMoeRfOH0fe1GxKtp/44ZQpZExeMgFtTPSkS5xtREq/5TIZN02awk393MN/3rvrpEZYI5ezPCd4XqrF6eTlw4c42tVJXqyRr0+e6lctSy1XkKzz/1m1OZ3UmE2k6Q3cM2c+B1ub/dofauVy0nQGqszdQY1tmsGAw+2mJkg6kG9cLicWV/DGEeW93hlx/7mvB2js6RlSBa9dTQ0hK4Lta2nm6nffwtS3Hr+uupLpKakka7W02kIbYxkwNi6e++ct9G0zhHDpquVnl5mSZsSjBEe/WqqjnWU3LOKT59bReKzFb3vBnDEolJFRz1DyFgSB+1+/i3/85HVqiutRKGRMWVrITQ9dG5FxjVbOlH57RBGLM/i9jSoVSpkcg0rF+Vk5fHXilIBjTHY73/nsE78Up411Nfx95SUkhWhn+PzBfXxUcYw2m5U4tZp56Zn8eM4Cfr55PVanEwQBg0rFLxct5oXDB9neUI+9n6s8UaPhKxMmYnE6+PuBfYPmOYfCGMKQddntfuu8oehxOXEO4sI29QuKs3s87GtpZnpyCt0OB44B41XLZIxPSOSK/AKuyC/wi4i+dcp0djQ10tbPla5TKFg1ZuxJxxhNhKPfkiGOQmyDvEmONjQGDXc+fRsv/uwN2us7UKgUFMwey3f/75YRuX7NkXre+O27dLeaiU2K4SsPXEnuZP/OKIPJWxer4wfP3D4iY5Hwcrr1u6a7m9/v2kZdjxm1XM7C9Ex+OHseMkEgRacPqD+tUyj4/dLljIuPx6BUoQwS6Qvw7IF9AXnGFd1d/GXvbh45b2nA8dsa6nmluMhXH9nmcvFh+VG21dedqJksirTabNy6+iM/1zGAHG8f5Cd378B2CkVQkpWhG1EY1WoUMjmmQaqJgbei2FA53ujhW1Nn8NzBfX5r8HaPB5PDzuX54wLSksbGxXH/vIW8ePgAbTYbBqWKi/PGcv34iQNvEdWEo9+SIY5CzrU84vFzxvLbNQ9gajej1qpGbF24obyZ39/4V1r7dWuqKqrlZ2/8gKwJJ3KBzzV5n2lOp7x7XS5+vGEtFd0n1hWru024RZF75y7gzhmz+eXWjT5jrJbJWJSRFbJQR38qTV1Bt9f1mINuf6esJKBJgRuRthDrpwPnnG5Ev5aJ4TJYHnFBfAIX543lr/t2B22QcRx7kLrcg5FhiCFNrw8aCNdus9HYYyEviAv3gpxcLsjJxeXxIBeEs7IzmpRHPEo4F/OIAWITY1Dr1Dh6nZTtOkZTZcvJTxqEN3//vp8RBmir7eDNxz7w23auyvtMcTrl/cGxo1R1+wf3uEQP2xvqEUWR2WnpvHDJFdxQOImL8sbwm8XL+N3SC4b0g29UBX9B1CkU/G3fbu75Yi3/t2cn3X3G0xPCnSsOsS3hSHE8j1jo+3ecdL2BH82aS0F8ArmxcUFzfsFb+nM4kd6ZegM3T5pCQXxC8BQytYZkXXBXvu+eMtmgn4lHFFlfW83DWzfycvEhbK4TLwoWp5Nn9u/lvg2f89yBfd4lgAgSjn5LM+IoRDVIT9PRzucvbeL9v62hpboNXYyWvGnZ/PiF76KL1Z785AGYWoPPVEzt/tvPZXmfCU6nvOvN5qBGw+Z24fJ4UMrlJOt03Dd3wbCuu7muli57L2qZHHu/vNxEjZYaU7dfD+HNdbX8/cJLWDUmn+2NDQHrugaVCvMIr5Mfb6IQLGXI1DebjVOryY4xUtrZjt3txup08sfdO6gxmULO6gFvt6RhvDyIwP6WZs7PzmF6copf72GVXM6izCxfXnI4uDwe7vliLbubG7G73QjAB+VH+cuKi1DJFXzvs0842tUJwLqaar6oreaZlaswhgg4Ayhua2VHYyNTkpOYk3py78hghKPfkiGOQmJigletGe201bXz5u/fp7PJO6Mxd/RwaP0Rnr37Ze7+57eHfb2k7OB9QRMz/SscnavyPlOcTnlfMmYs7x0r82seD5CmM4Rc+z0Zf967i7dKS7D2RSXLBAGjSk1BfDxahYINdf4VuSpN3fxln3fdeE9zE+tra2i1WX3uR7vLhVwQQpaIHCp6hRKFTCBOo2VV3lh2NTeypzlwNlbTVxCjy26nx9nmcxd3O+x+LxChGG7ec4Olh59tXMeU5BSeWHYhLxQd5EBrMzJBYF5aBklaLdsa6pifnhmyJeJgfFRxlB2NDbj6PA4icKy7iz/s2kGcWu0zwscp6+zg7/v3cP/8RQHXcns8/HTjOnY1NdLjdKJTKJiUmMxTy1f6VUUbDuHot+SajkLa29tPftAo5OPn1vmMcH+qDgWWHhwKN/78ajIK/Ndr0selctND1/htO1flfaY4nfIuTExiRU6eXypMliGGH82ZG9b1Piw/ymtHDvuMMHjdotq+AK9QqVANlh5v1P38Rby46nLS9Ho8eI2aw+PBLYpoZDKUYc68UnV63rjiGl669Eq+MmEi6+tqqOru8uvpe5wpOm/OuwhhlYxUy+TDNhQOUWRvSzMvFB3kh7Pn8q9LLmd+egb/Ky/l0R1b+fEXa7nl4/dptQYvNnIcp9tNrdnk53reXFfnM8L9qe8xh0zxquwOnov8VtkRNtbV+tbyrS4Xu5sb+du+3UN91ADC0W9pRhyFxMePbE3as4YQEwRx2M3hvMSnxfHIB/fy5u8/oLWmjaTsRL780yuJS/EvNXg2yrt8byVHd1Uw6bzx5E7JPvkJUcTplveDCxdzZX4B7x07SopOxw2Fkwd1S4ZiZ2MDf9y9I6jxarL0cKy7k7gQ68b9++Y29vTQFiSSViGXc+WYfN4sKxn22MbHJ5BuMLCproZnDuwN8AD0p8QWOghrKHgQuXZ8IVvq6+jq7UWjUOAWPYPe8zjF7d7+ylXdXbxResRX59vu8XCko51fbdvMX/oabwzkxaKDfHDsKJ29NmJVapZm53D37HnEa4IvU2kVCgwhIsSD9TEG2FpfH9QzcThEy8qhEI5+S4Y4CrHZbOdks/pV317Olv/uDJgV500ObWg8bg/b39/DnjUHyZmUxcW3LUOjP/HjaEyO5Vt//Oqg9z2b5O1yuHj85r9RuqsCm8mGIU7HpPMmcM8L30EmPzscXJGQ97SUVKalpJ7SNV4uPoQ5RN5xglZLpiGGb02byYHWFpqsJ4xdslbHN6fOOOn17W43+/q1ThwOur4c+/+UFJ/UIKYoVVT1uacHK5cZCpvLRb3ZhEcUUchlJGm19LpcQzLEoghvlR5hV1ODX7ON41SbuhFFMWBNdnt9HS8WHfTJv9vh4J2yEjIMBm6bOo0tDbU09Yvy1iuUrBqTz6TEJIrb22jtl4ucotXxzWkzgo5vYArVcYZbWa0/4ei3ZIijkN4gCnsukJydyHX3XsaHT6+lpaoVnVFH3pQsvvvU14Ie73K6+N1X/kLJ9qM47S4QdrDxP9v42Vs/IDEj+PpwMM4meb/1+w/Yv+6w79e0p8vK7tUH+Ojvn3HFXRef2cENkbNF3oNF285KSfP2wdXB4+cv55kDe+ns7cWoVnP71BlMTkr2HTstOYXcWCPHBqxdOj0eygdsGwpxag1fnTiFtdWVQzLkCYoTbvpkrQ6nx0PnMBspbGts8P3f7HAEdYEPRCmTUdrZzp6WJl8w2UDkgsCmuhqOdXWxNDuH/L4OVW8eLQl4Cep1u/msqoobCifz60VLefrAXlqtVgwqFavG5POlCd5840fOW8oLRQfo6u0lTq3hW9NmUNiv5nd/biicxN7mJrr75VHrFAouGZN/0ucLRTj6LUQilH7btm1iYWHhab/PaMFut6MOw5U2WrBb7VQcqMGYHEvGOP9ZzYF1h/nvkx9jajfjdLhorWlH9Pjr8IIrZnHPi98d+v3OInk/fMUfKd5aFrB92gWTePDtH0V+QGFwtsj74S0b+SBIXWiVTMY3pk7n29NmDvlaB1tbeHT7Fiq6u/AM8zd3RnIKRzs7sbm9QV5jYuP4xaIl3PPFZ7SEaOjQn1i5HFPfWrZaLufpFRfxi62bqO/pGdY4hsPxSOuTrUjHqdXYnE7sHg9GlZolWdk8vGgJP/ziM7bU1wUcr5TJmJKUzE/nLaQgfugv24PxZukR3ikrobO3l1iVipV5Y/jO9FlhX6+/fu/du3fPihUr5pzsnLPDl3WOca7ntap1aiYuLAgwwpUHa3j6+y9yZNtR6suaaKlqCzDCAM3VrcO639kkb7ky+FdWEaG63CPB2SLvH86eS0GQ9T6Hx8Mrh4tYXVUx5GtNS07h9cuvJjcMl3xJRzsWlxOPKOL0eCjr6uDmj98LaYT1CgWafq7V/v2I7W43v9q+lT8vv4jsED2FRwJPCCOslsuJU6tJ0+tJ1enostt9JT27HXY+rTzG4zu3szAtM6h72NlXQvOBjV8Mu8hIKL48YSKvXXYV/7n8al6/4ppTMsIg9SMeNWg0UkOBYPz3Tx8HjaoeyHArc1k7bbzy8Dv8708f01bvLWG4+Z2d/Oa6P/HwlX/k9UffxeUYmS/9qbLkSwtQ6/2fTxerZeWt55+hEQ2fs0W/4zVaXrj4cnKC9BG2uJy8X350WNc7nvYUjMmJScSrg8vlZE0q+mNUqfhK4SSM/QKaOgY0g2i1WsgzxvH6FdegV4SXzxtulm2+MY5XLr2K/1x+DcYgz+sSRd4sO8LrpcUUJiZiDBFkVW3q5tPKY2GOIhC5TEaCVntKa8PHCUe/pTXiKESrHX7xinMBm+nkNVx1Ri0X3HTekK/54gNvcHhPCdV7vPmUb/zufWISDfRa7Nj72h8Wby2jYn81P3/rh+ENfARZduMimqpa2f7ubsydFmKTYlj2lYXMvnjamR7akDmb9FurVJKm1wdNi3F5ghtIs8PBy8WHqOzqIkalYl56Budn5aBVKlmRM4aSjnY/45qg1vCz+efRarPw4OYNAWUxh0OPw8ELRQf9ArJaBqy1avqaQGgVCp6+8GK+uebjYaU1KWWysNKgFIKMBRlZeEQPT+zaTsMgRUTqe8wIwJPLVvCjLz4PWC/2ALuaGtnT1ERGTAw3FU4O2SEq0oSj35IhjkI6OzvPmijekUQURQ5vLqV4SykTF41nypJCv2jK3CnZHFx/JOA8Y0os2hgN+lgdy25axAVfHZohrj5cx4Y3tzHlkgKfIfa4PYH9kUUo23WM0p3lTJg3LvwHHCFueOAqrrvnUkxtPRhTYiLWpWqkONv0e05aOrubGv1crTJgZkpgTeFWi4U7Pl9NRXeXb9t7x46SaTDwvemzuHHiJDrsNr6orqLL3otbFNEplTy1dydVpu5TMsIAwV4NCrV6X9Q0eI31D9et4eFFS5mSnMJzK1dx/6b1NFsHT3NSymTcO2c+r5cUD7tHsEau4NKx+SzJyuLbn33iF/EciroeM622XsYY4zjY5l/uViWTsa662lflbHVlBY+fv3zE1o1PhXD0++z6Bp8jJCYGj/AbzbgcLh678a+U7TpGr8WOWv8ZBbPHcv/r30el8brPrr/3co5sLaPiQDUetwgC5E3J5qH/3k1MgmHY91z/+lYsXVYqdp28YIjN3EvZrgo/Q/zFq5tZ//pW7DYn6WNTuPW3X8GYHBkDo1QrAyqEnS2cbfp9y+RpHGptZV9LEz1OJwalkmnJqdw+dXrAsU/t2+VnhI9T39PDr7dv4en9e+my9yIXZPS6XTg9HsxO56AlJk+VIqt/UJZD9LC5vo4frFvDsytXMS0llX9efBn/OLSfzl4bE+IT+ay6ksp+xlaGwG1TpnP9hImsrqoYliE2KFX8cekFzM3I5I7PPh2SEQav4TeolNw3bwEPblpPjdmECMQoVVhdTtz9inrUmE08uXsHf1+5asjjOl2Eo9+SIY5CzGYzBsPwDUu00tPp/eIZ4vUhj/nvnz7h4IZiX1qO3eKgaGMJ7/zhQ27sq4SljdHwyIf3sfbFjZTtrmDMtBwuvn1Z0DVhq8nGe3/+lNojDSTnJHLtPZcGGMmEjDgAUscl0nqsI+Aa/dHFapm4sMD390fPruWtx97HavLONCr2V1N/tJFHVz+AUh1+Hd1zgbNNv5UyGf+3fCWH2lo50NLMtOQUpiWnBD22YZBIZLvbTYPl9EUqhyJHraEuSJvD4vY2rnv/HealZfDQwsXcPnU6v9yykf+VlyLi74JWCPBueSlV3V0sz8ml2mSiPUQXKbVcToxKRY/TSYpWx1XjxjM3IxOAjhDnGFVqvxQigNxYI/PSMpDLZLx62VV8UHGUdpuNY52dfFFXE3CNoRr40004+i0Z4ijkTDVOH2naGzr56/f+ReOxZkAkPT+Vu/5+W9Ac35LtR4NWGijb7R+ZqlQrWfWdFaz6zoqQ97V0W3nkqif8SmPuX3eYn7/9Q1Kyk3zbLvzaUtb8ayP6+ME7wcjkAhMXFjBu1hjftg2vb/MZ4ePUFNfzxWtbuegbZ0/g1JngbNNvs8PBMwf2Ut7ZiU6pYHJiUshjT6WZwWAkajS0h5l/HSsP/TPfYrXycUU5eqWSg60tHOkIXp7RIYo0W62srq5kT0sTX5pQyKG2VprMPTRae7D2laCMV2v4SuFErh9fSIvVSk6sEW2/ms2hKlxdNjafiu4ujnV507syDTE8tPA85H3BU1qlki9PmATAMwf2BjXE2mHUhu6y9/Kn3d7lAI1czjUFE04pd7g/4ei3ZIijkNHQH1cURZ78xrMc7WdIOxq7eeLWZ3l09f0BlXRCzSKV6kAVLdtVwSfPf47b5eHCW5Ywbdkkv/1v/+HDgPrUjeXNvPrwf/2aR2hjNNzzr2/zzI9fCvkcKblJXHjLEq64y78MnzVI4JjHLVJxoDrktSS8nE367XC7uWPtpxT3K3lY1NbGA/MXsjwnL+D4WyZNpbSjI+RsMVx6XW6S+oxx//fVgd2ggjFYP2LwBj5tra+jdYhjbrPZ2FRXy0uXXglAt93OW2VHMNvtXD++kOxYb5/hYKUob5o4hUNtrX7BXnJBYHpyKj+eu4Auey8uj4ckbeiX45sKJ7O6ssIvgE4jl7MiN29I43e43dy5djUl/V46SjvaMTkcfLmvKMipIPUjHiWcLXmWg1Ff2kh9WUPg9rJGao8Edny5+LZl6I3+Xz69UcuFtyz12/benz/lsRv/wpZ3drH9vT08ceszvPzLtwPuEYz2+kD385hpOdzxj68xdmZe0HNmXTSNq3+0CrnCP093YL1qAJVGyZyzKHr5TBHt+i2Koq9n8LtHSykZUHe4o9fGK8VFfttcHg9vlhTzn5Ji8uNC9/YdjMF+jC0uJ229vcgFwZc6pJLJyB5Cp5/+ecShcHo8OFxDT9GrMnXzWvFhbE4nRrWab06dwd1z5tNms/HtNR9z3Xvv8PWPP+C9o/7FZxI1moCqXG5R5OU+ecapNYMaYYBYtZrHz1/OvLR0cmJimRCfwG1Tp3PblMA1+2B8cOwoRzv9fwvMTifvlwcWygkHqR/xKOFsSu8Iha2nF0dv4BfbaXfSawlcr5p10VS+9NMrWPfKZsydFjR6NTEJBnZ+vI/Y5BgK54/DYXOw7pXNvjVn8AZRbf3fLq76/sXEJnl/lIxJwQOm9HEnvuDt9Z1sfmcH8WlxjF+chztEnnBnU1fQ7dffdznP/PAlOhq9+2UKGRMXFTBLMsQnJVr12+Xx8Ied29nT3IjD4ybTEINarghamKKrz01c3d3Fx5UVrKupoqq7y3dsqJKOgzGUhKD+/YYdHk/QwLCBtIaol92fCQmJqBVyqk3BuxcNxOJ08uSeHbxddoTfLVnGhMQk6swmHty8wa/udo3ZhEap4OK8sQB8XlMdNC+61WbF4XaHrP08kIL4hLADsw63twZt9GAKso4eDlL60ihhNDSqHzsjl7QxydSV+s9OU/NSGDsjN+g5l35nBZd86wI2/Gcbb/z2XRrLmynbeYzdnxxg2Y2LWHbjIp/h6097fSdlu48x55IZAFz/08sp3lZGa80J11N8mpFr774UgLce/4DP/r2RrqZuZHIZ0y4q9DPSx5HJZUw9P7irasaKKTz0v7t596lPsXRZmbZsIhd+fSmyESgIMNqJVv1+bMdW3isv8xnE+p4eEjVaZAQayTiNhj/u2s4nlRV0Banb7IpA6WD6xqWSyXAMktdr8XjQKRS+ddyBFCYk8tDCxexqauCv+3ZT39ODgHe92+Fy4QjxLCJQbTbx+K7tPLhwMX/fv9fPCIPXuL1TVuIzxHlGY9DGE3qlckSKaQyFRRlZfFJxLEBmiSG6Og2XcPRbMsRRSHd3N3FxcWd6GKeEXCHnqw9fx4s/e4PmSm/JybQxydz0i2tOmvf68TOf09F4Ij3CarKx9X+7OP+GhRjidNit/m/4hng9Gfkn1mVSc5P5yct38Pqj79LVYsIQr+eaH61iwvxxtNS0seZfG+hu9b75e9we1EYl5iYLGePSaCj3upXkSjnjZo1h8uLxQbvDAGQWpHPnX78RnoDOYaJFv5stFp49uI92m5Wxxnh2DcgVBq8bOl1v8It2TtRouSA7l38VHRhSB6LTTYbegFP0+AyoTBBQymTIBBkJGg1XpWcyMX8cD2/d5O121HeeAKzMzeO3Sy5AEAQuyhvLoows1lRXoJTJuTAnj+9/voZ9rYM3lihqb+PWjz+gN0TJyf69hLfU1wUYYTmwLDsn6HfsdLA8J4+3U0rY0+/zTtLq+EaQdLRwCEe/JUMchSQlhY7KPJO4XW5W/+MLDqwvRq1Vc+VdFzFu9piQx8++aBqTF41n23t7EEWRRVfPQWMYvPxbR2MXnc2BOYpdLSZKd5ZTuLCAbe/u9uYR91EwewwZBf4BErlTsrn/9e8HXOeLV7f4jPBxyrdVI7hlPPrp/az+13pqS+ppKG+mubKFX6x6nKScRL75+E0UzBk76NglhkY06PfRzg5+vH6tr/HB5vq6oO5kEViZOwaHx83Rvqjpr0+eyqeVFVFhhAGyYmN5dPEydjQ2EKdWMzM1jV6Xi0ZLD+l6A6LDgV6v552rruNQWytvlhQjADdMnMykARHgBpWKawsKabT0sLupEd0QosBdHg89g8zIM/tSeerNZvYH6RalVaq4eeKU4T30KSATBP6y/CJeLylmT3MjeqWK26ZMY9wIFQMJR78lQxyFdHd3o9eHzrk9E4iiyB++9jT71x3G4/J+6Yq3lvG1R67n/BsWhjxPY9AMudIVgMGoQ6NXY2rzL3Cg0ipJz09j5a3nk5gRz+HNZYgeD+Nmj+WWX39p0Gt2NnXx7D2v0HisGZs50I2YOSWNluJ2YpIM3PDzq/nNdX+ivuxEwIW508ITtz5DVmE6bqcHrUFDXGoscy6ZzsyVUyP2Jj9aiAb9/tu+PQHdh4K5k+PVGq4uGE9OXyTwcXY1Bg8IHAyjSkWSVkesWs3SzGz+U1JM8xC6J52Mhp4eDCqVX9SwTqn0tRRsaG31yXtqUjJTF4dOr/OIIr/YvIGdTY2099qIU6nQyOXDqnfdn5yYWO6ZPR+AY12dQdsvukQPTVYLxgjWIFfK5dwyeSq3TJ464tcOR78lQxyFOE+xzN3p4PDmMoq3lvmMMICpzczHz37O0q8sGDFjpDFomHzeBNrq2v1mvTkTM5m2bCKCIHDzw9cP+Xoet4fHbvwrlQcD8w6Po41RUzB3LAqlgpbqNqqKAtuvdTR2BaxPf/HqFiaeN56fv/nDgKhqidBEg363hTCAGrnC52I1qtSsGpsfYIQBvlI4iTdLj9AxxL6+WoWCR5csY2FGFgC3fvLBsIywVi5HrVDQZQ8MKKozm9hUV8uSrOyg5w5H3i8fPsRn1ZW+l5IuhwM5kKbT0WQd/kvDjOQU7B43ZoedwsREkrRa2mz+aVJJGi1ZQRprnK2Eo98jZogFQZADu4F6URQvH6nrnotEY57lwfWH6e0J/BHobjNjtzrQ6Eeu4Pq3/3QzulgtRZtLcTtdZE3I4FtPfHXIxv6zFzew/vVt9Fp6kSvk1BwJNKzgbR0YmxyDwqPC2eviW4X30tNlwe0c2tu/2+WhaEMJr/zybb7+6FeCHtPe0MGrj/yXtrpODHE6rrvvMvJn5A3p+qOVaNDvUIUlVo3JJ8Ogp81m4+px4xkfoqF8rFpNrFo9JEOslMmYl5bBgnRvdalqUzdV3UMvEalTKPjP5Vezu6mR32zfErCO7fB4eKv0SEhDPBx5b22oD/AMuIF0fQx2tydgRhss8Ko/H1Uc4/OaKmLUaqYnp7IoI4tPK08ESukUClbm5p22QihngnD0eyRnxD8EjgCj59XmDNHU1ERubvDI4jPFuJljUGqUOHv93/b0Rh0q7ch+ieQKOV9/9MvDPs/Ubuapb/2Dw1tK/WbuoXA53Rji9RjStax+amM4QwXgi9e3BjXEpjYzv772/2g4esLNXXmwmrv/9R3Gzx2ZKj5nI9Gg31+fMo1jXV1+hTfkgkBpRzvXjZ/AxEGqZx1nKHm3WrmcXyxawoW5Y3wvkg63G8cgRThUMjke0YMIJGu1PLX8Ip7ev5dNdbUhU5ycfdd77chh3iw9gtPtJismhrtmzSHWYhuSvM0Oe8hxaZUKZqWm8UVNld8YThYb7kbE4nJhcblotlRwbcEEHpi/iLU1VcgEgSvGFgy5EMfZQjj6PSLx4oIgZAGXAf8Yieud65zp9bNgzLl0OmOm5vht08ZoWHzdvKhI2WmpbeMXlz7OoQ1HhmSEj1NX2kjF7lOrhuWyu7B0B7rt3nniIz8jDNDe0MVbj394Svc724kG/V6Qnslvl5zvl7LiFkWKO9p4cPMGv0jfYLxfXjakkpMTE5O4KG8ssn7enPy4eNL1wWsRq2UyPrr2S6z+0o18fN1X+Oi6G2ixWdlQV4PFFdrlOTkxmYe3bOTJ3TuoNZtoslrY3dzET9avw3mS0o82l4v71n/ODR++S3lnYNEbjVzBkswcrh5XwPXjJzIhPiGgKMdQEPG2Lvysuoo6s4kWi4WSjnZf8ZTRQjj6PVIz4v8DfgKcvMyLxEmRh1GV53Qjk8n4+Vs/5JVH3qG6qBaFSsH5NyzigpsWnemhAfDKL9+hoTx0moVMLvitOR/H4/Jgt57ammVMot7XIao/zdVtQY7GryDJuUi06Pf05NSg9YlrTN18UlHOteMLg55Xbzbzt/17g5aW7O+qzdAbuG3KdN4pK0EuyLg4bwxapRKZIPDLhYu5Y+1qbANSfuweD0/u2cVv+gVUfVpxLOSLgdD379PKYzRbLQEz1Bablc+qKxmXmRlCCvCrbZtYV+v/MioXBOSCQJJWh1Gt5t+HD9JktRCv1qBVKIIWxBgKjT09fqUpK7u7cXs8/GD23LCuF42Eo9+nbIgFQbgcaBFFcY8gCMuCHdPS0sLtt9+OQqHA7XZz7bXXcuedd9LU1IRer0cul2MymUhOTqajowNRFElOTqa5udnXxaKnp4fU1FRaW1sRBIGEhARaW1uJjY3F7XZjsVhIS0ujqakJpVKJ0Wikra0No9GIw+HAZrP59qtUKmJiYmhvbyc+Ph6bzUZvb69vv0ajQavV0tnZSWJiImazGYfD4duv1WpRqVR0d3eTlJREd3c3TqfTt/9Un8lms0XtM130/cV+z9Tb23tGPye33cOWD3dQW17HlIsL0MfrKFpTxpSLxtPZYMLSYSV7ejo5Y7OpPFKNTCH49rdVd+LsdTHnuimYWnoYMycLuVJG6cZKJi0fR8sxb0GQlPxEiteVM2HpGNxOD5W765iwZAyNpa0oNQrmXD4NDx6qq6v9nil/Xg49NjPxGbG+e1o6rcQnxlNdXR2VuheJ71NDQwMmk+mMP5Nar2e+Vo/G5cIoV5CsVLHV3MWimDg8JjM9PT1Bn2nDoYOMlSswqDUUavUUWXvIUWtIUqkoyM6ht6sLmVJJgt7AxqJDbOpsp0Cro6yygsUTCslEIEOv5/dzF/BJyRH2WExM1hpQCAJ7LCYMFgv1zc1oFAp6enrI1GhZaUzAJYoctvUwSx9Lld2GWpCRrlKz1dzFdJUGi0JJuc3KdH0M5b1W3zN1dnXxyd49zEjPCPicrDYb1R0dXBKXSIfLSYvT4Xum63PHkK3T8/iRw8zU6WkVZHS7XYxTqhGVDsZpdehlcp/MGh127KKHPLWWvQOeaZ7BSG3f+nK2WsPOnm5m62NxiSKHGhuorq4eNb/lXV1dqNVqWltbh25HT9UtIAjC74CvAS5Ag3eN+L+iKN58/Jht27aJhYXB3y4lArFareh0g9dblQC71c6Dl/ye6sPBg7EAEGDq0on87M0fcHhzKc/f+6qvwIhSrcBpdxGXGUtX/dBK+4E3lSo2MQa1TsXEheO57fc3BC1S0tNl4eHL/0hNv9raydmJ3PfyHeRNDR5Ycy4QTfp926cfcqDVv+l8okbLvy+9IqT7+NfbNvNukLrEAmBUqxlrjOfX5y3ljrWfUm3216txcfG8dtlVyASBd8vL+M32LQHXMarUvHzplWT21ZHu7O3llo/fD7uFYopSiUMm40/LLmRaSqrfPqfbzdXvvR20heA3p06noruLdTWBSzcnC9I6jlwQcIsiWoUCrUJBRxB3frrewHtXX+/rtHS201+/9+7du2fFihVzTnbOKc+IRVF8AHgAoG9GfG9/IywxfDo6OqLmhyqaWfvvTX5GbiAqjZLr7ruMK++6GLlCzrRlk3j8i4fY8MZWei0OijYe4eD6I4yZk8W++uIh39fR6+TKuy7ikm8tH/Q4Q5yeX77/Y9587H0ajzUTmxTDl356BeljUwc9b7QTTfr9wPxFPLDxC6pN3XiAJK2W68cXhjTCAF+ZMJH1tdUBqUQi0GW3s7eliR+vX0utOfDlrsbUzY0fvovV5UKnVGJQqugZUAs6RqUiQXsipzZeo2FWSgoNleEZ4slaA1+YOnn1yGGfIe6223nu4D6qTd043YExFYkaLVcXTOBPu3cO+T7yvnYUHkQSNFquLRjP1QUT2NHYQJYhBqVMxvfXraFnQHpPqk43aowwhKffUh5xFDLaghdOF5UHaxA9gbKSyQWUGhUKpZwN/9mO0+7iyz+9EqvJyrN3v0L14VoEmYy4JO+sVq4M/iNwfMYcgAimDu8MwuP28Oqv/kvRphI8Lg+5k7O47fc3oov1BgHFJBi4/fGbRu6hRwHRpN8F8Qm8evlVrK6qoN3ay6Vj80k9SbDN+IREbiicxLvlZSGb0TdZLaj65SQfx+nxcKxfowalTIZWrvBbK67rMfPl9//Ht6bNYFl2Lj/btJ69LeF3rDpeMez4mrbJbufbaz6mvKvTbxyi6C2ukabT8+UJE0nXG7h+fCE7Guv9jGew2tteRL4/ay7pBgOLM7PR9K2/XzVuvO+IpVk5rK+t9tW9zjQY+MGs0bM+DOHp94gaYlEU1wPrR/Ka5yLJyclneghnBdOXT2Lru7twOQYGzQjYLXbsgKXLyodPf0ZydiIb/rON4i0nXIr1pY2kjkmmcmfwWfX8K2ZxeHMpnU3+OZ9xqbG+ILVnfvQSG9/c7ovUrj5cR2ttOw9/cK9UcSsE0abfarmCK/PHn/zAfnxr2ky+NGEiT+/dwzvlpQH7FYKM3Fg9pQOikAf+RDs9HvLiYqno7vYLgGqw9PDX/Xv4uPIYu5qGX8WrP3ssJpQyGcuyvFkP/zx0wM8IHx9HfqyRGyZN5oLsXF8v4XnpGdw0cTIfV3iDweLUGgoTEtjSUI9ngMGRCTKuLZiAfpCmB786byk7Ghv4uKKcZJ2emydNDtq3+GwmHP0ePf6AUURz8+BF1iW8LLpmrjcft5+9U6qVeAa42np77Hz24kaqDtUGXMNusfONp75EYka83/aU3CTmXDyde178LlmFGcjk3q9KfJqRi29bRnJ2IlaTjf2fFwWkS5XuPMaRbUdH6ClHH2ebfjf0mHmr9AhrKit47sBe3i4rweZyEafW8P3Zc8kI4sbONRr547IVzE5NI1mrI1Wnw6gKXvSm1WoNGoXcbrNR3BY88v5kCIC6L3p3iTGBZdm5XNk3M60ydQU9p9psIkmrCzCM35k+i9cuv5p/XHwZr1x2JZePLQgwwgCCAI0hPATgbZ34/MH9vF1WQqpez61Tpo06Iwzh6bfkmo5CjkfiSQyOXCHn52/9kLce/4ADXxSTmBGPuaOH0h3HAo7ttdqxmmwB260mGwa9gUdX388bj71PW207jRXNWLut/N+3nicpK4FF18zhmrtX0dXUxXnXzSchPQ6Az1/aRFdz4Dqgx+3h7cc/4Bfv/pieLgsqtRKVVoXH4+Htxz9k/+dFuJxuciZlcttjN6CLjY710kgRbfrt9Hj4tPIY5Z2dLM/JZXrfOqooivx+5zY+r6nyCzISgFeLi3h08flMSkrmrlmzeWb/PurMJlQKBWNj43hk0RLSDTE8d9GldNvtyASBt0qP8PT+PQGz4q5BmkeIQwqJCsSoVnPf3AW0Wq3MMMQwtV/RjP5FTPrjEkVeOHSApVk5Afv0SiVTkrwzvezYWAxKZcBab7xGQ2KIXrwmu53vfPYJZX0egi9qYUNtDc+sXEVClPanDpdw9FsyxBIRoavFxKa3tqM1aFh8/fwRKYkpiiLP3fMKB9YdpqvFRFtdB3EpRgS5gDggZ3jq4gk4rA5aBuT2JmUnkpSVQEJqPN/789d5/t5XObSxxLe/ra6Dtf/exL0v3cGS6+f73XvT2ztCjq2lpp2fX/wY7fXtKFRKCmaPQWfU8sVrW3H1rTtXHaqlubKVX338E8mNfYZot9n4/uerKe/qxC2K/K+8lIXpmfxu6QVsa6jno4rygD6+It6G94/v2s6Lq67g4rx8lmXnsr+5GYNKxaTEJL/P06j26vrNk6aws6mBgy3N2AfpVnQctUxGbqyRIx3tJz12IFkxsVwyxlu9rb39xPk1pm5qukKX1wwW1TyQCQmJFCYksrv5xLq1DJiWnEp8iMYNzxzY6zPCxznW3cVf9u3ml4uWnPSeox3JEEchPT09JCYGr3F7NrL6n1/w7lOf0l7fCQK8/9c1fPepW5i0aPB1OZfTRVNFK3EpsRjiAwNoPn9pE1v/t8sXUGVu78HSZSFtTArdrWas3VY0Bg0Fc8bw1YevJzEzgff/sgZTu7ezU3yakSvuWImt3wzh2N7KgPtYTTY+e3EDU5ZMwNHr5H9/+pjibUepLwu9dtdS0+Zn9Fuq29Do1T4jfJyqQ7Uc2nCEacsmDSqL0UQ06ffvd271W8e1OJ1sqqvh8+oq1tVUBRjh/jRZeui22zGq1ajlCuZnhC6aAaCSy3n6wkvYUFvNb3dsPanRW5WXz42Tp/CzjV9Q0d01rLnxLxcs9v2/v7z/e7QUS4i+weAN2vr9jm1kx8ZwzbgJaEPUgH7ygpU8tmMrZZ0dyASBGSmp3DNnftBjwVu4Ixh1QSLLz3bC0W/JEEchqamjJ73F0m3l/b+u8RphABGaKlr498/f5LF1Pw85E/z85c189PfP6GjsQhujoXD+OO58+ht++bo7P94XENXscYvEpcTyw+e+SdGmUsbPGcOE+eMQBIErv38xsy+ZzifPfo5MIePy760kJTeJ3t5eWmvb+edPXgvaeQlgxwd7qCqq5aUH36JoU0nQY/wI8qtptwW6IO02BzVH6s8pQxxN+l1jNgdss3s8rK2uRKsYvIa6Si73rcMOFZkgcEFOHs8d3D+oIVbL5Vw7oRCDQkm6wYDZ6aDVah2yMX5yz06uLhjPipw8P3mHanZxnPoeM5VlRxCA/5aV8sSyFeQa4wKO0yuV/DpIO8Vuu53i9lYyDTF+XatiVMFlKRuiJ2hfSzN/3bubVqsFvUrFipw8bp86PSo9SeHot2SIo5DW1lays0dHwYe9aw7SWhPoWmuta6e1pp2U3MDi+g3lTbzx23fpavG+LVtNNra+u5uYBAO3/f5G33GhalwLgsDY6bmMnR5YeD2zII1v/vGrftuaGpr4y9depLakIeRzeNwiv7js8YBAsOEgkwm4B6RbxSbFMGvlyPdEjWYird82l4tDrS3EazSMi4v3+/FWy4IbUqNazQ2Fk9jaUBuypvTkpGRfis5wyTTEBLhq+5MfF8+4uHhu+eSDgAjnobCtsZ69zY2sza7izjHjfPK+fvxE3iwppi3EMx3viiQClaZu/rBrO3+98JIh3fPv+/fyUcVRGi0WjCo1k5OS+MP5K9AoFCzKyOLzIIVBeofQOKPVauWhzRtoPF7QxAI1JhOqvp7C0UY4+i1FTUch0fiWFy6GeANKdeCPlUqtQGMIvk78wd8+8xnh44gekSPb/SORl3/1PDQG/zUppUbJ3MtmDmuM5XurqCsLbYSP09tjx2ELvy51fFocxuQT5djVWhWzL55Gxrgz3xYwkkRSv/93tJQbP/wfd6z9lNtXf8Ttqz+is58RuiAnF82AWW2qzhvROzYunrtmzmFcXDwGpRKVTIZGoSDTEMMleWN5+BTWNu+bO598Y5wv4F/A23UpRadjblo6fzx/OZ9UHqMiDCN8HLvHw7aGOpqsJyKZHW43cmHoP/v1PUMrIrK/uYk3Sot9UdPdDjtbG+r5w67t3v2twSOJuwcJVDvOi4cPnjDCffS6XaytDlxGigbC0W9pRhyFJCQknOkhjBjTL5hExri0gDKULqeb31z3f2gNalZ+YxmLr5t3Yp8j+FvywNnovMtncemBGra+u4uuFjOxCQZmrpzCpd8evOKV2+VGkAm+GXXdwSbEIU50gwWCDRVTu5nUvGSyCjMwxOtZcv185l46I6xrnc1ESr9brVaeO7CPFpu3M5bF6eRAawsPb93EU8tXAvD1yVOxOp2sr62mx+kkWavlW9NmkmHwvjBdOW48l40dR4vVSlxf0JVCJkN5io0rUvUG/n3plbxTVkJ5VwfnZ+UyNy0dAEOf+7iquztk28P+xChV6JVKWm2BaVA9Tie7u7vJsvRgcTh59sBemm2BncJCcXzGf6ClmX8VHcDscJCi0/GDWXN9MgJ4u6wEcxCjeqjNW042VRc8knjgS1AwOmzBo7wHm0232aw8sWsHdT1mNHIF1xaMZ9XYcSe910gQjn5LhjgKaW1tPeP9WkcKmVzGPS98h2d+9BLNVW0IAvR0WTG19WBq877l1pY0Ino8LPnSAgBWfuN8dn+yH0u3/xcwd3JWwPVv+PnVXP2jVbTUtJGUGe9LBSrdeYy3fv8+pvYeDHF6rr1nFUlZiTz341dormxBrlIwYW4+86+YRa8n+Bc9GOEaYQCHzUntkQaUaiWxSQaqDtaw4T/b+N5fvo4h7sy3BowUkdLvd8pKfEa4P5Vdnbg8HhQyGYIgcMfM2XxvxiycHg+qIIZBLpORfhpSrrQKBTdPmhJy/4q8Mbx6pCioMRYAtUJBXoyR3NhYyrs6ae8VAgyxXBDo6erkax+9j8PjxukO3Qd5IEqZjMWZ2extbuJnm9bT2k+WpR0d/PPiy3ypR6HWequ6u/j6xx/wnWkzyDLEUNdzYk1eKZOxOOvkLtwLcnJZX1vtc5sfp/+LQH9sLhd3rV3N0X7ehKOd7VhdLq4L0VFrJAlHvyVDHIXExsae6SGMKOn5qTzywX1YTTbeevx9Pvr75377ezotrHlho88Qj58zlpXfWMamN7fT3tCJNkZD3pRsvvkH/7XdL17bwqa3duBxeRg3O48rv+9dy6o5Us//3f4c7Q0nvoj1RxtRaVQ0V53oiNJ0rIXt7+8hdcLJm8D7EbrG35Bw2p2+4LXmqjasJhu/fO/H4V/wLCNS+h2yZ64gMHCPIAhBjfDpxiOKrK6s4POaKrQKBbdMnkpBfALtNhuvFRcFDc6SCwLfnTaTeekZPHdwP6sHcdGq5XL2m7rotJ88Lak/cWo1V+WP544Zs/j+52v8jDB407ee2LODRxcvA+CGiZPZ0lAXUH/bLYoUtbfy+O4dPLhwMc8e2EuTxYJOoWBxZjZ3zph90rFcmDuG1VWV7Gisx+ZyIQBjjHH8dN6CoMd7vQz+Ln2z08m75WURMcTh6LdkiKMQ9zDeWs8mdLHaE9HTA7CZ/WelNz10DZd9dwVFG0tIG5vC2Bm5fmsvrz/6Lh8/8zl2q/eLX7y1jI+e+ZyJCwpQ6VR+RhgIKFN5HLvVgVIzvK+BXC7DPYQ80KFSuvMY9UcbySxIH7FrRjMjqd9Wp5OitlaStFrGxvlXR7tufKG3HrTVv9rT+PiE095koM5s4i97d9Nqs2JUq/nOtJkUJga+8D24eT3raqpx9unTjsYGvjV1Bm+UFYdM+RFFkazYWNbX1rCtMbA8q1wQyDLEkGc0cri9HfUw1oSP4xZFbp0yDUEQ6HbYgx6zua4WURQRBIFJiUl8ffI0/nu0NGizi1qzibKOdv5x8WV4RHHI0dLgnW3/8fzl7GhsYG11JWONcVwzvjBoL2mA0o72oC8wwVznp4Nw9FsK1opCLIOUiTvbmXzeBGTywC9hfFpcwDZjciznXTeP/Jl5fkbY0etk+3t7fEb4OG6nm6JNJX71pIdCUm78yQ/yu8/IGWHwrom/88ePRvSa0cxI6fd/Soq58cN3uWPtp3zj0w/59pqPMfczGglaLT+YNYcxxjjUcjnxag3z09JPewGJFquFO9euZm1NFQdaW9hYV8s96z+nuM2/P+2R9ja2NtT7jDB4q149c2BvSCMMXsP0+I5t/PvwwaClJt2iyOLMbCxOJ932XtKDlNZM0erI1BtCpl+ZHQ6OdHjz4JUhXlrsbjeV/RpY3DJ5Ki+vuoLEEEU9jqdrDccIH0cQBBZkZPLgwsXcNGlKSCMMcF5mVtAxJ0Woglc4+i0Z4igkLW30RtGuuGUJE+aNQ5Cd+DKm5iVx8yPXDfkaXS3d9HSEjua0W4K74VSa4LmMRWuGZ7iHg0whIz0/BblqcLdn7ZGTR22fCi01bRzZdjRomc9IMxL6XW82869DB6jrMSPiDUra09zEr7dt9jvu4jH5vH751fzz4st46dIreHrlqpPm0g4Hi9NJu83m13Hn2QP7/NZCAZqtFp47uN9v25b62qCzNItr8Mh8lyjS6bCHXB3RK5W8VVrM7uYmnB4PW81dfvvTdXqeXHYhf1t5CZMSgi/LKASBDL13DfaaccEL7zg9Ht4b0Jc5Rq0mL0jecbxaw9XjCgZ9rpFiZe4Ypqek+hm3VJ2e70wbXjZFuISj35JrOgppamoaNcFaA1GoFDz4zo/47IWNFG8rIzE9nmvuXkVcqvHkJ/eRkBZHbFIM5s7gb56iCKljkmmuPDEDyS7MYPryyWx4Yxvmdn8jPuWi8ez4z4HwHugkZIxL5Xdrf8baf2+mtbaNQxuKqT0SWJHLfQr5yYPh6HXyp9ue5eieCswdFpKzE7ngpkVcd+/lp+V+Q2Ek9Ps/JcVBayYf7Qxc+lDKZEwM4hY+FWwuF7/YsoEj7e043G7S9HrunTOfaSmptFiD62X3gHXa8fGJqGWygHKXrlNY9pABiODo92KwKCaOT7u8ufypOj0ymcAdn3+KgIBBqQoa8pAfF09231rnqrHjeP7gfuotgS+/b5QeYWFmFgvST1QV+9n8Rdy3YR1V3V148Brh68YXkh079O/4qSCXyfjr8ot4q/QIu5obMao03D51WsTuH45+S4Y4ClGGKCs3WlCqlVz63RVc+t0VYZ2vUClY8qX5vPn7D4IW2FCqFTy6+n4+ff4LKg/VkjYmmevvuxy9UcfERQU8eeszuPt1TLKZg6+BnQqCTCBrQgbLv3oeD616nPa6DpQaJYmZCah1KuxW/5lQZsHgb9G1pQ3s/GAfmePTmHfZTF83qJPx7wffZM/qg76/W6rb+OiZtUy7YBIFs8cO/8FGgJHQb1moOKxTvvLQeGTrJtb1K1DR3mvjl1s38dplV5EdEwsErt0mak809+h1uZiQkEhBfAJF7f71z0+lW/O05BQOtrb4bbN43AjAXTNm82lVhV80cbfDToJag8Pjxup0IpfJyI+L458Xn3hRU8hkzE1Lp/5YYEcxp8fDmyVH/AxxnjGOZdk5vGvvxexwoJTL6Oy1+daTI4FSLuemSVO4aZCo9NN27zD0WzLEUYjRGJk3t7OZa398GR6PyJuPvR+wT9tX5GPHh3tprmqlaINA8dYyvv3EzeRPzyUmweBXMKS+aGhN11UaJUq1Ekv3yfMw9UYt33/mNp74+t9prjrxQ9vR2EVqXhK2HjumNjNKjZKciZl864mvBr2OKIo8e/fL7PpoP+aOHhQqOdmFmTzwxg+ISzl5dObR3RUB23o6rXz6jy/OmCEeCf2+ceJk1lRX0mL1/ywmRKCGtcPtpri9NWB7rdnERxXlfHv6THY1NVLRb/000xDDXTNn4/Z4eGznNnY2NmB1OUnQaJmVkoLZ4aTK1O23XjwcEjQaJiUmcf+8hdy2+iM/uZTbrCRrdUxITOT5Q4GeH4fHzd8vXEWsWkWyToda7jULnb29HGhtJssQg2uQZvcDx7yxtoY3So74XOwtVisfHCsnJ8bIzZMjaxgrujp5s/QIeqWSGwonk6w7/Z3OwtFvyRBHIW1tbej1505e6ckQRZHNb+9k+wd7UGtVXHnXReRNzeHi25fxwd/WYDP7u/zsvQ7umvUzentOzHQrD9TwxG3P8qctD5M/I5c9aw759o1bmEt7ddegY4hJNHDV9y/is5c2YTFZTzpt6em08u6fPvYzwieeB375/o/Zv7aIjHFpzFw5JWS5zkMbjrD1v7votXifxeVwU3mwhn/c+wr3vnTH4IOIUkZCv9P0Br47bRYvFR+ioceMQaViQnwiD/VrdnCq7G9u4u2yEuQygRsLJ/uint0eDy5PoAKIeGeYcWoNz110Kc8d2EuN2UyyVsd3ps8g3RDDn/fu4v3yMp9h6+jtJVmr41eLlvLTTetwhhHZm6LT8a+LL/flOi/MyOLjinKfgZxliEWeEI9eqcIVpHKNWxSRyQSyYk682P1t324+rjxGk8VCjFJFut4QMmtvyYBc4P+Vlwasczs8bjbUV0fUED97YC9vlh7xpVR9WlnBj+fOZ3lO3mm9bzj6LRniKESaEfvz5+/8k50f7cPZ6/1yH9pQwld/cQ3jZo8N6uqyW4L/mLXVtLPxze388B/f5vl7X+HgF8V0t5qpG2RGHJNgYOyMHGZfMp33/7yatroT9YEVKgUJ6XG01bXjGVDoQxujQRuiz7DH7SE1J4kr7rzIb7uj1wmiiEp7Ipho/X+2+YxwfxqOtQRsC0bBnLFUHar122aI17PqW4NXHzudjJR+X1UwnlVj8zna2UGCRjuiRTf+tm8Pb5Ud8QVTba6v4xtTpnHzpKlolUoyDAaaB6wFJ2l1XJHvDUiK12j46fxFAdfd0dgQMLtstVn5rLqCFJ0e0wBDrJLJcHlEPIO8+cWpNb5n94giOoWCWJUKs8OBWq4gNyWV2+bOwy2K5MTE+s3UAbIMMYyPP1ENan9zE2+VlmB2esdidjowd3WQotP5NZ4QgPnpGVw/IDd3YFGR4wR5dzlttNtsvFte5pfX3NQXMLcsOzesyO2hEo5+S1HTUYgjQvluZwPVRbXs/7zIZ4QBultNvPfXNaTkJZGQHhdwjlwRWq3f+eNHdDV38/2/386Cq+YAoE8I7a668aFr+PlbP2L/2sN+Rhi8aUezVk5l0bXzAtZsx0zLIT49DoUq8F03bUyyn7Ht6bTw2I1/4e6Fv+Duhb/kN9f/H13N3vQVgzH42JRBrhuMWx/9MnNWTceYHINMLiM1L5nL71jJuFljhnT+6WAk9VsllzM5KXlEjXC33c4nlcf8Ipq77HbeOVrqK6v48wXnkW+MQ9GXo6tXKJEBd65dzY/WfUZjT2BXJyBkZSury8U3p84gVXdiJmVUq7l1yjTevOJqbiycyPdnzCZ7QDUpmSD4rc8+uXsHb5WW0N7bi8Pjwex0cKy9DZvLhUIm4/55CxkTa0QuCCgEGWONcfxs/iI/w/T20VKfEe6PyW7nZ/MWsSAtg/mp6Tx/0Sr+duElAUbtwpwxqAZ4eGTA7NTwo+U9oshf9+7max+/z00fvsvDWzZicYaOLt9SXxewbAHQYrHQEOKzGSnC0W9pRhyF2ELUVj0X2fd5EZauwC9Uw9Emju2t4rLvrfTr1KSP0+KwOf2CsfrT0djFX773T379yU8p3lwKQHxG8LVWQSYw9Xzv2/7xHsYDqS1t4KH/3k1aXjIH1h3G5XIzZmoOCPDeU5/61c0WZAK5k7P53l9u9W1zOVw8uOoxGo6eKIrfWtvOH275O7949x4WXDWbnR/to6Oxy7dfoZQzffnQ2iYq1Up+8sqdtNW101bfSe6kLLQxwfM8I0W063dRW2tAkwGAZouFyu4uJiYmMcYYx6uXX82G2mreKy9jT3MTLTYrLTYrFd1dNKwz89KlVwZ0ZxobF8+xATNSnULJleMKyNDHMCctndKOdvJiYvnW9FmMi/fmuN87dyEA4xMSufuLz3yzao8osq6miq9NmkK8RsP2xoYA97PgcvHfo6XcPGkKs9PSef2Ka9jd1IjF6WBbfR1PH9iLUaXm29Nnkh8XjyLEbLHX7eb9iqO8uOqKQeV3Rf449rc2s6W+ljabjTi1mpkpaXz7FNKHfrt9Cx8cO+p77tLODup7enjuolVBvWLpej1quRz7gBcfrVKBUR282cxIEY5+S4Y4ChnNecTDJW9KNjKFDM8Awyp6RN79v0944I0fMHHhOD54+jNcdhfTL5jIs3e/CoQuCN9wrJma4gZfTm2oPOKkrARSc5MBMCYFr2tbeaCG1pp2rv7hJXz5/isBbw/mnyz7td8sHkBj0HDPC98mOdsbUGQz9/LLyx/3M8LHqThQzT2LfoHN3ItCpcCYEotMJqDRq5l+wWRu+PnVIZ8v+LMkkpR1+gOZhkK063emIYZYlSrATRyrUvsF+yhlMi7MHcPzB/cH/OBXdnfxXnkZXyk88cLUZe/lm1On02gxc7SzE7vbTYxSiV6p4ldbN9He2+tb122zWRlfV+MzxADHujp5cs+OANd2XY+ZP+/dyS8WLQ3aCGGruQvjgBrPkxOT+Obqj/xeCg61tfKH85dz08TJrK+tCTorruzuorK7izFBcoWPIwgCv1i4mGaLhcPtrRTEJfhSocLB4nSysynQpV/S0c6B1hZmpAT2/52Tlk5+XDzFAyLSpyQlExOkwMlIIuURjxJGcx7xcJm+fDJagyborLi71fvjkjEuje88+TUAOpu60MZoAqpu9cfabeMPX/sb9l7vD02oPOLW2nYeueoJfv7OD7nhZ1dxcMORAONqNdn48XkPY0yOJXtiBnc9fRttdR2Y2gJn0DaTjbrSBtLGpADwxmPvUVVUF3AceKuEtdaccIWrtEpu/Pk1XHz7sqDu7rOJaNfvPKORSYnJbO9XPlIGTE9OIUnrv1TgEcWgLlIP+KpOmR12Hti0nmOdnTg9HtL0en4wcw4tVgsfVRwLKMEJXlf4u0dL+fKEQlweD/eu/5zyrk56Qrhj9za3IBME0g36gNn8BXGJXJ7vX0zjhaKDATPzZquFZw7s5S8rLuby/HG8XlIccB+nx4N1EJdwf1L1elJHIOi0s9dGTxB3r9XlpLK7K6ghFgSBpy5Yya+2babK1I1cEJiWnML98xee8nhOhpRHPEpQjWDln2jC7XLzysPvcHhzKW6Xm+xCb9qOPsQ6KHi/UAuvnM3alzYF7NMZA0vWxafFkT8zlz2fHgzYdxzRI9Ja4y1woNQosXSGSEcS4fDmUn686BGe2vlr0samUFscmB/q6HXSWttOa207T3zjGX743DdRqBQBucI6o47EjAT++ZPXaavvoOZwbcC1QuGwOdmz5iCXfe/CIZ8TrZwN+v3HZSv4467tFLe3IQgCM5JTuHv2vIDjZIJAqk4XYPx0CiUrc73r8D/ftIFtDSf0ptPeS4/TQUFcAm1BipIcp8HSw/7mZt4qK2F/6+DBeZ6+eOZ7Z8/ngc3rqTZ5l2pilCqy4uKYNKCgSZWpK+h1jvdq/uHseWxrqKfK5F9qM9MQQ2FCZD0raXoDSVpdQO/iRI2WBRmZAceb7Hae3L2TSlMXarmc26ZM58oIVfWC8PRbMsRRSExMcDfo2c6zP3qZjW9u80UY1x5poL2+g199/JNBE/2//MBVFG0upanixI+RMTmGgjljuX/Fo3Q0dRGbaCB3cha3PvoVfvT8t3jyG8+y//PDfqUHg2FMjCE+MQ65QhZyXbm5qoXmqhYSM+KDGuL+1Byu45Grngg6g3fanfzhlr/TVts+6DUEwZviNJCB7vmzlbNBv7UKBQ8tHFoq1F0z5/DQlo0+Y6yWyzkvM4tZqWmYHXaOdnUEnFNrNtN2krVEvUJBolbrV885FNcWeGMZJiQm8fKlV/F26REaLT1cmV9AjibwhTUnxggEvgjGqb3xA0qZjB/OnsuTu3dQZ/Z6d7JjYrl79rzT3jBjIAqZjBsmTuLpfXt9XaR0CgXLc3JJ1/sH6bk8Hu78fLWfS7qkvZ0uey+3TJ4akfGGo9+SIY5C2tvbMZyG/qdnEpu5l+KtpQFpPlWHazmy7SiTFgWvZwsQlxLLA//5Pq888g4dDV3oYrU47E7e+/OnPuPU1dRNzeF66kobeXT1/Tzwxg/483f/wa4P92O3hY5idLs9rPr+cuqKmqk8WBP0GI9b5Nj+Gq750SoOrDuMOEgehsVkw9wRvMShs9d5UiOs1qk475q5bHhjO27XiXVHQSYwcWFkGpufbkabfs9MTeOFSy7n5eJDtNlsXJw3hqVZOQiCgMPtwR1CX2yDNLYHyI41UhCfcNJyYYUJiXytn5HRK5V8fco039/V1dUB8r5t6nS2NNT5GfkUnY5vT5vh+3tpVg5zU9NZV1ONIMAFOXmDNlsYjFpTN3/eu5sWqxWDSsWtk6cyNz1jyOdfW1DIlMRkXj1yGLvbxRVjC1iUGdiffE1VBWUd/i8+FpeTTyqPRcwQh6PfkiGOQuLjh9cN6GzA3NETUHgDvDm/DeVNgxpi8PY0vq+vgEXRphIev/lvQWeINYfr+ePX/45MJic9P4Wrf3QJ297fQ2xiDFVFtfQMMJKWbgs6lZbv/N/X+NNtzwYtwCFTyIhLjqFg9hhik2Lo7leVayAKhRzHMGeueqOWmEQDMQkxXPbdFSy4ajY2i52ijSWYO3rQx+konD+O6+47c/WhR5LRqN/JOh33zJkfsD1RqyXDYAhaF3swlDIZv1i4GKVcTr4xnoYef9e3VqFgRkoq89Mz+MqESSE7JEFweRvVap5duYq/7N1NvcWMUaXmm1OnU9TexvOH9iMgcHn+OC7KG8tl+af2Athhs/GDdZ9R06894tHODn61eKlf6tXJGJ+QyCPnLR30mMPtbUGLlpgcdlweD4oIzObD0W/JEEchNpstYs3TI0VSVgLxaXEBs8W4VCMzVwzvTXXbu3v8qmb1x+1ys3f1iapZgiAgiiJypSxgNg7etdd1b2zm5p9+mad2/obvz/m5b/24P49c/SSCTBh0NpySl4TOoAkZgBXq/AVXzeE7f/qa37a7//lt6ssaKd15jPwZueROyQ4472zlbNTvWpOJ10sOIwA3TZxC5jDcjz9fcB53fvYp7fbgXcGCMSPl/9s77/A4iruPf2Z373SnXi3ZlntvYBswxXSDTe+9hJZAQkkIBEIJnUBoSV5aCB1CCb0TwGCqsWnuvTcVq7fruzvvHyeddLo7lbN8avt5ngRrb3Z29qvV/XZmfiWfcY17sbfPPIjrv5rHhppq3HqAwalpXLrHVOaMGNVuP+VuN/9btZINup/jR49h7/yBoW2gHKeT22c2l4S8ff63fLplE34zuBKzuKyUtVWVnDV+Ep9s2UhGUhJzho8MpcDsKE8vXxpmhCGYm/uFFcs6ZYg7wgGDCnlvw7qI1YYchzMhRhjie74tQ9wD8Xo7/gfbW1BUhROunMNLd7xJzc7gH6Uz3ckBJ+9DzuDOvUEWjhvYrlFsommPuK0awv5GL1BFVXj457t5/sbX+OGDRfi8ATx1ntDMu63rzb74UM655SRWL1zP41e8QH2rMo3ONAejpw9n2+oiasuaPaozC9IBydf//Z6Zp85AszX/SQ4eO5DBYwe2e4+9jd72fP93zSqeXb40NKv9fNsWfj1lKqePm9Ch88dkZXP4sOG8sW5Nh9qPSM/ggUOaM59lJjl4cs4xbKurpdbnY3x2DrYYdYRbsrCkiLsWfMdUm4NPair5cvs2jhw+nFv3j6zHXOpq4PuSHSEjDMEkI++sX8f7G9ZT5fOiAC+sWM5dBx4S4fzVFqVRYrKBqCUgd5UDBg1mal4+P5QUhdJx5jicCVuWhvieb8sQ90B6epxlvBx85n6M2XsEHzw2F5/bx6zzD2TizHGd7mfW+Qfy+QvfsH1N19Tw3bkqOAP++r8L+Ohfc6mtqCc5IxlF9eLpQP1eRVNYNX8d95/3OMdcNouL7j2TT57+kvqqBoSiMHLPoZxw5RyGTxnC8q9X8+7Dn9BQ7aKqpAZPnZcvXvyOr15ZwMf/nsfNb/yB9Bgxy32F3vR8ewKBiJKLFR4Pr6xeyfGjxkQk7IjFhhYVj9qiIDmZN044Jarz4tDGMn476ut4etlSanxeJuflcd6EyVHH8a/Fiyh1ufheDRoGtx7gy21bOXv8pODecwtWV1ZQGcV5rNbfvPJkAlvqarn/xwXtJvVoydisbL7eEel/0ToULF5WVVbw+OJfqPJ6SLMn8atJU5g5uJCFJcWk2DQunLQHYxPo6W3FEfcCVGMxScZ/ELgxxFB82hVIEZ6btKfHWe4KA0flc+nfz4v5+QePfcb8t3/CU+8lZ3AWv7rzNIZPGRrWxu60c8NrV/Hcn//LjnXFNFS7gykcNbVdr+bWpGYlc/CF+7B52TZeuv0tasuDs/Xq0toO19QzdZMda4thLWxfU8xl/zifuz+5IWrbKYdMYMohE/j6v9/zxB//g+EPzkAMPVjM4dkb/8vVT/2mU/fQ2+hNz/ea6kqK6iN9AopdDayrrmKPvAEd6qetPdyW7DmgoM0IgmVlO7nxu68odQW3eL4t2s73RTv495FHh82S3YEAZZ5gm5b1iOv8fuZu2RxhiMdkZZOV5Ah5JbfFxppqqr1eshwdy9D2q0lT+LZoO2uqmrd8BqekcuX0vTt0fltsq6vjuq+/COkBwfjtvx18GGdPmLTL/ceDFUfcw1GN70jW/4pC0KtPk4vRAqtosD0FojnEwNHBB7yv8eG/5vLG/R+E9n9LNu7kwQuf4LBzZrL6+/UIAQeeNoNDzjqAvMIcrn/5CqSUlGzYiaIq/PuP/+nU9XIKsznjz8czes+RvHbLByEjHCKOJPX1lQ28ft/7jJ42nOxBsZfcf/7f0pARbknJho6VZOzN9KbnO8fhJM2eFDYzBEi12cjuxH0cM2I0KyrKcbfhKZ3rTObiFt7O0Xh8yaIwowOwtLyMt9ev5YTRY/nbD/NZWVGBiQwt/Va1qISkIhgWpShBYVo6e+cXMG/71phFG5pw6zqXfPIhuc5kfrPnVPYpaNv7Odlm48nZx/DciqWsr64KnrfHVApSdt1z/unliyP0qPR6eH7FMqbvQm7rXSGe59syxAnEYfwnZISbUOQG7MZr+LULQ8eczsi4v/7A/Ld/inDCKttSwet/ez+0P7vmhw1sW1XM+XeextZVO/jXVS+wc3OwNqy3jWxa0VCEYPjkQpxOZ6fPbYttK4u44Yh72OPQCVz+6IURJQ59bh9mjC87m6PnJ7vYVXrT8z00PYNx2dn8WFoSdnx8dk5Y2cD2OH70GEpc9Xy2ZTO1fh9ZDgcj0jMpdtVT5/OT7XBw8ZQ9Gd1qptqaWN7XTy9bwndF2/m+OHJFqKxFqkpFERxSODSiDcBfDzqU51Ys44fSIhQEKyrK8cYoUrG1vo6t9XVsn/8N/zriKIa3kfISgiFVV07b9Rlwa6pi7Mc2REnPmSjieb4tQ5xAhKyNPIZENdeHHauuru51XqVdQbRyfxDuJOVz+1n4wS8cePoMHrv8ObZ1cim6JeXbK/nLUfdx0s2zmbD/GJZ8sQI9yiw1Hmp21jL/7Z8YMmEwJ141J3T8zfs/4Js3fqC6tAZFFWGe3I6UJA44aa8uuX5Pprc93w8eegR3L/wuFJ86LjuHm/eb2el+Lt1zOhdNmUqtz0tmkgNNUZBS8kNJMV9v30aF20PAMNp0xEqLkbWpyudl0c7oqynjnSlsaVxyDpgmX2zbwomjI8MFVUXh13tM5deNscS/+fQjFpVF5kFvSZnbzdPLl3D3gYe22W53MTozKyxrWRNdMduOl3ieb8sQJxBTZKHKzWHHJAJDCa+kk5PTM5LzJ5q8wmyK1pa02658eyW3HnN/RArJeAj4dL56YSGeai95Q3Koq2jAVRsj5WUnMQIGSz5fETLEiz9fwQf/+jzCASw53UnOoCz2O3Evjrms96ewbI/e9nyn2Gzce9BhXdKXTVFCTkqGafKnr7/gp9ISPLqOKgSvr1vNo7PmkBNjVnXmuAmsrCiPKIAARBSeaGKFO9xruaPeyn8/9AiOfft1XHrbuaVbF8dIJJdMmcpPpSVh+88jMjL4QxfsP8dLPM+3VY84gfjUizAJd/s3xDj86qlhx+rrd2+9zJ7KBX89g4GjIxO4RyCJbYRb+LkIpWPeVvmjc2ioclNb0cCv7j6NoZPaj20UimDCAWM49brjOPsvJ8X0dG7pd/P5819H9cIeMmEwD353G6df33FP1N5Mb3++DdPk080buXX+N7yyakXUikcd4cNNG1hQXBSKeTWkZF11FQ/+tDDmOXNGjArFF7cmKcZMemhS855lfnIyI9MzeGX1StZWtp3lLS0pifdOPp2DBg9hSFp6zPKBk3Py2uxnd5Jmt/PU7GO4bI9pHDZkGOdPnMzTc44lvxtnxPE839aMOIEY6gxc/IMk41kEDRhiJD7tUhDhm/tdWTi9J7J47nL+9+Q8fB4/QycM5uxbTiY53cngMQO5d+6NfPTEFyyau5yNi7Z0uu+hEwZz6DkH4Kn3MnBUPh8+9hlbVu5oM09zSlZwhuKudbPq+/WcdPXRPPybp9u8jjQlwyYXcmZj6cOsgkyevu5l/J7m2YMtSWOvo/YM/WwYMcYgZZuesn2N3vx8BwyDK7/4lKXlZQRMk/8B729az2Ozjoo5i43Ftzu2h8oetqR18ouWNPj9JKkqgnBfQqemcfiQYfxQWhzKYZ1utyOlJL0xAYdNCASCG7/7ioZAgDS7nb3zC/jbwYfHTHaR5XDwz8OPBKDS4+Hyzz8JhWKpQjA5Ny+hMbrRSLbZuHTP+GsddzXxPN+WIU4wpjoWj/q3Ntv0pjjLzvLVK/N58bY3Q6kmVy9Yz/fv/Uz+sFzsTjuHnzuT068/nvH7jea+cx4NM2wxEaDZVAaOKuC3/3cBo6cPD3304eNz2y2W0LIecXJqcJm49f5tNDYtaY6NPOSs/dm8bBs/f7KU6tIaMvIymDprEsdcNivU5oCT92H5N2vCSikKRTC+j+SQ7ii9+fl+dc0qFu0sDSWLMIH11dX84+cfuPugQzvVV3qM/d5YM1uA677+ImLf1qGqnD9xMpftOZ3ihnpeXrUC3ZTsU1DAgz//yPf1NQAEpAwruVjv9/PNju28snolv5o0BcM0+WzLZuYX72BURiZnjp9Iss0Wap/jdPLcUcfx2ppVrK+pZq/8Ak4YNaZDyUX6E1YccS/HZryHXX+HkqLJjCrchFf9LabadjhDaxRzEzZjHoYyDF05DETP+hV/+uzXEfme6ysbqK8M7mNtWb6NusoGjv3dEQybNIT1P29qs7+07BTO+stJDBqVz4T9x6KozW/2fm+Abauip5tsSVM94uxBmRx/5ZFkFWQyaMxAdrSTMKRk406ev+k1zrr5JBwpSVx071mc/ufjKdmwk/wReaTnhC9XH3T6vqyav46fPl5MfZWL5AwnA4bmcvAZ+7U7xr5Eb4ojbk1LI9yStmaxsbho8p4sKCmizN3sk5CsacwZPjJq++11daxtVdAAwK6oHNWY7nJQahrXzQjW3L32q88p97g5KjMnFEfcGkNKFpYUcfaESfz+i09ZXLYzNEv/ePNGHp01O2yZN9lm46Ipe0btyyKIFUfci7