{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Working with networks and graphs\n", "\n", "This tutorial has some bits and pieces taken from [here](https://networkx.github.io/documentation/stable/tutorial.html).\n", "\n", "The package we will use for our network analysis is `networkx`." ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import networkx as nx\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Let's create a graph!" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "G = nx.Graph()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "By definition, a Graph is a collection of nodes (vertices) along with identified pairs of nodes (called edges, links, etc). In NetworkX, nodes can be any hashable object e.g., a text string, an image, an XML object, another Graph, a customized node object, etc." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Nodes\n", "\n", "The graph **G** can be grown in several ways. `NetworkX` includes many graph generator functions and facilities to read and write graphs in many formats. To get started though we’ll look at simple manipulations. You can add one node at a time," ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "G.add_node(1)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "has added one node but we can also add several at the same time via" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "G.add_nodes_from([2, 3])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Edges\n", "\n", "`G` can also be grown by adding one edge at a time or several at the same time" ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G.add_edges_from([(1, 2), (1, 3),(2,3)])\n", "nx.draw(G)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Let's start fresh" ] }, { "cell_type": "code", "execution_count": 142, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "G.clear()" ] }, { "cell_type": "code", "execution_count": 143, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G.clear()\n", "G.add_edges_from([(1, 2), (1, 3)])\n", "G.add_node(1)\n", "G.add_node(2)\n", "G.add_edge(1, 2)\n", "G.add_node(\"spam\") # adds node \"spam\"\n", "G.add_nodes_from(\"spam\") # adds 4 nodes: 's', 'p', 'a', 'm'\n", "G.add_edge(3, 'spam')\n", "nx.draw(G)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "where now we have" ] }, { "cell_type": "code", "execution_count": 144, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "8" ] }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" } ], "source": [ "G.number_of_nodes()" ] }, { "cell_type": "code", "execution_count": 145, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 145, "metadata": {}, "output_type": "execute_result" } ], "source": [ "G.number_of_edges()" ] }, { "cell_type": "code", "execution_count": 146, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw(G)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "We can examine the nodes and edges. Four basic graph properties facilitate reporting: `G.nodes`, `G.edges` `G.adj` and `G.degree`. These are set-like views of the nodes, edges, neighbors (adjacencies), and degrees of nodes in a graph. They offer a continually updated read-only view into the graph structure. They are also dict-like in that you can look up node and edge data attributes via the views and iterate with data attributes using methods `.items()`, `.data('spam')`. If you want a specific container type instead of a view, you can specify one. Here we use lists, though sets, dicts, tuples and other containers may be better in other contexts." ] }, { "cell_type": "code", "execution_count": 147, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "[1, 2, 3, 'spam', 's', 'p', 'a', 'm']" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(G.nodes)" ] }, { "cell_type": "code", "execution_count": 148, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "[(1, 2), (1, 3), (3, 'm')]" ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(G.edges)\n", "[(1, 2), (1, 3), (3, 'm')]" ] }, { "cell_type": "code", "execution_count": 149, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "[1]" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(G.adj[2])" ] }, { "cell_type": "code", "execution_count": 150, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" } ], "source": [ "G.degree[3]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "One can remove nodes and edges from the graph in a similar fashion to adding. Use methods `Graph.remove_node()`, `Graph.remove_nodes_from()`, `Graph.remove_edge()` and `Graph.remove_edges_from()`, e.g." ] }, { "cell_type": "code", "execution_count": 151, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1, 3, 'spam']\n" ] } ], "source": [ "G.remove_node(2)\n", "G.remove_nodes_from(\"spam\")\n", "print(list(G.nodes))\n", "G.remove_edge(1, 3)" ] }, { "cell_type": "code", "execution_count": 152, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "AtlasView({})" ] }, "execution_count": 152, "metadata": {}, "output_type": "execute_result" } ], "source": [ "G[1]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Fast examination of all (node, adjacency) pairs is achieved using G.adjacency(), or G.adj.items(). Note that for undirected graphs, adjacency iteration sees each edge twice." ] }, { "cell_type": "code", "execution_count": 153, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 2, 0.125)\n", "(2, 1, 0.125)\n", "(3, 4, 0.375)\n", "(4, 3, 0.375)\n" ] } ], "source": [ "FG = nx.Graph()\n", "FG.add_weighted_edges_from([(1, 2, 0.125), (1, 3, 0.75), (2, 4, 1.2), (3, 4, 0.375)])\n", "for n, nbrs in FG.adj.items():\n", " for nbr, eattr in nbrs.items():\n", " wt = eattr['weight']\n", " if wt < .5: print('(%d, %d, %.3f)' % (n, nbr, wt))" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "G_symmetric = nx.Graph()\n", "\n", "G_symmetric.add_edge('Steven', 'Laura')\n", "G_symmetric.add_edge('Steven', 'Marc')\n", "G_symmetric.add_edge('Steven', 'John')\n", "G_symmetric.add_edge('Steven', 'Michelle')\n", "G_symmetric.add_edge('Laura', 'Michelle')\n", "G_symmetric.add_edge('Michelle','Marc')\n", "G_symmetric.add_edge('George', 'John')\n", "G_symmetric.add_edge('George', 'Steven')" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name: \n", "Type: Graph\n", "Number of nodes: 6\n", "Number of edges: 8\n", "Average degree: 2.6667\n" ] } ], "source": [ "print(nx.info(G_symmetric))" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7,7))\n", "nx.draw_networkx(G_symmetric);" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Directed Graphs\n", "\n", "In many applications it is natural to assume that the graph has directed edges. The DiGraph class provides additional properties specific to directed edges, e.g., `DiGraph.out_edges()`, `DiGraph.in_degree()`, `DiGraph.predecessors()`, `DiGraph.successors()` etc. To allow algorithms to work with both classes easily, the directed versions of `neighbors()` is equivalent to `successors()` while degree reports the sum of in_degree and out_degree even though that may feel inconsistent at times." ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "DG = nx.DiGraph()" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "DG.add_weighted_edges_from([(1, 2, 0.5), (3,1, 0.75)])" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "0.5" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "DG.out_degree(1, weight='weight')" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "DG.in_degree(3, weight='weight')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Having fun with Networkx\n", "\n", "`Networkx` provides a number of functions that generate famous graphs. We have already seen one example. Zachary’s karate club graph can be generated with a simple function call:" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "kn=nx.karate_club_graph()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "We can visualize this famous graph using the already well-known `matplotlib` package" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw_circular(kn)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "We can use the module to generate a graph with a hexagonal structure such as is observed in graphene sheets or carbon nanotubes." ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "Ghex=nx.hexagonal_lattice_graph(10,10)" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "pos = nx.get_node_attributes(Ghex, 'pos')" ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw(Ghex,pos)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Social networks\n", "\n", "Bits are taken from [here](https://www.kirenz.com/post/2019-08-13-network_analysis/).\n", "\n", "It is observed that people who share connections in a social network tend to form associations. In other words, there is a tendency in a social network to form clusters.\n", "\n", "We can determine the clusters of a node, local clustering coefficient, which is the fraction of pairs of the node’s friends (that is connections) that are connected with each other.\n", "\n", "To determine the local clustering coefficient, we make use of `nx.clustering(Graph, Node)` function.\n", "\n", "In the symmetric employee-network, you will find that Michelle has a local clustering coefficient of 0.67 and Laura has a local clustering coefficient of 1.\n", "\n", "The average clustering coefficient (sum of all the local clustering coefficients divided by the number of nodes) for the symmetric employee-network is 0.867.\n" ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "G_weighted = nx.Graph()\n", "\n", "G_weighted.add_edge('Steven', 'Laura', weight=25)\n", "G_weighted.add_edge('Steven', 'Marc', weight=8)\n", "G_weighted.add_edge('Steven', 'John', weight=11)\n", "G_weighted.add_edge('Steven', 'Michelle',weight=1)\n", "G_weighted.add_edge('Laura', 'Michelle',weight=1)\n", "G_weighted.add_edge('Michelle','Marc', weight=1)\n", "G_weighted.add_edge('George', 'John', weight=8)\n", "G_weighted.add_edge('George', 'Steven', weight=4)" ] }, { "cell_type": "code", "execution_count": 103, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "elarge = [(u, v) for (u, v, d) in G_weighted.edges(data=True) if d['weight'] > 8]\n", "esmall = [(u, v) for (u, v, d) in G_weighted.edges(data=True) if d['weight'] <= 8]\n", "\n", "pos = nx.circular_layout(G_weighted) # positions for all nodes\n", "\n", "# nodes\n", "nx.draw_networkx_nodes(G_weighted, pos, node_size=700)\n", "\n", "# edges\n", "nx.draw_networkx_edges(G_weighted, pos, edgelist=elarge,width=6)\n", "nx.draw_networkx_edges(G_weighted, pos, edgelist=esmall,width=6, alpha=0.5, edge_color='b', style='dashed')\n", "\n", "# labels\n", "nx.draw_networkx_labels(G_weighted, pos, font_size=20, font_family='sans-serif')\n", "\n", "plt.axis('off')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "and here comes the analysis of the clustering coeffficients with more information on the computation of this given [here](https://networkx.github.io/documentation/stable/reference/algorithms/generated/networkx.algorithms.cluster.clustering.html)" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "0.6666666666666666" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nx.clustering(G_symmetric,'Michelle')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "It is also very common to analyze the **degrees of the graph nodes**" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nx.degree(G_symmetric, 'Michelle')" ] }, { "cell_type": "code", "execution_count": 106, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nx.degree(G_symmetric, 'John')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "or the shortest path" ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "['Michelle', 'Steven', 'John']" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nx.shortest_path(G_symmetric, 'Michelle', 'John')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Another key measure for understanding the graph is the so-called **centrality**. We can use this to find the most important nodes (individuals) in the network. These parameters are called as centrality measures. Centrality Measures can help us in identifying popularity, most liked, and biggest influencers within the network." ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "{'Steven': 1.0,\n", " 'Laura': 0.4,\n", " 'Marc': 0.4,\n", " 'John': 0.4,\n", " 'Michelle': 0.6000000000000001,\n", " 'George': 0.4}" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nx.degree_centrality(G_symmetric)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "It is not just how many individuals one is connected too, but the type of people one is connected with that can decide the importance of a node.\n", "\n", "Eigenvector centrality is a measure of how import a node is by accounting for the fact of how well it is connected to other important nodes.\n", "\n", "We can use the `eigenvector_centrality()` function of `NetworkX` to calculate eigenvector centrality of all the nodes in a network.\n", "\n", "Google’s Pagerank algorithm is a type of eigenvector centrality algorithm." ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "{'Steven': 0.6006686104947806,\n", " 'Laura': 0.3545677660798074,\n", " 'Marc': 0.3545677660798074,\n", " 'John': 0.30844592433424667,\n", " 'Michelle': 0.4443904166426225,\n", " 'George': 0.30844592433424667}" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nx.eigenvector_centrality(G_symmetric)" ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " (0, 0)\t5\n", " (0, 1)\t-1\n", " (0, 2)\t-1\n", " (0, 3)\t-1\n", " (0, 4)\t-1\n", " (0, 5)\t-1\n", " (1, 0)\t-1\n", " (1, 1)\t2\n", " (1, 4)\t-1\n", " (2, 0)\t-1\n", " (2, 2)\t2\n", " (2, 4)\t-1\n", " (3, 0)\t-1\n", " (3, 3)\t2\n", " (3, 5)\t-1\n", " (4, 0)\t-1\n", " (4, 1)\t-1\n", " (4, 2)\t-1\n", " (4, 4)\t3\n", " (5, 0)\t-1\n", " (5, 3)\t-1\n", " (5, 5)\t2\n" ] } ], "source": [ "L=nx.laplacian_matrix(G_symmetric)\n", "print(L)" ] }, { "cell_type": "code", "execution_count": 130, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vf=nx.fiedler_vector(G_symmetric)\n", "layout = nx.spring_layout(G_symmetric, pos=nx.circular_layout(G_symmetric))\n", "colors = ['orange' if eigv > 0 else 'gray' for eigv in vf]\n", "nx.draw(G_symmetric, pos=layout, with_labels=True, node_color=colors)\n", " \n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### A facebook example\n", "\n", "This dataset consists of ‘circles’ (or ‘friends lists’) from Facebook. Facebook data was collected from survey participants using this Facebook app. The dataset includes node features (profiles), circles, and ego networks.\n", "\n", "Facebook data has been anonymized by replacing the Facebook-internal ids for each user with a new value. Also, while feature vectors from this dataset have been provided, the interpretation of those features has been obscured. For instance, where the original dataset may have contained a feature “political=Democratic Party”, the new data would simply contain “political=anonymized feature 1”. Thus, using the anonymized data it is possible to determine whether two users have the same political affiliations, but not what their individual political affiliations represent." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "**Source: J. McAuley and J. Leskovec. Learning to Discover Social Circles in Ego Networks. NIPS, 2012**\n", "\n", "Let us start with the Facebook data, for our analysis here we will use Facebook combined ego networks dataset, it contains the aggregated network of ten individuals’ Facebook friends list. You can download the required facebook_combined.txt file from the Stanford University site.\n", "\n", "We read in the file and construct the Graph" ] }, { "cell_type": "code", "execution_count": 131, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "df = pd.read_csv('facebook_combined.txt')" ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 88233 entries, 0 to 88232\n", "Data columns (total 1 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 0 1 88233 non-null object\n", "dtypes: object(1)\n", "memory usage: 689.4+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "G_fb = nx.read_edgelist(\"facebook_combined.txt\", create_using = nx.Graph(), nodetype=int)" ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name: \n", "Type: Graph\n", "Number of nodes: 4039\n", "Number of edges: 88234\n", "Average degree: 43.6910\n" ] } ], "source": [ "print(nx.info(G_fb))" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,20))\n", "nx.draw_networkx(G_fb);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "We can also visualize the network such that the node color varies with Degree and node size with Betweenness Centrality. The code to do this is:" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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z2w5YAXQHdtvCIU2L8knNKe5+p7tPcPcvtLCmsUTIcqK7r89u2wPoS4QqxeM+APwIuAhYR7REneDuqZntDnwF+BUx2Pe/xEDiCmANUX3TC7gT+Lq7/7OFdXQC/g1UAoc3DWnM7MOTuP8j9aylQOOKLtbj9KYhTeb7wFRips2dRPB0E/AfoMfmvGeiihoRERERERF5nzOz44B/EEHNYHdf8S48Ta75DY3eMDZHrgqMhcz+kZkdQ7QHPQq8TLQhfdLdZzZ52NlES1YhW/so4G9E8HEZsBC4090fyObC/Ilog7oMOJUIdHoSs3LGErNz7gSuc/dfNV+jmfUGbidCnrPdvTG7PUdU7pyzhlXrHuC2AtDD07i/yeNPJCpp7gZqyqi4eTA7fO8lnjvVSS8n5tbIZlBQIyIiIiIi0op8UtMB+CVRkXBGbTp++lZekmwmM/s+cCEwBdh5c2fIbM5TNXveLpVU77cL+6SllC8DjiUClL2JCpgDgVXAyWY2hAhvZhODd4dl5+hHhDBTiDDkUqATcGL2NFcDXYk2p92BnwE7Z/edTYRBtcAdRJDzxgVHldGdxHyb7xbfm2z7738BewHLgfOBDxRDnOyYEuD/iParPwPnllPx+FiOqjKSH1TTqXQS999G/PzIZlBQIyIiIiIi7VI+qckRLSZza9PxrW2pfIa7fxgoNbM/Afu8ZwuUd8zMbgeOBP7q7ie/20/X5Hk7ArevZc3djzJxB6JS5ZHs7lvN7BtAKfAFYE8ivDmDaFlaDlxkZs8APyyjYt1YjnolpfCb+/n3R1MK57n7KjP7GvBxYvjvRcA3iPk1BvwTuIEIW14EvtY8oMq2A78V+La7/6LJ7aOI8KYbsIQIfi4FJjY5ZiQxzyYHTAc+B9zZhZ6THT8mMbMu3qMBWAmUmFlltuW4bALNqBERERERkXYnC2nmEoNlH88nNdbKoXOJQbDm7nvmk5qh79Ua5e0zs8TMZhAhzXnvQUgDWVCTtSPdCjxLhCdlxJbaxbUdSgQbJ7v7s+7+a3f/DFERMz97zGvAT4A+2zOqo2EfzpH72CC2XwFcaWbfI1qKznf384GTieqWXHaOGiJIKRBh4xuCSDM7nGh3+lyzkOZjwMPErJqlRIC0BMgDE82sxMwuINqcbiB2lfpi9nnPRcw5YBmvWaM3MJuXH8nCocVoTs1mUUWNiIiIiIi0R19x996xMzK7Execq1o4bnyBxr+UWGninqZgHVo4RtoQM+tFVHlUAoe6+3/fq6fOPv4DmEWEMYcBKbAgW1tf4A/Aqe4+r9njjyFCll9m56gAjqmg8jzHDwKnCz1+TQz9HQ38wt1/bGYHAL8AyondnsYClwMDicHADW9YpNkpwBXA8e7+QHZbKdE2dRrRLtUbyLv7TDMbRhR5JMS25iuJKqCPENU6H88+/6/j/Z/mwTXZsf2zOTfFoGb2xt68fG7cdsSg58dqCze+W+1p/xNUUSMiIiIiIu1R1yafF4DVLR000W/u/DQPrl/qi+pn8fITten4Z96b5cnbkYUW84nQpP97GNLAhkKIFcSA4JSYQ7PC3T2b6fIX4Fp3/08Lj/88EZZcDhwKfAe45ynu2+8VJvt0np86ifvHZcfOAb5sZjsAtxChVIFon/oYsSvUB5q3G2VbfP+QCLCKIU1vYj7OacRw497AR9z9uexheSJoug/4dfbvNUS71RCieudzwE7AWqKCaAIwPyE5YYSN7rq/ffBX+dy4XVp608ysfExy2NHu/lz29frGRt7jdkEVNSIiIiIi0h5dvZ5155Z4aVnOSsbVpuNb+wv+2OUsnvsU990HHGVmSQtbE0sbYGbnEO1CM4GhxV2T3qPnLgE+mv3zY02G7u5BhCoAFxNba3+/hcfvAOxChCSfJKpmLgWeSklzs3ipgahKuYgIWg4COgJ3ZR8LxFyaSuATwH7uvrzJ+RNimPDR2X2zstvHEIOGy4EvAd8GPuPu92f375itewEw2t1nmFlFtr5qomrnIOJ9f5YYur0dMB5o6MWAy3ozYEBCbuBaX32/mU0ihiEX/+sMJAt9tnWwLrmc5QAOB767SW/8+5SCGhERERERaXdq0/HzzWwJsNZT/9tGDj2AqM74BzGvYzRRfSBtiJn9ETgFuMvdj3iPnzsBfgVUAe7u65vcvT3whJkdS1S67N5K0HcW0Vb0TeBV4HTgs8Cu2f1ziEqWPxHBySvAf4E+RGvVQqKy5hLgAHef32R9ZUQlzLZESLM0u/0sogVqHnASUe3zLXf/Z9aydA5wAdGClXf3eWZ2JNFm1YescogYiDwT2J+YXbMLMf/m4LWsGQJYSkpCbjpRJbQy+283Yseo4QuYSV+GUO6VjaVW9vVNed/fz+zd25lMRERERESk7TKzOuBBd89v5JhHiAvPbYgtilN3v+g9WqK8BYshQ08TX6NL3P2CrfD81xK7NdUSW1wnTe5bS7QyfRr4sLs/2MI5OhJDq8mO350IB2cS40qWELuTnQ/sBxwF/JGYaVPFhjakbxIzaZ5ucu4OwN+AeuAkd68zs3Lgd8CHgNuIQOhO4O/ufrGZbQ/8BmggKmW+nz3nTyqo2rOvDckt8YWVK1j8PaIq5hii1WkkMIZoI6wjfmb6d6ePV9MpWcPKfZew4BGixetConroZWAAUUTyKrDY3dv9zmqaUSMiIiIiIu1VBTCptTvNrJoIAKa6+wqiYuG492ht8haygKO4fXTNVgppfgKMAo4lBvk21Ze45v4wcFlLIU3mPKL1KCXCk3lE+JRkt40mqk/OJiptvk1U13Qg5vH8iahMOaFZSNOLqHCZRYREdWbWn2hR+hDwNWK3qL8S1Tw/MLMvZ5//FTiECF+WEj8nk/e2I8oHs2P/PezAzt3pU08EUB8ndn66FxhEbOv9MtAzR0ndwNyODCjZHsyuIQZ2X54d+wegCxE0rSVavZrOjmq3FNSIiIiIiEi7k1UVGHEh25p9iG2SiwNpHwV6mNlGt+jO58Z1yufGdd4iC5UWmdkuRIBQDQx395vf4+c3otLkAOAod1/Fhl2finYmrrlnEy1GLZ2nP1Epsxr4MjAFeIHY/agAXE98D/6BCGoOJwb3dicqbhYCxwOfcvemW4APBR4kWpA+4+6NZnYw8DwxR+YA4OdEZc4S4ErgHiJU2tvdryaqdy4g3uMDgX5An8RygKXrWfd9Iri8iAipvgF49pyHAGUjc/tc39V6JlXWke1yo3Ylgq1tidk2o4D1QGkp5Qu2YdC9KKgBFNSIiIiIiEj7NCz7uLF5MwcQF573AGSzRSYAH2jtAfncuB8QszuW53PjvrdFVipvYGYfIypOlgJd3H3aVljGRcAHiVaj4tDe5tfXpwE54KPewswRM+tC7KTkRBDzFDCZmGvTSIQ3nycqUB4kXu8VRMXKYqLtqDdwgbvf0uS8uwP3A1e4+zez2y4khga/lJ3/cSKc6U5U0DxEtEgdCKwys98Df87Wfz9RUfPpZ/1BVvjixuk+JV3F8kuBnxJDlC/L1l5HtG71Bua8mk79MkCjN7AqXZYC/wEeIWbu9ASW9mHQsgPsA0NG2JhnOtGtaxaCtWsKakREREREpD06BKA4WLUVBxEXnPc3ua3F9qeDkuP77pXkny544fX2m9QL52yZpUqRmV1FhBpPuHvv5ttPv0drOBc4FTjM3Re3csww4CPA0paOySq6/klUkMwApgITieBkGRGQnErMf8kT1S83Ejs81RMhzlrgSnf/bZPzHkYEMp9392vNrIrYoenbwA3Ezk2vEUHTwcRW2icA+wJXE/NqJhMtSk9m938hey5fyqIVj/t/17zK843EAORGYkvx32XnW0kMQDZgwApf4o8XJtZPLjzM8+ljRuxS9WsiEPozUOhtA/qbJSVAZS/rlxA7V7VrCmpERERERKQ92pcYltqi7EJ6NPBc1tYCwDYMvncQO+5zYPKhb/WzoV3N7OdmtmQpC+d2oMsow3B33J0FPrPazB7PziXvkJndR4QGv3T3MVtpDWcRLUiHuvuCZncXhwhXAjcTocWbqn3MLOnL4LsO5kP778MRXSqoepmY8TIlO6Qj8BhR9fIL4jXfRMyxMWJocQfgz+7+4ybnPYkIP2rc/e9mNoRoozoEOMXdz3b3gpl9htjRqQ+xm9kBxKyYR4l5M/8lZuEcQ8zI+RNQSoQynbJ1OHAYEcr8LnudOWIuT5rdXwewypd99TWfi+Nk78n5REh1DrDTHH85l8ZO6msW+Zxl2VraNQU1IiIiIiLyPy+f1HTLJzWbM99iB6IqoTVjiFaT/zS9cadkzDlDbafSEkq/PdR2WtqTfmcB3RpYj+M4Ka/6Cz7LX/zCVJ44h2gDWW1mn9jc1yTBzErNbB6x/fOZ7v6ZrbSOTxIhw6HuPqelQ7KPVxGzYDoDz7Vw3I8GMmx0zkqSSqoZwZ4jiNahA4iZLUa01/2KCEG+TuyK1IEIbopVM//XZG3nAD/O1navmX2AqNIpAXZ29/HZcZ8hKmfmVNHxoP3tAw39GXorUXVTD+yYnb+OmJHzNeAIYvC2ZevrTbT3XQYsyFHyRB8b3L2azsWAJiXm8ryWfTw5W2YDUTEEsa33LKB0CQt4wP99spl1X8myxWhOjYIaERERERH535ZPao4kdsqZl09qDt7Eh/UFFm3k/uJ8mubDhqvAEsMot0p2tr0BXpnuU86cyQuzpvkkf4Xnal/imXOJC94xRFXDr83s+WwnKdlEZjaYqMLoBYxx9+u30jpO7kKPS4cw/OPuPqOVw4rX1/sToUkd8bV/3TY2+Ip97MjPY0mlu2MYXenZryNdbgCeICpWLiPapnoBQ4kKkwHE4N9PEpU2n3B3t3ApcCYwFphcadVXj2Lsv8Zw6No9OPBgd38pO+7HwHXZf3uOtL2vLqH0ymE26she9C8nZsasyV7HX4hg5SIiXGkA1gE/zNZTRuwcNXxMSX7JiNxo26vk8KSKjstKKZ/aw7Z5wbBBxPbhq4mfpRLDfCDbz+rDICOGCgPcUu9r/1pbuLGeaPtSULO1FyAiIiIiIvJOrPaVFxHtGBXAuE18WGdiC+HWHERcoL5hS+XJ6aP/nM+rOE7BC9SzLgWGrGfdj6f7lDXzmAFwJFGZcDexA84jxFDY7YCVZvaVTX5x7ZiZHQVMJ6o4ern741tpHcfvwK437MGB1UNtpwn5pGZUK4f2IqpOTiAClrXAK03Oc9Ig2/4L1daprJJqGrPOu5RCmZOmxBbcS4kqmouJ4cIjie+lR4nvyYXAkdkuTqXAb4lQcb/ssQ/0ZfBZ3elNR7p07mo9v2lmg4hhwV8CziAqdR5soP6AhBxgVkZFFdG6tIoIfXYlZsUsy5a/jqiw+QjwKjHQOAWmlVHRI2clOE6Vdeq6b+6oUTsn+x6+a7K/Zcftkp1j/hBG+FAbOXS47ZHrx1Cyc1zY5D1U6xMKakRERERE5H+UmXU0s/te4Kn9Cl4g9bSRuHDdFGVEBUNL5y0hZtg86+5rirfnk5of7cSeD3Xyrv6k/3fWEub/oozyfsTuPhXAcOLC8+dAtbtfQbRYLQW+C/woe87LzexVM+uOtMjMvgncRsw+6fIWQ5/fzXUcDVy3DYMXmFll6mkZsGcLx3UAagB398nE1tylZEGNmR0EXL+KFSUFbwTgBZ7yObxSN5nH0tWsnAuU5Mi9MMbykw6xE7oOZPuPEDs0LSQClG7A7u6+Nnu+W4gw8TAiJJoOjKpn7XInNccblviCTkTgM5wIYHYmQpvR0/wpX8ZrLGIO85hRR3wPDyR+hnYg2pY6ZC+xkQg3y4mWpRIiT9hhSuFR1vhKFqWz1zX4OhJylFgJXa0XwDPZceuBqnKrTIwEI6HCqlJips6tZlasrlmOKmoo2doLEBERERER2VxmdjrRwsFyFtfez4Q7nXTbxrTxkU14bCVR+fCfVg7ZjWjXqG16o7ufbWZUeTVG0vNZf+ga4iJ6d2IL7zxwPTGT40wzm0TMFzmfCG++CwwqofSGRhpOBV4zsx+4+9c38+W/r5nZP4mdtf7u7h/Zius4lAgtPjiNSVds76O2Xc+6+mo6/b3ZcUbMjplDhCkQgUgnYLqZ7UqETiXP+xMsYT7rqPMVLEkXMqeS+N44C768jm4AACAASURBVLi7B327VtGhMrGEIQzvPstfXE8MEj4L2Nvdl5pZT2KmzHNE+HISUSWzAKiay4yOOUpudXzQbF4ZQMyTuRe4FKgmAplCHatfeMrv2YkIYUqIEOaXREhzePa4zkT4WELMsBlMBFAFogKnsNjn2eLGeTmgwjBW+GK60pPp6RQnfpaooiMJufJXfDLlVkFKms7yF58mQs4zgXvN7HDU+gQoqBERERERkf8hWRXKbURVw0zgaWBcIw2nsenb+o7IPrZYUUO0kqQ0m0+zjroHyrwiX6CwdjUrZgETiNkbvYgL11fd/SwzO5u40P0ecUG9EvgN8IW9OOxbHej8lfWsKzzKxMnrqb/IzD5NzF+ZtYnrf1/KAo9pwDDgQnf/4VZcy37EnJYTAOYzc8/5zIzdv5xcs8PPJFqUbmdDm89uROgwBHiYCDkqndQXMtuI75sCUUFSQ3y//W4Zr/0m2uoaWcJCiPfjLOCr7v5EtpPTHcB44FtEQHQ6sWPUCGJW08pZvLQPEQB9mAhWPkIENCXAEuByYstuJ9qayoHvEDN1isOaOzd5jcVtwUvYEOx49jHNjnHHC0+l91r2HF2BpJv1ye2a2x+ARelsuif9aGR9UtJY2qmB+iuIn7PvAf8dyPZTKq16YD437hfZzJp2Sa1PIiIiIiLS5mXDUL8IzAf6E1sITwZOcvcGYgjqpg7qzRMtKmtbuf8QYk7GQ01vfJDbGx+ldvoD3Da7kYZPAYOAG7I1VQO9zWwi8BWibWQM0ZryJ+BTwPIyKr5gZlZCaa47fboSF9idgZlmds0mrv99I58b1zmfG9cpC+BWErNdjtzKIc1o4O/AKcRsmL8QoUsFEZJ8qMmxuxPzZGqI4AUz60iEd3OItqMlxNe4gQ07Q3n2+WJiF6WJwG/Xs84e8tvqn/S7fYo/eg0xn6YAjDaz44AHiF2bLgcmERUp04nWptuycznwQeBj2e09iaG+JUSF0ETgAiKcWUTMTloOXAHcxYbtt534mjydrbWcqKIpzf5t2eOsyfElRJtWVfbvpIv1JCEhZyX0SPqTWEKOEron2wwGPktUDF3Th4Hdh9rIQ/ux7dHZ62u3FNSIiIiIiEibZmb9gWeJC8lriAG/64Ead1+fHbaGDfM03spekE1yffNzJcSuPZOaBjlZtcfBdayekFIoIaokAI4n5t2sIi6SryYqQm4HZgCXEC1U/YDjFzBrXeoFChRsKQt7EtUMS4lKiM+Z2TIzG76Jr+N/Wj437ofAa+6+ZFtGLiJCgMHufufWWpOZjSIqpT7l7rXAN4iA5idEqDEeODE7tkv277Pd/UU2hDA7EQHGrtlj+hFhy2ri+xbitf6AmEGznhhADeANrC9fybIJjp9CBDlDie+TfxADsOcS1WSDiO/7/sAfgGOJmS/fJILMwdn95cRg428QFULHEyHk1OxcU4hgqSRb99rstdxOVJ3tzoZgiewxxWCmS3Z7ffZcToRSlcTPhc1Lp7OWNaz3dcxNXyb11BOS1XW+8jLgPqLFijIqSsEwkiR7Te2WWp9ERERERKRNykKTC4FvdqLbkpGM+fULPLXj0thV+0Pu3rQ1YjWbXlGzPVEp0JKRRIhzV7PbDycuPEuAP2ZbI+9NXJT2A77m7quAfwH/yoKd4cBRwBeIrZWffolnc4uZ/9UVLP1BSqGMaJFpJC5+VxKVCFPN7EZ3P2kTX8//nHxu3AhiF6JSM2MQO3h/tt3j3vRfs7fWmsxsBFExc7a732pmuwGfI74+DxFtRLcBN5hZD2Key23uflN2imIhxGeJ4GMtsa02wJPAKOJ7COBOIjAx3nhdbsDzwN5ES1ENMdj6A0SVzGeJap/iNtp1xHbdJxKVPwOJCpXiWkqJkDMhZiRNIL4XrwL6ZMfMA14zkp6jcvt17mhd7YXCE+tf87lHsSGcgQiLbiQqjSxbnxEhVEK0R2U3eW7Dg9bwYOMEiNDpplnptMMbWT+4QOF8ItgBeHoRc64Yxqgjs/f2S7Rj5u5vfZSIiIiIiMh7KKsquZUYvnvVgXzwLKAiJS3MZFrPV3zKsmbHjwF+7u6jN+Hci4F57r5LC/d9nqhIONHd72lyey3QF+gBjHX3l83sD8BoYKi7l77Fc3Yg5tV0JNqhuhDVFn2zj4PY0GpSRVzQ1wGHufvDLZ3zf9leyeH5DnT6d2K5UoBGb/QX/MkrFzDzEndf2PTYfFLTnWjxebo2HX93S+d7p8xsO2Ig9Pnu/sds6+vHiLDlX8CLwOnufpyZ3UikEYOB/YuBoZldBnyVCPqK3w9GtA5dScwpKl6A/52YG0OT2yCqS1YTlS1/J8KN/yNCmouIIcvzifkvlUQ1ztPANkQ4VEqEJgXie2kxUeE1m2jjOoaoEMoRlVyzifaq+Xsmh/TqkvSqMjPW+hoeaLzF2VCpVgxCPTt/PVnFTHHhVXRgTC5PCaWkFHgmfZAlvqB4txPfz7nstRV3o/oF8I+mu6uJWp9E2pR8UlOST2oOyCc1fbf2WkRERES2BjMrM7MfE9v65oCfOX6Gk1aYGQlJYVsb0djCQzdnRk1H4sK7JYcQF5Gv7x7VpB3qfuCVLKTpRbSaDCNaUt7K3kQYsz9xgX8CcXH9Ynb709l/1cQFcANxQf2Qmd2VVej8zzOznJmd+bhP/OM66lY3eqOnnq5bw8p0IbOGA9PM7F9m9iEzK1afTHD3S9z9tnxSM+pdWNMgYgew77j7H7ObzyNCkx2I3cX6EpUnEN+bxxFhXjGk6URU3Bjx9Su2Cr1IDKf+v+LTEeFK092siscWgNeI6pvV2Xk+T8zEuZmoqlnFhhalaUTYsTfRKlQc8ruADdtpD2VD2PIR4mdqClEdU03sUlXSgS6DO3rXKgB3Z1Xshm5saCfskP27mCGU88ZqG3rbQEooxczIWQlDbSRE1U1K/OwsJ9oBfwrs4O77u/sfFdK8mYIakbblr0Q55Qv5pGbAWx2chTrT80lNbT6p2dSebBEREZE2KauKmQ58EZhFtI2cU6Bx/mIWnLfMX1u2gFnfrk3Hr2rh4ZsT1JQS1QXNn9+Ag4En3X1dk7uOzh7TDfh9dtunsjUmRCvIxl5XObEDzxfdfY2HWmKOyM+JapFBxIX3PGL4bEN2bieGH683s6M28fW1SWa2PzHz5BTHj3jUa++YzYt/Tiw59Wm//xjHdwfOAP5JNpDZzH7S4OuHm1lZgULFZH/0KjM7cEsFV2bWj/g6XO7uv8xuGwF8mZgDc727ryALarK2nGI71Jrs+MFEa1Tv7LSpkSR9bNCKfXJHnkEEMDs2fdrsY12TfzsR6twHjCUGER9CbO1+H1HJtZwNLUbjicqafYG6nZN9ksNyNR1HJGMas7VWEt9DK4iQpRNRHVRO7ExVmn0+AMito46UAo2F9dSlq3i28JATYVEdEbS8qRXHMPbIHcJhJScxNNmZJb6AlBR3J/UCy1i0MHttK9kQbu3k7pe6+5y3/uq0X5pRI9K27A9Up56uTyz5dz6pmQmcVpuOX9bK8VcBQ9x9GzOrIcopRURERP6nZG1BPwU+nt1UQlSdTAA+5u6rs+OG0fpsmU0aJmxm1cTFY/MZNBCzaxJiTklT5xKDVw8HPmtmOTbMIXkm23VqY74KTHP3W5rdfjXwY2LobDkx7HW/7HUcTVRS7EtUQZQAt3WxHrP3tEOeNLN7gKtqCze2+VkWZjYAuIwIIM4jZqj0L9B45Cs+eduX0+eWZ8cdC9wCnOvuB2TtSBdO4oHOw3xn1rF28gJm/5uocCmY2c+BPxS/P97GunoTlTTXu/tVAPuXHtcrR8lvCjT+iNgZqTjYeRtigPQfiYG9g4HjzWwq0aJkRDiSAsnIZAy9bECFYbd3s95PL93QzbWEaH1rIFrcyB47jQgP9yXmFVUTQ6jHE9/zxRalRUQr1mfJKq/KqVzfy/pVmSX0ZVDJi0yiMWZlVxJVWSnx/ZOwISR6wxbjjaznEb+TjnRhqS/CY8ftjf48dbSudLJumBmDk+G8kj7n9xdu9S50TyqoLsxlei/gb8ApTYZ+yyZQUCPyHsgnNdXAycC02nT8/Rs59Gvu/rMCjdXmpTsDw83sbOB7rRz/eOrpjuBlRm7Kll63iIiIyLslnxu3IzB2uS8+pIyK49ezrjK7awXxu8/l/uaBmpOJHXVasqnDhPfIPrb0u9MBxAX063NQsranfYkhqi+5+1Iz+yDROlJBDHttlZltS1Rn7NnC3f8hApr93f1XZtaVuDjf392vAK7IQqyDiR2CRu5iYweY2YDU06NnMa3EzP4JzHT3ltrBtiozqyBCqi8TlUOfLra5mNk5wG/cfXnxeHd/zMwOBe7IdlT6MzBuJUvveJJ7jyAqSi4kQraniEqj75vZn4j5RC9sxtq6E+/1X939UoDDyz56ZgWVPz+g5HgmFe5+ebkvngiMzCqBxhDDgHsSlVT9iV3IKtjQEvT6zkgdrAuJJeUFb/QyKvbNnnY1UdkCcS2+nghb5hNBYEqEf7cRlS4XEBUtr2bPfTsR6n2WDRUupetZ12UtdVR4JXWsLoY0RY1sqNjJ8cbdm4oagEI9ayvq2bDR2Vu9h3W+igKNmBvLfFHxvLaT7eVAri9D6h71u05s4edY3oKCGpH3xk3ufjBAPqk5qDYd/1grxz0NVJRQagBOmmv0wtyNnPezBRonPMV916/y5W/1lxwRERGRrSqfG1eca3G+u18AlHWiG7vYPjzhd88k/vL+4EZOMYXWg5F1xA5COXcvbOQchwHeSrBxKFFF0PR3teOJC9xBRNUPwNnEBfUid3+ptSfK2nOuJkKnV5vf7+7pDrbbo30YcEc+qbnxMDvhUxP95q47MXrqYXbCajP7P3cfTwxVvtXihOvcvcxJy5b4gs8TO0r1MbNZxNbNLwMvNfn81U2o+Nmistf9IeByYBKwp7vPaHJ/F+ATRPjwBu4+xcwOIEKUi4mZLV8gfk++jhjIfFL2+P7ETkc54B4zm0wEQrduLLgys87Erkt3AN/Jbhu2b8kxl1Zbp5y508m6ndyL/kt6M+DYuT79+elMGUhcP19FBDX9iIqYZUT48Q/g08WXMbXwhO2UG80aX2mLfDZECDOXmHnjRBtSVXb7PCKEuQb4HTH7qBtRPQMRTs4mqqyKM25Ks89xnEcKd3o1ndI1rFhMDBrOEeHR60OuO1uPQl8bklvgs1gWFT7FcKW06XEbUTzeAWukgQcbJ6yvomOyiuUJYJVUFwzL5ayEDt7ZFNK8PQpqRN5lZpbbn2PHlFtFZcELjYknA3jj//k3daaZlUAM8apjzepHuGtIa+euTccXiO0ftyMGlL1vt3AUERGR/2353LiPu/tvAepZS4VV4e4YRie6Pe/uIzbhNJOJCoc3XQBm22XXEVU1rbVHQVS21Ldy3yHEfJqmbRrnENsl7wTcZmbbA7sTuzaNe4v1fgjYlgh7WjSAoR8xs8qCN572DA+N6kavtBf9ephZz9QLfzSzZ4hKHge+Psnvm7WHHfLochbNWsZro4l2rfOIOSYDieHGw4nBs8OAvmY2mzcHOC8RIc4WbUkxs52IHY76AGe4+39aOOxMYlvrFrfidvcZZvYScAQRxPQnhuhWZRU41wHXZc91OvAxYkjtDGKmy5Vmdh1wg7sXww4OLz2p08x0WjUxmPdh4FvAKWb2aWD3GYWpHUfkxpDSyMp0mW1nu3RNLMkNYcSoGT4Vx8cR4c7fiQG+CwHrzYD717L60yt5fVqBrWAxDxVub1q90kiEO8XPK4nZNXVEK9N1RCXNaUR4M5tor4IIXAZmx86qosPwUip8BYtff8tSCvWrWFZOhDSvhzjF+43E9sgdnMtZCdv4YO5r/CeNNGzOnJ/iLk80PXeBxrJVG1736pUsra9j9QsdvPNQM7toM84vTSioEdlC8knNMGAv4LbadHyMSTfrA/x5Co/NHOVj57/GvH5TeaL3Rk7zL3c/E0gcZyqPrwPOMrPfufsrG3nc9cAFZjb0LY4TERERec/kkxoj/pBUWc/6S8utAoCcl5B6SoHGdDUrls316ddtyvncfZGZNRLzQua1cEhxTs3GgpqhRAvNG2QDYauJio3ibTni97tbgAfcvd7MioNk17n7Ta09SdaydCXw8Y2FIWtZs7rcKyodt7WsmVlB1R3AtQVvTOtYXUIEMHVmtgAYtIrlB9yd/u313/fMbB9i2+bzgR8B17l7XZP7y4kL/mHAdtnHo7PP+5vZXN4c4LwMzCjuaLQpsratbxPt/hcD17ZU1ZLt5PTFbA2tneurxDygo4mt0keyYdvy17n7FOA8M7sAOJKostkBeJCY9XOemf0b+PlhuROrgQkDbLvS5bb4wUU+x4iBvY8RX88O831GuqhxdpKSkpBbVqCxa+oJDdSb4ykxCPlZIoT6AXDyQIb1HWo7nwAwxR9jEa/PyE2JIKZYqZKwYeZLjgg7ZhFVNt8kvp+PKb40YAjRklRChCQvASM60334HrmDcLDZ/iIvp88Vn68i+1gMU974lr7xn2yss8lI6GhdC2t8Ra7A61/C8iaHNGav50liMHE5UeVzJXDJI+mdb2tmkGygoEZkC8gnNf2Ap90dM3s1n9SMnOg3HwL8Abh+KYsu/q//vZD9BeZBM3vE3Z9qfp7adPyd+aRm4BR//LT5zPwGkYjfA/w0n9RcRvwP4Z9q0/Fv+OXC3VdlfzX4KjGFXkRERKQtOMPdr0wpVKxiOWXZpjgLfNaKF3l6Tye9gxjOeiTRUrIpinNqWgtq3mpOTS9iZ6nmDiAuNu9uctuJxBXtTsAns0HEpxFtKT990xne6BvAfe5+d2sHmNlpOUpW7cPh5y5n8fOVdLhqqI28ZgXLX+pGj+8+54+UA5cS7UMHEnNMnjazJ4nKjjuBR939WDPbDfg68ce7nwDXuPvKLGyZlv3X/PnLiBBnuyb/HZ59HGhm82i5nWp6cVesLMz6FPBdYremEe6+mNZ9FJji7s+08p7sl73mc939DjO7n5hH05MN813eIAuEJgATsl2ZTiFCm1XZ4/6yyOd06p0MKDdy9LBt9mqkcfKuuQMWrfblYycV7q1soN6Bywo0ng80Fki7POJ30YUeLGWBEcHLc0T4chSxbfb8jtZtRJKNfuls3VkUmxkVd0wqrrc4zLcoIWYxPZCtNSGqhtZlxxZbBI34Pt8GGAEknawbYJRYjm7eO1vS6+1Iq7PPG4mKr+JaLCXlqcI9ab9kaLIgnUkjrWaHhdG5w3LV1jnXQD0PNU4gjcHCEMOOP0fscPU4UVVUSrRo7ePuLf1cydugoEZky7gNqDIz3H1ESmF1FR1W17H6o03LPd39xWw48Hgz26Pp8LSi2nT8XDO7hEjU9wL270TX19zTWjA3s3HELxLNXQW8YGbfcfcF787LFBEREdl0q3z5PtV0qjASGljb8LDfvs5IkjWsnOruL5vZtcBuwN5m1n8Tt+ydTFRY1LZw36YMFK4mWpmayxNVCU80ue1LwAvZ7Y8QgUQdcRH8ldaewMxGAp8Edt7IMbsClxdoPPh+//dkM0v2s2NHVVhV0uiN27/KtNFrfNU5ZjaEGCr7c2IobyUR2hxJDDjuZGZ3EqHNZ4ktoi8EXjGznwFXuXuLO4hmlT4vZv81X18pMZenGOAMI2b4bAcMMrOFxPyYQUQgcinxNVmzkddsbBgu3NL9PbNz/MPdf5qtcY2Z1QIfJsKyn7p7S9uzF1/TYqKy48osvLoQ6DPbXy7v4X0BZ146o2xQbviZCUnS0boyIBlWPz2dPIcY7nw+WUhST139QmYVK1RKiZBmBPB94vfxXjN8Kp2tGykFZm8YV7SOCGmKwWGxfKXpjJcyonWuOIR4NrEbVHX272I1Tv+mr2+Bz6If21LuFbzkz0KEi43AUqLSp3iN//pw31h8OZ2tO/PS6ekyX5Q0e9sKZLtAGUmuuJOTuVFBFXWsXkQMtH6eCM0aiR28EmI3sx2RLUpBjcg7lE9qSsn+TzirqCHxpGoPDrzqPp/wpp5cd78pmxz/GzP7cEsDtrIe69OIX0RKy6lsSEnLclZiqaeDWlpHVgr8F+IXigu25GsUERER2VxmdloJpeOGszsJJf4yz6X1rPsmEQrcmrUa/ZaoAvkXsTX39zfh1FOIHXhasikVNaVERUBzhwJPFAfvZnMD9yAu3h/OjjmbqG64t7UhqVkYcQ3w7db+eJa1Cf0N+KK7T85uvnQta0pKvRwDFvqcL5pZsaJnLNHW9A/gVHe/jfhDYXFXqSOIi/5riff3DqJd60jgZTP7BfATd3/tLd6b12XvQ7GCpvn6BxF/JNyHGHS8gpjvcyYw2Mxeo+WZONsRF/kTWzhnsZVmDm8eGN2H+DrsCkw0s6PdfUlrazezXkTl06cB70KPdBRjKaQNPOX3sorli7r5sl7drA8GrPbl5cTXtbgte3Hr6jIidKkkgo9yYg7O631Ddazi2cqn2KbHrmxffixJUsr6hjWVy1a+6guXTK5Oo/ureHzx4+Ts+Xpk//YcJQP3tIOppjPTfBJzeQWyrb6bvrYG6nmkcKdn9xUDnzKatYU1ea7FwFX7lBz1mVLK+jvOo413sYYVzY+tB8qc1GanLzX2T7YrWezzfC1rvuPuxYHL5xIV/sUA6EU2bF8uW5BpCLPIO5dPan7i7l9YzUqvpqM5ae55nrp2vs88K7t/d+D3RFJ+4kS/eT1wP7Ed4BWtnTfrt/02kIxgz9c60qXDdKY+sMjnttjTm/3F5XFgqLuvaOkYERERkXdTdsH9A2IIbykxZ6OeCFGGZHNe5hJt48eY2W+JC/1jgWHunrZ85tfPPxa4wt33auG+WuBH7n5XK4/tSMw62a7pXD8z24Zoh/p2catmMzudmAO4nAgkehOtPT2BHq0FBWb2cWKXor1a2n0qe39uAV5293Oy2z4HfKuE0nV72MF/eNEnfX0Zr71e5UCEMhcBnwEOAo5rabeprJVpXyK4OZJoa3qYCK9GAb8Cfuzu8/O5cVZbuHGzLgaz7bbPJSpirgUuKW633eSYHLG1dLEKp2lFzg7E1/pZ3txS9aNs7f2bV52b2SPE784d2fC9cri7z21yTI6oivo0sbPXP/YpPbrUSWsaGuvLulpP3J2ZTONlf9YB62F9aaSB5ZFfNQ1FUt44yKWBCEVKSyi13coPpsKqmVsxn14DdqeqoQJbU0/SsxuUxUiaxkKM95m76Elmzn/I69evtCbnbhq+xFroy0jbixIrpd7Xcr/furEvRUtbbBetJrb77pd97AtU7l9yHBVWRaM38nTh3nXLfFFxS/F1xA5U3YkQaiAR/KTE9/my7L39MvE1qicCq3nE10qBwrtAQY3IFmRm+1RQNQHslnWsORX4mLv/NZ/UPACMTT1tSCw5pzYdf032V6RHgePdvaW/6hT/kvMCUVJaR/wFooH4P+f/Z++846yozv//fmZu2b4svYOANKUpgoIoKGvDHtGoMTExVfNNM8YkpvxSjPnGxJrE5KuJiSWJol9j1FhWVFRQkKI0Aem97cIubL135vn98Zy7e7nsAhos32Q+vO5rmZkzZ2bOLeecz/k8n2d2G+c8CLylqr847A8YIUKECBEiRIhwAIhIARaOc7rblcJW3adgpMfzqnqbiFwB3IuRH/2xzD61wFcP5OnirtEOW/wqzSV1ROTvwH2q+r9tnHsmRnp42RNMF1p+NzBZVee4fW9gKoXdqjpeRB7Awm+2qGr/Nupvj/nInKOqb7RR5vuufSapakpEzsJ8egJgvAuVfxMjVpZgIS0nYhPkV7Cx4SXAJ1X12YO0VVfMc+YM91KgoA+Dlg6Q4cNFZB1wQkXw0AGVNk4ldB5wC5Ym+9rsdNuHAhE5FlMETcSMcrMJnBMw76CdWHhNrhrnCSzV96jy+KXPVIeV31wWzutco5UTsdCfz2Bhabsxtc6ynt6AUQNjx3whJjFS6UbzB0Z5U19lV3PW65x7xKNMOlGrNTRSn9mdosUYOL9XbKAMjB+LLzHCvATSuyssXQOqRp106wTdOjbXGYZpgjDN/GX3UbN3Yy7B0rydJJ/j5XQ8PLaynrc1OwLvgMh8BzyyQpjYl8xp7Cw9nxviH3fEjnAzS8PZg92xrVhYXxojwI505R/CPmP5mA/NHRiBU4RF5ezCSJwDkqoR3jsioiZChIOg3Jt6Drb6sAo4qSKcljpQedfZ/hHrSM8HJk2Wiy4LNfyMEiY3sOq77+jCm1zZszFp7LFtSVFFZDRmNBbH1DIx7Af5+NZ+HEVkBPA00C9j8hYhQoQIESJEiPB+w6lSXsQme03YpPGvwDWq2uR8W6Zj6aRrsEn508AV2BhnLlCoqlccwrU2ABNUdW3O/geAZ1X1/jbO+yXwdVX1c/b/ATO5LVbVtPNnqccW1e7H0jGvxBQdJ6rqzDbqvwuLYr+6jeNnYOPK0aq6xXmovOAOn6Wqr7ky92FhMU2Y+ubPwF8wpcNmbDLeDvgFcNOhqBqcKuIY4GPj5azr8qXICzStK3XR6g28sxwjhHa5v9n/L8GMcztgRNoByaEDXP9vwJxcNbmInAo8h6mQnmBfAifz/2HA7kJKOD52RrEnvt+kDToj/Ri0+LmkMQJvM7CpUEqmHB8/ox1ArdbwZuplFM0mYJqw9kzhMjONip1MmdcZgJlNT2aXrXHtoD28ATI0MRY8D9qXQlkxLF9nRA2A78HgvpCXnSQJ0kETc5f+QffUbmkz3VKMOEkKcsOScpEhYLKVOZn3P3f/Iix1+ygshXkRlkXsclf2duz7V4LNMV7A0sn/F6Yeew4z0n4E82QS7HtR3JpaLMLhQ66JUIQIEfbHw0AnVT0eSzV4QLiY4euw2OnXgOdf1idv98S7fDFznljJoh+JyABX9klsAHO/k8G2Vt9cbMUpxDrXTtgg4ZNtlH8LW+k46CAnQoQIESJEiBDhcMAZ4y7BuoslaQAAIABJREFUSJiMAuHLqvq5TGpq58XyFHC9IxZ+gq3aF2JhNH2Bc5xi5mBYghkK5+JgHjUjsVCPXEzG/GkyuYg/jU3+j8LGgp/FJsM1ByBpxmCLdDe0cfwIjHC5xJE0vTB1jwJXOpImkzX0fMxzMOmesxwjSp7E2mk38BbwI2CRiLSq8MmGm1gvAcZsZ5MXaBACKOGPsIXD57CFSTBy5Gzg1xhpNMBd/ykRqRGRtSKyQESmi8g0EfkfEfm5iHxLRD4rIh8TkUkiMkJEeovIUe4Z7s5pk27YZ+IhVf2tqm5Q1RdV9W5V/ZaqXoipj7ZjKb2rFfVVFUUzoUkeLQuZcbfv9FqtaTc39QIr0m8yL/UiDdRlEy/QksY67s6lndeRmFjoUqGUZpNfJQDtpJMM9o9FQzUipkcnKMyH7h0tAbYndnU/iwcMAmhswg9gTMEUOSo+Dp+W4z4xiilDENKk2iJpMn400KKSacCIlXpMfZStrGkE7sSItr9gn5mbgbkJ8s7o7x3t9ZB+a2gh4JowonAy9v051bXpdozkucZdNwW0j0ia9x+RoiZChIOg3JtapaplAFtZ/+hinXPRoZwnIt8APuc2u2EKlyoRmYN1dj1UtV5EYnESMwYyYk836fM/FeG0/aS6IlIErMVWTjbS0iENVtWaVsqfhK3WDI5+SCNEiBAhQoQI7ydE5FyMzEhgqoZdwBmquqCVsr2wBaXhWNjFbmxB6tuYGuI14ClVvesg1/wlsFNVf56z/xZgk6r+qo3zVgMJVe2Zta8DpsL4nqre7PYtwMI+lmBk0hos+861rfkLOrXKG5hh735qHhHJxxTS96nq7SJS4p61M/ADVb1LLC31Y8BFqjrDnbcHyGtHp/UjZHy7uCSWvxFOv7maynsxEudejGTqhylvblTVeW08+ycwomSPIGef6k1teDV88ucN1M1U1RuzyvlYKNFPMJPn72WU3y4EqhhLT94eKMv6f+529v+7YuPXHeyr2jkVIxpuZ39FT2b7KIzgSgJdu0u/BcVSNmpj+A611KzCxtkFgMaIVw73xrWPS9JbHLxOLfsNkzPIqFICd18C0N3rx6DYMVSHO1mQfhkFToyfTb4UsjlYyy7dztDYWEQVCvJgyBEtNabSUL0HCgsg36lpmlKwZCWECskEpEOUkJWpN1kbLMXDZ7x/FnESVGsV88IXc+8v954DLLTrT+65vwBkMi7twTKT9cc+DylMPfMacK7bN2+MVz6qWNqVKCFvhq8EVbr971jYWA2Wjv6vmNH1mZhX5hnufQoxkibywfwAEGV9ihDh4BgtIr/eoZuTS3jjQhH5map+92AnqeotItIFS2VXBrwpIgMx1/5NmJR2uKqmT5ELGgTvdNVwYrk39eyKcNrzOXXtdVmgHsMGCYuxH+obgOtbufwrmJz4QmDae37yCBEiRIgQIUKENuAm7ddjE/rMKv584Ny2jHZVdYOI3IOZ9n5ORG7HzGm/iSk3umIkwQGJGmwsNLmV/QdT1HTAPGSycSI2qZ3uniuBEUlLMXXL2VjISPoASSCuxia6D+QecO30G8yr5w4XVvWou5e7HUkzBguvujxD0jicUkS7OaO8Cb19YrFQgxN6yoBPVGvlICzU/jL3zNOAs4BxIrICuA14XFUDsQxTTwFjsYW8L4Yahu7ergHeEJH73HszHlNi1GEKi/nZz+KUUDXutbaNtsh9/vZY2NgxmAokQ978FiMjbsaIlsHsS/J0w4isTAxRGqjfrKtrnbYkhZESz2BKoM/3kH4dyqSTCB4DvZEsCF8GIEEeTfsKqTIkyD4hcJvD1WxuWt283VMGkC+FiAjd/b5UFdaiXj7SFEDvrvs+aDwGHcv23be3zkKiVI208WMIHk2Y0XA+RcRJ4EuMMjplzgrdsyaytsGImrewBd/7so6n3fMUYJ/leoy0KcIIllOxeUMTMF5EYoIQAj7xAFsI/ok7N5M6/GJB3vHwpwSkJ7p9PSOS5oNDRNREiHAQVITTVmMdH44subdQivuNkzMurwinHUyt8m2sQ9yDhULNBI7DOqqVIvJXVb3Ul1ixqhISJOt0zwBaSVmoqv8Ukecx+ecg7Ef4cyJyT67rv6qqiPwc+L6IPBK5sUeIECFChAgRDicc2XA/kFEaN2ET728dgpr358ByEbkVmyB+E/gu8DtgBtAkIsNVdeEB6lgMfLWV/bXYRL8tFLhzs3EGRjS95bY/j01+u2GhSU8CpZjB6n5w4Ts/AE5uY8z1OWwceLzbvgvzXKkAbnBhY08An9GcbFXlsUvma6jQPG8TNuvqCzBj3wUY4XMRMAEjTnpiZsPXAb8UkbmubBXmifhmdv2qukZEfgP8WkT2AicB38Iykx6u8eOXMNJordveKiI/BYa6e8q0eyZt+WVYqFkaG0dfiimevo0pb+7CSIW3MELtDMwbqTYgaKcoIQF7XQjRMbGJtPe6skd3sTlcS09/AOvSb7M5bCFk8ilimH8CAQELg5mkHJFSQ1WmnUhrit49xuEVdT/4E4cKGkJJIcRiRtJ07whejMAL2bO5Duqglhp26Q460IXNunYDZuxbSYtKJoWpubpixMyx2VehJaNaHuYjk8nwdTYW5pfx4MnLNPGi4LVgiHfsjt26s7hKt40GbqXFiDkfCMuk8/dG+BP6+MT6Lwlms1XXHqWqWw7+4BEOF6LQpwgR3iUmyJSZCfLGNVC3B+g4U59uOlB5l7kpE850OvC0qp7vYpArgOsmy0VPNWr9n7ewfvRKFm8EHZAVI51dVxcsdWQe1gmngfWqek4rZT1sIPIVVd2P+IkQIUKECBEiRHgvcJPpF7FJcmal/oq2Mi21Uce1wEmqep4z4L0cW9l/Dss+s1FVWyNiMucXYmE0JdljJhH5MjBEVa9p4zzFsiXdn7VvFbBZVSe47UXYhPU5TJkyH5v8JlR1v6QSYhk316vqd1o5NgYjek502Zy+g5myLsIIhiOxBbovq+qjued39LoPGSUTmhVA9VrLTH0KnF+Ouy/FJuM7sbAk3L0fg6kvGjES7PZWzJfzMFXUDzAvky9qTrrtfwWu/jVYNq0lbt8UjJj6rKr+0SmOTsLImXMwhcw97t5/jIWMzQcexDxZTsSsAB5Ikn9MZ69nv126I9lFeksfbxCgvBO8xQZdiY/PKYmpiAihBiAenviEGvJC40OEGKd4tD+OrtIbRVkbLmVVuKj5GdpJJzp4XVkXLOPE0dcRj+VxQDQ2wfK1EIbQsyt0KDVFjWd2lOl0A2+veYKtlYuyz0phKqYSWtQ+67HQrwG0qMQyoVqNwDxasoKdjCm0CjEVUsqVS2GfiTQtIo3V2HdnOKZW2u2u42Of+869vCM50hslvviktGn1i6lHDuqBFOHwIjITjhDhXaDcm+rnScE4TzyS5Bcv4vUFjohpE27w8HFMwvkEcLaI3KqqL2CrHTc/r4/0eIWnxq9kUSVoN2yFqrW6tgFfxxj0QVg2gFEuO0Bu2RDLBPDt9/7EESJEiBAhQoQILRCRI7EQnhHYeGQrcMy7IWkcfgOMdL4s12ETxC9iqpzewGUikmzrZEcmbMFCX7LRZuiTC8EBIzEy+0rc9f7utvMwpUcCG49djU1mF7RB0pyKhbX/tJVjnbCQpC84kuZSjBTZhpkF93X3cm1rJI2InFypW5ZU6jYAQkIW6qzmw5jKJ5b16oaNN5OYr04/LOxlEDZhnysij4jIiWI4H5voj8Sy/IwAJyU5fPgE1nYZkqYPFsp/L/BPEbkeWI59HuZhpMRVwKcwJc6JmDJ9E0ZkFNASCtR/fOLs0oGxUXlj46dJF68XvsQAISAAlIA0O8PNhBpSo7sICAg0TZomtLkaqNVqI20Eiv32SNY0ebfuYFWwiDQpfO8QAlJqaiFURIEdu5zJcEt9Ih6+v89H26KQ7P2UztJTx3iTg54yoDdGphS6MpkU4S9g4WkvYd+BIzEFzkCM7JwJzMLCzNa79vOx70YD9lnvDKzDfKHOx8jEFDa3kKpwW60SEmoYxCVxx8EfOsLhRkTURIjwLuBCnf6mqlpLTbCX6v7AilEyoW+5N/XH5d7US1o7T1XrMBOvQXkUPOXhfUVEvqKqt/j400ZyYsWpXLipJ/1nYxLWi12YVWu4G1PKCDaIUOBWJ0HOxV+AQWIpviNEiBAhQoQIEd4zRGQipgTpiK3QvwAMVdXl77YuVW0Avo8tKtVi458fYYa43TDPkfMOUs1i9s/8dCCPmlPctbdl7RuHTVAz6uOraQknWYiRBjFgam5ljkj6DZayujbnmI+Zsv5FVR9zhNTv3f2dhrXh85hR719aqfu/sIm4LNAZX3w+fPioF8JH2MMusNAYsDFgIy1jwsxYMENmeJjvzp2Y+WxfV+cDmIri18DVqnoBFk60AyNHDgucuvubmAdNJlxuDka6tAfexkiGTwLDVPU2LLvpHOzzdQKmxumLEQw9MHXIV9wlRoP08N2a6aZwFaEGNFDPDt3UfB8L0jOY0fQYc1LPMbvpaVak5/N649MoLZEla8Il1MhuxPPp4HdnYGwUkuPlOyg+Gm/JWli3xRQzazaZaiYXJYUgYjmpOu6fwExVCYJ9+DDPvVTwGOadIKVeB3+gN5JiyhglJzFCTgyS5D+MqWbOwj47g7EF2fMw78v5GAkzFFOl3QMcgX1O7sM+F+uwkMEZmPl1T/f/q7Dv3HVAZS01+S+n/169Olx8/HNNf7l9/4eM8H4jCn2KEOFdotybKrP02a/UseckYAjQ9zgmxUpo72Ex1WdWhNNmtHbuBDn7pwmSN4QE6dd5zmug/n/6MKj7EQw5NyYxAg22vshju2j5wRyiqqty63GmxIuwgcNK7Af496p6aytlvwaMV9X9BhgRIkSIECFChAiHAhG5GrgDm1CmMQXJT/4VHxNHZszHMsu8jKUCvgybgJ4IhKp6+gHOvxFoVNUfZ+2bgoURndlK+d8Cn1fVWNa+O7CQmyJVDUVkKTah/SOmFroD2K2qXVup7wZgrKqe28qxn2G+NGdgypbXMUJlHLDXPe/NqvrbVs79I5YePMRCpl5z+xswtUy1a59XMAVFLZaeeSStZwsCU2JsLKC4WpC+tdQ8jJEkAzDC5n8wguwljHzb0UodrcK9jwUYQVbk/mZSPH8Ke397YyRAO0wFsgzznUlmle/lymVSNRVhSpBMWugY9vnb647RyetBf384O8JNrAoOZGl0cBwdH0dXvy+CoBqyM9zMmykb0sdJcHL+VDzxjN4JAlPK9OgMncr2rywM7RXbX4GTDhqZ9/afqdm7sdX7ONk/nxgxQkK2h5vpQk9AWc87NSt14TIsC1Ym3O92TIX2eax992LfoZ9iabVnu2OPYd8roSWNeQ1GRqZVdRKAiEzDPI++BlylqsPfVSNGOGyIzIQjRGgF5d7UODARWFkRTluTfawinKYi8jhmejcYeNwjNh7wQoK8Pbr7CIxo2Q95kn8xQKhhrD1d6jaz9gvVVD7o4TWlNZXYzc4E1lHdhcXqvioifVR1Hx8cJ5/9JcaiH4FJQb8nIg+q6vacy96DGdUNVNUV/0q7RIgQIUKECBH+s+BUEfcAV7pddcD5h8P/zmUkuh7zgTkaCwP6Baak+CqgItJbVde3UcVi4IKcfQdS1AzDkjFk43RgriNpMpmHdmOqkycxIuHq3IpE5AgsHH0/1bILKbrcHSvD1A8xTAmxGyNp7sglaVxbz3bnNQADVXVDVpFfYxmySrEF9zIR+QGmRBqJhbi8hZEmdwM/c9cH8NtLlz4jvRMBeCdceNkGfeefGFF2GvA9TGGxBgtJqmB/4qWt7STW7tmvvdiCZhWmqOmEkS4PYybIe7PKplwbl2LmzZ0wMmKzu78prj3r3Huy011bdoSb2BG2qGf+FaxILSDfK6GUMjzxKfO6NB9Lk6JBa0lKAZ7EjKQBqNwNO3dB726QDiwFd17CQp281oNX0rU19KvrS4PXmeXhm6qE+xBrs4MKOksPqnQbnemJSogC9VqbxJKShK4t8rDvyXexEKZHMJLmaVfVXVg41DKs7dMY+ViCqZi+646d70IaL8Myxs7DFF///BeaM8K/iEhREyFCKyj3pj6iqmcAiMjIinDaytwyLvXhxcCyYto935dB4/ewO1zL8u3AKar6div1XqOqd6Ro9GbzfG0jDSuBgYM55vSdbHm2kq0xRZdhXja/wn50X1TVs1u5foIWF/gNWIf+sqp+vpWyPwK6tXYsQoQIESJEiBChNTjD3hdpmRyuwcY4bREn7+UaghEZDwHPYkanp2F+NZ2AF7IVMznnDsdC0odm7RuNqYyPbaX8Oiw5Zl+3XYCpU76tqr9yRr8/BOZiXjLTMVVPQSv3/AQwU1Vvyjk2EDO/PRtTP7+KKVc+jSlgXgIeUNWf5ZxX4J69C6Y4GaSqe3LK+EB6oDeSTtIjtTFcOX2dLj/FlV+MERpgRrtlmD9JHraoxwBvOH1lMCJCZbiV+WHzumKI+ebUY6qaBJbO+wVaSJdcEiZ7uz5bWSUiR2HEz8Xued/CFBpXYETNUMzo+BiMlBvlrv0cLSE8C1R1p0uksRYjdwZhoU9vYp/Jw4rReadT6nXAwyMM0qxIz2dD0LLG6ROnnd+Z4cOuIFbbBHUNsGM3oOD7LcTMwN5G2DSlYHsV5Cehg4VApYNGGhYtpDCVT0jA8nABm3R1K3eTgYRd6S1K2LSNDQmMjGty7aDYZ+qBBHmFA2TYjUDZCn0rTNMELTYnIRbWNh0Lb+qKqWauFuQzw2X8uPZ0zlutS7x1LL/H1T0IC+l75TA0bYT3gIioiRAhC+Xe1EKscxgIkNY0dez59Gx9/k+5ZUXk18A6Vb1ZRL4F3Ih1MoVYp3+aqs7NPW+ojO6wjPnvKJqRHe7CfhCXYasEN2Kxx50xVc/zwNdU9c5W7uEEbFXGc+fEMFf9+TnlOmLGf0er6uZ32y4RIkSIECFChP8siEgPbGW9CzbRexy4zHnLHO5rjXb1D8TGPaXAlzFPlxjQ3yVJyD0vk7Gmnao2un1DgMdUdXAr5fcA81X1ZLc9CVMfjFbVxSKyHFOI/BiYhBny/lJVr8up53zgJmBEturZEVuzMU+Yu7Gsn5Mw8uc+jPR6XFV/kFNfZ4xUSWJGsCe3leK8o3TfMtI/sasnHmlN82LwaApTS9Rhi3YlGNECLWFQa4COhZTkHeefKh5e7M3w1aBKt63G/F9yfQ7rsHZ/B7gF89k54PsuIkWuvT5LS/jSoxjp9QhmGFyLKWXWYePtJkzB8ShGOPR0r17ub2/3PB4W6j/Hlc8rkQ6UeO3ZFqwjResJWH1iKCEhrfjItIKT8y8i6RWQ1hRvNc6gMmh9yDygVzm9u47F39sEqzcigHoeIoJ6Ar27QkkRLFsL9Q2mvunfC4oLSKXrqVzwEp3pgaIsDmezXVsNgcq8dw0Y2fY2pnIpxN7fzPwhBJJ9GeL3k6GAsJm1LNO59dj3Z7r7+3mMoOnlXscBQ4tpp6PllJgvMVQ1nK7TvojNP84EOreWhTbCB4PITDhChH3xV1UdCGb0Vc1OncuLv3eptHNRga34gMUfh5gKphaLv53uBgD7YKnOrVT0fmxFQXExtljH1YSlR+wIfEZVX8TkoreKSK5ZHi5m+WHsh7wAI4rudCs92eV2YhLerx1yS0SIECFChAgR/iMhIsdhK+9dsHCJa1X1wveDpAFwC1uvYKFEX8DCj3ZhvippjOxo7bxGjIQYmLX7QKFP+Zi6I4Nz3DWWiEgxpnwpxQiVC7Cx3beyK3BkzO3ANTkkjWDkzBuY38sv3H3/Ectw9Jx7/TCnvmMwRUwS+I2qntgWSSMieYP9UXnmoaI0WRRXhmRJYW1VhREt0OJVcwQQ1lLzxkvBY00vBI/OrdJtinnnfBcjay7HFvUCbEyZwMam9wDVIvIrEelyWuKyo05LXPbD0xKXne8yR40RkbsxdfcnMbXLa5j3zTcxEqYee582YwqjNPAxLJyuHgvbugIL+Spx+/KBvHyK1o+LnxWUJy4dcHLigo+XSoe8fCniuEQ5g2LHcmxicmtNRUevB5PyL2Zi/sUUNyf7akGcJL1jQ2jvtVgPLW6aRW1Yzbb0OiqDLa3WC7Bqw3SqazcTFCWhuMA8a3wPjflQVABF7uOXEUQIkEqjazeyY8nLLA3e4J1woS4J57RF0ux0bYVrq7Rrz4yJ9x5MMZWHvVd+QBp1/0KCete+3wBuwNRhS7HPRRmmZBoMaD21sYBA3eJ0Jr17J+C5iKT5cBEpaiJEyEK5N3WWqp4AUEtN8DoVGQZasfjfmzIrOi6d4yYsLeQq7McygXU6d2I/nHXA5ar6ePZ1nFT3KWzl4VnsB7cDtirUFWPN+2OrCduxFYR+QE9Vrc+pqwSTuBZhnaQHXKeqf8sp1wdbveivqrv/lXaKECFChAgRIvx7wmWd/BM2vdyLKYRf+wCu2x9TowzBQm7qgAexyf8KVb2sjfMexhQ0f3XbHYCVqlqWUy5jonqBqmZScS8BKlX1JBH5Ieb99xRGNvwYC7uanFPPfwM9VPUTOfu/goU3jcPGgr/AiJlPA89g6qSv5IQIfRL4s9u8UlX/TBsQkWOBJ8b7Z3UrkGICTbMofD3coZv2YmPOGJYBKkZLxic/qwp1r73YmBValDcZVU4jNiatwciubtn3kCSfcbEp+GZ0G7wdvNG4RdfEMHIniS04qvu/0KIKyRgTx2ghFwJsjLsLU6JXu7KDge64UKwT4mf2L5RSzxPTF6S0iTdTrzAqMZGYxGnSBl5qfGS/9hqZmETnWE8A1qQWszq1mGK/jJqgkpCAMXlnUOx1AJQ5Dc+wJ6xqq+n3gYdPJ78HddQy4MgptCvqRQzfQp/2XSeFxibYshPNT8CeWmRPHSgoIW+lZ7IjbN1MOAcBLiOU+3+M/c2imwSJ96Q/PvG69Sz3QsLs9PW17twtGFHTAWv7YuBvcZKXdKTbjG2sPz8kvAmbn/xMVe8/pEaJ8L4gImoiRMhCuTf1aODeBq2XWTzbKyTdhHVYvbAfuFnAJ1S1CkBEXsEkhZMwh/xObv8U4G9YJ1eHrbrs0/mKyGyM/ElhTuy7sbSDf8XM3xZgHVsvbFVhExavOzH3vkXkInc93PVqsNjm3FSR9wFv58ZTR4gQIUKECBH+s+GIjDuBa9yuZVgITm6SgvfzHu7AJqSPYt4mo7AEDQL0VdVdrZzzQyChqje47TygRlUTOeW64IxUVXWP8/qrBb6lqreKyCpMzfF5TAXTDmiffU3nvfISlkp6a9b+E909n4B5ezyC+dOcgaVLfgf4Qnb4lojchhnBhsAYVZ3XRpvEsbD4rwNeB+n6xCjvpPyAYO6LwaN5WFal9liITBwjXAJM1XIlNpa8CTPrFffM67Fx5WhaFhrnYOPcDq6+Uszg2XN1t+sg3fKG+eOIizXtpmA1S8PZdZiKZ5u71m7gfFp8ZK7BFiCrXdvcioWEPe+2B2Mmz8PcfWzGxtZvAWvKE5f+b7ZQPK0pZqeepYffn/ZeV1akF1AVNr8Vzejk92JEYgKKMq9xOsMLJhKXBPXhXmbV/p0T8y8gX4oI02matJ51+jbr061lmRe6+L1JaRNV4RaOSZ5KO68TgjCvYTqj8iYR0zhBrw5IWRleloFwOmhEELbsXETe5ho6ahdAEBH2hLt4LfV0K9czFFPGqNhEBKFaK9kSrmHb/tZQja7tO7v3djvQKUkeR3ljfUXDJeGcqiYaytzxDe59GoQZU9+kqrUicjGW3awUW9Q9Buj9bjJ/RTj8iLI+RYiQhYpw2mKcOZnr0P8EDMe+K7XACGC+iExV1TewlZKLMFf05lUHVX1KRCZjcc/tgN+KSJmq3pZ1uXuAz6rqhSLyaUwWqxiLvQbr1HsDL6nqBFffayLy3VwDOlV9RERmYakaG7AVjeuxMKps/AJ4XkRuy1XmRIgQIUKECBH+M+FIixeA8dhY5H4sNe8HHfrwUyxE43bMQPaXwDQszfVlwG9aOWcxprrJoBHwRCSuqqms/WcBZBn0jsZIkqdFpBQLD9qNjfmKMVVONkkjWBrk/5dD0nTDFsuuxIieaRghdB5mkLwB+GKWIluwtp6Ijdn6quq21hpDRIZiY8xe7t7O2RlumZV1vBSbgH8aW6jr7p5pD6bsmefa8gaMFJoOnFxC+8HHyMlDBEnN0xera9iVcO2xB8voVefq7wIswcasF9RoVdLD6xZoOl/w0nvZPQ2b9A/AiKGnsHCp19zzXY8tHk527THU3d857pyMefJALET/R5ii6gosbKd7g9aSLxmXABCERq1nRXpBa03WjB3BBl6qfwQlJCF5JCSJj0+R1w6fGIsaX2GEP4EESfLI50jvGKq9KqpD4yZK/Y70jg/BU58OfjcEYXHjqxRJO2ISJ60puvp98EJBBBo3rKMqvZq8RDs8L0YqXUdV9Sq27FxIEDYRI86RsZF09/qBKtsPoqbp6w8hSQIFOklX2vudqUlXhvXUZhsExzBiTTAvoBAI+nlH9SiTzgBeP29oclk4P6PsL6clvftXgfEi8jqWOv57SQruPFKGn9BIQ3UfGbgfKRrhg0WkqIkQ4QBwaRL/C+s4irCOtx6TDf4/7EfxZaxDuVZVx+ScPxCLc+6KDRx+BfxAVdXFQq8HhqjqVhH5ApZGbyUmU/wHRg5dAvxOVf/LpbC8ERivqrNzrtUD6/DiWKcomMnd2pxyTwBPqerv/uUGihDhI45yb2ovzOdpKrbSN6AinLb3w72rCBEiRPjowIUKLcbGKiGm/LjnQ7yf72MT+ocxZcppmNp4o6oe00r5Qdi4ZkDWvmqgT3aot4j8EbhCVeNu+78xw+IijCD6BqakGYORFuOyQ75cmNJXgLEZDxmndpnuXn/AVCAhMBZLOd6AGTCns8qvwoiXzcCA1hbOXHanG4DvY4qW+7H3JWOY7GHv2lJ7AAAgAElEQVTkzE8xz5cyzGfm+5hC5YuYn0kdpsoOMGXPj06Sc6eC/CAhSU9V2cgqluv8TOiTuPu63N3KFRhBVg1ceqpMLRCRcatZcn5AcPfa4O3bXcKK8ZiKZgI2hsW1w2qM6BnsnuMrtCTB+Lp7LXb1j6Jl0TOFqWtqSqVD9THxib09/DQQW5SedVCSozWUF12BJz6hhsyue4qasJKh/hi6e/0QhFBgTupZ9phonsnFV+BLzFxfghBQ1qXepiq9hcGJ46gOd7I72MHguGVnX51ezKr0Wwe4A0MCI432avUBy/WTo+nnD0UQFAgJmZV+ioZm+6EW9JdhYXu6eCt1IbvYTh8ZTH/vKARJbdRVLy8PFwzASMS3sfe4I6bCKcY+owrkjZKTvPZ0lhANffE/XRE8dN+htm+Ew4+IqIkQ4RAgIiOw8KQ+2IpGFfbDthEbQHwC+LSqntbKud2wDnwg1vHcC3xZVUMR+QOwXFV/4couxlYYVmCDlBrMVO8hV/+fReQFbADRXVX35lzrm8B/Y0Zju4BXVfWinDLjscwDgyKTsAj/zij3pg7AQgiLwAzCReQHFeG0nxzgnDgm/70EW1m8pCKc9voHcb8RIkSI8EHDJSqYh02K9wInqurBZ5vv7z0VYqric7FsmJlsQP2B01V1QU75GDZe6pQJ+RaRzcBxqropq9xsbOzTzm0vBKqdanktFu7zOcwXZ2+mnCtbhk1yz3GK6sz+WzBFyWVYO3bF1M3fwxbOLsqoepyn4BbMn+VlYFIbmaz6YYrsARiBcY6qzsw6Pg7rp0Ise9LJWMj8b3PMjU/AfHYm4jxNCilhjEz2XYYfQkIW6kwq2T90yKHZ06YdHbeOkpN7CCJ72d00R59fh6k5Yq5tlrntszBl+JOYIXNPd+yP2Dj4YozI8l3dGW+dSkwR1Igpw//mzr1Q8CRfCmnUegLSmfvK9Wk5IE4svIA8KQKUmbV/p0u8LwMSIyEdUhNUsjZcxvZgHQCdkn0ZlZzUfAFVBRGCfJ83q54hHTRSHe7g+ORZlHjtCTTknfR81qeXIXgMiI8kKfmsaJqfMXx+12hHR0b7kxDxCAl5M3iFSt2633OX0oFj5GR8idGkjbysj9eDPHWCf8bzm8PV563T5cdhn4P7Mb/LUZjaahhG7rXH3ovUCBlPB7rFBakTkU9WBA89+p5uPsJhQRT6FCHCIUBV33KDmWlYvHEB1qE0YasU52EETmvnbhGR4zE56FjgKqCDiHwCk5L+WURuduZyD2MDk8HYIGUQxnbfBPzBmd6dhRFEL4nIcbov23oLtorSD/shnyQik1z2qMz9zBSRLVjI1j6GwxEifNhwRMk9WJjh1RXhtFnl3tRPYQM8BT5WEU57/EB1ZGGEqnoilh3DYcZBzpmqqp/F+scyEXkGC19s635PAS4FflIRTtsveDxChAgRPqoQkUswpYpgqofxqgdZ5v8A4DwzfoQtPH0fUxt/Ccu+9BlM6ZxdPi0iK7CQmbludy0tWTUz6Ill08koVgYD3xaR9thC3DrgFGzS+v2cc38G/G8OSfNxTEWSGeP1AM4GrsM8Cs/PImmOxMgKD7hNVb+e+9wuJOprWJi6h4UCfT5LRdPdtckkTEUz2f0dnPFOzGmX14ByEemJZaM6LU3KAwg1oIlG3tDpNFJ/MNKjEMDD76UovvjENJ7EMmStA+4c4h83o4f0/0M9tcMXB7P2VmvlRe5ZMmnHjwR+jpFXaaw/X4qNZwe5Ns+Y5CqWdegrGBklSkidRaw10mJU/K4wp+4ZusWOYHewg3rdS7d4P3wvThAP2BpuaCZpQBhWNhnROKTSEPPxYjZllnSKY/NOJdA065veZmuwjkKvFBWoCix6rUdsAL1jgxA8YokYbzYdbNjROhqoIyAEDamlhkrdGrrnT5BlEt2EJWILNKCR+gC4EbTXa8HTv8T8aKqwecStuPbEIgTewYysXwJeUdWacv+SdlhI1HrMRyjCh4iIqIkQ4RDh4nWniMiD2GpAe2zlZDaWAu/VA5xb4zxmHsCImAux1ZJzsdWFCdjqykKMzFlBC/nze2xwcSw2yezlyi/EOr3rs64Tish5mPS2EzZQ+bWIjMhRz/wc+ImIPJRD9ESI8GHjXFX9mIgU1mtthYgsnMDZo5OSl4nJ/iXQTNSUe1PHYKq2hyvCaSty6npGCRemNRhbTeWuTaxZvj3c9PJBrr+NfQeATW0VLPemjsXUcgBXlXtTO1aE0w4tbUSECBEifIgQkV9hoT5gqaS/1Jq640PEH7H7W4+pG8di467LReQ63T9N+GLM+DZD1Oxl/xTd7TBCCmwxQIAnsExPjZji4NtAWlXvzJwkImMwQmZo1r6jMOPl07AJ8LHAZzFlTTdgShbBcj6mygZLSPFg7sO68PV/YiqHGuBsVX3VHUtiIULfBGZik+04cLyqrmy19Wgmdq7HVEICvN5I/UNv6cyLi2l3wlbWS6OpPZqFI+xPgGQyZW2pYlvZBl2RLKF9bKUuzJTtC/xKVECUAilisDe6eHbw7GxsfPsXTAnVHSOfXqYlHfdRtKRVT7jrgJkbq2uHfFpIiVWuroB9s1kdEpq0nnWppc3baxoXMSz/JNLaxPbUuub97RJd8IkhvsvklI3QHjsmcY5IHE2aFAvrX6E62JlFmGSG20qaAwvXE+TR0evOrnA79TSL5BXQBuq8OUEFJdKeHSYME1pImib3d089tU3zdUaymLLibawHs2vIoBhYjn3OZ2Lzg7Vtfdcrgod255wf4UNERNREiPDucYWH33mADDvBJ+av1IVjYsTDkHCEC2X6cmvxxqra6FavbsXCmSZict4HsM79ZewHdDhmaPcUcBL2Q7zQ7VuChXL0xVaUfiMiz6rqC1nXWSIiv8Pc/cHilj+HrUhl8E+MXT8NSw8eIcJHBWsBL9A0giwGvgF6g6pOccefyRQs96Z2dGqxpIh83RElzcRjRTit1knEqzAitT8HQUU4bfpRctyPiyi9ISCUMjqMO0DxsS6cCrOdkuHYytR+cBnlnsAyKnypIpz20MHuJUKECBEON5yS5CUsPEcx/5SPnLpWVVMi8h1MQXIz8EOMGLkII01y7zlD1GRQy/5ETR42hgJbYGvEfAEvdfvqsblRM5Hi2usuLDPULrevFFMbXEvL4ttPsXCSQcAZmXGgUwb9AGvr4aq6OPuGnIrmKsyk2MeIjavcmFEwhc6tWMjUJowEulxVX2mr7ZwB8Y/duWCehz/OXFtEnq1i21cxA+bMxD+zGJLpQ7MJGx9TC21cxeJOKP9w95GPLQr2qKeWkBBRpZ5aMNVL0j0bGOnS6Nooo4pJ05IeHHcPKXftRdjCyanu2BPueZT3QNK0hq3pNWzbsxalZb3SlzhJKURpg7OMxaEpRRCmnbIoQYdYD3YELZ45W4LVeE0+ScljXXpZS9349PAH0Kh1bAs3ADA2cTpxkighrzQ9ThoTYLkXtdSEtVrTSIvPUL37fxxnHAx0qKaSaiqr3f6/Yn5JS3ItEiL830JE1ESI8C6hquFE74IXPPxTBaFE2vtFlMaAxBKd028r614XkYtU9Z3WzhWRr2EZAH6CxYmWAp1EpB0mIS3FDL/OwxQ0ozH57lxsxWY98JyqlovIGcCTItIjJ2XlN7FVnTK3/VOnnqnKuo9fYCtHEVET4SODinDavHJv6imrdMkftrHxVlV9rdybes5O3fLlDay6tYptv88qng/ERMRX1UJnrhhk1+eMu1dgKSvHH8o9LGXuixh5Wqhh26uVwO9Cgp976ueD7gCZfYCyj6hqXxt381fMdypChAgRPjCISBGmSuiMmcyOUtVcJeJHCY9h45mN2KS+kBYfmdaImmuytvchahzp4WEpoQHOxEibzphqeS6mWgFLd53BlzBFzwNZ9fwJU1MGwHcwYqc9ljV0cmZyLCJPAlOwyXXP3PAkEemEERBjMCLjnAwBIyKDMTPiARhJ0xv4LvDXNnxtBFNb/wwbNwYY+XOzC8FPiKVg/iKmDLoXWxhcg5FfN9ESNt8axD2jhxFTYO/JMqBsbbi0IE1T6JPwNoTLQ1qInwxKsv6fO/9MY5/Ll7G2HokpqEa4ehQjaZrvzZc4/fOPoWuyH6GmWVu/mI2Nb7dx620jQ9LkeyUMKz6ZdrEu9rBpgVgI3r6PIZ6QyvdYUvkKw/JOBGBneiNHxIdR7LdnZeMC6rSGTcF+UwCGxsbS2esFKGE6ZGe4mST5eOIRoPSIHcn69LJckiiTGt3HVPYd3f4qbEH3PGwhahiWbvu/Mxm7IvzfR0TURIjwHhCXxO5AAxSlgGLJeGD0kUFjSyh77B19a5aIfElVH8k914Ua/VJEtmIxw/2wH+Evq+pPRWQRturykoiUYzGkHVy5h7FVsLkuW8FFGLkzU0SOyoQxqWqDiEzF0ofnY6sXP8ayG2TwN4zAGZubQSpChA8TFeG010XkTmyl8m8V4TQVkV9jA8krcOF+FeG0DUPluAcLtPDyWvb88O1wXtBGlSswQ8aSNo7nohEbFB1w1a4inNYkIn/CBvLdNNS2rg82qIoQIUKEDwXOI2UJtuK+BDPafW8upx8QHNF+PRaSdDdGoM8ExolI35yslks4sKKmj/s7w5H6Q7GsSt/BwkhexEiheVkZnbpiSp6Ts8LEv4WpSe7AQthfxfw+pgCnuFB3Dws3GYCpYPplm/y6ui/BEjvEsbHdp5yKphRT4HwKI5/aYeqI2w6QHepCjKDpiREd3wbudl4/R4jITViGqKXA77DsTzFMmXQXRjA9iimEjsfGioXsT9pk2jPACAQfC18SRdkQvqOuLeO599kKAqyvzXiuDAAGdfC6MTw5AQ+fVamFrE0voZX7YGzpuRT67fDFprJDik6gKFbGslrLXB6TJL0Kj6JjXl9SYQMbahdT2bi/jVzHRG965g+mU6w3HoK9dQZNB0hcQFounw5TrNo7l23ptVTX7iQuCY7KG0eJ1x4QyvwuvNnwEtXBduzGvWbiJSl5eHiEBCTIQ1GWpucwID6CZLyIAfFRlKQ7sKjhFQWX6MkWmXZhimAfI9hOwTwzP4sRrjuAY3O+DxH+DZDLdkaIEOEQ8GL46LLVuqRyM6tX72RLs1FpAcX5Peh32VA5rga4TURuF5FEa3Wo6gMYE96AkSn/z8lVM+FPqGpNP4ZeOYDhfke6KRYudQ1wJWZW9zFMJTAAWznJrn86FibiY53mJ50hcuZ4CvP7uJ4IET56eAw4S0TyoZngnIllkGjG28xtmseMV5cx/0ADw8yKcTzzfSz3pnYs96Z2zi5U7k0tKvemntaJ7vlY/3gofWQfIMgM7NvCVt1wzi62a6M2pLEscREiRIjwgUBEPob9DsaxifmwjzpJk4FTmCzECI8Epq6pxcZB2ViHGcBnzN9zzYTPdvU1YabDMayfuQQjAia4v9mZMn8F/EFVlwKIyKmYQe43sYxGKzGi5nygXFWrXJ+1GxuXzQB65WRiKhWRFzFlZSOW+enjQEpEPoMpVMZjE/W3gaGqelPu+yUi+SLyVUxtcz+mSrkCI5F+DUwWkaeBOViY0UTMfHgb9hnY5MrfC/RQ1c+p6uOq+h3Mf/EX5CTJ6Cq96e8dTZyk3zs+RIbnnyydY72zi/jYe5RLrGjO30zZAkz5XWjbkh6ZnEhckvgSo398OO29rsRyeJ8O8Z4U+KXNJA2YwqZ33lDikiTPL2JC1ysYUDKWDnk96ZLfn1EdpnB0u8n71HNU8UmMLD2Nrokj8MXfh6RpvvF0gKqSDlMEYYrqus2UBO0o8Epo0L0ckRxOcayjkTkCSa+A44rPosArpWvsCCYXf4JJRR+nvdeNqmA7VeE2Ngdr2ByuAWBzuJrV4WIUJSZxCr3SjDfPAkzl5WOkYjVGtp2H+S99HiNxLlfVqRFJ8++JKD13hAjvAWIpshdjPjBhR7prezrHe0p/ETwapI7tbGxcGS5KKWE1Zh73Uht1jcYktCWYPPZ2oLOqXgVQ7k1dp6q9Q0Jm8/zeOvYUYKstHTGfmpGY5PEB4EJVfTyr7jKsE0+6ut8AJmZWhsRSYK4BTlLVlkDaCBE+AnCD2dsyn2kRuQxbgSxTtfQPIjIfU4dNVNWz2qjn47T4Gpw0WS7KwwbZAkytCKc9We5NzcTE9wk1bJrB4+mAoFBVc7OG5NY9D8u4keuFkFtuJPA68KSqXnSgshEiRIhwuCCWPvrruKx5qvrYQU75yMEtYr0EVGCZNxux3++e2SS5WPrtb6hlt7wLWKSqv3XHHsSy+iVE5P9hZMsgjPh5HvNC2a6qXV35UzBD46OcMqUXRnp8CTNfDoDfYD4vJ6nqVldmDTa5vlVVM2bNmfubAjyCjcn+F5tkN4ql0b4DM34twMaX16nqEnIgIh0wxczVGNk0C/iuqr7msjt91r3WYeqZRzB/mU9ixMxeLNPPg6q6JaveYiyr6MeA04H5WFhWAvhSe+nSe6R3IoJHQ6yJvEQxMYkTaJp5dc+xy2U8OkS0mmXKw+fU/I83EyaKogKIsKxxDhtTywHokzeMwYXH70esqCpzq5+iT+koOib74OHUME4Ro6qkmupYWjODumA3Y9tdgH8I6zG1spc1tQsIUo0MzTsBnxh7wl0sbZjJmKKzTTWjISh4vk+aNPP3Psvg5BhK/A6EGqDpNBqkSdHEy01/36d+nxjD8iZQ4JWESxpm1leHO0OMZBSgLo/Cxt7+oGSNVtZsDde1x0i5bwN35SQKifBvhkhREyHCu0C5f0mis/Q8H1O8XINNvHbsZDOrWVK7ky2kpJE8KaCXHJnsLUcqtmoxXURWisi3RKRPVn2lk72LF2DeM7WYsuYb7OulkSciCFBIcSZG9cfYgGEm1kk/hcVIPyQi3TInOt+aq7FO0cMInfOzjtdiKy/XHc52ihDhMOERYGrW9pPu7+kAIlKADbQfAk6Q1pbDDCuwzBJ7MVn3hdh3LY8WE8kYtmpVJEhRkvx90l8eAO2x7+7BMNzV99IhlI0QIUKEfwlimI2RNA1A3/+LJA2AU7T8A1ODlGKJGOJYCEg2FmOhOLB/6NMQaE6rMwV4Ewt9SmHhI4IleshkWfot8FVH0iSx/uhOLGtmnjv+GSzcaauITMLIER+4NJukEZFCEXkKIz7SwKmOsO8gIvdhoUjFWNjQVap6Vi5J40KY/gJsxtJWP4b1WacCpSLyd0x51AkjXKZg/dzz2FixGOv7hqvqL51vTXsR+ZSI/AMbq16JLejdiH1mfoQpQCvjJOoABCHp5xOTjMpFKPEztimHjFZ9cEICNqdXk9YUmUhiT3x88RmcPI6ECWzZE1S1VQUjik6lY7wXXlMamlLQ2GR/VS1lUiyPYaUT6V1wNN4hTIMD0ry16zk21i2lIax1ucOVUNPkeUVmoCxCE43Mr6+gJqhkY8Pb7EpvZXNqFYGmUUI0DPAlRoK8/e49IM2bDS8yq+5xrzrcWYi9V5lCBcfEJ5b18QcWHBUb27W9dHkD6K2qd0Ykzb8/IqImQoRDRLl/SQmwYpic8NhgGd0B62w7AquBVJpUwUKdFe5kMy6zHgHpYiz29yZscHEpME9EZo7yTnpGVSuBlZO9i3dg5Ewm5eIgEcmYtZ0VarhTUY5mbLKA4gIsXvV+TFlTg618XIl1tLNyJqz3YoOXJNZp3ykieVnHfwNc4FZiIkT4SKDcv+TIU+Sib4yTMy8d7005CiwUEBsIf9oVG4VlNViHecAMbqO6dzAZ+g6MMPlToEEQaKDYiiMV4bSUqn4/pU3UULWgjr0Z48mDoRiTJB8MIzAy6IlDKBshQoQI7xmOWKjCTGpXAiWqur9Bx/8t/BDzbXkeC1MqwIxxs5Gd+SmXqOkObHOmu0dj5MhUbCx3JtCQpUi+Fus3/uG2b8PGV6diWTdvw1Qrp6jqRhH5JpDJvjkkO4uWiEzEQlTOBB7Hxo2znPfOYuAYbOx3M2buXJH9QCJyrIi8hHnenAPcgoU3XevufyVGrDyFZQf9J0ZArQXKMWKpp6p+XVUXAJ1F5Asi8pwrcz5GzvwWC3m6AbgcONK1zWZg0zbdsGlduDzcoZt0TWrx3kCDwNTZqlXpLSkOE5akXuPNxpeo0V2I5yMZNQzKyLxJTCi8kI7SlTBMN9sOgKllUMWXOJLO8VoOQ0gHzcoaX+KUxbvtk+2pNaQ1xbzqZ9ibrqRXbBAJkiypn8XapsW8Wf8C21Pr2da0lpp0JW/VTqcyvYnZe55gecMcANY1LeHVvY8xY8/DrEovoiasYlF6JqAZ/5nGzO3nXHqfbSOUBMFrHJ049Xo3d4jwH4DITDhChEPHKFXt4IlHN+3NMuY+g3Vuy7BVmgeAm5aHb97Y6DUkU9rEJl0NxorfgK10VGGTurvb0fFeEfEDTff28Mep6tOu4xzgXn8Tkf8C0hM4uzQpeaQ17RXTblUdewZgyprnOtLt3CT5/6hm57N7qTkBywp1P9bRZsz4zsEc9ZPYwOVarGNHVStF5M/Yqtu1738zRohwSLhWkCPyKZIdbH7SSdUXYYPRK91geywwp9ybmsijYF4DdeMws8R9oKp7RGQ3thp7ZEU4ba4n3rNAvzAMm1OcTufRX2EpVudgA/m2sl9ko4AWD5wD4WTMy2bdIZSNECFChPcEEemH/Sb5wL2q+pkP+ZYOC1R1k4j8D5b9qCumEjlTRDpkTVyXYGQGGFGT7UNWio3Z+mPhPLMw0uRFYBJGgCAiR2DK5uPc+OlKTLkzC/O5uR1T0kxS1bUi8hBwMaZA6ZwVlpvExmIXYaHn5RiZM8XVEWJ9zP8Cv9CsNMquf5uC+cQMACoxFc29WHrru4DTMAPgizFV0KcwMmcNFtr0JXVZpkSkl1v8+xi2WPEc5n+yASOQxmALgN0xY+TNQBeMEJqIETZvrNLFt6A8oYFuOqP0M2eGqfQU0qlNiTBxPxZKdqW7fnfXtu9JEFAVbiUdNjZvhxri4VPqd8QTj76JoyFQVIOWrEyOqPG8Ni4ZBBDzHUdiSh0Vhex1zVBRlCBMIwh7mnbQwe/GkMQYCmNlhEGaRfUzeKdxXvMpi+tfbv7/0OQ4esaPZHe4gzfqnkZRGtzbujZYytrAhieCyNGxcdLO65Rcnp7H9nCDYCbQeVhIXcb7qCdw/Kpg0R1Hx04Y7on3yrMND858L20a4f8mIqImQoRDx1wR2aSqAzeySjBp6fRMZicRuQOYEJCeuypcPM6dkz3RG451zA8BN29mjfTU/qRo8mZrxc9E5GXg91hnV4LJV38HvL2djT/poUd8fidbem5nY09ssHGcIHVHM+Zpn5gAk+cx47u72fkx4B8i8rQzLEZV1znX/+9hHcG3ReRPqrrJ3dstwFsicqPmpI+MEOHdwHm9eBXhtAOa6x4CZinhVYrGduimztig9FoshCmJGWX3yKfwtVDDTeM5s2wL644E7mmjvhUYuTkKyES+F+eUKcK+owOw/vFQBplxbFB7MAzBBtsRIkSI8L5ARC7HpZEGLlLVRz/M+3kf8N8YGfEGZuSeAi7DQpLgwIqaJDAP+DgW6vRpjIAYgSkYvuMIkjuAW1R1jYiMwpQufwa+6v5+AlPWrBSRTKjVJqBPVraosZifTjEWsnsRpsR5GvMVTGBqne+p6sbMDTqz+6to8SFchileXseImIXumX8HfB8jju7BDHnvx7xyVri6BojI5zBypj9GzizA+sEzMYWpYuPNRdh4NYX1f/0xsuDXmAfcW5qTEjy1Z88WQT4bEiR7Sv+fVerWjO/MyNw37d2gp38kXfzelNERggD1PIKwCd+P44lFI0s8vm/abEfS4JmhL6r7ZGrKLRdqSGXTJnY3bWFIyYSW8gJb61eytXEVvRKD6RDrQbHfHg9T9nh+jKQUtHHnQq/EQABKvPYU/n/2zjxOjrJa/99T3T17Mtn3HRISkkAIYV/CFiQgAiJGARH3Ba8L1/Uq15/eq3hFlKsCXhVFBWQRUBYDJOwQtrCGQEJIyL4vk8w+013n98fzVrozTMIWSJB6Pp/5zEx3V9Xb1VX9nvc5z3lOVEtDXNfpK7tHfekdDSIb5dg7dxBrW5etQn6SDeizfgyReTOBMSsLr6x/M+cyxbsfaelTihSvEzMK1zUCe5tZ9wX+7PfQdHCJmS0NhsD/gybsfZCbf+kskbTai1D5U7eX/JnsQ3578yyffnE7rRNQvfQgVCpVg7IaBWDUfJ6pvYebhzzPY5c43hVJUmdHZKoyZC2RhlbT9cvhGJcBfwiZoQT/D8lvK9Ai9BdbB+e+DElyv7izzleK9x6mRGd0R0F065TojLd0Lc0oXPfnmPjIJ/0+X8XiKpQd3h8Fvs0o0B7Und6HxBR6mVmmF/3G7WCXL6GMVc/wfxa1PS1FNbrnRiAC5vUoajIog7hdmFlfFJi/+Dr2lyJFihRvGGZ2JSJp2oEB/4IkDe5eh0p5Gii2ov7K1iBIi92smfUJr6mGrQoVQ0TJ+1F3zUTp0gOYGZosfAARFT8zsx5IsfJnRNLchtQ6J6D5ZCOK+e5390HuXjCzbPgcHkFzzBRE7PwIKTUnoHngWHc/NyFpzKyrmf0Ikfm/RITTJOSZ8xFUYj8RlXr9EBEtjyHfwa+hkqcLgDIz+76ZPYsUGRPDvhaGsZ+EFDlbEFFjiMA6AM1796KuQrXuPsbdv+XuT7t7bGYVZna2md1oZkuf90efLFAoz1iWaromH1Eh/MS8upxnm4+yswcHZPZgVNn+9Mz0l1FwHEM+T0t+CwWCHYsZRBFmtvUHMzwyCsTyt2HbPJGDSJxCgdhjCp5nYeOTLG+ZxwPrr2Z+wyO8VP8oD228ljkN97KufSl5by8O08Jf5izPb09A66zPr6DgeVriJpri+k5flSXHGNufKIZCoZ2GuI4M2f4HRMfud0zmQxN6Wf/zkZLqbHf/hLunJM17GGnXpxQp3iTM7DvIhNftSXYAACAASURBVLcaLeruRBPilwg1yIQ22wENaLFWBjDERvoQRtkm1i2f64/Xo4x7O5rME1XLA8jfJgKuQRmVlWhibQcW7sshB/ZiQFQgzyzufLmNlmHIYO4mtCgdkhiOBULpcTSJtgDHu/us8NwYZHQ63N2bduKpSvEewZTojDPc4z+ZRZXuvszMPgasnxHf8KrOFa8Xpg5rR6OM5TNI5v0PlE3tX0b5xoM5vk+WXMViXmxfxIsDSgObKdEZRwCHPeC3Whute6HOFxl0bx2IOkg1hWONRcFvhAhN3H27CY0Q/MfAp939ih28bgoq2bo4tD5NkSJFip0GM5uP1IYrUTvo+DU2edcilBTNQ8a7lSjOOdLdnwzPP4D8bHoiU9/TzWwcUo1kEEnxa+BbqPRnMCLt86h09hMoFroNxWIfRgqekYjoWIQSaVmkvPn3cNxxaF7pjhSfp6HE3E/DWJtRSdWtJZ03ByDiaVp4e9eE/49FpEwFUlq/iAiUDyFPwj8hM+EmlMA4naJJ/hNoXjoYlebWI4X24vD+B6EYMo/Kn/4K/N3dt1GGBt/CcxAxNS68r9bw/h/KUf63Q23qvzl+4Iv+xOJ1rByKSs0MkTXJ/Ojh/b8Szls1mr97w7Z9t8eXHU7/bMgvFkJbbNp5qv1esIgJlUdTnqnGcrmt3jUgf5qN7SvZ0L6Cla0LqMl0Y3yXY8hYFsNY37acsmwlFZkaNrWt4uXGJ2gqbGFHyFoZw8v3IWNZBpaPJhtlaYtbubfuLzvcrsq60uwNOJ3fgn1sEGOjA8lajjZv5cHCrfS1wYyJ9idjWZq9seGhwm3PAJP/le/jFK8PKVGTIsVbgJn9ELU77I4WdzWo1ePVKLuxGU2UCeYA48up5HA7KbjHwxx/pGUtK5Ka4BY0OW9w96Fm9lGU0ckg6eoPUaZkHprolmTIjC9QSBQAC1GAMjr8fY+7f6BkzH9FGZp2lBXaJ5kMQteAGe5+6c49UyneC5gSnTE47/lFhmXytC8ot4qB6L6YOiO+4f43s09Ti9SZ6Fa5FWU/r0NS9zbgtGq6zG2lZVGe9ibgTHe/LYznGOBugLznN9zH3x9DJYuDEXHSCwX4C8OxDkQZVzVZE6ka+XYmyhDILkOE54zOXhNe9+9IPn+kuz/0Zs5DihQpUnSEmeVQnFEJ3OLup+ziIb0jCCVe30IEQgtwvbufG567HBEuL6OuTScE494LUfnRYpTIOg1917/i7nuYWWK6e7aZfR+pVsahmK4nIkoKqDQF1Or7b6F5w68RsdKKSpU2Ix+ZAYjQ+T7wf+7eHsY4DpW2HInIlkvQPPcxZBA8AyUk9gyPtSNy5ipExh2KiJkPhjHNRbHmQYiYyYWf1WHsPdAcuhDNo1cBz5XEfhb2eWYY054oDt0c9j0jbDcJdV08APnXZGArI5Eox5sRmbMxHHsw8gd6zSqOAZkRjC47cGvb7wXtT7ctzc/LUlS35vvmhtuErlOypURN3tuZU39vvKbtFe8S9cjUWK3Xx3VWsDxt3kLBX9PrOJnjO1XRjq46hB65ASxqfpryuIK6eB2b43Wvtb+ErNqme2Q5lRySOYGIiOW+kJfiZ6ihlgMzx+HAal+a3+wbNo+K9i3krOwPwH/c1X5tulh/jyIlalKkeAsIk9vPgOPQpLYHmrSywGdRZuMZNBEnhE1rljKbbCeXhWJanvfHWcOyJpThqEMLyDJgoLuvDYvV6eGxJ9BEfTQiWkYgtcFoNDF72MdqJJu9D/g3d78sjLkKWI8Cu0bgy+7+h/DcwageeWQSUKRI8XphZiOz5Gb1ZsB3BzHiklrrWRl7XIgs+saM+IZfvPYeOt1nBqgrp7KmD4MWV1pN4xpfNmqIjcy1esuLQ2yPP7Z48+yHuH0GCmavSwL2KdEZP3L3/zAz3D2+mxsXoWziuahUcT3wNXd/MBzrGBTAbkJS8kogt70WmKGbx73IaPyZHbyHm1Hwvl3SJ0WKFCleL6Zkpn2+xZtPfMrvfX/oUPd5d/+/XT2udwqBHHkSKTgyQNeJ3aaO7FMx/JANrcs/V5Hpsk9lpqbC8ZqMZZvzcVuuMV+Xa/OWh1Y0zztgQ+vyfLu3xMif5UAUC92PSokmAr9D8VZi+PthpHq+DMVYo939JTPbE6mneyOi5dPAj1GZkSGy5sfuXhfixSnAxWFfq1BJVAHFi70RGbMJkUh7o3jszyiOnIyImdMQgbIEJfdGoZivO0UftD6IGNkU3teVyFOxOZy/CqTOOQ2RLgPDdquRymY6RQPkQxDZksSXUCRlGlD82RrG3xupdV4PEqVNM4p9a4CVw7Nj6/tkhlQ2+ZbHnm+bdbnjL4bzNxh1Rz10ZOUBHxxWtc/AUJLl69qWNjxTP6N2UHak71V2gDmOYcxtncXqwuLXM44EOyx3PrTyFKqsBseZ1XwLzUX/5xjF+Y+gJO1wVGJ3AiL67kbndT0wtIyKw8qp3K+eTX2Qmqu8kuqowqrY5Os4NnMGkUW4e7OZTbyr/dp5r++UpvhXQ0rUpEjxFhEm38sJ7R3RhFOBCJRZGbKv7BcdeVaN1bIwfp5lvgDA+9nQx4aw50F1vt5e4tlkd4lMdCH6op8PTHH31WY2ASlpqlHbyIEowzEqvHZtOGaWYp3w3xGZ8x2knHkhjPk0lFHKowBlqLtvDs/dD/zW3a9+W05Yinc1pkRnDEHy7DzwkRnxDauT58zsV8AWd/9uT+v70lgO2KOVFl/Dsv0W+/w5b/aYw2zMzD1s3LGGoZ4M7hFR6NkZF4C2WdyRaaZxLVDh7r3DWLvnvX11hmxZTOGX9/L3z6Ms31XIsPFB4Bp3vy6M/2SU5VyKgtdKoDoJbjvCzD4BXIFKDVZ09prwuhWoPW5H8+IUKVKkeEOYkpl2hLvfCVQ2Uc8jfscOieJ/VZjZ8cAVtbk+A4dXTfC+FSMKZlGzu9cEIudViD322POxWZRZ17rEFzc+29yrfHDNyw1P3Av8DbW2fgTFRb1RTHcWKmE6N/zfI/z+KTK4b0OlS6NRwwZHCpSvB0PiTNj2B6hb1RykCN0v7PshVJK+N1J83osIm5mo49IHkXfOOhTn7YkIphZEbmxEipXKMJanEcFzg7uvCudqMCpjeh+vLmN6GKmPhiM1zXAUw5aSMqCSsfWIGOsZjv16vE4dxQstKMatQDHsix1+XtreXNsZDu9+xqSGQt3717Ut6beydcFg4NBjq87slrFin5w2b+G+pus7jiUhYwol/2dKHqtDqquFqNxtn/CawlFV03JllFGgwBMtd7Il3kB4T6sQuTUSEX33o9K5h8K2g0p+Bnf4P4vInOSn8YjMyefmKC/LWKYJGH5X+7VpI4L3KNKuTylSvEUcF3046+4bV/JK/0U+99lWmv+IJuQVwJghNvLgbtYLM2OvaD9WFBYRU7DVvuTO1Sy5DbUDTpBMeqN62YC41nqWL4nnPWFmp7n7bDMbT7FWehPKiByPZLNDkdJmEJp02sPz30FM/gNmNsDd29z9ZjN7HGWSqlA51VfCsX8C/I+ZXZNm/1N0hLv/AEmkYzP7Jqq5x8y6IdPEcYl3y4PcvgVl8r6E1F1vCkNsVEXILlFC1mAYZpaJvZDLUVbXTGM3oNrMxrr73BnxDZvCdX4YCprej7J3Y1CguxTJtxPUhOc3wdbKxFfNk1My0wYC+3Wh29ju9LbhjJmA7vdXIZQm9KWTtuEpUqRI8UZgZjaYkVP3tPGVERkMawQeNLNVaLGf/Dzj7i27dLBvM07o98X5W9rX11Rnas0sY2ZRBOSss24/AZFFFllZBqBP+XDrUz4s2x63LljVvKC5sVB3JVpYb0BkyBbUhvsniFRZiRbZA5GXWX+0IP8FcCmaP14Gvujuj5hZpZn9APgqSrDdjWK1U4H/QqVN1yESpj8iZ76NkgQfRq24VyGCoxzNI0MRwZKnWM7UhEimP8LWrN9hwPfMbDJSepeWMd0UtpuEYskxYZtEJUN470m76C5IXdSNVxvwd0QekUWJP81cXk3IvLI9leqOYGZdUOna0A6/k78rrANvFJFxpDzKICKrBs3pmxEZ10axRKkqvNdaRLZMpBgH5IHMsy33sW/5ZHKUsWduAk+13u1hP1XoGtmEYvQ9kdoeVB5dSsQ8hj6v5P+6jrH28bmP/CdK/s5KSZr3NlKiJkWKt45PA+f3Z1iuwqqHPO33H48WhDf1pF/VCMaCy+wstpi4aDD2fehgTR/Q3fqwT+awCGzkgGj4kw/mb5luZl9z96vMbDSaCIaF7f+K5Lr3oSBiHZrQK1Bm4EIUCFyNDI+PDod5P6FDAvBZM7s0tHW8AwUmU1F2KUUKAMxsj2GMPnUYo80g0+atpeaDnwL+6e4rgmKrCZEjeeB0M/uZu+RkCaZEZwwFhgAPz4hv2K5pXo6y7xe8MBOgjvWs8sW3dLXuh7d5a8+e9CnUsX79FjatR9d8DyQnPzVsPgAFuscidVkNyhi2I3JlQMmhqsO4t1DMsG0zT07JTPuAe3wzYJPsaDeHyDI3TInOmDwjvuGJToY/CgWss7f3/lKkSJHitWBmvYDfLWPB8L4M/k436zWgii4/x1mGFtsHhp9zgdFm9gIibR4Lv+f/K5iTTu1/nqFSoYu7ZHtW7IiY2REiiW7KclHFHof3+mjLK41Pz3yp4dFKRGzUAV9A5EdP1NnpqOBd8300f3wBKW2uQiVAnwVuAHqEzk8fRYv8W1Bc9mFUPjQPkQYfQC21T0OEyemobGoFIkaq0PxUhciAGjQvNSE16JXIt9CRr80F6PNP5rTVSJX9MlLyjEFJlkPZVi3TEN5PRfgxlMjY2sqpExTQ3B6F7Z/l1YTMyjeS7AvJnmFsn4wpR6TL4vCzBM2ryWNrI4t+jZpuVAGNWcv9qqOBv6kFei0inUp/l/7dExFy/cLvnkBUH28ih4yMe0R9KbeqDa3eNB99pst5NSmz5c0kPO9qv3Y9ujZSvMeRlj6lSPEWMSUz7ZOxx5eDl61hGXP98QLKvFwyyY69sJv1LIs9psm2+LPxLGumoXTzpK418a+JAPraEPbOHESGDA1sbn80P/0IVG5yE8q4VKBMzv5huytRB6pZaJIuUJxk16GJ51S0cP6eu18IYGZfRyanBWCWux8ZHj8T1bwfuRNPVYp3IaZkpg0qxO3Usf7/1rD8uJW8srE3A7uUUzFjOQtBsuwMCgY/jAKnZ4DvAs+hDhW/Q+V1H9263+iM0e4+G2RwPSO+4TM7GkdkmV858ZdQYNmOguULUTDaNRx3E7r+xyKfpZVmthlJwxei7N5IZLjYDnwTGQGfHcbxVeDUAYxoHGIjT9zIWl/oc/YukN8POLqcyqMOs5NGGhbSbK7fHreYRafPiG94FbEZzMCvAs5JywlTpEjxZmBmJ6Ayy6uBC9y99TVen2T4Dyz56YW+J7eSNx07/ezumNr/vCxawJ5MaL29s1CI231d21KerZtR58TfQH40ZUgFcyFKkA1BZsJPo+5QBaSOuSQ8dylwDFKj3IEW+nuj2KwGqWVuRR2beqD580iUNOuGFB1QVLdUINXHs0h9c3UYU2dlTMtQaVI5Iji6UyzzSRZ7LeHvcjqY3G4HcXiPEYoln6IDIePum15rJ0Fl25NXq2BKfxtFAmZxh7+XAOtfi/R4X83HI0RU7o9K2K6+s+FPO22h+77qc8zdHwYmmtnzwEF3Nv6504RrihQ7AylRkyLFW8SUzLSMu39pMfMuWuLz2vK0V6HJbd1Q9qoaYeO6gvOk3+tb2PRP1N6xFGtRLXQBBQZfMiwaFe1HtdUyv/AUjWxuRtmW88O+P4KyGH9HNc0gt/670eTUDykBysJzG9HkfBHK2Bzi7o+HyXMZyhi0Ah9093+aWRbVEJ+VtO9O8d7DlMy0i9z9y45n8ThyYl/Hyu88z+OfRgHi04gwiYHz3f0wMzsDESAHurub2UUoID0JOCHxUjjaTv2YEf0xY5lMm7duut9v6bGjsZjZQSjYBQV0lwBfQ6VKFSgonoeC3q7Aze7+LTPLo4zm/shTYCoqF1wMfBH4D3c/Jhzju8AhR9lpx2UtV573PM/4A9Shbt/d6cN+dgSRZXB38JgWmoiIfltulV/oTBVkZhej+7Zb4gP1VnB82ZkZoPqutmt23Fs0RYoU73qYWSX63joF+Li73/sW9tULEQUHUSRvWti2ZGq2u++W3y1T+5+XQSUjx7NtN82dhkLcTlNhy0uzNlw/0nFDsdZg9BnkUdLhbBRbXYM6T41F3mbjEeEyG53jlaiMaiJKWtyCCI8PoM9hAyLPCPtrpxizLUZz2u8QwfNRZCaclDFtQbFjjObXHmzrF5MkNAzFgq8lO3KKxsnL0bXQ0T+maXsbh1iyD52XJCW/29iWeCn9vZhOSoB2R7yv+pwMej9L72z88xsu4UqR4o0gJWpSpNhJMLP/RdLX21Eg0QWoq6Xnbc00Tm2jpQeaBPMok7F14qymNu4e9V6wKl48okB+M8Xa49KMR4xIlmqUTToFTaC/ReVXoEXosyjj0wvJa5PjNCEZ7AYURPRz9yYz2yvsx4E1wDB3bzOzLwLve6+0+0yxLcys92Q7dVnOysrdY3AnpuDLWfSHBTyXcfdPmNkhSOW1GPh5+Pu5IYy8bJTt+xIwc6b/rTu67v4PdUc6ycy6ZcndNomj9yqnoscLzLZ1rJwOnObubdsZj6EsZRW6putRAJtc3w+gTOV3KLa4H4sC57NRNvoDSOlzJMoMfgy4yd1HH5/7iD1bePiPLd7Yby+beHwNtQbwqN9JM40aAxET7HC60YtWb6KRLfELzI7aaevi7ttI5UrG/RQwzt3LOnv+tXB82ZmTgOxdbdc8enz5mRcAF+CeQebFDpx9V/u1D76ZfadIkWL3hZnthxQUzyLfk9dULrzB/RsqA01Im4OACej7vJS8mbO97+V3ElP7n3cZxbKWtw35uJ1VLQuYu+W+icD1yG9kLppTBiE10meBg5GaZiDwClKcJPFUfxTr3YqSCcej+agJKWccEStJnFeHTH2vDu/vJLYtY6oL+6lCiYjS2LCUZHktc99EqROjJN3DbOsjs6gz/5hgztyf7fvDDEXJw8V0TsYs2RmJihQp3mtIiZoUKXYSzGxvRJDcgQzp/hNNqBFaVP4VqWL6UFLuVEkNh2Sn4jj1vonZhbuvBX6P/GQaUNlSghjJb3+PpLifcvdbzOxPSArraFF6PwomeiCyJnG2z6NuACcAi939gDD23yGypwD8p7v/OGTyXgGOdfe5O/l0pdgNMSUzLTMzvn4QKq/7xDDGlO1hY62VFjb7+tZmGte/zJx1wK/d/QoAM7u6mq6nTeCwvR5m+mG96X/BPhw6zMwc+NWM+IbvhBK7yUiF8zVktn0/Mlk8BXnKDEekypHuvryz8ZnZ75EXDuheaED3WB4Fg79BxsVdwv7XITPIPkhVtjfqxtEflWcdh+6D2inZad+KPf4ReGYZL9MU17OZjTRQlxx+HbrHvh3eCxQl4ZntZQLNrAHY6O5DXsdHAMDxZWfWAA+4+3jHzXFbWJjjI3P7ZhJTZY8LMlZ2f3JG/rpJr3ffKVKk2L0RugT9O/B14Kvufs07eOwc+p4uLZkagciiUvJm4Tupfpja/7xjEOnxtpI0CWKP257adHt2fdsyR+99HJqfPoPaVZ+PEgUL0RzUgBQj/ZBvzGaUEBiK5okkwRAjhUsbUtnMRPHZ4RTLmNqRJ00GkUO5kqEl5/z1GvO0I7LkgXC8hJBZUfr5hWtuIJ2XJA1FqqKkG9JiOiFj3L3xdY4pRYoUrxMpUZMixU6EmT2NJrtT0SR+NZqUq5Ck9XaUTTkMZTMG9bC+tm/mCLKWo81buD9/s6OJ8UCUzdm6GAyHaUOZlX9DCpvfooVuEkw4CvJupEjWlFGc4EGdpv4DuMjdvxOCs01IrdOCVDVrQinISHc/d2eepxS7B6ZkphkyRByS9/xJGTLjljC/9WV/rhEFnpmITO+YwgJkRLg/8CTwYXe/EWCMTXy2P8P2ibDWJ7hv5Z6Mu6sbvT4TWRS5+wMz/W+TzawCqWr+ier6fwD8JJRGRShw/D7wS3SvnObuMzqO18wmoUVCK6qxL1C8L1pQOdRgdB9cQ2iV6u7dzKwNGS5ei4LlRajtZlOOst6To1NXEzwPnJhVLOGF+AlQcHtUks02s5WI6GlHAXSLu1d2dn7NrCdSqU1395N39Fkcn/vIcGCOQ3Wrt7RlLVeWtRzJHL06XkKf7CAywdvY4wIFL7DWl6+YGz82fmdn21OkSPHOw8yGAH9GC/Fz3H3JLh5S0m1nItuWTFWjpFFiVPyEu699O44/tf95XZAHWp+3Y//bQ1vc4g+su6o9722tKPG2DyoxN2T42xuVNw1ACs11qKSpD4rZOpYcLUflwq0oaZCUMSWdh8p4tVLm9RIyrYgwuTscI/GP2QhbCbhBbN8fZkAYf2clSUuApW+kdXaKFCl2DtKuTylS7Fz8BZE0FyNn/cMpdk5ai5QsLchr41Bgy0ZfW7EmXlbWPerN/MJTUDRU+wTweUTEXIm8aPpQnMyvRATNicC+qIb5CTTx/xx1fjoEBVK9KEpiY1T+8TPgm2Z2p7vfZ2YnA/egBfClqLX3ZcBCMxvi7kt33mlKsZvgI+5+EXhlRGRmxhAfWf4yz92CpNqLYgo9UTnRTSiL2AhcaGZ3AF0P5NixGctQ8EJ5T/paV3p8t566T5Z5ebSIF54CcPeWoIa5AAWDzyXZPHePg4/NOYgMuh/4h5n9FPhhhy4lT1Isa0oykwlpk0GqnHtREDwI1fGXh23XAUehDGg/oDIQRSv3tgNOcffqpHuIWUS1d02C5LNKSJqI4mIhGVenJU8B48PvHZYmHZ/7yGB3nsGs2oByqygrEFPwPDEx7bSyKH6eVe2vsF92MmYRZhHPFR5gg69uAh42sxPdffGOjpMiRYrdF8HE/xI0N1/s7ruFSam716Pv5fuTx8ysPyIlDkTKyAPMbBNFxc1jwFM78jV5A/g+O+5A9LYgY1kbX3vMy0/X3bESxXStKEnWihJuqxAR3wORWDmKxEpSnvtKeP0AlMQbRDH5lsRk2yuL7YykaQ37vAN54byAkiAFZGacEC8nAJ83s2HhsX5hvIspkjAPoph1MbD8tQyqU6RI8c4jVdSkSLETYWYDUL3vK8D/uPt1ZtYD+AcwCS0y16BypmqkHojQoi/JpJRmUV5CJRsHISf7zyDyh5LX3o8m2v3RIvVMJJ/NoMzcD1HQ1LNk3+3hmPegxWt/d99sZg8AR6BSkoPd/Ukz+xmQdfev7oRTlGI3wpTMtM8WPP8bIzIPvMMm1jU94w9mUPnevihjeBFSp3RH19o8FDCuHsSIiSPZ58RWWuwpHni0habPoAAwi66zsUjhcjUKXG9EJNDEhIQxs3J0z5yAMqc3owXAE8BH3X1DMmYzux4pYxopEjSGAugXkO/M3RRbnI5EpVD3ous/8WiK3L2/mT24h43/6zD2uhQMzGlgMy/ET+TrqcsiX51nwrFHIJPtiKKiZr67j+7s/JrZl5HJ5N7u/uJ2P4fstBsx+yAYZoa781j+jtA3dWvpFRmyHFH2ASIytHkLc9pnsZkNhfBZNAJT3f3J7R0nRYoUux9CW+LLkD/MWe7+9C4e0htGILFHsm3J1Dj0fVlaMjX3jRBQU/ufV4mSXDU7e8yvB/m4nXvX/bGx4PkcIv7LkDJmGMWkWRKvFdD80ozImy4UPWFeyzumI1rQXHsbSuwtCvsfROc+MT3RnLeYzkuTVrh7+xscQ4oUKXYxUqImRYqdDDObgRa55wJjgpogh8xMz4yI6voy+NLVLPu8E9cBo8KmiVIgQUKqOPK0qQTej7oMTC55XQHVDv8G+cxEYT8RIoPuBL6Msi9d2Jas2YhImc0oqKpBJVAZRBKNRpmgOagEauuCOcW7G1My0/bUot67bmYjz/tjhQwZb2RLhmKbzz8AZwE3IKPquvD7UNTBojsiPe5BShNDpUWDUeC4DF1To5A/UyVakGwCfuHuf03GY2bfAsa7+9mh69hlyL+mDXUjeyK87mDU2czRIiC5f2IUJPdF6pkq1Lq7GnV3OgIRPH9BZGatu9ea2XVArj/DT+tufVjsL7Q1UZ+j2IHjIHd/PBz7NEQ0JfelAXe7+3GdnWMzuwV4v7tvN0g3s+zoaGLjABteFpmsCNYWlvOcP9Tp67tZb/aMxtOF7hjwfPwYa305tfRklE3wcirnVFjV3cDPZhSue1e13k2R4r0GMzsK+BP6Pv3mv1J5SSDg92Vb8mYgKhMqJW+Wbs/vZmr/8z4O/JpdSNTMq384v7z5hfVoTsuwLenSjOaoGl5fu+uOSBQy01ECJNnXELYlY2qBpWy/dfXK3UWBlSJFip2HlKhJkWInw8zOBU4L/z6k0hIhY5kfHmTHX1BBdWzY3Hv8by+jTjT1SEobs20QsAmRK4n5XAYtOK+kuECFoov/L1HJVIQm8D5I8voUIo6eRCqAUnPh51CJxu/d/Ytm9hlUbhUDn3H3P4SylWXu/oO3eHpS7CY4Lvrw52LiyzOWsVZvpjyqoJlGHi/MXNdOmyGZ9L6oK8T9iACZiJQphyJy5nyURX0JkSYj0fX1B8MGDGbU2Jj84FUs+XTe2/8IYGZ3ooD0JERktofHa1HWcKK7LwkdSb6LvJiySNHzmzD8ZkSiJF0woJi5LENkyljkJXMdur5/BNxQSfXXBjD8wlaaKkfbxPKZ/rf/RUTOchQcJ6VUrWFfR7v7/WGMP0cy/1JJ+l/c/ZzOzrGZrUAlVp22HjezKmCzEWUH2HDytLHGlyVPJ8dfG849ldRwaNmJGBHmEMcFlvnLa16Kn+52mJ1UXmnViaeNm9msGYXrDu/suClSpNi1CCTGfyEi/NPuPn0XD+kdQVAPTaLod3MQ+j5NyqUSv5tNAFP7ENVKDQAAIABJREFUn/c0UhrtMtS3b+ThDdcm/8YUy27fCNqROnU2mmvK0Pf6METGVLHj1tVrOpQBp0iR4j2ANyrFS5EixWvjpgqqjh5p+/4decD0NrOeZvahSmqGV1JDxjKRYeOz5Eah0qS5aGHc8Z6sRYqZerQAzqCF8yeRuiEOz1t47quIjDE0+f8OmcpNBP6OFthe8pNFQdB9qJ75ZHf/HQoQIuCXZlaDSl/OM7PqnXyuUuwiPOJ3fKhAu8UeEwXPkzIq6GF9eyCSoA8qRSL8vQ61Kf0WIg8+hdQz08Pr1yKixYADh9ve4/ewsUNH2X6FETb2wqCSIWw/DaltPpmMJ7Tu/D0if3Dhv1GXpTg8/hegKkvuYbXPtnp030BR5bI/Kr1qRMHvlcjfoA3I7ccRHxrKqC4j2Sfr7mchH6dEhQbFADwJihOPG5AJePJc8vwyOkHootEXkVidPd8f+dtknZgVvrCUpAGVfbVQ7PrmlVaN40QW4Qb1vonF8Yt9gLIWmjwuJlSNbTuFpEiRYjeBmY1FpMQoYMJ7haQBcPc6d5/p7j9y91MQmT4JfU93QX5oS8zspcgyV7vH43ewu3cE1dlarBiaJSbB20NS/jQbJTjmIMVyK/q+rwjbv4Lmzy8gT7Vqdx/j7lPd/fPu/hN3/6u7P+Luq1KSJkWK9yZSoiZFip2M46IPjzjUplYNZs/f7mUT8xQ9az7RyJYn66l70d1ZyWLytI9F5Mpf0YJ0LcUFIOgebUATewOa8A2VVv0ZBQXtaIFMeO4YFBRUoaDny4iIGYGMjT8Z9punWDt9HKqD/puZ9UM+OI7KRn7q7vPR4jdpjZziXYgpmWm1UzLTDs9a9tYm6o960G+dfZ/fzCqWUPA8jrPZN2QQUXc6kuRXoO4WFSjT2YbK+Lohg+E9KJIi89B1Oj5DtqdJeJIrpzKPVCsEv5e70DV7QWgDn+B/gY+FbkmE1/8RGQ13A/plKZt9ZOYDkw7MHMeE6LDeiIDZEl5uwBR0rXYP/89GRONXgFbHuyX7bqBuOCIxG8N7cbb1igKVayUYg+5PC8cFZTs7wx7h9yOlD76v4qyPH1p20j8qqFpJUZnTmbT18HDsreWQG31tvLqwhIZ4M8/kH2h/PJ55VRstw4Gy53zWgy/5s+3L/eX8FjY+gciwFClS7CYwsyj4Vt0H/Ap1t1u3a0e1axEI+WXufqO7f8vdj0bf3R/sX7Hn/Jh4lxMUBS/QJduz48OOiPR1qDR9M+q8eTvyY7sGKZzPRXNBV3cf5+7vd/cvuftF7n6Duz/u7mu3V/qVIkWK9zbS0qcUKXYypmSmfc7d/9fMyut9E4/5jDzwE9Rqey5wL9jF4P+GypiS1tsNKHjrhro9ldY7r0Gdm1YhJc248PgGZFq3HrgctZBM4BRLpyajhfLZ4Th3oK5ObRQ7DsTIjC6PAotLEMkTo5KWXsDfgD1SU7p3H6ZkplUBCwqe79vIlszjPnMzIhGmAFEVNdZGK3naY+TtcgUiUy4Hnkcmvy+7+wXBe+VFdJ0miq3FiFjoAZRlydletp8ZFi3w525rpflgYFxo+z4UleM9CtxXWh4YyuyWuvsPS8dvZgcAt/S2AU+Piw6ZmrUs7s4zhQdb17NqZpbcSb1tIA1e93g9dYejwLkS3V9llVQv7U7vsmYap/dn6EdaaWERc593fBy65vuj+ytRojSG7T/q7teHFrWbKZYNbkFqlxPc/c6gGKou+TkF+Ckq2ZoHVA/NjJ4wMjPh3wxy9V7Ho+13dPyYEnVcFI5/KTL7nhTOf2+0iCGM5Qfu/gszm4zI3nJE3E59NxqSpkjxr4rQaOAPaH4/291f3sVD2u0xtf9556KYaJf40yTIx+3Mr5/Vtqx57ktIIdnRJ2aJu9dtfw8pUqRI8eaQKmpSpNj5uNHMXip4vvVln+OIDPkOksHWAYeCH4cWX6egsqaF4bmvI8XL1ShTQ5V1YWRmQt+e1j8hdO5EBEwemdsZWsCdDuwT9kd4vAfK+swAZiKfjhrki7MGLUrbS17fG5kH/wX4GiJ1IuCvwVD1ZdQGPMW7D4PdvWfGspkudKcL3fdApUYZoK6JBvK6FCJ0XX08bLcR+b2MBB4ys5HAwcCPKXrCzEetsXsCTwOFPO3RXH88ft4fo5XmE1Anp/8BcPcliAhqBL4RfAsS/AyV2VWVPEYwEz5iva/eN0+72BIz9skeXg4MPyBzLKOj/ZmUOebA7vQ+K4zbgU9V0/XEg+193fayibXj7ODTX2B2y0KeLzg+HhEuDYgQKc3eJq1WP2tmidlnQqIYxcXD9WbWilRsy1Dp4XRU4pUo3M4BTmjz1r2cOANGhmwr8N+oZXk+7OuUkuOvQCbOeyWfH0VSNTnva4OXz4Wo41UOkURzSJEixW4BM/sgRWL68JSked3ox7YNFnYJMpb1sbWT/9vdx7v76e5+vrv/0t1vcfdnU5ImRYoUbxdSoiZFip2MGYXr1s8oXLfPPfGNFRtY/XWKxqR3o4VbI3AqxXKLNajl4lJEskxHpEstsPCA3HEMy4xhQu4Iq6SmH6pp/hJSt8QUyybGAn9EZMvWbjpIUVOJFoXVSAVRhhQyiTogyeSXo0XrmYiQOSbs40Azm4qUQd8MrThTvLuwoImGpwqeZ7G/GNez6SFksgts7QGdeB4lRr0/RaRgDhkLP4LMfX+HrpFZ4fkqVJ5Xh0jBHCrPS2r5tyDVzXFmdmh47MIyyo853E6uOsY+tG5KZtoHA+mwGJUrnW9mY8xskplNNrMTgf2duN+yeAEAjhHaio+qpJqsZTGMPPlLUZBvwOUxhevByjKWtRzlZYaVl4wtizxszmJboibBWlSqsCL83w6hc7Z+H4ru1ay7d3X3/u6+J1LntLj7ce5+qrufNT53yMlLC/OfWhsvX/di/olL3P0CZKiZRd8Hw0rG0D98BrXhuRaKhE5iZrkGdYLrirymHgSedPfkdSlSpNhFMLMuZnYF+h49zd3/X3pvviGUfk/vMoR5aZcTRilSpHjvYZd/AaZI8a8Md/+5ma0D/tCV7ifV0G3papbeG1P4FFp8XY3KoY5EKpcYdYzKIyJ1REQGMwOH7tbb3eOyFpquQp1tzgKuomgMvD9aUI5Gi+kZFNtJDkQlUOORf0XSxiCDFp+JWqBH2MeVSEVxDyJsrkEkUBvq2HPrzj9jKd4qpmSmVaIF/0szCtdtdZedUbguNrOH0edfBwzqY4MuGB8dTCstwx8vzPQ2WhrQddk/bLYKGR2Crs0fI3XIl5Hy5RdIWZIQerXAN1FJ3hiKRGADIhKWAXea2RygR28Gds2Ry0UW0eCbbwj7KCBS4n2oVK+x5OdgIFrsL5KNc3Sx7rxUeAogOzd+om2PaFzZBl/VWs+mWxExNAS4qZnGvy/lpb/09cFlS3xe7Ph6ZJAcI3+mu5GC6CGkSgPdE1lglrv/0cw+QtGEO4GhcrDWTj6KPVB3j624q/UaECn7SeByM/sxKj0DlZh9NGwzLJzXM8Jz5YhsfRh9VyT3+xr0HTIdlTauDOc+RYoUuxBmdgiam+8F9nP3+tfYJMWr0YbmgzfT9npnwlGyLUWKFCneUaRETYoUbzPc/S/DbHTvETb2Yoe9ejOw97P+0MsoW342WoS1oPbGQ5FJ8AS00N34dPt9fYZl9s6Ve0W0V7RfBESPFu6Km2k4GS1mfwN8huLCsidSAVyESJfZiHAxYD/UjvtCtAi8DgVBbeH55GcQKr2ahUyIG1Bt/fdQ+cq3SYma3Q7Bh2auu/crkJ9tZt9G10DP8PvDSN0yEFg2IhpbE1mGMi+njw205b6wK1JngEpukpbwhpQznw/bfxNdb5Nrrdfk8ZlDvMWb7JnCg9k8bXlEBA1FxMFApLjZgrogxUhFYpvZsMmhZ8HzbGb9AmB8SbvuB4DL3P3a8P8nKXah8pfj50pbZLPGl9avKSztge6BMeF3NhzruIU+Z+NC5sSotC9xhsy7+6NmtjI8vgoRNaVkTJJJnYAWDYmHTRaIOyNpQqvxStS5qRRjgGZ3v83MvoHKnpJFyO+Q8eRG9H1QgZRz+XCuyxHJlqjoDHWsakIKvEw457d1HE+KFCneGZhZDs2TnwO+4O437+IhvZuxkWJjhF2J1jCWFClSpHhHkZYvpEjxDmBktO8aI2rLEtGdXj3KqMgjo9BxSLHwXZQJzwCfCJu9APSr8/X5Z/IPxOVUkDWtEWusq6OFWwUqSWlE9/OSsK2hxfQyVKJS6lq6DyqB+g1aeLei7P0itBBNkBiXXg98LDx2AcoQ9jWzw9/qeUmx07Gnu/c1s4oM2cNRl6//QoqXIagc6Hp0fXRfFy9vU7cn2OTrQYRcH1SCl/grtVJsObo+PN4TqWv2m5g5am2l1Vit9eTg7AmZAzJTlkZkuiED3YRM6YWusUqK3TL2rfe6Xo/49EVP+D0bXvQn90CkToKfRkTfnpL7yLVTctOW9mbQ78PjrSX7Lb1ee1AkloaGMa5CROOViDx6km07OyVzYELULC3ZX3KMslDq16vDcXMUOz91xLhwnHs6PH5syWO/QMRMDpG2H0IdQwZQ7GJVgYiaSrRQmMG25Y7fCu9pafiZhHwwUqRI8Q4j+Hc9CByEVDQpSfMmYMKgeVtmdS14fndIKLch77UUKVKkeEeREjUpUrwzuCmCdY4TecQgRoxHZqovI9+Pc1AZw1+Ax5DyZSTymnkcmN/gW75Z8HzjZt/ABl+TLDRzwGGo/fdjhJKXkuN2RVn9KrQYTbL/fREJ8yO0YGxCCopHKPpggMigk5CaZjH6zrgGqXW+/ZbPSoqdjRdi4mfdneUsbEcqmNFIufUh9Dn/FqAfg8tavDn7WGEGDxVuo5HNIDLlaqTkMHR9ZRGxkQl/z0DX1fcGRSM/nyHbz90xIiqtOtPFuo3ub8N6I/VH/+7Wh30yh9HHBrcg4rAdGQt/zcwqW2nu10DdsjC235W8l38OtpG9gWlgg/fNHmZllC9nWyXovJK/k/GCulbVIK+dzeheuhZ4gCLZEgNZMytH90b/sB0U29aD7oFhYbuk61MczkfTdj6HiWH7Wzo8fgwqswKRaImy5w+ojLEBlTRWh8cTNY+jsrL/6bC/JUgZdxv6Dqhz9zXbGVOKFCneBgRi4dNIgXoV6rq2ahcP610DM+tlZlPN7D9DR8GVwFPLmp8/JiLaHYiaKuCZXT2IFClSvPeQEjUpUrwDmFG4rhn4DU6zE9NIfQEtvpaixWMvlIVfCXwWdaBJFmf7Av5UfN8F9xRu/NFT8f1/iItCgphiSdP+iJQZRXEBWUDZ+iORmmJDOAZoodkHqWVmIpXDEWEfyQEsHONXFLs9HYu6yuxvZokZbYrdADMK1+Xv9RtPvdv/1jjfn/oTIub+F5F5yxHp8EJ/hjKG/ctHsU80kGG001pa6nMY+rzr0TWSEBOD0HV1Gro+FmbJ4jhmRkxMIfhkNtMIYIOiPW1S7lj6ZoYwLnNIlzIqorC/I1CHo6+j1t/fQNfp0WY2FsDd497RoGfAsFCRV0HVoJIxgUjMBG5EUQ21GFE/NL8tR0qUY1GZX1nJ6xvDfg5AypsBFO+N0rKq8nBOLIwxCucjQkRYZzgRKLj72uQBM8sgj6h7w0MHUzQO/jMiZyYj0ub5kn1lwlhbOmm5vQz4ByJ8mkjVNClSvKMws96IeD4PmOzuv3Z3f43N3rMIBstHmdk3zOx6M3sFJay+jgiRPyFFUt983D7VLFq4K8cbsHz6qksbd/UgUqRI8d7D7sBUp0jxXsGPzWxOu7cX1rDsTOQv0x+pVQwFKwcCn0JlGjcBH0SZ9u4oEPwB8o5ZgNohZyiSNeWIsGlBAU8jWvzlkRKgC1qMNoT/a8L2A8PrFiH1xSGo3fJItBjNIunv7cDFwL+jxeHFqLwqKYtKsdvA2xAZcij6rIaiUrprgB+UUdENjAijnErQ9ZP4nuTRtTgxS5kPiIZbg29u2eirM+h6zQAvApMWxy/+zogerLHao5fE86mmKy00sSmIOkZnJ2FmeOxERHSj54C1rNiCrsVW4PthwP+HrrM8cIeZnQ8sOjr7oXrCwArk2SsziQLtzCnMsnZVHSVlghhmB2eOp5JqGqmvfaxwF+j+mRf2Ox95RyRYhlRkB1EsfSotVdpa+oRUZaDyqoRkNUTwdIYJvNrUdz9gpbsnqp3TKJZgfSocezIyNE6OnQljL6NICiVqnxh1fBqPlEhZXl1qlSJFircJoRPiFUgJO207puLvWZhZBfouPACVZR6ASnCfQwmhW1A59QJ3jztua2an7lE9qXx49X5koxy7CE2oTDxFihQp3nGkRE2KFO8QZsQ3xGjRjJndjtoc/xcqb9gI3IWy7F3RwnEEWpTdijw2zg3/X06xy04rWszlUElJhBZ1eUS+NKNFcWM49omIoCEccwVa6HULx61HKp690CI0aXFcFp7fP+yrVzjeiWY2zN0X74xzlGKnwNHn3xURC8chxcY0RBZ0Xc7Clhq6VpRT0fgSzyVlNgk50BWpu+6ZkDnimFp64OYVs+N74i2+MULX3Ai0QDnrlXjuIeGYtqUDN9HijVR6zdb/+0XDWBuv6Io8WBKyZg7yWRmDyKVBKDCuaKetKms5Yo9p8gZqrSdOzOBoFIvi50HlQ8cD2RzlVNGFyCJqvJYaujHODvrS8/5oWwObK4EfIq+XNnQ9v4Cu832Rh9MkisRLYqpNeO3B4T2+jMjMBK90PPnBz6Y3UsqV4hgCkRLavSYKteeRj9QtKJtcge7JhAzaiD7H2pJ9ZRBhdJm7rzSzfRABmypqUqR4m2FmVajl9snAme5+364d0a6HmWWBsYiMSX5GI6L8CeTd83PghcQwvpN9WNjuc+j7Mbuk6bnMiJqJyXfhrkCE5roUKVKkeMeRlj6lSLEL4MIvUaZ+C8WOSpch1cJPEIliqHzj4yjYuR55XHwgPF9Bsb12Di3eCmgB2UbRvLUSmIp8bFaFx3qgxfFPw7AitBhsD8/3p2gqCyJ2JxM8TsJ2VyKFTYrdC4Z8S97v7i1IsVGOspstBfI/mMsTPMWDd7bSnGzTjoi9AiInjqmkGosdi+FAjon2jQ4rUDSf/iyQyNJLfY22Yk1hGaVVAOt9VUKA1CLVVyUyt96CiMTHw99NqG31XwueJybPJl9DgQKO01TsdHsiJQmHjb4Wd2e1L2WiTaaKmq9PsmO7ZsltAb4Txpl4DSxE985IioqajRSv91KiZkA4Lw+xrX9NYt5diqFh2/s7PH4sRX+acRT9aX4azsP7KBJq7SXHt3A8M7NEBZeM4SIzS0icwcCznYwnRYoUOwlmNhERy92Bfd+LJI2ZRWa2l5mdZWaXmNnDSAV8LSqzfh74ItDT3Se6++fc/ffu/mxnJI2Z9TOzryMi/F6UlMoCt+e97b/XtixuiT3eFeVkeeDW6asuXb8Ljp0iRYoUKVGTIsWuhLs/hDL6z6NShn8AXwBudvePIdPfT6Oyo6R06QwktV6LFmaJV0ZSIpEB9kCL3ocpLvQq0KK4DJE4m1Ew9E1UFtIQhpVojJuQuqK0s40BX0GkUYQy/2eFOv0UuweS7ONtwMlTMtPK9rDxt/dlcFJGU4+Im3rkvZJskxgHfwaVzxVWx4vlQRNe1Mv6ZyqoyiHT3Q2IlPgjRVKhNJiOl8cLAMfdydPGKt9GgBKF7bKIcLkGZVETkrDHQ/lbb348fxcP5W/lpfhp5hYe4dnCg6z2rfxIG0AlNRyWfT/doz4s90W8ED9BlhyRZTCMDNku6L64HJGVoGs7H97DqnDM0hasyXuqotjh6anwWEIOLe7k/O8T3tvW9vVmVoZKChPy5rSwj3a0sFkGbArKtK+H1yTkVy3Fjlt7U2yXvtndt6B7cCnwjLtvrwtVihQp3gLMLGNm30bqu/9y97PcvW5Xj+vtRjBKHmJmp5vZT8zsbvQ9eQfyGVuBulYOcPcx7n6Ou//K3R919+Yd7LfMzD5oZv9EpPn3UVlUU/j7yyixcNDa1kWnRRbtCo+YVuD8XXDcFClSpADS0qcUKXY53H1VaHV9CfJ7+W9gopmdGxZeM4GZZnYscAPyB6lGC8w1aAHZBwVPbYjcMeBwtAD8G/LqiJByp4CInR7Il2Y4KgFxtBCdGLavolh2kaf4fRGhBWNMUD2gMq7/3OknJ8WbgQOMs4OfjCkc3uKNS4cwsi8Ggxn5/dl+TwYFwk+hcp9kG0efcRkiBga+4i96LT2sq3UHi2ilmQL5kxA5k5gTH4QIwckdx9FMI/fkb6SaLjRQh9NpUjSHyI0l6B74E1KVXA7e1KBuVACs9eWA3HWc2MM2w2qtZxawjGXpFfVnXhzzvD/CUEazyhe3ttJcHt7fMUhBA3A6us57IwJ0wKE2tXkDa6ySKub701EzjYYIHBBBsogi8QmdlD4hZQxs2871YGBeycLurPD77+jeXADsYWYHofu6mWKJYjYcpxsyXU48qZLuTvugcsS07ClFircBZjYMqd1iYJK7L92lA3obYWZ92NZT5gD03flE+PkZMNvd173J/U9A3mJno3ilZ9j/M8iDr0v4vRb4uLs/ADC1/3lfQCWx1Z3s9u1AI/Dl6asuXf4OHS9FihQpXoWUqEmRYjdAIGS+aGazUDDyIWBvMzvO3deH19xtZmcgYuR0lGE/FS30JiBCBZQFitACeDBahC4PvxPz0qTsojcKPjcg35mJKECpDPvogZQ21RSVGoT/FyLlzglAwcx+6u6JKifFroX1syHfjz3OGvQFw4mpY/2nECnwI5SxTD7PpHTOgQuRrJ887T6b+8w8osZr841sycYUbkGld39F141RJBVKfQTagUxMnnr54G5K9osC9BzFNtega+5bFFvIl3XYHwBDo70YlZ1Innab1Xb7nq002zpfwVAfTTVdWVB4DoC1rGCtr/Cwv/Lwex9k2P0IRcIjg1rUVy3x+ZtG2QQiMoyxTPSU3++oNTdIoVahbawwgr2zgxjx9SnRGYtmxDcsLhniZKChQ+eXUn+aIei+ASnoBiLicx5qe5+UMCYKuRwiiCYgEijpxJbca/siUvWRjucqRYoUbx7BM+Us9P3wU+Dn7l7Y8VbvHphZLfKdK/WV6QrMRqTMFcDngRVvpZOVmfVC5/ET6PsuRjFEJSqf/inys/kx+t77CnBXh2NeHXt8DvixkWXe7mqAFqS8/OPbfJwUKVKk2CHS0qcUKXYjuPtVqBxlPTLmezFpVxyevxsZj96E6r8vdPcDkEpgHQpyyil2gyL83a/kMBFa5C1E2SsQYdMSjltd8hrQIjyGV8kh9kB+It1Rbfln3sJbT7HzkBBqDUAhxmmluW4dqxpf8RdGIPPdmchkOIHtGe1bf0DmuKi79UnIlNVd6L75EJvK/nYULTRlQ1v4cuBGFHT3RYF9T16NjmqTLMVrsoxii+vzKZbXRSh4T4jCZI7aujjaM7svZkaWHEMzow3wAnkeK9zJPfkbWFMsiyIcIzHJLkMKliPCcwlJCTJHbomJF2ijmDZakn30Cb9vRvdC1I/BDGEkOcrex6uD+WG8uiSq1J/mFIrdnE5FpQP/QATtYYj8qkLkTDK+1UjZk3gCObr3QOTTYFJFTYoUOw1m1h2R0d8Bprj7Re9mksbMKs3sUDP7spn9xczmoe+eH6L44CY0J/Rw9ynu/h/ufrO7L38zJI2ZZc3s/WZ2I/ou+zyKUyoolhT1Qb42f0G+fD8ADnD3Ozse847Vl/W8e+0V3VsKjXXBd+3tQiuKZ06ZvurStM16ihQpdilSoiZFit0M7v4sImkeImS3zOzUkudnouzUTWZ2WHhsMcrKtwBzkWwYij4XZeh+T1xYu6DuOndT7HRThYKoBqSGSAga0MIyKvk/Qdfw+yDg/ODFkWLXIgkuvxtZdMFif/GVh/32rnN81uwC+XpE4tyDfGpaAGqtZ25INKprt6g3+2QOAxlGr93TxtdWWxe60oOBDE/Kozai6+cKZBhZRVFRU3r8UnIwDtusLnksgwia7wHfRhnMeooEhHXYPgZo89atBsX18abkdTG6ZjsiU/J3hBQpX0X3RVLKFKMuI4+uYvGVc/1xXvbneMFnJ/uuCq+5K7zPqEDe1c/co4IXtrbkNbMkS/xwh8cmlDyWtLOfgUizsSir3Dscr0c4Xl+0YACVJnZFhFI+vG6LmWWQMXG9u6/o5P2nSJHiDcLMjkb+b2tQqdMzr7HJbgUzy5nZfmb2WTP7nZk9gwjgX6IGAvcBHwa6ufvh7v41d7/G3Re8FeVMOPbeZnYRKrv+GSKSc4jAfhgR1UNR6e0/0Fzza2TMfHNnxzezocBDBW+fmYvKh5vZHGC7/jdvAc0ofjp8+qpLU3VwihQpdjlSoiZFit0Q7r4JZeEvRvfp9Wb2/4IUG3e/Cy34bjazQ8Nj64GjgFHI6O/msO3jYbcRRWIFtFCdjBbUv0VBaRVS1MSoBKpj6UlEibohICkhKafovcHUvl8on9r3C+Vv6gSkeKuwGYXrmmcUrvvJK7xwuOP1yCelGpF4GeCTfRiUO9ROZJwdbIAVvJAoSU4Hhm/2DZb3PE5MM03Po8+5LzAdZUN/jPxuWkuOnQTa3UseWxAeTzorbR0nIibKw88jyFT4wAqq19bY1o7UOcJ89UT7DFYWXmFe/klWFbvCR+h67Qwxuhc2out8c8l454XfExFh+fm1LG9fxgLi4mUeIXLkhTBWX8dKn8dTLGZ+wyPc+ULJsRL1250ljx0BPOnuTSFLPzE8Ph11j6lCrby/how0c2iRcwVSAAEcjUit9RTP7yakamsgLXtKkeItw8zKA8lwFfAZd//KjgxxdweEDkxjzOwcM/ulmT2COjBdBRyKvF8+i5Qyk9z9C+5+hbs/5+6ddut7E2PobmZfMLPHUBLgEPR93gfNF5cCY9z9ePQ9fAvqYHltePzq7amVzGwcSlqKmW7TAAAgAElEQVT9xt2/M3PN77cgA/Yr2LlkTRPyITpi+qpLN7/Wi1OkSJHinYC9RfI8RYoUbzPM7GTgOrSAmw6c4e6t4bkTUHDxAXd/NDz2CbQgPR/5znwbdZUaT9GHBLRIdrQIbUcETDlqj3lU+DuPFrodlTKlfjVb/++W67fkoG6nPGJmp1HsHtWGDI0vnr7m/7N33mF2VdX7/6xz79TMJJOekEZJhUCAVCAQIQQMvUWpIqIIoiJfRMGK/lQUxAICigqCgjSRHiC0gKGXkJBCQkIS0nufdu9Zvz/efTJ3hoQaSDvv8+SZmdx79t5nn7re/a53Xb9NrUxuiwhkwDvuXlXwf+cBlyHypBrAiMoPiU7MWjiMjvM2E1kQz6KOmhxK3+ne14bE7egc1VETv+CPkqM+IUVeQOfJJCSb/wmbJv8TgqFN4VDDz1VIqXIoSjWIemUHfLdzpvvNgM3ITWRWftKH2fV5yP+gKVbT4Kc0HfnA3IgIkgeBo4CH0Yv6QWGOipq08Zy7H2BmlyMfnQT3IrKzt7svMbPvEPxukgDPzK5AnjU/N7PTkcw/j1a1a5EXxLNodTmLrrs1aOW7H6r4llyzjyK/mywyXn4e+Ttc4+6//zCTlCJFivciEAK3IpXd1xJvuK0JYaGmG409ZfZF99fE7PcV4DV3X7OpdjbTWDJoMeksYCRSIJUihV8dWvi5ErjN3avNrDdKbRqGfND+8kEpTKHIwn+AC939tqafj+x4/gHo3agFjVWdHwVr0f325NELrn3mY7aRIkWKFJ8KUkVNihRbOdz9ASQfXgAcCUw0s/bhs0eAM4H7Q8UY3P0mtNp0FVrdugDojgLWlTQEyHUFv5ejlI01KPhehlIzamjwEylEI6VNaVRh+7ccxYAWR3ZDkuoSGjxGSlHZ5XEj25/3ysj2520smE6x+bAx9v0WpAb5F8FvqIxmdY03ipkTv7Wyjpqk+lN3gFa0jyKLyFIUVdEmIfTKgH2QWqsvqv7VSCre0XZh52h3shStBL6JSIkadO4Unj/N0XnyM6R8mZSj7heGWcaytMt0Tr63sJk1Z2DRofTN7kfUkNWUrMRu7LyKw1j7Itl9X0TCPBc+HxK+0xOl773Kxk32S80sQiROIUk5Ea0KJyW1jwLqm6zCDycYCdOQ9vRcOzoNHsKIw4dyREvge0jllEfzOCukMv2voD+nccWTpei+UMYm/GlGRKOOGxGNundENOrwjX2eIsWOjqBIuQAtUPwROGFrIWnMrIOZHW1mPwtlrBeje9fp6Hn+a2BXd9/N3U9296vcfeynSdKYWQ8z+yUi8q9A9591iFjui8jkY5BS5u9AezO7CZHR44Hu7v7HD0HSHI2eB1/aGEkDMHrBtePQc+obaMFgPQ3p3u+HXBjzFPRs2i0laVKkSLE1Iq36lCLFNgB3f9vM+qDy3IcB083sc+7+mruPNrMvAw+Y2VHu/hJ6cdkbKQX2RCqKq5B6oRoZkxajwDCpKtMVvfy1QulQGRQcTkF+NonxcCOUZ1owpOXxZK2YyCLYOAGcQWRQP+D1ke3PGzx60fUbK22cYvOgacraGSjoPwqZPv+5ntraGC/PYKpjRARYFfhSGpQv+bWsGtPS2xyeo95Wsmw9DSlNRYjgmICk7suSztpZF/pkBmAYVda6eHz+2XUowNgT+ayU0GAmbOjF+UCkRjluXm5GtFO0K0WUMCM3IWm2w+7ZQVRZW5pbK1ZEi5kXz4DGPjQbm4ciRBDNQud/b0R6Oip5DSJ5Fof/q0bnaiHqgV+EfY8Q0WW7M6AvcMerjL3ezK4K+5f4Q2FmrYAeezFk0iF2/MXt6DR8MfMAnuzLoAMiy0Tufk4FLaK1rKpFpGY10MXMKhF5lFTGWkQDGWXIPPy4MKbXmu74iGhUa3e/3cxKgM+PiEa1HBPftVWncaRI8VnCzHZC/lCVwBB3n/H+W3yqY6micUnsgYiYTZQyf0FKn8/ciyrci76A1DM9kBpwIlIgtkH3retRetLcsM1OZvZD4GTgOqCHu6/8kP2dhdJqjwzvM5vE6AXX1iCV4j9Hdjx/X+AIpNrZB93fE+Imi+7/rwNjgdGjF1z7yocZT4oUKVJsKaRETYoU2wjcfZ2ZHYlSmf4f8IKZnRXyux82s6/QQNa8bGaHA2+hlaw+KFj9I3pJORzJhRMyZheUO74aqQyeDL+3RsH4OrRaVUzBfSNrxQyqOqaQpPkgZBER9PTI9uftMXrR9alh3+ZHo7S0oAS5EBE0RyD/mW+2oM2t5o6bE3tMzupwCacSE+kIqH7Nnx7QnFZnrmHFzY5X0eBJNAdVG+oMTEOGtwBkwyliGBHZMmQWuQDJ9hNipfCESc6pu4ApNazr+2xdYs+yoXQ41b6O5tYK1dx+L+fQMmpPr+KBrIqXMqXuxTx40lcGvbRHyHR7EfJ4aQ5E5VSU9bMD69ewfMgkf3mZEzclao5BaUaJesf6M4wSyo43s5GVXnXnGlZ+D10vjxRsNwwY1846X+8en7AHAzMxcbyUBUfXUlNf7CUlhmXrqPUwxnUoCMqhoOgMRMh0QNdf+6R/RAj1B6YmqZCFqPf6XIYoi0eYWaKESpEiBWBmJyIC4VrgV5vLr+VD9l2OiIRCUqYjIhFeRv4tFwMzP6m57ycYY4SImLOQAfA4tGjTFt3Xsui+/wfgzkQhE0pxfx+Z1d9ESAv9kH1a2PZc4HPu/tZHGfPoBde+hkjrXwCM7Hh+UkHQgOrRC65d/1HaS5EiRYotjZSoSZFiG0J4abvczJ5DfjW3mFl/4CJ3f9DMvgo8ZGZHuPsrZjYMvfw9ghQLdagM8E+BH9JQaQYUyFYBJ6BUjrOQUuIEZEa4Dw3BtQPWubT3RyFpEmRQQHt6GEuKj4AR0agIsDHxXZsKvJu+2B+JSLdnkX/BFODALtZ9dmSZXQBW+7J4YvxCchBLw888WtGdsJrlV6IX4P4ohakUKVPuDO23RoqaNgALfBbN4uaUWjOm58fnEKHzBCKJ3kLnYRWN06ASsqI3SutpG/5/A+k0OfcSK6LF1FLN0nh+4T7WAKV7lRxISVROeVTJkvy7maX5eQlplUer1RWh/Vlhfw4FVvexAc3LqeheShldWLFqDtOazumpwNHI6wmADFnMzNw96krPv0/ipfvR9VFoJDwceKLOa08rorgIoIxmc4FOL/GktadzzUqW1gdPoOaIjPlNaOcetAKc+EO1Q0qfJKBcg0jPO5oOFmAs9325JW1nt6Fjx270PGhMfFfdxr6XIsWOBDNrjhYshiJvtxc/5f6KkdKukJTZDaXqvAw8jjxbpmwN5b/NbGeUTn0mSsN8HPlkHYVI4/bIDPga4MWESDKzFsgX75voubDnR1H/BGLoKnRPPmBzKIdGL7i2mk+nOlSKFClSfCZIPWpSpNgG4e5j0cveHFRu+FkzKwt+NglZ0z+sSJ2MDAevd/f/Al9BJM1ZKAc8CewTj4yLkPphLXC2u//V3QciefjpKMA1wHcu70c2auq7+qHQDPjeyPbnNU3RSfE+GBGN6oMIkTUjolHD3+erhfN6EfC78EKd+ME0f8cnN489n8t5PdP8jaiOmqaBfKJGGYwqHrULf68t+HwIIiZKCzd0nOnxG0zMP0cN66sR4fAl9MK/MGy7tsk4E9ImiwKCBBsWFGLyzItnLGxC0pD0X+PryXsew6gNXr4Fn++Kqjztgl7eRyef1VK9ocpTjvp3m7RdjUqIJ2W6ARjPOJb4AhYz7+9v+ovPospNhkyBExwCLHiFp7otYyHzmcU83nkAeKueWuYyY/ZaVhWh66EeBWsvIO+fFihF7OehrWZhLBuI1RLK1u/P4UNGRKP+NCIataHCmpkdAly6giWnT2fC8jHxXa8DjIhG9RoRjbpuRDTqC00nMEWK7R1mdgDySakH9tncJI2ZZUJ56jPN7E+hCtIKlF41CBHlX0EVmAa5+/nufpO7v7klSRozKzezM8zsyTDGjshYuQ6R1EPQveefKIXpNHd/wd3dzJqZ2feRUfvOwMBQWeqjkDTFoe0BwEFbIr0rRYoUKbZGpIqaFCm2Ubj7AjPrhcxMjwNmBnLm/iAhftjMRoa/rwAuNrPX3f16MzsNlUH+IqqqcDMKnovRS+y/UKntv5vZA+4+JRik3gbcZma/blXU6eJsVOx8fMK3LXoBTEsLf3ic6u4tzMxW+fJ/BAXVM03MazekPgW11a7A3WbWDqlaXgMOX8nS0ZFlTnkq/u+JTnwn763sBQ3+KH1QyehWSDUzHnkgdUVqlieQemRj2+cQyTAnjKU58BgiGg2pXJoSdru/zxy0RkFDWdMP3qgd+4/2ma6nro6XF6+Jlyf9J+enIX+FxNz6aTRX+cn+indimdWwniXMb9Wk2aWorHhS2rsKiFaxjDcYtxJIvJaS8uA52OB/sRNw1XrWPjuecceE/kYiAmZJ2JfEJ2oFMgeFhpSntig147foeZ0L2wLs1Jt9KsuoGOju/cxsCnCtme2CrtNTw9g3mHYG8/FuZnbmiGjU1DHxXRsMgFKk2F5hZkWoKt3XgK+7+30fsMmHadMQ6VuolNkHpVUm1ZfuAF53960uxTeMf3/gy0jp+AKqgpcs7sxH9/oZSD3zH3evK9i+BCltL0VpUcPcfcrHGEcFegepAQ7b2suhp0iRIsVniVRRkyLFNgx3r3P3E5Cqph0iaw4IL6LnAqPNbB+U6vQU8DszO9jdxwAnoRfJZSiAXhiaLUJB8A3A1cBNoRRnYb+XNM+2WWrYJ1HEGAW+Jik+FB5xPB97Pn6XGW1RmenFZvaomf1fKDFbmPp0EZL5t0BkSjUiKw4GDn48vnOP2PN3IXVVgsIKX8lx74AqhiVKl940kCC7hDbHtrA2lFkFxZRSKj/eJE2nFpE6a9AqbW+0+pr4BxRiY+dUffiZR4TFMUgVVugr4TW+7szZuSmZFfGi5P8iGoiKPDJUrgHm0lD1rCwmb+/yti9hPkDPUprRL3MgvaJ9MaIIBV17FewzZVTE3axXbSVVe4X29wn7eUn4+wuI/Ppu+Axgdti+FUq/ahm+4+g6HG1mpaiUeg6lQvVDhs3J/iTzs1+OenfiyPEIWGFmzVDJ8Mvd/UkazIkByFFfBZi7G+nzP8UOADPriYiE/sDeH5ekCea4x5jZ/zOzR9C98BlEaixHvijd3L2Hu5/q7r9z92e3NpLGzDqZ2aVIXfh3dB/6CVLMXoIWTwyp+o5w9/3d/d8JSWNmWTM7G/nTfB4Z/o76mCRNW+SHNxc4MSVpUqRIkaIxUkVNihTbAdz96iCzfhp4xsy+7e7XhlWz0eiFahTwBnBfUN6MNbNjUWD3VVRR5t8owMyU0aykyErPXu3L5qDc8ysL++xc1udmwy7+BMPO0LjccIoPwJj4rnFl1uw/ZTR7eQVLbkHeBkci35mewLdQ4F9iZuej434pOi+aI7+iM9x9tZn9CLghpAP8GxFzRWy8vDfIO+CvSLpfioiEDFLK9OiVHdCuU6Y75uCxuJ4p+ZeLF/g7RTRUDEuqFrUP2+1Mg1lwIxPkAtSFz+tRUNEJ+bi8RYMZdpI2leO9z7UkLSuDvCKKw3dfD9smnjtJO9ndM4NoZe2JLc86VlfOjd+uQcRGS8AjMjY4MyKKiNrtyh4nH1Z08tmIiJoCnGZmN6OUpfvRKvUtYQwTkMqmQ9j3pM/liFxxMzsXkWIrgQeQEfRvkUqmvGCOBk/htfpq1s8rpeyhGl//b6Suex0RrMm+Jyaf36qgxdpu9CzvQNevj4nvGr+RuU6RYrtAePZ9DVUP+ilw3Yc15g3V2ppWYCqhQSlzHfCyuy/4FIa+2RHI32MRIT8IuBsR3YOBC1CqcxG6F94J/K2pAXDwkPki8DNgHnCKuz/3CcbUDSkr7wZ+tKVMk1OkSJFia4al98YUKbYfmFlSqndnFLSdBhyP0icOR6kbb4Sf/dx9hZkNQN4h57v73WZ2ZAtr/eCAouEAPjs/dcXb+QklSJ7cPLS9c5ey3ct6N9u/OBNlP66qZi3wjdGLrv/nx9x+h8GIaNSRqPzpa4/73eXIc+YRADMbjI5vNTJydBRMJFWZEhXIbUj2n6yMRsAzlVTdnye333rWHoLUNz9u0n0h+ZFHxN6JiEApRga7CwcXjxzeImptcT4P7pgZS+P5vJ4fCyIouiFizpCfwUKkNGmRdJSlyHfPDLYsRUzOv0gN6+sRIdM3tFGCiI5KVCHqHaQmS9K2ClOdNoZEpVITxu9hjgq3nbxnZv/d21pnwJmUf3HdIp+zHAUyHQCKKOGgzNFEliH2mIU+u+2k+KUliMwsRdddhMy4jwauCH0sRSqi0QVzmA1zsUvY9u3w3aPRqvVMVH1lYsE4LYx9PAqa/o7S005AHg81hxWd/KPY44sX+Zx1b8YvXooqxX0XuMDdD3ifOUqRYptGSPP8G6pId9r7qT1C6k3TCkzt0HP05YJ/s7YlMiEQVQMQOfNFRODegu45X0H7PBWpId9C5O59TatfhXaOQfePakTwPPFJ5sLM9gQeBq5096s/6PspUqRIsaMilT6nSLEdwd1XIO+Pe5AkezKq+PQtZPraHPnZtAbuN7Mid38FkTjXmNlp7v7QgKLhlxhGxrLWOurYHL2gDUPB/leB7n0qhg7JRNlPIlXOoBfgFB+Me9y9i7sfuzO9+6IVUACCIeZg5Cv0GEp5y6H0moUoqH8QpdAsNrP/mtl5wM572f43DrDhvxlshx/Xy/b9i7v/BJk6gggNEJGQ+K9k0Et7UqrdEYly2czcxFl1Xks168hRT95zzI6nJsPcC517WfTc6Y3Op2IkfV8BeOeoB21tJ1pZO3pm9gGRIx1DG10RwViOiJa9EDFSaMIZIUKjMH2LJp+vR94LE4AxyTTS8DwsnZx/iRnxBJ+cf4lFPqc89JmUxqaeWt6Kx/saX8mU+BUmxS8dGz4ag6rJNEOr028hE2XCmFaFOZxJgwpoJXCFu9cj9cxC4Gl3f8ndV9LgF5XACn5eisirvdA1fkIgaUrd/WeRRc3bW5cOZTS7AjgMnROTNzE3KVJs8zCzIxGBOQkYUkjSmFmJmQ00s2+Y2U1m9ibylLkSEaWPoPtbS3f/nLtf7O53uvs72wpJY2btzewidB+8HT0rjkTpX5ej8tdl6F48BfnCDHP3/xSSNCYcBryI1IE/QvP5+CckaYaiSlLfS0maFClSpHh/pIqaFCm2U5jZN4A/oSB7L7RS+EcUsA1HL1+3ufu54ft7oED/x4eVnPpo7PFzMfmub9Q/yzJfOBMF1X90998mfYxsf95EFKh/HLw0etH1gz/mtjsURkSj1rl7OcAUXo3nM+sUd78zfGaodOqEx/3utV3ocUcraz98rr+dW8bC9cBQd58IG1aaRyBi7rA+NqBkJ3apMjPW+qqXn48fGWRmpwC/Q+qRWhrMa2vC70m56wwNKpR1QK6U8pKBxSNKi7yEN3LPskyZAUl6T+HDplCFNQN517TraLu075MZkAF4N57OzHgiefEwSRt1iNRpFv5djHyOzqaBaFmJ1FrliJhoilp0Lp+LFCx/LPjMaVwaPEENqnh2d5N2krlJVEdPIxVMF6D756LjLwLur6eWl+Mn4jpq3wnjyqMULkfkTRcUPL0V9nOgu88AMLPdULBUhMiuBDFSFj2F0t6OcvdxAEVW3HxI5vDFRRSX5Mnzav6pIWt91YtmdjXwjrv/fiPzkiLFNgszK0cpgkcgcnQcMiUvTGHaHSnWCpUybxaa5G6LCFWTjkTqmYNQNceb0b3m64g8fhXd0yuRAvNGd1++ifYOAH6JSPKfAne6+6bI748yzmOQ0ul0d3/sk7aXIkWKFNs7Uo+aFCm2U7j7dWb2HKrm8DZS0nwHkTEj0AvsKWY20d2vdfdJZnYw8PhjtbcVoxSnJSio3RVYDVxmZg+6eyKV+I27/yW8JH+Usa01s99sht3cUTBsPWseWsrCtvOZZcDtZnYZcNqhdtK/3H13wA+1k0Y4NtTMaE377NN+77SY/Ib7vLsvRmVXbzWzKE9uVEz+VpzMVH91oJktQefK7agiyCAaSJlSGtJuEpPhhBwpA2o6ZLpZCaVEUYZds31ZVr8AGitAHKUrdULnVR1SyqwDqhb4O+Tz9WQpojJqxSHFX2Ctr+TF+sfimPxMFGQ8g1a9Y+Q/sZbG6tCqML7XgAMoeM61j7pSFbUrmZOf6tW+9hwaqksl+wgKbhLfnATVSNlSCC+Yj6SPxcA3kKKti2H3ZMiSIUs36x1N9ze6oDSlr4XvrwOudvd1ZvYzVGnliYSkCcdshpk9i1RAQwv6Xhz63TO0MQ42+FHc+2L+sSdaWOsjVvmyuM5rkzLEu6M0xxQpthuE6nZ3ouvnQUQy7I3UJAkhcyuqwLR+U+1sazCzfoicORWlMd2EPGe+GH5fgwzMc+g+9SPgoU2VAjezfZEp8u5oIeeWpqlQn2CsZ4e2j3T3VEmbIkWKFB8CKVGTIsV2DHcfb2ZtkAz8fiTxvhCRNUchNczlZjbN3ce4+zQz+xyqEFSKKj/cAfwFBckx8ICZ9Xb3/NNL/zl+3xYjo4psq3xkUeY9A9gI8p5jbW55PHnN/56W7UqKD8KY+K5XzGwk8p4xpO64AHhV/rOGu9tKX/p/Lawt7k5MDPhs4BEzSwwbVyRthhXSO8yi/Qyb7cS9UbnV1kjhUYxIkIpkG8OiKtr4etZSS3WhKiYCFqyIF+/mGSfvORbH70KDiqZQUdOJBuPKhKyJULpC38U+NwswPDMIM6OMCiqtpa3ypWNQWe2DkPnx8DDOC5HR8RkF46lE6VUbxlhprehbtD8RGdpEO9m4uvv7IwVLLxqImuowptrwd0IALUZ+F4WGxyVh7HlE7oCULU8jgmhx7HH7TPh2rVcn2+5GY/LqT2bWGaUUxiiYaYrfo8CrEG8g8mgd8ushVGf7FxDXUzdoqTciykABWJr6lGKbhpl1QgqZQcgkfzdkyD0eVRD6L7o3rtxig/yUYGatETFzFiJvb0akeiekEvwdqm43Dc3RsyjN6P18ehJiZn9Ech3v7rWbabyGqkmdg0p4T9sc7aZIkSLFjoDUoyZFiu0coTzozsB9KFXkW+Hng0hhUwPcZWa9w/dnIv+Q81FA3RMFx3mAUsq772ufmzYoOvTWmnj9k+NXj/muYZPynv9AabS7167NLfeXVt5fsSq3+DUz22Vz7+/2Cnd/Da2MrkUM11BgyBLm1SbEzESe//wr/mR+IbPffNWfXhUTV4bv7wJMMbOvBBPhwpYrnHitu38dvUwbkshfh1ZgN6QF7MkQ+rG/7cdhVkp5o5XWYkor9vIheF2OOfVTmZ2fSmirFvnCJGRNCUpPehet+BahdKbpKAABYFE8h9jz1HstaxVvnYMMrVeHNpsj5cvvaShnvWGnENE4M3yXqICviBoefRXo/E/UM4mSJqnyhGm760M7haRH4f4k2A1VpnoXKHndn2G1r2C+v5OfwzSQyufg0HYe+Ie7L0XlcRchr5qlvBfPNtm/RNXUEqneakNAdC0ilPoCPyj4bmI0XoEC2RQptgmYWWsz+7yZ/djM7jez+YiQuQB5N60H+rt7G3c/0d1/7e5PbE8kTSiJfWQg3GegEtrfR4bAS1F1uOvRPWUOIqkfBnZx9/M3RdKY2W5mdgsil18Eugd17eYiaSLgD4hgPyAlaVKkSJHioyH1qEmRYgeCmV2AXpyWISPSn6HS2zegFcn+7r4sfHcnlDZVD3QHzgRu6G8HZ6poHcXELGbe5W/GL/ygJCo7r1fF/r/oULprK3cnGxU16tc9rs6TL1tdv+SZ8avH/Lourr4XBZqrkRT6+c9kArZxmNlM5M1SBLzk7p8PgUsHFJAnqTggU9rnUUntP6Djmxjxnu/ur4Y2b0fVPv5tZiOQ6qoHIjqeA74dfpYexFEUWyk5r2ciL7KMhRtShtrTmT4MIGtZqn0d4xi9Gqk9OiKyqFnB2BwFFCWIcClFaQvPoRS9YsBLKbdaanB5A+cQmdMitHUjcBJaSb4YODBsm2ApWnHeoILpnOnhLa2dvZN/k7W+KvleoUpmVWi/vpzKooF2CBFZJvrzS5cy/3WUMliI6rD/xUh10yz8XRT6TwyIk3m6DaUlZBDx0zts+1KYq+7u/h6D7uAtNBWldSVjnQ/sG+bscKQoOgH58nwPmSVPCN9thlJBfu/uqS9Uiq0SZlaJzunCCkytkb9Koa/MQUg58htUAe8T+6dsjTCzPkg5cwZKYboJKVx7IvXM8cBYRHgfjhSX1wCPvt+cBAXfj9H98xp0X1i1qe9/zLEXI7VPJ+CY7Yk4S5EiRYrPCqmiJkWKHQju/kfkTdMcKSZuAK5CL7zNgXvDCxbuPh/4PFLj/Aq9dF2XJ7chh2WRv3uhmT1T5zVXTFzz5Itjl93663drJj+9qn6x18XVa+vjumXAS2bRBU8tvWXuSyvvH1gXVz+KXjxzKEXlkWBgm+KDMQUF60cAh5nZJYSS0ahsdpKKU48IgBOQsmIwSo/phMiIh83sz0FGX4GIFFDKziMoWFqMUgvGIul67i3eoN5rWcUylrMYGnxdWMFSYvLEHjOPdwjttqdx+lSOBjIpqeJUG/7thNLxkgDDaljvTrwm/J1FxMajaBV9QGgnh0rH3t9krqrCzyWEtKu5+elMzI0rJGkArIW1oX3UDSNKSoUXtaeLZykiYxm6Wo82YU6awsGSxpohwqkk9NcKYBd2Z2870CqpipGRd4LH3H0WSjlYBfxwEyRNBPwDEW6F3hLHuvui0N/J6JpqDvzc3W9tbR07N6N58v3BwB6kaU8pthKYWamZDTazb5rZzWY2GZHLv0b3hgfRfa6lux/i7t9HFeKuQGqSQ939t9sbSWNmVWZ2rpm9gFKQHTgEpXc6moN/o3v9OERQL0OKlSPcffSm5sTM2pnZ7xCBuxy/+KwAACAASURBVAro6e6XfQokTSU6fmXA4SlJkyJFihQfD6miJkWKHRBmVoHUCR2QcexBSP58KAp4z0lKcJrZLLTa/xjw3WJKn+psuw2t9epl85jZAq3srwP6IGXAXeVUfLePDWxdRPHECmsxbEz+jrVmNiz08UN3/1WoSnUlUh+sRit7P99WyqBuCZjZH5Dkvx3YLwz7qhNPRqku3dCq6x/RS/j3aTC6zaP5vQJ5oByNgvY9UBrSee7+pJmNQca0D5hZB3TMd0IkxMLQR2H6T+PxEZEl6/XUJWlB6xFpVI6Io5iGSlGEn5NQYFZEQxpR0kc1Ij8K/y+PKh3tgRRfn0cBwUKgvISy5jnqyStTaH7Yrk1ov1A9A+AtrZ3tW3wI7s7ieA5v5iTuak4r+tvnAGOqvxovYNZaGqou5SpokR1gh7gR2ev+DCtZUh/aL0Yql/1b0o5+NpSsZVnva+Pn/OGk/wilLRgKxuYD/TZm8mlm30GpA0OzFN3RIbPz8dW+1pfm50fh89VhntcCf3H3Kw8rPrWPe/xaTFw6O57KjHjib9F5MN/dr9zU8UswIhp1BiJy3wH6jYnvSq/JFB8bZpZF/kiFSpk+yCOqUCkzKZSp31gbwxFh+R/g0o2RmtsqgrfUIUg9cwQwBqlnHkPzdC66B/wPpXMORyT5n4B/uvuajTRb2H4V8F3gPKTq+5W7DKw+hX1pi9KuxqPnymYxI06RIkWKHRGpoiZFih0QwbdmJ/RCeDJSHQxDgf6xiAxI8AIK8vcHrqmj5piZPik3j5llyI+jK5Je/wp5hfTsafu2qqJNUTmVe6PyoLj7WOSP8RMzK3L361A51fVIcXEW8K9QtSbFxlEFVFdSdfFwO+nYg+2EqBO7tQmf5cK/49z9p0itdDMNKVHnI3LuFVTKtQStxHYBrjGzIUh58RyAuy9ECpvXkIdMN0SobXIF24kJJI3+FEGTkDT30pigiUJbe6Dzoi6MNdm+JvyrD/8SZMK4OiAFzvLwebudM7tnhhYfw7Di4ym3SkLfj9BgnN+UZLLyqLlbDBmPaG9dqDJV5l7Ncv7nD/KcP8wCVdpqZJ7c0Xb2DFkLihtCH9WISBoCkKNek+8xOVn9JGqide4+Hl0z9cBFmyBp9kWKqFMA71d00AG9sv3Zu2iYHV52xvCQqlaBiLl/JyRM3vMHxcSlGcvSLuoMSov40EbC7n4zUOHueyIFU4oUHwpmFplZTzM7zcz+YGbjEBl8J/A5dA5+E2jt7vu4+znu/ld3H78xkiYob65C97Kz3f072wtJY2bdzewXiBD9DUpV3Q2p41qhhY3R6B5xJ3oG74IM1Pdw9+vej6Qxswoz+wG673cE9nX3b32KJM3OSOXzKFrsSUmaFClSpPgESImaFCl2ULhwGPBDoB9SJXRGgeZPzOyI8NWXkGJjBLAXSpVKAvbu6GVyMCIRHgXONZgQk8eJo7n+dpeCbs9BQfvPwt+XIUXPGqBdGMcTwZMjxXvREZjaknZfBG8ZWUQX656kPp2CVpu7mtlQd69393PQMTOC7wsynL0f+ClS1xQhkuQhdOw3EBIhCPgKOrZzw2cbLe26EUQ0KEwc6I+IuYTQqKfBkLcPjcthg8iHbyC1VobGZE0ZMtVcEfrJAnTJ9KjPWAbDaGXtQX4z3VEFlKaIgXhhftb0DQO2DP2LDknIDeqpo5ZqwjgrC7dd4vNjWTjHLPJ3HXnSNAv7EwGsYQUT/Dlm+puM92cTA+A64HUzOwgpCyailfNGCKq3fwMXBIPvy0usrFnGsgC+PL/wIFRyGES4/iRsV/pc7sHjaqkh9jwz8m+CKlt9KKLGzE6nsdq26wdtk2LHhAldzOwEM7vczB5H5O9jyC9qPjIk7+Tuvd39DHe/2t2f/zBki5ntiZ4/OyPF2Xuuk20NZlYZTN2fRaR4M+Bod98XkcqXIjPy04HHkTLldPSMHOjux7r74++nPA3k1oXA28CeKC3qbHef/Snu115I8XONu/8oVcamSJEixSdHmvqUIkUKzGwoIlwcBcjFSJ1xEAp2f+/ug0LweD9S30yiodTw68jP5G5gnhEdur+NvPEdn3z6fN7ZA/iKu98RKtPMQ6kozd29Jsi+70AqhBah3XbAUe6eemoUwMwmAneUUfHj/W1krRNXzvBJtbOZWoJSf76GiLdyd+9XsN0liGgrQauyq1EazwSkTLkTOBulzxgK+v+KzodH0UpvhKoyNQPa0lhhkqNBtbIx5JEPzTpkAvz98HdCstQBJc2tlffJDLS1vorJ+ZdqnHgh8rkpQiRHHH4mKURxaGesYcM6RDuX7pEdbPXU8ULdI9SyHlSq9+dISVRYQt7Dv2hw5vM0j1qCgeO8k5/EjPzE9zsU7BLtwW62BwArbBmv5p6IaShB3qhUvWEYETF5R8fpVlS1qw9wsLu/3rR9M7sRwN2/YmanApdXWqviPkUDO6yP1+Qm515YGhMvQuRm1t3zwRvivtD/gWGOKKWcmHxtHbXl7+NfUYr8L/brzG75XuydAc+ZRfuPie96+X0nI8UOgZDWUpi+lPhEFaYvveLuiz9hPxFSdf4AGWP/Y1sO/MP+HAR8GRFYY1Fq08PonnEMSm/qh+4NKxHxXofUrLe6+/oP0U8RItZ/hJ7JP3b3Nzbz7mys3wPRs/8Cd7/90+4vRYoUKXYUpERNihQpgA157DOQ5Hoteklcg14wpwCt3L02lPldhtQMfwcuQmqLK4CrUTDe090XBrPaKehl/v/c/Z9mdgIytr3O3b8V+i5Bq4ldEYnzGkqJOX17WEXdXDCzpWiFdF5zWh1YT+3vq1nXPyKKYmJHaUD/RaTL7u4+NWxXTHhxR8f4NsP6dGLX2hz1pQuZ8wQhfQgRI6uR6uVFpKY6xN1zZnYpUuG8gAifj4JEBr8G+Asia+oRWZMB4iHZkZlKqyLvOSbnX2Khz06IjVpEKJXQQBDFQE0FVdmB2UMzhmVez4/1Vb7U4g0cDNBg7PsqsOvGBtY/M5xWUTswqPH1vFj/KHXUFH5lYZibDSrUgZnhVJmyzuqoZWzu3ve0W0lLyqyC3tE+FFHCtHh8/bs+/Rl0TXwRGQqf3nS7YK59GVIh9URk2XxEpp6F1D2vo5SJo9292MxaoTSJ8WG7VuVUttove0QLw4g9x8x40iXvxJN/s5H+DkWKquIwtrUoEI+25QA5xceHmbXgvRWYqhDhWUjMzN2c54iZdUJpTuXAGe4+Y3O1/VnDzLqhaolfRim+NwH/cvdFZtYV+Gr4Nx2lhnZHBM2TiKB55sPMbVjsOAUpVWcCP3L3Fzf7Dm287+NQUYJT3f3xz6LPFClSpNhRkKY+pUiRAoBQmaEtCs4rUDBYhMwHp6PVPlDg6Cgg/AIqG7wSqRbeQsHeY2ZW6Sr1/U2k0vm1mZ2NXkiXAOeaWfPQdy3yxlmFSJ9+SO1xs5md9+nu+daJEdGofUdEo740IhrVDDaQWc2BRcD81Sz/UhVtzjnAjogOthPoSk/Qamw9IjGeMLNdAdy9DhlJ/hGY6e57DObQ//Zgr5I+7MtO7HIgMuWdhoiAGGiJ/IXmhd9BBriPIPXTQ+8z/I0FF1lEyLRE58TvaUh3ioHMel/j+WBrUMO6uvBZC3RelNKQKgV6fpV1jHb2DNlMxrJ0jXpZTAw0Uo3YXtmhyw8rPX3XvbJDNzrYWfEk8p6jJl7Py/VjmpI0oOuiEabnx4fEp5ip+VcbOiOiOa1oa50ZmB1B38wQiigmsohuUU8L+3FU+PnDpu2GY3Y18o4qR8TbVESgvEaDcimLjk+NmXVEq/RjUerEPsAj+2WPaC41D0SWpdiKf2RmXynoKzKze1DqVBaRqbsjMnBVStLsGDCzMjPbz8y+bWb/NLOp6Lr/BfIyuxdVLGvl7oe6+6Xufo+7v7uZSZqT0Dk+FjhoWyRpzKzczE4PaWCvIeL7C+ia+gPQ38zuR0RrFapYV40q661EKV4nufvYD5rbkHp2AnpWnoc8fEZ8hiTNV4HrgSNSkiZFihQpNj/eT6qeIkWKHQwhLWJIKOF5IfJEyaMXyUFm9gqqNLEUSbXfRHn2/VDgvAytID4FTDKzAUg9cxoyKv4pUkV8F1XwuBqtNuLuq81sJDIjnEkDWXOBmfViE4ar2yNGRKP2AP4X3tPPQGlLHYCF7h6b2VPAiD2iwY/lPOdmke1M79wcn/ZN5EXyFEpnetnMHgV+4+7PmNkTSKlxUTOa1zluMpEpTlJ1TkSE2W9Q6sFaVBJ7spndjgiaCAVwX0eBx3c2sgtNTXtXI+IvIVoqwnZjkWLLAd7MP2/trSvVrGGlL82gc68cBTnXIKVQWWE/S31epgs9wI0F8azk/zcsQhRTQrtMVwNoX7QzhxZ3Y3rda8zOTdnQyDJfyJO5uzayGxuwnsYeNaxkGU80bJOkYvmA6GCrsCoiizCikJ+VJ/Y8a33VfehY1qEKTY08I0Lqwr+BX6Jr63Fk2F2K/HreCGMpQYRdhIi5Z5G67ddI2VaNlFMWGgZ3WlqHX8MbPwlKtzFhuwoUlA9x97lBfVVKaiK8XSKcY3vQWCnTCxGBLyPV1pXA5M/KDDYQ9lcjld7R7v7SZ9Hv5kJI6d0PPctOQosdNwD3h/Te9oiIOQc9O/+BnnNfI5j0IxP49zDE79Pf59F92ICLgdGfFbEa+v8Buh8f5O7TP2CTFClSpEjxMZCmPqVIkWKjMLNj0Wq+oUD7bULlDRQIvoHSn05BSo8atPK/Cvg/9LKaQWkYdTSYIv4ZvZj+AK0odnD3pQX97ooCyNmowsV0FLCvA075oFKk2wNGRKOOcPc7zaxZjVfn/8dDP0Wmsz9098HBE+DpYXZcF8NmGVHRXN7OT/c3HKUJDUSB+GtoLi+spGpaB7o+MZ2J3wIf0ZoOu3el+19qqal4i/F1eXJZGtQqieHv11EgMQodYwP+4O4XB/JsNPKvOXUjuxHTUNGrJrRdFNpOiI3Eu6aUBvNhK/gJDQbHi1EwdwkNpA8ARZTEEVEUjH+bwNiv6AjKo+ZEmSxmRr3X8dT691op9CkaTIdsN2bXT2FmrpFHzYbx7GZ96RJ1Z77PYlo8nnKrpIRSX+FLDIxDM6MwM21gEe7O7Hgqs+Op1FGzEyJFVgG7uvuKRiM1uxyZPx+FrpH9UCrgAei6OQgFeh3CnJ6EjFu/7e7XhQBqGQq2j6+iLQOyw8PBiOsylmk3pv7flejabRW6vdzdf1AwhtOBfwIj0lXybRvBG6UnjT1l9gLm0Dh96Y0PSxJ8CmMcCtyC7lcXuSoSbhMws52ALyGCxhABc4u7zwvX4jCkdDkMebg8hspwn4yUiVcDL3wUgsXMhiGCpg1KZb1nU75TnwbCOfVHdC8a6e7zP6u+U6RIkWJHQ0rUpEiRYpMIOfbT2lqn4t2iviyJ59fO8InfRIRLUpGjDhE2+yCZ/FSUAvV9FAS0Ry91/ZHR4cnopXwCcDTwgLuf2KTfvdFL7WRkWDw//L4vWnGd82nu95bGiGhUFrhhva859S3eWLSMhQ+jOV8HfAsZOq8BTsmQ/VMRxZU1rG+G1E7nIfJjBlo5rxzKEb2LKX3eiYuWMH/tm7w0H1iAjGe/j176V6Jg4mwaKkFlEVE2CSlt1iAFx8NhOwu/d6Mh8C/E6tDWm0iZkyh3yhGRk5ToztFQHarQgyYxDE4eVK8jhcnRNParcRqMht+D3tFAOkW7EBWXEBOzND+XN2rHNvpOmVWwf+nRZCyLu/N49W14k0rkGbIcnDkes4jY87wRj6Nf0YE4MDc/nWn51+kR7UVX68lKX0pRVEatr2dCfhx5cjUo3eti4Pvu/rvCtoNPzM3oOjoaBWEVwHCkbtsPeewkJdST8up5d29f0MajNE5r9gxZi8mf6fhYdM22C3P+X+QtsUE5YSqnvD+pP802hUAMdKWxUqY/OkcKSZnXtgayOyh7foruN1939/u38JA+FILp9jGInNkP3TNvAp53dw8ebmcixWkO+XEtI/iGhb//4h+xRLaZDURKu+5IFXnrZ60wDem3NyOl7bEhXTpFihQpUnxKSFOfUqRIsUm4+2wzq9wz2q82YxnKo4qSXFw3dJkv3HUtq1ahwP00pHq4FjgcETPlSFWzJ0pveQ4F+jWo6sUwlJ6TB441s87uPreg3/Fm9gWUvvM6WhUuReWnnzez47c1efwHYUQ0qhuqcPLqmPiuG4GvmNkfkBLpduQfcwQKAK5DJMh38uQ65Mn9FM33N5AK5gYUQOwOzF/MvHu70D0fWba4hbcuQuVuuwNPIIImj4iSA9AxfRo4EhEhO6PUiHnIrPLHKAVqcvh7OErDaYSIiGJKK2pYvyyM+USUTpUJfVTSUHmpOGxmjZpoTOaAzqcZyMeoOw3EzobtWlo7dsnuweL8u8yN3wag2IoBI19Xy1x/m2n59xRZotaryVGPu1Pr1e8haQDy5KhmPcVeQp4cZVYBQNaytIraQ554ejwhms4EbdC4ibXIm6ceXSsbEKrp3IxW53dDqWd55Bd0GrpeQCqn8UhVsxNSS/UqaOpuGpM0S4C2efk474lW/A34GyJ/7gHuMLPTChQV+wCr3d1HZL6YDXuxa+g3AoaOyd/x2nsmJ8VnipBO07QCU54GQuYKVIFp6SYb2UIIarx/IZXcPu6+cAsP6X0RSLD+iJw5GSnSbgJOcvf14fNBZnYuer49hO7HfZHZ/gKkkLs7+IV9lL73RP5vA5GS5saP2sbmQKgodw+6dx++pRRYKVKkSLEjITUTTpEixfvC3esylpmR97y7w670PXOgDe+yM72XoNX4+iC9/gZSelSh1I4TUUWL/RAp8wBSX/wIqQEOQiQByF+jab9PowB/T+SfUIZUJT8GHgzGk9sT7nH3c2OPrz/YjhsO4O4TUDD+T2RoO9bdh6NS6FMRsRIjEiBRP3wdeZtcgFZey2cyuXIlS7O1XsPbvDmdBrXKWSgIb4tSzXqgCkenA3uj1KaS0G5blH4zDhFoGRTsv4DIB0dEHFmKOCB7NAdkj4r6RINaoWDshyiFqi60WR3GkKhg8mFchfRGkg6VPKuK0Gp2DVqtLizvFAHsUzSMNlFHemX3pdxkK/NW/jVqbD1RlKEkalawSQNi8jxX/QATap/hhZr3+CRv2ODF/GNMiJ/j+fwjLIhns9ZXUevVTMu9vmEMm0BSivyxYJ4NbAgC/4HSP6YgsmU18gnpjYiaImQ8PB4YiRQxsxCpUzs8O6rzwMwhuQHRIS1KGix8/kpDpS2QL9R6YIC7fy2kmBwN5CMyDw+LjvvGwdEJR6Lr7OlDohNPcPf1Oc+trfe6t9y9mbuXoYo0KT5DmFmVmQ03s0vM7D9mNgedK99G59RfkdpwJ3c/xt3/n7s/srWRNMH89lx0D7kJOGprJmnMrJ2Z/R9Sf96JiKUB7j7c3f8FZMzs6yjF9FZEXh+P7k+3IkXjSe6+n7vf9lEIFjPrYWa3oXv5s0APd//zFiJp2qFn+DvAqJSkSZEiRYrPBilRkyJFig+DAzKW+cYqXzY1IiJjWdpZ59LClImQJnEhCjoHAf9DweEoFFzegqTbLyPFx2KUxmHAiLDK2gjufg8iG3qhdKoc8BNEAP3OzH4QAt1tHu6eBSInLp7A8/eY2d/M7HAko98JEVvzw3ffQQG8oeB9AAqwl4ff/4BUKv2AXI76ia8ydrdnefD1RbzbF937XwZahzbqkXdFEfKvuBspaDqi4H5cGGaEfFG+j47zSyjtqSx87wbAm1srshQRWYYOUdcMOlbfRelsg1AqQKEpMDQQNE0NTKMwxuR5VYaUQlehgCg5/qaN64mDZUNSQaqeOsqzLYiyWdplu2xQwpRZBRmytMruxAGVJ9CrbDDL4gXk3zOEBsVOjnqW+ULqqSNHHYvy71If11FGxQelCVUhkqppHe8LUOrZL9GK9SpEhixBaVJZ4FB0LNYBN6Lg7XmkNMuv9CXvVlnbTJW1YVDmUMJ3q4FmBf3cBzR39w0lqgJhdEo/O2CnDJk/GfZgazoAHLOaFf8xs6KIqCwiKnxX2C6ut60VoWrQAWb2HTO71czeAt5F98F26No8BGjt7oe5+w/d/b/uvlnLZG9uBAXQA8hA90B3v25rHK+ZFZnZcWZ2H1Ix9kPppt3d/efuPsvM9jKz6xC5fTiqtPYDRHz+CxEavdz9THd/5SP239XM/oau78mh39+5+8YMuD51mNku6Fn+MEpR2yEM/VOkSJFia0Ca+pQiRYoPxGP1ty8C/jwi88Wn8p57Lu+5VlP81b3MbAqwl7vXg8gaM0u8Sy5AVWh+Dyxz97PNbC5SBiwHvuzuNwUD1UuBp0IKVKOEEXe/Ibzkn4jImt1QSdAzkLy/p5l9vVClsC1iPONu7sQu31nO4jbLWfwOUsz8DKX4zEHpRlcVbJKsak5y9y+Z2T7AM4joeBBVDzoFBUcXhraGISJgAjIHrkAESzUibRYhUuBd5E3TDDjZ3R8IJpbXIJVHMQpe1qHnyHKUynQGcN8qX3ZcLdVkPJukH81FJWrPC997HuiCVDuJwqaIBsPhahqMhxMUqm9AaUR30KA4MYCX6x73DplutiJeTB019M3sR3Nrxfr8akozFSrD7dX0KhpI56Ie5MnhmYiSqJzSomYsy81jQf2MDV3umd2flpn2TKt/jYUNVaUAKKGM3aK+RJahd2aALci9Q7yRlKkARykQ0zbskNm+6HoYjIxFq5Ci6UFEyMTAoe4+1cz+gQjLg1D6hYV5658nn7RHiZetDsfjZHSM1bn7cZsYV+diSltGZCwmT6m4neqFPqeoOa2y4EzzN5b3tL1bRUT1qGpVis2A4NOyJ41TmHogT6iXESH3a2DKZ1WB6dOAmR2NSNybgBO2hCrkg2Bme6HUptPQNXoTcHri52MqYX4Suod1QSqmzyFy5q+InLkGuDd5Hn7E/jsgsicx3O/p7ss/2V59MphZP5TG9Wt3/9OWHEuKFClS7IhIzYRTpEjxkWFmB6MVtlJEDAx392eafOdqlA51MSJijnb3F83sHOTREaOqTusRMdAMmZuOakrWBNXMNSioWYZ8Uzohtc4FKC3nhK1N6v9RYGZPo31cipQnN7n7uWbWFREgv0Amwf9GJc/3QF4mr7r7wNDGg8CrSHU0AQX2RaGLb6PUtJlovndDcv7EyPluRJqcHPpJVDL7ufvE0L4hn5xr0fxniymlv30uX0yJTfDn16xg8RogOzhzeIdm1pxq1vrzuUdWgbdAhE0FSuv5P+BypCQpQaqexFCY8HMxqnC0MSSfz0EqokZKjxZRG6qsLbvaHmStiHyUJ4qyOM60+lfZtagfJVEZOa+n1moopwIc8l7PuJr7qPVqqqwt+xYfQtaKVCmq9s5GA8iQ5cDssRgReep5JtdULNMIi8J+9nT3JWZWEY7VZYgk+36Y92+hY+zAke7+nJldHObpJHe/P6SP/BgprYjIxPtmhq0uobRyic+/aFo8/kp03POI3IrdvZHRciiJfClwTiva376r7XFuNetsir9CTN4ASimvq6LN0IXMuQvoHFRfKT4GzCyDrsdCUqYvCvALzX4nbOukcwIza4bI5c8DZ7j7s1t4SI1gZq1QxbqzkFrpZuAf7v52wXd6onTSLwGvIBJlIXq2HYN80/7k7uM/wRi+h0p334KqsL3H8+uzRiDm7wK+6e53ftD3U6RIkSLF5kea+pQiRYqPDHd/Cq0mrkD3kbFmdkthGpK7fxvl6V+Bgsz7zKy3u98AnIDUEhOQeuJPyGflMODGENQU9ueIkFmIAvKZSHb+n7Dtc8ALG0uf2hZgZt2BPqgC1likpjjZzL7l7nPc/Zc0pPnMRCqMyxGxsmeoxgGai2MjMmN2Ypc9B9gh5yDVSz0igR5CJFA3pGYZG9p8GqU6jUSEQmloLwO8ZGYPmNkBLjyEVDWzgOoOdKWMZpkiK4m6257FwJgiiptVWhUZy1JOpRVT0gz4HfIkmoiqvcxCgdFvwxgLy3MnqU4tEBHTFMn32gN7lVBmXaIelJsEJB0zuzCgZATdi/cmirLkPEd9QTpTRIbZ9ZNxd+q8hlfXP0Y+rt/A9FSaClhV+zoAcl7P2saVtAGZC7+Qe4S38q/wQu6RjQyzEZ4OPxMy8Wp03i5AaqcypHz6V/h8FDLO/iWqGJMHHgvX2FUEkgbwmPygV/JP3jgu/zDT4vF/CHP3DDruhG0BMLNs8NV4C5FgRy9n0W6v+JM2yV+0QNK8C9xUw/rLF/jsl1E1oec/aAdTCMGLZRcz+4KZXRlI2BWIKP08uoYvBtq7e193PyukAr28HZE0A5ERfDnQb2shacL5f4SZ3YWOw/6IsNzZ3X/k7m+H9KeTzCzxh6kHhiKvsEuQkm8SSkv66schacys0sx+gtQ7rdAcfWcrIWmORyTNKSlJkyJFihRbDqmiJkWKFB8boSLFY0gp0BIFof29oHy2mT2CSJ3LkGz8AHefa2YHIqJgAXAgqqRRGn5OA77UVO4fCImH0Cp0K+TF0QNJ1tuhNIFT3H2bMjw1s18BJe5+Ufi7GTILLUclzR+loTT2I8iQ+UVEdB2A0pnuR6qYq/a3I6aVUHoE4EtZeOFEf+73oat6RMh0QuqW9WiVfzVa4b8QSfk7IcXTf5AnTTUiit5Gc3w8SqsZ3ZJ2l+1tQ7sAzPIpvMMUgHf7Zvbr3DHa2RbHc3kj/2x92H4oqji0F/Jh6YdKdz8EHIxWqKFhESEOYzYaKkO9B8OKjydLEY7zTN299Cjah87ZngAszr3LotwsVvhidivqR4463q4fT0yMEW2o7tQl24teRQNYG6/k5dpHN/jUlFkzKqwly+IFxHwie4bfA0PdfZCZnYKuh+PQNZBFqVxXIcLmTJSydg1Kefte2P5g5F2TcEqLkZqsH1LnFKEAchDyEDqBUGXL3ZsHz6OrQhuXIzLoDDS3SZtf//CHSwAAIABJREFUCdtOA76Izos/Ax22hiBya4SZdeS9FZhqaayUeWVLp7J8Fggk+yWIWP+Wu9+xhYcEgJn1RsqZMwhEJHC7F5SYDurFcxAx+hY6758P252D7snXIEL9Y90MzKwMOB8RdWOAywoVPFsaQfF6GVLAvvoBX0+RIkWKFJ8iUqImRYoUnwhBDTIGBY2DkNrhQnf/Y/g8g6piJN4yRyAzyeUhYL01bPsgCiyXohLM61BVqbom/VWiChSPIhVKW2Sq+m2kBrkD+KG7/+1T3O3NBjPLInXQYe4+qeD/hwO3IdLiy8Cf9+HAuWU0GzyXmU/NYdrOKCC6BgX1E1DgPWCAHWItaF0aEzPPZ6yaxviJiCRZjXxQforSo0AE0P3IJ6Ua+BVKszJErrRFBNpqFNAXIzLhfESsjCinckkRxVWrWNaMBh+ZWE14opRJqjotRd45iYpqADK6PRMFQh1oqJBEQ1vMRcqOxvOHMbz4i0QWkfc84+oewCxin5JDMOD12qdZ76s/1LH4lHEtmvufoEpZxwJ/QaqgK1EqRSs0r3ciVVU3RJydhObnwIL26hC5c0P42wHcPQIIZqgJ8bUUETm7IvXOPqGfEhqO82I0vxEi78aEvxcDle6eqKwYEY0yVDJ4P+CSMfFdH8kwdVuGmbVE52whMVNGIGPCz5fdff4WG+QWQjCe/Sciqc5097lbeDwtENl4FkqX/SdKbZpc8J0MUjmdi9Q1/0IETRVKQxwJ3I7SmybxMWFmxcgE/4eIZP+Ju7/5cdvb3AhKvR+huTrc3adv4SGlSJEixQ6PlKhJkSLFJ4aZdUaB3USktsiiwPBz7r42vDAnCpF7EbFyqLuvN7Mb0ct04ktTgoxnz0JB5Kim6QCmcqH/Q8HvMBTg9kS+Hc8i0uc+4JKtvUqFmR0J/Njdh2zks7+gAGOfKtos78+wLmZWnvMcT3PvOkR+XQvs6e69wjY9mlH5xu42qKzSWgLOchYtGh//r31o9jeoutALiAybijxSdkHk1+5o9Xg+MjNNAp3T0Ep0RxSIrUbKm2WIiDsIVaCaRMOxS1AX/i5Cx/l6FBR8FwUuL6BjWAZ8BxEYrQvaSIieRaHPRugQ/X/2zjtOrrpc49/3nCnbS3bTe4eEJARIIAkdQg3Sm0gJXkQR8apcFC92Ebsi5SqgIkVFlN5DD6GEkmII6b1ns5vtu1POe/94f5Od3Wx6x/N8PvOZ3ZlTfqfMmXmf87zP05u+/hBWBYtZmV5ImvQmpcx+hIcxAvJUrPA7Cttnj2OqqN4Y8fYXjGyMYp40DSKyxL0Pth9Ow85vxbyd6jGPmzsBX1UDEXkJOAkjXlJYe0chdic/B9u3GzAy50GslSqhqsXOELwXVqimgX+o6sWZDTlWJpwRJf64J14MWDwpeLTf7t1V+wecsu0wWpMynbHzPVsts3h/TDDaW3BF/hVYG+NtwG/b+oztxbF4WCrWROBM7Bp2P/BCtkLTmfdejV3r1mLkzBPY5+ErGFFzF+YVtpGdhCPiP4eR43OBW3Y0CWpPw5FVt2Nk/umqunofDylEiBAhQhASNSFChNhNEJGOWKE/DfOa6YEV9Oep6nPOP2YqVvi9jRWK52DF+cfu9R5YG089lnb0MFZcnts2ntTdvZ2MtYVc6KYbiLWIPICRERuBy1Sd2ch+CBF5DHheVe9t571ijPyaHSNn3DGc6QWk8xqo4z1eVsxjYTpGjhVjSojDgK+WS9ehw7wxRCRKQpt4I/1kZrEZf5ckRgasxAx+J2MEgGKEwuMYedJ/hIy7uJROH/pE+szTGU3LmTfXrSujsmjC2pc6q+ox7lz4O1YwZWMD1iIHdpx/ghl1NmBkwkhMXfJL7JzoiBE7mVaozNjbRQ9/EAfFjiBFinebnqWpzWHv5Pfi4NhoaoNKpje/vrWEpj2Bl7D9FMHanW7Ejl0mRv0ntBSL67HWv4SIVNKyz1ZhqrUrMd8nsH1ahxEwf8c+BwEW7dvXTbMQIxjysf1XhX2m3nCJanOwwvQpVT1bRKZgipnxwDew45xw655YSOmlR3B8kQCe+FMnBY8euTt31L6AUzwMpzUp0w9rzduklAHm7O/k796EiJRh5+3B2LV2xj4aR39MeXglpiC7H/hrtsG8I5SOx1pwx2M+LH/AiJovYYqXaZhK8fldIZscYXQB9jlahxE0b259rr0P1078AHZ9OFtVq/fxkEKECBEihENoJhwiRIjdAlVdj3loDMJak/6BFaHPisgjmL/JJW7yIzFi4Y9YkflFjKiZgZEDXbAfuZdihegz7u529voWY21Uv8XaP+qwO5bXYXdET8FiiieLyGYqjP0Brkg+EVNQbAb3o/mLwBEe3soGr0ETktBZvA9WcPd283tYC9MrXaXP1473zx3QWwZTrzUaaJqFwSxAUoPkUD1CTpQiOgRY0Q+mUFmPKZk8zLy3wa33GuCklbp4PdBHROgrB8WxYxzHiJN5GLF2JHC0iNwJ5KjqSZj/UDbKMIJGseL/pxhBcCHWviXYXfA33PJXYedF5o5CtsJmM/SKDsYTHx+fcr/bZu8fFB1FXHIp8TpR1s772fCLCol26USsZ3divXoQ7doZv0MJyBZ5omy050UyGGsVeoCWiPpGzNT5LuyzMAkjVS4DYiKSpoWkeRJLPZuCkTRJrDVuMhYXnML21WW0EC8Z9MPIuBqsxa6DM63GjSmTR/4Ld04OxcyPr8WO7VcwwuJhYHktVYfM5J31i5mzEZiwPTtkf4KI+CJyiIhMFJG7RWQqRl79CWtrmooV/aWqeqSqfllV71fVj0OSpgUiMh67Zq8AjtjbJI2IFLhj+AbmJVOIeascpqq/y5A0ItJBRL6GfS5+h53bfbA2p29hbaOFwLGqepqqPruzJI0zkp6AKUpvwrx6jttPSZoiLL0xApwWkjQhQoQIsX8hjNoMESLEboOqVjvD0sewYv8a7G7rhVgbxglYcX4NVuwXAz9X1RtF5LNYYd8RKzz/D7vjeQVmQPu8iJypqrVZ65spIhdgprdnYT+6F2IkTxFmCnkTlgh1tqp+tId3wY7ic8ATqls2UXFqpFX9vKHl+VKQj0BvHcTs4P3MJMXuOQHUDPCGDY5KzCuiAx8H78m6YKUCUk7XSHf6Bb5E5BCO9KbrW90a2LQrmzCiJYmpmm7HyK8i4Js1VH5dUdKaYh0rBVNBrXPrnooV64uAcowouEpE/ule6+rWkcL8azLEQwwjFkox1dBdbhs87NxocMs/F/PQyWZI2mVLlqfmMTh6OAFpNqQ3V+9XB+uJiBE0dUFLN4Pk5pAzsD+xXj3IGdiPWPduEPEh1YYj8jzEE5Jr19G0YDGJJctoWrCYdFWrzogAR5J4+AyJHElccpmdeq9Xo9Z9Cfs8JLFCbgLWdnQXRk69gJ2vE9w2Z1CJfaYq3LbfjRFdpRgBCqaGypgS/xFrA8wgCZyvqs+0s9vGYgQaGAk0ESOMzsLInSaMuPkSMDnT4iMiJRtY8/qiYPb6dpa538CpKPrRWikzErvWZHxl/gpM25+Vd/sTRCSHFjPqiao6aS+uWzCvpomYInMyRtY/q6qJ8d6FvcZ7F96mqlNf4V+rsfP2bIwIvhpTzHwWS0WLY+2CV2d/r+zC2E7E/L2KsM/fE/trS5wjZJ/Dzv/rQgIyRIgQIfY/hK1PIUKE2O1wcuqHsR+sN2JtHx2xIvM2rCWjE9byUYcVnvdjBfvXsEIzF/vxPcHJyO9205/e1jNARM7GCuCTMbVBxK1vJqYMyRi3XqOqT+yp7d4RuILjY+DabUXXishD3aXf+YO9kTkKLAz+zTKdl3m7ESvaA6DxMO+46mIp6w7Ce+kXaaAOgEJKOUJOAAQRIx3W6wrdkF5Nd+nPMp3HWpYlMVKgWJBGRZ/AjuGECNFInNxIPTUB5tFxBHbslmOFbh5mUJvCWgm6Yq02GV+aoRih1h8rkDJYhh2rGEbSrMJIjKMxwiPACJxcttL2lEGUGGlS7bY1CUIHrwsNWkuj1hHr2Z3CE48l79BhkE4hsRjityTDe01pOj29BkkFrPtMV9L5Lfc2NAjQRAJ8n8TiZVS//DpNs+eCahV2d97r6Q/2BkUOw8OjMliT/jD5yhLsvP8nVuQ+gZkLT8LUHLdh5OT5Wcf2Zqx9oghTtxyuqnNF5PsY8TkdIyQj7rEG85vJ3lffVtXb2ttfIjIZIy+aMdLmSex4JDDirahtEevScZYAP1bV77IfwannstOXjsBIv2xPmQ9V28lbD7FNiMhw7No+F7t2bdhL6+2FtTVdhZGHfwYeUtU12dOdJOd/IsjggICPeGNlNZW3Y98tBdj1aSKmvrkDeHl3eOmIyFHY905vzIvm7/sz8SEi/bA25b9iqVNhIRAiRIgQ+yFCoiZEiBB7BM5E8R6s5eM87MfyKe7tBVgR+jZmHJzGzFCT7nkZpvAox8xVJ7r5fosZr57SNupWRDKJGsdj8nbBCua1WCTrCKwwvh345b7+cSoiY7BtG7ytsYjIy8DhZdIlD4hu0DVCi3dLFdZO1AdQQbRUOnkNWkcT9cTIobvfP1UdbIiUSzcKKaZIyoh4UdKahnQaT3wCDXhDn3g3Tu5Bo/yTSiJEmBFMSVTo6hhW6GaUNAux4/ozQOPkvl0sZdEKXTU4IHgNa8WaixE1HTACByzp5EfYcf0mJlXJEDZpjGDo7l5/EyP3bqVF0lKHHc9dRt7hh1J8+klEOnRAIn4rciYb5S+spcPkClCoOayENRdsuYMuaGpCE0lqXn1Ta1+fUq/JZG5nr5c/NDoWAdamlyVmpd5uxsiqC7F48psxFc1PVfUuEVmPnfNgZNh3MGNswRQ1F2QpWq7HSJ58LDVsEC2JW43u0cH9f6WqPtB2zM6XpQo7RlVYAVyGkWRvAdWq2qmd+a7Azt1z9yXx6fxR2iYwxWhNyrzftpgPseNwZPl/Y+fsjcADe/oaKiJ5mKLuKsx76xGMoPkge93OzP484LKxnDY6l3wURZB1G1jz0HSm9MfO6b8Ad6nqot00vkOxa9oI93y/qiZ3x7L3FNyYnwVuVdW79/V4QoQIESLElhG2PoUIEWKPQFVTjjz5NXb37hSsLeYXWKJMBLsD+QMsAeg3WJvTcszgNukel2NGhxOwQuFnwGsicrLzxcms7z6XBvU01mb1R4zAKMCMcS/EknaeBgaLyHVto7/3Mq4G/rQdJI2HFaCTNuiaz9BC0GRir4uxAj0NTFV0RKWuzZAjHB49kXwpiqin2KqUFEl8jbA8mE93+oBCmjQB6aM6Sw+NEMUTj94yOFahq5O0xDiDKWKuAVbnUXjraP+kOwVfG6hpei89CazoL8Y8TTJx0ooZtT6EEWc/w9rUkm7sPi1pThuxouo4N5+6bS3EVB5gxXg2sg2Htwi/tITyqz5LrGc3vHh8W5MT5PrmSSOQzmufzMnAy8mBnByKTx8vhceNK1h/34OsXbIMTSpxyWVlekEUI10uxtrFbsUSaW4CHnF+NJlt+AHmHfOs27ZvquovYBMB+gVMZRPHCJaDaDk+P1bV74hIttJhZfZYs5JxbqTFEPpHWKvaf2OfwRhGfLaHM7HzbclWd8puhIgU0jqB6QhM+fMhRsg8hPmBLN3XJOynDY4I+Qt2rhy5u4iOLaxLMDJ3InbNnoq1vj6pqk1Z0/XGlGcXYOf/AmDwfGb++mAOHxsheqSIdCrTzl/HvJZ2m6m8M8b/IXaNug1LJmza+lz7HiJyPOYdd52q/nMfDydEiBAhQmwDoaImRIgQexTuh/f3MGPgk7E79q9h6owY1ipzOdbaFMXunv4BU27kY/4SEazwH4e1aPwQu4N6Uvbdcreu32IF3ZlY8ZZ283TGolcVk3wXYL4de70FQkQKsGJ4yLaiUEXkJqyo/z5wOHaH+VVMOSTu0YgZxZZhUddHZ+Y/NnYOOZJHOkiDu96vDBYyN5iGEpBHIV3pQ2e/B2lSLEx/zHB/DCDMCT5klS7OLCpBa4IkUUSpd7h/YiQiEQJN80p602//JHbMUtgxBVPlbMTamVJu3PkY0VDopttSa1NmeZn3H8PadLpkTdPWcLgVCsYeSekFZ4EfwYtsnXTZhLRSMrUSSSkbx3RAI9vvvx8kklo35V3Z+ORzaHJTKnAjFlP/Lax95AvYcXslaxuuAO7FiuI3MWLsGIwUOQMjOjP7bJibL4HtH8Vi718XkXpa1EyDVHW+S0q7CmshqcKImTFAV1UVEbkXS4u6ABirqu3uSxFZgX2eumWTpbsLrnVyBK2VMn2w1shstczcfRUD/Z8CEbkI83G5HfhZdsT1bl5PN+x74CqMuL0fU+2syJpmAC3kTB9MIfk+RhznYJ+t46LEcsdxeoGHnxBk0cv6zyG7aYx9sO+yCdgNiDtUtW53LHtPQ0TOx3zfLlHVV/f1eEKECBEixLYRpj6FCBFij0IN38c8ZCZjBXtPzNQxoIU4+R5WkP/ZTVuAFfIerkUI+yFerKrfAf4GvJGd6OTupH8NI0EexFKmIhgJsBBTMMQwsmMaZjI8YM9t/RZxIfDWdpA0xwFfx/bRZ7B9A2b4uxozl1VsmzIEyNrsZcxITmZDsIbFwWxWBotYHSxhQTATdR4uDdSS4+WSRyEFlNDB68Tk9NNMST+bTdLA5iqWWA0b/VqtQjWgQtcoRqY1Yvs8E7OeIVAStChi8nA+Lhi5FHPTbanozpA907F0qzPd9q5lc4Km1d0HicfofMO1lF5wFl48vv0kDYAvbBxTRtUx5TtE0gB4sagUjD2Sbt+9iUh5WWZcisVwP4wRl+fTQtJUYPHaD2LbOwErSAuwffUSRkLWYORKhqT5u6rGsXYzDyNAoWWfARwnIq9iRW0p1rI0EiMxy4Aap7I5CzMxPhJodfAzcKq1Mmx/V7Q3zY5ARCIiMlxEPi8ivxeRDzAS6R4sEettzHS7RFWPUtWvqOoDqvpJSNLsOYhIsYg8gCmtzlTVW3c3SSMicRG5UESew/y6BmIR2YNV9SequkJEDhKRW0RkOtaO1xsjOsdhZOGdwCFY62QaiCRJ/L6W6iGeeJeLyNjdMM5uInIXpt5aAQxU1dsOIJLmWsyT57SQpAkRIkSIAwdh61OIECH2ClT1NyJSg0WjnoYpIn6EeR40YT8kH8fk5F/GpOwFWPH/OWC0m3e+iIxQ1R+LSDNG1pykqkvdegIRuQorOO/Ait1/YYX9224Zp6jqN0RkLvCWiFy0l+NTrwZ+tbUJRKQLRmDdCPzCw+s1yj/52FXBIlbowrmKrsPaA5bHye3VmR7pDayL11N9ePZyqnUDHya3+ts8qNFKr5P0RIAarSJpfIqyTfNelSKvHBGfMu0qeUHBkAbq0m6+jKFwGvuuqcMZFWPmucdid8EzrTcZJqS99WZeO9T9n8ZInTxMZTGMFnXRpum9vFw6//cXiXTsiBeLsrPIm1dLh9fWUzu8mOoxZduewcGLx5BohC433cDa3/6+PrlqdT5GQp6FqQE6u0mfwVQzl2Ln++GqmhCRC4FGn8gr5XTZUMn6/kmaB2CE3HcwZVkmZvsp4GAg3ynLsr/fz8Pupj+lqs1Zr4/BSLIXsc9XBUbk+FjB3B6Owcgi2dEWIzeuAbRWyhyKFb8fYETSA8B0VW3YkWWH2H0QkWOw4/ACcNjuTMNy58BhmHLmUszw/c9Y+1C9e/8Ql+Z3AXa9eAxryUthqrL/wwzp1wE3YOfNr7Fz6yRVne5WN2cXx1qO+Wl93o3xoD2hINtTcPvyO5iC7lhVXbCNWUKECBEixH6EkKgJESLEXoOq/lFEarFC/WxVvUVEJmExoSlMNbIB897o554TWAF+LfZDfBowT0RGq+ovRCSBkTUnZrwTXJF7AaZW+B6mXPgXpuR5DJjsPG7uEZFFwKMicpOq/mVPbv8p0Uu8Gq26ua8MObRYOry2pemcD8nfsBaYBUBwiHfUigKKvzrQG0GxljMrePc8LL1k6Gg5mQixWD+UVbKod1KSLEl/skk1sw14y3UBDUE9okIFqzYNI3sinwg9pD+N1LOupRuBJM2Imt9LilTGOwdM9eNhxzWCGds2YUqPnrQogOZjRrjtrbcCM9fNvJbxcanESLdTMaXVVKwtLPOdJpKTQ5dvXE+krAMS3YWvukDpfv9SvJSSu7SBhoEFJMvjRDY0gy+kStoKjVpDPA8vN4cuN16fs+bnvwuSa9bOx2KwM/vpcUzhpcB/uc9Inmt5uxmoG8UJ5TnklQcEvMuknzZr4822kXIzLQbL/8KKymswAmfTflTVMzYbl0hPjAgFI0wzMegPAYGqvjreu7ArVhTXAtdNCh6txQi2CGb4veXttiKxB61JmcMxkifTuvRdLIGpeqs7McRegTOX/j5GAH9BVZ/ejcvuhHmUTcTO2fuBUaq62J0rI901+3yMvP0n5jnUAVPQPYqpCGuwa8I12DXyZoxo/CFmFLzLaUsiUowpGa/HPF2GqerKrc+1f0FEfMxUfywwLjTUDhEiRIgDDyFREyJEiL0KVf2HI2ueEpHPqurLzqzybcwUElqMY5sxVcb72F3Nn2GqgSnANBEZr6q3O2XN6458mefWUyciZ2Jy+bW0kDVDseLzTTf/y85k8RlnEnnLnmupkPsKpfSqAq+YZhoecmbL69pRJvwQawP7ERYtXlIkHd4CRglCI3VnYYX9OBCixPHEQwnoGRnsCnRlcXr2FkdSJl0ok66sDBYSEDCMI/HEZ77OZDnzwRQrghXpRUO8UXQUC2X6dxCwXo3QeT81ic5eLyqDtSRo5aeZ32aVcUypkcKMgwUjXgaxZRRjZM0arL3Bd+Mqw0i9tVghNxor4JqAzkQidL7hC/hlpbtG0gCZjiUFCJQg6lHwYSVd/rYUgFX/1Z+Gg4q2ugTxPIhGIl2+eUPjqh/9Yky6ciPYtldgBMkyYAjQKCKfw9qjaoBcQfLyKUJEUNXmY2XC/VmLbgJKReRcTKWFW85NmBorswHtYQx2jqmqvi8i92OfsW8B00WkaCynPZxL/vFAUkTmYF5Jx2JR4QuzFzZaTjzNJ/Klpcxbt5qlXTBixouTM/1Ixh8eJVbYSP2Xp+jz9251Z4XYJxCRgzCSbg1wqKqu3cYs27PMKKaAmYh5aj2FkS9vYOflaBG5Drs2Bxg5803Mf2YCRsa8hSnOHsM+FxXYNXwg1go5Dxipqst3w3jzMXLmG8DzGJG0x4yT9xScx9ND2HXyOFWt2cdDChEiRIgQO4HQoyZEiBB7Har6PCZr/6uInO0MfYdgd007YX4bUeyOfw52Zx4sUrQJK8xfAV4RkQtV9feYcuY1ERmStZ4KTHVxI1YMnI+1yxyFFZ2vuzaqTzBfjmOwBJ5NqUm7C6fEPlumcIWIJyK+1OrGCZiZa42IfCQij4jIj0Xk11jR/VWseBkHNM0Opt5boavXrNIlLAnmgBEdAWh6lr5DjVaiMR/Pj9qDLXux5JDHCP8YenmDGRU5mb7+IQgenvh0l76ZyTKpUgVAQ4wcPPeVEaUlMamJBpYGc6ilSjESZkvwsQIshh1jpaXtKRuZO+IZI+IObvq/YGbE2aqdzu7vF7AbD/nAs6XnTiDatTNedOfbnTKIr2kGZFNfVbooQuHMjXgpRVJK/uztE4OI5yG+n9vp2olgKjDPjf8WVe2NtYO8B/wY6IYVo6Jo3QJmNSW0mQpWr8QKU0TkEOxc/irmy/QYLW1m25NmNhYjwmqdT1M5RhoJdqxWVbF+YEBaFBVgrYiUYAVyNRCIyP+IyD8iEl1WQPHzBVL8mYM5/Koc8h7DFHDf6U6/iE+kRESieVLwte3aWSH2GsTwJYwQuQ84a1dJGhEZ5q5jK4D/wZL2emHtTkms7XMp9pluxs75x4FzMBJ9KNa22g37nuiHGcz/ELs2/ggjIv8XOGdXSRrnlfMVTN13BEZuXHmAkjRFGMkkwBkhSRMiRIgQBy5CRU2IECH2CVT1TRE5HVOyFKrqQ8BFIvILjFhZgRWMXQso7ttFei9apYsvEpFbVXWeU8vcC/xNRLo5ZU0SI29OVdWZbj1L3XpewdqqzseK2pPdel5yZNG7InIyVqy87l7bqtnvDqJRoD7QoAiUOcFHYIV2KkJsWEfp1qdaK8Y0UNcNu2v8IeDnku/3laF+vdY8NkPfqsDImyrsbimAv46VwXpdLSfrJSIaEABrgxXtDMEgjucQEaKRPLrSF1EImpMsNUFSBpvI/NnBVAZ7I/GJMsQbRR8OZmp6UjpF0t+02JbvlLYJUWRNszUSLIUd83rMFLfBTd8JS4SpxAi2y7HCDzf9aVjBR7xfnzMKxo7Ci229Jak9RNc3Uzp5PY1986kdWQoppeiDjUigBFEhWRIFEaqO70T+JzWoL1QfVb7dyxffJ9KxnMITj43VvvJGJaYmKhGRf2KKgxK3PWDHuABYvJS5by1l7hBgOMq3ReQcWvx/XlXVswFE5A63rw6lJbJ8S+qwY7BjtALzbSqlhRz8CjB1PjMvrGXj/+WS/9QC/XcepkiLYsfkFKyo7QBEpcUeyE+SuAsz/p5RTeU7AkcHmlZP/Me3e2eF2OMQkc7AnzDCcJyqzt2FZXXAPGcmYmlsf8HOsYXu+SeYV1IF1up6BzASuA4jrJ/BvMg+yigaxczU78MUlcOA8Zjp8L+AobvaMudaTK/EWvBmYabJ03ZlmfsS7ng+jxG+1++ONrAQIUKECLHvEMZzhwgRYp/CKWBeBG5T1bvda7/DZO8SJfbOOJlwvIdHmhRv6pNPBBqcmzX/9zHDxF+p6k3OgPUO7Ef3h1nTjcMMXM/EDCwfwwxuH8SKlUtU9RXnl/C/bv2fUdUZu2tbT4l9dvDc9IefrA9WSSMtgSFjI2cGOeSJovJW6qnKJIlCLD0pGC0nlxRSSkCamfpOcgOro7QU4WT+FoSTY5dYiwzK5OanaKK1B2iBlJAnhawPVtL1c1KsAAAgAElEQVRZetLDH0ix3xHP80mT4vXGRwlo97d9GkcgHOOfRY7kkdIkHwdTU+t0RSYW+vtYITaU9m8CbIc5catplBbT4AgtpENmuxuxdqpNZJJEI3T7/reIlBRvYzXto+9tc4hWJtCosOzLA8hb3EDHF9dBOqCxew4rJ/YmyHOblvnulG1t0uYIEgnW/OquKckVq97DzrNcWvZZJRbbvQzzcnoCI67GY+TUEsxYdRKmrpmvqqfZUGQtRuC9hSlmokCjquY5j5BjMbPu47FWMrDUnHGYSuGx/hyypBPdN85h2oIq1k3A9nEVRpplFEwBpm7KxdqvppXT9ZAu9OqaJvU/n/Dh7aqazGxvgRR/P05On8Pk2ImTgkfDHx37AUTkM5hK5Y/AD1V1e1RYbZfhY4TdRPf8POY98zp2rl2AqbSWY1HzSUy5OBJ4DSNnnmvr/yIihcBPMYXNddj1+v8whc0XVPXdHR1rm+V7wMXAD4CVwP+q6tu7ssx9DRHpj32PPogdz/BzFiJEiBAHOMLWpxAhQuxTqOps7Ef91505KlgrxyvAMsE71sMLPPHwiSDIeBE5NGv+7wNfcvM/jPkcXAs8JyJHZU03BSsonsJacM7DvHA+h/1o/5uInOXixH+MSfYniciE3bWtLyX+OndZMG9dFknTCJBLgedLRAQhRk4HTFmyAJiraKAoHh4Hy+GRQkoplnJvhH8M3aQfuOu4oqRIoqqg0MNrSR0vkBLG5HyGMbEzOCQ6juHRo1mry8inEIIATaWYnXh3SyQNgF9EKYd5x9GkDaQ1jaJU64ZN5r3At7FWpocwomFmZuZB8SMYnXeGlPidtrWLpM3fEUz1kfmuyrRjKS0x1JU41UjJOWfi5eWys5Ds2iZQ1K1VREh1zGkhaezFnSJpACQS0fLLLx6HyA3YORjBtuMsoFxV/4URJ1HgBOAiYAZW5HYE3nZ3y9X9n0Gtez6ElhYyRGQ2RupMxAigOzAPHDCFwlDgrlI60osBffIoOPRgRl6A7fsMWdaJFl+daswvaqCqdgQuq2B18Szea/iED5/KJmkA6qnJrWTdnJCk2fcQkXwR+QNwO5a0dMuOkjQiMlhEfoqdSz/ASJfBGElwMUZ+3OomfwZTip2PKcR+BnRW1bNV9d52SJpTsCS3HEwZNhhT1LyOpaHtNEnj2rzOxrxtvop9b5z4KSBpRmJE2C9V9QchSRMiRIgQnw6ERE2IECH2OVR1MUbWXOYKgABLCAkSND0wRz/Uat3Q/G99JxUQ5GMKmOz578Huvl4EvAo8iyNlROTorOmewcxSX6DFk6MIIxbOBu4TkUvdtP/ACud7ROS/ndJmd+C9rL9zgFWfpKfSqHWsCBZQb/VzLnBYf3/4yMJoBy/lJVWBHMmTgTKCkf5xdPJ6cJB/OHmbQn9geWr+JqKmUEo2vT44NooCKQIRIhKhUEox2iuGh4dqQGW6dShIlDhjIxM4MXIRnaQHw/2xlHldKJASZgfvMzn9NM3GM2UQx1p5rgTuAYYDlEe6a8/YQZRGOjMi94Rt7hzBYyDDGcooYlleOLQobGwyU3iAteyoX1I8v3DckTvV8pTBiqv7UnNYCWvP6U5zzzw2HtmBipM6Unl0GWs/02Wnl9sW4nkSKS8jd8jgCNaOdyp2Pr4GXC4iM91rM7HzciZwr1N3vUyLcTAYgZJJcYpjJF+Z+xuMkLkcUzH82a3nO9h5rxhpEwO6ppzFkKKkSaex4jgBXIKpGQIsEjkJPJ6VJDMRmI0p1NqTM5VjBE+IfQgRGY2l5uVghsFv7cC8xSJyjYi8jZkB+9j18VZMvTUH8wmLA+9i14LhWOvTeUBvVb1OVZ9T1cZ2ll8qIn/Crh1fwNQ+L2Mtqkeq6k/bEoA7MHYRkfFuXD/EFJNjVPWVA53UEJETMCXNDc6rLUSIECFCfEoQetSECBFiv4CqrnKeBC8AdwNfxorUyatYfNkqXfw7rACtwqJc/6yqE7Pmf0ZExmJ3FqdhhsOfBR4TkUtU9VU33f2uDeQFjBw6F2sv+Som33/Oeebco6rvicgY7K7wYBG5YWeLhSy8gyUWgREOXVbpYlalFreaSJCgnz80JiKIiASkSWmSGiopoDStqj5AkGVBsjSYQwfpRFTiLEhvErRQr9UU0xEPIaGNzE69R5oUc4OP6OUNYmWwsG1iE52kBznk4otPf384iSBBnDQC5HvF5EsJS1OzSdFqd2xGZiWDZhGEQAOS2modzVjh36p9qTt96UF/BMHD599suoEubrpMRHceRhikAK9gzKj+qtvurdoaEl1yWHNpr5YXfKHy+O33oNkReDlxisafQOPHcw7GYufvwVpFZgC9MVXBt1V1ukvkmeNm/TXwdxF5CiNFOojIQox48TGyJI7t3xz3mIx932f7CAEQJ1cTNM1TdFAtVQ1zmLYgn6I+y1nQhJ2n1RiBdAKmRBjp1rMKNrWRXAt85MbQHlHTEVi/SzssxE7DebHcjHkPXe9I6O2Zz8OO+0QshekV7Pzzsevmq5hSaw1GyAzG2pz+CXx+e02JXRvW3cCTGOnzLYx0/wbw110hU1zL662Yp9P3gH/suVS/vQuxOPO7gYtV9bV9PZ4QIUKECLF7ERI1IUKE2G+gqhtE5CSsPelBLCXkSsxHYQzwAOankQKuEpFewCkZ00QXM3wIVjTOx+7oXgg8KiKXq+qLblW/wPw2nsa8P87ByJpvAScCL4hIkar+0pkRjwP+DjwrIhep6sZd2MyP3XPG90Xa/E+EKEVS5tXpRnIpIO2lmJF6k65eX8q8biwOZvlxcrVS14rzoVFAkjQzNT2JAimhJNKR5lQjCZqYm3ifjf56EtpEZdDij7wimM+KYH67g9yo601ZoSnWBctZFsyju/Ql4sXpHRmCh5AvRcxMTm41n4ffqoWqOqhgeuNrFHllrEzOC2hJhoqyuaozmSYVARWLkNqME2tLNESAKJ6XLjz+aM+L7XrK095ErE9PIuVli1MVG1Ziapex2Hn4DawgnuFSXEqAuIh8HvOY6YqZTedgHjF3YC1UN9JClGQStYppUSKtAaZihGT+0ZzxRoz48U00DniXlwgIuq5m6QuYiuZ2rFWlUlUDETkWI4+6AwUufQ23rOrMtISKmv0KzrvkQUyBdpiqbtllvGWefrRce6uwhKU3sWP9R6wtswZrtSvHyOc7gDdVtXkHxtYRO89GYQrKUkxxOAkzC96wvctqZ9mHYWlSQzAVzQOqurVUugMKIvJFTBl36oFsgBwiRIgQIbaM0Ew4RIgQ+x1EJBeL6g6wO6s3YN4Hx2BtTcdjBX8SKxJHZRcgIlKOtYvkAiOweO8ngKtd+1PmbvFfsCL4PIwkeRJrRfk2Jid/BPieqqq7K/1rTIo/YWejW5064pM4uZvIlb4yNPDwvEX6MUrAuMhZRIiSoIlP0h+ka7XS94kyLjYBX3wCDXgl8QiKQhuT3hi5HJ17NoLQrI281fTEpnXnSSHd/QFUBmvYEGw70CpGDjHi1FFNlBiHRMaQ6xWSKwUIHhuC1UxLttzI7SdD6ecNpYFa3ktPIr3VtO5NUOw4bupZ6k5fosRZzvwgTXqbLbq5w4dSfuUleDntpX3vv9BUito336bqX0+XY+a8T2EJOLdj7SU/xJQLJ2ItR29hZsIHudcKsGO/NaPmRzBFQQLoj0XTfxvwT+J8RIS0pviQN2qrtbJIRNZgSU5dMELoUVUdIiKvYcqc44FiVR0BICJPYoqzb2Cqn6dUtVVroojMx8y9W0WKhdhzcK2aVwE/xxKXbt+akkRECjAfmYmYZ9E/Ma+ZUdi5thi75g7EFIvPuMcnO6p4cWO7CDvPHwJ+j5HnQ4BrVfX1HVlem2VniJmx2Hl/346QR/s73L77HuatdqqqLtzHQwoRIkSIEHsIoaImRIgQ+x1UtVFEzsUUNM9hLVCHYnHcZ2PFbAesOK0HFro47Rfc/BUiMgD4ACsex2FpT8+IyJdU9TGnErgaI2fuwXw/znH/34oVpM8DRSLydXc39gYR+TIwRUQucAbFO4qajl6PYHhkrIdCY7qOXPI9VUVEWKrzghhxzxMfX32qtcJPk3IOugFphRSJDEkDbQr0mMQRBF8i5LRJwj4iNp44ufTyB/N24hkatY72ECFKrhRQqxtJ0ESuFDA6eorzjFHqtIbaYCPzU61v5PbyBiEixDWXEilng65pd/ltILSJ8l7J4uz3tonCY8cecCQNgEQiFIwZRdW/nn4aiwceiCkf3sfal87CiMRajJS5KDNr1mJSGHnzd0wdNgxrf8o4Nx+HndersTYVcY+GCtasLtcu/euppQu9XjhJzvtNnJzyZprmq2qliAwDKkQkjhXsb2KEUR2AU7Qdg6khfoe1xoSKmn0MESnDrmmDgJNUdeYWphPgaIycORdTs3yMqbQux6LbY9g59jFGzLywi0qXrli7ziC3zsMx75i7gUuzlFo7utx+WPLcaRjpc4WqNmx1pgMMLmXrTsxUfNz2tpaFCBEiRIgDE6GZcIgQIfZLOC+Yz2EtTC9jKUwHYX4Y3wDWYkqCvtgd3udE5EdZ8zdgrU8fYAVIKfYj/m4RuSRrHRe65f7UmVyejXlq/BJTz4zGTIZ9N89dWGHzuIhctqPbdULsgi8Pi4zxfIngiU8uBQiyKVa7mQZvZbCIpCZYHHyySZWSIsHU5EvMT0/j3cSLW1x+nW5kWXIu9UEN/0609gr18cl4InvWZbUZosQ4JnY2o2OncGjEfJj7+cOISQ6IoMDa9DJmpd5uaybMGl1GWtOkSVGjlTu6a9pDW6Km3Tv3sd49dse69g0iEfU7lIwBPo+1kwzD/HdyMXLxSIyULMTIjsmYEuFFbH8sBfKxz8QwN1911hpuAUpUta+qnoq1rXjAGzOYUvw6TzKfmfSg/zmCd8NwxvrYZwaMYFkPHAHMxbx0ajGlBVi0+MOYN00NpkZrRdSISBQjmXalXTDEdsKlJs3EzotR7ZE0ItJTRG7Brq33YcfvY4x0Ox275q3CiJmrgU6qeqmqPryzJI0z9L0K82CaBVwB/AZTSh6rqt/dGZJGRHqIyO8xcnMhMEBVf/EpJGlyMHXcIOD4kKQJESJEiE8/QkVNiBAh9luoatr14v8MM//NxGt/HrvbW4yZpo7CipObnZ/MeFVNq2rKGRT/HVPmXI2pDl4UkZiqPqCq9WIR3JNFZK2q/tpFuD6FFcSnAY9h8d2fU9WEqr4gIicCT4vIIOD72yP/PzXnss4RojeKCKrm/4L7u4l6FuosAOYEHzAn+GCz+eu0mrp0NR4+uVLQriKmSMroHTkIAUojXVmbXrbpvY8Sr9EnMoSKYCX1Wr3ZvABd/b5E/BwEKJcelASdqNFKOtMLQViVXsii9Mftzjsn+JAlfEKC5q1Ffe8KNlPYeEWFeNEDy5umFVJpifXsQWPlRg9TF4ARMFWYAqYH5i0DVqQNxfx9lmD7YxZGglyPeXLcECH6t1LKv1tHDYWUHN2Xg28eJCOq5jNzI1aMg30OJE0KwQuUICL44uGlaTH+7YiRQ8diaprjMW+clY6A+S+MzOyLtcZUu/Fmowznc7PL+yrEFuHaRX+KtXFeqaovt/P+uVg71BEYMdOItcMVYkT2u9h179nd2abmlFf3YL5gZ7vH81j60h935txwhvDfwrbnPmDQrih99meISDHWulsBnPFpauUKESJEiBBbRkjUhAgRYr+G84f5JlYE/g3zq/kL8EX33Az8CkuJ2oCRNitEZJSqrnAEysUi8mvMsPUWzHPhZUfW3OdMjE/FWprWq+qDLonkKUyS/xnMUPMJ1/LUoKqzROQo7Af0IBGZuB13hKtFpE5VOwAsCj6mKlhHPkWs0aXbJDcKpIQhkVEUxTsBwprUUmY1tTbz7R8djrj0o+7SDy8irEjPp0Y3UK0VzEi+udV1eOK+FkQQfA6Ln8i61DKmJ99AUZLazPHx8wHhw8TL1GpVq/mb2Ls3suM9u6OpFHKAkjUSjxHv2zvVOGNWBPPqqcWK5hUY+dEXO8emYW1ReZh3TA+M0DkSI26Ox4x+ZThjvl1EBwAC0pfFJB7N16JEguZbljI3k5H+E+y8PrSStY0LmJVXSClLmTsLNkmlMi1Lx2LF8LUYIboSa6eap6of95ZBP+zHkEMV7fMBr73eZhPDxKc9DBEZgSmbPgFGqJqczbU2jcYI7kswwi8XO4eGYr8BH8Oucy/tokl6e+PysKjtH2HqmWmYJ837wPCsePcdWWYJZpr9JeyaPFRVt224dYBCRLpgpNbbWAT3HmHAQ4QIESLE/oew9SlEiBD7PdRwK6Zw+TXWp38rltpUgvkp9MOKyjjmqbBQRE7PWsbXsfapH2PqgxOA7zjPGVR1Oc7fQETOyGqD6gL8AZPoVwHPuyQenPz8RLeK10Sk89a248Wmh5uAG5UgEBF6+4Op1gpW6aLtUqAMjRxJid8Jjwi+ROgS6d3q/e5+f8qka4u7rAo9IgM4InYy2xtcvbpNTHhEonTwu1AZrKEqWEtv/yCixIlJnF7+Qdu1zD2JWJ9eSCy27Qn3U4jnkTd8SDVGwtRiBtoprJXoKMxr5geYufaTWEH+K6zVSbDzswyL9I4AFFAUiTjCTaA50ABBNCCdURzU+ETO6U7fg0rpCMByFjTP5n3qqakFerv2wOOAgzES6DSMSDoB88q5EygUkVfL6XZTRKLxCNGOPeh/SJtNDP1p9hBExBORG7HW0J8DFzlvoa4ichOmyHoOi33Pxc4RxfyEzgJKVfVzqvqPPUDSDMDiu6/ClDxDMdL7elW9ZEdJGhEpEJFvY+1aXbEEq698ykmaAcAUjEy7PiRpQoQIEeI/C6GiJkSIEAcMVPVOEanBWqEmY0VgGitYLwMOwYqBL2BqhGdE5DZVvcXN/2sRWYXd1e2OFaCvOGXNb1R1tjMxfkpEPqOq7zhlzdOYouBKLIb2FRE5TVU3OOPjz2JGlu+KyFmqroepfTwneJWBpstXpxdvZbLN0aj1FATF+OqjwLLEJ5vei0qcIQXHIOITNDexOrmQLn4fwEO2k6QBaKaBjxPv0Cc6lAgRIsSYn5xOf384OZJHVbDelqtQEazc5vIyyCGfQq+EDcGa3doWFe3WBfHb99s5UODl5pZh53G2+/NYjLBRLPa6ESNz6t1zM2YEux5TrfwRI1P6zmV69UAdXlLNBubzb7rRhxqqaitYfSeWblY4hCOGl9MFgGm8lb+RirRb1yDME8fH1Dzr3TrzMd+SImA2plz7AVBTQ+WdxVp6sOClK1nXti0jVNTsAYhIT0xRGKPFU+Z8EbkeI/hS4Ny/zRfmQeBpVd2xi86Oj8vHVI//i6m2qjGi4S/AIapav4PLy8HUk98CXsNMdD/16WEuXvwZ4Aeq+od9PZ4QIUKECLH3ERI1IUKEOKCgqg+ISC0W6boK81U4Boscvk9VvyQimWjtCuBbzrfmFFVNqurfXQTxS5ga4URgkojkqOptjpy5EmtzOsGRN2dhZM2fsDaCnwBviMh4VV3t2qu+JyLzgFdF5IpMAlVbvNj08NpTcy7r9VbzMx81Ur9DkpRZqXfo5vWlIVnHRl3fivDoFO1t7UoieLE4i5pmsTZYThevF8vT89mCD28r5Eoho+Lj8SXCtObX2BhYfd3N70+fyBAEj5jk8E7iWQAatHa7xh0nl7GxMwCo1SreT768jTm2H97+qKZJK10eXUHu4nrWT+hK3bD2gpBaIJEIGFHj0xK1re4RADlY0V2SNZuPFemd3POX3HysZUXJWjal1RcsYrZiaU293GtL8ijo6UskktaUunSwGoyEeR94XlXvEpEXfCIr0qSmA8uwlqfPu7HcrapPjvcvznk5+Mf6dazoV0Dxl9az6sttNi9U1OxmOLXT74DfYtexH2PR2h52XjRj8e5/wlqatu+DuuvjOtitsxm4FCNr8rEY6Wlbm7edZUWxa+13gI+w63e76VWfNjj/s78DX1TVx/b1eEKECBEixL5B2PoUIkSIAw6q+jiWCNUDk9Q3YAXt19z7T2BqgCbszvJoYJkztURVXwdGYqlQLwGnAleIyPdERFT1OcwH4QUR6ekSRM7CVDh/wkihv2IGxH2yxvUwJvP/c6alqj282PRwYyP1Xy2QEko965byiTAsdjSHx08mVwranS8gzYpgAZW6uSplY2odAQFpTbEyMY9GraMiWMms1DtU6/bVyf2iw8jxC4hKnL6Rlg6WYJPiXkmTpkFrt5ukATZtT0SiFErJNqbeMUh0J+83pALiS+rwGlO7dTwAeYvqKZxVTawqSZd/bofqyPfA2ooaMbKlFiNuFDu312P+Ihnfmnnu0YwpyxSYjpEtYIk/GSj2OfgH1v4C0DSbD5LVuoF1rEyvZUUDkHDr7Q4UiEiPYXLUqOPl3M8fLWedJHjDsFSdPCwp7Z7x/sX/BzSMlpPH1LKxahVL3mXzeO5QUbOLOCV6SeEp0UuiIlIiIg9hxMyrwE3AVIwUqcPa4sYCBap6pqr+a2+QNCISdW1Jb2LXxdcwP7HHgaN2hKQREV9EPof57VwIXKCqZ/8HkTQXYiTNRSFJEyJEiBD/2QgVNSFChDggoaqTXDrT05iZaiHwNRG5S1UrVHWViPTDCocLsCJ4voicp6rPqurHIjIQM0d9G1PWPALEReR/naFwJ+AlETnaGQ6fhcnR/4gpC2qBN0XkFFWd48Y1xSl4nhGRwcDXVXUzNqCHP/CawZHDUdTagSSgk98TD4+Do6P5KPHqDu2P+mAjb1U/So6XT3V6x+viCDG6xvoDAiJUpFsIhjXBEqKpGHHJY0lq9g4ve6NWsD5YRQevE/NS03d4/q1BUzvXRtX9jrnkrGggiHss+e5wNGf3tU8lS6OgEESFRMftUPykAzASJdOjVkiLsiZG65aobGlUBPOREYx4zKBn1t/ilv29rOUfXMtG3ue1zDIimPIB4FB7yE87G69JVKMD8ykc2FeGXFpAMZ/oh/GNrF+sqogI+RTF8ikurWPjM0AfEZmJEaQpN5YGETkGI59SWc9b+ntb7+/ItHvy/WB70t52BadEL7kL+EKgQaKYMq1mg48prPpjisLfA3eq6oqtLWdPQUQOxcjrdZiq60cYiTjS+X5t73IEI7l/hKWY/Zcj1P9jICLXYSqk8ao6Y1+PJ0SIECFC7FuERE2IECEOWKjq2yJyEnZ3OVMR34wZreLMFy8WkYlYPGwN5j/zM1X9dhaZMxNroTrJTZcjIt9Q1V85g+BnReQkF+XdHlnzmjMgnubWu0hExmIqhqdE5BJVrTkl9tky4KmkJgYXSZkneOqLJ538HqjoJi+ZUq8zMXJI0DpEqszvxvDc42jUej6sf4EkiVbvx7wcDsobQ2O6llkNb27VCyaXfDp4nakIVtNMI54YUSEiBJpmVXpRq+mXp+cheBwePZ5iKWdeahr11DE0buvz0zb6GekpNNLWhkL5d2rKFseyK9BkYtsTbTaTkru4DlH7O1rRTKJH3jZn214ky+Ms/coAOkyuxE8qOSubaOqes+XhBIFi7UEJWuKtqzDyxMcMVJdg6ppG9yjGPJb+jKU39cFakjys7SWT7qQYqbASM5Otc8vMzXq/yf2fIYeaQGsrdHXHUjrRTGMqn+JIGV2JSIRhHLVxsj4tFawu6qCdpZkmGqhNYGbfv8TMvX3sN8atmCHqG+7/zOvZf7f32pbej2BExc7Ov6vTZr8mIrKnSKFoHoUdxvinHuWJL554kYHeCD4IXl0G3IWRM3s3Yi0LIhLHSIUvYv5cI7FWrBuAx7eXwHIEzWmYSkgww/fn9zQBtj/B7YMfYMqoY1R10TZmCREiRIgQ/wEIiZoQIUIc0FDV6S4m+4M4ucXldL1ukHfoI/OC6VOzpvmziEzGlDMJ4JuOSDlFVWtEZBBG1EzGWpxuBe4QkRuAb2LF8KMicrYjayZgZM19wH9hZM2LInKuqk5x69woImdiXhJTRGTC+Oil56nq4VGJxfODAuq0ijyKNkViqyoegmpAvldMImhN1ByUcyQxL4eoxukTH8b85g83vZcrhYwumGDtRX4HuqUGsiIxp9195hPhqNjpeHikSPFm4nES2sjHTW/RPTqQpclPSLN5S1CpdKRIyvAlwoDICBJ+ilyvgFg6ioiCQl9vCLOD9zebt1BKGRE5miTNTEu+QQLznI2RQw/pT61uZD3bb06cQWr9BjQIEG8HOnlFqDy1K6Uvr6FhUBGJbrnbnmcH4SeU4rmNeEklf+kq5t3cb4vTpmtqFPOaqcKMeyOYQqEnpla4HDvflmHR3aVYi1IUa3Xp5P7O7IRRWYsXt8zu7v9lwABaSJmEm/41rA3wTIyATE/XyU/kkt+UoPmWfApvFihLa4pqKguBj2boW5FcCg5uoqFJCe4CvuzGkcwoAlwROkVVX9uJ3bhfw8VPtyVwdoToiWG+QX0xoq03ppTpASSSJOLqVFCqGpRI+dOqes7e2r4tQUSOxM7L+ZhS6ztYm9NQVa3egeUci11ry4DvAo+parD7R7z/wpkv3w0cgRklr9vHQwoRIkSIEPsJQqImRIgQBzxUdV6+FB1+hJw4z8fPUXhzvH9x8aT0I81Z0ywQke7As5hy5ijMt2a0qi4TkSOwYvg5zP/mBiyW+1rgGqwQ+ZOIXNmGrLkXI2vqMQPiz6rqJLfOpJOzfxV4e2Ww8NZu0i9IaZIqXc+CxAyixHVI7EhRoDq9ngGxkSQlSWM74Sg+ETI3mrv6/SjJ6cii5ExK/I70ix2KYKoYD6F5KzfbI0Tx8fHEx1OfcbnnsDT1CcuTczaL585GnVajKClNURWsJRAhLrmbVDiKUqNV7c47KDKSPK+QQPPo5vdnSdpaqEbIOAopRSXgI32Daja0O/+W0LxkGQXNCSR3y4qV9lB5Zg8qz+yx7Ql3FrqFv9tOFgQ0LVicIVhK3d5B5dcAACAASURBVHMKOMjNeSJ2bv2Pe14CLHfTVGFk4VgsBlmx7/V3gZNpIWOEFhKnP0YQJNxzMxbv3BG4BCMSfoWRP+lG6hW4ooaqgg/0VfIoZD2r3sBUFK82UrfOjfuhcZz+cED6Y5CZpdLxDxup+B8+xR41jlQIMH+hLUJE8oHBWNR55nEQ0A9rX/rEPaZgPkDnA9cnaZaPg/dSQ7zR6yMSmYu1Fu0ziEgepvy4HFPAnAlcB5yvqu/swHJGufkHYufRw/+J0dMu0ephTB13gqrWbGOWECFChAjxHwT5D1KXhggR4lOM8f7FJaq6XkQigQZM1UlfqNWN97Y3rYjciEV8N2GF7QWq+rR7717gasyY+DzMmPVqrK1kElYE36iq6gqwZ4FFGFkzDvgX8AVnaJy9zgnAn3p4A37R2zt4/pTU03dhxbCPu2te7HVkVN6pCB51wUbeaXiq1biPyT2PXK8ARUEVEY+0pvHwEBGw9CAqUiv5qP7Fre6vPv4Q+kaGEvXiSCRCoGneqP8nCW3c6nxR4uRJITW6ARA6+T1o0DoigU+xX04gsCq1gFSb2nWAP5xe/mAEYUZqMhXBagDGyGnkUUiaNDN1CpWs3drqM8TDJkTKy+j67a/jxfe/9KfSdzaSv7iBimM60NSzfSIpaGqi8pHHqZ/6UXbaUx3mU5ONzPv1WJtUI5aoNCOH/JE9ZUCHaq3UdSwXjMSJYK00HkYkZHZQBVDeXw5JlkmX6EYqbpkXTL8HO4dnYKTPg5gBdzdalB+Z87TGja8WIx8yaVUNQzhCu9I7H9D1rF44k7djQAEwYl95qOwtOOVQR4yAySZjDnavz6eFkJnjnuepapOb38fItjux1q4AUwB+qKr/vTe3pT049csfgQ+x8V+PEXq/VNWtElVZyxgG/BBTcP0Y+JOq7kTv4oEPESkGngTWAleoattY+xAhQoQI8R+OUFETIkSITwUmpR/ZON6/+Guq+pVFOqu0jup7XMzp1aqt2QdV/aWIvIq1e/jAkyLyc1X9lqpeIyIrgd9gZM4RwEPAFVhb1JvYj+ufO2XNmZgKJ9MGdTrmaVOgqg9lrfMZERm/Iljw1Ipgwb1YWtX7WEvKNGCsLz6KtT/50mJuGyHGsPjRpEkTaEBCm4lKFHFkjYgHQYCmUqxIz2dO07tb2VPCyPyTKY90J5FuRMRUOgqkt6PeUgJiEieiMZI0sza9DIBSrxP94+ZnW+5356Pm1hHcC9IzqQrWkSRBjVZuen2mvk1/OYQarcwmaVIYMeHTOp2wFUkDkKrY0M6r+weqxpRQNWZbKVdC87IV2QSUYORGgG17gJEz1ZipcBFG8OW4aU8YIeO8AooIJJAmraeGykz7SGa5Xtb/5UWU0tsbHPUlQpGW3jSP6VOAWVgKWgo4B1N3DMaSpjKE4mLMa+YczDA2AXTASMy+TTQ8E5A+TpCgk3T7McpSzD/qfhH5sqrO3YnduF/BtTv1ZnN1zMHYvs4mYya5v5duSTHiCJ7zMH+X7m4Z04D/Z++846Qqrzf+PffOzPYCLL13pIkoUuyo2Fssid0kP1OMiSYmpmiMGmNL06ixJDHGFDX2xBIbKiogIgoqqCAC0lkW2F3YnXbP74/zzu6wLC2CGH2fz2c/u8xt733vvTOcZ57nObdiSrwf78TT2SpEpAy4Bgv6/S1wOmZVGqOq87ZxH/0xJc7B2HvqaS3fkz9PEJHOwJOY1faCz5vdy8PDw8Nj2+CJGg8Pj88MnsnedzNws4iUYlkcxwNHODvSE/nrquoM9x/m5zEy5gciMhbLrbnckTW3YSRNFdYy9VQs+PIVEVmpqnflkTWPYzaoczG7ytMiUqaqt+Ydc6bL0/kXMADYzx1/CDClJrt87LzkG1SE7fkg9WZT8d49PpB2YWeEgJXZj5iZfIGKoIo2YUfK4lV0iPVEAmHm+udZld1yo5WysC1tY50JJKQgLKEhU4sSMathUqu5NBtDGJs4ggSFZMkyKfUwEVZjJKQYRYlJnAJpNfNFV+vyfCsOgK6nVmbp5JZKmdxnU25ALQNoIqxd9dPAHRKP38jGuSz/M5AwILNiVQTkmLkcQZObjwALFY6513IZJ7nw2VRIWAoiAGJTlVPPxFr8joAwRSoLhFnNkiYZAUOx9t6dMBKi0P00YmqQOEbyPI2pad7G1GM/AS4FlgG/nM/sohpWLo+TeHNltOQvIlKOkUyPAS+LyJ3AVZ9Ey+iPC2dL6c+mZMwATJWUI2OmYwqkOcCq7QzRPQS43u27ELue/4eRwa8Ch+xKQkNEDsXe0yZh3fW+737+vi3nKSI9sPyaEzAi6uv/C9d+Z8KRVk9hGT+/+DyFJnt4eHh4bB+89cnDw+MzCRH5NnA01s1mDFZkfqW1sEYRuRr4EVYo1QCjVXWBsys9jKkCGrAi+WQs+PMF4Nw8y1Qppqx5H/iaW+dZ4HZVva7F8YqBu4GOmK3qEawY79nauXQKezGkYBwKNES1pDTJnNRUNriap02sE43RehqirddAMUmwX9nJBBKyIaplSl2zQ2tYbB86BF1pDFMUhiV8mHqL+alZTctDYoxPnIyIoKpMST1BPZYdKggDE6MoC9rwbuo16qKa/MOudfNXhqlFWkOWjdUf+Yjc9n8CxmK5Fk8Cw4Avlh2wz7mVxx1RFRQU7HJtTVibpmzmGhp6l5LcSicpzWbZMPOdVPWf/prFzud4mpVE24IICIop094yWNZpNYv5oOl1rEtUiBE3G81NOW2pkHas0EWkSNZi16irW/9+LHB4D+w+PxB7Ln7nlrfD8lLaY4RZDUZaHANMAd5V1RNFpC/wjKr2EZFOGCkxHiv27/s0FKkiUsmmZMxuWKDvfJptSjli5l1Vrf+YxxyDqVSGYYokgHnY3CzH5vxhVf31xznOxxhfJWZrOgQjFL4KPAf8QFWrt2H7jhiJdwaW8/UrVa3Z8laffYjInhhpeZmqtmrL9fDw8PDwyMETNR4eHp9JuPax72HFwiCsyMxi2TN3tpSbi8hBmCompx44WVUfdcGXL2GF2jzMenI8ZhN5DDg+1+kpj6x5Dwsh7ozZHx4BLskvTJ2F4irgFMxW9QesUK4okGLKg7Zak10uOZVLVdiV3vGhVIYdQGFNdjnTk89sct7FUk6bsAMrsx+R3kzsQVwKKAvbsjazsqmFd7GUMTZ+BGEQh1isiYx5uv4vG217aOJLiASoRkxLP8M63b7wX+waNGLEVGtQ9xNg1po4puIQrKvQ8ZgFqIfbxyNBSbF2verS7wSJ+C4nanpd9Q6xtSkQWHDJEDKVm8/OiZJJVtxwG6lFi+kg3dgt2JN6rU29EU2aEZEdilmK4nmbpDASJtZFeochoSzW+ZESNZFblVRpj2CArNCPWKGbqKty95/QnC2Tn42Tm/cIIE6BjJKDpZBi3tMZ7y9h/gdYkPEgYF/s/l6BKUx6quoGEZkOrFTVI113oJtUde/cAERkXyyHZQ3wbVV9e5sn97+EU690pXVCpoSNyZgcIfPBtmavbMc4hmHP/N7uuGWYMupq4EpVzYrIJZhF6JBdYYkRkWOxLkTPATkS6xuqOnEbtm2LhV5/DVMZXaOqWwyd+rxARA4B/oGpih7e1ePx8PDw8Pj0Yzv6mXp4eHj878CFM16OfXP9J8xe9AH2TfFkEdmtxfrPY8XcPKyAfVhEfolZGwZj3XJGYeqBxzH7xxnAQyIy1O2jHjgSKwRvxywhB2B2qZscOZM7XqSqP8EKt4fdWBsqpCoaV3Qswwr2k70KJzSNLyKiItbBMmkCIaWNlEjFRucclwLGlhzDoMIxjCk+erNzk9YkNZllTSQNQKNuIE2KTJRynZ3S1EYbkzAlUsGiaC6RRijKsNi4zR6jWMqImQMnV+zmSIIAs3k0n1qzYuYu4J/YHM926y7GbCClmBXteKyQrcPm98vR+g39Gt6e/ZFmdn3jmFhtmiBjpxrWb9lKllmzltSixQDZgcEeJKSQcmmTaCcdR2OF/ETsPstgbZAXAPFu0jc2KBgp/YPd6RcMExyxAjAyPEA6Bt0ZEoymkGKA/EnJt53lq3YUeKevDFu/nxxDPxlWB6xsTxctoJBAAvrI0LaYSuxQzLInWNA2WH7OqS5wNoup2KCVjk+q+jJmNXwAmCgiv3HBqh8bIhIXkUEicoKI/FhE7haR17AA5OmYymMQRsZc7cZRrqqjVPUsVb1GVR9R1Xd3JEkjIn1F5G+Ywq4npqQrxkiu/VX1Z46kGYXl0pz9SZM0IlIlIv8AfoMpqo4EZgHDt0bSiEiZiFyGqQnbASNU9UJP0hhE5BSMpDnJkzQeHh4eHtsKT9R4eHh8lvFXrHA4XFU/xAqz32DEy1QRudJlUQCgqmvcsj+6ly7C1DTLgN6YwmECVmD9B7N5fA94UkR6un3kkzW3AauBg4ARwJ9FZKNsMFW9C1PV3DQqMWHVXolDgxhxYhKnNGjDRuu6ejyljVSFXRlTeCR9Y7s3LU9IEYIQkxiFsjnBittVC0RkmZx6nBnpF5i0/n7eaJjItA1PNi0vlUrGFB1Ft8RACK21d5GUELbi0ukbDmds4ij2LziBYimL02xrIu/3LIycEUyd8Sus49APMcLsV5j1pDtmwajF8k4Wuv31wL7xjwFHrn3sqU6fhkzOZWf3prFbETXjO5Ls2mpWDwBRY5L6/7xIOW0RgnCtVpNx3EC9rssRKhOw/JgAOA44G+jdJeh9pyAIAQkKNgoLjohcC3clItqcZHYT8iZOYmhPBpYVSBE9GFieoKBmLdWqKFnNUCCFt2NdiO7HiKMl2PVLY6TP/sC12H2+n4i8CVwG9BCRr4jIfiLSWUREVTOqegtGnpYDc0TkLKd82SpEpFRE9hKRM0TkFyLykIjMwci7xzA7YVvMQvQdoIeqdlLVg1T1PFW9SVWfUdXFO9N+JSJdRORWjGhMYAqa3bH7+H5gYK6ttesg93fgfNVNpVA7cYziiIS3sGu5GiOkD1DVn+a6Um1m2yLXQW8elt0zRlW/9kmO/9MOETkf+8w5RFUn7erxeHh4eHj878Bbnzw8PD7TiEn85F4MvKEXg/4kItc9E92/3oUG34MpEbKYHH2jb41F5ATgPqwIrcFybpZgoavdsXDNXpha5mwss2PfXIaD65byJPCOW1YEPITZeE5r2Y5VRPqPL/jiuzGJBxERSkRttppZ6VdIYnmi3eMDKQvasSG7jr7x4YQSoy5aw5TGx5r2MzAxim7xATRkapmRnEgj67d1qiKsUCtobWHHsCdDCsYRaoim04CyWOfzbna6jR9hROJA2oQdyUZpCqSIrGaYk3mNpdkP1M1zxs3neszGsxBTXZRiQbY/xoivD93cPoIFmf4aI9zALDNtMAtOLmB3GfBU5x9deFq8c6fuEgt3uQVqa4hWr6PXlTOJaYL1uo7XoudoIx3YoHU0sgHseuQrYMDmMBkSKx4YjCRGjHejGWtSNFZgZI2WUCFdgl5U6zLW6ipGyH5UUsUH+haLmJvbTz2m2GnatyDZfeXoMCRGlgwv62OqqMRJkKBo1QbqxinRlUAfYE/sXj4Wsz2tUdXhACLyMKY+y7W474kRbv2x3JtCrLCfh7Wsnotdx/NixBvGyZHJhBRURBp9eaI+sJxNrUqDsHDv99m41fUcYO6WiIVPCs4C9EMsGPhBYDSWR5PCbH/fAf7awgp5G1Csqmd9guPsDNyCzes0jGC+FPjDlhQ9IpLAcmsuxUioyz4JC9v/EhzpeCXwReAw90WBh4eHh4fHNsN3ffLw8PhM40CO6x4RdVb0JyiVwHdUdYrLi7gJs3L8XUSeBr6vqqsAVPVhEemFFTBdsILwZEwF8CLWUvdRLMthAmZneEJExqtqvarWicgRGFnze+A8rLC9B/iXiHxBVZtYFFWdO77wlGtU9ZKkbsgkSMQqpIqh8bG8np5ISMiK9EI+4j0SFNIt1p9Cipmfbg77BUhnGxGJKKGMAbE9mJV5eVunKmIzJA3Aquxi6qM1lEUVSK6+zCP6c12oYhJHRKyNOEmqs0sasOL8GGAmFgb8YzePI2m24OTm4iOsqD8TU9Z8D7PWbMAIspwCqhvN+R5XqKr2+v2vbsQK+LJtPeldgSiVou5PDxHXwYQSUu7yZGs2dorkK15z5FQAFGbJMDuallsWJ69T1HrWMTeaCUAFVVRQRSgx+jCMRToXjOyJYeqT8txOFA2m6tNUUoVT0giQTZOSNKkQu8+7BASxgHBthvRj2P1cQ3MgLth1jKnqdBFZDLylqtfmFopIG4ywGYCFFZ+METtdO9GzKCQMAGqpme7GmJ8d8xT2HG623fWuhMuoutD9PIwFhp+P3eNL3c9pLdtai8gxwGGYGumTGKdguVi/xDK0EthzNVxVl21huxjWnvtn2HN2nKpO3/kj/t+Cm6ffY+9v+7YWYO/h4eHh4bE1eKLGw8PjMw0RSQQapBVNLGXB/4nIC1hHlTrgHBH5IhZu2gd4W0R+CPxFDUtdi9l/YsTMQ8BvsYyO+9xrj2NZIocCHYAHReQYVU3lkTX/oZmsOQXLzHlKRI5S1XW5sU5s/OelncKeVxVI4b/7hyMOBgSUQkoYmziCkJB52VksyM7h5cbmbk35aNT1TemwEVu3ApUH7UjqBpLa0PLzIEnzZ0QAKmVROYEKKkqkWVbr8qaVN0R1Tdk267Sa15PPpUATGJHQiIUsX4yFOj+HfRv/LaxAjLBi8RZMSdMBU9MksayaFZgFSDFlUgrLAOqPtf/9uoj8Gri75y2//Iaq3uGsJJ86RKkU6197g7ULZ1MdtKE9nVmkc9FN3Wj5yHngWlMKxdjMZ/kGalXJSkaVtTQ161nv1s/3ZSnQkCa5ZhVLuuQdJ0eiVQLLiymTUYwnJCz/iHkXZSVbUKMrh65lFSJyMzADu57FIjIQC9xekpCCywop7lvH2nKMfOuKKamqMfKiFijaQF0nIMhqRkupuAfLavnUy35dcPnXMQLyeSxn5lfYfVyH3a9/w5QnqRbbdgTuAE7Jfy/YiWPtgT073TASeh/gPFV9YgvbBMBJwBVY5tDZqvrSzh7r/yKclfYeTCV40Oe9HbmHh4eHx38Pb33y8PD4TOPQ4ORC4IqsZipf5sm+aZIHYF2ZzstlBrji5W5MiRHHVAJfV9X3cvsRka9iBVWAyf3HA7/AbAzPYoXPYRjpswE4I2cfEJFyTFkzCyMnwAiLsVh+zkaBq/1iw6VAih6MNDq0Wpec2j7odmqXoPdpocRYH9XySvoxWqCpm0+5tGNUYgKhhChKiiTTkv+hoZWOwgPje9E13h+AVxueYP3GdWINplhpCzQGhKUHJU4klBjZKMu09DNaR81GxEGCQkqCimhttAol2oAVKzmbUxuauzcJ9k3+w1i2yZdp7j60CCsk12KkmGItiztiip8IIxoaMfLrA0wdMNQNY2rHC785pqBPz2IJP30WqGxtHUsuvxZNplpdLgSExMiQAruPttzju3neWkWcBMWUUUtNjgxaiCnEQjZW7cwBBrq/c6+nsPsgLUjbYYwprqKzBBIQgQoiEVkm65OapOF9zL5W7saTBEhQuHgch3ULCcNa1j75GhOvxiyEnbHrdirwOpaRcmYb2peXUPHeoGDkXs9k79uhXZd2NJxy4kwsCPwtjJw5H1MahZhNsiNGbDzXyvaCZeq8qaqX7OSxBlg3pp9jdsJ9sQyvn+Ur+1oZ31FumyxwCfD0/wJ5tivg2po/ipGPZ7ck5Tw8PDw8PLYHPkzYw8PjM41novsbn4nu/+FEffjrKW08BLMptQceF5EXRGSMqi7COgndjxWbHwKviMjP3LflqOqfsCyHNVh73cUYUXAxFnZbgylFvo+RNr/JhaOqai1wBBYkejNWXH8bs3K8KCJd88c8LzNL30m/+oV3s9PPrI6W/XlF9qPnQ4mtVNXskmj+BxhZkcSyP+owQqUOmKREU0BRVQQhLgV0Cnu1OjdVsa5mVUKoDNvnF19prOD+KqYOCCOy6RnpF3RZdoHOzE6ijppN9peikTXRClELsS3BSJoSmi02pe7cazFFR70be9r9iJv/Y7B8h9cwpU29m+Pfutdvwwi1r2O5GjmCrRA4aNWdf0tH6zeg0WbDdHcJomSKVXf8ZbMkTQFF7CfHsL8cS3f6K80kzZbOY4tkVJoUGVKEJrpRLDOmFsj1Xc9g99N67P8EQd7x0hhR170Xg4rb0UkEs7WButtbCAgbMTvMflieUC5Ae2kVnWoESYgEsXLajMWenX9jirSVmD3kD5il5vY1rHp1MfOqP80kjQvgPREjZ87Bxv6Y+zkBO685GCE1ojWSxuEbGJFzxU4eb1/svemb2HtGT+AIVf3+Fkia8cArWED0lcAoVX3KkzStQ0S6YATYTOB0T9J4eHh4eHxceKLGw8PjcwXXhrs31tlpBPCYiPwby2e4FiNUxmEWhr2AmSJyoNv2fczO8BKmEJmDtUw+w22zASNfvoUpbn6Ud9xaLHh4BGbxwbXnvht4SUT6tDLWR4DDanT5z55N3ntDmmTFh5l3+mHF8++xUNUirCCcCQyp0zVj3ki/ULM6Wl6bJYsSURMtb7lrAOal3iSrGRp0PSszGzVqiWOqlX8D12PqlnCNrpS3MpOlOlqWI1Vag2BqAsFIGjAS4M285UngQIwYG47ZxnIdZwqweS9x83mK+3t/rOvQWMxGMsutPx6b70vdOKdFtXXxFTfe/p42JtFo13eCArM8rfrTX0l+uHCz67SlIwEhgQR0k365+d2sdaJS2rN3YgIDYiM3u89BwUhGhxPYNzyaAopyc98Gm1dovo57tbJ5wv2QoLBOEJSIlSxZ8JZOnVqty3SezlzaQH0SU4W8hdmZ4q6bUTZF8lsZ0g2qygfMLsWImu8BfVX1Suy5+R2mRjsYu+cKNx3KrocjaCZgBOIlWFjyhdjzfAM27n9h9/CtWIZL9Wb2NQhTqpyxs4p6EQlF5LuYArARs5zdg3VnmrGZbcaIyHOYevAWYHdVfdgTNJuHiAzASK17gQs+6dbqHh4eHh6fTXjrk4eHx+cWIjIGuAsrYjphBMzPMHvIbzAC4XbMzvAM8ANVXe22/SFwDVbo3oTZeJ5y28YxS8c/gKucGid3zHK33hvAt1RVReQ84CfABFWd3co4u2IF7BvAN3OFnYiEwPFuzP3d6lMx5cqQYilfl9FUhxSN20rKL8bUQPlQNwcPYFk7MUyBkcEV8dsIdduF7u+VbpyCFbgpTK3UHvsSoc6tfwGmBnga+8b6VCxPaBGmRngW68i1CDhQVReIyAjgD4me3aJOF317YNCYKSMMAy3ctJX4J4EolaL6rntomLnlxjgFFDFaJhAjzlydyUfNXZqgOTC4CfsXnEChlJDRNG+mX2yVkNs/PJYCKSKjad6JpulKXSzkWeUwVUhHjPTLXZ9ami1Mi4F2MeLx/gyPAczjrRfTpEZiIc8VGDFxgKpOdffyr7EuR29jZFq7gDAZkd1PVZvSr0XkDIwInIARdS9gbchvU9XNs0+7AK5T3NWYZeun2P34c0x1VoiF687F7s0vbakLkuuaNAXrrnTbThrvbsCdbmxlGKn8LacebG393YGrMNXfz4G7VPVTq2r6tEBE9sLem3+qqn/c1ePx8PDw8PjswCtqPDw8PrdQ1amYwuVxrChNY0qa27COKN/DvjX/K0YcvCMiZ4mIqOp1mDqgEbMx/QbLfeiCERj/xKwNV4nIcXnHzClr9gBudvv6PRZEOlFE9mxlnEswRUk7LIS4rXs9q6oPutbIozGFyt6YtaFxg9YuTtFYiwXybq1LjtJM0qTz1hd3Hvdg3a7APjsSWEG/uX3lfufakAtmYcrSrLopxsgBxYr9zhjhIhjZVYkpjhZjaoCvYATC0xhh9AjWrnk11hHqLhcO3Qm4MLVw8cTkpXfG+lwyK+jzkzco/HDTnJ6dCc1miZJJVt1211ZJGoAkDbyk/2aSPtqSpAGb89xcAdCoDWQ1iyCkNtOVen40G1WlkQZqdEVOPSPYfQs25+3Z+HpXkMujtrlckyEdzOF15vB6Kk3qj1jxX4FdxxjwTRHpjRX6hZj6KY49G8sjslOAHrlxicg5wHXAwY7UOBtTStXzKVLUiMgwEfkXZtX6K5aFJBgx83/YOd6EjXkRZhHa2sW+HGspf/tOGG9cRH6Mkc4ZTAH4I+DY1kgaERkoIvdhJOyzwABV/YMnabYOETkUC0n/hidpPDw8PDx2NLyixsPDwwMQkZHAn7ECahYWcPsoVkz9AlN/XIepV9Zgypb3RaQYmI7l19Rj1qlHscK6AbNG3AycmN8pRUQqMGXNdODbTllzgjveRuvmbRNimRHHAUep6ibVvIhUAediSpQkRoakae6u1G4L05CludNPDi3DavPVGLh9x1vZV74CJP/vFM1KnPcxG1oSm/McSTUHs0Ttj+VqHO2Ody1GnK1zx8x1h3rXrTses97MwhEJw2WfXh2kawFAzf5VrD659xZOf8chSiZJL13Oqjv/TrZmzTZtU0gJCSmgVi3/p1KqCImvXa3LKltbP06CzmEf6qIaXaMrtxacnCNmciRIayHE+dc2wgiw57H5L3bL52I2s39itqW+mCotidnwGt3vr2LX6waM7EkDK1X1OhH5P+w5OkRV33P39UKMwNwAPKeqn8yF2gxcrssVWDbStRh52w2zHO6N3V/TMRXQ2cDXVPVf27Df/bC5G6G6cT/2HTDmEZiKJsTm/EHgx611kxKRXtg1OBojmX+3ubwaj00hIl8CbgRO8h2wPDw8PDx2BryixsPDwwNwmQ2jMCXAlzEbwHLsm+b3MVLlj1iexmPAZBH5KZBV1cHu9VJMdfI9TG1SiZE0lwIPiMjwvOOtw3I59gJ+55Q1D2PBpA+JyOGtjDGrqj/A7CIv5bJzWqxTrarXYAqTi7HCWoB5WAGdsxS1SVF9uwAAIABJREFUhhxJ08DGCot85Lo2ZbFv7ENaV+sEGCkDVvDnkLNOAfTDCvOnscJ3vtsuV6Q/SXNL8zrgB1hoc0dMYXOXqp6mqleq6iFYgG0ZRh4craqDOkjX41Q1mdWMLvrw5ShbV0+U2jGRILGaJOVTq4mtbd5fTkWz5uHHWf7rWzYiafqEQxkTP4L2QUt3GZRLW/ZJHMWo+CH0DYfRMejBnvHx7B7ft7J3OLhVuUyaFIuy75IjaQJC+gcjGBTsSWxT7qyQZoIsFx4MeQqdCqqkPV0k75LPxkjK/FbeczASRrH5/gl2zQRTcv0Mux/Ox0jBHwFlJZTHxnH4xQfKcavKafNzYHxeV7WDgWVOidLALlTUiEgXEbkVy3V5D7MU3oo9S69jgckJ4CLs/t4L2HMbSZoKTJVz7o4kaUSkQESuxBQxMeyZPEFVz2tJ0rjzu8Wdy2Kgv6pe40mabYeIfAfr8HWIJ2k8PDw8PHYWPFHj4eHh4aCqKRdwOh4LCB6D5Wc0YG24n8AKz9FYkToKeENE9lPVC9y6iikMJmKFXgWWbXED8ISzh+SOlyNr9qaZrHkGy52523WWaW2cf8QInftE5MubWSetqvep6jisXfD7WGE5Fcsl2YhcCQgpow2BfSwU0UzGQIuuQ4WU0EV6BQkK62nONclHbruE2zZnrclinztZmrsMlWH2m25YW9t6t80it2y5WzYIUyL0d68vBE4RkQ555/yiW68I+EBEdn8me99TItJuij41oXrhLFly+bWL10+bsV4zmUyUTG6TpFTSER3+uZDOf/6AcF2q6bWev5xNhwcW0uP62UQNKTSdpmH2uyy96tfUvzQF8hSrJVJB73Aw5UEbhsfGbXKMyqAKEEKJ0TMcxIDYnk2tusukTSGmSGnYwjCjHsFAegQD6Rb0Z0g4ptVTcb8DjFQEZ1+rojMjZX+GyBj6ybDcOgcArwmB7BHszwHhcdJDBnTEVCZg1+JrwMtu/TbYPZ/EcmqmuWPWdKbH6YUUt40RrxrJ/nNaqMHOwZ4ZaFbkfKIQkXYicj32bNQDA1X159iz/g5GGJZg5/pNjKB6HMuVWrKNh7kZeFJVH9uB494bI12+gF2De4GRqjq5xXpVIvJLLDeoERikqj9V1bU7aiyfdbgw6auw8PJ9XXi2h4eHh4fHToEnajw8PDxawP0HfCym9MgFBA/Ditr2mGLjCawYvRS4R0T+iBVMHbCg3HOwwu4lTFlzMVZEPdWCXFiHETx7Azc6suYVjMC5WUTO3swYn8MK6UtE5FoR2ez7uaq+pqpnAIMxoqazG9dDQEYQxoQTGBWOZ3Q4AVfP51QSilk8XgIIiTEmnMDAYE8ZHR5aiX2D31Kikk/cSIvXUpiKZj3NypoxWEZNgft3CUZwLcCK9l9hXa1OxFo5Z905lANTRaRn3rkuxJQ684DXROQLz0b/bGxk/e3AEm1MZmruefCWjy7+2cI1D/6bbP36miidzm6pO1TFK6sof7Wa0plr6PCgxXxIKiJIRgRpJWzIsP7pF3XJZdew6ra7WrU6pTWJomQ1Q1I35VuWZxfRoPVEmiWQOAVSRJoU9bqOedm3wKxekzY3RiEI2sa7IhIgIlQFXakq7gUbkzut2aNKAC2mHEEICSmjyWn1OrChnXSkUqpISCG9g91GYdfyKVX9sqq+jN0bIaZ8yimturkxP66qF7Wlw/eUiIisxiT+dNOARCqxFuv3upc+UUWNiJSKyKUYwVSOdX/7AZAQkXuwQPBumPXrdOy94KeYYutaVd1a9lPuOF/CnvHv76BxFzni5QnsGi4H9lbVq/O7SIlIhYhc4c6vFBimqhep6qodMY7PC0Qkhr33HIaRNAt27Yg8PDw8PD7r8ESNh4eHRytQ1YyqXg/sg3Uaug8LDR2JtZoux7p9jMMCVBuwb96PwPIhHsUUB/u4v8sx9cFkTFlTlnesnLJmDHCDI2vewJQ9V4nI+ZsZ47tum3HA/SJS0tp6eesvU9XLMIvKX7AONfMLKX6kiFJCiVFMGfFm20yAWY0CjOSpj5NoCAk1JjESFCL2MdLU/alN0JGhsbG0DTptcnismH8AU8QksJa2OcJGMfVCEfARVnzmwofLMTtUCdad6CU3p3HMAvWmiAzNO896TO30AKbCeQIrtk9083yWJlPv1L/yarT4h5dHa+5/9Ma6l6YsSn64MBml06konSZqaCBqTBIlU2TjKAIaCJkCIUqnaVyzQhcPTmc2JJK8m5lBzdNPS7a2qZP2JkqdFI1MSz/Ne5kZTEs/s8m1SdHI5PTjvJ99k4gsEVnmZ99mSvoJNqhlNlcEVYd1CnshBBvtP5AYo7ufRts2fZslM0HIiM7Hs3unYwvYjNWtjEr6yJBYGZWylPmsYRX1rGOezsrZcoYAlfXu+BlNU6fr1mGKjHzFxodYa/SzaFZOdXbX6l8A05h46HRe0Dd5JfWSPn5D3ranAM/kuqlhapzElojHHQFnF7oAI/R2w1pWfwNY7p63tzGbUxvM6ng4llkTB/ZQ1WnbcazumDXy9B1hMXI5N7MwpVyE2c0OVdV5eeuUuM50c7HnfS9V/eZ2qH88HESkCHsv6Q4c5EkuDw8PD49PAj5M2MPDw2MrcGGn3wIuw4JFf4sRB1djwb4rgaMwJcAdwCrMHrE/lmsDZpM4CiN0Jrp1j1bVZN5xKjEVz2Tguy5guBeWPXEncI228qYtIgXuuEOw7i5Lt/G8BCtGLxgajDmqk3QvWKoLmB291trq/8HImtJ+wbCgq/TNrtKlT86Oph2HES+EhBxYcDKhxMhqhheTD5Jho+YxubHfjM1nPVb051QU7TCLVj+MyJmNkUmFWAE/F5v3BKby6Y1ZpIZjyp4zVPW+Fuf4C8ymshjopapZERmNtUd+HutKdLs7Rg8gHlZWFBb0672wsH/fl1OLFv+fxGK17ZcWxsKGKFiYnF2Yql6pqG4tTPm/hmXYKKui5pq6MujAngUHoygrMot4J93MkwxpP4Eu5UMI0hG60vEdQUDQtROZKMX71ZNYtG5GbnUFJCBkfzmOkBAlYrpOpJYmJVDSnVMuj4hCiimWMtboSlW0GstZeRRARE7CFGPDMYvQtTS32u6EZQq9iRFwApyVs+aIyGTgF6r6eO7gItIAtFVtRXr0MeGUEWdh5MYs4JJcy3DXavk2TAHXHbs/v4ip6X4CXKCq/9jO4wVYe/lnVPXqjzn2UuAa4DSMDHsC+L6qVuetU4ARwj/GiNDLVHXOxznu5xki0gYjGz8CzslXK3l4eHh4eOxMeEWNh4eHx1bgQnx/h1kXjsSIlAJVPQVrs70SeAPrSLQPRmrkLEYDMDLiaKwwLMQyPoqAv+QrB1xexAS3j986Zc0CjPA5HbjWkSstx5fErFYPYVagPbbxvFRVJ6nqiW9HUwc9m73/V7Oj11azqZUpAg7FiIxl86K3Ln8x+8grs6Npp2B2pZlABmQ5iCNjBKBli99c4f9NLCi4hObuWCFmMyvFCuTVGDGUwOwmBZitLNeNaG+M2HkBK0xTwL0icreI5BMno93+O2J5QqVALxsve7j9H4DZGhK9GFQ2bu1+RT2mS0XNPQ+eXP/Kq1r34itfnD/3udK5i58fm1q1YnUeSaNsB0kTp4AKqUJadSA1Y1W0uImkKacNnYPelEo5ADGJUxpUNK0bSoIu5UMIgzgkElBeBgUJpKqtrR8k6NN2dP7uBdCQkACzSYkE7BWMp4jSDEBIrECQoLv0l/3DYxkQjKCRDVqjK1BUMPvfOSJysLt/17g5Vuz+jTA12UJMaXOLe+0p7FkZB9YaGiPbnmoxBTs8p8bli5yEZdCcDZymqseo6iwRqXQBu09gz2xP4O+Yeu4ijKwZvb0kjcP3sHvkuo85/kOxIOdjsDn9kqqekyNpRCQmIl/FiM7Dsa5wJ3uS5r+HiHTB7IYzMBLYkzQeHh4eHp8YPFHj4eHhsY1Q1fkYyXIn8ILLtpirqnsCJ2MkziqsYM1Zkh7F7DazMItUrrX0KEwBc2M++eLImkMxsuY3jqxZipEJBwO/b80W4kiXq7HC8mkROXY7z22By+boibX2XpZblqAg6BUOybQNOuUK6N9iBeMCrMiuAmZkydTPSD0Xrcx+tPSd9JSXMpvwNE2IYeqiOiyLphOmJOqEES8raG4nvgojWXDrrsNIm1wo8QVYMXwsVlSdCSwSkT3cHOyDtUgfhqkkPgQud7+/himdeqvqHR3otldfhsQKpJAu9OpcTptfuuOm3Py+iRXwM9zYcpaizQfcNM1hIfvEjmZkeCDDw32bXu8S9ObAxInsETsgZyNrQoegO6OLjmJowT50DwewOruMdJQkkY7Tnq4AlCbaEbmYFBEhqCgj6FCFFCSajx0WEQ82in2RIcHeqOPUBEFFKZTioDO9OECOZz85loHBHhRIEd2kH0WUgJFbYPf3bCyjaT5mX2qPXcND3HXphpGVRwNDMQva625ZLk35bOBvqprbbw47LKfGETSHAa9hKpMLgQNV9RW37HR3LmMxJY0A+7rxTnFj3s89+9t77N2BHwJnbmuWTSv7qHT5V/diyrW/AUNVdaJbHojIqe4czgBOVdWjnHXS47+EiAzAFEl/By5U1a0+4x4eHh4eHjsSnqjx8PDw2A6oaqSqtwN7YgXdNBHZQ1UfwhQfD2GWqElYrs0VWJE1FbgRy7wAe/8dhBWyl7Q4Rk5Zsx/wa0fWVGOZNYOxjlCtKjlU9X6MBLlVRC5qTYGzlfNbr6q3YdkvhwENeyTG0y82vGCP+IGF5dI2wIiOxzACpRtWVHcEYmt0ZeOb6RfbL48WjMCK41o2VdbgXqtw81CBEV0bsLyQ7ljheS5G5ryHETYFQBdMqZHGVDgCDMTygpZihXEHrOPQfRgh80e1VtC9MLXOIOARVX0Aa8P+lIh0qmZZnyQN2YymSZOmnnWXu7E22dMw+9U0jKwJMdLi+S3NaRvpQLegH4IQkzhtmrOkGRAbSUIKaBt04uDiU9mr6LAmwqZD2AMwAqY4qGBRag6aTFNAIbvJngBEmt2qQgekiczJoVQqiQUxIolISgPLdSFrdKX0kP4EEhASkiZJRtNEZEjZFMQAiihdPVoOPe9gOXlxWzqe5a7LQOzatKW5A9QLWLczxfKdZrvXxzk74Vk0d3vKxw5R1IjIWOza3IjZsUap6lPOUjgQsxReht1DQ4HfYwq4L2EKq9NU9VJV3SzjuIVjF2FBxN9T1Q//y/EfA7yLPc9zgX3ceBocyXQcZim7AFOpjW/Z7clj+yEio4AXgZ+7wGifEeDh4eHh8YnDEzUeHh4e/wVUdREWHHwDVuj/3L1+Bka+xDDC5kqMiMlgyoMr3C5iWAHbHfi2iHy9xf7XYMqa/Wkma2rdMdth4cGtqg5c0OlYrBC+bXOkzlbOT1X1aVUtLpGytYFY06YOYfc/qeqVqnosRiR9iNmOHgLuwVQ2YN/+j8DUQxks4yEfQjOBk3XzsS9GgP0J+AALcU5iXXZOxYrWACum47jW0u61JNai+GdYwa0YgVSF2aRyoc1T3PEuEpFvqOqt2LfmMyOyf5nBSxe9w2s6jedei0woI8DDInKGyzeZh2XoTKC5DfneNKtNNkL7oCt7xA+kV7gbaVJkNcO8aFbT8nVRNRlNE0hIEMSoCKtoExqRsyDzDoqiqizIzGYD9YBYqC/rAKhLrSLSLKqKbmhAM5sOoza5gmwLrmFONJ0GXc9qXcbL2ceZE70OIEv0QyLNEhHxevZF3oleZUr2P2TJ5MJ+6SfD25VSWQkcPjI44ABMpbIes/dkMdIuwO7VlcACVX0dI2p6u3VOB5aq6jutTNvHUtSIyHAR+RdGkN6NKVAeUNXIdUu6ElNLFLrxNGA2p9uwoOpewAhVfeG/HQNGDL2NKWC2d/xVInIvFvhdiBGj41T1HUfQHIoRv7n3lrGq+pwnFD4+RGQCprL7uqreuavH4+Hh4eHx+YUPE/bw8PD4mBCRzsCtWC7HV1T1VRFph30rvztWxCpWtJ2JtdIdiREuGayorXPbPtRi322wb/5fwIJDVUQSGLlQCRy/uU4yrrPUPVixd7Ijf7YbhxWdORq4tjaqWTQ19cQ4zA7y7Vz3E5eJczlGslyNqW1OwNQKbbHCPMCyNdrk7Trj5iWiuTX3/RjRlQaq3baNWOEcichcjAiIY+RODCNwCjDSK1fkx93fKUyd8XeslfoH2HWoprll+kDsWiwF/oq1A++D5X1UYJk4ihFDtwLfUtXeIjILUzjhzi/Dxpk12ivcTfqFw5EIFGW91jIt+xxdYn1QlJ7hbhRKMeu1jpJ4BUrEy+sfBoRCKaY2qnE90u2zuphSSqhgNcuJHE/UvXx3BkbDkaSRMUG3LkgsBkA2SvP60gepaVi0+QvcAnEKyJLRiGxrUh3tK8OkO/0RYBkLb3tXX/8uplQqxK7fcTQHRycxtdN3VXWpiCzEuqNVYran37c8gIi8jhXK07d50LZdX4y8OBgL3b1dVRvzlh+O5eV8hCloytx6V2EZT9dg98gdH4f0cFarPwK7q2rNdmwnmLLsVux+mgicr6rL3PJ9gF9gOTqXAfd7S86Og7OQ3QCcqNZ23sPDw8PDY5fBEzUeHh4eOwCuyDoFs1n8FSukGoGvYN+uP4CpXDKYXeF4zM4ziOaidj1wTMtv8vPImueBHziyJoYRQQOBI51dqrVxhRjxcDjWZeqDj3mexZgq6ExMSXFfrqh1loErsOydqzBby7mY0qIByzEBoFLaUyqVujxaIC7LZh1GimSwDKCOWGjzT7CC+mEsfyeFdXr6A1ZcF7h9F2HqnhBTRODWTbv1+9Cs3NkDC2a9Ffg6ppIZgqkvRgFxVe0hIr8Evo9l5tzjjrcCU/Sci13DoViuT27fGyFGnOHxfWmr7RGnhqkOVtIh3sMsS6qIBmRTjURkeUunsoF6xhYdDcCyzIfMSU3d6nUZHzuJkBBECDq2J1sQIghvr/wPy+rmgOv2lL9NISWExFjv1DnbDqEj3cmSzlazbDaWLVQG7IUFTj/hjncH9kw8jBF3U92677jXO7dGZIjIy8CPtrVYFpGumOrqJOz5u0FV61osv8GN7yMsYHquG1O1G+cALN9l9vbNxSZjqcLCtc9S1ee2Y7tOGLmzL3Y/n6uqj7llI7HnaTBGRN3dSq6Px8eAWKv272PvpW/t6vF4eHh4eHh465OHh4fHDoCzCt1Hc2jtTGBfVf0TFmi7F7AEIwfGYaRCrXst1w2pFHhcREa02HfOBjUeuN7ZoDLAV7EcmBdE8oJPNt42q6rfxQrYV0Rkv495nhtc6PCxmPrgEdcdBVV9TVWPxDI+TsayZRqAg9y53gN8VEolI8MDGRDsISPC/XO7rnDrxNz2A7FA4yqM2DoWU/L8DXgQCwJeDbyKBb+uxsidnhhJUI2pWwowMmyN+3ccI84exK7DyZhCYS5GPFUABY54y7U9LsSu68EYmZbC2nofgCmGNmCKkhRAhVTRKxwcFVBMhjQz0s+zLFpApFlSNCKBbBQcHGVSll9DnO70oyKoAqzDU1XYZasZNJ0T/YiVliMlJdSH6/lg/QzmrHqWifNvzpE00IKkaSPtGRc7ktGxCXQPBmy0v3BTvimHtUAWlBUs0mqWhUBfTCVVALwZEN60Z3AQB4VfkL7B0H7Abar6VSzL6B+YcukUt79em8lQ2qaMGhFp58i0Wdi9M1BVf54jaVwnpO9izyLYtRqFhQoPx0ijNzEl1egdQNIIRvrcs60kjbMynYWptw7E7E79VfUxERksIg9gCrXH3fnd6UmaHQc3/1djGT/7epLGw8PDw+PTAk/UeHh4eOxAqOoqVf0SFmp7r4jchBWC47Ci8Cq37EasaF3jfnJ5J8XAy87Gkb/fGqyjzsE0kzURRi78C5gkIt23MK7bsMyaB0XkzB1wntMwq9NM4E0R+Uqu6FbVKao6AevqcxZG0FyHkSSryqXtc4oSSkiBFIOROQDleb+7A79zv0djipulmOqgDCMeOmIKmvcwIuAyjKRRbG6XYwoYsKI8jhXER7ufX7hA4V5uf3MxwiUG/JxmsuAfmArneDeWD7Fsk48wcq0II2vmFVCseyUOoV9s92DvxATaSWf2iR0NEvBy9nEmZ5/kvdR0qrOLWZ5dwCsN/2JOdrrlzMSEDuX9GFyyDw26noymWZVZwsHFp7N/0UkkxIbTNuzcROYA9CncHZEAFWWpzmfemldYUvv2Jrk0+aiUDggBocRoL12bXh8U7MlBsZMYEx5B0PxfhJziazFGXimWRaTAiRixthpY1FY69C6XNsQkTjfpOx7LfckRfH/DLHL12P8/HsLunQtFpEltxVYyakSkTER+il33MmC4ql6sqqvz1hkDTMdUM3OxLmXvYqTd79w47gfOU9UL8i1SHwNfxvKLLtnaim6MPTBL4y3Y3B6gqhcAHUTkbrfsVaCfqt6iqsnN7ctj++FUiX/E3lP3VdWFu3hIHh4eHh4eTfBEjYeHh8dOgKo+jKkwyoC3gP1V9RLgi8DNWPvuPTBLRj2mrMl9U14CzBSRji32mU/WXOfIGlXVy7AA3kki0m8LY3oa+9b+ChG5Slpp872d55h0xz4UOB8LVe6Zt/wlVT0IU7+cjdmEZi3V+cNrdPnb66Ka9DvZqaswoiOLU6TkzUEFRm6NwlQYfbEWxF/AAnxzNqZLsLyZozE1xnmY0qgN1omohubOTQMxVczbwN9E5FksI6evO1ZPzGJ2MmZDAfgBFoR7IWYhewa7hlVuvxFGsPWJSTwCCCQkLgUMDvemWMroIN0olUoUJakNvJl8gbeTr9BAPUt1PlP0KRoSKUSMPFkazWfihntoG+tIIAGFBRUcWHEaI4sPZY/igxlVcgQdYtYVKp1pRFURAtLZ/CncPJZFC0jSQFpTfBi9DS6YuWvQFxGhSEook7a5bKUcUdPRnWcSI7bqMcvYZIxsLK3TtQFARtPU6ppqF7qdjzqMiJuC3RcXYnlNc0XkIdfpKEkrihoRKRSRCzHiZRAwRlW/oapL8tZpKyK3YyTQDIxMHI4poMa4cU9yf++hqo9v04RtBY5YvQ7rFLVFQkWspfZ5mP1uL4w0Gg6sEJHbsK5iH2AEzS9VdcOOGKNHM5yF8yGsu93Bal31PDw8PDw8PjXwRI2Hh4fHToKq1qjqORhx8GcRuQNToOyOFflTsW/9+wPXY9aSXKVdAswXkXKACfEv5dQqObLmUODaPBXLLzFLz4siMnQLY5qNqUIOAu4RkY/dBllVZ7p9Pg+8LiLfyieBVPV5rEPUd7D223Uzsy93mJZ96sm1ukqwVrgh9pmUH44qWFH/MqZ+WIvldDyCkV+/x1QyyzHF0kFY7k+9+3s/LMi2ArPmRBgJUIp1pFrixr0YI4D2d+t8AXjSLYPmjlLrsVDiNVgY7utYq/AAIzDOXq/rmJeZyZrsCt5Mv8h6XUdG0whCg9Zvdg4bWc9HqXfJuo5Lq9PGPSzLfEjkzEEiQlWiOyExhIDysB3tg26URmWQSqOpFD1jgzayVbVEB+nG/rETGByOYnLmMV7IPMgay4QuL6WSDBlUlTRJ6nXtyrzrkMVUSrVuvttjKqcfYEqVrkA8SYO+kn1C38hOSr0ZvTRnkwE0z+kUrFvR86p6Fs3ZNj8GjgTOFpHB7rxjIvIVTEEzHpigqqer6rzcTp2F5WyMUCvGuk2d6o7TT1X/gJGkr2EF+uG5kN6PC6fM+Btwlaq+vZV1+7ox/Ap79gdjmVbXY+8N6zCL0xVqXd48djBc5tfTGGl4rOoWHkwPDw8PD49dBB8m7OHh4fEJwBEu1wNHAd/AitIzgN9g3WZuwOwe52PfsBcBdJd+mYHByKRYK+6XgZOeTt9b7bpKPQs8Bfw4L9D3NOC3WHDwa1sYTyGmwukHHKeqy3fQee6GhQGnga+q6twWywVr2/wLLOB3DUaivILZaFKYUibHNuR/SM1x28QwwuBGrB23YIU5mLLmVIwQeADLubkYI3Qit23a/Vvc/pdgOTVvYAqHC7HrshxT5Byhqv9xoa4vYoTRe9g1qseK7QKM0Pkb8CO3XwkIaS9dqdd1Ww3tbR90Y0h8LBu0jhmp53Ahy3SNDWBIqUULZaIkqUwDBVGCrGaIESOQEAIBEbKaZWbyBaqzS1o9xn6x4yiUYjKa5v3sDJbo/KZle4WH0CZoT1YzvB+9weLIeJCAgLZ0XFfH2vIkDdMwVVIlZncqxFRM8zBSrZubi0Y3z6NzAdYu2Hqhm/crgS+o6mEtxygi92Hk2nCMHCtz+79YVSe3sv5gjLQrxdQoX3bHPhfLLyoBbsKyok5VaxW+wyAiP3P7PnxzXZjcuV+M2fNSmJroKSzA9puYve7qHUUeebQOFyz9H+y98yLfNcvDw8PD49MKr6jx8PDw+ASgqrWq+g2sc9BNWGjo45iF50SsaKtU1esxi8kf2ksX7R/sHhOREkxxMhZTk+DyOA7BrDjX5Clr/oEVqI+LyAFbGE8jRhQ9DkwVkWE76DznYJahh4ApIvJ9V6TmlquqPoHZXc7ECJMqTP3yIM2fSzllkWDffCvWmSeOKXfmYfk3jW6dKkyZ8KiqHoEpbEZhpEkBRsaMxAiiXB4QWEHfzR13iHstxBQ5ndy//yoio1V1BkaytcGsM+UYYdEOI41mujE1dViKyLJCF22VpKmKdWNEwYEkpIAyqaRD2Bw3tCTzPu+sn8TixjlMqXuEhcm3QSEhBc6XpCABiMUOr482f6x1Wk1G04QEDApGMjAY2bRsg9aSdTm1G0xkkAQYIfsxVMZUjJXDJUHhSCCBZfIU0xy0PBtThgXu3KdjwbrfzTv8IVjO0Jtu+9H590YelmM5QDnS4n3MNne+iByaU2uJSLGIXIORZ1Ox63EO9iz1ceHee2IWKAVG7gSSZgymmDtnCyTNIGx+LsfimYLJAAAgAElEQVSe38GY1W4uRhCOVNVve5Jm58Jdh1cwMvV7nqTx8PDw8Pg0wxM1Hh4eHp8gXDeY4ZiS5G0sY+UA4CVghoicoKp1qvq1ocGY+0PZqANPAhgzIf6lhNtXPllzdR5Z8y9MVfKAiBy5hbGoql6JkRnPbWnd7TzHrKregKlajgImi8iQFuuoG2d3TGXQBgt8fRsr4hM0Z/aUY4TMQkwVcyhG2iQxJY1i5MoewEci8gZWkL2PqWNqMQXMJIwY+wbW6nu9O06EkTc5G9j1wO2YbQaM6HlMRHZT1b8Df8ZUGl2xrJSFWLhuH4wMykdUQBG9wsG0ab0xFwBdCwYigXEWIgF10Rr7G2FM6bEMLt6XRFBEg9ZTG1meb0bT1MhK1ktdU0+nldmPtmixeis7mQXZ2WQ1SyAhnaRH07I50XRmZ1/jjeyL1OhydedNOW2JiQmQSijb4F4vwrotCUZ2Hej+fgcj0yZhhOTpTv0FRqLc5dbpjgU9D84fn4iMwwKAT8SUZgNUdX+M2JiC5cAsEJF7sWvaB2v//R1cRylVPR6oEZEfYMq1n6rqV3a0xUVESrGi/zxVXdrK8piIXIfNUxmmJHsVs8wNA/ZR1a/6ENudDxHZGwtnvkJVr8spED08PDw8PD6t8ESNh4eHxycMVa133V1OwYrRv2PdcU4AfiUifxCR0pjEV7T81tcVGJm8f1djZM2RwC/yyJrnsJbWfxaRU9gCVPVe4DjgjyLy7R14nh9gwcd3Ytk5PxWReIt1IlW9BrMYzcYK2BDrLhSj2fpUjHVamo2FA1e6n54YQbAOy025wb02FVPU/A5TfdyBWXbuAk4HfooV2Xe4/eeUHTnSZwBmZwFTd1QCz7vOWt/FiKM27rgvY62fO2Bk0cK8cQd7Jg6mX2x3RibGUyy5xlaGAooAYUnyPaKYEMUD3kpPpk7XkJAixpYeT3lYRSABHeI9KQ4qWKermZx6jJpwNW0Lu1ESb0tEliwZ1kYr2RIUZZG+T5IGVJWF0bt5yyKW6wLW6ErIa+f9vr5BSpPUsFzXUl2BEWQz3XwCfA+zHQEswu7PxU4h8hDwTRGpxIiKe7FrmAshHgcgIruLyL+xDmEzsLbeD+QKalVdrao3YZ235gKHuWtyHBZU/SimonlMRDpjqprjgb2dsmZn4AZgkqo+2HKBs8l9iN0rN2FdxP6CKbUmqOqpqvr+ThqXRx5E5DBMOXiuqv55V4/Hw8PDw8NjW+CJGg8PD49dBFV9GQu1XYB9694LK/TjwIx3szMmikg9LmA3qxnmR7PDZzL3Xd5iP9UYIXIUcFV+m2xgAnCDC2Pd0limYEXz10XkZheQuiPOMVLV2915jQVec0Vsy/WqMZvKpRhJ0AZTvORDsEwdwaxRbWkmFEoxpdIXgWGqehRm7dqAqZW+BswH/g/r2nQSRioc5H43uH3mcmuaiArMnvIsRsS8huWnvOKWdcCCjccCE93xF5HXLSkuBU2trmM081Qjgv3YNzya0eGhrM4s4YV1f+f5un+wIrsAgB4Fu1ESVm40AR3ipoBp0HoKwxJiEkeBmsxyZjVMYlH6XbaGLBkmZ5/guewDLNAtrp8FWMoCnaSPMksnL1G0AVPT5FQy9cC3MGItg9ne1P0bLOvnfIwce9qFYb9DM1FzmIj8AyNWnsUIsqk4NU8OIhJ3CpkZmCrlSez/MA2YQuVw4DcicjGWNTQZa3e9YKsT8l9ARE7A7p0LWryecKHhr2Jz82OMTPoCcJKqHqeqs3bGmDw2hYicDtwNHK+q/97V4/Hw8PDw8NhWeKLGw8PDYxdCVRtU9YeY7ecSLGflJ8BPP9K5d0zPPn+Hqt4FPLKB+u/P17eXAJeKyKsuEDi3nxxZcwwbkzUzsYLyctfaeEtjWYCpSPoB/xaRih14nh9hRNJvgP+IyNX543frRKp6LUYurcUIq/x+04KpY+ZgtpdCmtVFIWbBGQCc4fZ9gXv9a6o6ASNcbsBsNH/GyJvn+H/2zjw+qur8/+/nzkxWEiDsi8gO4gYiCqKgUte61KpdXFq11Vbr8m21am2t2qq1i7XLr1Vbd62K+9KqiAqIguACIiAIyL4JBEL2mbn3+f3xnCFDCJBgANHzfr3yCpm595xzz0xI7ief5/NYEO3LWBlUuRs7m3aYEDAPyw+ajYlrkVvTDzGRayy2f+2znmN2cgqRhgQqtHRVQEJAW+lEIAGFFJNPIWlShO5yBKF1rCOCoEREGhGRpjRdF2Myp2oyVemNSDpNK2lL9/g+238hsvebbUZ0pKlzGWVEq9GYk2gh5hoqxl6DJFaCtME9J1j3LVR1Fiak/AxzM4G9fv2w1/lUbD97q+pf1VpbV7txbXKRwzGBZhQWHv0jd96DQFdVPQwTPPsBN2Pvg1rqMoaaFefYuRM4V1XLsx4fgWUhfQ8TBzIdxH6oqseo6pSdsR5Pw7j/724DjlbVt7d3vMfj8Xg8XyS8UOPxeDxfAFyHpsFY0Op0rNTn4PX62ZDXwid6j02PvmJy+pXbsUyUl7EslM9EZFDWGNlizW+zxJq5WFjvT1z5UbZbpP46yoCTgAXA2yLSvRmvUVX1Icz50h+Y5jJJ6h83EcsumY79nPo06+mYEAwppqQ4IKZY4OymMiPs5viX7pxvAFNUdaEbt0JVX1TVizH30onuOk/ASmnSWLlVMSY6pOotrS/mMmnXRjqd2yMYIEW0/gMmbHXESnF6YYLBpp+vCckhIkJE6Bbra9dIxGe6DNWIcl1PdT3zUJt4V4rjbRER0ppmQXIa71a+wsZw7aZjNoSf8VHlOOv+JAmKgpJt7P7mCAExtmmaaujJGZjLaSkmolW6z20wkasQ+Le79rVZ543G2m+PdXk1N7jjN2DC2L/r5cfUAPki0lZE7sXKpf6O7f1t7pxjVPUSVa10XZ9exN4LHTC3VDfgQxF5RUS+XV8U3FHc9879wN2ZDlQiki8iT2Mh1yuxduWDsNblh6vq+OaY29M4XKv22zBBb7gTCz0ej8fj2aPw7bk9Ho/nC4aIDMRyXdZgNxvfwRwJl6nqaHezeA1wE3ZDfbWq3p51fjvMKfI88OtMzoeIdMRcH2OAn28vUNPl1fwCON2VRjXnNQp2Q/037Eb8V6paWe+YAPgTFhS7HLv5ZoiMogUtqaWayTpmlhLdiwUAKyYSxAJiqxVtpUQVWB7Nfc6tsbX1FGMBz2MwsSvTwjsHy6EpcmPTglYcEj8GIaCK8vTk9EshVqqzAsvaiYCgnXThgGAYKVLEYnFiJFgSzmVZNJ8qZ8SIk9jUhjubwqAVw4pOBVViOXmoQKRpJqx7lJTW2JoJUJT9c4ZTEuvIvOQ0VoQLACgIiikMWrE2vWwL50w+LTg0fhwx4izVT/gknLadV2sTR2PvqSWYayhTlxXHiStYLtILQImqrnd7+zvgAuy9dzzwJCZu/QN7f9+tqs9lvRbfd4/3wjJrFmDdumKYYHOjqta499CPsPyXa7HXWLPGycdyn87HhJPRmMjy/vbe+8fln3sg9j03CnsfLAH+8kbN6PZpUt/BBJiUiJyKZR3FMJcVWDj2M76r0K7HlWz+G9gHOMmJ1x6Px+Px7HF4ocbj8Xi+gLjQ3Z9jYaTXY+Ujj2D5HZep6kYXkvkU5mR4AzhOVUN3fjv32LPADVliTQnmyPkQuDhz/DbWcSJWsnK5Cx1u7utsi5UjDcNKRMY1cMypwBN5FNJN+ubsRW9EhEhDJusrZdVUHod1GfoJcH4JHQ47UA5HUT7SSf9bx6oczOVyK3C/qiYbmKMI6w6VhwkPY7CuVTGsFKcUc83EWklbGRQ7irjEqdFKJqZfaPDaDgmOoWVQQqgh86MZxIMcesT3A+CD1DjWR6u3uTdFsRKGFJxAIq8FIkKoaSaVPk1luJ5BRcfSPmdvVtUu5MOK1zY7ryAoZljhKQCsT6/ig+rNn98r6EvfYBCBBCgRC6PZLAg/2uZaHPMwt1EcmIqFWJdiLpb3MKfUaqyjUw9VXSQiBZiAlcmTGa6q80XkD5gAFgBFqno1gGsT/yRWbnY+JsAMwFp2n6XWIh3nzLkHc0Z9V3XbYTsi0g0LHT4Pyy26H3hEVTdLXz4u/9w4cC8mIuaQ5SxS1cokNQWrwsUnzk2/9zYmSI3EOo9VY06h/2zve8qzc3DvtdHYa3ZGfeHX4/F4PJ49CV/65PF4PF9AVDWlqrdiN4LnYY6R0zHnwnQROUxVx2BOgQVYadNqEennzl+DuQG+CdyUVQZVit1g9wEeqd+FqYF1vOTGuU1Efr2tsqkdvM61qnoOlifzkIjc5dwt2cc8D/QdJCNie9ELRVFV1rKKaipbYM6HJNBPVYf3lv3nxiRGXOK0ky7DsPySZ7H9+0RELmzgug8B0qpa627wjqYuELg/Jpg9BmzcoGuTC6NZrI1W8GH41qYBcoNCgk2xLrBalxBqGkUp1dW0DjoQkzhCQCtpu929KQ9LqQjXE6WSaBSxonoeleF6coMC2ia6AtA+Z28S9ap6CgOLFopLgqJYmy3GXRettD1EEQKKpfV21+LohYlZY7COWinqys4GYKLW8e7r90XkBeo6YB2JvXcz9VnZgcKHiUgLEfkj5gQbh4kfj2Liz5+wgOiMSHMUVhb3KTB0eyINgKouUdXfYu/7S924c0XkORE5Nev9cDcm0hRQr/xLRApzyKNrrM9TuRSsxcTFNcCN2HvvIS/S7B6cAP0qVk53ihdpPB6Px7On44Uaj8fj+QKjqrOxgNoXgfFYEOtVwLMiciNWbjEIaz+bC8wSkYvcuZ9hgsM3sZvJzJjlWD5LEfCMKxHZ1ho+AoZiYcAPN1feR705/ktda+6ZInJCvecXF9BiES5c9z19I5xh+aAxrM35Rlyr5yU6L6WqqVBDXamLWmNdmk7AbtLvd8d/IiIXZN2gH4xln2TmS2JCRAQ8h7Vh/h4mNAxdFM3+07RwwtqNWgpA/5YjGNnx+xzZ8Xxyg0IAFutcJodjeCv8LxWUsSA9g6TWUK0VrAgXNmpfPqgay+zKt5hc+jSzKiYAkIyqqQzLCDVNRVi6qRQqQ2l6FTVhJamoljk17wDQIdiLI3O+yUHxo6ilmmqptPwbSfFJOH2z8wulJa2lfebL7PKd0O3hfpiIsRwrgQLLpKnAnDBgN8yHYt24nsE6Md0BXOmezwg1U7BsptmYM+cs7LXqjTl4DlHVm12ZUUJEbsHa2V+oqlduq5ytIVxg9QRVPQ8rpXsB+35aWhJ0uE9Vz8ZEmgYRERGksGd8vwDLQuquqnc15NLy7BpEpCvmqJsCfF9Vt6wl9Hg8Ho9nD8MLNR6Px/MFR1VDVf0z9hf807AbyzMwYeJN7Gb5dCxotQq4S0SeFZEgS6w53Qk7mTGrMQGnEvifK/3Z1hpWYa6IBPC6K61qVlR1g6peiOWZ/FNEHnR/KQdARE4Rkf8sYd7EMtbFqHNzgHV0OkREBq9icUk567tGhK3KWHcZFhLcAxMCfoCJLX/BWkbPEZHzMJFoTb0l5WDdg/4HTHRlOQPcOHOA/4d16Vq1V8EAAokRkzht8/beNECMmHaVXtqCVmzQNYyvfYq3ky9QS9VmE+VKPvvmHEbPxAFkdwbvFT+QvsFA2kvXun1CmVz2LJPLnuOdsuc3G0cIGJh3JAVBEQEBBc5d0z9+MDmSR6ugLZ1jPSkIipAgRiLIo1I3bjq/tbRnaOI4BiVG0jt2IGz+e0INJsbsj5VA9ch6vggTch5wX1+MlZulMRHsTaw8apSI9KCu89Nod/ztWNnUs9j7eSlwsBMqEZGeWJv1g4BBqvoKnxNVLVfV+1T1COCIHvH9DlA0d3vnBRLQNdYneWzeOXe57yPPbkJE9gHeBh50wp3PBfJ4PB7Pl4JttnzweDwezxcHVZ3nyj4uxm5ob8dKfqZgToVbsZKQRzDHzFIRGaqqS0XkaGCciKCqN7rxkiJyNnAX1pHnRFcatbX5q0Xku1iI8RQROSlzI93M1/maE0Vuxdw1l6rqM2PD0bOBcwBE5FjgJVwL6ZbShs7SIx4STlkZLXx0SjQ2kz3yDxGZgQkCSzD3RgnmhvgAC6n9PiaCLXN5OJ2xnJU4ppp8C8tC+RArt/kUWOY+3gIerw4rfplHi8NAWV+7HDDRZEhslMSI0Z19mBA+R0TDlTH75RxO66A9qhG1WkOrnA6oRnSOuhFIjB7xfVkYztrUvluJqAzXbzFOn/hASoIOCAIEBE5HKYvWUhJYt+p14SqqYhUUUsxn0dLNzi8OSgAhLnFaB+2pt9wi7P0mZLUfd2TqpzLC2hh3jGIlUwEm1kSYmyaFOcCGY7P82R1bg2XadALeEpHQjdnb7ft64F4RSbvzMh9N/br+YzlFQevugTTu71du/v5YdpRnNyAih2Lh1teo6oO7ez0ej8fj8TQnXqjxeDyePQj3F+N/iMj/sO4mrYEfA7/BxJmLsTKl57EylAUicq7rFnU08IaIqKre5MYLXanU7ZiQc6yqbjXl1s1/vYh8AowXkbNVdexOuM4K4HIReQK7Mf8OFqK82j3/qoi0Bma3lvZdB8VGSkziqEaxzkHPc4ulZNVGLb1aRGJYhs9FWOnNLEwg6Idl9RyTNe3eWFnNVOyv9CEWEnsaVuZzKvBHrEPV1Oz1ntD18lfmbXznh0srZ/45GVUXQkYmCRAJCFQJiG1VqBEFUmkE6J07iJxEAYoSpZJE6RRJrdkk0mTokOhBz7wDWZdaSWl6GWvTy8klHw3NVLAhWsPCpIUEf5h+mxLpQJVupJpKJif/Rw55JNncELIyXEinoDs55DEvvXlJFCayJIDfYSG/SUyAyWT5vI8JhRdhnZguw4S0MvfcbCzv6BBBVvSQARvikpAF0UftQsIIE82ex0SZ3wO/wgK1u7mxFmJhz0WYeNPKfbTEHD4t3HNFWMB2PvZaZ0KB4269ASYybZa3FGq63iPbRN1eeHYDInI85mY735VNejwej8fzpcJ3ffJ4PJ49FBfsewFW8nQXdvN6EvA9LBPkYSz0taP793lYWck44HFV/U29sX6NlQN9TVWXNGL+I4AngJtU9a5mu7At58nHMnbOw4KDH81urzw0cfzKYinpmPk60kjnRzNkcfRxxv1RirlfVmAZK62wsqXjsfKxSuzm/lXgn5g40B4TCCpVdVMir4icjHUFOktVN2+nZM+fDjyICQW0ky7sJb1ZoQvpmuhHK2nL/PSHLAo3NyJ1kV70jx1EQEA6NyCWyAOU+dUfUJ5aw4ZoLWFWG28h4Gutvk9AgEYhkYYsSX7M4tpZ7JM4lLQm+Tg9dQtxpwGUrcgTcRK0lDaU6TrSpDLHKTATc5MkMDEriYkh72OZSWdgAc6vYs6kvpiI+GO3p/G9pI/2CQ4IQFipi2o/jt4LMCGnABNdMtk3GREoI67UX3v258zzGbdMEhPaqrCSrTL3tWACZ2egjVs7gxJH0jboQiPzsmuAHmOqH17VmIM9zYeInIMJy6ep6qTdvR6Px+PxeHYGXqjxeDyePRwXpnkXdhN8D+Z2eAArUfoF1ra6GMv9GIbd9I4DHnOdcLLH+inwf8AxqvpJI+buBfwXeAW4amd2vRGRIcB9mBjwY1VdDnBszlmvYU4NACKNolJdNXpaOOFY7Cb8+MwNnROkfoK1PD8Hc9g8gDlrKrGb+1uxvJp73ZBnA09m8i9EZATWFv0SVX2qgXX+CPgHWeJCa2nPoJyjiEuCtKZ4o3b0ZucExDg0diyFUowGsCpYToVuIJAYJYnOzK9+j7K0Reh0yO9Nx/w+tInaEdMYoooglKZX8W7Vyzu+wdnXgDA8fjIJcggJWShzdEVqPiGpjIqREW7KMSeLYGJIhL3XyrG9j2XtQy0mmrTcW/rFegX7I8AqXZqeFU2JY+JKDBNa4lhA8SosmHgN1glqtfu83j2e+bwB2JDJjBGRQiyseAiWrXQQm5ezbUFJ0JGBiZHEt90ILXPtr4+pfviY7R3oaV5E5GfY/0/H74yyS4/H4/F4vij40iePx+PZw1HVZc7pcRaW9fE45mh4GxMZpmMCTkas+SYWMJzJrPlt1lh3iEg5VtZ0vKrO2M7cC0TkMOBJ4DkROct1lWp2VPVdERmMiU/TReQXwL3HJL77e8wZk68aEZIOPgmntceyUR7BgoB/r6rXOSfO/xORmVi77duxPfoMy6AZhjmLqjHXRBJz8VwvIjcBT6vqm5mMHBFprar/rrfOu13WzTG4UpsKLVsfEbZOK5RGW5owIkJqg1qKYglUlZr0RspYy8EtT7Q224k2jC99hPxYEQeUHEcsiBOmk3y6/h06xLqRkNxNZU7NQZwEueQTSECMBP3yh0j7nL15v/KViM3dLdkh1IX1/r0ccy+lMLfNgZhTJlyq88jRvCiH3JrF0dyrMCfYOMx5kwvsq6rbDawWkQDoib1uB4vIcCzwuTUmqGT6pW/PJrOmNFoVpknmxzReKCLb+v2oGhNBPbsIJ7D+HjgZGK6qS7dzisfj8Xg8ezS+65PH4/F8CVDjP8ABQBfs5nUcJta0A0ZgroOFmAPml8BRwFki8qt6Y90D/BQLGD60EXOvx1oqr8ACYPdqrutqYK6ky9cZhZXSjB2bemy+m/9hhX9NTY8pq2TjKCx89mbgR8DPRWRapruVqo7H2kd/F3PHJFV1ONbRaD62ZwWYEHE9cLX7mC4i3wRmACOBX4jItbJlvcxV2A19EohS1LaeVPvfZ99LjmV66s0Gr21ROJtQ06SoZWW4kFBTVmukEWGUKWHKmiYWsKj2I1YFK8hp2ZZBHU6hVU7HhoZuMimSLInmWulUXIgFCQqD4lrgIXdIdtlRpo15hAU212BumFzMWbQEE61KsBBsiYjenBd9mJwVTf1lBWVHYM6Z32Dv2WPduZshIm1E5CgRudx1BJuN7XEmQPsa4BDqAo2z3TPJrDVnCLHvhVex8riz86RwgIiscNdQH8UcQZeOqX74re3toad5EJEEcD/2f9jhXqTxeDwez1cBX/rk8Xg8X0JE5Azg71j3nUGYaHGle6wHltUyB3PXvAA8oqq31Bvj61hZ0LdUdVwj5hRM4PkZlh/xbnNdz1bmi7u5rsYcDv9Q1UhEOmN5J8VYOc3N2I38W1jw7Mmq+oYbIx94B3Nh9FbVxe7x84F/YTf71Zgj5HKgK5aXE3Ofp2I3+q8AP89k57i9WIa1oT6CuuDZ6VhYbpEQoGy7m3C7nL1pFe/AsprZVEcVAHTM70ungr6sqphL91h/CuMlxFoUQRCwYONU5m98Z4f2syEEYd/8w2kRK+Hj6sm1ZeFnNwKnYA6WVNZ1pbC9qsLcNJ+65zpjYslDwFgsK+kOd8wpWB7QfZiIuFFV+4pILrbn38eEs4Mwh1ghVlKVhwUFV2CvQz72OudQ9weoMqzUqg11rhowMWkjFlycg71//gL8UVVrAY7LP7cV9lpfHmq6JCBW6cSCMcCtY6ofnvI5ttTTBESkAMvBCoAzVbVyNy/J4/F4PJ5dghdqPB6P50uKiLTFbkKHYkLDcOAHmHDwfcy1UIiV/twGPKSqt9Yb4yjsRukCVX2xkfOegpVaNZjh0tyISD/q8mR+oKpzReRw4DnsGnOxsqZvYeUTZwB/U9X/c+c/ge0JWEjwOBEZiZVGCeau2BtzZbyIiQsHYkKNAn/CuhLNAS5U1bQb9wFs38/GxLIcTCh4u3swYHDv4ICCaiqYkh5DOisouLH0zz2Ebon+tsScOFF+Du989gQVqXVNHquRZESSX2Odn/6NvZ+26KCEiSQRJpidiQk7GZHmGqws6iEsL2gD5mI6DOvQ1QPbqyVY/k0LYB0mBrV3YyvmdsoIM9XAR259+7jzoc5Fk8LyiG7Ecm3+6dZwqarOb+hieycOzF0Rflp+SM5xg3Mlf+mY6oc3NHajPJ8fESnBHE/zse/rpn+TeDwej8ezh+KFGo/H4/mS4/Jr7gQ+AAZjGTbvYu6axZiI8HesC1JDYs0hmEBxhao+3sg5B2Gtlu8EbtOd/MPGZZX8BLgBa6F9O9aq/IfYjf1gzIFxsTvlAewGcDjm9FiN5fv8BxOtPsbEnxpV7e0yZ+7EOmilMJHiRkzguREro1EsA+g7qlojImdjotC5mJOmE1ZOpUfHz9wYk3jLtKaYGb7DGl3W5GvuHO/NPnlWmbYoOYuFqY+IXJZzx0RP8mNFpMJa+hccSmW4gakVL23WOWoHqHTrX4+JNtOwDlC/DIhJr2A/imjFKl2iK3RhGRb6+hAmVD2Ive8mYqVNX6fOjbMKKzVTTNxZipXurcLKmFZiAkw76vJxQjf3q1i535HuGKgLOs4IOk9j74cl2Gt7Aub8empb70sX0j1FVbvs0G55dhhXPjkG+B9wTSbI2+PxeDyerwpeqPF4PJ6vACLSCnN+HIeJM0WYqHE7VqZyFOZIKATuV9Xf1Tt/f6y858b64bnbmLMzVlY1E7hIVZPNczXbnLMHJqK0As7HyqIC7JqvxQSGF7HSl5eBDpgA8aCqXiki3TEnznqsRKlSVftnjX8O8FcsrLbWjfNn7Ob/JkyMWYYJOPmYy6adW8/HmNOjuF8wOOwa9ArSpOWD9Hh6xvalVqtZrUsYGBtBRMi76deoYtu5zN1z9qNPwRAU5YOKMZSmV9I5tx8D8ociBKhGxCROWlPMqprIqtTCz7O9K9z62wKjsdKlAMjdPxhGO+lMTOKEmmaRzn3m02jmx25fDsLErYVur/elrqSs3P07z31UYa6aAzAxJsBKlxR7DV8AXsM6dp2ME77c+jLHb8CEmn9gzplVmIPsNrfu61V14/YuVkSGAX9R1e3mNHmaDxHZB/u/5u+q+qfdvR6Px+PxeHYHPkzY4/F4vgKo6gZV/SFWqtIVu0G+B2vrrVjWSjfMMfIjEbm23vkfYa6FX4rIlY2ccwUWuFuMBRO3aZ6r2eacC7Hg2ruANzDTUPUAACAASURBVDAXxX7YzfrXMKHhFOxG8BysrKsNMEhERFUXYSU4OViZjdQb/xFMqPgJJj78xo3dCstRuQRrA5259iXAEFVdi7l64kDV3Oj92KT0S2VvpV9Y2Sd2AO2kC52DHvQNDiIuCRLk0jnosd3rLYq3IZAYMYnTKac3/VoewX7tjiHWohiRGGnSpF3FSFm4tsEx4iRoE3QmvqlaqEEi7L2RUY6+jQkrMWBNiXTQmGuUFJM4+RR+w+3vQe6cGjfGPu6cJW6c1Vhu0Ebsd5Iit48xzAH1FCbIDMAyhn6ACW2Z+WuoaxNeCszFBLkuqno9JqiNx16vE1X1isaINI6umOjm2UWIyFAsUPp6L9J4PB6P56uMF2o8Ho/nK4SqvooFtH6IBbBe5D5/gAWwzsGEhp+JyDX1zp2HOUUuEpGbGuh01NB8lVj5z2TgHZcns1NxHbDuwUq6DsQyam7AhJUumDjQCXNnLHanHQ7ME5EOqlqFiViVQE8RGdHA+HdiAsN1mPjyLyzzpAJz0IzBMlk6AD92ItASrNQqESehMeItQ9IdktRqJlR4g35GpBFKxDrdso13sZTQOehJDBNFlifnEWqaUNOsTM6nc2F/AomhKDVBDRuiNawOF/FO+QtURw25c4RheSdxYO4IDss7Gan3a0GP/IEc2focRrY+O+iS2y+N5ceAiS6h29PCcl2voSu7SmuajVpajuX6rMPeW3EswDrjqlmDCSz93HMd3dcR1qVrHva+qQAexd6X57rXstLNq5ggtg6Y5J7f1zm+RERuBSZgLpqhqvpBAxuwLbpiZVieXYCInIiJcBeo6kPbO97j8Xg8ni8zXqjxeDyerxiqWq6qP8FcCYI5ac4AnsRuxB/HXCY3iMh19c5dirXJPRX4cyPFmkhVr8UCaN90AcU7HVVdhrkxfov9vHsJc770xW7+Wx3MUVeP4GQGcvhNuPbSInI6VrZUhgkLT4rIpfWv1Qk2t2EukN9j7o0XMVfH74Br+nBAq6M47XsHMnxVIMHRwIctpe33hsdPlkPix8j+scOC2eFUmRd9yKxwCmlJQyAQBLQIWm92PYVSzJDE1+gfP5hBiZG0jLWjT/5gViYXMH7Do5SmV7K0wnJqVJWcII+O+T3plN+PIa1PJiFbdLwmTpxcKSAuCXIkl0RWV+yuuf3pVXAQebFC8mMtGNBieE7bxF64fUpS13GpdkY0WdbqyqhSy6PF0VxdqvNaYk6jEHMoVWOlYr2xcOCBmGtpLlY6VuFepyrgaCyj5g0sYyjTBWo9JupUYO3Ry7EyqBGqeoKqvqqq6rqVzcKEov1V9Z+qTkVqGnvhHTW7BBH5Htb962RVfWl3r8fj8Xg8nt2NF2o8Ho/nK4qqTsCyQMZgwa4XAK9jro+HsZvs34rIH+udtxrLtBkK3CMi2e2PtzXffZg49JiI/KC5rmM7c6qq/gfoDyzCbuBHqup5Azn8yZaU5OZILiW0vxm4FbtZfBLbC7BymsMw59G9IpLXwByhql6H5fv8E+gOTA2Ind2NPrkxidGG9u3yKbwPGN9J9u4UJ56MSZy20omIUJdEc2tX6xLypDAUCRARciV/0xy5FHBQ3teI5RYQT+RRIC3Yv3AkLWlDZ+nBAXlm+pm/8R2mrH4SkrXEN5UixcgJ8tgrf98t9idNikXp2aS0lqXpT0hSvem5jrk9iUti09cxSdAupxtY5lAeJmRFQOs0yWhG9LZMCl+q+FRnCubSao25i2JYKHAu9nvHU1h2TZGqDsSEmmVYN60i4DuYgJh0jwfY+/NTrEQvAp4F+qjqj1R1Nlj4r4g8jXWWulBVz1ZtwJbUeLyjZhcgIlcBNwNHqWrz9Zb3eDwej2cPxgs1Ho/H8xVGVatU9UrgJEyUGI7dZA/AypVmA1e5G+Ds89ZjWTDdMeFlmwEnWeeNxxw514rIH1y3pp2OE5cOxJwY/xORvxXTeqx7jogQTKQZJch57ekysDv99iqhQ7GqLsDEmiJggog02AVIVVOqeqk77tGIcHAFZYSajpIktYaqrkD+J9H0y6uoqFWNWBiZxoCJGOG89LTYumhF9Fm0jEXp2ZvG7pcYTH68GBFz23wazqY6rESjCAFKgg7kSSEAomzq/pQhkBi5QUGDezM/NY1x1U8wN/XeZo8noxqym+2EmqY2qgYrnVuAuZMyB1S46yh2X8eoK1N6AXPLlGLiztnY++omEVmDiTEDMPEnxJw3IXVdoV508wVYQHB3Vb3F5f4gInER+SnWWWsGcICqvtbgxTYN76jZiYhI4ETgC4Dhqvrx7l6Tx+PxeDxfFHzXJ4/H4/EA4Nwi1wOXYjfd04DOmIvhLOzmeqCqpuqdMxq7qT5dVavrj7uVudpgbZPXA+e4LJudjoi0BN7Dcmq6HMxRb7SkpON7jCsvo/RbgHanX9CTfRGXI7yeNc+9rxNOc6VP1wCXAd9S1be3M1dxjPijRbQ8sZwyDUlPwsJ0W2F72959bOHSwZwce2W+6B8fwl55+yASEGqaCRVPAMrhBacRkxxiiRw2hut4v+IVFOXINucQD+q0s3SU4pPKdyiItyIuOayqmc/a5NbNIoVBSw5peQo5gbl6IkJqokomb3iGtCZrsTDg3tTlytQX3Ka7Pf5YVX/q9uPfWIldIVbCJFipUw0m9LTBSqkCYC3wPnAwFiJ8B/Bm/XbaLnz2Lizz5hKXo9QsiMhS4HBVXbzdgz1NQkQSWA5UH+AkVS3dzUvyeDwej+cLhRdqPB6Px7MZIjIYeAQLeF2Nla/cB1yJ5YIMdN2VMscngAewoN5TGttVx7lw7sbKr05R1eXNeBnbmncAFjL7G6zcZgxwFVYe9fIAhhR3olssE0lToWW8w9hngDNVNRKRE4AHsc40dzdivnZYuc8IzK00DjgUEyU+wkKPG8r6KcfcOQQEdI31IUfyWRx+TEprAevYdGjRKbSItybSkE+q32Vx7UxKEl04qOVxKBBIwIqaeXTM701cEogEpKMUszdOYEXNJw2ueUjxSbSKdyBwhqdIQ97a8BTV0cZsUaYGy5lRzEGTIY2VuE1w1zcGOBYT/cCCgANMpJkB9MJCl1e7cdpijppXgStUdX4De9oaywE6GXtfjq4v4nweRCTu1leYLUx6Pj8iUoh1W1NM8KzazUvyeDwej+cLhy998ng8Hs9mqOr7WJnQXzFXRy7wfUxUycO6I52TdXwK+B4WDPtaY9twq2oSK3t4EusIdVBzXsc25p2NtdG+EhNPQiy7ph3QbjFzXquiHFVFVVnAbLCW3stFpKeqvoyViF0uIneLNJDSu/l8a1R1JBZu+xFWMpaLCRH9sCyWjMiQLTYUYXkwREQsCecyPz19k0gDljGzJrWUtKZQlPJwHQClqeWMW/cwUzc8z5vrHiWt6U0ijYYhsZSyT/6wLbo8ZcgLCjeJNAChhpm8Gs1aYwITrGKYOJOhBmuHPR0T+87D3DIpzDnzJlbKVITlHE3GXEqZcqr17rjH64s0YpyLubvSWJenx5tTpHF0BNZ6kaZ5cf83vIY5oE7zIo3H4/F4PA3jHTUej8fj2Soisj9W2tQdu3meCQzGbrIfA76X6ajjSoN+D5wIHKOqK5swz+lYCcsPVfX55ryGbcz5B8zNcjwm2NyDiQb/h2XSPI6JAXlYqU6IOV8uUdV/iUgRJlR0xMq+GnW9rkX5i1jZRwXW3egYzGEDJoRI1ucaGi6P2kSbeBeSWk15uGUFiSDsWzySrgUD0DCE2uSmSdakljKtess4l74Fh7JX7j7EgwSRRqS0hjfXP57J8rkCE7V+5Q5PARswMSZb+anB2p/vjZVHLcc6PnXEgoEfAM5xz88E/gAUAL/GOpHdrKo3Ze1bf+BOLAfnx6r67rb25PPgSqr+qqqH7qw5vmqIyF6Yu+pF4NqdIK55PB6Px/OlwTtqPB6Px7NVVPUjrDTpd9gN8lCsJGct8C1gvoh0cscqluHyGDBRRLo3YZ6nsU5A/xCRqxrT9rsZuA77OfhbVR2HXecazPWSi4kRH2GOkXL3OQDuEpGXsNKYM7C23++6m/vtoqpzVbUvcAgWrnsK1n460/FGsj6rW8s2WZdevoVIky8tGNHiTI4p+j4twiLCMAnpOuOLAO0SXRscb17VVJbWzqYyLGN9aiVTy17MiDQAf8TK3DI32nFsr7J/pwixUqa3gA8xAaYH5qYZgd2s/wxz3TyAdVjaiL13ijGX0SgAEckXkZuBicAzwCE7U6Rx+CDhZsSVG74N3Kuq13iRxuPxeDyebeMdNR6Px+NpFM4J8gKWKZLCbqzjWDjst7OdMCJyOZb7coyqzm3CHHthN/HvYs6VnVp64vJj3gN+qqrPuMcOA+7Fymt+AnwD+DvWwagFJtiEWInOCFX9WEROdudcp6r3NHENX8PcO20w4aaleyo7Dybjrmk0g/JH0TbelUAC0ppiTbSCTjk9IczqCCUwtuxhos0ql6AgKKZ9zt6kNcWK2nlEROxfMIKOiR5URmW8XzGGWqtayV5XiO1N5rFKTKBZRF3p0zuY2Hcf8P9UdYnbg5HAfzCHUg1wk/t8DiYMZV6jFU3Zgx3FdZHaW1X/b1fM92VGRIYBzwFXquoju3s9Ho/H4/HsCXhHjcfj8XgahRNcBmCtlhPYzXcMK1t5RkTuyrTbVtW/ATcA40VkYBPmWAocjpXHvOJCY3caqroGOB1zyfR3j03CSqLmYmG3VVgpTqa0qRb7+VkCzBSRK1T1ReAIrJX5PxrbrtzN95qqtgW+iwvlFYResl+wjxwcJcxQkxFDNvvrSkCc/VscxaiS8ziy9dl0yulV95zENuXMCEJVugziAQTuR78AicQWIk2LWAnDWn2TPgVD6Fc4lKEtv0HHRA/aJ/YmkBiFQSv65g8BE5ImY+JSJlBYC2ghcXLARJq/Y92bqt2edcXaa1+dEWncHkwADgKGBAQndGcfesn+8RjxuzHB7tu7SqRxeEdNMyAiX8fE3fO8SOPxeDweT+PxjhqPx+PxNBkR6QOMxQSMFPYX89OA+cARqrrOHXcm8A/gG04Aaez4McxJcSLWvneLzj/NiYhcgHWAOjS7a5ULOL4fy1f5EXARVjJVgblrAkykGA8ch4kTDwOtgTNUdfUOrOWyLvT8a18ZKELAWlboDJ3UoJvmwBajaJ/bnZjEAQg1xQcbx7AutZzioA0HFx6PINRElUypfImj2p276VhFKU+VMmn9k5uNuX/hUXTK7UWm+iwdJVlWM4euOf2ISwJVZU16CdMqN2XbVGPCXXxQbCStpT0g+mE4Udfpykz51mvAJOBirIRp+lYuP+jBgMu6S/92IKxicdnH+l6JqkZN3cfPg4g8ATyjqo/vynm/TIjI97HMqlNVdcruXo/H4/F4PHsS3lHj8Xg8niajqvOAnlgAbAI4MyB4sB1dOpbQfnkgwSh33JNYx6jnXYlPY8cPVfVnwB3AWyIyovmvYrP57sPaST+QnY+jqh8AQzDnyAeYy+IAzGUTUhcwPBL4DMth+QbwOpZbM2QH1vL3/jL4AvcVIWFG7NjiLyvZIg1ATBJ0yu0NwMZoHRPKRzO54nkmVT5HmlqmrH+e2rAK1Yjy1FrW1CxiUNGxdMntt2kMEUGyI4IENqRXUxVuJNQ0aU0yv/qDZNYy8gEtktbaStoRkzgxiUmf2ECoK4PqhQlb/8XEtw6YqJX5KAaOBq5TorbmAYKAIMSClnc1XYGlu2HeLwUi8nPgN8BRXqTxeDwej6fpxLd/iMfj8Xg8W+JcDteKyP3AlIEy4octKQlBWMmisSJyO3C1qr7sujo9JSIXNqWrk6reLSKfunOvUtWHdtLlgHUzmoAFIt+WtYYk8FsReRbLVvk2Vp71S6z1dDXWlaklVubzK1W9UUSmAy+JyM9V9YGmLEREHlLVNkuYd8tinRPHlURhIbubyqpUo82Sa1SVUOtKmULSVGn5pq83ptcwbp1tYf+Cw+iWvy9xSVCS6IwgLKudw6LqGbTL6UZMY0SEJKNq1qSWsjq1uDZPCnOTWk1EmIOJVIr7o09aUxsDgiIgUFVNaW0SeAI4FxM9vgZ8HWvDPQo4CTgWy6E51S3xkXI23LCShZMjtOOnOjPEWnePacr+NQO+9GkHcKWPf8CCwYerqt9Dj8fj8Xh2AO+o8Xg8Hs/nQlXnHiWn79uKtlFM4rGYxGJd6KlYm+v3RKSlqr6JOSnuFpGzmzj+WMyxcoOI3JLJwWluVLUW6+J0hYgc28DzM7G23S8BU7D8mlFY6VfGYRIAt4jIJOAVt+7rROSvIpJo7FrGhqOjcdEzty/Qj/qnSYVYIC+YSBO5DxZUTyPt8pZVI0JNsaRmZqPmaJ/TjRhxNJUmloLOCefECdfyftnLpGoroTaNJlPEiAOaW6MVmtX9KYbJRElAqqlYKgQ/SGlywwZdqzPDybXAQEysORwrD5uEhVAfCJRipTHHYt2eOqrqD9axatUc/aD1Jzrt0jSpdsBwEakL39nJiEgcc/zsykycPR73/n4QGIaVP3qRxuPxeDyeHcQLNR6Px+P53MQkVhpIUAkmGNRQJVgeSXdgqYgMU9X3MGHj9yLy46aMr6ofY92CRgKjRaSgWS+gbp5lWKjvww21F1fVtKr+CbsZ/SZwCyZCjHOHpDDxYijW6rsIa8PdGxjrukw1ZT2LsOybblhWDtjP7gBIL6qeQXVYTkSECpSH64miiBzytjpm19z+DCo6lrSm0FTKukBFES2jVgxPnMz+8eG0CToSw8KI86SALok+mdNTQBoLVM6sRbB27fu8ln78wvHppwe/F762vpbqfKw87jxgHnAJ0BZXzoa5ehU4TlXPU9X1bswBwDJVvRvrrJXnzt1VdATW7uyOY18mRKQQCw1uhXV6K93OKR6Px+PxeLaBF2o8Ho/H87kZG46uxpwRk0HemKFvjwPuxlwlHwITReR6rOX1SOAaEbm6KXO4Dk2jsLbN40WkY3NeQ9Y847HSp2dEJH8rx8wDjgQewUSaN7ESnog6EaMFlm1zJXAKJk686wKKm7qeSzDB46Ksp+Jd8/prQbyYIIgRBDGKo5YMzzuFI/JPo1Os5xZjdc7tQ7/CobTP2Zv8WBFRlN3xSSigkPZ0pUTaoy4SR1FCTSnWBasUK/X6DCjHRJocoB1WKjQUuBMTc1Zh+TMrMBdNCnMGPYaVOn2AhTK/X2+ZB2PtuAEuxISaHzkxYFfQFV/21GhEpA2WybQKOE3V+rZ7PB6Px+PZcbxQ4/F4PJ5mYWw4+p2x4ejDXoueGLVR14/CQoTPwNwk/8badU8AVmOtrM8XkZuzw3u3hytP+h7wIjBFRA5o7utw/AUTJu7c2vpUNVLVf2LCwlHAVVgOS6b2KMKEjF8C72Liz1XAmB0o/7ob6551J3B55vG8WAsJMl2cVJEwIpCAmMTpm7OlHtQm3oW4xiCdJq4xqqgkrSmiTFMlVWtjFUW6LlxJWlOsC1eyLD0vBD7FXruxWIbLzZgAY7m/dS3Mj8WEm45AZdZjlwD7Yg6kY4BOWHesX9Rb5hC3XwDPYM6kAkyo2hX4IOFGIiLdMAFyPHCBqqa3fYbH4/F4PJ7G4IUaj8fj8ewUVPURTKSpAC4AHscyS5YAbYARWG7NX5uSO6PGb4GrgddE5Os7Ye0K/BAYDGyzTCurPOnvmLDwEhZIrNSVQg3CBIc1mKhzk4jc7vJQGrumy7Ab4tuARwFdl1xORN29sW46NiKpNQAEm3KIIYgETYcQKZoO2RCuYlbtJNJRLUQRiKAoq8MlMr12nL5R9dij02vHoRaJsxErZfoBJkJdh4UrV7hrFKCLu8YAy7AJMNHlE+BG4FasM1Z7LO8niWX4ZHfH2uSoca/D1W6+W5oi6n0OfJBwIxCRfTGR5l+qeq17rTwej8fj8TQDXqjxeDwez05DVZdimSP3YpkuazFXxnvA2VhL5oOA+5oiWrixR2MlRf8WkSua+yZeVSuB0zBR5bDtHKuqej8mRB2IuT++iTkzIkxDycPKpM7Hcmv2A14RkbZNWNZxmEPlaGBpaWq5ziqfGFaFG6mOylkczaEyKqMsWseM2okMzv0ao/K/w8j8MyiUlrQM2mxqEiVAghz6Jg4iITkgAvE4pdFnLNX5ABuAWW7tMSxvZwOwD/YaVmLunjRWjpahjTsuEzZ8KlCGBTBfD/wNeAgrDRuGiThviEgbEcnFXDfTssZ7zJ3fEusgtbPxjprtICLDgTeAX6jqHbt7PR6Px+PxfNkQ/wcQj8fj8ewKRORk4D/YzftHmFgxFst2eQxzbJztypuaMm53rBRqInB5c5dfOMfO3cDBqrqqEccL1sL7L8DDWIbLpdQJHgAfYyVAVwPfwrI9PmzkeoowIWExJvaUYiLGZl2lusR60z/nYGKSQDViQ7QGgoBWsfYEEhBqmkXJWfSI7UtG44o0Ylz1aELSIZYtM9FdSwxrq53ChIwaTGj5OuYkKgf6ACUNLPktrPTpNeAtVb1GRKZibqvOWJvvT4B8TOD6g6puVtImItdiIk+oqsWN2acdRUSeAJ5R1cd35jx7Ku77+D7gXFV9ZXevx+PxeDyeLyPeUePxeDyeXYKqvggcgHUA6omJDUdhro2fYWLA803t6ORKj4ZjJTX/E5GWzbhsVPV/WMbOk41pse3cNY8D+2OixolYKO4GXFttzJWyEitlug4r4fpOI9dTjuW49MecSW2BZ7PGBiAmcXD+GXG5NR/VTKQyKiPUkNJwFZ8mZ7AivYC0pkhrirXp5eRTCPZatANOzhqyB9aSPOPoSWBlbIdhjpcyrEvTpqVirpvh1AUqnyoil2EZRQq86borDcFyaEZjok197sLKpIpE5IrG7NPnwDtqtoKInI99L5zkRRqPx+PxeHYe3lHj8Xg8nl2KiOQAv8ecNAmsdKYYC5sdgQkCJ6lqWRPHjWOtn4925y9sxjUHWPvhBaraJKFARL6BBQE/h2WznJ55yn2+y308CzwJXKeqYSPGPRZ4GSsna4Plv1yfeT5ODkPzTiRH8gBheu04SqMGDUFaEnSUBDn000HEiPEZy5ilU8Femyrs9VGs/fI8rLvTR8Adqnq92/uXsDDlEGu9jft3hmuBpzCHzRWY6DMbuFNVLxeRk9z1p/dh8I1dpAfAA2OjJ9e5670DK30qAgp3VnCtiCwFDlfVxTtj/D0R5xK7GrgYOF5V5+zmJXk8Ho/H86XGCzUej8fj2S2IyGnYX+dXAx0wEeBZTHg4BDhOVdfuwLiXYp2WTlfVSc243tZYMO6NLii5qefejolIdwO/wjJrMs7WRVj+zD8xceO7qlraiHEvw0qsBCunWurGASAgoFBaUaOVpNh2RVkJHThADiMuCVJaywR9vqHDqjARJomJbAEWvNvOPb4B6/YUsblrN425dKa447+OCV/5mNPmcWA68OuWtFl/EEd0CYilReSdsdGTR7hr7Y5l17QE7lXVC7e3P03FCU5VmBCUau7x90ScSPknrFPX8aq6fDcvyePxeDyeLz2+9Mnj8Xg8uwVVfRYTZKoxoSIT3vt14B1ggoh03oFx/x/WZeo5ETmrGde7HgsIvkNEDmzquap6AfAjrIvUk8Ak6ho1dcdKwP6JOVWmisj+jRj371hQs2LlVNOBZPt4N0YVns3RBWfRKd5juyINwAbWUkU5kUYs1I8bnA74Kdb1aRrmkIlhLbbvAkZiQck1mNiUHTAcYvk2QzCR537sdf4UmIrl9PQFcuIkWgMqIvG0pnplXesi4BVM2PuBiHTd7kU1nQ7AWi/SGM799jD2fTrCizQej8fj8ewavFDj8Xg8nt2Gqn6KZZi8g7kxPsBuli8EPgQmikjPHRj3Zcy9cquI3NhcHaFUdQbW6egZEWkoOHd754/BsmuqsJyev2FuE8UcKU9j138D1gnpjEYM+yNgMuaquRrkrgPyRhCLAoII9o7tQ9/44E1LoE4cIlcKiJMDQEQYTdXXeEOfYgmfRGyJYM6KCGtbfnlmTlX9uapOxfJdXsAyaCRrrlygFhNszgTex0rdTsPEr+lYSdiH6/nslCXMZ6OuX/s+E9qISJusNdxOnaPn6UbsTVPxrbkdItICey2LgGOcUOnxeDwej2cX4IUaj8fj8exWVLVWVS8Ffo7l0zyJiQHfBtZgzpoBOzDuTOBQ4HjgPyKS10zrfQx43o0Z297xDZy/UVUvAc4CTsJuhudSJ2qcgwkiZwN/EpFbtjWPWg3z0Vj3JwXOEwRcabMAHYJumcMzglXtPrlDOaLF6RxZ9G3axfeqwDpIZdjs94MCKaZAipLYTftDWMnSMswJdUrWoWcAT6nqFEyQiqgLOS7EXDYB5sAR9/kl4ASsO1aXiKjTAmYuncrrE8rZsAJ4MyO0qep7wEzMfTVERI7f2r7sID5IGHAt418HlgPfVNXq3bwkj8fj8Xi+UnihxuPxeDxfCFT1CayD0L5Y2+6PsZKLfGCciBy0A2OuxjpLBZhDpX0zLfcat64bdnQAVZ2AdcFaiJUPPUGdqNERCwr+HbYnL4pIq22MlQQOBAS0xbzaD1armGoTaciaaFm2Q0bi5OR0zelLTOLEJE6f3INaAG9mzb/JebNXvD/D8r7OsLyTcjrGuivmfvoEc0J1A44Tkf1dDs8wt25UdR7w66wxA2zPqrCSqXuwFuMTsfbsb2BZN7djbp3+WDh0X+C2rPX/CRN8VgIPuwyV5uIr76gRkb2xwOfXgR/urNBmj8fj8Xg8W8cLNR6Px+P5wuBu7odhf8nPBf6OiRhtgNdF5PAdGLMac6+8BrwjIvs2wzpTmOPnfBE5ZXvHb2OcKlW9CvgGJtq8jmWwKHXOk3JMGJm6LWeRqi7DCRqLUrM6jK9+onZ2cjIzUm9Fc9LvZpd+PReSJnL6SaQhNVFVBKzDRCMwt0sKoGu81yZBp0u8N5hzZxTWjvt+LFT4A8zpMgfLimkuhwAAIABJREFUHMrwkhszI/wkMJGm2n1+ABOIyrCOX/djnbEE+B4Wuvxr4CoRGerGfNntSTEWLHzjVje46XTlKyzUiMh+mEhzp6pep77jhMfj8Xg8uwUv1Hg8Ho/nC4Wq1qjqj7Eb9LMw18p6rCvUayJywg6MGanqr92Y40TkuO2d04gxV2OlPveISN/POdY7wCCsK1IMGE9dKdTJmGhxFzDetfveGr/F9ipKkcxZHi3gs2ipUlfyVAWcpETV06vGzVyfXs2a9FJm1kxUzB2zT9ZYAuiq9OJ1oaYJNc2K9KdgIcBgQcD/ASqw1uOFwMFAqYj8wTlsZmLuoNfd3AAFWMZMDZY38zBWSlaIlXC9ibmLSrEMn8xjr4hIC1WNgD9gmUYTgWvdXM3BV7b0yYmgbwDXqOpfd/d6PB6Px+P5KuPbc3s8Ho/nC4uI9Mcyaz7CMkxOx0ppLlLVe3dwzMPdmL9V1X82wxovAq4ADlXVimYYbxBwHxa+uy/Qwj2lwK2YaHM/cJMTLeqffynwE6x0KFukAevWNAhzTFwiIj8F/kxdO+1SzMGUCQJ+F+hbJCWlEWHbSi2rwRwv1VhWTaVbY09MkDkM+BnwXUyEGY/l2szE2pGf6MYHWIE5peJu/mWYWHSNu8aO7us3sfbdNwHvqerRIpLrjg/duqep6ucW30RkEhaO/NbnHWtPwrnC7gXOVtVXd/d6PB6Px+P5quMdNR6Px+P5wqKqc7BA4CosnPYSICqi1T0j5eSNxwRnfnBMcGbHJo75FpavcpmI/HVHAoHr8W8st+W+5uguparTsGyeFzCx5iP3lAC/xBwfR2Ptx1s2MMQ9mLgzhs1FGjCRZjpwjoj0wsrLVlL3+0AxMD9rvrUA5Vr6VqWWLcCuNYmJLhdSJxr1Aiaq6kzXhrwYuBgTcA4BvoPt+QmY4wegM5ZRE2Euou7umn+KOWZygVfdHL/ExKcRInK5qtZi+TUA/wK+JiKHbmVLm8JXzlEjIhcAdwNf9yKNx+PxeDxfDLxQ4/F4PJ4vNC7H5YfALVhpz0/7cEBNjuQVqUYHuueaOuanWBbOAOAFESn6HOtTTEToAVy5o+PUGzOlqrdiuS2VmCMl5Z4+DBNcNgJTRKRfvXNrsL1SYHYb6cSQxDH0iQ0EJMREpRZY+/O9sS5TNZg7JY7lyGQYhokybTF3y+nA/zDhbIF7/DZM1Pm03vrvUdVewI8xwak7MM7NX+oO7QvMcucLVlZ1MybCXI6JO+dhOTSXYK6PPzqn1V1YudQozPnzxOcRypxg1xFz+nzpEeMXwPXAka69usfj8Xg8ni8AXqjxeDwezx6Bqj6ECRcXV1E+J9IwFREFHzHl7B3JKFHVDVgpzlLgbRHptp1TtjVWDSZiXCUiR+/oOA2MOxs4HCuF2khd0G0h1r57GjBRRE6ud+p9wIA8Cq8cmBhB66Ad3WJ96RTsHcPEkOfccZep6hvA05hYU4sJMhlaY8LKkcAS9/UETNS5GBOQumEiy8lbcfg8gZWtTccybQ5246QBiikZ2IWeGieRCVD+K/B74I9YPtE1WBvwSuy1WokFQ1cDD2Jtxa8HugCXbXNDt01HYK0Liv5S4zpl3YGVqA1X1bm7eUkej8fj8Xiy8EKNx+PxePYYnHBxyBymzfiQSSvmMP2Gz1jWFVggIgfvwHgpTHC4H5gsIod8jrUtwcST/4jIXjs6TgPjhqp6BzAUK0vKdFECKykqBf4pItdnWlW7dt03p0n+PCBIZsYKCEKsBfavMffMze6pn2MhvxEm1lRmLWGYe3w21pGqI1aW9F13XqZL1d7AQhH5P5chk1n/BqzEaR4wS1XbA18DlhRQxGA5kr4yMBgsR2XadguWxfMv4CJM6Hka+AXmsvkp5uS5H2vlHWCh0/cAt4lIJtOnqXwlWnOLSA7wCDAYGKGqXwkHkcfj8Xg8exJeqPF4PB7PHoWqVgLnrWP1b1ay6HLgOqyd9yQR+VlTy1/UuAMr0fmviJz5Odb2OhbO+7SI5O3oOFsZez5W5vMHLOdlg3uqHxbwe7qbN1PG9UCaVI/PomW3pDS5fFW0hP/P3n2HyV2Waxz/PrubBEJPAiQQehU5FKlC6DVIEwxVAREUUIo0EVFAQKT3oqA0pSNIh9BLKFIEkRYkNOkJkITU3X3OH/e7ZFk3yc5mJvX+XFeuZGdnfr93Jp6LzX2e8n7zkGbU2nQ4cAFwcET0yswP0CycsSiEuRPNogFVw7RsZFqs3OfB8vvDKDT5a3nubMCPgFciYreW4AgYhCp21irv5YHMXKonvS9IoD4a6Eq3OVD1TgMKa44EbkPtaf9B82sOB36LgqbtURvYQLQq/ThU6XNJ5z7hmX81dwmxbkN/n5uXEM3MzMymMw5qzMxshlPClT8DG6H5MP8ALkctM3dGRPdOXPM2YHPgjIj41RTMOzkdVZCc18nXT1RZM34xmlHzJPBh+VZXYGVUFfJkRCxTqoVOfKHx0Q0fGHtD3383Pvl6kg3l+TujCpRgwlDeY4B5gBHAGqjFiPKcJhQGdQN6oG1ODWhQMGit+EgU7vQBXkWVL89ExGYoqOmBqoK+slzdqgcNZ+hjI/LzxpfyScr3ny/XrgP2AV4BPkHhwp7A6ygcehZV3VyBKn5+gFqfBkTEChV9sDJTDxKOiPnR+u13gR0zc/Q0PpKZmZlNhNdzm5nZDK1UkFwMrIS215yGKk42zMzXO3G9Pqh642W0BnxsJ8/0JHB2Zna2wmNy9wi0EekMNBy4pd3oE9SKtBea5fIKCjy+LGdqCV7OKa/7PrAB8Bz63LoAs6MZMN1QO9Io1Br1Hmp9eh593vehzU4vo2qa5VB4tGT5/VK0rvuj8tjswHKZ+XGb93IS2iI1fzn7YGCZcs4m4HEUAm2GgqXd0XDhK9Hw39Foi9RC5f2OB1bMCn7IiYgzgA8z87SOvmZGERGLoy1gNwC/ruRzMTMzs6nPFTVmZjZDy8wRKGw4jwnDZ8cC/4qIPTpxvQ9QcDEnMDAienXyTDsAJ1VpbXR798jMvAKtLb8TDRsGhR29UIVRS6vQ8cAzTNge1YBavS5CwcgFKMC5FAUzo1Flzb/LNWcHvkBVJ/WoHakJBSeXl9+vRJuvtkahQG/UjrQ/cHX5ehywbTtv5xg0i+bTco6lUNBTX371AxYE7kebtS5GAdUB5UwfoL+v/sAAFBjt1rFP8iszZUVNRKwEPAacn5nHOKQxMzOb/jmoMTOzGV4JLf6IAoMDUaXHrcCfIuIvZYBqJdcbhf7B/zhqJVq+E2d6DVWJ3BARC1b6+gru8wGaF7MPMBS1AdWhVqWDUTCyEJox8zMUfCSqgNkCuBe1K30fBV1dUJDTE7U0gcKT51GAMw61Ib2IWq6+iQKgUeW5W6A5NeeUc1xb7nUXCmLOjYizWwdgJTw4CLi7vIf6cv7h5Rot4dDSqPLn6HK29dDfcz8Uzv0mM19Ac1gurHBO0Ew3TDgi1kP/t3B4Zla9Fc/MzMxqw61PZmY2U4mIuVFlyLLAdaiq413UClXxP8Qj4ofA74HdyrDgSl9/IrAusFlmNlb6+grv1QtVFm2PwhHQEN9Pyq/VUWtQH2BuFK58B1XDNADLo+DjWyiMGdzquUNR+9PdaDbQvOX6/yn3egTNznk7M7cs5/ku+rv4HFXovI1Wc/8Lzck5E7WHjSrPbwBuRBVN86IV3o1MmFnTiLZcNaPwaByqGjq3PL8etWR9jKpsLs3Mn3Xws3sHbUF6qyPPn95FxHZosPLumTlwWp/HzMzMOs4VNWZmNlPJzOEoBLgEzUc5CrXFvB4RW3fiepcBO6G12/t24kjHomqP33fitRXJzE8zc1d03mHl4dlQW8/KqC3sYBTCjEPBy9Yo1HgZ+DVauT0nCnGWBf5crtMTBV6ro+BkNKrMWRyFKzuj7VvrtAxizsyb0YDmbuUcm6Ew5yC09ntV9PeyT0Q0lCBrFzQoeAQTAppm1LLVBQU9s6Fg5hNUufMTJrR0/SYzPwNOAH4SEYtN7nOLiHrUmjVTrKqOiH1Qe9hWDmnMzMxmPA5qzMxsplNaoS4AtkTtPregNqabI+KcVmujO3q9h1GbzeERcXr5h31HX9uE5qXsEBE7V3LfziobrJYCrkKzZAJVm5yIKk7eRZU2ibYzXYdCmx+igOSD8vxgQvsTqDKmB2o/6obCsECf8RdoPs5cwKatzvIs2ubUMpx4dmCfzBycmQNQ29b3gRdLFchYVBH0MhqA3LWck3LmrihIGocqf95CG5/+UO6xcxnm/HvUanVtBz6y3sDQzBw32WdOx0KORq1hG2TmM9P6TGZmZlY5BzVmZjbTKiHBamjeSQ+0Ont/4LlKhwRn5mBUBbIa8LeImLOC1w5Dw4XPj4gVK7lvZ2Xm55m5Bxqw+1l5uB4FGO8zoaqmCTgSzWi5ElWonIkCkUZUkfRaef3KqGpl9lavbUTruudF1S6jgb9HxE9bArHScrYemjkzCjglIo6JiLrMfAq1Uh2BgqRHUZi0FTAEhTPdUFiT5fpdUbA0Av2drInaqd4p7/G8EpDtAawREVtN5uOa4QcJl8/6HFSR1K8zG8/MzMxs+uCgxszMZmqZ+Tmq2rgSDbk9GlgMeDMi1q3wWsPQsNxPgUcjom8Fr/0nql65OSLmndzzq6W0viwKXIaCjjpgnfLnlnahKH9eGAU2Q1C7EWir1BHlz92AV1GQEsB2qPJlUeDHaJ5NV1Rd833g3ohYtJxjJPo7+KicYQcUeM1dKqDuAFZBM22uBf6EQrX/olCoZeZOMwp7uqCwaUS575mosmc8sEdE9C3v/Ung8ojoMomPaYYeJFyGZf8VfX7rZ+ZM0cJlZmY2q3JQY2ZmM70SBJyD5rH8DAUBrwIPRcSvW2aqdPBa49CGpWuAJyJitQpe+xe0/eiqStuvpkRmjszMvYENURUMKKCZE1XEzI2Ciu3RbJfTgdtRQFKHqpHGl9fNgcKY58rXD6Kg5gEUmryEWoleROu0n42IH5bP+HEUvHyBQqEAno6Ib5RzNmXm5Wi99hPAzaj1alg5Z/fymmZUWdNQHmsuZzoSOK08554ynHh3VO1zzCQ+or7MoEFNafO6g7LFqwSTZmZmNgNzUGNmZrOMzHwazTVZGFWUXAL8BniwwlamzMxTKSuly3ajjjqcyQcHNZGZj6DgYlirh7ugSpmm8vgBaBX3ENTilGhz1h3l+UuV38ejeTJzM6G65i70mTaj6qUfAbuiz+lW4A20ZrsHmoezNjAIeLj1Z5iZo8vnuxxq05qt3KsZBUWU845BYU1Ldc3aKHAZgVZ5H5+Zb6P5NUdFRO+JfDSLMAO2PkXEAiggGwIMyMzR0/hIZmZmVgUOaszMbJZS2pe2A64Hvgf8Fm0yGlLp/Jiy1WhL4LyIOLIjlTmlImcn4McR8Z1Kz18F16M12UegihlQ0LJ+eWwdVPmyF1q93YRaxU5q9dwP0GfWE1Up/QcFL7ehmTivlmsEcCdaGf58+XMdmnkzqtxzPbTy++yIOKn1oObMHJaZR6CWngfL9RJVAoGqbEYxYfDxPKii5leowma/iNgcbbsag9q/2jPDVdRExBLAY+iz+0mtV7+bmZnZ1OOgxszMZjmlIuYM1OqzL5qd8ikaMrxfhddq2Wq0K3BpmRcyudd8gMKayyJi6UrPPyUys6VC5gdo+G9LWFMHXI7+8X88cBMwtDyewCHoMwJV2jSjNdpNaJjwcsAzKHz5O6pcWgbNnLmkfL0Dqn7pA2yUma+hz24x1DLVD7gjInq0OfPbmbkNCoNaAok5y7nGlXO1nHMONC/nM1SJczkKcA4CNomIfu18LDPUMOGIWAkNXT4vM39d/k7NzMxsJuGgxszMZlmZOQgFCIujf9jfgKpj/hYR3Sq4TstWo16oFarHZF7Scu/j0UDdOSb3/Cq7DbUu9Qd+yYS5NfUoaBkHbINaxFrm1OwI3FieN195zdzl9zlQSLIx8A9UYdMdWDYzDwA2R/NxbkVDgscBR0bENpk5FNgM+BiFL+8Az0TEym0PnZlXlHONLA/NhSpnxqMqnZaKm2+ilqrZUQDzV+Av5Vx/bWe9+gwzTDgi1gfuAw7LzPOm9XnMzMys+hzUmJnZLC0zP0XtO7cCmwCnotXQgyNi8QquMxJVjDyHhgwv04GXXYhagv5YyUDjKVUqMH6DgqIL0GDecSjkAM2QaWDC0N5EgcgSrZ7zDrAiCle2QkOCf4Q+x3WAz4GflPvdj6poBgMHoxDnS9Tu9GcUqOyNgrL+qArnvojYrZ2z34Mqa1qG5nZH69dnQ8OLo/zqj9qdvlHez69Q1VMfVF0DQAlteqNZONO1iNgehWW7ZeZ10/o8ZmZmVhsOaszMbJaXmc2Z+XtgALAnqvoAeDUidqrgOk2ZeTjamvRoRGwwmecnsB8asHvQpJ5bA3ehypTtUThVj4KZseX7vVClSTJh09ImaB03qK2pGXihvOZhYFXUBrU18AiwbcvNMnNEZn4bDVHuhdqRdi2vfRHYuPwdHILWmJ8EnBARZ7VdrZ2ZNwKHoiqoLGdfFFgZuLo8rQ6FTXUoyDkADXH+O3BiRPQsz+sNDC2zg6ZbEbEvCvb6Z+Z90/o8ZmZmVjsOaszMzIrMfBS1Qi2NBu7ej1plLmmnXWZS17kEbVe6PiL2msxzR6NKnKMnF+xUUwmJji2/zmBCRU2X8lgjEBA9lqlbmXUbtm5YpX79hvligd+XS8yG1mz3QT9PdEPBzf8Bn6CgZvGI6N7mviej9qhEc1buQDNlLo+I89Fw3K3QdqwrUEXMwLLhqPV1LkMVQS1hDSj8GYDCIpiwDeqfaMDxX1AlUR1wfnnOdD1IOOQY1KK2QZmJZGZmZjMxBzVmZmatZObHqG3mHhTanI+qbP4VEQtWcJ37gQ2AYyLi5IiY6H9zM3MIGu57TUQsPCXnr9C9KOjYHjgXVc6AQpKjgH8sUbcCi9QtS/eYi57RhxXq1zoXtUNRfl8cVa5siebM7IPanxZEwU17q8vvQ0OL30IVLruhzU5zoVClK/BtFGD9F82beSYi1mx9kcw8p5z7s3L2BhQw9QaGA/SMPqzd0H/ztRq2WHO+WGAwcBZwArBDRKzKdDxIuPxv5lwUPq2bmYOn8ZHMzMxsKggvCjAzM2tfRGyEqjBuRau8uwPblhCmo9foBdwMfATskZmjJvHcX6J2oQ0zc+zEnldNEbEpmlOzBgpaGlCFymHAsRs3DHijPhq+Ckgyk/sarx2N5spQnjsahSvD0aDhl4Aly/fGolBmfPnVEqSsUv78PLAFWrN9OVr5vQ3aKHUPCnG6oAqdXdFg4IGtrjcetY9tjoYbZ3nsxu7MtdzaDVuuVh8NZGY2Mp5HGm95rpmmm4AD0ZybPwJLZubUbj2bpDLM+koUeG2XmV9M4yOZmZnZVOKKGjMzs4nIzAeB1dDq6ZdRqHB3qZDp0PDfMqx4UxREPBwRfSbx9N8DHwBnT9HBK3M/CpG2Q2u0W2a+/Aq4bGh+EJQKmuZsZhQjQK1RLd4HRpRfz6OQ5Pry+0DUenQFGhR8e7nfnah6pifwIPA7FOj8tDx2Bdo4dQTwOgp0dkHrv3dHrVr7o1k2R6MwYwzaQBUoNNqte8y5dDPNCWohqqehcTa6gwYan47CpC2YzipqImIu1BLWAGzpkMbMzGzW4qDGzMxsEjLzQ7Q++iH0D/vLUWvQkxExTwevMRa1T90CPNXe6unyvAT2AjaKiL2n9OwdPFvLBqiWeTWJWpZ6AIP/1TRoqaZsui0zh43Iz/L5xocShTgtc11mQ7NhxqBQ6zO09elvaANWN+C1zLw+M6/OzCsy82w0A+gd4MHM/A0KW85BodaKqO3sQLQu/EbUirUCsDNqj5oP2DszN8nM9YGF0Nrx4eVczV/ksO71NIzOzObmbM7xjBs7mpFjUAhycDnfpsDQqn6oU6DM4nkIrRLfKTPHTNsTmZmZ2dTmoMbMzGwyyjanY1HYsjUKa5YH3oqI1Tp4jczMk1DIMzAitpnI84aj2SynRMTq1Th/B872EKoq2Q61ejWjao7Dmmm+94HG658aOP6ank833Xv3aL4ch4KZL8vLe6KfJ95BVUNPABuhrVIbAsMoa7rbGIQqedYqZ2jOzEPRXJ9vodk0b6MWqbXQ7JtfoWqb21B1zj8iYr3y+iYU4jxTzlY3nrF1TzTe1WU0X94JedFTjff8K8m3UHvZQ+W89ajVapqLiCWAx1GQtF95T2ZmZjaL8YwaMzOzCkTEQsA1TKg6WQE4KjPPqOAaa6GKk9OBs7Od/xhHxI6oxWf10j5VUxGxPgqg1kGhTctK7oPQxqGl0DasV9CGqLfRim7QUOCW6qJH0GDhnVDo8wCwUmYu2eZ++wA/AgZn5h5tvjcnCmL6oWG6hwN7AycDl6Eg68Zyr8uAE4HzMzPLlqmHUFXO7KhtqhlV+7yDBhkPRUOERwMrlfe6Sma+UvEHVyWlyupO4HeZecG0OoeZmZlNe66oMTMzq0Bmvg9sgipCegI3oeqXuyNi9km+eMI1nkKByA+BiyKiSzvPuQm4Frg2Ihqqdf5JnOkR1G6zNQqRmtAQ3z1QwLFDZr4KDEFVKIsAb5aX90EtUCNRNc2XqProUTRYeLGImKPNLZ9Ac2jWaucsIzNzQ+BQ1P70bxTcrFF+DUV/Bz8CNgb2Ba6IiNnLsObNUHg0BlUG1QFPoTBpy3LfBtRC1Q0FT5d3dO5QtZW17AOBQxzSmJmZmYMaMzOzCmVmY2b+CrXjbAhchWapDImIZTt4jbdRxcgiwB0RMW87TzsGzYw5sRrn7oBjyz0PR2FMEwpGbgQOK0HG71AFSjfgD+V13dDPFENRSPMPNKT3NjTXpxnYsc29XkEDhReKiB7tHSYzz0UVS3Oh4OXbKKD5K1oL3he1Qn0XBS+PR8TiZfjuBqi1amz5XlfgRfR5boZCqF1RuDQa+D9UqTNVRcQOaNDyLpl5w9S+v5mZmU1/HNSYmZl1UmbeDayOWoCeQP/ofyki9urg64ejuTCvAIMiYsk2329EYcIupRWqpjJzEPAqsBWaMdMyq2YTVD30beDPqAKlGVW0jCgv7wJ8A5izfK8erfveAlXE7NXmXs3AkyiAWZOJyMzBwBIoLLqq/P5HFHIlMC9qgTqtfP/JiNg0Mz8pz/mcCZU1c6DtXV+gyp9xqD3qFtQidXFpnZoqIuLHwPlos9MDU+u+ZmZmNn1zUGNmZjYFMvM99I/+Z1BlyUDg0oj4a3stTe28vjEzD0b/YH88ItZt8/1PUTXKxRGxQtXfwP86Fg3t/TkTqmr6o8qVQ0vAch0KY5ZB1S2g0KQrCjz6oRBke9Qq9TSwVjutRYNQuPU/7U+tZeb4zPw+8L1ylrfLvfoBl6Jw6GHUurUrcFVEHIkGEvdDFTOjUJjUCwVH76NtV6CqnfdRa9SvO/QpTYGQXwO/ANbPzOdqfU8zMzObcTioMTMzm0IlSPgFsD+qsLkOhQqvleHDHbnGhajq5OaI2L3N954Fjijf69BK8M4q83P+hSphHkRBTQNqYdqwVP0cWR5rRBUtoFBnJNC9/Pl5tF3p1nKN2dGA39YGoXBk7Q6e7RZgUdTS9Fw5xynAesCH6HPfAFXoDChff1gea0bVPw3AYihY64LajtZG83SagUPaVjZVU0TUA+eh8G3dzHyjVvcyMzOzGZO3PpmZmVVRRCyGAoIvUSvQfMCAzLy9g6//JhqcexVwbOuNUBFxIbAQGuzbXO2zt7rP6qgdaAs01wUUtlyIfnY4OCKeR3NdGlGFy7LAZ6i9qL78eS7UHnU8MDdwQ2b+tNV95kJByhigV3vbryZyvgBOQkHNs6jKZiRqfzoAbX36LnAOCmG2Rxu6HkCVPvOW9/M+qmT6AFUMXY7Csocyc+MOfVgViIhu6O91fmD7MkvHzMzM7GtcUWNmZlZFZUjw+sALwHjU9nNLRJwXEZP9725m/hu1Am0KXNNmk9QhwILAUVU/+NfP8AwKQDZBc2RaZtUA/KAMPj4a/RzRFVXNgEIp0NyZeVHFymaoJewZNPum9X1GAK+j8GTpCs6XmXk0sC5qv3oH2Li0kG2Gwpk3UJhzHvA4Cke2QduphqIwqS8K0a5Cs3e+D7wGrB8RW3b0PB0REXOj9dv1QH+HNGZmZjYxDmrMzMyqLDPHZeahwMGoquYWYD/g+YltOGrz+o/R2ulm4IGIWLDluqil6mcRsXmtzl8chwKhQ9DPC4nWYN8D7JuZdwHDy+PbocoaUGVLFxSGvA/8AA37fQdYtJ013YNQVU2H2p9aK21ai6Ig5vaIuAR4DOiN5tO8hipntgMuRgHa7mimzcdoe9VqEXEZalv7DwpvAK6OiK6Vnqk95e/vIWAwsFNmjqnGdc3MzGzm5KDGzMysRspMlbXQTJSHUQjwdtuBwRN57RgUKtyDNhmtWB7/L7ALGpi7RA3P/jyqpukH/BOFRrOjwOWgMij5DyioWQa4r7x0dqAPmj3zZnndNsA6KDTZuc2tBqHAZJIDhSdxzpGZuQXwU2APFIYsmJmrodani9DK8Y1RldIP0aDkecp5AtgTzbrZrryf0ag66JTOnKm1Mu/mcVR1tH9mNk3pNc3MzGzm5hk1ZmZmNVZmk5yGAovPgJWA3wIndGQuS0TsBpwN7FFWghMRB6N5Kutm5qganXslFBTtjCpCQOuuX0QhzS2ogqYZuA3NhQG1fL2DAps6tOp7+/LY25m5Qat7LIHaw97OzNWn8LxLojk0fYCDMvMPEbEtcC3a+rQ7sDWavXMLGtD8EWona0Z/Jx+h2TeLoDalZTs78DciVgHuAE7MzIum4K2ZmZnZLMRBjZmZ2VQSEd9DFR5PAVuiapL+mfllB167DnATcFJmnl8G6v4FVYXs2dFBvJ048w0oSNkLWA5VoJyBVpKvCdyPWooa0QDlHiiJpvT5AAAgAElEQVSMGl8u8R4KQl5FVTX1wGwt5y3vo2U1ds/MHD2F5+2C2pz2QKHN91Doch9qeboSzQ/6PdpQVVfOuyD6LA9Hc27mQNui3svMRTpxjo3QUOkDMvPGKXlPZmZmNmtx65OZmdlUUv7B/m1gYTS3ZVXgnYj4vw68dhAKOvaPiPNQ4PFjYGW06ahWjkfhxeHo54ZArVfzoLXYh5WzdAXuLa+ZGw0TnhsYCywA3I2Cqa6obau+vK9kwpyaVaf0sGVV+o9QG1M/tJFqbvQ5/RtV1PwCbXuqA15G4dIn5X2cBgwElkeVQ30j4qxKzhARO6KQZmeHNGZmZlYpBzVmZmZTUWmj+TaqMPkE+BR4LiImG7Zk5hAU1iyLZp7UAzsAv+nI3JtOnvclVJmyMjAEzXBZGG0wOrTMsnm/PH318v368vX7wCrlsQWANdAQ342AG1pttBqEWqgqHig8iXPfiWYDvQk8igKljcufEw16fg9V0wxDwdIwtN3qVFSt1BI0HdLRzzci9kObprbIzAer9X7MzMxs1uGgxszMbCrLzDGZeQBacd0DVdecGxG3TG7TUFnr/B20Avtx1HK0F3B9RPSp0ZF/CxyKKlEC/fywCbBuRCyDgo1EK7ZfKq8ZC/REAcxgYEfgX6iqpREN7H0gInqhoGYuOjlQeGIy81MUDp2Igpqn0fyZK8t5u6AA6Z5yprmAL8rjB6IV3/8o33uwZftWe0KORZVH65UAy8zMzKxiDmrMzMymkcy8FrXnzI/WSm8BvBkRi0/mdY1oy9GlwBOoKuRiVKVSlZXSbe73CmprWg5VySRaO/53VJlyPprv0oTWYoNCj9lRVcoYtEb7oXLWvmhd+YMopPkCzYj5dg3Onpl5PAqBeqMV3K+iz7sHGnS8JRr6G2huzUjUotUPhU8foCqhF9tZL05p47oAtVutm5n/qfb7MDMzs1mHgxozM7NpKDNfQyHCYBRyJPBaROw0mddlZp4D7IvaoAaj1p0zanTU3wKHAL8qX9ej4GY3NK/mFhR0bISqaUCblD4Cvone12xoAHEjsEtmHg2ciQYSDwbmiYjetTh8Zj4HLF7udTXavHUG2gR1IRoe3LLdqRsKl2ZDLVHzoK1R8wGDImK2luuWP1+HZtpsmJkf1eL8ZmZmNutwUGNmZjaNZebozNwXOA6FA88BV0fEn1uG7k7itXcAmwKnoLajLSPiBzU44+toLs3iaK5Oonk5D6Chxoehnyu6oq1WoOBmAbQN6i1gKxSADEZbmcjMi1HYtAyqZKlq+1Ob9/BlZm5T7rcIqkraA22GegetQB9Rnt6ANlfNVn6NLV9/A7g1IrpExNyoIieBrTJzeK3ObmZmZrMOr+c2MzObjkTEN4AbUIvQWmiAb7/M/GQyr+uDWpE+QkN5N6/2nJSIWBp4EjgWDcwNFFSsDCyBtiQtW868ZHnZOFRZMxiFHJeU524AzNFqTfcRwMnAA5m5eTXPPZH38h6q7FkIOAG1XTWgGTMXlq9bfkiqL++hEQ2AnhO1bS2OWs8OzMymWp/ZzMzMZg2uqDEzM5uOlHkwa6E2nHdQu83bEbHpZF73AbAhqlgZCtwcET2qfLY3UBi0IJork8Dm5aw7A8eg8GZJFBiBwo1hqGIGVJnSG1WprNzq8leVs68bEadFRM1+RilVSgug4OhS4DeovWkIamPaC1U3tawjTyZUC82NWtS2QTN5fuqQxszMzKrJQY2Zmdl0prTo/BA4Cf23+nXg7og4NSJiEq8bhQKTm9Bslb9PrnWqE05ELUMnl6/rURBzaLnvKFR9MqR8vxsaljwGrcPeAA0W/gT4aiV5Zn5YHktUzXJ161kwVbYgMKy0nB2AWrJWAnZFQ5MfQxUzmzMhqGkxFwp4hpc/nzGpvxMzMzOzSjmoMTMzm05l5mWoSqYb8Azwc+DpMhtlYq9pzsxfocG/a6FV1NU80xAmBEFfUuazoA1PGwKXlad+q3yvJSjqhqpp/g+4D3gTbVtq7TE0p+bg8rp7q10VVPQF3m35IjMHojaml4D90Rrvv6HKnzXK+2huc40n0NaoLVD1jZmZmVlVOKgxMzObjmXmSygseAMN5F0WeDci1pjM6y4HdgR2iYiLqnysk4CfAGeVr7uikONQ4JeoCqULqgQCtT+NRGFIoMqZZqBvRMzZ6rqD0DDfVVFl0D+Axye3rrwTFkHVPV/JzKHAusCvUYA0GlUNbQ9s0ub1MRvd+89DrwdQBdHOZcaOmZmZ2RRzUGNmZjady8yRwA+AU9Fw3g+BJyYXDmTmbcAAYN+IuLxabVCZ+TZwPaqiaVnFvSVavb0QE7Y+zd7q9x7luR+i4On/ynv5fqtLD0KDetculUGHARehsGa1apy96EuboAa+Wnl+CrA6Cp8WQO1QZwCfo5k0Q3rHoqxT3z9Wq99gp2/WrbkA2ny1f0TsX8UzmpmZ2SzKQY2ZmdkMoIQIl6BV3AG8AJwcEfdOapZLZv4Nrc4eANwWEXNV6Ui/A/ZGQUozMAcKWg5Bm5MCzaIZ3eo1DSisWRW1cr3N14Oal1BQs06r858LHIhm9GxVpbN/rfWprcx8EVgKuBVtqFoFDRA+HFhsqbr/G1kfDdRHA71j0UWB7dDsnqMjYo8qndHMzMxmUQ5qzMzMZiCZ+QKq+BhMWd2NtkItO4nXnANcAywPPBoRi1ThHO8CV6NAprE8vB6wC/Aa2jyVqF0LFOaMBRZGP38MKc9ZrWUYb9me9BSwZOs5PCVs2hb4c0TsO6Vnp53Wp3aMLed7BxiPgpsjgbM/y4/naM7mpuZsYiTDKd8/GVU9nRIRO1bhjGZmZjaLclBjZmY2g8nM4agl50w0I2Us8FJE/HASL/sZ8CmqJHlicjNuOuhkYE/gchTK9EBBy35MmF+zVPm9C1pt3YgCkOWBpdGQ4dZtTY+jGTart75RZj6BgqBfRMSJU7hpaZIVNaVC6Xq0UnxlYDkU2CwA7Pdq83M3D25+oe79fOuV55oeAuiD2qJ+h9Z2XxgR/afgfGZmZjYLc1BjZmY2AyqtUBehFdLjURXLpRFxXUQ0tPP8MWi48OrAH4A7p7TyIzPfR1ulxqGgIoAV0Prus1AVTRcUvMCENddjUTjzEQqPWs92GVSet1Y79xuM2qI2Ba6MiK6dPPpEK2oiYh7grvJ+tsrM4Zn5Dpqpcx7QtZmmbd7J1597pfmZZccz7hU0z2au8t4HoAHEV0TEBp08n5mZmc3CHNSYmZnNwDLzObQK+3XUTrQ98EZELNTOc98FdkNByp7A2RHxyymsTvk9sDtwHQpY+qJ2p52Ae8pzmsrvdeU5C6J5NS8B76MV1y2eAuYHvt3ezTLzY2BjFIzcVYKVDisDlfugmTNtv9cHeBj4N7BrZrYMSiYzGzPz5ygYG4M+809RVdBYNFsn0YyenqgF7IaIWLOS85mZmZk5qDEzM5vBZeYXwPeAc9F669mBNyNi23ae+yBwGvBbYIPyuj93tjolMz8ELkPrt5tRVU0PtKr74PJ1bxTW1AGzled9gSpb5gQWalnTnZmfoyHD60wsQMrMUag66BXgsQpn7iwIDMvMca0fjIilgceAG4EDy7yc9u79IFozPgi1QrVUCTUD86LhyTcBbwI/RAOcV6rgfGZmZjaLc1BjZmY2EyitUOcCW6G5NW8DN0fEBe0EHmcC/wGOAdZHAcPAiOjZydufilp+bkfBxTIokFkczXZJtJab8ucm1C61KqqMGQfs1ep6D6OWqcUmdsMSpBwIXAEMioiVO3jW/1nNHRHfAh4BTsnMEzMz233lhHsPQ/NyjgDq0ZydZtSCNk/5/Rm0trtlY9VyHTyfmZmZzeIc1JiZmc1EMvNp1JbzCgprfgy8GBHztnpOAj8C1kTrsXcEnkRDhie6PWoS9/wIuJQJm54CVZYcChxbvl6gPL0LanvqgQKOf6D2p91bXXIQMJx25tS0uW9m5ulobfbAiNisA8f92iDhiNgEuBv4WWb+sQOvb33vM9Dq7i/Ke2pAn/kcKIB6FrgZ+FU53+Idvb6ZmZnNuhzUmJmZzWQy8zPgu8D5TGgxei8i1mv1nJHlOScAa2bmL4BT0PrujTpx29PQfJz7y9crosHFT6MZLl1QeAMKNEDtUvOW76/aqvJnEGqJWrsjN87M61AL118iYq/JPP2rQcIRsRNaWz6grACvWGa+hGbePArEQiyx2Gqx0efzs3BXtC3qbjRw+VTgvvZmB5mZmZm15qDGzMxsJlQqPs5E66K/QINvH4yI41oCkbJF6Udo6O2CmfknNAT32ojYu8L7fYq2SX2IqmrqUOXKz1EYAhOCGlB70HhgJWBhtDmpZSX3G6gKZz06KDMfATYEjo2I30xiQHJf4N2IaNlMtVlmPtzR+0zk3qMzc/0+LHbJcrEq88X8864Ya+dsdK9Dc4D+ClwI/AlV1vSakvuZmZnZzM1BjZmZ2UwsM59ArVD/RpUkx6Cqme7l+7ehYcDXRUSXMix3PeCXEXFKRFTys8IZwHdQRQzAyqjS5ZTydY/ye8tcl7lRm9A/gWFoG1VLa9ZjwIqVDDnOzFfQtqjtgEsioks7T1sEVeocAvTLzBc6ev3J+WbdWrcEdWPKaaILXT9H73U74CK0IesW4N7WrWhmZmZmrTmoMTMzm8ll5lBUWXMh8Dka4vteq21Ex6MBxKeU57+Owoy1gRsjYo4K7nMhCoQShRRDgJ2Bf5WnfVF+r0c/h4xCrVCfAa1nzDyKNlh1dEhwyxk+RFUsfdDGpblavldWc28ArACsm5lDKrl2B9xTF3U3ZOaw/zJkxAg+nwtoRIOVdwLOpgRlwB0d/VzNzMxs1hKTWWxgZmZmM5GI6Adci0KS+YGfZ+b5EdEDDfY9JjOvKc/titqZVgK2ycz3O3D9+YDBaKjut9BGp89Qi9XtKLhoQEHO6PL9llapuYF5MnNEmadzE/DbzDy/E++zAYVGa6Aqn2HA1UB/YI0yW6ZmSnvTI6iKaME66lmYJYY30PWhLxn+3Y9571JgUWDrzBxTy7OYmZnZjMUVNWZmZrOQzHwMVdS8CHwAnBMRt6LqlR2Ac1sqbTJzHLA3cAPwZESs2oHrfwach4Ia0OyZT4He5R4NaD13oEqTOdBK63dRaNMyG+eZ8vi6nXyfjcBPWs6OqljGo599BnfmmhXe/1M0M2cocM83Yy2WjpXmXjyW36ZX9LkL2Bd9LtdPpEXLzMzMZlEOaszMzGYxmfkJsBWqlvkc2Bx4C63EPgT4W6mMaRlK/Hs0FPieiNi2A7c4G825eaV8vSRa1X1B+br1UOE6tPVpFAoudiv3HQ28BvTr1Jvkq1k3l5UvvwlcD3yWmWM7e80K7/8xsDGw2HzM/3l9NFBHfdTT0A+tFP8BCqyuKm1ZZmZmZg5qzMzMZkWZ2ZyZJwE7oragbigYaUYtSn9pPUg4M29CLUQXRsRhk9iqRGZ+AZwDvFkemh3oDjyO2pzmLI/XoSqXRhTmdAVWbnXtB4BeEdGzM+8xIpYp9/wDmtFzCQqEpprM/AjY+PV8flRmc2MTjeOG5MtdgYOAA4ABqAXtDxUObjYzM7OZlGfUmJmZzeIiYkG0QnoFoOXPiwMPZOZxbZ67CHAb8DTw08wcP5Frzo3WbI8ElkBDhJ9GgdD6qM2pKwqGmtBw4Y9Qi9S6mflERAxAc2b2zMw7K3xPq6HA6TeZeUl57BDgd2h48qk5FX8IioiFgYdQaLQpqrQZChyHPu970YygQ6bmuczMzGz64//PjZmZ2SyuVH1sgUKEL4Bdgb7AjyNi6zbPfRe1NfUB7mppkWrnmsOBs1BYA5o3syqqtAEFM7T683jgw3L/A8rjT6BKnLUqeT8RsSlwF7B/S0jTciw0SHk34IIycHiqyMz/AhsB+wF3o/XjPYHfoqqmrdDnesLUOpOZmZlNnxzUmJmZGZnZlJnHo1acoShE6Inmpyzd5rkjgO3RQOInImKpiVz2fLReu/W2qK2Bj1E407LtqbH8WhgYgypOyMz3gC9R9UmHRMTOqELle5l5S5tv90XtXesBywA3T80V2eX9bIzanm5BFUbzAqcBW6KwbIeI+MXUOpOZmZlNfxzUmJmZ2Vcy835U+fJPNGh4HhTGzNHmeU2ZeSgaHPx4Wafd9lojgNOZsGWpF6oeOat83dI21QW1RPVC82sWLK1ToMqTb3VkfktEHAicAWyWmY+085S+wLul2uc7KJB6sLR+TRWZ+Q4Kaw4FrkGf8zwo1OoHbIYqmX46tc5kZmZm0xcHNWZmZvY1mfkBsAkavvsFqqx5NyLmbOe5F6PtRTdGxB7tXO5CYHm00Qk0zLc7mkvTtdXz6spj76D5NfuWxx8sjy8zsfOGnAgcCKyXmS9O5KmLAO+Vc48DfohapJ6IiOUmdv1qy8y3UFhzJHA58G8UUF2KKpA2AX4REXtNrTOZmZnZ9MNBjZmZmf2PzGzMzGOAXVDlyTzApxGxZjvPHYjmrxwbESe22Rb1JXAqE6pqFkQzaG4vXzejFdUtQ4V7ojXhu5TvDyrfW7u9c5Y5M39EbUPrZuaQSbytvsC7rc6WmXkscBLwcESsO4nXVlVmvokCmV8CF6PPpztwFbAUWpn+uzJQ2czMzGYhDmrMzMxsojLzHtQK9RxqUXoiIo5q53kvozBlQ+DaiJi91bcvRlukvkChzHi0Nru1+nL9+YE5gJXKmu4XgdnQXJmvKfe4AVgM2DgzP5nY+4iIejQA+f2238vMPwF7opk135vYNaotM99A83h+A5wLvI1WmV+PPof+wPkR8Z2pdSYzMzOb9hzUmJmZ2SSVIbjfRqFIACdFxP0R0a3N8z5BwcM44KGI6F0eHwWcwoQNUAui1qY3mfCzSJRfidZ0d0EVMuNRa9AGre8VEfMC9wCjga3LPJxJWQD4PDPHTuQ93oOqcs6OiJ9P5lpVk5mvo8/sODRU+AMUTN1cft8WuCwiNppaZzIzM7Npy0GNmZmZTVZphdoFuAK1Iq0LvNd2tktmjkEza24HnoyIlcq3/gj0RlucAm07urp8r6nVJZpQVckIYP/y2EBgsYjoDhARCwGPAM8D3y/zZibna21PE3mPz5f3tU9EnF2qcGouM19FQ4RPQG1Yn6CQ5nZUfbQTcF1EtNv+ZWZmZjMXBzVmZmZWib2Be1EbU1fgpYjYp/UTyuyXE4CjgPsiYqvMHA2cjKpoQLNo1gXGorYnUIDTgKpf6tAMF4BHUeXMtyJiWdQ2dQ1wSGY2d/DcXw0SnpTMfBttX1oFuL5NC1fNlNaxzVFQcxzauNUNuBsNYt4L+HtErDI1zmNmZmbTjoMaMzMz67DMTDTodxjwBNri9MeIuLFtBUpmXotady6NiIPQVqP5UDhTB6wG/L3VS6LVn8egNd3zAk+iCpMBwMPAiZl5cjlLR022oqbVuT9DbVBjgfsjolcF9+m0zHyp3Pdk4Ffos+0G3Af8Bw1hvisilp8a5zEzM7Npw0GNmZmZVaTMg/ku8C3gt6i6ZjtgSGlLav3cJ4F1gB8DZ6IQ4q3y7e6otQc0mwYU1jSVX+OAn2TmUGAksF/5+k+dOHaHKmpanXss8H0UDA2KiKU6cc+KldXi/dFMnyPRZzAbcD/wT1SlNDAilpga5zEzM7Opz0GNmZmZVazMVfkJcBBqUXoR6IHCmu+2ee5bKKxZEgU6s6OApgHYHniJr1fT1KOtR2OBnSJiV7QJamxm3trJI3e4oqbVuZsz85fAWcBj7a0mr4XM/CewFRoufCiaCdQdeAB4EIVd90XEwlPjPGZmZjZ1OagxMzOzTsnMm4G/okChH/AnVAFyU0RcXNZrtzx3OLAN8DoKaD4s3+oCPNPyNCYENlG+t3K5/slA17YVOxXoSwUVNa1l5kWoIuiOiNi2k/ev9J7PAVsDpwMHo5/Z5kRBzS3AH1BYs8DUOI+ZmZlNPQ5qzMzMbEr8GrUpHZ+ZB6OhtyOAfYB/R8R8LU8sm6MOBE4FFiqv64raqEYyIaSpQ1Ukzai65jC0GrwJWKuT56yo9amtzLwNVblcHBE/7ex1KrznP9CMnzOAA1FwNTeqrLkcuBG4p8zxMTMzs5mEgxozMzPrtMxsAnYFBkTEgMy8Cc2ueRlYAvhvRGzY5jXnAOcyIZjphipFWqtH7T6jgB2AV/n6JqgOi4g6oA/w30pf21oJTvoBB0XEKeW6NZWZT6H2sDOAn6K2sZ5oZs3ZwENowPCctT6LmZmZTR1R2cIEMzMzs/8VEd8C7gE2zMx/R8RsaHjwnihc+F1mHtPq+Q1oVfci5aG3gUVbvl1+T1RF81lmLhARTwPdM3PFCs/WB/hnZi7YuXf3P9frCdwKvAPsVQYP11RE9AP+BhwBXISqlt5DwdVpwFLAd8oadDMzM5uBuaLGzMzMpliZqXI4cHNEzJOZYzLzAGBv4EvglxHxRETMXp7fCBwDfFwu0Rd4ha8PFU7UEjV/aaG6F1i2hDyVqHiQ8KSULVSbolake1u3d9VKZj4GfA+FMgegFqiFgbvQ5/4hcENEdK31WczMzKy2HNSYmZlZVWTmFcBA4IqWtqDMvA5YDRiMWqI+iIhVykuuRqu9E7U6Ld/mknXAXGhD1P5oNksj8M0KjzZF82naUypXdgKeBR6PiMWqef2J3PMRYGc04+enwLyovexWtLq8CfhLRNTX+ixmZmZWOw5qzMzMrJp+DiwA/LLlgcx8HVgVuAoND342Ig4uVTXHo7CmRXOrP7cEOKBQ5GlUxbJuhWfq9ManSSnruw9FG5gGlfavmsrMB4HdgN8DPwPmA5ZDg4X3KF9fOjXm55iZmVlt+D/iZmZmVjWZOQ616BwQEVu2enx0Zu4D7AuMBs6KiDuBt1DVTKKfS4a0ulyg4KaliuZL4AOgf4XHqmrrU1tlOPJBaANTpWfrzP3uA74P/A5tg+oBrAT8BRgALAOc03o9upmZmc04HNSYmZlZVWXm+8AuqAVqyTbf+yuwOgpkNgceBf4EDC9PWYSvV9XUoSqaemBjYBCwRoVHqnrrU1tl29V2wGURsU8t71Xudy9ahX4CCol6oM/1UrTSex3gpFqfw8zMzKrPQY2ZmZlVXWY+CpwI/C0iurf53qsoYBhffu2NhgaDWqNea3O5BlRVsx9wO9ArIuap4Dg1rahpkZmDgPWBoyLihFpXtGTmncCPUPvYoUAv1BZ2Hqo62i4ijq7lGczMzKz6HNSYmZlZrZwP/Av4Y+vQIiIORkHNGsCPUVizMApjABZv51qBVlE/hobmVlJVU/OKmhZlHs86qFroilpvYcrM29FneAxa3d0LVR6dDGwG7B0RB9XyDGZmZlZdDmrMzMysJjIzgZ8AKwI/CzkZbXDql5kvlU1RawDvoMoZgNmAYW0u14AG5Q5HwU6HZsGUobp9gP9O4dvpsMz8GNgImAe4s8Lqn87c7+9oZfdRwC+A+YHvoPBmE+CwiNi7lmcwMzOz6gn9DGVmZmZWG2VOzRPAPyghQmZ+2uY5cwJ3M2Gj05fAHO1c7g/AykC3zJzslqWI6A28kJkLdv4ddE5Zk30OaofaKjNrWtUTEQOAc4Gz0KDhoWjA8B+AB4FDy7p0MzMzm465osbMzMxq7UM0PHhTYLe2IQ1AZo4E1gPeLw/NwdeHCoM2Q+2D5s0s38EZMFOt7amtzGxCW5muQuu7V6rx/W5A69EPAY4FeqLtUHsAW6JNUNvU8gxmZmY25RzUmJmZWc1ExHzAvcAbaG7KlROb21JapfZDrU3wvz+ntAQ366Ohw0t04AhTZZDwxKScBhwJ3BcRm9b4fteiWTUHoGHOPVH72XbANsCfImKTWp7BzMzMpoyDGjMzM6uJiFgYrd9+GlV1nAB8Cpw5iZfdDrxe/ty2P7se/exyRPnzlRHRbTLHmGYVNa2VAOV7wF8jYs8a3+uvwNGo+ugUNNvnEBRwfQ+4NiLWqeUZzMzMrPMc1JiZmVnVRcTywOPAlcBhmdmcmc0osNl8YmFFqao5Em2ACmBMO0/bAXgbVdQMjIhekzjKNK2oaS0zHwE2BI6LiF/Xcn13GdL8G/R5nwnMC/wS+D/UDnVLREx2xo+ZmZlNfQ5qzMzMrKoiYi3gIeC4zDw1W20uyMwvgO8Cp08iKLgLeLX8ub02qY2BQagVahDwZEQsN5FrTRcVNS0y8xW0vnt7tLa8Sw3v9Wfgt8DOwHkorDkBfSY/Ae6IiBVqdX8zMzPrHAc1ZmZmVjURsSVqX9onMy9v7zmZ+W80Q+WmiOjZzvcTOBxoQj+rNLa+BTA3CnL6oKG5JwGPRMTG7dyuL9NRUAOQmR8AGwALA7dGxFw1vNclaDbQd9H2p7mB09Cw5iOAeyJiqVrd38zMzCrnoMbMzMyqIiJ2B64AtsvM2yf13LKh6AbgmrLGuq17mVBV097PK8eh0GbVzLwMVY1cExH7tHnedNP61FrZcrUtCpEejog+NbzXxSic6Q9cBsyFKmzGooHD90VE31rd38zMzCoTraqRzczMzDolIn6OVkP3LxUzHXlNA3AP8FRmHt3O9zdBgU3boCZR21M9MBj4RmY2RcSyqJrn78BR5Xmjgbkzc2yn3liNlTk1RwP7Altl5ss1vNfBwEHAY8DuwEg0w2ZZNHh4/cz8uFb3NzMzs45xUGNmZmadVoKG36PqkC0y850KXz8/8AxwSGbe3M61XwJWQMFM68CmGRgBzAN8CKyZme9GRA/gb8DnKDh6MjMX7Mx7m5oi4gfA6cBOmflwDe9zKLA/+swHoLBmZ+DbqD1qo8wcVqv7m5mZ2eS59cnMzMw6pQzCvQzNW+lXaUgDkJmfADsCfyibolp/L4GfosqYtj+z1KHqmbHA/MCQiPheCRk2B4ahocQfVXqmaSEzrwJ2A26IiF1qeJ8zgUuAb6HKozmB69Hw5/uAu2o5M8fMzMwmz0GNmZmZVSwiugM3AwsAm2Tm0M5eK3meFw4AACAASURBVDOfQaujb24bEmTmQ8BrLV+2eeniQBdga9TidENEXAaMB34EPA0sPaOsoc7M+4FNgFMj4share/OzFOBy1Gl0l1osPDNqBLpn2jA8ey1uLeZmZlNnoMaMzMzq0hpLxoIfIYGB385pdfMzD8BjwCXtxNQ/BiFNG0fXwW1QPUAFgP+AewJvAHMV75+CG022n5Kzzg1ZOa/0Pru7wMXTGTQcjXuczJwNbAkqqSZC7gN+BPwX7SRq73V6GZmZlZjDmrMzMysw8p2oEeBJ4A9M3N8FS9/ENrSdGTrBzPzURS+tDUHChW2LS1Pa6MtRosDHwDrovCnP3B+RBxRqyqVasrM94D10JDfmyNijhrd5wTgRrQm/BEU1twFnIlayq4uA5/NzMxsKvIwYTMzM+uQiPgGcDdwfmaeVqN79EUtS3tm5sBWj68DPN7OS14GumfmEv17HxBAl8eHXr/Bl42f39JMU3fg9szcplz3NuBZ4IDMHFeL81dTqWi5BPgGsHUtNjKV4OoEYBtgOAq7Pgc2BU5Fg5p/mJnN1b63mZmZtc9BjZmZmU1WRKwN3AL8IjOvqPG9NgSuBdbOzLdaPT4EVcsA0K1uDubvuuiIebrMP2ff2Vd4OSKWARqApsysg6wf3TSSkY3DPuvRdaHjRjUNf2LQsBt+jQbo7piZn9XyfVRDCVKOR+u0+2fm6zW6x8nAFqiSZjVgKLAZcAHwL+Bn6R8azczMpgoHNWZmZjO5zeoGBJpFsizQDRgDvAq8PbD5hsn+IBAR/YErgb0y845anrXVPX+O5rT0y8zR5bG1gCd7du3LEt1XYb6ufchspj66MLmOpsbm8dRHwxjgjf98+cw7b375/DLNNG2Vme21VE13ImIf1Na1Q2YOqsH1AzgN2BC1xq8IfAJsCfwZeAA4ymGNmZlZ7TmoMTMzmwmVcGYj4HD0j+9moBEN5E20LSnRUODTgUHthTYR8QP0D/jvZuYTU+XwfBUcXI1Cpb0zM/v3PmDjMU1f3tsQXeo7Es5MwojmbOry6ojHx707+uVtmrP5kaodvIYiYksUmO2fmTfV4PqB5tP0A2YDlkOtT1sB1wDXZeaJ1b6vmZmZfZ2DGjMzs5nMZnUDVkGtQwujgbuTSjSa0WrrN4BdBjbf8GrLNyLiMDTgt39mvly7E7evDNF9cra6OS/dcP4frAzsDHSv1vWbs3nM8PGf1L/+5VO/GDr2vbOqdd1aiohV0ayd0zPz7BpcP4BzgTWAeVAl1nvA9sBNwIW1uK+ZmZlN4KDGzMxsJlGqaI4GfoUqIiopOWlG80l+cV/eeAFwCvAdYIvMfLfaZ+2oFefZ8DsLdlvi1i7RbXxEXbdqXz8zG5tprH9j5LN/GzLq+Z1mhKG5EbEY2s50D3BYtc9cwpoLgFWBXsAiwNsoKLsFODEzL63mPc3MzGwCBzVmZmYzgRLSnAXsg6poOiUzR73PW4Nf4dnRaNPQ0GqdsVL9ex+wNnBvZs5Z67XaTdnY/J+Rzzz75qjnN8zMUbW8VzVExHzAzcCnwA9a5vhU8fp1wEXAN1FlVh9gMLAXcCtweGZeU817mpmZmdRN6wOYmZlZVfyMKQxpACKie28WXXEDtr10Goc0q6D5OXPVOqQBqI+GuqXnXONbfWf/xosR0afW95tSZWPVFsB44L6I6FXl6zcD+wOvodanT4ClgT8COwBnRcR21bynmZmZiStqzMzMZnCb1Q1YGniBKs5vAUYCyw1svuH9Kl6zQ/r3PqAn8DowH5W1b02x5mwa/9Rnfx/6xfiPtszMF6bmvTujVL78DvgusFVm/qcG1/8zWou+HJpb8wJwJJpZs3tmDqzmPc3MzGZ1rqgxMzOb8V2C1m5XUzfg/Cpfs6MuYfJDkGsiqGtYY96t6+qoHxgRW0/t+1cqM5sz8yjgHODRiFiz2tcHfgS8C7yCAryV0arwXYGrI6JfNe9pZmY2q3NQY2ZmNgPbrG7AUsDaQH2VL90F6L9Z3YDeVb7uJPXvfcD2qKWn6oODOyIiIqK+xzo9B9wN/DEiDpkarVf/z955h0lZXm/4PruAdBsqlliS2HvB3sOqYFcWYq+xYI/GGlvUWLAlKpb87AoqViyogIgFFTX2EnsXC4iK9N3z++N5xx3Gma2zO7tw7uviEr55v/c7M/OJ+z0+5zlNxd0HA4cBD5vZTkXeuwpl00wAXkdTwtYDTkrH7zWzdYt5zSAIgiCYlwmhJgiCIAjaNodTfJEmmwOace856NNzYCfUZlPMFq4GU27l7TqVd9t7+a4bHILcJIPNrH0pa6oP7j4cTeq61swGFnnvKmBfYCLwMjAT2BiJQxmBaNViXjMIgiAI5lVCqAmCIAiCts22yP3SHHQEtmumvfPRn+Z7Lw3CMOtgHR8ATgCWQULEAiUuq07cfTywKXCsmV2YMmaKtfdsYG/gJ2A8Gum+FWqBOgF43Mz+WKzrBUEQBMG8Sgg1QRAEQdBGqSirLAeWb+bLrNnM+2dzItC1Ba9XkDIrZ4lOK5SVW7tHgbeAd4FxZvb7EpdWJylQeGMk2NxuZkVrI3P3WUiYmQqMS4e3S7/OBkaa2dLFul4QBEEQzIuEUBMEQRAEbZcFgeYe39i9oqyy2V0ufXoOXAdNFmo1lFE+ZdnOa76N3CJbAtcAz5rZJiUtrB64+/dAb+RQeszMFizi3rOAAaj96Wn08+QuQC/g32hceItmGwVBEATB3EQINUEQBEHQdmlH8ws11ek6zc0uQIcWuE69MbOuy3dd/wdgILAacAFwFnCfme1Vytrqg7tPQ4LKK0hgWqaIe88EKtH9MRblJP0ZWA64DbVBLVSs6wVBEATBvEQINUEQBEHQdplCy2S6zGiBa2xJywhCDWWN7RY7/BpgBWAWctXcCpxrZme39olQ7l7l7scB16HWrXWKuPcMYHf08+QT6F48ALWvPQo8ambdi3W9IAiCIJhXCKEmCIIgCNooI6uHTQEmNfNlPh5ZPay6OS/Qp+dAA9Zozms0gfbAku7+AbAIymX5K/AdsA0wxMw6lrC+euHulwNHozaoogVEu/t0YFf0OY1ErqiBaIT3S8BDZlbSKV5BEARB0NYIoSYIgiAI2jYvN+PeDjzfjPtnWBwoWuBtkZkJrANq93H3TYCTgPWAVdEo8TFmtljpSqwf7n4PsDNwk5kdVMR9p6HWtc7A40isOR74HPgEuLeYgcZBEARBMLcTQk0QBEEQtG1uBn5upr2noDaf5mYRJIi0RtoBi2YfcPeLkAOoHbAj8C3wvJmt1vLlNQx3HwdsDpxqZv8oVuuWu08FdgK6AY8h4e004FXgF2CombXG1rYgCIIgaHWEUBMEQRAEbZv7UKBrczAFGNVMe2fTkeYPRW4sZUCn3IPu/iaauvU6Eih+AJ4oZltRc+Hu7wEboZHaN5lZUUKc3f0XYAdgfpRR0xE4BxiNPsMbzSx+9gyCIAiCOoj/WAZBEARBG2Zk9bCZwJnItVBMfgFObu58mkRVC1yjsTgwO+8L7jPcfS3gn8DaKKflJjM7ogXraxTu/i2wFRKbHjaz+Yu07xRge2AhYARy1lwE3AssDVzV2gOYgyAIgqDUhFATBEEQBG2fK4D/uXuxBI9ZwHhapu0JYCqt92eSKlRfQdz9NGADlNGyCHCSmf27tbf6JAfMrsB7wFNmtlSR9v0Z6IM+ixHIWXM5cCPK+xkUYk0QBEEQFKa1/lAUBEEQBEE9GVk9rPpL//jQ2czC3ZvaQlQFTAT2HFk9rKXakT5CD/OtkWrg3boWuft41PLzIfA7NLZ6eGsfT53EvSOB29H47tWLtO9PwLbAYiizpiNwFXAlUAGcUYzrBEEQBMHcSAg1QRAEQdDGMbPfvcPLt7/B81chkaWxwbzTgW+AjUZWD5tQtALrYMSEwdOBL1rqeg2kM8qhqRN3n+7uKyAxYglgMyR+LNOM9TUZFxehaVajzexPRdr3RyTW9KTGWXMNcCGwp5n9tRjXCYIgCIK5jRBqgiAIgqANY2Z/AJ4Crpvo3xxjZquiAOCGZtZMBYYDq42sHvZJcausF8+V4Jr14YsREwZPa8gJ7n4U0BsJEysDL5nZBs1RXDFx96FAJTDEzPYp0p4/IAfNktQEDF8HnAUcZWaHFOM6QRAEQTA30ap7p4MgCIIgKIyZrQw8Dpzn7tcAjKwe9i2wfUVZ5S7oYXh5oByFuuYyHYXlvgGcMbJ62GMtUXcBngB2BrqUsIZcqpEI1mDcfbSZLQC8g1qhnjCzA9z9rkLnVJQPWAVYDn0GPwFvjqy6s0WdRu4+1sy2Ah4xs6WBfza1nc7dJ5lZb/QdPw5sA/wHOAi4xMymuvttTa09CIIgCOYWrOmt7EEQBEEQtDRmthZqJznR3QuG/laUVa6O3B2bA6sAHYAZSJx5Gnh8ZPWwOjNYmps+PQd2ByaQZxR2CfkF2HrEhMHjm7KJmd0K7I1Cms8FzsmIHxXlAzoC/YETkUgzCzAkoM0HPAMMAkaNrLqzJSZwZWpeHHgYeBk43N3zTr5q4J6LILHmS+SymQr8BbgMGOju9zX1GkEQBEEwNxBCTRAEQRC0McxsQ+AB9HB7T6nrKRZ9eg68CdiL1uP4fQ9YacSEwU3+YcnMdgHuQSLMw0C/3mX9V0UOkw5AtwKnOjAF+BToPbLqzm+aWkt9MbNuwF2phv5p9HZT91wUGAN8BfwJvbfDkFizr7uX0tUVBEEQBK2CyKgJgiAIgjaEmW0JPAgcMDeJNInLkKOkNfALcGExRBoAd78fWBiFPe+wAIt84u5Pp2OFRBqQsNMNWBF4taJ8QM9i1FMf0pjtnZCoMtbMmnxtd/8WCTS/Q+6arsDVwPHAbWa2eVOvEQRBEARtnRBqgiAIgqCNYGZ9kcOhv7s/Uup6is2ICYNfQw/vjZ1aVUwmAUOKuaG7TwYW7Uy3UWvaJj3NrHMDTm+PRJ0xFeUD2hezrtpw91moPek+4LmUi9TUPScAWyOx5kkkRF2B2r/uNrNeTb1GEARBELRlQqgJgiAIgjaAme0O3Ajs5O5jSl1PM3IgCjkuJdOA/mlseFFxd9+4rM+77Whf1YjT2wNLAbsUuaxaSeO7zwXOBJ4shuvF3b+iRqx5GuiOsnhOAx40s9Wbeo0gCIIgaKuEUBMEQRAErZw0KvlKYDt3f77U9TQnIyYM/hY5OBo6XrxYTAWuHTFhcLN8zhXlAzoDB5hZeSO36AqcVMSS6o2734IyhO42sz8XYb8vkVizFDAOWJAUtgw8amYrNPUaQRAEQdAWCaEmCIIgCFoxZnYYcD6wtbu/Uup6WoIREwbfhcKSp7bkdd19JvARcGozXqY/CudtCqukUd4tjruPQlPEBpnZ38zMmrjf59SINeOBHshVcwkw0syWaWLJQRAEQdDmCKEmCIIgCFopZnY8ck9s4e7vlLqeFmY/YCwtJNZUe3XV9OpfeH/K+F1HTBg8rRkvtTlyxTSFKqBkOS7u/jqwEbAPcGUT3EGZ/T4FtgIWR+PAFwOOAa4DRqVR4UEQBEEwzxBCTRAEQRC0MkycCRwCbO7uH5a6ppZmxITBs4GdgUdp5jaoaq+qnlk97cfxP9x/9Ye/vDzMzBZqxsv1KMIe7YAFirBPo3H3L4DN0DSqexsYjJxvv0/QNKiewKvIYXMAcCdy1izcpIKDIAiCoA0RQk0QBEEQtCJSK8lFwO5IpPm8xCWVjBETBs8CKlFuyTSgutjXqPKqqh9mfv3+MxPv+H5a1c/vAiORi6O5xJpiiE7V6PMoKe7+I9AXmAyMMbNFm7jfh6gNalHgDWA5YDf0nTxmZvM3reIgCIIgaBuEUBMEQRAErQQzKwOuArYAtnT3b0pcUskZMWFw9YgJgy8A1gXepkjumqrq2cysnsbnU98848XJD3ae7TMvAs5CDp4xwONmtmAxrpXDR8CsJu4xG/iyCLU0mZTrsz/wODCuqQHA7v4Bctb0AN5Bjp2tUUvUQ2bWpUkFB0EQBEEbIISaIAiCIGgFmFk7NH57NaC3u08qcUmtihETBr8DrIWySz5Egk2DHTazq2cys3oaH039L2O/v513p4zbHwkN5wIDgaHAtcAzyMVR7Bajm5DQ0hQcuUxaBWl89+nAhcBTZrZxE/d7DwUWLwi8B6wKrAN8DNxnZvM1seQgCIIgaNWYe1MHDwRBEARB0BTMrANwO9Ad2NXdW3TaUVujT8+BBmwInIAe6DsAM4EuwK/Btu7uVT7LzMqqgbKfZn0/8+Opr7T7bsanZV4zeGk6CmxeBFgfuDvtuyFwdjq2jbv/VKz6K8oHjENhvA2m2qtng186uvrukozorgsz6wPcAhzq7vc2ca9VgFHAFOD3wPPAN+g7rnT3pjqTgiAIgqBVEkJNEARBEJQQM+uExIFZwAB3n1HiktoUSbRZArVGrfPFtHePNeheRvk37crme+vr6e+vN61qyh0/zPrqUDQtCfRZd8za5mdgFWBY+rUUsAbQB7gcWBvYrlhiTUX5gO1RSG6D23iqvMqf8xGfTmfqoe7+eDHqKTZmtg7wIHCRu/+riXuthtxDU4FlgKeQuPYDsK+7V9VyehAEQRC0SUKoCYIgCIISYWbdgAeACcB+4RBoOmb2NXLHjAXGobyfO4HLgPaolWa59PsMM5BYdjowHtgO+AfwCXAkMBgJN9u5+8/FqLOifMC/gYOAek9LqvLZvO0vVn3D528B8yOHyV/d/ati1FRMzGxZ4BGU+XOCuzc6CNrM1gQeQ9/Tkki46Qi8j5w78cNsEARBMFcRGTVBEARBUAJS9snjKG9lnxBpikZXlF0zC2Wc/A+w9AvgW9Q6MwV+7X+aD9geOWmOQW1oBwFbotyaI4C3gEfMrGuR6jwWtQjVJxzZgWnT+OXEb/j8e2DlVPMvwGtmdqSZlde6QwuTxm1vgpxOd5pZx9rPqHWv15C7aT4kavYGfkLi2SVpUloQBEEQzDWEoyYIgiAIWhgzWwSJNGOB48IRUBzS1KzZSKR5DLU0vYJcGNug9qZJQDck5mSH0s5Gbps1getR5s35wLPAfigr5TpgeaCvuxdl+lRF+YABwBnAsqmebMFlBhJpxgGnj6y6c1wagf0MagOaCQxCU5G6Aoe5+0vFqKtYpODfm4DfATu7+8Qm7LUuculUo6lQ96Pv4wF3P7Pp1QZBEARB6yCEmiAIgiBoQcxsCfTQfy9weog0xSONbv4OuWdGAJ1Q29LhSIQ5Or02Djk9DLVAZRwZXyLh4wYk8JyMwmvvRi1U7yERZ1lg+2KGPleUD1gHuXdWQtk1k1Fr09Ujq+78LOd9dkftP6uivJYRSPQ7F2Xs/N3dfyxWbU0lCWjnA7sAfdz9oybstT7wUPrjgsBdaCLUDe4+qKm1BkEQBEFrIISaIAiCIGghUm7HKOB6dz+/tNXMfZhZT+B15C55ELlO9kMujOPR6O2OaPz2AagNaqmsLapQS80qwNJIEFgPOVZOQ5OgJiMhZylgx1JN6EqtRHcDG6Og3R/RezoYtXEdD9zZmoRAMzsCfY47u/uLTdhnQ2A4ch91B25DQtogd7+6GLUGQRAEQSmJjJogCIIgaAHMbAU0seZfIdI0G11Rbosj0WUh4CPU+vQyNc6ZddOaRVAbTUbMKEeCx0XuPh64FIkAtwL3IWGkHDgQ+Ap4IE3tanHcfTpyqDyAXEELIGfNSKASOAV43MyWL0V9+XD3q4DDUNbPDk3Y53n03qtR1tBeSAA91cz2KUatQRAEQVBKQqgJgiAIgmbGzFYHxgBnufsVpa5nLiYj1FQjoWbBFNL8KXJeTEqvrQmMRsLNB9QIOCCnzHZmthlwEcq7OQ0JHz8DV6Y99kdtVvc3JSi3Kbj7bCQa3YwEpGo0Trw/cv+MAJ4zszNLVWMu7j4c2AH4j5kd1oR9xgG7oWyhachNNBy4yMx2L0atQRAEQVAqQqgJgiAIgmbEzHohl8Nf3f2GUtczl9ONGkdNNbBAmgj0P2BFlOMCcqA8gsJ4F8paD9AOPfxfhX5O2hdlx2yInBsbAke7e1V67QfgvhKKNe7uJyL3TzUa970pEqLuAtZGwtTrZta7FDXm4u4voBr/ambnpwybxuzzNHIPzURZPX9B73mwmfUpVr1BEARB0NKEUBMEQRAEzURyZTwMHOLud5a6nnmA7NandujhvRtzCjWZTJk10c9B7YGvmdNVs0g6foS7fwkcilqgyoEdgZPMrE9ytOyNnDb3pAlHJcHdL0Kun9nIFfQT8CKwkrvvBvwVuViGpCyfkuLuH6J8nS2AWxv72bn7k8AA9F3PQsHRtwM3m9kWxak2CIIgCFqWEGqCIAiCoBkwswo02WnP1O4RND/ZrU/tkNtlQSTUrAA8h4QMkOByH3KgfJKOVaV/tgMWB84ws57u/gBqI7oG+Azoh4SAVZNYsxdqvxlmZh2a8w3WRnJs/QXVvxzwWqrzDOQgWg21gb1hZkeYWXnBzVoAd/8e+BMKeH7UzBZo5D5PAHsiEa4KOBIJa8PSlKggCIIgaFOEUBMEQRAERcbMdkb/V39Xdx9V6nrmIbqhh/Vq5IiZhFqbMo6aN4H5kPOiJ/qOfkHtQVOpCRUGiT7voZwa0BSl1YD9Uj7K8cBwM+uRcnD2QCLBXSUWa+5H7UALAvMjYWk7JNR0cvdTgC2RC+V5M1unRKUC4O7TUKbOa8CzZrZ0I/cZCexDjVB3JAqBftDM1ihSuUEQBEHQIoRQEwRBEARFxMz2QOOf+7r7M6WuZx6jK3MKNdmOmhVTrswL1Pz8syRqeZqK2qLaobwTUJvTakBvM9s8CQp7AIPMbHl3vxW4E7jXzDoksWZA2u8OM2vf7O+2AO4+BokzywITgUWBL4CXzWwDd38LtRxdhSYw/cvMupew3ip3Pxb4P2Ccma3VyH0eRblBPyPR7ShgCHLrrFiseoMgCIKguQmhJgiCIAiKhJkdBFwM9Hb3l0pdzzxIdphwtlDzHVBuZj3QiPSf0/r90YN8F+APqC2qOmu/zsDHwJVm1s7d3wDOBoYm18zfkRByjZmZu89E7pD2aU0pxZr/IjFmVTSafEfgeuQwOTKtuSm93hl4x8z6p/DlkuDulwHHorHi2zZyj0fQJKyf0qEjUMDwSDNbtghlBkEQBEGzE0JNEARBEBQBMzsaOAPY0t3fLHU98yi5jppJwELu7tS0P42jRsxZD7U/TUWuk6dQXsq0tF8ZctXMQA/8IBfK18A57l6N2m3WRmG9uPsMlGHTCbjdzNo139utHXd/D01XWg14Ak2v+hdwMDDEzLq6+0R3/wsSmE4HRpjZH0pY893Arihb56BG7vEgyur5CTmcDgceBEaZ2RLFqjUIgiAImosQaoIgCIKgiZjZqcDRwObu/n6p65mH6YpEltwwYagRal4AFk7r5ktrZqEH+onUBApn6AZ0AE43s8WT6HMgsLeZ9Xb3KcBOaNT0DvCrWLN7OvfWEos1XwCbo3Dhp1Fr0FNInHrRzFZJ654F1kFjvV8ws9NLNcUq1bIFcKqZnd0Yl0/K6jkUmIza2A5GYtXI5KwKgiAIglZLCDVBEARB0EhM/BNN/dnM3T8tdU3zOJkw4Uzr0yRyhBp3n4zamdpTk2NyS1qzLfABctVMSccMWAI5cS4CcPfvgP2Q62MRd/8c2A24wcxWT2umI2fIwmldySYsuftEoDfQHXgfWB2NIP8XMNbM9kzrZrn7ICTYrAu8bmZbl6jm/6Hx3X2BGxsT0Ozu9yAnVEas2Q94CbVWNWrCVBAEQRC0BCHUBEEQBEEjMLMy4HIU2rqFu39d4pKCmtanKmoyahZKr2UcNSBnyeT0+52AoUi0mQyMTOdnCys9UHvTVma2OUCa5nU7cH3Kp3kBOAZNglo0rZkO7Izaqm4ssVgzBeXUTEHi0yTgMCQynm1mV2UcNO7+mbvvAvwNiU+3mdliJaj5GzShamHg4cYEHrv7Xcjt9gNyWQ1A98LDZtaleNUGQRAEQfEIoSYIgiAIGkh64L4O6AVs7e7fl7ikQGS3PmWHCYMezldIvx+HRJlq5JZ5GwkXPYC10h7tqQkdJv35aeCqrJDgv6fzBwK4+1A0Evq+LNFjGhJrlkSiTinFmplImHkbuWruA25EeS49gafNbJms9cNR2PCXwJtmdlgSKFuy5l+QM+n9VN+SjdhjCHAc+o7bo+/jW+ABM+tYxHKDIAiCoCiEUBMEQRAEDSA9pN+GMj+2Sa00QeugG3Nm1EyixlHzAbBcyosZhwScKchJsw8SWH5AAsYNyFGTnS2zGLBNWnME/Cp87AGclWl5As4CvgKuy2SruPtU5NxZBvhPS4sd2aQR5UcADyHR5gw0FWkocAcw3sz6Zq3/xd1PArYG9gaeM7O1W7jm2anmIen6q9dxSr49bgNOQPfEfOi7nAncVcrpXEEQBEGQjxBqgiAIgqCepP/7fjcSBHZI7SRB66GgoyY5WyYAyyLRxlAWDSi75A40pvu79FpmVPfPSMwBhQ5PAE4zs8XTvu+jFqGhZtYpTYLaDzlRTswUlpwhOwB/BK4tsVjj7n4mcCUSlg4HLkWfx+5IZDo32/2TRpNvDlwLPGpml5lZtxau+ULgJGB0Y7Jz3P1m4GQk1nRC76crCnwumdMpCIIgCHIJoSYIgiAI6kHKsxiORjXvlh78g9ZFba1PAO+hQGEHnkVTnqqB9VJ47aeolak/8ADQOZ2XmTq0GHKWPEgKFk7cDLwJXAy/Omh2Bo4ys10yi5JY0xdYCbi6lGJNquffSLgYjNq3dkVtUBulX49l8nbS+mp3vwGJUPMD75hZv8ZMZWpCzUOBSiSM7dOI868HTkPffWcUmvw7SiyeBUEQBEE28R+kIAiCIKiDFGL6KGpp2TO1vAStj0zrUyZMOLv1CeYMFB6H3DNVQEczWxWFA3+d9ngOtcbMZk5XDcDvgS2zgoUdBfNub2Y7tS5htwAAIABJREFUp2NfArugVqe1MicmF1ZfYDXgypYUOfLh7rcDB6CsmnOQ2DUEtXQ9D7xsZpvknPO9ux+Y1pyFgnl/34I1j0WC2TlmdlpDP0N3vw61fE1E98wqwJrAZaX+PoIgCIIAQqgJgiAIgloxs4WB0cDrwIEpLyNonXQFplMj1PwIdM1qa8kVarqkNVVoMtCdaEITqC3mA2AB5KLKPMAvjLJmbicrWDhlFe2F2oaWTMdeQtkqD5hZz0yR7v4z0AdNkrqi1OKAuz9CEpWAYSg0eRx6j4cB95rZcbl1uvvTaJT3WJRtc1omRLkFan4Lje/uh9ww7eo4Jff8q4F/ILFmfpQ5tRUSq4IgCIKgpIRQEwRBEAQFSA/XTwJjgCNT/kjQCkkP6vMhF0w10C59Xz+hB3GYU6h5CbU5dUE/D/V198+QILcAemi/Gok0jlw1me9/YdQm9C0pWBjA3Z8FrgJuyYhDaTz09cD92ROG3P0nNNq9F3B5KxBrngUqgEuAL5Bg8SR6/xsAewLDckdku/vMlB2zHrAh8KqZbdlCNX+FBLWlkRjWtYHnXwGch8SahVBrW6WZnVTsWoMgCIKgIYRQEwRBEAR5MLPfAU+hiTgnpfaWoPXSBfgFOV8yGTWgnJpM+9OvQk3KGHoLtUdVAUslIWUo8A3wERJ4ZqbzJ1Lzc1Omxeo54O+ZYOHEP4EOaMJQhnOAj9F47l8FGXf/EdgWOUMubQVizevAZsBfkWuoEk042xbYFLWKvWRma+Q59xM02eoUJFTdkp1v04w1/wzsiFrWxmY7l+p5/uXABej7XQS5sg41syNqPTEIgiAImpEQaoIgCIIgBzP7AxJprnH3c0KkaRN0ReO2y6hpfYI5A4W/BLpluULGIfdIJoB4P9T6sxSwePrzv9JrndP+VencFYFDkJDxa7Bwao3bCzjezNZPxxw4EFgeODW76NQytQ1yhgxqBWLNR0iU2Q21FW0GHIfEjCNRu9BoM9svz7nu7vejzJdvgDfN7JDmDul191koBPl+NL575QaefwkKgp6Ivvd2wMlmtn+RSw2CIAiCehFCTRAEQRBkYWaroMyNC9z90lLXE9Sbbqg9KVeo+TVQOLVCvQ+skF4bhx7Kf0TtTXu7+7fp+Aw0rvq/SKjpBnwOZPJuOqIMm3ZkBQun63yGpigNyYywTg6enZFbY/fswt39B9R29CfgglYg1kwAtkQZOmchsWYNJIQ8kF47xcz+k93OlXX+FHf/G9Ab2B941szWbOaa3d3PSfU+aWabNfD8C4HLkVizFAqRPt/MKotdaxAEQRDURQg1QRAEQZAws7VRcPDJ7n5tqesJGkS2o6YaaJcEj7wjutPvx6EQ2QXSOeul43egbJsJKGT3QZR/0wO1V2UCpXsBfwYGkRUsDODud6OMlyuzjn2NxJprzGyd7OLdfRISNrYFzmsFYs3kVEt3NH58V9Re9AwSxHql18YVmviUWqk2BW4ARprZJRnhqhnrvhnYG7jHzAY08NzzgCuQuLcM+q6vNLPti15oEARBENRCCDVBEARBAJjZRmgE9xHuflup6wkaTEaoyWTUVCH3S65Qk51T8wUwFfg+ndcx5a/chx7UV6RmGtI09HPTO8hFQ/rnm2hU9ASygoUTxwAbmtmemQPu/gpwKAq/XSJ7sbtPRGLNDmj0dKnFmqmoBeo7YARwEhJtngNWRiLVjcDzZrZTgT2q3f0/wKoohPktM9utOd+bu49EDqWLzeyEhlzL3f8BDEZize/TP280s62apdggCIIgyEMINUEQBME8T3oIGw7s7+73lrqeoFFktz5VI9dLe7JanxLZk59ArppPkKAzEzgquUlGo1an/wHLpjULAX9A4s6sdP5mwFrAreQEC7v7L8AewL/MbLms4/eiiVIPmFnn7Dfh7t+jFqidURtPSUn5LwcAL6DcpjuAw4GHgH5pctJOaMz4hYXGZLv7d+6+P7APcC7wYPZn0gx1v4ZCmvcD/p01or0+nAlch+6dFdF0rzvNbMOiFxoEQRAEeQihJgiCIJinMbO+wJ1ApbuPKHU9QaPJbX2ahYSago6axLi0/kfkwNkuHR+KcmvKgIOAS5EQNAV4mZoMnDIk6ByHxnAPyi7K3f8LnI/yarJFjPNTLTfmOj7c/Tsk1vQzszMa8Bk0Cynb53hgCGp9ehsFIF9iZqchEWddJFiNzpmClbvX2LTuWeBFMzvFzDo0U92fo9arVVArVOc6Tsmc58Bp6Pv8IZ3/FRLW1mqOWoMgCIIgmxBqgiAIgnkWM+uHWjd2cvcnS1xO0DSyhRqnRqiZxG8zapbPmkQ0DlgCWBQFCC9pZp2QY2RpNKnpd8Drad+lgNVQK9SMtMcm6XqfAJtnBwsnLkeZN2dmDiQx4OB0jd+IMSnUeGtgjySGlJQU1ns+mv70VDq8AWoNuxmJWH2BJ9AI7y1r2Wtm2qsXElJezfOZFavuH4E+6PN/wswWqed5DpwM3ARMRmHKXwEjzGyl5qg1CIIgCDKEUBMEQRDMk5jZvig4dFt3f77U9QRNJtP6lMmoyXbU/Nr65O4/IffMkunQa0iImZjWV6MWuKnAw8C7KIdmb+Ba1Pb0HRJ45kt7WPp1OnJi5AYLZ0Z/H2xmW2Qdn46EjgPyBd+6+zdIrNnHzE5p5OdSVNz9OuBo4HEkYm2BRpePAhZ097NRq9QdZnZSbaO53f1jlMfzd+B2M7uxvkJKA2ueiT7/UWh89/L1PM+BE4Bb0D2zJhrnPrI527aCIAiCIISaIAiCYJ7DzA4HzgO2dvdXS11PUBRyW59mo7Df3NYnmDNQeBbwUjr2NRJ49krrhgJdkKizF/B/SJBZDo2ungFMT2vXS/usgIKFj8y+YBp5fRBwq5llC0ffoDyaK8ysV+6bSpOitkZizokN+DyajTTRak/gbtSi1R+5bF4ws5Xd/XHkltkFuM/Mcj//7L08ZfasgtxPb5nZwbUJPI2s2d3978BFwFMpPLxe56G2ttuRK2dd9P2OMrMlazs3CIIgCBpLCDVBEATBPIWZnQD8DdjC3d8pdT1B0cgOE85tfVooZ22+nJpp6EG8HXoYB7lGFkfjuz9C4szj6bUvUZtPx6x9/ggMRCLgablZLe7+CHAv8J/sXJoUfHswEjWWyn1j7v4VsBXwFzM7vo7PoUVw91HIDfMfYG93Pw34BzDWzCpSPswWwMfAy7njyPPs97O7H4+ybw4GnkkTuIpd93VIMBtuZrvW8xwHjkLCXUasmYjEmkWLXWMQBEEQhFATBEEQzBOYOAs9BG7u7h+VuKSguOSO5y4UJgzKqckVahZGzpnpaEz3Wqll5l4k7HyLHvCvSNdZGuWWzETtUI5GVg9H99j/kRMsnDgZTY46OPuguw8H/o0Ca7vknuTuXyKx5nAzO67OT6MFcPfxqKZzzew4d78Z6IdcQ4elLJpj0Xt+zMz+Uteo7ORw2xjl3owys0Fm1rXIdT+CQqOvNLOj6nmOo/Hrw9D3vx4SBh8zswWKWV8QBEEQhFATBEEQzPWkh8NBwK7ISfNFiUsKik+hqU+5YcLwW0fN82gS0Q9o8tM05KAAjaPuiVwU6wIfAt8gB893wGMooyUjQFQg8WIEeYKFUy7NnsD5ZrZyTl2DgDeAm/O1/qT7dmvgKDM7utZPo4VIrrRNgUPN7Dzg6fTnY83sMjMrd/e70BjzY4Cb6pq+5O7V7n4tCm1eDLVD7Vzkul9GIdADzeyS+rRapayhQ1HLV0asmYkChosqJgVBEATzNiHUBEEQBHM16QFsMLA5sFXKBAnmPrJbn7KFml+ADjkjoOcQatz9e5Q78jpq1SlDLTgAY1Hr00Q0UvoA5Hz5HuiBAnVnpWs7cuXch9qf/kpOsHC63tsodHiomc2XddyRENATODvfm3T3z5AQdJyZHVHfD6c5STVthj6za9BnuBGwOnIIdXP3d9GUqDLgeTNboR77fuvu+wL7Axea2XAzW6aIdX+CxJpeKPy4Y+1n/CrW/AW4HzmpeqH7bHiaFhYEQRAETSaEmiAIgmCuxczaofG6qwC93X1SaSsKmpHc8dyzgXZJ/JjMnK6aT4CeOQ/W49K6aUAVGtPd2d2rgLuAz1F+zQEoWLYDEmWq0HSobtS4avZCIcRGnmDhxHXInXNB9kF3n4GcX3ub2Z753qi7f4rEmr+lYOyS4+7fIbfPH5ELaSoai/0l8KyZLe3uvwD7AlelY/3qufcYNHHpBZR3c1Ku+NWEuichgakatVotXI9zqtB98AC6X9ZB99ewHEEwCIIgCBpFCDVBEATBXEl6YLoDtU70SWOZg7mXQhk1kBMo7O6zUThw9pjmcUB3YNn059nAgen3Q9E0p01Qe9SGSADMCH+LpPU/pWsvgJw4FwHHkz9Y2JEzY3cz65Pz2nfAjsDlZrZhvjeb3CBbAyeb2SEFPpMWxd1/Bvqiny8fRkHLhwE3orHY66fpS9ciEWeQmV1aH9HF3We4+3nIlbMl8IqZbVakujPtaOOQgFTn6O0k1uwHPIhyjdZEY95vNbPyYtQVBEEQzLuEUBMEQRDMdSSnxP0ob2Qnd59a4pKC5qdQ6xMUHtGd3X4zDj1sT0EP3tPQwzvA+LTvq6g96iDkCmmPAoSXQA/s3alx1RyK8ma2Q5ORfhMsnNwc+wLXm9liOa+9iVwb95jZ0vnecArE3hr4u5kdnG9NS5McQf2REDYaWNjdL0OCzUNm1j+tewll/qwAPJlv2lWB/T9EYtBZqHXsBjPrUYS6q939RBQW/ayZrVePc2YDewOPoFHtqwGrAv9X7PHiQRAEwbxF/EckCIIgmKsws27owekHoH96cAzmfgqFCUNhoSY7UPgdNPnpeeADoBMax51xv9yBWqOWAbZNez6LMnAmoLaoqnS8GrlJPgdOBK5FwcJb5Bbt7k8CN6CQ3bKc1x4GLkH5J3nDapNw8SfgTDM7MN+alia5TQ4FRgFPp7anB1HQ8iAz+7uZWRKqdgIeAl40s9713N/d/W7U0vgTChs+sBjiiLtfBRyOAoJ3qMf62cAewKPonlsZ5fP8q64JV0EQBEFQiBBqgiAIgrkGM1sQeBw9aO/r7rNKXFLQcuRm1MxC4gnktD4lcgOFq5FI8y1qY5oCzGdm66QlQ1EWyWrAE8hJcQVy8ayNWnKGI0Eo84B+CMq3OQkFC19ZoM3n7HTeMXleuwx4CbitkBDh7u8jseYfZrZfvjUtTRJTTkVjyp8xs5Xd/TXUNrYzcIuZzZecLOejXJ9bzOz0+gou7v5TGv+9HXLsjDWz1YpQ+wPADsB/zOzQeqyfBQxAf/fMRi11fVCgdBAEQRA0mBBqgiAIgrkCM1sEPUC/AByS/q9+MO+QaX3KZNTMpnZHzXvM6agBtT/NhwJxO6f9jgJw9zeQe+MZNPHpYDSa+xf089Qr6XVPr1choagLsDvwLvA1eYKF04P+nsCpZrZ2zmsODEz1F3zwd/f3gN7AP81sn0LrWhp3vwQ4HRhjZr3c/WtgC+Q4Gp3+vcXdn0DjrrdBLVJ1hvpmXeMV5GIZkq5zoZl1aWLdL6Ax48eb2fl1iUfuPhPoh9q9qoDlgL3M7NSm1BEEQRDMm4RQEwRBELR5zGxJFN76EHBcergN5hFScLQBM8nf+jSJAq1POe0p41DGyAzgGyS6VGS9PjTtuykSctZDWTVfIbfNTiirpgc1P2PthZw3FyPR5zfBwvBr3syxKHelS85rM5HY09/M9i30OaQR2L3RKOu8E6NKgbvfjNxFj5hZ75QZNQB4Eo3qXiWt+wpl7ryFpjut34BrVLn71Wgk+JKoHWqnJtb9IbAxEpZuzR6lXmD9TDSx60kk1iwFHG5mRzeljiAIgmDeI4SaIAiCoE1jZssCTwG3uPvpIdLMk3QFfk7ffaGMmjlan9w943pZNOvweNTG9DTwPnJ9LJGVD3MnsBly3TyGQoVvQiJQD/SA/lFaOwG5esqB9ZHD4vcUCBZONd2eargsz2vfo0lQF5vZJoU+CHd/B4lLF5vZnwuta2ncfTgSm4aYWb/U8vR31Pb1pJlVpHWz3P1vwHHIWTOwIVkv7j7B3fdG380gM7u/UBhzPff7HrWVdQIeNbMF6lg/Awl2z6D7cHHglNaSHxQEQRC0DUKoCYIgCNosZrYiEmkuc/cLSl1PUDK6oUwZmDOjprbWJ/htTs3PqCXqEySw/Jz2OTC9/gHwKQoR7gBUIjFmCAoOXgWNbH4E6EnNz1l9gctRMPD5FAgWThwJbG1m/XJfcPe30ZSou5NAmRd3fwu1EF2WmbLUGnD3p1Bd/86MFHf3W5CAc6uZHZ619j7kZjkEuL1QmHIt1xoNrAG8DPzXzP5WnzHgBfaahr7r11HeTq3CTxr3vT1yaIHGt19gZgMac/0gCIJg3iOEmiAIgqBNYmZrAGOAM939ylLXE5SUTJAw1GTU1BUmDL+d/AQ1D9crIAFoMprqk2EoanvaCYUP9wOuTMdWQMLhC2ntl0jIKUMCy9cohPivwFX5hAN3/wnl1Qw2s9/lef1RJPY8mCac5SWN994WiSK/EX1Khbu/CmwOnGxmp6TpT08DmwBHm9nlZlae1n6AsmemAePNbOUGXmuGu5+DAox7I8GmoBupjr2q3P0Y4HpgnJmtVcf6aShQOHMvLIi+8x0bc/0gCIJg3iKEmiAIgqDNYWa90ISV49z9xlLXE5ScTJAw1LQ+1RUmDBJqVsg5Ni4dc9T+1AVYO6v95i6Uo/I+8CpwUHK6vIYmRvVA450fR1kplvbaALgFOBONrf6KPMHCAO6eaX+6LSNa5HAFcvUMKfB6Zp/X0USkK81s10LrWpokwGyKBKlLzKws5cFshKZqPZARodx9mrsfhDJ+njKzPQrtW8f1tgPOBe4ys/80JKw4Z6/LUFvW42a2bR1rpyIH0UvovpwfjWH/U23nVZRVWkVZZVn6fYeKssrtK8oq/1BgbVlFWeU+FWWVh1SUVV5cUVZ5SUVZZd4g5YqyyvYVZZWL5nstCIIgaF2EUBMEQRC0KcxsM+Bh4C/ufmep6wlaBdmOmkIZNXW2PiXGoZabsShvZjZqc+oF4O5fohaY15Cgs4KZrUDNqO6NgDfQPWqoVWp2+v1pKGz4NGqChZco8J4uQhk6v5kalLJ4jkIunlpb/pKDpS9wjZntXNvaliQFB2+OBKwbzay9u09GLpQvgGfNbJms9Teg7J1zzOyquoJ981zP098XqyCHzltmtn9D8m+y9hoG7AbcbGYH5FtTUVa5TEVZ5TLu/gvQexGWeH9ZViprz3zdkFi0cYHzdkPfe1VFWeURwN3AHcBrBcSaY9z9OuBKdz/G3Y9AYmDuvosicfCLirLKSxr6noMgCIKWJYSaIAiCoM1gZtsA9wB7uvuDpa4naDXkCjW5GTWFWp/yjej+JO3xBgoNngX8CByRtWYoyqCpQA6bA9HEsfbAVDSy+0gULrxMVk1/RCGzByDxprZg4SpgH+DIfA/1aaR3JbBLXUG17v5fJNZc15pab9z9B+Q4WQS4x8w6pfd1OHAj8JyZbZC1/lVgXWAJ5K5ZJs+2dV3zR3c/GmXIHIGCjFdpxD7PoGlQp5vZWdmCT0VZ5U5oHPu7FWWVO/e2fkeuwUYr/oFVyzajb/sOzNcVGG5m6+TZ+gwk6gGcgiaLdXV3A1bKXmhm63/hH57ueEd3bwdeDl6G7q1fqSirLAdGuHsPdI8e1ND3GwRBELQsIdQEQRAEbYLkBrgN2M3dR5W6nqBVkd36lJ1RM4ejJo974gNgmeysmORWGYdGdK+CWp+mooyTDHejSUCjge9RgHAZMBgJPdsgcecGFEr8ATWumgtRsPCFqBVns0LBwsm9cygK050/z+uTgB2A881s80IfTlr7clp7vZltX9valiQ5TnZG399jZjZ/cr9cht77g9mByO7+I3Kz3IVya/o08rovo+yau4CxZna+mXVu4B7/Qw6q7dHnmrmPdkQTwzqm3+8AYGYYZXSmW3skLo7IIxLd7u6k4XX3/uI/nzrDpzm610amfZYzsxeA5z/i7Q8mMmHmbGaN/Yz3Z1ZRdSlwTs6eI919bTPL7PtEQ95nEARB0PJYTDENgiAIWjspl+IyYPv0gBUEv5KmBa3p7oeZ2cHoAXwiMMndL0xrpgI9Um5I9rkfAn3TQ3fm2AnICdMPZdH0Qu6a+dNkKMzsYeCddC1DrUrPIFGmC3KErIFEow2Qo6YsrT0a+BtyzCwKnAWsndwk+d7f1cACyEn2mx/c0mjrW4GN3f2j3Ndz1m6A2q/2c/cRta1tScysDPgXGn++nbtPSMfXBIYD/wecm/3+UxvkUCSInZ1cSI259uJoItdGwFHu/lADz++C2pPmA/r1tn5/qPLZzxlWXWblmwLd3avHgOH4u2O4353qlZAYOAnYPGX0YGbWlfln9aDnKR/7u4PMbDfgYHfvm0aD34bcUf9DwdRd0ud2IbCvu/fNrq2irLIdEi1xd5zqF8qsfMuR1cOmN+azCoIgCFqGEGqCIAiCVo2ZHQT8A9g2TbIJgjkws78Bi7n7CWnscy8U7DvN3c9Na74ENnD3L3LOfQS4xt2HZx3bGGXOvI8Elq2QUHKyu1+e1uwDDADWRw/5m7j7Tmb2f0iYWRBloRwPPIBaqVZCLp8pqDXqqHT+o8Cj7n5pgffXGXgRuMjdby6wZiBq5dk4uU5q+7w2SjXt4+6P1ba2JUmOp9PRhKwKd/84HV8c1fseEi2mZ53TE41Hr0JC1ndNuH4FckW9gbJfPm/Aue3QPZNx2AwCHnL3Ien1L4GF3L2TmS2IJoYtD0wHvkP3zxdmtiISALu7+xQzuxSJjssB+6P7+i/u/nDa9xLkRloV3UPX59a2vv1pTHcW3PJHJv24gC288MjqYY0StIIgCIKWI1qfgiAIglaLmR2DMhu2DJEmqIV8U5+yW5+gYYHC/0WiynMosLcDepjOnjh0P3J/3Ad0Ry1Mi6OH9YVQjsr9wF/Q1J/MaOlq5IJYFrVD7Y0Em1MLBQsnF9AewMVm9scCawajcfV3JNGgIO7+HLArcGsSJ1oFqeXpH8ClwNNmtno6/jWwJXKsjDKzRbLOmYBazV5E47fzhvTW8/ojgdVRUPQrZnZ8vhHqBc6dDQxEzppxwNLILZNhASS4ZLJ5NgY+BDqhSWFPmNmiwC7AlN7W79re1m/qemwx0Cg7A+i/Muve3tv6fdTb+nWvKKu0JGztDDyWPoMH8tX2Ik90H8091S8xpn+uSFNRVrlqRVnlpvV5j0EQBEHLEUJNEARB0Coxs1PRA+zm7v5+qesJWjXZYcL5MmqgcKDwb0Z0J8fGa8Bk1L4E+plpzUzOTWqBehwJOH9GIdf7uftr6AH8Q5Rj0ws4GWiX9qxKNZ6CpvOch6YcFQwWTtd7HTnLhppZhwLLjk3XKbhP1n7PoqyXIXWNi25pkuh0AhJlNk7HpiIH0xjghexsF3ef7e6nohDi+8zs2MZMc0p7TXf3s5GQsh3wUnIg1edcd/cL0He7AXLBZOiIJoBl1k5E7puPkRi4BMqh2aYnS3/n7nuYWaf56THf0vzx4S3YcYUlWPbPyHkzBHitM93WQvf44sCL7v59bk1J7FoR+ImUcZOhoqzyMHd/092friirzOvUCoIgCEpDCDVBEARBq8LEP4G9gM3c/dO6zgnmeeoazw0Nc9SAXBFLoYfoZ9K5HVAmTYah6IF+BjAeODAJBFemetZCWTX7oJHemcyaqrTXzsCzSJTIBAtvWcv7vBL4Bgk2vyG5OvoDfVILWK2kyUW7IxfOVnWtb0nc/Q4U0vyAmfVNx6rd/XQkcD2ZpsBln/MQ+n72QSOwuzfh+u8hl8r5aCLVtWaWT+jLd+4Q1KJ0jpntlVw5ZcDbOeu+R4LOp9S4rDbTOv81nmB5W+M0sKnVVJe7OykU+Pfzs9AhKL9ndyQU5uMgdK9dnyffaB8zI2laO9TnvQVBEAQtQwg1QRAEQashBYpejv5P9hap5SEI6iK39clRW1F2C9AkGi7UbAyMRQ/dE9OvgVlrRgBro/andZA4lGmHWgSJKqsBOyG3RwfgZSTWGHAwCoI9GrXGHAdcWajdJj1oH4AesPO6YFJbzY5IJKhTfHH3p9CY77sKTZ8qFe7+KPrsbjSzPbOO34rEiZtTkHT2OR8Dm6BpXC9l2qcaeX1PgtEq6Lt928z2radbpzP6Hs4DLkb35Md5rvEdEmu+QIJj+wl8tvIbjPcJfF71Bi/cMrJ62DtjGb7Pi4yZPIUfZ1crM/n77/hyPeARlIlzX+7eZtYR3S9lwD9zX5/sE6/OmjBVpwsrCIIgaDlCqAmCIAhaBWZWjto/1gO2zmfjD4IC1Kf16Qfytz59DXROE3WyeQ61pjyFhKD5kdjzq0Di7tOQo2EmEjtuRmG3s4BrUBjxdsAtSFh4B1gXiUizU33HA9ehB/p7ga9Qy19e0oP9/kik6FFgzfuoHWuomS1faK+s9U+itqJhaZJSqyHl6WwNXGhmR2UdfxrYFDjazP6V/v7IvDbd3Q9HY6qfMLN9m1jDZHc/Egkvx6Q9Vy60PtXSDbmsNkbOKdB3m2//b1CLXCYIedlv+YK3GD/xW74YliZ1nTmFyWUvMOqj8Twx5EXGbDmb2X9A4t/rmSlZOeyKftZ/yTXKfQ5eYkz/0dwzczT3PDmyetgF9fgogiAIghYihJogCIKg5CQHwW3I+r+tu08ubUVBG6PRYcLJpfIeOa6a5OaajNpS1kMiTQ+gp5nNn7V0KNAHeBW5OHZKr1+Hgmmno4fpA5DAMh8SgTJtKDsjN8S2yJVTa7Bwqm1kuu4Nhdwd7j4GtQg9mEeEyrf+CWBP4F4z26Su9S2Ju7+FnEpHmdnZWTlBHyIxbRVgeG6rU3LebAWcZmbXJYdJU+p4EU3puheFHZ+XJnLlsgDwo7tXuftXwN3p+GFm1rW6ZzCkAAAgAElEQVTA3hNQm5wD5Uhw7IHEvrtQi1x34Msp/HjXT0zaFk0L24XCbU9HIGfPGbkvpHu0LzCBmn93giAIglZCCDVBEARBSUkPT3ejh+3t3X1KHacEQS71yagp1PoEtbc/LYoekJ9O+85AuR8ZRgO/R21QuwCjgD3c/VvgIeAVlLf0IHLjfIDEhVnIiVOO2k7ORNOO3kMiT12tKKcBS6KWqry4+7XoYf6uuiZBpfWjUq331TdAt6Vw90+QWLMjcFXGQZNE3b7A58CzZrZMznlvIqFtfmCcmf2+iXVUufsVKG/oD8CbmQydLBZizolPv0MOqs9Qtk7PAtv3QvlFs7OOPYHGhW+EspJ6pWM7o/trJyQczUGaDrYueUKEE5el16anfwZBEAStiBBqgiAIgpJhZl1Q68gMYLc0bScIGkquUOPUv/UJ6pdT8wPwC2pf+XVMd2pzuhuFwW6efp8Rcq5AY5q7oLano5EQ0gl4MtVq6RrvIiFpF9QGVWuwsLvPTHWcbWarFVqHgoqr0IN5nbj748C+KMR3g/qc01KkFqGtkIPm9sz0q/QdHA5cDzxnZhvmnPczagW7CXjezHYqQi1fufuf03X/bWZ3m9lS6eV8Qk079LkOR4LRSnm2XQ/dE5kx22XAYqj1awyaJDY+vbYpMBV4390/z7PXgUgEvCE3RDiJ43sBF6B78cf6vu8gCIKgZQihJgiCICgJyXr/KHrw3TM9eAZBY8hufcpk1OSGCRea+gS1CzUbIaFmAeSumQaskdNydAfKoHkorelpZmu4+3gUKPwKcAjwXzQJ6lNgC+RmmIYeqK9GeTWDUu3HIedI3mBh+HUy0Ykoi6ZTgTWzkUjxJzMbmG9NnnMeRW1aD5rZ+vU5p6Vw9x9R7k9HVF+XdNzd/XL0OQ83swE557m7/xs5Ua40swvq4zKqRz2PoRa3t4FXzexY1LKULdQsAcxI2Tn/QFO7xmbnAaWWqG7AYyiAego1bVCe3nNX5NzaFrXP9SVP21O6Zw5L556bp+yz0T12KWrFi1bTIAiCVkYINUEQBEGLY2YLoxaR14ED08NkEDSW+rY+1eaoWSHP8TfRiO5X0Njn/6E2p/bIBZMhM757LBoNfSNzumqmofyle5HDZQ/ksnksq8YV0rF3UbbIvWgSUMFg4cRNSCQo2CqVxI0dgTPMrHcd+2XOeQS5Mh40s/Xqc05LkZx3/ZDIOzr9fZJ57SGgN3CRmZ2Rm+GTwonXRXlAo2ppQ2pIPdPc/Qw0bWpH4CokGGZYkCzhxt1vQvfJPWbWPx3+v/TPA1FLVReUHzMN5cx0R+PCH0Fi03AK59P0RblIL6YpYL+SWsaOAK5Of+/Oh0TMIAiCoBURQk0QBEHQoqQHoydRzsKR7l5d2oqCtkx6EK+PUFObo+Y94I9pPPyvpAfZ8SjfZGHksPkejesemLWuGrgTiTFLoElRe6UWk2FIhHkPPYRPSmu+RA/eU1FLVTl6wD8ZOCVdrz7Bwg4cCuxQW0tPCt7tj1qG8rmH8p3zEHKoPGxm69TnnJYifTcHouygp8xsyazXXkcjr7cHbs0NEU6Ts/qgv4deLtZYcnf/HxKJxqLWtavNbEEktHyes/ZxoAK4xMzOQFPDpqJ7JXMP30VNIHUZEmu2Q0LMt8AX7v5RnlIGUiBEGE2t6gD8Pf25PXO6f4IgCIJWQAg1QRAEQYthZr9DD7F3ASfnZicEQSPoBMzMcmUVyqgpGCbs7r8AE1GeTC6Z9qenUJaHo5Hef8pZNxS1GA1BmSKvAru4+ww0dv6dtM9g4CSUEdINOSMybUuLIafOHcCZqbXpOuDi2j6AFKi7F3BdHaLOU8CpyCVTyF2Ue84DqI3mETNbqz7ntBSpnelvaCz6M2a2QtZrE4AtkSgxupdt1aeirPLjirLKZyvKKhdKocBnIbHnTjM7sdAErYbWBHwMXInulbdRC947eda+hr7vE9KhV4Hz0T38LXB8EtieRq1KZaiV6WfUOpev7Wmp9NpkckKE0/s7DRialQfWDomPQRAEQSsihJogCIKgRUhTSJ4CrnH3c0KkCYpEtpsGajJqZjFnRs1kYIFc10wWvxnRnXgOPUw/iYSURVBbyqI5Y6//m677MmpruYGa9qdr0MPztyhfJDPe+xtgBzR15yf0c9lF6defzWxlFCy8SW3BwgDu/izKubmllveIu1+PxKFhteXf5JxzH2qXedTM1qzPOS2Ju1+EBIwns50/7j4NiWdPGGX3Acu6+3rA3llrHkMjt3cD7q/PKPN6sBDwlbsPRI4kkMMmX4BwJ3Q/OWqr64Xuo0HuXpW+o/VR+92MtH5xNEr97jz7HYDuoxvz/B27B7r3jsk6Vg581+B3GARBEDQrIdQEQRAEzY6ZrYIedM9390tLXE4wd5Er1GTaRmaT5ahJjpupyMWSj0KBws+jh+dnUAbJePSgPB04OGt/R66a9ZFDYSKwtpkt6+5fInfDsyhb5RLkqtkfhRTfnd5H5v3sh5wVg5Lb56/UESycOA+F7J5Qx7qTUPbJFfV1kbj7PagV61EzW70+57QkSYDKiElbZh2vBv7zE5Omz/bZVFPdDngt59zP0MSuT1Er1NoVZZVrVZRVjqwoq7ywoqyyoT8vL4S+/wzVyJn1jJmdkxP8PAT4CN23PdA9OxVleIHup0+AldH958glND8wh/CTBLojKRwifAHwWHJgZSinSI6airLK5SvKKs+qKKssSitZEATBvEwINUEQBEGzkv4P92jU6nRdqesJ5jqyJz5B4YwaqDtQ+DdCTQpj/Qw5dRZFDpsJ6KH+zznLhwIDgNuQe2EocjiAQoVXQ6OylwTWRmG4E9HEqB/Sr3KUUTMEWMnMKqgJFj66QO2ZWmf/P3vnHWdVdXb/73PunUavgkhHsAuo2FBBZexGo4wYE1OMRpOYGPOLJsaY6pvyphjfmJiiMbH33hsqTbAAIqB0pA29DUy79z6/P9a+zGUcYDAmGN3r8+FzmXvO2WefvfeF2euutR5kgfqOmQ3ZznlZpMgYijb2zYK73wd8C3jWzPZr7nX/KQTlzyjgXjM7EyDkz7w6i6nXzuD1qa/xYu55v/99fXf3Onf/JrKGPVvvdU8BI9z9UpQJszMoLM+9H1qPNwED0Rp728xOCoTSYFR9yRD5l0UKm7w16QRUlnsiWtNLwzkJcGdYH3kcjz4PTYUIH4/W3VcL3ssrzgpJpX8FL7v7Ne7+VHlS0X3Hp0dEREREbAuRqImIiIiI+LfBzI5AJbi/7u637+r+RHws0ZSipqmMGvhgJbpBaojDUVZIFbKfrKVRmW53n4lsJPNRZZ7bgS+FSjvjkFLiJUSOXI+UL19BG/vbkbomh1QxVwNXoE18gtQsV20vgyb0YWFo/04z25Z6CHffgCoUfd/MTtpem42uuweVEX8uKOU+UnD30Sgo+EYzuwOFPH8+57nfrGDxY1WszwDfMLP/a6o8d3i+YZvY0CnnWRwvZucVJ4VETX+AbvSpGmEjXxphIz99AIc/hIKjn0AKrW+jNfv38PouCkg+HBE1Rags9xlIfbUCqEOBwQ+Z2VHhXl9Ha6epEOH/AyYG9VAeLcPrxibO32nkPNc+qHpSNOQuRURERER8AESiJiIiIiLi3wIzOw54BPi8uz+4q/sT8bFFY0VNYUbNh0nUHImq+XRH1Xf2RBvSoxudezfaXE8I56xAygxHAbOGCJnFKJ/mdZSfcx4ieVaj388uQnk3q4EvNzdYGMDd70V5UH/YwXkLULWhW0MeTrPg7ncCVyKypqnclV2N6Wj8K4C/u3veRrQQESEVyDb0qJm1KbzQzIo70OX6WmqWL2Vh7VTG1z3v9++s4qSQqOkFpPZi4MCc53oA6S7W/VMoh6gMqWz6IdVWe6SW+SfKN3o8HB9IA1HzDiILD0VkTUvgqaCYORkFXjcOER6IrFOXNNFP3L1+J58PgPKkokt5UlFRnlTsZmZ9JjO2ZqOvnzuPGVOfy903+4O0GREREREhRKImIiIiIuJDh5mdijasFe7+9K7uT8THGtvKqGkcJgzbtz69B3Qys5ZNHMsTNS+hLJPRaEO9jAIrScDdyMp0B/B54GYasmzuBA5BuTfXIAXF5UgBs1v4uWPofxHwa6S2+EkgFPLBwsdu4xkKcRlwhJl9ZnsnuftYpNx5zMw6NqPd/HW3I4vW880t9/2fQKgsNwYF7+4HnGlmvwrKpzUotLk/Kt29EBhnZr3DtWVG8shAjjy2i3Xfoxu9izawZkM45+ym7leeVCTlScXD5UlFdXlSMbc8qTidrYmankBtytKvOLlU1rMeiOtfAc8gsg+UO3N86PdYd38SkTkpREZuAPqEP/eHilFHoHXeCpE6CSKmGocI3wjMDGXLC9EZrbWdRnlSUQy85e5/d/epRnL3Wlb8bCLPDZnPzAEfUihzRERExCcWkaiJiIiIiPhQYWYj0YbzdHd/eVf3J+Jjj2aFCQdsU1ETclvmEKwqjTALbZZXAt0Q0bIWbfSPa9TOAmA2sAmpHkYD5WbWOVQh+jtS7/RH1pcvILXERhQuXIlUOAlSUNSjDf1VIVj4cuCGHQULu3sVysm53sz67ODcfyJLzQNmVry9cxtddysinJ43s6bG7T+KkEczEdmdznP32UjxNAyVSF+Psl8ODiqSr6HsmPFBAfiUYesSLE9eOFgJInV+Y2a/a2Lcj3X3TyHLUV93v7+Y0nZIJQUi3tY+l7tv7lieXPomLz/4Ag9kw/lHIpscSC3VDa3nvBqlH1JxGfAP4ElUneoBAHd/M7SRCe2lkYWucEx6Aoch61xjdArXfhC0dveOZtYK6FJE0TrgupCN8xxSLUVEREREfEBEoiYiIiIi4kODmX0e2S1OcPeJu7o/EZ8INBUmvK2MmjVs2/oE2w4UdqSqOYyGrJlO4XBnM2us0rkLqWoeRPamx2goCf0n4FOI/LkG2QO/hgiY3ZH6YTek2ClC2SJXA18Jyo+HaEawcOj3m0i5cUdTeSyN8H1ELvypuZWgwj1uAX4MvGBmezb3ug8TJlwK3At8wd1/k1eVuPtqYARStnwfkR4Hh2Pu7tejsX8GqM+RvXAyY9es8CWb5jDt/npq2wBvhWv2Akab2R4Ft18MWCMRy6YQ7AwiXpaYWVJP3e7rWfM0yiZaj9bpVeF1NLIyrQEmm9l5qJR7a5Q9czBwAFoTb+Zv5O6vs7Wq65lAzuRxI7DY3V9sYug68gGJmuf9/pL5zKyu9Zq6ecyoqaP2swVKnluRmiwiIiIi4gMiEjURERERER8KzOyryJpxbJDlR0T8J9BYUbOjjJptWZ9A5MmOcmpeQmqYLMoOqUZ5MoW4DwX13o0UMzcDXzYzC2G/Y1AltGEoVPZSZIvaBFwMLEHKGkMhxv0QYfPLsBluVrBwwHWIyGoqYHYLQhnrzyFr1rea0W7htTejctAvmlm/nbn2X4WZlSKV0kXAEe7+XONzgrrodESwdQUOyZNRZtYV+AGyqg0AnlzDitFvMWHCe8x+B81vf3dfE9p4Eng9ZMLwvN8/dzJjalaz3Ff6Utay4uI6agozbYoQATgg/Pzp8Noezf8wpKA6HtmcbkaqmR+Evh6A1lwaKAmvjcnG4xDZk0N2pglm1jXYj05C5dibQkf0OdkphMDgW+cx489jeHzTfGbOc/fCwOWngb12Zi2UJxUnlCcVZ3yAUugRERERH0vEfwwjIiIiIv5lmNl3UM7FMHd/Z1f3J+IThe1l1OxMmDA0P1B4GLJ3LEM2lXMKT3T3ShQS3A4pItYha8qh4ZQbQhtrUcDrJEToXIXCiq9HNpgsyi65AYUIDzWzI0Ow8F9oXrBwLrR9kZkds4Nzq5Da54qQM9VsuPtfgZ8jsma7VqsPC2bWo4TSCftx6OHDOeNvI2zk/G2d6+61iIhK0LwMDMqTV5AS50uotPeRiBBZgUiROmDf0EbO3X+OSqDfZmY/AD61hhVFUxhrUxlf9SZjphPyaULVLQOmhXZTiDgpQiHrU8P701EAdTUwxt1fRUqY99D8/x9afzm0/sbnx9jM2iJiZwMwHK2ZbuH8P6M1ds82hqU9ysTZWfy/MEaHIAVl10IVT7CV3UWDimy7KE8qPhdKq9+BPgMRERERn3hEoiYiIiIi4gMjWA5+jMJSj3H3ebu4SxGfPGzP+rQzYcKwfaLmNaRumIFsNBPRJncpcEBQGRTiLuBclBlyPkFVE469iDbwD6NN//8iO8yNaLN+KbAAEUGGFDwnIAvUdeFeP6eZwcKBOLoQkQvbI6oI5ZvPBm4xs/131Haja/8cnuXFfEDvvwuBdJp4MMNadqXHninSv0Ik0/awIbwuRKqP8cCf3P1n4f1rgB+htTOcBlJvq4pYwUY0BJEutyAlVL79DqhSF8BgtBYXIsVMDq3P37v73eGcAcj2dCAiP8aH90eE636JCL5DkCXufETcjTWzQ1AOUQqFCI8J1+VQ6PA5wP82ES4MQAe69GtHJy9PKpptdQv3vAKtf4CfonU8stGptwKfb8pGV55UlJQnFV8sTypGANR57UGOt3D3ligAOiIiIuITj0jURERERER8IIRfwH+NpPzD3H3xLu5SxCcT27I+7VSYcMC7wICmNpfuvhmRNINQTk0d0CP8SaFqUIV4EG2aH0Klt28HKsysVUGp7vahv4ciBcenUd5Lb6SW6Y5Ig2Kksrkr3OvcnQkWDv1/Am2o/7ajDBp3n1BC2ffa0P7pVtam647abnTtH4HfIbKm547O31kEcvjrSAXzxTJaLXM87eSKef98N+6bozUwHqlqyoBnw+HTkMXsN4j8mIFIkVKCoqZRW0uQYqQVIgsdrcPCik/7A7k+7FsyyI4+qxd7p4Ep7v7t8CylqNT7G2heF7v72jCfwxFBdF9o/0W0Du5AYcJfRyHUP0S/z/809OslROqB1tZnzKxF4/6XJxWnDOLIcwdz1G5oHe0QITj4TmTX+yzw2RDCfS+NVGUoR6cGGNpEU39x9xuBR460E0dO5LkTq6latIG12Spf/9Pm9CUiIiLi445I1ERERERE7DTCN/p/QhVVjnX35bu4SxGfXHxo1qdQsaYGhfo2hUL70/5ITdMTBcpuVaY7tPVSOG9heB1LQzWc29Bm/AngShT6+11EctSinJi5NKhqOiN7zuXAL8ysDJFAi2hGsHDAd5E658vbO6k8NarFUXbajw6x47vsa4e9Y2YlzWwfAHf/A7LrjA7lsj8UBGLjZpTjc6S7P/sao8dU8l5uAe+uXe6LH2xGM9XAmcBMVML8xVAt6nrgG+5eF+xi/wDeBlrQYFlrjMvROluD5qiUrYmavQH62D4/7UjX0j62L8PtrO8UXH8sWqu7I/XXC+H9w9G8ZoAuyF7XH62d+SjcuDtSYe0OLHT3dQXtvoTWMYhYfK6JOTzUsCRlaUM2vObg98jSdyFwgbsvDe+PBvYsVFEFUux9ocJmNnSDrz0LKM16tnQJC35TS82TE3i212u8OO5VnvuPZhxFREREfFQRiZqIiIiIiJ1CqB7zD/Qtc3kI2YyI2FVoyvq0LaJmR9Yn2Dr4tTEKA4WHo431wnBNUxaku5H96Ta0Yd1ifwp5MLehHJLd0Ma6FVLm/AJtzH+OiKBapKb4JfAG2Gu9U/v8+YSS845CJM1VjSoRNQl3r0FqkV+a2cFmtr+ZnWJml5jZH83sZTNbNCH39Poc2Z6JJek2tG8L9uedqQQV7vV7pLx4sTl92xHMrDvKk2mJQoPnAWxgzedn8Ppz85hRPY1Xt2ubCYRMN0QidUPqlC+jgOAljYKIK9GcbAB6m9k3GrWVQuXUV6Jw6FoUzvsVGtZjHyDJkMk4ToJl0pYuJFROD/c5HSm08pWZTgCWI8XMGaH93YEX3P37iFipQOofB0rM7H8K5ujb6HNwZjh+BPBYYeWv6f7apE1UeZ3XVgE/2d64heetCPdtB9zt7k/lj42wkfsP4bhN+zHk/xrZqO4ARppZmZkdY2YvAPfM4HXbwBpfyRJbyryngCsDsfNw6HNERETEJx6NywlGRERERERsE2ZWjKTvrYCzgh0kImKXwczGAFe7+yvh5z8itcSNQL27JwXntkPqg7bbae8m4DV3/0sTx3qirJruKIfkayj8dC6yznRx95UF57dEFZwOQ5kefZGlZri7v2Nm/ZGNajYinK5HG/DTUe7JHKTUKAN6JiR1RvLzocWn7ZGm+CspUjVmdsGztXfuD/R198+E+6bQxr4n0Cu8Fv7pj9Qf+SyV1ki9sRloD5YMtqOTDnRhEbMzs3zKO8Ct7v7rxmMSqvTcFfr8++dy932/0ZhdgSoyDS9QYOwUBtnQH+fIXbmSpTdV8t5l+cwVMzsMkWbnAkcBte7+g6baMLNTEME8H/gZqhQ1GBFgk8Pzf93d7wnn74dsRylkT9qEiJPL3T1jZqcje9sGZGv7MlJa9UKEzXEoxLd/GS0ndKXXsUVW/Kt3c5O/V9CnNxFRMzBc09/dF5nZRKSw+TEiu+4DWrr7JQXXtkAh1WlEAA5EVcsuCG0+5O5fNrMzQz+hIUvGkbprAbDO3b++vfEP6/51RCweBRzt7nX54yNs5AIz65X1bC5lqWOey903Llxn6PNShtbbX1DFsruRKqoVsGeedDOzvsAEoFuwVEVERER8YhEVNRERERERzUKwWjyMNi5nRJIm4iOCVmytqMln1OTQXrHwd50NQMtCZUET2F6J7kVIqdMTbShzaGN+GCI5Liw8OeTIPIU27aORWuBWtJnG3WejDfAzyBo1BgUW74csUPugcNueXZKetccVV5QMLz7rJzlyo9J6hNJF2Tk3IrLhdDObamYLkL1nUmjjPKSo6IdUJD3CeC0H5iHVw9vIPlYNrAWvmuyv/OMFv2/pLJ+yKYzxt8ysqbDe/u5+BlDm7leVJxVbjW0gd/6ObFDbspQ1CTOzTtb1Rx3o8qMu1r1sHw6+EDjfzE4OobbXoPl+DpEio5pS/gQ1yC0obHg2sr+9ARwM/K4lbf60tx18GfA7M8tb2CpReexViNC4Bq2LR82sTfh5PSJJyhDRsz60+wRS//QE1lWz6bD5zMjO8il3NOranoio6wJUBZKmA5r3AeHe9chi+kCja0eGZ/8zIl66h2umIGLpcgB3fxhVswKtv38gYqsUreHtKqUC6Xc7IlfOBz5TSNIA1FNXlPMc4MkyX9gm5AiVhzHI5ywNQ+TMr1GVqoVIhfTFfDuBsKlE1q+IiIiITzQiURMRERERsUOEMrNPooyPc0Kp24iIjwJa00RGTVBdbGV/Ctkj65F9Y1vYZuWn0Gah/WkIKq1cG14bB6qC1CafoSGv4++oGk6+X39AG+j5wHVIVXMFImgywPeB6f1SBySJpUhZmupcVds6r6XGN7EgM6MtKpc8HakyfoUqL01G1pvDEJEzCQXOHgCUIzLhEBT2uoAQZos+46tQ5allyG7VJvTvJjM7sPDhxvszXeqoLcp6NruZqnXP+/3vU0K4+y/D879oZs0KJw55NDdtZtPFoQ2cnCFb0GWIIDkFze8qpBrpCYwzs9vN7Doz+76Z/QMpOa5ECpRqZH97EzinlBaDDrcTL9+DvrcfbxWtUqS/Y2bXhHFohexyyxEhd0oYq4nAQahK043hvCwiwDoCj4QxboMIkVJEiMwteL4ytHYXhrfGhNfj0Rp8FTgR2aH6ovVWiCvRWv++u38FETeliKypAdqWJxWp8qRiyAgbeT8KPrbw+leUgZRjB0QNUox5ePavN67sZ2bHT+KFogW8k3ubSWum89rZ6DPyB0Qi7YXW4XOILDsOff6+hUilUWyNf9n+VJ5UXFCeVCwoTyp+szMVrSIiIiI+SohETURERETEdhHK+T6Lvon+vLvX7+IuRUQUYlthwvABAoXZfolu2DpQeBjwPA3qlP2aKNOdV8tMDa/V6LN0asHx1sA/0cb8n6js8+4osHsg8MNVuaXFGa/HDToUdWO9rWVM/aNUU5WloXLUHih/5YtoM/wIyrm5GW2UeyNlxpOIlPk1sv8kSF2RAdoC5wc1UCUigKYCnZD651Ez6wJgZkdsZuP9k3llVJZM+USen4eqEb0P7v4/yDb5Qv76bSFk2owHTq6mavVqKr+xhhUTpjDuKXf/nLufFJ5jLrKfdUbZPneE53o2vA5HBMZklB3zKCIqfhf6eV4bOpQCpUGI06Y7/cYgG9P9iKTJk3v7uHsmXLc0jNlb7j4f5ebkEFHTAVjj7lMI+TFhfmoaqRBPCON9UDjvmYL362jIp6kBHi38d9fM9kJr9I18iLC7jwe+F/qVGPa2u+eVVfUjbOSDaF0Y+sycGu67TSLDzA5HVqW1wPPufl+j4/2AO2rYfM48ZuRWsrQNqgZ1PbCfu98RxqUOkX77IzKpGCmJHgd6Ncowehj49M5mIuVRnlQk7v5XoJe7X8r2P8sRERERH1lEoiYiIiIiYpsws87oG91XgYtjbkDERxBNhQnnA/g+SKDwPKD7diod5Yma11HWy8TQhy5IlbJVqHBQnz2ESm/fi4iCwlDhHMoh2QcRTt8HbkKBsFchpcbNs7KTeTf7Bm5gZnRIulBmrQn3rEMbYjcs3Tbp5GXW+jGUcXMYImRGI6XNweHcryOSYxZSf3QO79+NSBvQ5rorcGkpLTrvYX0HldJiDvCQmR2HiKDzN/r6+1/2R0fnyJ4D/NDMDmpq4Nz9Zyhv5QUz262pc8zsKGBaGNubgIOn+vgbJjPm9HWsGm5mu4esrEtCn59w903uvgCRVENQlkoJUqLs7+7Hu/tQdx8QxvRPiDTyVSzrWkcN7k6WLCtZmkNqm+MQOVUe5uyzZjY3jM3RiGQ52MzuQLayNCK5ugC1wV6XhPc3osDfkwoe9TRE+Bwf2hobyIkTkAJlKrKpDUakUSEuRfN+daP3f4eyZ/ZuSdsFedWWu6dCu6NpINBVOYkAACAASURBVDWvRMRgk4RIsHfdgearH41KeIfjj6K1/dvwnIT2J7l7NqiiHkGfkXwOz59RBlQNUhFtRJ+NPKagz+x2g6G3hef9/uOr2UTGM2TJphGJGhEREfFfhxgmHBERERHRJMK3nM+jTcIPPf6HEfERQ8jPqAfSgfDAzG4Gxrv7zWa2En2zv6LgmmeA69z96e20Ows4091nNHGsGJE93ZCq40akggFVAHrD3SsaXTMCWYguDecehBQf+7v7EjNri6xFtyECZwBSsuyLlAd9gNqEVMlRpWeQtmIyXsfYmofJbREPCQeXjKBt0hkny4Sax9fV+ObN4Z53IovQ15BK4gVEiFyECIn1iGioR5vu5WjDvClN0WtHp04fZZhlqOeV7KNvI6XC6Y0qJWFm5wD/Axzs7huaGD9DFqwzgOPcfVXB+99BQb+VwNnu/kaja28I/ZyGSo3j7oMbtf0OIpYPRlXpljVq4wuI5MnnoDhgLWidq6U6yZI5wN3fDmG988J4PIbyWQ5CSpTfojVwByqZngpjtgKpmmrC2BUhEiaLwohLULjuvUj9shgRSxlkk+pHQ2nt3yFCqBzomrebhvW3LvSrXUGw8mCUj7Ofu88sTypSOc9mLPCWbzGx70qW/BypuZYhssqBCe4+tIl5ug0pX44DhhV+FsLn7lW0LhchAvAWlAE1CREwv0MkT02Ysy8g1dM5wHp3/1kY4zXARHcfVtD+9cBKd7+2cb+2haBkuxq4pC0dL2lHp28vZ9GwGjYXByVURERExH8VthemFxERERHxCYWZ9UYbub+6+692bW8iIraJFsDmPEkTUGh9yvD+33XWsH3rEzSU6H4fUePudaFaz2HI/nQkUlnsgTbBw5tobzQNlaIMWUDuQ5vXn7v7ejO7G21oS5Da4mGkZsvnQRXnyDK+5jHaJB3ZkFvdmKRxI6FD0tXMjIw77ZIu7Sqz89uhDJtL0Xhl0Ub/cFSpqRqRMj1RqfC1iHhoiciDzinSfROSVGIpEk95QuqAHNmFKONmK6LG3e8Napu/mNl5jQled3cz+2G4xwvh3CpkxzoGqY0u20YO1nWIIJiDsl3eanTcEFlwIiLBVm11UITYT8Ozel/bj57JAJb7e8zMvTEHzfnd4drNZvYEsredHfpYi4iGqjBv15nZL5EFK4fIuOuR7exzKI9oFVJcvYbUWBcgQqFr6G9ReK0Jf1JhDq4J1y4GvhpIx1UoY6gYuGmEjRxenlTcB1SWUFZbS/U0d58J8Lzf/ymAdnRiPavd8Rmh/a+4+8ZA+PweOMLMvuju/ygYp88hAikLfDdP0gSC5mzgBhSg/AWkqNkdEVHV6PN1DlrjxWGeDkOqsZGI+PkGQBjjacBBZta5oGLaQ6j0eLOIGjPriAKPWwKHrPNVy8xsNFLrXE0zyo9HREREfNQQrU8REREREVsh5B+8glQHkaSJ+Cijse0JmpdRsz3rEzQ/p+YlRMy8gAiCtUDHxraeYBm8F1XbuQ2pM24GLijItLkBqVseRZv03si60xNZmwwgQz1rcpVk2BJZssWO6ORYnVtG1jM4OdbmKvOHioFWYH8rL/7M+UcUnfJjNG6/QqqIVYj0aI9UNT1RaO4LwDu1VC+fl5tBtVf5u7nJ5Mjejsb1UjM7q4nxuRxZV77c1OAF8uZqlMMyBik8hgAnuPsl2word/e5oZ97IVLl8fyxYDX6RxinDCIMKDh+BZqfnoAnJJm+yX5WZMXWzfrQirbvoPWyXyB0CP2aiEiIVogAOhSRf/8IfapEqhKQXa0m5MkcHd5rm6aodBBD146wkdNRpae7ESHzNFqrP0TZLeMQMXMTWttppB7qi8i7KxDRlAIuWeernwc6uvteu7HHYETG5fEPYMk6Vrnj9TTk0bxoZge5+/VIEWbAzaEyVr5E9nXA9BTpacdz9pARNvLe9tbpq6EvPw997uvuD4a5bINIxjQiJPcJczQNkW8no/V+fnj+1wr6OQ4plwoDhMcCvc2sBzuAmR2KlETTkEJrWZiXKkQ8Xr6dyyMiIiI+sohETURERETEFoSKLqOBH7n7Dbu6PxERO0DjIGHYcUbNjsKEoflEzWvhvFdRNskQtKm/qIlr7kbVn25HlW4mI4XDMQBBtTCdhpLGFvpfyvYV0CkaNuH2Zu2LTKx5ijHVD1Hr1YXnWc/UgEuyZO9pYa3+1C91QGtEHC1DeTAvolyUiUB7dz8u9HEfoON8n7FibPaJzCKf/SgKO34Qbc7/Emw3WxBCbM8BfmFm+zfV6bDBXwfsjeZoL3cfvZ3nzKM6PGsHlBNEyBO6B9gNjed6grXJzHqY2XJkz6lCBJXlyKU3s5GM11NPvddS/QoNvxf/ObxWIuXIckQEXB/G+k53X1vQpxK0rmagYOL9EYHnwLv7c2jSka4jc567awADrwjtZpAiJYfmPAl97opscGPQmvqyu3/T3T+DiK9itO5KSii9IesZcmTTG1m33N3HhGf+CiJPTkUkXxEiuMai9fR0sBe9hPJ4EuBuMzsV2bmeBA48ilOnAhc4XtGbfX6GVDFtEaGWV78Q7rU2HBsaxrkKkUvl7r42rO8q4N1G5b3HI6XS2fk3glXpcWSPaxKhBPjXwnnfcvcrm7A4/RRoa2ZHbqudiIiIiI8qIlETEREREQGAmQ1BNobL3f2WXd2fiIhmoCmixti+oqY51qdZbJ+omYA21RmUydEGbVL3QGGoFdu4pkU4dwYqd7wlVDjgr8imsQbl06QIVXx20N+CQFj3Kl+XV9xkaSCtKKMVCQlGQomVdUIlwKuAQ9z9crSxHwKMNLM/oPwVR5v9TqjMtQPfRAqIt5Ea4hEz272wQ+7+DrJc3WtmLbfqrFl7M3sVWVuuAP4GPGZm2yubng83Pwqpl6a7ey7knDwSTjkjVFa6BxhlZn9FqordkHrFkVIFoGpi9rmqt3LjmZB9inrqutBQYvucoNCpRGssb60pQnPybKOulaA5egwpYkajct5ZYE4RxQaknVzRelZfC/witFOMSLgn0TpK0NxfHvo5DRhkZv3MrBXwtWJKkmM4vcUIG/nmDF5PTWPio6/ynK9j1ewwRoYsTbPcfSoiw/L5P2ciBctyFMT8U0Rq/U9B/8uQAubcemprc2SLHacN7Z9GuUAXu3tjy1nrcJ+iMMavIiLz+Lz9rDw1atA+dkhJB7q0aXTtBKTqOjJUGMxjm2W6w3q6DVXyOtLdH27qPKQqyqK8nIiIiIj/KkSiJiIiIiICMzsGeAK40N3v2dX9iYhoJppjfWqsRvmXrU9BTbAckSkvI5vLaETwzED2mVSja5wGVc1twOfD6+lm1i5sPi8J/b0HbaRLKSBadhLvu25+djprcpWsyVUyJ/NWCQoY3oAIJ0L472WIlBiANu5FaDw3oNyQw0P//oDUMHUoh+RhMytr9My3IgLiD/n3zOwMZBXaExjs7r9FhM5Y4NkC21FTuBDll6wD9gjnPoPmYlSBZWoaykG5KPR7HZqjNkitAnBWlkyr1V6ZraduLrINJUhRkoRxqEQEXCcaSJV5wB/NLG9tIhzLV3iai4J1879j7zad11jFMs+Ru6GKDZ2QimleOJ4DNqP1thkRfQMQ0VOKbEjPo6DiK3uwp6Up2s/dB3Wn30WrWJZUs2kV0M3MTkeWsjJk04KGddA/KE6+iuZ9KAqKH4yyhh5HhM6BaF1OG8/TZ8/irQ3zmLF5LE8OBW5y9webmJc26DOVoDDnoWHcWwOUp0al3f2VbvTpMdCGDtgnOaRn/kJ3X4SUZRNRZlIezwKHNiJvMLO90ZqqA45w9zlN9Cffdhatq0PMrPu2zouIiIj4KCISNRERERGfcJjZCSir4Dx3f2xX9yciYiewLetTYZjwB7E+LQeKQkjptjAeOAIRNcPQZjqLgmQTVHa5Me5CdqP7wvEc2pB+EakqFiJ7ycXh/MK04G39vRB5CxThNVXwM3XU+JuZl3gz8xJ11OQ38H2AOWb2mpldhdQtLyILzlfCOX8M770X2uuBSJsxiAzrEs77e1B0FOJSFFj7FTO7C5E8bwB93H0abCGxLkeb9WdC6eetEBQuX0UBvX0RifEqsvR8qTw9asCI9Dl/75Hs+TayZeUDelejeWmByA6Q1eaz4e+zwmsuXFMZzv9J+HsnREScG867Olz7gJmdFt4rQiRNCVLEHBfukQaGbqYqM5XxVS/z6DerfP3a0OZTaL7+EsaoDil/TgzXdkK2pEoK7HzVbFrs5MiSZSPrEmQveh4RSzeivJs33X2BmfWjYa2flR9rd/8FKgN/LiI9xiOF15owBpeFcV6zhHmphby7KUd2N5Rp1BRGIKJpMVpPk1AmUwXAEp9X5ORamRmGsdTnNVbKjEcEV6H9aTNac6fm3wsVxcYAv3P3C9y9ujypsPKk4sjypGLgNvr2Y/Q5+PY2jkdERER8JBGJmoiIiIhPMMzsTPTt+Znu/vyu7k9ExE7ig2TUrGEHippAHDQ3p2YiCs59FREIxyLVxleauOYtlLGyL9qoj0LkzbWIMLgSkRF5+1bhsyTIppL/e1NoTJIQ2nk63NtCe3nCpbrgukNosMC8GZ6pCKlf+gMvh3F5FTg8/P0yNP7TkAJkEPCDwpuPSM6pSVN0AyIRzkCVkYa7+1ZKqNDeNxGJ87SZtWZr5JU4XVA2TUno96Xunst65hXDvjQgGbRfK9pWA0vCsz+DyLMssBTN2WqUoVOHCLJeaOxTaP4eRRWEDkSE1bowPg6MCyXJTwNuMrPP01CKuzSMX2ca1l1deG9GqHjVDile2iIicQqyVpUhgiYEP5NBVZKORdlFlYAvZcGX32LC4reZuH4B71QiFU4xUgK1CPc9Idz7N2h9EuamcLzvQCW6j0EkzYuhDxvCOJyHSDsP77+KKlltBTM7GYUETwlzcz1S6dyLLGQlM/31J6f4mOwKX5J72ydmNrD2gkbNjA/PcGyjeX8YONPMikOmzi9QPs7NBed8K8zH+PKk4lTej5dRbtQlwSYXERER8V+BSNREREREfEJhZp9BoZknu/u4Xd2fiIgPgKasTzvKqGmOogaaSdS4ew0iDrqijXYV2hwPb3xBICPuQvanW1EGzHfRZvgBlPmSV3ZsDpcVKoTmpCmiZ2ovOid77Kj/+XwaRyTD/eH9OlT5aF34eWNB+4ZUHVegzXoGkTl55RAEoiY8TyY8Sw9EeHRGpaQrAIYkxw/OeqbqGDvjht3oXo/Ihl81LtndaHy+gUilpxpt2r+BLFTnotLPNyKC42Azm11PXaH6KUH2nTpkl3I0tseEKk2bEKnxQHieWqTU2IyInG+Ha37L1hayxciyhbtPQiTKtYhkKEaERh8awoEXhHFcDwwItq/fobmpQGvze2gdrEMZYcsRkbQcOBiV4346tFsPPLya5dWrWLYeZSI94O4jUehz29DfSWb2f4gwuSn0fatKZAEzkVXpYDSnJyKiLa/MeiA812ykTLkqKJsACPavW9Fn4UC0xtaHflYi4uZlYMgaVnz+LR+3fAWLs8CBZnZ4QT/Ghz6MS5E67YSic390QtG5N+2VDJ6ESKcxqArawe4+uTw1qk95atS55alR7at90ygza+Hupagi11YIa+rBMB/nNzEGERERER9JRKImIiIi4hMIM7sQfds6wt3f2NX9iYj4gNiR9emDhgmDiJoB2zk+A9gtBNy+REOZ7veQcqND44DdgLuQmuMNtJGeBfwTbXJbIyXHBvRsdWmKvJiy/O9rgw5MD6V/ahAHpoeym3Wnf2ogPRJ1czfrzoBkEGW0zD97LSIAHFl5qlAZ8FVIZVKCVCCGCKxMODe/GZ/b2fbo39m6dwMOChk0W4gaAHffhLJFhqENcQ640cwuWe2VLxhJcWIJPax/MSKzFprZ/WZ2rZmdY2a9Cu1S5elRp4xInXPKcTby8ME2bH4La906VKPrj5Qlnw7P8LMwdq8Be07OvrJ+ic9jRu616irWO1Im5ZU0K4FDC1Q8eUXVd5F6KBXm4h60Xs5AqqjeiDTJEyCvIDVU/tlnonDjVBjLdkiJlLdEbUJERxGyT92PyJA14b2l7t4XraV1aP1sCnPylzDWA2lYr19C5NOWKl/AuWb299C2IQKoFGUgdaahclJxE7a0LojgmY7WxheRDetiZEVKhz9loaLUEqQCw8wOQkTO71H+zy2IDNsd5cKMCP3cC7jV3e9CRNdmNG/3mFn+szkF6Ac80cMGXO6eu8rdv7Sbdb85jOsMpPpcV54a1cHdp7j7zbVePW8ar/as8c3u+CwaSKnGuDaM93fNLO59IiIi/isQ/7GKiIiI+ITBzL4FXIPsB2/v6v5ERPwL2FaYcKH16YOECcOOA4VzSDnTOKemBDgIbbgvbOK62ShMdixSjtShzW/elpEQSm63tU5Fw0rOtmNKzqR7qj9AUmJlpCyFA/3SB9ArtQ8D0oM4uPh4DigaSk8bwEGpYflnfx0RAN9Gm/hSRGDsjzJIErSBXY7GMr/53wTU9Uj6771/6kg7IHVE0i858ApEQp2JKhEVFzzTcmSf+RRSP6SAG9awfI6T85xnvdIXbghttwtjdhFSYywAcmZWbWaVISerR5IkqfZ06lBMyYvAt5AN5kVEgj2M5vFINNfrq1ifzMy9Xlfp71UjS1Y+56YY+JS718OWqkgdgOoQZJsPFx6KsoMc+DkiskGqnTQqXf4GIjYoaGvLMKAw6BKkrAERJY5Ij5GINOkSnsGAF0MbJwLdEJE1Exjj7r8MY/1HpLqpCvd+Gq2V1ojMmYiInCPDnP889DeDlFR56xPAb/O5S2H+LkFE1OrQ9mmh/0+E6zeiNbK3mQ1DhMfVZrZPOOePYayfRsqcZYiomYoqSi0P7eXzYRYi8nBRGNdfAIS5eQOorGHzwBy5EieXbPS1g8Mz5vIqrEp/74AcudZm1qKYkrYbWPfNsTw57gV/YJ/ncvctogm4+yyk8OkAlDd1TkRERMRHDZGoiYiIiPgEwcyuBr6OLACzd3V/IiL+ReyoPHdTYcKbgbSZle6g7R1Zn6Ahp+ZVZFGZgCohHYoCVd9XpjsocLqEfvwNqSSmIOVHKdqotwQ2dk31zqYsTWIpeqb2ArC3MxNYm1tBrW+mVdIes4QkVUyH9O4k6WJIpTD9etca2WVyKBeGcI8SVHHoHEQU5RBBkEYEC+H+xS1os6Wcd6m16BSepx6RHy+a2an56lbu/i7anFcgoqdqPav3nuPT+i9k1sAlzKtC//bcTcNm/hT0u2jfMA6rwhgBkCFjm9jQC6lD8kGydWG82iJb1nRkGco/y0xk6cxXozLgeTPLB9WeFN4bG/rtiGQ4IlybCeNwCgojbonIltFI6XSsmf3SzPLVpvKKxPy4LCEQEIhQcUSkvO3uT4b2+4c+PIHWSzENgb6tkFIFd5+AFC6l4d4Xh/mbEM77f4gMPDU8e6vwc74M/KQwdoTjpwNzzex2VLo6g8iLz6FMpYWIdJxRMNZjwvWjEXFUj5RFt4S+jURreQMioHojEi6NrFkb0DoEfaZK0OdjBXBesIMR+vq9Sl/IrNxbLPR3mZ57bSayip1uZikz+/Tb/urjS5hLtW/iPWY9Bn4iqgS2I9wSxuXyZpwbERERscsRiZqIiIiITwBM+AUKiDzG3Rfu6j5FRHwI2GnrU9iYN8f+NAfo27jMdiPkc2qqkYWmP7J3zEJqln0aZXrshlQh9yNy4ieInDgSbdxrkXVmCtB6eXZhOusZsp5hSXYuABt9HTMykyhNWiEXh5ElS97RUWPVTM7m99bsgSwleyCSZgXaOJeiTfiNKEC4rqmHW5CbUb+JDSs3+pqqOdmpnYFH0Mb+AaSE+TEw28yuNrMbUUWk39OgWFq4iNm/muvTpiOi5Rfhma9EtrIbEMHyc6Su2e/d3GRqvZoVvpjx/iQZ6jsi4qQIEQV90fzeGsb7M0jJ8zc090eEsfxJuGYqmu9bzexp4Nehb1sGCZE2A5DSI0HE23Aa1DagoOMfhfHchPJyBof5ytGgYsmX+gaRD/UoH2a+mXVCRMX0cHwUImdWI+VLV6TGeqTgvpchsmcyIqeOR1ajR4LtbFl4zrlBmXI2Chb+Ypiji2nIKuob3ts3zEdfRCwdjlQvZ6M1shqpfLJIZZMNY3ohUmMVh7+f5+6vIFJoI5qnISgfqA2a53toICzfCu+/ggiuccDfzGwomsM+QNFin82c3DTqqR2ICMelKAPpTmDOLJ+yapw/wWx/a0C47mF2jBvQ3B4WFEERERERH2lEoiYiIiLiY47gyb8ehTIOc/dlu7hLEREfFrZlfdpeRg00I1A4lAdegRQC28JElN1SzNb2p1XI/pIQrBYhr+YlRHK8gza7N6CNaxkKYS1BKo6BgG/2KhZlZzEr8yYLszO33LTWq8mRI+P11FPL23XjyHg9tV7N5LrRbNpSHApgSyZHCuge7pcnqm5E4bHFNNjF8jk1Xkt10auZp4omZZ87uZbq1TSoS05Bm/tRyA5zJfBlRHgchYiqpYhIGwT8yN3HI8XNg6ja0BREovRCAcFFAIt8Nq9kH828lRufzVCfocHK1haRBe8C/dz9C+6+BJFbhHkqBnJd6DH7KE756RGcuDAhuS3MzS9D3/ZDxFRpmJc2iJhIUKUiD+e1QEQQ4b43h75mgD+4++Ph/seHa6uQzezSMI+En9cDc9w9i0pkb0Yqmo1hrn+AFFYJqp41yd1Xh761R2tqMiJxJoZn7AJ8Ldzj6dCnFmZ2Hiodfg3KQlqIsmJqwv02ITKtX+hHvtT6g0BlQuryveygC4+1s6a2pO3zYcwHhfPylZnq0Bpaj0gpws/tkZ0ui4KFF6F1di8ihUDkpwOPI/JqOLKbjUYqr/ahj4TzatHnpU8Y51+iKlUd0We8P1Dp7vPYAUKI9Duh/ct2dH5ERETErkYkaiIiIiI+xghqgJtQRY3j3H3VLu5SRMSHiQ9Snhs+pMpP7r4BbVYHIRJmGAqE7YA2lvOAi8xsj3D8ztC3byMly7cI5EJ4DqNhk58cVHwsPVN7MyB9EB2Srlvum6GeCbWPM7N+EuNrn2BF9j1e3HwXr1TfzyZvIGk6WBeOLz6HY4tH0tLaENpPAZ1oKOWdt4rlM3ccBfTmwt/bIRXQT8PPnw3974DCY29AGSoDkJpiPzTuSxDR1Ra4OFSZ+xNSVdyCMlHOpYFYK1T1LA/9zKuRCu1s/YFfB3USSDHyPFL3ANy4N4O7l1qLdAtaDTyYYcuR6uJXYfwJ9/yOmS1ChNIZ4b0V4ZmmospXhb8nDy2wSe0DYGbHoZyWLA02p1VoDnPAyWhe8yzbCWFcWiL70hfD31sjQiVNsD0FXBj6cCsiJ/YJfdwI/MXM9kIKol+H/v4Z+IW7rwx9vQRVy6oJ49sK2ZLeRKqei8OxMUDnrvS6vBu92yWkzjzADj8GkSj3h+dLhWcrRSRNKaoudTUikX4NXBXO64Xm+KjwnO3MbN/w7CDCZiAiTT6LPo+HgvlgO6bseKugvw20MB79w1hWojV4NCJw8ha1yTQff0Ak17n5rJ6IiIiIjyoiURMRERHxMUWoqHEH+qX5RHdfv4NLIiL+29CcjJrGYcKgb/r/5UDhgHxOzQRE2ExCG+ouSClwLCJpbkEb2jNRcG270IcZob892bqaD8VWSmIJjtM26cTexYfRMaVCUjVsZlluPnVUw9YlpLegV2pvUpYiTRFdk97be4Z8gPEgZKU5FG3kv01Dzs/vkTKlBLgu9P9lRFRci8idcYgA+zEiBgYh5UZePXR4OJ633TyIiIr1wIYSyry37VPX0bo2/reqOtzrh2iTPhJZiS4BLkA2nRyhJPlG1qUyniFHrnQ204aG8VyOVD8gssMQQXITItjqEWkxFv2bOTGMSzZcs28I/p0R/j4c5e3kCZ31YUw2hOddHPraA1WdAlmlloV7P4bWTWW45xBEqD8EW4KKr0RkxqGIXJmGVFFHhPbfAurc/fvh/mkKCC93X4wUO/lwY0O2p/2QZawCkT7nAbSyNjcDODmrYXNrRNKciua/dWh7ASLfOqP1cQpSCN2GPi8plJ3zCiK3cojwqQjjkITz14V2UsCzQHEr2mxqR6eUmdFTBdfSiMTZGOZn/zDXebVNPl+pubiLhnDni3biuoiIiIj/OCJRExEREfExRAhKfQBtZE9198ab2YiIjwP+bdangGYTNcEqNRWFCk9Bm+o1aPN+NyIt9kd2jz4o86Q+9DXfx63KJ79VN4b1uVUsz75H36ID6Vm0F4NKjqXUWjbuQ+OyywAsyy0g61lyZFmdW9qMx6UEEUYg+8pvEUEyLdzjeLRZb4kIjInhnEpkdzoZ+CvwjrufivJWisP5bWgIzL0HkS9nIZXGBqDTIaljrV+yf/HAZOi+pWx5xrrQr2Eop6QNMLWb9S0bnj77xoNSx7Y3klqkOkkBF05hnM3gtdxEns+tY9UKRBSMQ2tjMVKqTA9tHx3+XokUIOPR2rgWzc2a0I808AWkjikPbY4KPxswG81nPrx3GlKdLEWhuUMQyZIOY/cSUtjkUF7LDLQO8jahQxCRd3cYs8EohHmyu89ABFkxUG9mX0Hk2XeAH4YsnDz+hkiNduHnzqjy11Fhjt9A5NBfZvmUQ5Yw7555PiM7zSd0QOv4u+H6AaGPeyLVUQlS8AxAZOkopCabS8PaGBT+L7oXOCeQNptRafW16P+nFFoPmzdT1bqeWrKeYd0WbosfI5vULERynhCeuyaM3UE0E0EBNw5lNl1aUB78fShPjepdnhr1Wnlq1KvlqVHdm3uPiIiIiA8LkaiJiIiI+JjBzFqib2trgLPcvWYXdyki4t+FnQ4TDmhOmDCIqBmwg3PGA0ODAuIlRMS8EI5dija556GN7UloE/t86OM4tFluEut8JRPrnmZ2ZvKWSkgAqSZFQu9HZW4hY+se5ZW6R1jnq5pUM17MkAAAIABJREFU3SCFwRq0gW6MBJEzB9Cg2ikxjAFFh3Bo6cnX9Erv+w4iE45CNpVFwEQz+zv6N+jbiJxIh2euR2RQazQ2hyMFS20RJSQhUifdMG2p0I8EBTTXAXv2Tw2yIiumrXWkg+3WAlmHAIpyZK9dwZKHNrMxT4L8uOD438Pz1qNN/noaSrYPQsqbLMpCmYlKkudtYHn716eBc919NA1E3sLQ7v8LP89Ec55BwcZPIYKhFw3VqU5CxElfpDD5BXCJmd0QrjGkQpmICMm9aMimeRKt/SGhXy1RJae7kK0O2FJG/hUaLHabEKl0HaqoNAhZkQ4FJs3yKZ9ZwMyHs2TSqER55zD214W5uC+cuxQpdarC8amITOkJnI+IuBk0lAhvbWbfDNc4mv8N6LPyT6BTjqyP96d5zV/MvOkv5x/hdEQMHYHIoM4A+5cMbX18i/PSA4oO7lxgg2sOrkekVSUKT34fzCxV5etvdvdD3H0IUjZFRERE/EcRiZqIiIiIjxHMrC3wDPrW+DPu3mQ1l4iIjwn+lYyaD8v6NA+RED1oCBSeiexNILKiPVARSNOXUJ7JVETqwNbWpRyNUEcNM+smsTG7lrl1U7fKoQHoQBcGcRRdgxgmIaG97UaaYmqppn5L3m6T9zA0Fi0a9aUxsbOFKepbdCA9igak26U6J/2KB7btlu73aZQ30w6RIv0RATILEQdrkN1oPCJBjkAkzTthHBwomZob6+tzqzbPzb1NFevyBHMlIjvyfXKgdJ2vJOP1AFRpPPKqhxQixt5DZMJ3Q4B6XslyF0FRFaxB5cgiqqGT3ScdnvcHiGhKaAje/T6wxt3zZNyZoU9561Q++2RxeH8PpGq5I/y8OyIeOiIScDxwHLIk3YTsUHshEudtVLY8X/lqrrtPNLPDkSrrYqRIyme1TECkx6fM7JCCuSskJYuR2vJyRNK0piFX5+sh2+a5cO5Job8rkCrmZETovRXuuQ6FOJehNXQEsrOVIzvXO4jAM2T5ujaMUQkicO4Iz9shjE02R5Yq1q11PB9qnc8BMrSuprdNOme6pvqUpixNr6J9OarlWeNOanvBgpPaXnBs/iFPLDvfTiw7v6nP/pNo/a9FGVGAQvfN7OhAMG5Y7HOH58iS00dlahPtRERERPxb0byvZCIiIiIiPvII4YjPoNKy3wzfpEZEfJzRlPWpMKNme0RNv2a0vxhob2at3b3xfQCV+zazfE7N4yhn5Dc0WJpeR6SNmdm14Xgd2qg2hSa/RFuSmc2SzOz3vW8YAzmSlKVo751Zy0oGFQ+jpbUlS4axtY+Q3cJzqMtojPIVlapLKGvRjk62lhW1ddQ6UGokBriTe5+tqk3SkVSoOp6QosTKBiKlQhENwcSd0Kb8KaROmYQ2/mm0wb8FkRgDQ59Y6yuzk/yFAeGaA8L1xYhIaIvUIEVA7q3s2JbtrFPxZq+iVjk9+TyiBBEdvcK5vc3sMUQsVCPyrROBvAjVmP7XzN5FFqB3kcrHgcXu/rqZ1YW28gqXPYJyMYPItvwz56sWtQt/ssByd99kZn3QeuqBCKQRoa15iAzZGIgjzOzRcHx3FMDbFeiGlDygctRr3P1OM/szIjwuR+HBTyNS5Q+h7PWJiASCYDELx9eF+ViKVFNHhvLeINIti4jQ58NctHT3WjMbh8KZ1yASJU/abHD3OjObhlRVc9Dn4GhE3LRDZOAbob2uwOdoIJESRJz8nnxFLhLfPdXbcp77Xdd072ydVxe/U//64P2Ljyw1DHcnS4ZSWu0Z5vIPwP4nlp1fitRqg08sO/9Xz1TfdlW4B+5e18raPrtXMvi0LNnqFtbqa9Vs2pOGymMtgXsXM+e9zb7xmta0++OC3Ds3ExEREfEfRiRqIiIiIj4GMLOu6FvQJ4CrwreiEREfd+zI+rS9MOEhO2rc3XNmNhspH97Yzql5omZKuN/TqJrNPOCFTskeR3dN9753Vt0bZ9ZRAyIfCtFkxkxz4Dg5siQuIVGOLG2sI2aGuVFqLfMKnMIqTySk0gR1ymGMsIQUWepLxvAE7eiUG2zHJIC96S+zntVb3XNJZjYdUl233H9lZnFeNbSRBqXSpvDnVERQnBjGps6w2m7W52tZMiWV/l6WhjnLIFVIPsukBKlJ5iC10qjw/j6OX7TWVw5H4+68f55LaVAFnRpey5A6ZCwi4I4A3gjKw0cRgZbPctkAPGFmd4Rr8oqdfkgpshfKa1mBSKE2aD22CvftEcbjnXDdQLTuuiHL1e6IfGqD1nBhtaerwthVoWDqhcAKd3/UzE5FQdUnmtlARN7sHf7Nv9HMXkf2pBKUg/Td0E6HMIZnAI8gcudRRFDs6+7rAMzsMmRtWo+I0CGofHkLM7sSkUGDEPnyYpiPVsAIM7sTfVmwr7t/N7Fk/d4MvqcDXXrO4e1Ny1m0Cn2RcBDKBcoHNa9Cyqm8qmsSMHy/9BG5Lqke6YSkHUmCmdG6qFPrtBdtsQKmSGOJ4TjLMwu6m9lfOiRdTxhUNKx3WhE0l4Xx3ILBqWM6ltIi5eRabbCe1833mW+Ee9+KqoMtBVasYXl2DcufJSIiImIXIFqfIiIiIv7LYWY9UQbBPUSSJuITghAEmkaqi0J8mGHC0PxA4WPRxvU1tPl9CJi/R6r/qIElx1iXVK8zDys9uZm33Dm8xmjmM5M3eIV66piXmUbWM6zMLX6fTQpUtnt4+iyGp8+yjtY1lSZN2tIUUUKKVHU365OkLE3K0uxuvQsvdYAV2UW8XvNc3ey6yWterX4iV+Xr8kqW9mg+zgNO6GkD7tw7OejtEkp7o3moAtL9kgO67JUMLtk3GUIP61/IAn0VESw9kJUnn0/TCREN05Eq5rdIpXMfIneq0WY/S8Pmv573lyDPhrZOpaHy0nozm4TyYZYjIgVEUvwTzX13ZNWqD2PQHqlULkKKkhwKip5PQ5n1PohsyRM1u4c2DSmsBobnG4YsPQ8AmNl+SG3yOFrfteH446Gd25GN6DmkPvmxu6/dMkHuryHV1jyUQbMWETQgGxKIoLkehTlPdPf54d5fRIHERagSUx1Sv5ShillfAo5293nIzrWQhuybdaiS1EhgdzO7oC0d/tqFnpRZS9uHg1oAm3vQ78J9OSTdglZZGsqRp1H2zJGhf22BN1smrdMpS0sClkpBKkXbVGfm1U/bwsBZKJLmGNOrx7UFLtyQW907Qz1Zz+Ceeyw/NmbW0sy+u9KXHJIji+PUUF0c5vM0d/+muy9Bn+X2iKzLh0lHRERE/EcRFTURERER/8Uwsz2RNP16d79uV/cnIuI/iFZAVRPEZHMzaj5MoqYWlTy+Dm1o56Fv5h9ombTpmZAyM6OUFiSkyG3hEj4cbGYj85ix5ee52bdYk6tk/+QwDkmOY0puDBnqKaUFh5WcTDGl4A7udLJuzPd36Oa9eY/ZZMmWVfp7dAl5N8t9EWxdNtwBX59byfrcyvzvkcU05LQYcGMr2q7pnwzsAaTbp3ZjQvbpvIUnKaUMC9NURHE+CNaQHSqPIwru2wZZUhYhguQ09DvsWBryZJbRoIZZjAijDjSUgE7QPNWi7JfBSEWRRXM3GBEOxeE9Q6RDd5Q5tGdoJ4uqEB2DlCX5ks+9EGHXJtyjT3idaWZ90TrshrJzWiJCJxvOfzdPlqCKSIRjc9A67QuUm9nD4RnLEcnSCREmW8HdV5vZvYiw2Rv4XxTw+yCqeJW3Gd0c+omZnYXIqkpEmpyH1DGHICvYMmCIu+fLMX07jNelqPrT/NDWaYg427OazQlAxuvZTFWmPZ177MkB6YQUbemQXlS26G+7lfQuds+1bZluX2vYKTnPWm1u88Fr6pdSnC0jl8tCKgEzzIx6r2N5diH9OYiEFBmvJ+s5FtZOJ0M9QJKhnrG1j1BqLaj2qv8xu7MUKYG+B7w6Kzdlw0ZbV5olU7fcF60N/X40WBh/j8KZ68L8RaImIiJilyASNRERERH/pQjfvD4D/NTd/7qr+xMR8R9GU7YneH9GTUkT56yheWHCIKLmtG0dNLPBSO2wHCkOKpCaZhbQfmlmbnaP9J5FiaeozCxokqTZMzmQ3sk+VPl6Xs++kN9wFiJPWDQbA5JBlFoLiiimi/Vgic+jc6oHaYoxM3Lu5DxLpS9kLSuYz8wt165hOWP9MRxyGeqybE121aIxLQ5/MjRs0vNkSOuEVFsnR8rSFHkxKI8mAzA7N9XTSbFlyfh7Piv/XHU0ZMzA1qrvNFJb5NUzZQkpiikdUcMmC/fsXnBup4K+pQraya+FPmFMs+G8qnBuvib4KmQvyp+3Tzi+Hmi/f+oIOtruFy7LzX9xVm5yWbjnIhpIoSpEdqxEipqzwnst0b/ZJ4TnGI9IlzIzK0Pr9nREDJ0Sfm6JQnj/hiw5VYjAuQ+40N23CiACMLMDgR8iW1J9uNaRoqYOraVSZNXra2bliGyZG655JWQv3YVsSkXAS3mSxsyOBK5AFql9kJ3pcEQEnYUUON1qqZ77Ji/PLaPlSauoLGpFWzNTLnPLVHvbr3Xfc51cy8RS+f4A0JqO1qG4G+YGZnhdHbjjOSeXy+DAvOx06rKbWVY/F8fpWbwvQ1t+murcRv4/e+cdZ8dZ3f3vmZnbtu9Kq95lWZIly5Zc5SJXGRsbU20C4SWBBEJICOSlJCF5IYSEhPcloSWhhhIgMRhwXMAG994ly7JkNavXlbSr7bfMzHn/OM/svVqtZLnIMma+/ix3987MM8/zzFxxn9+c8zsri/dT0RIDZiv1Kde3lZj30dsUze/UTUVMzCu7n9C9fg1Lb0tMj1OhJiUl5biQpj6lpKSk/AYiIouwSJq/SEWalN9SRjIShkNTn0Z6KPVCI2pGLNEtIqdhfjQ3Y8LRf6rq7VhZ4j8B6vv0wM77Bn/GmvJj9Gpnbdlp11mfqd5cRDzqpJExMjnZVBspdLQizZCB+AHdN1QVqVcP4OEzNpiC5wfExGyInuLe8IZSl3aM1I5WKBNS9jhYpFFsQV3bnwBb2HqYSNEAeD10sjFezf54DyuiB2v3jUsUi0/F9w+ujB8u1YhSiVlvUtmpxKEVsAKgLkdezvffIOf6V5w5Q+aDiRnCwdc6woQIsEV3jC3EaaR11GL/8uzp3kWaIfcdrET0c1S/F492ryEmXCReR61N0ka7TCIrOZninXgBFuGSCDWT3Pzsc30ahYkul1Bd8N+IVU9qxUSOsjv3bVg0VoClzz2LRbEoFunybte/u7F0q2drKk8NISJ1WLn0HkykWO5+B7uP+7Dr9G3gvZhg+V9Yye5twP3AMhHJYqbBLe5aXC0igYiMdu3/oapuwT6Hu1wbb6Va5j0D/LiHrsV72O4DOrVp4aDf0IQU8vgtzYhIkyd+rZA2hCc+4nxpJJtFcjkklyXrFTi35a3Mqj+DeU1LyHn1TMstYHbhLOqDVkYHk7iw4e0srLuUi5t/jwV1F70eS0k8y42jx83pbixdaycWAfdFN9YGd018d40+KiKTDu1hSkpKyrElFWpSUlJSfsNwTzNvAz6oqj96vv1TUl6jHC6iZriZ8GFTnyRxJD0ya4ETh+8rImdhpX7vxnxGPgHMdPv1A5/GPFWmjgmmMCd3JrOyi1iUv/SgxmNiKpSI1SJt+ofW1EcUZw7nQzX0vW5tvIwV8YM8Ev2aHjqZEMyg2W83E1ZP2BytJqJSG22UCCSJx0oMaB2NLPYv5yz/skqOwpH61I9FeiR9G9isz7IsvieqMSMuuz7mqaYYkZyLqlAjJ3KKv4SrvOnMrRVrFKBF2vHw8MRngjctScmq7dvT2LVPDKPz7rxZgDneIq9BmmmWUfXjZMr/cvt83rURUa3ilETZJAJQFGgGHx9VZYC+CiZmKHafFdy5EvUrxqJq5tfM75NYJaRlWCrYbszg92ks7WYAq/g0BSt9/W3Xzt+7fT6ACUkLROTkEa7DF9xYl2NC5lhMkMCNpwkTIf7G9etsLOpnH2aAfSoWffI/bj5uxISMLCYkfR/4saom3i9Nrq+vd/vXYwJpBfsMtLRmxrNk9O/KuPzMwK8rEDQ2chh9ZkTEpT3heUghT9avJ/GumZg7kdGZidWLL4KHR3t2Khk/y/j8CYVJuTmTME+gbqyKVi92v96GpaJNAn4fSw9rq6cpWCJXy/lytbYxdiLwtIhct9i7/PuXetfuWOq//RNH3fmUlJSUF0kq1KSkpKT8BiEiF2NfoN+tqjcc7/6kpBxHjiTUHNGjRlUTY9j64dtG2LcHW9hNTN5zYunN2KJ7FpZSciOWnvNDzFPEwzxJ/CZvFB4+vgQ0eC3Dz8Cj4a/YED/N8uheunXf83UJjjLCplP3MOCCjspaMqVA9XCpVbuxiINCzTlkhjePeppooDkzTeYynzN1BvNikMRYN3TH1WORNSV3fNKO7/Z5EBMceqgKK/U15/IwkWRrjsKBScwIspJnBnM9z7KXEiFnf6d2EBISa8y2eEOp5pwJZ7rzS5Y8oxgXevhJitCWXg5oqCGKekUGnsOiLa6r6W8vFgHzJOZN86/u/P5Ub7YKimrMYNxzN1UBJqmUlHVjjGEon2wcFq3RhZnz9mBizk7gp6oaYxEdiSDUTzX15uOYiJTFBJzPAV/BhME7ReT1yaBF5I1YVEvBtfcF4INYSlZSGetDbve/c236bv7e7spzn45Vi+rE0vh+6NoLXHttwCfd+Roxj5rZ2OexFzMHHhJIx+ZmeKe3XqU5v0488UYSTY+aqmAjhFRQgZkNp9GaHc9A3Etf1EWkFStHLzLkw5Tz6i4A/rDOa/zDrBQa3XhizFQ5MQFvdOPbNlXm9GXIZbLkZJF3QQWY1kjr+joa3i0iE1D93FLvmr9c6l3z/aXeNTNeyphSUlJSDkfqUZOSkpLyG4Iry/pd4BpVvff59k9JeY1zuNSn4R41h1scJulPI4k9w1mHLUa3i8j52GJ0DRY9cZGq9rjqaw3AAtduHa4i1bbKWsYH0wk0y4by8kMaLzHIlnjNIe/XEGFRDqceRV9HpCPayvryEzR6o9hSWV27KfHrGcfBApAA9Ggn7WIRCy2MooEmYmIG6PV2s7U2YikRUvLY/CcPA2NMDDgNE4OmUU1Baa89l9tvWoXSzgqVFl9jKpQTX59ebH5HVSj13B/dXPbxmyPCLBYlsQ4TXOrc75MCMvWLuQxBgn56eJy7AaaujZfRKXso6aB2s38+Zi48GZvnMhYl8oybkxsxA+MK0HlA9xVatb0ZYIdunEHVQLkfu6cmYJEqRUyoORH7vt2EiXuXYULBRCzaJSnL/ffudQ8m9A0AP3X9+d9YStJ0d/xsVe0Vkc3Az0TkH92+33LnejfwPUzk+UI7E+9tpu3Ne9gW92jXN0Tka1jZ6l7X/42qWhSR2W7MNwN/4srT34qJNdvc+e9V1Yrb9wY3hkbsAcIXMEEOIB6bmx4taL4440vwosvPj4QnHuJlTYzxPCBkf2kXWwaf4ezmN+IRDN1QinKgssebmp33qVm5RQBtTwz86uEDUccYLAJsLZZGfAUmTMk+3aljXbZTj3atBv6xn553hIR4GuPjd6rGnxEkEJGTqEZupaSkpLxspEJNSkpKym8AInIN9lT3Dar66PHuT0rKq4CjSX06klCTCBTbjuJca4HZIhJhC+KtWErL77oF7vmYuWsJEyKSUtCtAAPao/cM/EQEDz3EduWo8DlKkWa2fxqt3hjWhcvo1D1QY0S8LVw30iFtWBrOAneeJELEB9iq6+iLu4k0YionUk+DgIqHt4pqVaUCtujvw8pQe1TNcz2AAg35BZw9LSbmaR7KlSgmIk2EzVtd0qGYeMIj/JpmRnGAfZWATNwkbU3dut+iJSAP+o8R4WwsZWUSVTPhGBNHtEA9Hh6+BDRqa7KtomjUoduTiB91Ywf7Xuy7+TrFvZax6JcxwIFNuvrbB6K97yhTmtlPzyzs/pnsxvp9rMKS58ZzNiay9GH360+xaJQ+TPzZCawSkQCrMLXR7dfv5vX7WGUmD7gc89L5a1VzyVXVh1x01y2YKDMIfAOLmrkFuDJDdvd8zniLh88kZgZ5qTvPjXnQjS8E3igiv8SicHZgabXqzlEUkacxU+Ei8H4RWeX2jV0/b8BSAO+vl2Y9Pb/U8/1s5NfVZ3w5NksNEcF1kIG4lw0DTzIpNxtfMnjiUYmKBGRRYko6wKzMInwJiDViUmZ254GoY5qb519iolUOu/ZbOtg+tU+7VRD66fkI8K2YqOMR/VVrG2N3xYTN8zgjK3gKMjyaKyUlJeVlIU19SklJSXmVIyK/B3wZuCwVaVJShjja1KfDrRRfqKHwpdhCex/wBHCtW8T+EZZCUUe1EpJPdcHf7V5frEhz1LTJWCb7J9DktbIgc27y9kjRDIkYk7AIE0x2UDUFVpx3TKfuibvZx2oejzezljUsZyebT8KiLwpUS2hPqGm3ASuTvRHYPZN5YQPNNNLCZGbV9sWnRqRJqFBmH7uIiDKL/ctzp3jnsti/vOKGk8VSgN5dc77a1x6AXg5s2Mfu/oqW43WsSMqHV1w/+7BomaeqZ6WICRi185bFokYEi6r6my72TuynR91cJZWesu54MOFpD3AP5nuSc/16BhPynnVzfb0TRN6KCYrPYaJQBRPPfuDGeAvwZrfP92vnyZX1vg7zranHUvHmAhcCVyn6OsFShgShQvkXbowF4P3Y9Slg9/ZzwE9qS967Mk3t2L3wHUy4+gZ2fXFzOB/4KiBTMnPjrBTI5BsDj6P3oXkxCKBxxO7yBhDYV9lGTESkEd3RXvAEzwuYUVjIptJKYo0ItaIHoo5vYffrv2EC1wnY5zrG/HYYoLfk/KJOxMTH2WWK4W62NHewY98GnlkP8i/Atcd0kCkpKb+1pBE1KSkpKa9iROSDwF8CF6vqEXMjUlJ+yziaqk+HMxMGi6g5WqGmDrgSW3z/FPg/QMalkLyNaiQGVMWaXdgCr/koz/GSaWYUgoeqgh4x2yTERISlyRsBmWxIpba6jWDCQ4QJDV5IRTeyGg5fLjwRgNZgosZkrAJWqZeu5nbGBwB9HKgV0jqwaJiklPZB7WbIkiWHJz6e+pmAgJBKcn7h4FLrRUx4eQzzWVmxkke+j5nahti9UQ8swdJd9lAtvX4rFrWiNW3lMUFvtxuPB+gcWZRroV3W6VPayZ7ae+jL7nW6m7ceql4zPmZeG2L3UwvVtKfPYeLJ2e7vRszz5j+p+h/9E/A7zs8GF4UzD7v/PuH61opFGD2KCQwbQir7VvPEtIk6o7CJNWNjoizVdK0+N77Rro+nYSlTtfwFJjwJsBgTbTzgwTnBGbeN9ad8tj/uZnnlHkB0XGZ6IJkMeM5P5hgj4jGj/jRGF6bzSMePubfrR3gEjMpOpDU7AYD+qJu5+bMBYW3pcd1Z2fAp7D64F5uvx7F7MHmArZiYtgDYglXvCrF/V24Fzt/GhvO26vqjicZLSUlJeVGkETUpKSkpr1JE5OPAx4ALUpEmJeUQDhdR80I8atoOs63amJm1fhQTY/5ZVf8GS4N5BKuSkyzCA1xVIWAFJtIA4BNwRuFyLm54J7Oyi57vlMM5XIWnQxiknyiqoHHE/mjX8M21DsIZLEIIIF4YXMBF2bfJacHFtft3YJEW9W7/JIIEqmJKbYjQr7DrUQbmuH0GsBSfE7ewLreCh1jOA+xmWyKy3Igt/B/EonruwNKBykmjZYps142EWmGrrkuMkKsWJBaZErv3sq4Pb8IW1q/DzGK3YxETf+6O+2/gPuA9NW0txQSJCnZv3OF+/xxW5nofoK2M0XFMlQZpZr6clfSh9geqETafoOpXlAgpDZgg0wScLiJXYMLOCiyNahCL2NoDnIt5v3wRq9w0VUS+KCIPuL9/AnzEjfUfsHS8H2GeKWuw1J6Zu9l20ZPcu7aTPck163f9mYn5+iQVoFqA/+P8lhCRJVha0A+w+3uuG18HcPIob9xnc1KgyRvFGG9Kqc5rFF98K6f9Cog04FyoFRqDNha3vpV6v5WyDrKrtIEVPXewvv9xymE/gUuJmpad72FGyiH22V2ORdHksGsAdt1P5mBz7Ucw8fV04E9VNRVpUlJSjimpUJOSkpLyKkOMz2ClUJe40PaUlJSDeakeNc+b+iQib8CMVBPPmW+IyGnYIng+tngNsMWcj0VQKLbIGxJYJmdm0+y3k5EsU7MnjVD56Ygc9Yp3t25hbbyMjdEzrI4fG755pHnQgKw32huPiNDqtZMbWpcyxo2hVDOW2r4kwk1SYnsJlq6TGNSCiQn7sbmJO+ngAPuSbRUsmsXDxILlwCWYWJAIXgCsjZeFd0c/Z328gmEI1dLXuLbOwCJ57sNEpgPAG7Aolbdj4nc9ZnybpKnh9j8Pi6LIYxW8OoCFrn8NgBQZQBAiDSkykESahJjAtNaNX7FIn8dr+tpDtQKWunN/HTPuFXeOuVia1Xr3Ayb4Nbhtf4NF93wKMyO+H0ut+1c3l/+OiTsPYRE5c937/0T1Xg8xE12AfwTWqOp3XH8H3Tw9JiLXAv/lfj5JNRqpjIlrTQfivYRaQRB6tTPXF3dJNHQ7vHIoioQxzZl2Tm66EICsFDi54SJOqDuN8YVZKDGRRuysbFDgndi1mE21nLlgoiLu901UvYYew0S/ScA9qnr9Kzi8lJSU31JSoSYlJSXlVYTYY8gvYE+El6jq9uPcpZSUVytHSn06YnluxxFTn0TkzVjqiWCRM89hC9aHqXqqBK79ojtXnYdfbPRaYw9/SNSIzeplqO1Yj51XzQ7dyEZdnZjuJgz3cQEnuoSU6dJ9xBrRo12UKO7GojkS8lRTZaAqgtVWagITqy7A5mYPtqCfgAkSn6Qa6dRRc1yB6vWpbWev2zes2dZFVeSoHYvUHAuWaiauL0XgUVV9BngAE2Fqo16SMSxX1UtU9UlsgX49Fm01HlvUvydpfJC+r6/Uh3+wRpcBp+AWAAAgAElEQVSxTO9d5d4OMAFlFFWh5i4symjA/f05Nyd73Xx2Y8JI7Xfx5Pd3uLkLgdMnMiM+k0sqY5g0FRObZmEmxW/BonDagM2Y0LUCi9Dpcef+LmZEnZTo7qMaGbMPGBCRRW6c6xpo3neBvKn1Qnnzj1sYPQpLIWukakCcSeZtdfhYvD3ewMboGfq1G0XxcvlXLJomQdx/URwyEPXQ6LWxqO5SfPEJJEOj38Y9vT/h/r6f0eyNkksafvfNUzIn9WIpYl8CyFGIxsu0IEch8Rmaid37ISbafRATJT80QhdSUlJSXnZSj5qUlJSUVwnOtPHfsSe4F6lq53HuUkrKq5mjTX06kpnwpJE2uCpr38IWZldhT9SbsYiGpG3fnT8xEb4/I7mF59Rd3RRIloqWebj/RiqU2V5ZR7PfTovfzubyKga0p/Z0tWJSbVnrlxMZ9nrQ+09U7iBHHSUG94PeCbze9SWp/pREuERUjYaTfifznfS9wf0kqUCNOfKfa2WMdtIhZYoTa86vrs3kGnlYBE8/Jtj0Y1EciadL2Z0n6847UqRPQiIEfV5E3o35kVwG/IvbnvRfgRNE5POYD1GStgW2SK8AT2MRQ93AN/ax6y1u+xYsZUuwtJiTMJEqKc19AVVvk9CNtcFt/zWWllXnxpzMZVRz/vU5CjNnc0rWEz8/X8/kbnYsVPRrNfucjUXjJB48yf1TxASWcTVjEUwASpiC+dN82716E2VGLiCTFRGmcGL+gO4DEymnUk0DqgDB1MxJ3uTMbMAskTZXVuH7h9NFjy2xhjw3sIw9xY2cWXcFWcmhMcRezMbBp4io0CDNjA4mEUgmc2JuUWZrZfWnAPEJvrrYf92HBV+UKLs+fjqa7Z/m9WsPT0Z3bQqpjMN8qe5NKm6lpKSkHGvSiJqUlJSUVwHOGPL72JPOS1ORJiXleXmpZsIjpj6JyDuwhWsRW5xvwcpxJ54zSfRGN7bo3gL8AljS7k/OBpIlkAwZyTIqME0iJopWFu/j/v6fsa1ykN2UDuvfSN/LaiNIwhG2H4IgzPXO4JzgSiZ5QxWWknbiYX8DUGIgAg2xKkDrsGiM4WV7kr8TP5hEjEkqRQ3v/6CHp2exlDkskrO5VMX0hYo7j3CwkNaFeYVMBeo9/LYWRhcCMklqShb7d7LkxtEJhy2lVesZMw+LiEjm+ufDxtKIeb3swiJLGrC5fhYTinJYxEwfJmgkHjqX1pzjbKrVnSpY6tLJmBAzAHzWtVXAol9uxYSoonvtxPx2PuTmsRcYHxM9GqMSa0RIBUWTdKtkjMkYMhwcJZR3c6vuHCVMBFLM1DgpK70OE7C6gNxe3dlklZNC9upOsNS1aVSvU+T6JznyCB6CR448DX4Lsb7yqU9g6U/FuI8z2q4m4+dtYqIYEWFsfiajs1MY0F4UJdQKvXFXIuL+t4f3fp+MF0iAT8ab4Z+c8SWgXpp0lIyfjN1zT2NiX0pKSsorQhpRk5KSknKcEZEc5gNQB1yhqgPHuUspKb8JvFSPmtpqQQCIyLuAr2EpIRdi0RLXU02nEix1ZTT2eb0Di2a4DCj1xp25auiK0BcfGH7OpD8h9h3sSDkitZWNGPb7EZkgMxjvTcOXgBO9U+mK99BPT3LscEPgBN+N60osqq9WDBi+bwVb6NdjC/eIYb4y7pi6cUzRDGYuG6snHj4RYYCVRB7edivmKdMC6JlcEhaoy4eE+iC3EhMJ5t2VjGHUEaYhxK7VhBG2vaXm976AbGZh7qJsi9d+roj03zf4s51FHVB3bIylDq3EfGFGUy3DvRwT88DEmNGYx0wO+CYmlgA8iXnHrMAiXD6EVcP6LiYGtbj334tFbgxgpaPfX6F89hPcFc3nrH/po/snwAew9KcQi/IapJqeFmKficjDG9NAi9dHNzFRxvUpmevLa8a/0M0TgHayh4f1tljwvEH6isPmuHeUP6FxZuYU9kU7KDIw1OKA9tOYGT3CVL8yBF6Wk5svgcCHvEC5QhxWEPFoyrZzavYyVvfcz0P9Nz7X4LVM7Yx2C3a9llYo16+PVzDZO4Ft8QatlxYZ501FkLBHOyvYPO8FVh2xEykpKSkvI6lQk5KSknIcEZEC9nR3EHiTqpae55CUlBTjSELN0XjUHBRRIyLvBb6KeZRcjHlXvIOqmFDBxIx2rIpQPbaIrXP7BL1xZ7hs8C6/PZgU90ZdN/XFXW/m4PSr4X4sR2K4OLILuNv16YiCjS/Vr3ea/K0w2ptAq4ylM96l+3V3MqbE2Dbp1yL3XhcWaQImarW7/bNuHMlYEkPlJIJlSODJkmc2C0VEUFU2sDLxzkkinQQTfJKIHMFECwSRehoLIgIq5CjEg/QJ1fQor6YPBGTw8BGEgCz9dGcYWaQZTsMJmVNo9kYhIoVIo6vH+dMu2hyuXoHdH4lQMcnNxyjs2ick403OVcDEnTdikSuCVW5ahBk0Z7AqV1912ya747qxqI2ZmBjzt8BNwNv76Hn4EW5/H1Zy+1IsImcHFuU1FzO3LmCfhw7g/DPkEr+ORipUig/qL9Yo8Ux3vgaqBtBJGluJqqgkRYaeFeQDskwKZtGvPeyNtjUuyC0hI1kavVb2x7vwxJpo8Jvplz4sg/f4IICKgAhaLiPlCmQCJJfDw6cxaKvsLK6dXoz6PSyKaRcmGLJV17E1WmcCqkKHbrujV7tOLlNsw8yaPwM8c7zGlpKS8ttHmvqUkpKScpwQkUYs/H0/cG0q0qSkvCAOl/p0tOW5h8yEReSPscXYCszIeyUmiCTtJWlASUrKNkywOMmdK8DSYcLOaNdTa0uPr9tRWf8W4K+y5IOJ/gnSLKMPMfIdxkhluCNsAQ+2KL/kMMcexI74OXq0k0hDdsYb6dFORnvjOSU4j+nBXE7NLJE2GQs2NyM9tBM3N8nYE7EimcvhfU3KYydpP26nWEBRVUIqbLVCRnFNO9vc+X8A3IlVThq0Y/XTm1kTRhqyj52Dg/T1YhW4yti1+GcsfUobaOH84E2cH1zNef6VnOVfyjRJ/HLBHVPBynKvgINKE0VZsRQeG7iIL5kmTFiZiokYHcDtWEntL2NGvmD3CVgEVvKdOpmbN1GtmHUCJoQ0YCW1Y+D3sSiNAzgvHSyF7gAm1jyHVatajnnZLKLqaVOHCUOCCTYnYObBnwFO9fH7GmhRXwKy5HI5CpOBe6gKhH5N38T1LRHadlBzj52SW8IJmVNYkD2PVm8MZR0kUsvA21xeRV/cRW98gE3lZxDxkKMvUvayo8n/hCGU3W1YCUGV3so+Ng+s6KA6tnqcSFNzePJZ0P2668/KFFuxaKgJmFCZVmBMSUl5xUiFmpSUlJTjgIi0Yl/81wLvVtWj8p5ISUkZ4mhSn5IUo5HoAtpE5M8xg9l7gO9hnh1j3D4lqlEkifFthIkJFSydJIOJNwNYSkkBt6C7LP+uL5+Xe2P/nOB0Ts9eKm3e2CONJ1lAlqh6oPhY2kXy78NYDu/JMkREyBPRndwVXs/a+EkAWmXsUKSNh0+rlwzxeb8L7nRjvhUTKc7DKihVqHqeeFQrNfk475gKZZZxP5tZwxPcM1Lb44D/C7wbm8tV7hXgU8+xKr6b/9GVPPotTJi7HitnDfBRdyyjvfF47j/Bw5eAsTKptkR4EvVzLRaxkwgWZcDfVFllDjBa1ohKvCPckMxLUnp9GiaSVbBIjDsAfIIbXTtFqtfPw0SW99bMyxuw6I3iybJ47zlyxc31NBXcMe2uH8swMe7jwB9hpsY+8AeqmlSNij38r8yUk8fPkUVzMmSnYYJDNxaZ8x+AFxF9dQcbB2ON6GC7FOlfjZXrXu6u0RuoRtAkiBtHYvZcBshIDsFDUTKS4/Hir1hfXsbjxV9xIO7goYGbeHjgJso6iI+PHsOKZs/HQNhNXB4kLherSqIIA6UuMlGGJn/UROxzn1Db2VqF6SvY/b4eE8DOwsqYHx8DnpSUlN9KUqEmJSUl5RVGRMZgKQwPAR/Q4/nNNiXlN5eX6lFzABNB/gm40f3+DaqRIUmVnAATZjZhpsJ3YuV6W9x+T2AL5fOB+7BKOqsAIg2nenh5XwI8fFpkDHXSiH/4zHPFhIokFamMVREKhu3zgtkf7yLSEFUlJqIz3nO4XSNMjLgFJ2Zh4tFud+5LMRHhK9icbHbvt1NNX2pzr93d7Oc5VtFPD3U0MoUTvQINuGM94C8x8+YzsIiRLa69spuHPsyXZrnb75vY/AbA1wE64u1EhMTElCkRashz+kxSbakZM4GNchT80+TCKYvkArKmU/gAvdpZvH/whnh56S65f/CGclH7b6cqliVMxu6lFuBNoxjHhVx92xLeQIGGFjdnSVTKrVQFvjWYACMNNOfHMOnjBRquXChLoFqp6ZvAddi1/l3Xr2eBL6nqWueddAVwzyRmvncqJ2YnMCOYLQsLVO/DOkzM+iXwx2v0yc136c94Rh8BS6maiqXzeW5Oa++jipurpOx8n+s7K0sPsC/awbZwLR3RNspaZGu4ht64kzZvHDmpI5As57e8nZn5Rcct9UmBQq6FMB+wsvd+NOdBNgPZDFmvQMFv4KS686Ga7ni4Cmu3YaLtBOBHmBH1PFza01LvmlOWetf86VLvmqNJq0tJSUl50aQeNSkpKSmvICIyEXsaez3wafekNCUl5QUgIkmlnpfiUfNpt+8vgTdzcAlqqFZkehr4JPArzJvmLVQ9a27AFnHnqOo29/n2gDUicpIgPz8re0VQ56xe2jOTme6dTEzM44O30aeHmA0PJ4tF0ZCjwFROpJcDXikoc3LdBfiSYXtpDeuKjx9yYECGMUykhy766NZO3cOyyj3S6o2hK95Dl+495BiHj0US/ClmtnqTm4trsOiSR4GFqrpDRP4a+Jj7yVEt3zzg5i7xuMHD50y5FA+P6ZzEfXrjNEWfxIx6P4CJYGMxQWSX+11dG5sxf5ZfYwJSbZqoDNB7973hz5cIEsbESeWlAtUKRTOAP54p87/azOg8wFSZw3p9KrmO2yqUph6I94JFmlyERRJNwUS6pK0kEieYxmxEPD/QDGOZWL+ZtZ2YeFjGxJnEx+Y015+xAZnbYuKrvao+0I4JBsuwqlN/i5kJfwUTZj4vIjOAf8eilKb7BFsVnWf5fbHv+tXu2lOsalWSxtPt5u9dwIeBBzx8JjHjjjIlWmWMjGMqu9iUWaPLkj6VMMEmBqRfu2V5+W6Gc0r2Atp8q/y9qvIogWSQUgUJjk95bgDPzxB4yoB2U9YyWS9Hb9hFo9dCqBX6ov0wsjl2Qgi8D3gci2z639j8TgG+tdS7Zqxq/Kj9CyQfwyKtUlJSUo4JaURNSkpKyiuEiEzHnrh/V1U/lYo0KSkvmhwQqerwqAc4Co8aEfln4K+wRfWbqKY2xVRFnh7g9ap6KrABW7iPde1vxKJwxgHnqeo2d8wpWPrIHwPPKNr0aPk2XVa+K3q68kBHvdeMLwEBAZMys2u7lJRQxvXhkMpvp7CYScxkDotkUf1l5L16MpJlcm4u4zIzatsB4DQuYDancgYXkadOAOnSDjZGz5QOI9LU/ns0AROoPoCJFL+iapo8B/iSiMzCImeS6Jldbs4SkSRDzfdMn8CSk8R3v/sCnI75v5SxxXCnO34cVW8exRbEBeAqLDomMcRNRLX5ihadSAPV6lw73XxOBf5mQPtKSkxMzID2QtXEeAYW0XI/5jfzUUysgqr4tNu9xkBxF1uJNEKJ2c8e4WAfn6tq5nI9dn8VD7Bv1Wp9THeykeV6X3L+CvAtLJLor1w/rgXe78b3M7ffcqB3M8/O26iroi2sY52uWEn1fq9QjQYTN66sO7YZE7uenMNCZjLfn8sifzzT8MVnAjMIqkW7kl+Skugj0uK3E4h9tOK4QiUqHm7XVwZV1PMo9u/nlPqL2Ty4kke7b+Lp/rvZHW5le3mtLu+7A6r35EhroB7sHvieqn4ZS/FLIto+/JD+amdMnBORLDBuqXfN8TPkSUlJec2TRtSkpKSkvAKIyGzMk+bzqvpvx7s/KSm/4Rwu7QmeJ/VJRL6BpdLUlpROUlb6sYiCX2I+IRUR+Tjwj1QXrjsxE1wFXgeURGQsFgHx91gqygJsYT9eiTmge6MshabEaDUipv/g0t1CtXyyUE1BqXn6LwiCesla3PAJaPBbEwvfHmxRTp46fAmINCRLXosMJIvKHBYZNOkw8wcWoSHA/3L7L8ZEm49jospiLBVEMSPgeS7C5tvA29wxiQeKAlKhxFpdHk5gerBV1yXVn5IS2Or6Pt4dU8RSVGqjHzxMILuUqnlx4okzGltgJ6WyB6kKSBsx09ipm3lWB7W/U4n9DrZ/Efhrd3wA/B7VsuPtmBfO6LYWb96iBfng3DPzDYtPz5caG7xcPuflC/mYzo5nQCK8XAM9vXU88mSRJ54qyZNPF6/ctWfIzuRkN7Ym4E/3sE326Lba0uu3YxWiJgI905k7Nid1OyfJzKfviH/yGcxY+EbMY2amouUtrO1C6QTmu3P0YJEzWzCPpQ1YZEjyPT927WuGLB5CjBJSwteMpYtVPaCPqgz8uvKTzM6eTne8j33xTh7o+SmLC1fTEGbRIMCC3l45esN9LNt2G+e1XIPvB8yuP4s7O7/HeaPeTsFvJCaS3eWNdIcdIx4/ViZXpvnzdqyLlk3t0o5rReRkbM6TaKXRA/SylfV7pumcnSLymdvj69OHLSkpKccMSR/opqSkpBxbRGQBlvf+SVX93nHuTkrKbzwuOu1uVZ02wrYOYL6qdojIeGC5qo5z236IVXMa/jR9F5bGdC3wMVX9vojMAf4Tq7bjY4vdm4ErMV+aDcBsrPJTErmQiETvx1JNEg+RAlDX6o3VyZnZXk+0XzaHqzlKu5kQCArUR9OY4/fRwwlNZxJIFk88Qq3wVP+d7A931B6joxgnsziZ/exhPU/XbitRFSfAhJekVHbC8LLdkRtXiKVCXeV+78UEgi8DX3DzMw8TWo4kBCXpRMNJ2oOqh1AflkZUW1WpjIlpF2ECzeVuDLXCTtLfRHgIMPEshwlhHViFo3luTloBb+HJObnswjouPq8uPmtRvpTNSqFYjCnkPbLZI4sPYaj0DcTkskK5rDy9usy9Dw9w9wOD3PPQYNL3pJGQqqdPL5Afy+S9J8kZEzz8sEzxofv15tOxtKi5mNAjbj6KVD2BHsPmujtDrnkU4yhT/Fgnex4AHmFYifIcBWZzKiUG6aePWbIAgDW6XHex6SWrKzNyC5nVfNYrKtSEcZlneu4hjMuc2nCpvUeZe7r+i4tGv5ucX0cYV1jWfSvd5d1M8mdR0RI7400AcY6Cd27wBnzxiTTkrvCnCipAWE/Tc63SPjsm1j267YaI8JrUVy4lJeWVII2oSUlJSTmGiMiZ2OLlQ6r6k+Pdn5SU1wjPF1FzkEeN87RJRJZa+rEyz+3AZe5nQES+iwk6SSpNkhb1emxx/KA7ZgwWXeNjIsAUqj4rB7CIhwrm63JuV7ynu6u0pxdLxRkpLSuJFKld5foAg/T7z2IVnDr7OvrnFBbXZyXP5tLK4SINgOxnN/uHsnUOIku1wk8em8e2mnEm3jxJhFEZE5s89/61WFnqP8NEqk9jpaY/hokvazDhIxnbSKWusphRcTMHi2aJSKPunBX3nta8r5g4c77r+yL3mpQT30JVJMrWHFNxfTkT+BrmHbMRoLnRu/6NV9R/4C//rC2eND7wM4GQzYrnxkMum1jTHJkgEFqabN9CHs4/u8Di0/N8+H1KT2/Mv3y9S757XQ/dPTHYd/BkXA3AdQFZFxGkwQC952KpYNMwYalWWBvEomjEjWM9yK+WyNVvUXRMRPjDB/SW2yLCO7GoqCGBqMQgT/MwAHPkNDx8QGmSVunU3UzzTmKAHrbFSebXkREErREcN5aWMzacSVMw+hUTaxRlf3kHFzT/Dj4+sUY81nMzoCzrvo1Z9WfQVd4ddpZ3BPODsxnrTQWUOFR2x5s9dbeIqrqx6B5gdau0n7zQu2C2h4cSyzw5s/zrynWpSJOSkvKKkEbUpKSkpBwjRGQJ8FPgvap6y/HuT0rKawUROQf4Z1VdPMK2/cCJl+XfVYw1+nlEdFlX3DG4onJfQavVeDuAT2DpPHMxT5gebFGcCCUZLJKkBHwHEyj+DktvSsSCnZjJ7t8C33ft7qUqQOQxb5HZVEWDUkCmJSYiJq6NsEiiSQ5XjeYgPHx8fCqHFCca0SxVAfHwaKJtsI/uYkiltWZbUqGolruAi6n6nwxi4kmECSNNWETKd7Hy2pMwUakbizYquOMWjNCf2rLph+3vsPf6scinCdi8PgqcTVVEK2GRNyEmnk2vObYXE+reiVWMOhvYPnNaJvuhP2jOv+cdzaiqNDYcnSDzYukfiPE8+NktfXzpmwfi5StLtdc5FiSeKSf7dTToOn3KKzLQ7cYUuPE9i92rJ2F+Z+dj99pPl8jV78mQ6xMRiTXSh/TWLUUGprm2RzTQLVDPAjkXgBX6IPP8s2iRdmJinokeYq8eIgAexAxvPjO8+fRpN49FvyZ2lkENfhuLR711qBz8sSSMK6zqvYe9pa1c2PzOoXS/e7r/i9AsrA4a+8JgCaO9CcTErAuXDwlSrTKWdpnIrnjjYC8HYiA/RU70Z3mn4FUrWT3+68p1Zx7zQaWkpKSQCjUpKSkpxwQReR3wQ+B3VPXO492flJTXEiJyGfBxVV06wrYuYMZl+Xd9VFU/JiK5SEM2hCvYEj0L1SiRPZh3yXOY0HIh8DtU/VWKmDjxn5gQ8SQWvdCDiRNXYgLAH6rqJhFZDPw3Fk2zFRMqkrLVD2BREfOmMGv3CbJgRkTE43oHA/Rtc8fgzpfneYSLPPWcHVyOj8+6+Cm2xeuOat7O4GLqaSQi4iFu1cgW1kK1FHbtuRKB5kHg3JptOzDz3cT0OBGXQkykyQMNHr7OYaHkKPSt5vGGknklHy7EoraiUi1J1FGERZfkMFPcOTX9LWEGw5dwsAHufszgNzGL6ceu+azLL65735c+2/7xSROCEwNf4kzm5akpHUVw740tZLLKeVd2c7iAkjCMKZVh/aYyv/+hPax8diRP7IMoYvO+CTNgfhTzvknur3XAMzOYv3iCTJu6iy08pyuPSvCr5TT/4hqh5mH26vahbZ67PPHQdMJFwdsIJGPpd9H9dGm15PvMutOYXr+QwDt2VaBijdlf3s6TB34BwOhgEhNzs9lRWsu+cPuIx+SoY05wGiUdYG20nBrx9pAItyx5TvMvpI4GBO9ZEXnHryvXrThmA0pJSUmpIa36lJKSkvIyIyJvwgw235SKNCkpx4TnNRMu6eBcXOqSh09OEn9e6rHIkDnY4mwCJrz8HhYlksPSlpIIhj/GhIxfYyWid2Cmuv8BXOpEmizwF1RTnj5EtQpPhKVAPQfkJsmsJk98PHxGMT4x0f0z17cCJn4MT69IlvwVQEfJuKEKSpO8E4560ppoJZAMAQF56mtlhCwmOtWey8MiU67EomVucPtNwAxwEwNbpSq0tGFiU9dkZjKWydJKe+OJnJpEKSXVrGqfEobuXBGHkqRgeZjooliETn9NGxuB86gKTEnp7hzV8twABREq731nk/7km+O/dcL0zPRC3uPlEmkArvvKGL708Un8vw9P5hc/aDvsfkHgUV/nsWBujod+MZlPf7yN4MjBJ3k3nrOBpzCRxsMivH6MRWxN2Mgzn31Ab+E5XYnb3vNC+v9M9DA74ud4Ll5xkEjTwmgukDdygbyRFkYPvd8RbyfSkIiQXu06qK2NA8voj7qINHwhXThqFEVEGIz7h97bF25nRf+dhxVpAEoMsCK8nzXRk7UiDVTvtaF/V8oUeTi6rXxn9NPOO6KfcHv44/eKyBtEpHF4uykpKSkvN6lQk5KSkvIyIiLvBL4OXK6qDx7v/qSkvEZppCosDMcDPvZk+c63RIRUtExIhZ54/0ew1JfN2AK2GxMeGqlG0SSRJC1YSsk5mAAxBlsU7wJOb2dieIZc+rfTmHuTiHwFEwsuxISUGzGhph7zYekBvggsBfwtuiYTa0xMxH52h9gi+/9RFWfqXT/WwiF5TQOA7NddRETEGrMtOrpoGoBNrCbSkH3spt/W8LViTRIBVMtMN7Y5qvoOLI3rAGbiW8BEkb1Yao7n+tcOtJQpebacVspDlcdJSl09544bdMcm5aTBhJtaaoWjZixaqdUdW8LEs8TDZRAzGR7AxLxHcb4/kyYEwb3/M2n2V/6hXevrPUTkZQ/12L01S6XkEVaE3VuHZ5IdiucJgz1Z9t29mN+deRWnzjy8uIOJZQ3ABViVq5sxP6CLsXk4AfjmsGOaOErHajD/mjXxE2wdFqE1XqbhS4AvAROkmlG2Kn6ER8LbeCC8GUXxa6wvFeXxrpsZjHpedrHGsgEE8XwaMq2HbG+VsdRb8bOjZZCq0NdQ836IiY9jsKi6XcBHgJ0icr+IfFpEzjkW91JKSkpKmvqUkpKS8jIhIu/DjDVfp6qrjnd/UlJeq4jIn2AloT847P0mTBzxgJ4s+aZGr3VPTPxHXfGe72IpJN8D7gS+PUrGj6qnsaFDtxeLDBSoeqeUMYHlC1gp67dg5bfXefhNF8qbpntipqX3681UKJcwsSfEhIFklZ6kMnViESFlYH9Atj4maoqJNmCC00KqRsIlqqWtuzEhqUi1ZLeNFcHDT8pcj0gzo5jnn8mg9rEifihJWzlSSkwnVWPhhAomojzjtjViPi+LgcexSISxWGntg5J9xjFFAzKyg00oMT4BU2UOqK7vo3tBB9v/GfMJGqk/I/mqJClafdiCei/V8skxLprH9TED1Ilw+3ve0XTpF/+uXbJZyGaO3TPKfbsCvvCRKWSyyse+tJXmUSMFCR3Mdz8/nuu/NpY4Fs65vAvmPMk/fLGT8NDLmkQwDZ+TEnbPJkLXiH40L4VWxnCqnA/AMxsOoiEAACAASURBVPoI0+pOwRNh2cCdVLRImzeOhfmLAVhWvJOuuJoC5UuG01uuoiUz9mUxF1ZVYo0YoJ9AApZ33UZPpVpy+wTvFCZ7sxCEZdE9HNC9h22KmnkaK5OZ6S+gI97OhngF2H3/AVX9zvADRaQOi+JaipWLn46l390O3AGs1XSBlZKS8hJJqz6lpKSkvAyIyEewJ20XquqG492flJTXOIekPonIB4B/xRb9TwNTyxSL++NdN2FVlpKF7Djg+rEyuTDPOzMvCNM5qfBAdEsxIvQwg+AI2IelMyWP7CvAGEU1JkbUS+rEbMKqPak7JknTOVBzbEvSTWB8SDmpRFSbt+QNewVoFoR2JtQVGaSHzqENBWlkXDCNovazM3zukAlqZ4IukMUisZCXOsbJFHbqJuVQUaR2wdo27O+kFHYOSzlK+j0bixx8GyaUaBtj8fDifexKxi272RpRrW4ks2Uh45iCis7aoE9vcu9/CPhDTKyqZaRVfRYTw5Koh3YsDapAtTz6BGA98Fgm4B0/+tq4pVdcUh/XFbxjXoJo9PiQf/rxxhd0zPQ5RTJZm9bZCwa56j2tvP7iepZeu4Oe3rjWO6jJvcZYZEcTdo9NHtbkyz7OLjq4T28CYFHdpbTIaCs3VbeUR/pvZkIwc8g4eHwwna6yCTWjcpM5ddTrqURFdg08x/jCTBB50R1UVVAlDAd5sOu/RtynVdoJJEOkEY3SOqJQIwiNtMgAfYRUAJjnL8YXnyneieyOt1T6OLAeMwgfqR8DWCrkrwFEZAwW2bQUMykXEbkDE27uVK0x70lJSUk5SlKhJiUlJeUl4Mr+fhIrT7tEVbce3x6lpLz2aaBlQki5D0BE5gA/xzxnoFpWOintPB8zYP074LPAu4BSm4zNJItLT2MKNOT7OJB4rdyKLfhnYJ/vn2AeNh9W4qbH9S7GyeRSl3YsC6l0YUJGUvZ6jDt3EpnyI+ByLErm11gJ8Nr0ik7Md2QBJvAcZOo7WxYxjqkIsFzvjw6w189JHWcXXo9PQERMo7SxtvJ4ckwEBCcwX2pLJ/frIalOCcPfk3Z/EiflFyN4srb0eP2ucGOEGdae6PYfhXn3FIHbJzD9rNmysAlgkz7rbeZZcX1JIpQEEkNa26ToODdPr3fXqBtGzFcZHiFS+901xiKNkqpVBSzyZHQhL+c+eMvkvSdMz4yvK3iv2lT/C9/YRduYCuWix2kX9iDiMX9Olkd+OZklb9qe3bd/KCon8TNqBia692rLmR9TISpygoaHjwQ+hNFQTtWOcANjg6kA7AqrQtWspsVkvBy+ZGgstIPnIZ6HRhGqcW01pcOSDExF6C8fIC95Ng0+fdj918VPsUDOoaSD7I43j7jPqd75tEo7ISEPRb8kpEKRfvJa51L1BhX4kqo+f0gUoKodwHXAde47wSxMtLkG+DcR2Uo12uY+J/SkpKSkHJE09SklJSXlReK+kH0OeAOwVFV3HecupaS8plnqv12A78YavwvQTbr6gU2sPheLpChhEQbjgNuAszBBIYm4gKpfx8AoGdd7infuBEUpmWloSYljTKhJxICnMa+Y+ZhHSBLVsBb4KBbN8C+Y781MqulPSQpTFvgZljqV+LAMX1BfCzwB3OT6HmNiTwj4Z8gl0iyjiDRknT7FDjYy1p/GvNzZBGKaTjHu577Bnx3U6GxOZTzTEBFW6eN0cHiDVWqqLmUlz5L6tw1FSEQa8lD/TQzokC+tAo+51zMAb5acwmRmiSDsYouu1scEi3gquWsAQIYcM+VkKpSijbrqLiWurdqlWJrZAJZKMrwK1dGU8S4C2bqCDN7180m5+XOyfiF/7CNpjgWlsrJnb6hnX7FN9uyNoDrWMlbRavyLbTsnBTwCBvVwNk8jE0iWC0a/C18yoDF37/shFR0EGPKnSVLxRmenMLXhVFrzE/HEB1UkE0ChgKgSDw4y0L+Xgt+IamRt1iAi9mEVQYIABYrFLoLYAuMePHA9xbifDFnG+FPojvfRpwc4Gi7x34YnPqGGPBndTQ+dZMjSLhP1gO7TAXoV6MDEyS8DNx2taDMcEQkwoXip+1mEpQze7n6Wvdi2U1JSXtukQk1KSkrKi0BEPOwL3DmYJ82+49yllJTXPEv9t89X1UedRwShVrhHb4BqSs5zWDpRLybOBJhnSRmL2GgHvoaJLH4djdRJQ9CleyUi/A5Wvvn9wC2YMLMEEzASAUew9KYSJq7MxaJtmoD3YBEOdwHnU41+qE1fqfWvqfVb8bDqPbdjETgC/A8wo4m2k06SM4Ii/azUR8oRodRLc+bswpX4EhBpyP5oJ0+V7jlkvppoo8QgJYsQEDcvSRRGxfUhSRsCoNFr48y6y4dEoIqWWTF4D/ujncObr2Di0vos+T9fIItzgs9KfViL9Iub71uxqIKRSm/DwalVuHkNMf+b+zFj5eeL/q4tJx5nMxRvu25iw5mL8hTyr9pAmqOiXInZsTOKz3jd1kpXd5zBrlPt/TREhiyVQ7ynD6XVG8Oi/KUIwtbyWvaEm+ihcyjy6kjU+y2cM+oafAmINebOvf8xolHwqOxEFjZfgYjQG3YyoH2MrZsJfoAU8nieTxRXuHfD1yhHA9T7LUzMzWZCZiYVShTybXjio1FEf9xNY2EslbiEXwrx8KwceO/tNHltTPXm4uOjKA8Wb6J0mGCVAvW0y0T26x7GyERmePPo0g6Wx/clY08mQDDB7wGsstufYdF1/wr8h+qw8lYvEBFJDKEvxYSb8fM5q3MUYxv76f3bx/Wur7+U9lNSUl47pKlPKSkpKS8QEfGBb2E+DReravdx7lJKym8F+3RXoY0xeXHrfldeNzHy3YtFZMzCFvhJ5R8P2IRFdnwAMwjuAxoG6M0PaG+ERc68B6sYNB9bRP1fd9xY135SVegBLPJlESZyfBBLcwqxxd5+191/Ay7BSion1EZ37HbtNGAizWmuD0m60EXAN3voXPCI/io5JgvQr936VOkenRrM9Qa0l/XlZbXTNBRlUuNpk7z3FCYiRZjZ7vextKxJ7j2/P+4m1IqluLhAlp5oX9JGYo4cur68FayM8RN69/AxNgNvr/k7MSWuVU/Uze2zWOpaDsgVaLhV0WyR/i1Y+tmRomKGqkL5HuGPvzW+/oyFv/kiDZjx8fhxeHffMCl77lXb6B9QZZhII3icKZdSTxN72MoqfeyIbbb5410KGkxhJpP8qezX3ayIn79IYX90gB2DaxiXn8nm/qcPW80p75kW6EtAIBlWdd3JYNRDrDHSn6Gtfirbu5ZTjqy09jR/LuOZwWC5l4cHb2FUcTKBl2X34Horw42PEjElN49Z9WdwoLKHBmljZm4hEiqCibZ5qRtRqBnjTeaUzBIAwrDIOn0K8X0aaCVTzlGmWME+DzF2T2awiLyfquo5InIG8GFgo4j8N/AVVV3zvBM2AqraJyK3AauBX41jypvbmfAHvvh+gzb9u4h8AkuRuh24S1X3H7HBlJSU1yxpRE1KSkrKC8CV4fwBVh71jaraf5y7lJLyW4GILAF+MlNOHjOV2aLErNSHS/vYtQpLLZoMfBsTUBOxI8KEgT5gAyYG7HM/J7t99mCL/RasnLOPCShNmKfMRVgkziOYT83rsKfsc7An7/3u2GcxwcNz7RaoVlgqY0JFvdu/3/Vhjjtf6PbrdOd8J4em9Qyv1pT8ney3ERM1RmJ4+lDofpJUrSIWaaOAZKXAtMw8PPHYUl7NoA75NkfueAGWYSbKozlUSOly489zeIbSrWr6ta+diQ3z5ew8wDP6MHvZuce1N51q5E3tMUP8zZ+38Yk/baW+7jdfpKllsBjzyzv6ufZ9uw/Z1kALZ8jF+BKgqtyp1x+xrTpp5JzCG5FY0bCCIFS0zGZ/PTNzp9IZ7uKpwbuOKsLmcHj4nNx8MfV+K6t77+VApeqlKwhn1V1Jkz+KPeEWVgzew9K6dyFikTJPFm+nO95HazCekxrOozfcz8q+e1BiTg3OZ5Q3nlAiMl4eEQ8EIq2wo7KBtZUnRuzPWdnLafZGW8WoOKRIP/VeE6pKRMjyyr10aUci1pSx+ypyP4tUdR2AiIzHvJn+CBM9vwzcpqrxSOd1VehmY5/z2TU/J2CC7tp6mradxaXvjImzPv5Td/Kzd1GNtjkfM8ZO/G0eVNXiCKdKSUl5DfLa+n+ylJSUlGOIiOQxv4l64KpUpElJOfaISCAinwFuBkY9pyt779afh3frz+N97Mpg0SgnATdQjTboo5ra827g88A0rMR0I2bcm0QVj8VEnE5sYXQCJl58GBNpWjAx50pV3YgJNlPdPtdjgoQA8zDxoAnzt9iPLfQqWCWpOtefBsyDpt1tA1uMrQL+hKoPTiJCJPksw7+zeTX77eLwIk1tWwkBJqIItjj13LgUoKyDrCs/wZrSY7UiDVQjYiIsAsjDpRzBQSv7VrfvkXJxknSlEtV5GD1axuV98fHFZ7RMALs+c7BrGw87foh5s7P8xYdeeyINQCHvcfnF9bzhsvpDtg3QwyD9xBqzh23P29aA9vLY4K10V/ZS1hKRRmyIVzIrt4hAMrQF42nyRz1vO89HrpKlvpKnWUYfPBavkQa/FRGPscE0BI/d0WZijYmJ6I/NC+nkxotoDNoYk5vGuJzd2qO9ifgSkJH/z955h8lRnVn/91ZVd09OGkmjnIUkUAKBBMhkgcFgYxuMcc72rr3r7M/edbZ317s2n+PntLbXYW12bWNsTDLBCBAiC4EklHMYxQma0Kmq3u+Pt2q6ZzQKgDAg6jzPPDNdfevW7erumrrnnvecDI44CNATdnJ/9sbDkjQAu4JNhGof0a3BGnaFm6PH4EmKid4pYJ/lfdjnzMFIwRRwQ7RAg6q2qurnse//b4CvAmtE5Esi8noR+aiI/FBEFotIK/a9/BFmmO1jpudvB4ap6hhVvahbO9/piDN3HU+2reTht6vqKlX9tqpejl0jPop9P74C7BORO0TkkyIyNyrBTpAgwQmKRFGTIEGCBMcAEakG/oRNvt6iqsWj7JIgQYLnCBEZh3nATMQmK0Ox8pssRng8jpUW5SgpWTLACmzl+otYCc7rsVKkf472y0bbu6Of4VjZ1DiMhDiAkSkBRkD8AiN5FgKXY2UL0zHPl69iMd6VGKlTrnzpisbdGI3x36MxBdHjakr+N9ujY42N9s1GryXuK0506qIU+/1sEPvCeJSMaUfRn/iIFUmHQ080diiRJ0ebNMaKhfJjuJTORQ1ALQ2cKucBsEzv9btoH8yAuR88D5786zimTkrhvDS9g48J7R0BU87cQnvHQAGHkCZNgfxR+3DxmOUupEpqeDp4hHbdC8DpVZdS5w4h1JAlPTdQ1KP3dTg0uSOYW3UhnqQoaoG/dv26bKTCmdWvptqp54C/i2XZuxidmsq09BkA7PDX01rcyMza86n06gDlsc7baPdbOck9lbHuSfTQRaVrzz2ev4uO0CK4HVxGpCaSDbtpC/p7+2eoIsDHj7jDFhnLyakFgNAZ7mdtsIwus5+JVXhxlH2xgaG/mSuvCNvZt2m53r+N/gqZKdhnOYWRrTcCSzHD8Z2HU9sMRFQO9V1VveUIbeox8jhW3DQBdxMZEyepkwkSnFhIiJoECRIkOAqim6NbsFXv9yQJDQkSPP8QkasxLyjBSpIWYUoVMJXMpzBSYxI2qdqHqVEqMaPf4Zi5sIeRIzdS8ldZh03ITsbKaqoxwuZrwOejx7sxsubbmGLnEsz3pgEjFqqwiVkTlsCzCyuZasNWwb8VjccD1MU7UEN9YxcdbkjQBfwbptoZTinKGmxFf7A0owxm3rsa+PQzP6N9KEav9efAtdF5mYZNAOHQEqtybKNEJO3BzkHtYdqWl58NNBM+gJ23WHETR5sTtY/3jYmcPh+a6Hcuei4F8LmPNfGJDzZScwKqacqRy4XccpgSqGPFOGcak5xZuOKS1R6W+DcB5nXT4A6jO2x/TiQNWHLY2dWvwxGHA/5OVuceZnbdRbi4rO99nKnVp1MIczzRdQeBFpmYns2k9CwEoS3YQ4M3DEXp4SDrc8s4UCwllgkOSnhIyhTA7MrzGOqNAWBZ7520BUc+TzU0MD99Ma54+FrknsINse9VP5wtl1FBNSGhLtf7b2tn78MYEbMWWK+qPSIyFlPEvQsjar6Decwc00RLRP4v0KqqXz+W9tE+YymRNhdiqXdxmdQ9qscYg5UgQYIXJU7s/2gJEiRI8BwhIs3YitUTwLsTkiZBgucXIlItIv8F/BibkN+ATURasQn+QoxoOAvzLSli5Eis1oiJgZFR+zcDv8cUG3FJ02hgKiVlzj8COzHipj7avwkrq3o1Rka8EivTuQRT13RjSp/qaPtIjFCoAr5EqXSiV5DiAveS5lPd87z57qI4uvpaTCEk2P3YWkqGprGfTFzLEhMdF1EiaY5ppf4wuAkrXaoC3g3Mwbw3Bo/MKaFc7TMcI7wOh1iRM1j50xBK6Tqx5w3Y+1PATJzjsTiUFA7xrDwu21o7a0a67VMfOvFJGoCKI5RAHSty2gsooYb9jHeVkPZg92FJGq+fGOrIKGiOJT038GjP7Tyde5gF1ZfToEOoc5uZVXs+dV4zjakRjKmYwURvFo3SzAG/lf3+TvYHO+14kkJC+pE08TjBCJpykgagyqnri5WvcGpw8chYQNygyNNL/NETnH7M6BimcJZcylimlrUhPM0577Oq+mVV/V9VXR6XQKvqNlX9P1iJ5a0YUfOUiLw3Tqk7ClZjKr1jRnTMn6nqtRhJ/Absu/MBYLuIPCgiXxGRc0TkkKSwBAkSvLiRKGoSJEiQ4DAQkRZsZepm4DPHujKWIEGCZwcRmYP5ODQA92FkxGuxqOd7gbdiZUafwgiaEPgHjNRxMKPvN2EkQT7qZztGiKzFCJu/x8gVHyN4fqKqXxKR12NlVhsxlQ6YguSjWNnjHzDD3oXAbGxCtBq4Mto+FCNaJmNqmqswIiKdocJd6F5ukcMasjj4Y+BTLFeZlJv8etHjq7CY6k9QimTeiZEcFQxipvsM0AtsicaaivrZiimENgEfOsr+A4/di5E+sfrlaKzJYGPvjvavpETKbMFe6yQOhToOsuLecUydmFLHkRO35mkA2jsCJi/YQkfns+PqWmQ8lVLNjnD9MUV6z0gtYJQ3iW7t5OHcbYQcul5RJXVMTs2mMzzAVv/pvu1T06cxPn0yiIMK9Do9VLl1KMrWnicZI1PwJEVv2MWS3B9x8ZhdeT5VTi0rc0voCPYecqzDoc4ZwsmVZ9ETdrEht4z5lZfi4rGpuIJNxacG3WeoM4qRzgS2BxtoU1PgeKQ4R16DIw6hhjyu9+hImagdurfQytY3quqfjjYWERFM5fJhrDzzJ8D3VXVQIyERORu4TlUXDPb8M0XkqXcWRnJfhJVp3U9JcbMquadJkODFjRN/+SFBggQJngUiSfF9wPUkJE2CBM8rxPARbCLRjHnJTMLULEXgu1h09RJMUZLHJj4BFqP9KDbRfzVGPOzGIrdbMQLlr9H207CSnSxGtDwCHBCRVwI/wBKXJmP3R1swr5s/YeUMp0ZjOAl4L0YgnEtJRZPDkmBSwBUYiZQBnDy5m3brNkIN2KmbAp9ibEQeSxpikiFWoQQYQfOusu290WupKNtXB/k5EuI2VVg5l4uVjG3H/HkuwVbjD5csE/cfk0rx41gxEJsN74ueCymVq5WjnFSJ3YprMDVTHiOLPKwka3jUT3HAMeXSC6oZ2eLyciJpADIZ4T1vrjt6w8OgTXezNVx9TCQNwEhvEiIOlVJDrTO4PdKczLkMd8cxKTWLIc6Ivu09YScBAaEG7C1u48GOG1nb8xAruu5hb2ErghBqSFFtLAE+y7J3sqTnD4claRqcYSzIXMa01BmUf5QOhgd4sOfPPJVdTIPbjODg4DDOncZwZ9wh/aTIMEamkNIMvXqwb3tAgE8BX318ihykXVbro04rW13g5yIy7GjnTA13qeoVGOFaCTwpIr8VkbMjIqccq4EZg2x/VlDVnKr+VVU/o6qnY+rD/8JUOzcBu0TkVyLyNhFz7U6QIMGLC4miJkGCBAkGQEQmYytO31LVb73Q40mQ4ERGNOn5b+B0zND3Y1jJUUX08z7MR+Y32CR9HRaP+wGsrOlVwGew8h0Xm/CvoERErMUm+vdjpsLtwOcwYuYWzNfhaqy8cRFGBhzECIe9GGH7bkxxUg/cjq1QXx8dvxKb+FwFfI9SVLiLkQu9WOlUvDiWpeS/0kN/j5cCRvTkKYu2FhxOdc+lToawPnxSd4Try0uFPExxtApbQT8SBhr/xgTIAxjplKekaDnSYl6cqLUMUwvEdTGHKGUER8czDUcc2ayrw5BgYL/l+3Rh71/8+ED0dxMl8+GD0bbqxTeOdl+xoPIoLzk6iMLqZdUMGV5k+OhjIyhezNi912f0nM0809v4Sc4sxjvT8CnyoH8bBXKkqaRAjsPxfDPTCxnujiWnvTyYu/mQkiOA+ZnLqHUaCQl5In837WGJZBnqjsYRj2YZyQhvArv9zawsLu17rlYa2eFvoED2mF7DKypeS6VTg69Fnsrfx/5wV99zDe4wJlWcSoe/h9HOZNKaAVVCAh4v3E2H7utrO9mZxThnusWm6VZWBQ/1PZehkiaG0cZezZMt/0wrsK6B5kvnyXlvjbb9x53h744amx3Fdb8DUwF2YuVR/6tq9WYishuYp6o7DtvJcYKITKSktrkAI7djtc29qtr1fI8hQYIER0aiqEmQIEGCMojIycBi4F8SkiZBgucXIrIIS1BaAPwUI1BuwQiENFamdAUWgx1iSpv3Ar/EiIK7MF+ZU9NU5BekLk1fmL6GU73zZ7q4LqbWuAUjICZhipHhmDlxgK0yvwMjAS7ASJvXANdhZMAQjCi6EzMWdrByqekYcdQcjfOHGFnxjqh/Nzqmh6lNYo8VMALmieiYMUmTj56PE458jFACoFGGUidD8CTFZGdWPGkMKSlw6oD50d9xqhNgqoG0VMTbJeq3APxrdA4yGElTXop1M0dGKnpdZ9HfX0aiPvtm3OOYJuNluozjJCbJKfF9505MQdAVvQ4qqcHBraGUbpXDzn9TtE9n1H89kJk0PhXMm5M5yjBL+OEXRvNP107mfRdMZ/PqiqPv8CJHVZXDxecdi/VJf4xyJuKIi4NLgzQzO30u51S+jjMrXoWUTQtcPObVXMr59W+mWzu5P/dHHsjdNChJA7C8sJit/mqeLjzYR9I0u6NocIaxL9hBm9/KCG8Cjji0eBNIRzzkvmAH2/11TEufzsz0QjxSTEmfyvnVb2Ryeu6gx8pqN4H6CBJ57pQwt/oimlOjmFAxk+WFe+kJOwFQFEf6e1r3ajdG4YT9FDWA5snSylbyZMXBZYxMYYSMB/sMTmli2PpAgy+q6j9h16WjQlUPqup3KCXSvQXYIiJfjEqt4zS55x2quklVf6SqV2PXtndgasOPAa0icr+IfF5EzhSRIyXAJUiQ4HlC8sVLkCBBgggicipmAvhxVf310donSJDg2SEytvw3jATJYSqUMzHj4D2YquN/sDjrGuBJTPXyGuDPwIdU9bci8lWM3Gk/PbVod6VUn+GIQ6MzlEnurMK64InHMDXMDVEfH8dIgi9hZMOZlGK/e6Nj/xNWclOPESwBZiTsRz/vwox3Y1LFwYgNoX9sdoYS6VDuxNoKzC3b1h21Lfd22YqVbl0L0K2dgaKur8VYEdBBKWa8mhLJQ3S8NMAIbxIz0mZ5sbW4SjcUl8cR5oqpfoZhJNhFlFQyGazM62gQ+pM7btk4YgZFHSQAvAFajVGY+XI3sG+GnD50OGPdgKL0OF1S5w5hrb/M3RVughLBNKRs//wH31lf5zyD5cYnltSSy7qkK0Lu+G0zV75rL8PHvHSVNXU1Dh96+1BW3utxUNviaOmjYlu4jknOTHzsszTHs7CvKmqpljq6o6CglvREGr0WHHGZUjWPoCvPNj28d3Ree1lfXNb3eFJqDuO86TjqsCfYysriUnq1iwqqyGsvxbIo8cmpOQxzxwBKpqKaJq8FEWFC+hS2Fp8+xOB4eX4xw93xdGs7LinmpM8nT5YNhWUUwwIeaRDB1wLLi/cyyZ1Fpx6gLeyfArVLN1EIcji47O1vHRObeQvAVGcOI2WCbQqhVbc4JVJLXZBjd1oGosjum4GbRWQGZma+Grv+XIIRw38zRCEJj0Y//xaZH78Cuy78ABgvIosxYvxOYF1SDp4gwfOPpPQpQYIECQAROQuLqf2Aqt74Qo8nQYITFVFp4Y0YUbAUW8n9T+ByrNRlO6ZKGYGpLT6KmQD/AlOgvElVt4jIUKxkZzLw2zNTl76+1mnsW4DaHWzlKf8BMAIiSynhqQNTaVRi5IyLkTcxUTMPMxXeDPwLNlnrAr6AmRXnMcJmYzTGO7ASAomO1YqlI4WUSJr475jcEUyZU00pmjqgRHT8HCNpYunHkykys6qlVjr1gCoaRu0+jMWHPxqNG+AvmImpd27l1ZJxrDRINeSu3t+ghOWlRtmy8cbES3k8d1xatQNLygKgmZFUUcsuNuFThP41M3HfCoQOrjtBZuDgsElXxYqMvZgKqALgXLmSlKQJNEBcB89NUdA8iws3DGY6rBUVIrtXTKS25tiZmgfvqOcbHx2HhkKIiwj88I6VL+kyqA+9ajrrV1WgCksLt5Klm3FyEhVSxabw6X5kyBAZQYPTzM5gI0UKBNHHbVb6HIa5Y+gOO3g4f1tfqlK9O5T5ta8GQH2fA71bWRYuPuaxzc1cQLOMBBRVZY3/KLuCTdQ4DXSHHf0MiSd5sxmfmgGA66YREVSVgua4r+f3jHAnkNcs+8OdDEuPZ2RmMttyT9Prd7Iw/WpEXESEvFuEICAtFewMNvJ0fmm/MQnCKHcyADuDDehRLZ0Ms5yzGCqjUJQN4VNs03U4uEziOzV6LwAAIABJREFUZBoYcmu9DLnmzvB33Ufv6fAQkSbMd2sRRtJ+G7hRVYvPpd/jAREZjikOF0U/Som0uVtVj93xOUGCBMeMRFGTIEGClz1E5EJs9f4tqvqXF3o8CRKcqBCRtwLfjx5+EvN5eQQrQTqIJTu9Dpucr8FWdGdiXig/Bb6kqr6InISVNMXlNq/cEqzxpsvpSLQYviPYEBMOa7EUpi2YYq4Zu/95CjgFI4diT5k4BelNGIlSnrb0L5hiZmPULlbPxCRNJ3A+8Fi03cEInnqMABpOiQApYIlUGp2Dq6PX3xj1dS0lP5keYGyRPB2mLFCMLKqKzg/R+MPo54HoOOcUyadTmnEccQgJixFJExNGaYysmjjgbSpnP+L7xCHxuWhkKDNlAYLQxDCW6/1waGJVvE1CAjbqigGHQLD381qgfquudSZxihTIkZEqfC3SEfZ5iZQTRwDyhitqBvZ3VJx5cSc3rHqKa+bO4WC7S0VVwI5NFS9pombvzgwOHj5FKqSSRoYy2ZmFAJVONcvDJQBUSx1zUq9AcGhxxvFA8WaanBZcXJ4q3EeKTD9SB6Az2Ed793Ya3GbU99kSrj7qeCqdGprckRzwd7K+sIyGTDMeKZQQQRjtTiar3eScDHXpobTndxFokU3+U+TpJdSQCZmZVDgWP/5w7y2clJrHSG8iCqwpPsrJtefiisfQ9DgebvsjiCAp+5hmcFEJEBGaHfPHraWRjFSyX3cxwT2ZCd4pAHik2RKsOqbzvDZ8AhwoUmCHbgQgJGA9TwGcj/IrEfk7Vd19xI6OAFVtE5HvYtenb2Mk7HUi8n3gx6p64Nn2/Vyhqnuw69T1kdnxVOy6dw3wAxHZQom4uV91QD1aggQJnhUSoiZBggQva4jI5cDPgKtU9d4XejwJEpyIiEw0f4KVEO3EIrcdLP7axdQlqzBD3hBTr/w75qNyDaaiWRz1dR4lxUusIqlpDTe35oo9I+qcRm0L90qXtjsY+TEZ85Bxor53R/uOwRQlzZjC52NR2+9gJMpujHR4NBrDMuBtGBFzJaWyn1jxUQ08XvZ4CzA+OmY5SQOmDvoElijVipFDvZTKe/ZG42qP+o09byqi/m/DVEGXR+33YGVMLqZ8+Stw0fLc4uKMzIKMS4pWf+PXMGJnYnRurwHKY3NiAmcwFUufY28qqmoSHNL084iJCSShpCI6BMMZQ4M0N2/T9W/P0l1jJ2o1nqQY505DBdb6j7Er3ByPY+BYgndcW+c+EzVNOd7/hW3851fHMm1ON7MWvLT9Uj/5zc386CujWbpuO+26j3He9D6fmSqp63sH3Oh23xEHF48RzgSmp+YDymZ/JZsPQ1g87t/F0GAUPdpFNx1HHMtJtWczTqYCEOJzz8HruT93IxO8UyhojianxcgTx0GGNIBAUMjhhEJXYT+PdN7EvMpF1LgN7Pd3sjL3AHntpdKpwcElJCAj5cbRSpe2EzghDvSpcEAINWCXv4HpqfmMciYSBEV2hhtNeRN9nNJy7P5GY50pNMhQtoXr+imBHFwUrVTCRcBqEfkY8PPnUBb0NOa59QdVvUFE5mJlURtE5PfAd1QPZT3/lohe29ro53uRf83pGHHzz8BcEXmUkjHxsqi0KkGCBM8QSelTggQJXrYQkauxlJYrVPWRF3o8CRKciBCR+RgRUoeRop/EYrR/jXmU7Mc8YhowBcoZGGlwPVZy8+54NVlE3oYRKXEkthftk8eIjWWYv0qIER81UV95SiqSfPQ79mP5IhZbe1107F9iiVI+ZtAbG9/GZsK10fELlGKzqzBSqC5q4w+VkUxzTvO6tJ0nw6VxSUmRku9NED2OX0fsgVOBETlvw4iaRozIGkJJtfIkVsJ1FkaKxFHYsbcGHEq6FDA10FRgAxbHnYqez0X9DcfIsduxtKv+7qsACCfJHBpkKOvD5bT1T98uV9MoJVPhKjB1wzw5HweXXrr0Qb09iF4PC1KXUuc0EqjPWn8ZO8INGo13Hebb0TeWtrUTqa8bZGgvcXS2udTUBbjHsIza2+3wi2+MQlX5/PVLaO8qMtWbyxiZiihsZwNr/cf72o91TqLJGc6mYCXD3LGMd2cgCHuCrTzlL+nXdw0NTHRPoV33sj08vC9NOS6ue2e/mrf7un5LTnv6nj8jfQn10oymXaShFtdJobl8H8Gy6eDjjHOn4oqHqnJn9y9RlBpp4vTKi3HEZWV+Cb4EtKQnsCu/nnZ/NxfVvMX2AcIwYEtuBdvCtTS7I5mRXmDEVai0F1tZHtzPdO90FCvFisr2jogMFSx0L8cRl1BDFgc39gT41cMZw8kynwCfR/XusJeuXux7tAJ4j6puOqYTV4ZIrbIfmF5eThQl470f88ZajV0Db34xEiAiUouZk1+EkTctwD0YcXPnszkvCRK8XJGkPiVIkOBlCRF5ByYvvjghaRIkOP4QEUdE/hlTd2SwaOwPA1/GSg17sHKh0Vh50C5MJXIG5l3zM+C1qnpADF/HjC0rMALGxYgZDyN5isA3osNvp5S05GKKkBTwleixQ4nguAAjPp7GDDTfHz33WlXdjk00tgANY5laM0/Op4nhGh23jZK3TCX0ReLkpjmneRVSRaMMo1lGhECYpqJ7trMwnO0szHqk92KkTzwtLzfhfROlWGqlpLSJ207HUqzKTUwFU+LkMGUSGIkUZxd/DVMMuRgJ9sroPXAws+VvYl5AZwE/mSpz9Cy5TIczNu4/tLEozc4IqqSGWe7ZeP2G0E8BI9E5qSo9WRLHZKRSzkpf4TU7owDYEDyJrwWy2sOecDvRuZwMXEqJpGkfM9Lbnk4PFNm89PHdfxrDm06bxbvPPZne7qPfnv/qm6O49dfDuO03wzm1aSYAG/0V7NANbGMDG/wn+7XfFq5luX8fB7WNbf4aOnU/XdrOhqDULkMVZ7gXM9+7mOHOGKY4s6mXIRwLQsccXxQoVrrktIcmaWGh92rmuuexuvgI7eEedmXX0eN3oBqCKvGCcXfQRl6zBOrTHuzt84+ZUbeQdHU9XqaKqZVn0OS2MMqZxOlVl3JyxUJW5x4mH2bZVdzAXT2/YkOwnIJmEaSvjwCfjeEKZqUWUu3UszlYdUwkDVi5U5EivhbJkyUgqAZ0jEzpUygNZaSDfV4D4DTgCRH5qIg8IzYxUqusBmYM2L5XVb+CKfR+ihmer4uOUf9MjvF8Q1W7VPVmVf2Iqp6Mla7eBCwEHhCRTSLyIxG5WuQYP1wJErxMkZQ+JUiQ4GUHEfl74DPABaq65oUeT4IEJxpEZCQ26Z8JPIgRDx2UjG7zGCkxMtplH5bA9HMsEemCWOIvIhlsRdZqNYwA2IUZ+W7ESnnSWNlRvAo9DCMhdkXPO9F+n8BInGZMiTMKm1gpNjn6HUYE/R3QJSK/xggmv4aGTZNk5kRXXGZzNvfoHwqYgiYdHTM+BkBNl7bjkUIQevWgAzDZmVXZLCNSoPXjnJPqN4Yr4nKjgYiVKT0Y8dJEf8Nhj1JUeFO03Yv+7sYUQmBlUzH584nofE3Dyik+Hp2L0cBlGPnzPeCXo5n04VFM/KYrHjM4nT26LX59gFBJNSIOgfqkyZRPessVPAFQqJGGzmZ3VMu+YAcHtY01+gTDZTRN3ghqnGpOSZ3F4vzv2B/u4q+F35efg3IT5vjvitknZxoLBaXypZ+w3Q93/b6JwBc69ntsWFHFrDOP7E2bSikSnekRLQ5sNUKiXEVzOBTI8WjhjkO2j3emUSuNRnJEBEpwDKKNlGRoDTYxJDOObLrI1vbHqHRrmSanUSnVpMhQTR2PFe+yHVofwpM0Q7zRjK0+hQP5HbQWNrCnsJkqp46e0Mqsqt1G6tPDTHXjOnTm9jPenQ6h1XSNSk+hOT2WlJOhEBRIkaHRHU5HsJed/kbSUkFGqthYeJKR7kSanOEIDid5p7Gs+Ne+8Z/inkmLjGNXuJmnw4f7vbaQkAeD22mQZtp1H9FXU3bpllwdjRUhIftpBSOL92Gf/xD4FPAmEXmnqq486kksIY7oXjzwCVUtAL8BfiMiCzDi+3Mi8husLOrY5E9/Q6jqLkyl+MtIMXQyprZ5B/BTEVlLyd9mqarmXqixJkjwYkOiqEmQIMHLCiLyKWyCck5C0iRIcPwhIldgq8KzMUI0TglZC5wHfSYPAVZW1I1Nav4a/X16GUkzHZv8LIja+8BKbFL0Y2AK5iHjAH/AvGgAPo8RKE1YyQ+UVC9ZTOWRxQijH0f9nkbJs+XzwENYHPhtwJoi+fGghBpStC4zlBa8CtHY+/BkuJSV4cPhw8Ed9GBeKHntrVBCFKWguTi5CYyQKf8dkz9VmJomJj/iciYHI6ri40vZfo2YQilG/Prvw0qpNDp/u6K+qzHlzTzg/wHFPey4TlF89cnay+rzm5ngzEAFQg3YoRvp5RBCISaZHAcndUbFJS2TU3OYX3EpDi6tbGYNy0Ac61+P6BPjeKRSNdJA9JorT5+bobrqxLt9XXT1AVxPaRzqM2XW0b1Y3/yRnbzh71t544d2cdX7W5/z8T1JU1vVglORISCgQ/fTyQHqnKaj7juz7gJGVZxEWtL43R3MqjmPhUOuISdZAkdJ19Yzqe50UlJi12ZWncvM6nOo1hq25YzHCAnoDtv7lDD5sIdQA4KwSDHMsaL33r5UKoDuoANPPBxxGZWaysLKK5mVfgVnV7wGQdhcXMmawiMUydOrXShKgN8XQQ6QpoLhMhYRYaQzfqBCDIAiefbpTvzoq+SRYiLTKlBlp26kh4Nx06HYdeEAdr2aAiwRkS9GhPOx4GkGKGoGg6o+pKrXYmR4R3ScW0XkEhF5UX5B1LBSVb+lqq/CCPOPY9fffwH2ichfROQTIjLnxfo6EiT4WyHxqEmQIMHLAtFKzpewdJWLVHXnCzykBAlOKIhIBVZO+BbMiPc1qrpSROZhq8MpjFgoYmqWWzEyZwtWbvN3qnpD1JdgpTgfxm7iQ0w9kqHk33IfRjBcjpUQ7cYUMf+ImVvehxEXvdF+8QxMMAPfSRgxkgLmYOlTgpE3IaasiX1sdgP76mia3sSwoJVtFXl6wUyJx2IEykB1TC9wBbZy/FY7sDBSJgB07NRNDVG7PGaqPDZ6jbHx8N6ovyGU/Gfi1fp4ApOLxldO+gxMSSpSKvPSsrbx70LU3itr31FJTXM9TbKf3fgUfMBz8TjPez1OpKZZHy5ne7ieAYiTsrIuqcz5lVc75u8RsDj7+77Jbo00UOc0sTfY3q8MZYg3igCfDn8PaSr8sytf7Tm47PG3srK4lMU3juYVCyoHHvOEwDPxqCnH7r0+o2Zvfk7HPqXmPEZkJiPAntxm6os1ZKhCRdmvu1lXXEavHhx039MbrqApNYKQgIIWqHRrCDVkfdcjjEpPpibVRKgB63sfY3N2OQCLGt6FIw6+Fnm8+3Y6/D2D9p1xqmlIDaetsJOi5qmRBiakZ+JJGlAa0i14pFHfj74gpgZ6KHeLxXHLJLrpxHU8smEPoFFpnc1/BOFM71IqqKZXu3kouG3gEA4x1x5CCzOZjycpilrgXm4a2F4xb6UR2HWhG7sevFNVHzrS+yAilwCfUtULj9RukP0qsRS1D2Pfv+8Cv1TV5xQb/reEiDRgZP4iTHXTCNxNyd9m+ws3ugQJ/vZImMoECRKc8IgmfddhBqbnJiRNggTHFyIyA1O6vAX4FXByRNK8Eyt9qsBIgR3YhOVT2D1IC0ZEzCsjaWZjxEhM0viYweY6jNDxsejuEVhZUw2muvlUE8N6q6kD87jpwVKV1mBERUDJ5DYE/hcjFT6IqWd8bFIQe6sIJZ+bGmDnQdq2b2GNm6c3D1AltWOmp+ZnT81cyARvppsqpSD1YuqV3wBvjjcqqjt1EzvNTzOPRYSHWDx5ipIXDcB/YySMYilNuykpinwiQgUjd8ozpgX6lvg1ev1E5/4+jKQCiKUsaYykiTxoKAJNWbplN9s0IlZcMMVDgI+qaR5yg6TwCpKulSZcvMqAorOi8ADtwR5WFpb2kTQA3drBrmBTP5JmXGYmc2ouYl7NK2lJTaTWaXIFx+KYvdEAzJyePuSYJwrqm545SQPQ1OBSX+cwQWZwoXs1pznn9aU/HSscnL4vR4EcoapFX7sphnpjOLXi8LzBioP3sDu/mZ3ZtaztWkqgAYUwy+78Bg74u/C1iBLS7bf17bMt/zSqSm9wkIP+/sP2nQ972JPfRNGi6enWDvYEW2nyWhjqjSHrH2RjdhmKRr40hqz2cJp7AaPdyZzknsZkbzbTMqezJ9xGSfQFivKQ/xce9e/i4eAvgw1B+u0AdHKAIgVCDdnBId648XVjUvR3G/bdagFuFZFviciR8uWPSVEzEKqaVdWfYaTzBzCiY4uIfEPE2OEXO1S1Q1X/qKofVNWTMML9Loy4WSYia0XkeyJyZbk3zyLnameRc/WYRc7ViaVHghMKiaImQYIEJzQi6ewPsJX7S1W1/QUeUoIEJwwiEvQDmIlvEYvRvjXa/l3M68WJnnsYI1euwsiLj2IExBdU1Y9KA34BvCHqPkuJqPkE5l9TjZXsxERFA0Z4fHc4Y145g3mngrKJ1eu2svZtGPESky6tUftKQEG2tMjYiQJtrbq1PuozZgFyWAz3xOh4Raw0KPaGyTc5Ldk5mfMaHBwccQnUJ8DnodytxZz2xH3Fap5ydqGIESkNmO9OTfS6xw04vT8B3hON5QqsRGtkdHyHkh9GLVYiFUbneAG2An1x1M8d0d//rqqfFpFFmHlwfI43ROP4KTAr2r/IoWVVOUCrqasc5UzmoLaxW7cwEPMyi6hzmvE1zwO5mwj6/JWPjllV59OSnoiibMmtYGNuGadnLqHOaWRdcRlb/dUErVOOub+XCw52hcy/dBujt7wGV1x89VkWLKaTA9Q6jdQ6TezxtxEcwUA3JRVMrz6LkIA1PQ+SJsNkdzZD0+NwcMhqN0uyNx52/5lV59GSnkA27GLpwRvLYqyFYelxFMLsIaoZB5cx1afQmBnJ7uwGdmcPUWcdglHuZBqcoYxIT0LEoTfs4mC4n3qGUOnUIkBRC9yT/V/O967Ck5RJYjwXJeSu7PUM4F1iDFSiHfF5QXDxjmZKnKPknzUZu8Z0Yd+t96rqIUZB0bWzExj3XO9XRGQ88CHgnRhJ+23g3ucQH/6CIbqXm00pTepMYKUgd53DFa/1SE2J/G5OvzP8Xf6FHGuCBMcLCVGTIEGCExYi4mGmmmOwCO4jmiEkSJDg2CEiTZhi5BXYROQNqrpbRKqwScFpUdMNmPR/C5ao9HVMefNuVf15NDF5G+aPksHUGzlMAXMT8BFV3Rcd8+dR21WYMe5QbOIzazIzm8cxNSUi7NfW7HIeCASpSZHRArn4ZqePjJkg05ng2ML1uvApduh6sMlYHiMqQmxCFa9+xyUNeaByYcWVVDm1/c6JasjuYCsrCkvivmI/mZjsiCd7MQGVw8ik15W1HVhC9UB07i7DiCqhVLokwB6MAPMxYqgLW733gE2YT08DsATzDno95mFTxFRLQzB/iPLyDj86RhtWfvBY9N7MjJ4/7IR2UeVbEBEC9Xk4dxvd2nFI6cggIgUAqpx65lRfSIDP8u67yA9Q7GQywsGNk/DcEy/16bmg82DA+a/bgayeT5MMw8dnaXAraankzMrLUaA7bGdN4RFmZc4hr1l2FtYxIzWfnGZ5pHA7BXI0uMM4rXIRSsijvbfTFbYz0ptEozOcLcVV9GjnYcdwccO7ERF8LfJo1y0cDA6vkokxrnoOU+oW4IlHGAZ0Fffz9MF76SzuHbT9CGcCM1LzEYROPUDW6WW4Nw4Xj56wE9WQaqlnXeExtvqrqZMhjJHJhI5S6zay2V/FwaCNJhnGAd1NgefdtzYs+70XI0bjFLci5n/1MVVtK99JRB4GPqqqS4/HICIFz1uxstACRthcr6rZ49H/C4Go1PbseoZcdRrnvN8RVwL1w7Us/7ddbPlBopxOcCIgkYglSJDghES0On89tnp+meogGv0ECRI8K4jIOcCN2Pfrs8C3VDUUkXFYOU8dNiH5L+BVmBrkJkzpMQEjX34uItMwX5np0Lc0XcDKht6mqndHxxsDfAsjNG7E4mkfwoiL/UBmJ5ucFsaoo65sZk1WcLyz5JW9GaqqDrC750ldksJIFoBtlVIzOS4PqZQqRXkIKyVyMZ+Yk7CSrTas7GhytG86TSUZOdQnRcSh2R1Vvmkwkgbs/kuwcqfXx7uX7VOOs6OfgYjbjSjrqz76iVmQ8ZQmiwujfmJvGhf40SD9xuMDI2kczGT5mLDFX8U4bwbt4R66bWIvACkyNHujmdF4Lo7jsaz9Vg4UdvTbtzfsZGnXHw7XtV+RES/wNSFqBkAVKjIOj4RLqKGBXroI8Kl3hqIobuhQF9QzL30RnpOhQquoSp+Kg0uGCoa5Y9gRrGdcaoYpUFQZlZrKmvzD7PI3souNfcdycBmXOYW0U0lDugVUWdV9H62FjbSkJ5ALe+gOjk0IMiQzGs9JQRAgCPWpoZze+Gru2fcLAj1UqeKJ2UwJRgh1+vsY7o4DURRlafYmyknAg3qAVXrAPvG+jf0c7zU4uPgUud//U59xcfnpjH4/1w9ZTFDG5uV1WBrd/dj3SjH12ioR+Ufg92VKlzii+7gQNZFPzQ9E5EeYGuUfga+JyH8C338pkhqqmhORR7voeEeObJjRCvEpsocdrwM+ICI7gFswL7SHVfXYpX0JErxIkBA1CRIkOOEQrejfgN0gXamqiQw2QYLjgEil9lVMibEXi9F+Mnru7RgxI1jqyfUYsfIGzK9hCaauuQGLav0xZrQbr+rGPinfAT4f3YhXYX42/4CpPPYCXwbuxUgiMMXJd7P03L2EW3sxcmVfI8NWp6m40hGHZh1Rg02MYhOZyRvDFVQ4VYSEbAnXCCalH2jaW8DIoOmUFC+E+EjZPE5VkSgrObD5QKxIiRsNoiop7X6E5yBS2HikqKORTtq0rJzIp/+9XKz4iV9nXCYVQziUCCo/fkwmxaqegbPYo42V9cUnWF98ot+2FGkWpi/HlRRObxGntoLJNaczwz+LouZZ1n0HhaMv7nuplBAeRgiuCvfd0kQh73DBa/Y/K6+XlzLSafNb6aJEkrQFrez1tzFcR5sHjUoUt620Ba0Mc8agKB2hKVj2+Fv6vID2+zsGOwyTKuYyLnMyDq595j2XBXWv4cnsYjZ3raAnaBuM/BgUu3MbacqMxo38ccBImLRTSTYoETVT0/MYnhrHpvyT7Ag2UCP15MJepnhzED9kLztZW3gMF480GYZ748hrjtagv3+MRwoXS4lycJnpnE21U8vaYBltuif+zB8vFlCw71GIKd1qMAXdORgRUxs9n8aM098kIh+M4qzjiO7jClUNgb8AfxGRqdh1dYWI/AW77j70UimLEpGFwK9Cgtsf5s4tEzn5uizdtwf4P8XM2b+JqT2/B4yNXuOtwF9ihWaCBC92vMz+jSVIkOBEh4jUAn8GtmMJC8kqSoIExwGRWuYmYCrwP8AHVbVXRNLR9kuiprdhE55ZWILHl4FTsBvmq7B0pa0YodKJleU4mFnw61T1aTG8GfgaRsTcgXkTbIoeV0b7fhYjhB6Mjh1PjEZ2sH9yL13UaAP72LWfklGvAtvz5EYvC+89iClQYmLFwSZVv8RKhuZhCqCOqF0OyPoUG9vC3TTJcMQ3wYq6LqGjbPfXKaX7q7hW5L6or9gw+JeYubmP+fR8HiNXMgPG4gNZwfEXyMWNHmkK5GWp3uaD5rBr3TVpqZCC5gF9GPOxGVv21g0kc2LEpEucdKXYpDFObYL+JVhHJWkOhyqpQ3BwcFA/IFAfN3SpcusINWB05iQ25ZYftZ98XnGdwYdw66+H8Z//OhYUWrdmeNvHXtwigXVPVRH4wvRTe47e+BiQyx06v1aUlYUHCJx5tDjjkUDYHm6k0q1la7CGzf4qCprrKwHa7W+hs2c/SjioUTRYjLcM+Bi46Qpmpy9CUZbsv558aPu6eDR6LXQFbYeUsQHs6l2NH+YZVzWThtRwVEO6/ANkg1K6VI3TwNj0NFzxmFFxFrty66l3mmlyhiPiEGpAh7+XCelZjE5PBZTQ91FCtBCyO9jS11eBHLt1GyOdCYgKw9zRCMLJ7gLu9//kYqq+mJw9HoiVa6uAuZS+1xOw79IqStelKcBTIvJpjKg5/ziNYVCo6jrgH0Tks8C7gF8D+0Xk28DvVLVwxA5eIET/b76Ajfl9QBAQzF/PUz9UVRWRi7H/Gz8AXquqnxWRUcCl2MLB90RkNUba3Ao8ERFYCRK86JAQNQkSJDhhICKN2CTxSSzqN/nnmyDBcYCIXAP8DCNC3qiqf4q2n4F5rNREz/075j/zPxh58xfsO/ke4HZMEfNv2ISoPHr608A3ovKpMzAPhRTwRmxV9NMYUVKJpTn9BpvIFKAvduVuIgPdU5jf3UhzdrUuq+pgv+9TrMZWjCcDF2BkBhhJBKXobj86xhWYOugCzLR3KCX/mhqAlfmluiD9Sk2TcQTQIGC/7maLv7J8Fhsnk7yK/kqWN1MiQb6OqYpiFUyqrJ0HSIp0Y5pKHHFw1cXD83yKNcC1cysuoNkbTXfYwUO9Ny9Q+l32ykmjGIMxHfEs3znM83GbZ0XUHNQDtId7aXSGsSVcQ+v+rYxITaSyYjaCHJL6k3GqqPeGcqC4q18JTC4f4roDezfsa03jFwUNhb07M4M3epFg8U1NfOtT4wF43+e2cdmbj+7nciSIQHYQoibG6vAxWnUrjuNxWt1lCEJLxSSWdv7hEJ+W7FHSnDfkHseTFM0yEs9Jg4Y4XgWepPHDAjVeE/mCkTJn1FxOlVuHasiSrt9T0EM9YfbmNrE3t4k6bygpp4K2Qn+CraA5FMVXn4JmGeKOwJOUmXdrgZz2sCvYyHlV1yIiWFiVg2pISg79HOwOt9DzKpSHAAAgAElEQVTiju1LxQrUp9fs6xT77nVTSqmDQz2jnikqsSSmP2BljjE53YaR2/djJE38Qf8/WDnn2EN6eh6gqp3AN0XkO9h16sPA10XkB8CPVHVww6AXAFGp7H9jpahzVHWPiNwOfDtWAkWLc58QkceBu0TkI6r6a8yc/ScR0fMKzPPr10C9iNyGkTZ3RucjQYIXBZJ47gQJEpwQEJFhwD1YTfcHEpImQYLnDhGpFpH/wRKXVgLTVPVPIlIZ+R08hBEXB4H/C7wX+Ag2GbkB+BiW/nQnptIYjZErfrTfBmC0qv4HMEJEfol50PwIU+P8HfCvUdvV2CSiHUtISmGJUykgnSK9KE2GJoa1DWVEQ0Yqa2Ywz/Ep7seiqa8BXolNnOL0poGIy69GYWqdZsxXInK5oC46XlAgFzxeuNsJ1SfUgO3hep4s3Fte9qGYCW85ipQSle7CJmQBMJicJI7NKRbIhTvYiK9FtrGuL2nGwWWoNwZHHKqdOqqduoF9xMlZMQ5iZFmMMGpzG3Az9r75GKm2mVKEdwFT/Sil5JrYXPmoUJQn/HtZEz6B46Twwzybcst5ovsOVvcuZVrNmcypXYSDiydpFja8gVk1F7Cg/sp+/RSLRkoMhte/r5X5F3Qwd2En7/jk9mMZ1guGpx+voZB3yOccVj1We/QdjgLHEXL5I78VHboPcVyTUImAI9Q4DUfcZzAUNc+K3ntZ0vMHVncv4aHOP5Lzu1BVHFx6/XieK9S6TXiSQsShyqkftL8WbwIX1b6NeZWL8P0sA4hGCprjwZ4/szr3EA/13syG4nIC9enWTu7P/5GHCrdRIE97sIe4aqc36KTV38RO/9AUqQO6m6f9R9gSrmZZ8R5WB4+xPLjPBmyIfZn2YolvsXF3/D16NqVBHkbSrMAI2a7oOD5wFnZt3E4pJaoKGCki/xSVmz7vUNVAVW9S1QsxAmkssFZEfi4ic/8WYzgcIoXl32Gk1k+wcIg9EXEzB1sY6AdVvR64EPhyFImeirYXVPVuVf24qk7DvLuWAe8GtovIPSLyCRGZIXK4q02CBH8bJKlPCRIkeMkjkrXeBfwW+OJLpcY6QYIXM0RkDmbG2AR8BfhapHhZiK0ON0dNn8bKliYAH8Q8bBzsxvca4IuYEqUXm7BUYBORL6nqF0WkEovf/jBG0HwDeHvUTzVW1nQyMA1T6BzEJjcPYya32syIp2eyYCbAWpZzErMt6YYOfYzFcWmPH/V3ECNbNmI+EB0YKTGXwRUlBWyiVkF/VUkAuCkypEnTwxFD5ToxkifetwDsjM5tB6XV8/I4pG7Mx6JAqYTiEJxWuYgmt4XesIulvTeFShif66aoSZyOFZeFXoZ5OIxy8TJpMl1ZeloxH6HiNGdeRaMzlLXBE7TpbkmRplJqOKjtPLs5qmGoO5pZlefi4NAW7Obx7J0AnN1wFbXeEEINWNf7KPsKWzmr4fW44qGqrM8+yubeJ/sm8NufmMDIlpe2IPxX3xrFb75toq7P/mADZ7/yOaUwUygq9ZM3Uigc7f0RTq25hCGpkXTl9/FI761lMdrPHhc3vccSn8ICK3ruZW9hCwCTM6cxoWIm7f4eHu+5fVDvmvNq3kjGMbupA/4uHuv9y2GPU+8OZWzmZPYWt7CnuGXAKxPqnGbyYZYcR1YFvcCI3+w6jJipFpy9FU51U6DFPxc0dyb2/TwNS3trxxLynvpbD1REhmDk+wejsXwb+OPfsqRcRIZjas5hwFtUdW3Zc98H9qvq54+wfxOmnKkErlHVPUdoW4UpNV8V/SglQ+J7klCKBH9rvLT/0yVIkOBlDxGZgJU8/DBalU+QIMFzQLSK+EnMW6YNOEtVnxCRGhH5HvAm7P4hwG5gp0Ttfo0RON/DvBfuoFRC4EdtpmGlS9OAdVFJ1X9gvjWnY5L09ZT8YD6PERUbMGXNDOibhc3GSI6ljQy93BXjMYbocB7hrz211Ffto3Vf1Fd54lJc3jQFIzEex1a7B5Y4HKTkGwMlliKOwV4NzC+Sp0i+nMApRH3twAiYDKUULAHWYkTVBBdPT5Vz3TQVskofKXSwL01JqRKbJcd+MYPi8eydVEg1ee1FUSfaL95XgYllr/010e+xGSpTZ6Yvw8Wr2x6srVsXLA8bZVjFCGe8eJLiFHcBD/m3c3b6VQgu+8NdPOUvOew4atwmatxG9ha2EnLoPM6J3h9BcMtuP7NBNzVeEyIuE6vnsiX7JDtz6xhVMRURh0nVpxGoz9bsCgBu/XMlC+dXMm3WwUOO8VLBo4sbwXFxvZDWbRXPub9tO4r9SJq0VFLrNNIe7BlAxChPdd/NKe6ZpEiToZLsMZAaNdJASEivHiQtFVQ59XQGe/uIlzZ/F03eSBChvdjat9+G/ONsyD9+xL5z2kMqMFIuGxxpLMK82svwJMXw9HgOHvw92dDaj3dnMNQdzSZ/BZ3PjaRRjFSNidGqaFuclHY8ECc+KVDd6LW0za1eNEzEwcF57ebciv0bco/txa5/ddF4/ioiPwS+qjpI/djzBFU9gKVDXQdciaklrxOR/wf8ZGCs+PGGiLwaI+9/AnxZtVQHKSINwLXY/4TDQlXbRORy4EvAoyJylao+cpi2vRgxc0v0f3A6Rth8ArheRJYQeduo6qbB+kiQ4HgiKX1KkCDBSxaR7PVezNsiIWkSJHiOiEoIl2AkzY3AlIikuQQzAI69VXyMmDkLi83uBa4DPo6lmnwdIyVaMIIGzIT4CSz6uhaTsX8aeBvwi+jxz7ByoSWY4e7Xoj4viNpJtO/3o78bgct3sy0INSiEGgY72dTWw8H1u9nuB/i3ReOZh6lq9kfjX4kRKJMwefz/0v+eKIx+yk0usljJgocpc+aXn7qyv1PR+VkbvfYipbSlAFMijQZoYWxQQ31NpVQzVebEhIwTjbGPzWhmJOfIqzlNzutHcsTIac/hknYGS3kCSDU4zTg4uOLS4o4HcPLaK4JEvh3d1Eg9goMnHkOclsH6B6DabeDMhis5pfZcTq27ZNA2e/ytbC6spNXfzFO5+/q2r+t9BBUQ10Ecl5RTyU5/Pa2FDWVn1f4YWTGVP/7gLD7z3lO584+HH8+LHa9/zy68VEhVdcBZFz/3ue7dd0KzMxLBIUWGsytfw+zMucyruPiQtmOcKQyREdRLM1PdOUfte4Q7kfkVl3JmxasY4U5kYe1VnFZzCadWl/puSI9APA9xPGpTzX3b651m6h17PNwbx4zMmTS4w/r1vzW7EvV9CALc4JlXmtRIA5O8WTQ6w5iTOvcZ7z8AgvnH1GIkTbzteJE05cdxXFLMrb64KeVk8CSFIy7jK05pbvbGXIKR3dXYtVUx/60nROTs4zyWo0JVi6r6O1VdiBnyngJsFJEficjJx/t40aLAj7H/LVep6ufKSZoI7wZuUdVWgItTb2y8OPXGj1+ceuPlg4w/UNXPYrHkN4vIu482BjU8rapfV9XzgTHY/6dTgaUislpErhORCyPfmwQJjjsSRU2CBAlekhCRWZiPwmdU9Rcv9HgSJHipIyJjfodNSt6iqr8XkQYRuQG4HCMqBFvpvQ2r7X8fVtq0Kdr2LYxkGY5NMnZixr154IeYKuZ7mFfMZzGlzE8w1ce9GKnyfkxd83WMUBmKTVR6sNXMSzEpfoybu+h4y2JueoMSfkHRFmwl+h8vct7ws/vCP3kF8iswwkIpqXe2Ru02Am+N+soBrVgZVwNGrPwEK6387+gc5DmyyiX2s7gYI23KZ58uVpIkAN10egC+FjnI4SfsU2UOaanAUY9mRrCH5+zBogfCPVIkj6suW4PVAPTSzaP+XdRKA3t0O0pIl3ZQRxMb/RWH7azKrUcVPCdFjdt42HZd2k6NO4Rqt4Gcb2lH3UEbq7rvY1hmAjuyazhn7LsRcTjQu41tPU/jhwW2ZVcC0JhqIQxcCiGsfrKBRVfufq7n4QXBuZe3ceaiR3FdPWqMeFeny3c/NxG/KPzDVzbT2Nx/vrplQ4o/XTePWRmlI9zHxuKTCIInKeqcpkP6y2qPJSIBPXrEcj0Amt2RfWVow7wxiDh4kqLRKxFlBc1RgYc4UAgtZn2kO4np6TMA2OqvZlzmZDxJMSI1kft7/tAXx+5gxr8OLhmpPHQAfVAe67qVsZn/z957h8lxVen/n1NVHaYnj0aTJI1k5SzLVrAsOeGAsc3aBhuTluBlAQPLLiwsLF+WxbAsLOFL2F3Yhe+STHAEAw7gJCdZliXZynmUNaMwM5rY06Gq7u+PUzXdk6SRA7Z/2+/z9NMz3VW3blV337rnve95z2yOZQ/0q2lCvybf+GRJn/Z8RoHwAmfQ32mEXEW0gR16iaW8S+yhHkEWNpVOXaTVPbQkeGlF8BwyYE+LSKjICR9+3nP48Ab9P/h1L+9hBr2e/374tzvoGOtRH7H3ikgXOpa35G1vhmnbH+b9wdvUoBXxDqIE+htE5OJhzulzwI8D7xp/hX3NJ+MUTTHgn2XN+s5+s+MRgip9ec9rg7Z/KiKLgb+9PPKOGcBj6Gd5+UOZXz0/3GcVmAzfDdwtIhaaKns18BVgpog8hqpxHgxKrBdQwEtGgagpoIACXncIqsL8AfiYMeauV7s/BRTwekawGvhdtNzpNuAaY8wREXkruoIYBdpQ8qUZrYLkoFWUfogSNFegRMthlGyJoAFPDapC+SK6Qr0R+B+0TPd/od4zzwBXG2N2ichfAjeixM9edPK8HV3NTAFvI5eClETJnHJgr4+3KujTPwF1F8v1M40xqXPk4uxz5hHLx/ODvqwFfoSmdzUCy4I296GE0Vl5l8cG3o+u3vaSR7IwtOx1GLjZQOVUa743SWZKp2llnf94vkmqBPtanbRZa82jxEn4rRwdTvliAOngBFETQxC66RhmswFIkfPTyS/BnZ/+JS4Znsr8HgsLP8/AtZuTdJucZ8ra7MOnOx6tmUOcyB6k3BnL9p5VA94rskqpiZ6FL4ZZ8aUIUBuZyGMdv8ALYuIjfTs40reD6qJJSgRYUaqKxvPosXsHtLUvuZHqWANTJkV46/sOAHDsSJx4wqO8cvCC+2sb0djo/H7u/K9xPPNQFcZAWYXL3311YMbFwaY4vmdwJEK5NYZOv402r5kqu569mY1D2jtqDuB6WRwiHDMHT3v8/dltVNl1GOPTlNlELFJCuT2WptQLCEKDTOZQ5wasWJyO7FF6XCUcK6yxWIEQpcIaqKKJSpyM6cPCpsKqxiVLynSyzR02I6UfXV4bm5NP5L9kUqZX1mcepdKqNS3+vgH+Uac9ueHhoL+hTpQkTqG/G4uBv/d8kib/tzVqZE0aSwbu5uOTPX12U/ibfrVgBj1Xo9cKcoTKSNsOfj3/fwe9d2SAGWiKLAw811AlaAGfCP/38RCx8Ixrp0h+Gh3fRzqWBO1/qMXbp6XrRTjuH35ARO5G/Xj2o2T+/kvtG4otsX8bHPMtxpgwZXY9alY8Fl18uAr4uogcJOdts8YY89KNoAr4X4kCUVNAAQW8riAiF6KrGjcbY+57tftTQAGvZ4jIVFSZNgFNM/oSUCUif0JXS7ejxEUtmrY0HvgdKn3/OEraTEarbnwgaLYPJXf2oaqU/0aNgl9Ay23/KzqJXg/MNcZsC/pyOapeiQCTUAJnAVpSOzQhNigB1Bk8bkGJn3ONMfsXW5cuyZD+Wi9drYL1cRGRuElEy6h0O2gNV4PfgVajipEz73WD8yDYJiyhK+RW0kOvmzBoyJ9DhSqa/lX3iTLDFhFKqKSUisGKGSfY3uqhkx46RwryBGCbWUcLB+ijN5ui18nr93DBmp23b/77wx4jn6R5sYjbJRzL7GNLzxMDymmX2JWcX3UjggT0lBeETPmeyTmcTDWTcZNYEZs97c8MeT/pdfJE6+384mE1FP79r8bx429NxbLgGz9fz5RZr2kT2ReFyuoMtmPAQOXYoWTUuSu6afeOUypj2JVZDxg2pp8Y2lAeWs9gwb/btPNE3939/z/Xc3//3xOtmUyx5gGwr28bbX6utPZ+dyuVdi0AOzLPMcdeTrlVzXH3ED2+EoET7GnUWZOwsMiSoXeEyshxKWZp6ZuJSREH0tvYmVoTviWgFa06vBP53/UuVNE3+pQUsRhTM4vq2jli27F4qu9kovnAM6T62p9CDX070N/WB9HfUoqc4gaUWJ6c12I4VoxEqPhJv8s6ltlPTXQijkTwje9nTco6nNmZ/9sOSaBQfULQj9D4PP+HNFryZjB5IoOeT4dTbW8BVgXVZiErxMNjHY9nk/SXQM9/DtvIv44++rmF43W+isYLtg29gyyU1Mls8dbEZ1gLIz10mmPm0EkGppCGnkMDzOIdItRYE7RDxtDi76tFzZPTFrZEiDpp+qKHzV5rAlMA8UXkH8nd68J9TwC3AbcFVbrOQ0mbHwDjgvvpA8AfA9+fAgoYFQpETQEFFPC6QZCacRvwDmPMo692fwoo4PUMEfkAWjq7G5XXr0N9YL4fbPJDNCix0XSmqWj1p8+i6pIYSsK8G63S1I6uqlaj5bjno2TN1cA/Ah9BDYa3AouMMc8H/ZiEetRciE6+H0En6heiE3Mn6GM4US9HSY5/Bu4xxqSDdkqXy9UPlzNGqqgd20UbZWYMLll66Awn7BOGuxTk0htOohP/sWi53HHkiI8kOZPewSvoaQat4LebY1QyFo8syeErQoVzsMHKnBB5wZrhpFbVjuS9P1JQFRnh9Xzk9/9FpXDYEmFMZBwpv4clldcCQtLr4Jn2XFA/qWShloQ2BuPY4EQgm6XHdGHEIMaiPFbP5IolnEg2URIZQ0zikHWZWbaChqIZrDl+F35QZKY8UosgrF7Xx/VXlfDEA3VkM2rKu2FN5QCipqMtwlc/MZtk0uYz39zO+El9Z3qKrxju/VkDqx+t5qYPHeKc5aeu+HTt+45SXObhucIVN5wY8v6hlgzrU4+9Ul09JaLElYQDogPsnCBpunkhvRIbhx7TwZrk/UP2902YsWNOWX1qfGwGUSlCxKIxNpum1PP9KU+DEH6XK1EV4JjRnEd51WRmL3w3Ytk4ThxAfN8tb5h4vp9Jdxc/v+q7v3ezyYmo2Xk3ShSExHF4Emehi0g3BM1awbZFDP/7toDs5uTj1nh3pq2pZGbH7tT61a7J3BxeInJkhJN3rCi58bAZHRPvQcmkaagf2MTg/bBSUTR4RNCxarSqnPA4GXScS6FkefiBhSpCh5z5enQiM6K2OFjGpo5GZy9b88eZkGAarPgLCZyQPQ4JluHGqHzlTqSL9sha/9Gw7dDQ3Q32L0J9hwaM0ZGAqxcRjDFUSA3z7OXRdnM0WkYlDg77/Z10mXZ8OQsLKwuy7lQXK6iI9XTw+JyIjEfTdW8Evi8iW1HS5n5gQ6FKaQGnQqE8dwEFFPC6gIhcjwaF1xljhi61FlBAAaOCiJQR5P6jk8X3oF4td6HeLY+g5bY/ik6Qt6Ir1OtQ4sagBI+LVsMQ1KS3HA1g1qHBgo8aDF+GGvY2Ae83xjwd9GMx6lezCA1GjqBBxVQ04KhECSELTck6Fw0QngKuMMZ4QWWOdwDfBmoWyRsoowqDzwvmyYxLdmOSnoU+ngBWlFj7OfbFY+IUsclfTbtWavXR4ONmdELfGPR3CRrYnEmaQZZ+okQ6Sygv7qPH8QZWQQoDlH6ix8ahzBpDt9+OS5ZGptMo02k2+9nLllEeeghGIoDOJE1jRBJnedWNFFml+rYIjhXBMy4PH/8RRU4ZxZEqGovnUxObiDEGLD2kiOD5WY4lm6iPTwERJBrDMy7dmVbK43Xgugha7vn51vtoTx+ioWgGc8ov1os39lnu+U0PW56r4WufmkuixOXbv1pH3fhcysjPvzuJu/7fBDxfOP/SVj7/vW1ncOleOezbWcwn3n42mZRNNObxm+dXhZfmjNHT6/OZL7fyXz8bXonSEJ1GRGIcyezCNZkh70+Jnk2dM5G9mc20uGdexMYhwkx7EYKww1tHltwxxlj1/ea+u90NHPR2DNlfEKbY8yiSUva4G+ijd/jziExlVuJ8bByyJs3jXb8ayTwbcmlPzShpcEqyprSikfmL/xrbGV5843tZk+w9cez5Z/79Bxh/IUrmfhZNC70K/c37wXMJOhZ9Mq+JTnRcHIlATQfvhd+C/cCTKOGTIPc7dvO2+RmqeBwTHDP03+pEFYbfR0nyOtQwPf8xNXiOo2T0cZRQigZtVaD3g3J0PAyJEhg4FgyXThS+7tUz0ZnJOQBsYvX2No4eCfrXRa5y3xVoOmlYTq4seFTknVuoroGcSilfXRMqZ/L7lq88OiWmWvOpsyZywNvBDPvcftLGN1lscUiZJE95f9h1nv3GT5ZKRe9D2dsfP12bI0FEYijZdzX63SlFU4fvBx4xxrx+S9kV8IqgoKgpoIACXvMQkXehAd+V4Sp8AQUUcOYQkWXAfWgAcDPwK+BjaInsNFp6+wPA36CT6R5gNapu+QiwEiVpvoWmQbWhhEoFqqhxUULlNlSN8q9owHSNMeYBUVwfHG8yOqFOofORetRAsotcOlICJXi6gv+3opPc8SLyP8Al5NICeraa5+5eJlce2mM2n99B65ygL2G1proamTAmQSm22EyV+TxnHgad4MfRKlahf4xBg6duNAArsnESHu6pUo6SqJLojdqeKeuhY7jthhA/S4uuIi7FeCbLM31/YJrMR8RiEjM4YppI068GGULyDIOwfyPN8U61r5+/TYM1WWZFltBrulibeYh8wqnYrsQSC89kOZE+SGWkjn3JTRQ5ZSwf914AutMnyJLFsXNqC98S8KE6psa0BoPxPbCE8tLxgVOFg/E8/FQf3VlVkVRE67BET+nIoWo6uzpZ9oZWfvPcE1i2QQZd6QmTkzgRgyOGxqnDEwCvBuJFYfqXIVbkD+n3mcCy4Jf3DG8IPDV+LhPjcxGE+ugUnu3+3YD3S6xKzorOxRaHufEVHOs5cEpVy3BwybLFWz3sexVWDRYWIhZjrPoRiBqLysqpVMUaqPZnsa71XrqzrUO2a87uQfosSq0qDmW2n4qkgVxw3gDD1IkfhOlzbxiRpAGw7IgUJaprG6e8oe7gnkcSwE+MMcdF5DrUl2spquBIoGPAJ1DS+8agiXKUcA5TFgcjltdPC037bEAJ6XPRsTVM/XHQ8fT9KGH0W3Q8fA64CB0HPxk8UsBm1M/vduDn+eoNESlnKIkzBU0ZCxWFTShxdAIdCzNBf6eiZHwDOUIlVPwI4LRwgA5a8fFIk5qJqnzC44ceMyGuJUd4hSqaNmAD6mu2N+hPEvgpOsZ6KNGxYLw19Wt19sTIQW+n3+q3WBPsaZZnXA77TQzlkwZij7+JPf4mEpTotv2UlJpct5gDu4BzVrt/fMmDSKD+fCR4fCJIPb4KXQD5mYisJedts6OgtimgQNQUUEABr2mIyF+jRqSXGmO2vsrdKaCA1yWCKhX/gipgdqNSbBudCM9CZfNfRFf3JqHqljg6afwrNCi4Hi3HHea29KKT5RPB9stRM+EwhaoDrab0a8ARkY+jlZ6qUAKoj1xawBaU+OlBCZsY0BIjsWqFXFXSzvE3bjNrO9P0/RE4igY/oOTQE8DlwCN99KQeM3e/C01DSKLBSnHwoMu0GzDiGpc2018xaDBxEkUDku1Ag2D1nBe5srpEykmabra766TDnKBSanDJ0mn6A8sEGnDkt3taOEQoljJELAQhKnHSpHBMBINhkjWLTtPGUXMgbDN/ZX04DJcikL/9qVKdwpV5AKZGFmCLQ4JSqq0Gjvk589nt3auYVrKI4+kDZN0UY6x6psbOxoju7lhRiqOVPHrwB0wqX8SMihW6Wm3B5hOPUlsylZqiqfhelubuTdSOnUcM6ScuPMuwpXMlWV9VMvt7NlAVHY+IsK97PV/64lhuflcZ5100/CL0JW8+Tllllr6kzfmXDQ3+R4O9Byv51o9WkEo7/PU71nLewsMvqp181Dem+MJ/bmXD6gouu/7YiyZqslnD7fd2090zvMdQpVOHIyriKLWHVn9yNWMQ3/h4ZPPNrs8YRVJCqVVJq9fcT/Y0e3uotybhEGHvCBXDJpTMoyJah4hF1CpiXuXlPHP818NueySz68V07ZRxTklZA/GikauUhbCdqFTXznnbwT2PVAFrRWSlMaZbRK5Cx7tGcmo6F7gOJUnmBU0Uo0RHBB1XhxyCXOUjCx2DLkWrKGVQMiSCjmcNKHlSg46zzagp+wvouLgDVaUUB+1+FrgVSIvIZuD36Bi+K1j4GrL4FSg/zmIggXN28DwJvR80AauC56agH99EqyF1AXf10duGVvE7gZIqFeRUillyaVMW9OfOhX5f5cH1m5+3XaicWR1sZxJSas9wzsEWhwoZa/eaToqlHIPB8SLsDyranQ5JeujwT1Bh1WAwtJrmjm3ec4+6ZN9pzDBytJcBxpg9qAH+90SkGFW5XgX8CXBF5AGUtFlpjHnt5G4W8GdDIfWpgAIKeM1CRP4O+DvgsuCGVkABBZwhRKQBNQyeiZbP/hzwGeALqBT9BjQYeBid3O9DSRQHXTX9Dqq8uR0NEjrIBUBPoBPzqeiq54Rg38+hVZ2KguN8FJ2gH0EJGQudzMfR4OMguRXXVUE/piyTK/9YRMm7AWlhP9tNvz2Ah5I0Bg1KnkIn8EtQwuSOoL1zI8SsCTKVpOn2j3LQKqKkfbI155at/ppb0aDDJpe6UBxetvBApVLJeZE3qvrDGDzjkTVpHCIIwhZvNcfNaQP4U6UbmVnR82S8M5UT3hE2pFcSIUolNUyx51Mspfj4rPceo/PMfShDD41QZTBSOtSwmO0spd4+C4Phmcx9pExuUfncMW+mKjqejN9Htq+bUrsSz7hkJENRtBTPstja9TgtvRooLW64iYp4A31+L3GrCAsLN+Eglo2dNep1YgDfQDA33Xz0fpq7h/LzE6IzmVG0hESRxcSeYN0AACAASURBVIf+zx6uvOHYmV6X08IYuOGWd9DZHQeEWNTlZ9+6m+qq5Gn3/XMg2eez7KpDbNmRodpqYII1jcN+Eyd8/S6OjTSyoPgNABxO72RH31DlS4VVQ63TyKHsbpIjGPmeDjFJsDz+FwB0++2sTT80ZJt6ezJTIvNo81rYns1VdppWdh6TSxchQeWjPrebJ47+5EX148WgfsJSJs+85pSKmhCel/VWPfT5LjSIvgxNL/oeOv6sJUc6d6NkdEi65P/uO4NtihmKkEANfVUI/vdQv7D3BcfIkKuqtw41rj2BqlpA1RrL0ZLTl6LkyT3AW1EieQE5MnoTag7/O2D7aBQcAek/joFpVPNQlYtNbmx+AiVwFqLk+h1odcHO4BotQasq7ULTrxKoynI86nMWR1WeYYqTQ47k6UecBMuj12AHajtjTH/6UqvfzAvuqY21B8FvkLOORaUoctDfmfDxbgW+8edWtgQpvXPIpUgtRO9xDwD3G2P2/zn7U8CrhxeZFVtAAQUU8MohSI/4PBrcXVggaQoo4MUhKLG9B538XoT6F2xHjXj/B10JnoJ6IiSAY+hEegY66Z5FzhcmTCUIWYnnUWXO1OD1OtRsuBZdsb0NnbB/DJ2wC2pw2QQ8jgY4zcFxJwFfCV6rQyfqpQfN7r/08cXgkzK9Hjr5/wFKHLnoKmw7uhJ5UbC/jfrWLAaYL+enJjGLWbLIGkNdpo+eqq3+mttQIic01gz9GcIgIEy1otd04eERztVtbGIUYeMgWJRIxbDX3h7Ih/TPt4op4wLnWi50rqNEhUGyPfMsDyd/wYb0SgCyZDjOYXS+LkGu04uasoUr0SHOSEm9zV3Dc5mHeDp97wCSptiuoDo2EVtsYnaC4mglBoMlNkWRMgQL8bx+kgZgbfMdHOvdTbFTrtfOM0RSPral17G/MpSgvjUiTKpcPGy/yuxqLBzSaWH31pJht3mpyGZtunvCwmBgWz7H24aLr18aWg7FOd4SG/F9Y+Abn5jEm6eew3/+U84Le8euDGb/YlYk3sLZzoWMtccx31mOE1ihnMge5KnOO1ndde+wJI0gzIouYbwzg3mx5VRJLXESZ9z/hJQC4EiEEmuoOsXCZk50GQmrjHpnMlVWff97h3u345osWT+D62fZ07VmyP6vKETOoE6SsdE0z5tQEuFvUMXLnahKRVDSuYxcqek06t8VIqwcN1y+muTtlyHnxWKjlYi+hI6XNkqGW6jC8cmg3QxaKe/N6Ni1AFXXXIWSJH8yxixDSaK5wFeDNv4ZVVb2ishqEflHEZknIsMOOMYY3xhzyBjzuDHm/6HE+hXofeVfUPLoOjQtqze4Hu9CSYZp6L2lEk01/SFa6e/bwAeMMcuNMRONMcXo/ebT6H3GRsfqIZ9WiiQb3afxh6mA7TJACBOmjw33f1hNcFuz2de139/2Qx9vJpq+doeIvDKDzAgwii3GmH8zxlyE3qd/ht7T1ojINhH5pohcIiKjr2xWwOsOhdSnAgoo4DWFYCXhq8A1KEnT8ip3qYACXncQkTjwE1Qt8zA6Uf4s6p/Qgk74tqArnB9CJ6y9KGExFyVc7kdXj+vQwOIEOlkOjTEXouSGh5oC34oSQg+ihomdqL/AQnTFdR1K0lyNrpz6KCHzeXTVdy7wLLqSCMARmlzfePurpPZeEetzxjdZEZmOrgDvQ+X5zwfn8pGgL+Gq6yag0cKqECSIeByDKoKGZ1eCy4cGF9TLWaZCqmVd5lFq7UYqpYZiyjji72GM1YBrshz2B/LIFjYXOtfiSJQu085z7kCFQaM1g1hQPGqKPZ8T5jDH/cPDVrHZ4D7JZHsunaaVk2ZoxZ8/B7qNlhWvcuqZFJvLSe8EUyuWYowHYoMBy3IgDJREzYWtYXw860tnajQabINlIWndT2kwAUtjMeP7tPUdGNLGmHgjlWVnkU1nEbubN7/74JBtXg5Eox4L57awZWcNxgglxWkmN7affsczwAN3NvCjr08D4FNf3cbyy4d+xq0tEZ74QxVuxuL+22p43z8cwReXr30lSl3kLGwcjJcJiEQzwL8lbZKkzfAKoLgUU2yVY4lNmTWGBfYFADzrPjiiqe9w6PCP0+ododKq4aC7kwSlA6qcGXx8XMSoAi1rcobPfV4nTx+9jcrYOJJuBxk3yfjIDDq8Y/T4HaPtwpmYYw9Ab1cLoxVLJHv7VVtCTr0Caoa+KOhHEQNLUBcFjxS5lKdSlFRJwhBmLCRnYuRSQ0Hjta+ipPe70HQgUCLoYlSx0op6dv0AHUMvQJU9ceBe4E+Br9eXjDE70DH+ywEhMw94C0ry3IqmwfoisgEloR4ENhljBuTHichXUXXmj1HC6qeommdmcPxrgz7YaArt3eQWB6agZPmbgr8bRaSdXGW/IerGwYhTTIw4rX4za7OPMtmeQ6VVixOEt23+0dADrZjcdyRULIVpnungGNvQFLPvGGP+b3B+F6DKqWdF5HpjzO6R+vJKwhjTgV7fO4PP61yUgPs3YLqIPIISYQ8W5sz//0KBqCmggAJeMwhuQN8FlgEXGXPmOv8CCvjfDhGZg5IzVcAtwHqUtKhFTXy/iAYIT6Ky+TD3PYJO9i9GjYafRifNaVRRcxm66tiHBhsOGiAsRpU3TwfPR1DiZD46oVyNrgSH6psYGoz8K5oe9UGUPCnNOw0XVeR8p9ns25R3btcDPw/6tRcNQN4WnEe4kh2Wjp0FmF1mw3/PlHOXtNI85TiHPQaSNCNVM+ktk6qSWfYisbCptGp4xh1UXtjfwHColnociSII5VKFhT3ApLXdHKOeSbqt1cAYqafRzODZ7B+HtJWke0Sz1lcKFg518cn0uCfpckPiQDin+ApscRgTb9TtxCbpdpLKdlPp1ALqd+L7aRwryt7eFwa0G3ESmIgDWQ9EMPEIRCNI1s/V6hVBjKY+daSaaWpbhS1RJteuoL5iNgda1zI5voCYncCNZtjY+jTrt/dRN64YkQjJZITKyhQvF/7lUw/zyNNTSKUdLl3eRDx2Zma7p8PDv60nk1ZC69Hf1w1L1FRUu1SNzdJ10qGmIUM07rFjT5aHVnextEjUrNXu42h6L8f8w3in988FoM/00uW3UWZVY3wfRyK4JkuJVNBnRk/UGAybMk8xyZrNZHsuZzmzeMF7vJ9YNBieS/2Jcc402v2jdJuB5cjTfpKjfbtxiHBByY3YqMH0M72/9/tM92gImDMmacpidZTFa+nLdJJN9+I4IyuaAFw3zaG9p02hCfsRpivlM5XxQa9FySlnBisiwnaKyJFQYcrif6DKimOowXslSqDXop41v0HH032oqvB76Pj9dpSgXwSyMSElH0mankdAFTIoob4R+GcRcdBx+1p0wexWNH2VPOLmMZRcX4YaG29GjeY3oeqcTajyMo4qdi4D2oOqRluCByJSgy4U1AbnWXfqS5xDGVUssi/BAIfNHnb7G3nBfYJSqWSas4Auv900+/tslKTJN2F3gr97gv8jQX/HAZ8zxvTn3hljUiLyV8CHgVUicrMx5r7R9vGVQPB5rQ0et4pILZp2djXwTRHZT86Q+DljhpEaFfC6QcGjpoACCnhNQERsVAI7DbjamBeZMF9AAf9LEajRPoWmEB1AJ26fRFcy96CVl5qCShNPopPiNDpxTaIBwJ2oF01N8Nqzwd9T0AAkEmzfG7z/NeAfUAPgPWggEqplXkAnw+cFXdyBkifHgL9HJ/Bzg/dCI82w2sf8/JXBQHp+JzohfQ4107wmaL8cDQgENUruCo5zAK1wdSlKGoUTdJdcqdx8Y900uWpPVplUsci+VCxsknQPJWpGQJQYF0auAwQPl5XZu4dsU0IFpVLBrMhiHImQNRlWZoZu92JRKTXMthbTazrZ5K8+o2o+iyquoSJShwg81/57Ot3jALyh7N04EsXHoyfSS5FdxpaOx0i6nSypfDOCxc7uZ2lO7xrWmHZyw8VMGX8x9GUgYgdeNGBlvX66zIhoro8xtHXvpToxSRUZMQfbcvB9l962wxRHKsAY1hy7EzvRxpO/mccX/vlNpFIWjTUddJ6MccPbd3D9jTm108EDpfz6l7OY0NjFTe/YgX3awr2jx8HdcSzbMH5y+oz2u/vH4/nJNxoRS/jMt3dywRXDmx4neyz2bU8wZW4SH5dFVxxk554sFXYNZXY1PVld0wjKzZ8RosSplLHMtBfTY07ygvfkGVd/Arg4fiMRS0Uje1MbaPI3Mykyl/GR6bS4TTRlNo64ryCcn7iOYqsMEcE1WTb1PcEJ76WbNw/GxIpzmVZ9EeGXrj3TTNHMudj28Bkknpcl2XOcDav/g0GCktEiHGNSKCkzWmIpJGnC/UOzYtBxzyanuAn9cAQlz0vQMfEXKGF/PtBRRMmU86JX+jaOfcDb8dRub8M1pysJHRgLLwX+Ar2nTCVn6ns06Nc4tCLfN9D0q39BU6/eZYx5QUQ+jaa3fgZ4N5o+FvqJncrcfDCywblXNsp0plrzscWmx3Sy2usnutPkjIlBCf3Jef+fQO8BFeg9YUPQtw8aY+49xXU4H70H/Qj48mB10WsBAcm2jJy3TT2qin0ATX0rLH6+zlAgagoooIBXHSISITehuM6YM1jOK6CAAhCRKpSUWIyqVO5EDSTLgX8Evm2MMSJyKVquNZTon0AnyR9ESZCb0clwN7o6+1fopDyLEjNFqCfB+cGh46gZ5Fj099sbtJlBJ/Td6ERxKTqBHhfsEwYcYSnsQyjRczbwYWPMb4PzKkXTtT6HBjobgnMMCZUMumKaQYOETwBxh0i3Q6Q8RdJDgxiHnGlwWEI2P1QfUJY6gGmQs1LlUh054O8wSbojjBIxihhj1XPcPzRsSlOImfYixlh17PJe4IR/ZLTNnxbn22+iWMpwjct2fy1HzejTgy6ufg9xuxjXz7Kt+0maU1ptp9iqoD46hdbsYTq80RMCgsXi8W+noqwRU1oEJpecI71pjdCigcA77YLrI54HtvrWGAwmppfeNy5P7/g+tUVT6c6coD2tgfybVlyCSS3Hz4KVcQHBtn0Wz9nF5ufKefuHDvDbB8+mrS2OEWHu0na+/qVHX1Jp7BCP3lPJdz87EYB//M99LLti9GsM/3TzDJ5/qgIn4vOxL+3n8htOnd7W0+vzle+08fX/yKUFjZE6FljLMRj2+zvZN8riiJqcZp/y+3kmuCzxLiyxMcawKfUkXaaN5cXXYYuDZ1yeTd5Hn+nhnPI3UeJUsbX7CY6n9wNaNWp58fXYwf5Zk2Z18j5Spudl6VsIW6K8YcrfYFu5hALXz7Czdw2Nc98EGOxAXWN83/i+Kz1dR9iy/qd47sui1BqOlBhMHp8K+YRMMzq2/9/gvTJ0/K1Ax8PDaGpoJ0pej59sz5HJ9jyxxCJlkjyZuTeJ+sT8Gth5qgWygLD5DEqw++j9wA+O6wd9a0LH+IfQe4eD3lc+jKZCnYn6yQ/63oF6m4XqzhKAGHEW25cSpYgt/mqOm/7xMzQfDq9z+HwMvc/9BFUigZI4ZcBNxpiVp+uQiNSjpdfbgb98rS8oisgElLC5ClXKbgEeiBL/0wVc/RERmQ185GH/riGVvwp4baBgJlxAAQW8qgi8NO5BA8A3F0iaAgo4M4jIZah6JKwSUYXK0PcDZ+Xl2/8dWv2pCJ3M7kMl3x9AyZ0PoAHDL9DJ8S3BIZrRSa6gE73LULLlMErgTEHLtXajZMokdJL9f9C8/2Vo7v9MNL3JC7b1UX+Zy4FzUG+DI8C9IlImIp8LzuEf0HSrOLnJ/kOoKqiYXBWRzwPFCUpYwVUVy3ijTGKGBG2ETEUofQ/nP17e6xYa6PQSBFTNZl/Rdn+tPRxJE5fiYX1YANL00ezvPW0QvMNbx6rsfS8rSQPQbU7iGhcBes1wvqUjY1v3k6S8XjqyxziW2tv/eq/fwZ7U+hFJGhGL2vqFjK2dR34sWlc6k4qSCSAW9Kb1wooggOX6SNoF32i1lkwWy/N0b0O/f4iks0jWRVIui+tvpCwylj43JwR45vldiOURi3tYlsGyfKJRj/WrKunpivDjb02huyewLjKwdUcth1q0wrvnwYFdcVJ9L25KvHZlOZmURSYlvPBU6el3yINlg4hRux771AunnmfYdzDLN78/0LullEoEC0ciVMiYUR03IaVcUnITl5S8nfGR6WfU55GwL7sFYwxdfhsnhknBmmcv5+LETVRE6ojZCeaUXtT/nqZhtWKMjxFwiLIscQ1FcmbX83SI2vEhai9jfFJdx3j2sS9zaO/jOzramkxXx0FOHN2UOrL/qVs2rvkvk0fSvJiSX/kfbJgW5Q167VQkTf7+oZIF1Gz3Z6h6pJycunA/qtyZjHrCJGyc8ZMj8yVmlWDwcU2Wdv8oKPHxt6i5e7OItIjIShH5gYj8nYjcJCKfEpF70HvCrWgq7dkoIfRR9N7zPlQxOQMlUq5Dx+V2lAS6iNPHnH3ovaYl+HsbqpCsRO9LDwXnarTjKZ727ucx7+58kmZT8P4mBpI1W9CFg2+i9wwPXRgI3blXBClEp0Sg8nwDej95LiA6XrMITJ//2xhzLZpediswdgy1D/h47weW5qd6FfDaQ8GjpoACCnjVICLFqCloK7o68fIs7RVQwP8CBDLn/0BXLp8G/h1V0kSBvw4nYEFViF+i5VkFLYVqoQaQU9DJvItOtDehq44+utoYR0mfd6BzhoXkSJNqdPL8BnTCGwUeRQ0OP4FWKckvp3ok+H8MSrJ8LDRnFJG/RyfY/4QSLh8nkLjnnfJWNK1rH1qCtjhoO/ScyQJ+FbWeYCVssZnEbLvdnJjRxRAT2LBP+akFhuHL5sJALxszx1kmdfYkXNKsSt83uLrIq4pyqSZlpWnyt9DuH6OHUZuyAnA8vb9f6XAmmD77LdTUzQcDxSW17G96BAAPD2JRreRkDGQ8TMxBkhnwNGh2/Sw9fcepNGPAEoxv2N+xnrTbRUPpHEqjY8HXqlKJSCWJsnLKItWsOvYrADqTR3hh7w+587+nU1YM27ZUs2DBUT7/gblYCZf6CSnmvKmH++6Zgm/b2MU2iSL9zP7pvdPY8lwp5VVZfvTYVuIJn8MHivnJD2ZT15DkfbdsIxIZmUS54cPH2LCqFNs2XPOe4VOXRsInvtbE7f85jur6DJdce+p90xnDTR9swR+UcHHE7KXGjCNClD3+puF3HoSxTiM2DpbYTIzM4XB21xn1ezg0ZTfSlM2lN2WMx/N9jzA7fj4Jq4ySaFXwGVq4fpZeL9+rxvBc8kEmRGYxI7Y4qMUcYWZ0MRvTTzAtdg4Vdg3N2T2kTB/dfjspP6e2iRCjyqnjpHecjOljJKTcHjw/iy2RoKKaEoxd6WN4XoaDTY/NPNj0WPhhF6Fpn+sIKsgFrw1nAnwqDFbQ2OQ8U0aj6Qq3CVOh/GBfH4gkrLKSmCSOnvSOVgfbTcpr+0aAGdHF1DuTAcPh7B5a3YO0aZpcGZq+ej1KsqxHx9YlKNlSjY6rYWrpGnTMX4Cml/4H6iX27+TGYwtGYLBzCCtfZdFruQlNle1CCajlKKn/BJoO/040JfdUcesxdLHCR4kk8q7T7KD9CUHfXkCJi7BU+ceAHSLyB+DfjTFrRzqIMSYDfExE3gs8ISK3GGNevrzVVw5j0VTj8/rojQjiecaTHjrKRcR6LaZyFVBIfSqggAJeJYhIOWp4tgsNKguGZwUUMEqIyCTU0HE8Kn+/BLgSJVVuMkZL9QSrhOtRObqPkjFxdGXxyyjJkUIJnpvQSfMhNCC5HZ2sj0dXR8NqSDvRcq8fRdU7WXSy/m+oz9QF5IKLVnS1OIKuhv4GuCU/Vz7wpzqOKlnCMrNjyPky3Ib6AnwErWIV+jKE8FHJfREQiZM4sITLFkckJiJCyiR5+sz8H/PTC/qRoBQwJOnh0tjbscXBNVk2Zp+kzVc7nRhFuGRHbej6csMhwkWxt2Jhqz9O+i4MPoJwduwSqux69me30pQd3gh5OIyJjmdB+WWkvF7WnvxDf9WehF3OORVXYjA8f/JB5i37IInisQCcbG9i47ofARCPlLNi1keDylA65zSAsQxWysVEbTJeH1FiWKksYgLDoqhFd/YEmw78hjk1b6SqbEqgtDHQlyKb6eGxlv8hX3Bw1aUJ7vhRPYkiXbw/0RJjz/YSFiztIBb3+dEdi9i2u4abrt7M8kUHMQaumnQuxgixuMe3793B5Nl9fPidl3BofwmRqM97P7Sd69+RUxa9Gujp9fnSt9r41g/OjHQbjDGRcWT8PozxWZq4GkFoSm9kX3bzy9TTgYhLMStK3tqf0uSm+zhBCyftE7Sk9uANWpuxcJgbX0GNNR6DzxF3Dx4eZ8Xm9W/ji48Rw9Nd9wQVrYQLi99KRGL4xuPJ3rtP+fsriVZzbsMNxO0SXJNhw9Hf05bcf6rTGGwM3IKOew6nJCRC7ndEGHTMG1z6eTQEjgGosuu9cxKXOQbDkczu1I70mgjDjF3zYxdRY08ADIeyO2n1jlBl1dHs7aV3+Owdl1w6aqhi/D06hk9E7yenlG/FKGKevRxB2OytyqRIhmpGHx3jHfR+tB0d988Jjvm74LER+EvUbHjZaa7J4DG7FSV6PoxWwYqTS3vdhF7zy43J5YQG6cM3o/e1Yyj5dFdAzAwLETkXVYTfDvyf19o8VkQa0HvmTSgRdy96r195mdywPGsyc57mgbd7uHuBm19r/S+goKgpoIACXgWISDXqW/EM8LcFJr+AAkYPEflrdCXzKGrK+1V0AvpWY8zv8rZ7P0pwhB4zR9FJqoNOQl2UxJmAVu7oRuXtz6Mrkh8Ltukll7L01WDbL6Ary19APWt+iSp7CI71B1TGfgs6ef4Z8HFjBppOBBPJu9HAJ1TGhH4Hv0MVP+9GJ9AhwsDJD45RhAYUc4GaFMna9TzOEi5DjEX21GqXLOqpk0KNF4sYJviqlUbm2EsB2Oyt5rC3mwn2DDImRYevSojp1kImyFR8PNZ4D5Hk5fXXGAkWNnX2RJJ+N72mCxBNLTKhxwuUWlVU2rXYYjM5Mm8AUVNmVVMTmcCx7AG6/ZzyyLFiTCo7l/HxGURNHFsiNMSn0ZY9QtpLMjmxkGK7EjBMKl7A/qZHmTn3BowxpJsPMLv6cpp7ttKRambzwXuZUncxJZFKjIBbWQSWBd1pxPOJWsXgehCLYDwfsh62Zyizx3Lh5A+TdDs0AhMJ6nplsTyL+vgUWlJqGDwuMZumdVV8+gt7+PqtxRQnLMbWpxlbnzP4/fA7By6Ui8BfvP84v/txDdPP7mXidFVjeF4Q75m8v18l9PT6/PKerpdM0sxMLGNcbAYi8EL3IzzZcxeOROl7iT4wpVJJrT2RjJXBWIYjqd34AVHiGTfwJPLx8NjkPkW36WChXMzE2HQ2pZ+k25zExmFp8dWUWJUczu5iU/pJIhKj2W1ievRcQNPljDFKkOKSsMpIe0lsbGKSwBILDyEq8VOfk+9j96Yx4tOTPU578rT+TYPHg3p03AjHIAugPFpHQ8lMKmPjKI5UYYnu5huXnmwbbanDNPds6zd+ZmiZ7/zX8zEccSMAlU6tY2EjIlQ74+KM4GW9M7MWO6rkbbPbxJLoG7GwGW9PZWX6ruF2cVB/m7PyXrth+NaHxyRrFuUyBkFYYF/4zBrvj19Cx/o3ofeFK9Axeyaq0oyi95soSM2lsbf/GMx7W7x9ss1dk990WF47/5qEn1E7SprcjKb53I7eo85CP6ftwXYrjDEDDKGCxY1visi30RTivwn+/yHw35fJDd2osmr9w/5dncE+60VkcXCcB0XkHa+2YW+wOHMDWg1xHkqwfQV4ZBDp9DjwuIj8FL3X3iYi7zHGvDqrDAUMi4KipoACCvizIjBjexgN5D5nCoNQAQWMCkGq4D2oR8yv0ZXN89FVsveG/k4iMhH4FblVyA40oPgfNK2pBCVZ2oFGcsaQO9A8/nJy5pZ96CT0SpRISaDEza3oBPs95BZ99gWvX4ZK7h10ZXL+IAVNObrC94mgjXAM6EVXPk2wr6Arrx65lIMUSuqA+gRUMrCsdz+qqKGMKprZn82Q6kRXg4tRP52y4PwGr5YPiznWUuotjVmO+HvY7q/DIYKLa8BIKZUsdS5XYsQYtvvrOWKaTtfsgADMIcp4Zyq9posT3mEarRnU25M47O3miD+yomN+5AKqrXEIsD7zKDEposGezCFvF61+c3/bKxLXY2HR63eSlhTldjU7U+uYW3Q+Fo4qcLp/3V/xZ+HYN1NddJZyI5kseFmOZw5RE5+Ej8/ervVMKT4HBLZ1qemwbUdZOuYGSkvqERE8P8vKAz/A9TNMGXcpU0s1g8SP2bjVxdidStQASNbLKWYy7hAxgouL48QwrotbXw5Zlx2b76K5dxtj45NYUPUmLLHpyLTwxves5FMfqaQkMTrfGd9X3ijEvj1l/PC7c6itT3LL328mFnt11hJ6kz73P9zLO285yku5UxbbFZxf8VYsLIzxaep7nqa+F06/42lgYXNx7AZsHGW9SqK0Zo7wQtefADi37Eqqo42QdUm7PTzeeyczI0sY70zDEot27xjr0g8x1hnP/KKLcSSCMYZHu3/Rr4qxiTAvfgGVTi1Jv4eEU8ZJ9ygbk48R2lJPiS6gMTKLFncvO9LPnbLPiyv+gqpog1aXGmiYfSbVh0DHJrsmMSU7o3JFPGaXYImDJcN/58L1KNdNs6X9YY71nXZ8OC0SVhnnFV+DjcPW1DM0Z/ecdp9SqWRJ9I3Y4uAbj0fTtxuDCeU/YfW9cPwdDUzec78vzDhrKtOthQC0miN3bvaeWQ98MWj/YTT9dQNKxi9HDeenAZKQUmtZ9GorNKJenbnfJNVrazt6zxh8kT3Ua6cVXRT4JarAXI2SFaEHWRcw4XSVrkKIyCzgYyDvWMFV0Sgx2xLrODDtYf+uTN52DrqIcQPwFmPMRcx2gAAAIABJREFUS/9xnQFEZCzwFvS+uhBVq98BPGSMOW0pOhEpAn6LLta8s2BD8NpBQVFTQAEF/NkgIo2oh8VPjTFfebX7U0ABrxeIyBLUCDiKqmE+jBIblxljHg+2SaDGu/9ArjzpMVRJcxwt1W3Q8tdV5FaGj6H56wvRiZoVvP4NlAj5UPBaH1ox40rg60H7PkoK/RItDf59dKK+EvULWGSMaQtUdNeiE8mLAMvG7qpgrNvFSSdL2qAEUpgO4AZ9rkRJlQxKEoXeEAYlmUYKX912jrvtHA89aMrQ9K0ISuyE5p35JM1IgZp30N8l1VaDZTAc8nfrAdQoWACKpBgfg42AGFpNc//OCSljQeRCfFw2ZJ4gTb+HxoBjLYhdSKVVg8GwPbOGafYCbHEokQraMkdJjeBjmpBSnCANq0hKaPH3ccwfqBJwybAqeS+lVhWNkZmMjTRiicWs+BIECxHBChQ4IaJ2EZZYGHyOZw/QdHI1i6qvxbYiGD9L2vSyvuN+DIaO7FG9UF6WUqcqV25FbJaNfRttfYfo7G2F0sDEIqNkkBe1cFIGYwvi+RjfBF42ucSR8NnyDKbzJN64MWAMfszBGVON9FpMLJqP7QP4WNh8+VvtxKLCxz9QQfEoyBrLgj/cPYmf/OdsIjGfz35pPV/999Wn3e+VRG/S56HHk7z7oy+NpAGYlFigqWe+j8FwJL17lHsKdVYjLtl+0m/gu4IVfH8MYEmEhKMmzVXRBqqKGhFxMLZNtls9aZKmSxU2xifpa7zcHfjVuCZLyu8dkLrkkaXX6WVscSlllLKlcyUtKe1/XIqZEl1A0nSzsvcOTpNqdPqTPQNErHh0zpjLqC6aaDvW8KW9BzQeEDiRSBFn11zDkZ7tbG9fOST9azhUOLWU2lWk/STHswcJzzPpd7Gy+9cI1qhLqnebkzS5mxnnTMFEbBZG35jZ1vu0k/J7QpXKaNjN/FSj/J9q/99tfguGeVjYtPj734aO/zZKxl+N3kdCP5sB8WjGpPDxwbj4+GRMSoBUmTVmxtzocitrUmxMP0mGFCgp8Reo2uUJVKn9EdS3LXQ2b0JVNWXofaZL1KSoCvWqqct7Hod62kxHPYoSDo4dIxZ+hvVo2ldL2N9AhfJpEVkHPCQinzDG/GIU1/FFQ0TGoN5Cb0M9hR4EvoeW4R7ZqGkYGGP6ROQ6tKLVXSJy02gIngJeeRQUNQUUUMCfBSIyDV1F+Y4x5juvdn8KKOD1gGAy+VWUBNmATmjnAj8FPmKMyQTb3Ij6ztjoZFNQYuJxtKpSEUp2hFVH4qg6JYaSIhl0AptFSZYi1GixOGjzIJoiFRIfGVRO3YauZJYH+/8EVcv9EjWAnI6aGC9C05TOCvaPLpUrpIhifHxWmfuNh+ujBsLxoB9hWkC+iWYYRIxU5jb0tUkHfxflvRcqdvKjqrBUd9hWGO1IcH3inD5wMYLlz7XPs0ukgu3eWjryVPXzIxdQazViMBzwtrPbHX6x9fz4mymxKnBNlj3ZDUyz5veXNn4684d8gmcAymQMsyNL6fU72eKuHlLVJh8TnBlMjy7CtiMYDO1uC4ezuxgfnc7BzA5OuDmCpzhSxbzqK8h6KTa1/pGsn2JCYi6zyy+kz+thdeudZP2BJYtnV13C+JJ5iFh4lsGKF2kQ76tPjlEeC68kilcSw+5OI2kXr7wIRFU1XtzGj1g4nSkiJ4P2bQu3PI7Ze5CIqDFxaupYtu66m0TSZkbJMmwrgm98dnav5kBSTW0/9ZFKvvD3VcOSNckem0MHS1j/bC3FJVl+8v3ZZDPK2xUlstz18IMvS/nuF4MDTQ4PrTrJLZ998STN2EgjDdFpHM8ewLIcZpWuAOBIagfbu58eVRvTnLOZYM9AELZmn+Wov3/A+xGJMTm2gHK/Cjsax4nG2dz9OJWmmrLIWGpKp2KJg29cVp24nUAVQb19FrZEOOLu6f++xqWYUnsM7W4zpXYVs4tX0Ot1sLn3CS6tvRlblFvtzraxqu0OAM5LXE2ZNQYfn+3pNRzJ7qbBmcKM2GJOesfYmHocM4i8KXGqWFJ5LY5E6MgeZ+3J35/yNzMc4nYp59XfRMQqGlDq+0zg+S59bidrjg79HeVjWnwRjfE5/aXqu9wTrOt5cMh5Dcb8+EWMjYznUGYnu9LrBrxXYlexrOI6LBzwPLJkeazj58M1E5rxjqQ6zOdSQ5N5AWQiM5gic1XlZlrNOvPYSL8mDx2zHXSMjgCJIilhjFWP52fTVVIbbTb7ZEZskX7exme/u4092Re+h1a5slHPtRNoCu53UE+WUFF6GNhdI+PfOtmawwn/SFeT2VIU9DmFjvGxoP+R4Hy6g/36gOnzWbZjLA0zReS2h/27PjrCuSAi81B1yn3Ap19OdYqIVKC+cTehatqHUOXMA8aYF1ORbHD7UVRBGwVuMMa8LDXpC3jxKChqCiiggFccIjIX9aT5ojHmR692fwoo4PWAQM68Ep1w/hHN6T8BLDHGPB9sswD4LqqIsdGKGS5K0uxHVzFBiZVQ2p5vxhum/uxACaA0WjVkHKpeCSPcidBvuvKT4Bh/i6pealGDwi+jq41/QlU6d6AVU+pQ0mVG3tlRQrmmxxiXGEUmSbeHTpbDRwhr0LM2kEM+2RKSPa1oqlRFcC4WupoaIgwwQgIofC2syAIjV3YJr2M/aWTwZbe3waRJyeCgr9tvp9pqQBC6/ZOD2+rH5vTTzIguosfv4JC7k6yVps6ayBF/z4gkDUCXaePZzAMjvp8PVQEZfC9Lh9/KC6lH8fE45u4HQLBYXH415U4Ne3rX8WzL7QP2P5TcwuHkNgyGingDKbeLlJsr/92QmKkqHGOQ4iLEcvRvQHx1CfZiDmkrQ9SNaPUn3yCdvfQlXGKRMtyKGIiQKY5gIo6mRhkDjuDgqNmwMRzZ9TitrduZUryoX62g6SW5APab3z9JW7vHd78ylnhMsG392mxYU8UX/3YhWbsYLIhEPPw8L5pM2sYYTYkSGZgW9UrjB7eO4w8/ryPtZoiYB0LVwBmh2KpgQfEl2BKhOjKe9T1/5IXOP+JIlGPpfaNvR8qxcTD4JAaVyhYszq+6gYjEEYHnTv6Bzp7jNNhTmBydh2DRnTxGj9XN/uTGfpIGoMUb2oeU6SXl9gIwp/hCSuwKiuwyarNn0Z1tpyxSjTGGjmyuPLyVl6FjB1zCzPhSIhKlWhqYFV9GS3YvJ72j/fv0uO2sPPFTHImSfRGigYhVxHn1NxG1E/0+NC8GtuWQiFSwtO5trG759bDKmhKrkonxOf0kFUCZM5Zx0ekczuwcse1yeyxjIxNwJMLE6Gz2Z7YOqIY1JtKAYGltetSEvDE6h4OZrYObEoaSND5gCarA8/HCsXTAeNnOMSYzB894HDUHQ0+fsK3jKCFSnPeaQQl/APpMD0e9/VxoXxuzxabWTKDNa6VYKgBDyvQa1PjXI0e+T0DJi3xUBe3OmWctwxKLhFVa1uIdMEm6S9FY+BBawvsp9P61C7gQ9YJrAxZtNM+MqjSaMWZz4FvzC+CRuBS//QLrmhhw6GHvjjM26xWRMvQ+/ragT4+i6V03DvZ8e6kIFn5uQhdafici152pOqeAlxcFoqaAAgp4RRG44t8PfNIY86tXuz8FFPB6gIjciFY76kAnkVcC3wY+a4zxglSiL6FqlZ+iE9ZidHVwD6pkOZecWiZNrtR1LzmFzW9RefgitGTplGDfMGp1geeAycH7WdTcd0vw/vNoStUiVEkzG5WE96LEyOXDn6ExTWZLZhIznXaOtSXprkAn7uFxR+sXkSG34tsRXIMyNL3pVHMcGfR3vqpG0OsVTv53ouRVpIpaWxDTxtEsudLj1hxrCXXSSJoUq70/Dkjd2OdtpducxMPjpJ8LMgej25xkXfrh/v9b/H20+KMPqkeDFncvFjZRiXMwu31IukRlpJ4yuxpbHKYWL2JfauOQNgw+82uuoqZ4KgDPHvkVPRk1VE67vYRpIL3JVkqKa3Ufo7lMJmJj+Yaj+9fQWHceRGyO9+6nbNJsHLHw/IEqAa8kgokodxZt7qIv5pHIWGBZVEYnEI+Wc7hvOxMSc4LAu4/mvoHx1E9u72LV2j7u+GE9kydGKCm2ePh3DWTdSEDLCdm0TSzm4kR8jBFufPduNq0p54sfnIUTNXzz15uZNP0lL1ifEr1Jn45On3tvq8LyLCxsKqxqjvuHz7itmJUYoLgoskpoyZzeE6XWmcT8ogtJmxRreu9jl/s8sUgRrslyyBtIDEStODFLyQrfeFRG6uhyW6m1G5UEAJKZDrZknjzj/mdIQVEcB6gxU1h/8j7+P/beO0yO6zrz/p1b1XF68gxmkHMkAkGAEUwiCVESSYW1ZUpy1K7W1sp67F3ba9nez16ndZK963Vc+fPnINuSqJwpCowiwQQmgMiJyANMwOROFe73x6ma7kmYAYMoLfvF0w96um5V36qucM973/OeRdkN+LbMqfzesXa7i4+yJnUN+XCY01GJ8aGgj8boHJ6fXMW81EqeHv46I2E/892VpCTDKe/ArEiaTKKJXLIVRxJYQgreECubbnjNJE0MIw4Zt5G1Lbeyt2/HpOVZp4HQhjhVdytXEtQ5TZPaxkhIirbEAlW12YDQ+vgTChfNd1YgY7Y0AGrSPAHT3YNNkzOHLZntGIwcLD3LaW8yaTTMAE/Yb1oHV4rk4+dQbNY+B322lKJXHVMoF+0YJ65/7feeYr5dTtmWrAS2vF6uS5ywB5wRBqlqWP0MiVWYBpASBZI2hSBekvS9eYYfsdaOc+mODO7/BbgR9VH7yuV6KVpr+0XkHkF+e5PccMJaKyLy4nbn3ut3BPfNKN8SkRxwD6qceRua0vU54Mdn66/zamGt9UTkQygZ9E0ReXfsf1fD9x81oqaGGmp4wyAi29BA8GettV99s/tTQw0/6Iikx/+KEjD7UePEYWCttfaIiLgi8nG0ksV9qDnjX6DP8xJKVqxHB6n96AC1EZ3tjMmHbnTm8DqUAEqgg+irqroyEH1/I6pK6Yn68jxKBnmosfFtaBWPC6gRsYvOai6asGvxgHkEJT6uPMGB1Al7wKJqoIlBwVQBQh5Nn9yLkklbUQIlVtI0Rt9/OfqH+HtH0JnTWJWUQskmJ9pv5rGMVXIlgDlm9yRPc3Ssjx2yECMOCZukniYG6B33JVP5e7xRUNcQh4CpFfdn/en9SSwhFvBDj0G/e8o2LdkldOZUOeOHHo2pzjGi5kD/o2xuvQs/LDPkDpLNLoyS7SyUPIzV6j1LO7dRdD2cUGiaswIwIII14Ix6BBkXUw4JXYMYrfQUOoZ00xxwXDUdclq5vvWjfG/Pn/NYz7+QcXIUgpEp01gOH/PYsv0Uv/TRJn7rl1u5+c4udj7UiRdxcYlUyHW3nOdHPnCUdCZg/qJRfvvn1lIuOZRLloe+2s5/+NWTl/MzXBby+ZB/um+IT/xeLx3lDCudjXiUuRhO/RvMhH6/i0G/hxZ3HqPBIN3l2fV9RepKjDgkSdOZWMLJ8n6eKX9nyralME+/d57GxBysDcl6GW53fywKjy0FRjlQfvpV9b8gSoqJCJ3ZFeweeIBjo89NajcaDvJ8YTzB8ULhQVqdeVxZdzvGOPjWI23qaDDNrElejSA0mBZeKj065Xe3ZBaxtPlaWjOLopwevSosFgnBsTIrBnm2cIzL3LrVnBs9yMXi6XHLCuHwJHNi33qMBtNXANuSu5Oc0wpYzpYOc6K4ZxIhm5CkqmlEsIQM+X2cLh+YuKlJu9mRWEpKssxxFuBGKp+VqaumImos4HuU8x7lhmhbdYw3EXKZIQ4N8HkxfJxOWUxXeAKPEif8/dTTHGyVt6UMDk3SyhP2W+eANsantZbQdOEvoEqUd78YfO+vb3DfuRd4vN927x+3syIJtNLTbwB/h45bL4ugiAz/r0AnKG5xSd6Qoymp2clsRp91U7L10brvQsmZ7ajHzueBn5lIJr3RsNb6IvJTaAGCb4vI3dZWSeJq+L6hRtTUUEMNbwhE5HZ0BuAnrLUPvNn9qaGGH3SIyDrgYZQY6UMJgt8C/sjqlNxtaJpTN1pZ6WdRabZBSYUsmmYUVziKFTQBOlDeC5wEbkcVJ02oKWKMIvD76KznL6JkCChhswclj65B8/i3oERJBh18tzAZRZQEctDZU4OmQG1h8uznVH4zoCRVJjoezcB75rDgnjWyxYwwwEv2CRuqft9h/CB9ImJfnbiClAVooYONcoN4lHLP2UeyJQrVUVFd9QbqpVGNU4GcNEp1yHHGHmMRqyiSZ4jp05smIPZleN3ivqyp57rce3DEZV9+J+e82ZrGwor6a1ma0yot+wce41zhEBm3kesWfIiEk+al89+ke/QIWxd/AIIQG4QEtkz3aEWp0Vs6xSPd/0hz4zLWN78PnOhwhiGmWIJ0Wg+bgDQ1EKScsV9arGW4+zhNThuJkRSSL+GnDX57PYQh7sURNcRNCCLguAmckrB1wY8xPHyGttQi+spnOT60i4I/OGn/whD+9G8G+Pa3hb/+I8Nff+lRjh5s57EdC1mwaIQf/8jBcdWdbrmrhxd3NiHGcs2ts/5Nx8FaePRrzZSLhjt+tA9nwqg7XwjpHwj54Ee72PmspjidYD+ng0MEszSHnfJ7sTw3cn8gGGsJXWapUOv2T5M2OQSh359e/RVj18A3yTnNlMJRbnHeF5kKW7CWobAXj/K067a58/Gtx0DQTb3TwrzUKi565+jxTnHRO0enXYVYIR9M/i0nYl1mG22JBRwpPkdX+Rg9wWn2F3eyIr2Ffv88ff5ZFrprACUyE5KetI2GVCeb5r6blFOHo7bgUftIHyQCb1DlYsckWNNyM0+e+7dxnw8HFzlVPMDC9Noqj5o+zpanz8LJmAYccQhsQEOijRa7gLPFg+Pa7C08wfrMjZTCPC8UHqRcZUXiksDgTEq5W5y8ghWZLQiCH5QIrI8g5MMp43dB7/1xKlOm6vPLQr/tpt+OJyyjcxpATYc15TaWCJVQfxgfJUf+NGr6+VGGvrHDv68PQOS+pVQ8araivjbngG3W2unzygARSaGpvOvRZ+L16POyOr3WeJTsAD2jzXZOVkQeRJ/d1dvJoBMd96KTJk+jEzA/G5ULf9MQKXf/PfAp4Dsi8s43Ws1Tw2TUzIRrqKGG1x0icg/KxP+otfbydc811PAWg4h8AjXn7UdJjz3AXdbacyKyBPgzVPHyK6iqZAc6QAQdkLpo4B9X0YjhoSVKMyiJ80W0hOjCqjbn0UFiDyp3vgMdvH4RJTd+DCWB4kofAePTlKoRRP1JTbGsGtMFjtWDkmoJ+wBwBNh/k7z7x1OSTvjWY599hh6mVKuEVf2NfWfiv4ei/hWultvrGqU1FdqAY3YvJzk0bd9SZNgg1yMIL9unJlVhcqIS19OgHyXGpgtUqo2SXzU2Zm6lM7EEQRgK+3lqRIWMze5ccqaJrvLRuFrVBAh3zP1ZXJNUQ97BnZwcfYnlzdezouEaxA8pUOCxs3/P29f+ugbkNuTQhYc4eXFX1VYM2675r6SSObAggf6cpl+tFGxdBoIAGS1gXUNpYTMk9HQNA5+Tz36RFcveieOBM1wEP9DAPwwxCLa+DhEhtAGhWJxQlIEplKJAFnwn5OGTf4udguiY6y7nirRWrU/W+yxaFvBrf7aH+Qt9jJn803SfS5JIWprbXp0f6Lf+tZW/+90FWCu87yPdfPgTeq4ODQeEFv76Hwb5w7+4SKHwuozFAyppgBNNtz30ms5VfT7l+VZvWvFskeJlZjtc7dxBvTQTEnKGY5zw901zrsHy5JUsSa1HgJcLT7C+/hYcSRAS8Mzg1/HCIlty7yTpZin6wxzIP8lAMJk4mucuZ236etwobceK8EThq+S9ycSawWFrejsJSfNS8RFGbYUAWtV2C4ubtmBw1BMpDNSYqNqcKDYteoMQhB5PdX2OEa930rIWdy45p4VSOEraaaAp0c6Jwh4G/V42Z26nzZ3PmfJBDpSeoSOxhHXZbSRMGnEcAgL2Dj3K0swmck4TrxR2c7Tw/JR9qDctXJ2+E4Nhf/lpzvkVEnZT9nY6k0sACMOAw4VnSUiKk97+2aSRhegEwivo822JK0l8W77ckuhx+0I789NtMrf3hD3QUmC0+lx+GJ2UWAzcjT6PjqFeas3opEaeSipWnHYbotdIoer/QvSdLvrMyKDkUybabpwy24tef3OoKFS/A/ytICN1NDDKUL/FFqJ229DUpneiPm6fB75srZ38478GbDfvvxIY2RF+Yea67dNA1ADsL1Ey687vt7rnrY6aoqaGGmp4XSEiP4be1O+21j77Zvenhhp+kBEZBe5AVSZFVOnyMWvtp0SkTkR+F/Wf+XPUG2Y+cJzxShgXHWTG1SpAB4q70Fm/IjpTuAnNuQcdZJ4Dfgb1oPlb4APRtvahg9efiNrGEW9MesRlWWMlSzWcKT4bbzSgyy9VAeRM1CeLDrb/EPh1tPzqNf1002Z1AnWEcRN8sRdPMtoPBx2Un0MD1VZUel4fLUt029NOLpr07aenusTsJJQo8Jx9eJpuQ4Bf7Ymgm6wojZqnXKmCOJhOzNBuWqQkQ4e7aGzmfdjvA6DJmcOW3J0AdCaXsmtksvFwfaIViarXiBh6IsPZ4VIPePrzp20SV1Ic7X2CZa3XMVS8MEbSLGjazOrO2xn1+kmm6iP1gUUGC4jnYcOQ0aELZHPLMPkS4oeIH5K4mMfrUJNaIw6r226Di6M4YZReYgSbTGB9n0JhEFsuk3RzGDFa4juRANHTMf7xHCeBaxJ44WSiptNdjCMuFkuQT3PsgPAfP9zAr/z2WbZdo6a46VQl5pszb3pFyGzQ25XE9wQbChfOJMjnQw4eK/PJv+rnK/eP4L36ejCWiiIr7vBU117cNsH4c2va4Hg47KtqJLgk8ZjZz+W54GFyNJJn+FKEJYD6IKG/Q73TghEnIv8sKZPhqvTtJMM0UoaEaWRj3dt4fOi+SZWO1mWux6kKZQS4fv5PsPPMP40zuQZYmFhDg9um75OrOVh6FhCunPtu2uqWqUdLsTRmsAuA60Ii2v4bSNIAiDjMz63jUP/kua2LfhcX/S7mplawsm4rriRoTyxi18A3aHU7MWJYmFzD4dILXPBO0Dd0jtvafhoRg9iAjtRSck4TRhyWZjZxsrh3SnKlzZmvaiIxzHdXjiNqTpX20Z6YDyFc8F7hpLd/0vqXgEHvgc2C4dr6e2hwWun3z8ssKljF99QAVVa2AGlfyid98Vocm3Cq2hVQxejN6Pk+ADwTrdeHprh2AmvRiQ8HVbH8UtR2M7ARVcqsjl7D6HMlhZI03WgK8El0AuMGVNFDtP3Ho+/KAL9isekRBrNoalYzqtSMXc+daP3NwG+JSDVBFL9e1WdXc9t7Gmj+ecBuN++/e0f4hekfXpeAtTaM0q3/F/CQiGx/s9U+byXUiJoaaqjhdYOIfBhVBWy31u55s/tTQw0/yBCR7aiHUxxsvYjOsg2KyAeAPwF2Aldaa09H6YQPUFGISNX/ceAVoubD9egs4jy0WlS8zEcHcr+Jqmf+nEqVjJiAuSL6u4CSHtVVOapNdqdz04xnJuNZyiSXVoscQ2cU+1AiZRlq5BjL2b9W3XiffYYm2m2BESmSL0XbTqDHMR78DqIKoRAd2Nejs6zfA1Z0msVbAPdkeJheex4fjxKF6RQ+0wW1XlWb+DsddDB/Gp1d3Ycez5lmjuNUgVcNZcM04AltQJ9/FoC0yWGxuJIgY+qnXLfgDxFYDysOxWCYfJQ61Fc4SdjoYdAy4W3ZJZzrf4mu4X0sW3g7G9d8iBNnHmN1x224Jkmd20xYLCLpNAQhUvYxGKwIz/Z8gVvm/TK4DngayIepWE3jkRgo44YC4o6pYSyA6xAmhD3dD+H3l0g6Gba2v1eVNZ4Hogk+ZUqIm8IEPgvqN/DK4K5J+/mKt5cWd66SWUYQEXYfvcCd955l4XyXj/1MIz/3U42aWuXIlGW9Lwd3/fR5jh1I4ZUcclcc5Lp3dbPv0GsjfyIIl071q253WUg5ORqSc/DDMleYq0lLHWf9IxwoPwOocqw9sYjh4CKjYWVy3RIyPMu0vyOl52lxO3AkQULSHBp9hqXZTfSVzzISDJBwMmNqLIyQduu5o+Xfs2voGwz43QiG5XVbMCaBDaLSXCJILosTCssar2N/ZM67OLGOZcmNeLZEXKkoIyosWjdnO211y9QA2/PGkzQAvq/n6/ehTrsRQ0t6wSXbpEyW2CHHiEPZFglsoDfmMD/mS+XbModHdrEytxUvLJNONCCR+bGIIbRTk07d/imWJq7AWIdT3njPmv7gPHuHH2WduY52Opknyzhnj1/2fja67dQ5jYgYGtx2ck4zw8FFAOuSkKVmHZ4tc9IejO9n1VX/5gC4JO1mc/MSg8MCZzmPBl/1rDJpnwVuAVaiStE/QdUzDpqy2wTMzVK/cb1c5wZ4do998nqP6OTW50WcIptEn5cXUYP+fegzuohOavwISsaEqHrmv1hrx3LMIs+b29C0pvegKcSfBL5ore2K2sT9ykSv6vczfVaHkj/Vn7WhRFSrj9cuIia0ISftoftE5DuoemcX8NLllPOOUq//C/DHwMMRWdMz2/VrePWopT7VUEMNrwtE5OeBT6AkzSXze2uo4a2MSEr8d8CH0QGhB3zYWvt5EdmM+tDUA79grX1c1InwH1D1y1SIZxITaFnRfuBaKoFcLzpAeztwP1ol6g/QwWz1NqYifmaLas+ZWBI+U1mUErrvvVRKszZeYr2JZEeIpjEdQhU4PprStRElfPZE225D1UQNgFnsrGGFsxELHPdfpic8Q4nitGka0+zjpYiXiWlX3zfMTSxnaXID/f55DpSeASyCYUP2FurdFg7kn+Si3zXlugmToTHZTn+pi8B6OOLSmVoBCGk3x/x1z54xAAAgAElEQVTmTaSSDYjjErbmsKJEhx+UyXefoj7Rhoiw//wDrJm3HRsEJMJEVK475OGjf8EVS97DnKbVUPQgDAkyCYwXQKlMwR8im2zR1BNQBYMxmv7klwlzWYxxsF6Z/Gg3ufQccCKixy9zoOdB1ra+DccksNby3ZP/e9qZ+vb0Eja33gXAy/0P0ZWveHgkErBpXYotm9JsuzrNtVvSLFqQoFAIcRwhmRAch7FS32Fo8QPwPIvvWzIZw4Uen+deKvG9pwu8sKfIC3tK5F+f9KY3FO2ZZWyaczeWACmHMDSCQQisz0N5Ldp4be4eck4zAjw1/DVGw6k9ZBYnr2Bl6ioGgm6ez+8YZ/KcM83cUP9eJCrl/uDgP48Z3gqGmxrvJUkSgwMJF4lilUGvhzovgxVwMlkkFChHxJdjkISa5FosR/PPE9qQVanNiBh865EPhrASsqfwPTKZFq6a9yM4JhGlzxU1vWkiUkklamZQ1FhrCfsuqiqnLovTPH1lpukQhB47Tv3VtMubE3O5puU9gFAKRnms919xJUGDaWUg6B6nZFpdv43FuQ1a3ck4SjpZS+DAs31fYcgb7/vS4LQTWp/RcBCDmVIVtcpcySKzBhHhfHiKl4Odl72PSclwY+P7tbS3DXh86PNjVanWmauZK4uxWI6Eezhtp/bYSpLmRudunKji2KPBV4LI02k6Rdm4e/VGuYF25mOx4VmOHTpkXwzRioeD6LM3jz5TXgBGmmhbUS9N27rsqfm+miPH2wzQ51is2LlIparVYnSy4Al0MuRIVbsBa+2rN6FizCdnK5pGtQ1V5oyikzs717JlZB5L/gwYPMRLHzvDsYVR+63o5MFRKsTNc8Aeay+dwxaNRX4PeC9wu7V2ZiOrGl4TaoqaGmqo4TUj8tf4WeAWa+3rW0+2hhr+L0LkN/MYsAAd6O1APWPqROT/oAOg30I9nkIReS/wj+hM4ER4aAWJ+dH/jahkG3Qg+SiaNvRptIpEH1pV4q6oTR6dHWymMms5kXyYyTsljl6K6IA1x6WVIRYlV86hap96dEA7G2IoRImor6Fy9q0oIbUJLTHeR4XwqUdnVichQy6aWYcOu5ClrMZieZodk3xnJiAmaKqNjkvoDOwclCyLJSuvSR3zatHlHaPLG1+G2RKyJ//IjOt6YYHe4qmxvzc3voOW5DwEQ7k8StJtQIyLdTVzLapkgotLuTzM3p6nCfwSdaaepw/9PYGE3LzkP2IRCELWt9zBmb7dzMmtVJVCIqkSrjDEiKsePy11mNEypuyDjUgYr4xxElF6jEESKbKmAbExDWPpL5/jfOEoq+zN2NBS8IenJWkEw7rcjUoQOQ7zsqvHETWeB8/tLvHc7hKf+rSSEMmksGFtkiuvSOEWmzn/9BXUzxlhzTv2UyiFFAoh+bxl76ESL75cYjT/g0/KTIQjLpvm3IVrNEvKJkNCkycMA877J8ba5ZxmXEngW4+saZyWqFmR2owjLo1OO01OO6WwQIdZRF94jianA63XbgmtP64qkSXkheHvcHXdOzAmjSRcKHtYIBWmlFgBKAdIMoGN0uyoy0KhNLaVZamNSkwQYKxFEF4sPkLRjmDE5drOeyrb8v2xdL0pMZufs+xBKSKNRvPY+nrEvTye1kjsLT71Fy7MXkF87bkmSUtyHn3lM/QF5xAMKclyY9sHVCFkDOK6WtmpUBoju4wVymFh3HavrLuDduYBcNI/yOHS1FnrdbkOnHQT2JDe/qkJ35lQtgWeGvoyzW4nA143abKM4s2U/hT7sIWAKVNkf7iL+bKUs/b4yYCggUp66VSptvHfIeCM2EFapBNBKNr8KdR8+Hj0PaDGwNuAjyRJN292bk6BsJCV9sng/lMoWfFv6HOvAfWa+RHU360PnSS4P+pzK6rAaa161YvIIErs9E14TfeZoM+6mJi5EjiAEjP/hqZMn91u3r8ZfaZ+c0f4hU9POI7/H4yRPBuoEDcfBVaKyH7Gkzf7rbVjMxhRmfL/R0TKwKMicru19vtX0vAtiBpRU0MNNbxqROz676KB5s3W2rNvcpdqqOEHFiLyUSpVmoaB9wOPAP8JTUX6NzR3fgB4N/A7wDomB/0FVDXTQCQFR9OFYt+KL6Mzfe9CU6WIlsVlsOPZwGz0iuFHr+pUpalImnh9n0rufrwtO6FdQCUlKSZjMuhAeKYoJt7WEEqGNKKVsFZHn5ep+G+4E/ZlKviAOR7sNXWmHhAyNo0jLr71aaRlKqImVhrFaWNQSbWqp0LMUPW+2sg13v8ZsSS9kYXptfR7XewbfXymwOWyMT+5ihWZrQwHfeweeWhGH5Gs04gRB2strkkwmu+hrmGultqeUEh9jpnPy8Nf59bOn8HgsKL+Wh45/w+c6HmaJfVXYYplWty5tCzaBNaMqRMktCCWIPToL56hXeZiMwmsHyJhSGAshUI3GaeRIGVJSBZbLDLi9VNHEyZMIiI0+U1kTQNPnPtnGpMdXCyeGeveiuRmWt35HC29QF9wjtbkApJR1R8bBJwceWnGY1cuW57fXeL53SWud7eRk0aGurN8d/crdNvTM67/w4C0Oz4tTozBtLZybmgf+0afHPv8YOEpVqWvYcjvpdG2sDy5nmP+bnrC8Y//fv8CzW4H1oaMhoNsS96DQ4JlrGePv5Mw9LDWctHv4orkDVwITtIb6DbmJ1aQsAkILbZYQlyXMCn4hRIpE1VsiipMhc05zGAeBoaxKRURemEZxxrEAr4FY/FtiaJVU+u59WtxZMJtNUqfGkfWJCLP9NlkHzhVt8rYhDhWhV0GYpqmo34VK9puoi7VShB6nB18mXK+QEiAg4uIUArzJEyG69p/lKzbRBh6mNjfKYxoTGvBxrcxKJQHKAbj/XvmuIuUrALmu8umJGo6UktpTS1QglYcVjXdQFfv5ac+ARTCEcrlE2xL3k2CJANhD8/7j3A4fAnfePi2zBl7lEZpJSeNnA9PudH9auxgnrcnOW9PgpISoPfaPJoClIjegz5vqqsLDh1n3/6CHa3zKEsv59pRoiIVvdLovTwNkCaDIDji4tj6sEMWLr2g1/w21Gj/R4EutFrTJ6ydOR9MRFyUWGphPIHTGn22MUl6xTyWrB+kL9NPT5bKc3QEVYq+gCp2sqjfzuKFsqJhFZt+VRBfRD6PqnYnIVLOPBe94j5lUSLoanSS45eBRSKyp6rtLuCwtfZ3RcQDHhOR26z9v+Qm+AOIGlFTQw01vCpEJM2fAW9DlTTdM6xSQw1vSYhIGp1duzX66DNoGtMtwEuouuRWdHbsPaiiJodKsatD4gKVnPlFVcsK6PN8GCUz7p2qGxP+h/GzjnF8kJrQJkaAeskIsAIdKDqo0qea/JkQwo8bZ8RtZvLWiMuJh9H6jdG6MZEUTztPrrGry08BB9FjGpNHY30pU+R5TxUm81jCGnsVJfK2jwt5KtU94n5Uz8bOxhOkGtX7P3aM58oSSVPHaXt4LN2qwWljefYqXEmQMhkG/B7OlA5Ms9nLh4PLuuw2jDgkJMmC1GpOlvZdcp29Q49wZePbcUkSBB6vlJ5nbf2duDaJGSoQ5tK6W7395PM9GsiIq8oXKxhxOD70LB3OIrKSw9TXg0lAEEKhDK5B8iWsDekfPUO9l2Lg+Ms0LdtAmEsBljPHHyMnTaRMAwfOfJukpFmZu4bAy/PS4JMsz15Fc7ITg6E9uZhj+efoKVREnQ2mjSWpK3AkwUZzK4+MfIbRYABrLb71GPR7bG/xZPVuz6jsytvRSJUllMjHBtKzJR1n/T3fbxT9USuML30VWp9hf3whmrPlI5wtH6FemrkmeSeOuGxI3MTDpc+Na/di4UEanXZGw0F86+HgYsQQWMtQ0MuxwkssdzbQ5sxDHKHTXcITha9QsgVGg0FCR4tYSRhgy2XyI0MU7IiqqRCswMnCHmzRsCRcgViwxSLPhA8xWu5ldepqXBK0Mx9jwbGVn2hpy7W4TtXl7LgQlJVUiUmZSI0yW4gYTFsr1vOQZEoJDYtub5bbCdG0rWWt17Os7QZVxgDGcVjYtJlybpTzvYepd1s4MbqbwHrc2P4Bkm4OEcGYBGIDiNRmWiHNJx/0qy+PCK/kq4lJYUvL3YCmRlmgJ5haIOFKakxFZ/2AlJ+gw1nMheDklO1nQr00kySFEYcW0wmAj8fhUPuXk0a2Jm4HoNMu4XnvYQRhvrsSsJz1j2KxZZSUeQZ9Li6LXj4VgiYm2ePqTQJs7eJECZ3w6EefoSm0MtS4+/wQ/YV+23OimfbOs/b44xfs6W+hSs5h1Ij4T1BFK8B1InIds7u+q9u4wFJ0AmMVsOpKtmVyNBgQ/ySH7j3Gvq9FfYsJnXY0hWkDShotDgjmWkLXiJsMbbh1Fn0YQ+RZ81T00g6K1KMk0FZUNfRbwBwReRElbZ4GnhCRW6y1J6q3t928P7Ej/MKrt0uvAagRNTXUUMOrQGSA9reoF8Rt1trZOQjWUMNbDNGg7SGUMOhHBzs9qHnuJrTaxNdB/h3Yz6ADsRYqShlQlcwwOtBsRWf7AioDz0z0voVLY6IBMVTIlViZMhFldBZzgMrsn6C+L2O7Oc33cIk2MXy0esYQejxKVf2JB9vx4Hpi/yx6XJ4HTqBS8NVUBuuX+u4A6D7HibPnOBFG330IHdQ3R/tXX7X+lIG4S5Kl7hVqfhnsv5QKRgDaZZ6sNVsQDA22md3hE0Cc8lBp6sjrOzyz0b/4vW9nHj8n3AxOJocFzgdHODu6H6cnzZKWq/GLZfYdfYCyN0KD286o7ef6VR/B+g5ByeNw/5NjvhOnRvewMncttDZiAjTtKZ3ADo+qtasYWrMLoFAiUypx+IX7WNWwjaBcYMTrYVHzFRhx2NT6DkqlIRImRUNiDp3uElJhEhultSzJbWJR/UZe6r+f/rKmZXi2CJHHSjnyziwEQzzZ/0VyTjO95dOX8hmaKIUIAfNysJO5ssTPMxwO2r4Eem6EjFdfxedq9XUa+1mkuXQgF+cBTTznpqqyFiMmjEbQdAyDXqsWVRZkUZ+MRvSa2QV8nIoSrRDYcnBs4Omu5U3Xror6F5TDQv+Zkb2fRZ/1N0Xb9YBE2ZZUMmZ9SlP4klosA0Fl/uYl73ssdtZyLjhOiQKN0qr+RVPszGKzBhsoXxsacE0ClwT7Sk+ymqvxbInDI88REpAkxYLUQgTDQNjNkHcegP0ljTfnOyvoMIs4ESgxmXJzZNzG8V/oGEgmIlWJKEkT+SMBl06LqoK4rqYbvUqMlvtJOlmWt92IY8ZvxzEuSbcOLxkSOMK6OduR0GKCyslkCaPrAUIHRsrddI0e5sLoYZoTcxkJ+hnyKx6wDYk2mhNzMeISOg5Dfjd7p6g6BXChdJyV4TVqSlwsArA+dSMX8+cnVQVblbiKDmcxXf4xzvrHKDCx1LuwIbENxGCxnAom2xqmpW7MBD0b3YpXJDazyF09tvyo91JMqlw3zSG1+m0mzFCXyDNSAptaYFYUlpi16fPhqdaj4e75TL4eAzTN9mWg6cXwe4tQIudW9Hn1JIyVHLz6Ut89BRLoM6YTvUbjct/x/cMAYyQWUF5oVwweY996lDSJX5tQgugFdCLohQDv0DADu9K2LnOIF8/wGmGtHUZTtR+LPxORluj7r0bJpXrgmIg8BTyeIPnijdz1Gwazcbt5/yd3hF/4xGvtx1sZNaKmhhpquCxEks1/Qn0xtkc38hpqqKEKkeLsL9HS2gD/B/hV4NdQmfWfAR+qN80fWJe+YajRtNYFBHZ/8Snp8seU0xY1N2xgMgkzMWC7VGWi2NS2mpyZrmrURMQBZ9s0y72ojy6qDrqRmccWZZS0iomn5VXLMjOsWw1Bj83bLmMdqOxzBzpYjvf9qsvcDusS1zLHLNAUDAJOBQcv2d6JDqdKbSq804B/ngulE8xNLWPYv8jZ0qW3c7kICXh+5DssS29myO/hbHlqk85qrGi6YSxYXFi/gQP9j3Fq8AVODb4wrl0hGGLN3LeTdOswCUOY8nFKOeLY7FRpP14iZI0sQhIO+CFhOkFX3xEWupGfdWixoqqERKaRR3v/Gd+WyTktiBdijcW6hmI4iisJRAydzpKKxwjgShIch83Nd/Hwhb/XvtkRdo3eT6PTznm/orTJB4Pkg8FqQ9D4WojLAPeg58YXUPLjepQ8dUKCV87aY8tRg+8H0ev5btRLYmf0dxdwrbV2F4CINKDpjR8HXkEVcR6VdL04SLuUCfdUZe+l6v0ASsa8jJKOBXRC5X+jxGUI/Gm0fCsVwjcmX8rHB5/5H3XJlpF5dWvni0hvxiS+7IclUBL0PvTangdQIm93lR8oNZs5cj44GavQpkVveJbeqvSo08EhWs1cbGDps+c5GxyhZNU7JSO5SH3jc94/Qc5p4nD5Bcq2wMvF8URCmRI7S18nKw0M2vHqH4CzwVHOBkfH/m5IdRJaf1xZbz26zpg5tR5RO2uCBpjeWma2ahob0l86S0f9airWXxO6aFwW1W1EAqsKIgFCJUStCKFX4sTQCzRnFlCiyMGhx1mYXseNrSqyfGV0N22pRZTDPGcKB0ibHA6qIrIO9Ben953xbZnH+z7Dlbm300Lb2IlnxIzb75w0sdBdjWMNS531LDZr2eM/MS41zsEhJdmx3/h0OPl+1Bt20RWcpNG0csjXDJ2M5NRgOnofI0WGte5WfHwO+Luq0zpFMHKdc2cqQx2Dti/zYvg9VpstSSOGRWZVoit8hdExzkV/CvQZtRg13A8c3O6ruNnLkksdZk93FydOo3e4ia8S+gyrRwmYVvTZuRRYEr2PT7JRKiW1HVSx+gzweD3Nvkf5F411VnVzZuQgL34DJYheiF5fRis3jZskFZG2bs4mor4/LSLvttZ+ffKv+eoRleZ+UEQeivZnCfALwHtb6eysp+nnLbY+Ul/9IlpkpIZXiRpRU0MNNcwakQHZZ9EZwXdZawszrFJDDW85iMgcNBiagwZvN6OBzn60PPRmVKr83JrUtcsaTEtaxOBi5Ir0DeTzQwyGvaBD/8svHTIeE1Uo8cx//PyfKoqYqLiZafsxiXPrDG2rU586ZtE2bj+KBpJpZlYjlKlI1ycGshPfX0rlY6raxGHIpPYOrqZhoKa6M+GCPUXONpAhx5Fwd/Uiu3f0Udk7+uiM23i16PfP8/zI/bNuP+pdJOs2YUQoh8VxVXsmwoaB+mBEColwQkGT86OHWe6PIol6TNIlDMp0Dx9hXssKnABAEOMg2STLUtfRWreEZ89+lqWpjYTlkpYUxrB74AHqnGbC0OOqzB2EvkcoPp7xIpWEHVPyxBgMe+PrCTQwcoG/QUnFzej18DBaMez/RX0n9gLvs9beC2PE69NomsE3gG+jJt/zUR+IL0Xbeg9a5WUE+IiIrEDLzM9DDb1BSZOJaYET1TsF9JxvmPD5RKVPnAroo4HhXaipaQEtT9wD/A+UGO1ETf8dKoRUXFb+KZR0Ovhyz/1rX+65fz5qjPo7aNAXAN2oj9Yi1By1b9j2Hx8O+jejQeZJdJa92uymmoAah76wi4dL9xHrvaqxz3ua5e4GLoSnOOK/CN6UKr0xlClRrlQLju8dU5rDNKTm4JhZZDGKqNImJmqsTC7fPbH9RFLHzHT7rCC0Pl2jB2muWzRWSnvKr7HxHSf+AFUChRan7LMsuREJBZtNkTBJWp15SqYAy3NXRUc7JOe2sDCzjrjctw0DQiNk3AYK/jjigjR1NEk73fY0zw9/m05nKQsSKznrHR0j12LE6ppY2WMwtMk8eqgQNQE+J/x9LHRXcyE4ST6a78tJEyvdKxkM+zgevMyB4FmqfKY54r1I1tRjreWoV0nhWuteTbuZD0DRyXM0qNxbM2TJUIcjDs20A4JPGccmsFjK2t9YYuii5031hIHbztyFdTTgistKu+HKLk4cR0mcOegkShN63qdQsiY+713GP4PjEyJOlzToM6sPfSbeC/z0ElbbOhocoJwl91fAH1gbGSxdGvcAO6y1vSLyYeBzIrLTWts3i3XHIbrnzUGJmPi1eML7IqpmPTGPJadWc+U6wZQFGbXWOiLyrcv93hrGo0bU1FBDDbNCZDT2ZTRoet9MZfxqqOGtiKhM/V+iA7K/AP4ZLcWdAT6EBjkPoAFYR6PT7piqQbkgNDsd1YHla0WcehHP1BsmBzDV0UV1IDgxOBqlYpBruXwS6VJRSw/qMbAQDSoT0faTqF/PbFEdgQk6aA6iz+Mxj6GSKhL/XY2JY6Np+73fe4a1ia2UbZmTwcyeMhbL0fDlqRa9Js+SnGlmU+YWLLC78Mi0lXguBVeS40iOvX07WNW8jYTJcHTgqUusCcd7n6Qlt4T69ByGiuc5ffH5ccutDdm151MsX7SdereVXJBjY8c7Ed8gEpkTJxNaosW4NKbUsyJt6tAyvj6H+p+hEAxTiIxQn8/voNnp4NzIUYp2lDUNN5Fx69k/8CgABod5yRWUwjw9/pjXZRoNyu5An2f9KMH4AKp4eQr4SeAalKyJ8Uvo9XMXWkntJ9HqYzehnkhx9S9Q1YoFPogSFy4ahGmUqOddH9A2Rxaw1rmGUTvIC8Gj1dWPMlQCvInXZEywSPSdLurJtChq9/Vo2bVodbmT0f99aBrUHCrpkg6VqjVvR0mb89E6h4CvosGjhz73AxF5AlUMPYIaqSai4xpLQb6Kmn53ouTRtOf2dORfV3icwXI3G8z1bDG3sid8UjzKU12v8T2qmqCtfl9x0VUESSfjGJklgxIbDIOSMDMRNc4EsuYyPG5KwSgDpS6MkyAMA4wzDVmTdLGjBd12JqVphIMjEMblzbWvYg1Jk8GzJVKSwXoeuC7GOIRWWJTdoLXvRLDWYozLsqarWdywiSfOfZpSoJK4LPXc4L4TQfBlK4P0ciY4ynPF7069H7bArtJ3mWeWMdcsRhCSJkt92MKwvTjW7miwm1PBQYIqJmZT4mayUk+z6WDA9nAxPD+2bK4sJSUZdhUfmGSEXlfFZ9ZN4DbzjDJk+2iinfP2FCE+z/gP0GEWDV+03YMepRYqyjYfTWkqotdIFkiOMGQFjG99+rhQB9wZtfGiV3VuV5oJaUxUVDplKtdvCk2Bij+L03tDURtsY8T4LXQcs+GsSBqA96HKN6y1j0eGwn8B/PjEhiJi0PvSEiaTMPHfIygR04Uq9orA2ajPwygBvRa4KkkaraYoCRHZgZoRzyzdrOGSEDtbSV8NNdQwhu3OvYLmxA7uCO7b/2b3541GZCj2TXRA+mFr7aXLhdRQw1sMUUrgXjRY6QduBz6GznD9FhpQ/D46+zZGBNxady8pU5m8863HwdIz5bPe0ajcyBuKuIJEEahjfHWMie1is8WZTFOrI6/pyp0U0YDRQQO5y8HEYK16EPNGH6/pEBNXsQpnNuayryuuy95No9uOteoL8mz+27NeVzBcU383jU4bg0Evzw5/85LqmZm2Nr01AyRMmltXfHwspcqGYVVJZbBJl9D69I6+wksXvk6daWRtdhvFcJj9+SfHlXEGJWMmfhZjfeZmOpNLActLo4/QWyFrQIMMQcma61EycD+qKvnP6HV6EA1OlqLKmQIapJxDA7j1qNdLH5r6VECvo7hymkTt86gBt0TLuolS7m5075GM5PCtx/7g2fCCPVV9zRxHFSy/RoW0mUrdZSf876Pk8NfQa3YNqvZ5b9S/6nZ5YDd67v4RlXTA+HVDdCxstE8+GoiWouNTF/1dhxJU30PvfR9GlURJIGxnnmmhgzMcDUYZJvo+EdSjpFMW4eBwzr4ypq7ZaG5gjmha4Svhfnvc7ovTOKuryE3luzWVl09sKBuuab8tuaT56ssrxRTD98cqlr2e8MMye3q/Q3f+GADbln2EumQLZoKyxgIMj0C+UKULFMikoViqlAc3+tlTfV/C2oD19beQ9bNaej2ZpBiM4CayJKLKV9ZaMIKkUvihx8GLj3JmRHnKxe46VrKhIrF0HAIb8Fj5y2Nm6NMhIzluSN+DIy6eLfFI4fNjn1/nvgsn8mo/bY9wyH+ea5PvoF5asITsKu9gKBKCdMhC1jnXYRC67RleDipVyNa51zLPWQ5hiLUB+4NddI33tdVDMv5eUU3gVau+qpVYI+iY9whwvpl2v57m5GmOnLfYBeh9YQ1KtvRTUcCeQhW1F6Jtz0VTDduTpLvLlEbBZtHr6zRaynt39NoDnLxDfrQFJY4vAJ/cEX5hxjF3NE4/Cyyy1g5ERMxSlFD9EjoZsqTqtRAlpc6gxQFGqHjSZaL9WoLeE3wqpHAavee9gt4znwN2XssdF+ql6TPReh/cEX7h9c3ffYuipqh5C+DO9I8bVPq6GfivDxT/bcrpvBoujYiceTt6M9tmrf3vgGx37n33juC+B9/c3r1xiIzD7gdeBD5mrX39Ryk11PBDDBG5B51FNqgnxFE0leI0+pz91HTr7ivuZFPmVgAs1ubDIXvOOz5Rlz9t6k2E6kFnMfo/xfREST86AxgbE9dP0SYeGMZGvjOVvo4xXTnvaoPUOIVpNpiqWo5M+Hu6daqXTZuCMcs+VJcCj81jY2XOxKBwKpImrGobOZZiovcJgMWssp2yWE7Yg1zg8qqdBvhYG0bmrpcOnhxclmWuxJEExwsvknNayDlNiBga3XZuar6XZwe/TjGcaAB6aQjChsbbaEsu4mzhEIdGnpzUxkwwSA3wob0BU/LAGMK0y8v7P0f3qE7EjoaDPDcyNem0uf5O2hML6fFO8eLw5Nn9jMmNBWcZUxeXkY8Rn/M/VfVZDg20YgPrz6Kqkk8Bv4cGJ2uiV6xeuQ49t0dQssJBg59zUZt5VMi7x9DUqc6oTWN/2GMTJiUgDNv+iUq2RcCzVPxyYiLQY3I6RWwaHKdAfRxVwuxGq8ntBD6Heu6k0Vn3H4vWSwG/b639FhAXC7gSTXtqiL7vJPB4tB8fRRVG9cBvA19EA/mUi6MAACAASURBVLrfjPY/EbXrB2yWXNt6rsHg0M485wm+FQJBu1lgNiVuMhZL6PsIlrSt41ikOBuxg7TK3Cj3cShOmYyPD0xWzsTXZUwqfxoNQGPlwApgY9EfSQehP8msd1ZwHFXMvI6T3IH16SucGiNpAJ479Vm2LLyXbLJZUyttiIgB42CKpfHUnKAkDQLJpBIWAgcGHmPIUzPnp/q/TIe7mI3pmwkLZV7I308u1cHGxrdV9iWVGttoOaiYQ3cFx1mR2ABhnN0VW5NPPxRsdjrZkL0ZHx98wRqDIcU8dzl1pgkJLQ5OdDMWFppVnJXjvFh+lPnOCkZs/xhJA+rnpTdvoSW9kLc5H+JUaT+nS4eY5yxTU2oD+8rPTEnSABMJXYueG6PodduMXmdH0AmXNKqqW4GeZ3X99LT20xOrxmLFTYCSK73R+2ZUYfIO9H4REqVEbZIbR9voXOjhXXjWPviBIqMvXCKdqQ8ljKdFdJ3Oo6J+uRtVxH1RRBajRMwAeq/5GHr9xqx4LNmdj3rENUTHIqRC0rSg1/03on3cD+wDjlg77UPmtkv1uYbLR42oeWvgLmvtLwIZsIuAdW92h35I8evW2v9mCZMFRkt10pANbcg5+8rvi0i3tXbPm93B1xuR18YOdJbxV2xNgldDDWOIcrifRIO1EjoD/nNUyIoZU4N6gjM8nf9m0Ox0Op4tyQX/pEwxAK4mF4poQFJtDhyPQBNMb8ZbQp/5XtSv5hm69mrHByXGV5CK+xnPgl+uAiYOcqciRC61zkTMZgbdoscnQPsbk1TC+CC/ensTyaAQVWs4KLlVitqmGa8CioPuBECaLMtkgzjicAXX0m3PxMqCS3pzCIJDgpcLj7MufQMWy/7izrHlHe4SliU30Ouf40hZ05HW1d1IR2opgtDgtrFn5BGIXC8EIe3Ws6LuavYOPzq2naw0UG+a6Q3OEUwziz4ntZQ5qaW4JsnC7BV0FY+MqzADUPJHOD3wEouarsQCx/ufYUnDrUguQxB4DAyf5MLo4el2dwxJydCWWICI0JZYSFLSlG2x+niV9hd2ltdnb3KLYb4cmSfH5+HEc+E5tKpRTIDUR21/g4pC5j9QCWIa0ZnunSgpOw9NpdqNBkzhytSW3rmJZUvPe6/Yw6XniL7zFvTcepjonrEvfCZ9zh63BTsiRcaC4/j3dlFipX9Cn6v9ZarXSVGZGW+Plv+CtfYAgIhspVJu/p3R/0+g6VldIvKfUWPum1HSpwFNX/iKtWoAIyJfBXqstX8jIn+AGir/A/CfUIXRaZRg+kO0Gtt9EOe2IQaJ+20WO2usEUe9TIzFhiFpsvE9wh63+8xwOCABfnDRXqi+3spU0jhjxPeVPdFv+Xdo4BmXL14YH7fhUvdoaIO6SWbCs4GIVoTyXp+qw6EN8YIie/t2jPu85I/y5Cv/QGN6Hg3pDvywRPfwEdbMezvz6pZjhqJzJb6LJF0oa/mnETvAzv4vAbAyezX1bhvDxQv4ocf3Rr6IR5mQgEZ3PkHK4ISOevEYQxj4dOeP010YM7SnbIs8Wv4SGVOPsUK7WUB3eHosZUkdc8YPDTdkbybj1GNtSClRJCUGB2F95kawlpItYMuW2G3HCgR4lCnySrCXiThnT9DCPJqSHaTcHI64LE1voss7TskWSJCibIucn4akmQIO4ysrgl7H89DrtBpXTrF+dTrudFWfxk1utDG3TkRwrDM3ReYvi4w+IyJH0HvIEeCYtbaw3bn3p4GfDKz/vx6xX97L1ClJS9B0xgH0mh9Gva8GBWmMfo9y1M9+NHVpOZriadB7XB49exZGbQ9TIWP2AUetnWD4VcP3HTWi5q2BiyFBWhAGbO9aEXmntXb2joJT4O3JDy1AXb5f+G75M597fbr5A48tQBaEAfrEtYlQMGYui68x4jwlInvQmbfPWztFrcofMojIApSg+RzwOzWSpoYaiA2134bOWL+LSlCVQmfSZsIktcdIOOCMhAMT28gU70ED/onLYxJk4kx7vDyeNYfJZIeHkj/ZaZbPFnGfUhM+m2hMfCkFjE/FUyZNJX3k1aUpzNzfuE/V5sKzcBmdchtQ8f9prlqeZfI+x4qDsWPj42EJCayN3tt42ZjihvFeJX5GckevSb9jTYIUQ9JPY2IOFmgPFnGmfAiXBBvSN+GIQ9Y00B+cpzc4S9ZpGCv/nXHqKYYjPDv8Ta5pejeuSWElwLNF5mfXknUbuZg/xZXJW7FYijbPk4WvTXkwVMkTzZELhEyt1j/Y/SDH+naSsXVsSt1McOAI/W0Q+CW6+sbPd7SYuXQ4izgbHGUorMywl22B4aCPnNPMsH9xIknjAU+MhoNPPzPyzV1oelIPSq68hKY6VSu6tkb/N0bHuvr3LKEz0nPQgOcQGsycRGe9M2iqQw4lX4zBPL80uf56EcOi5Fo54x328+HQABXT7RuISmKD9ftt9yk0WEow9fXeOeFzJ9qftgltw2gfvo3ObDcA3xWRa62154BPoveK/4kSMCHqzxOrhx6J/r8vanNNTPLAGDF9O/CPIjIXHQMeRWfyPwWssdZeiAihL6MpH06e4T9yxHkZeEeS9P/Ecgq472xwfHuTaQek7Fv/2RF7cc3RcE98/Z8A/qTHnq2Pvuf6qv1MoQFqffT9K6jEM5ui/z+MBqfNVFRBHnBusHi+1RGnjleLmKzxX1sGeGgDykGBp7s+hxcWp2wzWDzHYPHc2N/Huh+nY+UayLRgjFPxzUkmCMpFTnTt5MTIi4BlXnoli7MbMZ6l1W3D2oAWp4PnSw8yL7OGrDQodZbU24sfeJRKA3SklnHdnHsZKndzLn+IgfI5AnxGQi0wNBRUfGbmJpazPnszvi3x9MjXKYQqEAmN+nFhDIlUAxR9JFTFn4iQcOp4OfsStvcijU4rvd45CpewYWkxnXSklyKi1HQM33o8Wf4WDaaFobBvEmH0WrDYrKZdFnA83MtFe+E1b6+LE3TaxeQZYYiLG1FCcRzSkuUGeReOOAhyuyBDFhunJ8c+Nmn0OrcoGdkLnK2jYfM1sj1nMItPcvCPj9qXT6GkzhUoiboc9dh6GiVivozey458vwmZ7eb9K9F0LID37gi/cPxS7d/KqHnU/JDj7YkPuMBPow+gf/2u97kptYhznIX9dVLfdCY4hq9+d58GfubVBt/bEx98AbgSbEnE3PHd8md2zrjSDzm2O/euLdr8E2VK6Zfs4+Lipq+Xd4qIylKftQ99Ypj+W1EDv38FPmWt/aH0rxGRZShJ87fW2k++2f2poYY3A1Fgssolee9G94aPN5q2trwdlt3eExS5vLQQZlBGXMY2iLZTiP4+is5gT1TvWHRwl6Qy7xojVn5MZSw8mz7E676enjCvx/GZbru8hm2X0ZnHHBXlUkwgTSSiYlSTaJf67vhYDgFuHQ1uM+2ZHs5RojDIDP49C93VrEpcpaRLIkFUDhXflnlo8F9wSPC23L044uJbjxcLD3Mx6KLZ7eSqhndgMOwZeZQLZR0jN7htrMpdRyEYIm9HWN5wLY44eMVRKBRxJYG1lofzn51k5hljed1W5mXX4CdhkIuc7H0W3ytgxKEQjK8ksy55HfOj8tyjMkK2rhWA04X9HBp+kgQpbs78u7H+P1r4/O+HhLER8E2ClNMml7Q2YFPyFow47C49FuTt8EVUth97msREV/VvNt15P5EEvYAqVOILPoWSLE3R/92oiqSEEhM5oPFtuQ9aR9w6i+Wx4c/H465LoVohM7GyE6g6ZUvV3xdRsmb1hHaxwekfo2SMifr339EUpWEqyru4YtQHrbWfAxCRa4BvAe+21o5zkBaRq9BUrM+glaX60TSo+yOT4QSqKPxN4FHUEwfUu+b3rLXFCdtbnyKzIyDo9NUo+HdQJY5FzZp/G/X6+G9oid/r0RSm6ko6AdBXR8OcDhZxjuNhkfy30DT1Si5P9JXRse25YfGHw4bUnLm8FlirZM2rGEb7YZmBUhd7eu6nHE5fPLNBWhFkXNnxbLKF9QvuoSHTQWgDRAzF8hD7zn6LgfyZsXZbsnfS6szV/kW+OoVwhLPOKZbXbwURRvyLJDINhNbHLxdoTHQgkbmwiBCEHs90f3EshWoibqz/EeqcJkIbcrT4PKeCw/8/e2ceJsdZnfvfqapeZh+NRhrtmy1rsyzLiyzvG7INBgwGh83hhgthD7mQhSRsMSRkv4EETGIISwxcQAYvMgFbNrLlXZYlWZa1WfsuzWj2me7p7qpz/zj1Tff0TGuxZTCJzvPU0zPdtX5V9X3ne8973sPMuW9hTMNZJPd1QiKg0FhNYv1OvCCwfQOFSaMZmNhAtr+djc9/n0xfZfF8H58rq24h8FOICBFKZ9TGroEX6Is6mZKYQ1/Uxd78Zs5OXEJzMJHt+fXsLWw5ybtStFoaWBRcN9j3rCjcdTKbV2SNBiQpkCNBioXeFSQlxfrwSbppH/z9cnkjHh4FCjyq9xyhKELs+oVEvCQx0CYBBDNknkxnLiLCUT1UWKsrH8LKfTuWzCisDzhHVUe+oafAYr/J9ZFjKTKVxmHgcvMl3PCmKmrq4vV3Lo+Wzni1zue33U4zan777TPApyONAk+8BqzayBCLI8B1pQTkmYnz3jslmPW711S/4+6EpN7+QN9/nvBIIyKLLw7esKCGegmJ0i8UHvuuiPwN8GNVPenZy2+LLQ9/vElE7sOowje1MPN64uhrhNJL55cxh+gb8fcPich2LNJ0V7mT8lo1EZmNpTv9jare/ps+n9N22n5dJiKNmIN/ExYdnwr4M/x5OsobK74E1DGKhYkreCp/0qTEEwEKXMTMpTa0YpP1zdgkcEz8Wzs2CalhaFRuAFiDTWbGU7mU9csBaJwJr1woN8Qmky69yO331bBj7deNe3lMU2QX5gw7p7IW68uTFFOvnN6OS+mqtP8cRZ0fx9JwgI+rauU0TUYB2ke39DEIZhxXZLkzbIWERZVdmXCwCkvV1EX99HjrMiuYljybo4X9tIcHASvT/XD7d4elLHQX2ljdeT8AC5puMOFRwE+mGejvwcPnUGFnRZAGwKurJzl6AtV+ktpoMhOqzsLryaAoO3rXsL1v9eC67eFhxgfmn6cTdQRxyeSW1Ay29Dy5VZCJIDUAgqiiH4jbrAZQRQuZqIeZiYXJOq8JQTgjscB7Ifd4M3YfU9j9cml/7h6WsqgOEgv7ArR4U2SyP5N94baBQ9Huq8vBilITkQYs7eEiTJNiGvYsHVyfeXT8eVXXAjA1OYftuecr7cYxq9owzaiRUrPAQJpS4dwmjCkyqJU0OTFLxgST0zty64PO8MhtWMT8ZizdfWm83X9gehX74u3TwG0ici/G6rkXKxgweN0xAHMT8NX4WIexZ/k6Vd0oZjdjYsQ7seDhHXFbLMTAl/Ui8kFVfSTepwALBshEmE+1CANq5gPvUNXviMgPMeDnAawS1WSMEXU2BlztB25MkBq7WK4HYBqzvRX6szcpUQ4DrVLYPV6PsaDmAWdvbX2k5twJbxl85l6WOWZNGJ6QwLCqEmqeQpRnS8ejHOw7NpAwzpvKvMTFKLC18Bz7QtNt6s+1s2rH90gnGqhKNpAr9NE3MLT6slVOGjMEmQw1z6bcM0ysPxtPfEQ8Akmycs+3ALhy/PuK1EdxzDiPcVUzafGn0BkeoTW/Z8hxjuT3MDmuzNbjdXPB4v9DIlmLFwlalUCr0/iHOyCMwItQ3wdPiBprCYIU1bUtnL/4D9i05vsc7Ri5QFBKqpFYgUhV2Z/fysaBpxCEq2rfSUJSRISkpYYWfyq+BMxKXPCKgBonkhxpRP74IGu5VRxzHGA7QaZRKw344jPTO0efix6JfIJ953lXao7s5G7t3LtbN2/Gxgsn7B1gz/I+7H0oXX6nRztykYSvF/XCQ7q3D1iCvSvfBNap6uMi8l3gdhG5pVKgPta+qcf6o4mYLzEe8ytGx0sjNkbVY6BMNfauJRiOLTgh4iwWYOrLk6OKQVLbMUqpnbbTQM1v0Jb475iJRT02AZ9fHv745TysEyONqkDZGW36ioj8XFXLKWSXUKxGEHn4/rRgrg2UKjc/m33gc8AXR9r59TXvvQyjkv7gwf47E9hA/PbnC495M/yzyWjv5jY90IiVnf0HEfkBxiR58WVcy2+DJbHO5p2dtHVFRIqq7NVtOUVdGdk/w8bFpzAq8e8C/ywid2Jt8/JHj1fZRGQBJhz856r6vd/0+Zy20/ZqWTz5WIiVs7wam8y4vPMCNqELAa/eaxKXKuKJR3VZ+c8yO1kGhxOq3UEsOohNRi6kOJFaWLLfDOYglYIlXdjEqYWhKQIv114uu6WcjaBYikKEOXKuqpTT2KnESDlVVgrEdGNsgipskhsyNMVqGgbMlU7iS600fWuk8ual6VPE+yxPcaqNtx0drxNi9760oo/Tx4GhE/MOjNkxJd6n16PtPJW9P6qWOi/KKXOrLzXntz/PhXKtt1Lvoy3cT1tmf4XGGdFPV0D29K5nTHo6oHTkDrAms4yAJPlBLcrhFngppjYvGhRp9TwfMgUkrlwzrWYB2/tWE0jSQJ9wJ31ZKyM+0Z/DpGguoBzKbssBu3Nksy/mnkxPT5x9ZHd+0xZFa7E0l9nYfUwB0hN15JQoqRDldeApjPGxFwMUMnF734+NxWkMrHgKS1UM4/aUgIQ3P7gYT3waZUyyPXf4YyLy8Xib1HE+nQBxAphe540SAF8CxgZTjgXUeFVSy8TgzJaO8LAejQ5WbF+GPoNQ4sPXeqNkVnoRvgQ0BmODX/X8UIFbMGHU2fG6PRgDz8eexR5Mn+dijEE7Efisqt4Pg+nPHwQ+EG9Xg6VG7QEei0GaxRhjph74A0xr42EMFPm+qr4EvF1EbgLuFJEHgO8CX47393ZVfSqumvdt4FYgIyIfUdVvA/8iIt8GHozP+1yMHbAYA13W11D/YaBZREAhSTIcIOtAmucxEeeV8ZICvtDWv+vmXKEfPxE0yYmW6h7xjsRgjRMYDkMT29WISM2l98RjIOync+Ag+3pe4Gh2z3F2atbgjcGLu/lRMpZ9ZZWOs/kusvmuEbfNaZaICNHIAFlPea7/IbqiNrK9WZpSk/Alweauxwe3OZLZyeSa+Ug2i4pVgIo0YlJiJoFnotyrepbRHRZBoa3ZZzmc30mekLMv/SDJVD2e55PYsAPpsRLihZZGA2fCEG0ZRdjSgGSyEEV4jTUkNx/m/PAy2utmsrqnKBw+PphB0kuzN7eFQ+FuxjKZ3YVN7AhNbNrDJyHGsvHU0jsjQjRS8polQfK4IEsN9SRJ0cFQLa0s/TwXrmCUjOVQtOv4N2sEE4RJciY+AXt06xAx4x7T2aagBTq0TQB/nEyZWiuWluqpzwth+3cYCsb0jASuxO/Ol1s5sP9ZffhTc+XC+w6ysw94M8aq+wzwFyLSi4GbZwBbRMRp2FRT7MvKgeKQYkpyBvMzejGf4wD2LrZSTC11VfGOEpfzHumcl3i31GL9QAPWx5y2CnY69ek3aEv8dzyjqhdGhLKbrd/foRs+B+w+mXSk6xLvHNutHSv7teesTdFqiVHg5ZiAcB4gFnz7AIaAJoDCxek3BlYSMsdj2XtQomcTkrrmmtp3fQV4O/CVgULfsoDkUwJktX/vY9m7XT7wOTAIhX4ee0E/g0VRrsJE93bwW8YkORETkaXATzD64ECa6mySVNhNxxGK0bAXsIlVAZt49WE54x1YdGsj1jZ3q2plr/fXbCJyEXAf8HFVXfqbPp/TdtpOlcXR28lY1Ptm4DyK+g4jlXse4rhP9Wdzhn8OgQSEGtKprTyX/9XLOZXSY3VgE4gCNlGagAEKDshw5+MoFkniienLOfAJntPJmgMaHONEMIfOp5ge9Gpb6XjponZOa8ZVaHql+3aVZPqwe+QYG3nMyU2UbZOPj9+GOdhOdyPAJs1hvM0ezKm9MP7OidhG8W/TyvZ7zPZMUcUl3o0EQZKwkOPR6J5jsl8qWFjjNcq09HyvP+qmLdxPT75yWkKpVSebuHjmBwj8EpZCVy8M5Ig0pDt/hIOZl5hddwkAB7PbeKH7V+66wqbkBF+VXEf+QAfWxqXpda68ch4DRXopMptqGr0xvoefb48OZbBnYKDkswabEKylmJ6UxlgWY7H7ujIgkb4y+daPC54POrAyd88f5hjoKdtXpc86TFz4j4E3pKXmjYurb6xNSIr12ZUcLuyu2G6Xp99KWqqJiHgqez/92nNC7T2k7b16Lqm5CQ+fAe3n0d6fdGLP2ABFYLcrbtMjmKDxO+Pft2ABuaMYEHIRJg58BQZ6/Vu87S7gcky37hNYgO4SLNXpP7FSwA8Dt2MBq9mqRXEPEZmCAWbzMLDsI6o6JEApIqOx6jRzsHfj8ivkzYce15/viQhHY/1hguK994HgIlkS1dIY5Mg+95guu1BVVUSSGBPpSkyz5wrsHVwPfP3sltdvmlg//yERqSTAftJWiHK81PYY+7qeJ/BSAGE+yvqRjvgejpTiNmhVUst5iasRfNbmV9CnI4Mylaxa6mgOJuFLQGd4hI7QboXg0RxMoj/qIqv91Pqj6C20oyiX1b6NlJp8Uz4ZsTO/gbOChXjiU9A8z/c+TFth37BjnTn3LYybeD5+/O4nVr+El8mhnlA4ayKaisuA11cTbNyD12qabPlZk0nuPGJ8OWBFzw8JtcCC1FWMDiaAwKHCTjZkHx92TIBrat49yIranHmG7rCN8xNWeKhXO3km/0DF9mlgNOfJlSiwj5fYpqe2IO5kmclM7xxA2K/b2RKtdeNJDuivY9RAUtL5o3qwE/BGy7iGBd6lEwUvVyB376Phvd+gyO4cizFqmyjqLtVhfZv7dFYaLClQDDy5/iCBPXebMQbuDqxPOFCydAK9p6u8/ubtNKPmN2udLqLVqa23YpGEUET2Y1GAh7H8wg2VSrhJkJhzIL/ryb3R1jXAu+Kvl1CMSHwTy+d2Ds6A4Hnb8s8HPj5t4X7iCiMX1nqj2lU1EeenfmHDwBNfOCd1BYEkQJmBRUimM7RDqFbVf4uR2h9g4ppfwsTlPowxSb4H3KGqxy/l8Nq3JNaONUAuS/9LWfrnYTTfP8Wc9gCLzr8HE7RrwWjDSczR2YnReb9a0jbbfs3XMcRE5EqMGv0+V6LztJ2230aL0xHmYSlMr8MmxqMYCsQ4jRY3ofZSXjVjk1NBRFoH9pCNil3u7nAzHj5jvUn0aCdbC2tO5FRKJ9Yh5iC5CcFBbBJ/PsXyveVCtq6c9DHpO78mc4wRJ2pYh010XantUgDhRMt4nyorPbYDs45lEXY/SlOZIorsF+eYloJlPsWUm1LGjWuTNop6QDUU9WxGY+3TXbIfF7H0gLPixdlgRRyGgjTuOkuBimGmovg1VQgekvTwer0T5ZSXlpuVRXU3eglJE1Ig09dDD0OAmoqAUSbXQaTulYp3XJuia+Agbb3bOJDZwhXN78aLGTYtqRnsS2ySjvxBAL89d8C1gauqdD/mC+2g+OzVYOViz8UAltnA0s6oda6qDs3/iE1EHsZSkn+KTdL/GAMfbsQmK+9V1ecBrk+/55tYJHrZgGaHl5+pYCLSgfUz+4FZWe1rf6TvJ1WC90kl+hMMKB7RfAms9LJGePjUeA3Ueo20FvaNVFJ4xLbvj7pZ2/8wTcE49ue3gQXmQuyeethzU5pOtx/zMTvjdshQTKnYCnwNuNX5niLyV/E658Xn8S3gnzGtw34ROSve31/F1/ojB9KIiIf5Qn8N3I35Sv8I3CsiH1XVQYpJfA/nish1wE9HMXZ7QEKvlJtkjT6qXRytZqiWz9PAR56OHhw2y1bVnIisxcCkczHQ6S7smXnThsO/+PuOzD6ZO3YJvleuwX7yVojydGb2s7vzuQ2gR8MwfwHFcukjMS2PCY5ntJcncste9vn0aw978puGfb+w6hpGBeMQhDDpmQ6VDvB4+4/JFzKk/TSqSmvfDnbn1pFJdDKz6nza8wdpLxxkcnIOOc1wOL8LgHT1aMZNvADfL7ZhYfYkgu2HiGrSRM31xjxyDZAZQCJFPUHCEK1KQCZPVJNkdN051B0JGe2PRxBErcJbJduQfYy5ycX0Rp20FvYw1puMEhFIgnTZUOTh0exNpE+76dMu6hkFCIH4TNaz2Md2SiqvQXzPaqinUcZIq+4nR7ai/ky5+XHRQJM/Dgb3RzxO9dDhpoATATmqh3gufETSUp06ovt+BwuauzThLMZm6ceYcB3Arokyo6pZxl+8R18qdOiRT2Bs3MPx706AuBADl2dgfd87xsu07Fzvwjk5srNWhQ+vH6D/h8Aa1RMvm3WytsS75TLM3/nZ8mjpK1Pi/h9kp4Ga36y9yxPvY4d0b7qdw3+Evbw+VnJtFAZ65ICEiLRjDsvTGGNj/etS775EkK+dFZyfqpH6hzcXVj+ETUz6MGfmDhH5IuZU92Ive2FB+srRo4MJADzVdx8FI94wu+biBGpCX1ntoy06wP7CNhq8Zrbmn8tRLPfoTDEaMqr6fRHpA34JvFVV7wbujjuG3wceE5ENGJPknt/ikm9J7J6MxnQiGjEG059iaWyfxaKjf6GqHxaRv8XYNbcC78WihO/F2m41RmN/SkSexxzHex0T6tdlInIDFg17p6q+LJrAaTttvy6Lo6RTMNB4Rryci4GjLQxlNzgHZ4DiRLfU0fcBpledy5m1F+DIjLNrL2FX/3pe6lsF8eRoZ/giO8NjZnS6SbtHcUI/eNoUJ9dCMed7iNVIAwEJerRDI8KRnPhXKowbUSyfnaSyHkYpEOGO50CjcuDo1WD4OFbJSCLIpedTer7lk1gXTXSpSu46S/92qUYuNSqDtU+B4n2sp5jW4qw0BaUOA2ZKmR+l7VYb72eAoiAk8f4ibLw+jD0PqzA2gwN3GgBp8sYxxZ9Na7Q32B9ur+i31XgNKGqTfkKqvHry0QmxYTzscYE4mgAAIABJREFUvVDACyRp1VVUSHppd02uzTrj9iovbYuiPL/7Zyyc9g4US7nI5LtY23ov+TBLQtLDtkh66V0YKHU3loZ4GAsafLoCzf93gEdUdWcMAPwDlqpbCaSZhI3B92Njc1V8vJ9iIJmHgTcAPJD9gStNe1IWgwJ5bII0FWOgZJXIVV7Zi03IhtnagRVMD86mLdxPSIFLqm8CoCtsY3VmCCNAhv4jVpYYIy0fDQ9wNDxQuooDIt223UB9rTTWJiX94fbo8MdAP0UxFa8ba/tzMD+tNED4Tozl9RWsLT/oBEljXbuHMMHin2DBqIvi3y7EQJ8IeIOqrom//xUmELwm9lO/7tg18X3tAe6YKDM+4YkfAIxjKl16tBNj6/wM85Nvw/QA/w643TG4Y52NW7G0/nXA1SUp+f8lIv8B3LO/+4VmX4KZs8ZcnfS9xMvuy8IoT1dmP2sO/LQb9GyKoG87RS0ul7Z6vOO4fuuYbMAmfxyzUovoClvZOPA0Q8mFla3BH0MgCUIxQMP3AoigLmhmc24V56SuICTPjrxhX0fyuzgSgzKX1t1Mtd9oYEj/k+zPbWXS1EsHNW2caW0V+QXTIZfHO9xJ1FANVYahF86aRLB5L5pOQiGEnn7CumoK86YwJVtHT+vKeCdKnhwbsxVlojgS7iUz0MsF6eu4rPpmwjBPQXP0Rl28VFg3ZN1zElfQ5LUgCE/nfsEh3cMM5uPj4+ExUWawXYdgs5IgxaLgOgRhGnN5orDshJ+RPbqVlKbxCXgpeh6Gl5MvT2WMujgadQ3tyhy4X42xady2BCSY5Z0nvviM1vE8Et59exmwO3iu5fdnmjcbTzwSmvSaZfyC/br9HODv4j6sG8uU6MDGJzd25SkKG7sqai7w4VJI3f9QHAt1MmfMmMmCdwmSF5GrMJ2s03YCdhqo+Q3a8vDH7Rj7hFjI7T4sunMZ5vwNYOjpWixKeD4WGegGkvvClxom+zMDDw+f4Drs5XH06sfj/YyLD5eKf29o8JsJJEFB89R4jfSHRrNVIgg8Io3YmHkGgC35QeG/JDbYLaKoqRAAbxKRjZgA3b1Y+tM9IvIuVX1YVbcDfyYiX8AqAHyEYs7xN1V15yls0l+HlQI1RzEH7HlMLO8erKTlHwK/LyLPxYymNZgz8qc11L8pIPGBLo5ejYnmXYQ5JGC5pP8qIt/h19Q2IvJWDDx7i6o++Wof77SdtuNZnKY0FgNgppd9zsD6tFLdk1qKE3UXRXKpKU6LoaJzNSoxnjNqz7fKOSVrTa2aT2f+EK25PZW2LQUzFHPC6iqs61FMifEoTtLdfvxzE1fmRnvjExGRhBRkVe4BssO12U92IuFAD3euHlBV7zUxN7mYBGmOhHvYmn+uXK+k3IE8FRYy1FEt33epkDIMn6QcaxZSDty470rLWpc6mu5+OTq4q54xeoT9uO1LU8RKHVbHKNpOMcXJrT8j/r+aYiqYS1/LU9TImRHv9+qSYzYA4uGzMHEVvgSM9sbRHbXTox0jNkJX2EZ/1EOt10Bv2ElP1F6+inOi92A6Be6ZFIjDv8CGvpWcVb2I3rCD/QNb3TXvxsa7RqzcdR0jMHva+3bzyKZ/ZlTNVAphdkgVmrxmOZjdRktqBqDkNdveOrB7PEa7d9WLfqCqnx3xAs2uwdJ2wIJABUzroJK9G/ipqmZF5P3AdzC26x9iTNf7Xm71yxGsHZuMu4pQAxhL5TbMbxvHCJPvrqiNdblHAGjyDb8NJEGtV17IrWg+PouTN1IlNRwId7Kx8HSlVUv1bOqbvPEsTF0lio7blX/xJzsKLxQw7RanWfNeDHB5VESuxRg27yPWtcAChW91bSYi87Bg1Z+r6vdE5I8wZk2XiNwBvAkDVu4sTaOIg3VfitPJ7wDeLSLfwPzcdxKDtId0d/dYJjUIEqZI/x7G4vl2fPwO4HdFZD7mS38yBn0OYRo43cB7VHVI3oyITMA0b6qA/j1daxfno4FvzGu54VxfAokLcJyQqSqK5roHjixbvX/pTCX6DubXLcH6E3fP3TvmgpTK0BLxpebGh2OmO85PX07aq6Haq+NwYXc5SFfRtgysYk76YvoL3VQlmtAoItQCvYV2Cprj0czIme/j/enUeI2IeKgKUxJz6C900jxuPp43wnRSleTaHQbGiJBbdBYEPlpXRf7CsyBSko+ut06/qw+vo5fkqAb2eDtIhVUEkuTFgafIaYYx3kR6oo5yxgsAU4I5BDGLL/ASeJHHytzPGOW1cFHy9bRHh3kpv4YGbzQBPgVCqqWOPu1it25mOnMA6BoB602SMkaMBKTV2IpJUgwwrFKX8wMGx4qIULdEa0tTmV0AolzTrDSIUMncvkuPoQz2wQqoJEkzjsl00U4XR0u3LQ0khIejvVR5tQlF6dTW0mMniSszjXBtpfvxGArMRD5BeDaLUklS3kZW9/bRExa3k7SiCU+8BCZwfNpO0E4DNa8RU9VVInI1xkj5M2xi8iEMQb0I69z3YUKvB4DZu8NNb270micKwo5wAxT5xj4G0hSAIClVXFRzY5CS6mB95hHdPLBK5qQuojtqpy0sigyu632I6elziQjpDotROEGYVb2YumD0hZv7nqQnbBfMsarDBu5PYA7Pt7CX+xngpyLyflX9aXx9A8CPgR/H0ZcPAs+KyLMYUHC/6shJvK8xS2D3oglzyuYBm1T1ydgJvAO4E3MEvyEiz6vqKoDXydubgW+palVE9JMV3P0wpuezGMv7dpoFFwEfFJHVGMvmVWkbEbkVi0be4KJcp+23z5Z4t5yHTTruXx4t/a3QFhKRGoaDMKWfGSzdYQ/Fic9Y7L1zYqzdWD/UibERCliE1TnFxzMFZGrV2fgjBC4DL8G06gW05ioKP5aDNKXldcFENZuxCa5LGUjF62WwCXICWDbVn31mkzfuPF8CE13QgHnBxTyXf+gELuOY5pyvwfZISRUXpK6zlFZgkswEhC35Z1/psaDYHu6YpffheFoxx/t9JDCm9LiOGeMYiaVlTJ2z7GMT6AJ2DxzTNMDGMx9L+1gffzrx4WqMFTMqXkqrXmj8OQ8DCV21Jwc8jWW4QHCIPb+Oyi4YCBJgzItp2Dgaj/2lE8fKj3ZEyFN995KUKnI6OJFwznWEMR1yGKg0kWL62mFs3JoKvPNgfjsHu7Y7Zq5jJk2N/z4IXIC9m1NHOqEwytPWMyybVwF5oftX+X2JTQlfAm3PHeiNrFzOFsxniY4D0oABNbeLyFhscv66SjoKMej7u8DHRKQaE9d9GxYweoyYjXOc452MdWDPhoe9/zPj492EBc9asDatqN/UER7iSGEPjf5YNg+sqnigWhlFSqrwxGe8P30IUJOWapqDiRwtHCQTk2IEDyWiwRuN4OGLxyi/xafwQg8WILwlPt9JqvqXIpLFGF7tGKssjz2rf1kC0pyDVWT6k5hVnQQ+iT1LG7FUo9mqI4urxKyXcVhBjVsxEK2APZ8/Bu5r4+BaT7x6IHo+fKIn1lycE+8fAFV9AXiLiHwAS6mqAv4FY2VFZcecjWmDVWH+1eeADx/s2Vjbkdn3pTljrv1gc82MqaCR7yUqTpxVoyjSSHpzrYVUUHv5M3u//x4sdeQrJccai+k4foBi5ZtGimm3FTVqqqXem+bPYUAz7AxfJCIcBtpkol4T00XIqgEY9V5czvsYTLoD+e0cyG8HIJFJ05AYQ1f+CIXjEN09CYgKObxEClSp03rOS11LbhhTbrCRIFewgVKAfAhBSTcvQDKB5guAoukkGhVI149l3ZFHBldblLyeWmkElMcH7htkkDlrDfcxLpiGh0+kEa2RgcPnpC4nJVXUeA10h20kNDDGIdAWGai1i010aishBXroHHYJfXSzM9pEizeZ3eEmLvNvJEmKfbpDt0RrSgMhpVdV7oO4v0sDJidrbr8uZVcK5FkbPUqLTOFgtEsjIj2fK7wqalCInuGhvf30uPGrVCjY26EvcijcTZ5clCfnAJeAYnqtTzGo4JZB4XWKfo8DIJnIdG2iRTw8vViuf3p5tPQGd/JLvFvqsP5gMjZnPG0naKeBmteQqeomEbkMQ/rvwQaSf8KcCveiXY0Npi9mtLf+6dwvoHJnHwC0BFNJSRW++MxLXyoJTXA0PMia7MOU9i/ZqI9RiXFU+/VMSs9mf+4l9mZepNYfxcTULAIvIfNrr46e7PqpYs5nBhgTAxGrgM/EqU5vxvIQl8ZAzO3Az1W1Lb7OzcCnROQzWA7mnwBfi6mo31LVvaesUU+9OUbNeMwpCzAnE1VdFl/T54BHMIdyhYhMjynC56tGVSJelWr0Dow6fGcc3XknpukzBevIIiwF7ovA10va5sTKBRzHROSDmANxrapuPN76p+3VtyXeLS3A9cBPl0dLT6jM/RLvlqnAKlX1gVuXeLccXh4tXflqnueJWFyFYBKVwZh6TK9pBzZ53IG9M4pNIK/B2HvnUdQT2R9v00RxwlMach5JZKDUuS13dAUg7dfGqSLDLeVVl27XjU1sExQn96UpNOVAw8z4c1TZ9z7Wtzs2wu/4JFwOOxBXlpJK5JxXZo3emCHsGV8CWvzJpwqoqQSmHDMyXLKOo1APYXiMsG2IgSJ9FCPUaeyZqMbSTrowEK8rXhdsDB0bL40YODNY3hhjQJyBPafunF3agtMncyVGXUpdFzaxnOQT1J/NonxAwn+RZ7uz9I+n6Jj3MFRDxwFK4+PvDmGAjwNqZgESESaezz9amObPCw9Hu4MebQd7hiLAS1HFNH8uGe1hT2QycCUgTWnbedj4chgDW47Gv02Iv3sQmxxn4vNxpa3dthux9MIJ2Ng3DQNrpnByVujIH0zE+/4GBrYsjH8brlJaeiEik7H3aQNWIehOVV1/jE0WYPf4cQwIeAq4FqtcNA5L3T6V/WUHVlAhwp6JeZiP836MBaTx359lqDbRoCnKC9nHjnugHu1gQPvxqONAuH3we0G4uPrNBJIgSkU80XcPi6rfQEqq2DzwDPlwgIz24GvA4XD332NBpRrs/RkA/kCshO+l8XfjsedjC9b3uYpQ52KBxf+jqj+KD/8FrG+/GPMthunGxGPDVRhz5y1xm6Swcts/j487E3i0JIBUCvSswPzgQb8lBl++jKW2fQp7jv4KeE5EPnM5N65ISdV5T+mDo7DUrF7gY9j79nNsvNmTLXRPW3vw7r+YWD//ufnj3nAdcLOqnqtEjUDBEz9UVclH2UPt/Xs6X2pbeXZfvl3j616E+bUJl74e+30fF5GnsDSv5rj91mECx4sosuwgDq76+FyUvB6fBEpEjdfA+vxjw/rPNZmHGJeYrj1hu/RFnUwIzmBO8iIANuVWcaBgYOn89BWMD6ZzpLCHddkVQ/aR1yztuQM0+M30hB2D5aNHsgOF7TR4zdSFo6iTxrjEtxBFBbwh8mqxeR6FM8fj7ztKNLYBqsrWESE/dwpeWxfRmAa0tgoJc6TSDUNWq5NR+BJQ0DxVUkuurD7JkXAPT2WWcVH6DSS8JM0ykdrCKHKaIUESQShoHkXxRFCNnDYnAJ0cOz10Z7SBndEGmqSFgISBo0yVLaypFFw4FkOvnJ1SOmaWMmXK049hBP+lQ1vp0NbBcTJBCk98Ig2jamrX9NNzmBLWC0XdqtH99E7CfKlRFLXlkgzVynOsS7Bx0F1ziGmzbQ5IbmmgKQKZLMjr422GZAQsj5b2YOy603aSdhqoeY2Zqu4VkcuBn1dJzaRL02/ZEBG+6VeZH70Bm8ifj71sCym+WMdEZztjpfdQCyTi4hyN/ljGJ87gcH4n46pnkil005Nvoy4Zs91EmBrMZ3x6Jms7f4kn1pfUBI1e2qstZKPeZ7BBcYqIVKmaZxinOv0zJiJ8GZbO9Qks3el54hQpVd0Wb3MnVrJxPsYgel5EHsNYNg+UVwR4DZgDapooaj0M0pJU9dsiMg4DXjZjjuJqETnzdfL2R7NkBtJaXbWDjQlgl4i8T1UfwFKm/q+InI2lj70fcyKTmFNxEzbgP4m1zX+93LYRkU9iDIyrftMixqfNbIl3yyhgv6r6IvL1Jd4t9cujpSdCx59pGnGCqnobdfXficgfA0+eQjr/MIsj1U1UZsRMxtguDoTZibEB3d+HsMizo4j/L2xiqthkoJXiZHIyNqmeTnFSHcFInuHwU63w96C15w5QF4zGld92pqqFgahvI/YeCjYB6cIizM3YhDbNcB0VZwWGitRWZIz0aDshBYIYawo1pHsoDdtFuEqZGSNpuBzX8ppDyjY5XgnTE7GAJHMTixjr2bz9cLibTYVVxJUIT+QcS0GR41mpuO9INpqi7saJ7MtZpVQE5zAHmJObpggqufKlTObM1GhaakA4k/mNG3hmAGNUTcCCGf3YOzIXe54CirpGE+NzGcPQ4MuOtujAprbowPVl5+oB0bmJy706aUKJyBdyHBxeSrZU1yeIj+PKVLvfFmLMiF9i2nhg49vTGLDhKPYOTBsV/z0FiATPM4jhmF2OUxl2bdyBsYMD4KtY5cjjgSZXYxP1y+Lzmnuc9W/FUqmimPH6VYxx8TZs0vDLU6wJ145VlouI9fswH+eXWHs5BsdMXqHeVETIE7n7SZAY8v6WliwW9ZgazCEhSTzxmJNaTKEwgCg8l3v48Y7oyKdF5AiW2vR6LIXpjzFf7DYMZPq9+Lx3AJ+L2/I8rD//mKreJSLjMY2+dwF/C3y+dPwRkQQGhnwAe75cNP4hLMr+i1LWjYi8GfhPEXkQY+uU5vCtwPyhr4vIRAwkeSvGjnqP80VFZDkGBP1DSDgt1DC5kMuCJ/nloYgoiK/vcewZ+oSqfq2sibdgqehfD7zU701qWHD17DFX7xCRjoe3fTUUkVHY87sMY+hciaWv3y4iT2PP8qPYe/8S9vw7zcZPY8DUVdj7/r/ia8gB/Smprha8wBOT02qQ0iyUohXIU0ODzEwvZG9+qzGs4i6iyWvhANtISppxwTREhOZgEmmpGZJSW+s3ccmomxHxyQ/08Wj3jypWilMiNuaeivc/jgnBGbQH7UwPZo24PkA0volofNOIv8nRbhIbdtk/iYCwsXbwSKW2ufAsZwbn0h4eGjE9CUw4uaA5AvWRCBb4l7J1YB1Vfi3d0VE6tZVNhdW0eJPZFb682GSXHiVHFl999h3bdT7WO136m5Z9DrJTGJrqVLpe+d9Dlhd4Ws7QeemjHM63cfDKkn2Up02VLu0Y6OLmFI5h2kQxYOK03RyA5AMtPn7LYl53ZYIkOYb4Fuccq4FO24nbaaDmNWiq2iYi1y5MXbMP9FYPj/HetPBgtKtUAPNYEvVaJbX5yYnZyd6okzMbLsSXNNv71tKoTTQEY/GTVcxNXcYZ/iKqfIvcbup6DCXCE9/eRBF88eksHKI37KYh0Yyox4TUzGBHZu25GF31XEwo+C2qOiQapqqPi5V8Xo4xQzZhA+xjYuLITpdnVRx5+biI/BkGctyGDXh3YPnIh05J475yK9WocZHfI2Xr/A0WhVoY/zYZeOAhveuNAAmS4/PkmrE87h/GwNQnVXWnqm4A/kREPo0N/L+PlROei9338zFn8+si8i3gP1R1Pydg8eT6s5iTfsWpYuectlNii2KQBlWtjWn6J8KqeVREHgo1XNJJa9dBdv8A+B7QJiL/hJWAf1lpcyKSxqLmlcAYZSgj5nlMEHQHsFtLSs/H+zoXi5Z+AXuOHZvBpVPsxiKcLq9/HMOZGH7ZJwxNPzpp253Z0D+1en5C44p3zkLNBy/2rHTOhotENVDUoenB+oJyxoybZJeOr0NAmsaghYSk6Cq0ktMMrdF+9oRbmObPBZRe7WRj/mlHMRaK/b1XYZ8nwlgBoD06xNHwIKP9opbxxlxFfYtSK2W8uHMZrIy0MHk19dKEF7OTWvwppKSa1fnl5ft4ORPTkSa1IzmypQ6lswgDUhwTplSrJl+yOMq3A17Csn26NCpX2cmJCFfFf+sAGdH4dAbIOKbAlHgf15Zdk0vBcmNKH/Z8tcS/u7CyYJP/8jG/F6gJsEl4qBEBiQgrnXwDReFJj2JFKsXScydgOgGp+G93L2+kSHGvwsYgdw5ORDrCAKdqgGZvgrcgdRWqEc/lHqYramUEU+CbGIvBgV47sfSULAbMgo2Jx7JrsIn67RiTo2Id6zit5t3AtSIyE6v0cwQDoNZhFYi+d5zjnax1YNXm2jHguRCfg9Mx+kj8uQZrw0tf2eF0GMgaUiAT9lDl1xFpSJXU4amPCojnEQQpCvksaamZFm/yf7F+/k6KGlq9mN/xBDaBi7A0t81i4sD3Y4HD+0XkU8BfYKDEC8QgTazzch0mGnpVfN39GKPlB8DKSkUlVPU+EXkEY8lsiINLP4nBnxXAV0Tkb7AU+m9hQcNG4DqxEuBT3eLhN1dRU23AVVobaf7Hdo78VFV3xVqJD4wA0gAgIu8GritEA7qrY9Xmne3PdJf8/AGMjbMEA2N+oqr/OwZwLsNKgf8j5ru9gD1/l2Flye/AgnF3YWmWX8QCmk8B+Yz2js1p1rHaOBgNIScMWkqqmJw4Cw+P6Yl5tBb2MhCnQO3Km25yTgfoj7pJezXkNMvAULYdc+ouRWJmTCJlejc90cgaWKXWHh2iPXcIP0xxRnnFrDBCuvvQmipIVp5mep19EFkqkne0m3BaCxqFDGSHZsrtD7ezP9xOmmo8vPJKaIO2emA5ZwTnMFYnUi11zPLP4/HCfYO/H4h2cCDaUb7ZSIyVciauAhJS4Inwv8QnKAez3Fjk9jESszQConFMkWrq2Mu2MM9AafpQKRBSyqhx7ElXZrtE92XY+WsHrazmEac75oCfUvZOqZV+V/43Jcdy5bxd8Mmds1RTJwmSYho+RZckq5mFIvKfGBvPLYdK/m5T1XCJd8sfYf3iN5ZHS/+J0zbM5FUMup62V2Ai0nBF+m2H0l51WlWJojzrcis5qgdHXH9yMDtKSVp25TceLZBrvqz6rVR79SgRmkwQBEmyYS+PHP0hs6ouZGrNOYgfoAJeIUKBo4WDjK6aBAiRFsiHGXrz7azrepCJqVnMql0MwLOd90cdhYOlyGoG60x+goEIz5VFU6ZgkZPvYQOvYAPrTVia1GgsKnEv8HCJav/5WGTnlnj7fwNWVMpH/3WYiGzFSo9/BEvteKOqDhNUjJ3EH2LO9gXYZO6XgKeqr4/XGU9MI8aciq8Df6eq/WX7qsLa6RMYVdZ13Acx53kFxrJ5sBLLJgZp/haLZi15DQFf/61tiXdLFeawrV8eLR355bX1fGCvqo7vpYucl/tGszf+9gfzPzqh8rBipVP/BIuWd2DPyx/F/38FAzt7yrbxMEDRifSWgzGjsTSMUjDGfe5QHapoGusTjImXc7Fn9Xwseuzy8p2WC5Skb8CghoZQdEhc5L1SKk2l307UMtgkZFSt3xTMr7/KqwtGJwF6Cx35DT2P+t2FVjepDLHJtI8BNPUcvwz0MGsIxnBu7RICSRiyJB4HB7axse9xVRSfoODhk2fAicyW28sFOoZZkzeOpKTpiI4woP3lYMdJHaNa6rk4+YZhrKRQCzyZu39QJyM2B3o5jYYAcwTd89CPTXQ7sHSznpJPt7iUpzz2vM3CJkKzsHu6AYuI76VY0cjl6ldX+H+k75RiiVPic01jz2dXfKwuDBSZBhyayPSChzdmHztqFS1gIEQKY2Epli40Fouq/wGmRfPXWJvfjPXRF1GcMLt0O2et2PuUALRORuXnBovCfu0pvFh4OhURHcKe7bMYDmAqxpI5N26jcyimODmAppRhkuY4z9wFqSU0iWFLoRZ4bOCecg0JR50vBy+dqPE0ino3P8PGtTwjg2h/hlVLHI8xdyutl8fYrB/CUns+ShGMasV8iXXYJPqo2+aVsBBvqH/f6K6wbW1Bc5M3ZJ8oZLXPzVpKJz1OY+KUvMOVbEH6KlqCqYBSCHMEXhI806gphDmO5vcXXsg/3qfon2PXfhvWdhuwdygJ/CWWlubYaz/EGDaCMUD6gH/F0ow+gQk6/2t8nR/FtPc8bHL2YwwIWn+ybSwil2Bpbm0YsPE67B05jL17E+Jz2j3CsgfYfS1v+yMR+TBW6eu9y6OlKiLviq/xfB1a3coddy4GPr0BA6xSJdo8AZba9jaMCXYmcJuq3jXCfuqwIiD3Y4DOAqydHwWexMbbT2KBzK9h4OVXk1SNHu2N+1yOLEejQddhyLMjeFxedTNJSSEqRIRsy69jd2FoSW4Pnzqvid6og5ACE4IzOCtxPh3REUgmGJeejvn9Icvb/oNjZ+4Mt8VXfYZUulgMMLF6K9I3AL6QWzxnqC5NqfUPkFy7DQoR+fnT0KY6wjDP849+jTGF0fRoB61qWjKzvfOZINPx8Oinh2fDX2megWHASg0NelFwnSjQpW2sCVe8nPfNgfVeA6MT8+QicmQK6/SJ3gI5B54EJZ+lKUrlfw9aEy0s4GIEj07aCmtY6cbdbux96mdoZUDHQGzAggKpkn0WMNB5pD6wNNhQWpGplFHj2q3U3NhfDh65PmBsfB5OX80XJHEeVzQ00uzvYwdjmYiHsJYnst20h2XHcPvyAb+KmsIl3OACZHlg3PJo6TAF/P/pdhqoeQ2aiFzp4d/Z4k2ZODt5gZcgSRQV2BauZ1e4adj64/0ZzE1ehCAcCfeyK9zE4uo3AqAaEiV9PN9AVcGjP+qlJtkEXuy/5fNIpEREeIkkiKBROFiq9kh2B/1hF1OrzwGFTb2Psy+zCYoO948xh+9sip3UEWww+hXFvPcHsQjEn5cBOWdiE8ubMAfyIYxpc7+qHhWRBszZ+jDmSP878F2nefPrNBHZhUWHbsMinwtVtaXCuingvzBn4nVY1PXrr5O3fwvILY+WboxFVX+AdYAHgfMnMOOrc+T8m0VkC/DR5eGPcyX7HIO1xSewSK2PtW0P1mn/OzYpP1iyjYcN/ouB67XdrXHuAAAgAElEQVRCGdPTduptiXfLE9i7UQBmLo+WHvOZFfFuuNx/4y8SpPCQrIg3+cH8j477nMeijk8BH1fV75R8fw02uVkMPHeGnJ1qZsLsnbqp/wh7m7HJcDkI4z4PYxPQMdjzWemzBWO/VMXXWU7dPYRphVTF29RTBD98bCLsMdQJebXMHXcH9s44RoECR31JzBQIC5ovdVZOiSUkrVc0vkMCb2jGVqh59mQ2sjWz6lWfwDE8WnciLCTn9LkQYoKyst6NMoaFyatJyNBry2uO53IPl6ZxucigYyMmMVBmJ1bdcD/mBJYuPWX/t2B98LVYKkwXNs48jJVtLmc4npDF/eQZGLjolvPi47+ApbK+hL0XEzG2yWUUq2P0UEzX68DAhPkUASni8w8xUKL0XQFzfLPYOzeS7pxLf3Pfb8UCHJOxsWA+NtZeR1G/qTySqtgYPBqbTK+Nz7Ue0/b4m/g81mHj93swYGMOxoi5Nj7+d7AUmarJwWx/dnC+JwihhmzKP1MetXZaOAHFd1+A/8QmrZOxyck4DLhyDLLSJcD6mnfFbXAPNu6NtJ77e268Tjvmm+yLj9VKUc8oU7ZtqSD1SOBPxWVe6pIzJyTOPFOAg4WdJ6Qz80qsWuoZF0zjaHhgmHDsJdU3UeePiiv5dFIttSCwNbeGrugofVEHEdF+7F3aiDF312PBpE4sDcoJIHdgbf7/sCAVGFg2AwMYHsRYkn9IUUR1K3FaeznTutxiP2kSJSyYsmVSfE4JLODVliB5sJHmHV20/1WO7Hag82QAIBGZgQGW16vq2hF+r8VAlX+Ir2+1qo4v+f1twKdU9VIRuQkDGEer6nA12uI2W7BUrF0YEHslFsRZBGzD3pP5wG4P74xZ/gVb+rT74r3RVqenkqPIiht8rwOSel7qaqn3RqMoW/KrdV/hJTjGWHJN9bsGK7++MPA4E2vmUBPVEuSFtvAALxZOvNQ3wIzZb2TilIut8pMqyUeskpN6Qv78mWjtsFhmRevvayX95BZSpImIWBM+SidtXOW/dXB8iTRkS7Qu2qfbRhq/+usYlaqVxqhV991VIN+A9dMbsWd2LMW+tECxT05hPvoQRsxFch110kikIdt0Q2EPW5zfUs7cLAVHXNDJARMBwFgm6lwu9H18+ujueprlL2F9kiuO4IK0VRg404X5KhsoCtz72Lh0IxYEW4np+z1JMR3bLamy/1/pd26poRh066Oo2ZaL2zfAgEfHOi7vTwtAtIhrr6+jcTyAiHQDY5ZHS195HvZ/MzsN1LyGLB6wviTIrZcm39yckqpEVvtAlRw5doUbaY8OEw4JeMFE/0xmJy9E8Mj5eQpegRq/ES9U+rSbp3uXMb36XKZXLyimNQUBKoaphLkcEoX0RV3UppoR8ckUukl71QgeGhXoybfH+jXKjr41uq1vdWmUKMLovU6DZgsWybiYYjQ9jzm4tViHc8tIDrWINGMd0JsxcGMdxdLfO7AJ54ewAe/nWGTs8VdTj6Ps/A5gDJk7iCuAqGrFPHkRqcciJ3uAN01gus7hvBygIvKO5dHSZTH75u+BGwX50qVy47fTUp0MtaB5ch9+LFp2R4V9n4W1xQewdvWwzj7A8sf/HevA78AiPm+sVH3htL1yi1kxH8IG2H9ZHi3tW+LdkgHSkYZ5T/xLl0dLj6nYel3inV6kUWipDCGrwuVP9NL1aSpozsQslilYVO4ubGB/miIzJkUMulRRM36x3DDPFx/VKFyhd78/IqynMgBTh01yjmCTmyOYM+lh7/Q07P2uxwbpNAbK7MEcjYmYA1JKvT0Ze6XARTl92aV/DDCcyXEi+3KOWCUdk2Pa9PQCzqg+bxjrBKCgeVa031mR0n2S5hgMGcyJymLX6xysKor6Po5xEZX8DUMdzePdg9DD06tSt/iBJIasG2mYWTGw9LaQwllYvzkN66tKmVSlDCt37qUOHdh9cqkAjnXVi0XZ26kM6lRaerBn/ByKoMxC7P15Ll7WxvueHK+3IP5swZxPD5vY3oGl73bBYLT9XVg6iJtcXh1f3/0YGHQw/gywce7z2PvqyveWP2MZiuLTeYx92YuxfiZgeisRBiTNwd7VqfH6rnpTqZWCPg6I2BS3zVXxvndi4MmoknviBLU/h1VLagVWLUxc/ZEmz+IVBfIMaIY1uRXkrITteqwvqKH4vik2efoJBoBdAqiqVtIcQkQ+FLfpt1T1S5XWi9etwUC/WdhE+M+x4Mptqro4puQ/o6pfL9nGgUnHAn8qLuemr7lxTDDx9yOixK7ci2zPrTvWKZbbSfd1V1e/g4AEERFP9N9LtiRTdrQ/gfnpy8loD2v6H6LaqycT9XJB1XWkpZas9vJkZhmgj2O+wcVxKlAjVg1rLOavfQQDa+4EfodivxBhDJvF2PPmYQyWv8ZSgAZThGIfyIEuQ9KS4qUZ03oZxoSJl7lYalA38LWAxMcu4frFPgnxxV+5PFp69cm0W6yX8zjw/7SkQlPJ7xJfW7+qvl9EFgDfV9X5JeusBL6mqj8RkRsxps7FI4E+JdssB/5JVX9Z9n0S6xuvjJcrZnoLUpO9WR4oO6IN7Io2uclwiuIk2Y1JQUCS6Yl5DGhW9xQ294JWYf3IXRgLakgg5ML09dR5lhm5bWAdrdFeFiffQEKSFDTPmtyv6NRWUlRR7zXF847KGdTpqiYuuOxT+L4R//xdh/H3HCFqqqMwbyrIiT3ahcIA2zfex7zD0/DEJ9SQzdFzHNCdzJB5zPDmAabP9Gz4cNhDpwMLnG5ceeqOswgb95OYf/QLDIi7HpMC6MfA+Ek11J8xQCZbID8K6DhbLhozhokCEm7RtY8fYEcbNoY1UqwC6Bi27j12Y5cD6QfToaczN1VLnb+NDWTok5Lzc+uXgj0+RQF611c7Rk8nNo5ksXFgKvAiln6+7AretCspqU9gffR/LI+WntJMBLEiKJ8C/jcWXP8mxmBNY5pXt2LFcF5kOPhTBZx3IdfcXM+oABgQkU8sj5aOONf5n26ngZrXiMUist8HWtNUT7gs9Za5nnioRqwYuIuL0q8nJVXkdYDHs/dSqlguCDOCcxibnEptwjpf9QVBWNfzEK35PSwedTMNwRgQMZV2VSJfOZTdzq7udUyrP5eO3EGag4mMTU1FNSIb9lITmPxCJuyhL+wk1AI9uVb6wy4O5ra7PHVXAeW7FEszNgJvV9Uj8cB4Awa+XIJR1F3e/B4sOvNfmJ7GYNpPrGtxLRbZeRPWGTvQZhvWwX6IokjfneXpGKfaRKQtPv/7sAn5IVUt1x4o32YcNghk5rN4fItMClSVVvavWc/T71bVLfF6H53EmV+eJQvrAVGUtfooHbRuAn5P4zLfI+xfsHb9YwzkchPjfqydD2DpTrteeQuctkq2xLvlQ8A/x1oz314eLf3IEu+Wj+Y197V2joS72drUpUcraio4O9Of/+1mxr/vkO5htz0anVhU8/EzvPn1Y73JF+0Jtxzdr9vrsIlUK+ZUj8EmRMuwAT2BvYdjgLEJkg2XyRsDwaNAnpV672bgMUEO+ATtBfIH4n11Yo6ChznJF2JMt7kUSw27Cb2b8JVW6Ck1V4ZUKToyJ6slc6oAGx3hu0r7zVFkAbjrfVkaOM4W1F7LuNSMEX8raJ4nOu8iGw1j4Fcyl4qVxPrCdorloxuwfrkcEVKKJWIda6FS/nopMFWuiXYA688asUnencAd16VvnYVNcFRViYjSL+af2nwo2nUIA0J+iU0cfqFqapZxWqcDBsdiE7k5WMRwBuZ8OzFmNzkp/duBUb0Y+OI++zDH3N3Dsdi7MhoDIN2kJcLGIbeNE6muiduxL77evfF+5sbrfg9jdbj0rL74PH8XAwX2Y2kjD2Opu/+KsRE+j00SPgncqKpb43Y4B5s8poBkmhryDJRPju7BQKJeYJmq/mu8rcTHW4Fpn3wWi8zviu/dTqxfcNH4HMX38Uh8LydjY/DKePvzMIDXsXLS2OSkPf58BNNXcWXGJ9VLE/MTl1LjNRBpxM5wA9sL66GMAVByPcviNlmDPR9HML2U/vi+9pct/xKf5yVYH9UPZEZKhRaR92DCsm8QkXviY12BAXC3Y4DyQj2FFSZvqH+fAG/fPvD8723PratV9IrjbPKy+zVBuKb63fhi5YhdOeZns7+kkqBzUtJcUfW2uCJMxMr+u7pyZOsxNtoY4BJV7RORScCzHn5LPU3ruzk6PyLqpVjKvoUYSAxIPN/CpNWH2PvWkMIfYKBhOSCT4hhpScCBkXTURGQxJlA8BmOFLlNVvUZuPk+Qpz3xEkC4PFp6UlqbIvK3GMPqTRWCHx/F/MrFqpqJWamfV9Wr4t8XYv7fDFXNi8i/YD7hNlX96DGO+y0M0D3mZFREgkuDN/4gTc3bFfX2R9sObInW7KA4QXf902SKBUVGstJ0xg3Y2H420Ozh+6P98TI3WExAQEREn3bFJbDhiYFlhOS5PHkTgtCvvTyd/8WxTpszZr+Z8ZMuxA9ORON/hJONIvr7W1n9xFeYykxmegsA6NZ2VkUPAeDhay0NXTmy6Sz9v8BAWMd0cuOzY7yM1BYjpSQ5kMSbKxdGLUxOCl73M/rg9/ro/rDgFSYyvaOf3vp2Dldhfb3ze6rj4x3GnuW98d+uf3JpTD7GlGzGnufmksWJx/dg/Z7TgSlNsUqWLG7cPmbfMZcLGMdkQHKt7L/9BZ75KTZedQAdTnT7lVoM7n4EY9Q9Dfytqj4tIldgLLw7gC+piZALFmS/DRhoYfLtZ7Poupht9sVTDSb9d7HTYsK/YYvp1n+IRYpWAYuz9NcdDndriz9VDoY7AKVKavE8n0BSTEvOZWduA1VeLaGG5DTD9sLzFPyQmQkDVnb2Pc+OgXUoiodPQzAGETHv2xMGNMPGjhW0ZXdz8bh3UZ8cwzidRZTtxxfruDNRLzU0AkIuyvBc589ZUPs6ZlSdS0RE2Bumj+R2dVLUn3gvcDnmwH0ceFZE3qpWYnFZvBALpd6HodA7sYng24Dvi0gv5iA+hQEyD6jqz+N2WoSBPd/GJiTLMB2OPIbqflFE7sZAm1WvEsumVEy4BjhuTVv9/+y9eZxU5ZX//z733qreu6GBbna6QXYQwRUFUVRwNxqNxiWTzExiMtkz2WbJd2JMxhl/yWQxcbInTkyiMdGYSdz3BUFBAUGQfafZmt67uqruPb8/znO7qptqaPckw+F1X0VX3fW5z3LO53zOOaoNIrIDGL2d9S8P0EEzIyK2sn4plgx2FaY8/rBGRpygRB8QhCb2cdByLE4GlojIbiym+kf5z+b+/yzwrGNlXYh5PGe4XcZgSQD/hMVAP/F2MZD+j0lZpFECCCKNqgEeju66VUTOBeYmKPrXc/wrmzGD5KcPh3dG0O39rQfGefjT6rzJp+5kMzu1u+TqAKAyIDmizpuc9MRnkn/80Ibs1mxINmYHtGPKwTBsPDyJKWYpIBOQ9GbK6X/XoNsuStHe1cD2AAiKKLnuFDk3GRB4B9iTWq5PgSkCMdADOcM4jSnrcZ6OmNYb7xPHWscengq3T5K+PV1wZIPl9YI0vY3D/PPERnpfwFG+tvmmrJPtYTOhhvhyKIFHEDJRqsBRQE8vXZwMN0EuGfME+tdG+SElsUTufF3kKkqVkGM+xOyHVsxrlsQM5TEYo/HLOJbFQ6nb19Z6oy+r9oZ+OKXtU3eGG4ekSQ3H5sgLCymGzhA6gM1xZ2DA/ARsPvsWZkQuV9XQKXlV5ECdOgzMGYMZiLWYgTgAm5t7N3QWU54PkKO7F2MKdBUGQmzClO292Hiqcvc1B1NwN7j2ehcGylS6LTaY0piXM4nljLreXes5DNy4DwNwDgAXicgSd8+3unv2pnqnUOuNJiLk+exDdNCawioyzXHXSAFDReROVd3rErc+4r4/A6PAn4KF+ox2x7TXe1OTg2W4bIpWJQ/o7kZM57jRtV870KyqvxeROnIV3VowIO56ckaEYrl0XsAYTc8D/9iijbREBymSMgRoj5pjUC3r2m2yO1+V+34RxiZ6FQNq1mHr6kgOzRtUjjGedmPgV5xLqERE0uTAnBjgGQ3sFKsadIb7/lL3nD/F+vtlItL7uI4C54oBocMmZX+g5WcK3CUiD1T7w7aMSIxnd3YT+7M7CoWxwRsAnxVlRdfjjAmmUO0PQ0So8AZSJlW09RF9k9YUe8Nt1Pp17A93HEyTehB7x2dhhvzPReQ9qrpjoNRcPN0/+fmAohlddPBc+GCZEsXMyQYg4+HVn8zZMxIkZ9QzOXyOB68MCeOw2cfJATIHXmNYUn6p7X8D/ie/7X3xV2AFKs7C8u71W0TkHMzTP7MPkOYkbE47NW++Ggw96jd/Evie5qqFnY8ZqneKyOdiELqAbCXHcutTVDW7IHn1h7D5KD3an/jPa8NlPc4pIhMxwPc3mKF/OTY2RrldSsn1Lx8DaDKYvr08Iqw7EO46JhEkrbKUhqxKL8pWeAO9Fm30uuigXAbg4eFLQHl3XvO+ZfO6+xg0ZCJF3kA8rz8k1Z4SRRleWf5L0IgWsVw6gSRI5pELI0JpobHcPdN8bI79EjZXTyfnYFiHgenXuXaYhK0lz2DzbC2mK9W79isF/MEMD6wMeLaimLKPttNyUIm+soONq7CcRDt654F0jLERbhvex/9rsPe5CwPVN2Cg+E63NWFzUkBhMKf3dwOxuXQ/OadE7FAqB6oCEkNBEqBBGy0LsXC7bhaQywsTAzdNef8vtPX+vT0ePy7c7yYR+RZmh90hIpuBm0ZxzNkh4e8OsneeiPzIvS/B8jr9sUG3KRZGe1QOI0cZNe+gOM/Fz4FRSYqrJgcnHmzRxkGbw9VDgBCEaq/W79Q2RgWTqCuehogQapYN6RWMLz8RgBea/0hTdg8gjExOQBB2pF/t4VmZXjmf4UXjackeoKJsqKMVZnls5w85ZeiVlCcGEWmIZEMkcjC8B7vaXqHYr6BDWykKyijKJqjyhxCR5ZX2RezqWtf7seJJ7AfYRHI9ljTxx73y0hRhaGsx8G6nsA/FvI/nYB78YdjE1YTRo5/BKKZLMNr4JW6bgRkRsWfoOsyw+D5WmvOILIb+ioiksMluh7u3b/SDhj0eoxNfjCkw7dhkuxKbPC/D8gXU+wSN42XGlICEv05fIm1Z4XsrdF0llN0zW86r8sRLAR98OLzzQN71yjGQqwlrq09h3mTBDIkDmOfyHcnz89cq53hXFLdq86/aaV64gVX3dmr71UBcDv0rU+WkRC2jE0okr+pLLbvY7GEGR3dS3bHe9KjOm+QDbIxeZmu0Nj69evjMCy4VD5+IkCez9/wiIoyNm3hbgL3jFGYQtQFNs+SM6oEMqQBo0K3Rap4XgBGMZZIcL2LVpliiD2XbaM7P6J89kTMDD58VLNJG9kDPcKL8EJn4u7c6z8rhpLfHLDsqmBgO8+v9LJloU2ZlV1O0L1ZiCzJkEiQNiDY2Q19G1muWYq+cOQOuKJhwt6FrE6vanwQzDndhSmEWe6cjMMO5hJ5tG9O543uMwZX8fbqweXgHNoc+hymJp2A0+ynuGuL22+3OUefOuQVT7sdiiudG93ccnhPH0te6eywix9iIK0UI1g+b3fN1uWvEx1ZiSuxOd+4t5EK24tj3uEpTFzlWUBab18a5bYLbmrAwnq2uDSoxhXy0e9aYYg45j2W+hzLOvRY/QztmnO4jFzrV5M4xHWOfNGI5ENrpGdsf09aL3H3UkhszcW6m7gQOgnBWcKVjvUY06/7bloaPXoA5KbZizNQ73DEd7rvH3L1OwJwkN7vrjMLWnNYJ3syPjfSOud2XgFCzPJm9pzqrmYMi8m9Y+eURWDL6C8Uq3XwYC2scirEarsCAwbjkeeCe94Brz3kAHh5D/XrSmmJ/tBP3njqxvneia7dqrC98HGPJ/Bhjg16iqrkSLXkiVv3xvapa0et7IdcPY2BnFEb/vwozYOvdvc7HKu5c5t7vS/QvoXT8d8jhwZwOoNMn6JpfcfXfeuJ7oWZ5su03ZHIF8N50mVdyOUnPutAzHb+ns3/qzlbM+/1eTCeZh80731fVGxckrpobaviIL34y1CzPh48eaKPpOYx9tQ3YWsfEorFMudsTX0INWcIj2zpoXY+N3/wtZs0cNq5TDi21fcub5fV356/F2FvXqepjBX4fhDGuPq2q9+R9/xHgOFW93p1jLXCMy584HgNgR2LOx9+p6s/7uP77gAWqeu0bfI7TMD34n+J8dCJyHAZs12BA5pXkxmrvPCohNq/tHONPzoz0j6nbFW7u2hyuKiI393lAMDU4mcHeCDZlV+n2aN0R1/VEspyZp/wDyaLK7jCoI0kUhURRllXLfkrzwS3d34+T6QyQwayPVtBCn/llU+5ZtmBrVjO5JPCKhcx9GnMcz8fmhAcxh+Uh4eTzvHf9a4Lkje20ZF/QR1eFZM94M9IFuPQGNRwK4PT+uxgbhzGgs7OP/2cwwKUvIGdwMaUjJnDccWk6g1dZ4SlRMTZf78MAnoOYndRBLilxvDbFLJ5KcuFd+aFeCXLgTW8QpxkDJOfN4fyaJEUaEgbPcF82JPsvmM10lDnzGuQoo+YdEhG5CoszbwZaTk2e3xyQPGEww6RDW3VPtM2bmpgd1gajEYQlqfsZoeMJSKAoE8pOwJMAVWVQYqQDapQd6VcLXu/llsdYzZOI+Jxddj1gmeDLgoG8tO+PHFN1MqX+AKqSteCp+13B99jRtZbp1QvwvYAwzNDcvpumTAO7u9bnXyKm4pdgg/0fsAV6PwaYfE9ENmGL/Hb3eR82cT4hIhepVSK6xW1xO03AlMSzMADmM+6n/Vjs48MYSjsJA23OwhSwNZjX8yYR+Q2mgPQZP9wfcUphElNMYxbR2sMeZHI1luRxBTkjpREDmP5FVf8f8GsRuSwk+7u1uiyuohW7JWKGQixFY2TSVQCRRnTR2YzFhMY0xD+5+/qQU45uFpF6zIN6NQaA3Yy1zUOYV+pty/Pz1yRnyWXjsmRHLOLBl7Kki07m7PaB1BQNY8wFjkIdYcZCuZ833Xr45eSM17gaSpAgWSTOXky4okIllFEiFZImhed5BsSGG4gIryOnWMXMkdjwTGB9TYGKIkrK42uXSqUXwxmNrrK8rZvKJGayjKfalagUoJaRfkACEWGMjpdG9uSDM/H18uUQZU7wdHLiJKkNRpPWlL6cflZaojc9n3WEteUeLE/HS8DGWUVnXVrt1V7giR8ADPRqki90PUhL1FvxE8YkplCfnOYSFgrN4T7WpZd5TeHryk17iKSiNla2Pa7Hlp8h6hK7K0pbtjGzpn1RnEekhBzwALlY9zhkJQY/cJ/F2PzQjClx67G8XhvI5TU5nhwwczm5vrEfmydXYQDDBVhOD8VYDh0YC6IEm2sfcb8F2PxXiynHFRjAsxJT2vITKMb7TiRXyjxOOh3H48dJneMSyvmVJmK6en74DPRkSuXPW+LacUTeb/EYia+VLbDFZbmLMYW6DBufcSLVIZhCHYNh+cZP1j3XTHf+Jkwh3owp1fGalwKmFFP2tWmJU0p8gmhF5umyVHf+SFYpemNEeAPKBBAGejU/J6QDAyn+HbjPeSvbgP/GPMfzMa/+XOydn4aBNt/HgJqqoV7dUsHLqEaJLNkoJFvinm01Br5VYGWsv4ety6XY+l2DldR+EQOLBEg7Fg/kwiMBiIjYFW7MfydNrk1jWnwMSh3A8v2UYeugYv3nEHEMi6sx8KWHuDWrk1zSYFzOkLsxxsF/YWWQP4sBTrdh7Id3q2q/k8jkrf1HrBgmeJUg+eGhb5nUBdNIeiUIQkhIuVdFZ9gvoKYGCNx7PBPTGc4DPiciq2pl1NqJ3sxAtCjlS7B9drDw2Icyd3RT/kRk0hZevb2GEQcqdOAgD++xLjo/ihlodW47332OAQY7VvEWDgVxGjGWywcx0G7Cmx3C7hjZP8ecU4VAGg9jjv02H6Rxks+ouR64S3MFGc7DQjnVMQa+6K5TSOLKZm/kOS7FnKDXqeqD8fequty9x8swdl4pFsK4AGNAxgzRfL2yZmu4Jrk1XNOAAXD1br+YUVmyOrskrmzUL+dLJt3Gsme/xbjJF1MzbAYi/mHZNdlsF53t+3hl+S9JdfZckzfqy0fKZxyHZCq2Xiq54gSN2Fx8E+a0XK2qvxWRf8KA6Z8DrSJyC3CHcxQfj80VL2JrwTlvBkgD4PTw3W7rU1y0QQzcxJ8jMYdu/PcwbL0uBOKsiv+fomPvCn02yjt3XHmwL6bOMA4FfDJY39+HOXuWk8sLF4d25RcHiMPtd3t4DxVR8n4RQdTLVFPzqX3sugFoOVve/ZKI1/pwdNeh1XGOyiFylFHzNoszpH+IUX4po/Km2f65M8T3zlQYHhGxOruYPdE2Tiu+mDKviqxmeCW9mOZoP6OKpjAwUUulPxjP6QF7s9vpiJrZ0PkiYTcb81CZXD2f0ZUzHDkwBFU6sy08tec2AE4fdC0lfjmoQsKMs0zUxeqmx5lWfQ6+b99FUcgrBx5jZ8eaHrlyDiMpbAINscHe5r5TbFE4BlPYDmKLWT6Yk/+5y53jJCxUai5mAAzEJovd2IKzw53vbExRbMAMgG2Y8nrnYeipfYpYksgubALbjHmDp6nq6sMcI5gyfTVmiPwtpox8E1OWBLjMUc43u3v9N4zSWgZkh1FXVC21uk1fbW2lqQSgnsnJOpkMwAZ9me2s347RhT+IhQ18qo/YfcEm/f/AqPQxm6PZffejtzrPzxuRPIW5KG8r7vX3a9le87E+QXGCouIkyaLjmZcE2M7G7DbWZ+ZwXkmcA+BJ/hCzMhSQJMVMkBl0kdIN+nJaiRLYQtfgtlSC5PET/ePLVSN5NXpRk1IspyTOA5QObaVMqvDFpzlqZEnmgThOuhHzEiWwsXQcpqTEz0YFA5kl8wDlBX2cDrpzPVJMKbNZiC8+WcErDR0AACAASURBVM2wgkVxyJ1WUR3N4nQfhLUsYzfbXsvrygAyPjEzGB1M6maSZDTN0513k6XvuSpPCsWUx5LGwhg+63IrJDGj71Qskfns+SVXjQ6kp2dvV3YTq9LPupN6VPtDOSY5kwq/+pCwpFCzLO98nP3hzn4+8pElkAQ1yToSUkRTdg/N2X39OSwfbCgiVx2pdznOYsyTOgCjQMc5aDox43g7ZiDFYSy1WHsNxtpzPbkEtcsxRt4OcuD0DAyQiL3PizEDO2a6xPcxLG/fmdh8X4EBxA9gfTbb65j8JIrjsH58HAY0zcBAuJXuM4vNv5OAqe67Fe73FRhQ3eDaqiRvKy7w/1J3j2fnPdc6cmFg8X7lmOE5jFxunPj8cXhfHE4nvbbu9zgjmEuNN8ID2BvtZEX26eeB81S1EWBB8uryjeHLv9ivu85ujg5UiMgczDib5gzCL2P9u0lVr4xPLCJrsDUwwpIXx8kzfeCDx/mnp1q08bY90bZV7bR8VlUfFpFZGHgxHgNsXsCcHTHjpxhbX5Vc+FLg8nDFyYdP4FBQIh63T2CMo/OwUKcY5H0O67tT3OcwwO/tLHDz/aNY//yaqt7JEUREXsScNymMQTMb6/OjMbbNH4H6t9IxcW7V356KOU/ufLDlZyOxfj/kjZ7Xw+eEonOo9KpZl3mR0YlJlHqVKEpWMzzZcVd/E5Ir1j++hDmx2kTkd5ih3wlsTVL8i3nBJY8ALz+UuaMTut/HR7AcE18ay5QfjJUppUDHw9FdfbanWL7BUeRAnDqMpXcyOfBiB9YHt2AAzpa8beeRQs8OJyLyj5jOOC8vZCn/93/B+uiZvX93IR1bMcfqVsyAX+V+ewDTmX7n9MOtWCWpVQWuUQ88qaqje//Wz2f4GJb/6iKXTiD/twQ2Dq/EnKRg4+wlrO9Vuu9ncuhY7cR08j1YOM4kbN4Fm/NfF+BYXjGckfVzGVw7DVRdLiW7rWBfK9G2XWxnnW5pWgbo6wmJ7mu/uFJSzNCfjzFqFgM3q+qzDphbiLH6TsDyZJ6MzUs1GPOpzwpe76S4MRgzbQ/H0BmArYF9sXJ2Yky3gsiuu045fefVKQT4DMDafx+wfxxTK0cydmwT+1ev4LnfAH4dk75Yz+RKDy8tIhc/HN31yJvZPn+NchSoeRtFLCnZbzDF7k7gC+cEV96kqn8TEQXt0kyDbmdraCSNwd4IphbNpiNq4cWuxwjJcvaA9+NLgKKIe3XqgYhHU2YvS1ruLXjtEWVTmDbkXOIQB7JZEGhONbB4328AA2qKvTIkisD3IbDrNKUbaOhcz6RB80AFUSWMsnRkDpKOOlnb/Axt2TfNQx5TM/MVdzCFsxhT8LdiQMlWDHzZiSl6J2AL0ThsgunCJoxWbKEqcf+vxhI331poQe1LHNp9AIv3fRxDugceDnUXkZOxMqSTMADlZgfKfBKLha7AFppvYSFKw9z2KPBEJdUnHi9njPHwpYtOntE/bgYGgFQNY7SnKA1syzdm05hH5Z+PRBt2i/sVGD10LDnv9SJM0V3svntLAI/XeWwSU+y7CmypPr7vz9avY2dw6uRBDP0FUNrMgc5KBpb7EtCiB1nK49Eczvc8fLJkeIb7D4DGiViTmJESU/+32Huk2rVxbKAeIFcumhpvpEwLZhNIgrSmulk2u6MtrMo+B0BAgkqpplkPZEKy+XljYsliRqVHrr/1UIBmcCoDqUGJeI4H02m6EvE+CZJ4+FRTQ4IkO9hIVBigzc/50n3+U4rOp9If1L1TRtMs63qEfrBq4n7dO7yqGQM7l2LhFPMwBkHMGuq+9lkl7z0k1GhPdisr0k8xzK9nUtHJFofvGQhdSNJRisfb7+RI7r0C9x2Pp/yQmkPax0nsBdyGefSew3J/bFHVNICIDHG/fUhV73c0/Hdj4TCzMMXUc+dZjYXE3Am82ivsNMDYiTdgc802DJyYjRlLP8TA7A5H7b/cbSMxVsNvsTxX2bxzjsYU4rPcZ4jNYY8Cj6vqTmcsvR84TV1VGHcvk+hZEnsGBjisc88SK6ZTMdDgZXKAzErgZc2rMtNfcR7Ga7A8Z2ks3OKuAoZaNcYI+SjG0vh3VT3EE+iepTcYFP9dhc2xY48LTr90sDdsLCCC9+OHun71wQLnmoWBZNMw8GwTFhq0Qizx8P+6c9aqWlyNWFLTga6tyrF14HZsPtjtvit357oX+Lz7eydmrAWqOtCFPv0CmzfWYe/8X7C8PQPc80x058i6e4wlP2lnFmP03IutM/eSW89/g4U4v4L1u1ZVHUQvcffyOcywn6hHKL0uIlMx0HoMVoVkDeYAWqiqVziDvFZVP3G487xVIiLzsH42i/5Vm+sh1d4wjiuaRyAJMtrFhsxKq/jp2dSY1QxLOx/sz9wKtgatxcbcd7BwkO9hTqU0MCI/NNqFpv8UM8iuVVcE4bWKCwO5FtM7lmNM3w0cCuTks3NqMANzC4eCOFuw3CEFgRwROQFjiZ2kBQoqiMhZ2Dg5QVUPQeRF5HasRHeEFXU4231fioEbIzVX8e1GoFJVP1ngPHEYZelrAZ0cqPAf2Fg6V606V1yi+Uy3nYq1y0hM37wRWxdvxMZqE5bo/X8xB+B/Ymtmvig2VoqxsRsza1oonPOrv09AcWk1JSXViHhoZ4rjOmbhY1WdnuD3fSbAfoOyAvgbN2eWYGvPZzHw4masLYowoPos7Bk7sbXxT3/pDHO3vg3lyIBOyKEATu+/G/rTZ12/jEOyCoI7J3DmeQNk0GBVzYrIDQ9Hd331TXvov1I5Gvr0NogbMD/Ewnw2Y7TFFwAWJK46qEQeKLvCLWzXXDjR/mgnT3b+tvvvpJTgdXt8xWHQShwqUZUYgk/ikPLdABWJwaARGts6UQSe0CkdzKm9FhUoLh2C4EEYks104GkW30swsGg4JUUDeGX/Y9SUjmNw0Sh8fCoCm3hnDFzAs/t+3Z+m6G3A9Ggm9xlTM/tKHT/EbScUOG8sccK7uOrRYEypTWKKaQh8CPg7EdmKlZC7bWHF+0sxT8LzD7T8rFD5lZgBMcidW4EjGQjXAr/EFtURmDcPVf22C+v6MKYAfBZjxDS58xcBTRFhbMjHi1m9XVczu9kae6mhZ/t9FPike7anyJV17Gtrw4yBGgzQOg0Da2J5swCP5jdwbLyl3+74VucNnDeWKZ8exNCFglVOK9Gy8g5aKdJSNrAqGxGxlCd+MoUTlq9g0ZedlygJfKSOyT+tYXh2Bxuf2MWW6ZjieCfWN0djLKq4b4N7n/uj3TTrASoYwP5oN0O9MXjiMVCGEJAkJMvs4DwCkqRJJZ7N/klBGSpjKKGM7bqeLJkA6/+FAIQ0kFzJc1RSTQetmiHdo6JAhjTDGM0kZgJCKRWspYdDL5aCnre2qIlyb0D33OXhkYoOIbTF95OfEya/T+dLFWZcH1EaslsZGozpBmtCzbIzu4EafzRTimbb90coHeqJxyB/KAfCPlnLhTx/0uszwpT0PZjxuxQDYlZgXq3D9mmxvFMPYrTjr4vI3ZhC3Yl5of+EGdSPx4Z7H+f4AgY6lGBG8mYsz8o+LOHvChdq8hkRuQKbE+7G2vvpOM+EiAxxVPsYnBmAAUOPYQDQxgKK7rcxr+UzYuVtZ2HhLw2YsdWGzX/rMOPCIwfI3O0+N7/R8S8iA7F59+Pu/J8AHivA5hiChdp+CGvbU1R1Q1/ndYpsq9v6lIXF19wQafSlbeGrH9sf7f52H7vFDoTLVfVrIvIrDFRagQFVGcwwOwPrF2ChaZ/G2vVWDEDZi7Gm9mJA11pszfgAxu580h27H6gXS2x+J2a8xAy9wZghPQF7V7XYmgm5PBixxP09zr/T6Y6Zmfe7Ysp/JebxP909V88TGfv46xhI9OkjgTROrsUM0lIs18k/Ybnw4nDqi9353hFR1ScxRjAiMh0zwOeTK8d+WBZBW3QQJSLULPvDXcZozpu/AkkwKjGJ1V3P9ud2arFx24oBvp/BAN497rflIlKvVtnoXRgb+UfAVwqxUo4kzkN/PvbMLVhVrmfydtngtkLHJukJ5IzB2i3+u1as2EJvEGcPBj59og+QZgQGSl5bCKRxMggbHzdg4FIsZwLLejnqfgIsFZEv9naUuXbcg+mBW/u4Vu/7K8KSrY7B5qzL3Lw7FwPVH8feybWY86IBc/686p7/Dky3+xjGoL5LVR8G4qThD2KOzTi8qTrv8ims/Ya73xrJheAX0c9wqCRJgo4sBzvMtkm44nP2r3sqf0O54Mr9anwJ8EKllEr26U7SpKYBL4nIOuAfVfW/xXJdXYaFhf0XNsc9h+noc9znf2JpAb6LlWV/zez7PwdxesBWDtPX3Jis4tAkyJMxhmn8/RCxpP+HY+fsxFie+7HxUjAtxDneFScD94hIE0cTCfdLjjJq3iJZkLy6Djh+ceaB1lYO/goDCD4PfDdf0Zzpn17SSfsD7dp8+g7dpH1QAEmQxJeA0wa8Bw8PwUM86S7NGE+ZjWED69tfoDmzB0EYVTIFwWNPeiszB51PRbLGGDNgC3xRAkln0cBHfGcPRRFhNk1b134qE0MQ31JaROkuGtu3Mqh0DOIHFiKF0pjexQsHft9XU/RWPGIKf4LCeQfeEfEJmFv2bnxJRIJse6LtjndnySToCWgMwYyNH2Og2yCMOtwXO6QYy5uzGFNy05hBlL//KHouUDElOY69jYYwQqqlJrNdN3gdtPbO0BaX2oWe1VziBJwVmJL+O4zR0x+wZTDwNSy+OQZz12EGy1N/6Z6G/ohTYs7DFMt5wPZZzB1aLbXV8eOvY4VuZ8NSzCO5C+sLAH9PjmK8rpqaaTOZ64GpJ49xdwR4RZSk62VK0KbNsoMNvUGKQ6SIEk5JLiRJCVGYZZ/u5NXoJeYEF+GJj2rEc9kHGONNYKiMRvA4oLtZHj2j5DzZrwucH8UxHMN0BGE/u6OVPNc7pKNPCUhyfNFZVHjVKBGr0s+yJ9wWs4sSWDhOXDr0EK/6GxAVPCYlTpTaYLQlYc8sZ3e4mbkll1HiOQKOSJ9sGjAv9ZrUEnZl+7TRu3fFnmkHZky/iIEx63gNlU+cB3U6xmI5EwsPGeh+3oGxX+4H7umP8SoiwzAv/hXuq9WYIbYDC6m5EzN2rnDXHIixZn6LJVwMxSpbnE4OmKnDEqTHrJlV+euaY5dMoSdTJgaEBmCgzA7MAzzAtVd+6NKq18OSOUI71GGsxfdh3tRvqOoheVFce30WAzPuAP5TVftlWL3G+/kO0KiqX+7j97VARlWni8g07J2PUStzGrMyXlVXElhEqrA23YwxHy7FDOLzgZSqlolV/puKMWwuxYCe72D6SZG7xr1YbgfF2FbHYGtJOwYqZ7Gxvx7rB7myLLk5rAMDA2MGyW7gInKhtjdioRi3YMbvJ9SVG897/u9i89UWYKiqfuoI7Rknv74AAwQvwAzUlzGDoxoDwGpfD9DwVooLi7kB0xcq3dexbhTnf/DA5tMSKadVGzmr7Bp89cAxahRlReoJ9mZ7hqhaPqyIYiljZDCepnAf+6OdcTLqGnIV+nxMB9iI9ZNXS6l4sYO2k0GvU9VFvA6RPkptv55z9XH+JDaX1NGTiXMuBi4kMdBhS962HQNrH8YS86b7OPcL2Dz5RSx/Tlyt8bvAdlX9z177P4AZ+LcXONczGNv5qSM8j4flFfs5xvQoxubOx932hKrudXPVxRj4PhEDyu8B/qCqO/LOJ1hY1H9iTL3PO2aOhwFZHySXf6y3ZLDx/DwWIhkz8+LUBX1KKRWc7J+DIGzTdWyIXgagikEMYRgNbKeNbpyrd66xfsnY0lmMK5uJdmXRzhSqkWbJyDPZ/+0dBtgEfBVjjp2DMY92Y/2lCWN6bnVtdSbWN+a6/b6nmivD+X9N3HpeS99VreL/J8mBN4cwdMqp2ncyZ//Csdy+/nB01+ff7mf5S5SjjJq3QBYkrx4CrAg1WzHFP1mWhA80YUr7lcD7nNeqIkGy8oTihRXVMoJV6UUQFl63qv1hzCo9G4A1bc/ieQkmlp2Mp1Y5dVPHcmqL6ilNDmRwMIryoJon9v8P9WUzGVc6C4CqdC3LG+9nfOVshhUfY1TZRIBGiopApKgPqpaBXQQ2tS7l2OqF3blwvAiqE8OIulL4JWXdYVQrDz50uOboPeHGiSLj394xcCZfSr1KfAkIJPAijepE/HvQzB56AhiCjZkTsAUqgyke8e8t9GSHTMYUgtgT9V4MNMk/5z9gRsEujKb4MKYsnY0ZLOX72Cn7dOdtmCfwIQxAiSVmHj2PeQY+4r6Lt2Zy1beuxphdX+rL6+5kB6bk4rw338PCE54AMmLJmT/SV2zrn6uc419ZgTFXUsBXHw7vzE+OmMSMlsuw2OXB5BJhFgOjNrEmUanVRIQs46monRYPC73B7f9DcmBZrFxP8wk8d41YFdkHtB0rp42sZIAXSkRKO9r2s+uZgMSckDCrRAN6339Ilq2ZtYz1phpQi9BFJzujjQzz6tgRbeD4YD4JEjEFi4FSwwgZG+7UTfnjrr8SurZK7mRToowKEhSxjuWv5TyaJS1Luu7HJ6ER2ayigbuXga6Nphz+FK9bRIlYk1nCmsyS7i9LpJykFPfYUVUPA9YoqZxTTTEP9GasCt3zGH1/k6oWYuEd+SZN2b4IM6hnYUqPh43dVzD21QKs8siu13DemRiwfCrGbNiAhTotwQyPCANnlmLGwG8xMHYxNnfMBm5woQHT3bM+inl2l8bGrqP0TxdLxpgPysRJCOP8NjEY+TRmhKzBPMFvmCVzhHaYhYXPLMA83sfmGzF5+43CnCnXYMr59MN42d8MuQ0r5/yVPp7/CUxfqFXVVSLSiBkOT2IMo3cBE0Xko2rSLCJxMskq7D3cjK0lpY4Z+DQ2z1UDe1T1DhG5BDPUp2Mg3unueDAD7QkMnKvEjN0a99sgeoI0YIZ/Hbkk14MxL/9YrB/EiZgDrC+Md8f1zrlxPAYaTsHAsu8eph1jOR04qKovO8/51zCd6x5VTYnIRcADf24gDYCqbsYARERkONZfr8XauJtROM4/liH+SDZkV9CqxhD0pQiNLKryQHY344OZhFGGA9FuA/eLzidBEaszixmbnEapVBAFEUtS95e2adMkd+p48osTtE4FmOnNnVgtQycKrBDxnn+tzyVHKLX9ZokDWTa5Lb72de669ZiuNoKeoVWfxObDdwMfE5G9FE52XIvpBbfkgTSCOXLeVeB2foSx9A4BaugjobA73yRyoUzzMTBkPQbgPa6qu9x+U4C/d+N2PAbcDwdmaB+h/A4Uu0NE/oDpm8tE5DF3zQEYCJvFxn8lFn4aSwKbD87E2jH2WNSTy4NVcPEcIIMRBF8ChjCSDRhQ08wBmjkAhR21aWzt6yunU0jemKgrPRZfEoTZjEUEiCeqSikVnW00tWFzkLjn/Drw/5VSkT6Zs9oVrXuRpxtaaHwBY9/8FPiWWsLpxxy4/xFgsYgswYDlh99uVvc7LW7MxoDLC33t52zb3iDOGEwHGRGQqIsIh7nCGp/E1tujcgQ5CtS8NTISCHwJpMycIwMwpbeHDPFHUSpl+AQcm5gDgcqqzCIaop7Ou6GJ+m7q/tiiGazofBwww08R9md3kKKDyUWnEWlEVtPMrL2YmspJxnppbWNY+SRqBk2lLbXfQBoRW9xFoLQIDQz02bx/GW1tu+nMttDUtYtnGvYyomwyIxMTSFLE7swmBg8Yj+8nCbtSpMJWuqKO3o/WW+KJNa5CEjNpfoVNxhMwKuJuzKtXhi0K12GL3kF6xjpWu+OqMG9JXInj9UgE0BYd7GwO95UNCobTkN2SyWiqGlu4vgncpqqtzuv1GGbQjMTi6j/X14kdXf07mBfyd6r6x16/C5ZlvgNbmKowkOCP2GI1GTPcTscU7i4sdOFHwF29LheXiW3FlIFx7tnKMMU4Drv4GBbW8CDwcVXdxGFEVR8HprjY009hYNE1wDUisg+jpP/ycOd4O8S1ZZwLIi75G/+/FhgzTU65ooYR9Qps1bUfF5Es1j5JQHyCOPkv5BTWCEcLbmJ/0xPcOwRbrIaSS94aM8Q8TLF7FTNQk8Dl+9j10G62za/WGm8jL8fhAM1KNFa7LxaVj2TcuRNkJiFZluhD5FWDoZgyTvEX4OGTlSyhl2Fd2sgAa6NlrI2WAcJobyIeHhGWuC+QBJO844OGcFuU92wFpYhSKhlII3vidvBd+xAR8SrLmcXpnMb5bOIVtvSr4FlOgQvJCD1ZX+8ISOvh94yJVz1s+FOkUXgw3PNp4JfqEr6+XnHhR6djnvPTsHFahI33zVj4yu+xUJw2Z7QtBa7qD0jjxsGlWHjBOGzujPN6/QADRy7AcoQksLns/ZiyfzxmkH8FYyTEeW7+FWPWdDpQZioGIOSDMo3uWnGoaZw4vncumVZ3n2MwYPnet8JT6drhXMzgHY/lALu+EEvHzetfxICBnwCTVXXPm31PBeRFbO6fg4Wo9pYXsGe4CGNxxuFPT2JgWxm2JszC3h9Y/5mEKcbr3PnbsHlqLuaN/xo2P43C1oqNGAOwC6uO8gUHHo7E1o3x5Nbt+N36HMp+i0uzgs2bbdg82YDpP7F7WzFFvsLdK+RCveI8B9/H1rp2d+x7CrZgT7kO+IWITMGMgwewPHBfcL9fgoFjf9bixvmngU+L5aH6MHB9uQwYVhdMwRfTFx/rupNlnQ8xvXgukYbszm5iXGIGgSSYmpzNU6m7GeyPICCBJx71wRR8AkQ80AhfgjTKYmx9PIZcqeMA8Dw8BsmwGMCehLVpv8aqHFpq+5reoUBvpYjl1vovYL6qxgvpFrchVj3p/RhD5oBjDPQGcuZgYNlIbKzMEAsH3YI5v6qBoSKSArblOb/+gFU5naSqvRfJrcAYNz+Nx0DTM91nFzY+X8LG701YiKEPnCqW4+sS7B3di+X2WYcB61f1BdL0khS58LbzsHG9ErjQ3c/t2Hr0UwwgvQlLB5BfxW86psPEiexjFpZPL+B2n+6kjkkUaxkbHZumlxRaeJPkKm3FVQPzxQeollqd6M2SqK09CssDj4SPZjKEmiFLmg5a4xxhh1xzFOOKPPwigOM5fdljes9VYnnWPgWsdIDW112bfkEsgfvVGCPpO45Nddubzfr8SxcXJrbObYfIOd4VFar6iqoOFpH73t67+8uVo0DNWyPLgV9EGl66NlxajbVz1n22YQlDsy3RgcEKVSqCiI8A43QGDemeQM2uzAaGJ8bhiU+JlHNK6YWoCiqWn+bYyrNIesVEUcS2zpdpyu5m1uirHJADUpSEIEA0RPAIEx6oWhVuVWIGqohHTeV41u95vPvanWELzZl91A08CcFnCJNJ+iWAoAmfbCZNkVd6OLBGyYEocenuOJnmtdjCEWGxoXECwhhl9+mZi6Kv+G2lZ5k4D1vM4oSocTLSRsyI3o+FWaQxxfxkRd+1tPOhywXvKiU6F1MU/w6bnG8QkduwPBBpbIEuoo/JyNpSKjAP+acwT/TlBXa7FVvY/ogZT3GOgwvc7y9h3ovvuL/vBv4G618hgIfvj5CxpOkq3qPbQszYm5LXVoIp9Iop7dswT81JwAZHr/9nVe0zdg26ywt+A/iGe7afYZTb20XkfzBj8qIFRVdPwbxUv30w9ct+eS4d/bacHLDSG2jp79+K9acYkfAxIM8HJE1XnH+biDCml6eAlsne8WUjZFyQov3govCBNRHhTMzoiMtnDyEHzpSQU1ra3LUjXL4XwRs1VqZMyGq2djvr1kZEp77CC0uwfBwVmBI46mV9LqqTyX67NnOABj1FFoonHqoegxjKzpxz0HmmPHzx8fDB9xmTmMzaTL6TU1kZPkudN4U9uo2xMgVPPUJCIkLP3XtBZk2CJKfIAgShkzaW6MOHvKdKqqlgoCn9Oqm/QE0ssQfqLS9ZeyTp6IMIVohVo6pdq1LPtCjRCI6cj6qHOINzOuZ1nU8uGa5ixutyDDz5PZYMs3eOlABTlm/VAiVle+2bwIy7z7trHMT65m8x5s90LF8HGMj7Xqy/zsfA19OxUIBHMRZOnNtqKgbGXC4iJ2FzS7M7dxIbF7swMCY/dGnL4byOjmL+LuBPIrJDVZf1te9rEbGcDu/FvMZZzIN6ZyEWhViOsH/CgJDvY8lq9/fe760SVVW3rvwNhYGapdgc8y4MqPk15vX9uKp2icjvsfdzCT2BmvMxo+s2bK2KjacrMU8/GIg2lRxQMxubJ0e63/di89pGDJgeibVnIzCqUgYFxyfPEg+flZmn2RftiCvHxPmt0th4GYb19Xh+jtfnKe58x2DhXfl5Pj6E9b3/wcClNXqECixiyUIvxcJPP+OefRwGCD3hANK5WN/4ixEHGN4A3DAlcfJUwXsp1Gyiy2EerXqQTV0rqPMnE2iAIGQ1Q7trzsaoweW0CdkVbtIDmd06NnGs1xg10BztB9M1nsFCYf7LjYnbgcaI6ANi5dovxkDFLUe6X7G8Qp/HGLxvSantftxDETZv/puqHoIOiMgx2Lx7oboy244xEOfzeDJv3yTWF7+LzSV1brsKGyNfdH+PFJH95MCgTZhB/3X39zZyLIPZGPgGBsw8jOlgm8UKjtyBAcytWOjTBe74ezE9coWbOxLYfP1DVX3gCG3iYaygfyOXJPglLD/Ph7E+UIIB83Fi6TS2LozA9PD3Y+PbJ5coHXKVK4diwGpcPIEMaRaF9x/u1mLprdsLBtZExcmqlQPLR0+rKhvplRUPQURIZ9sZtF0l0IBsJus1dmzXbBCxO1onfiTs112HrX7WyB6GUwfAGpZdISIbgE+fLZf/KquZxBqWyR52PCIiSzEn6dOq+hPHuDkNC4u6wTljv1sAkDsqBeTh6K7Wc7wrJmDO6/VH2v+omBwFat4CeSj9K8Umvw+LyCAsN8g4DHVei6HzNW3a1La864lds4rPGm45p2pz5QAAIABJREFUJpSmAikHmsK9LG7/E6eWXWyGhB9YRj6FiJASvwIRy1fTlGmgvKgG7ei0hMHJJIpYHoZIqEwOIYpC9rS/yrCySXa+dIaMH+J7CTbvW9zj2kVeKQOCWruYJ0RhltDL4kmArz4VicHMqr6QA13bWN/6fKFy3YVCn/IlH4GPPe4xsAKG2vvYQvUKtiAItuiNcp9V9PTUJzFDZQm2CD6PGRR/g9HA78Foxs9jXsqLgI+plVgcjXmOajCF91dY3D6Y0eNhtNBid099ybvIUfwbVHXpOd4VgimRF2fI7C+h/F2dtL2KKa0htoA/ioEWMcB0G7Zgfx4DjaZj4/ZB4MpJ3qzGoTImASoSSbZBt850z34HFoc7gpyBPsO1562YAn2ea7vfiUiz+/6GI1HDnVf8cgAROc5d68TB3vA9oWYRJNOmzR8US3jaH6ClHFvg4zCt5rwt/rvd/T9LDpTz3XnKMPBzI6ZoCbYQxCUmU8DujfryYERRtGsr6yowsO0AwHAZWyUiJLR4YDlVs1tobHftn8FCoGrdNX/t3u0tGPtgErbgJIFjVDV7mnf+t4oo/QSCBCTqNurLJdjiruTlcOiic9er+uIooDhJsdcuLe2lWlEGMF5mMIihrNTnAOWA7iZDCp8y1BNAyfSMXlNA9ulO9rlS0vvYwSAZyn7dHTNI+pzviyix6kcSUKaVBfdpp4WILKFCIwVTo8RMuUJgzDsO0MSiROGOzLqOUYmJ5b4ENs84jCQPKYlE5AkR+ed94Y5NGJD8iIhcpaoNvc/pPKQjsfCaCzBwYwTWF9uwef/HGNj6Yj/DL27EwNV/72sHZxjdjM1nAWZUrMLCpUoxI34+Bs58Apsv57vf27D55ldYCGaNu+8L3TUnkAvnjJlnyzEFPz+XzOsKgVTV50Xkw8C9IjJbVbe/nvNAdztc755xFQZaPVIoD4ZYZaB/webHW7Bx+06VYr0deMWBL729Ha9goNvpIlKuqttcaNO5mNF2N5YD5hLg/7ljFmMgzWZsrTyVnAPjDLVKXq3YPBTnvdnorlNGDqjZg4U2xEB/zN7ZBuyakZhblZDksQCTghMz+9I7SrD+U+bOHeegGooZ+UXuPuIcdVPd88X5vQBwDJIbsDLJ6gzXw4KUTi7CwKr9GLMmZkPcoZZjaSHwnB6mQuOfu7ySWbJ6Ycl1J4J3WmO45xFggYf/6WnB7LGeeJRLFctSj1HklbA33A6gndomT3bdTUCSLjoEkBXpbhwiiRnqS4Fvisj1GNvqy1hODl2QuOrdOOD3ocwdfeaUEQur+yjGXvpfLEzzdY/nNyj/jvXT/+79gwP0fovpOf0J5RqJjYFbVHWbO+9TInIN8EVVvced18fm1jq3zcTm1JFuq8D6fqs736+xeXSL2xpE5CMYY2M1Ni8twcb5l9y1e8tN2Bx+Y1837wCad2PzQwyitmMA9QPYPDgN05EOYky75Ziu+F1s7F6jqh8WkS9gebu+gPWJIneZJGbfZN152rEx3s1mGemNZ5w3nSbdy8rw2UJVnvJD7wCkomQox4yY71VXjj1WNXSVGXNqRLR3I5pK43sBTclm2di0BA49b0HZx+6DS3i0TCDZbrnfx5VQ/gdVxSdgGidlI6LT9rFrJrZuN4rIzRgD9BksIf4IzM57QkRWYu/sPufUPCp9yMPRXZ2Yw/yo9FOOAjVvsTha5UwsYeMpmILSgk3SMxujhoqd2Y0M9evwJWBoYixNeoCd2fWUSRXD/HrE8xmaqEc1giCRKyOiIa92LGZw8WhqknWI5zFz8EVIEEBXl+2XSqFFCV7acTczhl6I5yVAoaF9PcPKJqIKLZ17WLzlTkQ8orzwYV8CTht0JR4+XleWlLaypWMF9VUnko3SFGsxnvhUJAZRHlTTFXWytf2Q4g39biqMsTIFo+d/HTO252FG7gRysb1xYsM0Zqw3YTT6xdjitlRVGx29/gMYzX8PNuH+nYvlL8Y82XOBm1T1B+7cSzFA5Dxs0ZyJARgLsZjKGzGqaiVQLSIlfVB6r8Xoox8nF19/nqp+FfGKA5LMlLks0vu/h3l3fu2edRGmdCYwJTaFGX9xAsZyYG1A4s4zvEs7OqRtrYdMj4AEyRj0qsYMtw4sp83p5NhFAcby2SfIZbUy+rJmPXBJJ20B5oX+gqMkfhJTKmrdVufewVjMAK3FFutyXOhQqVQAgid+QpWTMeO0CQNDNtE3EBMbDrXu/GOxhX8sFv41jlxJ643uXKvIxaTHzICLMa9ql7uvNgwg2AaUhGRlnS5f7L6rx/rTcDCK7hCGa4auqJ2W/UBRMaXP1jOpaT8NF9Yzua2RPekNrDoHoxx/BvOCbwDGFlE89DjmdJ4m5wUHZT/DXFf18UvIVUA5gBkuiiluG7C+POWkYAEJispUFYkspnuQDqWSAbRwkAxpngn/hIfH8GAcEgkdYQsz/XnsjrbSoFsOYZp10s6OfkaVtNHMbrYyWIexSVcX3CdLhmd5gFLKaaWgXftnk3OqD0lj7b1ofeYlyryq06v9oQkPXxzQkkJVm8K9/7E09fC1EeFmLFynQ0TOw7z1S0XkvRhIcSpmJM/BmAFJTEHdgvWNe7EQpoLhUgtLrpuGjcULMQO3zR3z7YdSt4/DwlyOL8RMcdT+72FgYei2+7GxNNfd1/2YsTIBm9P+llxlpl9iff9UzDCud9ePsLltrzv+JXJMmcOyZF6POHB8HPBHEZnzWkEfN8d/EvP2/hE4X1ULLkIOVP5XrH2+CXz4naauq+puEVmMzVu/7PVbRkRexuaOhVhC+Dj86V7M8z8UULHqPJsd0+ZZrK+XY+/3RSy0YpQ79UbsHU91f2/C5vQB9ARqYtB1ADaHlWDrbVjilT8UavZYQQgkWIyNgQPumrjPeqxf7yC39mQwMDGu6HUS5tCI5evAz1S7J6H5WALQI8l1GOhwIbbubMD6fMygucS12V+0PNj5i5i5BrBuYfE1/62qeyONqhSiVj345MFwzxSsX3hguc16h70OkZFM92eTJnXu9mj9yVujtX/A5oO5mld63oEzfYZ7yqGlts/Me3dvu7h5+goMKCpktd+C6Ze39vOU1wHtqrlyrGJ5OE4ll5wdBwaG5HTWM8nlGbsFG6st2Di8GWMvnoA5Dydg+o1g+pJiTO+4clNpbz1TRC7HAJgT+lgfPMyZ9v/IFagoxdawO7Bwya1YP/k2BtwUYSDMCoxVcz2mU90vIt8EblbVb4nIoxgDZw227hWRYxjH4z//nnSSN0tEPKoZSrUM5YD2WUFRRHyOGX4mo2tPxhPfgTMFTNV0FiILWx4zfC6Dhx3Lyk130dnVLwLXwA5aY4ZfCvCrGVKE87moErRw8J6ARGUlAzc3sb8lIvoG8C0R+QbwA7X8ZV8Ska9ifeFfgW+LyK3AT95uJtlR+euVo1Wf3gZxoSLnYgh4PT29y+EQb2TrlODEqqRXKuL77MvuYE16CacmL8LHNzaMZ6yYyFO8wIDs9amlbO5czqiSqUwZPB/Ecs8IYgANlnpBkwme3vULZg+7msAvQjViY+MiGjo2kPASNGX2UgiJLvEqmDP4KnwJnKs8Qj3BD4rIhmk2tCxmUHIkg4pGoijrWhaxtf2QIhqHk5hdkF/tJkOOHRNTrQ9iCmK9+24pBsg87z63xouyo6pejFXeORFTbH+iqsvz3kclFkc8EfP+XJ93fDmmpN6ILYKXOyPuOmxBa8IW0HMwD149BgDdGnuQRGQotojNJ1epo+tsufzsCH3QE98DSNHOs3pfBvNqb8OoqXswEOABbOFegynU78Fy0+ypZVTdNDmFkGzmJX06W+9NrsiSbn8lWloaWUbq2FgO8z7jNu0ORRvnTWeMNwlBwhfDJ9Yc1L2jMAU+39iOK3zESVQPYJ7abZgSMRtT0hMBCY4N5lAspazKPpdu0cbVwPvVVVZxlOQ6egIx+f/vIAfExJ/x/7tLGDsl5ERMKb+QnJFZ4+61FfOsDsPYLo3u/3WYsrIXA8TasXEZAGWlVLyYJfOZNKm/B2afzkXDPfwKHx8RIdQsr7Ds8T1sPxYzdie4dxPUM5l6JiMIB2ggJalsFdVeqzaxnpWpDF0lee3YC8wQzgregyceoWZpDRtxua1okYPsYxcN0RbGeJPo1HZ26kZAmB9cgS8+oYYszt7HKG8CPgnWRy+RoWABi/8LUig8ciumnKYxBXoCcLvg/eycsmsrMACjBhvPP3qw7bbdbs7+PhaudjXWRy7EFLJpedfajxkoD2JAwfo+DIRuWVhyXTFmlJ9HLidELBlVDfdG22VN5vkFXdrZIyRGRBZg89AkbGzGZTAnYWNzJTafzsQMr6ew+Srl9jkBM9g7ySV2XYfNo8vc8a+bJfN6xM2vP3T3e4n2I9moc358Fhu/PwW+05cHX0ROxAyUEzAg4Af6Z1RyVUSuAj6gqgsL/PZdzJjqUNX3iUg1xpYZpaotLnRqAsYc+bY75h/JlXwehTF6L8GA9ZiB9W4sifOJbj5tx/rIdlU9VkT+FvMW73LnOQ5bG1YC7QuKrz13beaFNp/AOxjtnduk+55x91Xp9g+wPjUZ62v17pEirJ+msDX4o8CVqvobETkDY5BOVcvPVIYrB16AbZTfRkOweX4UNs7vxNbNX2JrvI+tqzP7YCb8RcvC4mvqMJ3n4QdTv1wD3WPqJMxh826MUdwNpM8NLqaYEiI0fDV6sW1HtOFW4MvaR+Wj3uLOn19q+wvas9T22y5ieZVexPrTIaGEIvIBLKToJO1H4nf3jJuwXITH5n1/IRYKdBW5HDNnYqE6T5KrzDQV+KCqnp13bAyCfxcbk8WYfluOrTMePfPkxNtoDPTZgo2fM8iFqG7FdOB2B5zFAE3GHTMeAzt/jK03P8X6xErgUu1V0c6B3zdjut0XMFDmNmxM/wMGGN+kqj8XkWMxZ8N7sPW1kkPzRYanBRf5RY48vzj7AB0UXl48CZg14VqqSofj+8mC+8QSrVgLoeXZlEn1aFGSUNMse/W2qKVj9+EYvAVTKCQp4hQWkCDJTjbrelam5siF+ARems4dz+ifHsOcxhPdIesx5/LzWFtuwACwj2O6wl0YE6tgcp6jclT6K0eBmrdARKQGOLOY0mvHeBPPbNOWUjOuCnub5yevIJCEgSEerEovYmrZHPy8JVN9OzSrGZamHiKtXXQ5XVPwOGvUhwm8pCUI9jyiMEt7137Kigext3MT65sWM2fE+/CwSk2EEaFmeGz3j3uwaHrLxPLZjCqd2l3+t0u6SAYGmj/bcDuZKMW4ihPIRF1sbnupUOjTaxXFFphGjGGxGas68TxGy/wO8BVV/WH+QSIyGcspcx1Gqf4xcHdvtouIDMbAkwpsor20t2EQFAVrZl4/8z/a97Z/e/r7pj9VOqQ0AEo7GztHtGxvqQ9ToaaaUsGgyYO+2rSxafWimxad3tXUdRUWZvUdDEQ4DgMMmlT1SyIyA/ifYYyZWssoP5Qw2qSrpZ2WuE+0AhU+QSok20QOdBD37KMwZey+k+TsIZVSTaghG3Slbmd9UzGlH6ySQb9s1aagg9YM5t2P85LkG4IRpjiXnuSfI1XeYEINWR8tZ3u0Lv4tIpc8MoGBIP+LKRdx6NlPMc807n0l3We8aJ+GJYce4o7x3TNtpycAE39uPpx32wFo55CrjtPhnm0kpuw0Y4pCgL3/cowxM9C17UuYAv9zLFHqf2MGbqW71+Mw5tFXgN8K0nIml37RcsYo9i9iKU/SysGMu04cyuQPZphM52QU2MKaqIpBOphhvqLsYycvs4RB1FJCObvZQtgrfnqY1FPvT6Eh2srm6BUGMIhj/TkkvWJCzdKijVTJYCIiVofPsVd3cEZwGQFJIkK2RGuo86YgCA3RVlZHPUMY/wolP99Ob8VLMWX4+xgg916MsfAk1m/v6yv0yCnnYzBD93xMAa8mN25exYyBOdj8cd1rCadYWHJdgLHcTuEwpU0jjTKeeI8AFz2Uuj3CDNob3L2EmHJehQHHO933dRhtPi6BXYcBlGlsHB90vz+DgTIrMAX/Ha9g4fIt3AesVdWP97GPYMySz2Kg07eAH/XV/iJyGgbQTMXYkT/pg/34jooLx9hJgSpTIvJ+bN6fhwEWWRG5F1vbbhPL83MDVv59vjvmOMxIGIqFeYg7vg4bC4qBGF1AhVq571fcfrWqWi0iF2BhMA3YHDoQSx68DdivqueISNyWp2Fg0HZsjs9g8+ot2FrwVYw1Gks8T+8Fhg5l9IemcuIn22kZt4FVH9+nu37snmMhlrtj3hHa72OYUfl5rBT3SHfvzar6ZRGZB3xTVWcd7jx/zSIiIzH2xoeqpXb0TO/07nxc66OV79sSrvnFazjXW1pq+/WIAxsfAp7RAuXunf71CDBPVV/p5znPwnLxLVXVy5zuOA/L81KDMUmeJgfMrMyfS51jaju2lhyDATMXYHP1N7HQxc9hc/Wlh1tH3PPVYsDnbVii8X3YmB7jtjSmh3Vic30tBqrcguk6l5ILB/uIqh72nYvIXGyOTWF63TxsLC8Czsp/5w4svR4DKUJs3emWBEXUeqO0OToQtXKwz8IfM4+5huqKOnw/0dcu3aJtHWjDPqiqwBtS3f19JkyxePX36Uw39ZXTss9TFlFCRBhmSEflVCVOlLPElwBV5VG96wNY28fr0OeweWcHtr4OwQDilZheOxZzJKwDbpkgx/1ptEy4BNjxcHjns6/hvo7K/3E5CtS8RlmQuKoayD6UuaMFupXHuv+fvfOOj6u80v/33DtFvdiybMuSewEXDNgGg4EACRBKSA+ENEjdX0hl0zdlSbLpZZNsdpPNbrKEQEIJSSgJ1UAIxmBDbLBxwZblKlku6iNpZu49vz/OezUjWc1gEkN8/JmPZM29d+aW933Pec5znoNNxu/EylWKADnZewWVUk1IyLpwJfsO7fSpgJwRfw0FUoyIh6I06nZqCucgIZDNogK7dCv70ztpDZrJ0Ms4v46FybPIaC9P9NxDYaKcOZVnEmR6KfetGcP21DMcDPdyQvXFxNXmRsEJDAchCmxpW8nWjv6lur7ECDV0daQmWDyxYBYJv4iZpaeCwNMt99PcsxVf4lQXTacjfYDOzBHVYQyxReUtwL+o6s/c9Z6JASI/wpy/N2PsmRlYEP7zfJpqvjln5T4sC53EaLpdV626yseCssuApWEQTtdQe0XE82LekLB+GIRpz/d6gCINdW/rttYDG27aMGHrH7eWBOngpxgd/wwsM3kZtoCOc+f2QyzgeA4r95I53snUebPpoj18PHvP1pBgGk4IFwNLdgKT65hVPFNOQAlZpQ/QRTuLvHO0TMYIwGPB3UEPXVFGIVqo8tsoKiBjZAIn+KfTSw9PZpeTpieDZcfuxIK4E7HSivF53yOf/RS1oI6CZbBFvdNd3zKspGsaFlS+U1VXD3U9B5qITCXHmjkdA+3i2L2Ok2MFbMIC9xpyWjIb3Xn8JMqiOmfiO1jw/WHM8fgA8DFV/ZkLmM7BnPwTa5gaTOU4fx97yNBLB21UM4kyxuhm1kgL+yAPJCilghhxuunidF5NBPI0sYM9NHAiywDhAHt5mhUjnv8ZsddQQBEhIR3aQrmMJSTk2eAJmnQ7xZQz2Z9NU7idYiljtncSgrA73Oq6QB1qpVQwV06hhxTrdOUhlPij2Dowh2gKNr8OtDT2bN6GsehOwsZfLwbO/EoH6eQjpm2yFAMAz8Syj3Hsvu4k1377vZhT/iGXuUxi4toXAG8aqtxmoF1Q+I4PYN1IBjuHfqaqqa3Zp1fVB8+c7r5TLzbm2rFxNgELdkNyek8RArgTAycfwhiI60aTRf57mrsXj2KMlx/m/T1BTiBYsS4yNw2W/Xfr8dkYQDMNY7Fep9pf0OloMxH5GbBFVb854O8LMLClHRN8fVBELsNKeM8XkSIMEPcw5uZBF9Ttxdgwd2Fj4SQsuPwdpt9TjwV6y1S1XkTuwALIUzCQ+wRsHDVhc2oH9ry1YcLX54tI9DyejbFCm7ASqoPYXPwpTC/k++73qFvUcxj7oAeYOJ9TO8dTW4Ld23+/X2+9xp37NzEm0bUjXLuVmK7KIiyhcTU2V5ytqptE5HsYaDPscf4RTESmVEnN2hO808o9fECfvi9788IRd7R9/yattp+PichnMB/u3IHfSUTKsTnwS6p642EcM9L5GovNsVOx+Wkp1rL5Vh1Cj0RMa+k1GJBVh60df8BYZL/DgvyvYD7NVaNhMrm57QZs3LxHVdUxaC7D5rtujG2zFEsm1GNjdiYGGnjY2HzYvdeQ99o+GIvSHf9dmE+0k1zjhLXABweW97i5+goM4IL+JVD5LJdDQJSasSdy3OSLiI3ApBnJwjCgPdXIExv/133MkE1I+r03SWYwx1+EoqzO3k8HrZwoy3QM42W7bmKrNabLYvfw06q6RUTqsNLbd2Ms+Luwcs8T8l4hIMfL4uIJTPE8vLSIXHJfcNNotLeO2TE7plFzOHZ+/PLXqerNQOwk76zGNfpIApvEB5sEVPD6/i6DzxMC8ETmPhbET2eMTEDEo1CL6QpaKfErIeaTCtvYmFrZj60yPb4AT3ySRZWcVfkuOjL7eazpJmYWL6GiuAqw1rzHV72SRKwQzWT6InSIVD/DQwK1icXHsaDqfEIPvGQBmaCblQ2/ZE/PZk4cY5OoqjI2WUtzz1YWjX8dZYlqBGFF4410ZV5Q99rIIjDgaqyk4BqXJfwYxr74ELZgfRVzEL/NMFlyINJ0uA/LRJwMnH7lE1eWXLXqqmswAcokxrLB8z3w+7cZHMw830vg1O3Fk0mVMyonLf3M0tSSjy0pqr+n/sp1v1xX0rG743FsYb4W0zYpwsCPh7FSpxIc9XWSNzMhIhRokVcqlbPadH/E2BC33XigeCfP0ay7CMiSxU65RMokJjGymqFIir0e7eoBiYNGArwHsMU66Y7HQW0KHsreth/L7Je57SowDYTLsYV5FbbQR3oG0WIbYqyWUsyJ9zDGSjeW0bwECy7eSk5T6DER2YHpCTViQebevJ/7MWfoIrf/JMyhqMBYM3Pdd09hWYoyLHOzwH3Xu7EOCI/l3ycXuFyFOZm/cse5EltcnwGOF5En3HFSuM48e2jw9+Q1uqhiQjieWi8mcZmri3nUNKb7BHQj3ZYYces44MS+N/JXqpjoas48CoYmUvSz1dnl1HjTaNX9dGkbM72FpOikybH35ydOp1jKGas1PJq+E0HwibMjHFqnbY6cTKlUUKQlTGAKu0fXbbXPiinjRJahKH/lEbp50SpIOjGg7SBG5a7GsomRKQbONGNj8KdYYPoGrFvMzZjDuGpAWeRCTPPpPOx+l2PPVAuWCYvEw9fnO/yuBOU/gSdE5C1qOgwfEpErMJHhT6rq/w13QhcUvkMwKvmIII37zKIJ/tRX1AfPRGMtiY27CnJCjhXYGLkXmwtXYVoyL7kMjKq2urKCFSJSjwU3kUDwBqzc4L7Bzs0FMedjAUs1NtZvGG5NOMrsOuC/ReRbA85vAzYP3oxl5B/E2I0/EZEJqtokIvdhc/tFGCAZiulIlGHP2kJyAdZSbK4MMaBmPjmGY6TrVYPNx2XYvF2Jja2o22FkHga+xMiB9pEOTaSb1IWtHfkBWzm25iSA1ASp+6yqfktElFz3KrDk1zXDXTSxLkVTsWf/x+TKUXY7kEbcdXvjcMf5RzAHhD6+X/f4B3Tvz6u9SSHIiPo/8ndutT2SOYbPx7FS9YEgTcT+vW8kkMaVJZ2FJWvOx57begz0+wz2bM7A/MibB85DDsh6rXvNxXzX/8JAygujuUhE9mFr1PUYY2y0jMYPYWvg6YDnSia/gK1dUXnjagz42eVAlm9iDTR2YozzTnLlVHOxOWMqMFVEUjjQhv4gzir32ddha+6/Y77oGhF5l6o+FH1BVU27dRbMLyzCxn4XBmAINi/kzyP4XpLjJl/4gkEaAM/zKSmsZuKYBTQetKr7YTbve6/Gm44vPqGGjPUm0hG2BGv0Lz65sCnyxd8AvEFEDmLz8q3YM/b/MNZ5I6ah2Iz5qVOBymLKfF98CTRbuEcbPiwijx9NJbjH7Oi1Y0DN4dlVIhJXVcbI+JoKraKV/ZBrK92NTUgHgcz68PGpM7z5xSntTDfrriQ5VkI/S9PDxuzq7GnJS2KeCJXeeHamn6M4biVGLZmmfiDNSQXnUh4bh6J4iSQiQmm8iorEBOpTT5HwknjEGVcwlYJ0nDDsRmMxwqCX9t5mNrY8wsSimWTDDNs71uDhU+FX0xEeZGrZySbglTDyRZwkE8vmUX9gBc092xiXnAzA/l4LFkviY4l5CbJhmuJ45ZECavLLGS7AMnXHYyUtkSjaf2IL0ybg9uECEwfy/BGbVC9f9oVl/zTrNbN+6o6tDFOCcNhf3POKvCKPmRfPrJx50Uxt39netvpHq18frkxeVuNNTewJ6zc1asNu4H0Yjfx8zLHdv1d3TJzAZDL00mlNSAR7ZqJzi8oe1vbSfaK7ThlAnw1XJ+Z4J9Gq+0hpp5wZe21hggKeCVaMadadWYzJo0BbMWXl8/3TtJce75lgRUlApoj+Kv3RwzbTvQB6Be9XxZRN76LtLKfaX+r224AFxB/Ku+aR4/xjDCS6ELuH12JMlt9h2Z5F7u91WNAZLeQRrniSO88eXMmW+9xJGNvhUwyf2ZqHlcAkMBbNBExfZrH7jLkYcBdxbSOALjpeJxZY0E3KE0yrJkUngHr44uH1Zsn0AXtZMjzBcioZx372EJClmV1UUEUxpWyiTy5pWOuhi/pwXd//G7WBE/2zmOzN5snsA5TJGEQEoYgCKWRnOHK3w07aKNEKh3YdvgzJFOZQ4HCGOmaymVERSUZjPVgQ+lUsY/tJLOjKt2ie3YI9Kw0YmFOHOZJPYZm817njzQDe5co4TsGemajrzGYMlLkTeFz+KDzpAAAgAElEQVRH6PrjNDPehQF8D0XAjKreKCJrsc5py4CPDBPERKyGUVuBFFMs5V6XthViQOazGND5J6x71FHNkjlcU2tR+wFsrk5j9+cSzdMYyzcXiF2CBSzFWOb3pqHmg6PYHsXmqMVYYARY22D3fNUDXxSRj6uJW9+OZdJ/gM2ln8DWw1+5Xe/HgMqo891z2Dw73mXi92BryzwsQ7zVbduDAe2rsDHW7X62kxMojizyZXxybJmorKEXC8aaMGZTtJ4H2Dq2AQOJ1gM/FutmlbkvvOVRABGpxMrbHh/hur0dY22egfleqzEh1igon4f5uUdsonopmgO0VmKA73FrgkcOoXcPss/fvdX2SObYMjdiOoODaVR9DNN3uWKQfUuw5ybSmJmL+RQPYvPs3djzvFtVV7p9LsSSghGbZSk5cKYYG0vXAg9FLD4ReS3GrrlNRBZhpYL3qOpnDuM8T8PmuGUY6Ph5zK+6G2OV7wTOUNVNbvtXYOWP5Vhnp2/n+ciHjCk3j44jB+JMwcbfqzEfcBbmC+3BnocS7Hn6rZuLPqWq+9zhIgHvNZi/1oiN+zPJdYLL4Mr9gXjN2IUcXpXS8BbzE0yfeFYE1IzKdoQbKZPTCAhoDndCbi7Ln+cgB9iMwXX3JafhuN39PNv9vBdjIR6/S7fcUEL5G9s4MHGrPhMCz4nIv2Hlu/+wooLHbGQ7BtQchj0XPN0001sAgGpIhvRejFHjCZI52Tvbq5Cx1dt1U8+W8JmqHlJt68MnyrFAMxrkPXAoW6NbO2O9dJOggE5tJRW2EWqAJz6T4rNI0UFDeh1xklTFahFxWjNqqucAmbCHiUVzqCmbTyrTRpwCK3XKZFh74E/MjC2kzC+liCI2t1npRaFfxsKCsyj2Kgg1oKFzMyXxsUhG4GArBCEVoflme1IbaEs3oRqSCqycdv2B+zl+zDm0p/eyL9VwJC93/qw9wb12YRP7Rar6lIh8B9fZREQ+OFhmQkTOwMohvuMn/E9eesOlD5RPKb8RcyJftJbBfsIHkMqZlVWv+PQ5mebLs3EJhAqpmtOU3bFBCSPF+UjvZPz6YGXXVp4u7qVnoNZP/rXwMKQ++u5x4Kl9unv7vmD36wFqvVkaJyGeeEzz59Gc3RnLO075HH8RpVIpJSjHeScXrw8fB/qoVWlyYpBgjnoSkMVyzrtLqJBuOrtX6r2FoCn3+acAJ7nSoo+qtS/+PeacnIeVYHxIVT/tsr8fxbRgDmDOwS4M3CzCFrUKd9wstgBGXQWyWEDRjY27s3Bdu0Qkn52z353DBZiDkcKcqF/T/55nyQUeXW6fdvf50fXo61XdRTureZgSyrSZXVJKRbiIs30PKXiGx9mX6zJLio5+QIiibOKveHjESFAj0ymVSraHG+mhiwQFlDMWnxgHaBxUDHiqdzy++HgqVHu17Aq2UOvP5EC4h+5Rxuub9CkOspdeummzzuSHZS00M55JABFI/XwtiwWDn8bA1o9jFOuBtdshNmcexJyg+RgLajf2bL0HK3k8BwswL3LHnE1OLHeP+6x/xcQX658P48Tt8wvHvrpFRM4BrlbV9WKCtT8DHhWRN7lyEiHHVhszL3baayb6U31PhizRP8Q8pGdObNGHn8os/9+XIkvmcMwB6p/A7uEDGID6adVDa4YdS+71WMAiGMB322Fkp48qc4HfL7ExsGrA20+SK784AQMdbsRKJ36A0e1/AkwXkaQLEO/HWEVFWDA3FgNN6kSkBgtETyDHlNyKzZEAtar6iIj0YCVKaWzOjTLh0RyavwaF2Bwd6Ub1Ys9+I8ZcixhwvjvWs+7vf7wvvEWxEr18OwtYMVwA48bX2zHG3ccxgCaJAbWfd5tdygiJnJezuWv0HqzUejcwf6QyQDm6Wm0Pae7cfgr8SVV/P8j7yzAmzKlq3dCKMDZKBMycgI2tB7HEwOOq2iMmJN+AAetfwZiWkV0CPC4i/+t+b8JKmq7AgPPBnrP/Bt4vpukUsT1HnSUR07y8GWPg3In5OLdggMhcTIB9tdu21L13HsbafuNowDX3vZvdq08LQUw77EEMAP4JBuBMxVg6b8Lm3jcD7xSRTgxQXuB278H821oMLLoCY2t/FFsTo06kbVPGLy2JOaf5SFkyUUZJQTWdPc2DvR1iPkgfhWev7mRfdg9KqIoOhxpFieQolot0NVswn/Y4bK4rxUqmW4EvN7Hjf5p0x2ewJNE3sPn0a8A/i8gXgF+/VNevY/bi2jGgZpTmJsB3NQYNrROYHLayv6KL9kLMkamukWlXl8uYj3jiy2TmTNvCM+BKaTDnJIU5LgXYwI266whASMiKnjso9sroCFtRQgq9UmoTc/DFpy5xHA3pdWTopS3cT5k3ls6whT1ta5heuohdqWfpzB7k1PFvxvfiFMbKCLM9hOqxK7WRWOBRmCwlJnFmFS5mb6aBGWWnML1sCdKeQnD1MV3baExtokTKOLHgHHyJMUZySeCubP85f29qC3tTW17EKw/ksnG1WKB1j4h8RFV/LSKvwrIYvxSRKweUK1yILYzXVC+s/u75PzxfY4Wx13AEGTSjsVipH5e4lcKoKJrV6L736cW4n34Pqajsa1BAz217PrkM5kYss7EARy9tCfeKekqgWZrC7ZRKpYlPY40zurSNMWLlauO9KezRbbRoc0RFHXhtCgFiJBJlVCLiUaSlhQmSpOnJL+GIY3pCbzH/qa987e3u/U+JyDXub9H5RuNjFjmnP59xIEmKesZ5kzoOhI3t3XT2uv0SmKPT7a5RAbY4nkQuWACghqlMk3llzeziuUNlRCKGm5ILUirdzyS5BbhvMe+ghQ5aBGA8db4vMQSYpNP6ATWDWYIClsYuJO78EwEqvWrWZh/hVDkPnxiK0kOKFfrHQ/ZvCrdTIePwgDLGsDb7KBuyIyWc+5uiNLNr9JsPSHM1sp1O2lFCOhm1hm50rM2Y43wvlnG6CgsEygfZthW77iuxubIWA2raMQDuUYxZMgsL0r7o9u3CHOuvu89Zo6o9h/NFoa82v9R9tzJyGjBlWNB7J5ZFbXRlOgXuvQpgq4jkazkBsDfcQbVfh3dIU4yhzRO/t8qvadD0yzPQdMHWeVigNBcDHj7kyqA+C9whImdFzCF3X96COf4p7L7f+TIJxH8JrBKRfx4QTK/GwKs/YM/cWgzIuk5EZqnqc2ItuafiOg2qaoOItGNAyW6sRPQAxj57AyYofTa5DmZbMdA8Qa5FdzPGRthHrpwpiZVd5LOD4+RKoKL/pzGQqAlXqoGtaUXY3B0NgvuGuBbnYszH4ex0d8x6LCnwcXed/qqq0WT8WuxZ+Yczlzj5H4wptR9YOhxII0dZq+1R2LuxOePUgW84cOM3mD7SVQ5UPxkbOw9i7JTHdPBuYlcCy1V1h5iAcEasC9obsOcyhiX/vqqq20bxPX+LlUAtwp7HiVjTixFNTAvtIWzcLMFKbC7HfMD3q+pyt51grNJvY8yXC1X13tF8xgj2bWwt/jcHIuzD5qNbReRqDIi4FgO85mPrdcTiG4fNFzMxoCmLAWBbsPliDlDqe/HWgkT5QB/giFh5Se1QQI1HjkXdZ6ERqSPmX+Sr2lv913MBCmpkKsd7S6SbrsSq4P4pGdKT3Pvd2H0rwxKZXwS+lqTo1yfJmb6Pf2ehlJx5X3DTq8W63X0d+LSIfA6462Wynh2zI2THgJrR2/VATy/dHdvZ1Or+/2GcGGxtbE6l7xWIakhr9hDNSuivS1Ax2AYBWbrCDiYkptORPUBDZj01iZl4eOxMb+zb7onUnyiUErKkyWqagmyCEq+EAimhpbeRsclaPC9GfefT7O7ZQG+Yotizj8xqhn0ZC9Rqio7HD4UwHiNI93Igu5v28CCgZOimJ+yi0Ctld+ZFB2JGsvxg8SzM+fuay8B+DnPOfotluS932ZPLgB8WjSu6cuF7F14/6zWzSryYN7KU/ItgXqkw7j/j9K4MiS0Vzt79Cl3xbysk3ZGG/u3JC7AFopfBQZq+Q+b9PgNzqnZiQIV20S5/yd5OjAST/OksiZ1nraMy99KhrWwO/0qVN4lCilFCYoeuV13Y3NCJARgFWdLazB6p1kkcpIk0PdBfdyCig3p5P6H/HJP/+0CWEOSEUhuBRsHrPS326vM9/FK8E0v/nP39nVkyNVhWZ5z7ngE5VkwvuW5MXUDBcbI45olHrc5gD9vool3zPssD8IlJpNVULbUkpIA9YT0hoZAH0uRbnAS1sdkIMdCQXUE9YGK9PXST4VB/uEKq8PFdBzV1J+5R6iq+rIxJKNDBJUz2aD2Tw5mUepWMkWomioFsHj6zvROJE2dT+FfSg3z2CBaSK6/LRxEGzSp10AfW9gE5ZYxlCrNoYFPf+8ezKKhhqg96+3J+901Fz8cylLfS3wmKjtXqvksjxrJZhN3niG11vtuvBNN5EizAvAVj1j2mqntdRjgCV+Y77YF8oGUg6FKFzcnlGDhTjN33LLlnPCpDzAcao7+fkPd/yHW1iVgIBUCsS9vwDp/El8QArpeVOR2DyzAGjYeJfP96AIPiG5iTf6OIvBkLUD6HBQv/DNz7cnJoHbiyHusMc1veW6uxwPK/sMDzy64k6iYsS32t2/6DGIPkT26/+7HrF7Xp7sGe0zdggOlXgNkuQG/AWKseOaBmLzYmOjGgJsSeRx+n40VOlyZiPoKB++3YOG0iJ2IfzbmZvM8YqjbhXCwQH87egflhb8Wehf1imlE3Ajjm0GyMWfAPZSJyEQbSLMfuxytUdVAKpQvy81ttv03/zq22RzKxLp/fwM6r2/0tgQXF52IlT8UY6+5BrCTy0ZFKRR1T78PAl0Tkkxhj9yyMlbYJ65I2bBeyAccTrHwsBG5R1RUishgDQIfbL4axT76PjZ0vYAyWK7E58PfR3Ccic7CEx3Ss1PyfB2r1PB8T08C5FFg0GNPDlZf+1M1DX8SShVGJWTcGDn4PK80cj80PU/Neu4F5JYXjTw7CDJ53RAk1xPwE5cW17N7/1FCbROt4vu8amU+O7R69l7/mAzDNm4cnHkktZKxMpEm3Rz5uKQYeZ7CEQgKIT2TKe4soEcEjq9kfAReo6kMicjp2rb8JfEZEPquqj7zgi3DMXhZ2DKgZhYmJlV2MZYC/S462+DbMKVhf7JVWiwghSgMbBzvMkMrjHj7FUkqntrG49EITEQZWtN/G6tS9TE4eT1de5z5fYiwuv4gCr4QDvbsYI+OspEKSPLn/Ts6tuooYPtMLTqC5t55eUnSFrfyl7RaSXhHtgZUsHEg1UJQ4DhGP/TSypvvBvs8IyPKX1O+Jkxg06Pw72wTM6bsAC5KuwOjONwK3i3Ww+Oy4+ePecvrnT7+zrK6swIt5f9dnPTHHIzHH1oG6qXXy2l+/Vv/4nj+mu/Z2Rd1c8vVh8lesgNxCMtg5xOmv5aHAhhiJ43rpliqvhpjECDRLuVTRoa0mBJt9iFn+Qjq0dbBuZBG7JHK8W4GCZ3RFgYfXHhJ+AhsPl5J7rg9i42IyFqgWMrjK/3AK/FEAUAnM9fDwieOJR6hB0sN/I2TytQ5K3D5RYJwEwkKKmeRNLzmozXTTSVLt0vYauNSv3niuLJGJTKWDFnbwnM71TxGAUirZEK4iQZIMadcBLWdFUoY4cCUE9tPIcZxEDdMQhH3s4Wn6aRrTovsIyOKpT4s2kyFNffAMPaTooo1SrSBDmi36zBCXB1J0UqSl7nxMCqVOZlIj9rnqwbrhW3NHJQj5GaXnWwIoYOLJS+RcAKqp4896+3UJktfVMPUBESHU8NIkhWf3kIrEBKPPiwC13diYvhdzcM7Bso6lmEMXOYldGIizFnvWom5HizHnvMJpFpgET456HZBrNR/HnpMEOXHeLLkgMkbumYr2FbdfDKM3N2LlevUYUD8O05zCbRexJQvdsZ8AftGtnTf6ElvOIBngYezxe7qv33EY2x/V5u7P+zD6+yasvOKewQAXVw70ESxbuxfTIPonTP/hZQPQDLDrsPKnfKBmEzY+1mOlS5PVOtndCFwvIl/G2DbfAcaJyNUusLofA+/nYmOpChsHC7HyQcGe5xmqutmVj1Zg4D/YNZ+EjbsIzI25V1SKFYHZ+UBNgTtuGTZW8pk3UUJiMhCq6iHpbrGOObXY/R7UHNPgzRhL4rfAv7hn6zxyY/ES4G596QhKv2Bz5T3fwYCXj2PCr+9Q1Q1DbH/UtdoeyRwQ/xsMvChzzLtzsFbJmzF/aifW9WtUmjoOoIlEieuwa3g7BlK+SlWfFZH/wgCR0X7POAaunoj5Sje6+Ww7lmwabJ8Yxmr6PAZ2hOS0+L4EXB+BMO74P8HAm/XATFVtGO33G+G7z8U6q54/0jV0+m7XiMhPyZVtxrFEy06gR000N9Lv7DeuL1hy7XmqGunpHFFLxEfU7Zfx3mQ/JGRfeAjTOPKP2sg1HYj8hRggzbqLOmYCSpv2lYLn+7hxt68CQQ9d7YqWhQSyk+fOE+ts9yXH+v2DiNyJxZXXO9D+czrKjpLH7OVrx4CaEcxNhjdjmdsbMMS6HahR1d+40pv37A/2MM6vJSBLR3jovOYTk5rYDHq0i32BTQimV5HklPirSEohHdpKkVdOTOJkNUOhV8LC4lcSlyQTkzN5tP23dIcdVMSqSUgBnniMSdagaQsks5q2Tk5BD74UgiphnqZir6boDXJMz870fsJ4Fl9iJL3BJjQ9GkGayHzM4RRMHO21GGDxOPDtujPrLjr1k6feXji2sMiP+y+aFs3zMT/pUzimUC657pLkn97/p2z7jnbITe4D6S0NWNAa3aCo5GmgBThNl/mxpbPGe1MkS5qN2SeZJ6fSoykOhI1M9Y+nR1M0hdtZG4w6adbHAAsJy7C68CwWDLdiTns1ubKlKMMaWf7CJW6f37jzWIqVrxzCIArIsil8isnebPaE9UGaniiroQOuQb9OJIv8cyigiMkym1XBcooooY2DZPvrvghAjUwDoFjLKJEKAcHDo0CKmcOJTGI6aXp4jHv7OqQd7y1mjFST0k6KKesT/B3LRDyxR61KJ1JAET3kxluGXh7J3k6M2CEaNKv0AcDKoyZ501mkr+CANtNAf/96Xfg4NTKNHro4oE0ArvOXujqtNMWU00NX9H0jLaSoVEEGXK/R2FDgWhboLaC4CJc8VFUKKXl9Owcu7qA1KNbSWC/d9NJdlrdfiDnAhdjzPhUL9i7L26YQc7h3Y0Ffh/s8HwMSK93PUveKtu/ACWxjQWGxe8/HHMUubP6O9I8i9k2Z+5ydWMvUnYO89mIMhSVYEPg6LFMYXddIqDii3D+FZRrfA2xS1dQFhe/4qqreLNYKfiRLYZngl7yJSC25Nqb3YLoKwwXiBdh1+zQWfBVgouEPDrXPy8RuBb4vIuMicU5VDURkDbbe3YUFff+BBXAe1u1mlZjo8FQsQFqFMQn+F3v2H8GSGiXY2OnBApAurGRhM+bjTHPHACt96nUvyGWZo26X+YwayLW1T2DjoMJtDzbeitwxxri/DSXgfQ7wsA4vCH0RBjZVYOvO/RjDZnleYPlajHHzD2GOqXED9lwsw1ggX1fVewbZ9qhttT2UOebXSRj4VI0BTA3Yc/5jbP1YimmFLRoJYHBz8Kuw5+QSjKlXjDF1vqLWPe2tQJNjxlyIPXej+a4lWNwABhh1ish2t/8dQKGIlOSVdMbJATTbMU2hb2JrwH3AG/JLeEXkUqxUMgG8W1WvG833GuV3L8OA4k+p6l8PY9fnyPmprRgw/F0MrM0/fhLrLFcL1NVWLbpwdt0FRUei49NA0zAEm4OiuSmLMdBPAmLT/LlM8636c3P2KXaFWwbzryNWYYj5CVE80ftcuDa+h22apsfP8+kG85UCwGtiR3lae3tixJPN7O7BmF/vFZGPYx37AkzG4Sbg/ZjMwwPAF1X18Fp0HrOXjR0Daka2T2GLwtkuw1cItE+W2SeeHXv9/hkyf+xWXUdXtpVkkKRNDjDeq2N3uLVfFn5e4nTG+Va+uKb3YbrCVpYmLiTmmHWeeJQzlqdTf2F24RJask0czDbhiYeIgNJHm2/L7iMMAsIwS2N2Cy29eyjwStiRtqBuZ+pZJsSnUUQxpxReyBOpP5LSQ7XLdvdsoipeS4FfQlO6nqWVb6CpdysNqZcUgHsCucm3CShJlCU2L/nokvsLxxZ6fvyF0SlVlfAgeOUgsSOnSu/FPJLlSS7++cXeHe+8Qzr3dKawRU7IMR5imNMcYAt2AaYzUEl/QCcCLjyAaq9OfPFRjZHRXpanbwFgYexMxnk1KEqQzbIvHLHxw3AWsROKydFHI52CPu0lZxEDJnT7VGCZ8ZFMd4XPBbvC5/LLleJ5vw96c31ifWNGCdnL0DqIzbqbKibQQ4qG8FkKpIgkhWwMVnMqr8QTj5jGKWMMLTRTKdVMkMl9YOry7M19x9rKOubpEsA6ubnysP4nRDioUDAYRHR64iLiDkcpzYylVffRyn6qmEiCAhrZzi7tX4q4W+shtPMup4pT5JUEZHlM7yZDeigmVr/rFTC4jy4I1UySnpz4cCQI6rvjSiet9JCiQIvopZt2DpQCuorlXjFlpOhAUQU64iQ8RYuyZArJPSuRRc+QYIBLFxYkxrHgzsNApqjzFxi9egvmGPaSY6RFIr5j3fYRCDPUqzG/7MZlWGdgbJ0rsLKrGeRKoNQd8wFMOPs3qnpQRN6OgTQPAatV9UsishKr6f8W8PvjYksytf7MuCf+cPclBXzvnu7rh9LweEmYiCzEypQuwUSfT1bV7cNsX4x1FfkEVvLzJlV9QkRmYELN21T1T0Pt/1I3Ve1wjNArML2eyFZjAMwfMKHX/3D+yA1u21VYcHUlFniuUtUDIrIFGz+7sdKIZizDPwdjhI3BBIVvw4CaMfQvfcpigU40j6SxMTiQUZM/z0SBTCW5stR8jYed2FgaSmBrNPo0b8dAmPcAv3Bg1tsw4dYoUD6TQbr9vNzMsTA+jQGhH8bAvt9jOl4/GrBtDSaqflS22s43NwcvJCf+eyY5sf+rMS2m/XnbT8a6/r1ZVQfVH3C6PRdjY+RcrNHBHzDQqgCbz7/hQJo49vy2Yh3TBBiUmTTgM8ZjgOpa4J/yGF0/A96nqreLyA5giohsxgDGz2MJgo9ja833MED7rarannfsKozpsxQbs29/Phpsw3x3wXRw/qyqvzjM3c8k55N9G9MdeyUgCUmuHcek8a3sL8GuczSnJA60b1V5ERp7hBrQ2bMPcj5jlAhdgktgFUu57+OhQJk3lqlewj8YNqlJQPTzTaJ5LPI7I3ahdNGexQDS15PzSwZaNDemD7I3alxRiM2LpRgz6osi8iFVvdtpSf1IRP4PA3MeF5GbMQCx8dDDH7OXsx0DaoYx5xx+DsvSrDwtfmHdEv+8eFIKL0xqstQTjynecXQFHdTJbGJ+nAqvmpCAZFDA1iDXWjcphXj49p4UkvSSeE6vIqsZRIVdwRb2BtvYm8npkz3ZcTdTChbQnNlBsVfOSQXn0h124oegZNFslj3ZHNC6IHEG4/2peHiIeMRJMiE+jfr0oaXgAVme6rgHEM6vfh+e+JTGx7KvdztdwbDdao82ixgck+JF8Ycu/vnFS4omFL1gkAag5ctpUvcFxCYK1dcX4BUcQbDG94gXx71Lb7g0+7s3/a6k+0B3Fgs267HMfSSMm8GCTcUoypF1F1BU6ONLl1XjCcD2YBPT/Xn0aFc+HZO4JBAM+Ds+fgoHe+8YMkAfwQZehAiYGW6xzW/dOpTlMzciemmMXFY2nvf+kMdaEzzCNO949mnjiIK3T+ujJCkiTTeKsi7IlSvtop4pOos0vbRjbed7NUXUorubrn7HamIHzeyilEo6aSPs37lrRIsTJ0a8r6ObABkyVDOJeWLVMqVUsmkQIsJuNY2cs2UevsRQVUoop4V9h2zrTAE5nsXUMIV2WljNg4eUeM1lSXYCdTGA53imZweb85lPz2KAQvWjelctufsvgCgaXX8FZBw1ZQtc1c9aVnoHaIwy5lEZUwn2/O/Ne7WQA2Bi9AdgoqxcBHBGoMsu+oMwu4ZzZp1zOtVlpBdjIqsRWy8CTNMYIPQQlin982AZf1X9lYisdtucIyIfUNU/icgpWCb1Kxuzqz7brZ3fnxE7AcHL+OLng64Rov7Ze7qv//FQ3/loNnc9X4WBLQuw7PBHh8twi4n1X405pX/BOvv1teRW1a0i8kbg9yLySlUdfd/Vl55dB3yL/kDNkxiT5seYiHCFKzm4EWsX/wlMC+ILWBAadT26HwvqoqAz4vdf5o75JnKdn6KOLWUuSI3KkiLwM47NxRFQE7HWEuQ0HKKf0TZ17hhROSEYIDQTuGmI8z8Xe2YGNbHW3a/CNHm+CSwWkYnY2L3UbXYBsFJVh18AXuImItNx+okYCLpLRL6NzYkfztMxeSm02vawZzECZs7CWC4PYuf4BYwl9GpVXTFg3wSmVfadgdoeIjKLXAvtEzCGym3Ae/N1e0TkJ8BPNSe4PAZocaDNhRgwNGxZmNOL+RM2hr88YPubge86duEOrETvUmzc/T9MHPsX2Lp3G3BZ3v0TbEx/EUtILh6OkfgC7BosOfj2gW84pk3tEK86DPwFG/+fxeaFXqDoZM46oYgSFFjBn8I0vRF9prE73bpOxD+HQcR9X4gFQYb2riGTkQL4W7JrKYwXExIyPj7VNXQI5ZHu3w2aaMPmsZAc0BQJpL8TYyg+57aZhPkNUXIysoiNCDnwugUDH6cDfxSRFuz5+RWwVlW/4sruPgOsdyVm3zraxu8xe/HsGFAzhLmJ8X/cfz8KkKToYzGJI0hpKFkCzaIo3XQ58Q11EasQz6vkGOfVktQCesMuDgZ7iYUxurWTkCyhejyXXcvOcHC9yNagmdYuK4s4t+QK4pKg0CtxHpGQlFzJUpU3iWp/sn2XUMFTlJCD2dTXeakAACAASURBVJEAWCubirlGN9mXZkm3AP6yLy47s7i6OBFLHJlHO3VfAFkI9inZrSGJeUdW8MzzPTKPScnZr7yIB269K5UOe3rI6a1QKdWy0FuWzJBmdbBcnC6JAkEF4+Rk/ywA6sNn2a31ZOhla/A024J1hwAF6zMrWZa81CJPSVLuVXEwbDqi5zNamxibTlWslh3pZ2kLc0kxQH1iQUA2/wYe1gLexgHWhKPXQuxlsMYPsIVn2MaGfmBWik5WBcspk0qa9dDuSUkKmcR0OmhhJ4cnwp2ml23BBur8mXQELWzTZ+mijTFUE5VkFfbJBw1uDbqRGcyji/aIAZMvgDewBI0apiAilGgZRZTiskMHMRZhqoKxhRFwNJP5BXvZmemlO7ofx+UdayB4N7BcqrOGqYWe+L6qcgKn6sPccV1IEAXjEQAzEXP6ajGwBPqDLgPLknaNJBCZb25er8WCusWYXsyp5IC/qP3wQYyldzfGlhl1e1pV3Sgip2KB9pMi8hYMeKwCVgDf2B5skJ3B5tSpiVd/oVQqz8YctRbMmb/1nu7rj9qa06HMBfeRQHAc03m4VIfvNFMBfARjAtwHvFKH6DSjqo86jYc7RGTpyziz+CCmNbNAtU+wajUW+HWJyENYCcWNqrpJRHYD56rqfSLSgIGO01W1HgNqLsIChDHYGAsxocvvYKVo+Z2f4ljwMQELGKNxETEos9gYGUMuCIkSChHDJoON52JyQE00D0VADzBAxAsQkSlYhnm4bkNvwdgG52AdnhpE5KPAH/LYIZdizIOXpbl57EoM0Psa8AMHKFyFlWSeqqoZV0L4QZz+DEdRq213DseRA2ZegTFmHsRAl6vVde9yZU8PAD8aCNI4+y6wBwNCPExUOAJnKrFn4etY0vWQCFxExmBz1/F5fx6LMTbByp6GBA/dMU7DwNLPqerPB77vxu7NGNi6FBsb78XWuV9ia813MXHsq/JAmohJNx5jQ33tSOoIufswBpsT/gV7pj7nAKX8l4eBtx3kmLVFbt8KcomaSLQ8KoPcXUTpBF98P9AgGMvEbzbScANWDhwAXLDk2tuwe3XEmDWe59PSOay8m/aQ0lWZ+z2fGOfELsMTj0BDYpIgPXRuJ2L2gp1fNO9FDQrAGIzbsRKrFAaSD2yg4MWIU+fPHtOjqbAx3NZCrtPkRzHWeUZElmNj4v8wn+KLwGYR+S7wQx28c9kxexnZMaBmaLsCc2CuU2t/mZwoUy8/3l9CCOwIN5HSDlp1f7abztga/Qvl2SrKYmNQlK1BLuE3P346cUmQ1QxlWs54V37yRPp+ekg5jYmRrTvsQLxyBNiX3UVMYtT3rmGcV8vBcC8hgWXEFdJ0szb1MN3aSe8omK0rD97GhIKZHEzvpjfsGnH7o9Fql9VSe1ptIlZw5B7root8UncF+BOE+Iwjx84Mu5TUXQHaCx3/F6KZBEsnnFf65z13FGFB8l+AM2bIfOKSEF99JsgUtuvGCIX3K2WcL3h44jHTX8B05vPX4GFatHlQNkc3XTSG25kQm0qgGdfhK2cJCpjszaFT22g6Mpp0g1qxV868gtPxJca4WC3LO2/se+/42BKp9WfFOrWNx9N3a0hw5ChMz8MGYxx10EKPpgZ97wROo4RyqplEF+10YOLNWTIIQgkVpOnpEwIeaFuDp/vNHQB72EY5Y0lQwKYRSsYb2EBDf93IgSVo/Wwfe6jSCfTSHXTTmca6sEx1bxft4DmdrQsdyyekhPJ43ncfbkA0YNml2RhAUdBIQ7ZKJ/oigqgnPv5bQ4Iz6Q+8PI5R96P/t78Qp9RR/SNQZhEGyiTJBZMFWPC5DQscf4uJ274goMQFjO93GgfLsWv1PszxfwAgJFi3ovfO72E095esuUxrJBC8BWOhDpt9FpGxGM3/n7BW58tUdcTuVqr6axGZiYE1r3AilS8rc2U812NZ2k+6P28GqlxA+Xty4vlgtPsryDEFLseCnu9j68g0t91aTFhYsQD5L9icMNMxErZigUIWywg3Y4GIj42ZfKAmygpL3jZgQUs3NrYiLQqwMsYi995497fBykjOAR4cYcy/HQsmP4Jp8ODO/wvQVwp0cfT/l5u58pf/xlhJ50ZgnoicieuEBLSJyLs4ilptO0BgJjlg5myMcfEgBiJdMwyI9Dns2frGIMe9HAMjP4vp570GKxG/HWsAskoH6Vo0wN6LCSnnZ66qgAOO7Xcqw5TjicjrsNKmdw5WmunG15UYgFiJjdkJGINmDVYiVIiVTC1zoE4S+DU21h8FTlDVgwOPPZw50GocQzNholcvBqw+4841YjSDAS8pDEBIYYyeLmzsR8BEKbmE2nLMh/g6TuDZF38v8G+++HfNY/Hn94TbBo7v72IlX8NnokZpYRiw9+CzZINhq8L6EkwBWTakVzI1Po/GbAOpXLXZaGxg227IXddhbX5sKVVejSjqB9nMmGYTNFZME2cfNnefgT0r12DPyENYSeMrgA+LyFeB/9F/INH0fzQ7BtQMYs6J/HfMAflXEakDnmrUhmQq6NQYMT2gTf3aD7fQTAvNDFZJ0q2deK4RSIy4K3fKEicxYmlGvq1K3cOCxDJKpZKD2T00Bts4M/k6BI8e7WJF+k42pFdS4lWwPbOR9BDB4GCWCtqp73oqqr+MOjwcWfrIi2iJ0gRn/uuZxAqP7CM95nNJKq5WpATEP3KYQcu1aXqeCB1Z3IMAiktLpGxyWcyJC58BsE93U6bWBazVtCU9gBgJKv1qFCXUEE98PGCc1NByaCONPlufWUF99mnqYnNYUnA+WzJr+sStF/pnUCZjUUJ6g25aBi/zPsLWf72e5M9CxKOQEkqlUvJLt/4WJkhU/tNLLgjpZ1OYzQzmERCwkvv6gS4hYR+zrpQKFrIMgC2sZ7a/EEIT+H6Sh2hndMzVgCzrdNhOTvk2XFetfOsE6p/msblJCmNpenxFCzEwIzaW8Siwky074yTrpugsaeOgzXH9rRvLvE+gvyD0FHIB4m7gd83sWbmNDd+q0WkFHt43M6Q/f4Qzg9XkQJnFWC16ETnh4kgIsB0r27ofE/7ddCS/xwBrwObTFqzMJCrNaAbGi8jPsBKFI6Yz8LcyEZmEgTPvwTp2vUFVV4+wz3hMs+Y9GCh2imN+HI59FQv4fiUibxqsBO1lYL8Elou1ac06tsRfsfF5J/A9EUk6QPEmTN/gg1hG/6M4oEZVu0XkcQz8r8dKSxqxIKIJ01xowQTdt2Igirr3n8bGTwIb20lyIEy+Rk3UsjvSImvHgJ4m97nq9ouCuglAZohnflh9GhGZhoFMG7Fs9e8dcDclb79lwA61zlgvKxORV2Pg1K+BK6Jr6EqgbsZArBkYI+Xv3mrb3a9z8l5gwMx9GPNk21D75h3jDKws8uT8se4Aq/di7enTbps/YGUho6azOmDvaqxtfb5FjJpzgceHYm6KyNUYE+XCgfOfA2iuwkCkTdgacB0GvoTA69RadldhrLkPuMTwu7COUb3AJar6x0E+18fG0nAATA1WkrMLW4d3YZo72zEG0gYMyHk1lryY6Q6/FZsverDxX4WV5pzgfn8Gmx+in4swnRXPne9GbH19I/DQfeEttzJ0qSMY03QtxoR6wU68asjWxocPa5/dwVZ2B0dcr3dYfyzm5AiUgFjO1TT30V69pVQcnO7NP6VDW8J6Xb8KuyfzMCJBDAOk/9UBNj8eBSh5zF5idgyoGdy+gzkvv8Scgnux7PDONt1/IaMLhPpsdfp+qv1a2sODFGgx07zjOah7h9OPGNRiEmeMTMAXnzmxxbSEzXj4+BKj2HW2awy2mav0/CwCZo6qLkmjsdM+cxp+wYuDK3nlR57UEezXPlnGglMFVCj9gMfZwdnhHe+4w9PQ4sbtuokDwV6ypPt1EJriz2GMNx5BOBjupZwqlJA9YcOwnxsjwRgZT11sNr7EWJBYxvJuWz898RHEFc6+eI9AV9jGup6/uNKn/knV5nAn47xaMvTSqX87nSTBY7H/SsplLDvDzWwKnxqyM9IkpuGJT6jKGKppJF8bVRGEFF2UUI4v9kzOip+EJ266TfdQoVWjBmr6Dhx91f5/ayHXRWXg+wP3z2LOYRILtiqB+l66q8l19uqYzKz4DOaVKPAca+vqWU/94JUI+7HgyzAdC/Yiy2CB01pV/SxYaUw9z/6gnmd/r6r/MpqTHsocmL6I/sBMOQYaRXXgxeRAkkexIPaufHHGF9NE5GwseHoblgVbj137Bvc9z8PKa1c4wOFwAYu/i4nIAqy86TXYGrlIR2gL60CdT2IskRt5ASUYqqoi8n5sXf6m+y4vK3PlczuxZyTK0K/GtCnuE5F1WOB7t6ruEZEnMcHmW7HnfbGIjHUaHPdjwE2k9/UsFsSdQq4jyzz39wAbN7VuvzIMpCnGMuZd9NeogRyjxsPmmBYsQGzEAjvIBSwFbrtDam4d4+JcjAUylL0NC/jeBvxaVXsca+1mzXUtei0vs7Insbbb38TO7e2a1/3MMdruwFgan+fv2GrbJTXzgZkCDJh5ELuvWw7nOzkG2Q2YnsweMd3IqKTpROyZ+hXwadXnndV5HbBTVZ8c8PcqbI27EBgMKPGwsrPXA2fkz9+ODRMBNBuwcqYCjOVWgI2NdgfS+O4cb8JKZZ/GxuNvMPCjRkT+mUNBmPHu++0a8FqDATwJbE2cioF3EZupB2M+bsEAmelYfPOfGOC5AFtbL3Lf/Wn3+hXwjOqhmUAxofyAXII3xJIRNRggNKzds+pLesGSa6/A1sgXFJcGQVq37HmQ7t6DIzruCwvPZlysjl3pzWzsHUrb/LDtkBLzobZZn1nJnNjJdGsXjeGgmGVynn/q7BLKGSvjpT1sOWm/7qnAgPCnML+iC3tGvwd8x5XG/hJjJo547Y/Z0W/HgJoBJiLnYg99iNViLgfumOBN+ZxquN7Dp0m3oygx4sRJ0s2hQPsYGc+J3hlkSLMqeIA9QT0TvenMTZwKKJvTawbuMmImPKO9Vt6k1jmmU1vZE2yl2p9MfXbdcLu+5E0Qji9ZRlm8mk2dK2jJ5Py82mW11J1RRyz50nmcKz+foPX7GeKThfKPx/s6SpWmSr25b53L+hvW9z0PnbTi4VNCBV20B0ro92gKdf/a9ADrgscds2NoH8gnxunyajxieHgmiOsqBwSPp7OPMsNfQIe2cOAIyj+UeJUsLD6XgCxrOu+nR7toyjbQlG04ZNunM49QKCX0auqwxXgBqr1ayqWKncHmfsDWSFYqFZRIOSJCnTebTeHQOn072MJsXUhIlgPkWEcJkpRSiYhQpKU8xzNUq3V68yTWJxKclYCmw49RB5sbotry4Sz/geghRy0WrG66bsD2lUWU4rlOCCX0Qyn3YEFAlB2/C3MkP4E5q2BzZikWzG2lf2vOaRi7ZcTOGfnmdEzyQZlFWKAYeTZVWOY+hjmJGzGA5GZMw+JvzrgQkfMxx/YyVX1QRE7AHOKIrbAcuxaXY/osK0XkPap6x9/6u47G8oLoT2CaCj8CPj4SFd9pjnwaO89fAPOOhLaMqvaKyBuAx0TkOVX96Qs95lFo1wHvoj9Q80b3e1T+dLf7/w0Yw+IWEbkNG48XYw77A1hpWoxcFxuwcqFngZOx+3KziGzFdDpmY5n4aJ8sOXZhPlATtbiPk2PY7MfSEE3YWIVc15QebO4YTGdkljvGoGlt9wy+AwuAfw281v3tbVhZSbTNpcCbBzvGS9FE5GTs/v4VWJgvIuqC/Nuxe3AZf+NW2660NCpjOgcDBh7CgJlvARufL1jk7uXPsJLU00TkG9hcfweuYxX2PL33BQJSH6W/cHdkY7ESqrcOfN8BMT/H1rRlEUjk/v5uDKBZj92TDAbozMDYDw9gIElarEvglVhCeCYm+JzFQI8z3fEjAGanuxa7sLGVoD8IMxMT2Z6GaaxtJQfI3OJ+tmNgzAkYIPMOd4zt2HzxDA6QwUC10a6dERNmG8b0WO8A9RqMyTOi3bPqS9svWHLt5di6XTjKz+1nQZDmQHt9dvvelQcx32hQfcNCKaEuPodxfi0ePnWJOWxNryHzwiqeASiVSpkfW0qPpng6++jAEvlojhQwOYI12UcGO0yfZTWDiskVZTUdx+ZmD9M5mouNuW3YeOvBNKl+AMRFpBHzNR4EHlLVw2MHHLOjwl46ke3fwMRab/8Uqw08gCGU35sfO+3Eid7UZwGCMEtRWMqesJ6liQvx8NgebGTLAF2JaTIXX2KIekyQyTToRmr8aVjbZKXKr6Etm9eRh6QsLjifQq+YZ3r/0leOkm8BWR7rvZMKr5oDofm6G7Kr2JBdNdpT7DdJDLDRlkwMdswXnYFTnZxGTcEcYl6chWXn8dCB6/veO+WaU454ydOLbfHpHuN+dChpI14U58T3ncjGWzdK0GtrpOCxNPZqCiiiU9v8J4J72R1uJZtN4xNnamI+UxMLaA528HTaJn0Pn7JYFR3BQQJXulpIMT4xfGKEvWk2yl/ZH+zmNP9CiqWM3WF9v65HR8rmFJ1KsV+BokwrWMiG7sF89Jx1j14blllFpzAxOYPm9Hb2pDayIHY6Hh7VXi2PZu4c9XG6tN10ZFSiErMhbRdbaWR7ThPKWZpe2jhAuY6llX0coImHuB1QqjOTOS6+mPbwIGvCh9GhQags/cdT1O0o+v1wx5pgwEqIBVCxGInCQoq8DlorAeqYxSw5gXZawqf0IW8bGyilHAUa2JTC5oZiLIPXizmgSzC69DsxB3IrFmh9GXOiwRzd/AdqFuZIbBryy1p2+CT6M2UmYOBOpztmGRb4LcCYKU9iwcpAjYG/i4nIa7DyhNer6qPuz392P2/ByhpPcr+/V1V/KCKrgJtE5HTgC3+rQGskExMIfjMG0BRgbNPXjaTh4zLfn8UAg/8G5hxpJ1Gt/fTFwCMi0qCq9xzJ4x8F9hvga5Lr8PQkpvsAVuLxsIh80FHdbwP+Xawj0m3YuHwtBtQ8ibHnxmNBUx02pl+FBWWvoL+gcC0w0wVa+7FAICDXdc8nV/oUdXiKsuge5j9lMR8K93sRuSx7GTl9nXx7JSb2OlTQvYQcwLxfVdc4ECNOrtX3XPf/QzJhLzVzIMynMC2nj6nqjQPer8GAuuMwgdEf6IvcatuVLp5NjjEzDngYCwR/iAXoL6j0QkwA+VyMFXQaBjBsw8qcnnBlgP+EsU6WvkANs5Mx4OJ3g7xd5X6GGPgf7VPutm/DxM+7HUDzHkxLZwsWNBdjQNN0rIyoCwO4S4HeOMmxAdn3hwSLsXEUx8b3f2DrWtztG4EwM7BuZjOxMbqH/mDMw+RKlkJsLESAzLnuZ5xcydI2DOw9M2+dOmwTkanYmBSMFTQfWOcYRxMYhD03lN2z6kt3XrDk2je74yQ4jEYSQZgJO7r3rllbf3MH6ExMT2cHdt59ViDFnFZ4CR4+okKoAVlJH7EmKsfFFlHqVVKkpdR403VnuFnJtfXO999GFXM9Ha7gVP88khQwxZvjtYb7o3m1EntGU+7nNdga3YnNs2Mxfy3AAP+fibWFj4Cbh926csyOcntpRbcvvv0L5mQsxBa/W4APjPHGl0bZcMGjQIqp9KoRPHyJMcGfMhCo0WbdRbmOEYAW559uDzb0te9uCrb3++Dq2GSKvFJ8iTErcTL7ug8FagB6SLU3hQ2l5AZ4NNiz2EQQtcgczIYL8qKuMNHv+ccezgZOPMN9/vO2TNiDCIQa9kO9x80fR+HY5wW+HxUWtCnd92XJPGc6OGXvtnVp6qumsvUuSywmKaSQYjzxKffGcp5/ORuyq9kVbqFUKimUYjzxGO9PAQyoWVrxOor8crJhmkdafkNAlk7a2U8TY3UCDbqB3WxhemwBJX4lAtR6M9mSfpoMo8sqjJc65vun0UM3T2Tv7dtPEMbGJtEddtIVttIVtFEZm4CipMIjV3UyNl7LlML5xCRObfI40hnHDhIP/zCntoAsK7J3UUgJXYfqRuU7ggIQElAp1aS0ox9z50keJk6y71pEgMzecDt7e/uP+QHWQS4rnSZXipQ/lkY7rvIdg0hnxwOmJSjgNHk1Hh772J1Zp49vni7z5nniU6LlXgVVHKS5aRUP/gF4v9t/H5bhEnecU8m1lTxXVZ8VkSfcZ/8HOaDmEowVEFnUcn4TgIgUY4BFPltmMuZI7sYc2gioWoRlJrdgAeytWPvdo0rbRUTejDnjF0V6BWKtNcsxRz3A6O//gYEeT/1/9s48zIr6Sv+fU3Xv7X2F7mbf0QAiKKCiJK6oMVETE0fNrtmXyb5M5peJMZlkTDKZTDKZJJNtxiRqNJqIUeOOOyIoICiyg+zQNPTed6k6vz/Ot7pub3QDrULMeZ77NHTXrVtV97uc8573vEdErlDVRWLdPW4C7heRq1RfFZGoXs0JaH4Ia5e9CcsE/7W/IExE3oAFKxdh3U0mH6oA5qGY03O4HLhdRM5R1b8ZaqmqNojIg1iXo19gY79KRIa6+z6AgReLVbVRRB7ANDB+ja0B54tIoSsPWoi1z92JzbkMlnm/HwNX84GaaB6CBVnTiff2qM12xKgJseDAx3yQpHtPCJ0bSUhXNh/0DqScw8FLlt6DAUsfpKuI8E15wfqlwJ2vdsnPYJsLfn+HPdPZ+Xo7Erfa/jT2jI/rr/TwCK5jCF2BmZEY6LwQY1M+PxiaGK7E6S3Y9zcfG+vHA29R1fu7HTsb+BbGZDnSjjefwXQ9egPGh2AA4z3uc6uwfeiX2Jq4EvipWIe/qOw3wL6TrxInKn6FgScRM6Z+rrz5hiKK3xuQe+NifUA7aHsOA1/HYOypSRhLdDNxidIajMW6AdjsWIUexoiJAJl3u59jMQHyCJS53/3c4QDYMuAZ4AtHAtI4u4bOQn5+i2mQPYuBB439gfrd7b4l1959wZzrpmDjfw4xENyXtQCZhqZN1y5bf9O12Pr1ZozFVOGupQ4n7lvtDwMEz5WlZzXNU20LDpY8OyRrCRspkyorgdcm8fClRCq8Vj0QhoT5MdaAEuMJEiQpQMSjhpHi4Q0JCVuJO+iVEq+tATZmR2F+0xRsbLQDi6upa06QnLqHbbMxjbeXsLn8MPBEXzpMf7fX1v4O1DgTkROAjxML3uWwTKK3I9jION+69h3QvawPVmRDwuRE0njqsTHXQ79Btuo69gW7CMhSITW8QcbxcriWh9O3uCx8Vz8ialEcaJZ9uV3MTJ1FuVfN6uwz3dk15WAdekbIOJrYLw26OzrZfuw73UFMjzsYi6bHdffx/4GybQabrdNpDdkdPN+0kOrkcMqTNZxceRGrGhcy7d3T8AuOGc3jHlb/6TS5jRqH1Vmo/HyKE94+ndJ7R+Dh8UKwmHrdSQ0jQcATjwmJE9iWWU+LNtKmzZRQwa5gM2ACZWV+NSIeeFDsV9Ac7AOUlXmdLUcnjmNiagYSxBuUj99vD7ISv5KSRBUTgql44lOghdTKSJp1P1P9U0h6haSKyhHxWNJyD2van6ZAiqhLjWNC4Ux2ZzbRMQjNWnxJgKqNrDCkSmogp4QSsC0wLcEKGUqSJPUDqLYwMKszwXDQOuNZ/jmUi3V4W5y7l7a88sduQFdfLJiIOSPumLK83/WKPAoeWLlbNFq6fw5554xAGvKPrWToJkHG+5KgWoclgWkN7GaoDkcJaaGxA1ghyJWKRtf2fUxcPYEFYoo5CY+q6ovnJ68cO89/ywwDsYunrQ9Wap2Mlm26vmybbogo4UUYk6QS+KyIzMCyhauwbGUWC/AqMBo12Hq2DAsI7gQ2Hs0BmKOxfw+4QFVXuN+NxjobgQEY3wA+4QCmT4nIO4G7ReTbWEb6Qqx84VkRufLVFgJ1WfpPYyDNQ8A7VbVfyqbTrfkaFsz9CBNIHrhS/hGYqj4uIp8H7hJr2/2as6oG0W7AmAW/cEyCZ7Fg8T6s/OlSYjbJjcCnVfWXrvzpYgz8uAfTmxlH3L1lFZaQithtYx2TYSM2F2vd73dhmfkqYiAmAmqiWttiYiAnKn2KSqLA1o0oEC5zP7sI/bqA82yMPdLDHLPrSiwA+zzwUcc4uQpjBkV2KTYOj0nLK+/6AaZJ8x8RECJdW20vwZ7/GYMJ0jgw4k3EwMw4TN9rIZaVH7RSUjEB5Ehv5iQsWLwT+37vAT7VC0hTjSVQP64D6BLXz+fXYWVynxOR3jojnYftV43YvUf6bpuw8TsbY/yswb6zxVgM8SEMzPluBFK78f0mDFicW0Dh6Z74qEIdo/dtYc1WzLd/FmOTrMd0c/LFk6sxEGY+cKJbc0/A9skIkPkTJq68RvvoAuTG2G+wwLxHG/HDsEuJ2XVr3DX9lgHq0/Rm9y25ditw1gVzrpuNjYcLsXUmSsz42Fq0EvNNbntu3Y1pkZsqsKqIN2Mlo7/Eku4l2Ni6qDVsTIhzjUINaArqD9aK+5DtpWApDbqbtLbTqPWcnrqYQimmTZu9RZm78w+N1st8X7OJOAYFrDyqlUZKtZJ9upOQMGIVRkB5lKSPSr8hLlONfM+ioQw/a7rMBdBiLW3bzEs+tq6fizGrRjl9pAexubjolWbo/d0GZq97oGa+f8UQVf2ncUx592ZWVxFPmM5nsz54Png5WKsBuVsCch3YolH/eGbBBEGyiv4ZQy6HYgAJAG00U0I5J/in4eEz1BvJE7k7GZ+YTqlXwfrs8s4yj5ZwP0+2L6BAikhJEdNTZ5CQJG9IntJrGdTJ/plaQrkoIYuDB6WVRp9YryKa6L0FifmLQvT3gDjA6826C5hGQeFAEZJBUePdnd7I8MJJVCatI81x1acwat4oPP+Y0z7utGCXdhV/jp7UI0UM9UaAwiTvRFYEj1NIMXNTF6HqsTswP1cJWdRxF0lSZMkAkNMMO9MbGF4wiTDMMbf4rWzJrGZN+pnOjxniDWdy8mQ7h+9BGLIut6JfXZfSRDVzq9+BoqRbGwnSORTln1fuxgAAIABJREFUgNYzzTuFMqlEVfECIUxAmT+ExmAvFYlaRDybB8lRbMv0Wf0yYNub2UJ9dhs1iVFIJkeVV4ckQLNZSiijRkYy3T8dRXk5XMuG8Pn+Txpbn2O2jtFUSg0iRpstlSqqtIZyqtnMS7TT2v08igVIHrHwZgJzAEuI15q+1uNMNXWpGTIPJWSpLvTzAKXIQsz5+kgf178GqK1n57hWminTSjZat9ZwpT7dXkZlSTut5MgUnihnzK+Vkd5u3Rqu1EUlGAOkHXOUfoOtc28BrhaR3Jv8S3KFlKREhMawYclE7wQBeAOzmMAJj/niR226A/fahgV7UfeCk90z2oQFoH8CHnu1Av3BMBH5MAawnKvapT/6M9h3sx7LRv8un26sqreJdfO5BctcX6OqXxeRRRhL5HtYsPaKAlQuUfEFzOn+PTBHB9aR5WSMbTMXCy4/+Fpk5VT192Ldf+4UkbMGIdN+tNi9wK9EZLKqrsMCudnYPFmAzcd/dsf+Ffi1iIzC5tDbsO8zAmquJd6zl2NAzRux4CCDMRg2YOtUhQsu92BMsBLi8qdIqDRa20royuxtd/8e7j4ravUbdTNp62U8Twf2qWrvVGIr+ViHgb13qeoBMbHuPdF8E5Hh2DpzaO1ejhJzgfjPMWDsvDyw18eYEt/Cvrf3Af8HXDUIYEU5NgYiYOY4jAWyEPgo8GxfAf9hfJaHgYwROFOL6c38AHgwCgpF5OdYB6Abenn/DcAdqnrbAD/Td5/TW0ekM7CxvgMb491FeTPYeL8EG8v/C3wKAzq/jIm5zsfKcj+DsSRvw1gg07GyxVOwhEQFtg/sBda00rS6TKsmgSYmyLRzNocvrcy75hQGLlwppm02HWNFlGPAxEpsHPwOWJWvWTRA+xxx2+cjMvd8p2DrSsQAnYaVR5/GYQI1kd235NqlGLjFBXOuq8OAw4jNu+6+Jdd2Bw2/h3XvukZVfy0iF2CMn+9h69vmxrBeVmcWTxiTmCJt2sTqQRARLhKT4GrXFhRld2j+eQHFjvHuU0IFCVLknJ/uLD9GC7F53YEBf0OAlKIsDh7IFFC4I03HaOI1PErIKQawL8bG9SzgCawkfTzmdwwvl+pKwfMEkVoZtWezvrQeG2cnus/MYXvLDGw8F4jIOmKf7BlVzcz3Lh+NAasPPRD+8cgzrn+3fu11D9QAv1b0kvEyRdq1ld1xoidyJFqBlgwd38Q2ro3YIP5PYJ+iczGa48yJ3vTicd5UGnQXy4PHXJte6QRGBGGEP4EJyRPw8CmTKjSXpVH38WK4lA5tpUNbKZFyBCGnWZrD3lnjSVLiiUdOQ5JWxpkfmIXE4X8XFKOAIknTEd1exLgBy4I1YjWlLdgmVYtlEPLPHS0OfdkRs2cOZumwvVNktuz44oNp5x4TVn1disafZNG0kpwilH/USp+8KsESH9oJwHTQxuMZA/NauzWuyXZd/Hm+5WE2ti3jtJK3IuIzNjWVteklXTRVAFClQ9tYlnmElrD//b4iWYMCCS+FlFTxVOsfyJC2Lk00UqIVeCLkyNEWtLI7a40QdmTWM67wBBSlITc4QsWKsrz5AWr8UUxPzSMhSUIvJK0dbNaXGOqNcOWJHuXSn+buwG04Y9EgAN8n1JCcZnQas8TDp5xqFvNARH9uxBy8NDbP2rEAJ5ojFQe9vbg1Zmq0THL6Vh7DZDTr9UB0jmZsHhdgWb98yxLXeB8PVrK1RB/MP2Yr6Ohm14EqRWHbUIYXA9Qy0iugmDRt52CZwncSZ9HbsKxux4vhko+f6J0OCu20UE5V57xMkio+Vc4vWaT3/hVzzn0MEGjFHM7rsUzXqtdC9HcwTET+EbunszSvLayIfANbTxVzvO4hZgt1mqpuEJEzMGcyKoX6q3PybwNOF5FrBhu4cpnVs7BuTCdhgcakgZQqichpGEAzAyfseRSAI9dhJQO/FZF/GIySjNfaVDUrIjdhwfm/YILCV7o/L8FKoSar6jpX4vQnjGXyQwxAebuIfBwDOdKYzkUrse/3HsynGYEFWE8Ss2dqseCrg7jEKYWtAQewNScCaiBO+qSxeT7K/b4dywB77hydeh95dtC23O46f4cxSj7jfvcuumrdXIx1wcpwjJmIzMdAt9uA97nvUrASwutxrbaxNXMRcJ1q14V8gJ9TigEUETAzDQOTF2LP9ZnBfH5Ou+VsbO2/BNuvFmC+9OLua76IvAMDP07qBcz7MpaM/LI7NontrwdrTz0ME9btDsKsxhKuV2BJgR5rl5s3SzHw6seYyO133O8uxb6Lz2KtxhuxOfFed29ZrMzwBfe+O1S1c9zP96/wVMM5T+m9v+qg7d2ujDECZCYRl1Y9jysxA7YcKWAvIm/CxN1PHaSy4dOJtVfuxvSvml3Z5mEzanqz+5Zcuxs4aDmwWy8/ADwsIverdRb8tYjchzFtpgElO3IbFu/IbTgJW8OOyGr80ZyYMsxrVebJziQqQJo29obbqfVGsyvY3B2kEUDySuU9jM0KNn4exMrmfgcUp+kYh40JDwO8I1ZRDTZGI5KAYsC2YsD+t4A/C3JiG81Pl1C2vVyqL9NQlwNRe/rRxFpIs7GxOB4DcqZg4J4WSGHz6by5xMPLeuI9j5XB/91eYXvdAzWB5ko8PDH1mU58ISotaMUm0zCs3r4ec1h+h02Y2cBd2KBOjfemIuJRRS2lVNLMflpolBeDJbkh3jDZHmwMT0qemfQczmFIq1JIMbtlK/scY7tVm1jUcTclXjn1QY91ToHciuBJmehNT+zXPRygR1dCj17KLWZ751Ah1TTpfpaED0W/jsqVatwL4g4NnZ9H7ISJ+1kAnatOKu/4VwykAVjT/BTtQTOqAbM+fxyJwmN7CBee5tP+gNL+WEjmKciuVgpmCWQ9xAcNlEKvpBNOy5EdsOhZW9hERtMkUVqC/V1Amn3hTtZknqXMq2JzbhUdA4yx9nRsZkLJLHypYFPbMlqJAaPV4VL2yS46tL2LUDbA+o6lbM+8RDZMk+u3uOrQrD7Yzu7cFir8oazJLO3sWJUO26mRkSRJsT5YcaQf0wlAZkiDhmguZA8vExJIfIiCrR0RGroRcybLiGn//VkWW5uLCijK5ciyU7doNcMElL26QzEHcGq3cyawzf1cd609hPgqqA46aJM0HdH6UIc5z+WAZEgXt9JEsZYhCGfIm9nNtqte0MUvYFoZVVg9fhHGojijXnduXRw8ONzHK2+h6WnxvMk1jBgaDbcWbZpADPg+BLxXB6Hzz9FgIvJljMV0pqpuyft9JSbwmcEc+TlYQNBrC25Xx/8ZEXkUK+G5Hgu257mfS8RaeB8SLayPa05goNuXMJbUD4DLBuK4O0f/XzCn8HrgHUeLTpDTXvggNge+g5WI/C3YDcACEbkWCxK/D+BKoe7EgsZ/d8feiDGwvi8id2CB/hxVXez0buZi69Jk9/MMTL9iAlaycAuxNtQojFGTc68IqMlhQG2tOy4q1YwYNmlsLaohXhSzxAFd1Kkq387ByiV6mJh464VYGUMJJqJcgGXOT8o79FLMNztmzJWEXo/dy9UR+OKA0O+S12obe35/wQSXf3YI5z+dGJiZgTFBFmIB+6DrfLnyqXy9mVUYOHOOqh5MSH4s1iL6YiDtSqMiwOVNGAjyKPCkY40NxcZndxDmmbx/7+xNI0VE3gs8p6q9jUXm+1fMHs/Umn3s3NTE/p9h4/d4TB9tMsZei/zlNMaUWYGtpQu0W1tkESkXE4qPwJjp7hViwfnPsXn478DqV2JNdYyzm4H3D2K53DVYnFSGrVMnYL4JHEHp05GYqq4UkR9h4rlvVrNtIvJW4rLCQuLudzUcga5mrTfKyvAx0CYfqAFYkX2st7cBMDs1n0qpYX+4h2ezXXDXJFa+dT4Wb+WwMViFMWRCDLCtxspTR2Ig1iRsnah35zgFG7Ns0FW6gVU2VpX3itwaYu3WcxgwuAnzVTrNgcXDMdbzecWUvVngOE88n1jX7O/2CtuxHeUeoYnI1DpGnzZNTgFVSigLMRHLKuB2DBH/OLYQr8EWoylY0DEbm9xR+0n2617KqSYgRxvNnZ+zSzcndgWbqZShVpQahISiHMjuplyqEaSHZkebNtEW9BBe7RT0a6LBWxYOnOGbJEWFDMETjwqvhnMKr6Il3M+zHQ9Kt/Zx+ZZf4hQJiUI8biKAJoeJnu3DJnQSc+T6EwE7ZAsJ2Ny2HL/A58wRJ/X/hqPYshtCsutDsptC6AAtgNwOpWAW+NWCpARNK+nw8PbskIAnW/5EiVfZKzNrb7iNoamRTPRP4qWOZxjiDSOjHQftepTVNI/X34Tg9RBfU5TdvbSdTlHIjMIzSZDk+fTj5Aa5okVRXsguojv+k6GDF8KnKZchtHPI1RjdBXk7AchNvLi3nKrSkKBoPatI085LLNNyqtjC2ihYORwKjxKL8oWjmSSTmZ4ICXmGh4Mn9e7dIcHIHFmh5ya5CwucIpCGKqlluIxlp25hv+5hijeb4TLWNyrt/UEbLT7msBQAMpIJYaXUeC/o4nAYY7Kj5bgCX3zKtPJqbBNPYALBWXet+zA9iPNbaYzac5/2fPiklFLBDJlHQG7XDjaOxyjLT2NlC8c8SOMcmK9j7IUzVbV7C9IlxPpgV2HB0TX9nVdV/9StFOoDqvoJp3/zkIh8UVVvOOhJ+r7mUkyI9XNYO9ZvAHf3xzxx93ouBtCMxDqT/O5oZC44gc23Y22716vqr17razpSU+tudADrzvQIUCYidWpi0wuw0qcIqHkMqBWRqRhd/TxiHZuHsAxoE5YpjRh/D2FsvGmqGoh1BomC5N3E61K0DgbuvXXEGjX5/kF+K2+Iy6WS2Hp6e/79OeDwjfQ9Py7DgIV3Av/rAKoLMRbeVneOUneOdx/8aR49JiIzMWBtFdZ2u0FMjPvbWIB1LXmttkXk+9ga/NmDnLMQKzmJgJmTMTbGQne+p14J5puY+HFU0jTbfd4C4JOquqfbsSXYOpLPfBmNJQLaseRnJRbkb8OCzvMwIOBhYhBmlx5Gdzy3nn0GW/962BneRcOLKH18vExNjOG40x/TO9NKWI6tgWcQM1n/FfhBfimrG8uTRWQeMSBzIrY3v0isJXM7FiTvFZH7gbWHu64PxBz76FZM66pXcOow7TziOGExNjYjQfcRGHj1Wth3sY6D1+CExx0b6bdious/w8ZYgrjT3WF1JdkarKEuMdb+nRt4SX8BRVTKUDzxqPJqSVGgGWPWBMQxlk8cQyXcdbZhsek8zBd7DluHyzEB6buwlu9VmMbfXcCHsfV6KwbmnIRp/yAiGQzwXOWOvTEa0+6Z7XCvu+Z7l38eKwE8H/MH/m6vgr3ugJr5/hUlwEOhhicPZ1wiSVJQtfII69I02h2aX0aQwyjDOVwQhaHI5cRiTqnngoWtZVKdatOmjoDc97HB/c9YFmhno+6beUD3UhnWsD58PtwRbvRqZaS2aKO05gE7B7GDifXmi/n1OC5LhgbdxRCGo0mfhCQo9aoY4o9gTzcEOM8GijIniGlzkRW7n5H+Tf7ik698flhWPbmaXEeOVGmq/4OPQsttDdn7YUv0+GOExGSPxHChaL498pJLPFRCNt61hXUrliEIKQpJ01PbS/AoppQ2mhGEUYnjEZQtuZcIyNEU9mBcAXB8wRxqE2NRlBItpZRKBGFF9jHqw4MnQvJBmoSkGFY4kZZcAweyPZmpY5JTqPBqEITjUrNYlj4Yw33wrJBiTk1eCMB4ncpT2bv7eUcXE7qujyG2OQ5pp7Xmae4HCz52AmN3skV2soUEKcbKFGnQ3TTTALGmU3fAMl9ILspCFxBTcWUE43CCg1pNrWxjw8herrMdczCG5V+rT8I7yXsTvvgM03E8HdzLSBmPiEeoAWVS5bfFUiJSThXHyUzPw6dShnrP6aMFI5mIqLBN16exzjB/wADZ4zCAZyxWUx2VTZZigeTLLTS+70m9WzAnYiiWhczRe9nDMWXO0f83jK1wpnbrziTWOnYSdr/XYwHTAaxuvF9T1U3O0f8usExMVPj3IrIcuM2VSX16oFlXl0n9R4z58zBwhar2W5jv7vPNmENWhQWQNx9OcPRqmqrWS9y2e5OqPtTvm45+uwHLhC+UWFD4Huz7vFlEalV1jwNabibWNKnCgI5/xgCZn2F+SSXGbLkQm6MeFlCC6SmNxcCcZ+mUue/8CXRSKfOBmmjNjLrXRTo2Re74CPju3plrFlbW0VeG4L0Ym+a/866xe9nT+VgpzVHfbtbpenwBY7R9DgNrhovIL7Dg8vvAezRPyFNEPoLNxbn588/pmZxCDMzMwQCBhRir7BXp5OLWhpOJwZnhWJD3S3dfQ7Gg8uOO/RK9RmLjoTsLZiwGHn8UCyb3OEAugY3x76nqNwfp8k/Hxv89jpk1B0tAzAOOL6J0yGlygfjigyZIkrohQ8da7LupxubSAizwndNNR+YN2PyKAJnfup8bDlLa+88YY+63r2D56HcxcOlbg3VCMX2jEdhcb1TVjIhMI9aIGoExj15166MEKvrbTgfmX4FJWGzDgLQsFqvl+2p9NYPotKawgYfb/3DI15gjS6s2UUI5jbqPDOl8fdQ05iudQE/fsRiLR8HW2jnEibPJGAj5ZWwM/ju2f7djybaotfzXMb/tMuAdGHBzFrYf/EREFItxX8YSbDcBj7gx3L3E/u/2CtvrDqjBRNqmeeIlJzGdp/W+jjpGJVJaKOtYqRgimcICnyexTfD3wGnV1M6awRkE5GQJD5e30xoBDklgi6I1TbpvIeYcfQWbCMPc+eoUZVnwKMQOS3qnbikYIsMYKRPZGW4mjJVl9wFPYcHAo9jmdQExOATmBBXSR6lTd1sWPo5PgqnhXGrEysebw4YjBk36sXw0OLLun9XvYtjdhkwZgpc4dkWEczutW5G2Q7hXGX53V8BJPKHs0iSFoSIrhLmpt1IkJewOXmZlLu6mKAinJS6kiBJa9ADNXhOjfMPLhnnjWJzpO3mS1XQn4JKkwDReNKBEKqg/BMbqnKqLKU1UAbC4YQFNua7+dps2do7rlvDV86NN4E1JSJLi/quOoqxxFFx0/5tiTmZkUQeIcfkHvjFxMb6rOFqee4x6duQLvqUxPZbbsMAr0paJgpnovB4QbGGNP1XnSEBW6tmZccdE19Kp5g8wlBGMkcm6XTfKbrbuUXRYhAV54jPDn0eIuskoPbpghZ3YqRIS0k7Lhsf1ztEefipHthxbAwFmYuuXYsHXOCfseSvWJW82JvTX4a4tclpfxNaqI1eRfg3NBSj/iTn1Z6vqvm5/L8C0XhoxoOZaLGj64aHoCzi2yudE5BHgDhH5d4yyPQfLED7pSqH6FPx1rIovYAHGjZguwYYB3KOH6Ul8DRuf/wrcdixpCKnqWhH5B+CPYuLCL77W13SEdiPwL445shQH1DgG0f1YoPmbvGP/hH1/9wAXiMgkVV0vIlsw7YEcBsiABa45YISIFGMZ5rlY0HkPcXLKx9YwDzopiiFxB5KIVVOJBQZlxLT9pPt7qKrdqcLn0oc+jVjXtBnY2vG0K2EowwKKT+QdeikWPB/V5sp7bsCexWxsnfg2BlD8Cmu1vb/be87GAux5QLMri4qAmbmYz7oQWx8e7+X5DsZ1CwZMvA0rTTod+253Ymv9Pmz9/wfMV80HYZZiHcqi/zfkr4ViotDvB07Wnh3bvo0xCP51EO6hCGPE/BTzR+uxsYq7/q1AazstLU3se7SK2jnN7L81Q8cp2Hp4DwZ2/CPwC2w+RIDMExgI+sKhAmOqulREnnLn/e4R3mYPc+vg24FZ/bEnD9EuxeZ9AkvQgAELP3X/fk1KnyLrrQQq728K/EFEHsb262GY/1fpXvldk3p0zi2gmJH+RA7oXhrCgTcZLKCYE5OnA1DolZOUFC3axJLM/T0PtXUvsihmjASu833UyBeMOvUp8GPBe+mN/sV/zpFd8nRw34dCglHufXMwptMvgOtV9cboRG6eT8A00c7DknLvw7EdRSSH+XcvYSXGN+SXfP/dXhl7PQI1y0QkdNmKB7NkvrOEhSdjG8KfsZra3Ri9652Yk/FhYNd4poS++AlRkTpGh5t5Kb+97hgMkT0X8GtlNBP8E0p2hVvYHHbxEZuJW/EWVMswZibfBEBVWMuq3KLouCpsQwSr34aeTBTN+5kl7sqQoKeorwK5gFzDqvQTzVVeXVWbNhV0aFuKOAOWf/6+2DuvhPWHuPQQKK6bWXdM69MUzPIoPNsn83xI5Wd7SIl0Wu2MWkqlkgIpxhOfOn9sF6CmgCKKKcUTn3KGOLUUaz5YLkMOeg1r00tp12YCzXEgt4cTk/NIazvbg35jOQBGF0xlSsnp4Pt44pELs5QkKnoANTtyG51WTor2oIUEyUPWqSmRcgMQDsEH2q97qQ93UOXVsSHXq7RHNOajAONgwnLdsxo9xqzg4ZNERFBVpsocHtMFUQnVE9jaMh7LeETZG45jBqOYSD07eZ5F0Tj3d7GV3WxXtXaMBcStG7vMBQ+fE2UunvhSyVAadM+wLGnWhc9znH8ynngUUExGOyjUIjaEq3Dljp2snhYONL2gzxRVyJDUNtPDnRgSRsLdHpah+TbmzI7DHAYvL4Od301mvPt7EZZR/H9Y7XMJ8EUR+Tftu7vLUWsOwPgZlj09t4/sfbSAl2PO/Uws+/XHw/lMVV3gmDS3YKUv78cygZ8GnhaRD6rqXXnXKO64L2KB4H8Dk7sDSn3cn49l176G7U/fwvQWjklRXlV9VES+SNy2e0+/bzpKTVV3i8iTWAZ0KcYyiWwBNiYioGY5FjzPxQCbuVhQ9QPMub4I8y+i0qUrsNLJEqy0eyMGyEzAfKEi6GwikHX/biFmBBYTAzlNmOZDG7HWTcSu8TFgorudg4Gfvdm7MGD7/cB/ud+9DXg0GtOOdfEWjmIqvpuX78Lu89+xe/kYsf7MzPysf977jsPWjtuwtvdnYKzGhdjcvqI7sHMY1+YRd0bqXpI0DsvSD8X2gXZsD3gA0yLpzoxpOhRAWkSGYrpCV3cHaUTkUkw4+5ABBgdonomNi1OxNbiceM97HAMX7nL38y8Y0PRTYOWz+sgZKKXu9yEmPpzCpBHuxQCanYdyr/3Y14AnROQXR/p95puITMHGyQU6AJH4Q7T3YGBXHfA7t3+8AUvKwGsM1DjrUQKVb25P+AcxEeufYN/zLGysRwFG5OtFiTxmp86jSEpRQp7O3NOjuUdfNjFxApUSyfcJnpegTKvw8DqbpORbIcVkyRCQi/yrCKQ5WIJdCihibuKiKQmSU5Ka0qnenA2rwqffgJWmfREDoz4IfFREvgn8VFXTbjxvwBJM13ae0ErnzsPm4ykYA2cecJ0tbbRje8iz2J5zh/69tfeg2bEb6R6mPRDc8vJ8/4rJIjK2gKJnUeZitaq3Yk7QFzG611cwRPOH2Kb6NMgPVPUzgnj72RtpSTRhC9N/4LoaCDJiun/69zzxpNgrZU+4NV+zJkrtJwCKpFgB8fAplnwN317Bi+6TUvJ+dq8BygdzAsxxKwYSilY0hLsCzJmKWmlGCuIpd21RJizKnucf4+X9PmLz9AnqCML05DyqvFrWZp9jZ9hnErjvU3SzodOGHuo5jsiCPUp6aUjBLA+/7sjxK/GF6q/1X7ZVPqqcVq+RDm2hmHJ2Bl21SDtoY5/uokZGslM3syG7irmpi0iQ7BdwCQnYkolBxKcydx3k6K5W7FcwpehUaDWmbpDwafVa2N3R+3dbH2znVH8+xX4ZObI8GdyTzx7r08b5U6j1xlDmV4PAivSj/ZZlxaY8nwdqdbMoSzIQWlZvDBvJ+xkCgRIm2sImKfbKQTUCQ1Zim+IcbF1JYvXAxUAoiDeaSSIiDNFhFFGi7bSmsQxyBNJArPQffWan06CEBASICur+B7BV11OpNVRSw9pgObv1ZXx88jSpZCzHUcEQ2cALFXvYxp4YP4k27Aos8FqA1TTXYmU8Qlch48iRuAej80cfMkdVHxeRDoza3go8L9bJ5vpjBbBxweBvMED+AlXtUasqIpG46S5MP+EuEfkt8BM9gha3qrpFTMT3O1jN+VWq+iMRWQLcIiZSeR0WwH4RC0h+AFw+EGfJ3duVGKDWiHUxvGcQg5DXzFT1tyIyGSstOOcYdx5vwJgXH8aC9sjuAX4mIiWq2qqqKiI3YuVPX8WSTpcRAzUXYwmjqdg8n4WBP6dgXVE2YPv7CIxpUEyslRCVQEUlGpGYcATU7MPWi2hxT9DVR4iERoFOTZVTMW0duv1NMEDqX7Gx/Rf3p3fRtXXz6cBWVe2zhvu1NDFx3Z9hpTEXYs94NQaona2qL+QdG5WgnY0B+xdgYFkOCzTfp6q91zL3/tkJjC1wsM5Iw7F5H4EtBzAgbwIG1CzGNFVu617meSTmvt/fAH9Q1fu6/W0CVkZ1SX/3KyY2fT72bOdgiYISbEzuwsbc7Rib9b3Y3vpNDET/CgbmNGLj/IPYs67D5tXlwLIjWb8HYqq6RkQWYAmRrw7GOR3z7E/AP6nqc4Nxzm52GvE68DD23PeoarMbdzX006XplbaDlUB1O+52MSH/H2FleAcwdlB+jBx17EwnJVXoiUegIYmePRv6tFZtJnA9Wdq1lVKtYmtuba8gzUT/RMYlphESsCh9Nx20QteYjzKqmOzP4IDWszGMK0prvJH4JFznWF9ympmErd17sKThSmwfOBkr4/6aWPfKP/QGirrx/1e6lbI5oPXd2ByahiWn3un+FmLx8UYMGP0dJuB9zPsVr7bJ6/mZiciZ2AK+CXMsfouJMJVjVM23qOp0Efkp9qw+PlzGXNPA3h9l6Iiy8eswSnkoIsOwDMkH3pi4pDxJgQD6eO7OXJZ0jq6lCwKIh8fUxKkUS5nWB9sZKROkXnewOnw2KsVoxxygfMG+/A4KfVkEsnhm84z4AAAgAElEQVTEgqj5oEs+Y+Zw2DO9sXvymS+d56vy6jgpeRYJSZLTDA+nb81/bw+2zEDs3Y+8m2TxwBfIQzUNlJbbA7QZSt7hsfc9OcIOkAIY9uckKNR/NkvmRaX8Yz5lV/WNeWbWhGRfDCk828evPLRbDdIBt771VtKNaRKkKKKEKf4c2mjmxWBx5wJfJTUMk3Hs1M0c0L34JDiISPQR26mVb6MiVwHZLHgeiBBojqc6/kLCL6DIL2dvektnaZXgca7/TmObELIodz+tvSZXYxvqjeDExDx8fHuf57Elt5q12WeP9PLzx9xAxl+WONDIufc0YtmkcZjjlwE8D3/ZyXLWtCTJ0uf1qagrVjM296OAJUc8J/fP4ZyKUsq9LFkWca/byGPzSVDHKG2mUZrZn8s7T6eVUE4to6hnB80cGNCcqqKGGZyBj087reFT3JsmLsHaiQUSozAGybswJlCkgVACjFVVH0BE7sI26xOxrEobBvLcpaoXi8heYImqXiQitRig8CGs9vmoBmxcNulG7H7e3puOgMsmtmG04BpMoyaNBQkTBitLKta54tdYAuF7GHB0n/u5AnO6/jKQDLS7r/diGgnbMQbNQ39rjpQLCG/C5sxVxypDyIEa27EAczlwgjphbrGOTj9R1Tvc/ydg2gIjMZD1LGyMpLHg6QAGIO9zx1yLjYP/wvyghUBSVStFZD/mcI/EHH0f6x5zDbY2JrE1MIkF9Xsw8KUWWxebMEYGmLZSxIyJyl6uV9XTernfk7BA82agQFW/4NaOtcBIVevAICI/wFoCf+PQn+rg2nzv8lEYaJAB7n5QbzsJ0/G6A3um38Sex1dU9Qk3NqcRlzKdie0rj2CB8GJV/UhvnyWmTzOCg4Mwte583Zkv+a8dGGgX6c2MxJgmC4AHouc82OYCw/cBZ2ieMLkb509hwtH/1e09QzCtngswgHEstmfl3H2sxJ7zX7DSvhTG8piOBaWfwtp1l2F75D7s+3kCY3Z9CAsov/NqM/BcmV+XeX0E5xKMhdmkqh8ajOvrdv4JWOyTxcoZi0XkbcCHVPWtIjISWKqqwwf7sw/HRORrGAPkzf3tbyJyCa6MDTjHJ+mfyrkUUsxaVrCNDVRKTTgxcaLsC3fK5qB7Va1wXHIWpV4FazJLae3WPKPWGw0oe8LY5RmWmMC0otNpDRtZ0novAVnmpS6l2Csjp1lWZ5/pNcF9RuJiiqWUnGZZETxOg+7OArkSyotOSZyPh0+j1rM8eKw7iz3yEQ9gMWYttj/uB65R1QXz/SuKgPQDwS2HymbzsLn2XkzgfQI23/KZSfXE4sU3Hwr4/Hq01x2jJjIROQ+jk4aY4xLV4v0btkH9BLhJRE7BqHNTReQazEEO3OtmLFsxVKxN6zVYZipcnLs/rPNGZ/aHew9kSddijgx07SRDSMiq3KIMsOs8//JRIp4MZxxbWZ9robEJC/J8bCOK6mmFGMBRLEAox1oErsGonJENxVobpjGHHuKg0+vlFQFAybxXKu9V7q6jEFukc3nn9OnKrhGAttCSzznN0mzxSn4QeVj0lFdan6btLyFNPw8ghNz2kLAFCEAD05XJrley6xRy0PyboE+gJrczpP7jaTSExO056n5f2Otx3a1jSUDDv2TwhkBBoog0aXJkmOKfRYU3hFKtYJ/sYqduwifBSf5Z+JJguI7jkdyfXlGQBkzfhqSPZm3xj77EimQt06vORVXZn93Fs/uNpaOEZCRDAQWAxxB/GK3BwLs/KUqWNNtz6/s/uKuF2LwowALt7qBkX2yZyNqx+VWCUc53YBvPaGwu1GPO8lbgmyHBhqX60BAMAI4oU90FcjysFefNwHuXsvCsOZxNCRWcwrk8zQMo2qlFM5MzKKdKABbzUCKPndd5ra00ZTbxYipFAVO9U8jQwYZwVY/OXABTvNmMlAkc0HoktGebI+thm3bo7nUPtqFGX9J5mGM2G3N0Q8ATkaTLtkQTchXx+qHAyc7xrsJESyO68ZfFdFe+yFHMsBHTnLkVe86Xat8CvvcRB6y3qAkCfxvroDBoVHbH0pmD7V0fwtbiRzA9tfOBff0BEe6ersaSCuswx6zvHqLHuDmGydWYmO63MObQMWeq2iEif8Qc4EinJqJBLsBYJ3e4YzeKyAaMlXE7BqC+RVVvEBMjPhkbq49hIOxybI2cjmVAy4GEC/giLY8o0ZOATlV7pauu1z5McDUqIw2xtSQCarq0f8WC477U5d+DAaRXu/sA00C5Kw+kEQxcuLyPc7xqNt+7/FvYehaoqipaOIJxTTvY/E2M0XQe8Zw7W0Q+jQFozRi4cDvwKVXdISL/ja29t4i1ku5ekjSKuDVvPujyMgZy5Len7sEGcSDPmRhL8hLMP1yA6aQ8pa+wHpVYx6uvY+LI3bvH/Rh7Rn8UkQ9jz+0kbM8tdNe6DQOmf4KBMtvc3yNR3+vcz4nYeF6JjcnV2Hgeg937A5jW0W8xtsAsHbzW1YdkqrpVRP4XK7f6RH/H92Ofxe79jCO+sN7t3cQs/Ugk/wS6dnx6rcue8i0qgbqauES0L3sEu7/rgJaZnFFeRImICBN1GtvYwAHd6z2bfQhiza7OrHGdP5ZRycn4JDix4I0s6ujKVN8T9iT1HFc4m4QkKfEqGJ6YwNDkCHKaQzUkR5Z9Ye+4XVbThBQhCFnNhECyTsYEObLpx3N3ppIkpZ3WDqyk+UTMR5iFre8Qa/JEvmQVcMdYOT47WWb4IrJtvn/FyQ8Et/RbOh2Z8z+WuleniXV7u5RYvPhN7np+LLF48TYswXAL8KAe5Y0LXi17XQE1873LBSh9UG87B+tgEgENgjm9jzunLoHRt87ABsyXsA3s05jjkcU23grgf7DF/8/AMxiN9IkMHRdtDdeFGIUyPziMnnmADcpqrCTgXa20LC3SEg8kyJB+DqsXH++uscH9PIBNqui9VZguwhMYGhqBJRFVuQrLQPzBfY7fyzH9/b8UyxCPdNe9FsvshX0cn8j/d5q25NOZvxaVSVXp3nBbjbv/fEHU6P/53XEOKjB8MKCm8b8ztN4eUHimT9XXk47+d2gWpjW+olAouRxa/hAiSQgalMQE6bzT5JS+z9/ZFTsDwd6BJ6qbfp5FmyBoh9rCUTRhchjttFCqFQAMTYygjGo2Z18gHxuTbtjD2OQ0JheeTDpoZWn7/b3qvFR7w6jwa9iR20B6AI0HVjY9zPjimWSlg8b0XkYmxrM72Epp4VDTavF8qpLDurynTVpIecUoIblcTyaxh0+JVNCqBwgJqQ93sC63nHKvmk3BC7T1rDaBgzNiItZbXb83FFvEPIu6lEXAaoCBuZOIS/88zCHZjjnVX8aA22p6NAsHYlBTMC2rC+w/omVUISIUagmFFNNOa+eaUUQJviTIaZZCivPLKKOyKw8HCr3Bm0WNjBQlpENa2dZNO9bDZ6RMQEQop5r1PL8xQWLCNjbizrHT3WNE/61wbz0Nc2bBNtQoEKvAHF8fOoPiwJ0ropBPxcCuLh2fjnbARkxY9U9YIPXuXgKK6Lh52Pf5NMZ2+IB770ewsozBvKYpmEDwZIwJWgL8yJWXXQTcLiLfpRfxYjExzQ9j43QFxi5ZxOvAHMjxNkzXZ72q/u9rfU2HaTdgDIDbMdA0H6j5uogk8pzbqPzpsxhT5u3u/Q9ifspoINJZiropzVDVNhFpwtaxCAwYQcyijdpt434XJZ4U80HGYOtDtMc3Eq/T3ZH2c+ilTbLzwd6FMX1e1lgM+l107VwzFVtrlvd8VK+ezfcuvwgr+SwEELF9+A16UmUj+/5fK833YGvr/2B7w7MYGPFdLNgdhd3bl0VkovvdFgzM2IbtMWvp2p5696EAKiJSifmCl2J7zxps3FwIrH61mHQuYPsD8Fk1gWvBxswlGKN9OjZeonbdL2PP69+wcqR2DBSIui1d5X62Y9oxz2M6Mt8DXnJzvxIbe0mMMfNTrNxzLZZAOFdVu3cjey3seuAlEfmBDkD4vTdzZbL/BJx2kMTCkdpl2JicjCWcwJhhUWvNowqocSVQVwMPibXnbsD8nMmYXzcTi7fGYnM4coJLCigUcbqDLTSG2HpWia1nkdB6B84Py2oawZjjGU0zEGvI7aQuORaA6sQwahJjAOXlzBrWpPtu0LgseJSR3gSadT/N7PcmetMZ4x1fKAgvBIvZrS+ru59biJPzUel8fmK9S3J9jByXdPdco+i5WLLqiMyB6zeR163Pzf0JWPLhPOB4DKD/gPt7JF68DgNVbwTWnyfvPB8D3JYBFz8Q/vFvigXc3V43QM187/ICrGvAjCmcLKt5LovVrF6PBRA+UO4o7OdhGfKrsMX/LZhDUYBljL4EvL+KmneNYFyqkYZbt7Hh7ZijvgLbcH2cWGg3i7qlrMZqwtuwzWLpM8ED2SEyrLhJG/wMHZOxzXgTBtYMwTb6Jmxg17jr3o59jzOJhYTzX+OwyTfDvfJBlN5e+cyYQvdKYEFXVLLxBmxRy5/k+ZM9YgNE/6ZNm2jTpk6WAD3LniINnMi8vPdHx3Q6JarqdwckADSttNwUgEL7wwHlH06QGHHoQE3p232CvYo2QfknEjT+JAchaCu03BpQ9ZUkXgkEGci+qOQaQvwyQZJdPys5VSh5h0/HMyEVHzfQPWyHpp9A2AgV/wh+LzBCwRyf3KYcqtCSiBPym1mL56UQhNrEOPdbYXnuMUZ449kRbuzBpjm+cDYiHkV+ObNS5/JEumtzjBKp4KTCcxA8RiQm8mT7HQBMTM1geHIi27Pr2JRZ2eU9WU2ztjXeQBoytic3dxxgXMkMEhSwqXVZl/c8n32csYlpdGgrO7pp7QjC3MK3UijFtGkzizruBpSt4dqoJVFfX2L+mMtg2dsCbCwdTE05fyxGSvpt7t/3YsHJZAz1X4EFNsPceR/A5uzV2KbiY7Xuk+kKWEafE3U9ieZR/t/CkHDDXnYMqWXkkAPU0261yCRJMYbJuputVOswaaSeBiv5zi8d7IJYhgQKKkBUQrUcc6B8wAsJaNR9lFFJB+1sZX0yj3VTlXeNFdimWeE+bzzmLEell9FcjKj1kYB5ZJGwaAEGYih9tOY+GgEbMTHKKFN7dV+ZHedo3IeNu9lYSUPGsS8Xqeq6QbgWwSjEX8RKSiKB4HoHzvxRRH6M7WWnYuKjp4vINara5O7lYxjA8zTGDDri+sFjzVR1rysde1RENqvqwtf6mg7DnsbmfRN52XJVfVlEtmLAYMSOuhXTd/kIFozOd2DdQxhg14oFK2BBchPGDi7DgtpTMQBhuztvBFRG7WMhBooj0LgBy9ZGGeYksQBxTru2li7F/JanernPczAf7EKcCKgrt5iEAU2RXQLceRSU632WXv098UYwrnIdK8/H1sAS7PlNxZ5TBLosx0C34RgQNVNVD5k+2uPTRSIA5FJiLaAFGEgy8HY1g2RuLfs/DPx+l4h8BwvqI5ZWCnsOt2D7bA0xIPN2DLiqwcpvo45LtwEreyufEBFfrLX59e5Xx2Hz5llszb7iaAKr3Zr+I6xE7t2H+n4RGY4BJx/Qg3QEPBJzIOo0DEADA8/AwLPvuX+/5kCNY/JOxPyy4zEWR4AxrKKqBLAYpwUDRu/BxtV6TKtrA+gb09pxYxvNyWU88QxWQrUNS0KliGOlAEg3hDuTq9JPeMVeOVuzawd0ras6nmB7di3tYQuTkyehQQAeZPpJmmZJszlc3fn/EqnAVx9VZbRMYre+fDcmJv81jHUbJSHDbv/2Mdbi5cCpO9lSPkaPIyBX9LTed7OI/BvGOPs9VsI+KIw7t25vwMD6b0S/d6zfMzEw9TRsDZiLEziOlnsRGYEBuP80GNdztNrrBqjBNsbjRERG6HhW81wSG5SXEQ/Y6BXVvF6LORmnYAO5A2OX3OzhN57EvCJPfKnVUe/axcuaI3sBvQRPeabYglCKDT7cvy8DwoAce3RbO/a9DHGvgBjEGO3eE2JBY20v157/CjEWTAbLjLW4+0oTiwVn81454pbDE7DNdDlW8pHPBoCe5VMRAFSIZYOiV6F7ngXYohaVB+SfayCBOOQBOZrTnn14sE9ITBCCHYqUgj/ksCqrkJRQ+alYA6dgjtDuCNoFsz1UlXC/IE4xZN8nQoLdQukHhPL3x1+/iFDxyRQVn4T0CmXvh3KQELKbPSQQGhWqv93z88s/mqBonk9YHND4SaPlePicUvYWfBLWRDmTJsK7GnQXDUHsdwkeghAS0BY2U+wZ0zHoJd5MSgHkAiQMKPSMKFHqVTE+NR1fEkxMzWBP7mVaw0YEjxSFpOl9A2kPmli45//wJEHgGNc+CYbKCJp1P+tyvWvaFUgxRVKCJz4lVJAkRbYzFhhweVwB8Rzpz/KBxahEqQgbs1cRb2Q+tmEoNv/bsA3tYvfve+gpph2VCGTc+SIdB+i55gpQ8TyLlnnqNYSE73CfyUzmdZY8rWclW1ib/x7ceRMYaDQJ8FaHz3a0SUthhrTsNAb3TIzpd0r05qXhw5RQThvNKGHEkouy4kvc/Uaf8TKxDsAq9/sk4BVSFM5k3r/O9y5fEF2zc8SjzgT7sUDvje45HNRrOVoAGzFxyr9iNeof7aeU6Gbs3pZjz+mHrkb7sxg4ciTX4WN7w5ewDN4PsMCiUxBXVe8RkdnuOs7EMlPzsO4yz4nIPZizsxATQe61/dnrxVR1tYhcibVmPVNVewUPj1ZzjLUbsEBptohIHkhxB1b+9Jg7do+ILMKC9FuxNeJcDFiswNa46Zg/MBULTia4f6/F9KimYaB1xDyOaP7R//OZryE250vpCkZHXRK6B9LzMB2L3jaT92KAwhdx2VVsHP+xWynPpbwG3Z7EBILfEL1O58K53ZpBAOCJR7XWPQcrryNPrLc3YElM9PpX2Bw/LJDGrb8ziPVmxmAsh59h+lqH1Dr6SMytg9PcdZyJjath2Hhpwvau+7A9dKO7zsexfe1LGEC3nRiQ+T/3c+NAAkUx/aP/dJ/1PAbO/AUbv58D7jsKAL7e7IfAehGZqaoDZoqJaY7dCvxSVf/a3/FHYKdh83s49l1tcZ89iTgZ86oANe5zx2MA3BSspHMKNu4rMJ8NzDc8QNzQ4SGM2bEBG08H02H6C5bEn48JXN+LAdchtqZV0TXRndsdvNxK0KPk/SCm7A92Uy5DqJVREIR0BK1szhwayWtdsJyh3jA8PMq0kmrqzm9gt4eBVP+relCKzy/dCxEp2s+eDzfScHFA9lRsX/ike4UissU9h5swAsSglii567zfvTpNTKPsCqxcKvp11WB+9tForyeg5iVgm6pO2MuOAKtP/Vkv9PBCjLnyDIYQd2CLzjJsQbgb+NY58vbtWPaoSCD0SVyfIzsauKqUSgS85k5WMYqh903YYhaNsD1YhuUXWJbgPAxMuQvbVE7D6J+FGGU5Qg2jgLK427+7//8d2EJSjjleO/P+VuJe1ZiGRhVdHawACw5Oca98Jkz0ihy0w0NDugI03UuduoM3Gfe7AoAgG+AX9ERqRITaXxWQWR2SnOQhBXYKTSt7P9NOdnVIxWdSlF7Wf8elfCu5IEFqkgcCyQl2mZXX+rT8NiA5yaPjcQGF1luV8vf3fo4D3w4IdgFJhYRCQvAqej9WREidIARZJUibT+KJj4fn2j/Dttw6Qg3YmO0ae1V4NcwpvgCA59ofZFHrnRyfOoUSyliTXdLjs5rDBiR0jzsIKaCoB6ATaI4ESU4veCspCtkZbOKF3NO9XruinSANwEn+WZSJMUUX5e6moxeQp0NbqQ92UJsYzZ7g5XyQJt+yxCK1EbiQL47dm0VBdgQ4jsM2Ldx7V2JU1lmYU7gMC0LejM2JA1jGdxMG6FzsPj/qwkTeuaKM805snNa6/xf3cW3RNdcA54TW4alzPSqkuLNsr1rr8oGaqOVt0v0cg2uTGZAr2qgvRGBwdF2zyZtPitISCzl7ec9IsM13KAbw7MfWqArMwS5x56kGEidyupRQfqmqXjCUYevr2QVdO8Bksaz4LKBVdWA9LF8LwOb85JUpYGZa2980wzvjq8VS1lZCeU5E7j4/eeVzGID1zP3ZP3Q6nyIyDXMa7sCCkbNcIH0Rlq179HCuxZUGXI3tUTuxbk9/6Ss4UdVtInI2loV9DgOI9mAZv48A16rqdw/nWv4WTVUfFpGvAneLte3e+1pf0yHa77B1KiQuvQQDNv4kIl/I82ui8qePYePobU7n6FHM3yjBfKNp7pyTMb9nAwbgTMfGUpa4I2SkmQddmbNRiXa03kWd9SLOaHcO/7n0ok/jmDYXu2u4w7HCxN3HR/KOG45lyg9rnvVnDigdQx4gk/cqwp7bS0Cqnp2pUToBT3r4JC1lUvlzDQ8eODvg5y/A11T1kUO8ziQGhFyKsWdy2Fj4HPDkq6Hz4J7Vye4a5mHPqAb7/hux0oUH3d8/794WMWV+Saz3thcDVf4beKGfALqvaxkPfB/b976E7ct/xJI4/w+4tT8dr9fSVLXFMY2+jbH5B2rfxeKHb74iFxbb+4m7u61ye95krEQxSiKMwNh/R2xubI0lXptmYeNrDOajRX5XChtDW7C5tAyLe9YDm6PSZRE5EQNqPn8o/oSqPiAi07HnPAPzKc90nzcMi9M6E1nEzOOBCVMCKSlEUXzxIDRJgvHJE9id20J9uIMObUXpG1tsp4UmbaDMyZmmaQ/dc/kwcLWIPIQBnvdoL50r8+61HdOK+jF0+iRXYEnM07BY+GPAx4mBm6g0aVFvuliDYc43/K/53uUBlrja7K7hb9peN0DNA+Ef2+d7l58gInUrdXEBtpGdLCKf7IYyvhkTFz4bQ4THYk73WuA9qtoZLc33Lp/fpi1fWcOyOSkKfpimfUsdoxNTZQ4Aq3UpuzrZgZ1lGFF2fS+2yOSwjNF2rGZ4COakfwo6xSiKMQ2dT2LOU9qdJwrYopnbXQy4DAOakhgiCgcPavMtQojzyyygK2UuYu3kgyqRRk0i7/oiECYqq4gi9QS2mE5059rpznO7eyZD3TEVdGs/3rKzherJ1b1euBQIBTO7OkzpZQHZl0K0Axp/ljlkoAYgObErUar4LJ/is3yCA0r6mRANoPDMvt/v10HQAAiUXil4xVB8ycE/M8yEZFpsH8pphlWtjzG6cCrb0i+xI9N7VcXI5ER8sak9Onk8TcE+6hJjEIQZ/tk83n57l+MDcrRpMwUUkSNLhjSq7azoeJQRiQnsyG4g0Cx13lgSmsLzfIb54/oEarpbqZS7jl9ZxvlTSUqKDcHKHpozyzOPQMawCsHjxMI3UeEPZW36uXBXbiNDZJh3YnJeRVbTLMk+5DtWT/5YjsZhVNbUgmXsElhQMBwLGgJsQ4+0Fv6MlSu+FaNf1mKaT5/HxucpGGDwdmJgo4WYLXPAne92zBGdkXcdYGP+r1gZVUR9BwMxRrl/73fHv4A5sO3rWFE3Vef4AJtZk19CBTGg6mFBQ2He/Rfj2nf7JKSG4WEzBzpaae4LMMof2OdjDvVMzNna4+5vGJZFSmMOWlrsbV5IUCh40fWUE4NoCQzwvgyjqh+SvRqAzfnJK8dg6+rHVFUSJEtrvVGCgVHRdzMf+74Lzk9euQxz1KLsbxMG/D2lsSDv54D/ONRsrYjUYev+x9y536OqvZWF9DBVzYnID7F1/k5s3M7C1s3bXdnIZ15BzYJjylT1Ny64uENEzj2Wnosrc1qOjdEIYAYLcH0MdIlSsXdgQW8Hxlq4zJWCRHO8FgP3pmE+TqH793PYejMZW7tCbD4nifW7urOHAywoj/SroiA9Aqy7i3ieg3WS625vw9bfK7AAAyygL8H0+CK7GGNF9KodNVBzQcjx9ARjJmHregTIrMBKcl7CfJUK7NmeuYW17SOZEKpqyjFJwPaGve49B/v8iAnxV1X95QCvuZxYb+ZCDAhZAFwEvPhKMkVc6ctcDBQ6HWMzRP5tAzaObsSSjTmM4TADSzr6mN7jSmy8/hXbX9+GdX867HnoAL6vYi3s/xMDLL6GPZOHgYtfqQDyFbD/AT4vIm9U1cf7O1hE/gHzT2a/CiDUBdhaUoNpuIEBKC/kHXNIjBo3Z0Zh680MuoIx1XRtWlKPBeh3YuvUSxgYs3UgTCtVfd6VCv9SRC46lLniwI1PiIm6/wrzL08lTsZXYntuPsMmTVfB9T6tPtzOtmAd5TKEtblnmVN4Ab4kqPLq+P/snXeYVeW1/z/v3udMn4GhgyAi0osFG9gRsMUWuymm5970mOSm3bRfcuNNbqrpUWNM7GiMxgr2LnYFRVQEpA8zw/Ryzt7v74/v+7L3DDPDAINKdD3PeWbO7nuf/a53re9a67viOKLR1vJE+509HuM5+xDD2JMGNtNEfRGwPiRTGJFvRLpiDoAx5gkE2txit9HhzAGmf3Efr3/OQ1mOByHg5pMISI9dGe7dSA88srM6urMsjOf/HvFMvSvkXQPUACyM5+dQ6inGmJnoJb3PGHOGTdrhfQ4pi2YE0jyIjPiXuzjeI3PDc04fa6dvrDCVVe22jZCQwPlQlWYI6+2qWqSwmkl4ZEBKbrNbnkVgxRQ04L2y8ZF7SBwzzxvTGUCBjtww3lEsTK1rw7URdst9p5dqd850aVKx+4RuH9+W2CPG/j6akTFWgxToBmTEvImMlE3uU406knhUey8UCRuAjEjf1QAUCelKPCgUbnh+Q1w5tjIwQe+SebJjAwjAFEHhjK5qpnZcwv6GIdcExNUQ7tH9dgMuCmm525IZBbZVf4Pinq+/5rWaLf/vYfamNKqgsXUTe2UmkQtbqIq29lfX51cyIqvErbX55WRNIQEBockQEGIItuoG9ES0kAozgAZbu2VdVf5NqvJvUkgxh2VOJiDA2pjYxltxzPQkL0WLGB8egMUyMthHRLZmAI/kbu1ia72+wzJjGBwPx0QwLTszWJ9fzrjMfmRNASEZ9iniZlwAACAASURBVAj3Znm02O/gAYwmBKoORFGOgUjHvYCcgmEkRNx/Rgb0RmTMvYze9xuRoz0FOcznofEQuuOnW81uRkZpFQI4vueWx8iQeWYwI46cyiFDY6Jj3uDl01bx6sHADwcyNBzEiFFreKOlkc1FaIJ/Dk10fwYOXc+b0SbWxxabjcgbkjJI//GAyP0oipkjaQNeAHAAR1JKRQiUPMZdtG0py+7ywRsEaB3ulvVD6ereuJ2Hxnkl0PgCj+bGMqWtgbq6Ktb69NNykgydwciQOYcdAGq2XNguAGzmZc8tQvwdn0X3XWiMIex6SgxJSJVnAn9vt21UMKC8npqLEDnvIbAlWjeZbThnaTHGTESg4FmIZHPW9nDbuMyCryKA/zp3jT9FhswHkCF1GfCIMebMXcVdsBvKt9Hz/osx5gPv0DKI7uQKpLcORA6LL4vy5U+L3bJGV/52FiqP8zxHd7v9fckjyNgOEfA43y0bjXQkJB2efIk0SNd43ZEO4viBtJ4kSLQFZDHGDEB21qIu7u1DiE9hH/cX9B5f08kJPQU5AtsUl5EznK6zYwYjoMMDMv90f5d1VyrkymqudPe6ro2Wj4QmbEFR3uPQM7oe+NrCeH63StfJL932X9vGPYxC4NSpaIw/jCsPs9bukjITo+5QR6MgxqHoN/FdYjahefNvJK2wp7nPp916D8iE6LeekwZLnB3+eeCQHQVpnJP/IZQxdi9yRj+NsiZ+ixzTT+5GIA3W2jZjzHeBixxY061uMiKY/x1wvLW21915dkSMSJlHIHse9P5Bx45P0AVQ48bgMDTuD0QZWGkwxmfgedBjBRqLTyP74TXUxawv9PT/ogy/j7LtLlBbibX2PjfX/w8Cll5AgbgVKBhYTEJZ4YN7ab3ZrSxL0QPkyWOsaAxCE1LOAAooop3uh0qeHKsRD3VAyCGZ44aVUs56u2r94uix9yP9fj4CWQ8B/mCMeQn5wzfZXnQ9c9nRf3Ifr88/iOaZA9C88THg4wi4WY3G5lXAw7tTYOSdIO8qoCYt1toGY8xZwLcKKX76cHPS060024BgdkzsmbLfb629ye/jJq0JyImbAIwtp3LSgWZ2JUCBKQQbExHTTgsr7SugSa2rGjrjlvt1fiB7ZeU/PjOgyf1tSX3a3ccDO1mSkotJCDQpIymDyJC01W4lIbfzYEk9csRWIkW5FhlaHmhJ/63paeJzQMz5KBNoPHJuS1waY2fxvDme08O4a1yDnGEf3d6yb9ULVcHYE8ZSUNq7zJhwcMCwG0rIr7EUTO771t5BsSEYuY1tygylpxmqv5mj/WkLFgZdqq5UzfcbimZYCqaIf6f2ZxFtD8dEreXsEYylzTYzIZwh7hkTEARZphYexn3N8gcDk2FE6QRa801sal3BA03zMRjanT5cmXuZ4ZkxvJHrumVzRJ4208rhpWeQMVmebb6H6kjzbD8zyIE8Ae22jUfabqG969KkLmWjXU2p7cfe4VQ8AXSJKaeYMlroumS+1JZtgRxtXq93bbyRElOOwVBvq9PjpApNkIei9/lGZDzWoonkdHfYJ1D706ecc3yRW5dHjuz9qFzwVRKCuBaSDBoPkra6bUa4c/px2oSAiRAZt9EkZlSFJhxqrCkzBLcCi4opfWY6sw4KCBjGqOIHuOVZNEb2R1GpyxCoOztPzqf1ewC1GRnEad6bI9AEeLZb7zNn2ksoL8iYDHmbp4gS20ZLd8hgOivvcPesskh/+XF3rnsO5UBRC012MYtqkIH8G3eMChLHr8FtD31Qr95XgM287Ln7IQNwMNuRlpyS8iwFHBTOjt+0r3311fj5S2Ibb3Drvgz8blsRJGe0Hoacs5kIVBm/PWU4znH7L+TE/h2Y7p+DMeZYBBw+g5yYs1H2wuNGJMO3dX3Ud49Ya2NjzAWIv+cHiKh0d5F/oHemc1exmxFI96PUsqtQpsHHgG8hR/+bbl1E0vHpSKQL90VlRwXIsdpAUspYgHSidzjSWbf+uxfvcI0FkTmn1h1FF5FWBzoejII9f3HgU4AA8xNT25W56/1gp/0LEJjQFSDTQgLGLEVlnkuBlb2JxLvjFyKy308hPfdT4KcpW2gbObJbHe8zKIgws3OJktMR00n4ZvZCfC6XAGf2VLqwI2JEND0PZep4XgqfIbkBPatrUaCjkqQV9v4kgMzTwOWoJKbOHXcuKpfZvxNIMxgByx/fUfDYAT2/Ru/aR1H2410o2DEe6b67rbVv7sjx32a5Cun3k0i6u3UQI+LvfwDftG8NQbwfg2ORXeTr7qci3i+DbP09gVOMMRciX2QUsuO9zZYjAWP+gVo5L0ZgTPWuBs2tukB9BHWBWrAjAR+XZfIlY8wNCOy5BwFQAbq3chJ/xuvJNBi1TUdkUesdDAv3YlAwgv5mMNXx2h5BmkFmBEPMKFbb16i31fQzAyimFBMEDGP0pJejJy+NyIdoHM9HoMpH0Fj+P+AnDlT5K8o0X9yb38JaW0PHUqnBwIeRPb0feh8ucB9rjFmD5t2rgQdTJXPvSRdidq8g0q6RI8xJTxRSfDDGEJHncbsg30rzCjTQSpFR4lN9IYka5QOC6FBzQmkRxYEBYptnBcvsG0kAOR8Q1sVEA9DArEYAxD7IkfQM4yDHqICEQ2YuAkoKkcNUiByxVpL6R68ECkgcyRiBLmvcPiMQwnsniqStoCPoUrs9dcxOGY9GxtNRJEBMMVuDfz7jwWfe1JJ0gxlHAhzd65ZNQJG9HlNN+u3VLzrp8pPCTJzFlLFDLbh7I23Px9T/MU92WkDFfwQEQaJbbWxpujEi2ghlHwgJ+299DbnllvaXofgICCq0fsMZ7UQbld3T7zsZ6n+VwTYBBTDkipj252JqfxxBm8ZmbCOezz3M1HAWISEEBpsxNMV1PN4qf+uAwacysGgkFlhcvZCW1hqmFxxBTMwLbQ/RYGu2urbOMq7wAMYUTMcYw+b8Rp5o1rHHFx3MnnYfTGxpy+Z5sHn+No60tewdTmVMOIXAzU35OMeL0aNs6hQIDAgZX3wQJbacyqgSMGyOq3g6EpXBQDOcdlptg631k71Pyffv/C/Re3UCcsRB7/spyNA8BXE9TUfA4O1ovM1B46rCHetFt/4Qd556NCar0XhKE2g+isoWj0FgzaUopfvkvZjwX2OYPASseZoH2uupfbE/g26cwVHfM8YUei6gPHme4r4215b7BRR9bECR82dJuCE8qXEhGv9Z970Jja/R7rpCoH4wI0rHMS2sYSNLedZn4GyRCjOQYkrZaFenAbwmd+wKd79NCCjNu3s9mo5R9CXA8CyFgyaw37/W8sYJNWzMIOOlBWWtXGKt/RR9KEbEcl9FYHCvAJt52XOPQL95KTvOrbVFIpsnILzNGHP6wvx1A1GEeZztogOJu+YQZTx8DWV8/QK4wnZNqNqlOA6Gb6Do1WXAz203HVyck3QFclx+iIDFaxGQ+d3eOqj/zuJKzh5HXD5/29b27xQxxlyP9FyFN6ZdWcoG1Gbbg3ZZBJQejJwJY60dY4y5EmW7+fayhcjB8I0KPImwL4vygZQG9D59FulGz9XVjMbj75CeiVGJ4EkA1totuscY8xvEafF/ne7pQmTYnwxMstauN8YcgcDP6antPoyyn/9IRzBmTxRoWtrp84pzJnZYjDFTEbAwyD2bD1prX+x5rx6PNwdl5RxmXStm91sdQcI3YxH4djOKRPcJ34wDuk5C2ScHIhCoDP3e63C8HsheG4Hmy71Rpqgn9/V/V3XnzDkd/SzwYWvtPanlIdLDz1hrv9nVvtu4/pEoK+IYBEgPQwTu84EfWmvXOoDvFdQB6ZFuD/YOFmPMqSRdwOJO6wx6HxustR9/i67ndmRf7YPek58hZ/8MZCf4KoAAzf0ejFmMwJgXgNc9iPd2izHmOwjs3q4SqC6OU4xK7T6IQO6ZiLh4INKZabsr/Tt2CdYEhOwTTMcQ8Fr8PBF5AkJiup+uCyji8MwphCYkb3Pcl7+RDBmOLjiDwARYa6M341f/ujT/lG9t34LsvL+RgDafREA9JGX9f0egzeM7WlZn1J3pI8j2mY7mmjS/2VoUKL0GeMDuADfVv7O8azNq0lJkSlZa7MEquA4YxPBwNa/viRRPNcoyWYeAj1rkENUDdTG2vpCiP1ns0JiY53g4v5lN6xH56KbxZr/Joxg3oYUmFtmFNk9uIFJmDegFnYAUn0WD2UfOK9DL3M+dfwVSel1lt6T/PwQZUYtQpOYfCJm/FdXoblMZuQlgLxRB90DMYJJSqLRYNKAb0WBbgwylJjSxT0BO3gY0afpshZHuPse4ez2tm8tpRtk2JaTSBhtWNYa1n4nJv9ZKwTTDoN8X0tsyqJ4kv8ZS/fUY8jDgxwE138kR1xhySyxtD8QMvsIQFBkab4pp+LPFtgFxTH6VZeBPsuRX6/FmRhry6y2bPmuxOUv972HwJQGZEYaKC0Pqfh6RHWcoOtBQ14o6KltL+4uQezW5D0tMo62nyq5hjX2dIeEoNrGOhvYaNuS38B9RXjCIwGSIazczPj8FCgKKghIscHDxcdzbfG2PJGQAtdEGRhNhraUqn/i72bAQU1hMYAKCuJnOXMBDsqOZVDyLhqiG55ru7nIyWRG9TEhImamkgkrqbQ3VXfiWowunMLJgAoaAze3rebP1JTYmwTBbbdf5h/MmmvD6oTFZ6b77qLhPtWpCxvuTJBkofnkpSukuct+LEZAZI5DUt5guRkCpISnP24DG1hg05l5CwGU5muz+H/DSCl7ZuJG1IXBjMw2lwCGb2fTEayy+vdz2P7GE0myFGRAYGzCUUdkVLG1HE1kxMj5/hECk+9x5jVvnW4r7ibMfMqLHoPG3F1BRxdqoSsksPoKzhWi4vxnEAeExWGCQHREviR5/ATlJAUmbXd99zj9Tr6vq3b1WuWd74v4cRhn9Th7McJ7kPhqpK0GOpHX79alsb4bNvOy5MxCA1kUb3R0TxwV1DDIwlgDXdQXSGGNKkKFyIXpmPwVu3h6gxHGqfAs5cH9EGThdAkJerAgQZyAg60iU5TjDXe8CY8x526pP/3cXa+0GY8xJwP3GmJXW2l1CTrsL5A8oI3Ak0oeeq+g29I783i3Luajveeg9+KIxZjwCbU5EemQZctiXosi3b7+7D7I7ssiw91m/Xr+mHQ2fsevLoQK3vdc7aZmNIq6d5UNIBz8AVBljxiJQ8k1jzCUkgEw/ZG8c5a75cvf39b7mQ3AO/xeQwwzKxPy/nSmlcc//KgS2Vrns7lORvlyOgJlT6GVEexvnGuCONRc5Y3uS8JitRe/OS8jO2htlR0x066sRoPIT4GXbc9eYzucNEEh8RRqkcfLfyJ7bro5dziH+KgJl/oSAgh8iJ29mp5LRE5Gt3iuer3eo3ILe//PYuszvS2h8HrYrTuyydaYgIOMAZMvPSG0yHNk5VUgfXIb8jnWow9A2cszfEeJLoD6CdMgOicsI+ZrTs5ejks39SAiOi0jKp30pVDrw38GvGhNMZmQwzqXexCyLn+0RpOlGojy5+vXxyv5Dg1EGCDdGbw5B88bLSHd+HNmrn0Bj5QqScun/RHPChQgUbzPGXItAm/u2R8+60swfuw/GmD1RBtwpSN+MRLbJB1DGzXo0B1wL3NtdCeq7Rd4DaiSfMpgKC8dC0NZI3ZUo8jgKRdruAO601m7ovOPc8JwAuAEgstiY+GY06dUANSMZO9sYQ4EtpJLBrVWs9WVFncGW9N8GlL55urW2qxrurcSVGn0BpTSvRNkzH3G1hBhjGpDjt84BMXujaNpRyIkaxNbIL3QEYla6e3sOpb/6jggTSAjlNrl93kRp96MRZ8MMlFZ7cvrgWQrYg71pop4q1ragSFWI6jwLSbpUdZCJzCD/quyX9iWWaIMlM3zngZrG+THRGt1Bw99jggGGeLOyNaMayC2xFM4w1P8RR3zLFlah5vsiNv9IyrT/f4dkhgTYyEJksE2W2h/mqfhkBtoDhs4PMKH2r/xOTOP8gIIpls0/BawhOyZLOKONRX99jKpYXJHDS8dTFJRSZPvxZOPt5En05NLaB5leehS2pZVCCoiNwWIxqm7FEBCYgJJsfxrbq7ssf9qUX8NjTbeQMQXURUmW+ustz1CRGURBUMySxge32m9y8WEUBsVkTJah2dGsy23NXxMT8Wr0/Daff7zluiw5027X25XpH9UgnoMnUArlo2hCGYVKWQYg0KTErfsfZPifTNLKOg0y+C5oefQ+D0bGbNr5SPflsm6fejSxnIgmk++hKMSNaALe6K51I/CTZhpud+c4Ao2Xu1fyyi3A1GM549jYRn+wWFPLRk8GnkHpws2IH+tnRmSB/0guhQKSiITPtDsQTcBjSUqgQmSApwk+AShBLdszJkMZ/QL3DPZFQNBHEIu/QQ7QcARW1SE+Kf9chqLJlSyFBCYksnmy8uNeQSU3BjjKGHMf0glPu7+v9kVGR28Am3nZc0uQ0dtnIE1KSqy1J4w0+8xdbV87JL3CRZQ/i4yeR4ALtje6a4yZjPhU5iHOhX2stbW93d9au85F77+DnvuH3bF+ADxtjDl3d40495VYa18yxnwAuN5xQvTYSv4dIg8gvXYmyiT0cjMqzUmTLV6FHFufiXIqisZ7YGUF0h9rECgzFY37cSSAsP9Aok+8DWnddv3omKnmOz6t8AuMMcOQPnnOfS9DNsQcZJd8FNkbjUiHDkeZJ88goOlVlKVxlLV25Tae0U6JMWYP5CxMQ8G3862129czd+tjViL7bAECXg9DuuFm4OvW2jU97L6tYw9Dv+0c5Cj6gFgrCX/gcvS7TUBz3kZkc76AnMwXtwUA91K+hOaM76UXGmOOQ+/njN5mCDmb9WwEcC9C4MwX0BxzorX22S52+yLw611dRrMrxZX+fRPxaM23CcfjEQjAOXRnykYc8LUvegf3Q/bJSGRL+cBWE3p3NqBxvsxtd5K19nZjzP7A36y1n3PHnElCcP6Olk4lUAt3pASq0/GeMMYcgAKGE9Gzmo6enW/8kCGxMX0Je7ohi7ODZcF3Bmgqg6HsV3Q0ubidF9seos4N1XZaeT56iCFmFGvsa4ANgX5L8o9XN4f1V2+IV5/RZOtuQ3brz1C2zD3uGkeh8fUZNG7WItDmPATSfQFlCX0K2dQYY25BNu+d2wukWGtXIfvjB+5Y+yC9/z5k+45A/um5CLjZADx0CHPKy+g3zxgTAecsjOf/c3vOu7vKe6VPKZkbnjMEaFwYXad2Mpqkj0dRjjkoHfQOFGFY5J2MueE5H8K1/VsYXffdTsf8pbX2P4F6Y8zUhdF124xeuvTfI6y1p29ju0I0KX8CDaZnUMry/shZOwuVKYxDoAr0DMSsQ6msd6A0xRFoMk9/hqGJ/hVcSrF7LuXIEZ2JUPiBdCQaTIvn41l+MLMHl9F/gCU2z/EItfSOomFGeCyVZpDaTgyFYTcUbQE+dkaaF8TU/dyCgfJPGopnG6q/FpFfDkEFDPlbSFBhqPp8TG4ZkLNkxlgG/iSk/pKIlttlxxafGND/GyE137S0PaHS1MxYiFaHYKDkROj3+QAbW6INEA6GtkWG2h8DrYZgkGXdnOd47s/Pbbm2I8vPpigoIybiicZbaYg68saVU8lB4WwAau0mSosGUEgxb+SXsCq/lCP3+CiZOEPOtnH/2ku3mWHTWzmo9ET6ZQYBhkWNt1Ef9drGy7vPFp4QQ8DehfuSNYW83vYsOQXw/Dt0FRqLPgW/Gr23tyHiX9+V5GoUBRrqjl2Ism6KUTedzYiHZRkCYuehMeKBDU/K7SdTX087DWWqPIbGyZ6onGAkMoT9ffiSpM3uvAEyiC1yMFaicbsQuGIP9i6uZv2XW2me6fb3hlex2+dLqIxoERqDaSCp80SfQ6m3PmoKSRaN/8HXA8MDQqaFsygx5SyJnqDeVjeRECd/CUWbihDo3I7G/ucQWPACAmcjBLzsX0Fl2VimmjqqWa7SzxYSQClEQEERMmAOQLrqeRLg5hkUtd2p9P6uSqLmZs75NgL3infm2D1JZKMoNOHeC3LXrnIR8wuRsXEd8EtrRVrWWzHG7Isiz0ciR/z3tpctzns45myUyvwXZCQd5/7/X+BXu7NT0xdijPkk4oWY2UfO6i4VozbbRdbaQ1LLypChPSrFExKgeftUBBCsttbOMMasQMGU+5GtcCeyeX6LdNpX0Pt3NwJ/CxHw+0/0bvsOj74JwvUIuDVIZ/hy0t+jaOpEt/4odz0Tka2wjIT/ZgzSyS+7a/qmtdYTnGOMORI54Pvv5OPrURw4finSXf+DuGh2SDc5oGEqyoD6Cq4bGwJn7tqRce2i0qejjL59kb3mn6Fv5NCCbLNxCIhPlyy9ACzf0XKGbVybz1482KbISY14tZ4Ezult5ppzfH+N7uMaFHlvRu/F/d3sMwW9s3ttTxbQO1WMMXcC/7LW/s6Ix+kpRJB8ey/2LUQ+weEIjPFZ7gNI5ucGBNi9gcqUnkS20Srv5xhjvoUAiCaUwdzPiuvzgwi0Oc9tdwYqC+zRf3kniRFx86HoPvpkDnRj4HKkLyeRZGgH6Nl7O86fzzsw1hCY0cEEwLAqXpoKYMKBhXOpDIdhc3ksMRvj1bwYPYIhYHCwR9Rs68PGrSvLPNn28S4oESB9NNt9jiQpGS0j6fBZivTwlUi3T0d2zZEkHI4hAnxuQO/oTs2bTldOQvbaSeh9zQxieLwvs4IUzcUbC+P5e3dzmH8reQ+o6aW42uFZyFE8AUWVFyLQ5q7u0sfnhucYhFZWLYyu2ybybdT27FXg2O4iN24S+ioCYtqQgVRMQhqcFg/EgBTxw8gYuxk5yePZGowZjxT3K1186pBxfyzKktmbJErtncX0X69hViEHt46EOLXyYI415fQnImIJi6jqyDlqAYooMYOCEVTH67eQz5bSj6mZQxl4YCUDf1xAWNZ3BMHtSyw2gsLpUgjWWqLVEAyGoMgta7OsOzWGVjCFMPA3AQbLpi/nwULlDzMUzQiw1tJyV0x+rYUgoPEqIA8F+8OAn8LGcyGuFtg05ApD/cWG3CtQ9qmYW74/n5ZNyStTElQwumAKNdF6NuS65t7rx0BKTQX5jGV68VEEBLRlcixueYgDK0/e8qMsqbuP1U1LyFJIZTCYFttEQ++D9AD0D4cwIrM3G/OrKQiLaYpqqds2SOPfjQhNVD2haxEaCxNJ2sw/jFI3z0DKvBKNgb0QKFJKkprvz3M3ckQmuP1uRxlfH0QR4DRfib++djS+NyBj+DFktD+LotKfQOOqDQEY16JJ+SkXBRuDIhMfQhPdHWgMeALxUchpyrvl/ZCDkmbH9imxnhOr1t3b8NQ2PlPIb5tDgOueaAxXuO3aU8fOAVmDYQBDaaGJZhpwx34OgSi+C8rJJJxShci5eD9yrIa73+QSBGRPQBN3iXuOX0Yp81kSHiHj7rkKGQYbSIAkTzr4Iglw8wxK/9/ucgYP2JTR71OHhPNKAxPs0gxSa23UTtvjD0Y3V6EI5R8Qt8Z2lRYZYw5EoNZBKPL1p76s2XZR9yvRb3I+ei9uQFkPH9tZMGh3F2PMT5HRPved7uQZtdr+DVBmOxK13gpcaa29NrXsIqQjilC6+57A91G2VxMat2uRE7cI6bOLkWH+vyTdnDy31+no3fEBmc3IRvCAcyNJuXQrmvuXIgD9JaQ3liL9B9IHdwMbrLXfcNfs27tuyQ4yxvwc8XJ8fwcfW49ijOmHwEtfhnS2tXa7u9YZ8QWl+WYCpEubUTZQr94t57jsg5730cjBGob0ajMC0uvQb+DnhhfoCMi89FbxPriSmWeAb1trr08tL0BZYP+01v6kF8cZigCykxCPxizk4H4LtRTu1nkxxvwJWGut/cHO3Ms7RYwxB2TI3jaDI89dxH0/ssT3Wmu/l1qfQfPFYci2Hk9HMCYmAWOWozLdRSjzeHUvKRF8u/WDEOHvYLf8f4FGa+2P3PfPAxOttZ/tm7vf9eL8u0XAxdbaHS6B6uK4BSiI/xkEnI5CerEE/S7pLlDpBhEx3fDXjM5MZp/MvphIxlRsI+7JX8++mSMYGAzDYHgid5dttHXNpDKIxwRT8nsEY9cVm9JPLGi/ekGn68wgf2428u0OQQHKCPl41Sg7bhEKft2IKiW+5vYpR7ooRCDffNRBaqdJvJ3+mzaZA/8wnNGzjDFYazHG/GNhPP+MnT3+7iDvATU7KEZkZj7b5ljk2NyOHLIndzSl3yG749AEdQZCLn1pUilbD14PxPjshDvc5xZrba1DTvdEDlMZMoY8IDMAZcOkgZilyAlrQBkEJyEkPm0cePDFG2hevPO9EaHxjyCn9BCUVu2dxi1gTgnljGMajdTxOkv8cbYoKYPhyMxphGSIiXkw/88OqYAHfOYAJp83mUzhtn2w1sci2pfGlJ6cIRy089k3G84VkTBZGHJZIF6aNZaNH2vHtkK/z4aUnZ1cV1xvqfm+Ja6Fyv8Wh03tfyfHG/I3Q2aUIY5j1jy2hnu+rLJug6GAoq1aKxsC9i0+mvJwAC+3PMamKMk2nVR4KCND1bjmQ8tDTTdwzLCPu65LlkWbbqKlvY6ZBce7IwW8Hr3Aimhpj/dcbvrTYpuwwDFl5xCaDJHN80DTfJ/90hvZ0ma9h202u20q3d/L0KTQhN7vGchA3YMEgEhnoixGWQjVKF3zIOScFqAUywwdCc38C7HKHf9QBJ5chjIQ9kPOzREI5PHOzF+Q4dnqJpTDUZrosci4/J3tptWyi3T93l3bqdbaN4wxdyC94p+TBz48F9V4/9yyFDCCMTRSZ6tZ3xlo8twQkHBFpFvxvjqZA8cNYSQGPKcMKFJ3oDvOZ931NSNgZTSKyg5y11KMxvQV7r73cdccAnlrbZErucy68/8QTeAzkUG5LwKnBpEAOZvdsevc9wHIuHmZBLh5GqXn9yrle3bmeVKPwAAAIABJREFUjCtDMuc5XbhLJbaRfTK691v11Fxst4MgGMAYMwsBNFORvr5sZ9Lat3GuEDk8n0Flbg8Av0LR+TPtTpCk7u7i3pP56L3/8Ds5y8iIpHElKpO+NbX8k8BsH+V2y6Yi3fZBlBFzIRpvVyHwJYeM8RakJ85AAZ3LURaMn8zy6H2Zx9aORrrpwkZ3vALgXGvtde46liO+vC0TvjHmGESsPRw40lq7zGUGrUalfpvcdgbZWmdba5M+tn0kLlvnH8jW+hHwk+3JonEgxXEInDkRZSjcgp7jESjzc1Z3YKh3ShBn35HIGRqCdKpvyNCCwLZKZLN1Jvdd/3a+s8aYvwFt1tpPdlr+K+T0ndZTFo+bF78AfB1xKw5Fz+G7CHzs0bY24uR5HYEFW9EV7I4yyxxXWUDRuoAw28Dm1qe472bkF3QFxmxAYMxiZKM8hMDPnSHLzSLb6woUpLrRWnumW3crcKm19p/u+0UIuPmfHT3f2yEug3UhcMDOlkB1cez9kK1YgIKKAXqebej9TjswKf8ncLZ/R1OiIhjIlOBgSunHqvgVlsXPcnjBKZSYMvI2x+L842yME4ykjP4cnJnrOfUaFrRfXUEPYowpQjbwbEQHsL+73nJkd5ejBjDXIP02FtFuzEN6qRnNA6+QgDYvb8cj20rmBmeNyNn2ZRmyJcaYZ4BDFsbz3xXNEN7jqNlBcQP5UuBSh5r6bJtLgOHGmLuQUXSX7dRy1RmCE1CExHPEdCbr9W0nfRmGQUjss8hwujVlvAxEA+I/3DEmAH82xkxAzpPnvTGI++Zmt/0qqxalpSgifhzwebePJ0/1A8GDMumMiBgN3qdQJOxVd+7j3fFO7eLRmfTfZhqi53nUO6Npx9L9E5KhgMAEGBuRIUt7CqhZesNSJp83eauTRFWW5jvyFEwOKDwwpH1ZTM232rF5aLk/YugV29eVt/2lmPpLIgqmG8o/EmKMYeCvAloWWAqmGTIjdVttT8ZYB5vV/SaC2FB2rn7SoMIw6BcpgCgAAgsxmGIIR7hrb4lY8nfZsCEhMwveR5EpYUP0Ji/mH96y+5DMKAZmRpAxWSYXz+LBxqQbU0tUjw1iMIbq9tXk4lYeq7qWMWUHUtW6gtr2tYwL9yNDFu+/jg2n9wjUTMvMYkgwkoiIRe0Lt7Ta1nTSE+bSQdIlRT1JGclYmG6tXWyMGY2M0eHIKdjbHa+WpNvADSiCMQdldIQoZTOD3m2v8/w77M/xHAIoj3PH+goysj+GOHFaEOBQjeua4+psMcYUGWM+iozLEhTh/pjdRvtUa22bMeYTCBB5zIgj42SUvTPD3U8JCWDRjLIexgDsy6yggkqsOkpRT20aAPOcM8PdvXbW9WP7MQDfuruMfh6o8SCNQaUNIJ3iAdphyLkrd88koCOA7M/T6vRKsbuOPHCMi6QupxMxojFmEAKsjkQZPePcuXz513h3L3OQsTPAGPMaAm186dTznWul52XPLc+Y7Pvp3Tu302II2g7JzC1ZkLu2VyCNc8yOQk7IGERUetquzuRwzs4PjTEPod/ir6is7TzgXmPMhdbav+/Ka3inipsTP4Sy8L6DCDPfkWLV3aYJZcWkW/j+C/ipMabAZ6M5HVpD0pXlPDTGswioeR0FVVag7LY6t92haMx5QNwgW6dzafMyFBTyXaBeQBkgIF2KyzQsATpnqHwI6eAGm/ADnYKyadJpmpPcdXTFSbLD4my4XyFyzTdQ6XmvHAsHlp2M7J3Dkf6+GZXm+M5b89C8dJhNeAMN0nmnIeB6IgKtDdKtvvteDgUH0mDMi8CynS0T7Wtx4+ZA90kvPwv9njO6A2nc8zgFZRGuQtmzx7P9OvGTKFD5toE0LkOhDI0F/7d8R79XMKB4Bkea0IT0swNK0By5HJVkPw481NnP6GM5FL2Xw9z3G1PrpiBQyMsIpDt3K7HWPm+M+S3ynfqsBMod+zljzCGorPZCkmzDEhJg3FdEBEAckglmFZxIIcWsi1fYJfkntjgP9XE1j8V3YAi28E2+lFvE5OzBNMZ1VMfrY6Q35gOn5mgvBjKxjeLAhNscF9baVvQb3g981wHQh6PA/SkIoD/eLbsUgTXXoHKl0Qi0OQkFOMcD3zIiCJ6PyIif2t6Sy4Xx/LXGmEeAX9nY3rE9++7u8l5GzS4QkzBan41eUv9ChvTMEeOdzl8ioOQ8NJgvQ0j2RoTG+owYT+R7IDJeXmTrUqVl1tpGIzLJb6NJ7CTkEE1D0Wrf0rtz1N3/9Z0erDvHvShbZhNCUE9wx/JOFan9O6SulFJhW2lujcj7c3bj4RuGM1pggDHsGU5gTfw6b8ZbczzO+fUcRhw0giCT+GIbzm8l/6aFDAy5vJC41lL9FWW6hMMNw27cPqBm/RntxK6l9oCfZijcv2u/L7/esvHD7Wq3bQwmE1B6jqHsvKDL9t1tS2Lal4BthmhNQPkF0BI0cMtp/6IgKCFjQ2YUzCFjssQ25u62qxkWjqE0qKA6WseBpcdhsdTk1/Nsy91bjhsQMDa7LxkKeDX3bAfiYS9jw2mMCScTGP0EedvOve03EJJhSDCKBltDutb1mIIzyZoC8jbH87mHyYQF7JmdyOrca6zLv75dz7MHSZceFaB3/kn0fu3ZadsYgRcZFOF9CgEcs5ChtxoZNL5Nd7osDxTNyCGHpAE5rDei8fQRZERXuf3/gQDSh/wE47Lq/hONqadQmcCCHan5dxHla1CJwRXIEdmDFPBB0qK7EWidxXGDSky5yds8L/AYNWxI89VE7hkaNPH7yPeWaM0ghq2ZyAF7NNHA8zyazlRbhZ71CgSOFCKnwfPXpPl4/LUF7tz+2TagCNJnUERvTwSAHYR0XEMv062LUF30bLfvRPdcKkjek1Z3zyWIf+cR9M48c3j4viGFFF8emGArQvJdKMsW5K6d0NMGzimZhzhohqL68avsTnSS2VFxJWJXot/0fBQRuxHp+S85o+1dJ65E7HHgW9baq9/u6+lOjFrmHoU4aWpSyx8Fvm+tXZBa9nUU/SxC9skA5GSNJiEJrUKAQQ7p4EakA7JuWQQ8SALCeADnLjqSsfvW3DEw1lq7whjzMWCOtfb81DUVo5Krp1DGxBVu+a3ANdbaq1LbfhPYwzri0r4QV0p+BxqHF6H2zt1Gat3YnUJS0jTe7X8zItas67T9RDQ//QjZbzPdPgPcJi1Ij3ld/xwds2QW7w7liEZd6R5FZfsvpJZPQKDLcd1lQblsr1+ieWIpcgAvBn6xrYBHp+NkEIBx2vZkXLn9dhhI6eK7nzMbUp/GHf0+g6NylWbwvejd+fXCeP6Xe3tvfSGulOws9J4OAUY6kLgczbkVNuGyWQj8zFp711t5jX0hu6oEqtM5piBbciDSsyCdWkfCM0V/M5gDskeTMVkim+ee9uubSDLB2SuYxPBgDCujpay1auAxNNiTaZmZxMQsyi2g0dZZlGF1W6UZPKu/GTyw2m74v3pb/dudmdddcsBZCJg5gKQroEG68I8IRByBSK9Pdf+3oDmkBQVVbwIe7K3d44JzJ9rdg+y/z+Q9oGYHxKWNT0aTtM+IGUT37avzaCB6J+YZVE4xf445czTwwVpb9dDTPHA5ermPQQbicyQtvCegiKtvc+2JfOtQBH9SOoLgHJzDEOp5CIpEeaXgja10u+I0KJNHyuI1ZJA9hByfYsTCfVxIZlJE3qdbegk6Hcu/XBGweSqHVA5meBgR8Rh3kesCPPCyJ+MZa6YC8IZ9mRV0H9wqG1HGadecRqY4SRpYd3ILcbWAlYG/LqBgakDj3/K0PR9T8eksBRO2L8C+7ox27EYghMGXZsju0/3++U0xGz8UQc5Au4iJC/aFQRdnO2xnI7Bt0L4Yav8f0ArhXrDYPsA+K2YRELC6fRkD7BBKTDn18SZaaWZodgwgVP2V9qcoDEqoyr+5FTt8QVhCLmrt0OHJEDCx8GCKglJea32GfTNHUGAKMRgW5x9nQ7yKg7PzKDdq3vFE+10000hMxOhwEuPD/WiwtSzKLdyRdoG9lXQ5Uh0dOy+B3s8a5Jg/iIz8g9EYWYGckJF0HItpgKYJTXahO36j+7+ChIDXbxuTADrtJOBHORoPNe78Dan16W2353s5yvp5A5Um/ACNUU+A69uQR0B7fwY9vTeTD9zMpqLlSYDaA6oelMq5e/WgaJqrJk/XWZWr3fOLUfbQ+SSTawUCrU5HumgYAkZGu/99tH4tMnhORUb6ge4+ViEHpcjdT437pP+v6WH5ZqsWxAHK/DsGGa9TkZE/wN1nDOT3NlOyY4LJJtj1VU9pyQFlC3LXbqXgnJP3PgTQlKES1+t2tFS2r8Q9z2+grLCPot/0L8ixPNOmCEHfTeIcyHuB91trH97W9m+HGGO+hzJjfmOt/UNq+deB0dbaz7j3biQqv7kE2RnHIf1XgfSMB2BXuW2/gjK9LAmPlx9bj6JxZ0lA4GuRfeDlYeRwx8iRazLGXAncb629NHWd5yDAezoCm5pcht1ryCFsTG37OPDdNPi0o+KeyfdR9HcV8D5rbZcppc6RPwzps1OR3vQlTQ/aFIeW23YOGuezUImnzz7ynIIF7pyL6Jgp8+Y7udSuO3EZSY+itsy/Sy0vRRmpF1tr/9zFfgPRPHcOyow8CJUM/7inDBHnUHcFlMxDdvnF3azv7rsHJPsEWAGad8XvODc4K3w7yj2MMSvRO3oSurcyt/wQRHI/I7XtElTquFuWz+7KEqjUOTIos+abJMHCoSTBp/4BYXBo9nhKTTnr4hWrF+cf/xsCePcrpHjs4ZmTTWBCYhtzb34+lpgDs8cyIBhKbGOWR4vbqqLVSxqoG6tQMJuR7bYfssd+B/zB9g357xzEyTibjvblwwdydG0/Bh4XEd1+P/98EwE8o9F847Oyb0agzYLuSsbdmG9Ac8l2cxbuzvIeUNOFOCBmKkpnPQINjp6AmBxy/taiyfZOFF3aqi7UZducAJxgMMcczallockEkc3zELfn8rS3I8PGAzHpz6udOQuM2tCuduuPQYNwNEmXFx9t9m0400o+JjHONqCJ9iE0sS5BWQzno0E4Dhkn+QM4KlPJIFPFGvsCj6dLWTxZqM90qEeocQbIHM2pZExWGRk8Ri1dcmxawOxjprMn4wDDGpbzyjaCI5POmcQB/3kAoclQ/6cc0SZLXGspOjik7MMZTMIU3q1EGy3NCyMKpgcUTkscO9tmWXdcbguV4tDrs4SDez5etMlS97uI1rsFkpgyGH5HwhMb10HVZ0LiGig6Oqb1fgM2wGZiltQ8xMTiQ8iYLC1xIw823sDB2bmUm0oCAghDMPLDI5vnyda7tiICnjpwDnsUToA45oW6e1jXIgB6VHYCE4oOJiCkJlrH080LKTMVtNlW2hHAfnTBGRSExdgwwOYj4nw7T0X3UO+CtVlTxB4F+9AQ1VKd71UXxjRIsi1Zht5fDy6kPWw/lvIo+voSQvNHIIPXtyP1pJfp89Yj4HMScjoeQxlr80ichCZ3vstQKciraLwXIIPuLMR3U4ayb24liToXIGenoJffu1tXjByCUpTuPsHdg3950vfU6P7fVsvp7gCZntb58zzirscDzQF6jvsi3VGMIphlCCTxztyjyNE6Ezl096MswTlIR/oMmHIExA1IfSo7fU8v649+p54AnRx6D46aERxz4IBgyM4TUm2fNABHLchdu6U8wwEhpyOAxqDo+j92JPtqV4rj6LjKfb6DyqG+gUr5bns7r+3tEqN2wlcAh1trX3u7r6ezGGNOQvxP7SRdHieicfspxO80Ab2XS93/dyDembtwmYAk6fiNaLz9BRn0vmOJH+8gG+FAOnbtuwrZC368+WzEvLU26wz6Neg5Lk9d/63IXqi11n7aLfsPRLib5tgZ5u5l6M4a6kYdPRe6Z/V/wHc6g6VGHDnzEDBzEgJWbnaf56211gXETkQBsUNRtpInU/cZjjn3vB4nAWSW7uryxrdSjAiexyKuJOuWGTRuQLwmaZDEZ4x/ENmew5EN+xh6dt2BKn5Zhq6Bkv1QhtiSbtZ3971ldwTI3gox4vzZiLI+vwPcZ62d7dZ9DI3TC1Lb1yJeqequjrc7iNkFXaC6Oc9EZGuOIikvL0a6cyRQGJIhIg/Sv98Afnd45uSSQorXW2xRRD5+IH9TDGTTGTXtUTMFFGOJn7wv+sfLqMRyszv1Fe74p6FM7l/2xdzmfGfPxXWyIbCzOb3U+V+twJSF8fzlRoTtX0E6YCzSkfXu3hcg0OZWaxPHxqiF9wJr7bui01Na3hUcNXODs96PMlgKgJuesHef38DmqWjy7W1GTAMi7VtMAsRsN2mb47X4E/CnvczEsoCwWtdlKKX8Y3VU+64HWx3XGJM1xhzsrnsmci6HutU5khKEIhS58U6mL4XwaG0bcmwfdH+fdPsehiJiX0SRVB+B9yVMURElUX8GZI0xDLZ7mJBM5JRIjJR5hIyzUpJadQDe4GX2sdNopoE6OoC4aYfcAKywSyk2CuIt77r5VQd5+fqXGXvCWDL3ldN0UwwWSs8MKb8gu819vVR9tp1oAxBFBP1h4C9c5k0GgjKIm8GE0HhDnqLDQgqnBzTdGdN0E5SeBKWnJJhCOMhQdLih9X4gD+HAjudqe85gG4HY0PZkAAUG2g1xPsYG0G5bCAlZ3vYCgzJ7UBEMIEBdpIhjMAEYcfgMDEfQkO8I1OxRPAmT108+pfzILUBNzra7Vlwx7bYNS0yD3dxh38X5xzig+DgCE2DDDCa2DI333ALUzCg9jvKwEovlycbbqYs6Br5GZSYwLrs/m+Mqnm27D0vcW0e5DfHO+DHYiN6jGhT1zaHssX4IAJjiti1FoKoHF9I8NCvR5DQMGdqTEBdBKQISmt2x70AAzcJ03b9R5wlf3vQMIji8a1c62M7A/QZyki9DGXFZNN49EOoJgjcCP0c6xUuaR8r/78ndiuk43rpLNalFwMhAEl6hJmQkD3PH8g7aYLYu6xxN8vtcQ/Kb/BP9zmmQyuulnjKPNiPjxQPZ/p3KuOsZSdIquMBd06BCU9xDeeUukxinl53hcjYqO20BvodaWL4jnQJr7YNG7XD/hsC1c9EccZ0x5q/A997u7J+3Wqy1dxljvg/cZoyZmS4vejvE6YdBCIzxre6nojFah7hmfNbtZgTE3GytFL0x5tOI7PwuFNw5D43xdjTGhyLdMhOVYE5H767XJTEa+531ej86doaqdMt9t6EJbvkbqXsZjLJuqt11eDkfAShpORnp3p0FaT6D5oD1iP/s5dS64SR8M0cggOVm5KDWoGyNrwCHGrWa9oT03r5aTdJIYS7SRSftbmPGiNC3t9kovs3vfcCdrhymHIEv/dGzOZ8EFIlR+YzXzUWIU+lNeg+stHYRBJ2BMgaOfadx9+zmchx6x72DfHNq3VRIuoAYY0pIMo13Z7kIzXsXICBll4i1dqkx5jCUyfp99JxfRkHyPFAdkR+M7L8iVB74uYfz//rQ3Ox506yNZz8TPVyEGm3UbIhXTatuXxcUUswh4TxCE2JtcNBIM/aE1fb1HyCOnPPdpwJ1pswijsQHUcnaYztxPxGO28YYU2ixJ7bSfHnWFvazxDzGgpnGmHWuPPS7iP+m2N3/h9F89j6ke//oyndvmsFRa2dy/BdbaCiaG5w1cGE8f7cFAXdE3hVADWonVghgrT2riJKzGrYAi1sBMS8iRG8hsGZXGtQr7NLGucFZx9faqsurWf/oZrvpSr/Oodhz0GR/AFKSvgSkBTk7FSSlGRkSJ8xntHhn6jmUKXMSiuReixzVo9HguAQhurhjeQPMG0QNbvv1bbQEjdSPKrMVpo6aKCL/hrsuPzF3Nt68EZNZyTJWsiy93DuAWzmLedp5cRv6IiBgz2ACMTFvxsu4/1v3M+f4k7fASqagx923kriOLflG8WZovCqi8juGuA4GXZKl+a48jVdbmq6xNN2QZ/DlGep+joiD34Ciwy3hgOT2i48KyC2x5JZb+n2ho69YMMU6l9JSfKQlX2VpedpiLWzOb+Ch9hvx1SuzKz5EYENsLkejrcPmIwpL+1OULSfKtbOxdRWdpT63iQojO7k1Srpyrs+/QdAaUmiKWdXedTnZpngt7baNAueHRzbPBpucoygoITAheZujMCihcwXUuOz+ZEyW/sFgKoMh1MTre/P4LYnTbpHhXoQAxAHIcaxFnCeb0btvU9sU0rFcqQWNB1/Csxw5zDUIiIyQYfgn4Op09Mc5QjPR5DEPRYqPtNa+0psb2VlxOuciY8wLqJZ5OXK8+qPyHj9evKF8AeqY8mUSUNXzTUGScl9OMuY8WBOQRL7T4ssZxqLnXYl+k1KSeaONpBY/R1L6FCJA4tvuuj+NgLXvI6PuC3TMIipCv1XnT5E7fvp/39LSfzww44+XReBSf6A6wHSCSN8aiWy+2BhzAeqstAn4KnIy35EATVqstVUuS+NrKHPt44j76WrgLmPM+XY7W47v7mKt/aPj4LjRGHPcW5F67dLjx5AAMulPgAz6pe5TD9wDvGFda2t3jAAY50EaJ/OBnyIgeDbq6LEWjd/FaB7fiGyOy5FR30SSuReRgLReX1s05vz77XVGjMAj3Lnu7TQGPBA4HAWMMCKNn4yApLScSicS8u5kXvbcUQhgWg28sCB3rXVR3AUoE+hiNCZjY8xkkpKmCe68NyHwfg4C539Bwv+Fex4voyYKj6JMmTdswl/2BfTbzdrVII2br7YHWOnNd0NHkKQ74MSiYOdvUemSXzcSdQw8HNmfbSgg+nP0/GtQoOQb1trH++hRfBF1WXwPpOlb+QDKhDsajed7UuumojHgZTiwbneY53oSa23OGPMRYKExZqG1tlep4zt4rgj4pTHmXyjTZSLSv3n0PFei8eTB8X2AhxbmrrkG+LK1ttoYcymy/0bmya3Jk5u22VaZgWYY6+wKVtvX16Ey6y+j7MuvokYZZyLQ9DJkp1xpRPr7M0TIvcO6y2UM3jQ3OOuuZtsw+zke3bOd1o8AvzHG3Ix0+X2uSuQnwE9cedOnkc0xDTh6OrOO6M+gQoBiSmLkw/7njl7X7ijvitKnucFZVdZaz8/Cayz+6Upe+R3vgHpgY8w0FIn4FeLZmIpKOQrRQG1EgIl3XtJOaYiMpnr3tx+Kpj2EjJ9FwEvW2sgBPzcgB3c4CXu7J4AqICG024yMsjo0oY4gaa29zmA2F1I8tpXmkI7tOb34jlDpVp1efAtPuliX7sLTlXQo0xgX7MeoYDxgeT1+kZXxUiacNpFJg/cjCEPKP5DBFPa+6qH1qZi6X+TIvwkEUP7pgKbrYuLNUDDNkHvJX30GAsPA31pqvga2VaDQ0BsMQUn354s2QcOVkBkGpWdrv7gW4v45lt/2Ost+tYrmuI62uJlyU0mTrSciz2Hl76fU6PHHNuK5lvvZr2IOoclgbcw9NX8joiMX17TsEQwrHYexsKllFc+0393VJXUrpUF/RhaMpza/gU351R34aAZkhjOx6FDqok281PIwlo5DaEbhHPoFgwDLI6230LbtDsPe0E+DB83ofX8NZcIc5tZHJKnlrSRM+ZCQAudICLjHIDBmEgkhb1Pq2C8hg/sl931fNAn0NwS/PYwTaotM8eqF8fy0cfKWiXMibkZj+xYENvlMtYiknPEHCBQoTu3u13vxfBTbS9iyEU3mnUvY0t87r2tGv1Mj0id5lGUTAc/TMXNmR3h9utvmVFRa+nlg9ezwjGtCk3lLU2VjG7U8Hz9at8muXYo6Bt3/ds8zOyrGmMMRQHMdKtv6LgL3z7HWPvp2XttbLS476kb0Pn+0r35TByD45gATU//vDawjAWPSn6r0+Y0x/0Tz/peAvWxC7DkT+LO1dlqnc96MyH5/g4gf+6MylHWIrHuZO/+nUVePdUgHZJAeXY/Gsy/v8eXaE9w2ixHYkgdettbuZ4y5EbVpTQeknkA6+1Zr7a/csq8DY6y1/5Harsxdw6hOoFMHmZc9twCBS+8nCWC9/nR0359q7Mafo9/uRKRDT0H6ogTZTRXI1vE8VyB9tQnprFtRac5L3fEouGs93l3DTNsFt5MDVoroW2DF0jtgpVffe1OW5UDAu4BHrbXfSy2vRADvN62117v3+zsoK7XePc9voDKGvhpDvixu7Nud8fbvJO5d3YyyYj+JA2lTgOQa9J77DphHABdZaw9/my65T8Xxfx2M+Kt2+RzuxtRnUEaPQfxoc9D49ro53cihAXHd/MWqW+FQFBA7E6g2mAmd7PM2NBYvRjbll5C9ux7pvqsR6HwBCnj9AriiJ323A/c4HAH05yMA6lp33qc6zWkBcMExnH5paMLAWosxJgJ+sjCe/+2+up7dQd4tQM0eyGkbC1y8MJ7/y7fjOlxK6BEolfAgkpIr73Q2IEXoWePTNeGeC6MODbbhCES5B6XnLgKetdY2uXMNd+c5EymagXQsfSohcYZ9y84CZKD1Q6VPvs76DaQc9iKJmHcWH8WwdCQp9us8v0VXGTdpnpvuJA9kMmSpNEOos9XsHUxlj2BvLLAifonl8WKKKWXKpyYz4QPjyRb3vuzJS/Odls0/j7EWCve1tD8fYVtU8oR1lx6GmMIAUx5D3lJ8bEDJ+wzZMV2DNM13RbQ+DtGGkPyrQJghGGQZ/PuIKJtj3ZPruO+/7sPGGoszwmOpMJXkyfFo/jYCk+HIsjO38Pu80voUY0v3JxMU0hzV8VjdTR3ONyyzF1MKDiOIDZaYN/Ov8Er+6e1+Fj1JQEixKaPJ1kMnoMYQUBkMocnW9Qak8dI6LDvWBMYUrmt/PVZu0ZbMmYiEC6GNJBPDS5VbdysCaJ5CE8GX0ZgPEbHlr5FD0ObSLccjZ+IgxDEwHr2fG4CnpjNzyCCG72/AruaN377Cs8+xNbfM9nLTbO8+fsz6jk898c0sdffQFa8P7lg5kjE+uPaoAAAgAElEQVScBld8BlJa6tHzfwxlGOVJxnebu64yd8xNSJf536UfyoA6yVp7J+BJBicCmb42epxB6UlV5/gI2LzsuZ74+C2TyEbxK/Ez562OX7/+rTzvrhIjYte/ojnkXBTpugwZk7/eXUGoHRFHjvoAAhz+Zzv2C5BR2lV2TD+SUqX0ZytOuh6O/9/IYZ8L/Je19u7UedeittCvp7Y/B0UtC5HO+AQqP2lBtsEaVAL1OZQZsZ4kY64Z2SHDSIIrEdLDQ902DyFbpwHZJ8e59dP92DTqBvQA0t37WEdqaYx5Hvi8tfbB1PWeDnzWWjunp+cwL3vuz5DjsaXLW2xj20yDeSy6cyHSaSe4Vb403OvAVnffjwPXI5vKN2gopnfAyWjkgDxIEkjoavuIviOubXgrMrw6iwPUTgJm+ywW9779E9mMF6Ko/UVovmhD5Knz+7p02JUmDkuDe+/Jzosboy+g3/K3wHPW2v3dugGoeUM/Pwc4vXKGtfbst+eK+1ZM0gXq19bav76F5x2DOjFORwHEHJp3VyPfr5jEzosQMP5Ra+2zbv/JKGvS84uN7nSKZpQx+2ekjz6HMp2rEGBzK6L4OAMFSf+AstX6NJPWvV/no6ytCAE2V1trX/XbzA3O+rW7NosSGr6xMJ7/riITfleUPi2M569BqORbIs5p2BsZJ0fjuhmQtK+uJ8mCsSTtGStJasU9P0wtGkgZ5Gw+jgy7g5HxZd35RgMXGGPej9LUffqqTzv27XqLkQO8GZU7LEYGxd7IuNkPGXYvuGX9kYLoSnIkzl9nJ8+DT76lL4UUmZHsQwOb2chq7ySaUWYcA8xQlsdLaKCWLo6zhXfk4Mw8CikmJubx/O0YDDExK+KX433CfYPR4UTiv0a8kV3FmLP33G6wJtpswRhMpPKnoD9EbVBwiKH9SX8nAaYE4k0WYsivtWTHpMiH89D2hCEcaml9Lk/DxeKUMUVAICLgeBNsvgzaj6zm/m/cvwWkAag0gzHGYKyhmDIa7Waeab6b8YUzKMsOYELZodTlq3i18Uka8luXahaYIkxgMAQ0xnUsy3ckYjYEBASeoGy7JSTDrKKTKTBF1MYbeaatY7KJJe5tudMW2adoRtHooqkYoH9mWPBS88M+I6szf5FPv8+jzJhVqHTvKgR8fgk5HL6r2SvAqWknxYkHQU9GhvvVaFJ6DaWWTiqh7McGU2Cx1hLPRRNkdxkdHmjt00yRVGQ8RM7xh9karPHlhUNQ+vki4LOpZxantkuLL1tI882kxT/r/dx2HtzB3Wux2zfdltvLWHdN6S4q16IMk6moxLRPxOm//0W/49E21f0OOUwn0PX97RIJTdg6OTxo/lt1vl0t1tpNxphTkLG+CEVWD0UZmocZYz5ud4P2wX0hVh2JTgEeN8a8Zq29Lr3eAcCezDf9GY/mYt8kYClyaJcCq/vAcX0apbNfgaKhd7vrjY0xt6DMkV+ktv8XyqT5Hko79/rRE6oPQDqmP0n2rp/PoWNWL0gv9CPRA367HAJ59kVZQOkSgg8i+6M2BdJMdefu3GHrVDpyY2wl87LnZhCJZUl6eWACU2RLqGDA3HpRZ/hS0BpU/rrSXWeZ+4x3z6Q8tcyXx/cEnOQROecNKIDW3faNbwew0pdi1O3nQuCgTqVGX0Xz0K+Rjh+M5p//h6L+vWrDu53XUoh+99l9fez3hNPQmJ7qvt+eWjcFWNIJqB+B/Id/C3ElUB8FFuzqEqhO533DZbN+CpULgnT7B5B+fglli5ciHbwv4pn5C8pkewl4nzHmWLd/FSqbH+KOVYK6Pl2EbOYfIxDk02gMH4DspkdRdvLRwFJjzHzgF31FA+CO8z0HtB7k7u8hY8wqZNNfZ6394tzgrEsAszCev1t2EttZeVcANbtSnGHmI/KzUOrvYDSY2hAg0ojKB4aRkGEOQ8/fE2u2IKOhEEUun0KRKJ8t87oDZUqRoXch8FVjzMmoxtwbRpuR0REjMKjM/V2JlGg7AmGGoejXJLftMrfdaDSgOyOwXjw400RSDpV+j1qQ4ki3FQZgXw6jjH5YYtpoNnXU2AoGMC6YbkKTocJU8lD0r60ecfKPoYRyjDFE9v+z9+ZxcpVV/v/73FtLL+nudKfT6ez7BiQkAUIIuxAUQRAxAwI6PxUVFVFkZvQ7Oo4zjKO4r+M6KjoiCKKsQsIuhC2EELbsZO+s3Z3u9FbLPb8/zvN0VVdXJwGyQJLDq6lU1a26S93nec75nM/5nCwBMV6NnvVvB4PDkU48K2L1T9eTSXYx/sLxxEvjtM/P0HZ7lvKLQsrO6fu2L79Q6HpaSS2BzKaAsvMTVP4jBP2EqFORGBAJHU9HNP+HfSZeUFjR/M2ArqcFVdC2DIQxpLwMzWSgK2WMnHhIR1srD14zjyhjPnpMEmQ1zZroFUYGk2nSrexyOFtTdjPLUs9yXMm7iUmcmvhgdrYWB7c3pFdQGQ4gKWW80vVkj9Kk8qCKEysuICTkpfbHaEivLvodu7MyqSAhJYQSY0Aw+PV8tLA8ptv6x+qIiYFq/cM6xRZ7L5QdkStx8q2y/4BR8lcB/x8melnrvn8+ttDchC1a3UGQc+rmYgj9AIz6/6kCOv2rwKtzgrkvA78XZMcIxn9gWbS4T8r9/jZVzc4J5n52l7bMKZXyIQQhL0dPp7fq+pBcuVgV5lC9hC3A/8993LeGBRurreTGruQ9FrJqPDBTSo4x47UnOvO+wzPi8n9bL26aL6B0N0bLvYh9BNS4DO73sbn3TO3daeJZ7H45YEAN8OK89M2HFMvEjaFvi8gTGOD2Z8x5+zbwrIhcrLoXqu+HhjVggOlfRWQ6tn57QGYINid5VszfMAHIZfsZzHoOS9BcCvyHiFSoaqt77w5MRLIbqFHVdgfglGPj9GIMuKjCxvoQt+kJGOCaxOYHz0DxIrr5c3q+wPAo95jAssDvIE/bwoGrV2CZ3W/nnccHgD8WzNkxjLnx7+65