Hp7+A0HkBgkOZwYJOL0fTf4ZZ3oGsdcOCREof+N2zmlyjUIk0bpngRl+0fSNHxdHS7m9apH1vjrvPyzWsLOe7yI7nxv1fx1LUvsX1tCaqmMmavEWxevo0dq4vxefzkDMrisHNncuQFhwBgGibz3/6Rnz9ZSsGIAVQWV7XrBZ2c7sBb72fY5EJOueZYcguD+2+XPnQuT/3pZUo2lWHqRtTZcX1lAx//+ws2LtnKHR/+CUVRSM1MYcze0b9It60uYtPSrbgbGjMd1XrYsnw7t5/wEFMOHs/vn/x1RKhTX6Q3hS+1JpbXckczbLVkSHo6f9nvQJ5etphyj5tUm53Zw0dy5vhm581qr4e3169FymCGKlcgcoWoQQ9Q5fUwLD08PrjJKau8nVAem6Lw9ro1/FxaEvaSsam2hod+/pH7W6TbtGgfK3ypF+MwHkMQNBoOW/DtWqDjNO7ApQzHVNpevlTNX7CZn6Hgbjw3gCrX4Qzch9v+wO4dfCdIz02jbGtkhaOWNNS6MA2T1KwU/vjsZaHjAV+A9x/9LLQ/ds4tJzPl4GC+X9MwufesR1g1fy0BX8ecZ3ILsxk1bTjYTQpGOBkyvjmv8/j9xvDA17eyeO5yvnvrR7atLqKh2kVNWV1EzulNi7fw00dL2Pf46TGvJaXk8SueZ8vyyBqw9ZUN/PDhYv7373kc+7u+7zUdT+H0nsIlU/bkp9ISyj3Ns9g0m51TxnQ+VSvAzMGFzBxciCklSis/gU83b+ThRT+HlpMHOJPJSEqKiCUuTE1jQnbky/bQtHR+2VlKrRH77yHVZuPUMeN5b8O6qDP9oobe7VjXHcTzfPf91+9egJDlCJr/sCvrm6uqKPhJ0p9rtw+7+WHICLdEkdFr7HYXx11+BBnt5FLOzEsPW2KGoKH96+n/x2v3vseGRVvYuGgLj/z2WX78eDHfv/MTV+1zM0vnreywEc4fkYceMPjhg0Vgk/zwwSLuOfNhtq5oNpSr5q/l2Rv+y/y3f2L76mLcdR5sSZHvrgG/zrM3/pey7bFfMLavLqJofezQLCNgsPjzFR0ae2+ntjYynr63MDwjk9tnHsTUvHyGpKUxMSeXq6bvHVoajpfWRjhgGDy5bEnYnm6Zx41EkutonnHlOpM5b2L0XNNXTNubMZlZjHY053TOdjgYkpZOVpKDkRkZXDR5Tw4eMjRmusp46w/3Z+J5vi2VuwKpI6hEkgkiuot/WwgZbkALspaFf077+08m0QPIJT1r9nHASfuQOzib9x7+FE+Dl7KtFZRvrwzNMjMGpHP8lXMizlv4/i/B/eIWk9GanbU8ctkz+Dz+DqejdKQkceW/LuaXz5bx5UvzAdiwYCsAFdureO6m17jtvWsRQvDq3e9Svr15b83n9iPU6N7N1SU1/POSp/jrpzfE9IA22nEaU7T+8V6cm9tztkriYb+Bg6OW79tRX0e5x834rBycLZyc4mFtdRXFUWajNV4v9xx0GCsry5FSctaESQyMEaqT5XDw9JxjeWP5Mg5PT2V0ZhbnTZyCXVGo8nrJdjpDObAvmTKVBSVFYeki0+x2ToqS+MOibeJ5vnfZEAshhgAvAgUEnQiflFL+367221uw6W+SZLyFoApJGgHlIHza78MDSFugGKtxGI+hyHKkSMGvHkdAOQmDoWgEk31U1o8mPbk5S44h2n/b9mvnYfd/jULzeRINXel5jkBj9xnFdf+5HAA9oPPJU1+y4ts1OFIdnPT7ORFFHgCWfrkq6my3s0k9Zv3qIEZNG8ZjVzSvMgyeXEDl1hoAVn+/nhuPuIcrHr+QiuLIijnSkGh2Nerec/H6EorWllA4PjL37pAJg0nPSQ0Wk4iCIzWJQ88+oFP30lupra0lJSWlu4fRZXgCAa77Zh6rKyuo8/sZlJrKGWMncO7EyTHPKW6o55FFP1PmdpGR5ODSPaYyvkVpwQx7Ek7Nhr9Vjutkm42RmZkcOXxEh8aWarczZ+AgLhoUnuAiv5X+A1NTufvAQ/nXkl+ocLtJtds5cfRYjhs1pkPXsWgmnue7K2bEOnCtlHKRECIN+EUIMVdKuaoL+u7RqMYyHMaTKDR9udagmG8hjVz82rkR7YWsIFm/CZVGb1wJir4VNA2v9iec+l0olBLQk5s+BpwocgeKuRFTiW2QpRiAW/tzcDyyAokTXdkXn/a7Lr3nrkazaRx3+ZEcd/mRbbYbPX0EX7+2oN1QpLbIGZzN2X85mQfOfxxPfXOOWmda8yqGlJJNS7byxO9fpCGGY5lm16IaYt1vBGfnURBCcM1zv+WOEx9C94e/UKRkJnPUrw/jgJO6LxtQIglEcTjqzdzzw/dhaRZ31Nfz3Ipl7D+okJGZmRHty91uLv/8U7a38LReU1XJg4fOCtX5HZKezpisLH5ulbZydFYWozI7V7+7o3pPG5DPk7OP6VTfFpHE83zv8lqYlLJESrmo8d/1wGqg/dREvQnpJSnwb5L9vyfZ/2cUI7iXZzdebWGEgwh82MxvonaTpL/QbIQbUWjAbnyAoe5Ng/1VPOrVFOQ1IHEgAIEHu/yWlMAfsQeeJSnwKIoR/R3HUA/AZXuOevurNNhfxWv7E4i+sdx56Nn7M2xSYdix1vvIbZFVkMm9c29Es6uUbAz/cmsZR9zEjjUl6IHoHtfeBh+qPTJ2Mn9EHiP2iJ5QH2DcjFHc8/mNjJ4+nJxBmRSOH8gRFx7ME8vv48wbT+zwvfR2enMccTRapldsotrn5dU1K6O2f3LZ4jAjDLDT7eLJpYvDjt1/yCwOLhzC4JRUBqWkcuDgITx4SOed+RKpd7U3mPO63N01aWJ7I90eRyyEGA5MA37oyn67FWmQEvgDqlwSyp6o6kvxcB2CWMui0d+IhCyPcbzxoRXJBLSzKaowmDjo+7A2CjtxmP9GAHbzXXRzJh7t9sglcCGAvldY3pZk49KHzuPBC/5FfVUDqqZSOG4gW1bsCEuQAeBMc5CRl4ar1oMe0LHZbcy55BDS89IQQqC2ckBpiiNuiWEYEd7RLTF1k9wh2VQWVSMEFIwYwEX3nNnuy8HwSUO4Z+5Nnbz7vkVvjiPuClqX7WuiplUt4IykJP5x2JGhuN6O1jSOuF4C9JZS8sBPC/l6xzbKXC5ynMnsUzCQO2YeHOGI1vq8hSVFbKiuZubgIVFXEHob3RpHLIRIBd4CrpZShr3ulZWVcckll6BpGoZhcMopp3DFFVdQWlpKSkoKqqpSV1dHXl4eVVVVSCnJy8tj586dpKYGHREaGhrIz8+nvLwcIQTZ2dmUl5eTnp6OYRi4XC4KCgooLS3FZrORkZFBRUUFGRkZ+P1+PB5P6HO73U5aWhqVlZVkZWXh8Xjwer2hzx0OB06nk+rqagZkrqOmLgVfYDZD8xayrXw/Uhzl2Ozz2NJwNIUZW6iqH05ATw597kgZhmmvjringVn7UVGWRGZK0JO51lVIYe5PbK86GF3bQXZWFpXlK1DNIkqqplDvGRjq06a5yUnbQGn1HuSkbcQTqKLGP58BA/fp9D3l5ORQX1+P3+8Pfe50OrHb7dTW1pKbm0ttbS2BQCD0eXf/npx2J+8/8wmjDxrKis/WMXn2WDx1XvY9ZSpJGTbWfL2RvFHZpOWmsOyTdQybMYjq4jpcVW4KJxfw5Wvf0eCr55Bz9mf8gaMZuk8BFVurCXh1soZkkDk4nRF7F6LaFNZ+s5n9zpzG1iVFBLwBBozKYdW8DYw7eARGwGTzzzsYd9AIZsyZjmpTQTPZc78pVFRVUFxc3GXPXm/8PXXknvx+P1u3bu0z9zQjO4cCM5hK8vv6Gg5Iy8SN5JTCYWzdujXing5wpuBKTsUnTYYnOVnkqmOSM5Uxyal4vd4uvye73c7WrVt367P33ZrVbCgqItOUTM3MYZGrDl9VFe/9/BNHT9kj6j3tKC3lvY3r+aaynMnOFL7dsI49c/I4bsiw3fbsJeLvyev14na7KS+PPvGKaj9lO0WgO9SJEDbgQ+BTKeXfW3++YMECOX78+F2+TnfgCNxNkvlBxHGDQTTY38ap34ZmLkShFpNkTDEBl/ZQMH906zdBqZMcuBpNLkE0zpoNhuGyPYQUhY19fUdlbSF5GWvbHZtfzMZjv6vVNSTBbXstpsNYb+SN+z/gjfsifw+jpw/nzo+vx1PvpWpnDXee8PeYSUOSnHb++OylTD5oPI/+7lk2LN6Cz+1n5L5D2PD9FlyNBRnsSTaOu+JItq8uZtHc5Rgxlqgv/OuZHPPbWVE/a41pmsx99mt+/nQZqqZw+HkHMuPYnpMfN5FUV1eTldW5fc6ejCcQ4Ppv5rG6spI6v49BqWmcMXYC50ycFLV9jc/Lbz79mE21NaFjg1NT+edhs3fLjDARev9h3ly+K4qMkZ8+IJ+n5hwb9Zxb53/NR5s2hh1LUlXumnkIs4YN3x3DTAgt9V60aNEvs2bNatf5oyu8pgXwDLA6mhHuNUiTJP1JNLkAIXUMMQyv7XoMZQ+k+XEo2UaoucgAIfDY7kQxN6GZP2GSh914l9TAOYANXdkDr3Y9iMYQIqHhtv0Tm/kpmrEQk4EIUUuyfhtCuhFsR0GnumFYhwyxFJlhP9v017AbHyCoQ4os/OqZBNS+4XyxesH6qMddtR6evu4V1v+8mdry2jYzd/k8fhZ+sIjps/fgmud/i6vWjavWzcYNm1g/f0soBMrvDfDJ019x+aMXMO2Iybzwl9cjvLNTMpOZcmjHXy4f/d2zLHj/F4xGJ6/VC9azdeWOflNxqSV1dXV9yhA7bTYemTWHHfV1VHg8jMvKbjN8KTPJwZOzj+aJpYvZUV9HjjOZ3+4xjUFpu2dLKRF6x5zQtTEX2FhTE3HMZxh8smVjrzbE8ejdFUvTM4HzgeVCiCWNx26SUn7cBX0nDIf+d+zmu6GZqio3oARKcGlPYBfvoLVwAjfJCCtdaCoj8YthpAYuRKXZ8UcxtyECvvBZq9AIqMcSUI8l2f97NPOHiGd1UPZiWiMRiBbBsiYF+LTzQz9rxuc4jKdQaIw9lDtR9P/DpBCjk/mquxPTMKksriYtKwVHajDJwKt3v8O6nzZGbd9Q42Lef77rcP+FY5sdKVIykknJSOblv76Fu1V5Qnetm8+f/4abXv8Dhm7w2t/eD+XI1uwqex4+iSHjO+aTWLKpjGVfrQ4ZYQBPvZfv3vyRE6+ag93Zs2K9dzd5ed1XNm93UpiWTmFaxwrCZzmc3LhvYsLVEqH3MSNH8cvOUrwtsnhpQmH/gYUxz4m1552s7VoMdncTj967bIillN/R5ntPL0D60cyFISPchCo3oMofcdkewaE/jio3InHgU0/HUA8Ma6uZ81Hk5rBjAokql4N0g0gO+0wx1qDKlVGFK6udSKrz67BjJnmAikIloGKSh5ANSDEAALvxXrMRbroGNSQZL+FW7++4FnFQs7OWJV+uJH94HuP3HR13Sb9vXlvI+49+SnVpLc40B5MOHMe5t57Ct2/+ELUKU/bgLAIxwoWiImDBe4s49JyZrP5+PYvmLmf4lCFkDI4e87d9ddDDfc4lhzFs8hA+fuILAr4AM46bxiFn7d/hy677aSN1FZHJGerK66jYUcWgMX3Li7g9qqqqSE5Obr+hRQi/YTBv2xZqfT5mDx9BlqPj+YwTofec4SNZUVHOl9u3UuZ2k+twMmPgIC6cHHsScODgQtZWVeE3m19QcxyObi+ruKvEo7eVWQsQuMJSTDYf96PKzRjiILy269vsQ5GlEYY82IcPgQtJ+C9GZQMK0ZdRTTPar8WPwB7y1NZYTnLgWly2R5HKYAS+KOcAMY93Da/c9TbfvL6QquIakpLtDJ88hD+/ciWpWZ0LaC/ZuJOX73wrlPCivqqBiqIqPA0eKrZHVpwRimDmyXvz6TNfR3wGkD0oC7/HR0ONuznrloSNi7dw7czbcdd7CXgDKKpg37OmRu3D5/FhGiaKqjB+39GM3ze+coUj9xxKWlYK9dXh3rKpOalkD8yMq8/eTFf4pfRl6nw+Xlq9gqKGeg4bMozBKancMv8bttbVYgIvrlzO+ZOmcFaL4hBtkQi9hRD8aZ/9+PUeU9lSW0thWhq5zraN0SVTplLj8zG/aAcNAT+5TifnTpjc6TjpnkY8eluGGJBkYopcFBkeD2iSia4c3KE+AuqhJBkvoBCeb9gUA5BEpjzTlemYZKMQbmQkdgbmLIpor1ATMXtWKcZhPIlHuQNDjEWT4SE4EoGu7D6HoA2LtzD3+W9w1QRfYnxuP2t/3MhT174UVqyhI7z/6GcRWadM3WTHmhLSclJDZRJb8r8n5xHtmc8bmsP9X93CM9e/wndv/hjxeW158+zUNCQr5kbGEUMwZMrv8YeWyONlyPjBjNtvNL98uiwUEmV32tj7qD13ue/eSF9dmu4KNtVUc+1XX4TKKs7bugW7qtLQIklEqdvFf1YuZ04HZ8aJ1DszycHUAR17ppuM9++nG9T5fWQ7nG2GOnUFn2/dzPsb1mMiOXTIUE4dMz7uFbxYxKN338j2sKsIgU+9EINmAU2cBJRDMJXhHepCigH4lRMwyQwdMxiEV708qveyFIMIiAOQNO+HmKTjVS9je8XsyCHGGroMGnKv9jt0MSXUn8SBLvbGr0Zm+OoqPnv2q5ARbsn2dur4RsPnjj5zF4rC2L0j0/lJU6L7DYyAEfaHlJadwuHnziQlI7nDRm7i4dFnujmDsrvMUF7z3GWccs0xTDhgDJMOGsf5d5zOr+46vUv67m3s3Lmz/Ub9lL///ENYbWO/aYYZ4SZK3S4+27I54ng0erredlUl15m8243wY4t/4Y7vv2V+8Q4WFBfx4E8/cPv333b5deLR25oRN6Krh+MS40gy/oOQDfjVYzE6mafZZ7sM3ZiOQ/8HAhOveh6GMiNqW8XcjCbXE9xJVpA48SqXEtBOJz3lzg5f0xSNDkMiBZft32jmV6jmcnRlHwzlgN0awpTkiO5k1JmMV00cft5B/PLpsrDUkwBDJwzi8kcv5MVb3mDld2spWlcSMQuWUpKUYmf8vmM499ZTGD5lCADHXzGbXz5ZGj7Tbqqh2IKyjZGZkbIHZ3LmTV2X7Uqzaf0qe1ZbNMVeWkTSstpSW6hCkJHUsQIzlt7BELO5Wzfj1pudyQKmyYLiIkoaGhjYhRrFo7c1I26BVAbjtd2Ax343hrp/p42YavxAsn4XGhtR2UyycT/OwF+iXEji1O9AZS0CPwITBRdJ5tsgdQxlfNRiQq2PGYzAp7VYAhYqujoLn+1qDHXmbo8jPv6q2WQVhBcjF4pgwv6dTxQ/+aBxHHrW/mQOCHqdJiXbGbvPSH794LnYkmxc9Lez0Oxa1KVoAJ/Lz/qfN/Hjx80e5wNHDuBXd57OsEmFpOemkT88lxnHTo1ZQaklM46Zxp6HRe7BlW2t4OU73uLNBz6krtKq1WrRtXTUY3hoWjqHDx0e93V00+SRRT9z4f8+4ML/fcD//fJjKINXX2RHQz2VHk/E8Uqvh5UVHU+8sbuwZsQxUIy1KGzHUKYjRXaHznEY/0aheVlC4EOTC1CNZWEhRIrchiJ3RF6T7ajmYmobBlIYIwrCz/4IAaYYgk+7JCKWuENIHc38EkWWEFCPQIrIakEdYcDQXM697VTee/hTqkuqcaQ6GLfvKC746xlx9XfR387m+Ctns2juCgaNzmfSgeNCy87rf95E8frSNs9313n49vUfOOGK2aEl5ZmnzmD/k/emprSWlMxkvn5tIT9+uCT8PkblsPmn8N9HZXFNRP/vP/IpHzw+l9qy4NLhl6/M56J7z2Lvo/bs9L0GfAE8DV7SslO7fI+qp9PQ0EBOTk53D6NHMmf4SDbX1uLWm5ejB6emMTw9nY21NQRMk0Epqdy07wHY1ch859GIpvct333N51s302R6V1aUU9TQwP2HHN5Vt9KjGJiSSmZSUpiuAJlJSYzN7tj3e0eJ5/m2DHFrpJuUwJ9Q5BoUXBgMIKAchc92BcgAityMFDlI0Sy0kKXYA6+iyE0R3Sm40Mx5nYjlFRTm/hhjT1jFY/srKPGXkBNmMSn6dShyCwKdJONV/Mox+GxXxdXfwWfsx4GnzmDnlnLSc9NIydi1MIncwhz2OGQClcXVeOq9JKcHnVG8Ll9E1aJoVJfWULxhJyOnNud6VRSF7EFBT8za8sjazqvmbYg4NmT8wLCfG6pdfPLMlyEjDFC+rZL/3vMe02dPQelgHmDTNHnm+ldZ/vVqfC4fmQUZnH798XEZ895Kfn5+dw+hx3LuxMlI4NMtm3AHAuQnp3D13jMYm5WNKxDAb+idCl2CSL3L3W4WlZXScv5rAkvKdlLiaohZ37g3k2q3c1DhEN7dsA6fEQyXUoVgr/yBDE3PaOfszhHP820Z4lY4A7ehyV9CP6uUIcy3IWBgM+cj2AmkoItJeGx3YTM/xqE/gUJN1P4kakT5QlMMxRSFKHJ1+HEKsetvUFLhIDPKJNUkD0Tn/ggj7k//G6psNjwKVdjN9wkYR2Oq8YXnKKrCwFG7/uXqc/t46MIn2LB4Cw3VLgYMzWXW+Qdx8h+PZsL+YykYOYDiDW07QqRmp5JbGPsN95Cz9uedf3wcVsZw3MEj+PnNFaGfh04czAlXzgk7b/EXK6KGUVUWVbFzc3mH7/+VO99h3n++w9CD16/eWcsz173C8ClDyB3ctW/mPZXy8nKGDBnS3cPosZw3cTLnRallnGKzkdJGxq5YtNa7uKGeGm+kc2Sl10NxQ32fNMQA1+2zH8MzMvhi61ZMKdmnYCAXT+n6F+B4nm9rj7gFwtyBTX4fcVyhAbv5BipbUPCgUIFNfo0jcB9J+ssxjTCAKUYSUI5qdSGBR7sNXYzDxNnorGVDUIaNr1CVyL0MiY2AMmvXyhpKiSIj88Eq1GE3342/3y7imetfZckXK4MZrGRwP/bDxz9jy/Lt2B02zrn1FApG5IEARRUkpYQ7q6iayuSDxpGeGztV4IChuSSnh8/ajUBwbpCem8bsiw/htveuDc3Em8gemIndGfkl6Ei2k5LZ8VWAZV+uDBnhJiqLq/ngkc863Edvp78txXc3rfUemZlFfkrkMzswJZXRmX33ZVAIwRnjJvLv2Ufz1JxjuHTPaWhxVrRq7zqdpV/NiDXjC+zG+wgC6GJPfNrFIJq/XB3GkwiiL38qrUoeCkCTi1GIvm8pUQiIA/Dabgy7RhOmMgKX9jwpgQvQWAeYoYQgAzJWRfTlE2fh065odZEANvN/KOYGdOVQDGVa2w5aQgDRPZ3j2mvuYjYt3RpxrL7KxcdPfsHlj1zIjGOnscehE/nxo8XY7Bp7zprEWw9+xJqFGxBCsMeh4zntuvZzNxeMyAvLdLX55+D+8OAxBWxbVcR95zzKmL1Hcs4tJ2NLCv7uJh4wliHjBrFxSfgYR+w5jPScjucIDvijF5BoqO2Yt2xfILuL9+Qs2qa13ml2O3OGj+K1tatwNYZGJWs2jhw2osOe2Baxief57jeG2K6/0JhwI/iFp8pFqIFVuO3/F2ojZGQYC0TmeW5GQWJH4I1yTjpe281tOnopci0KRRHHi6umMXZw8wxJYGKT8/CJK8PGmhK4GkVuRGBgmh+gixl4bPe2OWvWlWnBHNgtdogMBuFXe0BMa4x3iJZvmI6UJA4+ozms7Pw7TutQ1w01LnasKWbAsDwOO2cmO9aV4K4NrjyMO2gEyz5ay/pfNoWWrNf9vIniDTu58b9XhcZw/ctX8K/fv0jx+lIUTWHUtOH89p/nx7xmNAaNzqdoXUnYMWeag8PPPTDGGX2P8vLyfl2PONFE0/uKaXsxLT+fd9avRUo4afQYDiwc2k0j7FvE83z3D0MsdezG/0JGGJrzQLf0aDZFQWSMEKAzHJUqFMIzPxliAgrlKHJJlIt6UMxNGGqjIZYGiixCivTQ7FOhImxMTWSlRs4MFYqw6R8Q0IIzPkfgIVTZosAEbmxyPrr5GQH1qIjzm/BqfwLdj2YuQeDDFAPwqlcGq0l1M6OnjWDbyvAXk/TcVI79XcdKDcbipdvfYsF7P1NZVE1GXhoTZ47l3NtO5etXF+Bp8JBkd+BIdYTHMEtY9f06/nvPuxx+7oEMGJZLVkEmN73+e0zTRAgR1xLUbx46j4qiKravLkL3G6TlpLLv8dOZOHPsLt1jbyI9vWOFESy6hlh6HzCokAMGxS7KYBEf8Tzf/cIQC2oRrYwoBD2aVbkUg6Ah9mm/RfMvQ2VbqI1BIR7bP7Cb/8NmvI9KCSapmGIsHtsNAKT4L2+MCW7Ztw+nfh8Nyn/QzO9x6E8jKEPixBAT8NjuRFemYTAIlfBMVLoRuXwsAIfxMHbzA0wxEDWKh7YggEP/JzbjYwLqEQSU4yOXqoWG13YrSB8CL5L0HlO3+OL7zqa2oo4Ni7bgqnGROySH2RcewtAJ8X9Z/Py/pXz23Fd4G4LOKdWltSx47xcKhg/g7k/+DMC6Zev55d1lEef6XD7efuhjPn/+G0ZNG87J1xzN2H1GddhDOhqZA9K5d+5N/PTxEoo3lLLv8dMZNLp/FX0wjOjL8xa7B0vvxBKP3v3CEEsykGRCq7zOJinoojkXsxR5uOxPkKQ/iSJLMMUAfNqlSDEAn3IxPvU0NHMpJgWYanPSCpf9MVL9Z6ISvrStsB2b8R4O4+UW8cX1KLIM9Dvx2O7Br55KkvEMSouiE/WegQxkecR9KNShyKUglyKJvpejUI0if0DTl6IqG/Ha/hhdFJEUs4/uwu6w8eeXr6SiqIqq4hqGTRpMUvKujXHey9+FjHATpm6y4ts1nEkw05WWopExIB1XXaSTHEBdZQOLP1/B8q9XUzh+EH946tcMHjMwatuOoKgK+x4/Pe7zO0tFURWbl25j+JQh5A3p/vhdl8tFbm5k/nWL3UMi9Q4YBk8vX8KSsp2oQuGE0WM4asSo9k/sQ8Sjd581xIqxkiTzdQB8ypn41WNIMp4PVTySKBhiT0w1PExAipygg1U0RDq6elDkYUxElA1OgUQzF4Ql+QgeB5v5FQHjC/zaeWjmYhTZXFN3aN7Cdu9P4EOiIoj+9iXwoplfg/w1iN1TcHx3kTs4e7eH8rTcgRhcOIhDzj6A9x7+FHdtZO7sJvSAwZbl23n8yhf466c37NbxdQWmafL4lc+z7MtV1JTVkZGXxuSDx3PVE5fs0qx+Vyko6F8rAN1NIvW+5qsvWFC8I/T3tbyinO31dfxmj91XfKanEY/efTJ8KUl/lhT9auzmJ9jNT0jRrwZ03NqtBMQBBMQ++NRf47Y90CXXkyIDU0QunxoMCu47R0Fg4NCfAqmjK9ORLQz5tvKO5bg2GILBqLBCEy1RqIyawas/cejZB+BoFeakaAqTDxwX+rm0tJSTrz6aa5+7jBnHTSM5o+1Y7Z1byqkoiowp7ml8+tSXzH/nJ2oak5DUltez8L1FfPBo94ZKlZa2nSHNomtJlN7Ly8tYVr4z7CXXrQf4dPMmAv1oeTwevfueIZYubMaHKDRnQFKoxW58gKHsjdv+D9z2R/Fpl4DougUBt3oLOmORJAVn2wzBp/2OgHo2JtED5AWlKHITfvVUTJqTadi02LOyJiSgK0fSYH+ZBttzmEQuOZrkRH1B6As01Lh4+c63ePCCf/HWgx/hdUWv3jTj2GkceeEh5A3NQSiCzPwM9jthL8644YRQG03VeOuhj3j9vg/wewPsedhENFvs9IFCiG6dUXaUXz5bjtEqXMrQDZbMW9lNIwpiiyMphUX87E696/1+PI0hUEvLy6JWiqr1+6jx7d666D2JePTuc0vTqlyPQknEcYUSVLkBQ3RNJhXFWEWS+RpIicRsrKTkxSQbg2H41fMw1H0A8IujSJJvRQmBcga9lYUDXYxFkesRQE5aZMrF1hiMwaedA0IgxSAMhiKoDM2rJcE6y71tWbojVBZXc/dp/6RobfD3/OOHi/np48Xc+m5kIg6AU649Bp/bx8alW8kuyOSMPx8fqhBlmiaPXfoCG37YEmpvS9IYNmUI9ZX1lG+vCtUQbmLQ6HyyB2butvvrKoQS3QlPiXE8UWRkdL+Hfn9id+i9ra6WuxZ8x46GelQhGJOVzbnjJ5Fqs0UY44wkB5mO/lN3Ox69+5whNkU+kgwE1WHHJZmYomty3AZjkl8OhTNJwkNgVUrQjGXo5l54bPfhs/0Jzb8SjfCUloYYixT5ICWaXBHqo7R6D9KTYy9vSMCkAERjdhxpImgIG4MgGPKU5H+YgHYcpjJyF++65/DS7W+GjHATm5Zu4+2HPuK8VnHF3gYvd570dzYvC3rCbwQ2L9vGH5+9jDF7jeDpa18mZ0QGG35oPifg06mrqOe+eX9h+TerefuhjynbVoGqqQweW8Dvn/z17r7FLuHAU/dhzcL1+NzNyWjsDhv7nbBXN44KKioqSEmJP1+6Refoar0N0+T6b+axvrr5O7bE5UI3JdPzC/hux/ZQloJUm43jRo7C1gtWkLqKePTuc4ZYioEYYjJCfhs2OzTEJGSM/drOXcCN3XgvLKY42vwiGNf7PYbxFn71aCTpjfvATf+vIlHB1AEd0SJzV07axjaHIACNNQhZiRQ5CHaiEFnKS6EOh3wZe+BDAspheG03ImQVqvkjksEYyuQeE7rUGcq3Rd+f3bYqMjnKB4/PDRnhJip2VPH6397n5jf+wNJ5K7FnRi4lVZfW4nV52f/Evdn3+OnsWFOM3WGnYOSArrmJBHDwmfuzbVUxP3y4iNryoLPWXrP34IgLDu7WcVkz4sTS1Xr/VFrCltrIcND11VW8eMzxfJS7gZ9KS1AVhVPGjOOwof0reUvfnxFLHbvxJpr5M1Kk4VMvxFQif8lu219x6P9ANYN7YYYyGa8WI4ynk6hyQ8y0lq0RGGjmAjTzW2z8GPGZTX6PFjgJiQItDLs3EAwIbz3TDj+/mmT/1QgkJpnINn6VCrXYzLng86HxCyplmCRjijG4bA+C6F0JFpLToy9zpeVG7sVvXRHdWa2pCpMt2U5KduRytmZTycgL6qIoCkMn9ty99rKtFWxZvp2RU4eSW9iiKpgQnH/naZz6p2Mp21rBgGE5EXm2uwO/399+I4suo6v1rvF5o9YurvS4ue/HBdx+wMFctBuKKfQW4tG79xhiaZIc+COa/DmYnlGCav6ER/sLhtrKy1gk4bXtQniJdJOkP9OYuSoZr3oBphosEt+89N1xr1m1VZWl0DCRiBYz2SbD6/LmRU2oGY7RmKMaVGgsHhErFWcweYmNz1Ea81kruFHkUpyBv+Gx39Phe+kJnPSHo9iyfHvIGxggtzCb0647LqLtwFHRZ7CpWcGlo4n7j6XeF/l2P/WIyaE80z0V0zD5v0ufZuV3a6mrqCdzQDp7HDaRKx67KCzrV3K6k+FT2q8GY+gGL97yJqvmr8XQDQrHDeLSv58X0qqr8EQp0G6x++iI3isqynll1Qr8psmc4SM5YtjwmJnjZg4ewuDUVIoaGsKOm8BX27fx+3mf8eycY/ttcY94nu9es3CvmV+hySVhOZJVynEYz3TdRWSApMATpPmPw2G+hE3+iE1+RYr+J1QjGOcrRT66mBIWbiSJmhkTk0z8yiwEDVE+jaSpx6F5C2POhJuu19rgKngwGI7BcCTRDUiTEW5JtAxdPZ2JM8dx+aMXMumgcQyfMoQ9D5vINc/9loEjI30ATvzDURSOC0++kVmQwcl/OBqAC+4+HX+NgWYPvpOqNpVJB47jj89cuvtvZBd59//+xw8fLgoVsKgpq+P7d37is2e/iqu/J37/Ip8+M4+tK3ewY20JC9//hXvPegQp238t7AxWHHFiaU/v19eu5g/zPuPTrZv5cvtWbvv+G+5c8F3M9ml2OxdM2oP85OirK+uqqvihpDjqZ/2BeJ7vXjMj1szvw/ZRm4hVqCEekgPXockFEUZQoRKH8SIuNZiY32O7G6n/E9UMZr8yxHhMZTg2cx5CViLQg0ZYOx1dzAHjXohR1Ska28r3Y+zgz2IaY0kygsgQJymG4bLfR1LgEZLM/4ZVkop1Tti7mNTRzHmoxhrAixB+AspRGMpePW4veeqsyUydFVmztTWpmSnc/ObVvHLX25RtrSQ53cnJVx/F+P2CmdGSkpM4554TMapPZPvaYiYdOK5H1wWuq6zH6/KRNySHZV+txtTDlwh1v8G8l+Yz7cgpDBgant1n+dereeef/8NV6yYjN42zbj6JkXsGt3Y89V5WLViHaYQb3a0rd7Dy2zVMPnhCl91DaWmpVfShDXTTZHl5GaoQTM4bgLKLf3tt6a2bJm+sXR0WXuQzDL4r2s72ujqGxMibfOrY8eyZN4CLPvkQtx7+3eY1dDbUVLPfoMG7NO7eSjzPd68xxIYYi0QJmxEDSNE1RawVYwWqXBp7T1a28MIWdry26yPa+DkXpAG4gZRQFSSTbFTKOjyWJFvzkmvrfeJgeFQ+SisPbImCrgSz1/i0KxCBejQ5P1iZSQzEp5yG03gchYoW5wh0Zc/G+2uq5rShWWMJNvMLdOUgPNodPc4Yd5ScQVlc9a9LYn5ut9sZOHUgI6f2XOPgrvPw8GVPs2X5dgI+ndzCbGSMbYjNy7Zx05H3MmG/0Vz9zKWomsrqBet55HfPUrOzeRm+aF0pt7zzRwpGDKC+uiFqLLbf46d4Y1mXGmK7PXopTgv4ubSY+35cyLb6OhRgWHoGd848mLHZ8acmbUvvMreLqihLqVVeLz+UFsc0xBCsazw4NY31NeERKplJSRw0uOf6VOxu4nm+e83SdEA9EVOE5yw1ScWvRO4LxoMmfwnL99yaDlcnEmowdrdFKcKAMidsKbs9MlPCHYwkGiZp6IxBF3tEFIkIeoVPwa+eAkCS8Tya/AmVCkBHkoauHo5XuwKDkZikYpBPQMzCq10DgDPwN1S5LuJFR8GNZn6Lai5pvFgdyMiyj72ZtLSeH2v92JXPseiz5VSV1FBf1cDmZduoKqrG7oi+DVFXUc8PHy7m/CFX8r+n5/HOPz8OM8IA5dsreeP+D4FgWtGs/CjPuIDPnv2Kko07Iz+Lk96gd3cQME3u+3Ehm2pr0E0Tv2myvqaaOxZ8t0vbA23pnZXkIDUp0nCkaDbGZLW9MqQIwXkTp5DjaHZ2dKgaBxcOZVhGZtzj7e3E83z3mhkxIgmX7WEcgX+gyO0gHPjVEwiox3RN92Z1TC9lkwx86lltny9rcAT+hiq3ABq6Mh2v9nsQGj7tCmz+LyIMaGuarr+zZiIZjcY4OB4dcCPwo8kfUAh/gzXJx6U9AgSw+5/CLl9HaayRrFCPIn/AoT+A13YrAWU2ityBFFlhLxeK3B5zXApu7MZrKMbjKLIEiYYhxuOx3Qai7XSQvYHKykpSU7tmZWV34Pf42bI88vdTV9lAVkEmssZFwBu5/w/Bpern/vxfHKnRi2fUN+4vK6rCyVcfzYu3vkF1aQuDLYNhYY/87lnu+SxGDvZO0tP17i6W7CxlW11dxPEd9XVsqatlRJzGrS29nTYbBwwq5J31a8M8oSfk5rJHbl67fR83ajQTc3J4ceVyPLrOMSNHcXA/r2scz/PdewwxIEU2Hvtdu6VvRdQgorx0SlTc2j0Y6t5tDEySHLgGTTanDlTMjaA3BEsOCoFPPR+ncV+EoW8yvsEUlXUIAuSmr6M1AgOVyDrFwc98aOY3OIwnUNgR9WVCM9c0NtYwxfAo9xl7OUUCmlyC0iJJiipLICDx2O+LeV5vISsrq7uH0CaGbkbsBTdRXVrToT5aV6BqonD8oNC/Z546A8MweOzy52g9ASvdVEbp5jIKRux6HHVP17u7EELQmGQgDEWIXdonbk/v6/fZjxyHk/lF29FNyficHK7Za0aHvZ5HZmZx+8zujU3vScTzfPeapendjcHQqDtuhpjUthEGVPNHVBmellJgopmLQQaXuwPKsZhkRFzDJIcG9R/4OAbR6NXs8rX/Jhp+rTqcxj2oMYxwR9CVA2J6W0tyotZzVuUakK44r9hz6OnhNM40B/nDO/dMRMORGh5/PXzKEE677tiwYxl56Qg18mtBShmR6jNeerre3cW0AfkMi7InOzQtg6Fp8cf6t6e3EIJf7zGV544+nv8cewI37zcTp5UPPG7ieb571Yx4tyElNvOr6LNVWYczcBte9UqkyI3qsKSY2xBEzjgEbgR1SJJx6n9BoTaKR3YNQrhI4u3QZx5f596ogmUY29jfBgza/iL3aZcidE+jd3o5AhNJGoYYjsEkHPKFKNcNIPAj6d3pCr3enrfnbegGb97/ISu+W4MQglHThrNzaxmVRTVx93ngaTNwVbuoKKqmuqQGV62b249/iJmn7cOJVx0FwKQDxzFw5ACK1oUnrSkYMaDLsor1RL17AqqicPsBB3P3gu/YXl+PImBoegZ3HXjwLsXkWnonlnj0tgwxoMhNKERmYBKAyhZUcws280skWZgiA796IgH11FA7VW6Mur9skoJkAGpgHpr8MepsVWBgM79DtNj3ba8ecVsZt6IhACHa8eQTCl7bH0FeBXgJen0HryJkFTb//yI8v01RgBS9f5mxJ8a1Pnzp0/zw4aJQONGGXzYzYs+hcRtioQi+f+cn3HUeFEXBNIJL3eVUUrqlDLvDxtG/mYVm0/j1g+fy7J9fpWRjGaqmMGh0AVc8flGXJWjoiXr3FCbm5PLysSeyoaYaTVEYnp6xy7pbeieWPh1HvHsxiZ6SoxmBr7FsYSmK/i8kmejqLFTjR+zyoxiGMZPkwDWochFKlBlzqG+zEhMbamObpjjiaHTWCIeuIRsdxaRBkv4UmvwRMDHExEansuZlS838GSGr0NXDGp26sjEZhkIlAqMxgUkaHvVPcYyk59HT4lordlSy6vvwmF49YFCxo5qcQVlUFle3cXZ0pClx1wZf9pqMcBPeBh/fvfkTR/9mFgCTZo7jga9vZcOiLWg2lRF7Du3SLEk9Te+ehmisZhSLElcD1V4vYzKzsKmxy3U2YemdWPp0HPHuxBSjkaIQZKSTVDQU6nHqd2HqryEoiZpoBEBQjypXxUw72YQUOUg5FFgPgDMp+hdte0a4rc+bclE79Huwm5+Ekn2ocjVKoAi3/f9QzK0k6zeiyK0IdAzjefzqmZiiAJWVCIzG+wLwocq1mExs8956A44eVqKtaMNOasvrI47XVzdw4lVz+PyFb0O5srsKvyf8GVZUhbH77J6KXT1N796COxDg+m/msbaqElcgwMCUVC6YNIUTRo9t8zxL78QSj96WsxaAELjVv2CI0UjsHYr5VfCgsRQlRqIOEzugtWuETVLwqycjRXMWmpSkyEpKwTzSkbTsva1Ra2wkKfBAcLbbIuOWAFS5EsXYgEO/F1VubDbS7CTJeAW7/nZEjLXAj838vM176y04nT0rBGv4pEKyB2VGHM8uyOSYy2aRktn14xUCPnx8bihdph7Q+eWTpSx472d87q4t6t7T9O4t3L1wPguKi6jyevEZBlvqavnXkkXsdLXtMGnpnVji0duaETdiquNoUP6DKlcjzI04jadiGtmWxDKOOgciRH3UXM7NIUu5BJQjMdSp6OZ8NBnMHFZRN5bstC2NbVV0xqIrB5BkvhlWfrF5BO17swoC2M1PIEq+6WCs8ToUGVlGUKECk+gPVtMMubdTXV1NehsZhHYV0zT56aMlrF6wnokzx7L30XuixKjPWldZz2v3vhcxIxaKYPrsKZRvq6RiR+eXpttjy8odbLnlDT564nNmnjqDnz9eQsnmMqQpGThiAOfefiozjp3WJdfa3Xr3VdZUVkQcK/O4eXXNSq7ea0bM8yy9E0s8eluGuCVCwRCTQJmES0wgRf9NRPKMjmAyGo/9rzj910UsF0sEHvEbULLQ1ZlIkY9N/y9J5uuhrFb5mauQgEk6HvVWHOZzJJnvI/CF9SdRkNgiPLaDZjmyEpNCQ2PJxdbjTcNQpoIR+ThIBIYYiypLQ+FVTdfWRfcWmO8qcnLiTx/YHj63j3vOeJgNi7cQ8AaY+8I3jJk+gpte/z12Z7gDXUO1iztOeIjtayITv0hT0lDtwlXnQUYpQdcetiQbAX8g9jtb4/HKomref/jTsI9KNpXx8h1vMXXW5JiZvDrD7tS7LxPrV2e0E1Zm6Z1Y4tHbWpqOgVRyoYNhOU0pIw3yCIjpuGz3Azoq26LMmCVJ8kOkSEeKYLUgh/FiKBMWQI2rMOjpjJ9k4z40uRKFckSLNhIVg1EYIrLup8kgTCITrsvGTyOxIZVBGCIyn7BJIV7tZgLK4ZhkNR7LICAOxqdd1JYsvYb6+sj92K7izQc+ZPWC9aHMVwFvgFXfr+PNBz+K2jaaEW5i/U+beOS3zxDwRRYQsTlsCDX25kTA14YR7gClm8tZ/nX0cp6dZXfq3ZcZnRkZoZDjcHL2hLb9NCy9E0s8elsz4hhIMjFFLoqsaHU8cjlaZxoe+x2AGcwzDQhzGyLK0nYwJKoYp/4IDcpeCLMWQfhSoy/QWJAeL+CNOD/4XwOVHbiUcxFGOSpbaP6m1THEBBRZHJY7WpIcNZ+2JJiOzWO7BQI6qlyLwI8p8vGofwQlBY9yJ0IWoZorMMV4TKXveGHuzkL1GxZtiXp8/S+RWxYlm9reCqkqrYlqhIGYKS67Cs2mYnd2TZKH3al3X+aW/Q+kxudlXXUVrkCAwalpnD1+EoNS285tbOmdWOLR2zLE0ZD1KLIMr/JrnMZDqJQED6NG3RdVRC2IFJD1JAUeRTU3obAmbAYbcQ6l2I23QboiCi00xRG35yUt8GA3vkZghC1Dq5SB9OEXx6LJpYAPUwxEF/vgMJ8Lc9YCmmOBhROP/X6QDQg8SMITmEgxGF3te6XNdmecZayl3CRnZFx3zuDYMdlJThs+z+41tm0xcFQBk2aO65K+rLjW+EhPSuKpOceysaaaCo+bKbkDSO5ABixL78QSj97W0nRLpIkj8FdS/eeREvg1TuNhAuocvMoF+JST0InurCJxgKwj1X8eDvM/2JiPSmX7vtdSBxFZXHtb+X5Ax+KFNX5AYVvE8WAWr1oa7P+lwf4mbvu/8WsXYpIdtkIp0fAqZ4efLFKRIq/Xlj3sLKWlpe03ipOjfnM4aVnhWxyp2SkcfemsiLZnXH981FmnZldJydx92ctSs5LJG5ITszBEZn4GV/37YpQoqS+b8NR7OxxStTv17g+Mysxi34GDO2SEwdI70cSjtzUjbkGS/hx28+MWM8ZtCOMt3Np9GOpeKMYqVP2asOIHJg4UuYk0/1EonfAiNsnCr52MYixGkhTmcJXiCA9famtmrOCOuvUXDEtaA/hCxl4x1yHwhPUl0HEaf8cjNAzlwH5jfFuyO8M7ph0xmbP+cjKfP/819dUuUrNTmXPxIex5WPR9PUeKA3+rma9hmNRXNey2MaZkpPDAN7fic/t4+LJnWPfzRnwuP0lOO8OmDOHWd66JObP3Nnh55PJn2bx0G7pfJ7cwh0vuP5tR04bHvJ4VTpNYLL0TixW+tItockHEsq1CPXbjTTzqXpjqRDz8iST9ZRSqkRgolIU5WnUUXeyBTf8fSeaTEdd02MJnFk0BSrFMZOzjfgT1SIKG2G6+iUKkI4FKGcn6LQSUY/HaruvcjfQBdneh+iMvPJgjLzwYPaCj2WL/yfl9gaiFFaQhCRjR94aFKpDGLnhhAXUVdXz4+Fx+/nQpfo+f4ZOHMHr6CKbNmsyUQye0mVXrsSuf56ePloR+rimr45HfPcv9X/4lwiu8id2tt0U4lt6JJR69u2RpWghxlBBirRBigxDihq7os3uIHhYSSnBhLCHJeL3RCDuDBRviuIpEQZXrcZhPoBD5BVtZPyrKGNrrMxKTPGRYsYfYRkDBEyx8IduPne5r1NZGVpbaHbRlhAHyhuSQN7RzoQ8KggHDchg7YxR7Hj4posJSR/B5Arz90EdsWryVHWtKWPvDRj5/4Vu2roxdoxqCoVmblkaW5izZuJPv3v4x5nmJ0tsiiKV3YolH7102xEIIFXgMOBqYCJwthOiVeQ91MTkiq1awAtMOHP77SNGvQpNLUShBZRPESG3ZFsGZrYlKcYSTVhMFWcs63W9rQ20wIBheJJp/xX71HMw2QrIUKlDNxZ2+dm8nNze3u4cABHMM/+ahcxk8bmBoP1bV2v4TNQyTtOw07v7fn/G5fXgbOr86YxomeiB8W8Xn9vHK3e/y0m1vxTxPDxgYgcjtGGlKGqpiZ3vqKXr3Fyy9E0s8enfFjHgGsEFKuUlK6Qf+C5zYBf0mHJ92JQajItJGqmwiSb4dkVO6s7PhjhZsqKwf3cmemzGxY5CNSTZCVoZ/pgzHYGgb56ZhsnvyC/dketKMYdTU4Tzw1S388ZlLueLxixgyvn0v9frqBly1btx1XVvn1wgY/PzJEvwxQqNSMpKjzuCzB2Zy8Bn7xey3J+ndH7D0TizdMiMGBgMt17B2NB7rfQg7UhREGMuuc19qv1IKQECP9KTuKAp+VKqwsQan8XdSfacizHI0Yy7J/qsb94wjkYAhJmKqY+K+dm8lEOi+sKBoaHaNfY+fziFn7s++J0yPudfaRNmWCv586F14XfHlhG5r1l29s5baitje0L956DwKW8zgcwZlcdzlR5KZnxHznJ6md1/H0juxxKN3VzhrtVeLgLKyMi655BI0TcMwDE455RSuuOIKSktLSUlJQVVV6urqyMvLo6qqCikleXl57Ny5k9TUYLKJhoYG8vPzKS8vRwhBdnY25eXlpKenYxgGLpeLgoICSktLsdlsZGRkUFFRQUZGBn6/H4/HE/rcbreTlpZGZWUlWVlZeDwevF4vBfl5lBQPICVpH1KSyqmoG0t+5ipqXIX4AukMzVvItvL9SHGU47DVUVk/ioKsZVTWjyagJzMkbyHby/cjzVmCpvqpbhjGoOzF7KydiDQ1BuUsYkfFPmSkBGsf17oKKcz9ieLK6SiKzoCMVRRXTSMlqZySqinUewaG+rRpbnLSNlBavQc5aRvxBtJp8OYxrHFMSbY6MlJ2UFYzkdz0dbh8eXh8WQzNW0hJ0WM4k6pITdpJRd1EBmQGr910T1vL98fhSIPkC6gt2Upubi61tbUEAoGQZj3q99T4ucPhwOl0Ul1dTU5ODvX19fj9/tDnTqcTu91ObW1tm/dkGAZut7tH3tMB50wneaCdz5/4jkF7DKC6qA5XlZvCyQVsWLCVwZMLcKYlseKzdUw9fiL5pdnUljUwcFwea7/dzIi9C1FtCmu/2czEw0dTtjG4SjJgVA6r5m1g3MEjyB+Wx/LP1jJwUh4la8uxOTRyh2Wx4rN1TJ4zls9f/4oTLjsq6j3JZJ1rX7+ULYt34NW9TNhrLGqSwtatW2Pek6KEf97R31NffPYScU/Z2dls3bq1T91TT/49Abjd7tC/O2REpdw1j0shxP7A7VLKOY0/3wggpby3qc2CBQvk+PHjd+k6icARuA+7+XbEm0VHl5SDSiqtslkpMfeCY7GuaHZYPeK2yxsSTLyBiUJVh69hYsNkBFJk41PPwlD3j9K5iWouRuBDV/YCET3OtDVCViJkLaYYCqLnO+Zv3bq1R9drNQ2Tdx/+hCWfr6CmrI7cwiy2riyivjIypGnizLGsmt+xcp5CEexx6ESue/F31FXWc8dJD7Fzc2RhgZTMZG5/71qGTR6yy/cCPV/vvoald2JpqfeiRYt+mTVr1t7tndMV35I/AWOEECOAIuAs4Jwu6DexSIlmLohh8MIrHMkWR1uji31Q5BYEDUiyEVQioqSVbIs0Z0nYzyYqCkbU6wnAEHl4lV+TYtwYszZyaxQCeLUzCKjHR//c3EyyfguK3ArojTmnr0BXD21uJP049L+jmSsAiS7GoFCLKtcBHiT5eLWL0dUjOzSm7iIlZfcly+gK/u/Sp/nhw0WYevCFrrK4Gj0QPZypaH0pNoet3ZSXqk3l4DP243cPXwBAbmEOf/3sRn6/919w14bvNbtq3Pz48dIuM8Q9Xe++hqV3YolH7102xFJKXQhxJfApwU3QZ6WUK3e13+4hlrOLgp9ZKKIciRO/OBCn+WDETFeSgle9CiHLsZnz0MUUHOYL0MoQN82cwYxqXDW1VZH2GEa4CVWuxWn8HYkG+Ds0ezfJCFaaioFTvxtVrm++Bttw6I/SoOwLIhiw7gz8BZv8OnQ9VW5o1csmHPojuJTpSNFzK8Coasf27hPJluXb+c9tb1K2tZzyHVUhIwxt55WuLasL7im3qo6ZkuFk/H5jKNtagc1hY6/ZUzjt+vCXsOQ0J5l56RGG2JakMWxi17l99ES9+zKW3oklHr27ZN1QSvkx8HFX9NVtCIHJMFRqonxooLAOr3odhhpcZTD9/0ORy8NamQwnyXgGTf6Iggu7/ARJSsTSsmhs3ZKWbaobhpGXsTasfdsJPUxUikL9tIdEoItpmEoLD2npJ0l/HE0uB6mjsCXiPIUdaOa36OpshNyJJpe3a/RVdmLXX8Nnu7wDI+se6urqyMqKnec50dRV1vP3i56gdHPH95ha4vf4SUqxk5zmxNBNsvIzyBmcRWZ+BhffdzZ5Q6K/FGk2jemz96B8+5dhxSWGTipk76Mjq3zFS0/Tu69j6Z1Y4tG752/gJRCP7VbUwEUI6iIMp8YWnPr9NCgvgbDj1u4lOXBZY0EIE1AR1GKT60J1ewUBBDWNM9XoS4ktr9FkbAdlR8bydtRzu629ZLA1xknbENQizB1IpRCA5MANaPL7UPGI6AZdAYIevIosR9Cx3MLxxFsnkry8vPYbJZD3H/ksbiPchM/lR1EUcgZns31NMVtXBh0El85byVX/upgJB4yNet75d55GamYyP3+6jIAvQOHYgVx839lt5pnuLD1N776OpXdiiUdvq+hDC6RSSL39I/zieGQUaYIzwgUACBpQcCMal5ebyhI2GeFw2jbCTTQZ0bLa2PlQ4nGtM0nBZASCAAp+FFzY5GJS9BtAGijmJlS5PKyCUzSDbjIEXZkJgCFGYzKwA9fOxq+eFseoE0dVVced3BJBRVHXjMdT72XHmmJMo3n1pWJHFf+9972Y5wghOOXaY7nnsxt54OtbueqJS4KJQuIMjYpGT9O7r2PpnVji0dsyxK0Rdny23yCJFgfZbKjsjakuO9RlJ4dgmrEXKjrbl85IXLbngMhMR4rcgGp8iSI3oESZ3UqUxiQfqehiLG7tZhCNyf+FA796EiaZzeMmDYMBmAT3kA0G4lPPDc26eyq7GjnQ1ew1Zw80e+Q+kyOlY17r7bFh0RaqS2vabfflK/O5/tC7uOHwv3LdwXfw5DUvYZqdiwCIRk/Tu69j6Z1Y4tHbWpqOghT5mKIQRYYb2uCMsCnMJ/o7TKyaxW1ej3ADOyhnUafOj4VBHi77U41L7ZGpDwUSh/E8bvtDmOSiEB66YlKIy3Y/AjDF8IjKTH7tPHQxA7v5GmDiV07HVCagmisRlKMre4Nou2h5T6CnLd3NPHkfvn3jB1Z+uya0V5uancqAoTlsWhKZ27mzBLwB/nHJk9z50fUx22xfU8Srd71DTVnwBa2usoHKovmk5aRy9s0n7dL1e5refR1L78RiLU13FVLHx/EYZGKiIdEwGIlH+xOI4B6pXz0Lk0inF5090MWExn3hKF3T/vLyjop9dm34gIkTj3ZHsLYwA4M1k6MgqEOSTkA5EEnzjMskDb96LFIZgamMiFke0VTH4rXdgtd2G6Y6EYTAUCejq4f1CiMMsHPnzu4eQhiKqnDDq1dyxeMXMWH/MSSnO2moaugSI9zE+p83Ubo5doGPDx6dGzLCTegBg2Vf7npARE/Tu69j6Z1Y4tHbMsStUIy1pPrPJFneg0INCjoSGxKNJONVHIG/NyarKMSvHIVJRuMSbhYBcQBu+z9x2Z7DILozDEQuL7f+uSnzVkcwyEVnHAYpmCQFiz1wBvW2uRjqXo0XEOji4Bg9SMDAq92AW7uFgDiIgDgUt3Yvfu3CDo+jN9OUHScRVBZV8/xNr/Gv37/AhsVbYrZTFIX9jt+Lht2QQxrA0E0Wz12OoRssfH8R7z3yKWXbmldEfJ7oDnZ6YNeXphOpt4Wld6KJR29rabolUuI07kEl3BAqeFBYB3IdSND8C5Eiu9HBSW+c4dZjyhzAFgyFEllI2b7R3aXhouLVrkVXD2+3rc/2GzT/t6iEv62ZohBE8MHR1SN7fPKN3swPHyzi+Zteo7I4uOXx40eLmXXegZx3R3Rnth3rSqjYXhn1s5Zodg270467tnOJY36Zu5wvX5nP9jUlGAGDDx+by0Gn78uv7jqdQ87cj8Vzl0c4aXVlPLGFhUWQ/jUjlg1oxrcoxmqIsqGuyO0osqjdblS2osrFoTrFAlDQsfMBqf7TcPquwyZjZemKMqxWP9e6CmN+1nxc4Bdz0JXDOnYNkYlPuwSDwY3L40noYhwe7S8dHGXfpaEhMlVkV2OaJm8+8GHICEMwY9W3b/xAZVF0p7/UjGTsjvaLjKdlp5A/rPOl17at2MGW5TtCpQxry+v48pX5bFq6lWlHTuHA0/YlIy+4vZCUYmfcfqO5+L6zOn2d1iRCb4tmLL0TSzx695sZsU1/FYfxOgrFmCRjilG4bQ8iRWaojRQ2OvpuEivdpEoxCsXtGuEmBy2D/MY0mM0hToW5P3VsDLIKMAj9GqUPQRWSvKg5ngPqiQSUI9DMH5GkY4gpOIxH0AKLAB1DDMdruwEp+lfwf35+/m6/RlVJDVVRPJWrd9byy6dLmX3xoRGfZQ/KYviUQpbOW9Vm30LA+Xecxr//+CI7t0Tmio5FtNhgV42buc9/w2X/OJ9L/34eJ/3hKJZ8sYLCcQOZcMBYRAxfgc6QCL0tmrH0Tizx6N0vZsRCFuMw/oNCMQAKbjS5HGfg7rB2UgwMegfv6vU62MZgMG7bg0C4U1Nx5fQOnC+xsZBU/xmo+vckBR4h1X8uqf4LSfWfi11/KeIcxdyKKteiK/thqHvhNO7Fbr6JygZUtmCXX5EcuAbkru8D9iY6UyUlXlIzknFGCT/SkjS+fWMhd5z4EE9e+xL1VeFv03985jL2PW4aA4blkluYjd1pi+ijYGQ+kw8ez9+/v4Ox+4xEUdt/AmeeNoOUjOjlNtOym3PlDhiWy+yLD2XizHFdYoQhMXpbNGPpnVji0btfzIjt+hsoRO61KXJzcIm6xReMW7uL5MDNKKxpnKUqgAibsRpkoNDQqTClaCkqFUpI0p9EtIpHVpTma7X11RecgReRbNyFwIWgaT+vBofxGDbjS7zalRjKGFICf0aRaxqLUSQTYB9U1kXky1blRlTzJwx13w7fW/NNmqjmEgSuxtAlZ+f76Aa6ysC0hSPVwfj9x1C+owpptiggYpqs/XETACu/W8v6nzdx10fX40gNerknpzu59oXfBYs8SFgybyUv3/E2O7eUoSXZyMhJZfqRk3HXuaksqaF4405Mo/04RkM3GL/faIrWl4S1zxuSw7G/PaKL7z6cROht0Yyld2KJR+9dLoPYEbq7DGJS4PHG4gvhGAyhwf5G1NAcIYsRphtTDECRO3AYTyOoRZKDV/stNuNTksxX6EiRhbaqNQUzeMmwrFYNnjxSnR1/q2orD7VJNgaDsRGeFztaycYm3Op1BLTOZcMS5nZS9JsaqzX5MSnEp11CQD26U/10B263m+Tk6LPDrkQP6Lxw8+usXrAePWBQX1VPfWVkopUzbjiB0647rs1+5r00n/cf/iRk2AcMy2XcvqP59vWFHR7PPsdNpXRjOeXbK1BtKvlDcznr5pOYOmtyXPfXURKlt0UQS+/E0lLvjpZB7BdL037tDAwi1+0NMQGEQJhlJPuvI9V3Din+C0nSn0MyEFMdDUo6pjoRt+0eDDEGIXfi1O8CDHzKiTFSQTbH7AaDg0ZiEr2EXDBFZvjLUHHVtF2423AUqtBYG3FcNF67NSa56OpBnb5Osn4XqlyHwIdAorKdJP1JkPXxDDuhJGrpTrNpXHL/OTz47W38c+GdZOVnRm23dVXb4WuqpvL5C99Qtq0yNLsu21rBim9Xh2bSHeGXT5axfXUR3gYf7loPngYvY/cZGdZGSknFjkoaaiJfGOLFWipNLJbeicVamo6BFLn4tCtJ0p9DUAIkY4jxeGw3gQyQol/TXPJPgmpsAukJqxiUHPgzmlwYNLwyWHpQEj1hhclIdGUoQjagKzPwq6eiGZ/jNP6K0oECCFmpnUvcEEzW4W1jZh57z1eihZbdTdLwK7ORonPOBkLWRvU2VynGZswloJ3Sqf4STXp6erdcNy0nerzh0AnNIUIlm8r48PG5+D1+Zl98CGP2GknppjLKo4Q1VZfUkjc0B29DZBa1aLQsrShNScnGMm4//kHu++oWhBCsnL+WF295g8qiamx2jRF7DuX3//71Lqfa7C69+yuW3oklHr37hSEGCKizCSiHo8gtSJGJFMFwD5vxPorcFNZW4MNmfoNP/g6EQDE2osqVrSoyGUBtjKsZeGx3NLc1i3AYL8QoCBGJbrQfstKERKAzBRuxPa0lTgTRZ6aGGIcuJiFw41dOxlQ7vywpUZBE5kaWCBBdkx95d2IYnUtJ2lWces0xFK8vpbq0+TkaNrmQ434XjOX+8pX5vHr3u9TsDH7+8ydLOfLCQzjq14eh2SL/dG1JGtkFmZRvaz/2OBbb1hSz7MtVjN1nFP/+w4thVaAqi6t5/Mrnuea5y+LuH7pP7/6KpXdiiUfvfrE0HUJomMrokBEGUMxNMZyu3DRVTVLYghLVkEXfXxfsRNV/DP3s1B9AZVPEEnQs6j3hVY0kKiYZmKQ3ljFsxhBTUdnWRvlDDfBHvbJJMgGxP5CJrhyMqcSu+tQmIg1TjIjS/xACyqz4+kwgLlfXLbt2hskHT+DPL1/BPsdMZdKB4zjiwoO59Z1rcKY50AM6Hzz6WcgIQ2Pc8esLUTWFIRMGRfQ3aHRBKO63LYQqUG3Ri5ebusnWVUV89er3UUsxblq6Fd3fsWpiseguvfsrlt6JJR69+82MOBa6MgvTfB+lVXUiKfJClYYMZSoGeai0/mKyQZRZrkoNKcbvMY18GrSX0eTSqNeO5WQ1NC/c4UZnBl77nzDJx6H/Hc1cBpgYYhQe2w2k+i9qo389zOM7HI0k8zUU6pGmHUOMwWX7J4jOL614bHcgAjcFPdHxY4qBeNVrQHR8z7K7KCgo6LZrj5w6nOv+c3nE8Z2by6kuqYk4XllczbKvV/PHZy7l4cueZntjmcP8YXn87uEL2Lm1giXzVuGPkqJyxB5DOOSsA8gemMnSL1fyxYvfRbRJzU5h+uzJ/PB+ZE1sCHpbG7qBZo//q6M79e6PWHonlnj07veG2FCnoBsHYJPfhMJ/TPLxqpeG2kiRg67MQpjvo+BubJOBSTIaJVH7FUgUSknVTweipx6M7kUN28r3Y+zgz0I/qyxBGCtBK8Rr+3PEOQHlUBTzxYj+JKLNWbigPvS5wI8mV+LUHwpbVu8oUmTisj+OkDsR0oMphsUsFNHTKC0tZdiwYd09jDAy8tJxpDlxtcoz7Uh1UDBiAGnZqdz8xtU0VLswdIOMvODL06AxBcy55FA+ffpL/N7ml8SsgRmcddNJTDtyCgAzjp1GxY4qln+9OhS+pNlV9pq9B4VjB5F8jpPPnv864mWgYMQAkpJ3bbuhJ+rdl7H0Tizx6N3vDTGAx3YXAeMz7MY7SLLx2n6PVMLfarza5Rj6MDS5AHDgU8/Crr+ESknMZeFg6suqNsObgkvNTcZSxWAANq3ZcAe9mz0kG3fiowK/di5IiSLXIWQNhrInPu0StMBiVLkCgWzszY5oxzEsmpFWzE1RWnYcKfKRvcP+hrDZIpNkdDepWSmM33cU379bHRZ3PHxKIaOnDw9r15rz7ziNE66azUf/+pwty7eTPTCLk64+ioIRA0JtFFXh5jeuZtuqHbz/6Gf4XD5mnjqDfY8PJpPJHpTF8Zcfycf//oKKHVVodpXBYwZy2f+dv8v31hP17stYeieWePTuF3HE7WEz3iJJfwWFHchQ+ssHQqke7fqL2I0PEFQiSUdX9sGr3Uiq/4Qoy9XhtBXjG62NBOrdBaQnl0a0MxiJy/ZPkvWbUORGBD5MBuPTLiSgHIXNnItq/oRiFqGxpM3rmqSiEJkTVReTcdmfaWfEfQuXy0VKSqRB626a4o7XLNyAaZgMmTiY3zx4bsyMWLuD+qoGfvrfEjJy05h2xJSoaTE7S0/Vu69i6Z1YWurd0Tjifj8jFrKMJP25kEEVuFHkcpyBu3Db/45qLCLJeLGFs5YLxfwYqRcgaLs8XUdecVobagGUVu8R1RALanEGbkdjReiYynYc+pPo9pkE1KMJqEeT4r8QEeXiEhWD0RjKZALK7KBBb5FxTJJEQIlVLrHvUlFR0SO/qJrijruTtOxUDj/3wC7ts6fq3Vex9E4s8ejd+w2x9CKoR5Ib156kXX8r6qw2mP7SwG68EeExLdDR5AJM8qPOKpvbRRlui33b8GXpZnLSNkbtT5KGQmS8rsJObMaH+LWmZcPoHrEBcSge+z2hn71cjd14CUVWIkkhoByEX/1VzPvpq2RkZHT3EPoVlt6JxdI7scSjd+81xFLHod+LZi5G4MEUuXjV32ConZ3RxVrPF43/HysmzMSt3Uuafl67e7GhIQMBpqCxqTFXdfQ5syeQHpGkwyQVvzoHu/F+9LswPsNmzAWRhClTwxJ1BM/PwKeeHXZOMLb6SKAeSI5asak/4Pd37Pdn0TVYeicWS+/EEo/evTaO2KH/E7v5MSpFwTSOch3J+oMI2bn0Yn7tVEwi3c0NMRaEil+d02gUm5GAISYh1WHU2d4lwF6YZLa7FC0AjfVtzqIl4PIOpc4+F5/4FbrYi4DYD69yGaq5ARHlXImGxjo01qLJZWgsDS5BMwiTVAyG41UvwlSnRBmUCIYr9VMjDODxtL3FYNG1WHonFkvvxBKP3r3221czF0XkSlbYiV1/GZ/t6g73I0UWHu0qHPrTCEoBJ4YYg8f2FwB0cRh+5Qds5nwUKjBJwxCT8WpXBSs3KTm4kx4HaZIaOB9Vbmjzeu1XbFLJHng2CDs++xX4ACErSPFfhkpzDmLZWAhRko5CVSsdPEgCNNheRKESUwwC0fFsXf0NK84ysVh6JxZL78QSj969dkYcLZEGEHXG2B66egQN9pdw2Z6kwf48bvvDIFKxGZ+Sol+EZi5EkoJPzMZl+zce7QaSA38i1X8qqb4zcQTuBQzc6q3ojIrIftUSg8FR00E2j9+gvHRR2LEk/ekwIxxsJzHEBALK4VGLN4ALhBNTGW4Z4XYoLY10jLPYfVh6JxZL78QSj969dkZsimGoclv4MdLwKyfH16HQMMXY4L+ljk1/EYf5AgrNCfSFrMAw9ybJfKO5SASgmFsRug+Pdj0BdQ7S+BnwoLEB8DS6ZAlMhuNWHyDVuChm7meAJFv4y4Qid0YfMkYwNaX5AUorD24psvv1cnNnsNutF5VEYumdWCy9E0s8evfab2qP7UZEoBxVbkLgxyQHvzIbU520S/0Ks4wU/RoUuT5iXqvgwm68ihJldqqai0n1X4LCpkbDq2KIybi1v2Azv8EUA9GVQ1DN1dDG8rRJOs60GWHHDDEMm/w+oq0kB0PZG13sg00uCBWVkKgIWY7TfyNe2w0IWYfd+A9CuvCrR2EoB0Z4mCvmFhS5BkPZAyki8xj3ZdLS2s/PbNF1WHonFkvvxBKP3r3WEEuRg8v2HKq5AFVuJ6AeihS7vhfi1O8Pm+22RuCOWkVJobJxj7mpnYEql2I338Wn/b65nVwXSpPZGpMs/MoJVNQkk9LCA96nXYzN/yMqzWFNBoPwasHqUB7b39DNj3Ho/0ZQHrw25ahyHqp/PeBBpQIAm/4dfuUIvLZbgh1JHWfgJjS5BIVaTLLRlRl4tNtA9OKdi05QWVlJamr0koQWXY+ld2Kx9E4s8ejdu79phYKhzsSvndUlRhhAkdvb/FwXe2CSE+WTSOMsgCTjDVTjWwBU4yfsxkfIKLJLNAwxnoAyi6ysrFYdpeOy/wufciYBsR8+5ThctscxlcaKR0IloByCRIkyi98RMsLBMXmxmd+GUlkm6c9gk9+iNJZ0VKjCZn6BzXi3TR36EhF6W+xWLL0Ti6V3YolH7147I95dSKKv70sUDDEBr+0GpP4CdvO9kPEKGsBoDlPBYgrJ+m0Y+hhUNofOiWynY5MLUPQN7HTdDOn7h19fZOC1XRNz3IqsQUSZaUfNJ00tNvMrfMpINLk4YuyCADbzGwKcEvN6fQmPx2MVT08glt6JxdI7scSjd++eEe8GdGW/xhq+zZgk41Gvx2V7CkQqPtsVuGz/wqecgZ+DYhrhJhRc2FgS1Qi3NpMq5QQ8Szo9blMMRpIXpf9ID26JHUOMavx3rEeg/zwaXq+3/UYWXYald2Kx9E4s8ejdf75tO4hP+x1+5RQMhmKQhy4m4tbuJaCdDKI57MhURuG1XYtfOwkZMztX+0SvR/xLHB2p+LQLMFoY46CRjZwRG2I0unIQAAHlMCThZe1MUvCrJ3R+DL0UK84ysVh6JxZL78Ri1SPuCoSC13YtSB3wAilt5rA2lP0xxfA2HbzaIlp1pm3l0xnUluOd9OHQ/4FmBos/6MpEvNq1BNSj0JU9SdJfQTW/R2vl3Q1gMASdPUgO3IghRuJTz0WVO9DMrxBUAsn4lePR1UPjup/eiFWvNbFYeicWS+/EYtUj7kqEBnTA802ouLT7cOp/RZFFCEwEFTGXq5sMrwRMRhEMNmquAWySg825Z5uXTA7cjCa/DRlwxVyPEqjEbX8IKQbitV1Lin8tyEhDrFCBQ/4XAJv8Cpv8Br9yJKCjEABqsZnz0I29MNQD2r//PoDD4Wi/kUWXYemdWCy9E0s8eluGuAuQymDc9sdB+nD6b8POl9Hb4UBnIlJkYSpjMChoLOKQA6iYYjRe9SKSUobHvJaQpahyZUTpRFWuQMjiUAywJHrN2talG1W5AYdRHObopVKMQ38Ml7Jfvwhhcjqd3T2EfoWld2Kx9E4s8ejd979l40HqKOYGhKxqv21LRBKKiF50wsSJSQ4qJShyO4q5AqfxEDYWoVKJSlmwipQymerq6piXUGQZIorTl6AuLAOXTz0Pk+zw24qxlx3N21phJ0qUGXVfpC29LboeS+/EYumdWOLR25oRt8JmfECS/jKCnUAKupiEx3YniKR2z4XYM9HgEnSwlrBCCVKujwgtUuUqVPN7cnKmxuzfEKMxGRiRe9pkIIYY09xO3Rs3N+EwXkbIOkyRiZABNJZFGVm08KskpOgfxcRzcqLFhVvsLiy9E4uld2KJR+/+ZYilRDPnYTM+R4oU/OqvMJWhoY+FWYRDfwIllADDjU1+hdQfxGu7uUOX8KnnoeobwioimTjCclZD9PhegY8k/RU8NTtISzk4eqpJkYxfPZEk46VQOJRJBgH2I9n/h8brJqMrk/Bq1+BSDwqdqhirSdavQ6V51h70sk5FZXPYZQwxFin6xx9wfX29lXkogVh6JxZL78QSj979yhA79duwmV8h8IEEm7kAj3Ytuno4AEnGKy2McBABIe/kjmCo++LmpmBfsh5TZIMMoLCo3XMlYOMXTH8Oqf4X8Kun4dMuiWjn136FLvbBbr6OkCZQT5J8D4EeaqOYG1ACZbjt/wwdM9UJeLiTJONZFFmLKTLxqr9GioJGZ7NtgIIhxoXKQPYHrMLpicXSO7FYeieWePTuN4ZYMVajmd8HjXDTMSpIMl5AVw5rDFGKJWDbCTtaY6gH4W4xE7Xp76AZSyNqEUu0kPFsGcY0NG8hCnXYjbfxqyciRW7kiNQJeNXb0IyvSNZvDTPC0OTAtQrF3BY26zfU6bjV6RH9ue0PgwwEz+xnVZusOMvEYumdWCy9E0s/q0fcOWzmtyhRSg8qshJwAeBXTsckI6JNUxaqeAmox6OLGUiCbu3BdJljcKt3ERAHEmAakmZPu23l+wXHRgU24/M2+7YZn4W9XLREoRYhSzo+UGHrd0YYrHqticbSO7FYeieWhNcjFkI8ABxPcCq5EbhISlmzK33uLgxlFNK0RVROkqRAo4E01bH45ZnYjPdRKcUkBVOMwWO7cdcuLjTctn+gmt9jM7/FEGMJqMeBsKNzOEg3qf5zoDG0KMVR3jg2DVMMaLNrKVKiJc8CwGAghjJh18beD7DCOxKLpXdisfROLPHovavTn7nAjVJKXQhxH3Aj8Odd7HO3oCuHYojRaHJ16JjETkA5KGwW6NMuwa+ehmouxqQAUx3fNQMQAkOdiaHOjPJZMoaYhCJLEIDDVgeAKYahKwe32a1fPQ+b+X3E3raJnYByDAgr2Xt7WIXTE4uld2Kx9E4s8ei9S0vTUsrPpJRNm5MLgcJd6W+3IlTctv/DL47EYCy6mIRPvQSfdkVEUyky0NVDu84IdwCP7VYCytEYDKG8fk8CYm9c2gPtLhWbyjA82jXoYhwmGUhSMBiOW30Un+3S5oZSRzUWohnfgrScN1pSWxu9IpbF7sHSO7FYeieWePTuyg3Bi4HXurC/LkeKDDz2u7t7GNERSXhst4M0SB/QgNseuVcdC12dha4cjqAuGMcswhN3KMYqkvW7UNgGmJgMwaP+AYSJIsvQ1UP7TahSNHJzI53hLHYflt6JxdI7scSjd7uGWAjxORDNDexmKeV7jW1uBnTg5Wh9lJWVcckll6BpGoZhcMopp3DFFVdQWlpKSkoKqqpSV1dHXl4eVVVVSCnJy8tj586doXishoYG8vPzKS8vRwhBdnY25eXlpKenYxgGLpeLgoICSktLsdlsZGRkUFFRQUZGBn6/H4/HE/rcbreTlpZGZWUlWVlZeDwevF5v6HOHw4HT6aS6upqcnBzq6+vx+/2hz51OJ3a7ndraWnJzc6mtrSUQCIQ+39V7CgQCZGYG4ryn4vB7ys+nqvgzUpJySEkyqagbS37mKmpcb+ENpDMsbz7F5etxJI9EOGbvtnvqyb+noqIiRo4c2afuqSf/nnbs2IHT6exT99STf09CCCoqKvrUPfXk31N9fT3Dhw+nvDx6lsWodlbKGJ4+He1AiAuA3wKzpJSRuRKBBQsWyPHjE7fM29vZunVrl1VLUcxNpAR+jdLoGR4LkyxctifDQp36C12pt0X7WHonFkvvxNJS70WLFv0ya9asvds7Z5f2iIUQRxF0zjohlhG26DxdG/enAWq7rRSqsRnvdOF1ew9WnGVisfROLJbeiaU74ogfBdKAuUKIJUKIJ3axPwu6Nu7PVIZiio69Dct+6mFtxVkmFkvvxGLpnVgSHkcspRy9K+dbRCclpWuLLbi1u0jWb21MYWkCAkFtWClFg0EE1FO69Lq9ha7W26JtLL0Ti6V3YolH7/6XRqkXoKrtLyV3BqkMxGV/CiGLERiYMg+nfldjXWMvphiAV70CKTruqd2X6Gq9LdrG0juxWHonlnj0tgxxD6Suro6srKwu71eKQcEkXAI89r+CbEDgRpLXmGu7f7K79LaIjqV3YrH0Tizx6G0Z4h5IXl5eYi4kUpFY5dESprcFYOmdaCy9E0s8evebog+9iaqqqvYbWXQZlt6JxdI7sVh6J5Z49LYMcQ9kV2O7LTqHpXdisfROLJbeiSUeva2l6R5IW0sbqrGYJOM/COmCxrKOAhNDDMNr+zNSZCdolH0Ha+kusVh6JxZL78RiLU33EXbu3Bn1uGp8S7J+EzY5H40laGxEYyMqm7HLr0gO/BGkmeDR9n5i6W2xe7D0TiyW3oklHr0tQ9wDacpf2hqH8RIKsfcfVLkJzZy/u4bVZ4mlt8XuwdI7sVh6J5Z49LYMcS9CyLbLawn8KHJrgkZjYWFhYdEVWIa4B9LQ0BD1uCnajk0zyUJXDtkdQ+rTxNLbYvdg6Z1YLL0TSzx6W4a4B5Kfnx/1uE+9CIPojgAmKQSUWZjKkN05tD5JLL0tdg+W3onF0juxxKO3ZYh7ILHqWBrqDNza3/GLwwmIGfiUE/GJk/EpR+PWHsJruy7BI+0bdKZuqMWuY+mdWCy9E0s8elvhSz0Q0Ua6SVMdi0e9N4Gj6fu0pbdF12PpnVgsvRNLPHpbM+IeSHa2FQucSCy9E4uld2Kx9E4s8ehtGeIeiLWUlFgsvROLpXdisfROLPHobRniHkh6enp3D6FfYemdWCy9E4uld2KJR2/LEPdADMPo7iH0Kyy9E4uld2Kx9E4s8ehtGeIeiMvl6u4h9CssvROLpXdisfROLPHobRniHkhBQUF3D6FfYemdWCy9E4uld2KJR2/LEPdASktLu3sI/QpL78Ri6Z1YLL0TSzx6W4a4B/Luu+929xD6FZbeicXSO7FYeieWePS2DHEP5O233+7uIfQrLL0Ti6V3YrH0Tizx6G0Z4h6IruvdPYR+haV3YrH0TiyW3oklHr2FlHI3DCWcL774ohyw6vN1kKqqqtzs7OyK7h5Hf8HSO7FYeicWS+/E0krvYbNmzYpeqacFCTHEFhYWFhYWFtGxlqYtLCwsLCy6EcsQW1hYWFhYdCOWIe6hCCFuF0IUCSGWNP7vmO4eU19DCHGUEGKtEGKDEOKG7h5Pf0AIsUUIsbzxmf65u8fT1xBCPCuEKBNCrGhxLFsIMVcIsb7xv1ndOca+RAy9O/3dbRnins0/pJRTG//3cXcPpi8hhFCBx4CjgYnA2UKIid07qn7DYY3P9N7dPZA+yPPAUa2O3QB8IaUcA3zR+LNF1/A8kXpDJ7+7LUNs0V+ZAWyQUm6SUvqB/wIndvOYLCx2CSnlN0BVq8MnAi80/vsF4KREjqkvE0PvTmMZ4p7NlUKIZY3LH9ZyUtcyGNje4ucdjccsdi8S+EwI8YsQ4tLuHkw/IV9KWQLQ+N8B3Tye/kCnvrstQ9yNCCE+F0KsiPK/E4F/AaOAqUAJ8FB3jrUPIqIcs2L5dj8zpZTTCW4JXCGEOLi7B2Rh0cV0+rtb280DsmgDKeURHWknhHgK+HA3D6e/sQMY0uLnQqC4m8bSb5BSFjf+t0wI8Q7BLYJvundUfZ6dQoiBUsoSIcRAoKy7B9SXkVLubPp3R7+7rRlxD6XxD6aJk4EVsdpaxMVPwBghxAghhB04C3i/m8fUpxFCpAgh0pr+DczGeq4TwfvABY3/vgB4rxvH0ueJ57vbmhH3XO4XQkwluFy6BbisW0fTx5BS6kKIK4FPARV4Vkq5spuH1dfJB94RQkDwu+cVKeUn3TukvoUQ4lXgUCBXCLEDuA34G/C6EOISYBtweveNsG8RQ+9DO/vdbaW4tLCwsLCw6EaspWkLCwsLC4tuxDLEFhYWFhYW3YhliC0sLCwsLLoRyxBbWFhYWFh0I5YhtrCwsLCw6EYsQ2xhYWFhYdGNWIbYwsLCwsKiG7EMsYWFhYWFRTfy/+sjaO/JjAXIAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -418,25 +409,18 @@ "source": [ "distance_threshold = 100\n", "model = AgglomerativeClustering (distance_threshold=distance_threshold, n_clusters=None)\n", - "model.fit(X)\n", + "model.fit(X_blobs)\n", "labels = model.labels_\n", - "plt.scatter(X[:,0],X[:,1],c=labels)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The algorithm finds 4 clusters with a distance threshold of 100, which is not what we would expect, as we know how the dataset was generated. On the other hand, one strength of hierarchical clustering is that it allows to inspect all steps that are performed by the algorithm during clustering. All steps and clusters that are iteratively created are summarised in a dendrogram, that we plot below.\n" + "plt.scatter(X_blobs[:,0],X_blobs[:,1],c=labels)" ] }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 71, "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T15:10:58.571687Z", - "start_time": "2020-11-23T15:10:58.563412Z" + "end_time": "2020-11-27T11:52:07.507574Z", + "start_time": "2020-11-27T11:52:07.502395Z" } }, "outputs": [], @@ -465,17 +449,17 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 153, "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T15:10:59.054475Z", - "start_time": "2020-11-23T15:10:58.849432Z" + "end_time": "2020-11-27T12:33:25.979725Z", + "start_time": "2020-11-27T12:33:25.857898Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -487,7 +471,14 @@ } ], "source": [ - "plot_dendrogram(model, truncate_mode='level', p=3)" + "plot_dendrogram(model, truncate_mode='level', p=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The algorithm finds 4 clusters with a distance threshold of 100, which is not what we would expect, as we know how the dataset was generated. On the other hand, one strength of hierarchical clustering is that it allows to inspect all steps that are performed by the algorithm during clustering. All steps and clusters that are iteratively created are summarised in a dendrogram, that we plot below.\n" ] }, { @@ -503,27 +494,27 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 74, "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T15:10:59.730484Z", - "start_time": "2020-11-23T15:10:59.539525Z" + "end_time": "2020-11-27T11:52:47.996618Z", + "start_time": "2020-11-27T11:52:47.859738Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f44b3ad7390>" + "<matplotlib.collections.PathCollection at 0x7f8ed66680d0>" ] }, - "execution_count": 70, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -535,11 +526,11 @@ } ], "source": [ - "distance_threshold = 80\n", - "model = AgglomerativeClustering (distance_threshold=distance_threshold, n_clusters=None, linkage='ward')\n", - "model.fit(X)\n", + "distance_threshold = 40\n", + "model = AgglomerativeClustering (distance_threshold=distance_threshold, n_clusters=None)\n", + "model.fit(X_blobs)\n", "labels = model.labels_\n", - "plt.scatter(X[:,0],X[:,1],c=labels)" + "plt.scatter(X_blobs[:,0],X_blobs[:,1],c=labels)" ] }, { @@ -551,27 +542,79 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 159, "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T15:11:00.513307Z", - "start_time": "2020-11-23T15:11:00.323745Z" + "end_time": "2020-11-27T12:35:03.850707Z", + "start_time": "2020-11-27T12:35:03.733971Z" } }, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f44b3a4b450>" + "<Figure size 576x432 with 1 Axes>" ] }, - "execution_count": 71, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "random_state = 0\n", + "centers = [[10,5],[0,3],[-5,0],[3,0]]\n", + "n_samples = [500,200,300,100]\n", + "cluster_std=[1.5,1,1,0.5]\n", + "\n", + "X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n", + " random_state=random_state,\n", + " cluster_std=cluster_std,\n", + " centers=centers)\n", + "def scaling (X, a_x, b_y):\n", + " transformation = np.array([[a_x,0],[0,b_y]])\n", + " return np.dot(transformation,X.T).T\n", + "\n", + "X_moons,y_moons = make_moons(n_samples=200, noise=0.04)\n", + "\n", + "X_moons = scaling (X_moons, 4, 3)\n", + "X_moons[:,0] = X_moons[:,0] + 10\n", + "X_moons[:,1] = X_moons[:,1] - 4 \n", + "\n", + "\n", + "X_moons = np.concatenate([X_blobs,X_moons])\n", + "y_moons = np.concatenate([y_blobs,y_moons])\n", + "\n", + "plt.scatter(X_moons[:,0],X_moons[:,1])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "metadata": { + "ExecuteTime": { + "end_time": "2020-11-27T12:35:30.305516Z", + "start_time": "2020-11-27T12:35:30.147408Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.collections.PathCollection at 0x7f8ecb308750>" + ] + }, + "execution_count": 162, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -583,11 +626,11 @@ } ], "source": [ - "distance_threshold = 80\n", + "distance_threshold = 50\n", "model = AgglomerativeClustering (distance_threshold=distance_threshold, n_clusters=None, linkage='ward')\n", - "model.fit(X_nonlin)\n", + "model.fit(X_moons)\n", "labels = model.labels_\n", - "plt.scatter(X_nonlin[:,0],X_nonlin[:,1],c=labels)" + "plt.scatter(X_moons[:,0],X_moons[:,1],c=labels)" ] }, { @@ -599,27 +642,27 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 163, "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T15:11:01.549793Z", - "start_time": "2020-11-23T15:11:01.379375Z" + "end_time": "2020-11-27T12:35:39.080895Z", + "start_time": "2020-11-27T12:35:38.918937Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f44b3a30910>" + "<matplotlib.collections.PathCollection at 0x7f8ecb2f6a90>" ] }, - "execution_count": 72, + "execution_count": 163, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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cvUmjHCcSJSYuFnRH6+vPfcu3X+6mqcGOwaRh+Ogcfv1/50Xc5x3ojBk7nMlT2msMu10+vl+5j93bqoIGGcBh81BbaeXhf1/Fnm1VpGaYGD46O2RmvvSjrTTVh1elOoyttf+LsstpHIO89MpJKySO3qSjV5xIlNqdsaArrbu3VbH0k61Bxyen3cv2jRX8919f90XzYk5tbS2SJPHyU9/w6+tf5uk/L8HrDd9DtrW5UAgCM+aNYMSYnKBBdto9PHLP+7z90moiVKAMotOrEUWJtSv38c9HPufNF1dht/WtoZbTOAZ56ZWTVkgcvcmZcpxIhL2LWNGV1qUfb8VpD09xd3BffbyaFFeMRiNLP97K0o+34otgjA9jStGhM4SHYfzrT5+zZV1Zp+9Qa5RMnT2Mx//wMVs3lAXfs3r5Xm6//5w+W/6X0zgGeemVk1ZIHL1JoxwnlMre1flNRLrSqlRFXpDpi4IKx4LH7aO+to3MbHMwFAna2/31Z9s7Ncg6vZqFp08IceqC9uXuspKmTt+bnmng+EXjGDYyi0/f2RjyntqqVv7vV29jtujRGzWccMpYzrpoOnabG2uzk5x8S69rTEdCTuMY5KVXTlohcfQmjXKcaGtrIy0tresLBwFdaT3n4uls+r4Um/VICktBgHGTepa7uqdUV7bg9wYoKM7o8Q+AN19cxerle7G2ODFbdMyYO4If3riAzWtL2bB2Owf3NXR6/wVXHcfZl4QXzBADImIg3LGrIxOnFXH1T07gnw9/FtHwO+weHHYPALWVraz6ei+tzQ4cdg9p6UZOPXcyZ140rQdqoyOncQzy0isnrZA4epNGOU5kZWV1fdEgoSuthSOyuPgHs1ny4RaaG+wYTFrGTMzn6p+dEJf21NdaeeKhz6ipbEEMiGTnpXLDbSd3u0Ti9yv38dl7m3C72r01XU4vX366jYwsEx+/tQFB0XXqTK87cgYxg0lLdl4KzY3hiUUOc7gwRnZu19m6XE4v+3cd2StzOby8/vy3FI/OZmwPC3ZEQk7jGOSlV05aIXH0Jh294kRzc3N/N6HP6I7WMy6Yyp+euZr/e+IyHn36Km793VmoVPFZTnry4c/Zv6sWh82Dy+mj7EADz/xlKX5/18YU2qtJHTbIh/F6/Lz+3LdYW5wMG53a5TOWf7GD155dib0t3DErd0jn92flpgDtRTi6ujYSXk+Av97/SZcz8u4gp3EM8tIrJ62QOHqTRjlOHJ0mcTDTXa1qjYqi4VmkdKMAQ2+pr7VSU9UadrymspUdmyq69QwpEFlP4NBxparrpfDmRgcfv7WBP9z2Fk0NoWFPZQcao943pDCdy66bB7Q7it1+/9lMmlFIfkEamTlmhG5+Ym1WF6uW7+3exZ3Q23EsiFXofI+j9T2OIFUfczv6iuTndvCSKHqTRjlOJMpSSSwYSFpFUYr44QsERNavOoDX23VVpRnzhkd1TgPYu637v7irypv533++DTkW7cshO8/C7x+/BEvakR8thcVZ3Puni/jri9fy95euo7A4k47b4waTNuKzJAm2bSzvdjuj0Zu+VfvfweT7CVrxLXTiW5i8N6AOvHvMbekLBtJYjjdy0gqJozdplONEXV1dfzehzxhIWnPyLOTkRd6L/fLT7dx385shJRz37qjm4bvf454b/8cjd7/Pvl01nHLOZOYtHI0lLXKpt3FTexaO1FDXFvJ38ajssGv0Bg0/vf2UEIN8NC8/9Q01FS3B2GaVSslJp49HZwhPwKJQCowad+zJEnrct5IbbeANFBzxMFfQhNb/Bkj9nwylKwbSWI43ctIKiaM36egVJ0wmU383oc/oL627t1fxyVsbcLm8FI/M5pIfzkGn1/CzX5/Kvx75nIqyJsQOS9GiKFF2oIGXn/qGm397Jgf31fP3BxeHOF1VljVx98MXcNPdZ1BfY+Xhu9+n9qjl8PpqR4/aaTBqaWqw8crTK2iss6HVqSgamUVjbRsOu4f0LBNzTxzNxGkFUZ/R2uxg/XclIUlK/P4A61eXcNX183njhe9wOo7Egg8bkcXC0yf0qJ2R6GnfKqXdKKgKO66gGqW0l4DQuxSnfUXyczt4SRS9MTHKgiC8AJwD1EuSNPHQsXTgTWAYUApcJklSS7RnJEnSE1Yv38uL//qatpb2MKsdmyrZvb2a+/92KYXFmTzy9NU8cPvb7N4evp9ZU9kKwHuvfh/mBd3UYOfdV7/ntvvOJjvPwmnnT+GtF1bh7qIucjRS042cdt5kHr77farKjix7p6TquegHs8nMNjNmYj6paZ0nNji4rz6ix3ZLo4NR4/P4xW9OZ8mHW/B4/AwpSueqG+ajUivZt6uGLz/dht6g5dzLZpCeGd8vJknIQMKMQGiZPAkjopAR13cnSTIYiNVM+b/Ak8DLHY7dDXwpSdKjgiDcfejv38TofQMeu91ORoY8voT6Q+un724MGuTD7N9Vy3/+9iU33nkaCoVAdp4lolHWatuHvcMeeTm1o8f0WRdNw+3ysmb5XmqrWvF6A2TnGyndG7026/BRWYgSGM06zr98Jru2VYUYZIC2Vhfffbmbh/99Vbf05hekk5Kqp601VLM5VUdmtpniUdnMnDcieNzp8PDobz9g19ZKPIfCs9au3Md1v1zIccePRJIkPG4fGo0KhTL6LlZP+1YUCggIo1FI60KOB4SxSEJ849JjQfJzO3hJFL0xMcqSJK0QBGHYUYfPBxYe+u+XgOXIyCjn5OR0fdEgoT+0dkxE0pHVy/dy6bVzycw2c/5Vx7F9UznNjUeWmw0GDSeeMR6ArFwLbAlfaj0chuSwu6mvaeP086dw5oXTuPOGV2ist7Frc3TvaUGAh/59VUiykq8Wb4947cF99Sz7dCuz54+iurKFvCGpUT3Tc/ItjJ04hHXf7e+wp6xg4rRCzJbQve8Vy3by5guraKqPsArwyveo1UrefmkNLU0OdHo1U48bxjU/XxCWfQx617dO9aPofY+glPYCAgFhNC71PT1+Tn+Q/NwOXhJFbzz3lHMkSaoBkCSpRhCEcO8WoL6+nuuvvx6VSkUgEOCiiy7ipptuora2FqPRiFKppK2tjaysLJqbm5EkiaysLOrq6oJ7BHa7nZycHBoaGhAEgfT0dBoaGkhJSSEQCOBwOMjNzaW2tha1Wo3FYqGxsRGLxYLX68XlcgXPazQazGYzTU1NpKWl4XK5cLvdwfM6nQ69Xk9LSwsZGRnYbDa8Xm/wvF6vR6PRUFFRwfDhw7Farfh8vuD5RNZktVrJzMwM0+RyucjJyemRJmuzk9oKJ9lDdRQU5fZY0/hpmYiSj+IxqZQfsJKaoSMlVcuODQ2s/nYzs44fjdmi59pbZrHiiwOotRIpqVry8nMpHmuivr6ec6+cjFrnYdPqaoYMM6MzqGip97PgzCLefvUb9m6vwWRRUVfpYsbxQxkzNQ3PWg8nnzeMLWvanUay843s2tzI6EnpBPwSzXUeysvLQ/pp9MQcRIUDt9NPVamNEePTqCq1YTSr2bppN5++u4HCESYkSSAjI5WFZ40K6SeLJZ262lpGTUpDEgpJy9bSXOdl/NQcxk8dgsfjCfaTJArs2r4PCDB5VjY6g4odGxqYMCOLpjonSpXEqm8309TYyrDRqShVAqu/2UXmECWz548L66e2tjaKi4t7MfZ+Hzr2ahpJSwvEfOzF+vO0b98+MjIy+vXz1FffEXV1dYwePXpQaeqsn6qqqjAYDANCU2cIsYrdOjRT/qTDnnKrJEmpHc63SJIUluNs9erV0tixY2PShoFEZWUlQ4f2XTH6/qQnWgMBkb8/8Ck7t1bhsLkxmrWMnTiE2+8/B2Uny6hH891Xu3nykc8jVlk688KpnHv5THZvq2JIYTpFI6KHQthtbj58fR3VlS0MKUjn/CtnsmbFPl761zd4PUfCpzRaFWkZBuqq25g6N4fNqyN7cmblpvD4Cz9Eoznye9fr9fObn74a3MvuDJVayVU3HM9ZF0/nu6928/FbG2ios+F2eoJx0mkZRs6/8jjOuGBq2P3fLNnJU48tifp8vUGDyxleHKR4ZBaPPH112HE5jWOQl145aYWBpXfjxo0bFi1aNDPSuXjOlOsEQcg7NEvOAxKzJFAv6erX0GCiJ1o/eWsDG1aXIIrtBsZh87Dp+4N8+Po6Lrpmdrefc/zJY1n60TZ2bw9dfk5J1WOzubn3ptdpaXJgMGkYOTaXX//feWi04cPdZNZx9U9D032u+WZfiEGG9oxeZosBjUZNxYHQEKeOBPwifl8gxChrNCpu/M1p3H/r20Hd0fD7AmxYfZDxUwt4+akVIeFbh2lpcrD43Y0sOHUcBmNonLJer0apVBCIkM1LULQnJIlklL2+yNnO5DSOQV565aQVEkdvPOOUPwKuPfTf1wIfxvFdA46Ghs4LFgwmeqJ128byMMMkihI7Nncv21ZHfv3guYybPASDsb2CU06+hRlzi1n37X5amtr3kZ12L1vXl/PK0yuC73r/f2v5w21v8ftb3uTVZ1ay7tv9PP6Hj3n8Dx+zaW0pUhTDWVXWzB/+dgnX/GI2P/j5CRFjirNyUsIMJcDocfk9SJkp8fGb6yMa5MPU17Sxc0tl2PHpc4aTOzT8PTq9mtPOm8KPbzkJnS48rjkvStvkNI5BXnrlpBUSR2+sQqJep92pK1MQhErgD8CjwFuCIFwPlAOXxuJdiUJKSkp/N6HP6InWaEvUPVm6PozJrOMPf72UitImWhrtjJ6Qx7//tCTobdyRA3vbl5uf+/uXfLNkJwF/+0xy784aFr8rBH8orF9VglobOSe3y+nl/dfWcc7lk0ibn4bfJ/LFh5tpbnSgUArkD03j+ttOitrecy+fyTN/WdqpJqVKwbRZxezaFu6A1hGdTk1qengYlUqt5KbfnM7z//iK+to2VCoFQ4dlcMtvz8Rs0SNJErNPHMX6VSU4bG6Uyvbz19+6KOJ75DSOQV565aQVEkdvrLyvr4xyKvInXQYEAt0rfjAY6InWhWdMYM/OGtwdllD1ejULThvf6/cXDMugYFh7qEO09JgKhYDD7mbrhvKgQT5Mx5m7JElRKzwBlB6oD+o9/8rjWHDaeL77eg+WVD1zFoxCrYn+kdoVYWYL7fWZJUlCpVKQk29hwenjMZi0bF5bGnEZGmBocQYjxkT2Jh0+Ooc/PnkFTfU21BpVyIxeEARuvPM0yg40sGbFPvIL0pi7cHTU4iByGscgL71y0gqJozeZZjNOOBw9y/qUyPRE69yFoznnkunkF6RhTtGRV5DGmRdPY/6i2Dj7nXnhVEzm0OVjlUrBpOmFNNXbsbdFDqXqLjq9JkRvWoaRcy6ZzgmnjOvUIAMMHZYBEWpZHC4y4feLVJW38NBd7zLrhJFMn1uM/tDSvCC0z4Izc8xMmz2MOx84r9Ma0YIgkJmTEjVtZ9GILC7/0TxOOGVcp9W65DSOQV565aQVEkdvzLyve8tg9b72eDxotZGLBQw2eqPV5/XT0uwgLd3YpTHrKZ+8vZGvFm+jpcmB0axl0vRCfvKrU/B5/fzmZ6+Fpc3sLpZUA7f/3zkMG5nRq751u7z87pdvUNkhkYigECLuYefkt+fwzhuait6gZfiYHKbPGY5CoNNkH7FGTuMY5KVXTlphYOntzPs6OVOOE7W1tV1fNEjojVa1RkV2riWmBtnvD9BmdXHWxdP40zNX8+A/L+dPz1zNz+44FYVCQKtTH/JY1gTviZQwIxIqtYJLfjgHlVLBrh0HOvWiliSJxrq2MEctnV7DXQ+dz4x5wykszmTU+FzSIuwLA9RVW9m6oZyln2yjqryZWfNHolIp+tQgg7zGMchLr5y0QuLoTRakiBNqdbiH62Clv7VKksTrz33L+lUlOB0eLKkGzr5kesR96ouumc2Isbks+3groigy98TRlB9sZOv6cqoqmvF5I+87+X0ib7zwHT5vgAkzM3n96Y3ceNdpDBsZmhOndH89//nblzTUtaFQKhhalM4t955FyqGsW9m5Fu584Lzg9X+8672IOa0PIwYkdm6tpHR/fdi7+oL+7tu+Rk565aQVEkdv0ijHCYslcvnAwUh/a/30nY18/sGWYGxxa7OT1579lsIRWQyLkDhkyswipswsCjl21U/gk7c38MnbG7C2OCMmJXHYPQCU77fSVO/i6b8s5ZGnjqTU9PsDPPnI5yHL061NDv750GLufeziiG2/8KrjqCprCoZwRcJh87BrW1W/GOX+7tu+Rk565aQVEkdvcvk6TjQ2Rs+PPNiIlVa/L8CyT7byz0c+Z/G7G8MSeERj7bcHwq61tjr5+M313X73N0t28v5ra2ltjmyQOzJifHtiutqqVspLjmjfvLaU6ghZuyrKmqPGHE+YWsCv7j+H6XOKGTU+D71BE3aN3tieAKU/kNM4BnnplZNWSBy9yZlynEiUX2WxIBZa3S4fD/3mPQ7sqUUMSKz6ajcrlu7i3j9dFFZw4Wj8vsjGO1K8ciREUeKz9zYFZ8JdUVVqO/JHhy1pt9OHGCGESQyI+LzR2zJ6XB53/fF8AN767yo+fXcjHpc/+PzR4/IYNS4v4r2BgMi2DeW4XV4mzyhk++ZKaqtamXXCSHLzU7ulpzPkNI5BXnrlpBUSR2/SKMcJrzc8leFgJRZa3//fWvbtrAn+LUlQur+B/z33LT+749RO7y0cnknJ3tAsrmq1gtkLRnb53oP76nj6L8soL+k8249aowzuNxvN7XtTeUNSKSzODF4zY95wsvMs1NeElnXMykkhI9vcZVsALrtuHjl5qaxctotAQGT0+Dwu+eGciNeWH2zkyYc/o6qihYBfRKVSIIoiogifvr2BeSeN4dqbFnbrvdGQ0zgGeemVk1ZIHL1JoxwnXK5ji4dNJGKh9eC+yAUeqitaurx3wtQCVn29N7iErVQpmD5vBMefPBYxIFJX20bJnlqqK1qYOmtYcNYpihJP/3kpZSVdL2sNKUynvtaK0+4lNUOHSq1gyqxhIbHCeoOGy66dy9svraauxopSqSCvIJWf/GpRpzHFR3Pi6eM58fSuk6n856/LKD/YFPzb3yEpirXVxTdLdzL3pNGMHp/f7XcfjZzGMchLr5y0QuLoTRrlOJGb2z97gP1BLLTqDZHjByPlae5IU4ON15//LmRPWQyIWCx6vl+xj3df/Z7qimbEQxWWFr+7kUnTi7jtvrM4uL+hW5WbzBY9qekGSve3z6Z3bGjA7xP5avF2jj95bDCbGMD8U8YyY95wNqwqQWdQM3XWsE6Tc/SW5kZ72Iz8aJx2L19+uv2YjLKcxjHIS6+ctELi6E06esWJRImJiwWx0HrBVceFxeyaLXrOumR6p/d98vZGmhtCQ4okCbZtai9CUVnaFDTIAC6njw2rS/j68x1E8+hSKARyh6RSODyTcZOH8NNfLaK1+Yij1oQZ7R7dba0uPn1nY9j9eoOG+aeMZea8ESgEgZVLd/G3Bz7lhSe+oqnBFnZ9b+huzPLR2c16ipzGMchLr5y0QuLoTc6U44RGE+5FO1iJhdbikdn89I5T+PD1dVhbnZhS9JxxwZSw0KWjcTkjO2e1tbiiOm4FAiIb1xzkpDMnkjs0NcSDGqCgOJNHn74qZMn57ZfXBP/bYTuyN+X3R8+nK0kSf/nDx2xZXxbMt71+dQk333MG4yYfW13XlFQDQ4vSOw2lysw2c86lEZMGdRs5jWOQl145aYXE0Zs0ynHCbO6eY89gIFZap80uZtrs4h7dc+q5k1n77X6c9lAnDr1B06k3tVanQqEQ+Onti/jnQ5+3J/tQCOQXpnPjnaeG7QEXjcgKGu/66vZZs8Go4dRzJkd9x6bvS0MMMkBzg53n/v4lj79wbdT7usvN957FP/64mKqyJvx+EQFQaZRIokRahonLrp1LWkbkjGHdRU7jGOSlV05aIXH0Jo1ynGhqasJkMvV3M/qE/tRaMCwTjVqFkyNGWalUcPYl03j31bXY29xh96Sk6jn3spmIAZH3X1tHa6uzPW2m0L4snJkTXuLtxzefRHODjYP76ikek4roVzB/0VgEQWDL+jLGTR6C5qiUoWtW7A2rSAVQW23F7w8c815zikXPvX+6CGuLE6/HT3ZeCj5fALfTi9mi75FzWTTkNI5BXnrlpBUSR2/SKMeJtLS0/m5Cn9GfWr/4cDOtraGJOQIBkQ2rD3LauZNZ/sXOYBpLpVJBfmEa5146g+JR2Sz7ZFtIeUQxIFGyt56X//0Nv/jN6SHP1Bs03PeXSyg9UE9NdQPnX5LJc/9Yxmfvbcbn85M7JJXLrpvH3IWjg/fo9JGXywJ+kbL9DYw4hoQgO7dU8uYLq2hutKEzaDju+JFceu0cNBpV2I+DY0FO4xjkpVdOWiFx9CaNcpxwuVwJU1T7WImnVlGUCPgDUQtXHNhdBxH8taytTi770TxOu2AKW9aWkZFtYtjILIwmXXAGuen7gxHrFVeWNYUdO8ywEdnoTRJPPbqCg/uOxDbXVLbyv2dXMuW4IgzGdueqBaeOY+lHW8L8yTQaFXpT7x2wWpocPPXYEhrq2oLH6qqtaDRKLrhqVq+fGwk5jWOQl145aYXE0Zs0ynHC7Q5fNh2sxEOrKEq89uxKNq09iMftIz3TzJXXH8/4KaEOUkOKIv/6NZp0AKSmGaPG/EZKaQl0OdO0Wu1UV4bHTzfU21j68VbOv+I4AEaMyWHYiCwO7g9NTDJ8dDb5Q3v/q/2jN9eFGGQAr8fP2u8OxNwoy2kcg7z0ykkrJI7eZEhUnEiUmLhYEA+tb724ii8+2Ex1eQtN9Xb27azhqT8vCcshffbFM0LihAFS0vSce1nnoVQA510+g9R0Q8gxrV7NvJPHdHpfVkYWblfk7EDrvzsQ/G9BEPjNwxcwaXohGVkmMrLMTJ5ZxK/+cE6XbesMa0vkJAhet++YnhsJOY1jkJdeOWmFxNGbnCnHidraWoqKOg/nGSzEQ+vmtaUhGaoAGmrb+PSdjVz1k/nBYwaTlnsfu4hXn1lJfa0VvV7DuZfPYOK0wi7fUTg8i2tvWsjHb26gtcWB0ahl7sLRnHbelE7va7O3oFYr8UbIrS0cVZ85Nd3IvY9dhMvpRRCi7zP3hLkLR7F+VXgRjpwY5Lo+GjmNY5CXXjlphcTRmzTKcUKn0/V3E/qMeGj1RCng0NocHper1akRRQl7mxu7zc3Xn+1g5NjcbhnAuSeOZs6CUfh8AdRqZZjHst8f4NWnV7J7exWiKFFYnMn510xiwpQC1n67P+x50YpnRFsq7w0z541g2uxitqwvw33I2A8tyuBHv1wYs3ccRk7jGOSlV05aIXH0Jo1ynNDrO69sNJiIh9acPAs1R+W91unVLDgtfH/4r/d/wraN5cG/q8tbsLe5uefRC7v1LkEQou4jP/XYElZ9vSforFVe0ohf9HDlT06kZF8djXVHMnSlZ5q45JrZUd9TVtLAB6+tw+nwMHxMDhdceRzaLtKIRmvvbfedxa6tlaxZsZ8hhemcdMYENNrYf5zlNI5BXnrlpBUSR2/SKMeJlpaWhPD0iwXx0PrjW07iz7/7iKryZkRRwmjSMnPeCCZMDXX0qqlsiVjMomRfHfU1VrLzel+uzd7mZve2qjDvaUnw4rC5ufPB83jzxVVYW5yYU/Rc/IPZFI/OifiszetKeeYvS4MZuLasL2PHpgp+//glqNQ9j1cWBIHxUwoYP6WAQKA9D/eWdaUYjFrOv/I4hhSm9/iZkZDTOAZ56ZWTVkgcvUmjHCcyMjK6vmiQEA+t2bkWHv73laxYuouayhbmnTSG4REMXmuLE6cj3OnKaffS2uI4JqNsbXHicIRnBSvZ1cL7r33PnQ+ez10Pnt+tZ73/2tqwlJgH9tTxzZKdLDp7Uq/bKEkSf77vQ7ZtqAiGd23bWM4Nt53MjLkjev3cw8hpHIO89MpJKySO3qT3dZyw2WJTeCARiJdWtUbForMncc3PFkQ0yNCeMzsrN9zwZuWmMGxE9jG9Pyffglod/rs1O99ATVVr8O/mRnvEzGEdaTsqwQm0JznZtbXqmNq4ZV0pu7ZUhcRbtzQ5+OB/64/puYeR0zgGeemVk1ZIHL3JmXKcSJSC2rGgP7Xq9GrOuGAKH7y+LhguZUkzcOaFU495j1WlVpJfkMYea2gIktGsoaHaQcmeWp5/4msa69pQqpQUDs/k5t+eEYyR7ojJHH5MEGDYqGP74bBhzUE8nnCnuJZmO6IooVAcW6pNOY1jkJdeOWmFxNGbNMpxIlFi4mJBf2s986JpTJ01jMXvbUIAzrpkOrkxCg+66objefieD/C4jsQA79jQQNHwHP71pyVUlTcHjzc32nnykc+56icn4HH7KB6VjfJQecXTL5hKbfU32DoY+MLhWZx6Tu+XrqF9pUChFELKUwIYTdpjNsjQ/33b18hJr5y0QuLoTRrlOJEoMXGxYCBozRuaxvW3nBzz546ZOIQ5C0ax7tv9wb3r2ScVkJebz+vPfxd2/dYN5eze9gZ+v0hOnoXZC0YhCDDluGH84q7T+Oy9TbjdPvKGpnH1T0/olfd1RxacOo4lH22htEPWML1Bw/Enjz2m5x5mIPRtXyInvXLSComjN2mU40SiuN/HgsGu9cY7T+OUcybx7bLdZOVZmDY3l12bGsNmp9BebMJ1KOlJZVkzla98D8DidzcxcVohdz98AQpl7Fw5VGolv330Ql769zfUVLag0ao44ZRxx+Q81pHB3rdHIye9ctIKiaM3aZTjRKIU1I4FctA6alweo8blAdDa2sqcBaP54PV1IXHKneF0eNmwpoSvP98RM4N5mJRUAzf/9syYPvMwcujbjshJr5y0QuLoTXpfxwmr1drfTegz5KQV2vWaUnRccOVxZOW0F05XKoUu93ADfpGNaw72RRNjhhz7Vi7ISSskjt7kTDlOZGZm9ncT+ozBorWqvJlXnl5Bc4MdnUHNyWdNZOHpE8KuO6z3lHMmM+fE0az9dj8mk5bF721i97bqTt+h1SXWR26w9G13kZNeOWmFxNGbWN8QCYTVasVoNPZ3M/qEwaC1zeriz/d9RG2H+OOqsmaQYOEZoYa5o16TWcfJZ04EYPjoHP7+4KdUlTfjcfsRxdA955Q0PedcOiO+QmLMYOjbniAnvXLSComjN2mU44TPF/syegOVwaD1ozfXhxhkAIfdw1efbQ8zytH0Zuak8OA/r6D8YCNup5dNaw+y7tsSnA4PllQDZ148LWoSlIHKYOjbniAnvd3RGpC8lLk+o9W/jwzNJAq0i1AIiWk2EqVvE/NfNwFIlJi4WDAYtDbWtUU87nKGJxzoTK8gCBQNzwLaw6kuvXYebpcXg1EbVoEqERgMfdsT5KS3K61e0cZq671YAyWARJV3BeXupcy1/BGVkBgVlzqSKH2bdPSKE7W1tf3dhD5jMGidOK0AhTLcaKZnmsKO9USvUqnAaNIlpEGGwdG3PUFOervSutPxItbAAaB9G0YiQIt/F/ucb/VB62JPovRt0ijHiUTYu4gVg0HrwjMmMHbSkBDDnJNv4eqfnhB27WDQ213kpBUSV69bbMYVaOj6wg50pdUeqIh4vNW/t0fvGSgkSt8ml6/jhFLZ83J8icpg0KpStSfh+PrzHWzfWEFGlonzrzgOS5oh7NrBoLe7yEkrJJ5eV6CRDbY/4whUISFiUOYy1fQrUlQFYddKkkSJ60NqvKvwi24Urnwy7TkU689Frwz3TFZGWaJWCeGfiUQgUfo2aZTjRFtbG2lpaf3djD5hsGhVqZSces5kTj1ncqfXDRa93UFOWiHx9G6w/Ylm/87g316/lY22xzgx9R8IQvtCqN1fzT7XmzT5duIU64AAAHp7Hvv171Dp+YoRhosZob8AAJ/opM67jnTlOFp9+/FxxN9CK6QxSn9Z1Pb4JTdlri9wBCrJ155IhnrCgNm6SZS+TRrlOJGVldXfTegz5KQV5KVXTlohsfQ6AjURl5jtgUqafbvI0Eyg3rORzY5/4BYbw67zpLQbc7fUTInrQ8zKAg66PqbFvw+v1IoCNRpFKjqKEfGgUaQySn8pqeqRkdvjr+H7tvuxi5UAVHi+IkczixnmuwaEYU6Uvk0a5TjR3NyMwdC7ZZ6luw/w9OpNNDvdqBQC43IyuevkuQxNTYlxK2PDsWhNROSkV05aoWu9XtHGLsdL2AMVKAU9I/UXk6npftpUn+gkgButkHbMhiogeRGlQNhxET8BPADscf0vokEG0NhH4tauBcAl1vN924NI+Do8x4dbbMCgymR+6pNdtmej/S9BgwwQwE2NdxX1vvXkaI7rkbZ4kChjOe5GWRCEUsBG+5qJX5KkmfF+50BAksKLFXSHdzbv4p/frsPboWj9uooafv3Rl7x45Tno1cdWVSge9FZroiInvXLSCp3r9UtuVlnvpS1wIHis1b+PKaZfkqedC4A70MQe5+u4xUZSVMMYqb8MtcKAX3Kz0fY4Vv9+ApIXgyKLiaafka4eR5uvjAPu9whIXop0p5GlmRbyXrfYjN1fgUk5FJ0yI3jcrCzEoMylLVAScr1JkU+Guv2Hgkds6URs6B5rR4PcEVugHI9oRauwRH8WYPUfCDsm4afM9UWnRjkgefGIregUGSiE+O37JspY7quZ8kmSJEX+uTZI6e1Sycc794UY5MOUtVh5b+serp4x8VibFnMSZVkoVshJr5y0Qud6S12fhhlAr9TKAdd75GnnYvNX8H3b/TjF9tCbOt866rwbmW95lE32f1DrXXXkvkArm2x/o1h3Lntdb+CVWtvv8a6jUHcKk0w/R5IkttqfpNb7PR6pBbVgIkczi2mmXyEIivaYeN1ZbHc8hcSRGbNf9OAONGJU5aEWonsce1N2Rj3XEb/kQpT8nV7jFW2IhH9vAfikyEVbJElip/MFaj1r8EkONAoLw3RnMFx/frfa1VMSZSwnQ6LiRF1dXY/vkSQJm9sT9XxZy8BMqN4brYmMnPTKSSt0rrfVv5/DMbsd8YrtRmen88WgQT5MW+AAe5xvYPXvD7vPIVaxz/VW0CADBHBR7fkOh7+Og+5PKfMswSO1z3Z9kp1Kz1fsdryKJAUQJR+VnqUhBhnATQPftt5Fi28PBbpTUHH0km37srnWOhkBFUo6DxWSEFnX9hD13o1RZ5tKQYOKyN7a+ZoFEY8fdH1EqesTHGI1XsmKPVDObserNHq3d9qe3pIoY7kvZsoSsEQQBAl4RpKkZzuerK+v5/rrr0elUhEIBLjooou46aabqK2txWg0olQqaWtrIysri+bmZiRJIisri7q6Okym9sQOdrudnJwcGhoaEASB9PR0GhoaSElJIRAI4HA4yM3Npba2FrVajcViobGxEYvFgtfrxeVyBc9rNBrMZjNNTU2kpaXhcrlwu93B8zqdDr1eT0tLCxkZGdhsNrxeb/C8Xq9Ho9HgcrlwOBxYrVZ8Pl/wfFeaJqebSVVIDDXoWN/UxrR0M35RYr/dxUnZFlpaWvpNk9VqJTMzM0yTKIq0tLQkZD9F09RZP7lcLpqamgaVpmj95PF4cDqdg0pTZ/3kcrmorq6OqCnFMo6WBglRZcOvr0VjG4nPeBBNYAJltjI8eif6pvkE1FZETTNqRzFe835a2/wovZMRLHZ0rVMJaJoRVXbUzkK85r1onTNQBPS4Uzeja52KX9vAKtvj4MpAkZKKxj4SJCXelJ1orZMo1W2krGEzSncOHksdura5IATwmvajbRuPX1+FKGrY0byK44quwm41Y5V2YddtQWUrxmcoQ+E3ofCmgU+HrnUWflULfn1NUJPCm47SZwm2yam2st72LBmek5mQd1bEfsrwnURbWyte8x5UzkIUAT2kVSI0jKfR2BjWT9XOeiSTHr11Fn5d+48ZlTuXrYEXGeW9LeafJ7/fT1lZ2YAYe50hxHudXRCEfEmSqgVByAaWAjdLkrTi8PnVq1dLY8eOjWsb+oOmpiYyMjK6vvAovt5XyiNffofNc2R/RwAWjiziobMWDggvxqPprdZERU565aQVOtcbkLx8Z72LVv++4DGtkM5U023kaGewynovjb7NYfcN051Fm7+MZv+OeDU7IiZFIcX6c3GJdTj8NdT4vgs5r7aNxGcOn8F3hgINJ6b+E7NqaNi5gORli/0JWny7CUg+jMo8pphuwhQhZhpgZesdtPh3R3iHipPT/oNBmR12zifaUQhalELPfWsG0ljeuHHjhkWLFkX0r4r7TFmSpOpD/1svCML7wCxgRed3JT52u71XA+CkUcPITzHz/PebOdDUglGj5sezp3DiiKIBaZCh91oTFTnplZNW6FyvUtAwN+Vh9jhfo81filphYJT+MlLVowAYpb8Mm78suNwMYFDkMdpwJX7RwTrbI9gC5URaAo8HTrGObY5/H3pf+E6lyp3bY6Ms4qXG+x1m1eXhJyXIUk3DoMgjVzM7aujUYVKUwyMaZRE/FZ5ljDFcFTzW6NvOTvsLuMVGFIKGDPUEpphu7lFxjEQZy3E1yoIgGAGFJEm2Q/99GvBAPN85UMjJ6X01oDE5GTx23qIYtia+HIvWREROeuWkFbrWq1YYmGj6ScRzWZopTDffyX7XO/hEOzplBuMN16FTpIMinRNTn2C7/TlKPR9HuFtAgwUvbRDFYaonCCgR6eifEv5Mj2Vbr55tVhZi9e3HGihBkDSUe77A6i/Bjz14zV7XG+Sq5zJCdz5ebGSpJ6NShO5tjzdeS7lnCRLhTmQ+0dXhv+1stv0dp1jTfkACp6cWBSrGGK9hj/N/uAJ1GJS5jDFcHdVLPFHGcrxnyjnA+4dmeCrgf5IkfR7ndw4IGhoaKCiIvGwz2JCTVpCXXjlphWPXm6WZQpZmSsRzCkHFSMOFVHtX4JWOdtqUDhnk3q+GKdCiFkxIBAhIXgI4O71e0zYed+bqHr1DjYmDrsW0BvbglxyH2htp5i9S6/uOWt9qQEQv5JCjOQ6Tcgi52jkYlNmoFSY0QgoeqTnsbkeHpCgH3Z8eMchBJBp8m2lo3YpTrG4/5ING31bmWR5BpwjP3JUoYzmuRlmSpBIg8ggd5AzUpeZ4ICetIC+9ctIK8ddrUOagiPq1e6wzZBGP1NT9y4XwxCOdoSaFXM0sKrzLOhztaim+XZNLqqPU8wkA+1xvMUR7IhNNP8GoyMUTCDfKAelIyVSPGDnqxCO2EsAdcsweqGC342Wmmm8Nuz5RxnIyJCpOdOVhN5iIp1ZJkgiIx76cF0uSfTt4ibder2iL246yGCX5R9S2mHq2n2xS5dEQwZGtp3ikFio8S2nx7SFFPTziNSnKETT79lDm+oJs9QzUgjnsGgWRE404A5FDnxJlLCfTbMaJhoYGioqK+rsZfUI8tHq8fp54cxW7DtbjcPsQBJg8MpcfnDWNgpzUTu9dva2cL1bvRZJg0XHDOWFacUx/JSf7dvDS0NBAYWEhPsmOSjDEPMNUQHIjSj0znvFC2zYeV9a33b6+xb8nZu/2SQ5K3YuZaPwZrf69tPoPAAEElFiUI7AG9lFm/YwALrRCKko0+FEd2n9WYFYWoBUyaPRvDHu2Ai3r2h7GGahDKWgp1J1Goe6UhBnLSaMcJ1JSBmae6ngQD61/fnUF324uCzm2YlMp2w/U8ZMLjuOkmSMi3vfCR+v5ZOUunJ5255HN+2rYXlLPLy6ZE7O2Jft28OLVlbKi9S+4xVbUgpFc7WzGGa475h91kiTR4N3ELudL+Do4RPUnfn1Vv75flPyssv4WT6AVrWBBJegYob+IVv8+yj1fBK/zdEiuAgpMiiHMt/wZl9jI99Y/4JKO1JHWCVk4xEoc/urgsTZ7KQHJQ2rKvD5Qdewkl6/jRCDQs/2aRCbWWh0uL3vLImdlbW5z8cz769hTVh/xvhWbDgYNMrTPuFdvLaPV5gq7vrcc1uvx+tm6r4bS6k7yCyc4chjHkiQhSgHafKWUOZdhDZTgkZqxixWUuD5iv+vdY3q+KAX4vu1+vrfdjzWwn1h4V8cEURO3R2tIQSB6LLESHVXeFVgD+3DTgEdqxiFW0+jbitVfEvU+ELGLlZS4PyJFVcSslPvIUc8iTTWWHPVs8rXzcRzlFObHQbl7acKM5eRMOU44HA4yM8MLhw9GYq3V6fbh8UXPtdtqc3Hr45+SatLx2M1nUJjX7mlZUWelviV8FtLQ6uRgdQvTxuhj0j6Hw8HG/S28uXQrNY1t6LRqhuWl8fsbFpFqjpxqMFEZjONYkkSqPd9S412FPVCFX3QjCT4CkhelexJ02L4U8VLrXc0owyU9fo9bbGaf8y2afNtpC5TSV/HJ3UXlycJH7JakD6MTMpib8jDrbQ9jE8vCzqsx48NBpB8nLf5dEfePQ5Fo9rXn7baoRzDb8ofgmY1tjxPp39kvORJmLCeNcpzIzc3t7yb0GbHWmplqIDPViNUePQ84QKvdzb3/XsLzv78EjVqJyaCJ+L2nVAjkZ0b/oEuSxPYDdewubaDN4SY9xcAps0diNmgjXm8wp/LMvz/B4Wr3EHW6few8WM/jr63kwZ+f2n2hCcBgG8eSJLG27SEafBtCHaMOjRshdXPYPV0VYwi9NoCID4e/hrW2B3CJ4Ss6AwV3BK0xea7UxArrrWGe0aAgTz0Pv+ihIbAu4r0usQmpGz9eVELkH785mplUe1eGOb1pFekJM5aTy9dxora2tuuLBgmx1ioIAj8+byY56Z0nygdosDpZvqF9uWtnST1ihM+zQiGgVEYe6k63j7ue+Izf/vsLnv9oPW9/uZ1n3l/LTY99yKot4b/yAb5YsSlokDtyoLIJnz8xlsi6y2Abx3W+9TT4NkX1VNa1Tg075pXa2G7/D26xPXRHkiSavDspdy8LHhOlAJttT/BVy09Z2nwd31hvHtAGGSJrjRXhBhlARKdMR6XsLEWmiIfWTp+tQINFOQIpQi3pfO180tUT6GjadEIWYw3XJMxYTs6U44R6ANY9jhfx0Dpj7BCevPN83vt6O99uLqO22YbPH3kvruHQkrVJr0GpEAgcZZktRh1adeSh/q+3V7PtQHgIRX2zg/9+upHZEwvCDHp1kyPisyIZ6kRnsI3jGs+3R2W6CkVUuhCCXr7tiTFcYj0l7g+o9a5hivFm9rheo81/ED8udEIGedrjafRuxSaW9pWMmCAqY+dn0V3K3F8w3XQXdd61iBEyeQERM3wdQUDEy17XG9T51jEn5UHUHTKFCYKSOSn/R5nrMxp8m9EoLIzSX4ZRlYtXXd3JcwcOyZlynLBYOi8IPpiIl1azUcu158zgP7+7iCtPi5yDxmTQsGhWe47dWRMLGJod3pbiIWmYjeFL0e8v38GKTQejvr+2yUZJVXhig7ZIkwBAr1WjVnUeQtPmcLN+VyXVDW2dXjdQGGzj2KQML6TQEclQz2TjLzErhnP0XohTrGWD/TGa/Tvx027Q3FITB90f9cIgxzbUqjf4DeV9/k4RD+vtDyHS2xUl6dBzfLT4d7PT8ULYFQpBRbHhXGZZ7mOq+RaMqvZl60QZy0mjHCcaGyN7Dw9G+kLrladP4aQZxSgVR0JT9DoVZ80bQ25G+36xSqng7usWMq44i/QUPVmpRmZNGMrd1y4Me97+ikZe/2JL1Nk3gFatwqgP91CdUhz5w33+ieM71fDCR+v55WMf8bunlnLbXz/h988sxduJQ9tAYLCN42L9OZgUkVMtqgQjaa5F6JWZ2MXIBis8PWZvCTVKaixM0P8Ui3JMjJ7fNRpb370rFJFYOb3ZAqXdvjZRxnJy+TpOJMqvsljQF1oFQeA31y7kxks8fLJyFw6XlzPmjQ5LJFKcn8bffnUOrTYXapUyolEFeO/rnbQ5OnckG5afRn5WeJzuCTPHsmp3K/sqGvEHJDRqJZNH5nLZKZOobbJR12xneH46ZqMWh8uLy+OjvLaVT7/djcPdvpfZ5vCwdkclz76/jl9eNrd3/yh9wGAbxypBz+yU37PN8SwusQ4FGvSKLAzKHIZqT8Kr0LHJdk8XS6ixx4eVve7XCUidj8mYvrMfZsqxRiEc+XwHJA+t/n1oBAvmCOUiE2UsJ41ynPB6B9/+YjT6UmuKUctVZ0zt8rpUc+fhT52l7jTq1YwvzuHOH5wQ8bwCkcdvO5tVW8vYXdbAzLFDGD88m4de/JodJfVY7W6y04yoVUp8/gBeXwB/QAwa5I4s31DC2cePoXjIwEwBOBjHsVGVzxzL/WHHA5KXb1v/gcccvmXRF/gkW5++T+E39en7uiZacYvDZ1VhP5ZcgUZcgSbqvevZ73oXh1iDStBjURZzXMrv0CiORF14vV4kSWSn8780eDchSj6MqnymmH7ZXslrgJA0ynHC5ep7J4r+IhG1njlvNOt3VoYZSq1aSVaqiePGDyXFqKOitpXnP15Ps9WFSa/h0lMm4nW08N/Pd2EyaLl00USy0kw88973rN5WjnToO6W+JbIz2NHYXV7ufWoJt1w+jzmTCvEHRNocbixGXVSP8eY2J602NwU5li73sI+VROzb3lLuXorXHQiJUx7MKL0DxRAp0QvpeCU7ASKPNwEVRobgoBKpw9K/Q6xive0RXGI9brG9GIdfctDk385m+z+YlfK74LUul4ttjmcoc38eNO52bwXfWxs4IfXvMU+p2luSRjlOJEpMXCxIRK1TR+dzxrzRrNhYSkPrEQPq8QUorWnh5U83otMoef2LrdQ0HZnBbC+pw6RT0mxrn0Gu2lrGLy+dy46S+qBB7inNbS7eXLqVkqpmvt5Qgs3pQaNSotOoyEwzMnV0HhefNJGAKPLoS9+wu6wRp8tLVpqRS06eyOlzRx/Tv0VnJGLf9pY2fwnu1E0RzynRRzUYhxHQIOFjoCUJiUa84pR7TiAkVWYkJPzYiRyi2OY/GDEEq81fiiSJCEL7j9ucnCz2OzeFzbbbAuXUeL5jiG5BL9sfW5JGOU7U1tYmRPLzWJCoWn9ywSwuXTSJ+55eyr6K0JJ3dpeXlxdvorE1tCat1xdg4mgLK3a0L3E2tjp57fPNKBTdy42sUgj4IwRTl9W0UlrTgssT+oVRXmdl855qdhyow2LSs2rrkX3Aijor/3hzFW8v28aMcUP46YWzos6ue0ui9m1vyNHMoqHVjTNrechxk6KIUYbL2Ol4Do/UnlJVgRqNkIJS0CKgIFU1Gr0ih33u1/uh5b1D1zq1RwUpBirRQqs64pfcbKv4HGdaePijhB+7WBmPpvWKpFGOExpN/PLKDjQSWWuqWY8pijOYxxv5w253hR5vsjo5Yeow9pU3Rkxecpg0s44z547h9aVbwmbVTk/0ykGiBNsP1EXMMCaKEpUNbVQ1tGF3e7nzmtj+2k/kvu0pOZpZlGi34EIZXCLVKTKZaLyBbO10LKpi9rvexSfaUAtmUpTFDNWdyG7nqzT5dlAvbejiDZ3vmfY1ompgFMY4VgQEtIqM4PL1YVJUxQiCAlEKsNr6O5xoIzrwaQQz+Zr5fdXcLkka5ThhNstkY4rE1zquOJtNe2vCjudnprCnPDyMorol1ENWr1Xzo3Nn0Gp3s3pbOV5feAymWqlAp1WzaV81Bp0ah6tn5fscbh9KRfRZsAQsX1/C0KwUrjx9ao+efTQBUeSbDQdZta2MnFQt5y80k50+0JyCYo8gCEzMupxmVQH13vVoFGZG6i/HpMoDIEVVRJ5mHjsc/8EptmeH2u16GZHuOsMNHIMM4NcnRoarrlFQpD2TKs9ynGItKkGPWTmcaaZbAajyrKDVvw+FPjzvtRI9eZrjMasK+7rRUUka5TjR1NSEyTT4v8gg8bVecdpkdh6sZ1dpAx6vH61ayejCTO65biH3PbOUA5VHvHFVSgWj843UHjLMKqWCaWPz0WnV3HPdQnaX1vPQi1/T0HJk2duoUyMhUdNoo6axdx62gtD5bBogIEq8tWw7w/LTmTupd18ykiTxx+e/Yv3OKnwBkQUT0rnj74u5/er5TBuT36tnJhItza0MKzqTYfozw86JUoDdzpeCBhnogUEeeGhsI3HpBq5hVqIhgAhdLE9rFakM15/HSMMlWP0H0ChSMCmPjNUm31Yk/GF6leiYlfJ7MtWT4iWhVySNcpxIS0vr7yb0GYmuVaNW8chNp7NuZyVb99UyYUQOsycUoFAIPHbzmby1bBsHq1vISjVw9vyxfLR8M4W5Imqlgulj8/nRuTODzxo7LJt/3HEu//t8C/UtdgqyLWzaW01J1bGVd5Qk8Ae6Lvnn8vj48JudUY1yZb2VVpubUQUZaDXtH3+3109Di52sVCM7S+rZtKcG36F3ldQ6aWh188riTbIwyp2N5bbAQRyB8D3JRMVnjJ7Nrn9QACICSkzKIUw13o5GmcI+55u0+vcDEj7Rhktq5PCqgwI12ZoZqBXtefLT1WPDnpqhnkiF58swvSZVAVmayXHW1HOSRjlOuFwu2RSIHwxaBUFg1oQCZk0ITTpg1Gv40bkzQo5decoEcnJyoj4rPcUQTAgiSRLX/d87Xb5frRTQalTYe7isHYkDlU1hx+xODw8+/xUlVc043D7yMs1ccvJEaptsrNxUivVQGJZOq8LdYS893aymsslNk9WBJEkIQvcc2hKVzsayWjCiEjR4u0zwMbD2jqOh8KaDoaq/m3EIBaekvUCzbwdKQUuO5jgUQrt5mmq+Bb/kxi02oRXS2Od6kybfTgQEcjSzGKm/uNMnD9GeyEH3pzi9mqBejWCmWHdO3FX1hqRRjhNud5QEyYMQOWmFnukVBIFUs4665lCnGrWqfZa962ADDpcXX0BC4RfRqpV4Du1Jp6foUauUYfd2RUCU8Pr8qFVK7E4vBp2au574jJLqI7P1qvo2nvtwPf6AGHRoc7h8qI7y3k41thekMOg0g94gQ2jfWn2l7HO9gU+yk6IcxmjDVZiVw2jyb4t6v9DBSWygo/S1Z7hSYEDE2cXV8cXIEAzKLAzKhSHHJUlip/N5aj1r8Eo2tEIqQ7Unc0LqnyM+xyvaqPWuRatIIVs9HUFQohBUzEv5I5savsCrAqWgZbj+fLI10/tAWc9JGuU4Iaf4TjlphZ7rveikiTz1zhpa7Ue+8Avz0qhtsoWk+vT4AgjA5JE5FOSkcvb8sXy2ag8fr9zdo/fpNSq+WlfCRyt3YbW7CQTEkHcfJlJVK39ARK9VBUOzNh6wotOoOHF6cY/akAhIkkSjbxuNvs2kqceSo54Z7NtG7zY22v8c9Oht8G2i0beN41J+x8rWO/BI4asRCjQIqAj0s4HrLofjlMUu4q/7glzdzIjHD7o/4aDr0+DevU+ys9/1Dhb1cHI0x4VcW+L6mAOu93CJ9ShQY1IOYab5t5hUQ1ApDEwuPAut9sK4azlWkkY5TsgpvlNOWqHnek+cXkxOupG3v9yOy+MjO83I+l1VYTHQ0L7ouW1/HdsO1LF8QwnTx+ajUSnx9qBOs9Pt47+fbqDV1rsVjOH56aSa9dQ02phabCQrJ48LF07o1bMGKqLkZ23bAzT72is+KVwaUlWjGGL9GcVFI9jj+l9YiI01cIBqzwoy1ZOp8n4d9kw1Zrxd1AIeSByJU+7JUnv7vm9sUTDGcFXEMzWe78Kc6fw4KXV9FmKU3WIL+13v4BbboyVEfLQFStlif4LjU/8EJM73VNIoxwmdTtffTegz5KQVeqd37LBs7rv+ZADue2pJRIN8GOnQ/3O4fazcHDmLUWd4fH5cUWKsu0IApozO44dnty/t1dXVhe2fe7x+AqKEQZe4tZZLXB9S79vEYQMj4qXZvwM96yhmBF4xUjUoiVb/XjLVU6n2rghbplYp9PjEth4tX0da7hZQI6BEjJClKpYE1L2peBVrgwwGIRtVh5rIHZGivO/oeONK91dBg9yRZv9uHIEajMq8hPmeShrlOKHXd14QYTAhJ61w7HqtXVSnOlY6S2DSFRKwbO0+RhZkMG9yUYhWh8vL46+u5EBVMwFRJC/DzG1XHc+QrMSovtORBt8WIhkYl7oEALUQOcTPrBpGoe4UKjzLaPEf2VZQYcYjtSLSM0e9SAZcwtcnVapETewLbygxHkpH2n3jPVR3ctRz6erxNPt3hB03KPJC/lYJ0Yy6ny22J5mX+lDCfE8l6ynHiZaWYwuBSSTkpBWOXW9aFxWs+pv6FieP/vcbbv3LR6xYvwvpUPqxP738Dau2lVPXbKex1cm2A3U89PxyAqIYvCZRUApRMpXZ27/sR+ovQSuEhkeZlcMYoTsfhaBmruUhRuovJUs9jTzN8aSqRuCXwh3yVBgwCL0JJYv/v6faEXs/gXTlWDLVkxG6Md8T0FKgXcQYw5VRr8lXz0cgvFBEi39PyJgTJT/t6zzhOMRKfKIzYb6nkjPlOJGRkdHfTegz5KQVjl3vD8+eRmlNM3XN3ask1R94/QH2lDfhcDgobxK5+sxpIUlUDlNa08yP/u8dBEEgO83IDRfMZExRdj+0uGeM0F1Ak28HPqkteEyFgdyMYQDkamehEn7Dfte7+CUnRmUe440/Di6zqgQd443XBe9dbb0v4nv8OAdsdJTXvD/mzxyqP4mh2gVUelaw2f73Tmf8ShSkqycEC0ZEotb3fcTVBI/YzH7nu1R7V+IVbYdykkf+h24/KibM91RyphwnbLa+rY3an8hJKxy73hFDM/jjjaexcHox00bnMSQ7eoy3VqNEqey/UKRsi4b1u6qw2t34IjibiVJ7mcq6ZjvbDtTx6H9X0OYY+CFyGZqJjDdcS4pyODpFJmZle9EJo/dI8olMzSTmWO5nfupjTDP/Cq0i+jJ9mio8acVh/Djp6qtWjZloM73YEP5+lSu2URNqUsjXnIAgKCnQnUSx7hwEovsd+HFR4f6y02ealEMizpRFKcA+15tYA/txSXWdZlYzKvJRK0wJ8z2VNMpxYjAWh4+GnLRCbPQW5KRy93ULeeSXZ/DAT08hMzV0T0wQYNKIHC4+eeIxv+tYMOlVtNrdaFRKstONXV5f02Tj/a/D9wAHIkX6Mzgx9QlOTnuahalPMspwaa/7dpThEtJVEyIakHba91iFCF+5JkUBJ6c/jfGofdLukKYcj4rubIeE7/Eq/LFNjevDQbnns+DfE4w3MNZwDemqcaiIPHYCXSRiydfOx6wM9ZgWUCEIwqEfO51jVhQxzXQ7kDjfU0mjHCfkFLsrJ60Qe71Dsi3cftUJTBieTV6mmVEFGdx48Rz+fOtZrN1eQSDQN+ufKqXA0flBNh6w4nT7uOXxj6is65637qqtZb0Ox+prBEFAJeiDS6i97VuloGWe5REmG3+JkuhevhIiCrSosaDCiEU5mlnm36FVpFKgPYWezJY1ggWv1Iq/l3HGsa+nHKDee6QetSAIjDJcwvzUvzDOeC1E+MFiVHa+364QVMxO+QM56tmYFAWkKIczQn8BOkV6l62xKEeyMO1fGFRZQOJ8TyX3lONEosTExQI5aYX46J0+Np/pY8O/oNxdhDYJAmFlIHuLPyCRaTHQaD0yA5k+or12dJuj+7OMslor197/Fj+9cBZnz4++rDsQOZa+VQhKivSnUe/bQI03ep1iEQ8i7TNEe6CcXa6Xmam6h9HGy7EHqqn0LuvyXSpMaIVUbGLPQ+YO01k9Za2Qhkdqpacb4mqFEae/gT2uV3AFGtEq0xirv4Yi3RnUetfQ5Nt+aKlZQYqyiAnGG6h0L6fet5E01SgKdaeHOeHplZnMtvw+5Ni6QC3WwIGw92uEVNSCkRTVMKaabg3JQpco31NJoxwnEsX9PhbISSv0rd7sdBOV9W3Rz6cZaWpz4ffHJn60o0EGaLL1Lhe3xxfgv59uYOGM4Rij1KseiMSib6eZf4Vgg1b/PpxiA52FBwVwU+ddR633e/K0c5ie8itSXSOpdH9Ja6AEosQ8m1VDsPpLu90mAVWY01Wgy5ConhlknSKDQu1prG67F4d4KKe2H1p8u5iT8iBzUv4vqNWiGsEQ7ULWtT1Ii383Ij4qPV9T5l7CXMsfO92/B5hk+hkOayVtgTJAQoGGDPUEZqf8Hwoh8hZConxPJZev44ScisPLSSv0rd4bL55NQU70LyiH28fsCUPRa1UoBCHmrkJ2V+/jZW0OL+t2VsawNfEnFn2rEnTMTLmHhWn/ZqhmIV0tSYt4qfasCP49XH8uw/RnEc0gq7HgFR3dLBspkKOezTj9D0lRjsCgyEV5aH9XVEXLqa4gXT0RFeGxvybFUCzKMZgVReSrF2JWFKNX5JCmGssU481Uer48YpAP4RTr2O18GUFQkKudzVTzLRTrz6bU/SlN/u0dYrtF2gIl7HQ836UqnSKdE1L/ykTDTyjQnsIM053MSXkgzCA3+/awxno/K1t/zUH/W9j9A6UAR3SSM+U4YbVaSU1N7e9m9Aly0gp9q7cgJ5V/3HEuD7/4NRt3V4UlBrE7vazdXhkstXiYWNUpKsrWU9bQ+9zIFlNiZFE6TCz7ViXomGq+BckWoNm/i4DkwS+5IhpTnSLzqHuNEbN9KdCiEFQ4xK5/7OiETAq0pzDO9AMARhrbqyl5RCtr2/4PjzMfv7EcNWYUggq/5Do0m1bQ4t2DStATkLzBGbZWSGO04WqG6haEvKdj9bADrg8itsUthscIN/t2EmmU2gPd+yGnFLQMN5wf9Xyzbw/rbQ8F06XqrRms0f2B4y2PoldmRr2vv0ka5TiRmTlwOz3WyEkr9L1eg07Ngz8/lec+XMcH3+wMc/w62iAfJi/TTE3jsYWB7KrsWYWqjmg1SqaM6rlHcX8S675VCGpmpNyFT3Tik+xUuL9iv+stAhzxOjYochhpuCjkvlzNbEzKodgCoXvGWkUqLrHrms4aIYX5lr8EnZxCn2FhvuVxaoVdKHQLyFBPRELim5ZbcEq1ALipBwksylHoFBmoFHpG6S4mRR2ecKTjvq1emUmk0GStIjXsmDpKak2lEJsfcnudofnLveY9BMQG9jj/x1TzLTF5RzxIGuU4YbVaMRq7DiEZDMhJK8RfbyAgsmZ7Ba02JzqNmrU7K0kxarl00US+3VzaraQjEjA023LMRrkoS0+DNXxm15WDmSDA7VfOR6FIrHKP8epbtcKAGgOjDZcDIjXeVfglF3pFJuOMPw4zWgpBxQzzXWyx/xNnoA6FoCJFWYwCTbeMskJQo1ZE30MVBAHJkUqOZTwA5e5lOKX6sOt8ko35KY9Fz4B2FGP019Ds24FDrDnSFrTkqY8Pu3aU7jIavdvwSEf2ttWCiSLtWd16V1f4jsqwpnIWEtA1RMyRPZBIGuU44fMde7H6REFOWiG+eivrW/nj88upqLcSOGoGvGZ7BRajtltGOcOi55bL5/HLP3+ENULZxu5i0EZ2mlEIAoEoVjnVpOO8E8dx4ozhwWNOtw+FADrtwC5iEe+xLAgCY4xXMcYYuSpSR1JUwzgh9XE8ohUFatQKA3XeddT71oXMtCNhUgxFreg8DrmjVo/YSiSHNFHyIUreTo1ym7+C3c6X8IgtqAUzY/TXss35ZNAoinjY4fwPaoWJHO2MI/rUw5hquoW9rjfxiK3tBll3OkN08zttd3c5OmxKEWj/kWJSDo3J8+NF0ijHiUSJiYsFctIK8dX7jzdWUVoTOUdvQ4sDtUpAoRAQu6g6IUng9vpwe47NyGw8EB6bLACBKO9XCDCuOIvTZo8CoL7ZzuOvraS6wYYgQFFeGnf9YAFmo/aY2hUvBuJY7uiJnK2eSa5mDjXetcE6yDohE4WgOlRHWItZVcg08+1dPrej1qHahZS4PjiUrvIIfsnNLufLjDFcFXEJ2uGvZW3bH3B2mL3X+9aFXeeRWtjvejvEKAPkaI8jR3tc2PWxYJzhWqz+EpzioSX51M2YlUWM7iTX9kAg6X0dJ2pra/u7CX2GnLRC/PS6PD5qGzvfw222urs0yADNbS5ueuwjPL7ulxGMxPQR4Z7fnS1JixKs3lbBnf9YTGVdKw8+/xVb9tXS0OqgvsXBup2VPPRieC3igUIijGWDMg+twowSLTohk7HGazg57WnmWf7ECal/4QTL491yZOqoVa/MpFh3TlgRDj8OSt2f8p31N7gCTUc/gj2u10IMcmd4peihffHApBrK8ZY/Uag9lWz1DHLtl3O85U9oFOY+bUdPibtRFgThDEEQ9giCsF8QhLvj/b6Bgpz2WOWkFeKnV6kQusxz3ZM82N5jNMgA9a3h+8nRZskdqWmy8/tnl1EeIQtYaXULDS29dyCLJwN9LJe4PuSA631cYj0BPLilRnY5XsLuryRDPZ4U1bBuP+toraONV7Ag9W9YlCPCrrUHKtntfCnsuCeCV3U0NEL0HO/xQq/MZKr5NuZYHqA4bcGAN8gQZ6MsCIIS+BdwJjAeuFIQhPHxfOdAQamMlgN38CEnrRA/vRq1ilEF0Wc4apWS+VOKSDP3XZiR9xiSklQ32PBEyEjm9PhwuAemH8JAH8vV3m+D2cAO45Fa2O9+h0bvNr5tvZNlLT9mectN7HG81mlJzUha9cqsqLWknYFwRzCjsnve9VohnVH6y7p1bbwY6H17mHjvKc8C9kuSVAIgCMIbwPnAzji/t99pa2sjLS2t6wsHAXLSCvHVe8fV8wmIIvvKm/B4/QQkEbNBi9mgZdKIXM46fgyjCjL54Jtd1LfYMeo1FGRbaLG7qK63ERBFFAoQY5Pgi6GZOkrqoif+N+rVmA1aapu6P/OVJIkhWX0/a+oOA30sS1LkZC6eQBub7H/FJbYbThfgcNUgCBpGGy6NeE80rRpF5L6JdHyM4RqafNuxBcoj3mMQckhRD2e0/jJS1aMjXtNXDPS+PUy8jfIQoKLD35XA7Di/c0CQlRUeHzhYkZNWiK9enVbN729YhMPlxe31k56ip8Xm4uEXl/Pl+gMsWbuPnHQzt115PFqNkjSznsxUI/6AyLodFdicXj5auYv9FeH7f71he3nnIVU+n0hdc8+WogUEKuqsDB/SdVGBvmagj2WTqpDWwL6QYwrUSIhBg3yYAB5qvauiGuVoWscYrqbFvyfkeXohizGGq8Ou1SoszLM8ym7Hy1R5VhwqjiGhQE2aagxzLA92O5wq3gz0vj1MvI1ypA2wkPWU+vp6rr/+elQqFYFAgIsuuoibbrqJ2tpajEYjSqWStrY2srKyaG5uRpIksrKyqKurw2RqX2ax2+3k5OTQ0NCAIAikp6fT0NBASkoKgUAAh8NBbm4utbW1qNVqLBYLjY2NWCwWvF4vLpcreF6j0WA2m2lqaiItLQ2Xy4Xb7Q6e1+l06PV6WlpayMjIwGaz4fV6g+f1ej0ajYaKigqGDx+O1WrF5/MFzyeyJqvVSmZmZpgmt9tNdnb2oNLUWT8dOHCA/Pz8uGvyu12Utzbw3OJdpOt8KDLVNNt8DLFIvPrp99x8yUwcVgdmvYra2lpG5OrRaCw0N9ZibbNRlKXHoFWy8YCV6SMs1Ld68fpFhmbq2F5uY1SeEZVSYHuZjSnFKdQ0ty+L5qVr2XKwjYlFZoak61i2tZGJhWYqG91oVAqyUzXBZzo9AcoaXIwbaqKs3oVJryLDrO5wXqSyycXofCMltU7SzWoyzFrUCigrK4trP/Vm7B04cICMjIwBO/bSms7FofDjCNSidGfhT91PqmMhAAp9Odq28fj1VSBqUHmyCGQ0UlZWFnHs1dXVMXr06IiaRrnvoNq+CX/qLlStY8k3TQNnGmUtZRE0tZKnv5xCzVVUNG3BZ96H3jUOI4X49RKVtWUD4nuvqqoKg8HQJ/3UlaZOjWZnew7HiiAIc4H7JUk6/dDf9wBIkvTI4WtWr14tjR2bWJVkukNFRQUFBQX93Yw+QU5aoW/1Nlmd/PKxj2ixhaa6VCoE7rv+ZOZMKgy7x2p389t/fUFJdfMxV5A6flwa3+3qvjNPR4pyLdQ22/F4Qx3OlEqB5393MbkZA8/pJhHGsiSJ1Hq/x+o/QI5mFmnq0VS7v2Oj/S9hKTxz1LPDKiwdJhG0xpKBpHfjxo0bFi1aNDPSuXh7X68DRgmCUCwIgga4Avgozu8cECTKUkkskJNW6Fu9/oCIKEVI6iBKeP2RvastJh1//dXZXHTShGN+//ay3mUEE4BHbz4TvTp8MS4QkFi+4eAxtiw+JMJYFgQFedq5jDVeQ9qhfdo87VxyNDNRcTiLl4BZWcQk48+jPicRtMaSRNEb1+VrSZL8giD8EviC9grXL0iStCOe7xwo1NXVJUTtzlggJ63Qt3pz0k3kZpix2kM9bvOyzMyacORX/8HqZv7zwTqaWp1o1Eq0GlVMyjlOKU5hxY6uSvyFo1AI7C1rQK/T0OoIbbtSIZCVFjnvcX+TqGNZEBTMNP+WRt9WajzfYlYVUqg7DaUQPUlLomrtLYmiN+4ZvSRJWgwsjvd7BhqH9xPkgJy0Qt/rve3K+fzp5W+oqrPiF0XyM1P40Xkz0GnaP74tbS4e+M9X1DQdW57rSBzeZ+4pAVHin2+tJj8zJaxdQ3MsLJgWXthgIJDIY1kQBLI0U8jSTOnW9YmstTckit5kms0kSQYooiixaU81LTYXj950OrtLG3jnq+202ly88ukm1myr4JeXzeWtZVvjYpCPlcZWJ03WI+FUaqWCccXZ3HLFPNSqxIgZTZKkr0ka5Thht9vJyMjo72b0CXLSCn2jt7bJxoPPfUV5XSs+v0h2ugm1UkFVw5FUhWW1rbQ53Ggj7NvGirx0Lftqui6AEY2Ojma+gMjowkyGZoen7hwoyGksy0krJI7eZO7rOJGTk9PfTegz5KQV+kbv3/73HQeqmvEd2heub7ZT3RCeO3hveSMjC9JRxqlE4paDsc1XvKe8IabPizVyGsty0gqJozdplONEQ8PA/vKJJXLSCvHX6/X5qW4MN4aRopusdjdl1a3dKlLRGyYWxTZsSRPHWX0skNNYlpNWSBy9A/sTksAIQmIVdz8W5KQVYq9XkiRWbyvnm40HSTPrufCkCd2e+UoSfLWhJKbt0WlUuA/lrPYHem/sBSF0+dqk13Du/IGdk0BOY1lOWiFx9CaNcpzoKmvLYEJOWiG2eiVJ4uEXl7N2R0WwzOLqbeXkpJt6lE86lrg7FJE4lv3kMUVZ+PwB2uwezEYtZ84dHTHZyUBCTmNZTlohcfQmjXKcaGhoSIiYuFggJ60QW73b9texYVdlSN3jumY7DpeHSSNy2HmwvlulEuPFxEJzr+KUATIsen7345Px+QOoVcqEmKnIaSzLSSskjt7knnKcSEkZmFVw4oGctEJs9a7YdBCnJ7zyj93lo7qxDZOhf5P5Vza6e3WfUilw3PgCBEFAo1YlhEEGeY1lOWmFxNGbNMpxIhA49gLziYKctEJs9Q7NiR4e1GR1Bb2v+wuNqntfERr1kbhjrVrJ9DH5nDJrBDtK6li9tQznAK2ffDRyGsty0gqJoze5fB0nHA4HmZnRC9YPJuSkFWKrd/6UIp59f21U7+k0sx6NSkmrvXcz1u6iVikYkpWCxaRDrVKwYVc1EpCdqmF3Vdf3jx2WxfwpRZRUtTB3UgHDh6Rz+98WU1bbisfrJy/DzCWLJnL2AHf0ktNYlpNWSBy9SaMcJ3Jzc/u7CX2GnLRCbPWmpehJNWlpbotsdIuHpHHlqVN48ZMNbNxdRby2lzMsRp749Xlo1EokSeJf76zhk5W72XjA2uW9GpWSE6YO49wTxgWP3fOvz9lb3hj8u6bJxutfbGHOpEIyLAMz7zXIayzLSSskjt7k8nWcqK2t7e8m9Bly0gqx1atUKNBq1BHPGXRqrjtnBrtK69m4pzpuBhlgVEFGcAlaEATGD8sGYPqIzrNvZaUZOWXWCM7pMAP2+gJU1YfHWTdanXyxZm8MWx175DSW5aQVEkdvcqYcJ9TqyF+0gxE5aYXY61UrIztBjSnMZM22cv77yca4JQcBMGjV3HH1/JBjM8cPISvNiNMTeR8u02LgB2dPY87EQiwmXcg5QYgeE6oZ4Dmv5TSW5aQVEkdv0ijHCYtl4Ob3jTVy0gqx19sUZena5vLwxZp9+APRnb2OTtDRG+ZMKkCnPfKFVVHXysuLN6FUCFR1qBKl06jIyzRTkGPhmjOnUpibFvF5apWSEUPTqWsOjbPOzTBx+tzRx9bYOCOnsSwnrZA4epNGOU40NjZiNBr7uxl9gpy0Qmz11jXb8fsjz0b3VzSj6CKUKD1Fj8cbwO7y9ur9KqWCH5w1Lfh3WU0Lv39mWdCgLpiQTm2zmxSjjktOmcSliyZ267l3XH0CHu/XlFS34PH6yU4zcd050zEbotf3HQjIaSzLSSskjt6kUY4TifKrLBbISSvERu/B6haefGsVe8sbOw17EruYBus0atLMevZX9i7BR3F+GrkZR/Jbv/TpxpAZblm9CwmwOty8tXQLw3JTOW7C0C6fa9RreOgXp9PY6sDu8lKQY0GpGPguLHIay3LSComjd+B/ShIUr7d3M5dERE5a4dj0en0B9pQ18Mfnv2JHSf0xxyGrVUqGDwkvR6dSKpg8IodhualES6Odl2nmpxfOCtn/bbWFLqWb9Ed+t9ucXj5csatH7ctMNTIsLy0hDDLIayzLSSskjt7kTDlOuFyu/m5CnyEnrdA7vfsrGvnnm6upqLPi9vp65Elt1KpwRMj6BeAPBLjxktnUNtnYV9GEy+MjPUXP6MJM/AERgyhSnJ+OVqNErVIyeWQe/kCAFJOO0+eMxqALdX5JNYc6bWWYQ897/ZHbMViQ01iWk1ZIHL1JoxwnEiUmLhbISSv0XO/by7bxxpItOHqZ1crljZ6JaEiWBUEQuPfHC6lpsFFe14okwYufbKTVduRLaFh+Gn+98fQwI3w01509nQOVzcEl7KPjlEcXDPzkC8eCnMaynLRC4uhNjDWlBCRRYuJigZy0Qud6JUnizaVbuePvn/Krv37C0+9+z+LvdvfaIEP0fWWNWgmCxM8feZ8bH/2Qp977nsLcVJau3R9ikAFKq1t4/+vtXb6rMC+Nh35xKidMLcKoUzNjROqhdymYODyHazo4hQ1G5DSW5aQVEkdvcqYcJzSa/i0k0JcMVq0er59XP9vE7rIGNCoVZx8/hnlTijrV+8+3VrN0zT58h8KYdpXGr7B6qknL99srg383t7n48ysrUUaJey6tbe3Wc4dmp3Lvj09GFCVWb9xJWlYOE4fnMG9yEYpu1nlOVAbrWI7EYNR6cGs5u1bvY/SsEYycNizkXKLoTRrlOGE2m7u+aJAwGLVKksR9Ty9l6/4jv653HKgl3WKgIMuAQrWDy06ZzLji7OB5h8vLhl1VQYPcHXoTZywIMCwvDac73HGlqqGN/Kzw/hCA0YU9W3pWKASmjC3i+JmmnjUwgRmMYzkag0lrwB/g8eueZteqfTisTgwpesbMHsGdL/8ClabdzCWK3qRRjhNNTU2YTPL4MhtsWp1uH0++tYptB0KXu9y+ANWNNkbmqFmxrY7dpQ386qr5zJpQAEBDi4M2hyfSIyOi16rw+QP4A92zyhaTluPGFzCyIINFxw3nF3/6KOJ144qy8HoDNFqdwWMjCzI4r0Nu6u4y2Pq2K+SkN5G1NlU389Jv36K+vBGdUUtqtoWNS7YiHvosOdtcbP5yB+/+5RMu/+0F7fckiN6kUY4TaWmRsx0NRgaT1up6K7f+9VNszujGtaS23di12Ny8tXRb0CjnZZpJT9FT1dD1/rFJr+bmy+bx73fWYO2mIS/ItvDra04I/p2bYaKhxRFyTapZxw/Ons4lHh9vfLEFm8tLcX46V50+Ba2m5x/3wdS33UFOevtKqyRJvPnIh2xasg2vx0ducTbX//kqMoek9+p5brubhy99gord1cFjCqUiaJCD7xUldq3ZH/w7Ufo2aZTjhMvlSpii2sdKLLW22lx8sWYfCkHg9LmjSDHqur4phtz3zNJODTJAullNZVN7PG+b40hcr1aj4pRZI3hl8aaIIU9Ds1MYkpWCXqfhskUTGT40g4q6Vl79fEu32jZ5VF7I37dcNo8/vvA1lfVWAqJEeoqes48fE0wGcs+PTurWcztDTuMY5KW3r7S+8vt3+Pz5r/AfyqNetbeWhoomHv3y3uDSck9Y/OxXIQYZQIyyZaTqUOc7Ufo2aZTjhNsd3/q3A4lYaV36/T5e/nQTDa3ts79Pvt3FDecfxwnTimPy/O5w9MwzEqnGI2FFR/9ouPL0qXy7uYwDVeEZtnIzzPzfz04NOXbNWdOpb3ayZO2+sOsP7zerVQomDM/hitOmhJwvyE3lybvO49vNpTRanZw0YziZqbFNIyincQzy0tsXWkVRZNOybUGDfJjynVW88+dPuOLeC3r8zMo91RGPC4KA1MFBQ2/SsuCKucG/E6Vvk0Y5TiRKTFwsiIVWj9fPG0u2Bg0yQF2zg1c+28TcyUWolMceved0+/h45S4q6lqZP2UYsycWhGSz2lvWQKAb+7uHY3f1OjWXnTop7PzZJ4zlmXe/x+M78kWk16g4ZdbIiM+7/Zr5WFJ0fLe5FKvDjcWk44Spw5g4PIftB+qYNCqPGWPzI1ZeUquUnDRzRJdt7i1yGscgL719odXv8eOyR155WvbySi7/7flRK4pFY8pJ41n90QYCR8XvZxamo9GqsTU7MKcZmXfhTBZcOid4PlH6NmmU40RtbS1FRUX93Yw+IRZad5fWU90YXoO3tslOSVVztz2Hv9lYwkcrdiEgMDTHwo/OnYHFpKO6oY0/PLuMirp2g7pyUynTxuTz+xsWIUkSDz7/FdsO1BLohiv09BEWtpU7+f0Ni0K8rw9z5tzRVNRZWbO1HKvDTapJxwnThrFwxvCoz7z+vJlcffoUGlqdZKUZ0R1a1jvu0H51fyGncQzy0tsXWjV6DXpT5C0ol8NFxa4qCsd3nUu9I/Mvmc3y11ezc9VepEP7RBlD07n53z9m5IxirPU2LFnmsKXxROnbpFGOEzpd3+6F9iex0Go26tBp1Lg8oU5SOo2qW5WFbE4Pdz7xGWXVLRw2q9tL6thb1sBfbjubp9/9PmiQATy+ABt2V7Fy00Fqmmys3VHRrdSXRr2aU+eM5bc/GxP1GkEQ+NmFs/jhWdOob3aQk24MKY0YDZ1WTUHOwEqaL6dxDPLSe6xaJUnii+eXs/qD9fh9foZNKuQH91+M7igjfOqPFvDfe94Mu1+j0aBS99wEKVVK7n37Vr54fjk7vttDSoaZC28/k5yiLAAyhkR26EqUvk0a5Tih1+v7uwl9Riy0FuenUZyfys6Dock2THoNT7y5CoATpg3jzLmjIy53/fW1lZRWt4QdL6lu4b2vt1N7VG1fAJ9f5G+vf4coit3ORT1lVB5jivO6vhDQa9UU5aV278EDFDmNYxi8est3VfLZs1+jVCk45xenklucfcxa33j4QxY/vQyPsz1eft/6g1TsquL/Prkz5DN6xg0nsfS/K6jaUxNyf97IHPJG5vTq3SqNirNvPIWzbzyl2/ckSt8mjXKcaGlpSQhPv1gQC62CIPD7Gxbx51dWUlFvRSGA3y9S12ynutEGtCfvKK1u4ReXzAm5VxQlSqtboz67tKYluBx8NG5v9AILapUipIpTZqqBq8+YmuzbQcxg1Pv+3z7jk6eWYmtq/2G69tPNXH73eYw8sZCUlBSaqlpw2d3kj8pB0c1qXn6fnzUfbQga5MOUbC5j2/JdTD5pfPCYQqHgV8//lKdufom60gYEQSBvRDY3P3N9j/eTj4VE6dukUY4TGRnh5fQGK7HSmmrW89AvTsPrC9DU6uCOfywm0GEK6/WLLFmzj6tOn4JKqeC1z7dQXtdKikGDv5MsWsOHpDO6MJO95Y3dboteq+KSkyeys7SBNrubFJOOa86YyoihGdjtXS+nDxbkNI5h8OiVJImd3+2len8tS15cHjTIAK11Vj55ail3LriRBy74KxW7q/B5/GQVZnDtg5cycUHkJDOSJLF7zX4ObimneGohzRFWprxuH/s2HQwxygCF44bw8NJ7qDvYgEKpILuo7wubJErfJo1ynLDZbAmRPSYWxFqrRq2kqqGN5rbwUmtur59/vLmK+iZ7SNiRpkM8YkeK8lK5cOEEaptsvPzpxi6zZ5kMGtLNek6cMZyrz5ga8Zpk3w5eEkGvKIps+2Y3TdXNzDx9CimZoekjW+vb+NPVT1KxqxqvK3IN4YaKJj5+9gu2r9wdPFa2vZJnf/0af15+H9qj/DjcDg+PXvUkJZtLcds9GFL1eKMUWdHqI+eYFgSB3OHhjpF9RSL0LSSNctxIlILasSAeWovy0tBrVbgi1BHevr8uLMGH1xfAfGjG7PL40aiVjC/O5t4fn4ReqybNrMdi0tPUIfXk0eRlmnj4F2eQlWbsNAQr2beDl4Gut7mmlceufpKK3TX4PD4y8tM49boFXHTH2cFrnr71JQ5sLO30OX5fAL8/3KjWHqjnvb8u5srfXRhy/NX732Xnt3uCfztbo9cmdtm6n2q2LxnofXuYpFGOE4kSE9cZDS0Olm8sISPFwAnThqFWRZ6N5ubm4nB5eeGj9RysbkGrVnLGvNGcOD16CFBXZKUZSbcYqKoPD5Py+iLvA+ekm/jtj07CanczYmhGyOw51axn7LAsVm0pI9JcOcNi4NJFk8nL7Dpp/WDo2+4iJ60w8PU+fevLlGwpD/7dVN3C4me/Yu4FM8kb0e40Vb2vGyUKRYmdXx2IeGrxM19iTjdxzi+OJLop2VLWrfYZLQZmnB4euz8QGOh9e5ikUY4TiRITF41XFm/is1V7aG5zoVQIvLl0K7/78UkU5KYC4A+I/PvtNWw7UMukAgPfbG8MqRm8t6KRFpubC04cH+UN7UiSxOLv9rBycymiKDFlVC5XnDYFpVLB3T88kV//Y3FIEg6AFJMuYuYts0FLflYK+VmRnTl+88MTeerdNew62IAkSQzJTmFItgWlQuDcE8aRYTF0698m0fu2J8hJKwxsvZIkUb0/3OC2NdpY8uI3XPvHyxBFEd9Rn5dIiKLEpDPG8NVTq8POeZxelr28ktOvX4j6UCifKsr2kEqrwn9oNUutVTHl5PEMnzIw//0Gct92JGmU40SiuN8fptXm4ql3v6e6oQ1BgIo6a3DpOCBKlNW28sRbq/jzLWcB8I83vmPZ2v1IEqRoxRCDDOBw+ViyZm+XRvk/H6zj0293Bw3v9gO1lFS3cN/1JzOqMJMz543hq/UHaHN4UAhQkJPKr646nsdf+zYk7jg9Rc/lp03u9F0atZJbrzi+x/82R5NofXssJLpWj9PDZ89+xYHNZeSNyOG8m0/D1Ekq0oGuVxlltUpv1lO2s5Inf/5CRAeso0nNTmH2mTPY+vEeGivDU8K21lmpL2tkyOj28L9ZZ0+jZHNZyD6yOd3ItX+8jC3Ld+F2uJlzznSOv2RWL5XFn4Het4dJGuU4kSgFtaF9P/befy+JmK+5I7VNdrw+P5IE2w/UBesA212Rl5NtTi+BgIgyyv6sy+Nj9dbykJmwKMG2/bVU1LVSkJPKzy+ezdnzx/DVuhJyM0ycNHMEGrWSh39xGs9/tJ76ZgdGvYYrTpvMhOG9i3nsKYnUt8dKImt12dz83wWPty+9Hhqr6z/bzL3v3EZGfuQEEwNZryAIjJpZTM2BupDjWQUZnH79Qh65/AnKdlR2+Rx9ip55FxxH8YRCfv3Kjdx/zl9wH1WpzJhqIC33SCKbs288heaaVjZ8sQWH1YUl08xpPz6RBZfPZcHlc49+xYBkIPdtR5JGOU5YrVZSU1P7uxndYtna/ZTWdP3rWq1UoFQosLu8eDrE9xZl6ylrCHf8SDProhpkgPpmB1ZHeJL4NoeH/RVNFOSkAu2z42vPmR5yTVaaibuvXdhlm+NBIvXtsZLIWt/722JKNofuhVbuqeHV+9/h1md/EvGeaHp9Hh/vPPYJe9YdQKVRcfLVxzPvwuNi2l5rQxvWRhv5I3OiZrr66V9/gNflY//Gg7idHjLz07ni3vNxWp3UlTZEvKcjabkWbv3PTxg/bzRlZWUMn1zEmFkj2PL1zuA1KrWSySeOw5ByZDtHEAR++OClXHHvBdib7ViyU6LO2gcqiTKWk0Y5TmRm9n0cXm85UNkUEg8cjXHF2SiVClKMWjJTDcGQpV2V4dmyLCYdFy6c0OnzcjJMpJp1OI9a+raYdIw5lDJvIJJIfXusJLLWsu2RZ40N5U1R74mkV5Ik/nTVv9j6zc7gjHv/hhLqShu58FdndqstX/9vFd+8sQqf28fQsfn88MFLMR7yYfB5fPzzZ8+zd30JTpuLzCHpnPOLUzn5mvlhz9Ho1Nz+4s+wtzpwWl1kFWYgCEJ7Ug5F14k47K0OFj+9jCGjcoNa73zlF7z8+3c4sKkUhVLBlJPGc8ld50S8X6NTkx5llWGgkyhjOW5GWRCE+4GfAId/vv1WkqTF8XrfQMNqtWI0xraMXryYM7GAZesOhMx+oT3vtEGnRqNWMXZYJrdeMQ9o/9X84/Nm8vfXv6O2yU5Rlh63Dwpz09BpVOi0Ki5ZNJFxwzqPSdRpVJw4vZgPlu8M7l8rlQqmj8mP6qw1EEikvj1WElmrOSNyu/Xm6HuLkfTuWr2PvesP0NFt39nmZuXbazjv5tO6nDF+9OQXvPuXT3HZ2leF9m04SPnOKv74+W9QqpS8cPcbrPl4Y/D6yj01vPHwh4w/fjS5EQqeAJhSjSF74znDssgfkcPe5pJO2+Jz+1n76WZqSxuYdclk9q0sJ6sgncvuPp/U7IH7mYsFiTKW4z1T/pskSX+J8zsGJD5f5MD6WLOnrJHnPlhLQ6sDnVbN3ImF/PDsaT1KXzdz/FAmj8xl4+6q4Iw5w2LgtiuPZ2xRFhq1Eu1RaSqnjs7niV+fywfLd2JQuPjxxWMZPqTnGXOuPXsGxfnpLP1+P6IoMntiAefMj5xRaKDQV307EEhkrRf/+hx2fLeH5qrW4DGjxcB5vzwt6j2R9O75fj/uCOUH7a1OHK3OsOQdHZEkiRVvfR80yIc5sLmU5379Kj/92w/ZuzY8NKm1zsp/bn+Ve9+9rdupL2959gb+8ZPnqN5fS8AfIOAL4IsQ5w9QvqOKvEmZbPlqBwA7vtvL/R/eQdqh6IrBSKKM5eTydZzoi5i4NoebR/+7nJomW/BYdX0bSqXANWdO6/ZzBEHg/p8s4os1+1i3sxKTQcMVp05mSHbnFYtSjDp+ePZ0PB4PWm3vU08umFbMgmnFvb6/r0mUeMdYkMha84Znk5GXHmKURVGkMYJDoyRJOKxOMtOPLHG6HR5euPt1dq/eF/H5RoseU1rnM6+AP4DDGh6+hwRfv7YKnzeAGGXraPu3e3j82qf59cs3dutHdnZhJg99cTfV++sI+AOYUg289Lu3WPvJJvwRwqS2L9kb/O+a/XW8/tAH/OKf13X5nkQlUcZyvI3yLwVB+CGwHrhDkqQwb6L6+nquv/56VCoVgUCAiy66iJtuuona2lqMRiNKpZK2tjaysrJobm5GkiSysrKoq6sLpkyz2+3k5OTQ0NCe7Dw9PZ2GhgZSUlIIBAI4HA5yc3Opra1FrVZjsVhobGzEYrHg9XpxuVzB8xqNBrPZTFNTE2lpabhcLtxud/C8TqdDr9fT0tJCRkYGNpsNr9cbPK/X69FoNJSXlzNixAisVis+ny94vreanH4lK9ftpKTWjkGrYsKwdNo8KkblqhmSZqGswcW4oSbK6l1U19RSVlbWY00ThupYMGV2uyZXKx6PLkST1WolMzMzTJPT6SQ3Nzch+ymaps76ae/evQwZMmRQaYrWT62trYwYMSIhNW1btwNBL1F83FCyR2Sw86v9jFlQzN4d+5jlmEpjYyMpKSmU7qhg0/JtbF28mwU/nYm/TeSMaxfx0bOfs2/rAVIKTBTNzmf7kr1MPG00jhYndfubmHDGKOwOO06nk6baZnJzc7F7bGGaJp8xBqfdFby/pboNR7OToRNz2bNhH0Mm5jJ0enbwfGNZCz63n7wxWZRuqGLjd5vJLsrs/ucpo72f2hxWfv7kDzEXGqjZX0/V9lpGzi2icnstxnQDE08bxRd/XRnU5PG6KSsrGzBjL9afp8rKSoxG44DQ1BmC1I2i7lFvFoRlQKSfH/cCa4BG2ndiHgTyJEn68dEXrl69Who7dmyv2zBQaWxsjJljgcPl5ZbHPw7JbqVSKsjPSqG8tjXs+qHZKTz3u4tj8u7uEEutiYCc9Cay1tceeI8P//F52PGM/DT+/v0DaA1abM127jnlYerL2ouVjJhbyIE15UxdNIF96w7i6CQta8G4fK783YW88fCHNFc1o9FrGD5tGLc+c31I7ujVH67nuV//D1uE8qHd4ayfLeK6hy/v1b0A6xZv5oXfvE7TofhlhVKBGBDbta4+kh3s+IuPi+qVPhgYSGN548aNGxYtWjQz0rljmilLktStYpaCIPwH+ORY3pVoKJWxCxf45NvdYekm/QERt8eHTqMKKz+Yk963SddjqTURkJPeeGsVAyLff7KRjUu2UTy5kFN+eAKaKAUNorHs5ZUsf30VboebzKEZXPfHy8gdno3OqEUQBI6eeBhTDcF3fPbsV0GDDO2OUEiwedmOLt8rCPDiPW8c8eZuddJcs5mnb3uFW5+9IXjd3PNnkp6byh8v+XtYqcOuUCgVFI4f0qN7jua4s6ZSPKWQj/65BGebk4kLxvH2ox+1az1EVmEml9193jG9Z6CTKJ/beHpf50mSdLiq9YXA9ni9ayDS1tZGWlpsQgfqovzCVigEZk8sYO2OiqD3ckGOhZ9fPDsm7+0usdSaCMhJbzy1+n1+Hr78Cfas2Y/P42fFW2v46rXv+N07t5GanULtwXo+enIJbrubk64+nkkRSgp+8cJyXv/j+zit7eF55TuqqC2p5wcPXMKS55eHGWS9ScuCy+YE92jbGm0h5/PGZFG+qbrLtitUCvQmPeU7w689sKkUSZJC9oHHzB7JydfMZ+l/V+DvpIb30RSOz2fBZXO6vrALMoek8+NHrwj+XTy5gNVLv0ev1mPJTuGKey8gr4+S7/QXifK5jeee8mOCIEylffm6FPhZHN814MjKil2c7aKZI1i+oSQsnjc7zcTd157Itv21fL2hhCFZKZw9fyz6Q/lq+4pYak0E5KQ3KysLSZI4uLUcW7ODsbNHhJX16y1fPLecnd/uQTxUTlMSJcp3VPLSvW9y3JlTeem+t2k5tD2z/vMtLLhsLjf8+aqQZ3zz+qqgQT5M9b5aXrznDVo6pGE9zMgZxZx38+nBv0+5dgHfvrc2+Iw9Kw9Gba9CqUCjU2NON6I1aGmpa414negXkUQJQRnqnHXRHWfx3btraWuKvoytVCnIG5mDSqUid3g2P/7Tlag0sf+aLho/lKxh6Vxxa/fyvQ8GEuVzGzejLEnSD+L17ESgubkZgyE2A3788GyOn1zEd1vLgoZ5SFYKN14yG0EQmDwqj8mj8mLyrt4QS62JgJz0VpdX8+Ktb1Oxq7o9g9TQdIwpenzeABqdmqmLJnDFvRd0O2ynIzs6GOSO1JTU8/4/PgsaZAC33cOy/37DmFnDOeHSIzNHZ4Sa20DUvWC1LnRpfNikAhZcNocvnl+OJEoUzxzKpqqdIddYssxMPWUSxZOHsvnLnezfUEJDRfSUtOZ0I4oImew++PvnnRpkgIBfxOvy8YPHLmHaKfGttiSncQyJozcZEhUnjsWB7mgEQeCOa07gjJLRLFu7n9wMM+fMH4uxh3tv8SKWWhMBOeld/dEG9q0/MntsrGimscP5yj01+Nx+rn3osqjPCPgDtNS2Yk43hcyyjWmRvyCVKiVNEcKWRFHinze+QHp+GhOOH8OBzaVB56WjyRyagaMl3DAXjgvfn/3xo1dSX9bIxiXbUKrDjWnRxKE425z874H38bq6jnU1Z0T26ei4d90Z9WWN/O+B95ly8oRe/djpLnIax5A4euPX4zInHkslE4bncOsVx3P5qZMHjEGGxFkWihVy0evz+Nj6+e5Or/F7/Wz6cjtiQIx4fsmL33DXiQ9y98kPceeJD/LC3a8HvxwvvO3MsJSNBoueRT+YT9TvTwme+NnzPHzZP3jggr9GdZw64eJZZA8L9bQdOiaPOedOZ/OX28M8oW9/8edMWjCWvStLw9pTPLmILV/t6JZBhuiVnIomDO3W/QCNVc3Ul3bPiPcWuYzjwySK3qRRjhN1dXVdXzRIkJNWkI9eQRAYMaewy+s8Dg8+T6jBEgMi7z7+Cf/97RtU7K6mrclObUk9X768krf/9DFbvtqB3+vnF/+8lrGzR5JbnMXwqUVc8dsLOPma+VHr9wK0Nbax+asdYVmyOiKJEmf9dBEaw5Efr7Ul9fzhnD/z8GVP8Ks5v+dfN70Y/IGg0am57/3bueKP51EwLp+0vFQKxg3h4jvOprmmpdsGWa1TM+f8GRHPnffL0yie3PW/J4BWr8GQEt9Sg3IZx4dJFL3J5es4cThwXA7ISSvIR69Ko0JB12Ekaq2Knav28tGTS7A12TGlGnHaXJTtqEQ6KluVz+Pnwyc+x+fxozfrKJowlDtf/QXmo8L4ho7Lp7mmNeL7xIAUkof6aASlwKxzpvHYNf/G22Em7fcFgpmt2prsfPPGavZvLOX+j+7AcijX+rQTJ3HyBQtw2dzoTToUSgVvPvxBp/oPh12lZqcwdu5IlEolVXtrgrWID6Mz6fjDh7fzyBX/ZO/aA9FXA4DiyYWdpu+MBXIZx4dJFL1Jo5wkSZKonP3zU6jd1Uj5zio8Tg9KlRK3wxOyXF17sIFHrvhnp4ayI4fzMbtsbnav2c/Tt77Mna/8IuSaEy6exa7v9oXNwIEwQ380WUMzcNnd1Jd3vfxbtbeGp255ibtfvzl4TKFQBCs4AZx946l89/56akvqg8cEhUBqjoXiSYUsvHIuXo+X9Yu3smvVPtZ8uBFTmpGxc0Zy+4s/CynDaEgx8MCnd/HK799hw5KtuG1ujGkGFAoFLpsbhVJg+JQibnzi2i7bnmRwkjTKccJut5OR0fMCDYmInLSCvPT6JR+/f/926ssbcbQ6sWSZuWvhH8Pie7trkCOxf+PBsLjeBZfP5eDWCr59d234uzohe1gmv33zFt7722IC3YwHrtxbgyiKKBSKiH1rSjNyx39/xsu/e5vGqmZ0Ri1zzpvBBbedGWzzV69+y4YvtgR/cNhbHGz4YitvPfoxV913YcjzDtcmvur3F+J2eDBaDAiCgN/rR1AIfVanWE7jGBJHb9Iox4mcnMEdiN8ROWkFeek9rDW7MBMKYd1nm3tkJLuDtaGNyn01FIzODx4TBIHrHr6cS+46h4cv/Qf7N5aG3yiASq3CkmUmLcfCvAuP45RrF7D46WWsen9d1EIPR6NQKILGNVrfFk0o4L73b4/6jO8/2RhWkUkSJXaviVzMAtrbbko98hUcj3jkzpDTOIbE0Zt09IoTDQ0NXV80SJCTVpCX3sNad63ay+/OeJT/3PEqgqL7ZUG7gxiQ+OCvn0U8Z0o1khqtWpnUnhVs4oKxPLz0t5zzi1PRGbVsXLoNvye8KpJaq4rY9hHThgWNcm/7NlroUjxDmo4VOY1jSBy9yZlynOhJPeNER05aYWDptTa0UVfaQP7I3C7LCPYGSZJY/sZqXvn929i6SHxxLDhaj8QUN1e38M2bqzGnmzjh0tm4ndG9rJFg77qSkOXvgD9yeNbUUyYy49TJvP/3z7A22dCbdAyfUsjP/nYkz1Fv+/aUaxewc9XeEI9wtU7NcWdN6dXz+oKBNI77gkTRmzTKcaKr8lyDCTlphYGhVxRFnr71ZbYt30lrQxvpuakcd9Y0rn3osph9+ZTvquL5u99g96r9SBHsnKAQEBQCol9ErVeD1O4V7fP6e7bHLMDYOSMB+PCJz1n8zJe01FpBgI//tRSfu/MiDgGvP8QoD59axIFNpSHXaHRq5l88i7nnz2ThVfOo3leLKd1EanZKyHW97dsZp0/mnF+cyrfvfE9rfRvmdBPTT53IWT/vVs2efmEgjOO+JFH0Jo1ynGhoaKCoqKi/m9EnyEkr9L9eh9XJ3294li1f7wwav4aKZpa9tIKR04cx/5KuC5JIkoQkSiiUCrav2MXnzy8n4Asw74KZzL+0PX3rs796hbQR5ogGGSC3OIvf/O+XbF+xmw//+cWRakk9RKVWMXJGMe///TPe/9ti3HbPoUZCzYE61NrOv6ZyirNDlol/+MAl1Oyv48DmUlw2N5YsM9NPm8yc89rjhxVKBUPH5kd81rH07aV3nct5vzyNhvIm0vPT4h5nfKz09zjuaxJFb9Iox4mUlJSuLxokyEkr9K/efetLeOLnz1N3MHx/zOv28fkLX3dqlEVR5NU/vMvmL7fjcXoAgbZmOx5HuyHctGw7G5du40ePXkF9eRNuf/Sl45xhWeSPzGXnqr00VkbPBd0Vfq+fBy74a6/uVSgV/KhD9SMArUHLfe//in3rSyjfWcXEBWPJLc7u1vOOtW+1Bm1Ugz/QSH5uByZJoxwnAoFwR5PBipy0Qt/r9Tg9lO+sIj0vjZfuezuiQT5M9d7QrEUBfwCF8oh38f/+7z0+f+7/2zvr+Kau/o+/bzyV1IWWUqBAcXcbG0MmbIMZU2bMn7mx/fbM3d33bM98zzbG2GDY0CHDoXih1L2ppfHc3x9tQ9MkFarpzfv12mvN1fPhnptvzjlfWeu1fKDD7mDzrzvoNy4JuUKGUuP5K0IdoObGmopN+ryyRmOHW0JDXtQOuwN9find6yXqEASBfmOS6DcmqVn3klJflpJW8B29fqPcRhgMBiIjIxs/sAsgJa3Qvnp/e3cFq7/cSFFWMYEhAVQ1kFoSqj2MHQ4Hu1el8Mvry9DnlaIN0jDm/BFc/sgF7F6T0mg9X9Eh8ts7K4jvF4s2RsXxLRnu99EonIb4jMsnsOKzda0eKlWL3er9y1QVoCIopPUc3KTUl6WkFXxHr98otxGxsbEd3YR2Q0paoW31OhwOju04gdVsQx2gYslbf1JRYgCgrLBxo+ewO7i+970YK1xLGuadLESlUTY5h3NZQQWiXcS81+xxv6nSRHlRJbG9oolOjCQsJqTNjHJDCCK8e9vndOsTw02vXOXmuNVcpNSXpaQVfEev3yi3EXl5eT7hVNAaSEkrtExvVXkV/yzbQ0CwlpEzh7ikYMw4lM07t35GzrE87HYHmgC113rBnlCoFF4Nt9Vk5aeXf0cbpPa4vz42i42S3FLGzR/Gtu/3uu2PiA9n/Q9b+PHF31BpFJTUqX3cGsiVMuxWdw8zbbCGQJ2WytIqTFVmzEYLmYdzyDycQ2FGMc+vWtSijFhS6stS0gq+o9dvlFuZCqsZtUyBUqns6Ka0G1LSCqev969v/uaX136nIL0YuUJOt6Ro7vroJnoOSUAURT648wvSU7Kcx3szyAEhWkKidFiqLFjMVoLDg9BFBJF5OKfBqWmbxUZFiQ2lWukxp7QnjBXuI2WlWoHVbGPVf9Y36RqngzeP76FnDOCWN6/l0ZkvuOSiBsg4nM3W33Yxad6Y076vlPqylLSC7+j1G+VWYmdRDm8e2kq+0YBGrmBqaBz3xMai6MQZfVqLkBAvGZe6KKej11BWxc+v/u4MG7Lb7GQdyeXj+7/m+ZWLyDtRwMmUzCZdy1xlwWq2MmhKMre/cx0yeXUfW9Dzriad31SDDJCdkue2LToxkuyj7ttbE4fdgSDgUkmpW1IMVz11MTK5DIvRPXbZbrGTdSSnRfeVUl+WklbwHb1d32K0AnqzkSJTldf9pRYTT+xdR0ppIYXmKjKryiktKeGVlL/bsZUdR1FR2xZj72w0V29Jbikf/OtLj3G8hRlFlOSW8uuby71mogqpXSetyQlit9opyixhw/+28ujMF/jrm03YLDYi41s/OUKfCa7TfUq1wnvay2bQlPwmogiJg7sz5rwRnHfb2Tyz7CFie0ajDdYQFuvehsDQAMbPGdmidkmpL0tJK/iOXr9RboASs5Fbt/zO/PU/M3/9T1y36VfSKvRux32Xtp/sKte1vCO2SnYU57ZXUzsUX/kF2lo0R++yj9bw6Izn+eeP3R73yxVylGoF25e7r9tCdRzu638/wZAzBrhnyXLAiT3pfHzv1yya8Ty3vHENKk3rTtFleRgp9xrao8XXFUWqC0qo5M4fG54Yc+4Ixp03gmM7TvDkBa/y9EWvk7ozjUsfmkNEXJjzOHWAitGzh5E4OKFF7ZJSX5aSVvAdvf7p6wZ4eOdqdhSfmg4rthh5ZNcavpt6MeVWM58e3UWGoYw8o3tO4BBBSb7DN+LiWorF0nAaxK5GXb02i40NP24ldVcaPYf0YNycEYREVo9sK0sN/PHBakpyS71eK2FAPMHhQdhtnvuKSqskODy4wbzWDruD9JQsvnz8R6597jI2//IPB//2Xp2oOQSGB7h8dtgdjD1vOH99s4mqssad0ORKufeQJhFsFjt9R/ciIi6M3atTMFed+rftlhRNdI8Ivvy/H6koqX7Hso7k8saNH/PU7w/yzPKH+PWtFRjKDEy5ZBwjZgw5faE1SKkvS0kr+I5ev1H2Qp6xkhMV7lmKTlbqWZubxntHtpNWWercLuA6kImWq1AFNs3T1dcxGpvuIdxWVJYa+PTBb8k8lINCKWPQlP5c/cTFzvXW1qRWb0VJJc9e8iYnUzIR7dVP/4tHf2DEjCHc88lN7Fyxj8JMD6knBQiJ0tFzSAJ3f3QTAHF9YznuoTzhgHF9+OH5X0k/kIUgExpM0nFsRxrHdqYRFhOCIBecbWqMmN5ROGwOj9PrYXGuIUZ2m4Nn5r2J1dL4unRUjwgGTujL+h+2NnhcWUEF//fLvfz5yVq2LtmJyWAmKiGcBc9dxucPf+80yLUUZZXw86t/cOtb13JTTQKT1qIz9OX2QkpawXf0+o2yF4w2K1YPLqBWh4MfT6a4GGSoNsgqmRyLw45cEMhVijw7ZEr7NLaD6ej4P1EUeXH+OxzdfsK5Lf1gNobSKm57e0Gr369W75f/9yNpe10Ta9gsNrb/sZsHpjzN1U9e7PRUrktotI4nf3uAuD6n/t1ufOlKnr/sLSr1BpfjgiKD+PWtFV5H0m6I1Rm2moNMJqOy3OBxX8rKo27bmuIoFpkQzgurH0WhVHBsZxo5qflejy3O1XPfhH8TGBLIuPNHcMlDc5wZyIyVnpOltFVMdEf35fZESlrBd/T6jbIHTlaWkmOsIEYTSIXVdcojIVCHVfQ8AukXHM7U2ETiA3QMsCmJD/SNXKstpaPj/w5sOkL6gSyXbQ6bgwObjmCqNKEJ0rTq/Wr15hzz7oGcezyfr5/6mdjeMWQeynbZZzHZCI3WUVVu5KsnfiLjYBZKlZK598wm50QBBSeLGDy1P9PmT+SxWS803SCfJrmp+V5nFAbP7OcxTrkhNIFqbnr5SnQRwRgrTCgaKShht9opzi6lOLuUvLQCVFoVF941G4DohAhO7El3PUGA5JqqUq1NR/fl9kRKWsF39PqNch2MNiv37VjJQX0h5TYzkWotIUo1lVYLdkS6BwRzW/IYVuec8Hh+t4BgFvarrkSTm5vL7uJc9unzGR0Rz6CwqPaU0q6oVKoOvX9Oar7LWmQtpkoTFXpDqxvlWr0qTcO6c1Pz0Qa7L2FUlVXx2cPfkX0snxN1Sgym7c9g7r3ncMvr1fV9Mw5mUVnqeQTb2jjsnj2/DXrvUQeeUGlV3PXhDYycORSAn1/9nYwD2Y2cdQqL0cq2pbucRvna5y4j62guWUeqnSblCjl9R/finIVnNatdTaWj+3J7IiWt4Dt6/Ua5Di/s38TWwlMjriKzEZ1Sza3Jo4jWBDE9rheBChW9gkI5UFpInunUWlesJohbagyy2W7jnbQ9rC/LpcpmJVipYlR4HK+OmYFc6HoO78HBwR16/5EzBhMao6M0v9xle1hsqIuH7ukgiiI/vLCE3Sv3YzFbiekZxVXPzgVg2pUTObE3HZPBcypK8Jx8A2Dz4h1uDlDGChMb/reNC++ajSAI6CKC270we/116/zUppdjlClkXPPUxYw+d4RzW1Njr+tiNlpw2B1YTFYi4sJ49s9H+OPD1WQfzWXQ5P6cedVEl0xorUlH9+X2REpawXf0+o1yHQ6XucexlVvNZBjKuanG4AIkh0Tyyuiz+fDoTkrNJsLUGm7rN4YkXXWc6PtHdoDBSJWteu2twmphY346357YzzVJw9pHTDtSXFxMUFBQh90/snsEEy4Yxbrvt2CsKdgQFhvCnDtmttjR6+snf2b5J2uwmasNaPbRPCKTQ1iw6AqmXTERQ2kVP774m9e1T29480jOOpTD/ZOfIK5PN/atO3iqtnA7Ud+RrPeYBAqPN60so8PmYPfqFGbdeGb1tUTRbT29KZirzNw99nGsFiuh0SHMu+9cLn1oTrOvczp0dF9uT6SkFXxHr98o18HbqETmYfvgsBjeHXeux+NT9Pnora4eo3ZEthRmdUmjHBbWstFoa3D9i1cw9vyRrPlqI+oANRfcOZNuSTEtuqYoiuxatd9pkGtJWXOUjUnbOOuayZx329nMuG4q1ybe5XUKuLlkHc4j63DbZsxqKul7mpchq7Yus9Vs5cUr3uXYrrSmnyxUh1AVpJ8anZfklPL5w9+RMCCebr2bVhO5JXSGvtxeSEkr+I7erjeX2gKGhLm/9GEqDVf3Htqs6ygEOdFy97VElez0E+V3ZjpLqMGgycnc9dFN3PLGNY0aZIfDgclgRvTitAfVo1mDhzXdkNhgfnrtD2dKR5VWxc2vXdUl36b6IVGN0bMmscjPr/3B/vWHsNUbKQfotCjrJTiRyWXI5DLkCjl2i/sMQm3Gs/ags/Tl9kBKWsF39HbBr5HT56FBkzgztieR6gDUMjmJgSHc1HckfXTNS194XkJfYhSuRlklk3FxjwGt2dxOg8nUvKnbjkQURX586TcemPwU94z/N4umP8+WJTvcjjOUVfHMxW96rLqkiw6iKLOYV655n0q9gapyI3vXHSI6IRJ1gAq5QobQyX9/yRQCusjGp/J00d6PkSlkCLLqWSS5Uk7f0b25/JELADj6z3GP5/Qa2oPrX5hP8rgkohLCkcllOOwOHHZHg3WTm1MtqyX4Ul9uKVLSCr6j1z99XQeVXM7rY2ZRYDJQaKoiKTgMjbz5/0QXJCSzPvM4QtWphCIWh4Nv0vYzOaZHuzvvtDW+Ev8H8Ocnf7H03ZVOb+2SHD3/WfQD3fvHkZAc5zzuo3u+4tBm9xhdOBW7m3u8gKXvr+LE7pPsXXvQ5Ri5Qo6dzpvRzWETMRsaz3DkKU4ZIL5fLPd/cStpezM48PcRBkzoy+RLxjnLJirUntN9KjVKzr52CmdfO4WXrnqXwszG16tlchkTLhrV6HGtgS/15ZYiJa3gO3olPVIWRZFvju/jhr+XsGDjYl5K2YTJbiNaE8ig0KjTMsgAdtFBqMnmlqp4e1E2u0q6Xj7svLzOsf7ZFDb/usMtfKo0v4wlb/3psq1+3HNdBs/s5/z7+K409m887HZMc2OLa0ecrY1SrUDm5dp2R+Nr4HW11tI9uRv/9/O9dE+OY8pl47n1rQWcMX+iSx3jWTdOIyjUNUVnYGgAM68/w/m5oexkTgQYfvZgxl/QPkbZl/pyS5GSVvAdvZIeKb9xcCs/njyAuSZH9b7SAk5UlPLh+PMaHM2KosimggxWZB8nVhvENUlDCVGdioUts5jJtblPtzmA/508yKiIOLd9voxG07pxwG2J1eTZG7jWa7uWhiYzyguqnfiUGiU5qfk4vFR3ag5nXzMZhUrJ8k/+avG16mI127wWfKi/3uuJWq1QvR4884YzuOjucwjQaRs8b9TMoVy26ELW/HcjFSWVBIUHctZVkxk9+5Sj46R5Y0nZeBiL0TVDWO2UdkCwljOvnsSCZy9rtJ2thS/15ZYiJa3gO3ola5RNdhvr8086DXItB/QF7NPnMyzc81SHKIo8tHM1m/IzMDmqv9RW5hzn5dEz6B8SCYBaLqfA5hvJz1sDrbbhL+jORHxyLCf2umaIkqvkjD7H1Su+9/BEr6kh9TnlCDKBfqN7kX6w6YkxvKFUK5n/f3NZ/73nHNGN5bxulBacWpZfQVyfGAZM7McV/3cRuohTsZ6iKLJr5X72rTtIvzFJTLhwlDMETRRFhk8fxIgZg9GFB6MOVCGrV1t88iVjObwtlZ1/7qMkV48uMpiBE/sy66YzKS+qZNiZAwjQuY62m4LNamPtN5vZt/YAuigd8+49l4j4pnne+lJfbilS0gq+o1eyRllvNrql0AQw2K0cLitiWHgsRpuVr0/s43BZEd0DdFzfdwSHygr5u+CUQQbIrCrn9QNb+HhidSxlgFzJCG0oxytdsyHJEOgbFMbNm5dSabUQoQngrgFj6auLcGtHhdXM58d2k1ZZSmJgKDf0He4yGu9M6PV6dDrfSCl6/QvzyTmWT/qBTGwWO9pgDUOmDuCM+RNcjrv5tasxlFaxd+1Bt1CnxOFxaJQazr9zJu8s/LTFbUoc3J3g8CC2L9/jcX9olA6jwYypmbHQrcH0GycxZ8E5btttFhuPn/cyJ/akIzpEln/yFz++tJQXVi2iMKuYD+/6L/knCxFkAt2SYrj7k5uI6u7azwVBYOGrV3Hpg+eTlpJJfN9YontEemzHzpX7WPHpWixGK71HJHLZwxeg8VDwxWF38OL8d0jZeMT53PasTuHuT26i35ikRvX6Ul9uKVLSCr6jV7JGOVITQJhKg97i+kUXqlIzJjIeg83Cws1LOVQnociGggxClRqMdvdpv9w65RsFQWB0jz4sP1KIwX5qai5WG8jnx/dSVbutvLrq1KcTLyBGe8rLVW82cvOW30l1VqlKZ1NBOh9PnEOEuvkjh7YmIsL9R0VnJSg0kOdWPMK233eRti+DUbOGkjzWPY+yJkjDoh/u4qUr32Xnin0u+05sz0SfWc7LV77XshEsEBIZzA0vzge8JxRJHNKd4uxStxzazbpPdDBlBc0r4hCVEMHoM0d43Pfts4tdq1qJkJuax8vXvo+hxOCyJl9RXMlbN33Ks38+7PFaoTEhjIjxXut25X/W892zizGUVv/IPbj5KKk703hy6QNuo+/Nv27n4OajLj+kCjOL+