L1Ea6h5HALPiJGacFl5QHkjx6ulyqdjYoo3PuvN8PYyVXXsCGMTaU88D/ldVv7C7bd/u5kqZ/ghc5Ute3OunY1n6FzAQUjE9iR/vy9KJInYJ8KILTo/YvrW5mD/xTswPuy/vvaPde/l2SAE1AKq6WER+AvxCRA5ICZTbrwI/F5G/YWvuP2Ii5SmMeLAWizXLsHjLA5aXOo2sP6jqg2Ii21dgGjX3Y76SL5+vxLr7fQtL7n0HA3A+gpUnjsXWrxUYU3ES8JiIPIXN24/vi+vhvuMZ4BkRuQ5bLy4Hvlovw1cfw8wpIJk5wdzPzo9u/eWb3d/bzY4ANXtpzrEYgt1AZ2PgyChyAWQL5gBsxxyaoZgTEsPYNJ5hUoYt/r4loWJZfA/IPI0tOt0ZF5dNn+YyeVdiIIuv8250+05iGbtSbCCvwgKqFiyIpZzKynoZWdeoW85oYutmDPAZ5rabRq6bSjFdGdzxl7v3q/Le94LMvcCZPItCYpEgMWuJMoLpcrq00AhqXYiyZImTIE3xZJOirIgWMyqYzOZoHR3s6vH+a5lXmRw7jjQpdkQNbP7uGrp2dnH0xcfQdH0GMpB6JaLkpJCgoniZUlAqlBwvpF+2q5hdZR2fAIKS3Gc65wEEEAltf02QXqP0/5c0QQmklwvaKZBQgn4B2hk3kKa9012JiPSkVh6+53Y0a3Pc2JLpjCmZRlq7WNDyF1ZmlvQ6tp2Z7ezKNFEVG8jazr5joogsL3U+UfS9uvhIQmIEEjAyeQyb02sYmpxAVjM0pPauO98ubaZT2ymjgg2ZFXv+QM56XfSAkAnJ49AoS1YzCMLKzud8djYip4GUxrou/RTLWM7Agv455JTy/w0bV78Dvqyq3RO6KwW8CstQvIhl+P62O7G0+dGtyzDm2lvFPlguFXWCQCRMDGekt2bWj8TmD6/bk8CAq5HYHPQh99l8LRlfTgY9S6CKjV3PPHoFOI3cmuGFfL14eX65VYR1qtpRwBRYjM0T52LX/02ZA2l+hoFCZ/ehXfEkNh9XFHlvf9gu7B49JE1Vn3TgxG8x1sYlmPP4sIhcm68/8nY3R3sfQ2/tmEluk00Y4PsD7DdfignKHnAxU1XdKiI7sXnzUazk+Tfu7QeBm0Sk1jNXnN2ECUu+jDnyizFhWO94t2PCr+3YePfd9wJy84BnPgaY3+EBUd8trhQLKN6DBQTeTsbmggoMWPdgxweBfxOR95MDYqa5750n1lbbt7z24uECkCalGTIkilRmxyTecUw466xN6TX7XBDe+YY/xvyvf93X3/9WMneuPwfuU9W/5L0+BgPi41gg+GNMq6QXRXo/HM9ncSDeEdt35pJaU7G12qUlWZi3SY+OT86GYEDdoWYHpAtUMVPVdWKdoT6OgSZp7Pe4DpsXX8DWJB+bVWPs60+LyJWq+jJwo2PDfB4D3/+K+WHevx6Aa9ONsWr+B2OqX4El/AZhLMNG9x0Vbh9NIvId4PZ9te6575mHzfdlwxn3fyAz3Hp8njuuw8oOC42a12vOYZiC3cinYDoWngGTwbqf7CDXkWYouf70/d02HRiI00auznmw+8xTGNBzE3CDWquywv0fR04YcxK5MoUYltGrxUCYuHttHTbo6rHJdCuWaToW1wbxdHlvECMej8iyg82kSbFcF2uWzO4Ud/sCbyDXAjyf/lyoj7ECmxTmlFFx7FiO0p00yliZEoQSI6MZVvMS5VJJvYwkQHg5eobNuo7dWJ/MDCHQwnbQg6bWM/W106BLkBIYfE/JbkWGs83Q9BXrAlX9ZYiPL9i5Kg1nKShIaQkEAZpOQVcKKYWKT8bY9X8hsXql6ros26+Oo2m6gZooyPJw+209BIDPqLqcZFBKRtO83PZ3Nu+G6SJIN0umVoYwIZxOU7Q1n13Up1WEA5jZ7zwEYVnHM5TGKhlRchSKsrztadZ35TpB1SaGM7p8Bju61rO6PVc+NbLkGMaXHQ8KzZmtLGy9t9iu9spGJaYwLjkdQdiWWa8vdDyyQYkGY/e0Lwv8CbYoNGKo/qewcdaOsWp+pqqrxVT6bwAuU9UHoZuifQ0mIPlHLLv3tsy8zQnmnhWRnS+EosAmWZNdGi18GsuGL8YWUz822rB56zfkKOH+Pc17XqgNVQi6eGslJ1oJOQDH69Z4PRsfRD0JlKnqCflfItbJapSqVvImzGXZf43Nce/JYw/0snPil34Bc+T7ApH3pe0C6ualb95rcaa3o7kA6Vos6/ZxLDHwZwwU+NzeiJG+VUxE+tMThPF/ozHNkmJivtsdw/VqLBM5e38HpXsyEbkd01ZJAdeo6hl5792G6XP9Nu+1GMZ2+SXGuPkG1qktg/kSOzDgZxPm46wl1x0yJFf27HWpUu7fXhjeP5+L0fYvwIKJodg9MwybV9qwAM+3834O85nS7rXp7nP5JZYpt812cuVZN84Oz43KpfIL9Cx/6gQenpe++d17dSFfp4nI54APA6fsbh46FExEPoKN+5mq2uHA8iuxwA6M6fpFVW04QMdzCrbGTdzXujeHu4nIGRiD5h8x32mNqo7Je/8R4L+8HpZ77WHgelV96MAe7f43EZmGgcrTDlQJVJFjGIqtszOwVvRpjEW5jlypZr6f044rcVXVXe476jGg5yKsxPQCeibsFNMe+ji2nofYHP4lbF3wumTfwtaIz2Fz+few8saeGfQ3aXOCueMwUeUy4Pz50a37qkvc28YOK0bNnGDuYKy+vh/wh/nRrS+IyEDglDiJ84Yw6uxWmmvIsWR8ydIWzKEZRq77yQDMichgmZQKzCFYgQ2egZiT8gK5DkxPq+pGsdanNwD/ptaRqQyr+b8IYwiMJac7sRkbhMPyXqvBHOMIy5yvxBgFScyZmeW2bcQWsVuBJ0JizSISFw2oZQigdNEhq3OgeJS3D689USyQ8+yZwo5P+ehHm9t2PEaH1XZa5UWeDgBqGUKl1qAoDbqWYYzRQAIJJGCojOkLqPFZtGKCxCkg6UAaJdfhhi1LNgdPJ+YzbfYJDPnwwD12ggr7Q+0P+35fRCg9W+nIl2ZJZSAC7QI6Iuq7ZUSF+HglvVpQidPQuYJ17UsplXKSUsqOyPyZhtRKhicnE2kWFWVW9ftoTm9m6a4F1JeMJxmUkYm62J5aT1eUa7d9dHgiCSkhGZSyWdfStAetr9bsDh5tuZmQGF3azrGJswkIUSKSQXn3dkLA9OpzCSVGVbyO5sxmGlPGaK0IBxAQIkFATXwIgxPjaUi9LmZNt2m3TBMokSiRZ5+9gDFm7sWyvL/E7muARzChtIecBkMgIl/DFqwzgFUicjkG0AzEsnuf7oNx8baxB/S2VH9qN5VRMahNWmI7ox1tWMb7eeBMLEjzteRlGAtmKpbpnExPTRrPgvPZcARhOOODGDHWsoxsrtOX0hOkUXJj37+WX/rUiQW5Dxc5jZsE+fpYOVpW6ctvKEvgMit/wILId+8Frf5Xqvplwxb2q7UDPz7UQRropip/N68U6g4sk/5z4HERmatFOt4cLHMB5XCKi/lW0FM75iZyYr6du/teVf2xWNvu20Tk3IOsPbIQmw++hNH0R+X9BndgnZB+6zdW1YyI3ELOsfcDpI2ebJVmDBD1Zc/5Y92P4YgcYOP1rLxo+Z/c9j/AQJ8GDESOMBakLwu/BktATcGYjPmg8kbMWb/dHa+f6x925/SoqkbnxC/1x/tVcqVYN2E6C/vcRORcDOQ66TAAaSZjfusZDqQ5Bfg9dm80YWDl8gN8WJ8FfnQEpNkv9g/YmPes4nxAxuvWHPKlT958CVSM+P+eJRdfF0iwdH506xtuX/0Gj2GjWCe/j2PzaSsW034dA6wXYvNnGTb/lmFj5HKXVPizqm4GPiEiP8L86DVY/Hhe3q5GY2VSy4CPq+of3VpxAdb9sQZLUNRiJbXPY0nUr4jIL7AxuU/A2vnRrSuxOeawtcOKUTMnmLtMVccDEpHVJ7gvlaIzAUQncnbUTyrjqkSLeXxJI1vrydVrhxgwk8acGC8utw7L+NdgE9RScqDMM8DSwtIK5zAuxhynwVi2ewS5DFSDexzl9pXBAKGNGCizAwNSHsfAiAlYmUEGc5QWYY7J3U6QSrAB+JsqamtHykQChGqXfF+pL2bXs6LN7RNylGUP0PgbZBMGfPhovhjLJuXObRQWtFRgE8lAeqqUIwT0Z0CmjdamFJ0Dy6nghPBsQkKWRE+yrSdgXYzVk8+q8SKHvma+lZ6lWd02aPogTv+v04mVxUiUJ4ptstcWtSipNdD+lwRRZ5rUU0Yu6P9PAWXnGcko3Z4malde/PJKXnthOW3ZZvoHAzkueTaKsjGzimVpY8KUBP1IR52cNvAKY9dEaRq6VjG4bAIhAaoRGU3zyNYbu9tlnxCeTT+pRoAnM/eiIiSCElqy24sfdIHNLD2XqmQ9ivLEzj/T4XxNIeDsQVcSSoxMlOa5prtpStu8Wx5WM6vqQkJiiAidURuPNt2019dNCBiZOIqAgLWpVxmZOIq4JFmdWpxOa+pnmDMYYaJmH8HG20aspeCv8wEXpxF1I7ks7fuxEqeX3fb37K686e1kInIvVhr5VffSl7HF0pcjXIYt2j5zHGGstxlYOUQdva0TJww6jLGMZwogNLCGpVYxCbkMii+tyB97nu7ahs0NMQxcrgauU9Wf5O/sdLngYzHivwDdHkg4dX506+tazEWkBAv8AObuDXNDRE4bKmP/NDGYPiCUcL8lJ7Ka2R5KbPi89M27De4PNRNrx/sbbAxegglQfgHrQvHG6XZv7FjK6FvMt4ni7JiNb6bO3pUm/xUDHK48UBoGRY7jHEyT60ynqbBZVa937/kOLfX5wKZjHP4eG887MKDHd9lLYON+Dea4N5Fjr3grZOkJNucksTlnNsa2yGKClVMw9slF7vv9ePSs3DTG3Pk7BjBvwYDA89znLsP09H6DdQ8qCo44YeE6oGl/AacicjQGFF2oqk/uj328VczNu09hv+XfMIbFLExXsQTr5rXtAB/TCJy/uZ/1nw5LE5E1WKA+EptT36eqd7j3BmGJoNr8+U5EWoGhh+rvMU1OrqmkZnOcBIEE8+ZHt55/sI7FMWPuwhiHP8fir89gpAKvWZjPXG7D4tJPaF5XJRGZg+nN+K7Dp7m3PLs6woCYq1R1oYsp34klBEZi/t5obG64C2NgXY6tid9xpVdH7E3YYcWoAercTYaoRP2p/cZwGb+hPwMmAP/s3ghiGj+KnBCw72TgxXb7YTflDgxN9qDM89pHK00RqQNOrw0Gf2RUOPnUTdnXylJ0TsJAno2YuO84coDDMGwB3IYBJ/2wIOhZbOI8HSuLymKAyM2YbsfDTiQwAK4QkefI0YnZyXaW6HaEgOGM64jIygZWh9hgLgaGNGPO2QgMiCp00PxjF8Y+asIAnXr3Wo07l7Dws0rU1cS2JAbi0EarPpq9Q6yLU6+4ulgphrh9lue97x3GYiCNArLl+S3cduFtjDhjBFM+NIWqUVVoBzR9ISK7San+tzglJ/benaqSWQlSCbFBdiodT2Vp/noWJEXN9TFST0eQhubvZomdlKWro4sXf/ciq+9fTaKjlKHhWBqDLZQFJpcRkzj9g4Hd++iMjDGYjjqJSxIRSISlhM6HDSQkjhAPknRF5msvyj5CnQyjVZuIhyXM7HceCqzvepXlnXtRCiU1SDpLVtMkJNkN1CgRzzXdzeiy6WxPre8GaQDask08s/NOTqy6AFVoTu9dx7665ChikqQkKmVM0hqJxaWEZV3PbMEAhr9h9/VdGBMkhdE8v1FssnfOwh3YfbcGAy9vwfRKDqnFwdFupwGrsblnABY0HYsBF9Pc43cwAPkqbFwksUV2Nhb8lBd8dQlu7AcuUW4p8x46D/5JftmBFxP1gyU/y74TC5KeLjyPhCQ/BxBpVAWcz+uoN3ZB+F/c91+xJ/aCiFRg5Rzv3airP3GUHH8Npo1RyAR806aqXYuyj3Y1s/37Irdc29dacCiaqjaJtU++BgvmPomV490sIr/FaNf7DCx1a/ggegIxvnSpnp5ivvdgY2LZ/mI8OFbsB7Dx9QXsnjsY9hwww63/NwJ/EJH/UrNGEVkIzBGRJ+kpxluLOdszyZUy5TNXB7hH7x9Eec/9XOB/3xjm1ySxFs2nYWB7SK7FapxcUmU1Via5CTgHOM4HfiIyACtvTGK/441Yp8s9iqnNS9+cYT9m9sVa1t+JgdGHJEhzTvzSMzHWxGvYb7MKa7nu27V/FCt/eO+BBmmcfQr43aEKChxMc5UGQ7ESmV9gY3VB3ibHAC8VgDS+0+xbilnm5sNyLM6pxNaOwZiPMhCb/6oxf6qKXLxVhs09Xo8vrKBajud0AgnAwIqDZqq6WURmYuvt97BEwXswBvlQbC0+FkuSx7BzOgNYJCLfwzSkOlR1vojMwACW67EKjImYD+7tOKzT4QLgalW9D7hPRE7DEoZe4PgzmEbk6Rj75gEReR4Dgh4+WEmMt7sdbkDNP2BdXioCCf9nqsx+RFXnKVrmI/yIiG1sWooFfyUYSJHAgBMPyjxbIMrXw0RkODYgLsICg5oSyjg2dmoMhOHB+PTf03d6tkyp28c2LMAqwyaTnRiNLYUtjjPdtsdhANHPsYD2VVcrHwOuFpHryZVu5ZvPfEVKtG4dy+uxCcg7XT7gymAL8lBs0upPzwy6R1l9udEuzIHahQkBjscmBK8zUsi6WYGVtby/8LIpUWH/4EItGp/ZBwO1vDOZT40pBuqQ/z1RJmLNA2tY88AaBo6sY4rOJtyShKyw80dpSk7sHce1/jai7SZThqn9YUhistD5gHbzkDqeyIArrVBVHvznh9nyYq5F9ezkHJKUMiKcxDOp+2kNmyiRMpanF/ba18KmuxhWehQtmW20ZHZQUl1BZVhj92c6TUVQ0w3UZMnQ4NjtI8KjASEmMQbGh9PQtZJAYuyM+vahVqYWMTYxjcbsZlqing1zGlObusudel2PbCMLmv9CWVjBjvSey3WHlk5icsWpALR1bHNwANTGhjy4rIuPYA7BH7Ex9yKGyN+ufXTbyKsX7sQW3h9jC8hB1YnYj/ZFbDG+EstUvw+YparbRORsTIPlcxgL6TGMyjqZHFjzJFZW+Sh9ZMTXs0riJIkTZyUvFY49L0IMufHmx2Phtl5zq5dwZ7vuuj9J6VGgAsEje3vyzgm8E5uHP7In4TrHLvgFVmN9jGrUdE780keBZ1R1lCuf2lfWLiKfaWb7bVg9+LMicqkePl2QfCnUD5wjdwsWWJ+ErQ33i8gHXm8w536jsRQvV8rQkxXzgHtcs69EDV+PqeousQ6MT4rIKlU9GO3ZU1iQdAW2TlcBt7hAZQh23W4nl1DZ6B5fxNbqLMZEnOo+H3ePvsObL4uO6A3e5iO7/d3jFe79Cuz3Wo+Bxu923zlMVdsAROR3GEsmFJF3YuyZszHg6DvAt94qzEinIXg71jr29wf7ePaHnRO/9BvA1UAYacTUYHawJFrgk3JXYc0sngD+W1UX7Oar9os50P6j5Mqhj9i+tbOx8b4WG9vbC+bvPjs+7Ytg3LEU+2FzR2XeYzU9AZYacgBLvkZLKTnA2fsokAOa09h82Yklu9uwuXOnO+dGLCG2DQMltwCbSijdEkrsbiyu+96bPc83a+5a/4/TIJuHxYTfwMDyr2LH7jVNq7Hz74eVa35YRD6pqne7ufXXrrzpn4CzMJ/6AnJlR4LFootE5AFMi+4x4BwHGH0Ju6bTMT/zrxjAOxPTmewQkW9jTMjddtE7Yj3tsCp9KrQ54SXvcQ5VUkTIaIaF+iC72Pkslp33wMxrfU0+Lrs3DtOIeC+2cPTDburtWNB0+9hwamJUOOl3JqCb5qHUrYoxVjZjk0wGCzzXY5PQueTaaZdjoM23gfnqxIfFVNm/gom7FRPKTGETz0B6alJ4jZn8yauB3MRI3vaF24FNcn0ZEmYAACAASURBVHdjoNd4TBW8AwNnKugpLuydOsUCyRt4fa1yW8jpY/QAYfrLQMYEx7BNN7I+2qvSaA2Jd44MJpam6GRDtJKpwcnUyRAQQQW6JrZQ/mllwIQBBImAKBVBAM3XCJkVAnGl/MNQ+l6l6yFoucESg5maFA3DVhB7tZz1HSvZWYDjnZmcS1ySqCqbs2tYnl1E1+tIus8qO5+K0DR9FrbdTxRCVtMEWWFG4kwisryYXsC0yrNJBKWsbXuRYcFYAFakn2ddZule72t/2MR+JzGy/FgCCWjs2kRbxzaSUrr5pc7H21LaORobC78Bvqnat9COY9F8CwNyXsUWh7vfKk78/jCngbEAC1obscXzHszBqPKBqdNLuAkbx7uw63OS+xrFxm0GG3+FgGaG3sy3YlZY9uRbg7eRK298HDheVXvNSSLyk0qqg3Z2XZYhPW5vgnexdrB/wxzDq3anRyAmDPsdzNH4uKrOy39/THD05CHBqBdKKCeQYF+ANe3AZ+elb/6V279gXbe+iWWafnG4ZZHcb/C/WAnsZVim7grg0mJBnSudKibmOwpbDwtLlZbtLlFyME2sI9Y84HxV7cUoe4PfmcCYQp4B09ejB1vWYyUhQ7Fg5Xvk2CW3A4Pz50sRmYjpfikG4gwn59B3un8nsfnDzxvFe2D3tFcx32gZcIKqdorIVRgA8IiqXu32X4b5H7/HmFhrMN2ZhzH/q+4ga/90mxvfv8ICxIsPRW2Uc+KXjlXVl1y5EwAZTfNi9OTi7drwSyxo/Ufs/vgCdAvN+Q6A+f8ufK55z/fmc/6PgucfwQC/9xV5L/85h9v8uy9MRO7EyiB/jXUyu0NVLwKYE14yN62p33bRsayfVJ04P3tLek4wN9GiTb9pZ9c7mtn+rg2symJ+ez7QUoGx82rJMYJ9eU4/LEldis01Ibl7BGwO8v5JCgMMPcCyC4sTfAXADoxd4kGWzZjf1Ay07AtfcU4wN5gf3fqWG/tiwubfwubQD2Dr8NEYqDoNu7YJcj5cCxajXq2qa/O+ZzDGrnkPxnr+JDbnQa76IsKSZ/+kqqvd56Zi98tZWKXIVAy0uQED2P4J82O/f2p4waYSKT0f+J956ZsPONj7drLDHagJOrX9liSl7wfoYFdmgf4tAv5DVf+72GdcduoYTFvmQmwy86htA+Zc/BULKo7FbtizgLGjw6ODgcFQVmVezOzQhhg22Xgxzw5sALVhgdQqjILmmSozNCc8/EOs7W6xQCONTVJV2AQ1ltyg8tRlH2x1YGBSPbnsmQdW8rfztgIbcH/EQJfPu9eryLGz/ALps+0BNhmsxiYK8rbrKyhUgIEypOOoYGZZu7byfPQYGXqCsGfELiYuCbKa4ZnMfHZ1N97qYV78OAFwdDCL+mAEivJqdiHVMpDBMhIRYac28my2Wy+N0gGl1EysIVmRpF9rDXUvjCeKZclKmo7yFjZ0rmLizuOJSZwu7eSxzF967bxEyple+g5iGiMRlRBKiAaCErEq/QKvpXsn3YWA+mAkndrWLQ4clyRD4+MJghjjKmYiEhCFQmvTeirpb52oWM/gqgmAkM52EG+3S7w1u44XUo/1cakPjCWDcmb0P5dYkGBx8zxaM9v9PfIYxgZ5YncOlYgcj1HnL3YvXXWoZjMLTUR+ic0tT2AATYJcQHaBqi7O23YktnhOxBblT2GZEc+CA8tE5rfK9ba7MenNC3pDTzaeL3cIMMrtYFUdVXAe1di8djQGZCxU1R/sbmeu/OF+DKj67B7ukQswWv4dWOeR1oL3y4CH4yQfmBhMv7JOhtaF8oZJpR2Y43fpvPTNvQaXiEzCSlJXAh87hJleRc0FtJ/GxvansYD/11iJ7lJ6AjLlFNeOWalvo+5R3hyz5ueYuOqa3WwXYAHLngCYamxN9wyYvh53YoFznap+XkSGYc7yUF+KJyKLMaf88YJjWYgxet+NZZaryc0ZfbFU880ngSDXBe42TLPoh6r6Jbefx7HkzruwYOJSzI8YDnwfuFFVX3XbfgwrY71kL/Z/QExEPo/5XqfoPu5u8mbNjTnPyK7H7p16LEDywXE1fQfHcSDWn9pgWngqcckRldOaZmm0cE/dOA81K7bWvNHXdvf8jf57b9/v69H/u8fr/agK4iRqmtjmWesxbG5pB+Q0ubA+IUkymmaJLsg0skWGMTYYzxQRAraxKfMiT3XkfW/ovsPHGB30BFh2kgNYtpMDWZqwNXane2wG2o8Ab7s3B7I8AEwcFzv2jwODYZNfTT8ztVm3NWIx4RBsLvDzeoT9FjdgmjJded81FQN+RmNJwH8m11HP+4sZjEX7RVXd4D43EQNszscA+wkYU+mvQFBC2cWzw3cfG0oIdi9Uzkvf/JYDvt4qdriVPvWw+dlbIhG5rpYh51bJgJKNuro9IIjXM/K6OeElD87P3vK0o19Px6iA57t/+zrrddjNexcm4jsVA2X+DcskvYAhucMAeS37Mq9lXwYLsuZjNLIE5sT64KsKGzQNGLjxJeyGv01Ezqf4b+brsftj9cT9MHbLuLxt8rs0NGLOcak7tgzmnPUjl5XLz67/3Z3TUZhg68/d9/iJPH/A56OtcXce9eOCqdMGBSN4LfsKmxz4WvxXyS0i44KpZQlJEhIyUIZ2l/jkTjpFqDH37z6ZdAF2bSOAmMQCj0GFErIyeoHBsdEIQqXUkKSULozp0rGjg40LfFnPamAhpyYuoFT6EbbHSGeWsonVVAeDWJ59vti+GZU4horAGIcpbUcQhJBAQobGxnUDNf1iNYwvn0lLehulqRIGxUcShnHWpF5heepZ0trFmtRLzKg619fHEqpQWTII7ewkIkuntKEKsSBGRkLatImQkNXpF7ELHqJkKQ0qKA360ZjZTHEfY99bV9TGk4235b/0FeDbupuuKm7sXYwBNEOw8bYROFdVV+3Hw33LmFg7xouxhe4nGLsvEhHFxtaJWPYcAFVd62ioP8LKpH6EMUw+Rw5g+QVGff1m4e724pDyweF88Cdf36ofNmAK7UpM3LlBRG50++8TqHHsqfkYm+aLu2E11mLg9QnA5ar6aJFtAqx2enuarjNfip6qq5eRtx0TnDhd0eFAwo+rPVgbNjf+GvjCvPTNbcU2UtWlIjILc36eF5HLVfWJvdnB29lEpBy7VydhTM7nMaZEgDnfl2EZ+Z9iiYil7CO6/FvFVPUuB9TNF5FrsXW5GAAzGFvrCwGXRRhj1T/furdZYAe4fMUdxwb3/EIMNAQDMS/EOnNVY+K+UzEA9gxymgzQE6SJ8v5dyKqLYUFUrT8MLKlTj42VB92xjcGSXNswQOlcDITdDnxN81qHO7sASwq9Jcz5X9dhHZ72GUjjyjw886ASGzf1WEnvQCyoyi/x6EeuxKOEnChzPsvJM6I9+6ADC7Rb3d86csHxNiw43gxsqg2GdMaIP0eenllc4u1TwpOO35xZF2LJyLmYH+kBIQ8G1ZADgrzOhz/OeN6x+uMN8v6EnuvI3qxH+9OK7X9vjqkYA8g/z2cK+TLCKO/f2bw/n2T0jxlyQt+ZItsWYy0V7tMHw/61Hv+uY9jAY+TEd0SodNHRFRKUvqavRhtZvQFL/sR2sZNKrUGQqJO2rUA1aAwkJkhURsVCzOfw4IoHWna+VZhxh7KpdVs6uiqo/cbIcPIXQolxXOIsHuy6uRYYOCQY3Tg0HKfrs8s7NkdrPbu6EpuTPyoin8T0UL3W5/VYxcjHsDVpA6ZB49eDGMZwv0xMTDpFLpZsxdYY32jiXwGJiPLlKo4ANHuww5pRA920+h2Ygvlpx8rJm2sYlBSCzPP66Momto0hVwK0GnMs7sVu5KMxYOYdWGeVJVjwVF5J9XFjgymlTbqVNbo0xBg2x7vd+ou+GhMAnO2+7xrMcbsKu/F9q91ilsWcuH5YZl2wTFXCfX9++ZHvxJBPW/a00zQ2iPIDLnXHMR9zFny7bw8IZTEn05c6aN73gS34I7ABmyijglmxdxFKjEgjHszc0tc5KSAV9GeQjKBM+jFABiPAM9kH2MXOHhn/EsoZHIyiWbfS1LuCwpeWlZMHhiUoCcYH0+gvtSRIEImSkBIizZIhzd8zdxYTMwaglApmJd5FTOKoRjyVvo9de+j4PDQ2nkkl1t1wddeLaJRldPIYQuIsSz3L+ozJeJxWezmlQQVZzdDZ3khZWOV+COXR1lu6y6QGJ8cxpfJMREKIxaArhaZTLNx1P7XJ4YyqmIYQsKZ9Cct2GZtweMnRTKg6iVhJPza1vkpdVA/AltRrvNT+xpg2CSlFiUi/sYT3u1T1/r7eFBPf/jhGt1yOAQuXY/fb+w8ndoKIfAcIVfVzItKA6fZ8WkQyWLnCWlX9aB+fvQMLhnyw9A5yZYhZDNz4fMHH9oZVU2w73+kFXKcWVf1c3rHEsPnuIlV9zgUnr2ElIkuKHPtQLCt0M/CfxQJ5l0Gei4E9fwC+on206nbA0PlYwFIL/FVVL41LorKcym0Tg+lrq4IB9ZgzkcYB1apKlkxpSCwr1gXjx8CN89I373Wrd8ew+KX77Nff7mV67rrXU1w7pg5jEeUzYzZgLUJHYyVQn8VEZi/Wt5notwOPB7N7BsxQ7D5KYU7o/ZiDWwjIbNodUP0Gj68ay1xWOwbu5Rgj9zoMkJmDsVwaMQBgszvOSndehWXO3nzHJ1/+5P0Lz8Ddiv32HtD5EqbRNwPzUYZjY2A2du7fJAfCvAYM1zxRWAf4NQAjVPewyB4AE5FjsPbgF6jqU+61JDlwxf/VYD5TPoulWIlHCTkWiy/zgJz/lcHm1E5sztpFTkOjid4aGg3ubwf7oLxjSjjrujoZ9q2AsN3N1Z+en7nlVsxP/bqq3vhmvv/1mptz4th1uxX7Le5wz0uxa+o1SvxjObnr7Z/ng0f5QJcvCfG/h/8rFNAuenh9/Ptg2+tm2YxgfDBOpsYCCVFVRARV5Tl9lGa2AmwLCDMDGZLsoO3xFhrvAh6ZyVlrKqX6Wuye//r86NaDPmYPd3tn6QeHuJKkZIY0D3f9iRhxzki8j0BCIs3ySOr2vpLcETm2k/9rxeYzLzC+E5vP/fjwsWAam+v/XVV3ADgdxV9gPoDGiMuEcDplVLSWU3F2IihdDlTMS920fn9dj7ezHfZAzdny/n/NkP7aTnasXcwTz54k73pfuVQGWc2wXBevr6FuYyXVLW20fnIxj1eRK2U6GXNIV2I36ESMnfIQMP+scO6XAgmGZTTD89lHs81sL8x2PB8Q3Fch1T/YqTvaMErZZ7GMbWGHJQo+m8YW6A3AhJBY/ziJrk7aE/SmKWfp2b0q5f7KyFERCylwYAv+4+69s7BszAhyWTY/KD26n8Bq86e54++2GHFOjV1IQEAXnTyeubOPU7Oyn9PlQmISJ6sZlugC2mmlg7ZoVDA5Ozo4Ot6oW1iSfRztzQZRzKmJk9PW6XUd+1PL9PA0A1xQJAjJaJon0neTorjfPDGYwbBgPCIBEgZkJeKhjr1L9tWEg4mTYEt2rTtHISAk293ZGE4d8AHKwkqymmVt62JGJ6Z0e2yPtd5KZ14CryToR0DIif3fS0KSNKY2EmhAVXIQElrL7Jb0dhY03sqIsqlMLp+FOLaAxuNk21oIJU57tpUX009QWz6KHW1raerYuzlyUGI0U/qdAcBzLfeRIcXgkvE0p7ewteu13X1UgZ+p6qeKvSkix2Gq8RditPkfYQ7pXRig+cnDSYTMlf2swEooG7GFcpqqLhGRLmyuGa6qRQFdETkZq1H24t4B5tQPdptkMc2KuQUf7RusEaGsdpiW1g6TfoNHU143krCkH0EQoiiazdDVskOJonvK60f9Dnhq0c+uXS8ic4FrVPXUvOP7GlCiqtcVHPdIDFj6pare0Me5DcbKnCZi4sJP9bHdqZjA7wRMS+tULBs0wAWyf8bmt4FzYpdksIByBuZwxlZFL72/TVvXTw1P+tSbafPrgKc/YHPsB1V1zwrcB9mcNkpfYr5dFC9XWlssSHSB1lXAf2IJiQSmuXatqv7ffj+ZPZg7vlr2DMD4MqTdlSBtxJzYkJwA9lX7mzXkzmEQxsj5PwxMOxYDaDZhzBXBmLFZd5zt5OaHNLb+D8TW/ypy4Os6bP3fQa6TpF+ifHlzJTmGTR2WuCrHxIrHkgMmhnuw3ZU3zVHVfyg4l4uAT6vq2fvi2uR9r+8Ak89g8X9V5IRK81ksNdg9v8udc77Og09QCTlWSD6LpS8NDc9iacCA7bcM68CBfYtLKf/8KbHzXwE2zc/c0oKB5i2q+rGDeGzjMGH8kX2B8vthnzFygNDePOaDR4UAUVneeyV5f57J5llHHjDKZ9TkM2R6HGLeXz47qfDf+Q1BigI1AxkqU2V2N2vfAzUtNEbP6oN3YaXXj2BlqYd38Pg2sHeWfnAOcP6r6WfWrc8u/2ZAGJyReB8BIREG1PSVmN5L8yyu7ntmcmwm1cEg1meWRc26tTEkXlYeVJW2RI2pVm3MAOXTYqdSGwxBUV2ReaFpfHBsPyFQEfnivNRN339zZ33o2WFd+jQnmBuIyPVxElTrwJH9qIqv0pf+chQnTAsIn5ssMx6ONPqBQLyN1lexmuoXsEX2ecyhb8MAim9jgr8lwFnttNaXaYUr4MsUCu9JBf2nHx87e4YQ/Ovz2Udp0i3+vf70Nt8hyquV12BO49AyqdBZ8XdJQFCyMruENdlX/WfS5Nr4VpBDSAfQU3jYgzRtWOB3C9ZW9zysPGIFlgmfgk30/p7xGZ8kFvz9EqPI9bqnsmQ00qwECDHC7kmiwBRQQaKA0C0wQguNmTSpBqBtbDBlUiAhA6inQqpp0Ua/UKzBnFK/ANpuc+fnGVHuRFtRlIxmCCRANWJztKZPkAagPhhl26JkiWiMNve5baENCccwODaa1mgKT3feixL1AGkAnmu+h0n9TqEkKGd0v+lEUQaJYGt6XQ+QRhC6ojZm1r2fRLIKSWfoHw4h1dWGuKsRaZb1Ha9QHqtmYvUpkM5102qOtiPZdsqCStZnlnHCiEsIJM7oAbN4dt0fae7Yc/w4JDker+0xJDmeweUTCB2wtrj5fran+qxjX1MI0rgMtW/tOxwr77lOVXc44OYpjDHx7cPQMbga+IuqrheRT2ABwIvuPX9PjxKRSi3eovQpLPg8BRPnnIkFWV4jJMTKqp7GSqi89QJpYiXl1EyaRd3U0wjCuCBCGC/S5TqeJFZSLqr6bow1kZhx1fcW1Uw4vqZ59ZKvFGz9O+BREfmiB+CcI/4A8F1V/WHh17tg9ENY3fTPMYHariLbvAMr15wAlJ8i5/8pSem3IiJe0Weu2KzrsiJyNCYAf3keALjO/fmA5evAh+al176pdtuqulFEzsKov8+JyJWqeveb+c59ZSJSQ3Ex35HYtfAgzKPYNV/mM2V7a27s/lREnsLayD+E6aHcJCKzMcBmv+jRiEg/9gzA+DKkQsBlMRac+Od7XYYEZETkEizhcR3mI+wTE5FSDHCZWvDny0kuwoDdgeTAE9+YwCdknsZ1scT8mX/AhLDrMADBt+WGXBmM9yHyGSCQaxDg/YnvYmtyI9aFZAemT3BvASPyMoqXP16IgVz+fOP0BlcKn9eSK7/xWiyeXeEDY19i7stF/DF7BkWaXJmQB1mGY9paj5PT0NjizsmXdnigpePtvE65ufNXwF/bddefc6/fcjXG2J59sI7N2WeAXx0okAZATax/F7kk5gExx2RKsvcAUSFQVOyxjJ6AUf5nkvUyolxc99Iu7dSEJgXQSmp+pqqf3v9nfcT2pd3f8fv5WGUEwHdEZNgz6fkvDwyGVG6NNhbGYR4EzAf19mQeDKRU+nFUbBY1wSAAJsVPCJSoVhBL4kFyUeqhZJNuISZJhAAlKxVSXaNAYPfdhzCtsiOWZ4c1UDM/ujWaE8x9UVXHBYTts2TOJMxhCx/Q2zpGMP7PYzk6AYEGyDZs8T8WA2a+g3UuaBHrynIeli2cBXQtyj4qE4Ppj27S107fRXNnnERXldSWN+u2WIY09cEoCTH2w/BgPE3ZLX0cJZBXK1xo1VInghBIyJBgNGuyr0ZAECcpk2LH1WbJRMsyi7qyZCrI1ZB7y2Lo+FdV9XEntvkJTOD1FVy3BnIq7EA3whADYhOCaVG9jBi9Jlr69XXaq/OSAlIvIyVOHBEBDQmJ5U8QijlFZUAUkf3SEn3ii0MZU9Gga7vSpMowR4mduoMqahEC7wv5yWS0e4zyXvMZhnyRQwDSdPFE9l6qGMDR4UxiGiOb19F1XDCVCvqzInqBXa7T8LpoGWODY4gkIpAEZVLhJpo9l1cOjo1BRCgPKukX9Kc1auy1TUnQjwGxegKJIQhRILzU9hgNXSu7t6kuGcrxg0xLN1CQbISqEkqMdJimK7MdooDV7YvYmlpDZaIOAkHiMaJslldaH2Nj21LUXfsR1TOQVBZRhZhQWzaqB1BTGqskHpTQkurZhGl956sMiA8FlObsFgYzAREhIKAiPoDtqXX5LC3IldrM9C+IyEBy5U0rMcf+Ts11MHovBv59QlVv3+NFPsTMBZdXYyALmOjmS3lBQBcG6i7GSiofKvwOxxi5H2OQPIoFE2di4MVijP0WYGN8DdZlp4eFiVKGzn4v1WOngSpBPFG4SV/H7+ueAWYPO+ViHXHGB34246rv9QN+u+hn16qqLhOR1cA7gbtFZDLmVPynqv6iyHeOwICCeuCdqvp8wfuClXp9GQvWfoMFs5cmKblHRAg0YEpw0mkYu+VPGOhwM8Xt48Bdqlq8R/3rNBfgXy8iDwN/cHTgLxwIwVzn9I+kODumhJ6smBvd46p9fWyq+rwDYH+BBYSXYuDV30VkruZ1ntiTueB9b7ohJehderQOy8z75w2qr6MN316aqrY6bRPftru34vxuzN3To8hpyfi/kdiY3Yqtcb59dkRuPd2JnXsLFpDdiQEzZZjm0wcK9nU75iSnyXWK9Hp1/dxmXqA7n00DuUSIf74QK1e9xe3zW+6950TkQne8I7A1YbZYS+58Fss04FwRud4duwea8pkFnikQc+eZD7K0uvNeS65MyIMsTfQEV7qp/ZrXxcld+19jiaq5egh2eCpiHwfGYAAaACJyIqZ7dNK+LtV7PSYilVgZ37EH6xgOpLn1ot39HRCbE15yrpujoqSUnINVCVRiiZ4j9jY3NbHfKsfWvo+cHAfQ3VkLejaf8QLQDdgcPBi7J7oJCDESzEq8m9CFWh7sQwP7EglQVY5LvIOX00/xcvpJJsRmaLu2yvrsCmpjgzXQICsihbqJR4zDHKhxNttl9BYDZ6rqzUqUqGdEtI4VmiWbrqT/8jUs+zkWSK51tcmnA/8pIudhjs+9GBV/J/DeLjpmLYkWLAJaBsjg8mmx00pQpYtOGqLXGBlMApSsY3O8UdsebSLDVEQDXjM2TQAwMTY9Nsh1N+oI2xJOxBhyrJx5mEjnFmCgiPwUy6htwpyc08hl57zll0TcWSODFg2TcV8NJWRCMI312ZX5wEX3thOCad0UyvXRKtJ0IQj1MpIsadmqGz0QlQFu2E4D27UBCtoFb8qu0grpLwGBTJRpLNSHwRYx320moOcxQs/24t2WpgsEAgICCRnMSJazmIEyhOEyjpAYybCUp7ImpfJa9DJro2WcVfYBRIRS7Ud5UMWuqIlqqQO0mE4OANuyG6gNh9Cp7bRFO3u9LwQMLzkKcSCNuv+a0j1ZO6Mqjyd0HYU7Us0kKUHCgKgkCZ1JyjOVxCTBsck5PLbtJlpSW1m582nqSkezauczbO8siIHSWSQdoUQEGRhTMo2qAQN4bsedVCeHcvygi1BgbcsiVjTnuudtT6/n4cbfdx/niPIplFNNRJbNnatSuA5bzvzv8T5V3S7WvvYajMnwZ+A8VX2h+1rYDP95rOX8uaq6sOhFPfTt4xgQvMw9Pw4TpvXWgWWMH8PYML2AGmd3Y073YOy6/ju2QB9LjlkTYIHfTnICclSOmMzIMy8jiCUIYm+uk3UYTwoWhP0I+NCMq753xaKfXbsRAwX+UUTWkxMN/l3+Zx3o83GMsfd9rIV7uuD9CzCAJgn8F3ZdnsOCtXva2aVlWuHnhbtE5FJ37lOLHa8DAa5237tPzYHi0zGg4kkRuVS1N8r9RswBfF7MN/9vPMYE9WDMYqyUYSkGUhwwFoBLbnwA+03vw4Su64FnROTD2H0wgD2zYGrcORWWHj1U8Lz5YLIcHCPuQuA+Edmgqs8W205ML88DMvmPvmviTnJlRp0YW2QHOR2TduyarMeAlq9jIMlGDAy/1+lDxYH/FZEh+SCkqu4UkfkYuDkRA2n8+u/pcx58Lcy45j+PsDEomADlhzAfSbHyQ7+9F5j8PLmEzS5ybN3nMZBlmzvPQmAl/98t+6Es9jpsnjz1cABpnA7Pf2Edrbrca7UYoP0xPfgC/h8G5qvqER2L/WTzs7f8bU54ST0Qzc/eUoyle8QOAXOM2BNEpD+mnXcZPefwfOF4Xy46EFsTvoQlWsCICWeWSvk7A4JTAgfImLZflkzURSAhIXFCCUEDjo7P4vGuO6IXMn/31Q7nJ6RkPhCbl7rpiNh0ETvsgZr50a3tGNWeOcHcs4ESIZBBDGvczLoNG1l90gbVLrFWl+8WkXdjWemXMEr0XOAFVVUR+QVGOX6Hqi4UkdlCEE6NnUxglTyUaCkjg8mICBnN8mL2Cba/iYRtFx08mvpLL3ZHWlNOw0XJWMlzGnPolmDOT3+MRjoUc/i81exmdz6L1gqcuVN3XBCRQTUiRZffvw/Muwd9izbS35F51uvyNcCGicH0CUNkdB3Aq9FzmQZdE2EBfju5loD5E0djF10VQBgRBWnSPms2qMhxFoI1RWl8zbqNFF2EGrI2Wq6ApDXlwJLeQrkRGbZk11AXjqQ9aqEt2snQYByTYjMQAtZnV7As+1yv/SzuK0woUAAAIABJREFUepgSKadLO3oxcGKSYGK/2dSXWhd1VdicWssrLQ/32v+29tXUlo5EEBral7O2ZREnj76SRCxBWayOoD2FZCJQISYJumijYddS1rUs7lVqFZcS+kl/oihDYC3yCCSktmQkocQZUDqcQEJEAgaVjesB1AA9vu+pHX+mLOxPZ7Qrk9V0IeVCMPZCiYj8HcsO/wQYr6rbe2xoAcSPscn/pMPVIXNA8OdxIIHTbOmHMUS87XKvPY2xEvqy+6sY8CuAnex4SlVTjgF4P5a13oYtwIIFYV0ShMkRp19C1eiphHvJoHkdVo7pey2bcdX3PoRl3L+DAd9Xq+qf8jcWkbEYoFEKnK6qr+S950u3voQ5ENdjekZfxjoNxTGwZs6Tet/vhjJmSAtN2qpNC7DA9w7tW8z2/RijpHg7tzdpqtooIhdjui1PiMg/Ab/bG0DBgZmDKc6OqcXKVT0g8xf3uFxVi3aoOpAmJhLrgZZW7Hf6ERZ0byVX7tJCbwDmBQzE8c+3vI4ypINqDiC5EviriJyCsZg8O8aDMrUYk3UDtlZvxVitk7HfuxMb9zsw4GM0dh0WkytfasCu75Nuu6kYK+9l4AeOzVWJsUruFhGvOePFbvuTA9rzGTPehub9uy96fBs2vo7Fyp0yGOP4IUw7x4Mrv8GYGvfkMzVE5NtAm6r+ex/fv99NTAD8WmDWW2Hc7G9zbOqbgX/xyQEHgP8fcIuq3nGQjy/E/NUPHczjOBxsfvaWI0LAh4mpCbVfISKfwpJ419ATF8if430S78tYB8+r1DpZPvHO0g9+bU3mlV11wfCy1dmX2JTtiekOCAYzI/4ORIRIlZgkArT9Z6r6ybzNjoA0fdhhLyacb3OCuZMjzS4CEi/xdONWNn0UOAmrpR+KZf/uBe73NfrnxC9NANMezdxxRYrOTwNfxeiZY4FgRuwMaoJ6RI0psSG7goSUUiuDyZBmQeYep7otDJFRKEqDrqUICaQH+FAulXRpR1+K3V0BQXJ4OEGzmo02RCtbQJvI1ZavwtgqEzBHcBsWPEWYAxlz/05hmbpKjGb9S+AcjK5cDoRJSqiSWhp1SzZDulCLB4CAYPVQGfNCk26PdtGcAEZPDWYfXSfDRFHW64r1y6PFQ7FgK07vzhLL3TGn6xlxbIKSQRtZncyS8dfDCyyvcNe9BOguberQXSyJnuwFVuSOr6dmTq0MyZRTGduoq8kUmTviJI2RAxwVm8nQYKybgCIeT91FJzm/LiElHF12KoLwUvtjpPKYw8mgjJMHXU4sCt0Pa//PaJoHt/6q6LGePuxKEkEpoCxouIkTRlxGSaycjKZZt30hNdTS0LmStKYYnBxLdVBHVjMs2Hk7XVEb5bEaJlefTmUwgDADQTxBW7aZIIiTjJXT1NXAwu1/oTo5hBNqL0Ik4KWmh9nY9lLR48m7/sWcdt89bCemEv9DrNtOrx/CIfu3YvfcparaWrjN4WIuoJurqu90z68HPqOq/fO2eRa712cAC4ChxYL8OcHcj2Q1+ytAQwk/Mj+69Ub3+RDTzLiGnBg4EsYZ++6PUTZwxP4AaQqto3Xj8h+svPtn1wK/VdWr8s4vdMf2JeC/gR/4oFxM3PFS995ODKB5FWPbvAubO9YCM53W0XuwgDHAwIFXgOlAnar2org5IOQZ4HpV7Vv5fB+ZiEzBAKtFwKe83pAD7MZRXD+mg+JivusOBnjhQNZB7LkMKUlvAGY7FsgPxsqgPoUxKi5X7YOm+Ba0OcHcEzFg5Jb50a3+N6yjZ8nSWdi1eA3Tm9qB3Ze12Hgeg2vJja2Hpe69emwubcKAEL9GehHcCmy9bMcAnWqMLduJreVxrIR4AzbWvW6LuG3yu3vMcNv7Tk7efGlVPj2+WE/7z7vvuAwDmf4bG5eTPfjuyhwfwLo6dd+vbuwtx9aA3lmPA2AiMtUd2/mq+szBOIYDbY5RXYWNOXWv/RvWJeys/cBWer3H9x4M1Jv5dtYAOmJH7K1sjpF7LbYOl+xmUy88/ye3rW9a06fVBPWMDafSGG3esiq7ZOjbJcnyVrDDnlFTYOOsuk6CUUyu3sqmr2LAzFXAM33cWA9mNTv7xPCcYEH2XrJk/jP/zcpgAIEEZMmwMrOEOElaok2s0iV00t4NHoyWSYwOjgIgHiUoovfSHQhPDmcyJBxFRJYnUvfki+B6xykZEUVrs0s3Yw7HAxiI0YA5T5/DgrvFWOZ4FHYvJLEBtwsbiL6Lw+0YOHMZln339Ge66NStuiG/ttFbGnO2z8tq9jHodsI+C3xhm256f50Mu7pVm4avjl4e5z6jWPnYh8kJHj+GMQsagHAz63z0mIXuE+9y2x+Vf50mBjMol0pKKGNMcAyro5eKgjUR2Xuw7N8woG27bkpvZ1MPUeckpRwVziRLhleyOd/ttcwrDE2MAVeyFJcEXdre3ZFqbMl0amPDABhXchyvdDzR/dnKxCArvQpjaNaaR5jeUM73HZAYxqSqU9mZ3srLzQ+TDEsJJEYmSjF+wCkkghI0UtLpDta3LGZ5poUR5cdydNUZBBKDbBZNdVAdG8Tm1Gqm1pxj2jUAkkGiiPKgiogsSxsfZX2HEQxGlE0FBdUMJUFZ9/EcFZ9FfWwUGzIrWJ7erR/t78W7sVKVxX1tKCKjMXbaA8DniwE5h4s5gOJfsJIBbxdiwEG+NWL3+1ps7A3DSh4K7aTAYqmgSbd9SkRuVdV2N5ddKyIPYR22lCCQsedeSVndCMJYAulIEXRkyFaXgvSVPH9TVlo+aNQXh5z4nts2PX3XdP+iC+J+jY3rWaq60r0ex0Dw/4fNB9dggeT3MEDjNUzjphLrJOPnh+9jbIPj3Pvvw1p5965DNDsZYxYcKLHfTViZ1b8Da0XkRQy0GI79vh6EeRj4Kaar01voaj+Ym7O9eP3uAJgBGOBfKMb7SMHzomVIIvIN4KMYo+6fsSTCcyJyiao+uf/O8I2bux/7A/1HM/n40Uz+LRDsYucNIrINuzYh5sC2k0s+pDE2zBj3VVn3mhe4HYmNZ69P0YElKgIMZBlIThA0g7GPXiNXCtSM3evLgSfIATBfxBgS97rPPUmR9tci8ivML4jRE4SPMKCzWMMD8ra9Bxubio3hc4EFBQzJDwA3F/GpvGbSoj72sV/NAWt3Ap89jECai7EE3Iw8kOZsTD/u+IMN0jj7LAbWHwFpjtgR20+mqrswHb3vYOP/PyiukRrHkgGXY6zme/b03Y3R5q7GaPPUfVXmfTjZEaCmp3UEEmRVNVtO5UJVnbW7jc+JXxqo6smhhILGKaW8W3wW57QszTzHpNgMmqPt1Eg9A6QeRVmeXcR6XdH9XUkpQ5zESlJKixBqcjYoHEYoMVSVqmBA17ZoYxxz4tKYA3YL1jXlZegWYfsMttg9igEvl5FrZV1OzuGDnAr8UixYSGOAyYfYc236BsxxXwS8yzuBYq1efVnLOQ265rKG7JqT3H62YQ7sN7Hsm0cqnidH0/b7eQrrFnNDSJhUNB0RFS3XaqOlo59WJQPCYJiMZWA4mAXZvxXb9Ly8fxcVbh4fTuv+7UYEE1kdGcOkg108lb6fqbGTKQ8qOan8Arq0nQVtd5Kmi86o3ZU7KZ2RMW2GVR5LVbKeeMaElRVlTccS0pkOBpaMoj3TzMk1/8DqtueZ1P9UkmEZpWEl20rW8NL2B5hQfTKNnRsZWDWRQEJUlZIowYSa03lh612UhhUG0tiFJ61d7EibSHBarURNVZEoQjWyZuFBjBFlx3QDNRlN2XGrkomMPZSUUobExhBIyMjYJFanl0QZ0kpvkA73G35MVYtTg/CHJ7MxrZqvqeqPd7ftYWIXYwwDD26GWPDy3YLttgMxV3LpuzYVA2puUKIzOmgbvZwXdgDLReSrGIMlo6p3uVKoBcNPef/QsrqRhLEEQXM7/W9fAgodUwbTMXPkfjnZIJag7tgzzvv/2TvvOCvq6/2/z8y925dlYekdpAsIKCJihxh7NKKJJdF8YxJTjDHll/JNYkxikm96N9GYxCQ2LDEYFbEXpIMIiPS2lKUt23fvnTm/P85n9l6Wu0uRlnif1+u+FubOzJ2ZO/czn/Oc5zynasOyWqcsuRjLyH8L+IOqhk5ZciMWaK7CxrFLsXEsHyNfLsM6knyVNNNLETkTC4r/iQWvXd1H/6WNw/oC8IvD6Uvhvse+ZC5XysEUQcux8fMizDT5W3oEjYZducP+CJjuGFnQkoBZjJUhpXdDOmSC1QVg97h7+WFsnL8NeEKsjfuvDneQ5kioAmzC2d79Tf93W8s6YM+uJkCq2BUPCb2YxMjRvHaklIR5bt3OGGkRdRyKTJ8i08YmjHzdgqlX92rZ3Mq/q7SVVs4i8kWgr6p+P21ZLnChqv7A/f81LEB/OG0dwUrMrnXHnt7dKWDvLGtr7G0eRtx5mIKoDruf0z/jGuDqDNtehnkBHvWA3F2fx7ESxAeO9ucfC4gZtP8OuCQirl2Z/9+Aa/QwGam/GzjvnGGk3adZZJHFkYNaV7WfishvsQTKD0kZyqejyL0+2rxASgChZm/+/3VVnUgWh4QsUZOGGeHU5yZ7Uz4hIsN9/EwtI4HmicYIYMog76RdvRjYcY/u3FNDVR4QFtBOyrxuOTvCctkarmNr0zoF5DT/Qtseobc3mI1BiqhZHS4h18uzoD18O9PHNmNtsCwxyB8db9BadoXbcjFapwp74P5K1Zx4nTlhRNA8D9yP/aBqScmfk9hEKpp0FWCTzEaM8JnntmvLu6aGVCvLPhgL+/207ExHLGsfYpm/+e7zYu4zzgWe7kG/H57ACCrZwWLeCBWNsuwJ97oMU/b8qqN0DUd5E3MUzZkfvEgVeyWY1wINy8I5/StluwzxxhCTGL4WR2VOUeYvmgymd4fKWMbToHWEEjb/Ox3VupsCKYa4dbaKk0N7vzPbg42sbVxMk9rl3dy0kk4F/RlSdra5ozc0IAhBmGBz3TtUJ3ewrXENEzpciS8xRrQ7h+qgkpiXiwCNQS2VDavZXGv3x+h4Lp2LBgGgdQ0EgcV02+vX0rdwVLPz+rw9T5HUBB1yevD27pfoVjCY+qCK7n5/2sc6g/gEGlDRuI5OsV4USjtW7plFfbKKpDaxsdY6QjdpI43aQJwcGrVekySirhsR9jKbPgCS5sNYa9YbVPWpttZ9L8CNK18HvpkWqJyGEWEtu8VsJjV+z8GImkda7nNGOHUVMNAFwD/Dxon/A24Tka9h39OGkTd87+NePPdJz4/5APGt1eA6i+Ws23XEiBoAEcnv974bdek/7pgRJpvexLK460UkX0RuwhRGizES90ZM6bITU8rcoaoJsdbX3wfObOF99HtgZoz4gBhxGqgbjxG/38TMbFseS3/ML+ejLd87wHMpInOp0glY8B2pY+Zj3k3LMa8VTdtHX2zM/aeI3KCqbbYEzHAMMYyQ2p8Zby77EjCbMN+j9G5IR7MV7lsicgr2LPsOpqD6AWb6//GWJZGOACvh4EiW6FWCjfu17tXoXlFnIUh1FSrBnpeF2LMzemYkgLqdVCS2saFjO+2Q9w6LAvfeWox8Cdxnn4CpYRZjSYiLMDPtbx0BYmIeRvqmYyrwExHp6Eq3n8CeqQ+74Px6rD23kuruuBlT94CNQ5lcxVs+M8dhHjWDMGVgnLRW21iXuYDMqpnLMGXZUYUbe/+Ine/tR/vzjwXcOHE/8NNIPeRUYg9h88gXj+XxpeEW4K7WSMksssjiyMAlvH7rVJY3YYRNi2S20NMbyOD4WJx6m5CApYlZbA3XKeaPdu5RPfD/MmSJmhaYEU79R6bl7kE+CjMPvhKb5E5dES66cAWLtmNS3us8/N6nxt5X6OHR3zuRl5OPo4QCRsaM8E8DiJQ3zROcBI28Gb6+z+c6RB4s84Cy9cHyQeuD5Ypl1YqwzPJN0STW+X3cgpE0z2JlBP+DTUbzMJVKgGXxQre8o3vvTSwgetrt93ttXK5KLPjY5a5NHCtVaK6JEZEhWElLzH3GHixbOhHzLLkGC7quHchIYhKnVDvTnrK63Wz/PvYjfxRTGDyOTRb9HtI/5jsT3C5eL6rCXdHE+v/c+dyk6OvluqZ7ey3r1YkehRvDlWFIEHnvRF0oqrD6/iqMjMrY0nt1uFjrtJqAJNt0g+RLEQPjo6kNq1idfJPtYTmdgl7gx0hqgsowammtlDelCLmYlxddF1SEZNBEoEnqAxMzJcJGVNV55ihFyUIqk+WsqV9IpesCJXj0LRhJ+0Q7tLIKwgBVJUdy6V4wmN5lp0JS0DAgTCToVjyUvgUj8Lw4kpvL6spZlFctY3DpyXjik9QEa2oWsadpK2PyJyEIHWLdWFDz3F5fthKyIVzBoLyTySUuhU3tqQ2bWfPomgXuO/5AazeN+y1FhmSTVHVxa+u+x/B+7P5Ol5F+DFMrtCzT2UQqOJqNXc+28DBwtareJCLnYOUIPwK+XFDW8/YhV37xPtKUUU19OpC/qByvppH6MT1b2eXhg8Ri+T1Ou9Tf+OojFwL5Yua6X8TGin9h5Urvx4K7yar6fPO2IsOwgGNKuqxWrLPS0D4MObefDH1O8NjCuorlOv9hTDGwD1GDjZt/chLgzMdq928P9iVjBmNj3ApShMyj7u/KAzUlVdV1InIWFjAucGTNjLQypP0RMB0xxVVLL5iXW/x/9/FQSiAi+exLqDyLkSSPYeU7o4DNIvI29uztiJEn+aTKgxrYu4Uz7N2+Oc+tX+jWryCzUsVzx9EZU5T2wFQuS7BnFW7ZaLefBaCL3mbBdnds/TGy4hTsu5+LPU/nAssi5ZGYSfgb2HP9cJu1LgRGiUgs+jy1rk5PYXOV32DX+KciMt0d61SMqJmF+Vd9gVS3J8isnExHlPyYgF2neux7u7tFkH0NcH/Le09EumKeNi8f9Nm+e3wFOJH3SIcnh29hv52fpC37EUZk/yjjFkcZLsk3BRtfs8gii2MAp+z9jYj8AZsjfR/I7eefSP/YiXju0SCuu6+HT5nXna3hukbg/CzJ+u6QNRPOgMnelDOBj6rqP57n0d3Yg2IKNuGb6l4bsXbWH8ZMAB8BHjjJP3NVR+m22ROPUENeSj6a7ouiZdJNyqQHnbweVOtuFgev72Vk2wJRKdKLWMlQF4ywqQI2YHXrxVgbY3UEza2Y38FT2OTyE9jDuBsp8iHEJrV12GRUsMnR51V1sYjcgHVayTQxC7EJ2EzMMHApNjF7EWvBXAPNMuL/c8cCFrx8DQu4rsWY2U+6488BdDQTpT2dAg+vRkQGP6ePdHefk+M+Mzc6hzLpxijvdBTC+cGL7GHnduABt86lWFebD2KT9ohMGo4FAVHHnHRjxAhtGeM2Lz8l93zae50ISLK06Q22BevJp5BQlCZt2Ke7UwTBY3jn8ynJ7cLKna9RGnakq9eb7clNLGsyK4YxpRfTMd4DSQQ281VlS7CGRq+JTnl9qW7cTpd4H+vWFIaEYYDk5eKJT6gBWpCH78fRMGTB+qmc1O1S/MYkFBeBCEGYZPXOmfTOHUosAYriezFqk5XkJXLwiVEd7uKNumn7HP/ZJdeS6+WjqqxvXMI79bMhRdJEMv7eqrop4/nbfXEPFtReFqm/sgAReQUr9/lH2rINwGuqek2LdS/B1DDifvcbgdLWyk9cUDgf6BZ5Djg1wnW9zrzq1x0GnVwQqWmOFcJkIlwz/d5p1ZveOQ0LaouwsSUq5/ySUwI0Q0S6YMHu7ZrW1tud22KguB9DN/aRoRNiEiPUcNcL+sggrNxypKouSdumBFNBjFTVTSKSh6kgMhEytbRu5nvQgZ4rQ8pEvIx216AeIxrq2ZeAafl329H0eRLrDtOOA1eylKUtj/zO6jA1SxP2jIsmJrnYcy/pluW79yNSZTdtlwe11so5Iks6YKTKeEyVNg57PryDPTNi2HcxAnuOLMBIkHLsuTTIbTMGK1uaiync5gCLVLV+P9duHEbMvl8Ps3muiCwHrkonwkXkfMzT6SWs9MjH1EvfS1dOicgYjAD2yGwY3BpCbG6yDLueecCpaWXYMWysOlM1rfbb3vs4RsJmKok6YhBrnf5bLMmU8bn13wYRORsjt8eo6la37IMYaTNWj5IH1v4gIl8FhqjqDcf6WLLIIguDiMQKpPh3E3IuvinqGhsh4hQCTbAyufDmDcGKu47FMf43IauoaYHJ3pQCrLtTfkh4YztKywtp9+o2Nl0TEqzEiIYfYH4H04A7gOcmeVcNV9WnGsP6zqt5K+js9fQ2hCukpXltpe4IR/lnep545JBHJ+nBNt2Qvso2UqVJnbEJ6mXYRLaSVLZrtzvO0UCpiNyKdcuYhpU4RJ0zIlm4j6kdqkhlDIsxguY6VS0XkZ4iso29Oz1EiLpT1GETsS7uOE8DblXV3wKISCesG8vN7hzmYcqJyNPgPKwt55fc+5HhYM6bvPHgOXzgj4t4vcNO3fo4luWLYaRSutyueodumfhG8MyZjTR8OyD5W8yb4nPu+qzDvC5q3HX4i9t+J6kOGc2lTvkUSpl0Z6dupY7q1uru91oekGwmYwIXE9VT26a3EJgqZUlFyidnZMF4PPHoFuvHxuQ7VIe7KM3rhidxNBEQaoiIR7fcExA/BiIUFXWEwMg99WBn/UY60d98Z/CQpKKeEmqSkT0uQdRHfW0+CQEGFp6CiJDMCfDrG/HEpyhWyoa6xRR4xSxvnJvx+CuTW+kY74kAu5PbwO6HSJ3kYS37WiNpyjBV1Dbg7KNZUnG8Q0ROx0oMHkpb1g4LEu/LsElksOtNkiv7Nmh9bpz48snelHNmhFP38apxpUQrMQnqdLcsGPOpnz+qqr93xMaxhed5HYeOf3/1pne2Yp321mLjyL2ZlB9OifEE5qfwuJgB5oS0VzHw5C4qZvZi0IRQhS2s344F4GsxxcqV7r4cgmWKtgF3OSVgT7deRMI8hykR3lHV3QdySi4wPZBuSHkYydKSeJmLjee3YWPY1aq69kA++2DgCNQDIVk6YWqWDu69Yuz334iN05FPWrqiJU5K0RLDDGmr3DkuwZ5lbZErjVgCYgRWsvY9zJfoCwfj4SPmkzYSGC8ip2JEQlcsiRA938oxcq4GuxfmYAmRHIzoPwVTmiTce3Pd8cw70HsiHao6R0Q+hXnxnKZ7G+6+W8zD5imLnVolKm0ahF2/0VjSpHuGsXgh9nwvwciztlrApScxmkgpl4oxJdnStHXPATa2JGkcLsOSLUcNIjIK62Z50XuIpOmIjZkfSyNpBmJlohceRyRNHPgMlnjLIossjhOoavL8/Os/r6ofDDUsFddtQgm1IaynwCsQQXRo/JQsx3AYkL2IbUCQ8BTO7ajoFR3pMm4JczphXi9/AJ5Mz5ZN9q/+CtA1l3yJk8Oc4NlGjBzZjJEHdcAFnaRnF2luxizUWifWKAipw0qP8rBAI+ZeVZgZ5k9cDX8uNgn7NhbI3OzevxNTsJxFylMmane9B8tQd3SftwDLtq0Rw7NYK8Z0hFjZwdnuXGYBJ2HZ6DFYwDNSVZc7w7cfuX147pjPcBNRDyNqhrrlH8MmdpXYBDAfeDgkePJ5Hv0TNnmOPGwgZWC4G5tQjwXuqKPmQmxyN82d39PYZFQx1dMniij5RBnddu6iIq+KXX3SrnUMSArin+pPxiPGCYzg5eCJZoWTIHSnH4qymXXNmwqCJgNCL8GWcD07wnLagk+cIHMbdWp1D/kUkW42vLpqHoOLT6PWr6OmaTudc/shyQCSTj2Yq+B75m+jIR0L+tgxiZgvTTJAk0m83Fx830ynd9dtZM/2Crq0G0w+hc5IWJGYUJPcTVGslF2JLbzdOKvNc3mz9kU6x3vTGNZTGWwrxwLNALs/XlHVP2TaTkQGY5njqcA33kPy8gPF17DuWOnM7sXYTfdShvUjdrcdcHue5MdVwwEVWv4XsXbe8zKU7zyEqQCnpy27VkSOi+/C83xKeg/LjeUXr03WV1+gqhnNulwJUB/gQYw8uBQjfhdiZTJRq9n2qnqJiNz1mk4jRs7OJhoUuw93Ax8QkR3YWPA2RgTci43xy4E12krHE3cMpeyfgCnDypBaEjCvtPh/m2VIIvJvzGtstoh8TlUfavG+YIFxWz4tndmbaCnB7p9CbMyOFC1R96HIgyoiWiJlYw02jm/CxuOd2FieTrK0RrrUHWK51asi8lGMKPsORji+KiJTVHV9husV3SMRITMeK8PZipU8QaosSrDf00LsPoi5dcdh5H8p9rydg6kBP6GqbQ/6BwFVfVREBgBPisjElj487wKLgKucUuJ0jCT/FDauoKobROQJ4BkRuSX9e3EK3VexEskEbRM16UmMJPACRmj5mAdZOq7BlBx770CkEJu3fOSgzvBdwKnxngA+q6qZMxP/ZXC/iz8DD6nqM25ZAaYI/5aqzjuWx9cClwNrVXXhsT6QLLLIYm9Mr/9b/fn5148S5GxszrT12fr79fy8a68AHvTFr8Di0izeJbKlTxkw2ZtyRoPWfamCzZN6McATkbw6ramcyTMDdW+jymZM9C6+JZf8nygaW6qzd1aw6SlSprndsTKcbt2kX8Fw/1RTM2gifDH5SBKbBAXYxDciE7a55RuxyfzFUXArIr/AJlBlWA3/ImxCmeOWgU2+o5r9ImxSGrp9fWSSd9VqrF6+eLUuYR17xUSNWM32JEwxo6RImjXYpO+f2KRqMkYQDcYm4jsxRctV2ETtWqwEKtftI+qktQgjbnKx8qme7pgrSXWMiLDZ7XMg8CFMPQPmu/FTLPP3hjuWPaS6Wv15glxwSy4FuaDM1KdppD4904tPjLP9y7FStYBXgml0ojtDZCxJEviuMmqNLmM9ywEolS6c5J9BTOIktImXko/SGobGx9EzNpBarWJWw1P7lLn5xOnod6Mq3EmDs7AYWXgOnXP7ooR48Vyr/1QFVTSRRAoLICdO2NR0Z70FAAAgAElEQVTA0l0vMKzkLDzxEd86QIl4NDRVklfcublmNKyvBVXzqVFFEwk0kSTQBDOrH6dfwWh6FgxlZ9NG5lc+TSZpUIycdCVRgpQnTQwjGYtaUT6cgwXVX1PVe1u9WO9RuKzu00B/TbWUxvlJnKCqg1rZToGxk+TKs1T1zpAgbyWLp29iTTss0FyB/eZmYb+PiAjupqpNYz71c8HUAv2O5PkdDMJkIqjauPyxNdPvvSpa5jKrJ2HjzgRS7bPrgR9jpMcCVW10KqQzMPL2fizIvtDtqgkjcsZhwcpnsJLWx9zfz6nqGWllSPvrhtRA2yVI5RxEGZKk2j1nIlk6YcqcQZi/Vx1GlkQGt/lYkBwRLdHvMDKAjZMyjo8ULZXYeL2DFNmSiWSJ/l99rAlW50f0MPb8WIaRVzdg3+sppEiZyIR7C/bc64CRUotJlS8tduuMJuUp098tj0qY5mKqkCN63i6A/iN2X112qKVrbj8nYabbH8Gec58DHk0rSx6GKWp6Y9fmHeBDqrqgxb6mYORuNMbvD4r9Jm/BjL7zgQ6qlo1yCrjNwLCWJa8i8gHs93feIZz2QcOVNb4APKuqtx+NzzweICKfxYzST1fVJne/3IuND9cfIol6RCAir2PdS1ufYGWRRRbHHc7Pu9YDdHrDP46b8eQ/GVlFTQbMCKe+CryaJ/n3daLr5DwtiK1iyWrgFRH5tKq+BM2y9gswhcg5pXR6qpjSqRVsajbKE5HJGOlRBxRs100PNTLiRE/9QUuCWSE2ae6ITRi7YcSMYBOduzHS5CXgqyJyN0ZMXAf8HQtQPocRFO3cdgWkjBXz3H4Vy4J+GTPKDCb7V9+tqsUiQj+Gsc6S1wks21aCZaUVmxD3JjXhH48peEqA9VgQsQJT8tyGlWO9hD38J2HkURMWqN+ATfoew5QwOdhEMVLaxLCAJMIeTCHzB7fd/cBd7ry7YhJ0def5fizb+TVVrRORHwB/ziEv1xefQJN0oHNtDvmFFWy0MiWshGlpOIc+MohNuoYEjfSTYXjiEdOowYUZ9UahT53NO0lqgj17W2bsgx6xExDxyKOQYq8De8Lte70fkKAi2Kv0jU45vfElRqCBdd4RQARFafAbyM8rRUTw8goY0G4cNUElOxvWs6NhA+1yO7GrcTPVie2c0HQ6XYsGoUGSIilBJaQhqCHu5eElk64MSugU60WvgmGICB1yulPkl1ITpNTP+VLEoJyxdMnpR1ITrKifqw1a6+8Iy6NKKoCTWiFpbsT8iD6kx08XieMCk70pcWDauVwxqYLyZ9/SWQ0tVpmAEQptYSDwCxGZvUTnXLudzf0wIiMHC9jGY2PUdzDFhWBtkP/W//3/s6Wkz/Cure34WMCLxf289l0uEpGLSZEyYzGC+HWMgJmPKQO+hAW21wHfc+VK7UkREisxH47t2LjyEjZWX4iRx9uwMtKLsextlYjsZu8ypHTiZS57d0PayxzYBT2FpEiWAcBYV2rQ1b0iRUvUdaiYFNESw8bgTESLYmN6LaYKKcGIm9exMriopKutVs6ZZX3/QVDVZSJyGtYt6RZM+RR1FNqMffelGEExnxQpE2XlT8YImU9gCqo1pEiZ3wJv6TEwPnQKlk9j3nI/w87tgOFKjq/FCJoSrNx3IuYzc3/6d++u4WbMyH26U9Vcxr5dmJ5hb2Vr8y7I7OPWgCVeXsYIxOURSeNwITC/JUnjcBmH31A5I9zv9G5srnXH0fjM4wEuIfBt4LS0e/xjGEl56nFG0pyMJe+Oyj2RRRZZHD5Mb/jHcaHS/m9BVlHTBkSkM5a1O+NcLm+Ywwun17DnTmwCuBHr/rQOIyUeSpcsu/KkOzFlSYiRHTOwyeFSbLJzLimliwBvYRnih9InViIyEjPVVWwS/1csY9iFVN1/CUbqxEn5AOS6fd+NtfytmuxffaGq3ldPTWk+RR5YB6rZ+uyNWBD0O3dcPjZpfB9WKnEVlp2ciQU1fh6Fr47jnESCRONsnpsYErzpzu9tbPL8v1igsA2bHO/GWuteR6pDRGQcmd5dYhMmT/85FuQ/CZyJqYWewQLP32EB1ih3XFep6hstvr9/dKNvnz4y6NQarYp19XsD0BQ28IqmdwttRggEA2VUrCcDRFF2U0FAECzX+SRJ+Dhvm1zyKZQSdmtFq8bBACNyJtLF702j1jOzYRotPYtaYmDeyfTJG4Hn+dQFe6j1aungdSEmcfYEO1nbsJiTul/WrJShrh71YH3NYrbXr2FYh3MB5e1dLzO65HwAdjWVk5NTTFNQx1u7nyc/Vkyp14VBeWMJNMkbNU8wqmQyRbEOJLWJV3fc33ycw3NPp1usnyl2PA9NJgmDJIqyPDmvojxY1RmTTH+3xbX3MGf4KZgabHmbJ/4exGRvyqmq+oKIFIQa6gs8Ng0LuCuw3/nXMcXATLd8ewvFTQh8XVV/ONmbIklNnDOPl35bw54faJqxbtr63YDvYqqDXe37jxrX++wP5fjx3IMxCz3iCJMJ3rz3qzMxYm8jFgD2xnxkTsE8RLZj4+hyTBFQjo01JZji4n6MtL4cC8b7Y7/vbVhAn4MpifKxks2PYWTvZrdepGTpgBHo3bDxtozWiZZovI2IFsHGUQ8jq+sxoqXGHWtUyrkD+8630QrRkv69RxCR67Gg/nbgd8dToHU4ISI9SJUwnY35zNRh17U9qdbaldj9/RL2XBlHSilzMna9I5XMHEyF1Wp3r2MBMWPw17F2xL/ez7pxjPy4AfN++RdG7L6cpr5dBlyjqotabPtZYIKqXiMiE4HfquqoDJ/RQKo8bH/jxDqMOL0Ue07/UFW/lravR4F/t1RVOn+srcApqrpuP5/xriEiUVODszJ48/xXwpWWzcdMo//ulp2EzUnPbK3M9FhBRP4GLFbVHx/rY8kiiyyyOJbIEjX7gYjcNpCRn+zNwD6K6lxeWFZN5RBs4vJj4A5VDVpsMwQzxduAkR5FGHFyPxZwTCZVLlKATeyX0kKV4Gqov4wFES8BF2GT/GhykY9NVNOlyXtI+QrMBG5W1VXRPif7Vy8DhiY1yUZdBYTL+3nDTnwufPgijNAJsUy0uH0E2GS3AssGJzHlyp2T5MpfqeoHQ0JvLcuq1vHOTzGlTx42GV6HZZE7YKqbzu54wYKvpLs2EXZgE+jvYJLrZdgE7mpsIr7B/f0+pqzp7o75FlVtcOTAKHfNL8CMixcDiXHepDElXkdRVVRDng8fDUGjTiICvIZNkPsBHyqgONZEgyZJCPtmECNPlowolc50lT5s1rXs0R3kSSGNWr8XoeMTo7Pfi5qwkuo0D8pTiy6mfawLoQasaJiLhsqgvLHW4SkeQ2MejdJEfl4pNDWZ6kY8PM/m0eL4r531G2nvlRHz4tQH1by84+/7HGdccgk0SUiA4NEu3oma5C4CxxH29AcyNPdU878BxPchmURDu0UrdQfzmp7dEGrYJ32/rnTkPiywvby1csH3OiZ7U0pVdVVIUBoQzH+FaXdiv7FOGGkwAav97Zy2vJEUmTMOI0WfPImJp3Sg8wTAW8ArDZXsmAQsaRmIiEh3zMC120k3/fh7iHeb+90cNwgSTfrOYz+vaqzcloeZ+W7AztfHMu/PYIF4eilSVIbUEVMX3o0FsHuwsegKLFBZ5tYpFWRYf+/EkkLa6erwrWQtVZF6ICJaoo43Sey6tyRadrnXdoxk2YoRLy2JlpojRaI4E9AHMULrY3qcGIEeKlxAORZLREzCvNAilWghKbJlNqaSqcaeBRXY82oM9h0pe5cvzVXVveWMxylEpB/2LLpJVf+d4f0RmHLmWuy5+hdgagv1SrTufZh32D0tlnfEyh77YPfzFkxVsbbFehXY7wX2T9TMxp6fC4HzgXMjFaUjoNYDfVS1ssVnnAH8JhNRdLghIpcDv8LOdfOR/rzjBSJyDxBX1Y+6/7fHfJf+V1UfPKYH1wIuobAMGPCfPp5lkUUWWbxbZEuf9o/flNHtThHJVQ3Dfgydu5g3xmOeLL8HLhCRT6nqAiep/QTWBeJ5TIUimPpjvHsPbLLZDgsAVmGZ2elp5VJdMYLmRuAfWE3xt7CJqDnP2jZRlitJynOgDAscblLV59NPRES8oXJy9y70RoA8ybtgqc6ZtTpc8ieMBIpj2ehIhvxhbHIcEUFfBu6Ogr/J3pSdQMJDGMCJt67V5X8WkdPzKXyxK312bKd8cA17fCyoinw2QvfKSx0ZCzCDz8sxUua3mLqoKzZhT7hzvQ/LYD/i9vFrzFzyRhE5F8sq7nTXfgtGjF0HVOxh55p2WtoXxF8VvgXoRqzzwZtYmdli4H9wxs91VEelZJBS/6T/PyNixBntn4UvMbppX15KPtrsPRPBJ8ZJuWdT4pUhCLManqJW99A11p+GsJ4mbaAhqGFz02pG5E3EF/czDRVRj/KaJWzfsZ76oIYOeT3onNePboVD8MRDNSTQgKawHj8WR1VZXdtS0W5IpDVMUUL2JLbhzpMYOTIk5xQi4+sGrWNb/Tq2B+WMzjkLX+IUSynn5X/4K+n7dPfuvzCVwyQ9iK4s7zXMCKfu7iODx+9h55xT5JwJGu6lovsAlvF/X9oywcaNiLR5BdcNroCiIZ54uYEGFFESq2THbLeNklJzVJMicmc0Ve8+Ibek7LgiaQyqBWU9ihort9VgSpgOGBHTDRvbhpIqCcrBAs2olXbUSe5z2O+0GCNyAIZhxE4j0NBLBlb3kUElHr6098vqXwme+AKmvknvQlTVkog/nqCqK0VkAtaJcJGIXKeqrxzr4zoQOIJwMKaWPB9TvnTFvp9cjPx6DbvPF2JluPWYp8wpGFFxCnZflGKJi4eASzBlza//E1VGqrpWRK4AponIZFVd5IiVD2Nzgs6YqnaiZu6elI6o89NeRI2q7hSRF4ApqnqPiEzDlDAtzX8bcf5jB3LoGHF5jvv31rT3rgCea0nSOFzKUShxEZHRmA/QBe8xkuZq7Dc21v0/MhR++ngjaRw+hanKsyRNFllk8Z5HlqjZD1S1aYSM/3m+Fn5V8LZ2lh53uIBqiYicmUv+TYUUz8iRvGlYQHAidl2vxoKLHViL6CYseO2KBRU3YVnf1zDzy0Uuk/AVjJj5G2ace4tbrwOWKSwgleGqwSZEazCvig5u+7tbmhGKyFeBO9/WebKb7Q+e6J369aXhnEGYkifEsl1rsCzmJnd8ipUWfAV4KoOh4m0ishKkEviriFwC8vg4mSw+frc+DOZVfZKAREQgQSpLrVhm/3p3Pg9gpEw+RthEJVFF7hp9DSsxG4SRK4PceldgxMw0rF3rJrE2rOswL5yZQNk74cLtFVK+rlHretVRc4eqft9dl5OxyeXnsCzOpez9u4gm+vXu2q9015o+3hAGeCOo1O0sDF5Gm1dN53H25nRG5J1Bt1h/wiCBJz5JTZAvRfT0B9I7NgQJIZQY82ufJaENrG5aRMd4TzwEfJ+kJumRNwjVkDV1C9hWv4pOOb1N9aLK9rp1rKtdwIj2k5s/uV/BKDbVL2M/iPyS8oBVIUG/kCBXFRFomFX/708naCgESmup+nSxlHb3idWLSHOW2mV6p7nv6bv/iUHS0cYGVlQA/oxwajpJE8PKO76dvq67nhGBsMqVJVSr6g8me1NeV9UHG6mPV7BpLUbk/hgLbgcAfbGa/27YdzwSkQMJvo46RDwvllcIdg5Kylw8wBR57dzyiDyNSoyi320jdo61mMqmKzaOlGMKhDqgPkfyBgM9RQRU87BM+w5sfFns/r4pIquPtYluW3Bk6G0i8hzwsIjchZU4HJIh7ZGC81E5BytZPRVTXygp09+F2Fg+F7v+DRi5Ng57nv4UI3aWuXWew8qLl6tqICIfxr7DX2KExgQRuUkPXxelowZVneXKk54VkdnYHOEp7Dn4/EGQh/OwZ2wm/BXzeboHaw5wG/sSNSGWCGpTRepwIimPPcVI1QjXYImtveBIg8swEuqIwSUQ/gl8Wo+vzkZHFE6d9WuMnIp+B7dhc9UPHbMDawXOMuCTmCo6iyyyyOI9jyxRcwB4S2d9zRPvREVf0zCViZnkXSXAraEGRU00fjSpCRppqF3Iy4WkVCPtMDKkFMtidMeyvKdj5E0X9//3Y+qQv2IExOd8YvefxOk5OeQWLWFuWM3uQvfRAUZkLMUCukHAnzAfmpay4o5YcNIBC1oGbGV9fGu4/idYJyofk85f4Nbpi02gV2PZtlZbI84Ip9ZjHgmIyCeB3wuS9PHjnvigwkkyUdfp8k47afYPjIil61X1DTeRmA58eHLs6rXPJad+Rwk9TMmTg/l09MMIlxALvgZiapmfkSrTGoW1Io2UNUKqC0olkLNbK17HiJ1fOv+hO7FJYjUWCI7IcJqN7jjKBW+gEp4QvTHAG4EvMUooo510ZI/uIEmCRcErdJO+bNbVe3V5Ejy6xfpbC23Poy6opjKoYGe4mUGx0SlKJ1RT0SjsCXawuPEVhpacSW2igg7xLsRjJQwsGkfcy+Gdmll4eGiiCVD2NG5hV2M5EiqI8ST5XjH5fjvqg32U8bjreTemPPo3Vi42MCT4eExyXsPuy+lNWr8m2uD8wo/8Bvg4sGp67X0vuO//Auze/byqPpDpg7LIiIhUSMc47P59fD/bNmHjCjPCqa8A3Z1K4eeYQuH7wIktAxMXtLydU9xhC0beHFcQz1M/N383FqjPwxQUAean0EAqy1+f9mrACMK7gF4Y4XyZe+8B7Df8MKZQTAJ5q8Mls+JenFI6b0jQdCNGFPTGyIHhWID7E6BMRJbgiBuMRFicqdTkWEJVnxKRMRjJ/4KIXKuqG4/05072psiMcOpepKwLuM7FiO8JGFmYT0ppsQhTmr6KPceasHF+HPZc+hH2vW8iVb50L/BmJr8eAFV9QETmY9/zauw+mSMiV6rq0sN5zkcSIjIUK9u7HruvRwHD9dBagi8ChotITgaT5KeBu8Vagz8H/F1EOqru5ZAfxxIU0LqJMNizuRJTrK3GCLVd7ny6YWqOpzJsN8TtP7Ps8zBArMPTP7FGClOP1Occb3AeRg8AP1DV+W7ZGVjibdxxqnb9EDa27jezlEUWWWTxXkDWo+YAISInYGUxIyPZ7GT/6iJcKUH6ddymG1nCrAps4tKETfYfwCYxczFjw6VYYBx1P/o5MBVrGft+YE1PBowYyMhcX3yp1J06jxerMIKmHCNoGrC2u59W1XcyHPO9WGZRgU+p6h9F5Gyspj3qIrIcK3vyMNKmCTMf3G9LRBcUnoV1UDk5Wt6NvisGy+hOPrFSBBRlrS5jrS5rwOTsxVhwutZdk5fLpNt9J3ln/FrR7kvDOWzV9VG78p7uuF4HbsVUN5dhSqOIlDkby969ALyIqYEewPxyat01+wg2mfwMZk78bWzSmV7iFJVlxdL+r4CMjZ3rdfC6sCVcx5KkeRaP9s+ivXRGCXk9OY0ErTcLySWPImlPv7yRtPe7UB9WM7PuX82+NWVeD0bGJ4IIK/VNNjamvP3O6vwR8mPtzDw4DEEVwUyRX9jxF3K9Aoa1OxNCZVf9JnaHFXTO68OAgjGA0BDW8MrOBzKZHj+NZbd7Y1m3c7Gyj18A/w/4uKruV5IuIp/BjKM/qKoz97d+Fim4jHII+GkGoL/GVHUlbamSRGQT0KiqAzLs8/tYqeUrqnpFhm1fHPmxHwzz47mdD9/ZHB5oGATbl86cXT7z8bEYMdITI60iD5kYKQVN9BqN3cevYuPBKmysiWFjk2CqjWos+Ozj/iawMSLMsG8fI4gC9z6k1Du+W9aIjaN1bj/1GBHU8hUcxPKDWTfT8hAbIy/FniuvHobjCFrei5O9KT7wpKqeX0fN428wfR3WaWgQpoaKzJvfwoiAp0mpX7pgZUuR2e8p7tql+8rMb6VUpk24wPxnmBH+37Ex//Oqev/B7utowXmGfAgjaHpjZNtfsOfzPVip4+WHUoYnIm8BH9UW7bfde78Cdqnq7SLyOPC4phmRi8ge7Fm9EiMvW0MD9r2dgSWcPqGmUkNEbgVGqeqNGT7//2G+NZ8+2PM6ELix8O/Y/Oaa95LKU6zz5UjMzF/db24+Vhb/9LE9un3hvqv5WMJxH2+mLLLIIov3IrJEzUHAPfh6qOpHomWT/at/rKqfwbKFgJmszufFEMviXKeq9W77BzGCJgqGG0gRL7OBD2Dql2HA7g50yRnFhC6g3jY21Sxj3nos+9QBm9TmAqNVdX2L4xyFETj5WKAz2v37Bx7+tSMZX1xESbiUuf5utvukukUtAC7an/mrK3G5DpMz52CTyCjgvAe4vicD8gfJSYiYwe0uKlgQvhSVM0XeOs1S6h7Sn8HeaHyJUaN7wjeCZ9ZgE9ZKTO2zB/Me+CFW8lWNETMvAC9F2Uan0JmLBQyPuGt5mqrOFpGnMKKn0J1vhCasTOpXWAeVyBckBLx8CpmQczG++Kgqzzc9TEhAnFxOz70UX2JsDzexuOnVjNcrTi6n+xciCFW6m2U6jwatbbNbVDomlF1NcdwqxyQIUFWUkPX1S3inxkijfCliQv6leBIDT1gTLKE22EOBV8z6+rdadpsKsXbq92GEzGew+/EnGEn4a3cNxwO3q+ofMh2XWLeOn2Hm2Ber6ppM62XRNkSkESNlGtz/1wArVfX8/Wy3HGivqhlbbIvIt4FvYERuSzPRm4df+80f5BSVlhyWkziMCJMJLZ89rXrHkteK3aLVGMlS0cprBzZ23Yndi32w4C/y/GrAvKu+iI0JT2DdcmZiY8yZLU1U3XbpJVUtiaEczBNnODbGDMXUAe3c8a7ClIPrMDPkRIZ9tEY6tbX8YNYtw9QYO91xtHYuB/J5EWnVTOAU0k7GcW6xLzFUlRd4fKsSLsWM7x8D3nYBYjtMUZFOzBTjTH5xxIxmbtt8yBCRqzC/s3uw7nPTgduOFyWBGz/Pw5IpFwLPYqrbZ9PL1lwp7zOYmugLh/A5fwbeUNU/ZnhvLJYgOgFT8Fyqqh9070Wq1CpsLnNDGx+zGyufHoH5A92qqqVuP3OAb6jqjAyfPxP4jqpOP9jzOhCIyDcw0vKsaB72XoCITMIUrqNVtcLdazOA11X1m8f26DJDrPvYvcCQ47nUNIssssjiaCJb+nRwuBNYLiLjVXUWwIzgoS+LyC97MXDqCTJyfECCRbwKRkRcAdR29/o9P9AblddVeg/fqhuqMTVHDRYoX4FNkiqx76MTlp1dsYtt4xby6sZc8ooqKF+LBQIh8E2s3vvzwGMiMjGNDHoJU7kkgHMmyZWzN+qqT61m6ZeSJKQzPfJL6ZTjS4whOiZ4g+lb3GfegfkaZGTuxFqkfhgjaDpiJQRvYmocMCIlD2eYvInVYVxz1/STYe0ESTZR/0V3/B/ESpfSVSsVVbp7uYQyMSTwdrAliUnlX8aCnH+Sajn+Oqb02CewcvgkNvF/xV3TtcB2EXnbfX4ExYK7bwHPpKkZokxs9B1qA3VSr9XkU8we3dFczlTkleB5Pr7EKJMerRwOFFCE4BGTGO3oQH3YpmXCPvLyjTVLGVJ8mpU4oaytW8z6+rdoDFMmxflShETWv6HSI28wuV4+qpDnF7Ks5rVo1SZMRdMR6xj0GtZtLCqReNyZTN7pzv92EemJteBO70hWjKmWcrE2rwed+c6iGZF5aoOIlGKlO987gO32YP4rGaGq33Glj3eJyMJI/u7waO3Wdb/MOaH03Rz3EYEXi1flFJV+G+v+tgoLIDu3eI1I+/dQ7Pp9ExsnVgLTxTrWbMdIFR/z0LgWK4tqxMauTViAuQ/c/R4pSjJhI6bga4aIdHDHNsq9zsKInC3s7X0zH1h3pDP8TqnxR6wU5UN6iG1400irMuw58NF6astCQjzVOLAo1OA0V/I0ElM1fUVETsHKaRdhpMxjmM/KqiN97qr6sIgswEqhlmIE3isiclXL5MbRhIgMwhRzH8EUR38BPtui5KgZqtokIh8EZorISlX93UF+5HxMVbYPUYM9A+uwxMa/gV+JSL6bTxRiyaTArdNW6VMe9sxeg6lkq925DsTGsxdbbuAUHsMwYu+ww12zT2Idnt5LJE1kNv0RVa1wi7+DzbVuP1bHdQD4PGYAniVpssgiiywcskTNQUBVq33xv9aXoQ9PkisfWMhrT+xi2yeBSzay8r6NuvJJrDynDDPp+6HgxYZ6J0/yxWe4N45+DLtoj+5kebhgcUhwM0bYBBhZksAMh8djpp/JSnaswYwXh2HEzv9GEzoR+Sk2Afu9iDyBZcZ8YJqqXponBXkNWre+O307d6KHzuSZRBONT3v454caetVU+tgE6wxVndPyfF0m9AqMnBmDTbJvxUiQ1zB1CtgEIMrMV2Mk0m/WsuwDa8Nl52MBSyQ/3oUFX70xBUsX4Mxc8k5WDUTwvPZ0yMEydDuwcrM7sWDreYwUyDihdWaVn/eJbRkv75tZyY5LVuiiPQmaVqetVon5H/xEM5ttDgUY4Z1GF+nFVt0gS8JZvJF4hnwppE5rmlfcE+6kNqyindeB9YlldJAuDI2dQrVW8lZyZrNipopd7NQtlNKZVeHitia7Gd/bldhEGCRQYEPD26yom73PhrvCbWwLNtIl1gfJiZFLDFHBQyI1jmIqrE9g5FQhJgV/reW+VHUP8BkR+TuW4focMFBErlfVhIj0wsrHZgOfUU11K8rikBARNWAkgmLZ//1hF/a7aBWqeouInIgFqKeq6hK3vKLr2Petbh8G/cXz29zH0YaqFm6d/+w3MBXEA0C9qr6caV1HIFRharCrMR+um0m1NO9MqmTqY9jYHMeu+RZsTHrDkTptvXYcyH2u1qnkZfeKjjGGkdOjMBLjJvfvYleWku5985ZqizZx7wKqWinW9eXj2D3wVeDegyFJXInrOdj1uwhTd3wlJHhhEa+PKqLdxVvY0MUpJ4Zj4/scTLH0C2DpsRojVHWVWFIsEaQAACAASURBVFesn2CqlWnAbBG5QVWfOVrH4Z6lV2GqlIHY8/BCVX3rQLZX1d0ichHwuoisPcjSlXmYaifTflVE/oqVRv2PiCzCVD5PYqqnKkzF2wfnp1WU14m83PbE/DyCoImmZC17asvXgQ7B5gZdsec3mOr2oVaetZdg3S4Pu8LJeTXdBZx/uJVaxzPcb/UvwF/Vdf10981HgbGHUjp3NCAivbHS648d62PJIosssjiekC19OkhMkis/ERL+XhCvgk3JJcx5BCNIyjES4FbsYZNQ1SJfYh87y7/sT34aJ6Yoa8Kla9bqsn6YwqEJm9iPJmXIF7XV9LBs5Gc0gyGiWOeWnaTa1I5S1TUiMtbD+9s5XD5URAg1DLez+dS3mLWslE6Pxcg5bydbXgoJr3SBebS/OKYouR4rOXoJm1Q+qar1biKwBQuA0lGOdePojU3q8tzxrMZUMI9jZUpD3T4vSieHTpVJHy6i5M+C5AQkF7/EE2PSVC6CeRw8rqq/yfS9ONnsP4HkaDlzdimdLwb1NrOO5TpfsSz7zFbq5HOwkomrgKtzyMs9w78ETzxCDXkleCLyn8lEpCiIgDIxfgkFXjFJTbAkOYuK8IB9PKP9ttpZo9jvSEmsjPLGFWndpVqcBx6d4r1pL53oWzQKEesENb/6aXYmymuxjOlZmPLg3gOZtLlr8w3B+9pYzmwqoYO8w6LGTaz5PvCz91LN/5GC85o5TVU3isijwOmtlTO12O6vwIdVtU2ixamf1mD31kUYKXReYdd+Nw644OM9/Jz8tjY/ashbsIn8pVtp6F7IzFX3PAT6Q4zU2Kqq3820jYh8GVMffREjBXqq6ta097tg5rXRj7EXRv5ci5X8nYV1E2qp2El/dcIInmraJnPSX5X7yww7tdNIUuqbkdj4uIkWnaeADe/2tyYiw7D21UuBT6aP+62s3wsjFm7Ezv0xrIRqGFa+NBZTLKX7yiw8nETT4YSIXIkZGD+IKTvvAe44UsGre1aejV2/SzBVSdQW+ZCIK0c6/ROYpKqLD3CbfGyO0EEzGDGLmf0uw+YdnwSGqepNIjIYI7b6eV58Y9fS4X36dpng5eWUoBo2P19sfhEEGypmJ7fuWvrrusadEzEFziTMY+f6VhJB/8JInH8cyrVo43y7YUmEL+gBeO39N0FEbsMI7jNdUqUvdi2uUNXXj+WxtQUR+RGQcyilfVlkkUUW/83IKmoOEiLieeo1KZpHqg33RaRaZedgGdscEakH1s8PXtzSxevdobP0zM2nEEEoltJ+LuKOY0HUYLe/nVgGayw2Of4M8O9Mk3QR+Qrm2SKYWuJCYJOIfAe4OSS8FZPhf94T77ElOrsBWLGb7WVYYPNrl1ETzDvgOnc+KzFy5rPq/Gom+1d/fZJ31e0T5KL4LH2aMOWvknDn0Anoj8ms7wQeU02Tn9BcFvAE8MWWE7d2Uvog5u8wIkb8hxruFeRchilv7hKRQiwjORAzrRyEZWK6u3U3VOqOk9tLmQdCAcXPYF20XsQ6RUXHkoNNJKe4/S8rpv3c7tLfq9FK6qgmXwuppTrdJDidpElrDWxfTY1WkqN5CEJd2x1ho22jc4wmz3lxyd3dL2dEaUNYS55fRMd4T7Y1rmVA0RiUkLJ4LxbVPNe8o46xHhR67ShvWsXJ7S6gxO9kew8VRals3MrORHkjlg0tx+q/D7hMSa1TyLdPktM3FtH+jyKeDNJRwUZd/dMD3UcW+0UjkOt+h+dgpqsHgs3sp2Wu8yYYCvwLI19fx0renmjcs/1L4vnHRYcuqW2iYKF1K8tbt4cyuvXcweapmB9XjohsAGaoprruOXwdM179EXBPOknjcLb72wX7ve0GrnXj3gnA7KiMtc3js6C7lMxEzogMywpFZAd7kzfb2ZfQWQfMicgNR5QPIkXc3Oz+XSAi6cTNYmCJqtbt79gjqOoyERmHEVMLReTDqrqXPM+VLl0KfAojY97GiKNB7lgiUuZHwLzW1I3HI1T1EVcK9RB2Dc8Dxot1x2rTl+1gIOaTdgOmYtiDkTO3qer2trY7EKjqTBG5BZjmSrD3qxZxCZaV2H06N8P7W0RkFvacfAL4f27cKAZqu3UYlRja+8J+oMT83JabR/D7dT1D+nc769byHQuq397w1HTQMdj4tM9nuuf42dg1OmxwpNQTwB/egyTNWKyscJwjaXKxJOKPjnOSphBLbp56rI8liyyyyOJ4Q5aoOXj8SUS6CNKpRqt+jU1u/gcLBHZgk5t1WOlSHvD7KnbfUBXunhlKeGlfb0gclBqtdEE+ihEzuzGSZpRb/h3gN7pvS80oE/sO5jOyBZtEn4EZZW7HPBdOioIaEfk6Vr4yz33GKar6logMEJHrMIJGsYDnNFVdzb64Q0T8fC2gN0NYx7IqrCzpeSwr1mbNv5P/PwQ8oWldJSK49q5/cOvmirUoHYQFmV/HyKz1WLC0GiOTKtx5l2Omkd8EStex/HFVPatEOrzWSXrchFKMZYFnisj7MeXMZVi272GsFOgDQ2Tsz4opjYUSsiR4gwbqqKU1wkWkh98fEDYHq1GUN5Ov09nrQUDISfGzEPFY2PQCNfsmriPCx3N/o/an4fC800s7xXoah+d5+BKjOL894OGJT/t4SmhR6ndldOF5gNAx3pMSvxOCoEESEklCDVnRNDfEytQ+d6j+FACdpPvTqlqtqr4n/nP73yKLg0BU+jQQM/1+5AC320jqHgKa1WfDMPLyPEwxUo79Tl/G/FZOBXon62s+tHvVokSHQSfHxPNaK8c7KtC4D56goUIYBg3U+hjhUen+/i/mn7EZK72ZgRHDRaTG0Vsy7Doyfg+w8XhEGuk9nAMrMcOpY3a6135/R44Ijkqv0pU5nbHvOX15FxEJyazMeRYjzRuxsa87cCZmBj5YRNazr/pmU2vqG+fV8WkRuQIL9n+Kden5IBYsjccILcEy8bNJqWU2/qcr6JzadCLWqfBSrFRngfOt2S9h1xpcsHklpp4ZjiUFLlfVhYfhsPeCqj7oSMZpInLWASqYIoXuPqSJw1+Bj6nqP1wZ4KlA3sAekzr27jwuz/firWyWgu/FPMDr3mFk+5LCHuPmLL/3ulCT97dyz0zGDKR3Z3jvkODGvnuxucGdh2u//wlwqskHseRa5N/3M+wZ8fNjdmAHhuswtXO2GUEWWWSRRQtkS58OE5wPxEewh85OYIXgXd5XBgMi63W5KgR9ZfBuEa+xPFzT8wQZqY3Uy2p9SxVNYpPxB7AOCRmzbyLyJ2xCrVg51O8dCfJlLJjZAgyP6r7FzEkfxgiNJ4HbMDPZ6zAT4wexQGBuW5Pwyf7VO1S1I4CiFzwfTj2o+n4xk94Tsbr8pDvmPqSUMel/u2Mmwisw75tizPNnBZbdVSxj+X9YIDMUMzJ8AytpiGFEVg+srOx7mFKo2C1/GHjUlZr0wyZ3uefIFQUe/qiAgGU6hwo2ZTqVEGjq4w/NOyE2CoC1ySWsCZY0rzAkdjK9/MEAbAnWsCT5Rr07pgYsWPQwQq0LKWVNAtg+Ov+8nmWxnigh4nkogheCxHxUhCU1r7C5aQVAslu8f2JYwcT8mMSpC6p3N0njtBK/0zVa3xATIKkJNgTL71iVfPP2wxFgTfamdMW+nzdmhFNbM1jN4iAhIgsxsvdM7J7uciABjCMdnwb6YaTMue7VgBEzzwMvqupWVwJ0I2YaXo+p4L5WOmB0Se+zP3S7F4sfU6IGwN9Ri79sI3uWz7/17XDeL52KZRBGWg/HlXZiKgUl5YXRHvgB1ta1WYnnrk/UXj4H+J1ah77o/c3AeFXdcOTPrnW4ALOQtsuv0l8dSZVh1WDjRxwb3zph48sqrC32XGDW2XL5+JjE71DV2a/pk//bSP0YLFi+BCMJExjJ8zD2nHhnf6Vb/+kQkcux5MA07Dp8F0uOHNBY6b63idjv6nKMEP8LViZ8RDtLuc/+M/Z8vHJ/5VsicjPmUfLxVt7PxwjdkVj5U86o/lMKy0oG3ewImINCGAaJisrlybfWPT42DJP7EJtinagWqeovD3bfrUFEvompm8/R95B5MICI3Ac0Rd+viFyDjZsn76/E8VjC3cdLsETSC8f6eLLIIossjjdkiZrDDEm13PzIAO/EKX1kSA7ABn0nWBW+tRPzOpBRcrp0pBtKyApdpOWsEYyo+QJwV8vJooiMxBQs+Vj29CQn3x+CZcOqMMPIXwAVk+TKTz2nj5yGTULzsUldLywYfAojZ2YcaK38ZP/qjpjy5KUZwUOPH+C18DDS5bMYuTTVHcMgrBPIViz7taLF33VOutvdnet4VV3l9tkBy1aOxciPaHJ8D1Zbv0VEPo9NvNdiE2gwf5wvRUGZmyB8AiNx/g/42QA58dRCSl7p5PfwARYHr7Pdun6DBbcezvR1UGwMvR0ZsylYxfJkKlHZxevNifEJCBK8nZxXXR6srMGCKHXnMxybYMewrh+LsO8lP0fy9ITcMdIQ1rI9KKfELyPUJN3i/dnYtFwrkhsSWM3/w+8v/XgMM2QeDtzyzO573gQ4P//6l1V1rDvNkdPr/5ZJIZXFcQJXdnAb8GOMpDlhP+t3xgiZD2JZ/O2kiJnno4yqy/J/ACNlT8NIi1VYucGN2DiQO/iK2+IFnXoegTM7OIRBMlE+85+1O5bN/JSqPhQtF+s49xbQE1MEnYiV5nwcI2JzSZUPLsbGvLdjxO/qK0Pi9VpXUs7qEOiuqtvcPksxhV7J4VSJuDEvTqoENtPrUN5rubwYG0PauX8XYWRPgftb5K5LHJBz5Ap8iZHUJEv0jW072FKDjc2zMMLnLOBGPYoGu8cDHFH/EPb87Iz599zUsmy3xTa9saTMDdgz+8/APw6kDOlwwqm2nsVK0L60n3XHAX9U1ZPaWOePmHL1ufyc0gcnnvjZ3iIHIKVpBUGQCH0/PmX6vNsfa/E5PvbsP0VV1x3q/lvscwpmGH1qhvLH/2qIyPWY6vhkVa0V86J6GfMxevPYHl3bEJHJmPJn5H+6Wi+LLLLI4kggS9QcQZwXu/Jngvd5UG+DrmRl+GZTAcUyQsaHOeTF4+R4irJcF9RuYd1zGMFTiAVeV6nrdCLWLvkcLOt5gao+7yY7n8ce0N/EkTsi0m4Qo9b04oSOlezQBbxSo2iIZVb/jnnHtGmgcjBwhEcZ+6piBmGKnXosmPgXJqGPCJnVmsHYsMW+/4IZiX7Vne9XMdWQYqVOv1PVtSLyWSzQ+ANW1nQjVh51N2ZiPA8reSh3++2NETvtscn225hU+ssneKOkrzfUExEqwk28Gbya8dhi5NSNiZ1T4IvPwsTLNNCsPg+B35RI2dlK2LtKd+ViweQijJT5ABZ0rcYUP3Gsjl+x772lSXMEdcd55v58Ic7Pv74II6oWT6//2z4G1FkcXxCRl4DvYwTD77WFoaJYx5izSKlmemMlGzMxJUlvde3VnVLtPIycuQTzpPk78K80H5RFGNnhA8mibgM2nXDxzd3F845Z9ydV1abqXfr2Qz+s1jD4rap+I/19EXkGuE9V73f/34Cp7iZg1ySJKUTOx7w4CkbI+KATPXxFeVvnJ7ey/qfQ7AvWB1MZTuPwkSdxjMxNYL/5RCuv1t47lG3S38vD7o1+WFnYQIzA2naynDusmPYAMkufXVVPzV3A3yLlpoicjZW+PgR8PVPJ7X8rHOHxQ4z4fBO7bh/U/8/emYdXVV1v+F3n3MwkhDDPICiKAyIoMjiggnUeWgSrtU61tdbWoa3119ZitVrtoNZaa7XOtVqcBxwijgiKgIITosgo8xTInHvP+v2x9iWXmIQAgSSw3+fJE0juPXefk3vOPfvb3/qW6qcpj8nGRP9zsQ6Ij2ECzfSmnGC6MuipwF9U9a56HpeJdYlrW5fbRESG4xY8+nU7tqh7h4OzAwnrzcBqAO+/PH38ITVeZwRwh6oO2M5tJ7c3CCuHHKWqHzbGNlsKYu3Pp+BEGbHmEtOAP6nqfU07ui0jIs8DT6vqPU09Fo/H42mO+IyaHYSIhBlkfdo72KckICz9KvpEgSX9ZOBercjPU5QNrN1QTsn/VrDoPizoM47dKO4LvCEiCzAHSghMVNUT3Lb7YC4SxVaQUh0TOd3oUyAi5Gkb6Ui3+5ez+KakSLEd+9Oa2suU9sLEiVRXzBPuezHmZLlAVZ+pZbP1vd4hWPepYSLyG6y0KwtzDF2jquUiEhORo7FyDsEmX5OwXIv9XInVCGChqn7tRKXzsCDMWzAnzVFujG0ODo6e0UpaHxKRQFT4OvoydUilWMlFZ+DRjtL9iFbkZYsKe4YD+CgxJSke5QAXFOnqGDZ5WuCOzwHYKneECTI9qT7/Vrt/t6/jcChwY83Ja128XPZQMVZC52kBBASVvel/ziqWJjaw9gU3qRqGCS5HY9eD97D36Q+AGe69LZhQ0825bM4GxmECxsNYaPfK5OuItWYejzkt4piQM7d42bypa+e+X9R27yFJR8ZOR0TKF7/9eKFGiT2Ay93k+foU2/4D2CT5EVfS1A0TRd5U1TfcYyaLyEPYavJP08j4K0ieQBQQhpj7oQI7L3tg7oH3aVzxJLEzJu7OLXUQFgI/zH3Ppzrs9yHss+Rm4OSZ+mZpV/aYokT/LKP46ZpjVNU3RGQgVgb6jljQ8GYXwF0VJ0pd4QTTu3Ht1cVCexdgnxnfwc7Be7CctXoXGXYWqrpGrP3y2yKyQFVrzVxyn5dzsM+h92p7DDbhj2WktRrarf2gjEYQaQD2O3bw+H1enj4+tfzpFKpLErcL57p9GrhoNxRp0rHP+WudSCPY+3dqCxFp9sSuW2Oaeiwej8fTXPFCTSMxKhwrwI+BAz+Kpr4F/KKCstw50cxKbIKeDrQvpqiiNe0QYD2rJ3yps7tgq0EfYmUsme7xvdwXWGvq05yt/keYMHEDcFtqbbqIHAfcW8rGL3M0r1sosXX7MeTXy6JFDXLQuFXDvtQuyOSweXnSy1gI5dzaHB5usvkG1n1ha0UaAf6N3STPxiZEMzG3zFrgCGd1Ph3LqKjCyqPmuzr1R1U1maFyAjDRlU/8CxNajsLe+29inU3eHRgcfmmeFEwPJEBVeSPxFHGqcNv+AnMFdcVW4EeB5fWAkEn219jf7rfY3znCxKIcbDK4J1amUI4JPvnuMXFMYCqgRihsChuAI3UHhFJ6mgcDGLZPPu2P6kHfcBZTblrLyr2wuv3XMMfclDomhj3d98ex99bDwBGqOjf1QTUEmlnAcVi2xp+AgcDIxZOf/CC/9wHFYUZWbS3odygaReUSBLdsXPL5CMx5tw92Tsxx5/N92GTsDnce/w27DvV14wc2Tdpewa6P+32s7+XtLQPXtqPr3cuYf6Wq/i7lsbdjE5p/7aTd3GacS2pfbFKT/OqLlYNNw65JvwW+VNVILIj9J1ipaRlwVUTi34t0br2hs6q6WkROcc+dKiKXaSO3Tm7OqOqzIjILa0O+ERMHS7CSmk2OzOaGqn7hPg+fEJGjVPXjOh46AxhMHUKNc+Q+2LlgwO9EgsZqWR7DQr4vhk2f7acA393eDbv7lWcwZ22DyrF3MW6gupEC2DHujwWCtwQuxTr17VZ5Qh6Px7M1eKGm8RiF2U2z9pHBF67R5RqnKsK6jczHclUezKPN4k91WjxBfN0alt+nqu+4IL8jsPba38XCIsGyA/KxNtJlWKbCKmCEqs5JvrBbWbkBC8wd10paT8Zu7L8qjCbUbJGdjlnja3PGtMOEhaQgMxW7Wf0CWLaVIYt3Yh0Hrm/Y4dt043UmVt7UGQu13Av4NRYCfC1mT1+ChV4OxRwFk51II1iY8Hkpmz0BK3/6ALuh+R/wO2yyGmDZOQtnRe88NSI8IRZqjHJKcX+7KkxM+RwrWUq458WW6nzyorYL8oP2C2cn3tkTC6IM3GOWYWVYA7HVIgE+xTIhKrD6/Hb2b8nKo01YRglVfCN/shAXvtzQY+hpeWSTmxtKGCY0Ti75ibWsPEhVv6jtsS6jaQzmntnb/fgF4Ie15Fp9Q6BJ5miIyOOY++YaVf0/EXn9i+fv3H+vU3+aGYSxnVYCFcWrKFuzNDbvpXvewc7bfwDDVfV0V9JwG3AJVub5OHYt6IsJU/9MKd0pwESae7Br3yWVlFfM1qld3f7/uMZL74sJHM0Kdw3rxeaizEDMJTXNfd0FzE4tTxLr+nKeiFyAXTPTMXfMpVtz/XDvodtF5G3gUZch8ZP6Mlt2BdzCwimYa6s39tm1Drv2n4w5lJotqvq2iFwBPC/Wtru2nJbpbLkF8kPpaTlXBxJmNdLQ0mq8Zj/MtTdjezbqzpP7sM6Nf9yebbVE3KLcWKqzCg/BrvXDWoLw4RzaZ2MOL4/H4/HUgRdqGo9IVdMBQmJ0o0/5Aub8BpiQzI8AcCuWYGLEz4F3VLVMRN7DbgbbYgLNn7GyhxHYql4b7AayCzBoVDh2MdBxUvR4gNlflwED3apoiK0IDhORmoJMN0zoSDpjPsJWEOdi7VcbYyXtUsyWP7wh4o6zwF4cI/b9TvRcuIblrcsomY5lTbyMCTRLMZFlWLLUS0Q6Y+VRF7lNDcRuDN91vx+E3Rieht0UfBt4G3PlzAVex45z+4gEUxIvluVJQbBeV6dhjpcYJtQci5Vx5SbHrOi4z6L3f0rECEygibBw1ifdmP6ACTRfue/57vst+wdD708jfV4a6XlVVEpraYcSMSXxIpWbMlH5nqo+3LDD7WnJzOXDd/fSAw8rpihjCV99DLwnIo8Cf1ZrJ5yJibjfw9xgL2NumJcwh5amnmcicjUmRn5DoEnibu4vAWaLyBPAg2Wrl3z3y+fvPLzP8RcRpmXs8P2O4lVUbFhT/uXzd4ZRvPJB7PyahV3jUNUZInIY5qR7CMt1Go6VCmYBl7n9bYWdey9jK8pJEfZYV/KRjwndqeyLBcc2KSLSDnP1pQozFVSLMr/DSt2+0bnFTVaHYR3DTsMcgnOwDnjjVHXito5LVT8UkcGYe2mGiIzb1Vx97vgNxsSZsZir9T4sn6ZURE7EnJ0zgGki8v26SouaA6r6sFjb7mdEZKSqltZ4yHRM9KxvGwsG9h1XhJ1fjUV+yr9PwfKytrc88BqsfHFkU2YENQUi0gkTYce50re22L3RD1tQueJ5wCuqWmtrTY/H4/EYXqhpPCaJSKGqjopIhBspysJWeiZjq3NJLsIyR+4Hxjsh5edY9oQCP1bVOwFE5D/YB/KeWPbKSKAgncyHK7WCGGmJveTAxOc680n3Gvc40WMPzHmTWqpU6L7P35FBkS4z5v+AofWtwjox6QTsxnEgcO9hnLQUOKAv+4VTeGlgJRVfYJOp8XU4DC4A/pcyiTkLcy4hIuOwUqd52L7/FyslESzzZwBwICbERMCaOFUFa3VFGlASEK4roGNuMUUV5ZS0Z/NykOnudQJsAngvJiSdDfwFK5Mqx5xU7bGb3gexWvLVo9PG/STSRK4QiKJYuVVEvrRjpS4pAXqp6uoGHG7PLsAqln29imXrsPfVMqz052fAByKyEnsPzcRKm85NnbSLBHGxNu+1CTTfqmNlHQC1tt1XYu/fE4F7S5bPD+c9+08G5o0itq6cksP6EO/cutH3OVFVQdnqr3XexH+tieKVy7BzEewGvouIiDqAx0TkOUycGom50S5xOT0ZmDj6OSbStMfKph5UF8aOreBvmrQ6cSQDO2d3Gs4xmMyVSX4VYH/3aVi+xEVbKrFxE7VzMDcgmJhwE5ZHsy/WTWe7W4676/f5InIm8IqIXA/8raVPjN3xOxsTaLKwz+JBqrow9XGq+rwTqx7FynDvF5G7gOsaaUFjR3At5jh7UETO0M1brH8M9BWR7FpEnE1kpOXNATo14phSHV2nuDFuMyIyFrtODGkuWUE7C1f+/hDWwetN9/8HgcdbSvmXu/e7FDsHPR6Px1MPXqhpJAoTj+mocOyJInKSqKxZw7JnMBfMeyIyHwvDfQZrK13uVuwex4SIGOZsGeBWugUrgfor8E/gZFWtdD/fuz1d7gkIhgUShB21u37OzDLMJfIQ1R2V6rwR21GIyB7Af4Az1bUIruUxHTCB5UfYpPQO4BRVLR8VjLkUCCMl0Zf9z/5E36/zxsPlNvwQC0RNfviPw8pCJmATlrVYGHMB1a26BRNXZmGTpmSnljVY+dLNwBuD5aih2bRqDTBFX6SS8nXY3xNsFXaj29fumED0NpZDk+X2qxXWwWkGFuqaGqb4ZSBheaRRTGCDqrYDoY10WL4iWty5/qPs2dXoQLfOFZS2K2LtFZggk4O9V5dg5Y55mNDweapIMyoce83R8p0M4JSuskcFVu6yRYGmBg9j15q3MAGTnNVx0tasJiRGzptfUjRuUOPsKKAaqUaaWPHBpNiKD18TNMrDcpjmYgLVKZiIUoCdk+55WuomzVXuR78WkRLs/K/AnHPzsRLUVdg1JkkWmztq9gU+2ZGCg7s+9WdzUSaZPTQNcwCNxzK+ojo2U3N7x2H7dQRWznkBFgB7EPAiVio6prGFeFX9r4hMw8TuUSJyXrLkrKXgSn5PxCb4I7Dj92Pg7freB6q6WKwj1vXYxPJUYKiInNUcxXR3/3ABlmt3A9YpMfm7ChH5FBNFp9S1jZzMdu+q6pF2u9EorAMQkY7YOfHGtm5IRA4Gbsc6PK1olNG1LH6B5Rhe5/5/NXbfcXWTjWjrOQG7tr/b1APxeDye5o4XahqRwsRjCSz0EqDArfw8ipUsPQYsgaA9RPNFZBJWxgB2c/04bBIy/ond1B+vqptqud0N5WejwrHHY6uwe6RLxtUa6Z93xv7Vh8tIeAbr1PJ6jd8JFnB3CfYh/SRweuq+OS4C/hBI+FIXej1N/ZyIlWolOz0cgU3YnsAmQ22wMrLPsJXTCJsEZ2Ctibtirpe7sJyODW51/m9AcQ65eaHEiGsVOeQVVVKeFGlKsUnt9aIdKQAAIABJREFUYCwj5BEs0O9sqjNqkjk1l6vqKzUH/krVoy+NTht3QiBBJ+zG9UrVKOgR7Pmrmo/17NqMCsb8eF8OHg0afM6sSUuZH8Oyl05S1dkALsPqXOAhEVmC5TK9dExwxtXJyVRf9g+X6vyuqrq1LpEs7Ea/V/IHZZSAQpw4xYlSElUViAjBdkbXJCrLqSopkvJ1y49Z8cGrd2NOwVz3FWGuhT2wFfgXRORbqroeNonAB7tNbcDE0QnYpGUNZv0/AxNiD6+Ry1KrULNdO5OCu7715Ju5MkuoLmG6G8uV+UYQ1Ra2vRfmnDkHOz7/xsoiN7rX/SE2afuxqk5olB2qBVWdJ9ZB73rM6fW9mtf55ohYJ6tzMTHyE8w9c+bWZO6oahVwlYi8ibnPNmDlYGeoal0dlJoMJ8ichgVCf6mbtz6eji0W1SnUxML05xJR/OehxBrj/rAUO0/BPrNf2dpzIIlYkPhTwA9UdVYjjK1FISJDgCswx1zcuZd/Agx279FmzahgTAYwcSSnHrGSpfd/rO+1aGeex+Px7Ay8ULMDUdXHMNv+QqDHUfKdnoEERBr1eU0f74NlCszNp92IUeHY116N/jcS66T0IPDdumy9hYnHikaFY/cC0goTj+2wMqaG4uy3D2DdJO5I+XkOFg58CeYwuRP4qaqurW07hdGE/2AulYZwMRY8iqvRvhsriSjGatezsPf3vlhZWAds8qSYkHIjVlKVuprdBRNvCuboTOnLAaxnla5nVbL2YyU24Zvm9qkflmmQrMFfhE16bwTu1XpCPF+pevQNgNFp4wLgY5GgFAuF9exeDAsIQlDa03ndUuaPxFxYm9pqu3DIO0XkbkyMuAm4sVLLl6aRsQfAal0WAoUiMqy2PJPacKU4z1MjYHQj65nOm+SQG19ZvCQWPPIWbfsPpcP+hyNBSJie2eCdixJx0IiytctY+eHr8fULPo6h0e+xbJWlmKOtG9YlbQkW8Hua+/lkETnBlaTcg523b2JizOVYKHdXTJQ9BRNLrtGUoHXHZqVPmFBbV2ecLeKuNzVzZeLY9W8aVtoxIykybcP2czBn4PnYNeZB4BhV/TTlMa0wkXl/LAtsbm3bakycU+eXbpHhPyLyb6ycs1mFnYtIe0zIOxe7Nj+AdQWctz3bVdWJztX1X8yt+byIXAvc0dzKwdSy6pJtu+er6iT3qxmYo6g+pqLRKizQf3sJsM9IsHP0sW3ZiLtWPQvcrlvZRXJXQCx89xHgYlVd5ESrh4Gzt1Qq2Yw4PNJoWCixsJN2Pw24sKkH5PF4PM0daWb3F7ss+8mhV3aSHn8WEVSVD/XtaA3L6U3/il6yTxYQf19fXVJM0XdVdWpTj3drEJHfYYG7I91q3l6YkHIO8A4m3hQ2xOLfwNfb0223Bxbcex82WSvGykYi7AYxGebbzT11oXvcsVojGFNEMgLCX4H+JiIKqc6kSbYr/trtzxuYU+d2rBtIMusiFxOiblTVDY2xn55dn1HBmH7A0wmNh+8xaXUpG3OxvJXFqnp5bc9xTorjgat7079fnKr1i/mir/u1Yp2Srqhv8pgi0hyOK3mqQfIcqv63CHk9+lOw12ByOvQgLTuPKF7pzhB3uqhCECBBSMX6lWz8ei6rP3uXivUrk9sBO58OxXIwUiddX2J2+OHYuf0cJoKciwUFKya4/gNbnS/G8r1WuN/Hsdbcf9aUzicicixWfjja/f9N4Pcpk9c6cW6mgWwuyrSnOldmGjBteydL7m96CFbONAa7vv0beL7marmI9Mc6YL2LdWRqijLXTpiAlIMtKizcwlN29HjSsNKw87Aco+ewz4U3GutzJ+W1Ytj77DzsPTgdc3k0u85YInIE5mg5UlU/dQ6jh1V13/qeN3rQNT9MRPF/xsLtctFFwISXp48f58THZUBPVV23NRtxC0GPYWLruc1NFNvRuGvDI8B6Vb3YvddfA15W1QZ31WxKRERa0frmwRx5ZUisXEReLowmnNbU4/J4PJ7mjhdqdhKjwrFZQGnyeL+uTy6ISHQcIqOzciWfSKNEROKy16Mn/960I906nMX6b9jEazDmNDkQm2TcpaoLGvP1RoVjg9eiJ/4SkRCsbOgobOIXYPkVpZiTJh27URSs1CrCVp9P0M27cA0Azs8l/3uD5KjWARJ8qJNZywqwG8tct408bKJ4NiY8ZWPumnIs6PnqunJ5PJ6G4G7ITwNuxQKCj1DVeuv4xboi/QoTLFMdksXAaar6ai3PycFEmmHYeZIUI1MpYwudX4JYOlntuhLLyiUIY6hGaLyK8qJVVBStMtGmmirMJVOKnTuLsHKrB6kOlUxg5SmVmOgyCDt3T3Pj/BvmhLkeE0vOxkohVrt9PxIrDTgE+CUWNK4icipwnqqe4o7xKmC/mjk+LudqHzYXZfoBn5IiymBZQY0lOrfHunmdj4m+9wIP1FXCJiJnYe+Pq1T13sYYw7biJtBXYrkZF6vqE00whv0wweQsTOi7H/u773Cx3AmA92NCfRbWLeqzep/UBIjIOVge0qGYc20d0LE+YenYweNbVcZLN6aFWWxHVk0ZMOzl6eM/FOt2+TNVPWpLT6qJiPwe64B51LaWTbVkROQ83HVNrUPonzCn8ImNLULuCJzYfS/Qew/2vWgP2ScPeLcwmtCsnHgej8fTHPFCzU5kVDi2PdZS9pbCxGOr3c/GYZOVlcAhhYnHdmonkm1lVDDm3Aot//aHTB6xkfWPYCvcSzER4/G6yra26zXDsb1U9X1F232kU3UVXyfvICuwFaYV2Gp0BjZx+zvWfvsf7v9jXBZNG6wk63xshf6+EXJS+wwyLxYRVunSxCydfDnWGeoCbEV9PWZ5P8htayU22bxcVeus9/d4thZ3Y/sKJnz+FXNp1bta71bKp1Et1lRi4sZHmOCTDPRMijRDsMllqnOmNpLb2V6Sr1PhvsewCfYjmNMtWWZRhgV1f0F1iWFSTPoX1kY5WWb0OibiHIoJMQ+5fTwCEzOKse5Ze2OZP2e6QNNPsTLJ7mwuyhyEibOposysxr6WOUHoWOz6cwzmKvo39QTbirVovxUTpsc0p4wOETkEuzYWYtfDmq3QG/v1CrDr93mYK+sBTNza4eVftYylK/Yebo99lvxEVR/d2ePYEiJyHfZeOworH7xCVSfX83jJzeoUP7jfecE2umpKgR+9PH188py8FzuXbtvKcZ+JlRIfoqort/T4XQ0R2RtrVHCkqn7iFsZuwbqUran/2U2PiHTBchu/AC7c0dcGj8fj2dXwQk0zYFQ4NgSiwsRjLeKPMSoYc6ATJ7IqKNPJTLwX+IeqztyhrxuOvVxVbxKRtCJdo7N1yj2HMqrLOlYdO4eZGyqpaIPdIL6D5dL8DpuUTscmfIdhwsvxwEvYKs8kVU2MCsceqqqvKVHWZzpjzjIW/BFbLb0PC/H8NeYIWA+UAFcBj7aEFS1Py8M5LeZiYsQhmGvmP1soZ+qJdT4qw1wrlZgoEmJleb/EcpAGYg6x2kSaBLWXQm0v6l4vxM6hfExI6Yh1akoND1+Hia0/dWPeCwsF3xs794ZiQssj2ES9EOt0tenYODHkfKxE5UtMWE0KPadQ3T0qmSszDZi+tWUZW4MLRD4fK+X6Grv+PLqlTCH3vAlYGecFzbG00mVo3AkcAIxV1UYLa3bbj2GusXPd9xexa/MkbeJW2W5sv8OCnaswF9iV2sjdt7aHlPKZZIfDuap6az2PzwHW5Od0jw3c87thGKQTSH16bjWqUYVI8JOXp4+/x20rxATQIVvjOnXhuc9h+UyzG/q8XQUnzr4L3Kmqd4lIXywE+kRVnda0o9syLs/pKapLwlvE/a3H4/E0J7xQ49lqRgVj9sNyGTKBRa/q4712yuuGY/cHpqhqmohciUY9VfUKRcOlLKiaw8xfYNkxhdjE7xfYzWkZtvq6Hlu5fqS21aiO0v3A9ax6tpKKUmy1PVlK1RGbwFYAfwT+6leGPDsaEbkBy0N6AMudqcLKB96v5zlnYHkOr2ACiGCTpM6YUFKMiTR1CTJzMEGEgLBUibKVRvmMUKoFpA2YoyYbc7xNx4SoAVSXYBW7r05Ul2GVYoLNF8AfMLdQCdBLU1olO0fSgZjANRxz+2VhQscCzJFzIbBkR08e3Fi+jQnE+2Jh6feq6kcNfP4pWFD69ViQarP9wHZiwLnAzcBvgH9t73ido+BcrDxsCSbOPLqtQc07EhE5BngIKMI+a85Q1UVNO6pq3MR/EiaErlPV79Xz2E6Y6JvIzijI3rv7cYk2ub1iIlIVSJhW8/FRlEA1oqRiDVEUH/PenHseT9nWCGwh54CtGGt3TKT4kao+1/C93HUQkduwsPQxWHe7qcDdqnpHvU9sBrjPoTuAi1T1qaYej8fj8bRUvFDj2SZGBWNOx1pi31EYTdhplvNR4dg2QKvCxGOLRwVjrgR+rxrFRILrgTsijV6soOzgj5lWVsSaediNzn+xyVG9jh8RGd5PDnqsA926LtYvWMBnyQ5RCWxF+5equmzH7qHHY7juQp9jgsMC4PuYQPEylom0vI7n3Y0JET8A/kJ1++sgixzpI/tRrBtYwKY4jWRGzVqgAKCL9GKf4GDiVPJeopByGiWvNo6t6AdYx6ZOmPh0qxvfYCyLgnTJIq6VyyMSnTBn0Hqso9qkDLKiiMToKipDYCJwNZuXMO2NCTrTgPexLk+tsdKUIzAh64c7SvRwgsUgzD0z1o3j38BzDc3YcIGhN2BdvsZuKauoOeHElUcxJ9MPtiE8Nh87budiOUYPAfdrSter5oqIdMbEuB6YIHq2qr7StKOqxjn1ZgKhqnap53G/xVxCE4GTgLkZabnd9+lxwjv5rbofkxZmoZpAJCDSBMvXfqILV76bKC5bEQPSUwOwReRmoEJVf9vAMeZg5T7/VdU/bfvetlxE5CRs0Wmgqq4TkXuoDu5utjft7tp3DXbtO0VVP2ziIXk8Hk+Lxgs1nhbLqGBMiHViCrEypZ+40qj0DbqueBqTLgKeamjGRL60u2CQjLw7kEAijXhLn0nEqfoEOKc5ZUJ4dh9c+98eqnqe+38eVoZ3AeZcuK22yb+IfIoJFv2xlrzZAAfL0eRRQESCj/VdVrE0KdIkMCdAAcCh4bGaK/mS0Dhzow9Zsn2djZMkMHdMKyzQN3Sv9zU2KXw8J8xfPDj/hNz0IAsQ5mycrIvLP0tgLYUHtaXjrQcwLA1gNlMSa1gRYIJAzVyZ1K5Pv8MmpteIyMfYhOcr4LKGOlsaghPWzsL+NnlYadP9qeHlDdxOV0zoKAa+l+oWaik498bNWGe8s1T1nS08PsTyU87DSlMLsWv6y9rM2n9vCbcvvwV+4n50O3BdcymTdQHMH2HB+hNr+f1xmDgWx0Ths7Acqd7Aq8AoEGJhOomoCrdbyeB+AQakliqJyOfYe2B6A8YWYIsiG4Dzm7MosaNw5/8MLJz6HRcm/Assp6fZdRZLItZJ8D5MpDytroUEj8fj8TSchhUdezzNkMJoQqIwmnBfYTThHtdB4EMRSahqaZ60+Yeq/rehIs2oYMzeAxh2AyAJjVNJuUZE3wcO9CKNpwm5BThRrCU9qrpBVa/CclpGAB+LyEnyzdYsAzBR5GPMjQNAggTJUqYECaguNVqFE2kAvo6+kkgTRESs1RWNtS8BlvMUYSVdSZtOF8z1Uzys4DsbMoMcQokRSsjeucOkdazDaix36tYOdEsLJSSUkO7sOR+bTN6lqmer6t9U9d1ayhKzgDJ3jLpix+5JYJKI/ENE2m3rDolIICKjReQxYB4W0nw50EdVr9sGkeYYrBTsJWwi3eJEGgBVLVfVn2I5Q0+KyK+dgLEZIrKniFyPldn8Ecvg6KOqY1T1hZYm0gCoakJVx2NuqCrMXfDi9rzPGhNV/RgL1H7YuZ82IdYF8UHgWszJBua46+y+D07+KJ6oIEV7St5LJrAyxuT29saE2RkNHN7vMefbj3ZTkSYEHgb+7kSaAZjg+Z1mLtJ0Bd7C3jMjvUjj8Xg8jYMXajy7DIXRhDeAoWLteK/eyqf/Jo30DmjERl2/sJzSLgmN1xve6vHsaFwWx22Y4yT151+o6snYqv3NwEsi0j/lIZlYq+sQc9UkgMqPdCoL+ZzPdEayBX2STin/XrxYv+DtxPO8lXiWUhptfiCYUCPYZ08yN0eAWwLCeEDQVVJCS1UhL9auAzbRW7uUBfGExklonAXMyQeeAG4QkZPred1sTBTqDFSp6nKX87A3JvR8JiKXuXKjhu2ISC8RGY8JDDdinXR6q+pZqvra1ronnOBzDTZJPktV/9BcHBjbg6o+i5WBjQIKRaSLiOSKyPki8jYwGfv7nKiqg1T177Xlh7VEVPU1LLj7S6zt+4cuILc58DrmlnnelUMhIt2w8P1LMAeNYtcRcd9XAm3q2aa6r9EuABssuPvZhnyOirWe/y5wekNLBHdBkvctN7qA7sexXLJmW/YnIgdjeUKPY+7jRu/46fF4PLsrXqjx7FIURhNmFUYTCgujCVs7yXlXREoEKcuXgqvejyb5FSFPc+E2bPKzT81fqOrLWKedicCbInKriPTAHBmpXWcSQHoVFTpPP2I5C5M/L6e6A1KSTgCVlBNRf0OdXNrQm/5kk9vQfQlgUzqxYNkzABqR0MQ3DBRKWVQsQDcgVsSa4E2e/dtbPH/GelanAd/CxJ5/icgldbxmFuYu2hcTr2zLqmud6+MI4DjgI1f2USsikiki40SkEHO9tMVyGAap6j+2NoslZbvtsS5GxwCD3QR/l0FVl2D7thBzHS3Dck/+DHRT1St21a4+zlkwGguEzgZeFpFLanHA7WymY+fh/4CnndvneczJ8T/M4RZgLrv12PWjZAvbTHZ1ewQr1QErfXtmS4MRkUMx9+DJqrpqq/dmF0BEhmPC+9nYsbwXKFTVR5p0YPUgImOxToI/UdU/+oUtj8fjaVy8UOPxGHcAJ4jIUYXRhMeaejAeTxJV3YiFAo+v4/dVqnob5pzJxVbw22IdjyJMiEmn2r2ySZjJJPuzNrRPCwgJqptANchZEiONwTKSPaQ/B8vRVFdRNYhk6/DW7v8CyKwNr5LQKqqiSuJRFasrF7O6cpFgbpi2QFFEdECC+HPYhCY5MfgMuFRE/iTyjT7CtQo1Sdxq9beAnwO3icjE1JIQETlQRG7Hug5dgAUDd1PVS7c3LFNEhmFuoQ+Ao1R16fZsr7khIr2d8+gL4CBMsFiHiTYvpYbO7qq4UqjrgNOx9+E1wCMi0qoJhzUdczr9BlgKzMZa1d/sfp9HdYbUBiwvqesWthnDzsf1wFiXhbMv5t6pEycsPwGc58qydjtEpA0WQv0DVf0auAzLerm8SQdWB84B+HvgJmCUqm5RjPN4PB7P1uPDhD0ej6eZ4zqhzMNuimsNwHVW+Zewcp4R7selmFABJoZscrOkk5kYFh4XBgSIM7rMjqZGq/TrBgn46WQyQk4gkJBIE7yuT6E0yMimgOSQR0REWY3Sqqwgl9ZpHaiKKpavqVrSgc0XFF7EJo0hlgFyNBY+mo6VcrTHwok3WfBF5ElsEvQtYKaq3lnXwEQkHVvV/jUwC5uoFmAhmfep6oKG7OCWcI6Ky7A8jwt3pRbE7r36bSwYeD+s6979wAeqqiJSANyDdXQap6o7rWtgUyMiHTDHyX6YAHKKqn5W/7N2yDhimKDSFROBv4O1f/+t+/0vgV8CG91XL6z8KUb9imwVsAi7Du0BFKvqGfWMoxVW/vaQqv5l+/aqZeKuBROApar6U+eseRIY0ljXm8bEnd8PYOL56aqNF2Lm8Xg8ns3xjhqPx+Np5qhqCbbafW1tv3cizctY2+sRmBhShuv2BJsUlGRnlvXtpet/BCGUGIIQSEh36dPgz4RKyvlUp7NWVzBLp9Ql0tS2EiCdpRdDwlEMDY+lnXTe7Jdl0UaWV8xjTdWSDGySn8qRWMea1sA/sO5Ap2NCTQe3vxnAq64LE1Q7avbDwpVrxTlxRmBOgxi2ot0TC7m9rhFFmmT2xFnAobuCSCPGYSLyb8x5dAbwd8x59FNVnZksi1DVtZiQczfwjoh8vxmUAu0UVHUlVgr1N6AjMFVExjXBOOKYEHkzcDD2nj9bRM5xD8nDzqM2WNlTFvCNMOhaWIM53yZi5W6FdT3QnW8PYY6yv27TjuwaXAT0BX7phLxHsY5XC5p0VLXgcozewsrgjvIijcfj8exYvFDj8Xg8LYM7gSEiclDqD1NEmkVYeCfYankMm2SpIGEeBZUxq2pSYP5SnX/mel1NXONERESaYIl+RRrphMToGvShQFIzhr/JchYyU99kDcvqekitE/D20oVQYgSEtJEOdT03C+jD5mJPFuZ2eQCbXF6rqpMwl8IAbNI3GAv5nSoifagWavpTS+mTiHQXkd9iJWO3YCUge6hqX0wYGgN8ICJH1zXQhiIiB7oxLgeGq+r87d1mUyIiPUTkN1hp013AHKC/qp6oqk/UFQqrxp1YS+6rgIdEpMFBRy0ZVY1U9QYsp6ccuFNE/u7cXDuT9cBYrLvYPOAE4M8icjhWQpnlvudi5VEBW65vTJZafsv9v3s9j70ec6tdvLtmm4jIvthxGIcdt0eAB1X1hSYdWC24IOz3gMeAc3fjwGePx+PZafjSJ4/H42khiMilwGhVPcn9Px8TaeZiHVMCTARoBeQkn3ZQcETUWtoFCeJMSUwkTlUZ1SVRhMRUCKRvsD9dZQ8iiQgkBIGZVW+wTlc26n7kUcDA8DAiImYkXqeUYgICBgQjyJM2fBbNYKUuWYNN5DZijpnMlE1UAadhwsrt2Mr9ZEyYugv4EVYmNRpYi5UY/UtVO7vjloEFnZ6PtdR+DMuemVFz0ujcHqcDf8JcCD93E9sG47ZxAdYh6qeqWtMp1GIQkSzs2J+H5c78DysNe39bJtwikg3ciok241R1eiMOt1njgqQfwY7jQqwUaqtaum/j6w7DypOmqOq3Un4+CnO5vIeJLQHmnliMOdKU+sWaSkwAysCuST2wbmhlNV7/e1jm1pCW2oJ+e3Hn0fvAX1X1Xpf5MgK7vjertvQicibmArvAdXLzeDwez07AO2o8Ho+n5XA3cKCIHOJEmleAT4Ezsev5QiBIJ6PVEBkth8nJkk87bSPtg5jECIklOzRlpW40QVziVNJFehFIQEhIIKH155UcaqNTrDcHZB5B66D9Vu/EBtbyZuIZ3k48t6n9d4F0Il/akS6Z9AsOAhcejDkursLydpLEgKeBK93vkm2Qr8dKCf4IDAOmAv0wt8AnIrKfiNyCTTx/jGXXdFPVi1V1em1Cg3N/PIE5cqYB00TkJhHJa8i+ukyH+7Fg0MNbokjjSpsOFZG7cBlAmLDV1R27advqilDVUlW9CPg/YKKIXFlLIPQuietwdCwmAu4JzBaR0TvyNUWkLxbe+wus5CZ1PIXAb7Hsp6S40goTTFO7yNVFBLyBnZ8zsPPlvBqvPwzLxTl5dxVpHH/Fyjjvc93mzge+25xEGhcafB1wA3C0F2k8Ho9n57Jb3Ax5PB7ProALyP0DduNcCHyIOWlC4Cv3sPad6RXPIZcMyaSP7C/zok+INEGRrmYjdXeRXqoLiDSiQstYH61mRbSQ5ZG18i4IOtMztg9ppJMtueyXOZzOab0ZnF3/vLJN0JGR2WMZkXUqGZJd5+NKtAgQ4lpFUfX8rQpzyNwOvIkFJUP1qv6TWBedW7FJ4QhgFNbB6S9Y1kYcOBc4BHMRlABDVXWkqj6sqqkCUJ2oarmq3gjsj+WLzBGR8+sTFVz3qPfceA9piuDY7UFEuojIVZgY+CCwADhAVb+lqo8mA5sbA9cW+hAs2PYFl9exy+NKof6IOVgqgSdFZPyOEKtcbtNEzM1yD9DRdRxKHc/dmECazKUpB9phTpmGZAmtd8/tgjnIfuHCixGRnlg+0/dV9RtliLsLInI6JtD9CCsPuw8407VzbxY4gXkCMBJzPs1u4iF5PB7PbocvffJ4PJ4WhJvALgZewG72szE3SQD0BkryaR8bKIdlAizQOczn0+TTI7Yg0KeRQZxKNCUaJi8o4OCMYxGEomgNH1W+w4icUwkIiVPJe6UTKY9KSFC9GFwQdCYjyKJr2JeCWCcijfiy6kMWVNXdgTeTHLKlFet0ZfL1E1ig8FWY4DIbE0mSlGGTyb8AP8AmiN2BTpiw8yUw1D23BHO2XKmqifqOQUMQkYMxgSgT+JmqTq7x+3GYwPR/wD0tJYdDRDKxsrBzgUMx98V9wNSdsQ8ikoaFZn8fm9C/uqNfs7kgIu2w9/sQYCbwncZynbi/ayH2d/yl+9nbwHiX85T62E+xa0kadu6kYyJd7y28TER16+8SoBvwPPAv4FngHeBeVb21MfapJeLakb+PnWMfAG8DE1T1z006sBREpDv29/oQ+JHPo/F4PJ6mwQs1Ho/H00JwrY0LgXXAEViJwXxMfOmOCRcZQJhD3uoYaflFrElOtgKqJ11bRdugCwMyDicmaZRGG5heMYkROachCBEJRALiWsU7xU9SRSXtwq4MyDgCgA3ROvICW7SfWf4q66I6825qikjJPIxngMOwDjUfY86OAkzECbHVf8WEmWOxrJpebhvt3PFYhblrFmHizdk1czO2BZc9Mw64CZiCtTRegQlHx2ET7Q+293V2NG4/BmFlKmOxCdr9wJMNdRztgDEdjf2tHwSuUdWqphjHzsY5aX4O/A5rRX+Sqk5rhG3+B7tejFXVyP38FmC5qt5U4/GL3WOTdY3J86z1Fl4qcl8fu+f/BcvM+hPm+FsJXNRSRMvGxjmL3gCeU9WbROR2TMw6vbkcExFJirO3AH9pLuPyeDye3REv1Hg8Hk8LwIk0r2LtUcdhzpJV2MSorfsec98T7nsW1rFlJdY2+cSUTW7RXZNBFp3D3qyLVtIh1p3WQTvmVs31MNCCAAAgAElEQVRACBicfSwxSTM1RaxkaXbpG/TM2I/coA1BFBAQsC6xnM+rZhDXSuJaRY9wL0p1I8uiBakvpQDpZEoVFZGiQcr4NmDlT/2BvbBch0Ox0ooKTIgpdY9P1ladgjmOegHzsJKSb2PlHl9jJVUnu4yQ7cYF4v4S+JkbywzgHFVd3xjb31GISEfgbMw9k42JMw+q6sImHNYmnHvsfkyYO7Old8naGkRkKCZStsIcZX/f1kmziPwBK2E5OlWgFJGzsADjM2o8fi0m6ma41wc7h1IDvWujArsG3Y6Vci3F2nQvx65Bg1S1IVk3uyQici2WnXUs1sL+emBwc7lOuPfDLVh78Oebejwej8ezu+Mzajwej6eZkyLSvIFZ5jti3ZDaYBOpAFv13kh156dMqidbF2MOj1Q2snnr628wOH0UfWMDGJx+DEvic5leUciGaC1F0WoWVc5hQ2INy6vmo6qEGrJ/1mHkh+1JDzLRQCmO1jOvchYbo7WUaTEHpA2nd7gv/WOH0C7ovNku9ksbLIdnfZsRmacGMdLWuv1QTGz6ttunnwMHYB2tit2+gYkMMcyuD/B3d2ySgkOIZcsMo7qD1FQR2au+/W8oznUyHTveK7Bw4xOcU6VZISLpInKaiDwLfI518/kJsKeqXtdcRBoAVV2JiYv/w0KcxzbxkHYaqjoV2BsLxP4j8JSItKr/Wd9ERC7AXFKn1OIiS7azr0kWdm4lhV+AhobcCua+6YSdBz/DzuOS3VykOQILOj8HCzi/HRjTHEQaFxp8A3AdcJQXaTwej6d54IUaj8fjaca4ANBJ7usYLCdiAxbyKZhIUQGsxsp7PgCSKshsLB/iSkysSDIZyM6jQEaGp3NkeBqtyP/Ga6dLhrXpBmI1Kqa+qJzB4qq5iAjl0UZEhIAQcYHAokKrIJ+B6SPJcvPLkBiCoEDHsCcZUt18qmusD4EEpEkGrYP2aW7/EthksR02ab0cuAPLv0idtEaY+DLS7VsXLA+jLeYEeAfLPDkHGI4JOBHwtutCs82ISExEbgT+AZyqqgdhjqfLgSkicsj2bL+xEJEDReRWzFl1GRbE3E1Vz1PVN5PlMM0NF7b7V8yhcb2I3O2CTnd5VHUtds5fi7kwPhWRfRr6fNdu+w/A8XW4x+YC7dw1JvkcwUSaDOycSgaVb3bMRUI65+5Dv3Yj2a/jcfRrN5Iuuf3T3fXicOBFLEvrercP7UTksIaOfVfCHd+HsdLCDVig8tXNoSzSiX9PYEHsQ1S17hAxj8fj8exUfOmTx+PxNFNcuOirWLeiwzBHSBkmyhRj4kUCEy7ysLyajtik6ksgcWg4+vMcWp+8WpcyK3onuekqIG2/YAidg16oKkt0HgpkSyvmJGZQRjEFQUf6hANYFX3NgsTmTVrygrYcknM8ocSoiioICFCUj8om0zN9H9qElvkbRXE+Kp/MimghWeTQLzaIdmndUZQKLWVy+dMA7JU2iB6xvSnXEqaWv0CCqmXYqjzdgj01k+xoQfRZFKeyAhNB2mAdn3Ix0SXpXllNtYC1FBNt7sJyZF4FngN+A/weuBBz2Fykqo9vw9+nMxb+WgmclToZdrkg52AT5VexidnSrX2N7cG9f76LTRALgAeAB1R13s4cR2MhIrmYUHcwlrWy23SiEZEhWDBvDnChqj6yhcfvj4m731bVt+t53BvAH1xr7mQZ3wZsIS9ZfvgGlokVpIfZ9G5zCN3zBgAQCzM2bSseVQDCkqLZVV9v+Hj8xsqV47FzsDcW9n2qqh6/1TvfgnHC19PAF1hL9Iew6+/5TZ3/4oKNn8WcVRfvzo4nj8fjaY54R43H4/E0Q9wkexK2Mj0AE2mqsNXtJZh9flkv9g73l2F5OeSVA/nYRC4OdBaC/FbknxxIQFvpTHa1CSUGsFKXkNA4EQkSmqBrsAdtpTP7hkMAWBut4P2qV74h0gBEriJCVanSCt4vfZm3ih9nZWIhxdF61P2+MipjdWT6hAbCvMTHKBGhhKSnOGrmVs3gzbIJvFP+DAmqwLmCOklP2Ss4MOgZ9IvtGw6JsGDS67CsnheBT6gukwITJHKwcq/2WBnHF6q6AnPcHAf8Gfgt5iwB+KeIXLk1pUoiMhKb4LwOHFfTseCcIPdjYtrXwGwR+bVIyk7vAEQkTUROEpEnMLHuYKxkrLeqXtNSRRoAVd2oqudg7eknicglzbG8bEegqu9hGU3vAveKyH0iUmswuIh0wUSdy+oTaRw1y59yMfEX7LwSLEQ4yEkrYHiP8+jR+iBiYcZmIg1ALMggFqTTI39g2sHdxl7XKr1dUkA9EAuFPlBEBmzNfu8CXAJ0xbq/XYSVbl7SDESaodh76UFM+PMijcfj8TQzvKPG4/F4mhkpIs0LwB5YxkQCu7GOYzb1dW3pVLC/DAtCQkoo4l195RvbOjg4mlzJp5IKpiQmbhJYkmSSjaLkShsOCIcDwir9ms8TM+gU9mBdtIqNum6z5+SGBfTPHk4iirMxvppWsQIK0rpSnFjLivhC+mQNhChibun7LKw0kWdQ/vG0Te9GaXwDyzZ8SruwK/OqZrM6+rreY9FZerNPOBghYI0u48PEWyXAY8BpmABxDVYm1Y9qsUaxrJhTgfewLlkDVHWxiLQBXsZa5F4KHIStKodYFspl9bXvdk6ZX7nnnpN0ImwJEdkDE5kOwoKHH2/MyZqI7Is5Z87GApTvw9r+FjXWazQnRGRP4FGsk9cFrkxol8cJU7/EHGELgGNUdXHK71thIuYTqvqHBmzvTKw72bfd//fEujalY+dRMZCeEWuVMbzHeaQFGdgpUD+qEQmNV01d/NAbJZVrPlbVK0TkF8BBqnrmVu52i8SJUq8CQzER/UVguKrObeJxfQ/ryHWuqk5syrF4PB6Pp268UOPxeDzNCBFpj4k0z2HZLBdhE6aJ2M3+EKzUJqMNHZYfKCO6CgHFrGeGvkHCZX62onWUT7tgFUvJIJNiNhBRp/4AQAfpRqbk8HU0j6Fpx5Eh2YAyufI5KqjOIR2aeyp5sXYkNM6c0qn0zx6BiJDQOJVUkB3LI6FxPi95l0XlnyCEjO7wA0SESBN8UfQu8ysaVrUiCL2Dfckkmy+j2VEl5cmSjCJ3PIqxSaW473EgFhJj//QRi9Iko8eC+CfrViWWxDDnyzsikodNmj4FfoiViz2HtcqdjpXVlNTyt2mLrUDnu8csadBObL6NkcCtwHpMFNrmnAoXMj0OE2g6u7Hd39QTwZ2FiGQANwLfwUrPtuQe2WVw2UcvYjkyY1R1omv//DQmUl7YECHQCTOFqtrL/f8gTNwM3NdMoN/BXcfltMnsShCEdW6rJqpRtLFy9cYpi+4vA7pj5YhfYVkoLdbZ1RBcjtJ0rPRxIuZc+sW2lFg24pgCzI02But6902rpMfj8XiaDb70yePxeJoJrh3xa1hb3jRMpAHLQekKDKI6i2X+OlZ2XMTcBzawNmpFa4bLCaSTGeWQe9vBHMWeHMBgjmQD64hIKNSq1GyazK3UJSyKPidBnHTJJHRBwmmuwiIryGV47ulkBybEgFIWFbOqajGRJtC0kPT0VmggSBCysnIRAAe1GoVGEaoKcaVvbACDMo4hSMk3zpE8cqR1LYNTvoo+5tNoGk6kAfvsauOORS4WfJosA4kB7Jk2kLZhlx5twg4cmH5kVjpZ5cCLInKhqm7Awln7Yu2fV2EupUlY6+/JrnV16t9mCDbZ+gw4cltEGgBVfR1z1TzixnN3zdeqDxEJReQ4EXkMm/QejmXu9FTV/9tdRBoAVa1Q1SuAHwH/E5HfiUjDlYQWjKpOA/pg78mnReQWTADMAH60FW6teUC+E4jBsq6Sx1CBeVmx1pn5mV22SqQBEAmCnLSC1q3S263CnD8bgH9iWS27Ordhrr1HsGyop5tYpMkFnsLcPUO8SOPxeDzNHy/UeDweTzMgRaR5CgsMTk5m/o25aHpgk7AVQCnQE7hvnn48KpPsIJCQgIB82gYgPwYNQglJJzP5EuuxjJtvvHTNH6SRwUfxqRRFa/gq8QnFrnqmd8YB5AT5hMTYGF/Dh8WTWBP/mg9KXmFB/FOCMI1QYogIKkoyPqRtrCuSiNCyMqioQBDyww50ivUGoEPYg0MzT+DQzOPpFPba/oMJZEnuJqEpIpGRFxQ8jnXHulZE/ub+fQIWWPwwJmKdDdyMTYBnisjeYlyKOW4uU9Wfq2ptx7HBqGpCVe/C8ms2AJ+IyM/ryhwBEJF+IvJHrNRnPBbw2ltVx6nqy/WVa+3quPKNQZho9ZqIdG/iIe0UXGvnI7CuUJcCFwA/2Jr3p+v2NRM7fmBuMUn5yuyZf9A2j1FEdM+2h8WA77kf3Qac4YK4d0lcG/nDsXyaX2Ld565qwvH0xDrfrQRGqerqphqLx+PxeBqOF2o8Ho+niXGOitexNqkrsZa2AHdj4bcR5iD5FLvpT8NWwkcDnRbp56qqVFLBWlZGJWxIm88cNug6PuJdAHqxT5uBcnhmHm3qHUvPsB9HpJ/KfrEhzKp6m/kpQcJFiVUkiJMgztLKL8lNa8+o9hcyOP9EShMbQBVQIo0oTxRTnigGYFHFp6gqG7SIsqiEyGkK5ZH9vm3QmYCQgJC2QYPnb/U6Br6Kf0Rcq0honLhWvr86WtoOE7oKgCOxTlpZwMlYq+/HgDRVvRnrlJSLlYBMwkqLhqrq0w0dXIN2QHW9ql6JtQw/EhNsTk4G5IpIaxG5SESmYMJMCIxW1SGqeqdqjfCg3RjXUWs0lj80XUROaeIh7RScc+YzYA1WEjlbRIZv5WamUy3UdMLOLcHEywM7ttorCIPYNo0vkFDaZHXtBZwgIrkudPs/VAd571KISG/gduBM7Jj+DDijqcJ63XvhXeBerLudDw32eDyeFoLPqPF4PJ4mxIk0rwETsFKW+7FJ0r3ASdgkbATwST8O3K8j3aKvmKNL+LICK/PJAIqFoJUSJS/om7lk8mnHQDmcUGKUaQnv6At1jmd42gnkBK0tfyY+naJgHXvkDKKoaiULS2fTJtYJQVgbX8bo9j8gkJB4VMmMohfJjOWSEWSzvnIZxVXraB20o1jXUaWVxCQN0YD8oD3pQSYlURFro+UA5EhrBmUcA8DMikkU6/ptOZTJ0q6Y+x6GpJEuGVGZFv9TVS8RkU5YZsS5wFr3nBOAWVgwbToWrFouIqdh4cJgYbUPbsugtgYRORa4BXNULcP+7q9i74mXVDW+o8ewKyAiw7CSk+ewXJDyJh7SDiOlbfe3sC5fE4FDsM5o1zUwp2YsME5VTxOR8VhAt2BhxT2O2uPSID3c9mZl8aiCV+fd9gIWbv2Ac3jMBPo4V9AugYikAW9j143/YmVp329o4PgOGM/3sQDz76vqi00xBo/H4/FsO9u2ROLxeDye7cYJB69hbo5ZmKNGMNHgBMxFcRqwJJvc/l3prYGEYT8dwBK+TL1+h0pU6v6dXeNl3lA0BA6LNCJO/QuqCxNz2VsGkSDO6mgZh7b9DplBKzpk9KYkvp7VLncGYH3VCvJi7VCUkvh61lUto0NGb/rnHU6sLCKmafbAICCUkKiyAkUp11KmRNViUYkWMTP+Ol2z+9M5bW8WlcymYtPuNBihOlsjAEhQRZlWCXCBiMxQ1Xvdv18B7sDKyN7DJre/Bq4GnnGtrf+AlZOcB9zlVsp/v6Pa6opIX0yYaYW5efbC3hdXqeqaHfGauyqqOkVEDsQcae+JyDhV/aypx9XYuE5iTwHnq+oM97MRWOv5a4BRIvKt2oKxU+nV5bAl5RXrDxs99LrxB+w57pTi0hVSXLqcjaXLV5VVrOth1VHbjipx4BOs/OkBVV0oIi8AP8bCbXcVrsUE4NsxJ94/m0KkcTlNNwKnA0fsiu99j8fj2R3wjhqPx+NpApxI8zq28joVK8UJsE4u+2A3+t8DygvomJ5JzrI92a9XQBiVUxJO5ZVkeQKYM2QtFgSaRnXpAsDnwMYCOg7Oow1LWUAl5dR4zGaExOgS9qFP7ADCtAxiObkkNM6sokJWVSyo3gcC2qR1ojixjsrIukKN6ngRocRIbNhotROaIIylAYJWWj6NakRh5aObtpMTa8PQ9mcQShpKRFVUwYzVz1IeFW/abvVrCulBFpVRGWq1VrXuQw0SWD7PUao61R3/HwNXYHkvd7jtzMYChnOxCc50t0r+L6yU4QlsdbpRnC0u4HMM5vDZGysJuV9VZ7kOU9cCZ2ClcHdubzbO7oYrIbsQEwN+Bdy7o4S2nY1rMz8F+Luq3lHL74diZWBxYKSqzqr5mNFDrxsNjFfVgYlERUYYZqiIBKoR8UQlYRDTjaXLK9PLg4xWkrfNY62Mly59bf7fXweOBw5Q1SWunfwkLGeprP4tNH9E5Gis69pA4EpgAHC8bq/KtfXjyMXcZK0wd6AXeT0ej6eF4oUaj8fj2cm4IM3XsBvqV4G3MIfjVKzd7odYTkrQmV5Fe8tBbRVkiX6hRaxhHSuJE09mSCQpA3IwASaZP/YRVg5xotv+FkWNPCmgleSzb9qhiAQkNMGGjGLWJJbyVcmMep+bJpkMb3sG6ZIFlZXEK0vRQEgLLNC4JL6eMAFfxT9hSfQFMdJoE3SkbU5veuYO2BQ+rBoRYfObL4reZUGJdbDOCHIY2vpU0oJMqqIK3i16ivKoXrMA3WP96BXrrxujdXxUOXl9gvgByY5NrszjZGAsVnq2J7ARaI1lfpyoqh+6x14G3AR8gHWwKd7SsawN1yL3cMypcwrmmrofmFhbfoSI7IeVQ3UFLlfVl7fldXdn5P/ZO/M4Oeoy/7+fquqennsmmZnc5A65E3IRw30ERAQWFBXdFVlRV3dd71XW/a3rru66XuuBii6KXIoHCCwoIEeAEEIgCSH3fU4yydyZq4+qen5/PNUzk2QSkpAggXrzamYy3fX9VldV98z305/n84hMxNxJq4GPqUbp2KcoUVvyR4DlUderwz2uDHt/mQF8TlW/D3DJ2/6jArgVy7862IF3CGHoI9kAtzOHHOOfjEHo5zJ++5ef2f6zmzD3z/ooBwoReQB4rC+h6VQiCoJfDlyPvQf/AJj5eof2isgIrNxvEfDJOI8mJiYm5tQmDhOOiYmJeR2JRJqnsE5DDwJPYyLKGqwD0EbMZZEAXiqSkkoHN3RxSUmx1LM7L9J0YJ+WN2AtV9dhws3GaKoACxe9LBqrt0gT1shQRjlTqJGhTPbeRn8ZRKVUMztxMRO9OaBYO22U5fsfPaxIU+5WMSY1k9EFMzi/7H14OYHAR7wE6YKAhmA3IQEhAZtyL/NM9n52hbaLc5PvYEriLIbkhnBg0yLBFQ9XPMaWzyXpWD7G6MIZJJ0iXPFIOoWMLpxxxGVjkZQxLjGDQqdEqtzBMjIxqQJ4VETygRtfxYI27wOGYo6aOizvYx/woog8KSLXYK6bdwBTgTXH2rVGREaIyFcw4ewHmBg3TlX/SlXvP9yiSlVXYSG5XwJuFpGHRGTcscz9VkdV12C5LU3A8ijX5ZQkcgn9L9DMq7S5jtphnwl8A/iuiDxy5pSPDcbCg9/JUYg0AI7jQUGSsLwIFSAMobPLbsGrNRtTryhZ8WPM2bcG+Jt8WDZWnvOFyLV2ShIJr7/E3DRbsHPz3r+ASHM2JvT/L9aePRZpYmJiYk5xYqEmJiYm5nVCRAZjDoo7MAfHYkxE2QUswcSUs7EF1CPAmU26730isjBD157Nusqnp9tRQXSrxISfWR6JxoEMP72YMrC8lhnQ0587T7lUOZPdtzHSmcg07xwGyQime+dSItYRyhEHJSQMc6zPLgWUAjk0THSgN5I5RZczKjmVUalpOOIiOOSdmoVOCevSS9iYWcqqroXs9bd1b+vgUCglUciwkPW78MNsd0eoPKqK5xQceiyjA3qk4+3iofTkK7skZJh7+oSzklfuuST115+Jjn0OGIllBJ0N3I5lBH0a+HF03+exYNXzgPnRcd8gItOONL+IFIvI34jIk9jiuAp4NzBNVf9HVfcdafs8ajwITMaun0Ui8h0RqTia7WNAVbtU9RPYuXxQRL4YLbJPNb4CnA789dG0ZI+unX8BzhOcs10nuV1VT8Ou4VdHFUJFAHWEsKwQ9XtV/uUOXwXohznd0fpy5pGN3yzDygZPx8oKp0X7thh7Xb33qPbljcmnsE5yXwd+jwU4L349d0BEbsDE5g+p6g/eLOV9MTExMW91TsU/UmJiYmJOOSKR5ins09e7sK4nKeyT8V8CU7CF/ABsMX4p8G/N7Lv38fC331ioD7ldtLvY+/YHgBex7JIvAsl+DOBtctmACTKTOXIxKfuwvE8hw8OLAmp6363sDXfSHO6jI9zP9mA9q/0ltFDPuYXv4uyCq5mWOI+BzggAypz+TE6dhSBItC4wkUVBBVRxxOW0wolsz66hzt96wD6EhGz0XyajaXYGG1nY8CtWNj/ButaFBOqjqgTq0+E30+lbpcqWruVkwy58zZHTLKGfo597eGNLmzZR529DVenSdur9XYzzzpBip6w8JPhuuVRtxTJpRtuO8yPge1gJw++wjlu/xvIergMqMBfUUiyI+MWD20CLcbaI3IoJcO/DBJ8hqvpJVV12vAspVc2o6reBSVge0ToR+VgUHhpzFKjqfcBsrKPaI1FW1ClB1MXng8CVqnpMaduquvD8WTd9t7Cg0hGRBFkf6ciAf4QIFVUITKghUCt7chy0sJfG4/Z96YWh7zd37WRDw4IngQswIeEqLIfpb3o99L+AL52KopmIzMQCyK8Dvou5GW9+Hed3ReTbwD8D58ZlkTExMTFvLuKMmpiYmJiTjIgMwUSan2OOjbVYDkoXJrR8GsuTuRwrjRmB5db8Bgu8rcREnX5YaU5ttO0HgPuSFMw6S96JG63XffVZrk/TyoE5kqVUMsgZSb3WUi79GeaMJUEBAqwJllDtDsHFY42/hAyW7zncm8DYxBk4ak6Z0IG9up29/nampy6I3DfKqvRzpMMOzii9BE8SKKCOsqHjBbanVx322JRKP1JSRENY2+1+KfH6M7jodLJhFzs7VhL0yu4VHAYkRjI5Nc9Ci9Xnpc5HaQle3ZxSJv2ZlZyPJx6++izNPq6t2iBYK+wF2AL+AVX9vIiMBR6Ifl6PhfpeBLRiDoC/AyZi7qf/BH6KLaI/hJWk3Qbcqap7XnXHjhMROQMTlsqBT6vqgpM115sNEfGwzkg3Aje80Re5InIhJhqefzxdfKJcmt1AIUGI05Y2l4xAWH5QBZQqZH1wHUBAJHLWhJD07PuGVlwccA7UV0INUA1p6Ny+5+U995cr4V2Aq6o3ishy4DtYy+hhqupHZVBLga+o6v8d84H5CxGF9i4D/gV7b74JmK2qba/T/GVYxlkhcK2qNr0e88bExMTEvH7E7bljYmJiTiIiMhQTaf4XE2rWYAvrHLZI/C7m3vgIllFTimXLTMUcMd8Dvhn9fD/2CfT3MTEg6pXd44xRVerYdohIA8Is7yI8STBUR/Os/yDbw3VMljNxxKXYKaPGGQoIY73prPKfB2BfsJORickkSIIIbjLJIMZS7FUShDnESeKHOfwwS3vYAii+5vA1x7aulexIrz7ssSmXKmYlL0ZR9gbb2cUWShP9acnWsWH/oj63UUKKpBgnMoQKQoVbc1RCzX5tZLu/mkHuKOqCbZRLf53mnp3ZG+6oWR8uuwYrF/usiNyIdcy5C8vyCLCyhqexzlG/AH4hIvMw4S3f2vth4K+BJa9H+YGqLheR84F3Ab8UkaXAF1R1y8me+1Qn6tz1r1FZ2p0icg/w5TditkcUhvxrLPvkeFstX09P2eQBKJhPT0EUpLkdSdthCCtKwXMhk4OkC2FIoD5tNFBOfwhyKGrOOnGo3b+a7a1LtSPbmMVeT8XAWdFUeTfTTkz0fFRVVUS+AdwkIg+dQmU7N2Ni+hosGP6C11GkGYU5+54F/jHuBhcTExPz5iR21MTExMScJHqJND/DHBcrgWFAiC2ub8WCZW/CFjX7sFDb3wJfn8pcp5TKFx1cdwXPyX6aD25Hnf+3359B3gAZRq1uzrXS6GOf8nY/VpDmC7x3V5oLJWCh/yDDZTzDHculzUiGZJQFsyPYwMbg5d7PhEIpYXLBWVQUDMQRl66gja1drzA+OZtO3c8LXX/EJ0ehU0KZW0VDrpaAI68fhrijGe/NxhWPLjooKO3ffd+ylj/SlNsNWDepM8uvosgtZX+ugXXtzzGr+FJAUJQlHQ/TFjb3NcVh23cnKOBc7yoccQk1zGwMX/7WjnD92cA8LLumHViFfWI9ORprHTAIc9BMwM7hS9hi7ZOYwLYTuAW4/fX8lDsKSP4s8Bnsevuv12vheKojIlXAL7Bze52qbvoL71I3UWnW88C/quqdx7r9ZWP/yQE0qCp9DgsdN7I+kgvQpEdY4IJjLxMJFHd3ExKqVTCmUmao8VzwHKtsTHk0t+9g2do7KPTK8JwCShL9GFs+j06/maX7HiDQXBbrspUAqqO5CzEB9FvAmar6geg5uthr68Oq+szxH63XBxH5a0ycvQATb792POfmOOc+F/v98DXgR6eQsBUTExMTc4yccjXBMTExMacCIjIMK5v5KZZ98iIm0gBcgy3mv4XlC6QwIWAI9gf4FuCWDtqWpijyCiQlIxgPfYs0AF4je1ijS7KtNHrYgugAgULRymXBAurC7awMniNLmkIpyu8rorDaf4F1/lI2BSsYIKcxzT2HSqkGlC5t48X0I2zPrKYpV8eKzqfY6a/j8c5f0ZlrYV7ycqqdIXSF7ezNbesl0pjIc2AejjA4NY5UsoI2baZD20iV1+B5BXZzEowo7snpnVn2dordchxxKU/UMLRwIos7HvY3ZpY2Lel4eG9b2Hy4oI3Dhg1bJyrNH5tEY7jn01iJ00exNtyFVc6Q2ae5p09OULAW+DMwDsuG+S5W4ilk0rsAACAASURBVLQFE2mWYJlC2QIKqyZz5t8NY8xOEblDROb16nJz0ojCcr+OBbUOxfJrPnQqZn+83kQdeq4C7gSeF5EP/IV3CbAwaqzd8i+PU6R5B9AZatAY5DKzD7gz6aFFSSTnW1iwH0JgLyMtL0JFwPMQwUqfEq59dQT8kNKigYTq05FrojWzh5GlM0h5xZQlBzCgaAxAEliIBQgvAC7ESj47MFHm8qh8iCgU+ZtYZ7M3NCIyBvgfLHvqB8BTr6NI82HMffk3qnpzLNLExMTEvLmJS59iYmJiTjAichrmpPlRdHseGFtEqQxg6Je3svY7wBOYM8PFMmeGYI6MC7AQWqeFBkICUGhib4iJ6/nAlt6L/3yiZwfWXeUMrOPTAQJBi9bTEtR3/3tN+BJlbiWeJlkZPE8zVj6UoohJ7lxccekvA3nS/133NhvSL0aTOwx2R5OiiEqnBk8SjPdmUZ+tBaDYqWBiah5FWkyCBG1hCy9k/gQoU8suoqZgBI64KAENuVpKnGghCKjjkA3S3XMWOWXdDZ5EhFKvP+1hs9eebS7v9dz7oi9HjQIS4LM0eIKBMoJG3UMH+5dhAtfngZFD3NHbxnuzxwiiQ92xkxdlH5qCOaFymDAzFCt/GIh1cpoDBFOZW1FKZb8BDMkUkGITq34JpEXkFuCuqGXySUNVa4EPRi2ovwf8vYh8SlX7riWLAaw7EvADEXkWuEdE5gP/oKrtf4n9iVwmd2NC4L8f5zBfIuoO5+bUvC29iTo6OaFGOTQAihYWWGBw1sfJBagfdj/WLDUunpOgtHAgbV11ADRn9pDyShGEtmx3Z+rdQBrL3bpQVX8uIvdiZU/PYoL17dFj7wD+TUSmq2pvO98bBhFJYiVo/w6cj4WQf/B1mNfFRP13YqHB60/2nDExMTExf3niT9piYmJiTiC9RJqbsU9cnwCmV1Alc5mfHcHpXx/FxJHA+zGRoR7r9LQDa9c9DRgPzGxkr77A47zIAn8XW8AcHNdjeTcOJhzkhYo/Yo6PcVjILUlSRK26+8Qny8LgYRYEf+gWaaJnYUGjGhLSt1llQmIOE5JzGJmYjODga462sKfSZ3LROVR6A0hKCkdcSp0KCiRFP3cgA53TcNXBEQdXElQmB3Gw8WNL57Lu7/dkNqGq3bedXd0xHfnn3vuT5bwQkrf0tAGbD3hy+QdqExvCZTTqHgeYCVyGlTkVF0rpGAcXR1wpljIB/hFzQaWBWZhA8xNMVHu3qg4DJhdRuksQQjSZIX0e8EPg/2EC3HYR+ZmIzOjzoJ5AVPUFLBvke8BvRORXkcsr5gio6nLsWlBgaRTY/JfgO5h76yOvwTnx6yD0UQ3RRPRSyQVIYzvSGXV8cqOg4PyN6MUUhIgfEooQVhah3Y+xR6jjMGNsj/FoddMTLK9/iEV7fkVbrlsMrsacNQpcGDnL7sUEmjvp1f1JVTOYU+WN7Kr5T0x8egkrfXq3qqaPvMlrQ0TKMVfVVGBuLNLExMTEvHWIhZqYmJiYE4SIDMds/j/EAn8fwrIZZDAj/gQkXPGopDpqpwLYYsYD+mMLxEJMrPEAt5P2hnZaXgAasFKC/wA+Hm1v6b2QAc7G8lHOAQpLKJez3Ms5053Pmc6lzHEvoZTKo3oeA2Ro98KtNazv8zFFThkOLghsC9ew0l/ECv+57vszYae5gcQCjpvCveQ0y4zCi5EghEw2El5COv39+KHpKqEGtPtNdAat3WOt7VzE+o7FNGR38krbU+zK9s5Tle7/ReSVqQQmZAVYEPO/R8frcBTTy52zO9hMjiyqqnXB9pcwgezdmMvhC8B2rGTtLqAxCkQtSUjychH5s4Nz8x62fxQTS27HztGNmCD3BxFZIiJ/KyIHtdw5cahqqKp3Y8LfJuBlEfnKyZzzzYCqtqvqDcBXgcdE5FOvR/laHhH5R+AS4JrXEm78p43f/Mnzu+58YsG2nxI4Jrg6nRkzrrmOibGuC2HUb63XU1QgTHpoYcJ+7vX6czEKHk4UlDJrwg2Y4UNpTO+gwz8gK+oKLOtpJnb9jweWY+9tW4EZUY5Xnp8CF0flRW8oROTtWLe3L2Dd+G5U1a0nec7RmBtzK3BZ3NkpJiYm5q1FHCYcExMTcwIQkRFY94/vY06a32KfHDvA/yYpuGIW55d4JItf4XlpoSGLlTydhpU8FWLCQhboxBYzLcAjwA3RNFmsHbQAe4EaDpPDMlTGMM6ZjiuudWURlzZtZrH/yKs+l0EyggnOTABqdSvrwx53Sz9vENOKLsTXLNlsB13axurs8wT4B4zh4jEkOY6usI0mfw8BPg4uF5ZchyseCgQFQijK4sZ7qSkczaDCsXT6razb/yzZsOuI+5iQAmYXXUaJU0FzUMfSzj+bMHQohw0UBvMOTXbm0k8GsCPcwFZdk79rq4Nzl0cykSV9OVAFPI4tOOcCFZj4cSYmCil2/rZjTpu7VbUeQET6Y92gbsTO8y8wUe09WHjx3cBPVfXwLbJOAJGQ+N/RnF8E7olzLo5MtFj+NfZ6uyHKszmZ812JObfmqeq2EzDeT4GPnDvpM5Lyiq3tdi6AkpSJqCIm1oC9Sg6MkrKr2nFQAUnn7O58S24BRVm6/naa9/e5qz7wGCZW3w8sVdUfich3MAFnCLBBVb/Za3//A6hR1Y+91ud+oogCnZdhr+EvAstV9aQ6f6JubvcA/66qPz6Zc8XExMTEvDGJhZqYmJiY10gk0jyFWfd/iLXhvh4TafZgZTK1s7iguJSKygxdLOYxPyT0sKXQLqxTzytYJ6jFwDuwxXwV0BWN9SIWWqv0OCLDXl/riikdVM0QWmh0J7lzSFFowaBAizbQpHupC7eTpuOIz2mQDMcjyT6tZVLiTFBllb+YM0rmU+HVEGpAQ3oHO7NradA9R32s+rkDGZoYR2NQRydt7PcbCI6ju+zpBbM5LTkBR1wC9VmXXsKu3KtWBSjmsHGJlqRVMpgpzlw8SRBqwMLg4WyGrgxQQs+ydQ/WensflhNRjTmncljexiBsUXo3VhY1Ltr2Jex6eEBVuyJXxhzgw8C1WE7HA8BI4G8x4ecW4N6oFOSkICLnYCVRaeDTqvriyZrrzUCUTfI14Drgg6r61EmaZxZWwnj5iTonIvK1quJRX5wx+v2eiKBBEJU4CbiCJs0xo6p2xeadNoBkfFBFUwlTIRMOTs7H6a3JBiFrtv0fQ0onUlpQzeq6R6lrO6CD+B6gH1bSdI6qvktEzsKu87/HMrym5gVDEakG1gOTVI/hjeUkEYVxP4K9JwdYCePFUXv3kzXnR7Dr7QOq+vjJmicmJiYm5o1NHCYcExMTcxzMd64V4Jw63VGCLTa+B7wMvADkO6x0YouUBSDDK6T/UIACTVFIidfB/vsxC32jiAwU5GWQDiW8AgusLcEcNG2YOPB2QAfIaZuUYPQ+rXUwwWYH8JTgvHuWXOS6eIQEPBM8SEhApVRTThWj3an0cwYwxp3CIv+PdB6he/Me3Q7ABHcW/WQACIx0J5H1OwndEEHop9VUOpUsD5+hWQ8tkaqQaiYm5tKuLazKPUdISFNQR1NQd7hpOzARJfVqx18OMskc/G9MuOpd3pt31hzwey+r6e5tFSXATwLNWMZQKdaCeyDmhgHLwHkOyxY6L9rfR6LvP4Sdix9FP78GuA0QEfkTJto8raoviMhnMbHmRkyouRMT5m4AvicitwE/U9Xe+TonBFV9VkTmYGLigyLyKHDTG2Fh/EYkKj/6JxF5ArhbRH4OfPVELtYjt9MDWCbNiRTOMog0o1rdXd7kOlbZWBSVNeUCxA8RhTAJQYGL44eQcAgdpyfIO7BsGjRyroWKhMr4QRchuRDPTTK+5oJuoaYiMZDJFRcO6vCbWdH82LdCAo2cIs9gAvRe7DU2DXvvRFXrReQurM38P53A43C8fB57D34eE9FnniyRRkQ84NtYVtY5qrrhZMwTExMTE3NqEGfUxMTExBwfX1LVR6oZ/HAVg0qx9rJ/pkekyf8xvxaYAjpyl24JAPbTHHbS9iAmAkwXkTvK6LfjfLm65ny5ekQl1TnMmTERK3dai5UOhMPl9E2TnNnjJjtz3eEyXqL7a4DrHJyUi4sjDvafmwFamrU+005rrYhEooRQIdVH9SQ76SAkQAnJkaHS7w/pLGFX2hZuWGhxX0xMzKXEKafKGUyNc9rRTFfMUYg0AFuyK0lrB6GGtAfN7M5tOvghB/9+67P8aT9NrA6XUBtuYWmwAJ9ciIU7n4cJKc3AjzEhbg0mnl2GhQtPwNxQTVhgsY+1YD8by7NoxJwDv8G6xDyM5dn8BBipqrep6lnAxZiA9K9YGdV/YyGsi0XkURG5WkQO7tnzmlDVQFV/gbVP3gusFJGbROSojv9bEVV9FOumdiawIBJXXjMiUoFdG99U1QdOxJi9yDS0b65bX/uYdqVbCFxFEx6aikSaqOW2qDlmNOn2hAaLoK70JHU7YuJN0iEUkKgLVDroBAE/zNLUuaN74okV51OS6Ef/gtMYWDjGxa7xJzGxswPL2rqLXqHCEd8BPiwiRxeqdZKIOqd9PrrdBrxfVQ+rMr/GucqxTLOJWGhwLNLExMTEvMWJHTUxMTExx8dZIlIo6jCSCRRStGonm6dhSxyfnpKm54H3AW3rWHbFel1+j6I+tujfBrQCTYNlpLriCcBQxoTNWr8BWK2q7xWRmmgskpIaI1h5QomUgXZ3VZEAn9W6hKGMYbdu6fTJprDylmSD7hncEtZTIdUEYY7hjGOwM4IV4XPk6LvKpogSGoPdpNXKpBrDOkZ4E9DAJyCgVevpooN2be1z+w7dT0qLEeSI7p2jIIhuyfwPstrFs+334uIR4KfpEXiOmEnTF+20Uiil+RbFjoPDdPfceRVS3dms+25dHjwNFoxag4ku9ZiQdiYWlDormnc74CVJzZnITN/B1VW8MCFLZhawDiuFGoE5b24QkXqsg9fPVfVzInITcCXmspkN/A5z6HwWuFlEbgVuVdWdx/L8jkTULvyLIvIz7NP8NSLyBeC+OL/mUFS1LgqW/Tzwooh8XFXvPd7xorKqe4EnVfX7J2o/e5EByjvSjRRqAdLpExY6kPIAK3kScVCC7uBgUUWdEHUjp1m+UNDJ/9vFSQeEBR6iSkFBFYtevpkCt4jmrtruidtzTRS55QjQ6bcqJionsZymEcCnMLegJyI/UtUtAKq6XUQeAj4BfP0kHJNXJRJOfgX8A1bS+j+q+vRJmmsM1tnpceAzJ7OsKiYmJibm1CHOqImJiYk5DuY7187AFlj9VbUoJHBX8DxN7FWss8kHsbDgxVjZ0hexxd1YLEhzC9ahqBooGMjwRyfIrCsECVfp4t372JUA/gW4EAuddQFNUqBTnLeJi+evDBfv7KJ9FCYMHSy89xYsFJDxMpPBjCTvrFFR9uku1oYv4XNgTkx/Gcg09xwA1gfLqI0qcMqkH1UyiLpwBy4es72LAdgcrmR7uK57+xne+fRzBtKl7az0n2e/Nh7toQ2i/c63H88/N6VXV6YTRYIk5ySvwsFFCVmce5RiSpnkWm5NTrMs8O/digk0/wecgYk287Ayt03AKMyBkwRkIrMZyDAA3cXmhg2sAMsX8rCMmlcwoW4qPQ6sdVhp1G9UdX/U5v0GLLumAXNcDMA6Ty3EnDqPqWqfCcrHi4hchLmHGrD8mhUncvw3E5Hj4leYk+4zqnrkBOxDtxcsWLo/cPWJPpfRHB8vS9b8cEr1ZW5pYQ04jjlnSlJRLo2grgOiFhpM9KYR3YcqZIPIgROFY3XlkGwYiT1WMljXsJK1Wx4gDHveRwSHAanRdAWttOb2MbxgMmVuFVvSy5s7wtZWYHj3Q40mrEPa17Byw6cw51nniT4uRyI6L3djInoGe33/laqGR9zw+Oa6AAsN/oqq3nKix4+JiYmJOXWJS59iYmJijoM/h79b9ufwdyNVdS3gKuDhhcB/XMg1N17Eu741likvYS6MDmxhfTr2qfIibIH3fmAV8M91bHcX6R/vel4f+Z997BoYbfdNzI3jYguG27JkmpeGCzJLwse/0alto7Eymw6AQYxghpxHfwZBT8+W/PfWbpoQVSUkQBCqZQiz3AsPeX6VUoODiyseVc5gADySnOaOp9ApJUuaSqcGQXDFo0aGdW/rkaC/DEQQCikmc+D6Nei1X32R//y+FfsdlY6+Ho1I0/uT6KP6FCIl1kTLEQdFKZaysEP3Iwi+5ujQ/T4wFBPansPOiQB/h7lhUph4sxG4A3gwRzqjhCihdNJehWVcDMa63Pj0tCqejAUK/yp6fj8CGkTkSSy34z+xReJN0ePfCzyKiTr/DmyKypUGHM1zPRpU9Yno+fwWa0390yjgNeYgVPUFrBSqHHPXTDrGIb4MTAGuOxkiDYAj3llzBl7rlib6ob6PqqJEAgygjtirKxJpENAgpFuVQSBQnHTOtsn5rNxyL/u6NhFqGAk7wqDySZw3+uNMHXQFEv1pqYTUpTfSmttHf28IYwpnMig5mqnFF1Zijpp8n6l8x7RKLJumERMjW4C/RPenD2Ei6kLM4Xb9SRJpPoaJNNfFIk1MTExMzMHEpU8xMTExx4mIJEsoz45igrbTJg3s+aiq/ny+c+0WYORQHU09e7SFhnZsQfJ94Auq1uZIRL6N5bJcC8zM0NVIT/vtJiyIOB+w+xUsw6QBKx34Q7QbbUBRAYWMl5m44lJBFU/pfSh6QAnQFl1NljQhIQ4SjpXpjisuxVp6yHOrDbcw0BmOqx5bQ+saPcabxkDXPgTPkmGHv57hzukktICt4arubUNCQtXuj8mzpPN37QEKsIXtwcJLI+YsIHr+5dH3ZX0c+nznJjjQOZT/nXZwkDD07TqiTVtpCffR3xlIl3bQGO6RAJ8l/mOUSAX1WtuOZQQNwxaSITAfuCSaewfwS6zEbQ4waxOrWn382pAg3MXmIZjoNj16fBYTbAS6bUxjMTFoASZQvQ34fbTPD2KlF+/FAljzbb4TmMNnErBORB7DxMAFr7VkKSq9+ImI3INdc2tE5L+Am6Ng3ZgIVW0Vkfdj7qcFIvIvWAj0Ec+BiHwAO49zVfXILdiOk8uGfHL69KrL3+dKgu6XSJRHoxnfQoKd0EKF86/XTh91QFOOPU6AQg/SPl6nCT2TR13Nnv3r2J+po7xwMISK25nFc4uoKRlLVckoGto30y81jFyYJqcZQg0iRcZE4oMPR88OdlMZ3b4rIv810Bn+6JTE2ZNEZCPw7ke77jwpx0xETsfE2BuwXJpLVbX5BM/hAd/F3kPOVtWNJ3L8mJiYmJg3B7FQExMTE3MciIgL3NNO67xXWCzAFar6UHR3i2oYgkgNQ97XQsOdWEeXzwIzROQd2MJ7AtbpZzIWsPki1u65FXNn9MdKqHYIMkut3UoKW8BfJiK/xzoGEURGlVBDAgK0D0OJErKTjQAhyuZiLR9VxSB3Sy+RZYo3jxpnKC1BPYv8hwnp+SDZJ9s9bk6zZOjkWf/BQ+ZxrEoLwSHUEBcXn3AfVuZ18O+dfL5M/4PHOWDXD587I5h40nuxd7BIE2LlZnuwVtql0WPaQUuW+QvUxZMAv3uMdlqz7dqaLKa8AnRuB/sl2tfd0VjjMMFoMFbSJlgb9UWK/mgra1NYi/VxwNOYO2Aa5iSYGO1XLvp3LhqrIPp3KVb2oVinr2swQe4OrBvV94C5WJvvyzGnTxNWOpUQkVuA21W16QjH9FWJFqifEZGfYgvLj4nI54CH4/yaHqJj8QsRWYSVyF0sIh893AJfRM7DxLcLTlY47WVDPnlNKOHvqwtHiEhPIHCYzZKRNCm30lw0qkhXDhwHCRTCEHJq3Z7UKqLUATwHzYXWNq0roGbgVHvhiYPTZeIOAYgIXdkWplS9nQFFo3GcBKELW5pfYHX7QsqcanZl1x12v3vjkWRMwXRymi2oYciVYm3Eh4jItZg4ekIRkQLM4fIfwH8BX1bVZSd4jgrsGgET6VpO5PgxMTExMW8e4oyamJiYmGOkV7bEB7EF/4Wq+lT+/kqp/kh/BnyrgqrPLOXpb2AL7j9jn6CmMSFmEpBfpP0Oa8d9G7ASuA5beO8CmMwcZ6CclmzUuvRyFmYxl4kCMsAZziRvDp3axrrcS1RSrXvZJZ20HU7c6PPnI53JVEo1/d0BdncYsiVYzWbtEXEER4e540QJ2RVs7BZtSqlkjDuVFm3odt8MllEMc8aGO8ONXbt1SwHmDCrFRKZeH/EfQG+nDAkKGOVMJKNdbNP1gDZyDJ2hMAEkE92KsHOVwFxJHna8fxI97hxMELk0moNBMoIJzkwANoQrtu/STQksJ8aNjmM7do4SmCMmoMcRpZgIdz+wHhNW3oGJRVuBMZiIk3++QXRfFyZorYn2YwSWc1SCldl4mIvnlmj/s5jo92HgNCyQtAy4ABMHbwEWnwhhRUQuwwSGbcBnVXXNax3zzUbUNeubWMnM+1V10UH3j8eEu/dHZWYnhcuGfPKHCv+A56ICIq4FBQuo45ALuli6537GDr2AyqLTQJzuSBo0wFcfN1XcU5eUckAFt6UTTTgEFUXdGTZOJsDJBmguR2PjOtbtfZw5A95NoVdmbzauS0fQwoqdD3DmgGtxvATbWl5k/f5Fh+x3lTeUUrcfu7LrOb1gNoO8kShKW66RYspwcAJH3HmPdt255EQfMxH5PuZ2y2fiXH8iBUkRGYu54B4FPheHBsfExMTEHIlYqImJiYk5BiKR5mYso8QBLu694BKROdgf4r/GylRKgRXYgnocli9SAizFFvB/hQkJY7AF/FmqqiJyL3BFguSD53LFu0SEUAMW8UiYpiu/fmo6J3ll/0IpEV9zrPGXaF24PZ/tUooJEB6vkkdWLUOZ7M7FxUOE7vyKnGZZEPzhSJsCcLZ3BYVSgq85Xg6eplnr83dpdHM4sismf1++KwwA05yzqJLBKCFrw6Xs0W2vui8RAeaiSQAMldEMc8ZSr7VsClfmMNEof2wSvW4OPR27ZKozzxvgWPZOfbi7/eXw2W2YgyaDOWQGYOUZ+fPRgrW6HoC5Y/Lj5902LwBPYGVdl0fbvoKVRk2KHp93CDVgLpoq7DopwQJWl0Xjj48e+zImntyHXUMfxq67tZigM5eejKS7oy5Px03UJvwTWND1r4F/e63OnTcjInIllmH0A+AbqhpE3dueB76mqredzPkvG/LJ09NB+yrH8bydnWsYWTEbx/VQESTKo9nXsYWq/uNwHJdQA8hZedLulpVsa13G3El/R160lSAgKE5CEILr4KR9wpSN5+xPoy44vuLmAtozjWzau4DJ/efjuknwPNbs+zOVVDO4cgqRM4bnau+g3e+5dMrdamaXvANBaA0a6PCbGeyNQlE2ZJaSDtq7Mtq1tSWsP9YsoFdFRK7A3te/C3wEOPNElqRFId2/Av6fqv7sRI0bExMTE/PmJS59iomJiTk2vg18HFskX6GqT4hIv1FM/IyLd1WCgkk5MnWYe6IE+3R2N+Zu+D+sY9DfYS6a32Humh9hC+/3RCLNbOwT+XSOrO6nSUu0QrpoJ0NaojFXAPMagj0MckcCsF+bBKiI9jOkl+jRi4MFE7WSH7FPrsMWSimLWvYenZCf0ywFhAhCTg/oHtW7HOmwLbM9EjLemYmLm/SdgFKnknW5l45q7j7Id4dyAVIUM845A1dciijJJZyCf1obvnQv9sn5BEwgmYyFh6Yw4eNl4OWAwFHVHwHSRsu/YaLJeVgJUyewL5qnM7rVYOcRTCxqwFw3Q6L9Og84P/q+Fvhj9PUszGm1EhN2JmOumprosWOx0jgPE3cKMVFoNdY553bMXfME8C0sfDjf5rsCE4OuBv5TRH4L3KKqy4/r4Fq+0vdF5G4s0HidiHwV+GnsEOhBVR8UkWVY96CLRORGbKF+98kWaQAe2X3zmdj10gkUdQatjCibgZsoojBp8U81xaMICAlCe+1KNoskU1T3m0iqrBofH89J4KR9UMXbnyFXXkCiJW1t2TI+GkJYWYg4gvoh2tqF5yRx8Viw61ZC9XHEI9AcmeRwBjPFuk2pcka/d/DsvrsASEohI5NTsGBvl6QUsCy9hFwyTY4sO3PrULRQkNFjktNGb8qu2HyijpWIDMFEtX8G/hvLjTmRIs3HsYyx9/V2XsbExMTExByJ2FETExMT8yrMd651gYrH9fc3YTkzgv3hrcBlJZRPncOFKcDtoC33Ao9nsLKV24F/VNW2+c61/dbqsim1bPk9FhT7Eazl8geBx4CfR7fBwEv0CtYVRAopkS46MkpYEP08LKDQqZQasmRp1+YgS9oFfI+EZzk1BzQqOcTRUkIFM70LEYTtwVoccdkRbqCf1GiVDJId4UbaODBmo5ohDHJHUJUcSlO4jxWZBSQoYIgziv3aTKPuOXiufLBvB1YWFGCOlEasVIdRMklHOhMEcRDXwxGHrrCdxdk/MjIqfdqu6/O/rLKYWwVM5CqN5vLpaac7KJqTFEXMcy/DFY9AfX05fDZo0n0uJoxsj471I1j3pZ0HlzpcknifB/BY7p5uEUJEirH23OdFt5mYkyYXzb0/et5V9JRpZTHhxqXHhZN30KQxp8yLmFvmEqwsrh3rFFbW63i2Rc+zHNgcjZWkp5yqH+beuRcTFTvoafPdiJUtzcDKrG7B2oEfd/tjEZmCZeYMwFpU//l4x3ozEmVZ/Qsmni0CLjrZ+T4i0h87vy4HuelSiTLOG/0JCCxvJlCfrKYpCJNo0iMoK8QJxextQRovWYjbmSOfc+OXp/BaurotZOo4hGUpcKwMqqtuB8WdHhqGtGT38FLjAwfs25CiiUyqOB8U2v1GFtVbXMusokupdAci4oBAfXYXy7sOvJSSpHhb6nISkiKtHd9/tusPnz4Bx8rFygUXYR32blLV377WcaOxPey1cSFwpapuOhHjxsTExMS8QGeIQwAAIABJREFUNYiFmpiYmJgjMN+5thhYqqrjatki61gOtoDOOyL+dC7vJCmpPwDFvvqNC7i/FHhAVd8TjTFHVRcoYeFalnXtYXsztth+BPsjfiS2uB+ILcjzGSj5N+gWzJ3jYYv6QgdXzvGuwsEhwOdZ/wEU1eHO6TLGmY5PlsX+I2Q4oDV2HgVkgjOLIc4YRITdwVZWh4sz9JQA5WnCxICghqHeJJmDIx7iuoQJWJp+nNawvq85DiYXjX0IQ2U045zpgOB4SZSQ/drEi9nHwASOPZio01toymCCTT4LpoIDO0R1Yse0fJiMrT/NGVfcrq1LXgmf+29F6zHny2yiTk2YiPEilhW0BFh2tJ+qi0gRVmKUF27mYKJMDhMwWrFz148eJ2sXdl7zHbCS9JRQ7cFKZJqi8cqwLJzhmPgjB41Rigkw/aLt92IunEKgHnPb/BhrBX0jcDEmUBVGx+EuzBFzXJkzUTngVcB3sHbzn4872fQgIt/COoX1wwS0L6lq5iTNJcCTmHOrT0b1n8eYfvMQhVADOtNNFCf7kRlTjZMJ8TrNQaOBdXlysgEUJAiTLlqQQDoytm1xEnd3I046hz+gnLSbZeOq+5haOR/PSdLlt/H03l8eMv/A1BjKEtXs6FhJOmwHYHbRZVS6NYB0l0Y91nbgtgPc05iUnIcnCUINaAzr1pZS8eGUFI0F7nu068724zheX8bOTSuwTVU/daxjHGbcSqzFfQ5rv916IsaNiYmJiXnrEJc+xcTExByZaao6VERkkI5gHcsfBz6qqlvzD5jvXCvAt0MNz1/OM9OwRfMHeo3xdqDAEZfBOkL2sL0f8BAmQozGWjBfiC2qB0XbdGBuDMEWeFlsETwSEI9E6OE5jrg46uLgtgb45UOdsTji4KhLPxnQO9cljQkb3eVIDbpHB+lIQaFea5UesSBP73BcL9m9O4qGAYpDV9jW+1iF9LTZzos9eXdNAnO9OBz0Kf8u3UwQ+ji4dGTbwhKnQuqCbR2YK2k9JjBAjzgDPSINRM6ciFqsdflSYDmwdke4oa+W0muwXBdExMHyg+Zg4s17gMkispkDxZtV+dbqvYkcKU9Gt3yg7JmYyHJB9H1TtG954SYZfZ/P7+nAzlEFVvb0rl7PeTWWbdQJnIG5Z6oxYS9/vYyLxi3GBKo0di7SwOeALwIbsc5QnwfejeXZNGPlX0+JyDrMZXPfsQgJkUPkfhH5E/Ap4HkRuQ3LYnlLL1BF5BNYueO86Ec/x47P+1R1w0mY8m84gkgDsKVxEbUtKxhSNpnWzF66ss2Mq7mAUqog5RJoiNuWw1EHFQiLE2hhInpjUBr2b6GqcCh0hTidJtr4O3fyXMNdlCWq6Qz244UJVjU/2ef8delN1KXNXDI2NYvhqSk05XbTGNZR5lbhqcs+f+ch2zUH+wjUx8XDEZd+7sAJhLooUF9d8T6ICZBHjYjMAz6JnZOLgGuPZfsjjHs6Vub6EPAFVT2kH3lMTExMTMyrETtqYmJiYo7AfOfa4qxmdnokKpvYu3G5LhzX1+Oixf4ibNE7SrUnUXe+c+144HlVLXqF51vq2f0hLLfmT5gIUx99zYfa5v+wdzHXxAqsa9QXMPEmANyRziSGOKPZGa5ne7gegOHOBMY4U/OOGo0cNflA3/z3u4D+CQqK5sll6uDKPnaxWl/o66nlnTDq4Mp4mUEBRdTJDpq0jox2j58XeHwHV6oY5LbTSidtfY15JAIs+6Udc4XY8UUopz8dtJEjAz0lVUF0uwNzcpwQYUBEklhuTV68mYN1YFpBj3jzIrBJVcPDDJMfqyAaIy/cvA0TU3xMcNmPuVuK6QkTbo+eXwq7DvLHdy+WOZMGzsbEmAIsByd/jv1eY+7Esm6aozGGRo95ASuNasJKo67GxKACrPzul8DPVPWYs0BEZCDwdSyn6f8Bt70VF6sicjlwKxYQviX6mWAZV1/FOv/ccQLnG4aV8x02D+pgBqfGUZ4YwLbOFQwcdRaDh80h0aEkmzNoYRJF0aSLpkyoUVWyXa1s3vhHJpVfiJsNUA3Zl9nKyv1PccHgG/NlhjxZ+zNCDn/aBWF+xd+SD0oPRUGgNr2BxuxOphafTzrsYEn7H8lpOtrGYVZqPmVOfwQhDAI88chqOr0g8/vZqr3a1B35WFViQu5PMXFxjqruONrjdoRx52O5RP+sqre+1vFiYmJiYt66xEJNTExMzBEQkb8X5OYkqSfT2nnRER73Qywk+GzVQxWP+c617pN63y9DwhrMpTITE0CasNKVACtvgp6uRfdhLaPTQGEhJc5AhmkbLe5E70wSJHkleI56re09VZgg6fv4yT4yajqxUpuPAD/pR40/Vc7yPEmQ0yxP6/2KCTPJXtvkF315h0tfHJB/M0POowxbSL2gj9LJUVUk5Hc2HwZ8ANPlHCqoQlEW6Z80R6Yx2s/fAF9VPfAgnAxEpBQ7b73FmzJMsOkWb1R196uMk4zGOQ9zUp2FCTM+VtrUjl0j+XwbHzt3hfRk24C5bTZji/Ox0b50YUJLvswsxHJtCjBHTzV2zaWi73NYCd4PojFuBIZhrrBxWInULcD/HWtYsIjMxDI6SoBPqeozx7L9qYyInIF1f7tSVRf3cf9U4B7M+fUJVT1mRTPPpSXXD1PVX+wLdl68OvMcPoeYvvqkIjGAWZVX4opLh9/CwsZ7AKgsHs74oZeSqBqAX+JBW4aCRDGiaq/OXI6mvWupCgfg4eH7WZ6o/QmeU8D5g/8WVzxCDXiy9mf42peZrYe5pVdS7FYCaiWV4rAvu40iSin1+hGoz7quF9iVXde9jUuCgd4IOsJWhjijqPaGkSPD6uzi9pZw3++Ar6jqoZaciEgs+x1WNngZ8Leq+uhRHbQjICJ/jwmT71XVp1/reDExMTExb21ioSYmJibmMIjItVjOwEuqOvsIj3s/5uj4tKre3Mf9VdiC9b2YA6KMAzsy9RYndkb3J7Cckw2YC4Nz5SrPI2Hxwo51R2kJG3gxOGJ+q2IlMfdg4kIVlnWCg5t+m7x9f4qimi26umUra8qwhXtBH+PkgIQgjHNmaImUy/pgGe20HPLAc+RKUokSECGtHazNLUEJadS6Q48dDiWU00lb1H3q0DmB8AK5JnTF8wL19WVd2NTMvmewT63XHTLo64iIDMCOa164mYOJJb1Lpl46ktMnCh2dgZWsXACcE40RYvlAXZhIkxdfstixydei5Z00jVh5kwNMxASZGnoEn3yJVRLLwanGrrEyTCzcjwlfD2AL2A9Ej0tE998K/K+q7jqG4yNYKdk3o2PxBdWj77N+KhI5W57HxKl7j/C4Yqy1+oVYR6DjanV2acn1v1LV60DZnlvHhsN3TAuxlu0OQEVi4LBZlVeIKx4dQQsLG36NOB5T3/lPJAvLcFzTA73mDAVtISBIqAiwr341JR0JSpPVbGh+lq2tLwIwuGgCw0oms71tBXVdr17ZJTiUu1Wkw04mlpyFJwWsbH+KocnxnFYwAYDl7X8mHbbT2YeWVeUMYWrBOXiSoDNsY2H6/mbsOr8Va4vefPA2IvJRrMV8K/CUqv7bq+7okZ6Dtaz/Pia8XpF3T8XExMTExLwWYqEmJiYmpg9E5EKsG8hmYNzhOrWIyETMQn+fLZYOuG96AYVfSFJwTRstSaDDwUmHhNXRQ9qwxZOLuQ5CYCEwHXM5XE334ly4UK7BEcuQENc0jTrdQWvYwG7denCXJ+hxuqSxxVm+bbWPOSh+jGUzfBFzYdRibooDHDUOLkO8MaS1AwmFSe5cXFzaaWGx/8ghx6SaoUwvOC8qaQgJ/CygbAhfpvagSprZcpGWUC45MizSR/KlEmux1tlg4sPl0+XsGyqo+Ug7La0r9Lkrs5pe2Nf5+EsTCRMjOdB1cwZWbta7ZOpl1aie49AxPOwayDtuzsXEGcVElbyYlhf3MvRk/+R/lsNEv3xwcgfmpsq7ohS7LjysnKo/PcHRqWh/b4vGuA4TknZg5V8LMJfNY69W9tXrORVi2TifBn6CLaKPOfz1jY6IlGGv4dtV9TtHuc17gJux1tD/c7THNM+lJdd/X1X/EcDXLE91/SZ/Vw57/7odaw2+U1VVRKqx85ocVjhRyhMD2dqxjI6ghf4jzmDk7HfhJlLd4zvZkKI9lkUDEARZVm38PfVNa49lN6GPznNHotytIkkhUwvOAWB99iV2+QeKP6VSyZzU2wFoCetZmnk8f1dH9Py/Dtycf62JyCTs+r0Pe51e9lrK8kSkH+bOSWOhwfuPd6yYmJiYmJjexEJNTExMzEGIyHSsJKEeGHK4P+RFpBzYgmWqTFFVP1pk/xXw2QJSk+dySamDQz27VR1kkIygRev1pXBBBjTfxSm/eM5iZU95oaIwPxWwvz8DS4bLeKdea9nHLgbJCEa5kwHYGW5kY/gyAKcxjqEyhlrdzA426Ch3MklSuil4xcmR8enJLSnERBuPQ8N/u5mSPJsa9zQEoS63lRqGAEKz7mV5cKjD38FlduISypx+ZLSTZOBZMI5u1vXhsu6xBQkvlHc7IkKgAcv16TtaaPggPfkzy7Gwz29gAsKXgIdPdnvjE010TUzkQPHmdCzQuLd4s7avay1qITwVE24uxoSb/ONKsHOYD4pW7DrKn9P88W7FxJcKrKzKw1wyebLR4/N5Sa3YMXewMOO7o22vp0cYAhNsblPVvUd5LIZi5/N8rGX13ccqTLxRiZwVD2HiyN8fy3UqIiMxMaUFuF5V9x3ttpeWXJ8Xi5OB+jzR+asAc+I9Gt2WqGpTr7mEnvK6Axh2xjsZPOH8Q+Zw0wHuvnYy+xvYsXsRdQ0rjnb3XhMjE1MYnZiGIw6N/h6WZg51D/Z3BlHslFPrbybou+zLL6Dwm2d5V5TXhpvesyl85bcB/pXAzN5ZYseKiIzHguAfBL74VsxhiomJiYk5ecRCTUxMTEwvRGQEsAlbyAxS1T77W0fhwS9iuR6jsQXyRzDHgABFgxn5zARmnCciRTnNBkmv0AUINGBx8MjRZrcAUEwZQ5zRCMIwZyyKsjvcwmBnFCDs1Z2sChaFHgnnXLkKRxxCDdksKxnjTUNwqA9rWeE/eyyHIwDc2QWXUOHUAKChz/rcUgB2h1sJODS2ZIp3FjXuMADW5F5gaHR4XgkXkaErLwwBME6mp4cxNtnAHn+FLnT7M9CtkCpqdUtXms4ngGnAvwJ3vpkWQlFL7+kcKN4MxATC3uLN9oMX/NG1NxkTbuZHX/MUYddi74yaADvm3YHPmIsmjXWN8jHRpvf9YAHEZdhroSIa6zngCcxhczFWGjUIC8a+BVhwNAKFiMzFykXASoQOyXE5lYjEj59hzrSrjjXPJxojgYUMX4+JNY+/yibdXFpy/acDDd73SubpUfXBrjJMBByPncskUAc8g4VI78JKIVP0lBcCUDPmbYyYdTXiOAdPQRj4dDbXsubxH6PhyX0pVrtDcfFoDRuZk7oUT5IsTz9FU7gHwSElRXRpO/1kANMdc9y8HD5Lk+mFh4jN451ZDHFGAYRbwtVdW8PVl6jqouPdPxG5BGtr/yVV/cXxjhMTExMTE3M44vbcMTExMREiUoO1g84CIw4n0sx3rq0poPBbGbqmYB1zvoW1dk1ji9rvArdPlJlZrGXz9IQkPwdcHWhwUY5sU5qu27DF9nx6cmQqOKh1dZ5Z3kUkougYif5fKTXs1Z14JNgYLAdwAgJ8sjjqERLgdxsvFEV9rLwlxN7/y+kplXGw0hbv/7N33nFylWX7/97POTOzLb33QEghhGCAUAKEGoigIkoTO3ax94IoIqiI7fWH6KuvWBAFRERESijSQw9JCCQkJKSQutls35k559y/P+4zO7Ob3TQpCs+Xz3x258wpz3nOZJlzzXVfN1YGUwD+BHzo6cJ8OTx3Mo4A1YQmbaBRtwAw1I1hWmYW7drCo4V5RBSocrU4AhJinDgejTvvNwuUy6rywOeX6YLJy1jwHqCqln7xdJkVOBzDZEzuQb3lHuDM3q7DfzNpS+8H0wfQWUZxMCbavAsrTwtEpDLv5lFV3YJ1floI/CwVCaZigs2JmFslwK5pjq7Omjh9PrJiWQt27Qdj743adJ0h6fr9Kbf+PjA9Thvl0sC3pMtmAy0i8nOs9KfTxdHD+c8XkcPT8/yLiPwLu+nd5fyb/zC+jAVEz94TkQYgbf3+NRG5E/i9iPweuKCnlvDdua3ldz8BfiIiI4H5WBD0m7HrdxrWjn0uJg4Op2tuUSdJEoH0XJ3kgpDq/iMYNukINjz78uVCjwr2YXL2YABeKC7hnva/lMeA4/Dsm6iSWrYmG+iIWwjE/oQNl7EloWa7E1A0PVF1WaoW7qlIk/5b+wTwdeD011NAtsfj8XheWbyjxuPxeOgsY1qL3dju3dsN4xx3xmmqybUJSbiABzc0sKkWuym+DxNo7uitlOPEzNnugejmbXk6vhcTfRe70d4L+CeWqfAeehZq9NjwdAklQ6IJkt6HNGn9mkfieY9hLcHHkJZK5ajuGMKotU1svbKZhjP3DWduHuSGr55fuPWUIoWLgMMwN8Q3gd9gN+cLgG9hXX+OAp7ry8D5oB9rooFa6cfewX40JJtYmyzvHNgR2bdQ6/oSacSzxUd4MXmeWunH1PAQ2rRFl0QPi5J0/4b7+1jJ2EXp8kHAX4+Qk39aRe08EalS1fV3JNeO7OVyvS5IbwpH0dV1czCW21Mp3jyhqq3dtpuMiSdvTH9msfdpyVlTep8l6fNKIachXTdH1yyc0vu6BbvRj7D33BYs90OxltxbSa8plkczf0cuGxGpw8raPoa5bC5Lhaz/CkTkbCws+bCddfzajX0OxVqkDwDOUdWVu7HtSMw5MwDLYLkvfU8cgJVlfpZy2duL2HsMgGlzP0PtwNHsiEJbI0/+7aJdP5ndZJ/MDMaH+1qpZfwCiwrlOKo66ceh2TcSSIiq8kj+Ng4KzFD2RHwP29jS4z4DQsa7qSTEhVXJMy1K8nFVvabHlXshdTz9DDgSCw3e5Wvi8Xg8Hs/u4oUaj8fzuicNOl2D3dhMU9UeUzLnuDMuVNVviIioKqtZXniOp34KXLGrH9pFZPUUDtw4nDHjVrBk4Bqei7Ab30E72q6fDGIvt19Ls267vaAd05wE49cmz2XT0qM2YDF2czZDVY8SkQFYico87Ca4L/BD4FzgeqwlbWcbFRH5DXbT/0lgSn8GrzkwOHocwAvJUlboYijn2XQyOTyIUcFEQHm4cAutO87SLGDOo68CY4FhWAnOaar6CMCc4KxPYAHHF82Lr3liRzt7PZKWPU2iq3gzDXO2VIo3i0tOjPQmfR9MsDkFc75UY9cyoKtQ011Ua08fdZi4E1asB/bey1Iut1qF5aVMxMTDBLvGP8PyaHp9g6Q5Ld8HDgW+BFz7n55HJCJHYoLUCaq68CXet8NKKb8CfEJVr92NbUdhfw/6A3NU9aGK1+oph5d3pOsAcPCZlxCEWXaEJgmPXvvVl638KUOO/XNH4ghYXHiAjrIGiSAcnJ1DfxnCungFS6L5CE4BVZJ7MRGlV7e44KiRuqRNmwuKfk1Vf7wrYxKRQcBfMEH9HB8a7PF4PJ6XGy/UeDye1y1z3BlvV9U/J8TBfO6gnZYjd2SJn+POiIBAVVG0kKdt9v16y8O7c8wqqV50BCfv58RJogn38Pc4Jgp2sEmEhRVXduwpCTO/Bn6vqnkAEbka6zhzNSbQ3IeVZHwY+Abm3PkT8AfgPOBm7Eb/KKwV84T+DA4nsJ/EEiUDZUQQuIDGpJ5Hks7ype3yH/rKQPLaTp5eK5SKmEhzHVYm47Abxe8CF76WsmdeDUQki4UNV4o344Gn6Jp3s1xVk4rOVEdj5TGzsevR3W1T+oBQut4JdqNaKpvpzDZJ181TLrkS4FlMAJ2FvWfrsPfmFar65A7OZzbmrGnBWt4/vjvz8UohIhOxf2PvUdXbX8bjHIz9u/0XluezS26jVKx5BBNpj1XVx9JlK7FrvY1yThEAB51+EWG2uqfddaJJzNM3/5h8RxNR8VUxPqkjyCfEpfdhRLnrWYKV6WWwvzkDSxsJwuGZk6mWWpq1gUeK88DmdM6OytVEZF/gJuAGrDzP/73yeDwez8uOF2o8Hs/rljnujFagRlWJiTferTcM38n6d6rqYUCTiEydl1zXsLvHDCS8/ShOOd7hXETE49xLGz1+OVspiLRjnXd+gwkzrd1XFpFarL32DOym7hHMUXMplj/yBeAF4AjgbcC7sTKXRdjN5hbgHbN587Ss5CTWiKKLyLoqno4fZqOu6eWMhNFuIuPdFAIJaNUmlsdPsc0ybGKsTKc/1op8GyYgPAm8VVXX7fLEeXYLEemDZaZUijd9gcfomnfzYrr+eEy4eQsm3JTyi3bktimkPyudNiVKuSohdiNdcqlNwG6mVwI/xlwz293tp52u3o+Vx/0T+Lqqbtj1GXh5EZHBwEPApar6q1fgeH2An2PX9Oxdde+kXbYewUqdZmNZRr/FrkuRriHT7H34Oxg07g0417N27AoJYVNEEhdwErBy+TzWrnpFYlqKbP9+LGVelZx+K9P1JmIlXYOoyOKpolaOzL4JJwGqyl2F60ph6Ap8fE7mHddif58W3F64OgEQkbnA74EvqepvX/az9Hg8Ho8npcfQSo/H43mdsK0kVocSrt6F9eeKyDEiMnlPRJoTM2dX7esOHtLgtsgKlqgKHConMF2O6L5qHhMzPgsMVNUaVZ2pqlf0JNKkvBm7IbsKczEcgJWRXI8FJP8+Xf45LIvnU5h4crGqfh64HJhYpFBM0i+Mc2EN4hyTMjMqj6OUW0MzMZjOvsFBVEstWaoYIEOZkTkG7OZpLRZIux5zAw3H3AczvUjz8qKqzar6L1W9VFXPUNVxWBegn2LX5qPAIhFZKyI3AO/Arte5qjoEE1Teh7kINlPuBFX57U42fYTp8iLlHJtM+ijdWO8H7J/+/gJW+vZjYKOIXJ66FirHH6vqr9MxbwUWi8iXRST3kkzQv4GIVAE3Ate9EiINdF7Pd2Otze8UkfNSZ9TOtluLCXAFTFj6KeXMoTzdwoTXL7m795KmRMk0W0B4GFbhggzjJ5xA3/7j9vi8KL9fdkYGyzuqdHdVopjIsg/mqBmBiTSlrmc3d9D2y/pkg0LXjnWj3UQ5MnzzFbFG9YnGjwB/FOPTwJVYaeZv9/D8PB6Px+PZI7yjxuPxvG6Z487oA9yGOVbePC+57mX18Z+YOfsCVb0QICFBk4RAQhJNuEv/EmEZMj9V1fW7s9857oxZy3XxL9awfGBMlMG+PW/FxPj7McfMfVjobGcHGRE5CHMrfFBVbxKRTTmqGM7YIXnp0P0yh4mNL+aOQs+5mweHxzNAhnZZlpd27i38rRFzZawHhmL5Dh/YgdDkeYWpKIGqdN3MwASbypKpBVgJyTGYG+sozK1Q2U2qO6XuUnRbJ8FuqgPshroBE/AUK5W6FLihVM5XMdaJwGVYHs/ngRtfjfyaNDfmT9h4z+ktOPxlHsMkrL32C9i/qa3dXh+IZbUciV2r6djcTsGyidopCxj9uu9/4Jjp7H342YgILrDqtiSJkUJMtikmCMoVb3FcZOWyW1m3+oE9PZ3u5XW7sm6JPHYeNenzzdj5lUpES06bDuy9NhjoEOQKRZuBsxzBfseGp+PEoaqICIkmTXdG11yLZSW9RVVX7enJeTwej8ezp3ihxuPxeF4hSkKN3QzE5JOOhhzVAzaz7tGF+uATqvrRXd2XiITAG4Yx5uz9OPgzigbbqOdJ7luEZdfcATy7sxtJEZkJ3DxCxn99kBt+WX2yse/6NBd5r2A/HebGyvPxYjYl25U+KZD0k0EbZoYnjBIcHdpGva5nVfKMtmmzYDdKpbDgR3f13DyvHun7aipdxZvJwBK6ijdbsVKat2OOjUF0LUvpTk835JXLtlION1aszO+nqvp8t/HNIXXiYPk1i/bwVPcIEfkuJn6coKodr+Sxu40jh7lr3o4576ooCzNjsRbdJZH2YVVtE5H9sU5zYPPdTkXHp0qyNQMYPukI+o3aFxGhacNytq5awPQ3vL+LUKNxzMYVD7F05T9eitPaLv9qF9ZvxsSaftjfm+7lUQl2nrWUxcMngbuAeofLHBmeemFIKIIDlGXJgnhNsux+rLNTMx6Px+PxvAp4ocbj8XheIU7MnF2FdYg5HngQOOm+6KYRHbQ9Aey/o9a+IlJDOfj3KKzF9urRTFg9iQOOc+JyiSar7tTr99rdcYnIobPCUx6o0bogIeGJ5O5SxkyJPJYx8legCXNVHIK1bpbDMnOpkb4EBMRJTL2u56n4vgi4BPi2D9/87yZ9772BruLNcOBxyuLNCiwb5HRMuBnM7t10l1DM/VCL3WQvwt5HN5UCX1Mx6SPABVhp3wWq2nNf5pcQEfkQ8EVg1itxvF7G4IB9sb8BRwInYiLZUuBXmDCzoKdwXBE5DQv0Lolh92LXapfZe9LJjBxzKC7IIgpSiAjWbeX5+gdZ2bBbuer/LhHwPPY+64e5Zpox59DR2PltxpxgGcy55bCcpvXp+pcAl2SpGjTC7fXUNt10e6PWfwH7G1cEjlPVJa/kSXk8Ho/HU8ILNR6Px/MqIiK/Bjar6le7LR+IBf+WhJnp2LfhpW/JH1DV+jnujBDLlzkI+NS85Lpeu1btiOPDM19wKmMVpUW38bDOS7CuO4oJMjns5qiYPiLsRrx6TvbsaklLB1AsqDO6bkys0do9GYvnP5/0/XkwXcWbgLJw8wzW5elkrGRqILsv3MRYtkqA3Vj/H/CjNHelNIZvAucAFwOXV5b2vZSIyElYCO9Rqrr85ThGL8fNAgdSFmaOwISsUjnj/ZhA8QfMkfTO0vz0sK8/Am8EBqSLYsp5NbvMwMFTmLHXmUisBC0FBGgtbOW+Vf92XE/JURNjXcL67GCPG0dTAAAgAElEQVTdklNmK/beirCw8tHY36fLgSewtvB9KIcmPwLsjc2BS495H/ADrKTtcaxb2mlY/tIxqrr03z0xj8fj8Xh2Fy/UeDwez6vAHHfGxDZtOe9pHn1vI/V7Yze1JVHmSGAc8DDlG7KHd7Ut7x6NJzz7LarJXwUJVDW5U6/LVX4rn36T3xf79n4QdnM0CBi4X3jom0a6vecAookiIrfdXrh67ss1Vs9/HmnezSi6CjcHY12/HsWcMWCC4jGYC2J3hJuSK0uxG/CLgH+m7canAj/CwmQ/q6q37OpO504/vxor9eqPOcfW3rrwO6u6ndt0rJTwNFXd4zCWXUFE6oDDKf8dmIm5lTqFmZ6cd2mXrC8DnwY+rKo39rDOGkywGEq5XToAo3OTyblaVnc8TbFrPFAndZlBjOozjby2M3nIsRWtwJRt7S/y8Jqr9vi8U1rSMRUwF0ySPjK9rK/AMszd1YBd/w5MqPkd1vnpDOBCTIjZGxOmSvk8Gcpt5fNY6/gWbB7PBz6Rrjf7lRTnPB6Px+MBL9R4PB7PK84cd4ZgLpqBCQkP8M+1BfLVlG/Gei1feNnGFJwVYB1+TgAumRdf853d2f7E7DkHAf8Pc1J85PbC1S+Ls8Hz30Mq7k2iq3gzDRMeFmBiwSRM0NmRe6I7pdylZsxlcymwCXPv/Cjd/+dU9dnedjB3+vkTgE8CH6AccAzmHHsG65h2w22LLh6CdUv6gqpeuxtj3CVEZCjlbJmjsMDfJyn/HXhQVRt3Y3+zMMHhJuCLpRydtL33NkyQqAK2YB3ZGJWbzL61hyM4thU38mjzzdvt10nAsWM/RihZEEhqc7hCehkEXmhdyLNrd6yP9Q+HM75qGluj9azueHpnp9KEOV7q2D67pvK5pueVxcrlFMtO+j0mJO+rqi+KyEPANcB7sTK+Eg2Yu6Ydcyr9WVU/m87ZJzGRpwMrd1u1s0F7PB6Px/NSEb7aA/B4PJ7XIQ6oExFxKtEIxr33BZb969XoYlNiXnxNDLxlT7e/vXD145gTwOMBIA2yfjZ9/B46S3mmUxZvhmEuh0ewTJERWAZL9Q52Xeom1Q8L0v0M8BhWBrU/5oS4Ly31uVBVG0obzp1+vsPEnI+k+8n2sP8ZwK9U9X/6Vo/Y2tS+/vKXQqRJXUd701WYGYblVd1XOo89CSlOHTWjsM9138PmYF3qohmGiTIOm9cYy3YBIOeqERxOAnKuZrt9AwSSIZAQEUFRJAhI+ldBohAI2lHWUWozA6nLDqahYy2F2EyAwzLjOaD2OARhcHYszdFWGqJem9vFWCenzelPwcS0nrqICSbmVLpjrsOu6wbgYyJyNeZQbEp/NmLvuTpMpGnEnDSjgE+ISB573/xMRBqAnwMPiMhhqrpdqrrH4/F4PC8HXqjxeDyeV5h5yXXxHHfGW4HPi7g/r0qW3v1qj8njeSVQ1QImqjxWWpa6PQ6iLN4MxsrsVqc/R9KzoALlDj+HALdgben/F5iFtfF+VkS+BfzqpP2/HgN/BN6MuUp2RB/QPofs/Z4BIm7e7p9pp3iyP12FGSi7ZX4GLN6VsO10XyOx8p7xmOCzL7APMAZzj3RgQoVg55fDSrrWY46jgemyVkwACQFWdyxhQDiCKlfL4tZ7ezx+MekgdoooIEIxSAidgBPiuMCmBsvcHVYzkenDTiZRRZKEZfX3srp1IaOyE5FUX3EJKL03oxsZ7B3UuL7JC8VnRhTJb6LcUaw3SqVRgjmJ3opl17wbuBIrtVuClT9FmHPwvZgAcyAWzN4XK7kCC4z+oIico6pXiUgj5lJ6SEQOVdV1OxiLx+PxeDwvCb70yePxeDwez38UIjIME21KJVOHpC8pJj7sLARXgcXYzfhZwOBDJ7zv8f41o07HSmR2CVVVEdkGTLl14Xc27WTMVel4S8LMLMzVUQoAvw9Y2ZNzrpsQsxewH1YGtVe6vD/lEO8AE1zasLKfJkx8UUzQqsGcIiW3SC0mZhQwR00phCa3q/MgEjBn8hdw4oiSAuvaljKybgqosnTLv1i75XGmDjiWMbX7IyIggiYJicYsabiLQqGFN9QeDwgrC4tY3v5Yj8cZGoxl/+wRCI7GZLM+mr+9pOisSechxJw1vQUha3qe52Nuq/cA8zARaxMmjv0A+LqqftfOTSZhAs+kdPsmrBRPgX8B78REsX+k832wqm7Y1bnzeDwej2dP8EKNx+PxeDye/2jSsqG9KLtuDsVcOJC2id/B5lHocvces++njw1cZk9ahncA37114Xe+3W1M/TExpiTMzMDybUrdmO5X1U3pugFW1jUey+nZH2tnPhYrTeqLiTBgokoRy01pp+z0qMLKvSLMJbMhfVT+Xrlss6pGItIXExignFGzy4yumUrGVZNkhPGDDmVzy3I68o1MGDgLJ46t7Wt5dN2fmTPq4wQukwbIKKqgmrC8aT7PNz9GkFYnxfQevTUq2Icp2Zk4AvLaRpwUWRcvZ1X8jGJizSjKLiqlXA5VSQQ8gLUr/z/KAcJ3Ye6aP6vq+7tvJCJLMDGoH+WOY9XYtfg6JtrchYlfM1R18+7Mo8fj8Xg8u4MXajwej8fj8fzXISIh1rHpEEy4mYOVAZVu5DsZNeAApow4kTDorYJqp9Tfu/TyGe2FbZXCzASso9V9WM7MqvT4M9JxTcCEmMGYy6UUgquU3TEJ5hLJYsG2GzFB4kV6FmA2qGrL7gxcRI4G7qbc+lqoEDhCl2Ng1Wga8xvIx60A7NP/cAZXjycftTI4MwpBaChuZEH9Pykm7YzvfwgTBx2BiGNr2xoee/Fapg44jtG1U1EURwAoDfkXWVZzP3VT+tNv0hCyfasIqkJQJeookq9vY9vSzcjSgKH5CWzueIF+xb7UuL70ZzBOHInG3Ju/oalARxsmapXmsPNnSJYp4YEkJMnS6AkXEylWOlcSdu7HWps3AGN7ygESkeeANwFzsTDpLOXg6gBz5HwYy1tqAaarav3uXAuPx+PxeHYVL9R4PB6Px+N5TSAiNVhXn8OxkqcZQHjExI9QVzV4h9vuiCguJIvW3ti+qWnZEuwmPYeVFg3FymQqFaBSFymHCTKNmMiyFlgJvEBX8WVTxT6rMBdHVcWjejd/7/58ChYm3D2UFxBmjz6XbFBDojH3rb2SQ4a9nbrs4DQ4GChGSCZEw4BYIx5c/TvaoyYmDzqaEX2mECdFFmy4iab8BqYOPZHRuck4HBoo7qwYOa6AAmFVBnFl/UwVohsEXSiwXCESNJOwevJTLL//UWZFbyYkJCHmnvxfiwnxn4G3pfMUUg4Pln2DmblRwd4ArIqf0eXxwsquUMswN1Yb5pL5qqr+pvs1FpEtWJeozakL6XLgHZigViq5EuAeLBA7D0ytDKv2eDwej+elwgs1Ho/H4/F4XrOIyMATp31tY+rA2SOSJOa5jf9i1Zb5nYvSR4zdyEcVy6Ti4TA3RkD5Rt91WwfK7cHp4fmulGvtSUkXNa4/R455H84FxEmRYtxOztVYzgygIqaohCHiHKpKIW7nxaanKSYd7DNwFs4FNLSv48UhC5mafyNSUEgSyBXJXBwjQ3o+djzfEf86sMKyKM1TzinysQg3Q9nw95Vsu24j6zYsp0NbFROz5mFiTWmOvg98bt9g5taRwV7DAVbEi1gVP1N5qBasq9jhWMD0+cCXVfWqzsmzEy4C1aparFg+CesiNQ0LKC4FGyeY8NMKTFHVUmmZx+PxeDwvCV6o8Xg8Ho/H85pl7vTzSzfW/xYrNt3P8o33vAQj+s9g/5pjGJ7di0QSgr79UFWcdMvnDQKS2hwUIlySdn0C1AniHEkSoxohBxdwp0Vwfl9IUpVpmCN8bwE3qYCud9BfkRpFHGgRipc668UkAUgCNQluBgQftnWSKCEpxjQ/X88TF91B67rGVswhVDnIVuAywX1zbDCJRJN4bfJcUdFSDk9lidSnMJHmMkyw+XSp7XraeWy9qtb1NFcicjrWTawOc0VNrNhvA7CPd9Z4PB6P56XECzUej8fj8Xhe08ydfn4Hu9HlqDs9OGr+awgI6RMMojneSkynWYQT+5+LpF2cNsmLjOw/HTIhOAeamJvGOevgpDEuAYkTE2ECl5ZGKfQX3BkdxNfUIU1FiBJQRXMh5ALciCL6YgB5kIwie7WjzyXQohALOHCnCuFZPXcpT2ITbJ793/k8/5eFMdrpSIJy5s42rP04WAv2N1Y8LxEBFwEfwYKGPwp8VFX/JiJjgQdVdXRv8ygiGeAS4DOYu2Y1cHCGLAfJsdTSt11E3j0vvub6Xb02Ho/H4/H0Rk9p+R6Px+PxeDyvJVb8OxsnGtGS3/JSjeUVRDi871s5qM9cZvV9G4JjUu1hnDDwXIoUiDUmokifmpFW7pQk0N4O+SKIIKqgCc4FqBPaaTfxhjS/RoFmiK+sgbYErcqi1VlUQNrySEMbuiSC5iISJ1AU9NmcpfbEqSFlpPYo0mibmssncIRVGaZ86DBm/+qMoG78gAWUS8NKJWWVTpgTgJuB31WsV8rm+SbWvel9wFXAL0XkFKz9+Q4dMapaVNUvYp2hFgMHAg8NY8zmamoRkWpVvWh3ro7H4/F4PL3hhRqPx+PxeDyvdS7Dskr2iERjtjT/W1rPq0JGclS7voSSocrV0CcYxPiq/QkkIOOqeLb9Ie5tvIaVTY+YolEoIokCmoo0iiRKHBdYtulftMfNqZsGc9NEMXRESFMr0tgChSKaDZE47hLAI4mixQhcAklsL1SBTIXggwmFbxQofLZAstYq1AoXt5N/ewuFz7ahkWktYXWGvvsM5qgr3j6j36Qh6gjISU3pVCvDnBuBM4BrsNyZNkywKZW/vQNzxJwK/A24EusYtqulS1uArwLXA4duZdMQkCTWONnKpvW7fnU8Ho/H4+kdL9R4PB6Px+N5rXMNexi4GydF1m5dsAG0MudGsbKbYsXvJUohw696bfnwYCzEMapKY7SZvLZVqCfCtmgjSsKGlmUsqb+LjqS1a4pxGipMMWJ83wPpXzsKkoQkcOCkLMa4ABJFmtusPKo6h8k9FfsCqFHc6QXc25TMDxMyFyi6MEYXK7pCiX8To21Kcn8ECroyQdeWp90FjkxdjlnfPtUdM+gcZvc7i/1qjiq9HGNzPwbr0nQ18FkgA/wCiy0udeSaAfQDZmMBxRfQNftmO0RkbxG5AFiKlVctBia10fy5B/TmwmN6V/uTes/BIjJt166Ox+PxeDy944Uaj8fj8Xg8r2luXfidNixfpHV3tlNVdRJsW13/6FLgaewGvSl9WTARIMZEgA6gGRMDosrdpMfdlL6+MwGnJPwku7DuDhnkRppwks/TlN9IPmnlqZa7aIg3s6jlHlriBkA4ftRHmNr3KKpcLZIJkSBAkgSNYzSOCV2WXFhrbptChApoLmtijCqkDppSdK9W50gG1UFNFgkDm6nQQUuAPllFcLqibaANICPFZJUcJrFUg0x2kAMZIMiI7T+quqUhmUwOJwEjsxNLi0sdtbLpz/7AD0e7fdYeF5553vHhWWsz5JZWzPEQYG+snfsK4CAROaLyOCIySEQ+JiIPAPPTbd4NTFLVb6vqClX9cYGOgc00/ANr1f6oiOz771w3j8fj8Xh8mLDH4/F4PJ7XPGn3p99h7Z1rd7a+akKicRS4zMG3Lbp4IfB24EdYxsl84AvAeEygyWHiQBtWGjMUqMdu3Etdp2oxSYJ0m/XAWqAamALU0LVld3cSoAC0YwJRLt1fr06hfm4wM3LHkmjC4/l5tGpT52tDqycwbdAc8lErdeGAcp/wXBYlsaNVZyBKELXQXw0DpK2AhgFaVwVRjGvLI8UiqkDo0AF9bEc5cAPbYWVQTogRkCkR0qeD5F47YviVBDoStFVxhzskEDRSdE2CjHRIbvvT0w1K4dMFSJQtHS/y+LZbwNxNme7rHhm+hWqpJdE4EuQDd0TXHIoFClfO9eb0mlRj13kYJsgcA/wTy7O5vbJ1d0+k7bwfxa77n4D37Wwbj8fj8Xh6wgs1Ho/H4/F4XhfMnX6+A76LtWoWeukEFcV5oqTAYyv/SGu+/jOq+lMAEanDWjx/APgO8ADwY+AIzC0TUe42tAlzakxNX2vHgmi3YGU2AzFxBkzK2AAsAJ4FhmPlORMoizG9CTKKiQybMHEok25XvYNtmD3q/dSE/UhIkIrCrTgrLKu/l4aOFzl85DlIGKBhmObSCOkvhoDEMcTpgsChImhthvDUVoQ2kl856EigLoeb4whOLVD8pEDehuaOSwg/tPPPoqpK9Jt24vsLhO+qJjgoS7w2pr5xLQ9/5WbSOe7Tfbt93SEMd2MRhDXJcycvi5+8RUROw4SUkE4JibZ0H0MxseUK4K+qFerWLiAig4BllMW7L6jqz3dnHx6Px+PxeKHG4/F4PB7P64q5088fB3wca9FccrygqlWN7S/mVm5+iM1Nyyww1147SVXvKG2flrb8DCuFOQ9Yggk2Z6WrLMMKefqn2y8DngIOBvpirZ3rMOHmWaxcZxQm3pRqfZow4eYWTNwZDcwCpgODMLlkh44aOouROj0tnRww+GSGVI/HBRlArCtTokgYUtA89W2rGN5nMgShiTMOEFeaAHuQoAIUk3Qda+edDMqQOaYZyeVJfmGlUQyH7P+Yoaj4I0EXmuATfjrBHdh10NHVQnIryCQIv6RIFpKVEfmPN0Hezrrq1gGIE6L2Igu+excb7n4eTf+rOHeAuJ8McgXNP95OSwdwjKomIjIOeAgTxUpz2AE8h4k1c1R10Q7mtldEZA7wG8yN8wFgDXC6qj6+J/vzeDwez+sPL9R4PB6Px+N5XTJ3+vk5YBImqOSBdbctungV5RKlEh3ADFV9trRALGn3DOCHwF3AlzBHyxeAz2Oiy+NYt6lZmMMiD9wHPAEcCUzDRJ4OLC8lBB7DhJuJmNiTpZxbswK4CQvAzWMlUwcDh6bnEafrdx//dgiOIdV7UYjbGdP/AEaGeyOlttsZ21zjGFdVZWJM5cfFMLAw4dEd6LKKZVnLraGYx0URtqERfKpIMJN0v5AsBH3R4fZR3OTyznUrFD8lVsiUVdyHlfAoQbcmdLxrm0lO/YSqP/fvDDvOz2slvrRArEUeLtxWbNOm+4Fj0102p9chTOfoR5jz6V2Y0NaWznWJIvA8FjZ8nKo+s7O57HF+RX6MiWvnAX8FZo1k/IJ9OahORG4DPjUvuc5/CPd4PB5Pj3ihxuPxeDwejydFRH4HvKdiUYyVKm0C9lPVLd3WrwO+AZwLfBu4QlUjEXkT8H1gX2AVVmozFwuvdcC2dNlirD308cAzWG5NH2Am8AJWXhVgTppp6WulD29bgPuBvwAPAlWYS6SOXRBrKjl22PvJuGokk4EwRDChRvo7SAK03WwnnZ8aBXQUyKo0NzkI0KosVIHblGY2B+WKLTc7JvxQucYq+r+A5CFnrprPRLj9bc/aAcUPA+3pkUZA5scggZA8HxH9vQCrBXd0SHiqRdLkP9WMPpOQaMKKaGG0Ml5cygtSrLzsSeBXwA8wR9O1WCeoe1U1FpFF6XUqlUEp8GL6+zGq+tzuzCWAiFRhJVQ/AR4BzjyGU88PJQMWLn3CvOS6+bu7X4/H4/G8PvBdnzwej8fj8XjKnN/teUC5S9DtItIl10ZVW1T1y1ir57cCj4vIEar6D1XdD5iMtXT+MrAP5uj4DOa0+RhwOXAgJvZcgokv07DMmkWYE2casD/wMPB14KvADem43op1o1oBLMSEiF5FGsHxhn4ncvSgdzE0N75z+UNbrmNp0wNsaF9h54VVOmV+0IE7IV8WadIv+JJ+OeJiH5KqtDQqdAgxwXFtyDEJiEKQNukOFHdY0mUcujrNqVHQ9SbmaKzoBsV9QsvFSJso99ka7NC7BV0G8ZVFkudM+AlOykIGVBK2JOtKuTNbMZGtHXMdfQvLJloNHEYq0qR7bgQ+lP4saVGjsADou0Vkr97ms3NeRZyITBCRU0XkfOC3mHD2a+xaTYkork80yaebrNvZPj0ej8fz+sU7ajwej8fj8XgqEJEmugbTljoKFYG/AWdpDx+g0nKoM7FyqDuAL6vqxvS1OizI+FysPOkfWCDx+4D3psdLMPfHhcBG4M3AW4ARwO1Y1slArBvRgPQY8zLkmqdnjrrI4SYviR6WVm3s9dxG5Cayf81sBCGSmDu3XtnldSchUwcdz7Bx48l90BFOc8Q3C/E1WcugAZJcQDyoDxQiwk2NZWkjCOznUIU4gzYrUoyQoUrmSwVkUHnKkhVC9IsAGQThpyKkBooXx+hirEX3Xg5dCIxXGBMTvjkgXhCT/KakrSjurJDMu8xVU1yb57lrH2f5DU9Wnk6CST5PY4LZU8CpWA7NY8DxqftpMfCOdH5vBQ4pXVKs09ZG4EhVXZ1e4+GUxbNp6WMqVvq2GBPYFlN2S50GzD5BTq9Lr+dj85LrlvR6kTwej8fzuscLNR6Px+PxeDwViMj/AJ/strgJc6u0AD9U1W/tYPs+mEPm/Zjo8gtVjdLXAsy9cT4mwCzEcm0agIuBEzBHTBETDS7AyqRKos2hWM7N/ek6M0cF+5wyJTy4xhFIo27mkcLtvZ7buNw0JtccliYMJxTDmFAyLNh2O1sKqwHI9qvi+I+/F1kjBKc5qBGKXwugMQMC0cAc2qcK19iBq28vu21KQk02Y46cjkLnazIcspd2dBmLappJnFI4K7b0mBwE33RIDopfKJhUksMkqvXaKQy5uQGZ88oduTu2tHL7234LyvNY5k8LVgb2XDqMiVjZ0XfS6/IP4GysxOxQVV0rIg5zNn0x3a1Lt23BhJfJ6fNFdBVknlbdXiFL93cbcJ+qfrvXC+PxeDweTwVeqPF4PB6Px+OpQESGYaVHlUTYDXqA3bR/XFX/uJP9TAX+H+Z+OU9VH+z2+lFYt6gZWJHP94BfYqLMNynnpjRh5U3fwYSGuZho80ZgxZhg8pLJ4UFnK5otSIduSFbL8sKTKF3LjQAykmNW37eTk2oLBA5DRISmaAsP1l8HwH4nzmbM01OgIDAOsj8OUQV9TNB6QWYlJC9UkawDvSp1uDgHgXV9IhOmTcML5ZZUAcje7WgDhJ+E5CkhuQYYBZlvg9RA9MeE5Aa1bk8XOtgMhU+lQk0lVQoDhew3M8iIchV/sbXAo1+/hS2Pr9V0vs5I5+9FLJh5Ppb1U5vOY4JlAB2NOV/2oeyUOQgrd6tkM3AcJsrs8gdoERmJOaVOVVWfS+PxeDyeneIzajwej8fj8XgqSMuVNnZbHGIBtQDVwM9F5Iid7GcJFhL8feBaEblSRIZWvH6fqh4MjMccMj/AnDUnYJk3Q4CvYV2hPorlmixO1/8oMAz44pp4af1TxXvrI1eMq4M+Mi67L2Mz+/Y4pKLmuafxarayEReGgBInEfWFcmTKwH3TjtWlXlOk3bdnKsHcBNcXwv07cFXNsHUbNDRCVRZqcsgbY8uLAdAEkgSiCIoRugRYA/GVkFwPJAKbIEmrlcJ3OjLXOjKXBEhGkJFC+LnQpJMKMn/KEhwjRFcV0U1lMSqoChl80Ghs8LwTc9Lk03k6HxiHhQu3pj9rMbGrBgtkfivmXvo55lwag7ltSgwB7gYG9zS5vaGqL2J5RFelbiuPx+PxeHaIF2o8Ho/H4/F4tuf3PSyrw0J7Q6wY528iMmFHO1Hjz5g7ph5YLCLnpSVQpXXWqOoZWJvwHwJnYQ6bvwA3q+owLAPld5hI8F0s+PZRrHzqy5uTtaMyQfVacda4KJAuecIlN1BJaGJZy3wKcTskSlLIs6Z1UefKtSf2xZ0jyNFC5isBvZH8LSqdALS3QY2SOaVA5hvNyAQLEtY4ttdHJvapMwcyBmQfIGemFFcZ1dsOuq1sVglmBWS/kYVBgIAcK+j8hPjaiOSemOIPzG4T/alA9Ik8w3RcaVPBJJ46OyqXpHPVnj4XIBgkw1v2CqbGOaoTrKX3MViRVb2qrsVaev8lnT9N53+ViAzsdWJ6QFX/CtyDdYHyeDwej2eH+NInj8fj8Xg8nm6IyCCsA1N32jCXRn/MfbEZOExVG3Zxv/th5VD9sHKoh3pYx2HZKRdh7pkVmCPkL5jAcALW/WkWJn/EwF3jM9NuHBqOvbxDW3i640GNiUhfuxx4N+bW6RSWju57NlWulkRjnut4jFX5xeQG1XDCNe8myO28u3d0c5H4fwvgIPhwH9xRSrIgR7I2JJhQhCF54p8ESD8IvhTDKkUbwR0KxGLBwSMUGQySEZLlSvRNG7G8UQnfI4iUO0LRAVIrxLcUiX5ZhARkmiM8L0vxEx1WIhXAbQ2/paKReIlEEKfWtkoAaqUfh2VOQnB0aFvT/cW/34u1TD8LE2xuA67CsoLejZWllVp4x8DY1C2zS6SB0guAL6XCjcfj8Xg8PeKFGo/H4/F4PJ4eEJFVWLlMJQmwEhibPl+bPp+rqsVd3K9gQsxlmAjwFVXd3Mu6B2E5NrOwbJyfApeqaquI9MVKfD6PCTolEaGSGGtJPQhzAtWUXphcfShjspNR4JGWm2mO6xk2axwHfmMOmTrrQq6xEt8ZQay4g0Piv8bIKCE4JUBE0K0JVAlSIxSuriNZUAVFgawSHN1G5uQ2ekPbleJnY9hkThlqHXpLSUdR3DlKeFpXR0+yIqb4+Q67CuOE7EXV4KDw/nZbVgf3tF5Hx+aWLtvtH85iRDCezfE6nozuAaC/DOHAzLGEEpLXdr2ncMNt6XydjpVFnZ7O71TgeizP5v/RtSPYcap6d68n2Q0ROQy4EThQVX2Lbo/H4/H0iC998ng8Ho/H4+mZP7C9NcNRzipxWCnMKOAKEekukvRIWg71J6wcahvwtIh8vLIcqmLdx1V1NjAS+CvwZaBBRK4F+qvqFaq6D1ais6yHw0WYI2czUBNIhkCsU9LS9od5uPkf3Nd0Hc1xPQB9xpR+o5UAACAASURBVA/s4qaJri8QXd5BdEWe4pcKJP+MiX8bkTxs2TAy0CE1YnE0j6ciDUBBiO+v7nouzUp8Y0I8PzEB6EaFjaBRTHxTC/Ff29IeSwpxgq7oYe5WJKbjRCARSH8hXlRAXQGGJfAtoc9e5aqknNQwyI1kuDO9bZAbTlWqVW3TzYVV8ZK4JWlc+1Txvhg4EWu9fQPQqqq/TOf+IEyM+2J6vSrzi+4Ske/0MO89koYJ/xz4beqc8ng8Ho9nO/z/IDwej8fj8Xh65rJeltcAh2NhtbWYiHIs1mZ7l1HVJlX9PNZJ6EzgkdRx0dO6m1T1XKzk6vz0eM+LyKMiciwmJNRiwcOV7Z5yWKDxhGFVEzhuxAc5fsSH2X/IXHJhHc3JVgra3rlyUJPBZSr0oi1qUk+ENQMv0b2hlLD9p8pMV40r+n5CfJUSX6YUz1WStK+WdrRb6HBHAZ1cgPEJjIHwHdt/THVHhMheDvpB+MEsAMUftaH1CcnqAjyfENaYEFUltRxR9RYOyM2m6CJijWnX1kI/N7gOyyDKPh8vfuzB4s3ztumWxvSsDgJmAn8Xkep07l9Q1e+p6v7Am7CsoOaKYX09lMwjJ+bOeedJVe+csd2gt+di7Fp9ahfW9Xg8Hs/rkJ0XIHs8Ho/H4/G8DlHVRhFZgbVtriTE2nTXY8JIDVZa9HkRWbG7+SOqujgVW94BXC8itwBf7akcSlU7gEtF5AdYG+/vAvOw8OFhWJnTOExWCbHW1DXAgIl9D8NpgLa3M0JGM3Sfj9Dasom2wlae2XInxaSDTE2264mek0U3JmgMmfdmiG+10id3eFcRRQTCt7YQ3VgHTiERMqd3LT/SkhQiAnkIxkI81MELDhJrL+XGOTIfCNG8Qteh2HFqheyPujp13NiApD0CBRnpCLImNNVJfzsHyZAn4rHiHbc2acM4JbkRk57WYaLMYOBCYArwHuxazgHWi8jPgWfSkZcejwHnAqcA7wXkgPComTHRVYGGHSdVvfPg2zr++PT2o++8hpGIvAt4WETuVNVFva3r8Xg8ntcnXqjxeDwej8fj6Z3fYjfx3cuScsBEzF3xfiADbAV+KSJrVPXR3TmIWmjg1SLyD+BbWDnUBcCvVDXuZf2/Y86PqcCVWFejUnZOaby/wYKH6UjaqMnnIG+dkoKmHP36jKBvdjDZoIbH1l9HEne1ykh/R/bCzlgb3MTeu0CFR3TgxhfRTSEyKsIN7Trs8LOO6AcJ1CtkBXeEELxNKFxcRfJYBCIEJ4UUfxKR3JvAQMhemkEGlivKktUx2pzgpobos0rx4iJU5wjPzRFMD4hHWVkVwNZkPU1JPX3cQJYVnqBR6+diAtakdHcPAs8CRwGXYiVP1wMnYc6lflipWQHLIlpLOWDapY/bgeNqXd9MKBkiLVZtiF84HehVqAFQ1edF5IvYNZ+ZCnAej8fj8QA+TNjj8Xg8Ho+nV9JOPU1sH9IL1v2pGWuTfQLmsHkeC/Y9XFVX/xvH3R/r1lQDfFxVH9nJ+t/GBJmlWPZNibXA6EBCBlfvzfTcUUh73l4Z2A+pq0XihHzUyt0vXMHk989k0vtnsotxO3uEblWoAalKOzpFii5SZISAQuHTRZNGHARnO8Iz7XvFeEGRwlet4ih8VzW6LECfVBAIzg4I3xFSbMnz5CV3suG+lb0ePyCkln5xnfR9plWbXCP1dcAY7BqvwESW6dgXmqOw0fwCOASb21swUecWVW0RkcxQN/rJicEB+zXqVp6O5qPoR1X1lzuahzTT6Fpgrap+dg+n0+PxeDyvQbyjxuPxeDwej6cX0hvxpZh7pntXpSxW+tSYPoZgjo0ngH+IyJGq2rSHx10kIkdjXYf+ljptvqaqPbUMB3OBtKfHHku5u9Po6qAPswadgZOQghTIZKpBHK5vLZovEmvMhtalAOS3tRPnI8KqzJ4Muzz+TUrhgiK0QeZrIW5KuVSq0iEDIKEgM1LRpkXLM5wBGVrhpnkmsoKlGJInigRHZoiXxKB02X9hW1dzSoYs+7jpFCiwKnmGWcFcslQFgkxLiPWJ+J5N29iyDXPRTMCcSVuxEqgCdp0/jZU9bQVmY6VR/UTkOWDepmTtBzYla38muJnTwiPo4/r/YkQw/pj18ap39DpHqioiHwGeEpFbVPX2XZ5gj8fj8bym8WHCHo/H4/F4PDvm16TpKt2WC1YeczxWOtOBdQ06DMuK+bOI7PGXYml3qKswF0crVg71ke7doUQkhzlAGoGBWKcqxUQFhub2wklIICE5reLx5lt5vPkWtjYsRxKFJGZdk1XqND63BY26JwXvPvFdsfVGaoLoT+USKE0gvleI5wk9FftInZD5doibLQTvdrijHRor0V15ZKAgYxwMFML3VxOeFpK5JEPmJxncDPtIG1SFNC7vqmVNDg5ipJvAODeZcW4KGbI4cSXXkNRKv1rs+sZAAyZy9Qfuw85iC+accul6a9P1GrH8ok8D84GZw9xYhgSjqHP92TucfraI3LxPOL1Xe5KqbgXeB/xGRAbv5jR7PB6P5zWKF2o8Ho/H4/F4dswVlDNfuteM98Ecyh/D8mA6MAfGzPS1H/27B1fVxrQ0Zg7wLmC+iMysWOUQTDiIsbKrbDrOAQANhQ2AEiUF2uJGGtrXUOPq6J8biYgQuixvGHIyAE3PbSGo6llbUlW0QdHEpkATpfj9IvnT80R/iLqs66Y4S+3JgZtR1ini3wnxb4T4D0J0ac8fQ91kR+ZzGYJTAnStUvxlO8UftFL8SRvh2dVU/2UAwTRz/LiJDje6vJ98QztxezGm4jqpJp1P89rGVt1IojFFLdCgW9igL9Rh1+p04ADgNEyQOQr4B9baPMZacw8FDsUEuXos5+bPWMvtW9u1ORGEWCNatYnDMnNP3juYlpyQO+tLPZ6szeud6T7+d1dbvHs8Ho/ntY0vffJ4PB6Px+PZAaraJiJLsLKY6h5WcZhAU8Q6CU0ANmBumxNE5JOq+rOXYBwLRWQ2JtbcKCI3AV/DSnFa0+MNA55xBAckmJOlKdrEQ/XXUxcOZEveYnMyrrpLDk3O1dJHBtCcb6Cjvo2aYX26H5viBR3oggSZ4Mj8sApdpySPJlCA+LoYBiYER2aQfoJ7gyPzowx0KG6fspCSLBbIp2VOy3eckxhdWSS5KYJIoSggir64Xa5yF7Y9uwnKJWqPAAc8mzyey9NOgTzr9HnW6YrO4WCumP6YuPU3TPA6BusEdTfwEeBDwH7AiZhw8zbMdXMbFug8HCuXKjZq/YmPFe7QGukjEQX2D2chIiQaf09Efq+qG3oZ+tfT8Z4L/N8OT9Lj8Xg8r3m8o8bj8Xg8Ho9n5/yC8hdc3RWGfsBorFXzBVhWzF6YcPMs8FUROfmlGERaDvUHYComDi0BzgFqgf6CtB6RedPQ47NnMi08vHO7lmgrGzuep0prcDjWty4lTiKipIAmCdLSzszMHA7MnQDnxUQPFLseuAP0iQRi0JUJbFZkiJhckbMpiX9VpPjF9s5N3GjpItIAMN2hDtRBMjqLdjuMJkrybIJuVpIHYkuICQUZHeAODAlPq+p1buJ8RP2CFytL1A4BcjFRsjxZGK1Olm7rdukc5joqYi23O9LnTwEvAF8CLsOEk8FYR6hDMPfLBuA84PvAP1X1MlX9DLChUbcU1ycr48akHiUh1ojNyToBVovIjJ7Grqp57Dp+T0S6t4P3eDwez+sM3/XJ4/F4PB6PZyeISBXQgokAipVCKWVRoBXLpWkH/gh8BegLrAL+iblg5qjqUy/xuA4CHk7HUaiT/vFhmZOqnQROVbmjcA2KZc4cGpxIrfSjgzYeiv5JxlUzpHov9pUDccWYBCUJhFBC6AdV15RdNapK8Zsd6JMJso8jc1kVEgjarMQPxMS/yJuoUgW5v9b2ONZ4Q4a2Xw9BmmNQResCwv06qH57Q+c6xZ9HJPfYeN1bIbk6gkFC5gc5klsitKCE52SRmu0rhOJ8xN3v/hNt67vkNytQCt0J0t/z9OyMehq4Efg8qfwEbMJatH8G6wj1R+CDwF3A4ZiDqQo4U1VvFpF7MIfOVCAMyVAlNbRoY+kYSbru9T3NkYh8ChNsjlLtLmN5PB6P5/WCd9R4PB6Px+Px7ARV7QAWYqUx3UUaSB0tWDKLS9dtx5wY78IyTG4SkREv8dAywErM4ZFr0+ZMh7a5WCMadFOnSBMQ0kcGEkhINbVkqSJOCriOiDXtS2hKtrIyehoBIi2aP6gCESFzYRXZq2rI/NBEGgDpIwQnBbhTQ2ScEH4h2+tA4+U5iAWtyqDVWYgDoqVlvURbleSxxGQUwA0NyP6tmuyVVSR3R8TXF0n+HhH9X6HH/Tc8s7G7SAMmjJQ+77Zj7dPzlMUbAHJUcURwyn7HBm//2hAZ1QLcma4zFHPWFLFZ+QrwJ6zL1kPAGix0+EYR+W26/2cwd45GFCtFGtKxXCciF/SSR/MzLAvn/B5P0uPxeDyvC7xQ4/F4PB6Px7Nr/BxzyQCUwlIqb/gHYy26v4LdaMdYSO1q4MNYycxNItKz5WTPmI2V6TwDFBPi5MHizcwv3soLyVJGhRP/P3tnHiVHeZ3v51Z192zSjDSSRgta0QJISEKAQOxgVmPAOBi8AnESGzuJ1yRO7Pzs4C2JE9sJjpPY8YKJbYxtsI2DDUjsuxBICIF20L5vM6NZequ6vz9u1XRrNBIjIRwg9+HM6enqqq+++kqH0/XOe99LQEBEmc3xGlSVHbqZAt1My57GlMwsRmcmszp6npei53k6fw/LCk+xbsoyjfL7BgSLCNIkSNBLXygIrK2BQj2mGx2AGoVgXye35Gz5dIdS+lBkiTEBSAsEpwRIKPQnX7fUWWT1rYv6+ijEBLVC8joOE9T2ACux+9fRImO0hjoykmGCHDcEeAsmxrUnrw3YvWzA7u8jwKVYO/SRwCeB92BBxOn3a8EEm94IcCPWFWwfZ4+a1f0DwA0icvorXrjjOI7zpsSFGsdxHMdxnP7xI+y7UwcVV01AJfgkg5VAvQB8Afgw5o44HstAOQcTVH4kIkfqO9g5mAjRgakktTExDcEgZtScxbG52UzNWVbN0ng+95Vv4/noMQBqpI4gaWaVE8t+2RvvZku0hrW/e1H6+y0xfgZ0DdApRLcceL/sjC5kYAyZGEQhE1PzVnObxCsUIpA4QBoDcv+WQwZWBJrwHVnCq7IEb8uQ+eP9XTvRLwuMfXYKo8NJVE28q2qXeqxEKYu1La8FJmP3L9Ouu9eCWp6Mbi4laxpiwly1hScV5t6TjHkFsAgT4k7DhJl3UvmOncPcOL0R4BrgSREZVf2Bqm7BQox/LCKNfRzrOI7jvMlxocZxHMdxHKcfJIGvC7EHfaHy0J66awQLEZ4OjMXEgN8BW7DW2u3YQ/sQ4B9e7XxEJATOwMSEgVSVYtVJAxAQEFIXDOjz+BdLT7E73srm6GW2RGvBSoMAKOzuijY/uFqjQrnPY/eZx1hMqqpRDhaDKzVKw0e2UXNhG7lz26n/wE6y0+yUwUyxSGaB4B37O2gkK2Suy5G9oWa/fJrSigLxj8s0B8M5LjuHc+rfSb0MBFv/F5IfqAhqzZgzBmAnUNPGrgmPR78rzI/uK67RpWCCzh5gW7JfnPykDp0YW/chwLVYCdSPgOuS4+qT83XTU8zVJzOB55KsoR5U9U7gPuCbBznWcRzHeZPiYcKO4ziO4zj9RETeD9yMPbAXMMdE6qpJg4bXYgLAWGAO1ua5CRNpdgPfBT4CfFVVv/cq5nIS8KNRcvTo48KTB3bTyYLyPEoUCckyveZMaqSeFwuP06GtrzTcumS+ggkbLdnGmj3n3/r+Y3JNB+60lKKbQLeCzATJvOLuaLdCxgSYnm2qUN532ysRRzHtT+8k+7mQQDKmVAVCZ9zG4/nfgDmcypizaTTw35gLZkgfw+3EyqIC7F7VUBFodmH3uhET5rLsm1EEUB4sLe1HZ6YN2hVv7VgbLWvE/j1E2JqewL6ZOdV0AX+oqr9INyQlcouAv63e7jiO47z5cUeN4ziO4zhO//l58roec2ykpOUxAozH2jw/A3wRCxOOMbFmG5Zx8rfAV0Tk/Fcxl7OBp48Oj28IJKSWeoaJpQBHlHiu8CDz87/tj0gDlq2TCk0REJbaC1MWfmke5e5K5U68uky8dH+XjRwFwUn9E2nKj0YUry1RvK5EvK4q4ieG+LGY6MEIjfr3h8S4FPHsTXN5tng/eTpBTPCJK9FBDck1tSSv12MlR1OBX7FvWdJQrHwtTtagO1mTErY+g7H7nKfSTUqp3PvMzOxZzUOCkcHEcHrjQBmcLlQGy7FJS+X6oh64RUS+kIYMq2on8D7gWyIy+gDHOY7jOG9CXKhxHMdxHMfpJ6paxNphpw/4ndgDeI5KaY1izosTsAyZBuA/sY5AszGB4BtYhs2tInLcYU7nHGBzq+7YGWkZBdp052EO1SM6bQCmYeVBsn3+erY+voaoUCZ6rEjhY+0UPt5O/hPtaEd84NEOQnxXbB6XPMRPVQSZ6JcR5W/bT3RntM8xujsmXh6hcWX/cneJ5d+dT+emNlp1B4/mf8WS4uOsL6/gucJDPafDXDK1mGtIsI5OV6rqHyTb3wMsrzpdBhNO6pLja2227MW+Ozcmr1EyXpbk3pe1pLHaukSUM8k+RayNdyroRMn+vdWoOqzD1K9EpB5AVRdgnaB+eARzjRzHcZzXOV765DiO4ziOcwiIyNVYi+Yy9lAv2IN7J5XsEwWeAjYCJwOzgHnYQ/5YrATneKyM6rPAHFXdcQhzCIAd2EP8DY0yZERBuyhUYmYOl/1KczINOc69+V1k7gyJflHoKfIK35oj95d9598cjPK9EdH3Iggg88WQoFlgqFC+qUz8iH0vDS4KyH7Y7Dnx1pjihzsghuDsDNnrayn9oEB32MHDv/n5/nLHvqQ5MfXJ+wgT2WoxUeoaVX0KQEQ+Dvw1Jrr1VRoFtuYLMDfTAHq1aa+lnlHh0doa75Dduq36uI7knKnnKJ1XLfv/4bQMrAYuUNVNSRbRw8CvVPXrB71ax3Ec502BCzWO4ziO4ziHgIhksEyRBcDpmNsizTMJqITN5pP95mPdnr4LPIHl23QDz2EumzbgXOB8Ve2rnXNfc5gB3AEsBq7q79ynhLMYHLSwsryIPbp9H5EhmbOwf/YKtUMbOPsfrkY/W4RWhRDCS2vIffLwOo3rLkUDpfSZbnRjDMMF2S6QDZHjArJ/mUUG2zSKX+kmfjyCWGGQIgNCdLN1aFqRX0AzwyhoNyuj51D6dPnE2H2o7+P6FFvDT2Itt+8Dfgs8hHXuuoiKGFdNBDyOCXOzkm39cbz0XvMuDizWdAIXquoCEZmA/Tu6UFUX9+M8juM4zhsYt1A6juM4juMcAqpaxh7Sm5NNeSodgdJAmAB7AH8R68h0HebA+CzmykhDay8EVgGbgB+k+ST94GxMWLiiv/MeLC2MDifRFAxhevZ02F98CPrYBkB+Z2fh0c/dAf+eIfhADeG7a8l+uL6vXfuFDBHoUHRzUga1SdGyQhQhTSa2aBnirYrOjxEEAoGjxY5R62l1lEygJRjD6HASo4OJfZ0qzYVJJ5vmy6T3STBn02+xjl4/Bz4DtKvqZZgQ80GsNKq6XCnE7sFJVFqyd2LlUQA0yRDOq7mGc2veyQBp6rn0XvPLUMm76b29DnhURK5X1TXAX2ClcnUHW1vHcRznjY87ahzHcRzHcQ4REbkc+DXWevsoKmVQZSotnNOgleVY6coc4FTgl5jIMwMrXfogcCWWW3OPqt7Yj/P/AnPxXN7fOddLI6dlLwFgr7ayIV7N+OxxbC9v5KXyYtjf7ZHSUw5V01zPGd96B7VDG8jUZft76j7RSCl+qgtdFSNjAysSS+WuUQEig9C8QnurTa0O8uM7yc7PImHA7mgrhaiD4cE4QFkdLUED2FHeSLfurT5VHhPNtOp9DnOz5LB1TK9zFxUhZ2a1w0lEWoD/h7XjHnSAy+rEuoHtmp45c/LIzHhUlfXRClaUnznQUqTrW6KSd5Peh3yyIt8FPgrcCmxX1Y8deGUdx3GcNzou1DiO4ziO4xwiSflTB/Ab4GpMsBmCPfhvw8JjwR6+F2JizmrgLuBHWNlTK5ZX80Xgz4C3Ys6O/6eqPznIuQVz5TRzAAfMgWiSIQyUwboz3qJn1r09CCSkrCUWFu6nNe4zIifChIIegmzAsR+cw4R3TCfIhUhwSFPYB1WFTpABQvRUmfJXCyZz1AtSPxgQtK6MXN3ByqefYcPdy5mWnYOiLC09RUzMmHAyZS1xTN0pBBISUebBjp/1lEHV0cDkcFapQ1uzL8cvpKJI6o65DzifSjhwGgCcxB3zFeA7qtqezjlZ/zOAb2JlT+mX6X1KqkYE46Np2TkZgMWlR9gZbz7YUhSxfzvVgl+m6rMA6yL2Tqx87gZVveeQFttxHMd5w+BCjeM4juM4zmEgIvcCE4CJmCATYg/X6e/pw3+ACTRbsDyZ2Vh76G9jZVGdwG1Yl6hPYuLBH6jqYwc47/FYrsrhlrBHIZnw3LqrCSVDpGWezt/DXt3Te79WDuwc0cHThu8+6caLm3ODaiVT++rcNWCiTfTjEvGLEcHptcS/qQWB8tguHl/8E7q37aVeGhEJ6Iz3bTk+LBjDrPq3ICKoxtzf8VOipDHX7PBCmmQIEREvRk/pdt2Qik+psPJNrA12M5YXVEfFZbMKE+D+C7hJVbdWn1dEJgL3Yu2366iIPQDUy0CUmG7t7POS2T8vJ3Vihewr1kSYhNUBfAxzX51wKAHUjuM4zhsHF2ocx3Ecx3EOAxG5GPgd8BiWV7ILE15yWEehMcmuBWA9MBi4BZgOXAL8O3AsJtw8mBz3AtYd6hbgDFV9qY/zzgdO6e88xwbHMJDBvBy/QDcdPdsHBy2MzkxhR7SRrdHa6kMiYC0mQB2ILuCOIBu8b/K1J+enXH9yMcqXmjL1ucO31yRoHBPlyxRfLLP5Vy+z7NFHUWKGhWOYWXcOAEvzT7K5XFma8ZmpTM6diAQhnVErj3ff2fPZieG5DJYWFGVx9Jju0i1gjqQhVNxCvwaOSa65mHw+lopgsgIYDfwM+GdVXZ2OLyJZ4EtYDtGzWNv0Aclxh6tgVTt/0jVV7N/VCMzJlQXeof5l3nEc502HCzWO4ziO4ziHQdI2uQNrtf0h7CF6JOaCKGAP0gGV3JpbsIf/IcDXsKyahcAa4DTgH4AbgL/FnCwfB05TrVhdROQsLES4XzTLCGaGZxESspc9zC/fCwfp7kRFlJh2kGGXY6LGM8m13CNhcMKYtx4zYNzl06Y3TR4aa6xBWJMRMKdM6Z87iR4tkbm6lux1fWfhlruKSBiw45kNrP7pInYv3gLAhNx0RmUmktdOhoSjEBG2lNbwfP7hnmNz1HJS7QXkpJbFhYf3KePKkmNMMIUu7WCrroWK+LEBE1QGJ7tuAvZgQohgwtsE7B6mGTLrgWGYmPZVVe0JnhGRtwE/wNwuz2F5NqfRK6Q5Ry2zMueSo4bno8dp050HWWqq55uyEHNfbQc+r6rffaUBHMdxnDcWLtQ4juM4juMcJiJyF1bGNAzrEFTERJkQa72dulKKmKizCQuE/QTWbWgccDewG8ux+RBWinM+8IfYA/klqlpMuv20Ys6bfjFYWpgVnoMQ0K67WRDNS9tU90URc/ScyIGDhVN3UF0y31OBpcBO4Cbg2pY5Y3/QePSQa4eePIYBo5tG5wq1YemGDpM5BMLb65GMQCgE2ZDODa3sXrKFPS9sZfuCDRR2dfWcrE4GcEbDlYSSQVVRYiIinum6l/Z4V3+XoS/SsqI85qa5OkdteDLnkKM2foGnt+5kyzrMFTUCK4kanKzLXiqBxIsxge0+VVURGYuVse0Grk/W63PAX6XrOS44lknBDAIJ2R1v49nogf7Mt/d96wZqG2mOTgjPvL1G6m6eW7pt7qtZEMdxHOf1gws1juM4juM4h4mInIdlynwH+AiwBHOb5Kg8zKeumgBz1VyIiQNNqnqdiHwGeDtwHCYC/B3WxvtUzKGxA/gTrCX4aYc6x5EyngEymPXxcgp0H2i3Ala2czoHFmkU+EVyHZcAW1V1sojMAW7HHESbgS9jZV0DgBez2ZpTzgjeRqAhxVyB5VMWEpfKFPcW6NzQikZKUzCUehnItmgdcVWn6gw5zhnwToSQgADKEZGWub9w26EuQ1/XkscEJ4BHxnHMrKOZOjCUkDbdXVrAAyuAddg9PBtzshyPCXJlLHOoOVm7rcl135Gs3T9gIdPvVtUnReQnwDuAmsHSEswKz0GBdfEyXo5f6O+cqzNrEIRzw3eQkSyqmheRcXNLt20//CVxHMdxXi8cbgid4ziO4ziOY22385gbRYHxyfYYe8BfmbxPO/m8D8u0KQFnichFwD8l7+/CRIDLgTux7lDvxxwuP+EwRBqALbqWVfGig4k0ZeBJTKRJy6J6o8Bc4DzgaczdsSj57KPA17Fw5LHAB4CWZKx5pVLhuccLv41WRs9RiiJGLB3PniXb6Vi7B42UxmAIJ9dcyHG5U5meO6vXxIo82XkX20pr0XIZAJEj8vVVMJGmiGXynL2HHbVAHGmZHWzKYm6oYZgAtQ5zQ5WS6wdz2oSYOHU01mp9LSaqfQ4L/f21iPwFcGOyhhv26Pad88v3lhdFD0XVIs1AGcwp2QuZmjkF6buZVwZz6lRdhO2nxDkOsQOY4ziO8/rFhRrHcRzHcZzDRFVjrOvPVVi2y0CsNKgD+541FnosImlwbQNwLfD3mLhRm7y/CHgUODMZoxb4a+A9yc9rQeoGOZdKgG1f7MLyaD4LfB7L15kuIqOAt2EiwWVYts4ELMPlbsxV8/kShWB0zTEMygxjRGYcIzMTega2zkhKRrI0BE37nbhL22ktm1FEUdaVV/T74obI0GlWBAAAIABJREFUCJpk6MF2SR1PcTu7s09yjy7gwdJaVmzH1n82JkoVgbOwe/Ms5nxanuwzjkq2TxZr6b0FmIG5p96FZRLdh4k7TZ20f6JVdwiwMTlWp2XmMCgYxohgPMODsX1OdmZ4ZvMFmXdxXDAbRXk2eogt8bry4vhxmVf+2bB+L4zjOI7zusaFGsdxHMdxnFfH17EQ4W8n7/NYe2fFHtyXJdtToeZtyb7vwpwsN6rqWqw19ySgHfgCJuS8Hyt5OtJocp6lWDejtI14X8TAzZg4MSvZ7/2Ye2gu5kw5FRNxbsKEmkXJcVdgTqGoO+4g0jIg5LWSQ7MtWs+OaCN74z0sLT7Z5wQmZKYhCJFGtMX9q+6ZEEzjhPBsTg7PZ7hYA64MWY4NTmJKcAJBz+1Akmsq5ekOO2gLMVEqStbpFOx+BsCXVfXPgTmYULMdyw0agLlqarB7ug74G+ApTNjZgTmjJBnzOMxJNRJYDcRlStsjLSOwz/qkDGAQw4LRiAQcFUwkJEMbu3ghfiqzU7cI5t7J7Heg4ziO84bDhRrHcRzHcZxXxxNYuOsEzB0xFXOqtGJCzWgqrpoMFgx7KVYe9ABwnYik5U3PYw/6AN/HyqSak/eV3tqvnlbM9TILEw7CA+ynwH8CfwR8GutK9QAmPsXYNZ+rqu9S1XsxgeZFzF0zJRl3KrBlSf5RlheeZlH3A+yJtlWX7bCk+BhP5u/ap1tTNbuiLZS1BCjturvPfXozMhiPSICIMCaYAsCkYAZHyQTGyCTGyzG9D8liIlvapSlMrl+BySRlaSLyAVVdrarvxsrUXsLKnxow0Woy5rK5K1mrD2DC1saqca9R1c9gHbzGACsXlR5s2RyvuWNR6WFadUeMCWMADJBBzMyeWZmpKBHlfSZfS/3EUTLhloty753SrwVyHMdxXre4UOM4juM4jvMqUOvM8FvMIfM/2PerpzGXhWLlNc8nuweYIHACFix8I5Zn8j3sAf4jWInNf2MP/e+1g0JtyY4f0BAMZmbThZw39HrG1k0/3Cl3Avdg5VoRB842iam04r47OSZta301JiJtVNVqG8ymZPxtwPTkuMuBDTERG0srUYHzm67lLU3X0hgO6deEXyw/yTPF+3iscCd57ezXMa1aEX06aAUgopwoL0pE1NdhtVTcRWkAdEo9kG2SId87PXvpty7KvXdi0p77AuCPsXyaHVi5Ww5zzZyJdfn6PhZEnAo1w0RkNhbK3AbkIqJty8oLrtyt29qS827Bcop2Ts3MpiFoRICYiBXRwn0mPT6Yylm5tzMtM+e9scbLLsq99xP9WiTHcRzndYl3fXIcx3Ecx3mViMgpmLPmKuBX2AP7IMyh0YgJF8OwB3DFHs67sdySLVhZzL2q+jUReQv2gD4i2b90yoDLMgMzQ0QIIBOQCXPEGnH/jpuJtHSo092RzOVA3Z2q6cAEp25MOFqX/C5YqU/a/SgtH8piTqGdyfw7qJSB5QBmNVxAS3YcAOvzS1mW77vc6dUSkmFSOAOA1dHzRJQJCBkrU4iJ2KCrUPb5HtyzHmOYrHXSIGt0WVyikJYrBTlqOTNzOWL6zZ5AgiFzi7cqgFjK8buBf8QEnzT/ZjXmPPoZ1rL9i8maxFh51E+S7fdiTqt0LllMsDthTvaSjnppPF2ARaVHot26NXX9AHBB7l0EEqKqJJf02NzirfsmMzuO4zhvGNxR4ziO4ziO8+pZgIkSF2OdeYYl29LMkDqsLCgVA1JBYzVWVvTPwN+IyNGq+kByTIA9zGcaM0MlI1lAEQRVJdKIWCOgqp/1wdFkbkMxgeWVRJq9mPvj45i48zyWr3MV1kJ8J5bRcjHmKjkveS1jIbz3YyVg3VhOCwBbii8RlYtEnV0MLbcwPjiOmp4u2QdHCMiQ7de+EWVWRAtZES3sKROKiViry1ivK3uLNDY8dLYwRifKdBnNJKbJKQHwL8BDwKYsNQsBAglQdPC80k/vF5ErRaRGVWNVvRUrffpyMmaICXWCiXF/gwl56cn/CQsh/j5WLvY/WGep9N/NHwDz5pfmHres/DQLSw+Vd+vWTZgQNBz4KhAVtJv0j6/J69/3a5Ecx3Gc1yXuqHEcx3EcxzkCiMgtmJDxTSwM+BFMsAgwB8XLWABvKpC0JttvxMSOufVB02Wjc1MeXJV/9vNapb8cXTOLSXWz6Ir38lJhEYOyw9mQX0ZHuX95LVXna8JKew4WOqvAc1hr8fXJ7z8CxqnqxuRabwWeSa5zrKruqVqHtuQ6zwO+hQlYMVZCBcCp4cU0Bs1o8l9JCjxS/PU+kxgaHsWMmrMpap4F+XsQAubUvo0MGZYVn2ZTtPpQrr0/REA4nDHxVJkdCAG72cZz+ijADzD3000Tg+nrB0vLjDXxi9ldujUGXgCOAm4Hfgw8rqoqIo3AZ4C0DGkhVg61HAsoDrEA6RsxMaeM3ZfNmAiTlkltST4bg5WV7cVEnblYflFcQ333adm31gcaSBd7lz9Zuvu4I704juM4zu8PT4Z3HMdxHMc5MvwrlinzECZMnIY9ZOewMqBmLLvmVOwhPIM5a44BWloyY7tnNJx3hqJnNYZDeKbzHkgcOKMHTkPDkDoGsbdrN1sKhyxSxFgpVioGHIgICzv+ItZS+o+x3Jlbq0SaUcBbgT8FrsScIvdXjbERC1B+EnMSpWVAPaVFO3UzDdpIICGBBOSoNadQlctlYnYmGckiBAwPxxMTERISSMjY7LFHVKjJUUMjQ8JWdnRtY0N9rdbHddLAy7q0C8um+SPgHODyl+IlX0iusQm7p8cDfwYMBv4LqBORHwM/UdXPiMhNmCvnnVib8x2Y2DIIc9T8CAsivggTbI7CnEiF5H1j8rkCq7DOYM8kU+8EvlGg65uPlu6cW0fDlE7a/+OILYzjOI7zv4KXPjmO4ziO4xwZnsMewK/HypyymKtmECaANGLCRdpJaCAmilwP3BhI+HeKBhnJMijTAkkWTEBIXTiAULKowoBMc+/z9oc0Z+WV/kgXANdgrqAPYSVONcCfVO1zA/BTVW3FBIPZvcbYBBylqluAPZjrpoGKk0hfipfwbPQA6+JldGgrS8pP7FeKtCPamLTzVlrj7eyKNhMTE2vExvKqQ7l2pao8LCRDE0N62nMHhMyRizleTuUUuaAe6F7HimC5LpQi+fXJvCNgIvAo1vHqW5j41JF8/u9YKdg0rFypHnhQRBZgIdOfSD5bh7lhVgCFLDXZDLmJwIXYv582Krk+jUBpYjC94ZTwIpplhGAh1GlI9ZeBUar6eVXdGVHu6qANpZ9tsRzHcZzXLe6ocRzHcRzHOQIk5S53YB2R/ggrhTkTe6hejwXKjsGcJqdXHdoNfHxnadPyzqjtjIFhM6vzi8BEHWIi1nQ+x4SGWXRGreworDuc6b1SHg2Y2+YHWPnWPEyEuRf4f6paABCRGkyoeUtyzDOYMFHNJswVAhawnLZ2ijEhKAIybbqLtmgXq6LFfU7m5dLz7Ig2UNJiT6enh7tvJyRDiUI/LqcHSc6dF4LaOXIxWXLk6eQpnUuOWkKyhBISagYhqFPidK5TsXKmczCXUDa5/i7MPXMVJqqEwHeAoar6D8AiEfl0sk7XYmLVE8BNmBjzXyMYl50qJ6Nw1rP6QGs7e0rJOUtAnKNGWmTM3nHBsc2hZJghZ/BQ+Q5Nzv1zoEVV26uus5AcvwfHcRznDY07ahzHcRzHcY4c38TcI5uBItaq+TfAKEwsaEr2S1016fszyhTPeKrjTua13czawpJ9Bl3Z8RT3bvtPntz1i8Pp8tQf8sBWrMvQVcBfYd2IdmPlOSnXAM+r6tLk/TPAyb3GqhZqVgJ/gYkIqVjUr/DjpnAYLbkJhFIJD46J+i3SDGcsZ8plTJXZYEJKrobaUg21ZCRLA00EhOTpZBMvUdA8q3UJSTZQ+h1ZgfdjpU6fw+5pHVby9BbMVbOaihj0FRH5GoCqRqo6T1WvS9bjx8lYPwHuHy/HbgkkJCBgqpxyK3YPuoD5NdSVTg8vlSnBzGZBiDSiSL4IfBu7T9OBK0Xk+KpLLuJCjeM4zpsCF2ocx3Ecx3GOHC9gob0fw1wPactqBTZggsE04DEqnX9e684O8UHOkW7PYhkp38W6PA3HnDV/qEnnCRER7Lr+rer41cBgERlWtW0TcJSItGAZN+2Yi6bf15uTWmYPfBsTa2dx6sDLkX4ZgvblODmJWqmnhTE0maknyNMl29mUjzRiA6vimAiAlfocj+pvWMfy3sOkJWOnAZ/C1mhNsv0ETJSro1ICFQOfEpEfVg+iqp2qequqXoplEj2zVpd1xxoTE5e36YYHsbyfdwAyUAa3CaKhZIi1HCnRpxaVH74ZOAsTv0YBi7EcoRR31DiO47xJ8NInx3Ecx3GcI0RS/vRz4DrgDOB9mODxPDAFe5CvxZwTJO8b+zP2sNw4ZjZdQDHOs2DPb+iO9/Z3Wgf6w1xPuC/WNvpdWFjt7cASzDlzd9X+p2JOkt/1DKAai8izwEnAPcnmjcDbgd9iDp2PYd85IyrC1UEJxb6iigghGSp6Sb9QQDpoY4CaYambzvSzzAv6VIiF8DZgItKB1j8tfxLM7dIMPICFAp8HfDQ5dhXW8ryEOWwArkvEq8u0V4tVVd2GOa++OVAGz+xi7zUx0deBL2Gumxs6tHViF3vvqNfGppfjpRvW6fI/BT4CvJSctxWYA7SJyCWqeg/uqHEcx3nT4O25HcdxHMdxjiAiMhULhr0AuBVzP3yDSrZJC5ZTsgg4m346nM8a8h4aMoPQOCKfb6OGOtYVl7Ki8PTBDqsWY6pJRYguzOVzEtat6gSslOmXwDGq2tNaKWnJvUBV/6XX9f4T0K6qX07en4K1sv458EGsjfRbMHGhmYriclCbzOjcsYzKTWJtYQnbS4eeyxMQMpQR0V5ag246D3auIiYe9bVPBEnqsAVFD0x+n4vd099h6/gicAcmeKUdrgCeBU5V1YOWeyVupdOx0qirk/F+DGxPxhyJBRTPw7Ju/o5K2/eNWCnUD7GuY3VpppDjOI7zxsSFGsdxHMdxnCOMiGwFHgeeAr6KPXiPxMSKozEnxzzMndEvZjZdxLDcWIgViiVCCVFV5u397zRXpb+kX/46MFFhK9ZG/BYsEHcH8Iiq9oQEJy25XwQmJN2eqq/1auB9qnplIjjchpXxNKhqWUS+AHweeDm59iIV58krUkcDR2emszfew1AdwQAGsVyfZTsb+zvETszx0psDiVjpldEsLeS1U7voSPcrYwJJgJUa3YgJKU1YKPRlWCvuGekoDTTtOFUu/F4gwe/mRT977JUmmwQ2vxUTbS7E/p0sxVxKw7FSq1uSz+ux9fwrzMH1flX1aAPHcZw3OP4/csdxHMdxnCPPrdjD9i2Ye2Vq8vtIoGt4ZnzjmOyx7wh6zBoVhICs1DAiN5FZAy9maHYMAEva7mfZ3kd5Ye9DxFqmrCX2xnv6I9L0/qtcnPw0YGVJTZgA8V+YoNKIdSqq5sNUWnL3pjpQ+O+Bccnv6cU9kbxWl+T0+y+FM7NnMSqYwKRgJk0MISc1TJET+ns4mEjTl6qTZsqkC7hPls/U4GRmBmcwJ7xYBiSZz8MYlZko07WGughzs/wt5rTZhAko87BOWY9ja1o+Wc4dJshnVHXuheG7hr/SZFW1oKq/VtV3Ymt5D+a8OgpzarUDH8BEvzwm1nwdE78OSbFzHMdxXp94Ro3jOI7jOM6R5zvAnwOzMKHiLKxsJhidPWbLMbWzJwgSNoVDWVl4lom1J1DUPJsKKzlt8B+QlRpACCRgaG40D+7+EWUtsim/AoDdpc0MDAazJ9rWn7lUu0bSUp5uTABYiAk1H8SEh88CX1XVnlCXxOHxISotuXuzFqgTkb/FWnWfgZX8jMKCd9ParHLymobO9AtN/kuPKGuJVnb29/CUo7Bys6Ze24V9s2WK2DowSIYSkiHWmJEyQbfqWjle5iAE4TAZFT+l90bAAGw9X0jGHoC5W5Zjob8TAjKhiEisUU2kcd2hTDoRxr4HfE9ExmGlTWOTObYkrxEmus3BhRrHcZw3BV765DiO4ziO8xogIpswB8R/AHdi4sjcCbnpl0+smZUNCNgTbaMhZy4RgPbyLgbkmslIFlVFRIi03CPUvEpSkWZ78joSC/w9U1XrReRnWKnNkOoAXBG5FrhWVS86yLU+B4wGTlbVtSLyOPA3qvqoiDRh7o/FwMxDnXQN9YwPj2Ov7mZ3vI06BtDKDhNvDo0S5ibvbWNSzHFzFCbcdAINQ2SkzpDTg4CAWCM26kuLR8vEmQEh3XTyhP6uDSsTm4QJJP+ECVrNybhFYFczwweMk2MyW3RdZivrvgv8ee+A4UMhKS87AXM9/TEwIEM2OCE4izoZQK3UnT+3dNsDhzu+4ziO87+Plz45juM4juO8Nvw3cD7wIJZnUg88uaG4vNgabaM93sXS/JNkpQZJ/hsYDiYk7BFpVGOea5/3iiJNrTRw7oB3ceHA6xiWGdPXLml4cCtWCnQRlo8zCiiJyITk/Yd6iTSCtev+5oHOLSLnApOB21V1bbJ5EyZ8AAxOXvvV3ao3BbpYET3L5ngNebrYw/bDEWnAAoPLB/jsKGAZtk5FIL9LtwQd2lpMT9VB29QNrHphO5vi5/XxMuagGVvPgB/WUh9gWTX3Y6IcJGLYbrZlFukju7ayToB3A184nMmnqLFIVT+FiUKXjZTxWxtlMLVSB1YG5TiO47yBcaHGcRzHcRznteF72HetC4EfYW6Nq46tO612UHY49eEgIsqs7JpPrBGxRkgQgliNj6qSjzvZUVr/iicakZ1AVmoIJOTo3IzeH6c5LIqV5nwDWI+F3v4pJmDcDqxU1dt7HTsHE1rupg9EZAbW3emrmKMmpVqoGZW8pmVHR8zOLQjTa87izLorGRKOeqXdFSsV2r3fMMZxWGByEybarH1R5+d2sy3ezBpCMtlmRkzrpuNXHbS1AouaGJI7lQv+8HQuKY9knGIdm87ExJIAE4bqqJRelYGPisjHX/XFA6oaqerdx4YnXhEQdicla48fibEdx3Gc/z1cqHEcx3Ecx3kNUNWXsG5KH8UcKRFwSkt2bBhKlgDhrIarmFJzEuvzy+iUvUgYQhBAYG6ap1rvPOg5UnaXt6DERFpmS2lN748jLBdmO5Yn82lMrPkp1pUqh2XpXNPH0B8FvqWqUe8PRGQsVjr1MeBm4OTEgQP7CjWpxSdtbd3bHnTYuSpDw9EMC0dTHzQyLXda7497j5vOramPOaSiyvHAKqy0aFkXHW2L9BFZq8ufniIzaZTBMpYpV9XRcC0wciyTHwkICSTIHMOshzAxphn4JPBAMu4qQOoZOGSOXNxyqlyUy1H7laSk7Igwt3TbAhE5UUTejt0Px3Ec5w2MCzWO4ziO4zivHT/EgoTXYi6WYH1haawaI0lYcEDA2JpjaSttBxFEBERojXdSqGT6HpT2eBePdNzO852PAEqdpJoIRcwx8xIwBDgXK3s6G/gcJk6EwFxVXVI9ZtKS+62YCEOvz4Zg3Y2+rqq3YRkvQsVVUy3UjMPcLOn3zu5ew2k2qNXThr+b84+6gaPqj+vXNQN0x3sRhLKW6Izbe38c0HfHqxBrSV5KN06SGZwll+fGc1wMHANsAC4BHgP2lCmdrFCMNYrKlMjT9TPgqpdZOjEm6gK6M5L5MjACa6UtwHlYC/SJwL2TZHrUQCMNNNaNl2M7gG+LyOX9vthXYG7ptuVzS7fdP7d0mwcKO47jvMFxocZxHMdxHOe142bsof1yrBMQu6ItQSQKCAo9P2u7llCM86gqkZZY3DZvn4EGhM3k5MBNg8YEUzih/lyOrTmF0xuuICRTxpw0bcAEzB3TBnwbuEFVO4BPJIe/r48h+2zJLSJ1wG+Au1T1X8FyU9i3TfcmKqLNyOQS88lrV7K9R0QZ3TCNAZmhZINapjYfqLnU/nRoK0/n72FZcT7PFR7sa5fe3aXS775jsbWghjrGMoUaqWOiHJ8JCEuYC2gXcCmwOaL8wHydG6xn1dOL9bGbFK0F7u2k/coH+fXa+/SOb92ntz+oqnlgOnBbcq6BmKvqok72blXishJLh7bvBF4GfiYi5/T7gh3HcZz/E7hQ4ziO4ziO8xqRhOtuxMpRLhmRO5qTmy4lE+YIMhkQIcaEmQn1J5ANcogIXVH7Pm6aKfWnctqgKzm7+T00hIOolXpGZSZRK/U9+4wIxwMgIgSEZCRb3Qb7UVX9DvDF5Pd7RSQHfAUrjeqiiqqW3N/qtT2DiRBrgL/udbnVQk3aRQlgeHKOYjKfQq/jgny0t6zEqMYUov65iFL2xrvZUn6Z6IA5wQekGdgOiiCQZCgLkk3mOgjrADUVmNPF3q+v1udntbFrKvCPWMnYw8D7QM/CWmhnkrDf92JtusEyeha+pEtGLdbHu1frkn/czMsTsVDnDcDdInLioU7ecRzHefOS+d+egOM4juM4zpuVSxo/EJxef0V+QDD49E2l1Ug2Syj29UsTDSUMQkAZVTsFwbJp8lHHPuO05MYTSpZIS0yum82wzBjicomYEk91/pac1LCm/ALTwtPRQHi5uJiCdkOlJffbROQU4L1YDgvAf2HlP2WsPKq6JOka4HlVXZpuSPJn/h0Lx71aVXuX2DwD/Hny+2ZgpIgEWMlVmUpmTFpy1ON22dK1shwQZhuyzazveL6fq3tIKPu6a9JSrIYy5ScjLZ4WkCGiREws2HfkPCbGlLCOXRcBNwKfwVxCXwP+AngSOA0Tb34hIu9R1byqfk1EFgO/A04EVu1i6/hdbP00lll0JTAea/H9qIicqKorXouLdxzHcd5YSFUHRsdxHMdxHOcIcknjByar6hIRqYk1ZmH+Pk5sfCuCsKrrGRqDZlqyYykHMdlsLYGERFrmwR237NOSe0RuItMHnkcpzlMT1EHiAIlLRWIs53dDcTmrCs+iaJo7kwoTT2M5Oc8A/6iqtyb5MxuAP8GChSeq6m7oEWQWADeq6l3pHETk88DbgXNVdW/vaxWRkcALwFBVVRHZiblR7sJyX4qYi2Q5cGzVoWlXqt/3HxDTqrPdDTQOHsqIYAdbpIueS+vEhK4cJupkMRdRA+Y2Uqzj1YextT4dC2oeDrxdVdsBRGQcsAgLMU4Hr8HCnTdinbX2JueYpqobXsNrdhzHcd4AeOmT4ziO4zjOa8dGEdlZ1hKFuAtVRSKFWJlcexJrC0t4pP3nzG/7NWUtEWvEms5F+4g0AFuLLzFv1/fYW95Fj/6iSllLhGTISJahmaPQSuxLKjIAnALcgYkCP022/QJYp6o3Y46RbNXp9mvJLSIfBK4HLu1LpLHp6BbMlTM+2ZTm1AzE3CnpOWrSQ6jk1IQHXsJXT43UMyhooVdkjWDfhcNO2uN1rMx3sbe6fqoBW5sStpZlrA35z4BbsTW+NvldMWfN17Ew4YdEpAVAVddhDpwXgUasRXoHtsaNwOpkWw3wvIgMPdLX7ziO47yxcKHGcRzHcRznNeKe9pu7gWl7om1d2bCWE+svrHR2ApozoxidncIZ9VfS3rGZp3b9klJUoCEc1Od4NUG9ZamoUog6CSVERFBVVhWeTXcLMVFmOybIAFwG3JQ4Xc7ASnXek3zWW6j5GFUtuUXkCizb5hJV3fYKl9w7UPgoTPDoxpwpYKVTqUgj7B/4e0Spk4GcUXsFJ9a8heNzp/e1y2CsC9Ry7LtxKnApVrZVxBw/5WTbQuBLwP3AOqw71D3JcU8AP8HClh8TkfEAqlpQ1RmYqBNWjTsB+BGwJxm7CVghIo1HbAEcx3GcNxwu1DiO4ziO47yG3NN+c1tjOLSckayF1sYxaen5ttIajs5NJ5CApnAosxvfxpT62cxpejshGbJSS1BVEbS880mK5W7KpTzrui0+pqwldpQ3sKO8Md1NgCnA+cC7qZTb/EpEajGx4FFVnZ9sL5GUHSUlUZeQtOQWkdOB7wNXqOqqflxuX4HCdZiDJIOJEfXsmxnzmoo1A4PBAGQkS3Mw/EC7jcbEkheTucVVcxqCiTCKrVUtsAT4ZLL/KqwF90JMfHkECxn+JpY9My09iaq+H8u1AQszLmNt0q8B/jN53wysa5TBdRcGV/t3dcdxnP+D+P/8HcdxHMdxXmPaoh3/FmtMUbtZX1jKjsI6nmi/g664nd3RVspaItISgYT2Q8jY2uM5r/n9nNf8fuqCgQDEWiYb1JAJc0yuP5GnO+9mVWEh9blm5jS9wxw3RoBlw/wlJiasxwSTNZh4ck3V9NIwYbC8lVtVtVVEjgV+CVyrqgv6eal9OWpqgPaqczRQEWqqy5/6pJ6BTApm0Cz7iywDgsHMrDuPUdlJBzx+V7SZjriVshZZWVp0oN0EmJbMcVcy32oaMREmj4k2Y4AHgT8GdmLOmjZsnQvAPKyk6a+B+0XktHQgVf0GcCG27gMxUWge8FustffqRgYPOolzulS17cLg6tkHvDjHcRznTYmHCTuO4ziO47zGJAG9aeejfUJzBaExGMqQcCR1mUYGZIewqbCccXUzGJhpJorLLO96go5yK43BEI6pPzUpd4qZ1/pDThn4NgaFLWggrM0vYWXX/GoRRLBuRF/GynsGAEtVdVrV3JYBVwEvYULDuZjo8ATwd6p6yyFc5zDMYdIM/BEWsPteTNS4ACv7KZFkw1DpvnRAzg7fTo4aYiKeiO4mX9VJ/IKm6wmSeJuFHXPZGW1ksLQwLZxDt3bwXPTIobbt/jnwFqwEaSNWmpQSYaJMCROgFLgTcy39GmjFOjhdkxxfg61rAbgFE7zurVqrcZgLZxCVe/VeVf3ZbDnv2UEyNG3Z/f158S/+5FAuwnEcx3lj444ax3Ecx3Gc1xi1v4ztxMSJfdpaK8rIzAQmZKczQsbSVdhDR3kP67pfINaIiDJTamcze+ClTK6bTRSX0DiVlZO8AAAgAElEQVRiZdcCJuSOp1EHoVGERmX2Rrtg35IigL/BOj/9Onk/VUQur5pCmlHzLmAx1lr7buDbhyLSJNe5AxMsJlIJEw6xsqJUMemgn24agJCwJ9NHen11DQjtIlV7SpyOCU+iThpokiEMl7HUSyOz6y5hRu05hK/cWOoa4CEsKHgcsHafqVREldXY9+i3YwHDV2GBwXWYKFbEBJo7MDfOlcB/i8i708GSkOFRwPNUvpP/VEQ+MkiG/p2q5jEHz69eadKO4zjOmwsXahzHcRzHcX4/PIwJFPu1Xw7JWAuiIMuI3HhOrr+YzvIetufX0lVqJZQsohCoCRco1GcbqZMBgLlrthbWsKWw+kDnngq8Hwu5Bbgzcb+ACSgZLET4PzBB5xFMgDgc0vKntPQpoOJEgX3Lil4xm2Zh9Ajb440si5+lmw4AslJDQMiOwjo0jkFjYss+pi3eSVntVB20clztqQwOh9OSGcvo7JT+zP+dmHDVjYkvbVWf1WCZNTXYfQywdfsIcAVWujQJc9mUMcHmVmAy5ij6moj8WTpYEjI8C/hx1Vr8x316+ywRmQhMnBf/4rf9mbTjOI7z5uEV/6zgOI7jOI7jHBF+DlxNH+LEyqJ1bBqeG09WaihribE10xiWHUMla9fMJ/abUoi72VBcRk1QT6wxy/NP9WcOV2B5KuOAdSKStqCehblF3oOJKp/Qw6+PfwaYDdzLvkJN6qhp5xD+WNjGThbHO3vej6mZyrENc1CUUqGT1GszoWY668pLWRY/w3bdSF676KSNfNxJHEYoSl67DnSa3jQkr4o5hAZQaSFeDwxLtndhLpp/wkqlLgUewAKcT09+b8LCmT8CnAXMTVpwfzFdY1W9TkQWAt/AHFdfvE9vH6GqPaKO4ziO838Hz6hxHMdxHMf5PSAiWcxh0Y093O/HpNqTGF83nSgqEUoOERNlRAJAKUdFRJWd5c0s6X4YfeXKoQORZqIsx8Jz85iLRLE23PnDHVhELgA+D5yDlRDVAX8KfAEYimXfnMG+nZ/6zRlNVzMgMwhVJS4VCNQ0n62lNTxfeGS//QNCRmUnUtQ828vryUktwzPjaI22szfec7BT7caydsDWp7bqM6VS3pRJrjHC8m2WY+6pW4AfAo8B4zGh51PAT7F23o8BH1fVnlI4EXkLVnYWJj//o6pX9HdtHMdxnDcHLtQ4juM4juP8nhCRPJCjD4EiIOT85usJJERVEYVYY5Z2Pcbo7BQaw6EUoy6W5p9gR2StuAVJxZpWTExoTsbvFzmpY3zdzO7OaHdmU2HlSuBMVW09yPxzmEOkMXnt6/cWzD3yS8zBU4eVCY2i4ko5GAcVcCbWnsjE+hMRIC6VWND5OzKSY2e0mVrqiYkp0n3Awc9s+ANqxbpjPdr5S0pa4EQ5h4EMYoUuZHMllkaBBZg7SAAyZJkQTiWv3WyIV0ZUgpHXY7k8JeAEzDX0MPCvWHvz+4FTkn0/i7Xi/g1WHvaHqlpMTyoiY6iEDGeA54ATX4XDyXEcx3mD4aVPjuM4juM4vyeEYG2DNB3Tpe3ERPt8psSUtUhIloCQspbYW97F1uLLTKs5HVGoCeqYWXcuL+QfZ2rtaYSSYVH3/ewsbxp0OPM5sfFiGjPD6mIiyloata245g4R2YGJPX0JMRkssyX9ae/j982YcPQsVlI1Bcu7+SyW+fIIVhaUdn46JF7KL6RGzRWzsbSC1ngHACOC8UzLzgFgYelB9sTb+jy+VuoJJUNZy+SkloE6iAE0EUqGicxgs65NdxUsa6eIZdIwNXMKLcFoFKVcLoZb4rUxJpAdTSWbZwGWU3MBJtZ0AmcCP8NCh/8ec+dcAtyG5QW9U1U7AVR1g4iMBp4EZmLCz0YRGe1ijeM4zv8NXKhxHMdxHMf5PXBxw3VyZu3bB+Sklrx28UT+f9CqBlCK8mTbrxiWHUtbeQeBhLSVd6DEbC+vpyUzBtT2a8mMJSNZRALG545nZ3mTDWGkbcDBBIZ0+34ulazUEEhArBGhZAZjpTvVRFh5zx6sI9Sq5HU+5pLZqqr72VdEZBawDeuaNAUrB0pdI3Ey7iGLNClLC0+wtPDEPttGhOMIJYOqMjQYdUCh5vn8I0zKzWJHeQN7490UMXdNpGV2sxWAwcFwjglPJpRMsD5antsQrQAgICBNCbLfyWLfpwvAMdjanAAswRw2F2KtybtU9WoRuQn4KPA5zGl0FfA9YJ6IXKaqu8FChoETReQW4Fpg1CzOLF0g7+wSkS/Ni3/xz4e7do7jOM7rHxdqHMdxHMdxfj/U1krDKBGhlgZqpZ5u7YCKqBLk4042FJbtd+DLhcXUSB1ZqSWKiz0lPqiytbQmjwkDJ1Fxf1SLMunvZczx8iLm7jhjScdDJ8xuuqxtZ3HDiC2Flyb0Om3qFgmwsqVRWBnQ+6p3EhHFhIpOLO9mAyZCXEcli6cReixEqVDTV6Bw2rL7oNk1aZvuaqFrXbScIcFIYiK2RC/3eVxzOJLptWdR1iIbSysBKNDF4/o76mignd0AzMyeRU4skmaKnCh74m10aCtLywuYlClQ0Hxpc7wm2zMdqBGC2gYaj+qkfb0Sj8VEm2Mx58w8EelS1Y+LyFbgK8BfJevzR1gY8SMicrGqbupZDNXrReTZFkb/azPDQxEZmOzrQo3jOM6bGM+ocRzHcRzH+T1xcf2131a4YW+8h/mFu6uFhiKQHRUcLRNy0+mm01pMi7K88DRzGi6jLhhIpBEaRwQa0B7vYnHhYfJWMQMVkSPG3CwjgV8BXwKWpTkoScehXwI7gOvSkhsR+STwNUxESUWIlL1YC+l7gTHANEwYmox1SErDhzPJsSH7ii0xFWGmmOx3IKGGocEomZ49k6IW2BitZFP0EuXEkDMmPIZja09Bo4jd8TbCIMPSwlN0att+gw0IBjGj9mwKmmdx90PMqjuP5sxIYo15qfgcLxef3++YgJDTspdSHzQmE494onhXKqr1SYuM5bjwJEIydOpenR/dU6xnYM1Umb23iSE/fUz/54cF8ncC71XV+0TkT4DvJGv0fVX9oIh8GvgwcLGqrqoef5JM+8R4jvuX5G3pPr293zlEjuM4zhsPd9Q4juM4juP8vlAej7R8QwMDOSZzIsvLz9yEBc3+ay3166bmTj0vyNbQwGBQRVEiIopaoEatREcVYmIK2pWKNDuADuDTwCJgDXAnljNzdXWuiYgcC9wF3A58trrjkKr+i4i8jLltNmMCTCMmJgzEAoI/grWh/grwZ6oai0gjVt50bNXPVOA4Kt2SXgZGU+mcdKD23AIwKXMCWcmRIcvkzAkMD8fyUnkJ43PHMyQcgQQBKgHNpeFIEDK1Zg4L8vfuN9i0mtMZEAxmADC55kS2lzfQFAwDgT3R/qVRIRlOD99KNq6hI95Nm+xhS7xmP5EmQ5Z6Gche3UMDjUwPT0MQ5P+3d+dhVtbn/cff9/OcMxsDw77vyCKbgiKouBAZXKNxQY1JmrRJmjSxaZMmzW7TNEubJjZp1t+vSWObn4kGt7rLqAnuiEEFREDZd4adYbZznuf+/fF9RkcEHBOEo/28vLiGOefZT64rw2fu732bUU2N5SnzsXYyNfTo7KR/Md3e/eRDPudy4FYzu9Tdf25me4BfAx82s2p3f6+Z7QTmmdmF7v5s2/lWsvQDzTQ19KJ/fhUvNJvZMHdffYhnKCIib3MKakRERESOnj4xURHIVVp1I/AxQl+YTkWKrxvZ7aQU0hYWttQxMD+6dU9SXxYRU2XVvqH4UlvFSg6Y6e6rAMxsLHABcMkBIc05hGDgC+7+y4NdnLv/j5mdSQiPEuDfgI8SQhsIQcoAwtSin5jZIuDLwL3u/kz7Y5nZi4QGw6cAjwKX8NoR14e0I91MJ+tCRExkMVV0YVLFjGxMOXga8iW3EGUdGKRUWWcG5kdTnk13MjNqoh50pivmxqbCywcNaqqpIUcZscVUeieeLN6XLbMKfWkghDSn5S4kJs8e387qZCnWrnio3jd4gdZ8K61NKWkleLzSF0139xvM7P3A7WZ2gbvPMbP9hKqnq82ss7tflIU1D5jZbHefl/W1mbiR1aM2snoDocnwcjO72N3v78jzFBGRt5dD/TZDRERERI68n5pFvzGL7ukVDxwD9AQ+BPy4SOv4feyGNPSe2ZFs8pdaFra83LpwXas3F1a1Pn/XjmQT9cn6dEtxjU2zWZxtlzKY0XPaQprMHGCJu9/d9oKZfZQQ0lx1qJCmjbs/TehF0wz8JXAd8I+EJUtFwgjqNPv+BEKFTquZ1ZnZaWbWllo8Q6jEAbiX0LvGgbkQ5mfnKedEO4PJdhblvJpTbUvW40lK6gkN6R62pGvaX1/4k6ZsTdexrHUBS1uefM09nFJ+HkMYSXlSHtaDFQt0TrpQQzcM6J877qD3Xm5VpJbi7qz3l+gVDeSc8quYUX4FVdaFnlF/+kXDyJEnZzm6WW92U58W0hZST2gs7mNR8sStwOoXfP6+ray/5QWfv2sty88zsw+4+1xC8HW3mY1393uBC7PncaGZPUIW3ABzzOybhObD73f31e5ecPeTgRuBe8zsC4f7LEVE5O1JFTUiIiIiR8kDTb/aT2iym/kVwEJgoZmd8HLh+Usn5d4VJV5kWcvTO/enexzoSmgAfGa2U9qHQVE5lUQWM5KJ49uOZmaX8urSI8wsJozGvhg4w91XdOQ63X2ZmZ0MPAx8EXgQ6AV8m9BHpZFQcWOEQKeMMI56JtBiZrcDG4Fu2SEreG0z4TKAoTaG7vQBYLiN48WsKGdwNIrYYjx1tqcbWZkuoiKqpnPUjXDfEZjRI+rLmuJSTu18KUVvZWnj40wum0E+yX7E9RRzx1PHzMJSMk8OOhGqgirGx9PC6G4KvJQ8z9T8uZgbMTlGx5PpFvUCjKa0gSqvZk26rMlJZz+e3nNrDd3Ld7MD8MuBRQnFp5f601MJVUkfAr5nZvVZ1VIloWrm7KxnzUXAncAZhOVrk7J97gF+7+43H/D5/LmZLQS+b2aTCQGcGk+KiLxDqKJGREREpATE5L7SxbtFW5pW8tT+u1v3p3tSQvPe9cAiXh2zvXw327PQoUhC8V4AC+uC/gO4y92Xm1k1oWnwycC0joY0bdx9AzCN0PNmGvAYIXToSqii6UyYIlWf7dJE6EUTEypCPgP0zd6bzGuDmhig0RvcSXFSGtstX9qarifxhJSE7b6JhCLPtfyOxc2P4mkx9O9xZ0PxJUZWnkynqIYucU9Glk0mZ+WQhTKO05g2sCvdSuoJTWkDTzffx8KWhw9/7zj9o2FUe1fcPesXlBITExGxm/o9DxV/+62V6aKPANcXaf3wDraQUCgQwqu25Wf3AedmXzcAvzKzKe5+E2FE94NmNsTdHyZU1uytpPqE6XZR6xl28V1d6L4WGGZmnz3I5/NDwrK5i4ElWfgjIiLvAJr6JCIiIlICZpVdc2nRi7fFxBRoXTaveNuvCf1dphAqavoSAoDFwPhyKi1P+eYGdk9391Vm9g+EfjE9gBrgLkJ1xsfbJj79McysE2E51SCgN2FS1ANm1oswCaoWWAOsA6Zmu70AdAfaRn47IajJEap03pW9nvZiQGQY29jwmvNWUIXjtIRVUuFaME7MnUm3qDeri8tYnS5mRPkkhlZMwICXGp9hRG4i5sbW4lrWJcvY62HkdjmVtNKMZ9O/DXvNeG+AntafXjaAnJXRK+pPRIxhpJ7wePEeppTN3NDsjf0WFR4rttC0llAB8y3CSPR3E5ov7yU8/ybCMq8ioeqokrDUbRRwpru/ZGafAj5FqHbabGYXjLIT7xjEyHx4aD7nYb/lM9lx7gS+eGDljJkNIFRl5YEp7r7y8J+oiIiUOgU1IiIiIiVgVtk157r7bUC5mc2rK/zmCuBlwj/8exKqUCoJ//B/GjgN2AZcBjwH7CSM176NMPXph8B3jsSSGDPLA/9J6EnTC/h34J/d3c1sBKH/zRTgeUI4dGV2nTXZ11agKjtc+1HdITX5E/XKDaLoBXYlW8hTTs7KaPJ9B922yrowtfJ8YnI83/II9cn6120zJT+TblFvkjShxRtZniyk3je2Ztf7dcLUq7mE8eSXEwKrHCGYMkIoVQ60AO8lLB+7j7A0bC8hrDnd3bdkfWj+HFgOnNyLATbepnYCWM9L977siy8ihF73AEsIwVux/fVmn88ThM/nEne/7497kiIiUgq09ElERESkNMw1s4+b2T8DV7v7LkI4shnYn31NCYHMgGyfnoRKm18S+sYsBO4HPuXu/3Kk+pa4ewH4IFAH7AauIIya7uzuK919KqH6p4LQW2U+cH22e0zoSbMl+759MPMnhzQA9cX17ErC4Qu0HDKkAeiTG0JMnshihubHHvi2Aywr/oGGdDe7fBtPFu+j3je2vZcHPkv4HM4g3OP9hIBsCK/27ImybcoJn82VhOd3AzCcsJzsGTN7AvgE4TMdCeypZ+P3V/kL71vgDyUv++ITCMvNdhJCnsHAb83sNdOzsibDUwhNj+4xsy+9mecnIiKlRRU1IiIiIiXKzPoDLxICgjWESoxdhKk/nyRUcXyNMJnpJuAs4D0Hjso+gtdjwOeAvyKEMSdk51vebpvzCL1y+mcvtfBqaJEjVJvEb/LMvNqi509TE/VgSsV5ALzY+jQbiy8datM0+9N++EaBEMTks4taCHwJuBnYQQhb/pYQrgDkhjCaETY+baXlucf9nuMd3wIMBTYB2wmBz1WECqh1wMnu3mBmPyFU2qwjjEu/NjvvfxOqmt7j7nsPvGgz+0R2rNuB2WoyLCLy9qOKGhEREZES5e6bgN8Qqlj6E4KDSkJYsqy79aa/DftiRLSP0L9m2lsV0mTX4+7+HeCfCKHQLcCjZnZJu23ud/dBhMqaKLveZmBptkmHQ5qYHKflL6C27GqGxKOPyD30pD9pSzNpSwskycE2aXtxO6FKqX0jmzxQDawlNHieBswC/obQw8cJTZTnEwIeH27jLbI4zlM2uTt9/kBoxnwFofpoL2Gp2GeBkwgNm+/MGgN/hxBydQPOJoRfReAawjKp35lZ7wMv3t1/km1/EfCCmVUduI2IiJQ2BTUiIiIipe1fCROWKglVHGXuXjglnvn1E6MzGBNNLp8YndZMaEi74bBHOkLc/T8JY7o/RujZ8kMz+6dsHHjbNr/i1aqU7sD49ofoyHm6R32osE6YGcPicUfk2iuoxIgwoOLgGUZMmGZVQXj2Ow943yLi0TX0mByTc0L/ma/AK92QhxKqZZYD7GE7RS+SkjDBTn0PofrpW4SpT6cSlq89BCwjPM8thObNmwhh0LezbU4B/ovwv4FPEHrWPGpmQw68AXd/lLDEqjuw0cyOezPPSEREji0FNSIiIiIlLJvicx8hQMhlX+lC984AETE9rf8q93bzrY/Odf0PoTLkOkKFzZnAXWbWDV5ZJhURlgQ1EMaMv7L7AV8Pak+6Aycl8SLbkg1UW1eG5sbRybq8btuYPCPLT2Jo2XjsMK1vXk4XscO3UO+bWJsuP9RmlYQJTicRRo5vJlSzADA1rmVyfHY8I75srWH7gNGEJs6PEkKeywhhyu5n/VGe80fSJ/w++73f/lV3/zFhctcPgHuz53MO8HfunhB62RQJDYpvJDSNnkVY7jSeUGGVc/frgB8TwprXN9sJ1ViDgJeApWZ24SEfioiIlBT1qBEREREpcWY2EVhA1hvF3S1vZf8wJjrpuj42aGFk0YfnFm5adAyv7V7gn4ERhDHVlxICgibCNKJpwO8IgUR7XkaFHR9PIaHIi8kCklfzEAcsJkeFVdHsjZxVeQURcRirnToJRZ5ufYBG38f4iun0yw/HcZY3L2B9Ydlhr7uCKvJWzj7fdahNkuzPTYTeMwAnxeTKZsSXYhbh7skL6fyLN/vaOwn9a1YRlqjNJyw/WpXtGxMmX5UTqmk+Qug5tAioB84lBDFfcvf/Z2blhHHcO4ALCY2KBwMPECptNgBXunuLmb0P+B5h2tP8g92Imf0c+Avgq+7+zcM+GBEROeZUUSMiIiJS4tx9EeEf9QZgZp2KFL60JH3q2w8WfzvlWIU07a7tDEKflj3APwAPEypDIIwOh9f2ptl1HOM5lXNtYnw6Pa0/fWwQQ6Ixrzt+QpH9vpeo7T+LiIiJLUeeMvpGQwGILKZtiFRkh/8Rt4v14PSyizglX8vwQy+pigl9aq4gTNZaCjQlFFnvK1N3b93i6wpbfcMfgJ8Qqp1GEMK0jwNbCZU2PyCETmXZ1y8SqmRmEkaa78yOvQL4npmd6+4thLBrYHYNl2fPuRbol/25w8wq3f1GQghzl5nNOtiNuPtHgGs70/XrM+zS1pl2RWNtNPvqwz4kERE5ZlRRIyIiIvI2YGZnAPMIacT/AKcDvUtlqo+Z9SEs0XoK+DlwBzCokupP9mHgj1po3r2ZNd2AtJqaDVOYMTi2HG6GZ7nK8nQhG9OVbYd83XSofvFwBuVG0ZDupl8W0Pyh9SF2ez15K2dU+clUUk0X78qOdDPPFx5lZHQC/aIhrE2XszZdRifrwsBoJAPj44gtZne6nacLcw91W20j0bsTKl/uIoQwEaGvzDOEcOZ9hAbDPYF9hElNg7N984Tx6m3NoCNgtbsPN7NBwJPAp7Pj7iI0aT7f3Z8xsy7AHwiVOEPc3bNlTnXZ+RoJlTT7zex0wvKrv3b33x7sZqbbBXdVWqeLsm+LQO+6dM4hS4pEROTYUFAjIiIi8jZRYVX7e9vAql2+zRvYc5G733usr6m9LFi4g1AF8kvg3kl25q5u9OrmOEv8KerZtC9PecvpnNcTjFaaWBetJPEim31N+8M1AoecWFRp1SRepJXm17w+s/waIotIvMhzrY9wQjyd2GLcUxYm85iUPxPHSUkxjEWFx9jhWw53W7sI05c6ZX8vIyxTioHzgH8HPk+ojJlHWKI2ghA0fQy4gdAMOiWEbHsJk59+7u4fNbOTgPsJlTs/IoQ/5xGaQ79sZn0JS52+7+6fzZ7zGOBBwvKpFLjQ3fe1W4b2TXf/6YE3UhvNvszdbw3tgygAw+vSOUelAbWIiHRc7lhfgIiIiIi8sVn5q+3U+LwkIgbcY8stONbXdCB332tmFxAa4X4boIKq/UbUzUmIyQN0LtBSPZ+H6Ep3trOFQtp6sMNVAOTIU6Twujeb2vVO7kQX+kXD2ebr2OPb6Uw3UhL2+U4SirinFGihS9QNw4gtx650GwsKDx7yXvpGQxmXm0qj7+u2oFDnRQoNhJ47nQn9ZiqAXxMaB98ITCaEJicRxpF/hTClKSYELTWEsKeGUHXzETN7yN1vMrOPZse6FLiVULnzgJmd5u5bzOzXwAfNbJO7X+/uy8zsXYSqntXAXDM7390XmdmZ2fc9gW+0r7iqS+fcVhvN/hjwUeAXCmlEREqTKmpERERE3gZm5a+O3L3JzMqyJrIT5hZueulYX9fBZGO6HwbOHGUnnl5N19v2srPPSl+M44sI04vesFfimOhkBkYj2O97mZ/MJSV53TZVdOa0/IWEKhFnfmEuMTkafA8FWiijgq7Wk52+jYiIk/IzKLMKni88xm6vP+S5zyi7mEqrpugFlhafZku6FkJFzb8SJl1FhGVNPyAsTcoTlkCVZYe4ExhLWA61ixDSvAxMJ1TWtFXYDHf3NWb2WeADhCqcO4G7gRMITYlPJCwnywPfcfefZc/5uOw5v0wIgGa5+46sCud+YF5vBn56ok3zunSOfugXEXmbUDNhERERkbeBuYWbUjO7GlhoZteVakgDkI2ZfghghT93w0L//fUv+yI8TOMeBK/Mz07bdjnIYQoDouGYRVRYJ6qtK2BUWvVrxm9XWWfMLAtqjK5RL3b5Ngq0ANBKM9t8A0VaaaWZJwv3Ma/19sOGNAD1ySYSDxOo9qQ7GRWdyOTo7K7VdP17shHZ2aafAn5ImNxkwGOEKpqxhIDlTMK4776EKqO2SqiUsDxqqZnlCJOb5gNfJQQ+FxICmNuApwlh0KeAL5vZB7Ln/DIwg7DUaifwsJn1dvctwNlVdJ52PJMb3L2xNpp97mFvWERESoYqakRERETkiDOznxKqQz4FfINQ8dFe2w+hdsBrln19dHw87cw+NphmGnmyeB+T8zOosZ4U0xY2patYmS7BcabnL6LCOoEZu7yeLmlXCrSyoPggzewnJs+QeAwFWlifrDjUJR/YvNg7Wzdv8aZ9Xa1nzbhoKjExKcmKh5NbHweuIgQwVk7l8q70vGcr6z8D7M7uoRMww90fM7MhhFHdBWACMBcYmqOs2JUe0R52rGn1lhFmlif0mFlKaCL8deBFQgizmrDc6heEKppr3f3W7FkPy15bTmhifI67b36XXfolI/pGZJEBj9Slc856409ORESONVXUiIiIiMhboQ+QuPuPyqjYMTp3EoPjMRCaBLcFMnbAPu2/77Ykear1seJdPFG8J7wQ9SFyyFPGYBvJ8GgcTsrKdAlpDEmU0jnqRhzlKaOCvtEQAI7PTWF4bjyjcpMZEI9oO74D9LUhHBdNpIyK10yYAmyf7/JWmqNWb0nDWqWUXb79OEL1y0Rgeye6cKqdP3qsTfnMcTYRQsjye7IpUWZ2MqGvTYHQ/Pc54MuGNU9jZm48p0RTmTk8tvhGdy8AswljuLsA/0GoxBkODACuIYzxPh/4iZmdD+DuqwmVNaOANYbNO83O/ZvYch5Z1ETomTOnw5+ciIgcUwpqREREROSt0J0wAppx+VMHD4pHMzJ3Iv2i4W2NZhxCI+D8K21dXmGEPjZlLTRlU5oStiRrX9m1fU34pmQVz7fMw83JReWQi3FzdvlWACKLacuAoleLZqy79WZsdDJDbDQTo9PaXk8g9L4ZZCPjSqpzu6m/48X0D0+sSZduWpw+EQGLgZnAFTX0KBoQW45e9HdgGmHEdhWhiugh4CbCz91OqEh9H7gAABXJSURBVNr5VY6y+jIqyFkIlWJy15jZYsLSpxuArwHLCEul9gOnVFDFWJvypZnRlS8BlwD/ZWZnA7j7GkJYc/xoJldU0Onf3P0r2fEm1qVzftSRD01ERI49TX0SERERkbdCDVAws2hyfka7nzm9MxidqaFfNJSBNgLHmZ/MpZGG9vsbITSJ2v6+uPhY9CJ5G2KjHTNbnS5t2zbZnm4yxyMzC6O5i/PY4zsAWFZYQJILo7w3JC+/coKIGAcijNheCXDiiNinxrVmRIxgfNm85H+GbfY1q4GNhPHjNwI/Awr1bFo7hNHDK7zKVvqSFsL0phnAOkJA8+/A5wjLvz6eHWNJgZbOW1i3tKf3G7uJ1UmB1peBcYQmwOMJI85vAbYAcRnle6bZrH5G9LVmb/w4oXfNYsJ0qHVANdADaOzDgJoo/D62CuhZl84p2X5GIiLyegpqREREROSt0Jmw5OaSJYWnGJGbSLPvZ3O6hgnRNHpZf4yIyCISL1JjPWkMI7fblkW1EiYqfYZQhVIEyosUWOlLNuP05dXq8BhgYfNDPjQ/PqlPNuR2ZtU0EBoKv1B88pXvh0XjGBFNYK/vZHW6lGqrYWW6uO1tj8l5RGSRxZhbHGGjkzC5aSAhDNlGmOaUL9BS86Tfv5fQk6YMOBVYCZxOCGw+QAhsngZ6ufsCM7sG+OVSnqkmNBWOsz+7gb8Gurh7a7bdvwL/UEGnfzEiYstF5tYfuCJ7RjuAYdk5NxpWkyNfY2a4e4qWPImIvO1o6ZOIiIiIvBWqgCbgE600+YvF+cXVyRLA6WF9iS2Hk5J6SjNNbPdNB064SAkNctt+Xi0jBBMAvbNjv2afvekOW9QyzzYXVx52WsbQaCxmRifrwh62syR9iib2t71tCcVoTbps/950F0vTBSQkFYTlTMMIY7IHESpY2gKb6nbXNphXG/+eBVxG+OXo8dl14+73A/8NvEQIoIrAcYTpUTlCHxrc/dfAfcD39rJz2zY2NrV6c7rSX1jp7v3cfYi79weuJPS0ucnxLvvY/TNgp5n9B6EnjoiIvI1o6pOIiIiIHHFmtgvYBPQHuhIqPkYADLFRHBedwF7fyR/S35G+MqX7NbYCFxNGVrdJCcFNSqi6aSFUouTbvfdGFk+Kz5rQw/qSkvJI8U6K2ShvgJgcp9p55CljO5tZ7K9U4rSN0+7i7s3ZPRrwCDCdV0OjlLC8qYxQhTMBuJoQzPzG3d+f7ZvP9j0OeB44J9v3SsKSp4cI4c/x2fG2Al8BniKEQDPc/Ym2izOzG4D3g1000y7/fV06p7kDz0JEREqQKmpERERE5K1QDuwlhDQQqmMAWOsreCiZw4L0IVJS57UhR5sewNR234d2MkFEaLT7UV5dym/ttntFZ7oxOjqJ7tan7aU1Oc+BO3hKD+udEiZRJUAygBHkKSe2HD3pD8C46BRmRldG06OL8uPslCWx5S4zs76EX3qeAXwXsGE21k6ITo+rqelMWPrVHfiEu99ICKquNAsXkk14ujp7PjcAd3SmazSNWTdN5qx91XQ950SbPmaGXfbPhBCnF/BBQpCTB35uZpEF1wHTy6n85umcd5e776+NZn/5sJ+OiIiULAU1IiIiIvJWyPFqeLKPUF1zMO3HdBfavR51ptsPpsa1TIimERFZnjLKqCgQwpgRwGOEprvw2tHey9teOjl3DoPjUUyKz2R8NI1qas4v0upOimHJkGj0+wlLl67tx9B0hI0jIsLd2cjKvTnyLf0sjPkup5LeDBzRi/63ABuAFjNbBUzqY4OeGxodTy8bwIT41G7Z/fcE/tXMfkGoiomBhWb2PTP7LnBt9mx+CmwfzYlptXXJdaV79WQ7M+1Bv2ER8fUzoysnA5cClxP65DxdQ49R06h9bjhjHyAsr5p+hl04v5zK1Mwi4NMd/aBERKS0qJmwiIiIiLwVYshKUuBeQj+XwyqjPI3J00SDA8m4eAqdrVu+E10YamMZwijA8i/4fLaxIU/oBdN6wGGMUM2yGBhvmAFEUUxfH0z3uHfuyeT+FcOicYmTPvFS+vzJhCqVEVVWjWV5z062blzhz9UY9m8N7P1cNTUGRBFxUyWdbiCM4R5PCE7KEpKXIyxxPC56AbDyznSliYa4SOFDhBHbrUA/4GzCcqccIXTKAR/ex5602rtiYAkJecBJy3FL3X2HmV0EPArcOYnpp+QsP6HKq8fV0GPKQn9kS200e0Fk0W7CxK2b3sRnJSIiJURBjYiIiIgcUVnvloiwXAdCdcdnD7F5CkTV1DDFzqkEY5UvZi0rcvt9X7Gars1AeSWdiIjNzOjLEN/mGxJCQ+HNRjRypE20Cjqxwp+lmcZ+QHdwNvpKBkejAMOiCFIo0Np9Rfpsa3bubcCTwMqY3M7I4p80+J6TVvkLvwKWO/6JBcmD3+5p/U+YYKfOx1i+On3xluw+a4B3Ax/d7ptOXZw+aV2s+9516YrOJ0SnWXfrS0rCE8l9FGhpITRYBpic/WlTBAoreG5FM/vXl9PpvD4Msgb2FHd7fXNfBj16ip3TEBG3pCTVwAcTEos9hxG19rA+2wHq0jn1tdHsYYSmxWv/1M9RRESODTUTFhEREZEjysyqCf1pjBBCnAIsIBujnUkIYc6zwORBjOQ4m0hsMXt8Bwv8IY+I556Tu+LXi5InLt/ve88/2d6Vj8m1PO+Pbd3O5oHAmcBtw238siGMOjMiZidbedYf2UlouLu3dzSwx4TcaXkjShrTvdFLyXP/Xu+b5gEfcvdLDnH9k4A7CcurfkcYcf1V4ER3X3+IfcqAmYTlTLUz4styOctT9ALPpY/S6A30oC872UozjW27FbNn1PYschExM+xSzCJST2j1JiqsitTT5v3s/dv5PPh/DfvzCUz7WXd652Ny33zQb/nKH/M5iYhIaVKPGhERERE50mra/X0+MI/X9pCBsOTHyEZWb2MDBVpIPWG1v+iApSTPzC3c9N9bff3dDeyJf+937DGz6u1sfphQDVMP3NDijVUAKSlFWttenwL03JZuiJ4vPlp4OXn+2aeK9y+s903nAjsIzYoPyt2fJTT/vQz4JPBF4Ebgc4fZp9Xd73X3C4CqNemyPakn7PPd7PGdTLVZjLZJTLVZRMT72t1/CuwGFgH1KQnNNFH0AilpcxP7VyeeFMHzL7LwUuCO7vT5aA/65HKWx8w+9YafhoiIvK1o6ZOIiIiIHGldeDWYGQ5Ud6XXL0ZHkz7ipCxOn2ptoqEse78KSFpoih/zuwGopsZ6M5BdbMuaArMMiMDzdcnNRbPf3k2YgDQE+NpGVl3mntbnKe+1gZVOGIv9NUKj4T7b0827t7O5L3Ab8FfhWIcOajLfJwQ004CbCdOZLjKzb7r71sPt6O4FM5u8Olm6HIjzlD2QI39eZBHmCTG5zilJM2GE9zpCr52YbDnUfK9jICNu2cHmhfvZt2swI4c3sGfTXnZuBFrBqyOiE9zdzeyFN7gPERF5m1FQIyIiIiJH1GibdHo5ldT7JjazpneesvtOis/6kGXF3COi8WVL0qcgVJN0yr5GgA1nLENtLE5KC83XAr8C3pcduiqbaDSXEASd7O51ZvbhTay5PdsmBq4HfkPoYfML4M+Bp4CLsm3O5o2DmruA7xGCmuuApUAd8Bng82/0DNx9lZl9HvhugdZZKcmnEy9+dpUv7V2gJU8Yse2VdBpuRLlG9g0hq7Ip0rp9DS/e6+6/PNTxa6PZTwInZs9CRETeQdSjRkRERESOqHOi2fsji6oSLzLf5xIR+9S41iKLcXfWpStat/i6slZavJnGhV3oemKRQtyJLoxnKpHlMDOafH/hcb9nImEMdwWh+maquy8wsxbgEXevBTCznwIfIwQ41xOWLO0EJgLrCQHO7wmTmnYDI4EyP8wPw2b2N8Bp7n6VmX2AsPRpADDS3Xd25FmY2YvAGOBud3+3meUJ4dEHejGA8TYVgCU+n3o2AjQCl0dEv5rEGd/qZr3m1aVzFnbw0YuIyDuAghoREREROWJq46v6OL4FAHce93uTZhobpsXnrqqi8wm70/qmGnp0iogBJyHZZlhvgDW+LB3KqCiyHCkpi/yJrTvYUgBuIFTVDAC+6u7fiSxam6c83+JN/QHMrIsR1fey/mVNvr95H7seJyx92kKo2vlg9vcehGqWFmCQu+8+1L2YWRfCsqRJhLDnEUIQ9KC7f60jz8PMegObCRVDvd29Pnt95Dg75fm+DKkEKNDKCn+OLaxdB/SawLSoJ33LIuJmMzujLp3zhw59ACIi8ranZsIiIiIicuQYXzHCf5jRTGMLED+VPDD24eSWqN43VoFhZphFxOR6x5bDiHCcnWy7dYuv3f+E39e0gy29gT6EJT5ryCZI1Uazq07n/B7TuaBfbTT75wDuvndaPOu5cdFUpsTvqpgWz/onQlXNFcAzQCthwtQ+wvL/VqDn4W7F3fcC/wVcm1XefBI4Hrg2C3HekLtvI/S6gVDR02bUWl+RL1JIAcqsnHE2xSvp9EXgui50K8SWa2s2PKoj5xIRkXcGBTUiIiIiciQ9i+EYtNC8FfhH4NPANcCiPez4pGHL3b3g7t7Anq2t3kwTDWxmTfQ8T9Qu5ZmF/RmWjrHJaZ5yJyxfGkyoZhkDnFBORRxZBPD+thNXW011LoQ+hc7WbYC77wD+khCU7CBMmLoNoJJO1T3oM7wD9/ND4C/MrNrdFwH/TVg69VcdfSDu/h1CNc/YPjbo7Mji9wB3NLB78WN+9/KEIqknqVm06/Towjnu/t1K63QBsNzM5gK3H/YEIiLyjqKlTyIiIiJyxMzKX23ufhXQx8x+NrdwU0vbe2b2GPAFd3+sNr7KgKq65Ob9Wd+W7YRpUc39GFI+xk4yI2I39bsX+rx1wJgudMv3ZmDLUBt9DqHPy3HAf9alcz6WnfsM4D+AF4H3zi3c1Jyd9/8Qli9NAroOZfSaYYztaVhrZNEpdemc5w93T2Z2K/Cwu//YzGqAlwg9bwa5e2NHnouZDZtgp67qxQAa2MMCf7DR8ceBQVV07jnNzv1GZNGddcnNqzv4qEVE5B1KQY2IiIiIHBVm9jjweXd/7CDvPQWcAnxjMKPePcLGn2hE7KJ+57M+ryFH2SNncMH7I2LMbD9hSVRFXTpnRwfOWw0sJlTl/NkM3vP3seUmuqdFs+hzdemc77/B/mcQgqEx7p6a2fuAHwFfc/cfdOTea+OrckABIPHE17LsslX+QtfsuCe7+7MdOY6IiLzzaemTiIiIiBxNh/ot4fOEpU07RkUnntRM479sZ9OiJf5kJdC3nPLLs5AGQo8Z60hIA+DuDcCfRURJL/pft4blu1JPcXwf2VKoN/AYobfNBdn3vwZWAl8zs/KOXENdcnPR3W9PPaWJhtY9vmMe8DPgZwppRESkvdyxvgAREREREaBtqtHAuuTmFPgC8AUz6wl8YQyTPwOOO6mZXV+Xzml4Mwd390dPtVn7Kqga5fhxTzH36400DPTU13VgXzezfwP+ljBm283sg4TmxJ8kjAN/Q2Z2+YL04c/3Y/C3hzJ6bTP79+5n31+/mfsQEZF3PlXUiIiIiMjRYod578Xs68j2L7r7dnf/bFd6PgSWmlkTMP+POXknunTKWZ4c+dbjmPA0cEnWH6cjfguMNbOJ2XW9ANxKqKrp0C8/65Kb/RSbsbk/Q+hKz85TeNd6d0//mHsREZF3LgU1IiIiInI0HWrp08vZe4MP9qaZvc/Mrgc+A9z5x5zYzD4P7Dazu3rbgPuBVcBZHdnX3VuBHwN/0+7lv+zP0MrTOG9VbTT7ig5eRn1E3Ai05Cy/8s1cv4iI/O+gZsIiIiIiclSY2ZPA37n7Ewd5z4AE2OzuA47S9fw9MMzdOzRq28x6ASuA0e6+rTaa3Tv1dFNkUUxoFNy1Lp3zhlOgaqPZ7wGGAL94s0u4RETknU89akRERETkaDrobwmzvi8tQNejeC23Ao+b2bXunrzRxu5eb2a3AB8Hvg40Gdbk7uXZJKpCR05al86540+6ahEReUfT0icREREROeZqo9nxcUwonsj0ytpo9slH45zuvhLYDEx/E7t9H/grMyuvS+fsM7NTzezLwNS6dE6HghoREZHD0dInERERETkqzOwp4NPu/uSB79VGs//O3b+bbVcAaurSOU1H4Zq+DPRx90+9iX3mAje6+3+9dVcmIiL/W6miRkRERESOpkP9lrAbQGhVQ8xRWqKfI397Xwa//xy7/PyO7hMR/2Agw/9xpl1xTW00Wz9Pi4jIEaX/YxERERGRo+Vw47m/bWZ1hKVIH6pL5+w7Ghd0tl3y3uOZ3NWw22qj2e/tyD4zeM8JI5k4GPgF0OFKHBERkY5QM2ERERERecvVRrPPn84FJwDX1UazL65L5xTbv1+XztkPzDoGlzYmInZCFc9xHdnBzAZGHqeEn6UPOk5cRETkj6WgRkRERESOhl9UWFW5u58FnAM8cKwvKPMFMxsA7AF+3MF9/tHMBhHGiX/rLbsyERH5X0nNhEVERETkLVcbzX4QmEZY/jSpLp2z4hhfkoiISElSRY2IiIiIHA2XABcDixXSiIiIHJoqakRERERERERESoSmPomIiIiIiIiIlAgFNSIiIiIiIiIiJUJBjYiIiIiIiIhIiVBQIyIiIiIiIiJSIhTUiIiIiIiIiIiUCAU1IiIiIiIiIiIlQkGNiIiIiIiIiEiJUFAjIiIiIiIiIlIiFNSIiIiIiIiIiJQIBTUiIiIiIiIiIiVCQY2IiIiIiIiISIlQUCMiIiIiIiIiUiIU1IiIiIiIiIiIlAgFNSIiIiIiIiIiJUJBjYiIiIiIiIhIiVBQIyIiIiIiIiJSIhTUiIiIiIiIiIiUCAU1IiIiIiIiIiIlQkGNiIiIiIiIiEiJUFAjIiIiIiIiIlIiFNSIiIiIiIiIiJQIBTUiIiIiIiIiIiVCQY2IiIiIiIiISIlQUCMiIiIiIiIiUiIU1IiIiIiIiIiIlAgFNSIiIiIiIiIiJUJBjYiIiIiIiIhIiVBQIyIiIiIiIiJSIhTUiIiIiIiIiIiUCAU1IiIiIiIiIiIlQkGNiIiIiIiIiEiJUFAjIiIiIiIiIlIiFNSIiIiIiIiIiJQIBTUiIiIiIiIiIiVCQY2IiIiIiIiISIlQUCMiIiIiIiIiUiIU1IiIiIiIiIiIlAgFNSIiIiIiIiIiJUJBjYiIiIiIiIhIiVBQIyIiIiIiIiJSIhTUiIiIiIiIiIiUCAU1IiIiIiIiIiIlQkGNiIiIiIiIiEiJUFAjIiIiIiIiIlIiFNSIiIiIiIiIiJQIBTUiIiIiIiIiIiVCQY2IiIiIiIiISIlQUCMiIiIiIiIiUiIU1IiIiIiIiIiIlAgFNSIiIiIiIiIiJUJBjYiIiIiIiIhIiVBQIyIiIiIiIiJSIhTUiIiIiIiIiIiUCAU1IiIiIiIiIiIl4v8DIzZFPG1L4v0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pos = nx.spring_layout(G_fb)\n", "betCent = nx.betweenness_centrality(G_fb, normalized=True, endpoints=True)\n", "node_color = [20000.0 * G_fb.degree(v) for v in G_fb]\n", "node_size = [v * 10000 for v in betCent.values()]\n", "plt.figure(figsize=(20,20))\n", "nx.draw_networkx(G_fb, pos=pos, with_labels=False,\n", " node_color=node_color,\n", " node_size=node_size )\n", "plt.axis('off');" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 2 }