e7ZX3liyf2NSfapvtxSpKQVfEevZB29lDI5FycOJER56te2XBAYGd6N3sFhfHZ0t4tBhupCFXv1np0FAhSu3qZDA0L5dOIFzIpLYlRYLJHqAHKMlacMcg1ZVRV8fHSXy7b3Dm+vY5CrOVFZylsHtzVbZ3tQUdE2FXvaCplcxoQLR3Pl4/M8GuS63Pz61SQMiHOuywpygZg+EdgsthYbZIBJl4ylz8heACSNcE+WL1fJGT17OAkD4047O5kgE6jUu9f8bgiFUs5tb18LSneNVeVVrPh0rcfzDm46QtYxd2fGnNQ88k4UNKsNUD0NvvrLDU6DXMvxPen888cet+N3rdqPzVOsc15pk+7na325JUhJK/iOXsmOlAGu7D2EnoEhPL5nLWUWM3ZR5EBpIe8c+oejFZ5z/nr6GlbJ5IyLjOfVlM3oLUbOT+hHnMVB/27deHHU2dzw9xKKzN4T+2dXueZszqz3uZacqs7ZqTqyeHhZYTmfPPANOcfyUKgUDJ7aunWUw2JDeW7FIv78dC0ZB7PIPVFAYFjrzVbs/esAyz5aw/E9Jyk4WURQeCDmKgtWk5XAkAD6ju5N1uFsdi7fd9oZw0SHSHNPtdnsFGaXEJzoqtXhcPDQtGe9p88U8ZgAxG53YLM0P+Wm3WanssQ9gYvVZOXw1mOMnzPSZXt8324er9OYY1otHdmX2xspaQXf0StpowywKu8EJXWmsPNNBn48mUJkM6aJw1QafkhLwVJTf3ld3klmRCfyeI8EjDYb2Y0Y070l+Vy7aTFPDptG7+AwQpXua2UAOpXn7R1NR8X/ORwOXpj/jktpv8xDORgrTNzyxjWtdh9NoJqL7q6uWvTkha95jd09HbKP5vHFoz+4bNPqtASFBWC3OTi6PZX96w+5hVgp1UoCw7SUF1YiCELrl3cU4ZP7vmH+vy8k8bZTI/iVn62jIN09R3xjxCRGEp/s2WA2hEKpIDgiiKJs15kjlUbJoEnJbsefe/N0/v75H2dVKYCAEC3TrpjYpPv5SixrayAlreA7eiU7fV3L4VL3L5hKm5WThqYVipchkG8yOA0yQJXdhlVfzkVrvue/qXtRyhr+ZzY5bOzXF7Bo12ocosjCfqOI1QS6HBOjCeTmfiO9XKFj6aj4v10r95N52DU3s91mrw6zMVm9nNUyRs8e6jF2tzUxlhvR55ZRXlhBVbnJo8G1mq1UlZtqsmG1TZISm8VGdkY25cWnflT+9c3fzbqGTCHQvX8cC1+7+rST5sy6cRrB4a6ZxfqM6sWo2e7pb7XBGh75/l+MOXc4iYO7kzyuD9c+fSmzbpjWpHv5SixrayAlreA7els0UhYE4VLgSWAAMFYUxR119i0CbgTswF2iKK5oyb3aipauCjq8XCHfbiHLWsE3aftIDAolm8annk9WlrK7OJdRkXG8MnoGHxzZid5iJFSl4ZZ+o+gf0jlrMndUqEHu8XysHoyvyWCmqtyISuM5q5Q3KvUG/vhgFQWZxUyaO4YRM4a4GZLZN57J8Qc819NuDHWACovR2mC+7eZgqUmC0kqX80j24Xy2Ld2FucrC8T0nsZiaPgWoUMq55ulLmHnDNJfEIs3lrKsnE50YyR8frsZcZSF5TG/m3neem5NXLdE9Innwq9tP616+EjbTGkhJK/iO3pZOX6cA84CP6m4UBGEgMB8YBMQBqwVB6CeKYpvlHTygL+DrE/swO+zMjktiRlxSk36Zx2qCOFLe9JqxdRHwbtTLxGpjUWW3oZbLOSu2F4fKCrHY7YSrtWRUlmIWXRf6bA4HxhpHsMFhMbw33nMVqs5GRxUPH33OcJa8vYLyItcfPOGxoYRENa926sn9Gbx2/UfkpxUC8M/S3Qw7axBhsToObDqK1WIjtlc0N79+NVFxEai0SrekF7UERwQR2zOK3BMFVOoNCDIBuUKGxdR6Brm9MFeY+e2dlRRkFFU7tjVjsBsRF+aW6et0GTylP4On9G/xdRqjo/pyRyAlreA7eltklEVRPAQeSx5eCHwviqIZSBMEIRUYC2xpyf288b+TB3j/yA5Ka9aGNxdk8ndhFk8Nn9boudcmDWNjQTqn40LT0NdrX0UgqbZq5y6HKPLamJkYbBYqrRae37eR4xXuOX8TAkMYExl/Gi3pWMrKyggNDW33+3brHc2EC0ez4cdTdZTD48K4+IGGM7J54svH/+c0yABmo4Udf+5FFEWnl3V+WiHPzHuDPlMTvBpkqPaifvSHu3n83Jc4su04okP06BHsC/QYHsfG/9Qp2FHT6RUqRaOOW6NmD3VzsLKYrHz64Dcc23ECu81BfL9Ybn3zWkKiOkf8aEf15Y5ASlrBd/S2laNXPFA3PVFWzTY3CgoKuPHGG1EoFNjtdubNm8cdd9xBXl4egYGByOVyysvLiYqKoqSkBFEUiYqKIj8/n6CgIByiSHpGBjKbnZmaSGyiSIq1AkVJOYdzMolUaTEYDMTGxpKXl4dSqSQkJISioiJCQkLo7pBzdWhPfi3LYpI6jHKHjQy7kWGqEA5YyomWqwmXKdls1jNRHUaJw0qB3Ux/ZRAp1gp6yLXoZAr+NuuZpA6jwG6hTLQSLCjoJlPTVxlIEoGUVhkoKyxiR0UhxSUlzNJEsdNSxmBlMApB4KC9inti+lNZWkYlUFlZSUxMDIWFhQiCQHh4OIWFheh0Oux2e4OaLBYLRqPRuV+lUhEcHExxcTFhYWEYjUZMJpNzv0ajQavVotfriYiIoKKiAovF4tyv1WpRqVSUlZURGRlJWVkZVqvVuV+hUKDX6xt8TrSRprPvmMjoC4ZwYMthAsO1jJ0+CotgJj8/v1mawnoHMy5+GCkrjzJ4Zj+K0vVYTTa6JUdxZGMavUZ3R66UcXRjGgqNgl5jugMQnRTBwb9SSZ7aC7vVQdqOLIK6a9i2cgeqUCXj5p+6prHCTHZKHn0mJJKVkkdgeABhcToOrT3OgLOSMJRUkZ9aTO8xCaTvySEsTocuOsh5fnlBJfqcchKHx3FieyYxfSIIDAtw7tfnlGMoqaL74FhSt6QTPzgWbbC6UU1HNqQx8Kw+FBwvdtOkDlQRGq8jeUovco8UotQoiEwMoyrPTL9pPck8kMPxfzLcNKWsPEpQgpbc3FyXvvfru8sxOgyUFpU5NX300H+5/Mk5p9X3mvId0Zy+Z7VaycnJ6dD3qbU1eXufrFYrZrO5S2lq6DkJgkB6enqn0NQQQmPTaYIgrAY8ua09Jorikppj1gEP1K4pC4LwHrBFFMWvaz5/BiwTRfHn+hfZsmWL2L//6U9L5VZVcNXGX9ySgAA8MngSl/ca3Og18qoqeGLPOtINZThEB0a7HbvowGS3EaBQMi9hAHGBwbyashm7l/GxSiZncEgURoeNTEM5I+VBbDCfGg33CNTxxLBpfHZsF5sL3YsdDAmL5r+T5zZDeechJyeHuDjfzuf90BnPcDIls0nHDj2vP/v+cC9CUZfkcUlkHsppUslBpUbhNSd3RzNy3mB2/ZLitl2ukGFvJOd30vBEXljzmPNzpd7Ag2c8TXG23uU4lVbFoz/8i4EevKnbm67Ql5uKlLRC59K7a9eundOnTx/taV+jI2VRFM8+jXtmAQl1PncHcrwc2yJCVRoCFSo3oxwgV9LPQ/rKWtIrSvkl8zChKg2XJA7go4lzMNgs3L3tT3bWqeRksFn5Kz+NV0fNIEChpMJLTusQpZo3xs4mWKliY346fx3Y67I/w1DOawe2EKX27GyglTXPKakzYbW2jadzezL2/OHkHM/HYmzYkSkgREt4nPfsU7VYTFaiekSQnuK92lQtndUgAyjVnteDGzPIAAq169eLPr+Mqgr3HykWo4XCrMZLOLYHXaEvNxUpaQXf0dtW09e/Ad8KgvA61Y5efYF/2uJGWoWSSdEJLM44jKVOcYmBoZEM91JU4v3D2/kp/aDTkP+Sfognh51Bv5AIsjwk7siuquC+HSu9GmSAMLWWcquZ1IoS0g1lrDW6h1rlGStZ0GcYe/T5lFnNzu2BciXnJ/RtsubOhq/E/zXExQ+cj0wuZ9vSXZgMJoqySjwmyFAo5OxaetDDFVwJDg/iortm8cqCDzE2YbTcGVGqFaSsOL2YbKVaSWlBOfdNfIKg0EBCY0NIT8nEZDC7HRsZH8aI6dUzWjuW7+WvrzficIhMungsky8e2671x7tCX24qUtIKvqO3pSFRc4F3gCjgD0EQ9oiiOEsUxQOCIPwIHARswB1t6Xn98OBJRGoC2Jifjs0h0j8kggcGTfT4MucbK1mccchlZJ1VVc4bB7fywfjzvN6jxOT9izVUqUEAFmz6lVKLkRClhsnqMJaZCl2OU8nlTIjqzu3JY/gp4yClZhPBSjWz45OYk9DxU3enS15eHomJ7ikifQlBEJh337nMu+9cHHYH94z/t8e0kOXFlYybP4xt3+/1cJVqIuLCuOzhOfQbk0REt1CyOrFR1gSq6Tk4gdQ9J91KOTpEkcEz+zWotS7aYA3aIA0KtYLywgoXxzlvBEcEcdY1U9BFBvPdc7+y/OO/nIU3UjYe5vDWVBa+elXzhZ0mXaEvNxUpaQXf0dtS7+vFwGIv+54DnmvJ9ZuKIAjc1HckN/VtPLnGypzjFJndvyTzTQasooPeQWHkm1zT+sVoAikyeU6TqZUpsDnsLmFVequJXNynoweGRBGsVHNZr0HMiOvNqymbya4qZ3dJHhvzM5gS06PR9ndGAgMDGz/Ih5DJZSSPTfKaq7koXe9xuy4yiAET+nLJg+eTOKh69Uauank4UFsS1zeWkrxSj7WV7Ra7V631CYnWcffHN9F7WCIf3vMlW5fsavScyO7hLPrxLhKS4zBWmNj8y3aXSlgWo5Wdf+7lkgfOIyw2tMmaWkJX68sNISWt4Dt6JZdmM0YThEKQYasXI6yWy9HKFTw78iwe2LGS4xV6LHY78QHB3DlgLIt2rsHucP/iMnrYBmAUHYSpNKhlChQygYGhUTw5bBoAZruN27f+weE6hvxQWSEPDJrIed3bNltUWyCXd27Dczrc/PrVOOwOjm4/jsVkxVBa5cwS5nENWKgOx5p+zRSnQQYYesYA0vc3vq7cEQSFBRIcEeiSprQ+TVnvVmmUxPeLZclbf9J/Qh8MpU2bGeiWFENCcrXjTe7xfPQeikaU5JaStj+j3YxyV+zL3pCSVvAdvZIzymd260nPY6EuVZgEYGhYDFqFEq1CyeeTLiS9sgyDzUI/XQQKmYy4gGBOVDZt1ADQSxFAYriOJ4adgUImQyk71SF+ST/E0XoJS0otZn5IO+CTRrm8vJywsKYVkfcVlGol//rwRixGC/s3HuKNGz527uuWHEXG7np+iyKc3JfJK9d+QL/RvRk9exjn3HIWly+6kNVfbnTGUbc26iA15kr3ddqm4BBFDmxqeM3Yo9Z6WExWDtZcZ+/agyjVjX+tyBQyhp450Pk5qkcEushgiuo5fOkig+ner/08ZrtiX/aGlLSC7+iVXO5rpUzOG2NmMTYyjjhtEImBIcxJSHaOYqF6JLtfn89efR7lNQ5ZA0I8F1/3xmF7FZf3HIRWoXQxyAAppYUek5UUmgyUeJha7+xERXXO9J+tgUqr4u+ft7skCzmyMc3r8VaTlQObjvD1kz/z1sJPUWlUvLHlabond0OhkqMOaHlWIaVaQVzfGEJjQwgKOf2KVVWlVR6nrevSkFZvWM02lGoFguyUT4c2SONMJBIYGsDoWcOYc/sM5/7g8CCGThvoMt0vkwsMmNCX6MTmvXstoSv35fpISSv4jl7JjZQBugfq+GjCHGwOB3JBcHEIS9EX8PietWRWlmFH5L+p+xgbGcfWQtcYVhl4NKwCEB+g44rwXoyI8FwVZ3REHCtyUrHXixHPMxm4YsPPjI2M56nh05C1o9dpSygpKSEgoPXKGXY26peB7DW6O7uzG/bAttvspGw4TOaRbHJTC7DbHThsDgSZgCATWlSLWROkIa5PLDuWN80BqyX0Gt2dvXmHSRzUHVOVmeKskiYV+xBFkbn3nUve8Xx6Dk5g9k1nknuigGM7TpA8rg+Jg7q7nXPzG1cT2yuK3atTcDgcDJqczKUPzWkLWV7p6n25LlLSCr6jV5JGuRZFvYT2oijyYsomTlaWOrflmSpZnp2Ktf4atExOiEpDXh2nsJ6BIdw/aCLDw2PR5+V7ve/5CX1ZknmYvXr3YwpMBv7MTiUhIJibkz3Glnc6fC2fc3M5/7YZ7F6dQkVxJQByZdMmmCpKKnnqgtewmKyYaqaYHa0Qk1xRXNkuBhmqtYbG6Hjxr8ewWWzcNvSRJhllQRCYeNFoegw4lciv19Ae9Brq3ZlRJpNx0T3ncNE957RK20+Hrt6X6yIlreA7eiU3fd0QheYqcqsq3bbXN8gARoedabE9ubr3EM6ISeSGPsP5cML57NXn8eiuNXxflEaB0b04O1RPoX8w/jwW9h1JmErjtt8mOthS1DmdgzzhK9NCp0vPIQnMu+9cuvWJQR2gIvdgUZMNc3lRpdMg+yJHNqShDdLgcDh44oJX3Ip/eCO2dzTdT6N+ckfT1ftyXaSkFXxHr6RHyvXRyhWN1j6uRSXIGREey8z4PgBU2azctPk3DpVVJw05RxPFjZuX8MaY2fTRuec6PVxWxLHyYq+/3nzkRx0A+fn5PhH/1xLOu/VsZlx3BjmpeVjkRl679BP0uU2rue3LDDyrDwdWpvLrm39yfJd3L+26JdOiEyO57rnLvZZW7MxIoS/XIiWt4Dt6fe+taUOClWqSPaTmDFNpCJC7xh33DQlnelxv5+cvj+9xGmSATLuRrKoK3jm8ze16K7NTeWDHKtblp1NqdR9FyREYHdE5crQ2hdrE610dlUZJz8EJhIWHYanyMIUrVI8QOz0CKDVKlBoFmkA1Mb2iSBjouTpZwfFiKvUG1n69qeF1cLG6XnS3PjFYLTb+s+h7PrjrSypK3GeePJF7ooBPHviG9+74D8d2nl696tZAKn0ZpKUVfEev3yjX47mR0zkjJpFumiCi1AEMC4vh4wnnc8/A8YwIj2VgaBRzuvfj/XHnIRdO/fMdKfNck9lT0pGvT+ynxOLZyzpCpeXMbr241UfWk6VIUU4JNquHtWERLn/kAqJ6eM+53ikQq73EHTaRmTdM440tT+GwN5BwT4Si7MbDAc1VFnJT89HnlpJ1JJe13/zNfROewFDmOfFOLeu+28yTc15h1X/Ws/77LTx/2dt8+8wvzVXlx0+XwD99XY8gpYo3x87GYLNgdTgIrVnz7aOL4NKeA72eF6t1/RWWINeSYq0kWKl2O1bvxSBPiOrO/w2dSlxAcAsUtD+VlZVERHRyQ3SalBaU88MLSyjMKCYsNoTLFl2AoIKAYC3mKtdc6Fqdlvjkbsy6YRq/v7+K0oLqPOot9bZuK+w2OztX7GXNVxsxlHo2nNFJEaRtz8JhP52K41BWVMF/Fn3Pne/f4LUNv727En3eqaUAQ2kVG37cxrm3nE1odPvWWe7Kfbk+UtIKvqPXb5S9EKhoXjzpwn4j2VKYRYah+stlm6WUCLWWBX2GuR0bqtKSVeXqMKMQZMzoluRzBhkgJiamo5vQJpQWlPPkBa+ScyzPue3wtlQe+v52eg9PZOeKfS7H9xzUnZ6DE+g5OIGx549gxWfrUGtVHNx8lMNbU9u7+U0i/2QRNot3j/CDf7W83Qc2HWnw/iW5pW7bS3L07F9/kCmXjm/x/ZtDV+3LnpCSVvAdvX6j3EpEqAN4e+xs3j60jXyTgfFyHWP69mdclHs85vxeg3gtpRy99VSWp/4hkT5bKaqwsJCEhITGD/QxfnhhiYtBBshPK+TvP7Zxz6cL+fSBb0ndnYbDLpI4MJ6b37zGeVxsr2gWPHsZAGWF5bx+w0dkHcnFZrERGR+OUqOkIKMIQ2kV0YmRVJUbnSFXrY1SrSAiPpz8k4VuI/aGDDJA8tRe7PjJvZ5yc9AGa/juuV85+k8qCqWCc2+ZzvCzB3NsxwkObj6KUuX+NaQJUlOSW8bLV72HKIpMuXQcEy4a3eYVo7pqX/aElLSC7+j1G+VWJDEolNfGzAIgKyuL7h4MMsB53fsRpQ7gqxP7MNpt9NNFcHvyGLfMX75Ce5bWa08KMzz7CRhKq1AHqLnj/eubdJ2QKB1PLX2QgowizFUW4vvFIpPJnPmeewyK597xT7Rm010YNKU/j/5wF5899C1bl+ykrIlhTQB26+lNW9ciyASKsvQsfn2Zc9u+9QeJjA+nsrQKY4UJhYeiHQE6LT+9+jvmmlKPKRuqK0bd8NIVLWqPJ0rzy8g4nE18n25dti97QkpawXf0+o1yGxEe7h4GVZexUd0Z68Vo+xqNafVVwmJCPG43Fp1e3HF0D9d0kd2SYuiWFMOPL/xGWWHTDWVzqc27fePLVzLjuqk8MedVr2vI9Unbcfrx8oJMQK6QuVR+AhAdUJh5Kse1zeLqZKYJVOOwO5wGGcBstLB9+R76j+/D379sx2F3MPGi0Uy+dBxlhRWs+e9GBJnA2QumoIto2hKQKIp8cv837Fq5n5JcPaHROkadP5SFL13tk+FczaWrvrfe8BW9fqPcRhQWFvpETFxr0FW1XrboAg5vSyX/5Km6wJEJ4UxdMLZV73No67FWvV596haIMJQZm2yQAZKn9GpyPeX6qLUqTIbm/4AxGcyYqtzPK87W88Fd/8Vcs2/f+kOs+u9GCjOKKK7xDv/p1d8ZOX0wd32yEJXGvXxqXdZ9u5n1P2zBWpOhrLSgHIOpkiVv/cnce89tdrt9ja763nrDV/R2/Z+DHYRO175eox1JV9UalRDBY/+7mwkXjab/+D6MPW8ED397JwlJp2Y4HHYHm37exkf3fsWGH7ditzUQWuQFmbztptU0wRqmzZ/g/BwSratO9NFEco8UNn5QG+BppCrIBKdBhuqwrqPbUp0GGcBmtvHPsj28MP/tRtMqbl6yw2mQa8k5VMDevxrOa95V6KrvrTd8Ra9/pNxG2BuK++xidGWtsb2jufezm122FRVVJ4kxV5l57tK3SN2Vhs1iZ933m1n52Tr+7+d70AS5p0/1hi6ybTzulRolc+85h6mXnzLKNovNmXmradc4va8IpVqBOuD0RsoA2iA15ioLNmt13xJkIBME7PUa7/ASanZ0+wn2/nWA4dMHe72HpzVGpca1ulVXpiu/t57wFb3+kXIbYTB4znvdFZGSVjil96dXfufw1lTnmqjdYufojhN8//ySZl1P7yEkqCGCwgLRBrnHv9dFE6TmiscuYm694g7ZR3Obda/IxKbXn5UrZciV1U5bVrONssIKtwpbTSWsWxgXP3A+/cf3IXlcEuffNoPwuKa3xWqycmhLw8sCUy4Zh1rrGvoYnRTOqFlDTqvNvoZU39vOjn+k3EbExsZ2dBPaDSlphVN6T+zxnAv6ZEqmx+3ecDQx0XlEXBh2m53A0AACdAGYq8xU6g1oAtX0G5tEeVEFhZnFIMLoc4dz3m1nu11j00//NKttKSuPNvlYT57aDrvDJS92UzEZTJx7y3QufuA857b9Gw9X62sCaq2KARMaDjGcfMlYju9JZ/uy3ejzywiJDCZYE8J5t81o8LyuglTf286Of6TcRuTl5TV+UBdBSlrhlN6KUi9VwBpxMKpP72GJNBatERKtw2QwUVpQTvbRPI7tOIHdZueZ5Q9zyYPnU1FSSaXegLHCRG5aAX9+8hePzXyRgswil+vU94RujMEz+zXreI+cRjIzi9GKodzVIU0T6Hl2oHZ0Xpe+o3sx7KxBDd5DEASue+4yXl73OE8vfZCX1v4fM26f7DOhMy1Fqu9tZ8c/Um4jlMrmfTH7MlLSCqf0WowWj/v7DHf38Dy8LZUlb/+JqdJM4qDuXPbIBQTotPz40m9s+XWHS1UwdYCKgGAtuqhgBJlAZFw4hVnFpKe4hidlH83j9es+JOtILuZ6bbGZbaTuSuPdWz/n6T8eIutoLt8/u5jMI82bvjZWdEzZyfBuoShVCvR5pYTFhlKSo6eyxPOPoPopQIPCA7nn05ubbFwDQwLoM6oXAJXmtgtN62xI9b3t7PiNchsREuI5xrUrIiWtUK3X4XBgNXnOhlWhdzUe237fxacPfEtZYXUu7AObjnDkn+Pc/MbVrPhsnVsmr55DuvPMskdctt030XNykYzDOW4exHXJO1HAsZ0neGvhpxSkF7ntF2QCCpXC6zWyU9p/dKGLDMJuc/DQtGdw2EUEAex2h8eMZ57yilfqDaz9bjMX/mtWs+8tpb4sJa3gO3r909dtRK2HrhSQklao1iuTyQgKC3Tbp1DJCesWyn///T9Wfr4Oi9HC0ndXOg1yLWn7M/ji0R88GprUXelYza5GMtRDIhOZXGjQIEN1Xe6l767yaJABEgbEsei7fzFgQl9ConVuU8R9JniO6wwKD0SubJuvj0p9FZmHstHnlVFWWE5pQbnbv5NCpSC+XyyBOq37BUTIPpJzWveWUl+WklbwHb1+o9xG+MqvstZASlrhlN6Z15/hZpgDQwL4/b1V/P7eKj57+DtuH76IY7vS3K7hsDmo8DIda7faWf/DFpdtVz4+j6iEOhVuBNBFBDfq3dwtKRpjheeqZAAZB7N565ZPqaow0ntYIhPnjSEoNMC5P8vLSFkbqG5xCk5vNKUiVUyvKF5Z/2+vdaCP7TpJfnrzY6yl1JelpBV8R69/+rqNsFg8rzd2RaSkFU7pnX7tFEJjQljx2VrMVRZ0UcHsW3vIaQRFh0i5lzzTMrnA5IvH8OOLv+Gwu3tCZdVb++0zsidP/fEgv7y2jLLCcvLSCsg6kuuxJKQgE9AEqonrG8udH9zA0ndXsnetl4QYIpQVlFNWUO5cs1ZqTjlOBYYHeDytMKvE4/amIlfKsVtPP25UrVWhUCm46t/zeHPhJxRlurYn+0guD0x5moT+cfQf34fLH7mANV9tYt+6g6gD1Fx410x6D+vpdl0p9WUpaQXf0es3ym2E0eh9dNLVkJJWcNU7atZQRs0aCsBH937V4Ki0Lr2GJjLnjpms/2Eruan5Lvs0QWomXDjK7ZzI+HBufv1q8k8W8tisF90MskIp59xbz2LMuSPQBGroMTAeQRC49OE57Ft7kNwTBU1qm9V0yliGxXnJgtSC8tBKtYImRoF5RKaQMXhKfwD6jUnijnev47lL3nImGqnFbDCTujON1F1p/PXVJqoqjM52H/z7KNc9dxmTLnZNmdqUvpx/shCbxUZc31if9tSW8nvbmfEb5TbCV2LiWgMpaQXvesNjQ5t0flRCBI//ci9KtZKFr1zJe//6guKs6lSRKq2SkTOGkDy2j9fzs4/lehyBy+QyJl40lt71vL91EcE8u+IRXpj/Dif3ZzZarrEudeOUtcHqZnljK9UKrGb3e3na1hBB4YGo1EpMVRYCdVoGTu7HlY/PpaywnGUfriE7tRFnNBGqyl2/kMsKy1n6/ioGTUlm8RvLKcwspuegBGbfOs3rZQoyi3h74afkpObjsDuI6RnFLW9eQ+9hnT+fsif8723nxG+U24i8vDyfSH7eGkhJK3jXe87NZ7Hhx60uBSzqI1PIOPeW6QTUOCgNnjqA55Y/wpJ3VlBeVMGkeWMYNXtYg/fvPawn4XFhlOToXbaHdQslro/nQu7B4UE8v3IRJTl6Vv5nPX9+tpaqssZHDoNn9nMWpAgIDWzUKGuDNWgCNYR3C8VispB56PQcrqB6Gn7secO5/Z3rUWoUFKQXExodTIAugJ0r9/H2zZ86K2CdDsU5ev593ivk1cwg7Fi+lwprOVfcc7Hz+dTlnZs/4+j2E87PafsyeP+OL3h5/eOnnbmsI/G/t50Tv1FuI1QqVeMHdRGkpBW86w0KC+RfH93IV//+H8XZepRqJSaDicpSA1aTDW2whoET+zF74Zku54XHhXH9C/ObfP/QaB3jzhvOX9/8jbmqep1Mq9My5ZJxjebcDo8LY/5jFxESreOPD1Z79cquxaCvTuARGBpAr0HdKc70vpYc3TOS1/9+EqvZRoBOy+vXfdgioyw6RArSi9AEqREEAX1+KZ899A1lRRVkHcnFYWuZo5nFaKGswNUrPvtwLr++tZwrH5/n3OZwOFj33WaPmdpyjudxYNNhhpwxsEVt6Qj8723nxG+U24jg4LYpMtAZkZJWaFhvv9G9eWbZw9gsNmemqd2r9pO6K42hZw6i/zjv09LN4boX5jNwUjIbftyKIBOYsWBqoxms6nLOwrM44/IJvHv7f9ixfI/X4/JTi5HJZby66QnSU7LY8ec+j8fF9Y2hx4Du6PPLiEmMAqpLX+5cuc+tXnItCpXc675aTqZkce/4fyOTyyjMKsZsaB1nHZlMRoBO6zbSzk8tRuk49cOmOEfPy1e/R+ahHI/T/g67iK2NvNDbGv972znxG+U2ori4mKCgoI5uRrsgJa3QNL0K1alXa+TMoYycObRV2yAIAuPmjGTcnJGnfY0AnZY737+epy96jRP7MpxOUAqVHFEEURTpP7U3M945i4huYRRn65ErZNg9jFBzjuWTcyyf9AOZPPX7Q4RG60joH88Fd85kydsr3M4R5AK6yGBKckobbKPoEMmp5wjXXJRqpUvctyATmHr5ePT5pS5lHwF6j0kgQH7q2X5871ek7c3weu3Y3tEMnpLcovZ1FP73tnPiN8ptRFhY0yva+DpS0gq+p9fhcPDHB6vZs+YAgkxgyqXjOKOmnGOATstTvz/I8o//4sTedLolxXDBv2YRGBKAKIpUVFQ469Ae3X7co0GuS+7xAn5+9Q9ufPkKAOY/NpfY3jGs/WYTxdmlmI0WYntHMfqc4SQNT+TVBR9SVVbV4DVbijpQhcPhQHSIqAPUzL1nNhfdcw4HNh0h/UAWpfmnprDL8wwsePsKjBUm9q076Jba1IkAcX1iWPDsZSjVvpG+sT6+1o9biq/o9RvlNsJoNPpMUe2WIiWt4Ht63775M7Yt3YXdVj1VfGTbcTIP5XD1kxcDoA5Qc1G9Eo9QPRqvq3XAhL4E6LRunsz1KcpyreQ07YqJTLtiosdjz1l4Jn98uBpTZdvl2K6bM9tYYeTYzupkLoMmJ3Pn+zew5O0VGEqrCI3RMe2G8Sx56092rdxfXZHKS8TTpIvHcsc717nMiPgavtaPW4qv6PU9l0EfwWQ6fa9QX0NKWsG39OafLCRl42GnQQYwV5nZ9vuuJlWMqqs1aXhPBkzoi0zecGxuwoC4Jrfv8kUX8uBXt6NppD60J6J6RBASHYxKq0QXEcSQM/oz9MyBhMWGoA3WIlN4/npL25fhXEseOm0gj/9yL0/+dj9Ws41ty3ex4rN1p0pEeoinjkqI4PrnLvdpgwy+1Y9bA1/R69u9qhPjKzFxrYGUtIJv6U3dddJjTHN5UQWFWSUk9G/YgNbX+sB/b+O3d1aQsvEIVrOVnOP5lBeeun7i4O5cdPfsZrVxyNQBjJw5lC2LdyA2MatIgE7Lw9/cSY+B8ZirqkfZ6oBqw16aX8bmJTv44tEfPJ5rtdiwmq1og085dH3y4DfsX3+IwP0ecmlTHQMeGBpAZHwY8x+9CF2kd6chh91BaX4ZQeFBqJpZxrM98aV+3Br4il6/UW4jfCUmrjWQklbwLb29hyeiiwx2M8y6iGCiuoc3en59rXKFnLn3nsvce88FoDCzmJ9e/h19fhnd+3dj7r3nYDHZUKqtzVprddgdTTbIUJ0M5JVr3uednc+hDlBTkqPn84e/pzhXT3SPSKJ7RHjNOhYeG+pmVE/urw53qhuX7XJOt1D+vfg+YnpFNZjFa81XG1n20RrKCisI0GkZefYQFjx/WafM/OVL/bg18BW9fqPcRmg0DceLdiWkpBV8S2+3Gu/gbUt3O6ew1QEqxp43otGYZmhca1RCBLe9swCAv77exFMXvk5ZQTkBOg2jZg3jmqcvadAgORwO/vfiUvasTmmGqmoKs4opzS/DbLLw3CVvknfiVNKWmF5RhMboXJy4oDrL2K1vXeN2rdo2lhe4V+0C6DW0B7G9oxtsz4m96Xz37K/OH0DlRRWs+nI9IdHBzh8x+9YdZPWXG0GAWTdMI2l4Iut/2IqhrIppV0wkvFtok/W3FF/qx62Br+j1G+U2Qqv1PA3WFZGSVvA9vXd9dBO/D1vFnr8OIJMJTL5knFfHq/o0VeuJvel8+8xip0EqKyxn5efrCI3WcUEDdY0/uvsrNvy41WXNu6k4bA4O/H2Urb/tcDHIAPlphYRE65DJBWfBjwCdhns/v4VeQ91HS31H9ybjYDb6HFcjjgyiukdw2zvXOjcVZ+sRZIKbAV363iq3GQmr2cbOFfuYe++5fPvMYlZ8tta5nr1nTQoKpYLKUgOIsOLzdcy5fQbTrphIVYWRqISINh1h+1o/bim+otdvlNsIvV7vE55+rYGUtILv6ZXJZVzwr1kNGkdvNFXr0vdWuhkki8nKP8v2eL2voazKzQmtOSjUClQBKnZ7GWWXF5a7FL4ICNbSY0B1qUd9XikOu0hEfHWYzPUvzKe8qIKAOBV5RwpPTX07QJ9byo8vLmX2TWfx3h3/If9kIYIg0K1PNHd9dBOR8dXLAFaT58QmhZnFFGYW8ffP/7gkK6n2OD/lda7PLeX7535l6bsrsVntRMSHcfWTFzN0mvdsYeYqM8XZeiK7h6PSNi9jla/145biK3pbZJQFQbgUeBIYAIwVRXFHzfaewCHgSM2hW0VRvLUl9/I1IiIiGj+oiyAlrSAtvU3VajFaPW5vqPiFPq+sepTYAIIAAyf1w1xlIXXXSZd9/Ub3Zs0XG7zeu/4SdVG2nh9f+o2c1HxyU/NxOERiekZx+7sLiO/bjQe/up0VX61lo2yHS01nm9XOvrUHObTlmEvccllhOW/e+DHP/vkIABPnjmH36gMuiUpqdT4y/TkqihvWCtU/ZCymMgAqSir5+P5veHntYwTo3EtofvPUz2xbuouK4kqCo4KZNHcMly+6sEa7yK9vLmfrbzsxGcxExIVz7TOX0nNIgvN8wSrnh+d/JTgimLOumtSk5Qxfxlfe25aGRKUA84ANHvYdF0VxeM1/kjLIABUVnuvodkWkpBWkpbepWsdfMBKlB0/jxMHdvZ4T0zOSsJhGCs8LAuffPpNnlj/MebedTc8hCSQO6s4Z8yfwyLd3UpDhJXe3l1nff/7Yw6HNxygtKKe8qIJjO07w5sJPcTiqjbDFZnYxyLVUlhrIOeZejSr7WJ4z49j4C0cxbs4ItB6KWVQUG05rKrrgZCFr/rvRbfvab/7mz0/XkZdWiKHcSN7xAv74cDWbf90BwG9vr+CX15eRti+T3OMFpGw8zOs3fEilvvqHwU+v/M4PLy/m59eW8cWjP/DQWc9ydPvxZrfPl/CV97ZFI2VRFA8BndKzsKPxlYLarYGUtIK09DZV6+RLxrFrVQp7/zpApd6AWqui59AeXPfs5V7PUaqVTL92CovfWO40FvWJ7R3NkDMGIFfIWfDsZW77vU3ZBoUEUFnqmilMpVG6jWIBco/lsXftQVJ3pGFVm9EGqTHWS2YSFBZEpd4985jdasdsNPPtM4vZsXwPpkozCoXcY5tEUaz+sdDMWtKekrX8/cs/zlCwWkyVZtZ9t5mJF41my287ncVKask7UcjS91cx6/ozWPXFevpN63lq3/ECvnjsR55fuah5jfMhfOW9bcs15V6CIOwGyoH/E0XR/edeF8ZXYuJaAylpBWnpbapWQRC4++ObyDiUxZ41B+k5JIEhU/s3+oN9zh0zSR6TxLKPq8OI8tLyKS0ox2Gvnlq+6t/zGoz1HXf+CNIPZGG3uq5LO0SR2N7R5J8sRHSIaIM1JI9L4vDWVLdrWC02PrzrS/R5ZQSGazGbrMjkMueIOSohggXPXsqX//c/t9FyWGwIf366lr9/+geLyfM0el0GTU6uXksWqqff9bmlnNiXgd1mx1hpciunGRoTwvQFU92u4y3dae36vLcMaYWZRfy9eDv6vDKXWtkARVkllBdXoIvwjcINzcVX3ttGjbIgCKsBT2oeE0VxiZfTcoEeoigWC4IwCvhVEIRBoiiW1z+woKCAG2+8EYVCgd1uZ968edxxxx3k5eURGBiIXC6nvLycqKgoSkpKEEWRqKgo8vPzncnFKysriYmJobCw2gEjPDycwsJCdDoddrsdg8FAbGwseXl5KJVKQkJCKCoqIiQkBIvFgtFodO5XqVQEBwdTXFxMWFgYRqMRk8nk3K/RaNBqtej1eiIiIqioqMBisTj3a7VaVCoVGRkZJCUlUVZWhtVqde73ZU1lZWVERka6aaqqqiI2NrZLaWroOR09epT4+PgupcnbcyotLSUpKanJmjQRKobNSSY2NpaMjIwmaYrtH8Xcx2cRERFBWWkZmcdywCAQPSCcoOAgSktLvWqafPUY9m05QFBUAEc2ptFrdHfkShlHNqQx5brRhEdVF9LoMy6R/sOT+frF/1GcpSdtRxbJU3qRe6QQrU5NaDcdKSuPMuu+KaRuySD/SCHjLhmOSq5h7JzhCCq4+pl57Nywh/wTRRQeL6H3uAQy9+WSl5PHiIsGkrLyKINn9qO8oBJ9TjmJw+M4sT2TmD4RBIYFcHB1KufeP43E5ASX51RSXILFbCFAGciy/67i5O4sjBVmksb0IKF3d0xiFZmZBpfnNHLOYIJ7aDiwOpXkqb2wWx1k7M5hwpXD0ev19D+zNwmjY5xtMlaYKThaxJjLhmKvdNB/Wm8Gnt2HFa9vZPDMfhj0VVgNdor0haAUO0Xfa+33KSsri8DAwE6hqUGb25yAfa8XEYR1wAO1jl7N2b9lyxaxf//+LW5DZ6OgoIDo6IbjGrsKUtIK0tLrC1ofPvNZ0va5V3Iad/4I7v/yNpdth7ce46N7viL3RAEOh4PYXtGYKk2U1tRV7je1F0c3VOfGnnblRG5/5zqX8y1GC7tW7uenV5aS0cxa0X1G9+K5Px9pNG5739pDlOaXMmr2MILDPVc1stvsvHnjxxzYfJTKEgPBEUEMntKfuz+5CZlMRtaRHF659gNya9a7VVolw84axANf3obdaufhM59FG612agWYOG8M93yysFmafInO1Jd37dq1c/r06aM97WuT6WtBEKKAElEU7YIg9Ab6Aifa4l6dFV8pqN0aSEkrSEuvL2hNGBDnZpRVGiWTLh7jdmz/8X15ef3j7Fq1H7vVzqhZQ3n8nJecRtlQcmrdOKZnlNv5Kq2KIdMG8MVjnlN41r3/kDMGUJRdgsPmoHv/OBa+dlWj0/kymYzh0xuviy1XyLn/y9vIPJLDiT3p9B3Vi7g+pyY0uyfH8cKqRfzx4RryTxYy4cJRaIO1rPpiA8OnD+L+L27lf2/+Rkn3MuRKOf1G9+aWN69t4I6+jy/0ZWh5SNRc4B0gCvhDEIQ9oijOAqYCTwuCYAPswK2iKJa0uLU+RFlZGaGhoR3djHZBSlpBWnp9Qev1L8wn70QBJ1MysRitBIUHMnLGEMbNGeXxeKVaybjzT9WhHn3OcHJS87GYrHQfHEt2Sj7dkmI4Z+GZHs8XhIadW7U6LSOmD+LuTxa2uRNsQnIcCcme85cH6AK49KE5GCtMvHjFO6Tty8BkMBMSFcyYc0dw0UOz6PZaHHKFDLkX57SuhC/0ZWi59/ViYLGH7T8DP7fk2r5OZGRkRzeh3ZCSVpCWXl/QGhgSwDPLH2bvXwdIT8li5KwhJPSPb/L5lz48B0EQ2L58D6WZFQw5oz/XPnuZx9hgqDZ28f1iKc7Ru2zXRQYx8aIxTLp4DP3GJGGz2FCoFB0enfKfRd9zaMsx5+eywgo2/m8rI2YP9Ilc0K2FL/Rl8Gf0ajPKysoIDAzs6Ga0C1LSCtLS6ytaBUFg+PTBDJ8++LTOvfThOVz68BxycnKIi2u89OSdH9zI69d/SObhHKwmK9E9I7nq3/MYNWsYi99Yzsf3fU1VuZGQKB0X3jWbCRd6HrW3BycPZLptM1dZOLr3OGNmjvRwRtfEV/qy3yi3EVZr4+ERXQUpaQVp6ZWSVmi63tBoHU//8RA5qfmYKk0kDu6OXCFn1RcbWPzmMmdIUnG2nv8s+p74vjH0GOg9kUprcHzPSQ5tPkZMz0iGTB3gzNDlLW5aHdT6a6z6vFKWvreKipJKzrp6EgMm9Gv1e5wuvtKX/Ua5jfCVmLjWQEpaQVp6paQVmq83rk+My+dNP21zixEuzS9jydsr+NeHN7a4fZ6wWW28eu0H7N9wGGtNrLRKq2LKZeNY+OpVDDtzECf3Z2KrE8utiwxm5KShrdqOPWtS+Pj+rynKrHYf+mfZHiZfPJaFr17Vqvc5XXylL7c0zaYfL+Tluafk66pISStIS6+UtELL9XpLIFJV4Z6Vq7X45fXl7F6132mQoTp066+vN7H4jeVc+sgczrxqEjE9IwkKDyRhQBxXPHYR8pDW+/oXRZHvn1/iNMgAxnIjW3/bQbaH9KRNwWF3kHk4h+O7T2KqNDV+QiP4Sl/2j5TbCF9Yu2gtpKQVpKVXSlqh5Xq7J3fj+O6TLtvkCjkjzh7Sous2xKHNR92KbwCIdpHdq/Zz8f3nsfC1qzEZzJQXVxARF4ZcIaeoyEve8NPAUFaFPq/MbXtFsYGtS3Zw8QPnN+t6mxdv5z+P/lBdeUwUUWlVnDF/Aje+fKVXxzlRFDFWGNEEapDJ3X9w+Epf9hvlNkIu7/ohBrVISStIS6+UtELL9S547jKyjuRy8kAmdosdTaCagZOSOfvaKa3UQnfkCu8j3tp0nFXlRlZ8to6CjCKmXjaO/uP7tuqz1QSo0QS6r1HLlXK6JcUgiiIVJZUEBGtRqBo2O8XZej57+Dsqiiud28xVFlZ/uYHoxCguuHOm2znrv9/Csg9XU1ZUQYBOy8S5Y7jkQdcfAr7Sl/1GuY0oLy8nLCyso5vRLkhJK0hLr5S0Qsv1BoUG8uyfD7NlyQ5O7M1g5IwhDJqc3KZhUdOunMThrakep857D08k/UAmr1//MbnHq7N7bV68nTHnDGfOI9Nb7dkqVAoGTx1AQXqxS33shP7dAHjkrGfR55ehDdIw/KxBLHi+ulCJ6BDdYqQ/vv9rF4Nci8MusuPPvW5GOXV3Gl898ZOznndJbilL3llBSJSOGdedyhvuK33Zb5TbiKgo92xAXRUpaQVp6ZWSVmgdvXKFnMkXj2PyxeNaoUWNM/niseQez+OPD9ZgrDAiitVGsv/4Plz79CW8eOW7ToMMYKwwsX35HqYtmAjNCFMuzCrmp5d+R59fRny/WC558HwCQ07Fct/40hVoAtTsW38Qq9lKt94xXHTPbN64/mNK8koBKM0vpzCzhINbjmExWrFZrMT0iubm168mtlc0O1fuJWXDIa9tcNjsbtuWvrvSaZBrMRvMbPp5m4tR9pW+7DfKbURJSQkBAZ6TD3Q1pKQVpKVXSlrBd/Ve+tAFzL3nXI7vTSfzYDY9h/agz4ieAC7OV7UYK0wc3nWEweObVncg62guL85/h4L06nXoPWtSSNlwmCeXPuA0zDK5jGuevsTlvI/v+8ppkGuxWWykp2Q5PxdmlvDqNR/w4trHWPbhX1jNNq/t6Du6t9s2s9FzSUabxfU6vvJs/d7XbURrFPrwFaSkFaSlV0pawbf1KlQKksckcfaCqU6DDKAO8ByP7K3YhSe+ffoXp0GuJf1AFotfX9bgeVUVTfOazj6Wx7aluzAZPJecBBg0JZkrH5/rtn3k2UM8pgmtHxfuK8/Wb5TbCF+ZKmkNpKQVpKVXSlqha+odcfZgZErXNW2ZQobd0PRrlOa7Vd0FIOtow2FGUy8bj0rrvR52LXabneJsPdGJER73T792Ck/8ej9Ktfu1zl4wlREzBqMNrk6WotQoSR6bxDVPuY7am/ts7TY7P7/6O09e8CpPX/QaKz9f1y6G3T993Ubk5+dLJq+slLSCtPRKSSt0Tb1X/nseG/+3jZLcUuc2h81Bemo6FSWVTRoxB4Z6nvaNiG/YcWrE2YOJTowi63DDZS5DY3RMnDeGyZeMI+NANpk1x8vkAn1G9uK65y7zeq5MLuOhr+/gyD+p7Fl9gKQRiYycNRSZzHXM2dxn+9bCT/hn2R4cNR7sR7efIOd4QYNtaQ38RrmNqC1wLQWkpBWkpVdKWqFr6q3UGzyO8E7uzuLvX/5h9k1nNXqNefedS8bBbPR11odje0dz6YMNxx8LgkDPwd0bNMq6yCDOumoykfHhADyz/GGWfbSGrCM5JI/rw9nXTvE4Qq5P8tg+JI/t43V/c55t7vF8Dvx91GmQoToxzI4/93D5Ixc4R+Vtgd8o+/Hjx08XRqFUIPeQTANBQBusbdI1Bkzoy32f38wvry/DUFZFeLcwrnxiLqExIY2eO/nisWxftgdzlatDVlzfWEbNGsrZ106hW9KpdKUBOq1bjHF7c2JvhsewrIriSoqyS0jo33jRktPFb5TbiMrKSiIiPK+PdDWkpBWkpVdKWqFr6tUGa+gxqDtF2a6lJnuPTmDCBU2vXpU8rg+Lfrir2fcfMWMIY84dzs6V+zGWG5HJBeL7duOR7/9FVEL7/Vs359n2HdWLkCgdZYWua+khkcFt3ma/UW4jYmJiGj+oiyAlrSAtvVLSCl1X778+vJG3bv6UjANZWC02orqHM3XOBFTa1q8UVR9BELjro5s48k8qW37dSVzfWKZdMRGVpvEp6dakOc82OjGSIdMGsGXJDuyW6thoTaCa8ReORhOobqsmAn6j3GYUFhaSkJDQ0c1oF6SkFaSlV0paoevqDQwJ4NEf7qK8uAKL0UJEfDhZWVmNn9iKNLbm29Y099ne+f719B3Vi10r9iHIZUybP4GJc8e0YQur8RvlNqIt0+p1NqSkFaSlV0paoevr1UUEO//u6lrr01y9MpmMcxaexTkLG3eEa038ccptRHh4eEc3od2QklaQll4paQVp6ZWSVvAdvX6j3EYUFhZ2dBPaDSlpBWnplZJWkJZeKWkF39HrN8pthE6n6+gmtBtS0grS0islrSAtvVLSCr6j12+U2wi73b2aSVdFSlpBWnqlpBWkpVdKWsF39PqNchthMDQjsayPIyWtIC29UtIK0tIrJa3gO3r9RrmNiI2N7egmtBtS0grS0islrSAtvVLSCr6j12+U24i8vIarp3QlpKQVpKVXSlpBWnqlpBV8R6/fKLcRv/76a0c3od2QklaQll4paQVp6ZWSVvAdvX6j3Eb88ssvHd2EdkNKWkFaeqWkFaSlV0pawXf0+o1yG2Gz2Tq6Ce2GlLSCtPRKSStIS6+UtILv6BU81dlsT9asWVMIpHdoI9qAkpKSyPDw8KKObkd7ICWtIC29UtIK0tIrJa3Q6fQmTp8+PcrTjg43yn78+PHjx4+favzT1378+PHjx08nwW+U/fjx48ePn06C3yi3IoIgXCoIwgFBEByCIIyut2+RIAipgiAcEQRhVke1sa0QBOFJQRCyBUHYU/PfuR3dptZGEITZNc8vVRCERzq6PW2NIAgnBUHYX/M8d3R0e1oTQRA+FwShQBCElDrbwgVBWCUIwrGa/4d1ZBtbEy96u+Q7KwhCgiAIawVBOFTzfXx3zXafeL5+o9y6pADzgA11NwqCMBCYDwwCZgPvC4Igb//mtTlviKI4vOa/ZR3dmNak5nm9B5wDDASuqHmuXZ0za57n6MYP9Sm+oPpdrMsjwBpRFPsCa2o+dxW+wF0vdM131gbcL4riAGA8cEfNu+oTz9dvlFsRURQPiaJ4xMOuC4HvRVE0i6KYBqQCY9u3dX5ayFggVRTFE6IoWoDvqX6ufnwQURQ3ACX1Nl8IfFnz95fARe3ZprbEi94uiSiKuaIo7qr5uwI4BMTjI8/Xb5Tbh3ggs87nrJptXY07BUHYVzNV1imnhlqAVJ5hXURgpSAIOwVBuLmjG9MOxIiimAvVX+xAdAe3pz3oyu8sgiD0BEYA2/CR5+s3ys1EEITVgiCkePivoVGT4GGbz8WiNaL9AyAJGA7kAq91ZFvbgC7xDJvJJFEUR1I9ZX+HIAhTO7pBflqVLv3OCoIQBPwM3COKYnlHt6epKDq6Ab6GKIpnn8ZpWUBCnc/dgZzWaVH70VTtgiB8Avzexs1pb7rEM2wOoijm1Py/QBCExVRP4W9o+CyfJl8QhG6iKOYKgtANKOjoBrUloijm1/7d1d5ZQRCUVBvkb0RRrM2v6RPP1z9Sbh9+A+YLgqAWBKEX0Bf4p4Pb1KrUdPJa5lLt9NaV2A70FQShlyAIKqod937r4Da1GYIgBAqCEFz7NzCTrvdM6/MbsKDm7wXAkg5sS5vTVd9ZQRAE4DPgkCiKr9fZ5RPP15/RqxURBGEu8A4QBZQCe0RRnFWz7zHgBqo9A+8RRXF5R7WzLRAE4Suqp8FE4CRwS+36TVehJmTkTUAOfC6K4nMd26K2QxCE3sDimo8K4NuupFcQhO+AaUAkkA88AfwK/Aj0ADKAS0VR7BLOUV70TqMLvrOCIEwGNgL7AUfN5kepXlfu9M/Xb5T9+PHjx4+fToJ/+tqPHz9+/PjpJPiNsh8/fvz48dNJ8BtlP378+PHjp5PgN8p+/Pjx48dPJ8FvlP348ePHj59Ogt8o+/Hjx48fP50Ev1H248ePHz9+Ogl+o+zHjx8/fvx0Ev4f8sGaPEyZw1oAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -631,11 +674,38 @@ } ], "source": [ - "distance_threshold = 2\n", + "distance_threshold = 1\n", "model = AgglomerativeClustering (distance_threshold=distance_threshold, n_clusters=None, linkage='single')\n", - "model.fit(X_nonlin)\n", + "model.fit(X_moons)\n", "labels = model.labels_\n", - "plt.scatter(X_nonlin[:,0],X_nonlin[:,1],c=labels)" + "plt.scatter(X_moons[:,0],X_moons[:,1],c=labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": { + "ExecuteTime": { + "end_time": "2020-11-27T12:35:45.133486Z", + "start_time": "2020-11-27T12:35:44.947500Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_dendrogram(model, truncate_mode='level', p=3)\n" ] }, { @@ -649,45 +719,45 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 176, "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T15:11:02.778999Z", - "start_time": "2020-11-23T15:11:02.770966Z" + "end_time": "2020-11-27T12:40:04.331837Z", + "start_time": "2020-11-27T12:40:04.325195Z" } }, "outputs": [], "source": [ "noise_points = 200 \n", - "noise = np.concatenate([np.expand_dims(np.random.random(noise_points),axis=1)*35-15,\n", - " np.expand_dims(np.random.random(noise_points),axis=1)*40-20],axis=1)\n", - "y_noisy = np.concatenate ([-1*np.ones(noise_points),y])\n", - "X_noisy = np.concatenate([noise,X_nonlin])" + "noise = np.concatenate([np.expand_dims(np.random.random(noise_points),axis=1)*30-10,\n", + " np.expand_dims(np.random.random(noise_points),axis=1)*20-5],axis=1)\n", + "y_noisy = np.concatenate ([-1*np.ones(noise_points),y_moons])\n", + "X_noisy = np.concatenate([noise,X_moons])" ] }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 177, "metadata": { "ExecuteTime": { - "end_time": "2020-11-23T15:11:52.875722Z", - "start_time": "2020-11-23T15:11:52.693775Z" + "end_time": "2020-11-27T12:40:04.906112Z", + "start_time": "2020-11-27T12:40:04.755871Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f44b377be50>" + "<matplotlib.collections.PathCollection at 0x7f8ed4ad6e90>" ] }, - "execution_count": 77, + "execution_count": 177, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -699,7 +769,7 @@ } ], "source": [ - "distance_threshold = 2\n", + "distance_threshold = 1\n", "model = AgglomerativeClustering (distance_threshold=distance_threshold, n_clusters=None, linkage='single')\n", "model.fit(X_noisy)\n", "labels = model.labels_\n", @@ -727,102 +797,39 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Linear transformations" - ] - }, - { - "cell_type": "code", - "execution_count": 124, - "metadata": { - "ExecuteTime": { - "end_time": "2020-11-19T15:09:00.542108Z", - "start_time": "2020-11-19T15:09:00.536055Z" - } - }, - "outputs": [], - "source": [ - "def scaling (X, a_x, b_y):\n", - " transformation = [[a_x,0],[0,b_y]]\n", - " return np.dot(transformation,X.T)\n", - "def rotate (X, theta):\n", - " transformation = [[np.cos(theta),-np.sin(theta)],[np.sin(theta),np.cos(theta)]]\n", - " return np.dot(transformation,X.T)\n", - "def translate (X, a_x, b_y):\n", - " return np.add(X, np.concatenate([a_x*np.ones([len(X),1]),b_y*np.ones([len(X),1])],axis=1)).T" - ] - }, - { - "cell_type": "code", - "execution_count": 133, - "metadata": { - "ExecuteTime": { - "end_time": "2020-11-19T15:09:51.060621Z", - "start_time": "2020-11-19T15:09:51.048654Z" - } - }, - "outputs": [], - "source": [ - "n_samples = 2000\n", - "random_state = 0\n", - "n_samples = [300,300,300,500]\n", - "cluster_std=[3,1,1,1,1]\n", - "X, y = make_blobs(n_samples=n_samples,\n", - " random_state=random_state, \n", - " centers=[[0,0],[0,0],[0,0],[0,0]])\n", - "\n", - "blob = 0\n", - "X = np.where (y==blob, scaling(X,1,5), X.T).T\n", - "X[:,0] = np.where (y==blob, X[:,0]+X[:,1]**2/20, X[:,0])\n", - "X = np.where (y==blob, rotate(X,0.15*math.pi), X.T).T\n", - "\n", - "blob = 1\n", - "X = np.where (y==blob, scaling(X,1,3), X.T).T\n", - "X[:,0] = np.where (y==blob, X[:,0]+X[:,1]**2/10, X[:,0])\n", - "X = np.where (y==blob, rotate(X, 0.95*math.pi), X.T).T\n", - "X = np.where (y==blob, translate(X, 13, 10), X.T).T\n", - "\n", - "blob = 2\n", - "X = np.where (y==blob, scaling(X,1,3), X.T).T\n", - "X[:,0]= np.where (y==blob, X[:,0]+X[:,1]**2/10, X[:,0])\n", - "X = np.where (y==blob, rotate(X, 0.15*math.pi), X.T).T\n", - "X = np.where (y==blob, translate(X, -1, 25), X.T).T\n", + "The basic assumption of density-based clustering methods is that clusters are contiguous regions of high points-density which are separetd by contiguous regions of low points-density. Such definition allows the delimitation of clusters with any shape and facilitates the detection of noise, which populates low points-density regions. \n", "\n", - "blob = 3\n", - "X = np.where (y==blob, scaling(X,0.5,10), X.T).T\n", - "X = np.where (y==blob, rotate(X, 0.05*math.pi), X.T).T\n", - "X = np.where (y==blob, translate(X, -6, -1), X.T).T\n", + "The Density-Based Spatial Clustering of Applications with Noise (DBSCAN) algorithm is based on the concept of core samples, which are those points that are located in a high-points density region and that constitute the core of clusters.\n", + "More specifically, a core sample is defined as a point in the dataset such that at least $n_{min}$ other neighbor points are within a distance $\\epsilon$. The algorithm first finds all core points, then all connected core points and their neighbors, also called border points, are grouped into a unique cluster. As connected core points we mean core points that are at a distance of at most $\\epsilon$. All points that are not core points, and which are not neighbor to core points are classified as noise. \n", "\n", - "# blob = 4\n", - "# X=np.where (y==blob, scaling(X,7,5), X.T).T\n", - "# X = np.where (y==blob, translate(X, 15, -25), X.T).T\n" + "We test DBSCAN on the previous dataset" ] }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 212, "metadata": { "ExecuteTime": { - "end_time": "2020-11-19T15:09:51.697151Z", - "start_time": "2020-11-19T15:09:51.547116Z" - }, - "scrolled": false + "end_time": "2020-11-27T13:01:45.859714Z", + "start_time": "2020-11-27T13:01:45.721668Z" + } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f6994efdc50>" + "<matplotlib.collections.PathCollection at 0x7f8ecbb65250>" ] }, - "execution_count": 134, + "execution_count": 212, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 864x648 with 1 Axes>" + "<Figure size 576x432 with 1 Axes>" ] }, "metadata": { @@ -832,52 +839,36 @@ } ], "source": [ - "plt.scatter(X[:,0],X[:,1],c=y)" - ] - }, - { - "cell_type": "code", - "execution_count": 135, - "metadata": { - "ExecuteTime": { - "end_time": "2020-11-19T15:09:58.394586Z", - "start_time": "2020-11-19T15:09:58.391182Z" - } - }, - "outputs": [], - "source": [ - "noise_points = 100 \n", - "noise = np.concatenate([np.expand_dims(np.random.random(noise_points),axis=1)*25-10,\n", - " np.expand_dims(np.random.random(noise_points),axis=1)*70-30],axis=1)\n", - "y = np.concatenate ([-1*np.ones(noise_points),y])\n", - "X = np.concatenate([noise,X])" + "clustering = DBSCAN(eps=0.8, min_samples=10).fit(X_noisy)\n", + "labels = clustering.labels_\n", + "plt.scatter(X_noisy[:,0],X_noisy[:,1],c=labels)" ] }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 214, "metadata": { "ExecuteTime": { - "end_time": "2020-11-19T15:09:59.386911Z", - "start_time": "2020-11-19T15:09:59.228122Z" + "end_time": "2020-11-27T13:01:51.932517Z", + "start_time": "2020-11-27T13:01:51.791148Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f6994eea790>" + "<matplotlib.collections.PathCollection at 0x7f8ed426e350>" ] }, - "execution_count": 136, + "execution_count": 214, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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JrXskRsp+Q2e02q7aFF3xJiTCrroWPjZ3Mr9Ys5WPjjdgcXlQyqSMyU7nl7dcikwi4bF3NtNkjpxq1ikVaJVy0pQK6rustNt7grrc/iBba5t59I0P+fWtl2H3eGm3OSkw6tD0CqIKBEMxI6fbnD2R0mJIjHK88ehyuGm22i945zta+14yceFKtAwT0gs85SBRUvYbOqPVdnJZ7Hap5DK21zbzfmUNFldPPrA3EKSytZPH12zlnYMnohwvgF6t5NlP3UhphgF/jAjoQy0dWFwedColY3MyIhwvQDAUwh+MLp7gDYlIBSFqhNsfMqmEkgzDGZxxfjJa+14ykXK+CWKzRb8sUgyelP2Gzmi13dXTxkU5QKNaxR3zp/LOoeqY5fvquqxYPdE5u9AjISmKIic6Y9eQ9QeCeONUJoKeQLB8gy5qe7lOhUpxZk4kO02DXqUc+MDznNHa95KJlPNNkOzs7HPdhKQmZb+hM1ptd8WUMdy7eAZjstPJ0WmYkJvBF1fMY3JBNhpF7JUumVTCVdPGkhljOjffkIZSLkOII8YXDImsORydbgTgDwbxBYI8fNkiyjON9I5T3mOy4/JGfwhIJQIrxpeS0UtfGiBNKec7q5fGbsQFxmjte8lEas03Qbq7u9FoNOe6GUlLyn5DZzTb7o75U7l93hR8gSAKmTSc9nPH/KlsqW6KkpVUSCVkpWm4afZE/re3ik6HC6lEoDTDwNcuX8zTW/fTbIk92hKBZ3YcpDTTwLLxPUFADq+Px97exImOHi3ekgwDP7tpBZ9/9l06HT2pSpMytGxssSCcvAaAAMwpyef71y1na00T/9l+EIvbi0Gt5OPzpzKtMHcErJV8jOa+lyyknG+CJKqNfaGTst/QGe22EwQBZZ90oeIMA1+4ZB6/XrsNm+d0TdhDzSYefX0Dj12/gqumjWP90Toy09QsG1eKRCLw/pHaqHJ/vXF6/by2/1jY+X7ntQ3srDtd2bTN5uTbr67HFzg90pWe/CAQgbJMA9k6LTOLc7l+5gSe2rqf4x1m5pQWcNvcKWiUkdPow4nL6+elPUeo67KwqKKIFRPLzmmd48Ew2vteMpByvgmSmn5JjJT9hk6y2m5BRSFquTzC+Yr0lCRsNtsoTNdzy9zJ4X1Orw+HZ+Di7adK/7XbnBH5vKdoNNtJ6+VE93f2CHMIgNnZk1fc7XRzxxP/w+ruud+Hx+r58Fg9v/3Y5Rj7TEMPB61WB1996f2w8Mf6qjreOnicX958acyc6NFCsva90cTo/esmCe3t7QMflCIuKfsNnWS1XbvVETO4yuL2Uh0jqEqjkA/o+CTArJKeKWG7x4s3EL2W6/UHGJeTifykU5uTowd6HL/V4+VIWxcv7zkadrynqDaZ+dvGPQM+1/uVNTz0/Bq+8N93+POGXTHb0JffrdsRdrwA/mCIvQ1tvNWnmtNoI1n73mgi5XwT5FQ9xxRDI2W/oZOstitM18cMrMrUqpmUFy3YLwgCt8yZFFfxSiOXMb+iiDsXTAegPMtIrj7aNjl6LVMLslgxoYzJ+Vm0uwYeTZ+iMYbM5SlcXj+Pvb2Rx97eyM76FvY1tvOfHYf4+svrBpyebbM5orYFRZEdtc2Dbtu5IFn73mgiNe2cIkWKs4pGIWfVpHJe3F2Jy9czOlRIJSyqKCJbF1u84app4yjNNPDrtdtpNttRyWXkG7RMK8xh6bhSyrKMdDnd5Og0SCUSPr10Fr//YGe4YpJKLsPm9vL3TfvCwh46lRKIdn6xSIux5hsSRR5fs5UNx+qxxihtWNlqYl9jO7NK4ksxxvugyBikiEdIFNl0vJGq9k4WjylmSkFqOjhZSDnfBHE4HGRmZp7rZiQtKfsNnWS23aeXzmZCbiZvHTyBxx8g35DGlVPGIIpiODK6w+7kH5v20uV0U5ph4N7FM3ji7mtw+/zUdFrI0WnQq5X86K1NVLaa8PoD5Oi0/N+y2SwbV8rMojzeOHCMGpOZDcfq8ZzMBT4l7HFNRc6g2pqlVXP3ounhf4dEkd31rby0u5JtNU0E4wxuXb4A64/WolXKGZuTEbMgw1XTxlLTaY5Q2MrTa7mr1/3i4fD6+MqL73O8vQtfMMRLe44wt7SAH163fMSLPyRz3xstpJxvguTmplIPEiFlv6GTzLbb09DKh8cb6HS4MDlc7G5oZe3RWsZmp/Pzm1bR7XLztZfW0nJy5Lqtppld9a0sHVfM+5W1tNucGNRKZBJJWG4SetaNf/n+Np64ezUGtYqPL5jGo69/GFOEo8bpozzLSG2npd+2js3JYMLJ6XCz081XX15Hbae5X2GPU7yyr4q3D1dTaNTx1csWMbUw0uGvnj4eXyDE24eO4/T6yUrT8H/LZpMTZwagN79ftyNCNtPp9bO5upG3D55g9fRxA56fCMnc90YLKeebICaTieLi4oEPTBGTlP2GTrLa7vE1W3mvsgaXL1JP2eMPcKjFxC/WbMUXCIYd7ymqTWYau634TkY1980VPkWr1cEre49y7+KZAHGFPSana/n81Su468lXY5YkPMWuhlae33mY2+dP5WfvbeFoW+dgHxXx5HNVm8z87N0t/PMT14brG5/ixtkTuXH2xEFf8xSxgtMCwRCbTjSMuPNN1r43mkgFXCVIrBqlKQZPyn5DJxlt19htZX1VXZTj7c322ia21TTF3OcLDk6J+b3D1ZhPOuc75k8lq88aqkwiUJiuRy6V8qPrLiEzLf4aayAYYkt1IwD1vSKTz5QGs5UXdx0eVBT0YFDE0VeOt448nCRj3xttpJxvgmRkZJzrJiQ1KfsNnWS03UfHG7DECE7qjcsXIJigiEOj2c6XX3yfQDBEcYaB+1fMY2xOBhkaFUVGHdfMmMCVs6cCPdPK/7rnWozq+JrNp1ojlQzd6QRDIn/csJt7//U6a4/UDvk6p1gxsRyVPNIBp2t6NLRHmmTse6ONlPNNEJMpulRZisGTst/QSUbbFWcYwnm2Z4pMIkQVbADQqWKrT9V2msNObl5ZAXcvnMZj11/CU5+8jq9cupDOztPTx+laNfdfMi9m0QSZRGB+WQEA0wpz6Ot+jWolV08dy5ySPLJPjqD7e8LGbht//Wg39jiFJAbLTbMnctvcqZRlGshK0zA+J4MvXjKPcbkjHwiVjH1vtJFa800QvV5/rpuQ1KTsN3SS0XZLxhQxJiudo+1dEdslQk/N3/6YkJvJvPJC3jtUTavNgUwioJTJKMkwUmMyR1VLCoREqk3dfP2lWrbXNRMIiUgEgVy9lmfuuz7KfldOHcuSMUV885UPqOm0YPf4yNSqmV2Sx50Le6KPH1q1EJfPz+EWE25/gHSNCl8gyPtHavAFQ6RrVCwbV8Jlk8t5autBGrqtMQOzWq0O1lTWcNPsSUOwYg+CIPCppbP4xJIZePwBNAr5WZsOTsa+N9pIOd8ECcaoE5pi8KTsN3SS0XZSiYRf3LyKX6zZSkO3FblUwuySfMZkG3n8/e39RhDXdlrwBAJMzM9CRKTN5iRw0hHGQquUIyCyudf6cUgUabU6uPWvL/HDyxeQnp6OPxjkzQPHOdDcwYTcTH51y2U4fX5qO80UZxgiIo8VMinfv3Y5Dq8Pu8fLr9duZ0v16eubXR72NrRx96LpPHnPNeysbeaR1zbgilFGsW/g1VCRSiRolYphudZgSca+N9pIOd8EcTqdZGVFq/KkGBwp+w2dZLVdulbNj29YEbFNFEWe33WEalPsmr0ALn+AapOFapNlUPeRS6SsqYy9ttrl9PDm3krePNZMfbeVo62dBEWRdZU1rDlczW8+djlzSgsQRZG9DW2sPVJDUbqB62eOR62Qk6ZUkKZUxFS+snt9vLavijsXTud363fGdLyFRh2XTqoY1HOMRpK1740mUs43QfLy4qvXpBiYlP2Gzvlku+21zZhdnmG9psXtiVqf7c3Gpm48wS78odMR1CHgWEc3f/5wF1+7fDHfe+NDttY04fIFEIA3Dx7jpzesoChdz9NbD9AeQx4SIE2p4Nfvb4vQbT5Fnl7Ll1bMH9FKSSPN+dT3zhUp55sgbW1tlJaWnutmJC0p+w2dZLedKIq4/QFUchlPbz1Ad5y83YTu0c++BXkG1jZGVz8CWFNZw8GmDpqtdvwn05tEelKNfrN2O+PzMnl+Z2XM1KdcnZaPzZvCl557N+a1pxXlsGRs/zmy647W8treKtyBAEVGHV9aMZ/0QUpOng2Sve+NBlLON0Hk8uT9eh0NpOw3dJLZdq/ureKZ7QfChe0HCrYaCVz++OuW3kCQuu7YOb2tNgcddhe+GOueuTotD61aQFaaBqUs9us1J61/9arX91fxlw93h0suHmntpLbTwl/vvDqqPnI8LC4PR1o7KUzXUZJhGNQ5Z0Iy973RQsr5JojBMPwd+0IiZb+hk6y221nXzJ82xF4LHW5UMineQDDmCLja5iZDo8Ls9nAmacXxlLUAlo8v4aJxJQAsHlNMfZc1wknnG9K4bd6Ufq//xv5jEbWOoUfd6787D3PPoukDRjT/ecMu1h6ppd3uRK9SMDk/m8euv2TQjnswJGvfG02k8nwTpHeuYIozJ2W/oZOstntx95EhOV5ZHIELAZiQk0GBIbrMnVwqRRdnbfWiokwWVhSdkeOFHg1lpzdaoUurlHPJxPLwvz910UxumTOJ8kwDeXot0wtz+O7VSwecPrZ7oksdisDTW/fziafe6FegY09DK6/urwrrXds8PrbVNvO7D3YM8ukGR7L2vdFEauSbIKkvwMRI2W/ojITtdtQ089zuw7h9PWuNn79kHukDFLIfLKIo8t+dh9jf1H8hdqVMSkgUw2utAEaNCmccUQoRuGRiGS/vORq1z+6NXbM3Xa3E5A1yqCm2jGVvJAJIBUlEYFZfpBKBheWFEYUTBEHgc8vn8tmL5xASRaQxUovquyy8d7iGHL2WK6eMQSmXkZGmpskSrTXtC4Y40dHN7z/YwfjcjJjTya/tq4r5YXCkrStqWyKkfreJkxr5JojPN/iC3CmiSdlv6Ay37dZX1fKDtzeyo7aFg80dvHO4mgeff69fHeYz4Y8bdvLExn0xnUNvRBGWVBQzKT+L4nQ904tyuG/JzJjOC8CoVjGntCDmGmxfVDIpBrUSs9uL1emiexAR1qWZxgFlJUMhkYw4HymCIMRs+x/W7+D+Z9/h6W0H+NWarXzyqTeoMZn5xKKZZKdp4t6ry+nm2e2HYu6LV0owAVXMmKR+t4mTcr4J4nYPf4TmhUTKfkNnuG33wq4jWPo4oxqTmZf3HEn42huO1fHK3qpBOUhfMMiHx+sJBEP84fYr+NMdV3H9zAkxR3pSQeDmOROZmJdJnj562rkv/mAoXPg+W31amEI4+b++CMCSMcUDTk2LwFuHThDoZ3Tcm9pOC2/sPxbWuQ4B9d1WfrV2G/PKC/jNbZdz+ZQKNHHWaeN9EN0yZzKGPhrVEgFmFA1vCcDU7zZxUs43QVL5bomRst/QGW7bxdIaFoHqjvjCF4Nh3ZFafv7ulkHVv+193+Md3fxq7TagZ/T47asuYlxOBkqZFJkgkK5W8dj1l3Dv4pkIgsADK+dTnN6/7GHvgg3b205HM4v0qFf1JU2p4N7FM8g1DFxf1+ULsLe+dcDjfIEgX33pfZy+6HXvNquDQDBEaYaB71y9jMUxUpJUMhmXTxkT89qTC7L5+PypFKfrUcqkZKdpWDGxnM8tnztgu86E1O82cVJrvgmSyndLjJT9hs5w286oUUEfUQiJQFQB+DPlpT1HoqJ3B0tvBakxORk8ec81HO/oRhRhXG5GxDRrWZaRVZPKeXnPUWyDKFrQO89XKZXG/DgQBOh2uvnEkpn88r2tOAeYgt9S08S88sJ+j3ly817abM6Y+xQyKZJec8RfXrWQFoudEx3d+IIhDGolS8YUs3hMUdzr37FgGjfOnkR9l5UcnWZE8oNTv9vESTnfBFEozq6m6vlGyn5DZ7ht94nFM/nRWxsxncy9BZiYl8W1M8YndF3HEB0vRI9GBUGgwKgDItc3d9e38rN3N9Nija04BT1T1L1HvrZeI0+VQopClEZFGvsCQeweL5dOqiBXp+XLL6zBE2cEL8CgcmoPNsevCDSzOC/8XHVdFlw+P3+440p21bVQY7Jw0bhiyjKNA95DJZcxIW/kqhulfreJMyzOVxAEI/AEMJWeGZxPiqK4dTiuPdrR6XTnuglJTcp+Q2c4bBcIhjjQ3I5MImFWSR6P33IpT209gMPjY3xeBnctnB5zOvZMSNeqqB1CsK0AjMlKD/+72+nmB29+xAmTGYfHh0QQKDCkcfmUCjYca+jX8QIsHVfChmP14X83O06PjvUqFaWZBjafaIzICfYEgnzmmbdYXFHEI1cvpcCop6Yz9jR8WZaRq6aODf/bHwyyraaZYCjEooqicJ5tvIIKOTotX161EJPdyXde20BdpwVfMEiBUcfnLp7LnQun9ft8Z5PU7zZxhmvk+1vgXVEUbxYEQQHED9U7z+jq6iItbeBAjxSxSdlv6CRqu111Lfxm3XYazTakgkDJyXXG71978TC2Ej510Sy+98aHdNhPj6gVUklMacbeiMCB5g48JyUov/3qeg42d0QcU9dt5a8b9/ar4SwAE/IyuXvRdDadaCBwUk5rUoaWZmePAzY5nJRmGtCrlFj7TFkHQyIbTzTyyGvrEYnd5jHZRn5yw8qwgz3Y1M7P3ttCY7cNURQpTNfzhUvmsWRsMZdNqaCy1RRRAjFNKeerly1CJpXwo7c2cqhXpaa6Liu/X7+D2SV5qGPUMz4XpH63iZOw8xUEQQ8sA+4FEEXRB1wwcejp6ekDH5QiLin7DZ2h2m5/YztPbd3Pvsa2sAMMInLCZObH727iibtWJ1wX1h8M8rt1OzjQ3EEoJFKRZWRaYQ5On5/JednkGbT8a8v+AUerTWYb7x+pYXphDnWdlrjHxQpGFgSYnJfF0vEl3Dx7Mha3B61SEY52PmY5/THg8QfZdKKx37Ycb++OW7ovU6shR6fF4w8giiKPr40sqtBotvHHDbuYX17A1dPG0Wpx8EFVLTaPD6NaxVVTx7BoTBE2t5f6GJWSms12Pqiq4+pp4/pt49ki9btNnOEY+VYAJuCfgiDMAHYDD4iiGDui4DzD7XanCksnQMp+Q2cottvX0Mb33viQzjgSiS0WO41mW8J6wD96axMfHK0NO8XaLgszinL5w+1XhB37svGlrD9ah1wmITtNyyOvrY9acxUBl9eP0+fHEzgzVayKrHT++PGrwtO8efI0yjON7Dsp8pGtktNgH3wlJZfP3xOUFoOddS1c8btnUUqlyKSSmBWamsw29je2M7esgE8tncU9i6djcXkwqlV02J2Y7M6TU/zRnxIiPSIlo4XU7zZxhsP5yoDZwBdFUdwuCMJvgW8A3zl1QEdHB/fddx8ymYxgMMiNN97I/fffT1tbG1qtFqlUis1mIzs7m+7ubkRRJDs7m/b29vDUhsPhIDc3F5PJhCAIZGRkYDKZ0Ov1BINBnE4neXl5tLW1IZfLMRgMdHZ2YjAY8Pl8uN3u8H6FQoFOp6Orq4v09HTcbjcejye8X6VSoVarMZvNZGZmYrfb8fl84f1qtRqFQoHVasXn8xEMBvH7/eH9yf5MWVlZWK3Ws/JMTqcTj8dzXj3TaO57a/adIFshMDMjg90dNmZk6QiKIke6nczM1mHyBPDYbdTbLUN+pm6rjTS/izS5lAV5BswePyaPnwJpkIN1TWSrZOFnmm5Uhp/p2opc1ta1M0avRiOXsr3NyoqSLBYUpPPW/iNcXGBkn8nOpAwtUkFgf6edOTl6mh09jq4wTRV+JoVMyt3LF9Dc2Bjxd3rkykW8snk3dWYbWWoF6So5NVY3OoWUbLWC7W1WFuQZsPkCNDu8TMrQcsziIlslpyw9jYK8fE40NNDh9GLy+Blv1HCk20lhmhK9Qsb2Niuzsg2Y1FLsviAVBjUHuxyM0avRKWXIBaivrw//nepb2vjh3hOkS0UUUik2ZFxWksne1u6IZ1pWnMkUgwqXy5W0fW+0/55G4h3RH0KiX1OCIOQB20RRLDv576XAN0RRvPrUMVu3bhUnTpyY0H1GK16vF6VSOfCBKWKSst/QGYrtPv3vNznSGl+Xd0p+Nn+96+q4+wdDXZeFzz7zFo4YSlbfW72MVZNjF5Fv6Lbyndc20NBlxR8Kka9P444FU/H6A/xhw64zasMlE0r54XWXRG3fVdfCL9ZspdliRyeXYu+nslFvVDIpD65ayOrp43hh12HWHK7heEd3RPT0QIzNTufJe68NRzO7fX6u+9MLUYIZUwuyCYki9V1WvIEghUYd/3fxbJaNGz2pPanf7eDYs2fP7pUrV8ZMsk545CuKYpsgCI2CIEwQRbEKWAlUJnrdZCGV75YYKfsNnaHYLjNOzqdcKmFcTiaPXrMsoTaJokihQUemVoPDG5kznKPTMKesIO65JRkGnrznGnbUNmN1e1kythidSsm1f3w+7jkSIbocoVwi4boY6VHBUIjffbCD5pO6yf3V8+2NTCrhsetXsKCiJ3/31rlTuGHWRG7/+yu02fpfsxY4PYnsCwbptDvJOanE9d3XPoypVNVktvHUJ67D7PLg9geYlJeFTDq69JBSv9vEGa5o5y8C/zkZ6VwDfGKYrjvqUamGR3T+QiVlv6EzFNt99uI51JjMEYFOJel6vrt6GRPzs4bcFovLw0/e2Ux9lwW3P4DNHbnmKRUEFDIpayqruWnWpLjORCqRsGhMMcFQiI3HGzjU3IErTnEEiF0HOCSK7GlopzBdzx/X76Ld7kSjkLNkTDHN5tMFC8yewWlWFxl0NJqtPPf8YdK1Ku5eNJ2yTCNlmYZ+nW9vxwvQ0G3jF2u28YubVwFQGydlyeXzEwiJjM3JGFT7zgWp323iDIvzFUVxHzC8+mVJglo9/OoxFxIp+w2dodiuLNPIH+64kic37aPT6aI808g9i2eQFiOKNxAMsaaymqNtXSysKGRRRVHMKGhRFPnG/9ZFpMf0JSiKNJnt/HH9TrZUN/HrWy+LWwTA5fPz5RfWUNXeFVHZaLAERZEPj9Wx4Vg9Dd2nR9976lsjnKFpkM631ebgN+tOl+TbUFVHhlaNRiGnLNNAh92Fy+dHIgiETk5Dx0ulajKfjmRWKmLnT6vkMnL1WjrsTt48cBy9SslVU8eiUcrxBYKYXR4ytepzOhpO/W4TJ6VwlSBmszkV9ZcAKfsNnaHaLken5RtXLun3GJvby5dfWMNxUzfBkMhbB48zoyiXn924kg3H6nnvcDUiIsvHlzE2J50a0+D0n0NiTw7sR8fqWT6hLOYxf/lwd7+OfDA0me1R67F9B8njjZpBRTv3lZ30BUNheUgBWDymiDml+fx3x+GwOli8jwb5SYf5zLaDtNtcUfslwBdXzOPZ7Qd5YVdlOCr9pT2VTMnP5khbJza3F6NGzdXTxnL7/KkDtn8kSP1uEyflfBMkM3PkJNwuBFL2Gzojabvfr9/B0fbTslTeQJBd9S089OIajrZ2hiUW9za0MaMoF5d/8GlAvmCIrTVNcZ3v8Y7Y67ACPc5rIHEOYFCBUEe6E8+GFIHN1U3saWjF3St4K9bdJQLMLsmjodvK87sO4+ljM6kg8LF5U1hYXsR9T78RkQ7WZLbTbLaHr2txe3lq6wEqsowsqIiv8zxSpH63iTO6VvGTELs9uuh1isGTst/QGUnb1fcpsAA9o9YjvRwv9DjSYx1nph0pEWB8bvyXd7zasyJQnK4fsLbuYClMG75oXXecqGmDSolGIUculaBTKXH6/Dy/83DMPOAcnZbPL5/Lh8cbItTATtHXoTu8Pl7ZVzUczT9jUr/bxEmNfBMkVVQ6MVL2GzojaTulLParwR+jqIDVfWbtqMhK54opY9ha3YQgwNzSgvD6pdPro7Uf1atmi51grCirIaBXjPzrrzhDT1VbF/5QTx3hdw5Vk5UWW31XLuuxQYZGhUwiGVRt4KGsiQ8Hqd9t4qScb4Kk6lomRsp+Q2ckbVecrmd/U1tENLFRo0IqCHTFUccaCJlEYFphDjfNnsRn/v0WjWYbgtBzr69etpgZxbk8v6sy5qjvFPEqCsVjUl4WR9pi5zX3ruc7UrRZHfj7OFG724NBrQzLXJ5i0slo88VjiynNNFA9wDq6VCKw6BxMOUPqdzscpKadE6Stre1cNyGp6c9+oijiDQZGlazeaGKk+t5Lu4/wQVVdhONVyaQ8tHIBS8YWo5AOrsqRVBCYW5rPVVPHcPu8Kbz02Vv49ccu5x+b91HfbSUkigRDInVdVh5/fyshUaS2H/3mM6XAkMaDK+ejkcceYyzIS0xCczD4gtEfC95giDSFnAJDGlqFnKw0DReNLearly0GeqoePXbdcmYV55Gr11JgTOOS8WXMLc1He7Kwgk6lYOnYEm6YNWHEnyEWqfde4qRGvgmSCrlPjHj2e6ZuH2+1VGH3ezEqVNxeOoOrC87Ni2a0MlJ97+1DJ3D0ya31B0M4vT6+etkiSjONrDtSQ5PZhtPrjxncpJBKeez6S1jUp+j7oZaOiHSbUzRb7Bxr72JSXhbrq+qG5TlunTuZkkwDWqUiZkCY6Qyny3ujkkvRKRWYHPFnAWQSgaw0DbYY9YybrQ4UUikzi3P51lUXRUxF29xeVHI5v7/9Crz+ABKJgPzkB8/hFhOVrSZmFuUyrp9185Em9d5LnNTIN0FSRaUTI5b93m05xhM1uzju6KLN6+CovZPfVG3hkCX1td2bkep79j4l9aAnevhoexeCIHDZ5Apsbi82jy+m49WrFDzzqeujHC+AXCJFGqOerVQiQS6Vcv3MaGWqofLExr3sa2iLqAncG7vvzKawezM5P5t/33cD43PjC2E8uHJBVERzb3zBIHsa2tha3dTTHo+Xr770Pvf86zU++dTrfObfb1LfbQ07XoApBdncMmfyOXW8kHrvDQcp55sgVuvIrxudz8Sy32stR3AEIkcLZr+bp+v2naVWJQcj1fcyNNGjGrlEoMls45NPvcG9/3yNJkt0tKtcImFyfhbfv+ZiCgyxi62Pz82gJCM6P7QkQ09FlhG1Qj5sLyWHz893Xt9Atj52gFOFYeijN5Pdxa1/fYnqGGlRUonAd65ayt7GtgFLJgZCITZV95Qy/P6bH7G1phmT3UW3y0Nlayc/ePMj/DGmrs81qfde4qScb4JkZQ1dki9FbPt5Q7FHC57gmZWUO98Zqb5396JpZPXSgBYApVzGnoY2jrV3xQ24KsrQ87e7VjOvvDBiuyiK4XV7QRB4dPUyJudnYVArMaiVTCnI5nurlyEIAoIgUJAe23EPhUBI5M0Dx2PuO9jVv2OMh0IqodFsOznyP71dI5eRrlFSlmlke10zJwYpPKKUSbG5vTEDrBrNNjYf77/O8Lkg9d5LnNSab4JYrVa0Wu25bkbSEst+49KyOGBpj9gmAeZmRL7UL3RGqu8tGVtCniGNZ7YdwunzkZ2m5b3D1QOel6uPbIvXH+Dna7ZwpLWTYEikNNPAN69YQmmmkb/dtZpmix0BKDDqMLs8/GbtNpotDmaX5NNmdQ4q1QaiNZT7Em/fGL2adteZr/vGS+9x+QO4/AHMrh5HKh+E/KNRreL2uVPwBYIEY1w3GBJxjMK0ntR7L3FSzjdB/P7B6cNeqNj9Xp6rP0CT28qq3LFclF0aoQ8cy35fGr+IY/ZOjtpM+MUQaomMGen53FE6/Ww2fdQzEn2v0+7iyc376HA4KUk38NCqBbxXWT1gIftCo477L54Xse17b37ExuMN4X83W+x8/X/r+OudVyMIAoXGnhGuye7kgefXROgwq+UygqFQv071FAM533ho5IOL2u7LYO/lD4bitk0AKrKM3DJnMpMKsgHIM6TR3Ud8I1+fxsXjR1/1oNR7L3FSzjdBUvlu8amxd/Pw/ndocPW8VNe217Aos5hfzLwi7IBj2U8rU/DE/BvY0F7DQWs7CzKLWZhZHFPU/0JmuPtes8XOl19YEy65t41mdtW38I0rlmBUK7H0yUvNSlMzOT+bPEMady6YRkavqWqzy8PRGHWDa0wWDjR3MKMoN7ztbx/tiXC8AO4zkKscqsxEvDzfoTrzWKRrVJjdHvrGpanlMr599dIIpa+HL1vED9/8iIZuG0FRJN+Qxt0Lp6NTjb66uan3XuKknG+CnM91Lb3BAG+1VNHisXNV/ngq0s6sxNnjVZvCjhd61nK3djXwkamOi3PKgfj2kwoSVuaNZWXe2MQe4jxmuPvenzfsCjveU9R0Wni/soYlY4tZe6Q2XGQgXaPiUxfNZvX0cTGvZXd7YzpQTyDA7z7YjlouJ1+fxmcvntOvotVIEq+eb3mmgWarI6qgwlCYUpDN9roWfH2u5fEHcPRJQRqfm8mT917L5uONOHw+Lh5fGuV4A8EQL+89wu66VtQKOXcunMa4nAwcXh//2LiX6k4zWqWcuxZMZ/LJEfVIcD6/984WKeebIOfruked08zX9r1LndNMCHi1qZLL88bx1UlLB32NNk/0S9UbCrK27UTY+Z6v9jsbDLftOh2xlaUazDZ+efMqFo8pYk1lLSq5lNvnTY1bb9bs8vCnD3fhjeF8JYJAVVuPw9tHO0faOikwDl+A1ZnQ5oxOqQKGzfECBEMhcnQamsyRHzWF6Xqm9HKOm0808tKeSty+AEUZer6wfF6U4xVFka/9by276lrCAij7Gtu4/5J5vLDzcEQhjMqWTr52+WKWjC0elufoS+p3mzgp55sg0kGq/SQbPzvyETXO09GXFr+Hd1qruKZwIhP1g/ui1sjkMbfnq0+/bM9X+50Nhtt2+jjTm5laNYIgcPH4Mi4eX9bvNbz+AJ96+g3abdEVg2LpFdd1WZmQk0mOrqd+7dnEG0cjergcL8CWmmay0zQRzyeXSnD7/Tz80lruXTyDToeL332wIyw3eajFxIn2bv5659Uoe6lzbatp4kBje4TyWJfTzV8/3IWpjyRnl9PNszsOjpjzTf1uEyflfBPEZrORnh47iT9ZEUWRFne0CpEt4OP15iODdr6rcsdQ6zDj6ZU6VKw28PGymaeveR7a72wx3La7d8kMjnd0h2vSQo9E4yeXzBjU+Z5+HK9GISdLq6YhhrqV0+/nR9cv57uvbQjXyU2UrDQNUolAl8MdN2q6VKfiuCW+jvRwYXK4uHXOZHyBAO8drsYdCNLpcNPpcNP4lhW9Mlrn+YTJzL3/eh2pRECrUHDltDHUmCwxta2tbl/Mde++a/TDSep3mzgp55sg2dkjt65yrhAEAYUkdtfIVkZPNzn8Xv5dt48ap5kxaRncWTaTNJmCu8tmERJF1rXX4Ar6yFXpeGj8Ygxy1enrnYf2O1sMt+0m52fzw+uX89SW/djcPjLS1PzfstnkxRHM6Mu/tx2gLkYpQugZ7WXEcb6lmQYm52dTkmEYFucrAF+9bCE/fXdLv+lK+0xDL4t3pkFZW2saAQF3H+fZ6XDj9MaOHG7sZav6bgtLx5YgkwgE+ozYtUo53kAgqj0G9cgFaqV+t4mTcr4J0t3djUYTW0EnmZmXUUiD00Kw10+6WK3n5uKpQE8w1vauRtxBP0/W7KHa2bOOt76jhg87avnLvOswyFV8omIOn6iYE/c+56v9zgYjYbupBTn84uZLh3Tu0bb4dX2z0zR8dvkcHn3tQ9p7TS9XZBm5c8E0AAwaVbzTz4isNDVPbT0Qs2ZubyZlaNnYYhnSPc40GrrRHN/RD0bByuH1s7exjfKsdI73UtXSKuTcMmcSH1TVc6zXmm+GVsXt86aeYSsHT+p3mzgp55sg52vFnS9PuIigKLKruwlPMEieOo0Hxy9GJ1eyxVTP41WbaXRZERGjXkTHHV38+fh2vjH54gHvc7bst8fcwkuNh5AKEm4rnsYUY+7AJ41yRlvf06vi6/2q5DKm5Gfz+C2X8uSWfVjdXoqMOj69dHY4sOi+JTM50NQec9r6TOh0uPsteHAKaa/UteFMLzpT+o5k49FmcyIRBBaUFWD3+lDKZFw9bSxXTB3LtTMn8PeNe6jrtKJRyPn4/KlMLx65Pj7a+l4yIpwNI27dulWcOHHiiN/nXODxeFCphueLfTQSFEP4QyFU0p7vNH8oyO1bn6fOaen3vHkZhfx57nUDXr/WbKLWa2OCPotCjYF6h5n/NOzHHwpxS/FUJhtyEn6GPx7fxouNh8J60QaZknvKZ3N3+ayEr30uGW19r67TwkMvrokK/oEeCcXvrl46YMBWVVsnD7+0dsBR63CQrpRh9vaKRzDqaIyhWX22kQoCITH6o/YUY3My+Oc915zTvPfR1vdGK3v27Nm9cuXKubH2pUa+CdLe3n5e57tJBQnSXjJ5e7pbaHAOLKquk/W/3hQIBfnGgTWkWdy86WtDgoBcIkGCgPtkgNaHHbXcWjKVz45dMOT2W3we3mk9FlGowRrw8mpzJbeWTEUljR2RnQyMtr5XlmXku1cv5asvr4uq5uMNBFl3pC7C+YZEkfcra/jwWD1un5+phTlcN2MCF48v5dV9VVHXlwpCzCpKQ2VOjj4iz3diQRaiINJkHtm8Y7VcSqFRT0O3FV8sSckBnrHFYuObr6wn36DljvlTydad/bSf0db3kpGU802QtLS0c92EEeGozcS/6/biDgZYnlPO6oKJSAQBpVSGTCLg62eqLEep5dMVMT/2wvyleicbOmqZIu0J5gkh4g1Frn3ZAl7ebKnitpLpGBU96kmiKNLgsiKXSChQR1fH6ctha3vMfON2j4Nap5lJ+sRH1ueK0dj3ZpXkU55p5EhbtLqVQXP6g0wURR55dT1bqpvCQVE761t5ac8Rlo8rJV3dowx1CoGeoK3gMKYBNTsiR9e761r5yqWLeHzNVrrdIzfy1igU1HVbCcTRiD6FTqXA4fFFjYBdvgCbTvTIdn54rJ6vXLqQJWNLRqi1sRmNfS/ZSDnfFFG81VLFb49todvXs262tbOBLZ0N/HTG5Uw35lGqSee4IzK4Jk2qoECjwyhX85kxcxmnz8IT9FPvtJKr0oad5yn2mlsG1ZY2j4Pd5mZW5o7liM3EY4c30OK2IhEklGmN/HjaZeSo478IijQGDDIl1kBk2oVeriJHmXqBjATLxpdQbTLj6xVIlKPTcOeC09rcexvb2FXfEhWNbPf4eONgdBUiEWKm2Qwn3S4PP3zrI66fOYHDLSaOdXT3m/NbkqGnsds26LViqURgZlEuVe1dAzpeALVcTo5OG7Pa0Sk67C6e3LyfxWNS8qvJRsr5JojD4SAz89wWtj4TNprqeKHhIJ5QgPFpmXx+3EK0stOBMqIo8mz9/rDjBfCLIbZ3NVFp7WCyIYcfTVvF9w+vp9llQyJAidbIY9MuJa+XeMY/anbxZnMVJq8Tg1zJnIxCHp26AqnQM4UtoedFUSzRcDgYf50tTSqnUG0gEArx6MG1EcIf+yxtfPvg+/x9/g1xzy/VGplizGVL52mBfwkw05hPpjK5ozVHa9/7+Pyp1JrMbKttRgSKjHo+s3RWRNWjj4414PKd2xKRhWkqjpgj16c9gSDP7aqkIsvI3JICdtQ3x61i1Gp1IJdKIz4y4qGWy7hx1kS0Sjm7G9oG1b58QxrfvuoifvLOZpotNly+AA5vdIWjTocLm8eLQX321mBHa99LJlLON0Fyc5MnavaVpsP8/tg2bCdHgXvNrVTaTPx93g3IJD1O0Rbw0u2LDpixB7xs7qxnsiGHMbpM/jTnGv5es4tGl5WLs8vJ6uXIdnc380zdPuwn11k93gDvtR4nV5XG/eMWArAkq5R9ljZ2BKK1dXszXp/NRH02WzsbaHRFrzXXOc20eezkqeLnov58xhX86ugmKm0dgMDM9DweHL+4f2MlASPV96xuD79bt4P6bitKmYxLJ5Vz/azBBUyGRJFvv7aBXXUtuP0BJPSk0lRkRwoyjMlJH/Y13DNld0d0zvEpajotNFvscR0vnC4tqJJJQQCvPxgxCi4wpFGUrkcmlXDVtLEsH1/GztpmlDJp1IhaIZWikkuxeXwIQHGGnodWLaDAqOP3t1+By+tnc3UDP357M/4+swVqhQyN4uzGLiTTe2+0knK+CWIymSguHhkJt+Hm5cbKsOM9xVFbJ++3n+DK/PEAaKUK0mQKTN5IB6yUSJmo60ms73A7+MKeN6k5mdu7pbOBt1qO8oe516KQSHmx8VDY8Z4iiMjO7ubwv+8pn0Wd04zXZOb9QEdUWyUIXJo3lm+eTFfyhoIExdjBKQPVfVVJZXxryvJ+j0lGRqLvBUIhvvLC+xE6wcfau7B5fdy9MHZJx0AwxNH2TjRyOcfau9hW3RR2ECF61Jp+vXY7P7r+EgBqOy1sq2lCIZOeUfWi4WZGlo4NzfGndAcrMxkIhbh4fCkXjS1mfVU9Tq8ft9+Py+unsdtGjl5LVlrPx+ncsgIU0mjnKwjw6Opl7GloI1un5eppY1H3cqgapZwVE8v5787DHGs//cEqkwjMLc1HfpblHpPpvTdaSTnfBEmWdRZRFLH6o3Mf/WKQ/ebWsPOVSSRckjOG1vr9EbKQAvBC40FyVFr+Wbsn7HgBAmKIvZZWnq8/wF3lPapW8doQCAX5R80e9lpakAkSSpRqiPH+LdUaeGz6abGHRZnFFGkMEVWSAAo1egoHEXh1PjISfW9tZS0nTJGzEW5/gLWVtdy1YFrUPTefaOTPH+6iyWxHKZciQYgamQE0dtv4y0e72VnbQm2nOWaU79lmoFG35GTKz0AEQiLrjtb1fGTccilvHDzOf7YdCk9Ht9oc/OCNj/jrXasxqJVolXLsfaaPvYEgO+tb+cIl82LdAgCpRMIvb76UX7y3lUazFZlUwrzSAj57cXwRm5EiWd57o5mU802QjIwzK7N3rhAEgXSFhtY+kb8KiYS5GYUR2z43dj4ZCjX/azpMvctCUBTxhIJs7WqkzmlBG6NgggjstbRyF7O4pmAi27oacAUjnfc0Yy4P73uXLZ31YS3aeknsdSq9PHK7UirjwfGL+e2xLTS6bEgFgVKtke9MvuSCfRGMRN871t4VU/TB6fURDInIpALdTjfbapowqlX87oMd4TKEAW98h9pmd/CfbQfPmZBFLI50xxfz0KkU5OvTONbR/7JIb+q7rHzq6Tdx+wNR68AtVgfP7TjE/y2bjd0TvW4LoJEPPHWcoVXzkxtXDLpNI0WyvPdGMynnmyAmkylp8t1uL5nGr6o2Y/afTqOYos/lktyKiOMEQeC20ulsNNVHBDgBtHrsZPaJXD6F8aTDXJpTxnWFk1nXXk2H14lBpmSaMY9VuWN5cM9bESLwM6QGTKKPQK8pZQnQ6rbz3YNr+fqkZeGAsGU55SzILGZHdxNKiZQ5GYXhAK4LkZHoe4vHFvHGgWNR08EZaWpkUgn/2LSXNw8cx+RwxdQZhmi1KLlUgj8QPCeOVxCIKmQPPTnDiwszeK/OhLfPKFwhlfK91cuYVpTLb9ZuD3+QdDlcUSPWvnT3Iw7S6XDx6r5o20KPs79hdvIIESXTe2+0knK+CaLXJ8+U55UFE8hX6/h33T7cwQDTjLl8onxOXAfmDMSuipKl0OIXQ9j8p/fnqdL4ZC8N569MvIh7y2dz2NpOvdPCuo5qHt73Do5g5MurLuhEI5UxyZDDYUsHjmBPhZYOr5O3W4+xtbORYo0eR8BHriqNxVkl3Fg0BaU01XVHou/NKclnVkke22ubCZ50rJlaNXfOn0aNycz/9h4NV+CJJ4uYplJQaNRhcXnQKhRkpqnZUTe41LLhRiGRsGx8GV0OFzk6DVk6DW02J9MKc1haksPnr07j1+u2c6CxnUBIZHZJHl+7fHG4lN+DKxfwyOvrOdbejcsXuwDCYFDJZFw6uYLndh6OOZWdo9OSPkza1meDZHrvjVZSb7AECQ4izWA0MTO9gJnpBYM6Nlel45AtOhhqSXYJxRojLzcdxuH3kqnU8Lmx8ynSGMLHdHgcHLWZsPg8PFW3F4s/9ohAIUjQy1XMNOSzz9watd/sd2O29qxV1zjNbO1q5PmGg/xn0a0RKVK9aXJZERAo1JzfL4iR6HuCIPCTG1bw5oHjbK1pQquUc+eC6ZRnGfnlmq1Rpe9iMTYng9/fdgXBUAipRMKRtk4ONLUPOk9XIZWQq0+jy+HClWBAlj8UYtn4Ei6ZUBa1r7OzkzSVku9cvSzu+T99bzM7ahP/cNAqZOxrbIsbPZ1MjheS7703Ghk25ysIghTYBTSLorh6uK472nE6nWRlZZ3rZowID4xfxAlHF/UuS3jbZH0295bPQSOTc01h9DRZIBTk6/vfY7+lDYvfg0yQREwp96VQouawu4O/1uwcdLua3DYe2vMWf+uT31vnMPO9w+todFoRBIFijYEfTFtJscY46GsnEyPV96QSCdfNnMB1MydEbFfHSWeRCgISQUAhl1KW2SMxeeo6AJPyspBLpYNyvlqFnEeuXsq4nAzu/ddrg26zTIBAjIF4SITX91exdGwJ7x6u5kBTO3NK81k5qXxA+4miyPH2+JWazoQul4dnth8iTalAKkCwV1sVUinLxiXXFO75/N47WwznyPcB4Ahwfg83+pCXl3eumzBiFGj0/GP+Dfyrdi/NbisT9dncUTIDdYyAK4CdXU189+BaTL3yhPtzvACbA10MZTWw0mYiKIbCU+aiKPLIofc5ajsta2ixevj2gfd5asHN52VQ1tnuex+bO5l1R2ro6FM4ISiKjM/N5OtXLGZMdnqUrb2BwKCihjVyGXcsmMrScSXUdloGneqTppD3OyXs8Pi45o/PhQOd3jl0gv/tPcovbrgk7jm76lp4ZvtB2qyxg7K0CjnOIUxDO7w+NAo5wWAQbzCERi5j+YQybpg1YeCTRxHn83vvbDEs0SqCIBQBVwNPDMf1kom2tsGp1SQrRoWaBycs5hczr+S+irlxHa8vFOSnRz6KcLyDYbFsaCo5ITGEvdeac5W9k3qHJeq4eqeFasfgI1aTibPd97LSNHxpxXxUsuhv9mpTN01mW8yPnEdeXT+go5IJAovGFKGRy3F4fZRmGsiJUzBAACbkZjIhN5OHVi1Ap1bS3yfe0bauiAhjETjcYmLt7gMxj99V18IP3vqIXfWtMdOmTlUdkkmG9kHn8vnDQV4uf4Bqk3nQHxqjhfP9vXc2GK5Q0d8AX4N+fwPnJfJBpAec72zpbOCOLc9HTE8PFqc4tDW9HGUaOvlpoX5/KBhzlB0QRXyh5HqxDZZz0feWTygjUxu9PukLhth0ojFqe0O3lcMtpn6vKRFAIpGw7mgdv/1gB5/81xtsq2niG5cvjqi5ewoRSFPK+cc913DxuNKoCkqxjo/FrsZ23j9SE7X9PzsO0e2MHaNwSpXL7Q8Mug7vQBxr7+KF3ZXDcq2zReq9lzgJTzsLgrAa6BBFcbcgCMtjHdPR0cF9992HTCYjGAxy4403cv/999PW1oZWq0UqlWKz2cjOzqa7uxtRFMnOzqa9vT1cPcPhcJCbm4vJZEIQBDIyMjCZTOj1eoLBIE6nk7y8PNra2pDL5RgMBjo7OzEYDPh8Ptxud3i/QqFAp9PR1dVFeno6brcbj8cT3q9SqVCr1ZjNZjIzM7Hb7fh8vvB+tVqNQqHAarWi1WppaWnB7/eH9yf7M2VlZWG1Wgf1TC6NjA2V+9D6g0yR6iiWaNgR6Ga21EgAkcqgnbmydLokAdwBHwUSNVsCXSyWZeIUA1hCfq6Q53Ii6EAvyMmRKMP7baKfhqCbqTI9R4N2cgQlGRIFu4MWPmUYR2eHKfxMJRnpXKkuxOf3hc/vCHnRqdRoLC6cMuegnylZ/k7nqu9Nz0pjkl7B9jYrC/IM2HwBmh1eZqarsNlsEc/U2NDAOJ0Sk1zCeKOGI91OCtOU6BUytrdZuaggHYs/SLvDQ4VBzcEuB2VqCdsOVKJM03Pd2FyOddnxhkRKdSr2mexMytCSrRLweDw4uk3MyjHQapVQmKZid4eNGVk6gqLIkW4nM7N11Ns9KCUCeVpluM0uf5BOt499lVVMMGpRSQXcbjdSrZ5ShYiQq6fZ4WVShpZjFhfZKjlFBg0f1HeyIM+A2ePH5PHHfKYFeQZMbh92XzD8TGP0ajRyaXh/m9Mb8Uw+q5nGxsZU30uS995gn6lf3ykmqK0qCMJPgLvo0SlS0bPm+z9RFO88dczWrVvFiROTJ4ftTKivr7+g890eOfA+77ZFV6E5hQBMN+RR5zBjDUZHyl4hz+Vdf/ug7qWWyJidUcDq/Ik0uq1U2UyMScvk42Uz0MoU7O5u5qdHPqLeaUGgp+DDtydfPOjo7mTjXPW9l3Yf4e8b90RMJZdnGfnbnVdHBWVZ3R4++dQbtNviC1oMBY1cxteuWMyiiiIeful9Djb3/6KLxariDNY2dnPXwmncvXA63339Q462dWKOk6s7oyiX/U2D66u9kUkEtAoFaSoFTq8PS4yI8VvmTOKBlUOvW322udDfe4Nlz549u1euXBmzvmrCI19RFL8JfBPg5Mj34d6O93zHYDAMfNB5jD1OLvApRKDS1oE/TuDVieDgC5fnq3X8aNqlfG7Xaxy19wRWreuo4YP2E/xl3vXMySjk2UW3sqOrCUGA+RlFyCRnV/P2bHKu+t7NcyahlEl5+9AJPP4ABcY0vrRifsxoaINaxapJFby67yhOb+x1376iHIPB5Q/wk3c2kZWmDStsnSk1J1PY/MEQv3x/G1trmuIeOz43k69dvogHnnuPTme0TGtf1DIp4/KyWFRRyJ0LpoW3b6tt5lv/+yBqLXl/YzuiKCZNYOCF/t4bDlJ5vgni8/WveHO+M9OYz5bOhn5fnvEcL4BeiH5hKwQJvhjnjNdl8btjW8KO9xQnnGZ+dHgDv5x1JXKJlCXZp7/Iu70uQohkKWMH7yQz57LvXTNjPNfMGB+1XRRFdta18N7hamweHzKphPJMI9+5eil//GAnjTEcpSJGlZ/B4A2Ehux4AXQKKZlaNTfNnshXX1ob8xiFVMJt86Zw54LpaJRyPjZvCi/tOUK7zYlcKiEUEmNqRBdlGPjTHVdGbQ8Gg4RiBHE1dNs43GJiamHOkJ/nbHKhv/eGg2F1vqIobgA2DOc1Rztu98Bfweczd5TO4CNTHYes7UOSD6yQ66gU7Xh6BUX5xBAyQYJUEPCGgqRJ5YzXZ/PwxKVcu/HfMa+zrauR15uOcNDWzoKMIqYb8/juwXXUOc2IiBSo9Tw6ZQVlaekxz09GzmXfO9rayb+27Mfm8ZKt0/LZi+eQp9fy6Osfsrm6McKZbjzeQEmGnm9ddRHfe/OjiClohVTKjTMncNxkptFswx8IYnF5RjRyUyL05P+WG9O4eHoxmVoNLXGceCAUYnxuJhplz0fi7fOnctW0sWw83kCmVs0Tm/ZS1R4dTZ+ti64VvaGqjp+/t4VYnxmeQCDudPdo5EJ/7w0HqZFvgiRjvpvF5+EnRzZQ6zAjk0iYl1HEF8ctCtf0PRPaPHa6va4BHa+E6FB4ASgrLORPmfP4zsG1NLtP11cNiCFEUeDmoslcXzSFLKWGnx/5CFcw9tSlJxTgscoNBBF5s/koCokMZy8pyy6fm28ffJ9/L7wFSZJM7Q3Euep7h1s6eOS1DZh65fsea+/ivotmsqWmKeYotqHbxn92HOJbV17E3zfuweRwoVHIWTquhE9fNAtBEHD7/AjAF597jyNtnVHXiMVQpqxvnz+VaQU5TM3LwKhL4z/bD8atshQS4Z1D1cwozgurUBnUKlZP7xn1b6lpinK+cqmEFRPKo6713M7D2OIUVSgw6phTkn+GT3LuSMb33mgj5XwTpK2tLakCD0KiyAN73+Sw9bRsZLW9G7vfy3enRldLsfu9/OTIh1Q7upEiMCujgIfGLw6vpf7++DaaPf1P/aXL1SzLLmVN+wncvSodjUnLZJ40nWafh25vdH5wEJF17TVkKbW81HiYzgFyiE+JdfjFEP5g9Euu1mlmv6WVWedJANa56nv/2rI/wvECNJptPLl5X79pP+02J3NK85lTejWBUAipIESscZ5aM/7ZTSv56bs9so4D1WouyzJQ22nt95i+LK4oYkZxHvX19Rh1aQMGUe2oa+YT/3qdKflZfPeaZSh75Tnfv3weDV1WjrR14vIFMKqVLKgoYvGYQo61d1Fo1KFV9sigdsdZK1ZKpdw+b0p4dN2XfY1tPLPtIC6fn3xjGvcvn0eGNnZxk7NFsr33RiMp55sgCkVsfeHRyo6uRk7YIyXzgojsNrfgDvgjRDREUeShvW+zz3Jac/mEoxub38sPp60CoNMTO4q1QKUjU6lBL1dxb/ksZqUXMC+ziP81VeIO+inWGPjyhIvYdPwQvzyxN2LauTdmv4d/1Ozud914sARCQVyBoYvjjzZGuu+5fH4+OFpLMCSyclI5aSediC2OvvNAKlbaXs6lv1mWDK2an9+0inv++SrVJkvc40rSdXj8Z75W/LX/rWNheSGfndejKqVXKfs93h8M0elw8eHxBn71/ja+eeVF4X0quYzffOxyDreYqGrvYm5JPi/vPcp9T7+J2ekmQ6tm2bgSvrBiPsE4HxIrJpZxw6zY2SBba5r4yTubwnnHB5o7ON7ezZ8/flXYqZ8Lku29NxpJOd8E0el057oJZ0S904o3hqOz+T1s62pkaXZpeFR7wNLGMXtkCkcIkX3mVux+Lzq5MkLoIvJ6XpxBHwaZio2mOmYa87kifzxX5J8O0gmEQrxvaYjreE8xHI4XoEhjjKpdnMyMZN/bUdvMr97fRrPFjgg8s/0gn102h5WTykmPM+qaW5qPgECj2Ra1T69Scv3MM5NQnJSXHdf5pikVaJQKjradufay0+tn04lGVo4pIj8f5pcX8O7h6kGde7il8+Q1fLRaHRQYdGiUcqYW5jC1MIdX9hzlzQPHw/V8W6wOXt1XxdicjHClpL5Y3PHXep/dHi34UdNp4bkdh7lv6axBtXkkSLb33mgk5XwTpKurK5xonQwsyynjydpddPkip8AcAR/fPLCGYo2BL41bxNKcMhpdVlzB6GlEZ8CL2edGJ1fyyYo5HLd3RUwJC9BTOjAIVr+X/9YdoFBtYEl2CU/X7sXm93JVwXiylVqyAmenHm+aTMFdpTPOq1KEI9X3gqEQf1i/k6ZeQUitVgdPbN7LReOK+czS2VSbzLRaT6eJlWcZ+czSOZhmuvjd+h00dluxe3woZVKK0vXcMHMCqyZVxLpdXB5ctQCTw8WRVhM2jw+FVIJaLqcwXcfqaeN4b5AOMxbeQJBdx07w6uEajp1B8YRgKMjv1u1g04kGzC4P6RoVy8aXcP/yeQiCwIbj9WHHewpPIMjfN+4lM+5UcfwYBJsn9ixDbbdl0G0eCZLtvTcaOX/eROeI9PTkip7NV+tYlTeWt5qP4ugVvCTSE+RU6zTzq2ObmZdZyMKsYrKVGkx91mOzVWkUqHvqZxRrDMxKz2efpQ2tVI7N76G7T/lAPyF+VbWJJ6qVYe3nD9qqkUkk5HB2pq8cAR//qN1NocbA/Myis3LPkWak+l5NpyXCsZ6i2WzjQFMH88oK+O3HLufJzfvocropStfxqYtmoVcr0auV/PZjlw9LO1RyGY/fcikN3Va21TTR6XAztSCHi8YVI4oiz+063O/5AwVj7Wqz0GA/swhjjVzO6/urwhWa3FYHL+4+QlmmkdXTxxNPtKjd7sTh9UW1SS6VcPH4+GunRnW0lKcATMwdmib6cJFs773RSMr5Jojb7U66wtJfnbiUlbljeL7+AJs666OmoZtcVta313BlwQSuyBvPK82VOAI9AUxZCg13ls5EJpGwvauRHx5eT5un50VtIv43vDcUjCi64COELxQiR6qjjjMrxjBU2jwOfn7kI1666I6zcr+RZqT6nkYhRyGT4u4TPKWQykg7uW5bYNTxyMnSgYng8vn5x6a9HO/oRiWXcfu8qcwqOR1JGxJF/vbRHnbVt+Dw+lFIJYzJyUAqEWjsjp7eBpBLJKjkUuxxRD1Oka2Sn5HznZCbiVohiyqNGAyJ/PWjPayePp75ZQUcaGqPqfvs9PkxqpWIgNXtJUOrZmF5IVdPGxv3nvddNJPGN2x02E/HVozPzeTmOZMH3e6RIBnfe6ONlPNNEI8neXLzejM7vYAyjZH9W1/AGyOKWDjpRh+YsJjlOeW83HQYlUTGnWUzKdEaEUWRPx3fHna8pzjTtI8MiYKYiY8jRIPLSrW9izG6cztyGA5Gqu8VGnWUZxrZ1ycKuCzTwMS84avhGgiGeOiFNRGFFypbOnlg1XwuPTlF/c7BE2yubgwXofcFQxxp7T8NyR8K4ffGjhMQTv4vBKSrzqw4wPSinLj3tnu8mOxO7lgwjRMmMx8eqw+3uTdGjYrHrr+EEyYzUwqyydP3P3U7vSiXx29ZxVNbDmDzeKnITucTi2egirN+fLZI1vfeaCLlfBMkmfPdMpQaSrTGqBSeYo2B5bmn8xRnpOczIz0yB9EV9GPyJq7XuyUwPMXKB0sIkX/X7eN701ae1fuOBCPZ93543XJ+8NZG6rsshEQoTtfx7auWDln+0Obx8vzOwzSZ7cwrK+CKqWNYU1lNVZ98Xovbw4u7KsPOd9OJhphObKiInP5A3N4WmaLUk/pE3GpF/mCQiqx0DsWo0hQIifxx/U6+d+1yvnfNxfx67TZe3nM06jitUkFpppHSTOOg21yelc73rr140MefDZL5vTdaSDnfBEn2fLcfTl3JNw6sodZhxicGKVIbeHDCYlTS/kcFSokM9QDH9EYmSAiJoSihjcWyzEEXVhgMKokMgZMlBuOMw+PpUQdCIRpcFgxyFZnKaIWi0cZI9r10rZpf33oZDq+PUEhEr+4/Hac/mrqtfO1/H9DQ3ePsNhyrY01lNdlp2piOrnf0ryqGXvRwsSDPwNrG0wIZQVGMO3UjFQSunT6BXIOWdw+fiCnK8eGxBo63dzEuN5P7LprFjtpmGs2ng9YUEgmrp8afYk4mkv29NxpIOd8EUamiAyKShaAYotvv5pHJyxEBbyjABF32oJSuZBIJCzOL49bwlSGglMpwBf0ICBSp9Ew15vJWa1XE+607NHwasVIEgmKo39QkCbAwszhq+3utx3myZjftHjtqmYJJ+mx+PP3SAT9CziVno++lDUMu6e/X7wo7XuhZI93X2MaqiRXIJEKUAzaqVexpaOXJzftotzmRSgSCw1Q7tzdmj79ntEtP3ef+EEWRr7+yjumFOeQbdNR3Rwt7+EMhXtt/jIcvW4RepaQ4wxDhfANiiH3NHVxzhilXo5Fkfu+NFlLON0HU6nOrNDNUdnY18cuqTTS7bMgkEso0Rn4y4/J+Ha/V7+FPx7fT4LKgkyn5ZPlsqmwd7LNGj1wDiARORlOLiNS5LUgEgQK1jmb36RdSh9h/VaQzQS6R4glFBgn1ji5VSqTMSi/ghqIpEceYPE5+d3wr7SfXrx1BPyaTk59Ufsj3T4qJjEZGW9871t7Fv7cdxOX1M7kgizsXTEMpl9Fuj16eCIng9vuZkJcVseZr1KhYMbGMH721kY5eKlo9kqAiQ/HBupN5uJWtnVh7CYSYPH4ytGpMjuiYB7VcRnaamkZzT55zCDDZXaw7WodcGv83Yjg5Q9Buc0blIIdE2FPfSvdJ8Y1kZrT1vWQk5XwTxGw2J13UnzcY6Kl7e2rUGoJDtg6+c3AtT8y/IeY5zoCPz+58jeOO0y+Ug5Y2VuRUxHS+sahxmVmQUUSn1xWOsJ4o1VEXih/tLEUIy0YORCjGiFcEFmUWk6tKY2l2GbOM+Txbvx+L38MNhZMo1hr5b8P+sOPtzaFeEpyjkdHU9zafaODn722l66SE4va6ZnY3tPK7265Ao4j9mvEEAvz0hhU8s/0gx9u7USlk3DZvCm8dPB7heKEn6lmrlMctSxgPtVzKY9evYFxuBnf+49WIfVMy08jO61Gk6nvddI0Ko0ZFgzlaOjXeGrRGIQ9HITebbTHlJM0uDy1We9I739HU95KVlPNNkMzM5Iua3Wyqp9EVPW3W6LJg8jjJVkWX3/tP3f4Ixwtg8rnY2FmHWiLDHYqv6dubI9YOPlY8jWfq9xNC5FAgdrqIQE8JwSp7dHRpLIcsEyQEYjhfjVTOPWWzmJtZxK7uJm7f+jztJwPF3mg+yi3FU2IqfkFsZz6aGE1975nth8KO9xSVrZ2srazhmunjqTVZsHsjlxh21bXyuWff4aGV8/niivnh7f/dcSjmPfQqJWIohKuXpKRM0hMAFgyJMT/R1HI5s0vz+eYrH0S1r9bm4XNXT+Zwi4ndDW3h7VIBMtPUBAb55xfokc58dPWycPGF8ux0cnTaiBQhgOw0DaUZyV8LdzT1vWTl7MgLncfY7UOvJ3quEHv9f8R2sWeKOBZ9He8p2r3OMyrTZwv62GVuDlcWKpHGHgFMN+SSr4otYaeQSJmTXkCatGc90iBXhtNH+jLDmMecjEI+bK/hgT1vhR0vgNnv5um6fWzpqEcaI4q3Ii1j0M91LhhNfc8cY5QXCIbYVd/KlVPHcv8l85icnxUxZSsCTWYbv1+/M6KAwric2HY3O91hhygRBIxqJY9ctZT3Hvg4//3Ujcwvja4KZHZ5eH1/FdWm6LJ/ermEV/dV8bObVnHtjPGUZxlRyqSERDjYbKKuy9KP9lQP10wfx9/vvpp3vnQHi8acjiVI16hYNq4EVa8iDGq5jOUTStENoCWdDIymvpespEa+CZKMRaWXZJdSpDHQ0Gf0W6w1kKOKnXc4Ji2D9R01UduDoshEXTZjtBkcd3QhAHVOS9Taa2+O2joJnXTyeiF2QJPF52ZeRiEbTLVR+9yhAEdsJrIUapYZynCH/KzviD4uS6Hh17OuwhHw8Yujm2KOcD2hAI2eyNG3RipnTFoG35lySdxnGA2Mpr7X41AiX8gSASbl9+QFr54+jopsI1949p2oc5stdo62dSITJPxm3XZarQ7kUknU9G5vcYuQKOLyBbB5fLxXWc0Luyqp64qezRHpKeUX65tSr5ARCoVQyWV87fLFfP4/b0eUQ3T5/CikUkRRxB+nKEKX083EvOyY+x5YOZ9pRTmsOdzzu7l62liW9aNmlUyMpr6XrKScb4IkY76bSirj4YlL+fHhDbR5e9Y65YIEo1yFPxREfrKwQm/uLJvJU7V7YkYSB8QQn6yYgyvoZ4w2g3u2v8SxOCNlIOx4IX6eb73bxivNR9FI5TFr+LqCfhrcfsx+L9mKeGlBIp/b9TpNLmuEulZ/qCUyvjvlElbmjhlyTuvZYjT1vRtmTaB5vS2iXu3YnEyumX66kIZKJkMulUal6cilUiQI/OCtj2joo1olFSAYZ8nfFwzy3uFqWq12uvspRG91eZlSmE1LH8nME3YfXzhZTcjl9ceU1PQFg9w6ezJvHDwWpfgFoFPFjwYXBIGVE8tZOTG6tm+yM5r6XrKSmnZOkLa2toEPGoVMM+Qi7RXZ7BdDfGSq46dHPop5fJpMwYIYKTpSBN5uqeKmzc9yz7aX+Pi2F5ibUYgyhgOPxWJZ/LWjbp+LgjhTz6ewB7zUuswx93X63Oy1tA7a8ULPqDpNphz1jhdGV9+7ato4vn3VUuaVFTCtMIfV08bxm1svQyE73Q/Ks4yUZkavd5ZmGDja1hlTLjKe4z1Fm83Rr+MFyNFr+daVFzG9KIc0pRwJPaIh986sICut58NNKhWQxYhiFoCybCMPX7YIbZ+c4+w0DXcvnN5/A3shiiIHmtp5dvtBKmMIdSQTo6nvJSupkW+CJGvI/ctNh2h2R77sRGCvuRVRFGM6n+9NXcEDe9/ihL0LbyiIVBB6hAlOEkSkxmnGHQxwSXY56zpqBiwH6JLEf7uK9BRxOOGMXq/re9xQiCW8n6/SMdkQexpxtDHa+t6SscUsGRv9gXYKQRD4/rXL+dFbG3vKDopQlK7jO6uX8s6h6iH9HbPS1FGBVL1RSKU8unoZRo2KP91xFTWdZiwuD1Pys7GaT/crpUzGxLzMqNFvrk5LjambNKWSuxdOZ/2xOuweHxlaNZ9YPGPQSlW+QJBv/G8dh1pMuHx+0pRyphfl8uMbVgwqr360Mdr6XjKScr4JkqxFpc2+2KOFQChICBFpjFATo0LNP+ffxI6uRtZ31PJac2XMa7R67LR6BheQoVGoKJHoaXDHjnre0dU4qOucCWqJlAptBguzSni56TCWk1WYdDIFVxeMRy9PDgGB0dz3qk3dvLK3Co1Czq1zJ4dHmPmGNP54x5V0ncytzTy5/aqpY3l139Go2rX9ka5R8eCqhXzt5bXYPZFrkDKJQGmGgc8un0tZljG8vSIrHVEU2VXXyvaqauSaRj42dwpGjYpvXXkRoZBIVXsXvkAIqVTA6ffz0kmZyFy9ls9ePAe314/F7Ym47kD8a8t+dta1hD8wHF4/22qaeG7HIe48g9HzaGE0971k4bxyvqFQiLf+vJY9aw4CMPuyaVz9uVVIRvDL0mq1YjQaR+z6I8X1hZN5q6Uq7HhOUajRIxXi20siCCzMKqHJbRtQFWgw6AIi/1hwE3dufSEiEvkU/eX4ShFQSmS4QoPP/SxW67mucDJ3l81EIpFwcU45zzccICiK3FI8NUrDejQzWvve3zbu4dW9VeFatOuO1PLAqvksG3c62OiU0z1FniGNa2dM4F9b9g/qHjKJ0BPQVJjD9TMn8N7hajrsLrQKOeNyM/jJDSviRhX/8K2NbDzewJI8PWsPVLPuSB2PXrOUKQU5PHbDClxePx0OJw+/+H6EU2+3OXnsrY1hRa6X9xzlptkTuXvRjAHbe7C5Paonh0TYXd+alM53tPa9ZCL55jv64S8PPM2zP3qFw5uqOLypimd/9Ap/feDfCV/XZXOzf0MlTVWtUfuysoavysvZpDwtnRuLppB5MlhJJkgYm5bBtycvDx/T7nHwj5pdvNhwCHcg0sFdnF1O9jDoHx8JOfigvRrZINeIeyMTJBgVSvSyyK9wgR4nmxUjEKvRbeOJml387OhGACYbcvj+tFX8aPqlSeV4YXT2vU6Hi7cPnogoAt9ud/Lkpn2EBvhYW1BWgGQQS+0CcN9Fs1l1svjC/y2bwz/uvobvX3sxV08bi9Pr55NPvcFnn3mLbTVNEeceaGpn84lG3P4AB7t6pphbrHb+tGF3+BiNUs6J9m7abNEfg72lMLucbp7fVYkphoJXX2TS2P073vbRzmjse8nGeTPytXTYOLChkqDvdKpA0Bdk//pKLB02jDlDU2N5/ffvseafH9JR34nWoKF8egkPP/05NPqeNQ+r1YpWGy1KkQx8ftwCbiyezPutJ8hVpbEityLsBP9Vs4fnGg/Q6XUhAP9t2M8Xxi7ihKMLg1zJ6sKJXFswiRcbD2GLU6hgMExVGHmqdi8tg5ym7o1XDNLicZCr1DLLWIAr5CdLoeG6wknMziikw+Pg7zU7WdN6IkIExBMK8JGplvs8c+KmViUDo7HvbaluojOGXKPJ4aLD7uy3hF5QFJGcLMDRH/PKCrhr4bSIbelaNS6vn7cOnsDp6/lQbLU6+Mk7m/nD7VfgCwZ5dschDjR1hPeP0atpd/WMbNttDkKiGM4/z9ZpUcmkUbV7+2J1e/nKi+9zx/ypXDq5IiKIsTdXTR3L4ZYOXL7T/TBNKeeGJNV5Ho19L9k4b5xva3U75rboPD9Lu4W2mvYhOd+mYy28/oc12Dp7HIPT6uLQxqP8/SvP8MDfPw2A339mcnejjTyVjrvKZ0Vs6/S6eKHxIJ3enpeoSE8d3G8efC8cYPVc40G+N2UlCzKLePTQOqw+LyExhEccfHHeQpWOsSoDz9mjc3TPhHavExG4tnAS/zdmXjhYLE+t4/rCKaxpPRF1jsnrYr+ljUvzkrfKzGjse3l6LQqpJCqdSC2XoRugSMPUwhyKM/TUdlriHqNTKbgnzjTvu4erw471FF1ON19+YQ3eYChK7lEjPz3qDIZOO17oqd1bnp0+YO1ggJpOCz99bwsbjtXzkxtWxAxWvHRyBS1WO+9X1mBzezGoVVw5bSyL+wlQG82Mxr6XbJw3zrdwXB4Z+el0NUdGxqbnp1Mwbmg5aW//9YOw4+1N3aHTQUDnY77burYTdMRaf+01bdjosvKdg++jEKS0xtBFHgzNHjt/8MaWEjxTOrxOnqnbh0Gu5PbSGYiiyE+PfMTmzvqYgh96mZIx2tGtYDUQo7HvzS0roCIrnaPtp/O3BXocq3YA5yuTSHj40kX8cs1WGs02JAIo5TJkEgGH149MImFKQTYT82Knp3kCsYVdWmNMH0NkPd++U+KCIPCzG1fy03c3U9dpxerx9KsrHQiG2F3fys66FuaXF8Y85p5FM/j4/GlY3R4MGlVSRjmfYjT2vWQjef/6fdBn6Zhz+XTkqtO5eHKVnLlXTEef2X+uaDziTSH1/rI9H/PdMpSamNHOfWnx2KlzWxK618J+8nzPFE8owNr2agCertvH681HafM4ogJdBGCaMZcKXXI739HY9ySCwM9uWsniMUUUGfWUZRpYPX0c37xiCeIgAvRmFOfyz09cy28/djm/u+0K/nnPNaQplfiDIdz+ANtrmvnCc+/i8kU7wiLjmf3OF+SdzjlWyKJ/6xlaNT+/aRXPf+ZG/vPJ68M60vFw+wN8eKy+32NkUgmZaZqkdrwwOvtesnHejHwB7vv57VTMKGHraz3BE4uvn8vyOxYP+XpXf34V29/ai6U9cjp7zKyy8H+fD+serW4777UeJ1+tY2VuBZfklFOWlk61o//82uGgJRQ/RzMeEmLrOENPxSaAjaY6/DGmwHUyBasLJvLF8YvO+L6jjdHa9zLTNPz8pp5SjHaPl5++u5l7/vkaIDA2J51vXLmk3zrBMomEGcW5ADz6+oc9OcEnEYEjrZ38Z/tBPr10dsR5D65cwMbjDTEL3ceizXk6VsHq9nHvP1/DoFHxqSUzmVaUG94nCAJZOi13L5zB09sOROhQ90YCVGQPXuc8mRmtfS+ZOK+cryAIrLjzIlbcedGwXC+vPIdbvrqat/6yFlNjFxq9hrGzSvnUL+4IHyNN0mjFU/z+2FbebDlKl8+NBPjtMQ3l2gwKVTqkCNQ5zfjOsLqPUiIlU6HB6vfgjCEN2Zve1x5M+UC5IOG1pXfybP1+/lt/IOr4U8UQ4kXWzjTm85WJw9M/zjXJ0Pe+9cp69jaeHiU1WWzYPV5+e9sVgzq/LYbkI0BVe7Qs6daapoh121NIBJAgRKXGeXtFLrt8fk6YepTSGrutPH7LpZRnpVPTaWbLiSbGZKdz75IZXDNjHM/uOMTh5g6qOy0RWtDl2emsnj5uUM+V7CRD3xvtnFfOdyS49BMXs/yOxTRUNmPMMZBZ2PNla+mw8dcHn8JQnsaJjxqYf/Usbvn6NYOSJWw+3sb7//wQjU7NFZ++BH3W0KbFE6Xa3s1rzUfCub4hoMProuNkoFVfBavBkKtM46EJS1iVN4bDlnbu2fFyv8eXSbUcDfW8YLMUGtp9/adtBMQQz9bv5zNj5tPitrOjqxFH0I9ckDJOlxl2rDPS8zhobYtwzVIEFmWVnNHzjGZsNhvp6aN3pNXQbeVEjGpCJ0xmmsw2itIHDoLUKGMX3khXRwqhBEMhnttZGRWdLACLxxQzqyiXDcca8AYCNFnsuHx+SnUqjluiI7M77C6++9oGxuRksLOuBavbi1ImZWxOBr+8eRUPrFwAwIu7K1l7pBZvIEChUcdDqxailF0Yr9TR3veSgQujpySIXCmPmGoOBoI8vPT72DrtGAv1WJptNFQ2s/2tPfx8/XeQyuJ/Fb70izd594n14UCuD5/fyn0/v53Zl539RPtXmyujRDZ6M1jHKwDl2nSW5ZSTLlfzctMhnm84wIl+iiucYk/AAvSMlv8wdzUP7X2HpjhqV9Az7fhM/X6O2jv585xrOWBpY6Opjon6bC7JrQgLhEzW5aCQSCMqGQUR+VftHqSChJuKpwzq2UYz2dmjWwbT7IodpOT0+rC4PINyvnfMm8KJjm7MvfSbc/Va7l08g0AwxHO7DrG3oQ1R7EkX6osILCgv5IZZE/nY/KlUtXXx+WffBmCfKX56W22XldpeVZK8gSCHW0z8Zu12vrN6GQC3zJnMLXMmD/gM5yOjve8lA8m96n+OeOqR58POs3xuUXh7Y2UL//rm83HPs3TYWPf0RxER1KbGLp577LVBBaMMN0bFmcsoaiVyCpU65IIEgR6hi9npBfx74S10e1384fhWdnY3s9fSij0wcNmxyVIdCkHCvWWzKE/L5NGpKxinzUDej8oWwN7uFt5uqWJGej5fGL+IVXljw47XFwryxxPbYpYQ7PA6ebpuL45BtG2009098mvyiTAxN5NCY3Reb75Rx7jcwQW7zSsv5GuXL2ZmcS5jstOZV5bPD69bToFRx9f+t5a/fbiH7bUt7KhrwRUj/UUll0UUczBqVOECCZMyznzdsr80qAuJ0d73koHUyHcI7F17OPzfUnmkkzi46Ujc83a/t5+uFkvU9q4WM51N3WQXD1/k72C4pXgqrzcfjSqw0B8ZSjUtbnt4rTUghjhi7WDFB//AewY5vqeQIeATQ/y34SCLs0qZZshDEIQBCzIEEfn50U0UavTMTC+I2Lenu6Xf0XOz28a2zgZWJXGOL3BOPtjOBKVcxu3zpvLklv1h4Y2sNDUfnzeVYFDEHvAOqrD80nElLB0XuVyws7aFg00dEYF3scwxLieDWcWn02Jy9VrG52ayrbYZ6RAqV8WqfHQhMtr7XjKQsPMVBKEYeBrIo2fZ8G+iKP420euONHvWHOB/v3obS4cNrVHDio8v4fL7oounBwNBnvvxq1RuPg7AlIvGo8/S0V7bUxKs6qNIgYiAL74DyizMQK6U4+8zFafUKNAazn6VEL1cxaNTVvDbY1toc9uxBbz9Or08ZRpCjKAoV4w82nhIAIkgIXDyPnuCFgBsAS/373mDS3PGUO2MXSKwL86gjz+f2MFf510fsV0llcWsWHQKpUQ6pFH/aCMZpv6unTmBhWOKeGn3EQTgsikV/GnDbv65ZT8hRIqMOr511UXkG6LjHuweL09u3kdtpwWdSsm9i6czJrtnxLyroSVmfV21XEZxup6gKFKRZeTLly6MisP4wXXL+fl7W2jpMlOUrqMk3UB9t5VmS/8qawqplMVjklMUY7hJhr432hmOkW8A+IooinsEQdABuwVBeF8Uxdglb84RAX8AqUyKIAg0Hm3hrw/9+7QiVj08V9eJRq9h6S0LIs773WeeYPubewidLCxavbeW8hmlCBIBMSQyecVYtj93WgzeaXGxd+0hZq2aGtWG6csnUTQxn9r9DRHbx80pR6NPXCd5KMzOKOCphTdj8XnwhwL8/vg2ahzdKKUypuhzqHWYsQY8GOVq/m/MPL5zaF1C95uoz6bSdrqW6XxZBu/62wFwBHy81XqM4BlEV59S4erNdGMeBrkq7np2mTad2emxhRCSifb2dkpLSwc+8ByTo9Py+eVzAfjSc++yp+F09LPJ7uKRVzfwxN2rI5yk2+fngeff41j76enNQ80dPHrNMmYW5zElPyemklaBQcc/7uk/8FGjkPO9ay6mvr4+bL+qtk6+/r8PIqQx05RyjBoVLm8ArVLO4jFF3LMo+YogjATJ0vdGMwk7X1EUW4HWk/9tFwThCFAIjArne/DDIzz349fobjOjTlMx78qZmBq7oqQonVYXHzyzKcL5djZ3c2Tr8bDjBQgFRbqau1ly4zy2vbGHjurIoCKnxcXj9/yZnNIsDNl6Lr5tEctv78k1lkgkfOPZL/CXB56m+UQbMpmUcXMr+PTjd46gBQbHqZHgD6at6ve4IrWeBpdlSPeYos/B1schNoYinafvDKeudfLofFGJIPCrmVfy2d2v4+u17iuhx/n/dPrlMVNSko20tOTSpW6zOWKumdZ1WTjcYmJqYU5424u7KyMcL/ToQ/9z835+e1seF40rZmJeFgeaO8L7tQo5V0wdM6iMA4i034S8LB656iKe2noAq9uDXqXkzoXTmF9eiNXlQatUoOgnkLI3HXYn/9y8jy6nm7E5Gdy5YBoaReyo7WQl2freaGRY13wFQSgDZgHbh/O6Q6W7xcyfv/QUnU2nf8QddZ1kFcUO9vC6IwsEdNR3YjFFrx3auhxcft8l3P2DW/j7I/+mdmdk5RSfx09TVStNVa3U7K/H1mnn2i9eDkB6npFvPv+l8JrJYF8Uo4VPV8xht7k5ZjBTf6gkMv6vYh4/r9o4bG3Ry5RcXxg72nR6ej6vL72Lx49upMPjJFOp5p6y2Uwx5sY8PsXI4/L58cUoVOALBCOqIAFUtccO6LG4ez7eJILAL2+5lL9+tJtj7d0oZBJWTxvPpZMrhty+uWUFzC0riNqerh38klCNycw3/reOlpP5yVuqm9hR08zvbr/ivHPAKRJj2JyvIAhpwMvAg6IoRnisjo4O7rvvPmQyGcFgkBtvvJH777+ftrY2tFotUqkUm81GdnY23d3diKJIdnY27e3t4S8sh8NBbm4uJpMJQRDIyMjAZDKh1+sJBoM4nU7y8vJoa2tDLpdjMBjY+O5WlEY54yvKSS/Qc2jNMaZeNh5CECBA+dwi6ve1kF6gR5+Thkappb6+HpVKhVqtRp4pYdyicpQ6Gdp0Tfj8kFdEUIm8+sRbpOVqmH71RNQ6ZXh/Z70ZvydA/oRsqjbW0tLaQkNDAzk5OeFnCviDuD0u8vLyzuiZOjs7MRgM+Hw+3G53eL9CoUCn09HV1UV6ejputxuPxxPef+qZzGYzmZmZ2O12fD5feL9arUahUGC1WsnKysJqteL3+8P7T/2dNlcdwiDKmCxLR4bAnqCF+bKM8Ai2WKJhR6Cb2VIjAUQqg3Zmy4zUBZ28UrWbK+S5vOBxsViWiVMMkCuoKJZoOBF0oBfk5EiUbAl0sViWiU300xB0M1Wm52jQTo6gJFuipE0lMh0dEzPymKcvor6+PuqZDtSdYKejnWyJnBuNE5hcVIbVaqXeWh/1TCPR987G38nn8+H1emP+nUbjM0mcNqbmGBD9PvQKGdvbrCzIMxASpIw1aqivrw/3vXmZavbIpSzIM9Dm9OINiZTqVPhkSpqamsLPdOO4fNJmjQs/k8fjGfQzOZ1OHA7HsP6d/rn7OJP1CrLladh9QSoMag522Xl3x17mFOcmxd/pfOx7ib73hvpM/frM4YhaEwRBDrwJvCeK4q/67t+6das4ceLEhO/THx6nlye++h9q9jcgCD0SkB6nl22v7Y46tmhCPsY8A1Xbq/F7/AgSkCnk6DK0ZOQZufaLl7Pw2jkAPPO9l1nzzw/xOE5+ccsk6NK1eN0+PA4vuhwt9o7+hSEyC9P57Y4foVDJObChkud//BrdbRZUWhVzLp/Oxx+9MSlGwJ6Anys/eipmCpFBpiIgBnEF/f1qVH2ibDY7zU1U27txhwJkCHK6xcgANK1UHlcZa6o+h38tvLnfdv6jZhf/qdsfLnWolyn5eNkM7quY2/8DJhkejweVKrkCx3bWtvD4+1tpttgRgTx9Gp9eOovLp4yJOM7p9fG5/7xNTa9p6kytmm9duYQFFUUMByNhv08+9XrUdDnARWOL+emNK4f1XueSZOx754I9e/bsXrlyZcwXz3BEOwvAP4AjsRzv2eLxe//M/g9OLzM3HmmhYmYpCrUcnzvyRZ5XkcPDT3+OHW/t452/rePE7lr8Hj/dLRa6Wyw8+fX/kleRQ9nUYu783k1MXjSOdc9s4vDmKlxWN9ZeyfkTlpWz66X+K/MYsvTIlTK6W8z85cGn6WzsNQ1eb0KplnPL168dJksMD+6An5ebDlPnNHNp7ljmZBTwxT1vxs3dtQbii3X0xhn08c/5N3HQ2sZecysn6mp552TA1SnkEinj1HqO9xHpEIAl2f0HeTgCPl5vPhpRY9gW8PJ681E+VjKdNFn/lXWSCZPJRHFxckXfzisv4Ml7r2XtkVr8wSCXTq5AHyPdSKtU8NuPXc5fPtxNk8WOVinnroXTmFY4fMsGI2E/nTJ26lR/dYyTkWTse6ON4Zh2XgLcBRwUBGHfyW3fEkXx7WG49qBorW6nem90NZGu5m6mXTyJyi3HcdvcSGQSiibkc9/Pb0cikbDwmtm8+/cP8HsjUxYsHTZe++274Zq9sy+fjsflZe/ag1H3CPoHiMwVetaSnVYXr/3+vQjHC+D3Btj13sFR5XybXFYe2vs2dU4zIrCm7Tjl2nSqbAPXNh2IDztqqbJ10uVzEQiFmChGfz1b/R5+NfNKnqrbyx5zC/aAD51Mwcz0fD5RPjvGVU9zwt5Fqzs6ZaTVbeeEvYuZ6fkJP8NoIRlmS2KhUci5dsb4AY9L16r55lWxdbhtHi8tFjtF6XpMdhd/2rATk92FRinnxlkTWTVp4LXfkbDfHfOnUNNpjlDkKk7Xn3dR0sna90YTwxHtvAkGUX9uBOluteCwRE/9Oq0ubnjwKq5/IMS21/dQNCGfZbcuRN5LL9bniT296XZEjuTqDzfFzOGt3dUUtS0CEZqPtfHnLz6FQh074MLvGV1qS784upHaXrm2rmCAI7ZOQgMUPRgM7V4n7b1qBYeEaPuLwD5LG4/Puooqm4kDljamGfOYqB84tzBXlYZRrqLbH1ktyahQkas6v0YfGRnJXRJxKIiiyOPvb2NbTRPdLg/pahUOrw9nrxKD9SenqgdywCNhvwUVRXz36qU8u/MwDq+PHJ2Gzy2bc0ZBW8nAhdj3hpvzQq6lYkYpuaVZUduzizMpm1rEhPljuedHt7LyrqURjhd61n/7IpEKTF8eGUU798oZqHXRo7QJS8sH1caGw00svmEeSk30tGdeRU6MM84dLTFGjsPheGMxW2aMud17Urhjgj6bW0qmDcrxAuSrdUyLEdE8zZBLvvrcFLAYKQYK6DgfeWnPEd4+eII2mxNfIEi73RnheAGsHh+v7K0a8FojZb955YX8+tbL+Ptdq3ns+hUUZRgGPinJuBD73nBzXjhftU7FpfdejC7z9MjGkKXj8vsuQaHuf43v7h/eQtm0ovA0iiARKJ1SxGWfvLjPkUKUZJLGqMba1r8qzilEYNaqqcy/ehYafc9XsEQqoWRKEff9/I7+Tz7LqKSxJ0QyFMP/9V4XjJ6xyFZqua5w0pCv+ZMZl3Nz0RQm6LKYoMvi5qIp/GTG5Yk0c1Si1w9cmOB8o6de78Bpbk7fwLNJseznDQQ43t6F2XnmdaYvJC7EvjfcnDfaztd+8XJmrpzC23/9AEGAqz+/iqLx0Tl7fVEo5Yjiaa1SMSTS2WRm66u7WHrLwp5tosgTD/8naipaq9OQX5HL0Q01A96neFIBMrmML/7lPk7srWPbq7sonJDP0psXIFNE/xlEUUQMiUjOgZbsipwx1DrNeIKn18IL1Dr+MPsavnNwLYdtHXHPFYA0qQJ7cHBT6Yo+BRSkgsCtRVPJOTlFHAiF+N3xrezpbkFEZJI+m4cnXoRKGj9nUiGR8o3JfT+ezj+Cg3BC5xuDTc7IThu4aEJf+72w6zCv7K3CZHeRplIwvSiH7169LKXnHIMLse8NN+eN8wUomVzE7Y9cz9++8gyP3/0XpAoZU5ZM4O4f3oxEKsHn9qFQK8Kj3IA/wNPffZGGw5HrtvZuB+8+sSHsfFurO+hoiA426mzuxlAQfx1RkAhodGpKphRy/x8+Ed4+dlYZY3uVKOyN3+vnb19+hmM7awj4A+RV5PB/v76LnJLoafWR4t7yWQTEIB+01+AI+MhRanlwwmJKtEaUcUbFpxABjUzOZEMOLW47ITFEEJFspZagGIqQlgQokKg5EDydFi4XpCzJOR3R/OihdbzfdiI87V1l76TN4+APc64Z8DlEUeSlxsN80FFNSBSZn1nEveWzw9WPkh2n00lW1tnrF6OBeWX5HGxuJxCK74ULjTruv2TgtLLe9qtq7+LprQewnBTa8TgCbDhaR6ZGzQOrFvR3mQuSC7HvDTfnlfMNhUJ89+qf01p9emTWdLSZ6r21+Nx+7N0O0jK0rLp7KXnlOfztK89gaohdc9ZhPj0dqlDLkcqiX9iCRODDf8YW85LKpDzy8oMYc/QUjh98hO0fv/AvtvxvZ/jfpoYufnHXn/jpum/3Wyd4OBEEgeU55WztbMDid9PhdfB03T6+P3VweYrOgJ+vTlpKmTay2PbrTUf4QeX6iG1bApH2z1RqKFD3TGmZfW72mlui1psrre3U2Lup0PUf9PGrqs38r+lwWI1rn7mV4/YufnqeTEHn5eUNfNB5xscXTKOm08Ke+la6XR4ytWrmlxUwLieD/c0d5Oq13LVg2qACnHrb78VdlWHHe4oQsL+pnRTRXIh9b7hJSufr9/oRQ2LUeu4/vvbfCMcLPVrMx3fVhqeVu1rMPPfYq8hVCiztkfrOvTFknQ7OySrMoGhCAZWdxyKvHQgxfml5RGGFU+SUZTHlogln9Fweh4fju6KnsJuqWtn97n7mr+4/zSYRHAEffz6+jROOblRSGTUOM62e0+vZrR4H4kGRJZklHLS09Vv9KEt12oH2ZkXeGH5y5MOIcxfLMsOFFZQSKcuyy8K5uCavE7vfG3UdW8BHg8vSr/N1BHx8ZKqNkMEMIrK7u5kml5UiTfIHwbS1tV1w4vZSiYTvXXMxbdYeneixOelk63qmmG+dN+WMrtXbfsFQ7P4sjlCgYbJzIfa94SapnK/L5uZPX/wXdQcaCIVE8sfk8rnf30NWYQahYIidb++LeV5fFS+n1Q3W+AEV6XkGbvjylRHbHnziM/zynj9zfFcNYq8pL7c92jmo9Upu/do14Xu/948NbH1tF0F/kLJpJdz5vZtQaaOT8T1Ob5QgCEDQH4xZB3i48IWCfGbHqxxz9J/He9Ru4tGpK6h1mdnR1USn14VKKsUbDIbLDBpO6i0rJNGj9DSZggyFOiLVyCn2rCtLACkC2zsbeaHhILeWTKNUYyRHpaXeFfmRlKdKY8YA+bptbjtmX7Twh9nv4ajNdF44X7n8wtUKzjOkkWdILHWst/2unzmBrdVNOPpETk/ITU2txuJC7nvDRVI53998+u/sW3taTaqzqZtf3vVnfrLuWzitLkLBwZeii4dMIeWbz3+JsqmR6i3GHD3j51ZwbEd1xPbmQ230xev2M2NFT6rScz9+jbf/shavqycA6djOGpqOtvDo61+JSlQ35OjJLEzH2qeYQ3qegQXXjNyo94Hdbw7oeAH8oRABMcT3pq6ky+ui0WWlVGNkr6WVd1qrkAlSbiuZFuUY32g+whstVfhCQWR9nPKJk9HOIXrqAte4zPzl+HZyVWksyy7jxqIp/LN2T7g8YJpUzmV5Y0kfIPK6QK0nU6HB5Y503JkKNZMNoyu1a6gYDMn/AXEu6W2/GcV5XD9rIu8fqaHd5kSnUjAxN4sHU+u9MUn1vcRJGudrabdSd7AxanvTsRaObjvO+Hlj0GemYescXOqPOk0VFb0MEAqJHNl6nPY6E2/8cQ32Lif6zDSu+cJl2LsdUcePXVRKV70l8hr+EA8v/T7j54+hek992PGe4uiOEzy6+hcsv2Mxy29bHI5oFgSBOx+9kb889AwddT2BSfosHavuXkpGvnFQz3WmbGivYae5eVDH5qt1YaeXqdSQqeypQbwit4IVubEFDf5dt5cnqnfj7BX9rJHKEQBn0M8smZFWf+QHjC3o4xv736NUk87qwgn8ZPplvNFylIAY4sbCyczNHFjbVyOTszKvghcaDuI6GbUtFyQsyCyOOSWejHR2dqLVDhzVmyI2fe332YvncNu8KRxq7qAwXUd5Vno/Z1/YpPpe4iSN83XZ3DHVqHxuP5YOO1KZlKW3LODV376L237aqY6dW45SreDErlq8bh8KtZyxs8u59evX8OOP/R6fO9IxhgIh3v7rOjwOb3gE2lrdTv3nnuSWb1yDWqeKuH5TjJEvQHerlW2v7YkpwxYKhDi67QTHd9ey/Y09fOO/XwwfN3XZJH667lus/ddH2M1OVt29lPwxI1cG7/GqTXH3yQQJATGEBIESrYGvT1p2RtcWRZG3W45FOF4AbzDAfRVzKdYa+KC2EmKIjPnFECecXfzm2BZylVpW5I7hyxOWnJGs3RfGLWK8Los3W6oIiSLLssu4uXjqGT1Dv4gi0tBuZKGdBCTTCEoWw1mMpE6NPhIjlv2MGhUXjSs5B61JLlJ9L3GSxvnmjckhuyidemtk8fWc0ixmXNIzxXvDQ1eRWZTBh//dit8XYOzsMm775nXIVXL2rj1E5eZjTFo4ltmXT0cQBFbcuYR3/74+6l7drRb8fRy9x+nlpZ+/ydzLZ7Dp5e3hfENthqbfdvdXNSroD3J4UxV73jvAnCtmhLenGbVc/+CVcc8bTrz95Ot9fdJS3MEABrmSVbljB0wz6ktQFLEHotfEg4hY/R4+kz+P1vY21jta+r1Ou9fJK02VTDXkcHn+wJrAvbksbxyX5Y07o3MGhRhA438YqbgfCS7EkJKgMBGn/LcgnB0pQd8ghCRSxCdlv6GTsl3iJI3zlUgk3PHdm3jy68/SXtezPpmRb+Sa+y8NK0YBLLtlIctO5uf2Zval05h96bSIbTOWT+aDZzZFBTlJpZJYgzHcdg9ShZSsokxMjT0pMukFA09hCoIQ1wn73H52vL0vwvmeTXJU2igdZIBClZ4bigaOHrX5PZywd1Og1pHXR75RJpGQqdDQ5omcrldLZCzJ7hldXGwsZr2rnWpnF75+Iqg9oQBvtx47Y+c7UiiCzyETtyPQ02YBLzJxP6rAn/DIv3JW2uB2p1SYEiFlv6GTsl3iJI3zhR55xp+tf4QPntmC1+1l5Z0XYcw9s+mPU1HRDZXNSBVS5MrIkoO6zDTKpxdzYP2RmOe31XQwafE4TM/3ON9Da47FPK43GQXpjJ1Vyv4NlXgc0SPB0smFZ/QMw8k1BROpO74NT+i0mpVWKufJBTcOeO4fjm/lvdbjtHkcZCjUzEzP57Fpl0YEVd1VNoufHfkQs//0VP0MYx6LMkuw+Dx8o34zdV4bIj3qWMmS2CEL7Qo73t5IxYE1hYeLVK5lYqTsN3RStkucpJP60eg1rP78Km76ytVn7Hjt3Q6+fflP+d3/PcGLP3+D5370Kk5L5DS2UqPgqs+sRGuMPZ2sTlMxfl7F6TXaywYYiQkw/6oZfOWpzzFuboygJAGO7qim5UTsteOR5mOl0/nyhCVMN+RRoU1nSVYJzy76WDiYKh5bOxt4seFQT/4v0OVzs769hj+eiBQdKdUaIqar5RIJenlPgYqPb32eCSF12OH253iVEhlXjJJRbw+xNcNFzl4KRlvbuekz5wsp+w2dlO0SJ6lGvony5Df+S/Xeun6P6Wzs5pnvvczqz63i+Z+8HrFPkAhkFWWw/j+bw9PITrMr1mVOI4K5w8bxXTW4Y+UWi7Dttd1Ubj7GxbctZNzcCra+thtdupbrH7iCrKLMM3nEIXFj8RRuLD4zgYJXmipxBiMn50PA3u7I9dvHj26OmHb2h0Js6qznrdYqTF4XNll0vvOEtEwkEgntHgdmn5tcVRoXZ5dzxUis3Q4Rr/R2pIH9SLCEt4XQ4pcOLHs5XCgU/RcNSdE/KfsNnZTtEue8dL6iKFJ/uAl7t4MJ88aElbCajw3ua62lup23/rw2+rohkbVPb4wQ2Wg/EVuesjc7397HrnejVbB6Y+u088Yf3o/Ytvu9A3zm8TuZ1WetejQQP+g4ckebJzr1yxX083ZLFSFEGoLRHyTpCg1/mHsNJo+TRpeVirR0jCNQUWkwCGI3ysCfkYrNhNDjld1HSDKOoHQWHj6PIvASAhZAh096BX7pFdEXEUWkoe3IQtsJSqYSkCwHIXGpUJ3u/CqReLZJ2W/opGyXOOeV8w2FQnz0/Db+872XcdpcBPxB8ityuP7BK7nkjiXIY1QPin0hEYcl9ohW7CPoXjGvGFN1d7+XC/qHVgGkq9nMiz9/c1Q63xsLp7C9sxFHr9GvBIHZGZECG+o41YemGHI5bO1gqkRPU6+ALwkC91b0CIpkq7Rkq85hLuH/t3fe8W2U9x9/P3fa8t7O3ntCEhIIIwkJkLD3LLS0hZbV3TI6oIOOXzdQoGUVyt57JEBIQkhC9p6OY8dL3rK27u73hxMnsiQPSbYlc+/Xixfx3em5Rx/d3fee5/kOrRm7/xZkjqX8lAPbcRt+hypPJiBfQEA6H/AAlshhRloQW+AHGLQtCDxoqhFFjD3iFR1fhqa6ujrS0uJr46uMrl/s6NrFT78xvsFAkN9f9QBbl+8MMZCV+2t48fdvcsLCyZx49lQObi8PCyNqj9luDonl7YjSTR2HyURCNspdNsgN1Y343D6MFiMbPtzKrjX7cDW4sWdZOevGeeQP7vlp6UiclDeYK4ZM4f2qPVR5Wsg2WZmePYDvjgr1ND81fxil7kb8x+VYHmLL5Pph0wkoCqsP72vbLgGn5g1hRk7fOaABCK0CgYIx+HqI4QWQqcEa/CMu6SEQ6a1TAJoVo/omRuUjBApBaQY++XoQBkzKcxi0dcd5RQcwaNuwBB/Ea/xpXP3MztaTQMSDrl/s6NrFT78xvh898VmY4T1K3eEGlj29kou+fw7uJjdffrAFj9OLyWrEaDZQd7iBgD+IwShTNLyAsSeN5IP/fNql82YPyKBql6PzA4/jhEWTaahqZN/6g50ea7Fb8PsC3HfRX9i/uRQ1cMzD9rMX13DBHWex5KYzu3X+RPGd0Sdx3bBp7HfVU2xJb6vBG3LMqFlIQvBZTQluJUCxNYMfjj2ZNKOZ7407hZOMObzaXEpQU7h+2HSm5XReg7mnEOphbMFfIGlltLp/RQ59MrCHdP9l+OVz8RluxRx8ALP6MoLWFzZZ2YSk7sVj+j0GdX1kr2h1e9z99Xg8elHzOND1ix1du/jpN8Z39etfRjS8R5GNcmv6xnsv5aqfX4TX5cOWYUUIwf5NB1n16joGjS3mjKtOpqmmmeXPrcbrCg8Lak9GQfemXjLy0rn8Z+fzv1+9giRLHeajNlqMzDh7Ck/d9SJ7vywJ299Y3cR7j3zMqOnDWf7CamzpFpbcfCbZRVnd6lNHKJrKpoZKgqrKiTkDwnIzpxnNTM2KXuRACMHNo2Zx86hZEfcPMNj40/QI66S9jaZhC/4cg9Y1oyjRgFl5GpPyHBrpbYYXQKBi0DYgqQfRiLxWLbMfc/BxfIZvxNxlr7drszM6kdH1ix1du/jpN8Y3UrH7o+QPzmXBtXPb/pYNMvZMG6qi8pdvPMy2FbtxNbmx2M2seHENP3vuVk467wSWP7+60/N2Jc73KJJBYsT0ofzh6geoLYu8TiwkgdFsYODoYmYtnsbFP1rCz+b/NmqbNaW1/Payv7XFD3/+2pd8/f4rmbl4Wpf7FY1dzQ5+tW0Zpa5GVE1jiD2Ln4w7lZldyK3cVZIlXlDSDiJph8K2H40/joQABEE0GsLbowlJ24lPvhZDcCNSu2MEQUzKK/jl89BEfkx9ThbtUhVdv9jRtYuflIvzjYYtSlyuwSRz3X2XkpYd7rjz0RPL+fKDLbiOpKz0unxsX7mbZ+97jZv+dh2W9PAwmPZ0Gud7HGpQZesnO6Ma3pziLO58/jaeLnuAP3xyD5f8+FyEaDXGURGEJO6oLa/npT+8iRqlPmlX0TSN32z/hH0t9QQ0FQWNElcDf9y1gqAamwNZJJInXjB45L9QupJJOtIxKlmoYiKqPBGv/E00wr2bJWoxKuFe9V0lebRLTXT9YkfXLn76hfFVFZXGqqaI+zJy03E1uTm0ozzMiWrte5sjOj7t31yKu8mDJEWW5/gEHM014ZWOOkIJRjdcWUWZTFswKax4wMzF0zBZoiRviDDTXlfZSN3h8NFYdyhxNVDubg7bfsjVyPr67juZRcNisSSsrViQlbXY/LdhDfyWrpnayGjt/i3wYw7+GzQ3AXkJKuFlDDVkVBF7vdi+1i7V0fWLHV27+OkX084bPtwadX22vrKRR3/wNJJBJrc4m5mLp/G1X18GwL71ByJ+RgkG+fmSP+KOlBQDQs7VUBFuoGLFYGz9OVRFZd+Gg0iSYMT0oZx/21k4612sfXcDdeUNaJqGLcNG4dA8Dm4rI+ALHbFZ7GbsmR1nqOoMWUhIEWyRJARGOXHvbFZr38TvAsjKOmzBXyFxLFa7o2nmrtL6eTcm7UNEoBm36e8oYiKSVhnStspQgtK8mM/Tl9r1B3T9YkfXLn76hfF1lNcR9IdPGR5FU0HxK9SU1vL+fz6mbFcFtnalAY+nfFdlWA3e0PaOTekOnTag297O0fA0e9izbj+Pfv8ZKg5UI4ABo4q45cEbuOaXF2NNN/Ple1vQNJVhk4dw9S8u4rbpd4cZ3+GTh4QUm4iFIbZMhtiz2NZUE7J9qD27Qwer7tLQ0NBnXpNm5b8hhhdiN7zRPidruxFaJR7jzyEoH/FyDqCKgXgNPwMR+y3Yl9r1B3T9YkfXLn76hfGdtXg6r//tPRqiTD0fjxJQ2fLJjg7rwnZkeAHMtmNxwAfWlXWvsx1QV9nAv27/L4f3VLZtK91ezkO3PcW42aNY9t8VbYb2wKZD7Fi5G48r/AVCNsY/MhVC8JvJC7ln61IOHXG4GmTL4OcT5yEnsGZtbm7fxCkDCCIvGWiYECSmZJqgGYOynoC8GI/xPoRaidDqUKVxcRle6Fvt+gO6frGjaxc//cL45g7M5oyrTmbpU5/hrHd16TPRSvx1Fv4DMHTSIHav2YemQuGo3E4zXHUVd5MHd3P4VHfVgRqc9a6wEW7NobqIa741pdE9v7vDIFsmT550CYdcjQQ1leH27G4Vs+8KTqcz4ZlyJGUbJvVtVFGEX740YiYpSS1B0iKvXavkIlMZcV/3UbAqf8SsPIuKEZkqwIdGET7D9QTk2Os294R2XyV0/WJH1y5++oXxBbjqnos45ZKZfPj4cjYu3YbjUOc5l9sjyRKWNAvupsipJWWDxJCJg/B7AhwtPWvPjm9tNYwIxlQJKnhc4UY52kuC2dq5l3Z3GGLPSmh7x5PootyWwO8wqsuQjoxqTcrbuA2/RZXHth0jK5uwBn8eUhThKK1ViTrOgNYdWl9VfMjsb+fvXII5+BBBaUbMoUZ6QfP40PWLHV27+OkX3s5HGTJ+EN/80zX8fc2vycjt3luZJEucdN50jJbI7yOWNAsXfX8xi75xOgc2lbZt706cb6xIBomcCIkz7Fk2MvJCv6ctw8oZ15zS431KFImMF5SUHRjVj9sML4BMGRblryHHmZVHkalp//EjBJBIzMxBZ8jUYAq+EPPn9VjL+ND1ix1du/jpV8b3KLJRpmhEeGhHJIZNHszYk0Yxc/E0VFWjuSa8Cg+At8XLl+9v5q0HPgzZ3tU436OVlWIhqyCTs785L+SFwmQxMuPsqdz28DcZd9IoCoflM2LqUK68+0LOuHJOzOfqbRIZL2hU30Mi/PeTtUrQjoV4SVpjh+0kdmK9M2IfZeuxlvGh6xc7unbx02+mnaE1BOiR7/2X/ZtK8Ti9GEwyQX/HCSFOWDiZZU+vYPeafR0eB1BX0YAlLXRKt6uhRn5P5Gmao2vMQhKkZ9tprgt3AsopzmLR189gxLShvPPQUvy+AKdcNJM5F85ACMHUeRO61IdkJJEhC5oYgIZAtJu7b03xKB33d/RZkd40vCpZ+A1XhO/QNARVgA1NZEb9vB7uER+6frGjaxc//cr4/v2bj7L+w60h22yZVgaPG8ChHYcjhha9+pd3u9y+yWIMS5Lhqo+8PtxVNDTOvWUhQycOonhEAb88908owdC13KoDNez8fA/jTx7DHf/+VlznSzYSWZTbL1+ISXkNmWPLAhoGgtLskALEAWkCsro5zNAmIsa3PSoGBMEI5zLilW9AE6GFJGRlAxblb0haNRomVDEGt/E+EOEZ2vSC5vGh6xc7unbxk5BpZyHE2UKI3UKIfUKInyWize7SWN3EgS3huXmVgMLX7ruM+dfOxWCKr4B5S6OL+sONIdsGTYpv7UNTNAxGmdOvmMOyp1eGGV6Ahqom/vKNR/jizfVxnSsZaWrqPDysywgrbuPvCYgZKAxAYQQ+6TK8httDD0ONaGR7YtSrYUHDjHZkPK4ho1BMi+FfBAxXtTvYjTX4OwzabiQakanBqK3EGvh1xLYTqt1XEF2/2NG1i5+4R75CCBl4EFgIlAPrhBBvapq2I962u0NLgytiliuf28+mZdtY9do6gjEWtW9ryxU+dbxvdWmEI7uOwWRgxNShAB1WUWpyOHn7oY+Yff6JcZ0v2cjLiz29YiRUaQRu04MdHhOUZqKpryPovGoVHBsRxzIyltvFEmtoBMQCVHly2LFG5V0kwuPGZW03aD4QoUseidbuq4auX+zo2sVPIka+s4B9mqYd0DTNDzwPXJCAdrvFgNFF5A3KibjvpT++3Zr7OXrFwZgZGOfIN39wDrOWTAfg9CvnIHWQutFZ37080qlAX7xBK9JcgmIKWhdNqQAUCknEKo1AxaS9iqx8GWGfO0qPlCP/haKPPuJD1y92dO3iJxHGdyCEvK6XH9nWq0iyxHm3LEJESkjcg1i7UPmoIyr313D7zHvY8ukOlj71WYf9T89Nj+tcyUggkLiY2i4jBG7jX/DKNxEQs1HJ7vwj1BOp6lEsSLgxBV8M2x6QF6MQHvOrioEgwuPJ+0S7foSuX+zo2sVPIhyuIlmLkDFmTU0NN954IwaDAUVRuPjii7nllluoqqrCbrcjyzLNzc3k5+dTX1+Ppmnk5+dTXV3dlkWlpaWFwsJCHA4HQghycnJwOBxkZGSgKAoulwvJKJh1+RQ8Th+Ht1Uxas5QyrdVYc+xkT0gg20f7mHSojG4GtxU76tjxMzBlG6qIHtABhkFaW37m2taaKhoZui0ARxYV0bhqFzs2ba2/Q0Vzbjq3QyaVMThHVVMWTIOa7q5bX9taQMBb5DisfnsXlHC8BmDkI0Suz8rYcL8UdTsb00AUjAylx0f72PIzCLe+e+HlGwpZ8Ylk6jc7cBoMZA3NLutTb83wLxL5lJaWkpmZiZ+vx+Px0NRURFVVVWYTCbS09Opq6sjOzsbj8eD1+tt22+xWLBarTQ0NJCbm4vT6cTv97ftt1qtmEwmmpqayMvLo6mpiUAg0LY/kb/T0TaNRiMZGRl9+J3OQ5YvpKVpF0OyHqC2aSCqamBA7gbKa2eSaS8HoMk1iEF56zhcdwKyFKQgcwcV9dPJTislqJhweooZkv8FhxyzMRrc5Kbvo6phCjnp+/EFMnB589v2m43NZNnLqWpMx557GLfXcNx3cmE33kSm6T3qm3MpyNpDg3sKLcHzKSz2hX2njIwMKioqeuV3yszMpLa2Vr/2kvw79dbvpF97XftOHRrOaGkWu4oQYg7wK03Tzjry950Amqbdf/SY1atXa+PGjYvrPJ0R9Ae59cS7qK9o7NHztOekK6ey5vnNPXoOe6aNOx77FtPmTQRaKzX9795XqCmtxZZh5cI7zmb8ycfijf3eAJ88s5JDOyuYde40Gmua+fy1dYDg1MtPYu7Fs3q0v92htLSUoUOH9nU3MATfwqb8H3DMIz7aW2VX51YUBiNoQNAS8TM+6WK8xp+GbRdaE7K6Eo0sFGk2iMiOgsmiXaqi6xc7unZdY8OGDesXLFgwI9K+RIx81wGjhRDDgcPAlcDVCWi3W2z+dEdchleSpJgK0NeWxlc3tyNyB2Rz+c/O59TLT2orN+hqcvObS/5K+e5juYdLthziuw/cwLQFk6irqOf+K/5J2a4KNFXj42dWoKkaqtr6krVj1R72bzjI9b+5vMf63R3s9vAQmt5EVtZjDj6PzJcIIle56i4aoDAOl+lB0CA9cB6C8JA0SYtclEMTmQTlJZ2ep6+1S3V0/WJH1y5+4l7z1TQtCNwKfADsBF7UNG17vO12ux8dFUMQYE2zUDA0FyFHHrdYMsytoaDdXDIOeBOzDhiJ2RecyLxrTkE2yLzz8FLuveDP/OjUe0MML0BjTTNv/OMDAB7/6fMc2nEY7YixVYJqm+EF8Ll9rH17Iy2NXStA0dPIcnzhX/FgDL6MLXgnRj5DimAcIxFtNKxhRMOAQiF+6XxcpidbCzpIaSgi4osvmuh8rbkj+lK7/oCuX+zo2sVPQuJ8NU17V9O0MZqmjdQ07beJaLO7TJ0/kfScKG9jGhhMMrc/+i3O/sYZEQ9xN3rQWp+i3aJ4bGxJ8TvDYDIwYFQhAI/95Fmeve9Vtq/cTd3hyCPto8a0+mDntYXrqxqo2Jsc6eGam7uWISzhaApm5TUkYvfaPHq5tL6zBdDIwCP/GK/x7pCkHl75myiEpjtVKcYnx5cwpc+06yfo+sWOrl389JvczkazkdseuhGzLXLmFWe9i/f//TEXfu8cLPbEVf3ZvaIkYW0dT9Af5PnfvkHpjnI2Lt0WVk6wPZl5rZ7QXckhnZWfSeGwnnlp6C75+X3TD0EzIkJVo+61EToSlqjHoj4edpwqj8Vt+D0BcTJBxqMwnCCDMCpvIrTYjX9faddf0PWLHV27+Ok3xhdg2sJJPHHgb+QOyIq43+8NsPKVtR0ms+guw2cMir8REdloOutbePC7T9BcG7nYw1FyB2ZzxZ2todVzLjgx6gsIgGySmXz6eDLzM+Lrc4Kor09MLeTuopEeMcdzvKHgsrYTWVkVtl2VJ+I2/h6ECYlSTKzDoj6N3f8thFoe07n6Srv+gq5f7OjaxU+/yu0MYDAaGDd7NKteXRey3WQxcsrFM3HWJ3atUzbG//5y2U/PY8XzX1AVYcq4+mAtmfnp1JSG1ic220yMnDaMnAFZXPrjcxkwqjXZx7nfXUjAG+DzN9bjafaQXZzFwNFFVJXUIIDpZ07mvNsWxd3nRBGvt33MCAMB+UyE8j8kwmslx9wsGpbg33HJ4WUdTcpLyNqWkMIPMqVYg3/HbfpTt8/VZ9r1E3T9YkfXLn76nfH97y9eYt27m8K2m+1mvnhrA5f8cDFZhRk0VoeuWdizbHic3qgF6qOx+7P4pp1nn38il/7oXDZ8sBUiGF9NVZl82nhWvbqubcRuNBs4+aKZfOcf14cdL4Tg4h8u4eIfLkHTNITo3aQj3SWe6Suh1WEN/B5JKwWMBKUT8BruANF6WcvK55iV1wEVv3wOQWl+yFqsz/AtVFGIJfhA29pvItSSOYRQDmJS30LCgV9aiCLNxaBuDqu41Po9qmM6jz71Fx+6frGjaxc//cr4bvl0Bx889klED2RnXQurX/uSDR9sxe8NzdEsyRK3PHADj//sOWrLuxc6NGH+qC7F+RpMMvZMG876FiSDTN7gXL7952uZNHcsANfeewm/vugvqErowzk9N43r7ruUKfMm8Olzq9FUldnnncC8a+d2es5kN7wA1dXVscULaiq2wA8waLvaNknqAQh68BrvwRx4FJP6PBKtMx2G4Dr80ka8xh+FNBOQFmPmCYjD8SpC50gLfrvNoBvV5QTEXFRyIx8doWJRV4hZOx1A1y8edO3iJ6WMb5OjmSfvfoGqAzWYrCbmXTM3pHD8sqdXdhr643OHr/eqisqfrvtXTFMpR7NVdcY1v7yEJTefGXX/xFPGMunUcWz5dGfbNoNRJqcoi0d/8AwDRhZx+yM3Ys8MTzN4lPqKBpY+tQKD2cDCG04jPSd63dpk4WiGmO4iq6uRtQMh2wQqBnUDqPUY1Q/aDG/rPi8GdTlC+zqayG33uc5/9+4k12h1xGo67m8vBu1zPPLPMShrkKlo26eSiV++tIsthxKrdjqtJJt+qtY66yaJ5HfFSTbtUpGUMb5+b4DfXPo3Srcdc04p3VaOx+nhnG/NB+iwKEFn9PQaxifPrGL0CcN5+19LqdxfjdFsZObiqVz4vXPaRqi3P/pN/vPjZ6k6UINskGl0NLN3fQm71+4HYPWbX3LnC7dTMCS8osiHT3zKq39+l/rKRgCW/XcFX/vNZZx07gk9+r36Clk7hCC8ypTAg6ztRqIm/DPUYPXfiSJNwG+4rtUICwOKGI6kVYYdfzwamUBTlwxwJEMt4cagrcVt+D0W5UEkrRZNpOGXLyMoL+hCqzr9Fbfi5P36x6kLVACCfNMgzs75BhYp+ou2TuqT/K9YR1j29AoO7Tgcss3d7OHT5z5v+3vxTfOxpFt6tiPtnqoFIyNPJbbn0M7D3HvhX/jizfWUbi9n34YSnv/t69x6wl2s/2AzL9z/Bncvup8v39tMxb5q6irqqTtcH7IGfXhPFf/9+UthbXucXt564KM2wwvgKKvjxd+/2e017N6mpSW2Sk0B+XRUwqtYqSIPVYyLWCxBA4xsxqI+h93/LSRlNwAe4y8Iiimo2IkU6q0h4WcBQSZ3OkZu3R8eyqYhUMXQ1rAj0z9oMT+Ly/QoAXlhF75tZGLVTqeVZNBP0zTeqH2AA94tNCm1NCkO9nk28mbtv/q6ax2SDNqlOiljfA9uLWvL2nQ87qbWzERelw9Xo5t5V59CRn46CCJmrIpndAyEPZl3fLyvyx8N+EIrgWgaOA7V8fdv/4c3/vE+1QdrCfqD+D3+VoewCE96R1n4NPeOz3dHTK7hKKujfHdF2PZkorCwMKbPaWIAAeksVI5VelIpwCt/E03KJijNQDtuYqf9aFTmMBbln0faysZlfBSX8RFc8j/xiyUo5B2XREPFxHvIlHQ68m2t++sP++lUhuGXL4rpu0YjVu10WkkG/WoD5TgCh8O2OwJlNAVr+6BHXSMZtEt1UmbaefrCyax8ZS0Bb6gByyrMZNnTK3njH+9TVVKDxWZm4JgibnvoG2QXZSIbZf558+OU76rA7w1gsprwuX0RDXksjD1tOF++vC2uNrwtXY87tkZIEJKRn4HFbg6LX7bYzKRlJXcOVofDweDBg2P6rNf4PfzKmZjU19BIx2+4Gk20ZpLyGu5BCw7EoH2BpJVGzGQlace/sDgBGUWehmKYhTVwJ7L68bFj8XQ5Blhqd6SGwCsuAmEBLYhJeRmDug5NpOGTr0eVRnTzm7cSj3b9HbfiZFPLJ/hVD1PSTifHGF53Oxn0cytO/Fp4qFtA9eFRW8gkOYvWJ4N2qU7KGN9ZS6Yx7qRRbF+5q80jOKc4i7O/NZ9nfvEydRWtXspel4/9G0t5+18fcfdL36NsdwW15fX4jxhtb0v05PkGswEhBGabiUFji9m3/iBBf8cOXEqg96Z107JtLPz66WHbR00fxuBxA9i7PjTsaeikweQMiC9/cE8Tr0e2Kk/CK0+K0LCEz3gjPm7EHHgkYuYpTdhBU7AEf4tBXY/AiUY+PvniiGvAraPa7ocjCTSs2mM41cXYgndj0NYhUFvTnqpf4jb8DEU+tZutpoY3e19wwLOVZQ3P0KS0jhx3uFcz2XYqkiTjVpqZYj+NQvOwpNBvgHkkWXIBjUqoj0KGIZd8YwIS+PQQyaBdqpMyxleSJO584TY+enw5Wz/bhT3bxsXfX8zqN75sM7zHU7G3moAvwLsPL+s0Q9Sxcwh+9NTNDJ86lPsv/0enhheg5MvYshN1FaPZgMVuIXdgNotvPpNTIpQDFELw42du4aFbn+Tw3kokSWLY5MER44CTjZyc8HXbROMzXIXRvxSZQ23bVOz4pcWYg//CpL6PQDmyx4VFeQyVxE6rCZowK49g0Da1Gt4jSNRiUZ7EFYPx7Q3tkhlVU/BrXszChhACr+pik/NTNrQsxa0ei+N3q07WtryPdkT33e51TLCfwknZ57HPvYkS7xYKTcOYaD8ZWfTuI9EomZmZfg6rnW/SorQ+x9LlHOZknNfrfekOX/VrLxEk768bAYPRwDk3LeCcm455h8rGyF9BSAIhRLfe0PyeAL+/+kHGzxlNydbI5d7aM/bU4WFxvkaLESWghDg72TKtuJu6n0kp4AsS8LUgJEHF3ugeuVkFGdz14u0EA0GEEMiG1Kg64nA4ej5eUGTgNv4fluDfkLRqNGHDLy8mIF+M3X/DcYa3FYkmFDEIVbOFVDtqdeJSEIQnlT86ItYQUUOXZG0/gvAlBkmra3UA6OZoole0S0I0TWNV0+vs8azHr3qwyhkMN09gl3sdzWrk0D/tuBcer+Zmh2s1nkqVvekrCOJHuFawqeUTLs3/AWbJSmOglj2etaTLuYyzz8IgjF3uX1ALsN31OQ2BKsbZZlFkHt7h8VPTT2OkbTKbW5YjITEl7QzscnKkf43GV/XaSyQpZXwjseDauXz4+Kc4DoXedEMmDMRgMrD45vmse2cjTV0c/apBle0rdnf5/JW7wx2dhk4axPxrTuGzF77A6/KRPziXWedN58HvPhFz8uDmWicfP7OKedfMpXhEQdTjDFFeRpKVjIzeecio0lDcpr+G74gSYqZRhE+eh0l5H2hBEzn45OsxKe8gtM/Cpp5VighIZ6Niwqo+jiDYbv9AAtJ8DMrmMGOvkt5twwu9p12ysbFlGeudHxI4EmrWojZSGyhD68bN5dVaqDDsJHikDQ2VmsAhHqn4EQKBQvBIe4J1zve5IO+WiOvG7WkKOHit7p/UBSrRUNnqWsko6zTOzvlGhwOBNDmbUzIv7HL/+5qv6rWXSFLG2zkaadl2LvvJeVjTLQgBkkGicHg+333gBgAkSSazIAOj2QCiNY2kyZI4A2WM0Na+L0vYs/YAp1w8C5PVRM2hWta8tYHCofGlZGuudYaEVvUHFEXp/KCePL80Jmybig2/fD5+w3W0mP9Hi+kVXKYnCMpn4Db+hoCYj4YZDYGGRJARuA2/xmf8DgHjjbjk/0MlAw0ZDQmFoXgMPyAgX4giRrU7lx2/vDi2vvexdj1Bnb+C1xz/5OmqX/NizZ8p9WynOVDHe3WP81LNn/mg/il2uL9oM7xH6Y7hPYqsho9mFYIECRzXnkZdsIKlDc90qc2ljf+jNnC4baTt09zs8ayn1Luj2/1LZvrjtdfbpNYwKQJKUOG9Rz/G42x1pNKCKg2Vjbz1wIececNp3H/F36k+eMxl32gytE4Hd5IJq6vkDc1m/+pDYdvXf7iFL95a3+bJXLqtnOJRhUxfOImSLWU465wowQ6ctY5697TbllOUlZB+Jwsul4u8vL7z6PQafogUqELWdiDRgko+AWkBijz72EHHr70JMx7T/Xg0DUnbDwRRxRg4LiuRYpiD0/ARknoAgQdFjG1rw238x5Hp74OABb+8hIB8Xkx972vtukqNv4w97i/JNRYzxjYj6lpmi9LAq7X/oEk5NpvkCBxC0mRcR0sv+kBOyGNLYAtkU09pl46u8pfwbPXvEEiMsE5hVvo5HPBuZoNzGQHNR7ahiNOzLqMpGD4TFtB87HCvZph1YgL6nRykyrWXzIjeqE6xevVqbdy4cT3S9oqX1/DQrU+iBELfxAaNLWbkCcNY/tzqsM/IBhklmJg3N3uOFVd9+FqubJTD+oSAK++6kLmXzuIXS/5IfUVj2OckSTBk4iBkg8z+TQdDDPCAUYX84ZN7MNsSV4+4r/H5fJjNff99JGUPEgdRpBPQRGo8VJJFu2homsb79U+w37MJr+ZCQibXOIBL8r9HmpwVduw7df9ml2dNr/XPGLQSMHTfD0PGwADTKByBcrzasWQTBcYhaKg4AuFOmGZhI9OQy3DLZOZmXoToJIWkqqlU+w8iCyP5xkFJ512c7NdesrBhw4b1CxYsmBFpX8qPfA/tKA83coDH6Ylo3ACs6WZaGtwR93WXSYvGRCysEPFe0eD1v713ZKQeyWBL3PHvbzH7vBMJ+oM8+oNn2LV2HwFvgPzBuXzj91f2K8MLUFVVlRSOG6o8BpXwKehkJlm0i8ZB7zb2eNYR0FqniFUUHIEyljY8w4V5t7YdV+bdzSeNz+MIdM3JEcAkrChaEIVAB0dFmj46RmHLWMqzNnX5nEdRCFLu3xPixAVQEyhjiGkcMgaUdmv+Ps1NTcBNXaCSoBZkXvYVUdsv9e7k44ZnaQzWIAmZHEMR5+beTLYxuq9Hb5Ps114qkPJrvrOWTMeWYQ3bnl2UxYBRkcNFJpw8lsLh+Ql5m/Q4fQhZIBmOSWk0G6KOrL0uH02OZvzeQJiBHjNjJLOWTAfAYDLw3Qdu4K+f38vf1/ya+975CcMmD4m7v8mG0dh1L1KdUJJdux2u1W2G93jq/ZUEtVaj6Ve9fFD/JDWBQ91atx1pmcp5uTdjiVIRyiLsZMsdh4sFpI6T2wgkTETOr9ze8B7dapczmZ6+gBxDccS+KQQp8W5F0yIvOQW1AMsanqEuWIFCkIDmozpQynv1/+mwr71Nsl97qUDKj3xHnziCaQsmsu7dzW3pG3OKs1jy3YVs/GgbRrOBgO/YW2hGfjpNjiayCzMZNnEQdZWN7GuXnKI7HN5WxV0v3E7xyEI+e+ELPn5mJbXl9V36rKZB0Yh8coqzGTV9GJf99DwkKfR9SDbIKRM2FAuZmZl93YWUJdm1s0iRK980KNU8UvEjBprHMMg0OizBxPHIGLAI+7E1XyBTzmdu5kVkGvPIdRZz2B+a4lUgcXrWZaTJ2XzU8F+alcjhR35bM+lyDgG19QXBLmdgkezYpHQGmEcxzjaToBrgiep7UCMa21AkZIZYxjM5bS6nZ17Gx/XPs9G9NOy4gOZDQUHWIKD5MQpz20CgxLOVhmC4Hg3BGpqDdWQYupZLvqdJ9msvFUh54wtwx7+/xRdvrmf16+uxZ9mYtmAi//nR/2hyhIcXNdc6aT5u+6gThzNi2lAObIrueCEkETUd5ag5Q3GU1TF13kRmLp7Gmw98EPHz1jQL7ubwqebpZ07m6/df2ZWv2S+pra3Fbk/uFJjJSrJrNyvjbPZ5N+JUQl9GNTQ8agv7PBtw+DtOUmOXs1iS/S0+aHyS5mCrEbVINpxKPZnGPGZlLObD+qdwqceMc7FpBBPsc5CFgWtM9/Bl84fs8XyJS2kkeGSaOstQwJzApYwsGoVP9ZIuZ0ecCfOrPiRhQI0wgm9P63lbHfV8mpuDvshpZ9PlbDa1fMI21yq8igurnMY0+xlMTT+DaPnTkmvFN/mvvVSgXxhfIQRzLpjBnAtm8NQ9L/LAdx7H545ys7Szofs3HcRkMUVpGIqHF9BQ0xQ1/3L1nlryL+3YQUc2ygwYXci+9QfD2t/8yQ6WP7+aL9/fTH1FA7YMKxfccTaTTm11UFNVlVUvr2Xtu5tIy7Zz4ffOjjtkKZnQ36BjJ9m1S5OzKDAOxq00h62BHuV4z+ZINCu1vF7/AH7V09ZGdaCUd+v/w9WFdzLSOpWL8+9gTfO7+FQPRaZhzM5Y0uZRbZczOD37Uk7LuoSD3m3sdK8hQ87lxPSF+JxBzJINcwel+wzCSIaUQ71SFXF/jlxEhiGPYvMIZqWf03bel6r/TEOEzwgEbsXJqsbXjotTbmBF06tkGQqwy5nIyATbjbSzDAVJM+qF5L/2UoF+YXyPUlVSw8qX1kQ3vBHQFA1fu4IEslHizOtPZ/Jp47CmW/nd5X+P+vnBEwcw+fRWQzlkwkCKRxRQsiXUcWTAyEK+99i3+b/r/kXp9vJjo2gNKvZW8fAdT4WEHZXuKOfWh77B5NPH8+frH2bj0q0E/a1ryJuWbuOmv13HtAUR8hmnIH5/138rnVCSXbvPml6lxLsNlY4iCzpf5/WoEWawlDrWNr/P/OyrKDQN5fy873TYhhCC4dbJDLdObtvm9Eef7j6KJCRG2aazzvlB2DpvppzPlYU/wyanh2yv9JVQHYw8k6ahRZxm92ou1jnfp1FxtI3Oj5ImZbM455uR29M0mpU6TMKCVe69AvfJfu2lAv3K+H7xxvouZ7LqCCWg8ulzq6ivaGDfhpKI3tTQOqItGJHbNl0lhOC7D9zAg7c8SeX+ajQNikcUcNPfvkbB4DzuX3oX35ny09Zygcefr128b2N1M2/84wMkWWLr8p1thhegrqKBl/74dr8xvh5P90M9dFpJdu0Odmp448OlhFeq6g5d1e/UzEswCSubXJ/gVVoQSBSYhjA/++owwwuwqum1mPpT5tsT0XvbLmeSFcHTudy7h48bn8MZrEcWRgpMg1mS+23MUrgDaqJJ9msvFehXxrdgaF7k+NrjkCSB2oVygj6Xn3XvburwGCWg8NHDK8lOz2XRkWpDQycO5g+f3MPBrWWoisrwqUPanKiEJDCZo0xxt8PV6Gbt2xvDygQCNFQ3oipq/LWJk4Cios5T9ulEJtm1awmGFzzpCIGEWVjxaq5Oj5UxMsZ2YqxdA7qunxCC2ZlLmJ25pEvHuyOM1LtCtLCpgBb+DAioPj6of5IGpbp1gwYt3gbeq38sJIyrp0j2ay8VSP2n93HMOnc6g8YUh203WowMnTiIUy87iR/89zvMOnc6WYWJyU06ft7IMCMthGD4lCGMnN5atqx8VwWH91QihKBoZNdi9bIKMxgycWBEA+txehFSsrlgxEZVVeS1NJ3OSWbtNjo/xqtFjqWXiOy9b5PSubLgp2TKoT4NMgasIp2jbkdGYWa4ZRJjrPEZ357SzyIl1hEpQw5f693h/uKY4T2OGv8hAmrX64PHSjJfe6lCvxr5GowGfvLsLfz7B89QVVKDwWhg4txx3PC7y0PCdWadM41Vr67joVufCAlDigVXgxujwRJxX+n2Mh669SmqDzpACIpHFHD1Ly+iudZJ2a7DUWsBy0aZ0u3lOOtd2DIsYQlBXM1u3nvkYxbfvCDi51MJk6lrMwE64SSzdjvdayLGwmbK+Vydfxcv1v6JumBFyL5c4wDyTAM5N/cmlje+iFOpxyRZGGU9gZlpZ7PVtYK64GHGWGcw1DIh7jj9ntLvpIwl1NVVhHhgx4pVSsckLJR4tjLMMqntO/vVyHXJVU3t0an+oyTztZcq9CvjC5A3MIcZ50xj3bubEJJg3JyREeNk51xwIp/8byXbV+6JK9Vk42EnV/xofth2VVV54LtPULrtWCjF/o0HefZXr3L/0rtY8eIaHr/zebwt4TeRElCoO9xA3eGGyCNcFda9v6lfGN/09PA1M52u0dfaeZQWvmh+h6agg1zjAGZlnNO23hiMEprTojTyvOP3FJiGYBAmnEodAolc40DOzf02AMXm4VxZ+NOwz56YcSaKFmR540usaHoVgAGmkZyRfXlMtW97Sr+hlvFckHcLXzS/jU91UxuowBdlFiASZuwMNI+iyn8At+pkj/dLDni3HGn3ViQhMcE+hw0tS8PCuLIM+R16byeKvr72+gP9zvj+67anWPHyF22jyp2r91C6tZyrf3FxyHGSLHHnC7fz6XOf896jH3Nox+HojQowmo2ARuC4ggy2DCsLvjWXk84Ln/46sLGUyn3h00IVB2o4vLeKky+awSt/eSei8T2eaPHFzvrO18VSgbq6OtLSes9Lsz/Rl9o5gw285Pgz9cHWGtP7vBs54N3CFQU/xiLZyTYUUhMILziiEKBBqabJU8uM9EVMS5uPLAxdrl/7dt2j7PVs4KiXdHXgIE6lngvzu7/O2ZP6DTCP5OL8OwDY6VrDp40v4lIbgdbUmJNsp1DlP0hFYF/YZy2yFQS4tWNrx0H8HPRuZ6drDRPT5mCXM5iVfg7rnO/TrNQhYSDXWMSinBt65Pu0R79v46dfGd/qgw5Wvbo2ZDrX5/Kz+o31XPT9xVjTQ6eHZYPMgutO5cCmQx0bXw0C3nBnCNkgMf6E0RE/oqoqqho+7aYpKm6nh0ZHM5NOHUttWX1MI+/swv4RZ5ednd3XXUhZ+lK75Y0vtRneozgCZSytf4bp6fM5PesK6oNVIeX1jkdF4aB3O6dlXdrlczqD9Rz27aV9eFKFfz9NwVoyDd0riNFb+o23n8QA80jWNb+PX/MyNe10BppHE9QC/OfwXbRooaPXYtMI6gIVYe0oBNnv3cjEtDkATE+fz3j7Sez3bMYi0hhunYTUScGGRKHft/GTcsb38N5K/vvzl6ivaMSSZmHhDadx2uWtWWWeuPP5iGu49ZUNVJc6GDZpcMQ2T7lkJitfWdNWlrCrOOtdvPK3t9HcEpf95DyGTzmWe3nUCcMpHllI2c7Qm8jvC/DrC/+CkCQKhuYyZf54GquaCfqD+L3+kPKH0ZCNMpf+uGuel8mOx+PRC3PHSF9pp2kq5b49Efft8qxjj+dLsgyFzM5YwuaW5VT5SyIm2VC07vlbOJV6vGpL2Ha32kxzsK7bxrc39cs05HFmzrUh23a51xAg9JljkzJYlH09L9X+OWI7AdVHQ6Ca5U0v0hCoQRZGRlgnc0rG7E4rJSUS/b6Nn5Qyvs11Tv54zYNU7j8WpH54dyWapnH6FXOoKY1suCSDTP7g6Nlhxs8ZzQmLpvDle5vaEnRIstRa97cTJKPEmvc2c2BzKT94/CbGzBzZ9vlv/uka/v2jZ6jcX4OqqmiKhhpUUY/E9ZbvqsTV6Obet39M0fAC3M1ufn3xXynZWoYaVJENMrmDsvE4vTjrWh86sixxwsLJjJ01KmqfUgmvt3svPDrH6CvtPmt6hRY1WhiRhopGfbCSD+qfjJrZCiDb2HHhg/bkGgeSLueGZcXKkPPIN0V+se6Ivrz2NE1jg/PjsLVgv+rlkG8X42yzqPGXhYUflfi28UTVz0OcquoChwmoPuZl916aWv2+jZ+UCjV6858fhhhegJZGF//71Sv8cO69VJVEzliTU5SJPTO6E4IQgtsfuZEfPfUdTrt8Nhd97xyGTe7azbztw9YRQH1FIy//6e2QfePnjOZPy3/BnS/cRt6AyNM0DVVNvPXgRwDYMmzc985P+PrvruDUy0/im/93NX/74j7ufOE25lx4IiecNZmv/+EqfvjkzV3qWyqgxwvGTl9pd8CztUvHRTO8MgYKjENYmH1dt85rlqxMtJ+MWRy7l83CygTbbCwxOBn15bWnokTM3BXET5lvFyemL4y6Dt7em/lopSQ1SqWknkC/b+MnrpGvEOJPwHmAH9gPfF3TtMYE9CsiNYcij2wba5pprGmOuM9oMXLz37/WadtCCKbOn8jU+RMBGHPSSB79/jM0VDW27pdayxRabGYc5fVta8DH1/N11odPickGmYGjivF5otcdPT69pdFs5Kwb53HWjfPato2aPpzvP3ZTp98hFdHrgsZOX2inaRoBLZ5Rj2C8dQ6Lcr8W0/rkyZnnM8Qyjk3Oj9GAqWnzGGIZG1NP+vLak5CxSPYwb2UZIwPMo3AGG6J6jEfCr/kIan5MInLYY6LR79v4iXfk+xEwSdO0KcAe4M74uxSdSXPHdiurU86AbBZ/ez7j53S/SPqJi6bw89e+x6mXz2bG2VO54XdX8sCG3/HXL+5j0TdObzuuueaYwc3Ii/ymmpmfTlp25Ddzk83Emdef2u3+9Rcslt55WPRH+kI7IUTEpA9dR2Ovdz273etibmGQeQzn5t3MeXk3x2x4oW+vPSEEU+ynhYziAQpNQxltPYGu5Lw+njQpC6MwJ7CHHaPft/ET18hX07QPj/vzC6DrrosxMP/auXz+2jp2rdmHqrRenNHK/c2/di5X3XMhmfmxOwUMGjOA2/71jbDtl/xwCVs+2UHZzgoaKlpH3HmDc7jizvMjtmMwGTjl4lm89cCHIekiDUaZrPwMHr/zeTRVQ5IkLHYzBUPyuOaXF5NZ0Nr3eJMJJDNWa8/noe2v9JZ2mqaxx72ene4vGGIZz2lZl/Fu/b9pjFB3tq1vIp00OQtHsCxsn09zs9X1GePtJ/Vktzulr6+96enzW8sLuj4hqAYoNA3llMyLkIREuiGHLEMBbn/nqSoFEioq212fM9F+cq88L/pau/6A0LTuvWFFbUiIt4AXNE17pv2+1atXa+PGjUvIeYL+IB899Rk7Vu0hZ0AWWz/dSfnu0JCH7KJM7v/oLnKirLMmguY6Jy/c/yaWQgP1e5q57KfnMWBUx+sgK19ew6fPfU5TbQsZeWlUHajBcShyoW9LmoWM3DQkWWL45MHc9LevYcvofxd8aWmpPn0VI72hXVAL8Fjl3TiPK0hvxkaxaTiH/fsIEJ7KMF3O5muFv8IomXmy8pc0RkiDWGwawTWFd/do3zsj2a+9hkA1b9c9Qm3gcIeOa0cxYGJK2mnMz76qx/uW7NolCxs2bFi/YMGCGZH2dTryFUIsBSJZlbs1TXvjyDF3A0Hgf5HaqKmp4cYbb8RgMKAoChdffDG33HILVVVV2O12ZFmmubmZ/Px86uvr0TSN/Px8qqur2wK5W1paKCwsxOFwMPmcMZx+zWwcDgdjTx3Bp899jjndyLYP9zD9/IkMmzAIc6aJ0tJSMjMz8fv9eDweioqKqKqqwmQykZ6eTl1dHdnZ2Xg8Hrxeb9t+i8WC1WqloaGB3NxcnE4nfr+/bb/VasVkMrHotrnYbDYCgQCBgA+fz9fhd5px7lQGzywiLS2N5c9/jq3IhNfrZexpw1ECKiVfljP21OFU7nZgtBjIG5rNtg/3oFqDvPD3V7n8BxdSW1vbo9+pqamJvLw8mpqaCAQCbftj+Z2EEOTk5OBwOMjIyEBRFFwuV1ubRqMRm83W479Tb3+nzMzMXvmdbDYbFRUVPfqdVpS8i00pIGhRyXUPpdlShVGxEWw0QprEoJZp+GUPLlMdBd6RkBZgknQ6NeV1FBUVMaFlAXuVtXgMzWR5B9BgLcPuz6NIGoMvy6dfex1+JwOn+a5HzXKzvnw5Ptw0WMvIc43Aaa5BVo3YAtlUp+2msGUsAclHmbKP/U37yM3KS/lrr7fvp5649jq0rfGOfIUQ1wM3Aws0LXIOtUSOfCNRX9HAWw99hLvZw1k3nsGIqb33RlZZWUlxcXgxh874y9cf5os3N3T5+Iy8dH734Z0UDO1eLGOyE6t+Or2j3UPl38etRXZmbM9Yy4mcl//dkG2KFuQVx1857NuPQqC1HJ9xEJfm/7BX689GIpWuvbdqH2a3p/N1cgkDVxX8jGLz8B7tTyppFw1N03j/w+2sWXsQTdM4YdoQzjt3ClICi9bENfLtCCHE2cBPgdOjGd7eIGdANtf/5vI+OXesRaUnnDKGte9sbFu77gy300NzrbPfGV+9KHfsJJ12EdYaZWHgsvwfsseznhLvdopNw5hknxtTLuZEk3T6dcCZ2dfRGHTgCJR1WDjBIIxU+Q9SYBrcoxqnknbR+M/jK/n44934j5Sg3bmzioOlddxxW3iu/p4gXm/nB4B04CMhxCYhxMMJ6FNKEWu825lfO40xM0d2uTRgweBchk4aFNO5khk9XjB2elq7oBY4WsWvU0zCytS0eRH3CSEx1jaTs3NuYGraGUlheCF1rj2/6uUVx1+pDpR2WrHIr3n4uPFZnq6+j8ZAdIe4eEkV7aLhbPGyfsOhNsMLoCgqW7cepq4uPGS0J4jX27l/pFmKg1jj3QwmAz9/9ft88Nhydn2xF6PZgNftx+/xowQVKvZWtcUu5xRnccHtZx0p7tC/0OMFY6entdvu+hxPhHSO7UmTsphoP5khlp5bWuoJUuXaW9P8DlWBkrDtNikDq5SGqqo0qjVtObQ1VGoDh/mo4WkuK/hhj/QpVbSLRnVVM40N4ZO1DY1uDpU3kJvb80siyfEKmsLE43JvNBs597tncu53zwzbV1tex/v//gQhS5zzzXk96rndl+ghC7HTU9p5VTefNDxHiXd7xKIIx5Mp53FN4T3Y5NQrMZcq1161P7w6FLSWD7wo73aerPp5xN+pPtBzBe+TXTtN09i2vYLtOyqYML6YyZMGhoRgFRdnkpVtx+EIDeXKzrYxdHBOr/RRN75x0lNFpfMG5XLtvT0aNp0U6EW5Y6cntFM1lZcdf6HKHz7Sak+alMUpmRempOGF1Ln2rLI94nYjZl6r/QcuNbJDXIvawNaWlUxOm5vwPiWzdoGAwv1/eJ/de6rweoNYzAbGjCnkrp+dg9HYWtvdbjcza+ZQli7dhc/fGsZlMMhMmzqYnJzIeica3fjGSVNTE1lZWRH37V1/gB0r95BZmMGuL/ZhNBpY/J0zKR5R0LudTGI60k+nYxKlnaZplPv2ss+zgaAWiDrSArCLTPJNg8ky5DMj4yyyDPlxn7+vSJVrb076eZR79+A8rpiFSVgxShbKvXujfk5DY33Lh0y0n5zwUoPJrN0rr21gy5bythxhXl+QLVsP89LL67n6qlltx339+pMZNiyPVav2oWkwc+ZQzl40sdf6qRvfOMnLC/c+VoIK/3f9v9j5+V7czZ6QfWve2chlPzmPhTec1ltdTGoi6afTNRKhnaapvFn3MKXe7fg1L60eVpE98Cda53J69qUpO9JtT6pcezmmYpbk3sTnzW/gDDbQotTj13zs83YeqtgSbKRZqUv4S1Iya7drV1XEK3j3ntBkL0II5p8xlvlnxJ6iNB5SqqpRMtLU1BS27e2HPmLjR1vDDC9AY3UT7zy8lIAveqGFrxKR9NPpGonQbpd7Hfs9m48YXugop7AQ9AvD6/EG2LWrivLDrQ9jRVWprGrC5QrP1pUsDLKM5vKCH5FpyCOAHzpZiz+KSZixSYn/zZL5vjUY5MjbjZG3t7T4eOKpz/nt/e/yr0eWU1/v6snuHetPr5ylHxMIhBvRrZ/t6jB+t7asjrJdFb2aDCRZiaSfTtdIhHZ7PetRu5C6EDjOQKcur72xiY+W7sDhaOG0uUX8+7GNBIMKDfVuLFYj48YWcust8zBGeYD3JZqm0RDsnhOVgoJJSnwRhGS+b89aNIE9e6pxuY/FItvtJhYtHB92rLPFyy9+9RaHDh2rLrVtewX33HUOxUVZPdpPfeQbJ5Hi3QzGjt9pbBlWsuIo+NCfSPV4wb4kEdpZpK45lxgwMs42q/MDk5j9Bxy88eYmqqudqKrGuvUOSkpqKStroMXlo7a2hVWr9vP446v6uqtRiRYjnW8YhBRhLKVoQWr9FZR4trHDtRqvmphcSMl8386cMYzLLz+RIUNyyMm2MWRwDpdeciInzQzP+vXSyxtCDC9AVVUz/3s29qpbXUUf+cZJpHi3s288nd1r9uFqinyhjzxhWL8NHeouqR4v2JckQrtZ6eewzfV5h6Nfi7Az3Dr5SKm71OXd97bhdB6bWp48KZsv1oTm39WAnbt7LkQnHoQQDDCNor7d6DdTzuP0rMt5tfYfYZ/xai5eq/0HLUojCgEy5FxmpC/ihPTw8MbukOz37bmLp7D47Ml4PH6sVlPUlJEVFY0Rt/fG1LNufOPEbg8fOUw7czKX/GgJn/xvFc11TvzeAAajgcyCdEZNH843/3R1H/Q0OYmkn07XSIR2WcYC7FIGTrU+4n4jZs7NvZlh1glxnyvZqK2NPI2uKl1bT+0Lzsy5lqAWoMK/n6DmJ03O5rTMixlkGUOmIZeGYDunIiSalGMvGM1KHWud7zPWNhO7nBlzP1LhvpUkgd1+rMaxoqi89MoGVq7ah8VsoLg4E6s1cuKitLSer42sG984keXIa0Pnfnch53x7Ps56F2nZtk6nor+qRNNPp3MSpV2mIR+nP7LxVQhglJI3prM7LD5nEus3lLaNfgOByEZ2cC8lWYgFgzBybt638ate/JoHu5TVljxiRtoiVja/FpKVLFLyjRalgVVNb7Io57qY+5Fq963D4eQX975FTc2xpBolB+soLEwnPz8Nh+OYZrk5di67pOdnefQ13zhpbo5e8UU2yGQVZOiGtwM60k+nYxKl3ZyMJdilyD4IaXIOucYBCTlPXzNyRD7nnzsVq7X1fiwutoUdYzBIXP+1Ob3dtW5jkiykydkhWZumpp9BgXFIlz6/072arS0rYz5/qt23/3rksxDDe5TqaidjRhdy0qxhjBldwAnTB/OjHy5k9OjCHu+TbhXiJD8/dZMMJAO6frGTKO2GWidycf73eMXxN9zHZUsyYmacbSYWKdxIpQp+f5APl+5k/34HUyYP5ILzp/LZyr2UlTWwe3d4uEwwqFJd1UxBfmqGVPnU8PDGSAQ0HxtbljLJfkqIAe8qqXTfappGZVX00KjNW8p58rHrY9IhHnTjGyf19fXYbKn7cOprdP1iJ5HaHfRsJ6iFlonLMhZwauYlCWm/L2hu9nDfb97hYGkdmgarPt/Pso93oRxZ0x0+PJ2GjXUhn7HbTGTnpO712J0XJbfixK95MIvuf99Uu287Ch3zegIcLK1j+LDeTRyiTzvHiaZ1rR6vTmR0/WInUdqpmsIO9+qwON7GYA1lvl0JOUdf8N9nvqDkYKvhhVaHm527qhBH6iTKcvhIZ/jwPAYNTN1IhJMylmCXuuZI5VXdoMU22kul+1YIwbhx0UOjFFUN8YLvLXTjGyepNP2SjOj6xU6itPOqbrxqeGhFQPNx2Lc/IefoCyoqIk811te3YLEY2LPn2H6bzcicOSP4yY8X9Vb3eoTBlrGcm3sTJtF5Yo0gfj5rejmm86Taffutb87llJNHEmlmuagwk7Fje36Ntz268Y2T6urqzg/SiYquX+zEq90u11peqvk/Xnc8iKKFF2k3CWvK1eg9HrM58qqaxxvE6w0yfnwWkgR5uXbOWjSRH31/IXZbz4eY9DSDLWNZlH09tihOdMdT5T8Y0zlS7b41GmTS7GbaD9iFgLPPmoDZ1PsrsPqab5ykpfV80eX+jK5f7MSqXblvL0vrn6YuWBkSiiIQaMfldk6XcxhoHhV3P/uKxWdPouRgbdQpxZoaD6oKtXUu3nt/GyNH5DFn9she7mXiUbQgZsnKSelLKPftJqD5aVEaqQ2Whx0ba7WjZLpvg0GFd97bxrZth7FYjMw9eRRfbijF7fZz0qzhzD1lFJIk2LGrMuyzmgZ1vZTLuT268dXR+QqxwbmUz5vexKuFP3C0dkUVWoIN7HVvYLQtNTNbzZw5jOtdc3j3vW2UHKwNG/Ucj9cb5ONP9qS88T3k3cnShmdoCNYggGxDIQuzr0cSMq86/hbyu8sYGG6Z1HedTQCapnH/H95n85bytt939RcH2v69fkMpa9aW8OMfLkIJRo7rdrv8Ebf3NPq0c5y0tLR0fpBOVHT9Yqe72qmawuaW5RENbyR8uNnU8kksXUsa5p0xlu/cdFrEMJKCAmvI30oSZ7bqCqqmsKzhWeqDVWioqKjUBStZ2vgMxaZhnJx5PrmGYszCRqacx0T7KczJOC+mcyXLfbtpcxk7d1WFvFgd/+9AQGXzlnJ27a5iwICssM+npZlZdFbfZG/TR75xUljY+wv1/Qldv9jprnYtSiNupXvJEQJa34wKEsmWrYcjeufu2NEY8ndZeT0VlY0MKM7qnY4lmCp/CQ3BmrDt9YEq3qx9mFHWaVxb+HNalEbscgYmyRqhla6RLPftxk1l+HwdV+XyeAK8+tpGHI4WZFlqe8kyGmUy0i149JFvauJwODo/SCcqun6x013trFI65m4mzOgP2a1WrtoXccp57NjQkJz6ejcPP7qil3qVeCRhQIrwSFcJste7nvcbHudfFT9kVdPruJTwbE/dIVnu2zGjC6PW7z2KELB9RwWHyupDZjcCAYWKyib++H8f8uJLX/Z0V8PQjW+c9HZWlP6Grl/sdFc7o2RipHUqMpGTyYe0jUShcSinZ10aa/eSAk3TaHFFdrhSItTcrq5uxu/vWn3jZKPQOJQcY/R4Vg0Nv+Zhl2ctLzn+RKWvJOZzJct9O2f2CIYPy+3wGE1rXdOPhsvtZ/lne/F4e7dGsW584yQnJ3mTsKcCun6xE4t2Z2RdwdzMixhoGk2BcTCGCIbYJqWzMPs6ri68q8v1fpMVIQRZWeGjfUkSlJREGv1pyHJqPhaFECzJ/TZFpuFYhB2J6CPCZqWeVU2vxXyuZLlvZVni5/cs5swF4xgzpoBJEwcwdcqgqCUEo1FX18Lh8oYe6mVkUvMqSyKSZfolVdH1i51YtBNCMDPjLK4q/BljbDMIEv62L2FgnG1m1MLtqcbFF04nO/uYARYC7HZT2LQzQF2ti+/c+iwPPfxpSo6Ac43FXFNwN9cW3cMQc8cx2i419uIIyXTf2m1mvnPT6dz/m4u495fnMWJ4HqravQxc6RlW8vJ6N3yqf9xdfUhGRueB7DrR0fWLnVi18ygttCiNWIQdENAuxEhFoT+9l8+aOYzConRee20TbrefKZMH8vnq/VRWRgq3gro6F8s+3k1zs5ef/eTs3u9wnAghyDIUcFLGEkodOyOWFQQwithLRSbzfevxds+BSpYE48cVRZwh6Ul04xsnihKeGUin6+j6xU53tVM1hffqH6fct6c1naQG7Q0vgFtt5rma+7kw9xYyjamVRjAaQwfn8r3bF7T9vXtPNTU1HVcA2ra9kvp6Fzk5qTn1ftC7ParhBXAqDXzW+DJzMy9CEt2rz5vM921Tk7fzg2jN7T1kSA5Tpwzi6itn9XCvwuk/r7d9hMvVN9lR+gu6frHTVe2qfQfZ7fqSZQ3Pssu9FqdST0DzESB6MnlHoIz3G55MUE+Tj2uumsXAAR1PM3q9fhoa3b3Uo8RT4e84L7dTqWed8wPeq3us220n832b08WqVIqicfLsEVx3zew+WefXR75xUlQU3btQp3N0/WKnM+18qpvXHP+kJlCGX/MgIXc4EmpPY7AGv+rDJKV+vuP2fLp8D5u31nd4jM1mYvCg1K1wZBCde7VrqJT59uBSmrHLXZ9KTub79sLzp7F23UEcjs4Tgbz/4XZOO3U0eXm9X79ZH/nGSVVVVV93IaXR9YudzrT7qP4Zyv178Gut06uta7ldR0KKOfdvMqOoKqvXlDBubHRjIwScf94UTH2QcD9RTEubh6ULtXpdahP1gfC8xx2RzPdtTo6dW79zBuPGFlJQkM7QoTkMHhz5Jaquzs2j/1nZyz1sJXWvrCTBaOz87VInOrp+sdOZdo5AeCL97lBgGtql0VOq4fUGcLt9eD3h4SiyLLDZzJy/ZAoXXDA1ZF9jo5sXX1qPo9ZJUVEml196IunpnZfu6ytGWqdySuZFbHAuo0mpQY0y66GhsrzxJa4pvAvRxZetZL1v9+938MRTn1Nb24LJbGDGiUO54fo5KEGVO37wIjU14eFllVWRS0/2NLrxjZPMzK4VrtaJjK5f7HSmnRRjIgQDJoZaxnNOztdj+nyyY7OayMq0UXY49EEsBOTlptHc7OXFl7/ks1V7+cYNJzNl8iBqa5386tfvUFl59EFdxpat5dz3q/PJzIg9TWNPMz19Pgc8m2lQOh6pOgLl7PNs6nIRjWS6b32+AFu3VSBJgsceX0VV9bEQqurqZiRJcMPX5jBxQnFE42syds/ZLFH0vzmlXqa2travu5DS6PrFTmfaDTCFlwO0iDTMdDwVaZPTWJz7rbhy/yYzQgjOP28KE8aHTkVqGlTXOPF4AwSCKmVlDfz7sZX4/UGe/t/a4wxvK+XljTz//Lre7HpMNCmd32MKgW7V9k2W+3bFyr384Mev8Ps/vM/9f3gvxPACBIMq6748yI9/9ipfrCmh/fuowSAxdergXuzxMRJifIUQPxJCaEKIvES0l0ok0xtgKqLrFzudaTc/+yrGWGeSJmVjFBZyDcWcmnkJZ2RfTrYhemJ8n+rFpfTNVFxvcerc0fh8nc8MVFY2sWHjIerqIzvvtH/YJyNyF5YOTMLCMMvELreZDPety+Xj2efXUVXVhAaoUXwJa2tdlJTU4vEE2nJ8y7JEcXEGC88cz7VXn9RrfT6euKedhRCDgYXAofi7k3r4/alf9aUv0fWLnc60k4WB8/Nuxq04cSlN5BiL2rJWjbfP5oBnCx81PI1HDZ2KS5MzyTT0//dok7HzsYemwdP/W4OrJXJYVmZm8s8ODLdMoj5QiUL0jF1FpuEMMo/pcpvJcN+u+nx/xGnk9kQqFWmxGPjpj89i8KC+S5OZiJHvX4GfECla/yuAx9NxoL5Ox+j6xU5XtbPJ6eSbBrUZ3vpAFZW+AwyzTGKMdUZIpiOLSGNq2hn9JrVkR+Tldc1ZqqqqGWcE41uQn84Vl89IdLcSzqmZFzMtbT5pUlbE/UZh4eycr3erWEIy3LcGg0ys5R00VYtY6ao3iesOE0KcDxzWNG1zslS56G2SOd4tFdD1i53uaudXPbxR+yBV/kP4NDdZcj7T0uZxbs5NbHN/jkEYOCFtIcXm4T3U4+Ri9pyJrFpdg8PR9fJ6FouRwYOyyMqycfWVMyku6vvp184QQmJe9hWcmnkRT1XdG+Z8VWgaSoah48pA7UmG+/aUk0fw6usbw9biu0JhUUafx3CLSEWmQw4QYikQSem7gbuARZqmNQkhDgIzNE0LW4l/4403tDvvvBODwYCiKFx88cXccsstVFVVYbfbkWWZ5uZm8vPzqa+vR9M08vPzqa6uJi2tNQtNS0sLhYWFOBwOhBDk5OTgcDjIyMhAURRcLhdFRUVUVVVhNBrJzMyktraWzMxM/H4/Ho+nbb/JZCI9PZ26ujqys7PxeDx4vd62/RaLBavVSkNDA7m5uTidTvx+f9t+q9WKyWSiqakJv9+P3W4nEAi07U/175SXl0dTU1OvfCeXy4XJZOpX3ylZr72VJe9yUNoCQJo/F0faPorc45mWdjoD84cmxXfq7WsvGIS1X1bg8/rweLys3+hg8qRsXK4g1dUeRoxIp7S0hexsMxkZRg4f9nPHbbOx2axJ+Z06+508pia2V63FYd6PJZBJplbEnGFn4nR4UvK5V+1w8exzGxk4wBryO23d1sDkSdk0NwdoaPAxelQWe/Y1UVhgoagojXlnTMNk9Pf471RXV7d+wYIFEadHOjW+0RBCTAaWAUfzrw0CKoBZmqaFvFqtXr1aGzeu4wobqUplZSXFxcV93Y2URdcvdrqr3eOVd1MfDA85mWafx5k51yayaylBe/1eemU9b761Bbc7+npmdraNB/9xJWZzcsa5dgVN06gPViILI1mG2HJ3J8t9+8STn/P2u1s7Pe6E6YM5//ypyJLE2LGFyFLvBPps2LAhqvGNedpZ07StQMHRvzsa+fZn0tN7Py1Zf0LXL3Y60k7TNLa6VrDLvQZVUztxpvlqLhm11++yS05k7NgiPvhgO4qiUFfnpuRgbcjaYEODm5/e9Rq/vvd80tOSN8FGRwghyDUOiKuNZLlvd+3uWqatk2YNZ/LEgT3cm+7R/70qepi6urq2qQed7qPrFzsdabei6RU2OpcRoHUUV+7fi10KX5+0SZmcmL6wR/uZrETSb8qkgUye2GqYVFXj1tufo6ZdjuCysgZu/94LXHThdM4/d0qv9TeZ6O37VtM0duyspLHJw7Qpg7DbW/ONd8XXaOSIPM44veue3L1FwoyvpmnDEtVWKpGdnbqJ15MBXb/YiaZdQPWzx72hzfC2ohFQfQwwjaIxWI1XdZNpyOOEtIVkGwsittPfaa+fzx/k4Uc+Y+++GlRFZeDArKgesc3NXt54cxOzZg6jqDB5a9v2FL1539bVtfCHP31AWXkjfn+Qgvw0zl0yhSWLJzNhQjH7DzhQ1WM/lMViZOiQHIxGmZEj8rnsshMxGPomi1VH6CPfOPF4PEldWDrZ0fWLnWjaudRGvGp4Ugg/HibZT2GoZQIupYl842CMUuwF1VOd9vr9/R/LWLP2YNvf1TVOzOboj8jGRg8vvvQl1183JyXifRNJb963D/5rOfsPHFvNrHG08L9n11BQmME1V82irq6FHTsqaXZ6yc1N44zTRnP5ZckfAqYb3zjxertWuFknMrp+sRNNuzQ5G6ucjjcYWnPVKtIYaBpFpiHvK5FEozOO16+52cO+/Y6wYxRFxWIx4PVGTlCxcuU+Pl+9H4vFyMlzRnLNVbPapkT7M7113waCChURQol8foU//+VD5p4ymu/fcSYNjW4cDieDB2VjtabGC6We2zlOkiHeLZXR9YudaNoZhJEJttmYxLHRmITMEMt4ck3xOdr0J47Xr8Xlx+cLhB0TDKosmDcu6shWUTUCARWn08cHH+7gl/e9hdcb3k5/o7fuW0kIojkmBwIqn63Yw9Jlu8jOsjFmdGHKGF7QjW/cJHNdy1RA1y92OtJuTuZ5nJNzIyMsUxhqnsjpmZdzbu63e7F3yc/x+hUVZpCbE+5AlJ+XxmWXnshD/7yKE6YPJivLisEQ/bFZUlLHO10IfUl1Ennfbtx4iHt++Qa3f/8F7v7FG6xZW9K2T5YlRgyPHg6lKBr/fmwFr76+MWH96S30aec4sVhSM9wgWdD1i53OtBttm85o2/Re6k3qcbx+kiS48oqZPP7EKhy1revlmZkWFi2a0Faz9+47F1NX7+L5F9bx8Se7o7Z7oKT/R1sm6r7dd6CGBx9eTkODu21bZWUTaWlmJk5onaW55Tun4/cH2bipLMSx6ijBoMqyj3dxztmTsFpSJ/5aN75xYrV+tRwtEo2uX+zo2sVHe/1mzRzG2LGFvPf+NrzeAGcvmkhRu/SRuTn2Tr2bBw/uu2T9vUWirr3XXtsUYngBmpo8vPHm5jbjazDKDB+ex4ESBw0NkXNKOxwtHDpUx9gxqbOMpRvfOGloaNC9deNA1y92dO3iI5J+mRlWrrx8ZoefW/dladR9druJBfPGJqR/yUyirj1XlGxiHs+xdfPf/u49tm473GE76enmiMsGyYxufOMkN7d7Ccl1QtH1ix1du/iIVT+PN3r6SZfLz/1//IA7bj2DV17bREuLjyFDcrjs0hOw2/qPF3Sirr2hQ3LYujXcsA4amAXAQw9/2qnhBRg9qoC8vNQyvrrDVZw4nV2viKITjq5f7OjaxUes+nU2wiotreOun7/Bqs/3s3lLOW+9vYVf3fd2v/KCTtS1d8VlMxg5Mp/jE1UZDBJbth7mV/e9xafL93TahixLnHP2pIT0pzfRjW+cJENR6VRG1y92dO3iI1b9rr9uNjk5tg6PaR8XXHKgtl95QSfq2rPZTPzm3vO54fo5ZGW1riMHgypV1c1s3VaBonRe+EdRVHbuqkxIf3oT3fjGiR6nGh+6frGjaxcfseo3dGguQ4d0b9pVo395QSfq2lMUlRdfXs/y5Xtpbo4tcYfZbGDcmMKE9Kc30Y1vnOhxqvGh6xc7unbxEY9+waDa7c8M6uPi7YkkUdfeX/++jDfe3MyBktqIYURdYdTIfKZOHZyQ/vQmuvGNEz3cIz50/WJH1y4+4tFv+LCOR77tE3EIAYcPN1JX74p4vNvtp6HRHXFfMpKIa6/G4WTHzsqYjW5BQTrnnzuFu+9a3KXqRsmG7u0cJyZT6qQzS0Z0/WJH1y4+4tHv8stnsHN3Ffv3h1bUkWWJqVMHcehQHbW1xwytpsHqLw5woKSWu392NgMHto6CPd4A//jnxxwoqSUYUMjLT+db3ziFUaOSu9JUIq69yoommpoix+22RwiQZQEIcnLszJwxjK9fPyclje5RdOMbJ01NTWRlZfV1N1IWXb/Y0bWLj3j0s1qM/Pre8/n00z1s316B2Wpg6uRBzJwxjM1by/njnz6M+Lnq6maeeXYtP/3xWQD884GPWbvuYNv+xiYPf3/gE/7vj5dgNvX94zkQVPjoox1s215BdraNiy86gdwce0KuvYxMCwaD1KUpfE2DG78+lylTBpGVacWSQpmsotH3v26Kk5enV4eJB12/2NG1i4949TMaZBaeOZ6FZ44P2e7zBVGV6AblaPpKrzdASQQnrMrKRlat2sf8eeOAVgN46FA9GRkW8vPSO+xTXV0LB0pqGTIkh8KC+JJgKIrKb377bsjU8IYNZfzoBwspKopNO683gKKo2O1m/vPYyi6vnZtNBoqKMvtV7WTd+MZJU1MTdru9r7uRsuj6xY6uXXz0lH4nTh9CYVEGVVXNEfdXVTWhqhqKohKMYKQ1DVpafAAs/2wPr7y2EYejBavFwLDhefz4BwvDqvdomsZDDy9nw8YyGhvdZGZYmDhxAN+7YwFytLJAnfDpZ3vYuasqZFq9xuHk6WfX8O0bT+iydn5/kEf+s4I1a0rw+xUMBsHAgdlUVYWXCozG4CHZTJ7Uvypy6Q5XcRII9J/A+b5A1y92dO3io6f0s1iMXH3lTPLyIhunQEBhw4ZS7HYzBfnhI1mTSabZ6aOqqoln/reGw4cb8fuDNDV72by5nIceXh72mWUf72LFyr00HnHaamr2smZNCa+8Gnu1n82by1EivBw01LuialdW1sBHS3dQUlqLoqo4nV7+7y8f8emne/B4Wke9Pp/CgQO1ISkk2yPLEvl5doqLM5hx4lDu+uk5Kb2+Gwl95BsneqxlfOj6xY6uXXz0pH6nnDyKUSML+OFPXg4zMsGgysef7mbNuoOcdNIwXC4/FZWNbQkl/H6F117fyAcfbscdIffxgZJaNE0LMUZfrCkhEAg1lIqqsXXrYS6/9MSYvkNxcWbE7TabKUw7RVX569+WsW1bBc4WL0ajjCxLmEwyTmfk+F0tipOzxWJg5oxh3HHb/H5ncI9HN75xUlVVxdChQ/u6GymLrl/s6NrFR0/rV1CQTlFhJiUHQ9d1JUmwdu1BNMBolCgszCA3x06NoyXkuEiGF2jN2EHr9PVjT6zC6fS2rSO3R5IEqqohBFENmcvl4613tlBZ2cTUKYM4/bQxyLLEKSeP5PU3NoWsyxpkiQXzx7Vpp2kaW7Ye5uWX17Nj17HY30BAIRBQupVSMy3NzIjheVxy0XQmThzQrw0v6MY3bvQ1t/jQ9YsdXbv46Gn9hBBcesl0Hnvic+qPxPfKsghJmRgIqJSXN3ar3cGDs/j4k908+p8VHTosGQwSDY1ubrn9OWRJYvTofG7+9mmYzcc8hauqmvndH97j8OHWPqz+ooTln+3l53cv5pn/rQlrXwgoLMzAbjejKCq//+P7bNlaTjAYW6zuUWbNGsb3bl+QFB7evcVX55v2ELIs93UXUhpdv9jRtYuP3tBv9kkjGDEinzff2ozL5Wf/AUeboYuVyy+bwT2/eDOi4TWbWx/p6elm/H4l5FyVVU1s3VbBsKG5TJ0yiMXnTOLJ/34ecoyiqOzYWckLL37Jtu0VYe0HgiqffLqb666ZzkdLd7BhY1lc3+UoHk/gK2V4QTe+cdPc3Ex2dv9JG9fb6PrFjq5dfPSWfgX56XzzG3MB+OW9b8VtfF94aT0+XzDivvz8dL53+3wcNU7++o9lYfsbGtw0NLjZvKWcrdsOU1cXnnFLVTXeeXcrPr8S8RwZGRaam5v5bMW+bvV78KAs6upcuCM4WlnMXz1TpHs7x0l+fn5fdyGl0fWLHV27+OgL/c5cMA67Pb7sUNXVkUOYAGprnXzw4Q4e+c8K/FGMJ7Qa2B07KlGjeD1FM7z5+WlccP408vPz8Xi6VtnIYjEwZfJA/vSHS/nBDxaSnh5a1zgjw8J5503tUlv9ia/e60aCqa+vx2bruLyYTnR0/WJH1y4++kK/U+eOxuXys+yTXTgcTlpafFG9fiORl5fGwAFZlJU1RNzv8wVZunQnXWnS4w2QmWHBbjfhch0zpCaTHNFwm0wy37n5dLKzbJSXl7No0UT+89jKqO0PKM7k5JNHMmniACYdcaCaPnUwX7t2Nu9/sANni5eMdAtLFk9m4vjiLvS4f6Eb3zjRunPn6ISh6xc7unbx0Vf6nX3WRM4+ayIAL7+6npWr9uN2+8nIsKCqGg5HC263/8gIUeDz+fH7VXKybVxx2YnYrCbWrjsYsSBBd7/SgZJaRgzPo7a2hWanl5wcOxPHF/PBhzvCDPiE8cWMG1t05DwaZy2cwPvvb6O83TR6UVEGM2cM5fJLZ2CzhY/y588bx/x548LCpb5qiN64AFevXq2NGzeux8/TF3i9XiwWS193I2XR9YsdXbv4SBb9VFUjEAhiMhkQQrC/xMHBklomjB9AZVUTj/5nBXV1LiRJMHBgFrd9dx5PPfMFW7ceDmvraGhRd5AkgRAaigIGg8zw4bmgaezb7wgx5rIsSEszM+PEYVz/tZnYbTa83gDPPr+WffscmEwy8+eN47RTR8crSb9hw4YN6xcsWDAj0j7d+MZJaWmpHmsZB7p+saNrFx/Jrl8goPDDH7/E4YrQNIwjR+bzm/vO5+mnv2DZJ7vbnK9yc+0YDRJV1c64z33O2RPJy03j1dc24moXbyyA666dyAXnz437PP2djoyvPu0cJ2lpaX3dhZRG1y92dO3iI9n127K1nMoI+aGrq5uprXVx4zfmcu01J7Fi1T5cLj9nnDaGxkY3f/7rUioqGtEAq9XYYRrHaJSW1jN2TBHuCE5VGrB7T+Q1Z52uoxtfHR0dnSREliUkIVDbrb4KIY7UtgWz2ciZ849VVcrMtPLH31/Mx5/sorbOxcmzR/C3fyyLaMQ7wmQ2sHNXZdQ1ZEWJ7kmt0zX0UKM4aWmJnNZNp2vo+sWOrl18JLt+kycNpHhAeH7lAcWZHZYLtFiMLD5nMl+7djajRhVw1ZUz20rxCQE2m5HsbBsZGRaKijLCauOmpZlZfNZEpkwaiMEQ2UQMHdJ/Svv1FfrIN04KCwv7ugspja5f7OjaxUey6yfLErd85wweefQzqqubkWSJAQMyueP2Bd1q55STR3HC9CGsWXsQk0lm5oxhKIqKy+UjO9vOipV7eefdbTQ7PaSnWVi0aAInnjgUVdUYM6aQHTsqQ9rLz0/jzAXTE/lVv5LE7XAlhLgNuBUIAu9omvaT9sf0Z4ersrIyBg8e3NfdSFl0/WJH1y4+UkU/TdMoK2/AYJAZEKXSUCJQVQ1JCg398fmDvPraRrZtq8Dl9nHa3FFccME0Kg4fTgnt+poec7gSQswDLgCmaJrmE0IUxNNeKvJVjlNLBLp+saNrFx+pop8QgiGDc3r8PO0NL4DZZOCqK2bCFeF90omPeNd8vwP8XtM0H4CmaTXxdym1yMnp+ZuiP6PrFzu6dvGh6xc7unbxE6/xHQOcKoRYI4RYLoSYmYhOpRIOh6Ovu5DS6PrFjq5dfOj6xY6uXfx0Ou0shFgKFEXYdfeRz2cDs4GZwItCiBFau4XkmpoabrzxRgwGA4qicPHFF3PLLbdQVVWF3W5HlmWam5vJz8+nvr4eTdPIz8+nurq6LRavpaWFwsJCHA4HQghycnJwOBxkZGSgKAoul4uioiKqqqowGo1kZmZSW1tLZmYmfr8fj8fTtt9kMpGenk5dXR3Z2dl4PB68Xm/bfovFgtVqpaGhgdzcXJxOJ36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"text/plain": [ - "<Figure size 864x648 with 1 Axes>" + "<Figure size 576x432 with 1 Axes>" ] }, "metadata": { @@ -887,91 +878,72 @@ } ], "source": [ - "plt.scatter(X[:,0],X[:,1],c=y)\n" + "clustering = DBSCAN(eps=0.8, min_samples=10).fit(X_noisy)\n", + "labels = clustering.labels_\n", + "plt.scatter(X_noisy[np.where(labels!=-1)][:,0],X_noisy[np.where(labels!=-1)][:,1],c=labels[np.where(labels!=-1)])" ] }, { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2020-11-21T15:45:17.894754Z", - "start_time": "2020-11-21T15:45:17.795663Z" - } - }, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'X' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-3-979f2e31bd82>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mmin_samples\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mcluster_labels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDBSCAN\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meps\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0meps\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmin_samples\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmin_samples\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit_predict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mNameError\u001b[0m: name 'X' is not defined" - ] - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "eps = 1.9\n", - "min_samples = 20\n", + "HDBSCAN is able to detect clusters with irregular shapes and noise.\n", + "\n", + "However, this algorithm requires some fine tuning of its two input parameters, whose ideal values might not be immediate to assess. Especially the value of $\\epsilon$ can be non intuitive, and fixing such value might be difficult especially when clusters have different density.\n", "\n", - "cluster_labels = DBSCAN(eps=eps, min_samples=min_samples).fit_predict(X)\n" + "We can test DBSCAN on a different dataset composed of blobs with different density.\n" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 203, "metadata": { "ExecuteTime": { - "end_time": "2020-11-21T15:45:18.227926Z", - "start_time": "2020-11-21T15:45:18.215776Z" + "end_time": "2020-11-27T13:00:57.927089Z", + "start_time": "2020-11-27T13:00:57.918133Z" }, - "scrolled": false + "scrolled": true }, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'X' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-4-46d05a1c38ff>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcluster_labels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mNameError\u001b[0m: name 'X' is not defined" - ] - } - ], + "outputs": [], "source": [ - "plt.scatter(X[:,0],X[:,1],c=cluster_labels)\n" + "random_state = 0\n", + "centers = [[-2,10]]\n", + "n_samples = [100]\n", + "cluster_std=[[3,2]]\n", + "X_mixed, y_mixed = make_blobs(n_samples=n_samples,\n", + " random_state=random_state,\n", + " cluster_std=cluster_std,\n", + " centers=centers)\n", + "\n", + "y_mixed = np.concatenate ([y_noisy,y_mixed])\n", + "X_mixed = np.concatenate([X_noisy,X_mixed])" ] }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 204, "metadata": { "ExecuteTime": { - "end_time": "2020-11-19T14:54:09.441261Z", - "start_time": "2020-11-19T14:54:09.245370Z" - }, - "scrolled": false + "end_time": "2020-11-27T13:00:58.310114Z", + "start_time": "2020-11-27T13:00:58.156808Z" + } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f6995246850>" + "<matplotlib.collections.PathCollection at 0x7f8ecbe70dd0>" ] }, - "execution_count": 119, + "execution_count": 204, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 864x648 with 1 Axes>" + "<Figure size 576x432 with 1 Axes>" ] }, "metadata": { @@ -981,127 +953,34 @@ } ], "source": [ - "labels = KMeans(n_clusters=4).fit_predict(X)\n", - "plt.scatter(X[:,0],X[:,1],c=labels)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# HDBSCAN" - ] - }, - { - "cell_type": "code", - "execution_count": 186, - "metadata": { - "ExecuteTime": { - "end_time": "2020-11-19T15:27:12.919511Z", - "start_time": "2020-11-19T15:27:12.904610Z" - } - }, - "outputs": [], - "source": [ - "random_state = 0\n", - "n_samples = [300,300,300,500,500]\n", - "cluster_std=[3,1,1,1,1]\n", - "X, y = make_blobs(n_samples=n_samples,\n", - " random_state=random_state, \n", - " centers=[[0,0],\n", - " [0,0],\n", - " [0,0],\n", - " [0,0],\n", - " [0,0]\n", - " ])\n", - "\n", - "blob = 0\n", - "X = np.where (y==blob, scaling(X,1,5), X.T).T\n", - "X[:,0] = np.where (y==blob, X[:,0]+X[:,1]**2/20, X[:,0])\n", - "X = np.where (y==blob, rotate(X,0.15*math.pi), X.T).T\n", - "\n", - "blob = 1\n", - "X = np.where (y==blob, scaling(X,1,3), X.T).T\n", - "X[:,0] = np.where (y==blob, X[:,0]+X[:,1]**2/10, X[:,0])\n", - "X = np.where (y==blob, rotate(X, 0.95*math.pi), X.T).T\n", - "X = np.where (y==blob, translate(X, 13, 10), X.T).T\n", - "\n", - "blob = 2\n", - "X = np.where (y==blob, scaling(X,1,3), X.T).T\n", - "X[:,0]= np.where (y==blob, X[:,0]+X[:,1]**2/10, X[:,0])\n", - "X = np.where (y==blob, rotate(X, 0.15*math.pi), X.T).T\n", - "X = np.where (y==blob, translate(X, -1, 25), X.T).T\n", - "\n", - "blob = 3\n", - "X = np.where (y==blob, scaling(X,0.5,10), X.T).T\n", - "X = np.where (y==blob, rotate(X, 0.05*math.pi), X.T).T\n", - "X = np.where (y==blob, translate(X, -6, -1), X.T).T\n", - "\n", - "blob = 4\n", - "X=np.where (y==blob, scaling(X,7,5), X.T).T\n", - "X = np.where (y==blob, translate(X, 15, -25), X.T).T\n" + "plt.scatter(X_mixed[:,0],X_mixed[:,1],c=y_mixed)" ] }, { "cell_type": "code", - "execution_count": 187, + "execution_count": 218, "metadata": { "ExecuteTime": { - "end_time": "2020-11-19T15:27:13.704102Z", - "start_time": "2020-11-19T15:27:13.699525Z" + "end_time": "2020-11-27T13:12:07.149303Z", + "start_time": "2020-11-27T13:12:07.014100Z" } }, - "outputs": [], - "source": [ - "noise_points = 100 \n", - "noise = np.concatenate([np.expand_dims(np.random.random(noise_points),axis=1)*50-10,\n", - " np.expand_dims(np.random.random(noise_points),axis=1)*80-40],axis=1)\n", - "y = np.concatenate ([-1*np.ones(noise_points),y])\n", - "X = np.concatenate([noise,X])" - ] - }, - { - "cell_type": "code", - "execution_count": 188, - "metadata": { - "ExecuteTime": { - "end_time": "2020-11-19T15:27:13.994921Z", - "start_time": "2020-11-19T15:27:13.953986Z" - } - }, - "outputs": [], - "source": [ - "clusterer=hdbscan.HDBSCAN(min_cluster_size=10, gen_min_span_tree=True)\n", - "clusterer.fit(X)\n", - "cluster_labels = clusterer.labels_" - ] - }, - { - "cell_type": "code", - "execution_count": 189, - "metadata": { - "ExecuteTime": { - "end_time": "2020-11-19T15:27:14.441370Z", - "start_time": "2020-11-19T15:27:14.261509Z" - }, - "scrolled": false - }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f6994bec350>" + "<matplotlib.collections.PathCollection at 0x7f8ed45a10d0>" ] }, - "execution_count": 189, + "execution_count": 218, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 864x648 with 1 Axes>" + "<Figure size 576x432 with 1 Axes>" ] }, "metadata": { @@ -1111,34 +990,52 @@ } ], "source": [ - "plt.scatter(X[:,0],X[:,1],c=cluster_labels)" + "clustering = DBSCAN(eps=0.8, min_samples=10).fit(X_mixed)\n", + "labels = clustering.labels_\n", + "plt.scatter(X_mixed[:,0],X_mixed[:,1],c=labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that DBSCAN is not able to detect the cluster with lower density. This is a well known problem of DBSCAN, as it is possible to generate blobs with different densities such that there is not a single set of parameters $\\epsilon$ and $m_{pts}$ able to separate the artificial clusters. Such problem, that in this example was revealed with an artificial dataset, can have dramatic consequencens on real data. Another critical point is that the two input parameters are rather difficult to assess because it is difficult to grasp an intuition of their ideal value on a unknown dataset. The optimization of these two input parameters requires some fine tuning that can be tedious and discouraging especially on large datasets.\n", + "\n", + "Even though this density based algorithm has shown to be able to detect irregular cluster shapes in a noisy environment, the assessmnet of the input parameters remains a critical point for the deployment of the algorithm on unknown and large datasets. Hence, in the next section we introduce into HDBSCAN, a more recent extension of DBSCAN that converts it into a hierarchical algorithm simplifying the input parameters search and allowing the detection of clusters with different densities. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# HDBSCAN" ] }, { "cell_type": "code", - "execution_count": 195, + "execution_count": 216, "metadata": { "ExecuteTime": { - "end_time": "2020-11-19T15:28:22.465725Z", - "start_time": "2020-11-19T15:28:22.327162Z" + "end_time": "2020-11-27T13:11:47.143976Z", + "start_time": "2020-11-27T13:11:46.970998Z" } }, "outputs": [ { "data": { "text/plain": [ - "<AxesSubplot:>" + "<matplotlib.collections.PathCollection at 0x7f8ecbbae310>" ] }, - "execution_count": 195, + "execution_count": 216, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 864x648 with 2 Axes>" + "<Figure size 576x432 with 1 Axes>" ] }, "metadata": { @@ -1148,37 +1045,37 @@ } ], "source": [ - "clusterer.minimum_spanning_tree_.plot(edge_cmap='viridis',\n", - " edge_alpha=0.5,\n", - " node_size=10,\n", - " edge_linewidth=2)" + "clusterer = hdbscan.HDBSCAN(min_cluster_size=10, gen_min_span_tree=True)\n", + "clusterer.fit(X_mixed)\n", + "labels=clusterer`.labels_\n", + "plt.scatter(X_mixed[:,0],X_mixed[:,1],c=labels)" ] }, { "cell_type": "code", - "execution_count": 201, + "execution_count": 220, "metadata": { "ExecuteTime": { - "end_time": "2020-11-19T15:43:00.743820Z", - "start_time": "2020-11-19T15:42:54.326827Z" + "end_time": "2020-11-27T13:14:37.638050Z", + "start_time": "2020-11-27T13:14:37.465489Z" } }, "outputs": [ { "data": { "text/plain": [ - "<AxesSubplot:ylabel='distance'>" + "<matplotlib.collections.PathCollection at 0x7f8ed4416c50>" ] }, - "execution_count": 201, + "execution_count": 220, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 864x648 with 2 Axes>" + "<Figure size 576x432 with 1 Axes>" ] }, "metadata": { @@ -1188,44 +1085,181 @@ } ], "source": [ - "clusterer.single_linkage_tree_.plot(cmap='viridis', colorbar=True, truncate_mode='lastp')" + "clusterer = hdbscan.HDBSCAN(min_cluster_size=10, gen_min_span_tree=True)\n", + "clusterer.fit(X_mixed)\n", + "labels=clusterer.labels_\n", + "plt.scatter(X_mixed[np.where(labels!=-1)][:,0],X_mixed[np.where(labels!=-1)][:,1],c=labels[np.where(labels!=-1)])" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": { + "ExecuteTime": { + "end_time": "2020-11-24T14:41:28.103443Z", + "start_time": "2020-11-24T14:41:28.099403Z" + } + }, + "outputs": [], + "source": [ + "# clusterer.minimum_spanning_tree_.plot(edge_cmap='viridis',\n", + "# edge_alpha=0.5,\n", + "# node_size=10,\n", + "# edge_linewidth=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": { + "ExecuteTime": { + "end_time": "2020-11-24T14:41:28.255893Z", + "start_time": "2020-11-24T14:41:28.253510Z" + } + }, + "outputs": [], + "source": [ + "# clusterer.single_linkage_tree_.plot(cmap='viridis', colorbar=True, truncate_mode='lastp')" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": { + "ExecuteTime": { + "end_time": "2020-11-24T14:41:28.424558Z", + "start_time": "2020-11-24T14:41:28.420588Z" + } + }, + "outputs": [], + "source": [ + "# clusterer.condensed_tree_.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# BENCHMARKING" + ] + }, + { + "cell_type": "code", + "execution_count": 226, + "metadata": { + "ExecuteTime": { + "end_time": "2020-11-27T13:28:57.297122Z", + "start_time": "2020-11-27T13:28:57.293087Z" + } + }, + "outputs": [], + "source": [ + "import time" ] }, { "cell_type": "code", - "execution_count": 198, + "execution_count": 236, "metadata": { "ExecuteTime": { - "end_time": "2020-11-19T15:33:49.700378Z", - "start_time": "2020-11-19T15:33:48.673398Z" + "end_time": "2020-11-27T14:01:33.636737Z", + "start_time": "2020-11-27T13:58:31.176758Z" } }, "outputs": [ { - "data": { - "text/plain": [ - "<AxesSubplot:ylabel='$\\\\lambda$ value'>" - ] - }, - "execution_count": 198, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 864x648 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "5000\n", + "0.05881476402282715\n", + "0.5158603191375732\n", + "0.11795759201049805\n", + "0.049866676330566406\n", + "0.08376550674438477\n", + "10000\n", + "0.04089999198913574\n", + "2.4637880325317383\n", + "0.4847860336303711\n", + "0.14484047889709473\n", + "0.18295025825500488\n", + "15000\n", + "0.04871344566345215\n", + "5.482595682144165\n", + "1.0834252834320068\n", + "0.2595992088317871\n", + "0.27158164978027344\n", + "20000\n", + "0.05846881866455078\n", + "10.503825902938843\n", + "1.966216802597046\n", + "0.438262939453125\n", + "0.9091815948486328\n", + "25000\n", + "0.13749361038208008\n", + "16.852773666381836\n", + "3.0763285160064697\n", + "0.6267349720001221\n", + "0.4539508819580078\n", + "30000\n", + "0.08011531829833984\n", + "25.24403166770935\n", + "4.358055353164673\n", + "0.8174209594726562\n", + "0.5476481914520264\n", + "35000\n", + "0.08400130271911621\n", + "36.971055030822754\n", + "5.980702638626099\n", + "1.1276004314422607\n", + "0.6697447299957275\n", + "40000\n", + "0.09133434295654297\n", + "50.02556324005127\n", + "7.809326648712158\n", + "1.5280027389526367\n", + "0.7655322551727295\n" + ] } ], "source": [ - "clusterer.condensed_tree_.plot()" + "centers = [[-10,-10],[10,-10],[10,10],[-10,10]]\n", + "\n", + "for n_samples in [5000, 10000, 15000, 20000, 25000, 30000, 35000, 40000]:\n", + " \n", + " print(n_samples)\n", + " X,y=make_blobs (centers=centers, n_samples=n_samples)\n", + "\n", + " model = KMeans(n_clusters=4)\n", + "\n", + " start = time.time()\n", + " model.fit(X)\n", + " end = time.time()\n", + " print (end-start)\n", + "\n", + " model = AgglomerativeClustering (distance_threshold=None, n_clusters=4, linkage='ward')\n", + " start = time.time()\n", + " model.fit(X)\n", + " end = time.time()\n", + " print (end-start)\n", + "\n", + " model = AgglomerativeClustering (distance_threshold=None, n_clusters=4, linkage='single')\n", + " start = time.time()\n", + " model.fit(X)\n", + " end = time.time()\n", + " print (end-start)\n", + "\n", + " model = DBSCAN(eps=0.8, min_samples=10)\n", + " start = time.time()\n", + " model.fit(X)\n", + " end = time.time()\n", + " print (end-start)\n", + "\n", + " model = hdbscan.HDBSCAN(min_cluster_size=10)\n", + " start = time.time()\n", + " model.fit(X)\n", + " end = time.time()\n", + " print (end-start)\n" ] }, { -- GitLab